From c099ac9ae12172aaabac740bd5954af024ca5fd8 Mon Sep 17 00:00:00 2001 From: energyls Date: Tue, 14 Mar 2023 12:52:49 +0100 Subject: [PATCH 01/31] chore: set up notebook --- notebooks/validation/stats_validation.ipynb | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 notebooks/validation/stats_validation.ipynb diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb new file mode 100644 index 00000000..a6100842 --- /dev/null +++ b/notebooks/validation/stats_validation.ipynb @@ -0,0 +1,19 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "language_info": { + "name": "python" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From ea6bc2c75da63d527090889071fb20b073787f1b Mon Sep 17 00:00:00 2001 From: energyls Date: Tue, 14 Mar 2023 15:55:30 +0100 Subject: [PATCH 02/31] chore: temporarily include earth stats --- notebooks/validation/temp_stats_csv/stats.csv | 3 + .../temp_stats_csv/stats_merged.csv | 136 ++++++++++++++++++ 2 files changed, 139 insertions(+) create mode 100644 notebooks/validation/temp_stats_csv/stats.csv create mode 100644 notebooks/validation/temp_stats_csv/stats_merged.csv diff --git a/notebooks/validation/temp_stats_csv/stats.csv b/notebooks/validation/temp_stats_csv/stats.csv new file mode 100644 index 00000000..228eaebf --- /dev/null +++ b/notebooks/validation/temp_stats_csv/stats.csv @@ -0,0 +1,3 @@ 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00:00:00 2001 From: energyls Date: Tue, 14 Mar 2023 17:19:14 +0100 Subject: [PATCH 03/31] feat: include possible data sources and description --- notebooks/validation/stats_validation.ipynb | 48 +++++++++++++++++++-- 1 file changed, 44 insertions(+), 4 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index a6100842..6cd39006 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -1,11 +1,51 @@ { "cells": [ { - "cell_type": "code", - "execution_count": null, + "attachments": {}, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "# Validation of the PyPSA-Earth stats\n", + "\n", + "## Description\n", + "This task aims to develop such notebook that:\n", + "- takes as input the files from folders from pypsa-earth: `results/{scenarios}/stats.csv` (see PR Create statistics #579). In the meantime, data is loaded from `notebooks/validation/temp_stats_csv/stats_merged.csv`\n", + "- loads open data on power systems across the world\n", + "- Creates plots to perform the validation\n", + "Plots and tables shall have different aggregation levels (e.g. demand for a continent)\n", + "\n", + "Create statistics for:\n", + "- demand\n", + "- installed capacity by technology\n", + "- renewable sources\n", + "- network characteristics (length of lines for example)\n", + "\n", + "## Data source collection\n", + "These sources could be helpful:\n", + "- [ENTSO-E](https://transparency.entsoe.eu/generation/r2/installedGenerationCapacityAggregation/show)\n", + "- [IRENA](https://www.irena.org/data-and-statistics), not working\n", + "- [IEA](https://www.iea.org/data-and-statistics)\n", + "- [WEC](https://www.worldenergy.org/statistics/), not working\n", + "- [WRI](https://www.wri.org/resources/data-sets)\n", + "- [UN](https://unstats.un.org/unsd/snaama/)\n", + "- [WBG](https://datacatalog.worldbank.org/dataset/world-development-indicators)\n", + "- [OECD](https://data.oecd.org/)\n", + "- [Eurostat](https://ec.europa.eu/eurostat/data/database)\n", + "- [EIA](https://www.eia.gov/outlooks/aeo/data/browser/)\n", + "- [Enerdata](https://www.enerdata.net/research/)\n", + "- [BP](https://www.bp.com/en/global/corporate/energy-economics/statistical-review-of-world-energy.html)\n", + "- [USAID](https://www.usaid.gov/what-we-do/energy/global-energy-database), Single countries only?\n", + "\n", + "https://www.usaid.gov/powerafrica/nigeria\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Validation" + ] } ], "metadata": { From ee95af9cdb3fd5fa186d0450e6eaf428899c935f Mon Sep 17 00:00:00 2001 From: energyls Date: Tue, 14 Mar 2023 17:38:58 +0100 Subject: [PATCH 04/31] feat: include the data preparation --- notebooks/validation/stats_validation.ipynb | 117 +++++++++++++++++++- 1 file changed, 113 insertions(+), 4 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 6cd39006..efb7b23d 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -1,7 +1,6 @@ { "cells": [ { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -20,7 +19,10 @@ "- renewable sources\n", "- network characteristics (length of lines for example)\n", "\n", - "## Data source collection\n", + "Plots:\n", + "- Compare the statistics of the PyPSA-Earth model with open data\n", + "\n", + "## Public data sources collection\n", "These sources could be helpful:\n", "- [ENTSO-E](https://transparency.entsoe.eu/generation/r2/installedGenerationCapacityAggregation/show)\n", "- [IRENA](https://www.irena.org/data-and-statistics), not working\n", @@ -44,13 +46,120 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Validation" + "## Preparation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import packages" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import logging\n", + "import os\n", + "import sys\n", + "\n", + "import pypsa\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "logger = logging.getLogger(__name__)\n", + "\n", + "pd.set_option(\"display.max_columns\", None)\n", + "pd.set_option(\"display.max_colwidth\", 70)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set main directory to root folder" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# change current directory\n", + "module_path = os.path.abspath(os.path.join('../../../')) # To import helpers\n", + "\n", + "if module_path not in sys.path:\n", + " sys.path.append(module_path+\"/pypsa-earth/scripts\")\n", + " \n", + "from _helpers import sets_path_to_root, country_name_2_two_digits, two_digits_2_name_country\n", + "\n", + "sets_path_to_root(\"documentation\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load stats data (obtained from pypsa-earth)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Read it with multilevel column names. #TODO are multilevel column names necessary?\n", + "stats_merged = pd.read_csv(\"notebooks/validation/temp_stats_csv/stats_merged.csv\", index_col=0, header=[0,1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_merged.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load public data" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { + "kernelspec": { + "display_name": "pypsa-earth", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" }, "orig_nbformat": 4 }, From d22bc28d3445931a7e6e50a80f05b5f907618ca1 Mon Sep 17 00:00:00 2001 From: energyls Date: Tue, 14 Mar 2023 17:58:34 +0100 Subject: [PATCH 05/31] feat: include irena capacities --- notebooks/validation/stats_validation.ipynb | 56 +- .../temp_irena/ELECCAP_20230314-165057.csv | 8439 +++++++++++++++++ 2 files changed, 8494 insertions(+), 1 deletion(-) create mode 100644 notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index efb7b23d..0228f022 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -140,7 +140,61 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "EXAMPLE_URL=\"https://pxweb.irena.org/pxweb/en/IRENASTAT/IRENASTAT__Power%20Capacity%20and%20Generation/ELECCAP_2022_cycle2.px/\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "irena_eleccap = pd.read_csv(\"notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv\", encoding=\"latin-1\", skiprows=2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "irena_eleccap.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Check data for a single country\n", + "irena_eleccap[irena_eleccap[\"Country/area\"] == \"Germany\"].head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Validation" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Installed capacity by technology" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Demand" + ] } ], "metadata": { diff --git a/notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv b/notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv new file mode 100644 index 00000000..cf0c6c09 --- /dev/null +++ b/notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv @@ -0,0 +1,8439 @@ +"Installed electricity capacity by country/area (MW) by Country/area, Technology, Grid connection and Year" + +"Country/area","Technology","Grid connection","Year",Installed electricity capacity by country/area (MW) +"Afghanistan","Solar photovoltaic","On-grid","2021",11.700 +"Afghanistan","Solar photovoltaic","Off-grid","2021",19.045 +"Afghanistan","Solar thermal energy","On-grid","2021",.. +"Afghanistan","Solar thermal energy","Off-grid","2021",.. +"Afghanistan","Onshore wind energy","On-grid","2021",0.300 +"Afghanistan","Onshore wind energy","Off-grid","2021",0.100 +"Afghanistan","Offshore wind energy","On-grid","2021",.. +"Afghanistan","Offshore wind energy","Off-grid","2021",.. +"Afghanistan","Renewable hydropower","On-grid","2021",302.500 +"Afghanistan","Renewable hydropower","Off-grid","2021",37.993 +"Afghanistan","Mixed Hydro Plants","On-grid","2021",.. +"Afghanistan","Mixed Hydro Plants","Off-grid","2021",.. +"Afghanistan","Pumped storage","On-grid","2021",.. +"Afghanistan","Pumped storage","Off-grid","2021",.. +"Afghanistan","Marine energy","On-grid","2021",.. +"Afghanistan","Marine energy","Off-grid","2021",.. +"Afghanistan","Solid biofuels","On-grid","2021",.. +"Afghanistan","Solid biofuels","Off-grid","2021",.. +"Afghanistan","Renewable municipal waste","On-grid","2021",.. +"Afghanistan","Renewable municipal waste","Off-grid","2021",.. +"Afghanistan","Liquid biofuels","On-grid","2021",.. +"Afghanistan","Liquid biofuels","Off-grid","2021",.. +"Afghanistan","Biogas","On-grid","2021",.. +"Afghanistan","Biogas","Off-grid","2021",.. +"Afghanistan","Geothermal energy","On-grid","2021",.. +"Afghanistan","Geothermal energy","Off-grid","2021",.. +"Afghanistan","Coal and peat","On-grid","2021",.. +"Afghanistan","Coal and peat","Off-grid","2021",.. +"Afghanistan","Oil","On-grid","2021",139.184 +"Afghanistan","Oil","Off-grid","2021",.. +"Afghanistan","Natural gas","On-grid","2021",40.000 +"Afghanistan","Natural gas","Off-grid","2021",.. +"Afghanistan","Fossil fuels n.e.s.","On-grid","2021",.. +"Afghanistan","Fossil fuels n.e.s.","Off-grid","2021",97.477 +"Afghanistan","Nuclear","On-grid","2021",.. +"Afghanistan","Nuclear","Off-grid","2021",.. +"Afghanistan","Other non-renewable energy","On-grid","2021",.. +"Afghanistan","Other non-renewable energy","Off-grid","2021",.. +"Albania","Solar photovoltaic","On-grid","2021",21.950 +"Albania","Solar photovoltaic","Off-grid","2021",.. +"Albania","Solar thermal energy","On-grid","2021",.. +"Albania","Solar thermal energy","Off-grid","2021",.. +"Albania","Onshore wind energy","On-grid","2021",.. +"Albania","Onshore wind energy","Off-grid","2021",.. +"Albania","Offshore wind energy","On-grid","2021",.. +"Albania","Offshore wind energy","Off-grid","2021",.. +"Albania","Renewable hydropower","On-grid","2021",2289.000 +"Albania","Renewable hydropower","Off-grid","2021",.. +"Albania","Mixed Hydro Plants","On-grid","2021",.. +"Albania","Mixed Hydro Plants","Off-grid","2021",.. +"Albania","Pumped storage","On-grid","2021",.. +"Albania","Pumped storage","Off-grid","2021",.. +"Albania","Marine energy","On-grid","2021",.. +"Albania","Marine energy","Off-grid","2021",.. +"Albania","Solid biofuels","On-grid","2021",.. +"Albania","Solid biofuels","Off-grid","2021",.. +"Albania","Renewable municipal waste","On-grid","2021",1.425 +"Albania","Renewable municipal waste","Off-grid","2021",.. +"Albania","Liquid biofuels","On-grid","2021",.. +"Albania","Liquid biofuels","Off-grid","2021",.. +"Albania","Biogas","On-grid","2021",.. +"Albania","Biogas","Off-grid","2021",.. +"Albania","Geothermal energy","On-grid","2021",.. +"Albania","Geothermal energy","Off-grid","2021",.. +"Albania","Coal and peat","On-grid","2021",.. +"Albania","Coal and peat","Off-grid","2021",.. +"Albania","Oil","On-grid","2021",98.000 +"Albania","Oil","Off-grid","2021",.. +"Albania","Natural gas","On-grid","2021",.. +"Albania","Natural gas","Off-grid","2021",.. +"Albania","Fossil fuels n.e.s.","On-grid","2021",.. +"Albania","Fossil fuels n.e.s.","Off-grid","2021",.. +"Albania","Nuclear","On-grid","2021",.. +"Albania","Nuclear","Off-grid","2021",.. +"Albania","Other non-renewable energy","On-grid","2021",1.425 +"Albania","Other non-renewable energy","Off-grid","2021",.. +"Algeria","Solar photovoltaic","On-grid","2021",.. +"Algeria","Solar photovoltaic","Off-grid","2021",423.000 +"Algeria","Solar thermal energy","On-grid","2021",25.000 +"Algeria","Solar thermal energy","Off-grid","2021",.. +"Algeria","Onshore wind energy","On-grid","2021",.. +"Algeria","Onshore wind energy","Off-grid","2021",10.000 +"Algeria","Offshore wind energy","On-grid","2021",.. +"Algeria","Offshore wind energy","Off-grid","2021",.. +"Algeria","Renewable hydropower","On-grid","2021",228.000 +"Algeria","Renewable hydropower","Off-grid","2021",.. +"Algeria","Mixed Hydro Plants","On-grid","2021",.. +"Algeria","Mixed Hydro Plants","Off-grid","2021",.. +"Algeria","Pumped storage","On-grid","2021",.. +"Algeria","Pumped storage","Off-grid","2021",.. +"Algeria","Marine energy","On-grid","2021",.. +"Algeria","Marine energy","Off-grid","2021",.. +"Algeria","Solid biofuels","On-grid","2021",.. +"Algeria","Solid biofuels","Off-grid","2021",.. +"Algeria","Renewable municipal waste","On-grid","2021",.. +"Algeria","Renewable municipal waste","Off-grid","2021",.. +"Algeria","Liquid biofuels","On-grid","2021",.. +"Algeria","Liquid biofuels","Off-grid","2021",.. +"Algeria","Biogas","On-grid","2021",.. +"Algeria","Biogas","Off-grid","2021",.. +"Algeria","Geothermal energy","On-grid","2021",.. +"Algeria","Geothermal energy","Off-grid","2021",.. +"Algeria","Coal and peat","On-grid","2021",.. +"Algeria","Coal and peat","Off-grid","2021",.. +"Algeria","Oil","On-grid","2021",359.000 +"Algeria","Oil","Off-grid","2021",.. +"Algeria","Natural gas","On-grid","2021",25116.600 +"Algeria","Natural gas","Off-grid","2021",.. +"Algeria","Fossil fuels n.e.s.","On-grid","2021",.. +"Algeria","Fossil fuels n.e.s.","Off-grid","2021",.. +"Algeria","Nuclear","On-grid","2021",.. +"Algeria","Nuclear","Off-grid","2021",.. +"Algeria","Other non-renewable energy","On-grid","2021",.. +"Algeria","Other non-renewable energy","Off-grid","2021",.. +"American Samoa","Solar photovoltaic","On-grid","2021",3.306 +"American Samoa","Solar photovoltaic","Off-grid","2021",1.854 +"American Samoa","Solar thermal energy","On-grid","2021",.. +"American Samoa","Solar thermal energy","Off-grid","2021",.. +"American Samoa","Onshore wind energy","On-grid","2021",.. +"American Samoa","Onshore wind energy","Off-grid","2021",.. +"American Samoa","Offshore wind energy","On-grid","2021",.. +"American Samoa","Offshore wind energy","Off-grid","2021",.. +"American Samoa","Renewable hydropower","On-grid","2021",.. +"American Samoa","Renewable hydropower","Off-grid","2021",.. +"American Samoa","Mixed Hydro Plants","On-grid","2021",.. +"American Samoa","Mixed Hydro Plants","Off-grid","2021",.. +"American Samoa","Pumped storage","On-grid","2021",.. +"American Samoa","Pumped storage","Off-grid","2021",.. +"American Samoa","Marine energy","On-grid","2021",.. +"American Samoa","Marine energy","Off-grid","2021",.. +"American Samoa","Solid biofuels","On-grid","2021",.. +"American Samoa","Solid biofuels","Off-grid","2021",.. +"American Samoa","Renewable municipal waste","On-grid","2021",.. +"American Samoa","Renewable municipal waste","Off-grid","2021",.. +"American Samoa","Liquid biofuels","On-grid","2021",.. +"American Samoa","Liquid biofuels","Off-grid","2021",.. +"American Samoa","Biogas","On-grid","2021",.. +"American Samoa","Biogas","Off-grid","2021",.. +"American Samoa","Geothermal energy","On-grid","2021",.. +"American Samoa","Geothermal energy","Off-grid","2021",.. +"American Samoa","Coal and peat","On-grid","2021",.. +"American Samoa","Coal and peat","Off-grid","2021",.. +"American Samoa","Oil","On-grid","2021",38.750 +"American Samoa","Oil","Off-grid","2021",.. +"American Samoa","Natural gas","On-grid","2021",.. +"American Samoa","Natural gas","Off-grid","2021",.. +"American Samoa","Fossil fuels n.e.s.","On-grid","2021",.. +"American Samoa","Fossil fuels n.e.s.","Off-grid","2021",0.960 +"American Samoa","Nuclear","On-grid","2021",.. +"American Samoa","Nuclear","Off-grid","2021",.. +"American Samoa","Other non-renewable energy","On-grid","2021",.. +"American Samoa","Other non-renewable energy","Off-grid","2021",.. +"Andorra","Solar photovoltaic","On-grid","2021",3.827 +"Andorra","Solar photovoltaic","Off-grid","2021",.. +"Andorra","Solar thermal energy","On-grid","2021",.. +"Andorra","Solar thermal energy","Off-grid","2021",.. +"Andorra","Onshore wind energy","On-grid","2021",.. +"Andorra","Onshore wind energy","Off-grid","2021",.. +"Andorra","Offshore wind energy","On-grid","2021",.. +"Andorra","Offshore wind energy","Off-grid","2021",.. +"Andorra","Renewable hydropower","On-grid","2021",46.000 +"Andorra","Renewable hydropower","Off-grid","2021",.. +"Andorra","Mixed Hydro Plants","On-grid","2021",.. +"Andorra","Mixed Hydro Plants","Off-grid","2021",.. +"Andorra","Pumped storage","On-grid","2021",.. +"Andorra","Pumped storage","Off-grid","2021",.. +"Andorra","Marine energy","On-grid","2021",.. +"Andorra","Marine energy","Off-grid","2021",.. +"Andorra","Solid biofuels","On-grid","2021",.. +"Andorra","Solid biofuels","Off-grid","2021",.. +"Andorra","Renewable municipal waste","On-grid","2021",5.000 +"Andorra","Renewable municipal waste","Off-grid","2021",.. +"Andorra","Liquid biofuels","On-grid","2021",.. +"Andorra","Liquid biofuels","Off-grid","2021",.. +"Andorra","Biogas","On-grid","2021",.. +"Andorra","Biogas","Off-grid","2021",.. +"Andorra","Geothermal energy","On-grid","2021",.. +"Andorra","Geothermal energy","Off-grid","2021",.. +"Andorra","Coal and peat","On-grid","2021",.. +"Andorra","Coal and peat","Off-grid","2021",.. +"Andorra","Oil","On-grid","2021",.. +"Andorra","Oil","Off-grid","2021",.. +"Andorra","Natural gas","On-grid","2021",1.700 +"Andorra","Natural gas","Off-grid","2021",.. +"Andorra","Fossil fuels n.e.s.","On-grid","2021",.. +"Andorra","Fossil fuels n.e.s.","Off-grid","2021",.. +"Andorra","Nuclear","On-grid","2021",.. +"Andorra","Nuclear","Off-grid","2021",.. +"Andorra","Other non-renewable energy","On-grid","2021",.. +"Andorra","Other non-renewable energy","Off-grid","2021",.. +"Angola","Solar photovoltaic","On-grid","2021",.. +"Angola","Solar photovoltaic","Off-grid","2021",13.377 +"Angola","Solar thermal energy","On-grid","2021",.. +"Angola","Solar thermal energy","Off-grid","2021",.. +"Angola","Onshore wind energy","On-grid","2021",.. +"Angola","Onshore wind energy","Off-grid","2021",.. +"Angola","Offshore wind energy","On-grid","2021",.. +"Angola","Offshore wind energy","Off-grid","2021",.. +"Angola","Renewable hydropower","On-grid","2021",3694.000 +"Angola","Renewable hydropower","Off-grid","2021",35.279 +"Angola","Mixed Hydro Plants","On-grid","2021",.. +"Angola","Mixed Hydro Plants","Off-grid","2021",.. +"Angola","Pumped storage","On-grid","2021",.. +"Angola","Pumped storage","Off-grid","2021",.. +"Angola","Marine energy","On-grid","2021",.. +"Angola","Marine energy","Off-grid","2021",.. +"Angola","Solid biofuels","On-grid","2021",51.000 +"Angola","Solid biofuels","Off-grid","2021",.. +"Angola","Renewable municipal waste","On-grid","2021",.. +"Angola","Renewable municipal waste","Off-grid","2021",.. +"Angola","Liquid biofuels","On-grid","2021",.. +"Angola","Liquid biofuels","Off-grid","2021",.. +"Angola","Biogas","On-grid","2021",.. +"Angola","Biogas","Off-grid","2021",.. +"Angola","Geothermal energy","On-grid","2021",.. +"Angola","Geothermal energy","Off-grid","2021",.. +"Angola","Coal and peat","On-grid","2021",.. +"Angola","Coal and peat","Off-grid","2021",.. +"Angola","Oil","On-grid","2021",464.100 +"Angola","Oil","Off-grid","2021",.. +"Angola","Natural gas","On-grid","2021",1146.040 +"Angola","Natural gas","Off-grid","2021",.. +"Angola","Fossil fuels n.e.s.","On-grid","2021",.. +"Angola","Fossil fuels n.e.s.","Off-grid","2021",526.716 +"Angola","Nuclear","On-grid","2021",.. +"Angola","Nuclear","Off-grid","2021",.. +"Angola","Other non-renewable energy","On-grid","2021",.. +"Angola","Other non-renewable energy","Off-grid","2021",.. +"Anguilla","Solar photovoltaic","On-grid","2021",1.511 +"Anguilla","Solar photovoltaic","Off-grid","2021",.. +"Anguilla","Solar thermal energy","On-grid","2021",.. +"Anguilla","Solar thermal energy","Off-grid","2021",.. +"Anguilla","Onshore wind energy","On-grid","2021",.. +"Anguilla","Onshore wind energy","Off-grid","2021",.. +"Anguilla","Offshore wind energy","On-grid","2021",.. +"Anguilla","Offshore wind energy","Off-grid","2021",.. +"Anguilla","Renewable hydropower","On-grid","2021",.. +"Anguilla","Renewable hydropower","Off-grid","2021",.. +"Anguilla","Mixed Hydro Plants","On-grid","2021",.. +"Anguilla","Mixed Hydro Plants","Off-grid","2021",.. +"Anguilla","Pumped storage","On-grid","2021",.. +"Anguilla","Pumped storage","Off-grid","2021",.. +"Anguilla","Marine energy","On-grid","2021",.. +"Anguilla","Marine energy","Off-grid","2021",.. +"Anguilla","Solid biofuels","On-grid","2021",.. +"Anguilla","Solid biofuels","Off-grid","2021",.. +"Anguilla","Renewable municipal waste","On-grid","2021",.. +"Anguilla","Renewable municipal waste","Off-grid","2021",.. +"Anguilla","Liquid biofuels","On-grid","2021",.. +"Anguilla","Liquid biofuels","Off-grid","2021",.. +"Anguilla","Biogas","On-grid","2021",.. +"Anguilla","Biogas","Off-grid","2021",.. +"Anguilla","Geothermal energy","On-grid","2021",.. +"Anguilla","Geothermal energy","Off-grid","2021",.. +"Anguilla","Coal and peat","On-grid","2021",.. +"Anguilla","Coal and peat","Off-grid","2021",.. +"Anguilla","Oil","On-grid","2021",23.800 +"Anguilla","Oil","Off-grid","2021",.. +"Anguilla","Natural gas","On-grid","2021",.. +"Anguilla","Natural gas","Off-grid","2021",.. +"Anguilla","Fossil fuels n.e.s.","On-grid","2021",.. +"Anguilla","Fossil fuels n.e.s.","Off-grid","2021",.. +"Anguilla","Nuclear","On-grid","2021",.. +"Anguilla","Nuclear","Off-grid","2021",.. +"Anguilla","Other non-renewable energy","On-grid","2021",.. +"Anguilla","Other non-renewable energy","Off-grid","2021",.. +"Antigua and Barbuda","Solar photovoltaic","On-grid","2021",12.450 +"Antigua and Barbuda","Solar photovoltaic","Off-grid","2021",0.414 +"Antigua and Barbuda","Solar thermal energy","On-grid","2021",.. +"Antigua and Barbuda","Solar thermal energy","Off-grid","2021",.. +"Antigua and Barbuda","Onshore wind energy","On-grid","2021",4.000 +"Antigua and Barbuda","Onshore wind energy","Off-grid","2021",.. +"Antigua and Barbuda","Offshore wind energy","On-grid","2021",.. +"Antigua and Barbuda","Offshore wind energy","Off-grid","2021",.. +"Antigua and Barbuda","Renewable hydropower","On-grid","2021",.. +"Antigua and Barbuda","Renewable hydropower","Off-grid","2021",.. +"Antigua and Barbuda","Mixed Hydro Plants","On-grid","2021",.. +"Antigua and Barbuda","Mixed Hydro Plants","Off-grid","2021",.. +"Antigua and Barbuda","Pumped storage","On-grid","2021",.. +"Antigua and Barbuda","Pumped storage","Off-grid","2021",.. +"Antigua and Barbuda","Marine energy","On-grid","2021",.. +"Antigua and Barbuda","Marine energy","Off-grid","2021",.. +"Antigua and Barbuda","Solid biofuels","On-grid","2021",.. +"Antigua and Barbuda","Solid biofuels","Off-grid","2021",.. +"Antigua and Barbuda","Renewable municipal waste","On-grid","2021",.. +"Antigua and Barbuda","Renewable municipal waste","Off-grid","2021",.. +"Antigua and Barbuda","Liquid biofuels","On-grid","2021",.. +"Antigua and Barbuda","Liquid biofuels","Off-grid","2021",.. +"Antigua and Barbuda","Biogas","On-grid","2021",.. +"Antigua and Barbuda","Biogas","Off-grid","2021",.. +"Antigua and Barbuda","Geothermal energy","On-grid","2021",.. +"Antigua and Barbuda","Geothermal energy","Off-grid","2021",.. +"Antigua and Barbuda","Coal and peat","On-grid","2021",.. +"Antigua and Barbuda","Coal and peat","Off-grid","2021",.. +"Antigua and Barbuda","Oil","On-grid","2021",.. +"Antigua and Barbuda","Oil","Off-grid","2021",.. +"Antigua and Barbuda","Natural gas","On-grid","2021",.. +"Antigua and Barbuda","Natural gas","Off-grid","2021",.. +"Antigua and Barbuda","Fossil fuels n.e.s.","On-grid","2021",82.700 +"Antigua and Barbuda","Fossil fuels n.e.s.","Off-grid","2021",.. +"Antigua and Barbuda","Nuclear","On-grid","2021",.. +"Antigua and Barbuda","Nuclear","Off-grid","2021",.. +"Antigua and Barbuda","Other non-renewable energy","On-grid","2021",.. +"Antigua and Barbuda","Other non-renewable energy","Off-grid","2021",.. +"Argentina","Solar photovoltaic","On-grid","2021",1069.336 +"Argentina","Solar photovoltaic","Off-grid","2021",2.030 +"Argentina","Solar thermal energy","On-grid","2021",.. +"Argentina","Solar thermal energy","Off-grid","2021",.. +"Argentina","Onshore wind energy","On-grid","2021",3291.315 +"Argentina","Onshore wind energy","Off-grid","2021",0.809 +"Argentina","Offshore wind energy","On-grid","2021",.. +"Argentina","Offshore wind energy","Off-grid","2021",.. +"Argentina","Renewable hydropower","On-grid","2021",10371.470 +"Argentina","Renewable hydropower","Off-grid","2021",4.055 +"Argentina","Mixed Hydro Plants","On-grid","2021",.. +"Argentina","Mixed Hydro Plants","Off-grid","2021",.. +"Argentina","Pumped storage","On-grid","2021",974.000 +"Argentina","Pumped storage","Off-grid","2021",.. +"Argentina","Marine energy","On-grid","2021",.. +"Argentina","Marine energy","Off-grid","2021",.. +"Argentina","Solid biofuels","On-grid","2021",212.827 +"Argentina","Solid biofuels","Off-grid","2021",6.318 +"Argentina","Renewable municipal waste","On-grid","2021",.. +"Argentina","Renewable municipal waste","Off-grid","2021",.. +"Argentina","Liquid biofuels","On-grid","2021",.. +"Argentina","Liquid biofuels","Off-grid","2021",.. +"Argentina","Biogas","On-grid","2021",68.975 +"Argentina","Biogas","Off-grid","2021",0.297 +"Argentina","Geothermal energy","On-grid","2021",.. +"Argentina","Geothermal energy","Off-grid","2021",.. +"Argentina","Coal and peat","On-grid","2021",.. +"Argentina","Coal and peat","Off-grid","2021",.. +"Argentina","Oil","On-grid","2021",2524.762 +"Argentina","Oil","Off-grid","2021",319.940 +"Argentina","Natural gas","On-grid","2021",22872.871 +"Argentina","Natural gas","Off-grid","2021",.. +"Argentina","Fossil fuels n.e.s.","On-grid","2021",.. +"Argentina","Fossil fuels n.e.s.","Off-grid","2021",.. +"Argentina","Nuclear","On-grid","2021",1755.000 +"Argentina","Nuclear","Off-grid","2021",.. +"Argentina","Other non-renewable energy","On-grid","2021",.. +"Argentina","Other non-renewable energy","Off-grid","2021",.. +"Armenia","Solar photovoltaic","On-grid","2021",182.750 +"Armenia","Solar photovoltaic","Off-grid","2021",.. +"Armenia","Solar thermal energy","On-grid","2021",.. +"Armenia","Solar thermal energy","Off-grid","2021",.. +"Armenia","Onshore wind energy","On-grid","2021",2.925 +"Armenia","Onshore wind energy","Off-grid","2021",.. +"Armenia","Offshore wind energy","On-grid","2021",.. +"Armenia","Offshore wind energy","Off-grid","2021",.. +"Armenia","Renewable hydropower","On-grid","2021",1336.400 +"Armenia","Renewable hydropower","Off-grid","2021",.. +"Armenia","Mixed Hydro Plants","On-grid","2021",.. +"Armenia","Mixed Hydro Plants","Off-grid","2021",.. +"Armenia","Pumped storage","On-grid","2021",.. +"Armenia","Pumped storage","Off-grid","2021",.. +"Armenia","Marine energy","On-grid","2021",.. +"Armenia","Marine energy","Off-grid","2021",.. +"Armenia","Solid biofuels","On-grid","2021",.. +"Armenia","Solid biofuels","Off-grid","2021",.. +"Armenia","Renewable municipal waste","On-grid","2021",.. +"Armenia","Renewable municipal waste","Off-grid","2021",.. +"Armenia","Liquid biofuels","On-grid","2021",.. +"Armenia","Liquid biofuels","Off-grid","2021",.. +"Armenia","Biogas","On-grid","2021",.. +"Armenia","Biogas","Off-grid","2021",.. +"Armenia","Geothermal energy","On-grid","2021",.. +"Armenia","Geothermal energy","Off-grid","2021",.. +"Armenia","Coal and peat","On-grid","2021",.. +"Armenia","Coal and peat","Off-grid","2021",.. +"Armenia","Oil","On-grid","2021",.. +"Armenia","Oil","Off-grid","2021",.. +"Armenia","Natural gas","On-grid","2021",1826.600 +"Armenia","Natural gas","Off-grid","2021",.. +"Armenia","Fossil fuels n.e.s.","On-grid","2021",.. +"Armenia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Armenia","Nuclear","On-grid","2021",407.500 +"Armenia","Nuclear","Off-grid","2021",.. +"Armenia","Other non-renewable energy","On-grid","2021",.. +"Armenia","Other non-renewable energy","Off-grid","2021",.. +"Aruba","Solar photovoltaic","On-grid","2021",6.100 +"Aruba","Solar photovoltaic","Off-grid","2021",.. +"Aruba","Solar thermal energy","On-grid","2021",.. +"Aruba","Solar thermal energy","Off-grid","2021",.. +"Aruba","Onshore wind energy","On-grid","2021",30.000 +"Aruba","Onshore wind energy","Off-grid","2021",.. +"Aruba","Offshore wind energy","On-grid","2021",.. +"Aruba","Offshore wind energy","Off-grid","2021",.. +"Aruba","Renewable hydropower","On-grid","2021",.. +"Aruba","Renewable hydropower","Off-grid","2021",.. +"Aruba","Mixed Hydro Plants","On-grid","2021",.. +"Aruba","Mixed Hydro Plants","Off-grid","2021",.. +"Aruba","Pumped storage","On-grid","2021",.. +"Aruba","Pumped storage","Off-grid","2021",.. +"Aruba","Marine energy","On-grid","2021",.. +"Aruba","Marine energy","Off-grid","2021",.. +"Aruba","Solid biofuels","On-grid","2021",.. +"Aruba","Solid biofuels","Off-grid","2021",.. +"Aruba","Renewable municipal waste","On-grid","2021",2.000 +"Aruba","Renewable municipal waste","Off-grid","2021",.. +"Aruba","Liquid biofuels","On-grid","2021",.. +"Aruba","Liquid biofuels","Off-grid","2021",.. +"Aruba","Biogas","On-grid","2021",.. +"Aruba","Biogas","Off-grid","2021",.. +"Aruba","Geothermal energy","On-grid","2021",.. +"Aruba","Geothermal energy","Off-grid","2021",.. +"Aruba","Coal and peat","On-grid","2021",.. +"Aruba","Coal and peat","Off-grid","2021",.. +"Aruba","Oil","On-grid","2021",235.880 +"Aruba","Oil","Off-grid","2021",.. +"Aruba","Natural gas","On-grid","2021",22.000 +"Aruba","Natural gas","Off-grid","2021",.. +"Aruba","Fossil fuels n.e.s.","On-grid","2021",.. +"Aruba","Fossil fuels n.e.s.","Off-grid","2021",.. +"Aruba","Nuclear","On-grid","2021",.. +"Aruba","Nuclear","Off-grid","2021",.. +"Aruba","Other non-renewable energy","On-grid","2021",.. +"Aruba","Other non-renewable energy","Off-grid","2021",.. +"Australia","Solar photovoltaic","On-grid","2021",19074.000 +"Australia","Solar photovoltaic","Off-grid","2021",.. +"Australia","Solar thermal energy","On-grid","2021",2.000 +"Australia","Solar thermal energy","Off-grid","2021",.. +"Australia","Onshore wind energy","On-grid","2021",8950.600 +"Australia","Onshore wind energy","Off-grid","2021",.. +"Australia","Offshore wind energy","On-grid","2021",.. +"Australia","Offshore wind energy","Off-grid","2021",.. +"Australia","Renewable hydropower","On-grid","2021",5913.000 +"Australia","Renewable hydropower","Off-grid","2021",.. +"Australia","Mixed Hydro Plants","On-grid","2021",1800.000 +"Australia","Mixed Hydro Plants","Off-grid","2021",.. +"Australia","Pumped storage","On-grid","2021",810.000 +"Australia","Pumped storage","Off-grid","2021",.. +"Australia","Marine energy","On-grid","2021",1.000 +"Australia","Marine energy","Off-grid","2021",.. +"Australia","Solid biofuels","On-grid","2021",678.000 +"Australia","Solid biofuels","Off-grid","2021",.. +"Australia","Renewable municipal waste","On-grid","2021",0.360 +"Australia","Renewable municipal waste","Off-grid","2021",.. +"Australia","Liquid biofuels","On-grid","2021",.. +"Australia","Liquid biofuels","Off-grid","2021",.. +"Australia","Biogas","On-grid","2021",197.900 +"Australia","Biogas","Off-grid","2021",.. +"Australia","Geothermal energy","On-grid","2021",0.310 +"Australia","Geothermal energy","Off-grid","2021",.. +"Australia","Coal and peat","On-grid","2021",26734.000 +"Australia","Coal and peat","Off-grid","2021",.. +"Australia","Oil","On-grid","2021",1903.000 +"Australia","Oil","Off-grid","2021",.. +"Australia","Natural gas","On-grid","2021",18814.000 +"Australia","Natural gas","Off-grid","2021",.. +"Australia","Fossil fuels n.e.s.","On-grid","2021",644.000 +"Australia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Australia","Nuclear","On-grid","2021",.. +"Australia","Nuclear","Off-grid","2021",.. +"Australia","Other non-renewable energy","On-grid","2021",.. +"Australia","Other non-renewable energy","Off-grid","2021",.. +"Austria","Solar photovoltaic","On-grid","2021",2683.737 +"Austria","Solar photovoltaic","Off-grid","2021",8.197 +"Austria","Solar thermal energy","On-grid","2021",.. +"Austria","Solar thermal energy","Off-grid","2021",.. +"Austria","Onshore wind energy","On-grid","2021",3523.985 +"Austria","Onshore wind energy","Off-grid","2021",.. +"Austria","Offshore wind energy","On-grid","2021",.. +"Austria","Offshore wind energy","Off-grid","2021",.. +"Austria","Renewable hydropower","On-grid","2021",8829.232 +"Austria","Renewable hydropower","Off-grid","2021",.. +"Austria","Mixed Hydro Plants","On-grid","2021",5716.300 +"Austria","Mixed Hydro Plants","Off-grid","2021",.. +"Austria","Pumped storage","On-grid","2021",.. +"Austria","Pumped storage","Off-grid","2021",.. +"Austria","Marine energy","On-grid","2021",.. +"Austria","Marine energy","Off-grid","2021",.. +"Austria","Solid biofuels","On-grid","2021",816.199 +"Austria","Solid biofuels","Off-grid","2021",.. +"Austria","Renewable municipal waste","On-grid","2021",270.020 +"Austria","Renewable municipal waste","Off-grid","2021",.. +"Austria","Liquid biofuels","On-grid","2021",0.461 +"Austria","Liquid biofuels","Off-grid","2021",.. +"Austria","Biogas","On-grid","2021",164.579 +"Austria","Biogas","Off-grid","2021",.. +"Austria","Geothermal energy","On-grid","2021",0.915 +"Austria","Geothermal energy","Off-grid","2021",.. +"Austria","Coal and peat","On-grid","2021",.. +"Austria","Coal and peat","Off-grid","2021",.. +"Austria","Oil","On-grid","2021",.. +"Austria","Oil","Off-grid","2021",.. +"Austria","Natural gas","On-grid","2021",.. +"Austria","Natural gas","Off-grid","2021",.. +"Austria","Fossil fuels n.e.s.","On-grid","2021",4479.871 +"Austria","Fossil fuels n.e.s.","Off-grid","2021",.. +"Austria","Nuclear","On-grid","2021",.. +"Austria","Nuclear","Off-grid","2021",.. +"Austria","Other non-renewable energy","On-grid","2021",706.260 +"Austria","Other non-renewable energy","Off-grid","2021",.. +"Azerbaijan","Solar photovoltaic","On-grid","2021",43.400 +"Azerbaijan","Solar photovoltaic","Off-grid","2021",.. +"Azerbaijan","Solar thermal energy","On-grid","2021",.. +"Azerbaijan","Solar thermal energy","Off-grid","2021",.. +"Azerbaijan","Onshore wind energy","On-grid","2021",67.100 +"Azerbaijan","Onshore wind energy","Off-grid","2021",.. +"Azerbaijan","Offshore wind energy","On-grid","2021",.. +"Azerbaijan","Offshore wind energy","Off-grid","2021",.. +"Azerbaijan","Renewable hydropower","On-grid","2021",1152.400 +"Azerbaijan","Renewable hydropower","Off-grid","2021",.. +"Azerbaijan","Mixed Hydro Plants","On-grid","2021",.. +"Azerbaijan","Mixed Hydro Plants","Off-grid","2021",.. +"Azerbaijan","Pumped storage","On-grid","2021",.. +"Azerbaijan","Pumped storage","Off-grid","2021",.. +"Azerbaijan","Marine energy","On-grid","2021",.. +"Azerbaijan","Marine energy","Off-grid","2021",.. +"Azerbaijan","Solid biofuels","On-grid","2021",.. +"Azerbaijan","Solid biofuels","Off-grid","2021",.. +"Azerbaijan","Renewable municipal waste","On-grid","2021",44.000 +"Azerbaijan","Renewable municipal waste","Off-grid","2021",.. +"Azerbaijan","Liquid biofuels","On-grid","2021",.. +"Azerbaijan","Liquid biofuels","Off-grid","2021",.. +"Azerbaijan","Biogas","On-grid","2021",1.050 +"Azerbaijan","Biogas","Off-grid","2021",.. +"Azerbaijan","Geothermal energy","On-grid","2021",.. +"Azerbaijan","Geothermal energy","Off-grid","2021",.. +"Azerbaijan","Coal and peat","On-grid","2021",.. +"Azerbaijan","Coal and peat","Off-grid","2021",.. +"Azerbaijan","Oil","On-grid","2021",.. +"Azerbaijan","Oil","Off-grid","2021",.. +"Azerbaijan","Natural gas","On-grid","2021",.. +"Azerbaijan","Natural gas","Off-grid","2021",.. +"Azerbaijan","Fossil fuels n.e.s.","On-grid","2021",6346.000 +"Azerbaijan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Azerbaijan","Nuclear","On-grid","2021",.. +"Azerbaijan","Nuclear","Off-grid","2021",.. +"Azerbaijan","Other non-renewable energy","On-grid","2021",.. +"Azerbaijan","Other non-renewable energy","Off-grid","2021",.. +"Bahamas","Solar photovoltaic","On-grid","2021",2.175 +"Bahamas","Solar photovoltaic","Off-grid","2021",0.058 +"Bahamas","Solar thermal energy","On-grid","2021",.. +"Bahamas","Solar thermal energy","Off-grid","2021",.. +"Bahamas","Onshore wind energy","On-grid","2021",.. +"Bahamas","Onshore wind energy","Off-grid","2021",.. +"Bahamas","Offshore wind energy","On-grid","2021",.. +"Bahamas","Offshore wind energy","Off-grid","2021",.. +"Bahamas","Renewable hydropower","On-grid","2021",.. +"Bahamas","Renewable hydropower","Off-grid","2021",.. +"Bahamas","Mixed Hydro Plants","On-grid","2021",.. +"Bahamas","Mixed Hydro Plants","Off-grid","2021",.. +"Bahamas","Pumped storage","On-grid","2021",.. +"Bahamas","Pumped storage","Off-grid","2021",.. +"Bahamas","Marine energy","On-grid","2021",.. +"Bahamas","Marine energy","Off-grid","2021",.. +"Bahamas","Solid biofuels","On-grid","2021",.. +"Bahamas","Solid biofuels","Off-grid","2021",.. +"Bahamas","Renewable municipal waste","On-grid","2021",.. +"Bahamas","Renewable municipal waste","Off-grid","2021",.. +"Bahamas","Liquid biofuels","On-grid","2021",.. +"Bahamas","Liquid biofuels","Off-grid","2021",.. +"Bahamas","Biogas","On-grid","2021",.. +"Bahamas","Biogas","Off-grid","2021",.. +"Bahamas","Geothermal energy","On-grid","2021",.. +"Bahamas","Geothermal energy","Off-grid","2021",.. +"Bahamas","Coal and peat","On-grid","2021",.. +"Bahamas","Coal and peat","Off-grid","2021",.. +"Bahamas","Oil","On-grid","2021",744.500 +"Bahamas","Oil","Off-grid","2021",.. +"Bahamas","Natural gas","On-grid","2021",2.000 +"Bahamas","Natural gas","Off-grid","2021",.. +"Bahamas","Fossil fuels n.e.s.","On-grid","2021",.. +"Bahamas","Fossil fuels n.e.s.","Off-grid","2021",.. +"Bahamas","Nuclear","On-grid","2021",.. +"Bahamas","Nuclear","Off-grid","2021",.. +"Bahamas","Other non-renewable energy","On-grid","2021",.. +"Bahamas","Other non-renewable energy","Off-grid","2021",.. +"Bahrain","Solar photovoltaic","On-grid","2021",11.322 +"Bahrain","Solar photovoltaic","Off-grid","2021",.. +"Bahrain","Solar thermal energy","On-grid","2021",.. +"Bahrain","Solar thermal energy","Off-grid","2021",.. +"Bahrain","Onshore wind energy","On-grid","2021",0.680 +"Bahrain","Onshore wind energy","Off-grid","2021",.. +"Bahrain","Offshore wind energy","On-grid","2021",.. +"Bahrain","Offshore wind energy","Off-grid","2021",.. +"Bahrain","Renewable hydropower","On-grid","2021",.. +"Bahrain","Renewable hydropower","Off-grid","2021",.. +"Bahrain","Mixed Hydro Plants","On-grid","2021",.. +"Bahrain","Mixed Hydro Plants","Off-grid","2021",.. +"Bahrain","Pumped storage","On-grid","2021",.. +"Bahrain","Pumped storage","Off-grid","2021",.. +"Bahrain","Marine energy","On-grid","2021",.. +"Bahrain","Marine energy","Off-grid","2021",.. +"Bahrain","Solid biofuels","On-grid","2021",.. +"Bahrain","Solid biofuels","Off-grid","2021",.. +"Bahrain","Renewable municipal waste","On-grid","2021",.. +"Bahrain","Renewable municipal waste","Off-grid","2021",.. +"Bahrain","Liquid biofuels","On-grid","2021",.. +"Bahrain","Liquid biofuels","Off-grid","2021",.. +"Bahrain","Biogas","On-grid","2021",.. +"Bahrain","Biogas","Off-grid","2021",.. +"Bahrain","Geothermal energy","On-grid","2021",.. +"Bahrain","Geothermal energy","Off-grid","2021",.. +"Bahrain","Coal and peat","On-grid","2021",.. +"Bahrain","Coal and peat","Off-grid","2021",.. +"Bahrain","Oil","On-grid","2021",.. +"Bahrain","Oil","Off-grid","2021",.. +"Bahrain","Natural gas","On-grid","2021",8763.000 +"Bahrain","Natural gas","Off-grid","2021",.. +"Bahrain","Fossil fuels n.e.s.","On-grid","2021",.. +"Bahrain","Fossil fuels n.e.s.","Off-grid","2021",.. +"Bahrain","Nuclear","On-grid","2021",.. +"Bahrain","Nuclear","Off-grid","2021",.. +"Bahrain","Other non-renewable energy","On-grid","2021",.. +"Bahrain","Other non-renewable energy","Off-grid","2021",.. +"Bangladesh","Solar photovoltaic","On-grid","2021",189.577 +"Bangladesh","Solar photovoltaic","Off-grid","2021",139.483 +"Bangladesh","Solar thermal energy","On-grid","2021",.. +"Bangladesh","Solar thermal energy","Off-grid","2021",.. +"Bangladesh","Onshore wind energy","On-grid","2021",0.900 +"Bangladesh","Onshore wind energy","Off-grid","2021",2.000 +"Bangladesh","Offshore wind energy","On-grid","2021",.. +"Bangladesh","Offshore wind energy","Off-grid","2021",.. +"Bangladesh","Renewable hydropower","On-grid","2021",230.000 +"Bangladesh","Renewable hydropower","Off-grid","2021",.. +"Bangladesh","Mixed Hydro Plants","On-grid","2021",.. +"Bangladesh","Mixed Hydro Plants","Off-grid","2021",.. +"Bangladesh","Pumped storage","On-grid","2021",.. +"Bangladesh","Pumped storage","Off-grid","2021",.. +"Bangladesh","Marine energy","On-grid","2021",.. +"Bangladesh","Marine energy","Off-grid","2021",.. +"Bangladesh","Solid biofuels","On-grid","2021",.. +"Bangladesh","Solid biofuels","Off-grid","2021",0.400 +"Bangladesh","Renewable municipal waste","On-grid","2021",.. +"Bangladesh","Renewable municipal waste","Off-grid","2021",.. +"Bangladesh","Liquid biofuels","On-grid","2021",.. +"Bangladesh","Liquid biofuels","Off-grid","2021",.. +"Bangladesh","Biogas","On-grid","2021",.. +"Bangladesh","Biogas","Off-grid","2021",4.950 +"Bangladesh","Geothermal energy","On-grid","2021",.. +"Bangladesh","Geothermal energy","Off-grid","2021",.. +"Bangladesh","Coal and peat","On-grid","2021",1768.000 +"Bangladesh","Coal and peat","Off-grid","2021",.. +"Bangladesh","Oil","On-grid","2021",7349.000 +"Bangladesh","Oil","Off-grid","2021",.. +"Bangladesh","Natural gas","On-grid","2021",11330.000 +"Bangladesh","Natural gas","Off-grid","2021",.. +"Bangladesh","Fossil fuels n.e.s.","On-grid","2021",.. +"Bangladesh","Fossil fuels n.e.s.","Off-grid","2021",2800.000 +"Bangladesh","Nuclear","On-grid","2021",.. +"Bangladesh","Nuclear","Off-grid","2021",.. +"Bangladesh","Other non-renewable energy","On-grid","2021",.. +"Bangladesh","Other non-renewable energy","Off-grid","2021",.. +"Barbados","Solar photovoltaic","On-grid","2021",50.000 +"Barbados","Solar photovoltaic","Off-grid","2021",.. +"Barbados","Solar thermal energy","On-grid","2021",.. +"Barbados","Solar thermal energy","Off-grid","2021",.. +"Barbados","Onshore wind energy","On-grid","2021",0.020 +"Barbados","Onshore wind energy","Off-grid","2021",.. +"Barbados","Offshore wind energy","On-grid","2021",.. +"Barbados","Offshore wind energy","Off-grid","2021",.. +"Barbados","Renewable hydropower","On-grid","2021",.. +"Barbados","Renewable hydropower","Off-grid","2021",.. +"Barbados","Mixed Hydro Plants","On-grid","2021",.. +"Barbados","Mixed Hydro Plants","Off-grid","2021",.. +"Barbados","Pumped storage","On-grid","2021",.. +"Barbados","Pumped storage","Off-grid","2021",.. +"Barbados","Marine energy","On-grid","2021",.. +"Barbados","Marine energy","Off-grid","2021",.. +"Barbados","Solid biofuels","On-grid","2021",.. +"Barbados","Solid biofuels","Off-grid","2021",.. +"Barbados","Renewable municipal waste","On-grid","2021",.. +"Barbados","Renewable municipal waste","Off-grid","2021",.. +"Barbados","Liquid biofuels","On-grid","2021",.. +"Barbados","Liquid biofuels","Off-grid","2021",.. +"Barbados","Biogas","On-grid","2021",.. +"Barbados","Biogas","Off-grid","2021",.. +"Barbados","Geothermal energy","On-grid","2021",.. +"Barbados","Geothermal energy","Off-grid","2021",.. +"Barbados","Coal and peat","On-grid","2021",.. +"Barbados","Coal and peat","Off-grid","2021",.. +"Barbados","Oil","On-grid","2021",.. +"Barbados","Oil","Off-grid","2021",.. +"Barbados","Natural gas","On-grid","2021",.. +"Barbados","Natural gas","Off-grid","2021",.. +"Barbados","Fossil fuels n.e.s.","On-grid","2021",266.600 +"Barbados","Fossil fuels n.e.s.","Off-grid","2021",.. +"Barbados","Nuclear","On-grid","2021",.. +"Barbados","Nuclear","Off-grid","2021",.. +"Barbados","Other non-renewable energy","On-grid","2021",.. +"Barbados","Other non-renewable energy","Off-grid","2021",.. +"Belarus","Solar photovoltaic","On-grid","2021",269.000 +"Belarus","Solar photovoltaic","Off-grid","2021",.. +"Belarus","Solar thermal energy","On-grid","2021",.. +"Belarus","Solar thermal energy","Off-grid","2021",.. +"Belarus","Onshore wind energy","On-grid","2021",112.000 +"Belarus","Onshore wind energy","Off-grid","2021",.. +"Belarus","Offshore wind energy","On-grid","2021",.. +"Belarus","Offshore wind energy","Off-grid","2021",.. +"Belarus","Renewable hydropower","On-grid","2021",96.000 +"Belarus","Renewable hydropower","Off-grid","2021",.. +"Belarus","Mixed Hydro Plants","On-grid","2021",.. +"Belarus","Mixed Hydro Plants","Off-grid","2021",.. +"Belarus","Pumped storage","On-grid","2021",.. +"Belarus","Pumped storage","Off-grid","2021",.. +"Belarus","Marine energy","On-grid","2021",.. +"Belarus","Marine energy","Off-grid","2021",.. +"Belarus","Solid biofuels","On-grid","2021",85.500 +"Belarus","Solid biofuels","Off-grid","2021",.. +"Belarus","Renewable municipal waste","On-grid","2021",.. +"Belarus","Renewable municipal waste","Off-grid","2021",.. +"Belarus","Liquid biofuels","On-grid","2021",.. +"Belarus","Liquid biofuels","Off-grid","2021",.. +"Belarus","Biogas","On-grid","2021",38.800 +"Belarus","Biogas","Off-grid","2021",.. +"Belarus","Geothermal energy","On-grid","2021",.. +"Belarus","Geothermal energy","Off-grid","2021",.. +"Belarus","Coal and peat","On-grid","2021",.. +"Belarus","Coal and peat","Off-grid","2021",.. +"Belarus","Oil","On-grid","2021",.. +"Belarus","Oil","Off-grid","2021",.. +"Belarus","Natural gas","On-grid","2021",.. +"Belarus","Natural gas","Off-grid","2021",.. +"Belarus","Fossil fuels n.e.s.","On-grid","2021",9820.000 +"Belarus","Fossil fuels n.e.s.","Off-grid","2021",.. +"Belarus","Nuclear","On-grid","2021",1200.000 +"Belarus","Nuclear","Off-grid","2021",.. +"Belarus","Other non-renewable energy","On-grid","2021",.. +"Belarus","Other non-renewable energy","Off-grid","2021",.. +"Belgium","Solar photovoltaic","On-grid","2021",6584.600 +"Belgium","Solar photovoltaic","Off-grid","2021",.. +"Belgium","Solar thermal energy","On-grid","2021",.. +"Belgium","Solar thermal energy","Off-grid","2021",.. +"Belgium","Onshore wind energy","On-grid","2021",2517.840 +"Belgium","Onshore wind energy","Off-grid","2021",.. +"Belgium","Offshore wind energy","On-grid","2021",2261.800 +"Belgium","Offshore wind energy","Off-grid","2021",.. +"Belgium","Renewable hydropower","On-grid","2021",106.800 +"Belgium","Renewable hydropower","Off-grid","2021",.. +"Belgium","Mixed Hydro Plants","On-grid","2021",.. +"Belgium","Mixed Hydro Plants","Off-grid","2021",.. +"Belgium","Pumped storage","On-grid","2021",1310.000 +"Belgium","Pumped storage","Off-grid","2021",.. +"Belgium","Marine energy","On-grid","2021",.. +"Belgium","Marine energy","Off-grid","2021",.. +"Belgium","Solid biofuels","On-grid","2021",573.500 +"Belgium","Solid biofuels","Off-grid","2021",.. +"Belgium","Renewable municipal waste","On-grid","2021",135.150 +"Belgium","Renewable municipal waste","Off-grid","2021",.. +"Belgium","Liquid biofuels","On-grid","2021",23.100 +"Belgium","Liquid biofuels","Off-grid","2021",.. +"Belgium","Biogas","On-grid","2021",199.000 +"Belgium","Biogas","Off-grid","2021",.. +"Belgium","Geothermal energy","On-grid","2021",.. +"Belgium","Geothermal energy","Off-grid","2021",.. +"Belgium","Coal and peat","On-grid","2021",.. +"Belgium","Coal and peat","Off-grid","2021",.. +"Belgium","Oil","On-grid","2021",.. +"Belgium","Oil","Off-grid","2021",.. +"Belgium","Natural gas","On-grid","2021",.. +"Belgium","Natural gas","Off-grid","2021",.. +"Belgium","Fossil fuels n.e.s.","On-grid","2021",6648.500 +"Belgium","Fossil fuels n.e.s.","Off-grid","2021",.. +"Belgium","Nuclear","On-grid","2021",5942.000 +"Belgium","Nuclear","Off-grid","2021",.. +"Belgium","Other non-renewable energy","On-grid","2021",189.650 +"Belgium","Other non-renewable energy","Off-grid","2021",.. +"Belize","Solar photovoltaic","On-grid","2021",5.930 +"Belize","Solar photovoltaic","Off-grid","2021",0.620 +"Belize","Solar thermal energy","On-grid","2021",.. +"Belize","Solar thermal energy","Off-grid","2021",.. +"Belize","Onshore wind energy","On-grid","2021",.. +"Belize","Onshore wind energy","Off-grid","2021",0.020 +"Belize","Offshore wind energy","On-grid","2021",.. +"Belize","Offshore wind energy","Off-grid","2021",.. +"Belize","Renewable hydropower","On-grid","2021",54.800 +"Belize","Renewable hydropower","Off-grid","2021",.. +"Belize","Mixed Hydro Plants","On-grid","2021",.. +"Belize","Mixed Hydro Plants","Off-grid","2021",.. +"Belize","Pumped storage","On-grid","2021",.. +"Belize","Pumped storage","Off-grid","2021",.. +"Belize","Marine energy","On-grid","2021",.. +"Belize","Marine energy","Off-grid","2021",.. +"Belize","Solid biofuels","On-grid","2021",41.500 +"Belize","Solid biofuels","Off-grid","2021",.. +"Belize","Renewable municipal waste","On-grid","2021",.. +"Belize","Renewable municipal waste","Off-grid","2021",.. +"Belize","Liquid biofuels","On-grid","2021",.. +"Belize","Liquid biofuels","Off-grid","2021",.. +"Belize","Biogas","On-grid","2021",.. +"Belize","Biogas","Off-grid","2021",.. +"Belize","Geothermal energy","On-grid","2021",.. +"Belize","Geothermal energy","Off-grid","2021",.. +"Belize","Coal and peat","On-grid","2021",.. +"Belize","Coal and peat","Off-grid","2021",.. +"Belize","Oil","On-grid","2021",79.000 +"Belize","Oil","Off-grid","2021",12.300 +"Belize","Natural gas","On-grid","2021",0.800 +"Belize","Natural gas","Off-grid","2021",.. +"Belize","Fossil fuels n.e.s.","On-grid","2021",.. +"Belize","Fossil fuels n.e.s.","Off-grid","2021",.. +"Belize","Nuclear","On-grid","2021",.. +"Belize","Nuclear","Off-grid","2021",.. +"Belize","Other non-renewable energy","On-grid","2021",.. +"Belize","Other non-renewable energy","Off-grid","2021",.. +"Benin","Solar photovoltaic","On-grid","2021",1.400 +"Benin","Solar photovoltaic","Off-grid","2021",1.540 +"Benin","Solar thermal energy","On-grid","2021",.. +"Benin","Solar thermal energy","Off-grid","2021",.. +"Benin","Onshore wind energy","On-grid","2021",.. +"Benin","Onshore wind energy","Off-grid","2021",.. +"Benin","Offshore wind energy","On-grid","2021",.. +"Benin","Offshore wind energy","Off-grid","2021",.. +"Benin","Renewable hydropower","On-grid","2021",0.500 +"Benin","Renewable hydropower","Off-grid","2021",.. +"Benin","Mixed Hydro Plants","On-grid","2021",.. +"Benin","Mixed Hydro Plants","Off-grid","2021",.. +"Benin","Pumped storage","On-grid","2021",.. +"Benin","Pumped storage","Off-grid","2021",.. +"Benin","Marine energy","On-grid","2021",.. +"Benin","Marine energy","Off-grid","2021",.. +"Benin","Solid biofuels","On-grid","2021",.. +"Benin","Solid biofuels","Off-grid","2021",.. +"Benin","Renewable municipal waste","On-grid","2021",.. +"Benin","Renewable municipal waste","Off-grid","2021",.. +"Benin","Liquid biofuels","On-grid","2021",.. +"Benin","Liquid biofuels","Off-grid","2021",.. +"Benin","Biogas","On-grid","2021",.. +"Benin","Biogas","Off-grid","2021",.. +"Benin","Geothermal energy","On-grid","2021",.. +"Benin","Geothermal energy","Off-grid","2021",.. +"Benin","Coal and peat","On-grid","2021",.. +"Benin","Coal and peat","Off-grid","2021",.. +"Benin","Oil","On-grid","2021",174.000 +"Benin","Oil","Off-grid","2021",.. +"Benin","Natural gas","On-grid","2021",127.000 +"Benin","Natural gas","Off-grid","2021",.. +"Benin","Fossil fuels n.e.s.","On-grid","2021",.. +"Benin","Fossil fuels n.e.s.","Off-grid","2021",.. +"Benin","Nuclear","On-grid","2021",.. +"Benin","Nuclear","Off-grid","2021",.. +"Benin","Other non-renewable energy","On-grid","2021",.. +"Benin","Other non-renewable energy","Off-grid","2021",.. +"Bhutan","Solar photovoltaic","On-grid","2021",0.180 +"Bhutan","Solar photovoltaic","Off-grid","2021",0.275 +"Bhutan","Solar thermal energy","On-grid","2021",.. +"Bhutan","Solar thermal energy","Off-grid","2021",.. +"Bhutan","Onshore wind energy","On-grid","2021",0.600 +"Bhutan","Onshore wind energy","Off-grid","2021",.. +"Bhutan","Offshore wind energy","On-grid","2021",.. +"Bhutan","Offshore wind energy","Off-grid","2021",.. +"Bhutan","Renewable hydropower","On-grid","2021",2326.000 +"Bhutan","Renewable hydropower","Off-grid","2021",8.315 +"Bhutan","Mixed Hydro Plants","On-grid","2021",.. +"Bhutan","Mixed Hydro Plants","Off-grid","2021",.. +"Bhutan","Pumped storage","On-grid","2021",.. +"Bhutan","Pumped storage","Off-grid","2021",.. +"Bhutan","Marine energy","On-grid","2021",.. +"Bhutan","Marine energy","Off-grid","2021",.. +"Bhutan","Solid biofuels","On-grid","2021",.. +"Bhutan","Solid biofuels","Off-grid","2021",.. +"Bhutan","Renewable municipal waste","On-grid","2021",.. +"Bhutan","Renewable municipal waste","Off-grid","2021",.. +"Bhutan","Liquid biofuels","On-grid","2021",.. +"Bhutan","Liquid biofuels","Off-grid","2021",.. +"Bhutan","Biogas","On-grid","2021",.. +"Bhutan","Biogas","Off-grid","2021",.. +"Bhutan","Geothermal energy","On-grid","2021",.. +"Bhutan","Geothermal energy","Off-grid","2021",.. +"Bhutan","Coal and peat","On-grid","2021",.. +"Bhutan","Coal and peat","Off-grid","2021",.. +"Bhutan","Oil","On-grid","2021",8.320 +"Bhutan","Oil","Off-grid","2021",.. +"Bhutan","Natural gas","On-grid","2021",.. +"Bhutan","Natural gas","Off-grid","2021",.. +"Bhutan","Fossil fuels n.e.s.","On-grid","2021",.. +"Bhutan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Bhutan","Nuclear","On-grid","2021",.. +"Bhutan","Nuclear","Off-grid","2021",.. +"Bhutan","Other non-renewable energy","On-grid","2021",.. +"Bhutan","Other non-renewable energy","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Solar photovoltaic","On-grid","2021",165.080 +"Bolivia (Plurinational State of)","Solar photovoltaic","Off-grid","2021",5.250 +"Bolivia (Plurinational State of)","Solar thermal energy","On-grid","2021",.. +"Bolivia (Plurinational State of)","Solar thermal energy","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Onshore wind energy","On-grid","2021",127.800 +"Bolivia (Plurinational State of)","Onshore wind energy","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Offshore wind energy","On-grid","2021",.. +"Bolivia (Plurinational State of)","Offshore wind energy","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Renewable hydropower","On-grid","2021",734.840 +"Bolivia (Plurinational State of)","Renewable hydropower","Off-grid","2021",0.800 +"Bolivia (Plurinational State of)","Mixed Hydro Plants","On-grid","2021",.. +"Bolivia (Plurinational State of)","Mixed Hydro Plants","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Pumped storage","On-grid","2021",.. +"Bolivia (Plurinational State of)","Pumped storage","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Marine energy","On-grid","2021",.. +"Bolivia (Plurinational State of)","Marine energy","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Solid biofuels","On-grid","2021",61.000 +"Bolivia (Plurinational State of)","Solid biofuels","Off-grid","2021",133.500 +"Bolivia (Plurinational State of)","Renewable municipal waste","On-grid","2021",.. +"Bolivia (Plurinational State of)","Renewable municipal waste","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Liquid biofuels","On-grid","2021",.. +"Bolivia (Plurinational State of)","Liquid biofuels","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Biogas","On-grid","2021",5.000 +"Bolivia (Plurinational State of)","Biogas","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Geothermal energy","On-grid","2021",.. +"Bolivia (Plurinational State of)","Geothermal energy","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Coal and peat","On-grid","2021",.. +"Bolivia (Plurinational State of)","Coal and peat","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Oil","On-grid","2021",31.580 +"Bolivia (Plurinational State of)","Oil","Off-grid","2021",73.650 +"Bolivia (Plurinational State of)","Natural gas","On-grid","2021",2464.450 +"Bolivia (Plurinational State of)","Natural gas","Off-grid","2021",133.420 +"Bolivia (Plurinational State of)","Fossil fuels n.e.s.","On-grid","2021",.. +"Bolivia (Plurinational State of)","Fossil fuels n.e.s.","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Nuclear","On-grid","2021",.. +"Bolivia (Plurinational State of)","Nuclear","Off-grid","2021",.. +"Bolivia (Plurinational State of)","Other non-renewable energy","On-grid","2021",.. +"Bolivia (Plurinational State of)","Other non-renewable energy","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Solar photovoltaic","On-grid","2021",6.590 +"Bonaire, Sint Eustatius and Saba","Solar photovoltaic","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Solar thermal energy","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Solar thermal energy","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Onshore wind energy","On-grid","2021",11.100 +"Bonaire, Sint Eustatius and Saba","Onshore wind energy","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Offshore wind energy","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Offshore wind energy","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Renewable hydropower","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Renewable hydropower","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Mixed Hydro Plants","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Mixed Hydro Plants","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Pumped storage","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Pumped storage","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Marine energy","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Marine energy","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Solid biofuels","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Solid biofuels","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Renewable municipal waste","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Renewable municipal waste","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Liquid biofuels","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Liquid biofuels","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Biogas","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Biogas","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Geothermal energy","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Geothermal energy","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Coal and peat","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Coal and peat","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Oil","On-grid","2021",27.000 +"Bonaire, Sint Eustatius and Saba","Oil","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Natural gas","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Natural gas","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Fossil fuels n.e.s.","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Fossil fuels n.e.s.","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Nuclear","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Nuclear","Off-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Other non-renewable energy","On-grid","2021",.. +"Bonaire, Sint Eustatius and Saba","Other non-renewable energy","Off-grid","2021",.. +"Bosnia and Herzegovina","Solar photovoltaic","On-grid","2021",53.000 +"Bosnia and Herzegovina","Solar photovoltaic","Off-grid","2021",.. +"Bosnia and Herzegovina","Solar thermal energy","On-grid","2021",.. +"Bosnia and Herzegovina","Solar thermal energy","Off-grid","2021",.. +"Bosnia and Herzegovina","Onshore wind energy","On-grid","2021",135.000 +"Bosnia and Herzegovina","Onshore wind energy","Off-grid","2021",.. +"Bosnia and Herzegovina","Offshore wind energy","On-grid","2021",.. +"Bosnia and Herzegovina","Offshore wind energy","Off-grid","2021",.. +"Bosnia and Herzegovina","Renewable hydropower","On-grid","2021",1785.840 +"Bosnia and Herzegovina","Renewable hydropower","Off-grid","2021",.. +"Bosnia and Herzegovina","Mixed Hydro Plants","On-grid","2021",.. +"Bosnia and Herzegovina","Mixed Hydro Plants","Off-grid","2021",.. +"Bosnia and Herzegovina","Pumped storage","On-grid","2021",420.000 +"Bosnia and Herzegovina","Pumped storage","Off-grid","2021",.. +"Bosnia and Herzegovina","Marine energy","On-grid","2021",.. +"Bosnia and Herzegovina","Marine energy","Off-grid","2021",.. +"Bosnia and Herzegovina","Solid biofuels","On-grid","2021",1.220 +"Bosnia and Herzegovina","Solid biofuels","Off-grid","2021",.. +"Bosnia and Herzegovina","Renewable municipal waste","On-grid","2021",.. +"Bosnia and Herzegovina","Renewable municipal waste","Off-grid","2021",.. +"Bosnia and Herzegovina","Liquid biofuels","On-grid","2021",.. +"Bosnia and Herzegovina","Liquid biofuels","Off-grid","2021",.. +"Bosnia and Herzegovina","Biogas","On-grid","2021",2.070 +"Bosnia and Herzegovina","Biogas","Off-grid","2021",.. +"Bosnia and Herzegovina","Geothermal energy","On-grid","2021",.. +"Bosnia and Herzegovina","Geothermal energy","Off-grid","2021",.. +"Bosnia and Herzegovina","Coal and peat","On-grid","2021",2965.000 +"Bosnia and Herzegovina","Coal and peat","Off-grid","2021",.. +"Bosnia and Herzegovina","Oil","On-grid","2021",21.000 +"Bosnia and Herzegovina","Oil","Off-grid","2021",.. +"Bosnia and Herzegovina","Natural gas","On-grid","2021",10.230 +"Bosnia and Herzegovina","Natural gas","Off-grid","2021",.. +"Bosnia and Herzegovina","Fossil fuels n.e.s.","On-grid","2021",56.710 +"Bosnia and Herzegovina","Fossil fuels n.e.s.","Off-grid","2021",.. +"Bosnia and Herzegovina","Nuclear","On-grid","2021",.. +"Bosnia and Herzegovina","Nuclear","Off-grid","2021",.. +"Bosnia and Herzegovina","Other non-renewable energy","On-grid","2021",.. +"Bosnia and Herzegovina","Other non-renewable energy","Off-grid","2021",.. +"Botswana","Solar photovoltaic","On-grid","2021",3.554 +"Botswana","Solar photovoltaic","Off-grid","2021",2.389 +"Botswana","Solar thermal energy","On-grid","2021",.. +"Botswana","Solar thermal energy","Off-grid","2021",.. +"Botswana","Onshore wind energy","On-grid","2021",.. +"Botswana","Onshore wind energy","Off-grid","2021",.. +"Botswana","Offshore wind energy","On-grid","2021",.. +"Botswana","Offshore wind energy","Off-grid","2021",.. +"Botswana","Renewable hydropower","On-grid","2021",.. +"Botswana","Renewable hydropower","Off-grid","2021",.. +"Botswana","Mixed Hydro Plants","On-grid","2021",.. +"Botswana","Mixed Hydro Plants","Off-grid","2021",.. +"Botswana","Pumped storage","On-grid","2021",.. +"Botswana","Pumped storage","Off-grid","2021",.. +"Botswana","Marine energy","On-grid","2021",.. +"Botswana","Marine energy","Off-grid","2021",.. +"Botswana","Solid biofuels","On-grid","2021",.. +"Botswana","Solid biofuels","Off-grid","2021",.. +"Botswana","Renewable municipal waste","On-grid","2021",.. +"Botswana","Renewable municipal waste","Off-grid","2021",.. +"Botswana","Liquid biofuels","On-grid","2021",.. +"Botswana","Liquid biofuels","Off-grid","2021",.. +"Botswana","Biogas","On-grid","2021",.. +"Botswana","Biogas","Off-grid","2021",.. +"Botswana","Geothermal energy","On-grid","2021",.. +"Botswana","Geothermal energy","Off-grid","2021",.. +"Botswana","Coal and peat","On-grid","2021",732.000 +"Botswana","Coal and peat","Off-grid","2021",.. +"Botswana","Oil","On-grid","2021",160.000 +"Botswana","Oil","Off-grid","2021",.. +"Botswana","Natural gas","On-grid","2021",.. +"Botswana","Natural gas","Off-grid","2021",.. +"Botswana","Fossil fuels n.e.s.","On-grid","2021",.. +"Botswana","Fossil fuels n.e.s.","Off-grid","2021",25.000 +"Botswana","Nuclear","On-grid","2021",.. +"Botswana","Nuclear","Off-grid","2021",.. +"Botswana","Other non-renewable energy","On-grid","2021",.. +"Botswana","Other non-renewable energy","Off-grid","2021",.. +"Brazil","Solar photovoltaic","On-grid","2021",13047.685 +"Brazil","Solar photovoltaic","Off-grid","2021",7.241 +"Brazil","Solar thermal energy","On-grid","2021",.. +"Brazil","Solar thermal energy","Off-grid","2021",.. +"Brazil","Onshore wind energy","On-grid","2021",21161.270 +"Brazil","Onshore wind energy","Off-grid","2021",.. +"Brazil","Offshore wind energy","On-grid","2021",.. +"Brazil","Offshore wind energy","Off-grid","2021",.. +"Brazil","Renewable hydropower","On-grid","2021",109426.250 +"Brazil","Renewable hydropower","Off-grid","2021",.. +"Brazil","Mixed Hydro Plants","On-grid","2021",.. +"Brazil","Mixed Hydro Plants","Off-grid","2021",.. +"Brazil","Pumped storage","On-grid","2021",.. +"Brazil","Pumped storage","Off-grid","2021",.. +"Brazil","Marine energy","On-grid","2021",0.050 +"Brazil","Marine energy","Off-grid","2021",.. +"Brazil","Solid biofuels","On-grid","2021",15852.833 +"Brazil","Solid biofuels","Off-grid","2021",.. +"Brazil","Renewable municipal waste","On-grid","2021",29.734 +"Brazil","Renewable municipal waste","Off-grid","2021",.. +"Brazil","Liquid biofuels","On-grid","2021",4.670 +"Brazil","Liquid biofuels","Off-grid","2021",.. +"Brazil","Biogas","On-grid","2021",413.146 +"Brazil","Biogas","Off-grid","2021",.. +"Brazil","Geothermal energy","On-grid","2021",.. +"Brazil","Geothermal energy","Off-grid","2021",.. +"Brazil","Coal and peat","On-grid","2021",3582.830 +"Brazil","Coal and peat","Off-grid","2021",.. +"Brazil","Oil","On-grid","2021",9400.377 +"Brazil","Oil","Off-grid","2021",.. +"Brazil","Natural gas","On-grid","2021",17095.480 +"Brazil","Natural gas","Off-grid","2021",.. +"Brazil","Fossil fuels n.e.s.","On-grid","2021",.. +"Brazil","Fossil fuels n.e.s.","Off-grid","2021",.. +"Brazil","Nuclear","On-grid","2021",1990.000 +"Brazil","Nuclear","Off-grid","2021",.. +"Brazil","Other non-renewable energy","On-grid","2021",165.970 +"Brazil","Other non-renewable energy","Off-grid","2021",.. +"British Virgin Islands","Solar photovoltaic","On-grid","2021",0.195 +"British Virgin Islands","Solar photovoltaic","Off-grid","2021",.. +"British Virgin Islands","Solar thermal energy","On-grid","2021",.. +"British Virgin Islands","Solar thermal energy","Off-grid","2021",.. +"British Virgin Islands","Onshore wind energy","On-grid","2021",0.500 +"British Virgin Islands","Onshore wind energy","Off-grid","2021",.. +"British Virgin Islands","Offshore wind energy","On-grid","2021",.. +"British Virgin Islands","Offshore wind energy","Off-grid","2021",.. +"British Virgin Islands","Renewable hydropower","On-grid","2021",.. +"British Virgin Islands","Renewable hydropower","Off-grid","2021",.. +"British Virgin Islands","Mixed Hydro Plants","On-grid","2021",.. +"British Virgin Islands","Mixed Hydro Plants","Off-grid","2021",.. +"British Virgin Islands","Pumped storage","On-grid","2021",.. +"British Virgin Islands","Pumped storage","Off-grid","2021",.. +"British Virgin Islands","Marine energy","On-grid","2021",.. +"British Virgin Islands","Marine energy","Off-grid","2021",.. +"British Virgin Islands","Solid biofuels","On-grid","2021",.. +"British Virgin Islands","Solid biofuels","Off-grid","2021",.. +"British Virgin Islands","Renewable municipal waste","On-grid","2021",.. +"British Virgin Islands","Renewable municipal waste","Off-grid","2021",.. +"British Virgin Islands","Liquid biofuels","On-grid","2021",.. +"British Virgin Islands","Liquid biofuels","Off-grid","2021",.. +"British Virgin Islands","Biogas","On-grid","2021",.. +"British Virgin Islands","Biogas","Off-grid","2021",.. +"British Virgin Islands","Geothermal energy","On-grid","2021",.. +"British Virgin Islands","Geothermal energy","Off-grid","2021",.. +"British Virgin Islands","Coal and peat","On-grid","2021",.. +"British Virgin Islands","Coal and peat","Off-grid","2021",.. +"British Virgin Islands","Oil","On-grid","2021",57.500 +"British Virgin Islands","Oil","Off-grid","2021",.. +"British Virgin Islands","Natural gas","On-grid","2021",.. +"British Virgin Islands","Natural gas","Off-grid","2021",.. +"British Virgin Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"British Virgin Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"British Virgin Islands","Nuclear","On-grid","2021",.. +"British Virgin Islands","Nuclear","Off-grid","2021",.. +"British Virgin Islands","Other non-renewable energy","On-grid","2021",.. +"British Virgin Islands","Other non-renewable energy","Off-grid","2021",.. +"Brunei Darussalam","Solar photovoltaic","On-grid","2021",4.795 +"Brunei Darussalam","Solar photovoltaic","Off-grid","2021",.. +"Brunei Darussalam","Solar thermal energy","On-grid","2021",.. +"Brunei Darussalam","Solar thermal energy","Off-grid","2021",.. +"Brunei Darussalam","Onshore wind energy","On-grid","2021",.. +"Brunei Darussalam","Onshore wind energy","Off-grid","2021",.. +"Brunei Darussalam","Offshore wind energy","On-grid","2021",.. +"Brunei Darussalam","Offshore wind energy","Off-grid","2021",.. +"Brunei Darussalam","Renewable hydropower","On-grid","2021",.. +"Brunei Darussalam","Renewable hydropower","Off-grid","2021",.. +"Brunei Darussalam","Mixed Hydro Plants","On-grid","2021",.. +"Brunei Darussalam","Mixed Hydro Plants","Off-grid","2021",.. +"Brunei Darussalam","Pumped storage","On-grid","2021",.. +"Brunei Darussalam","Pumped storage","Off-grid","2021",.. +"Brunei Darussalam","Marine energy","On-grid","2021",.. +"Brunei Darussalam","Marine energy","Off-grid","2021",.. +"Brunei Darussalam","Solid biofuels","On-grid","2021",.. +"Brunei Darussalam","Solid biofuels","Off-grid","2021",.. +"Brunei Darussalam","Renewable municipal waste","On-grid","2021",.. +"Brunei Darussalam","Renewable municipal waste","Off-grid","2021",.. +"Brunei Darussalam","Liquid biofuels","On-grid","2021",.. +"Brunei Darussalam","Liquid biofuels","Off-grid","2021",.. +"Brunei Darussalam","Biogas","On-grid","2021",.. +"Brunei Darussalam","Biogas","Off-grid","2021",.. +"Brunei Darussalam","Geothermal energy","On-grid","2021",.. +"Brunei Darussalam","Geothermal energy","Off-grid","2021",.. +"Brunei Darussalam","Coal and peat","On-grid","2021",.. +"Brunei Darussalam","Coal and peat","Off-grid","2021",220.000 +"Brunei Darussalam","Oil","On-grid","2021",12.000 +"Brunei Darussalam","Oil","Off-grid","2021",.. +"Brunei Darussalam","Natural gas","On-grid","2021",877.000 +"Brunei Darussalam","Natural gas","Off-grid","2021",117.000 +"Brunei Darussalam","Fossil fuels n.e.s.","On-grid","2021",.. +"Brunei Darussalam","Fossil fuels n.e.s.","Off-grid","2021",.. +"Brunei Darussalam","Nuclear","On-grid","2021",.. +"Brunei Darussalam","Nuclear","Off-grid","2021",.. +"Brunei Darussalam","Other non-renewable energy","On-grid","2021",.. +"Brunei Darussalam","Other non-renewable energy","Off-grid","2021",.. +"Bulgaria","Solar photovoltaic","On-grid","2021",1186.357 +"Bulgaria","Solar photovoltaic","Off-grid","2021",.. +"Bulgaria","Solar thermal energy","On-grid","2021",.. +"Bulgaria","Solar thermal energy","Off-grid","2021",.. +"Bulgaria","Onshore wind energy","On-grid","2021",704.800 +"Bulgaria","Onshore wind energy","Off-grid","2021",.. +"Bulgaria","Offshore wind energy","On-grid","2021",.. +"Bulgaria","Offshore wind energy","Off-grid","2021",.. +"Bulgaria","Renewable hydropower","On-grid","2021",2363.456 +"Bulgaria","Renewable hydropower","Off-grid","2021",.. +"Bulgaria","Mixed Hydro Plants","On-grid","2021",149.000 +"Bulgaria","Mixed Hydro Plants","Off-grid","2021",.. +"Bulgaria","Pumped storage","On-grid","2021",864.000 +"Bulgaria","Pumped storage","Off-grid","2021",.. +"Bulgaria","Marine energy","On-grid","2021",.. +"Bulgaria","Marine energy","Off-grid","2021",.. +"Bulgaria","Solid biofuels","On-grid","2021",15.064 +"Bulgaria","Solid biofuels","Off-grid","2021",.. +"Bulgaria","Renewable municipal waste","On-grid","2021",.. +"Bulgaria","Renewable municipal waste","Off-grid","2021",.. +"Bulgaria","Liquid biofuels","On-grid","2021",.. +"Bulgaria","Liquid biofuels","Off-grid","2021",.. +"Bulgaria","Biogas","On-grid","2021",32.990 +"Bulgaria","Biogas","Off-grid","2021",.. +"Bulgaria","Geothermal energy","On-grid","2021",.. +"Bulgaria","Geothermal energy","Off-grid","2021",.. +"Bulgaria","Coal and peat","On-grid","2021",.. +"Bulgaria","Coal and peat","Off-grid","2021",.. +"Bulgaria","Oil","On-grid","2021",.. +"Bulgaria","Oil","Off-grid","2021",.. +"Bulgaria","Natural gas","On-grid","2021",.. +"Bulgaria","Natural gas","Off-grid","2021",.. +"Bulgaria","Fossil fuels n.e.s.","On-grid","2021",3758.402 +"Bulgaria","Fossil fuels n.e.s.","Off-grid","2021",.. +"Bulgaria","Nuclear","On-grid","2021",2006.000 +"Bulgaria","Nuclear","Off-grid","2021",.. +"Bulgaria","Other non-renewable energy","On-grid","2021",.. +"Bulgaria","Other non-renewable energy","Off-grid","2021",.. +"Burkina Faso","Solar photovoltaic","On-grid","2021",35.387 +"Burkina Faso","Solar photovoltaic","Off-grid","2021",27.000 +"Burkina Faso","Solar thermal energy","On-grid","2021",.. +"Burkina Faso","Solar thermal energy","Off-grid","2021",.. +"Burkina Faso","Onshore wind energy","On-grid","2021",.. +"Burkina Faso","Onshore wind energy","Off-grid","2021",.. +"Burkina Faso","Offshore wind energy","On-grid","2021",.. +"Burkina Faso","Offshore wind energy","Off-grid","2021",.. +"Burkina Faso","Renewable hydropower","On-grid","2021",32.000 +"Burkina Faso","Renewable hydropower","Off-grid","2021",2.500 +"Burkina Faso","Mixed Hydro Plants","On-grid","2021",.. +"Burkina Faso","Mixed Hydro Plants","Off-grid","2021",.. +"Burkina Faso","Pumped storage","On-grid","2021",.. +"Burkina Faso","Pumped storage","Off-grid","2021",.. +"Burkina Faso","Marine energy","On-grid","2021",.. +"Burkina Faso","Marine energy","Off-grid","2021",.. +"Burkina Faso","Solid biofuels","On-grid","2021",.. +"Burkina Faso","Solid biofuels","Off-grid","2021",.. +"Burkina Faso","Renewable municipal waste","On-grid","2021",.. +"Burkina Faso","Renewable municipal waste","Off-grid","2021",.. +"Burkina Faso","Liquid biofuels","On-grid","2021",.. +"Burkina Faso","Liquid biofuels","Off-grid","2021",0.150 +"Burkina Faso","Biogas","On-grid","2021",0.750 +"Burkina Faso","Biogas","Off-grid","2021",.. +"Burkina Faso","Geothermal energy","On-grid","2021",.. +"Burkina Faso","Geothermal energy","Off-grid","2021",.. +"Burkina Faso","Coal and peat","On-grid","2021",.. +"Burkina Faso","Coal and peat","Off-grid","2021",.. +"Burkina Faso","Oil","On-grid","2021",339.160 +"Burkina Faso","Oil","Off-grid","2021",.. +"Burkina Faso","Natural gas","On-grid","2021",.. +"Burkina Faso","Natural gas","Off-grid","2021",.. +"Burkina Faso","Fossil fuels n.e.s.","On-grid","2021",.. +"Burkina Faso","Fossil fuels n.e.s.","Off-grid","2021",.. +"Burkina Faso","Nuclear","On-grid","2021",.. +"Burkina Faso","Nuclear","Off-grid","2021",.. +"Burkina Faso","Other non-renewable energy","On-grid","2021",.. +"Burkina Faso","Other non-renewable energy","Off-grid","2021",.. +"Burundi","Solar photovoltaic","On-grid","2021",0.403 +"Burundi","Solar photovoltaic","Off-grid","2021",4.700 +"Burundi","Solar thermal energy","On-grid","2021",.. +"Burundi","Solar thermal energy","Off-grid","2021",.. +"Burundi","Onshore wind energy","On-grid","2021",.. +"Burundi","Onshore wind energy","Off-grid","2021",.. +"Burundi","Offshore wind energy","On-grid","2021",.. +"Burundi","Offshore wind energy","Off-grid","2021",.. +"Burundi","Renewable hydropower","On-grid","2021",46.680 +"Burundi","Renewable hydropower","Off-grid","2021",1.603 +"Burundi","Mixed Hydro Plants","On-grid","2021",.. +"Burundi","Mixed Hydro Plants","Off-grid","2021",.. +"Burundi","Pumped storage","On-grid","2021",.. +"Burundi","Pumped storage","Off-grid","2021",.. +"Burundi","Marine energy","On-grid","2021",.. +"Burundi","Marine energy","Off-grid","2021",.. +"Burundi","Solid biofuels","On-grid","2021",.. +"Burundi","Solid biofuels","Off-grid","2021",4.000 +"Burundi","Renewable municipal waste","On-grid","2021",.. +"Burundi","Renewable municipal waste","Off-grid","2021",.. +"Burundi","Liquid biofuels","On-grid","2021",.. +"Burundi","Liquid biofuels","Off-grid","2021",.. +"Burundi","Biogas","On-grid","2021",.. +"Burundi","Biogas","Off-grid","2021",.. +"Burundi","Geothermal energy","On-grid","2021",.. +"Burundi","Geothermal energy","Off-grid","2021",.. +"Burundi","Coal and peat","On-grid","2021",.. +"Burundi","Coal and peat","Off-grid","2021",.. +"Burundi","Oil","On-grid","2021",50.500 +"Burundi","Oil","Off-grid","2021",.. +"Burundi","Natural gas","On-grid","2021",.. +"Burundi","Natural gas","Off-grid","2021",.. +"Burundi","Fossil fuels n.e.s.","On-grid","2021",.. +"Burundi","Fossil fuels n.e.s.","Off-grid","2021",.. +"Burundi","Nuclear","On-grid","2021",.. +"Burundi","Nuclear","Off-grid","2021",.. +"Burundi","Other non-renewable energy","On-grid","2021",.. +"Burundi","Other non-renewable energy","Off-grid","2021",.. +"Cabo Verde","Solar photovoltaic","On-grid","2021",6.735 +"Cabo Verde","Solar photovoltaic","Off-grid","2021",0.846 +"Cabo Verde","Solar thermal energy","On-grid","2021",.. +"Cabo Verde","Solar thermal energy","Off-grid","2021",.. +"Cabo Verde","Onshore wind energy","On-grid","2021",27.800 +"Cabo Verde","Onshore wind energy","Off-grid","2021",.. +"Cabo Verde","Offshore wind energy","On-grid","2021",.. +"Cabo Verde","Offshore wind energy","Off-grid","2021",.. +"Cabo Verde","Renewable hydropower","On-grid","2021",.. +"Cabo Verde","Renewable hydropower","Off-grid","2021",.. +"Cabo Verde","Mixed Hydro Plants","On-grid","2021",.. +"Cabo Verde","Mixed Hydro Plants","Off-grid","2021",.. +"Cabo Verde","Pumped storage","On-grid","2021",.. +"Cabo Verde","Pumped storage","Off-grid","2021",.. +"Cabo Verde","Marine energy","On-grid","2021",.. +"Cabo Verde","Marine energy","Off-grid","2021",.. +"Cabo Verde","Solid biofuels","On-grid","2021",.. +"Cabo Verde","Solid biofuels","Off-grid","2021",.. +"Cabo Verde","Renewable municipal waste","On-grid","2021",.. +"Cabo Verde","Renewable municipal waste","Off-grid","2021",.. +"Cabo Verde","Liquid biofuels","On-grid","2021",.. +"Cabo Verde","Liquid biofuels","Off-grid","2021",.. +"Cabo Verde","Biogas","On-grid","2021",.. +"Cabo Verde","Biogas","Off-grid","2021",.. +"Cabo Verde","Geothermal energy","On-grid","2021",.. +"Cabo Verde","Geothermal energy","Off-grid","2021",.. +"Cabo Verde","Coal and peat","On-grid","2021",.. +"Cabo Verde","Coal and peat","Off-grid","2021",.. +"Cabo Verde","Oil","On-grid","2021",141.000 +"Cabo Verde","Oil","Off-grid","2021",.. +"Cabo Verde","Natural gas","On-grid","2021",.. +"Cabo Verde","Natural gas","Off-grid","2021",.. +"Cabo Verde","Fossil fuels n.e.s.","On-grid","2021",.. +"Cabo Verde","Fossil fuels n.e.s.","Off-grid","2021",.. +"Cabo Verde","Nuclear","On-grid","2021",.. +"Cabo Verde","Nuclear","Off-grid","2021",.. +"Cabo Verde","Other non-renewable energy","On-grid","2021",.. +"Cabo Verde","Other non-renewable energy","Off-grid","2021",.. +"Cambodia","Solar photovoltaic","On-grid","2021",427.137 +"Cambodia","Solar photovoltaic","Off-grid","2021",0.799 +"Cambodia","Solar thermal energy","On-grid","2021",.. +"Cambodia","Solar thermal energy","Off-grid","2021",.. +"Cambodia","Onshore wind energy","On-grid","2021",.. +"Cambodia","Onshore wind energy","Off-grid","2021",0.250 +"Cambodia","Offshore wind energy","On-grid","2021",.. +"Cambodia","Offshore wind energy","Off-grid","2021",.. +"Cambodia","Renewable hydropower","On-grid","2021",1329.700 +"Cambodia","Renewable hydropower","Off-grid","2021",.. +"Cambodia","Mixed Hydro Plants","On-grid","2021",.. +"Cambodia","Mixed Hydro Plants","Off-grid","2021",.. +"Cambodia","Pumped storage","On-grid","2021",.. +"Cambodia","Pumped storage","Off-grid","2021",.. +"Cambodia","Marine energy","On-grid","2021",.. +"Cambodia","Marine energy","Off-grid","2021",.. +"Cambodia","Solid biofuels","On-grid","2021",38.270 +"Cambodia","Solid biofuels","Off-grid","2021",2.000 +"Cambodia","Renewable municipal waste","On-grid","2021",.. +"Cambodia","Renewable municipal waste","Off-grid","2021",.. +"Cambodia","Liquid biofuels","On-grid","2021",.. +"Cambodia","Liquid biofuels","Off-grid","2021",.. +"Cambodia","Biogas","On-grid","2021",.. +"Cambodia","Biogas","Off-grid","2021",1.500 +"Cambodia","Geothermal energy","On-grid","2021",.. +"Cambodia","Geothermal energy","Off-grid","2021",.. +"Cambodia","Coal and peat","On-grid","2021",675.000 +"Cambodia","Coal and peat","Off-grid","2021",.. +"Cambodia","Oil","On-grid","2021",651.112 +"Cambodia","Oil","Off-grid","2021",.. +"Cambodia","Natural gas","On-grid","2021",.. +"Cambodia","Natural gas","Off-grid","2021",.. +"Cambodia","Fossil fuels n.e.s.","On-grid","2021",.. +"Cambodia","Fossil fuels n.e.s.","Off-grid","2021",7.948 +"Cambodia","Nuclear","On-grid","2021",.. +"Cambodia","Nuclear","Off-grid","2021",.. +"Cambodia","Other non-renewable energy","On-grid","2021",.. +"Cambodia","Other non-renewable energy","Off-grid","2021",.. +"Cameroon","Solar photovoltaic","On-grid","2021",.. +"Cameroon","Solar photovoltaic","Off-grid","2021",14.442 +"Cameroon","Solar thermal energy","On-grid","2021",.. +"Cameroon","Solar thermal energy","Off-grid","2021",.. +"Cameroon","Onshore wind energy","On-grid","2021",.. +"Cameroon","Onshore wind energy","Off-grid","2021",.. +"Cameroon","Offshore wind energy","On-grid","2021",.. +"Cameroon","Offshore wind energy","Off-grid","2021",.. +"Cameroon","Renewable hydropower","On-grid","2021",812.000 +"Cameroon","Renewable hydropower","Off-grid","2021",0.300 +"Cameroon","Mixed Hydro Plants","On-grid","2021",.. +"Cameroon","Mixed Hydro Plants","Off-grid","2021",.. +"Cameroon","Pumped storage","On-grid","2021",.. +"Cameroon","Pumped storage","Off-grid","2021",.. +"Cameroon","Marine energy","On-grid","2021",.. +"Cameroon","Marine energy","Off-grid","2021",.. +"Cameroon","Solid biofuels","On-grid","2021",.. +"Cameroon","Solid biofuels","Off-grid","2021",.. +"Cameroon","Renewable municipal waste","On-grid","2021",.. +"Cameroon","Renewable municipal waste","Off-grid","2021",.. +"Cameroon","Liquid biofuels","On-grid","2021",.. +"Cameroon","Liquid biofuels","Off-grid","2021",.. +"Cameroon","Biogas","On-grid","2021",.. +"Cameroon","Biogas","Off-grid","2021",.. +"Cameroon","Geothermal energy","On-grid","2021",.. +"Cameroon","Geothermal energy","Off-grid","2021",.. +"Cameroon","Coal and peat","On-grid","2021",.. +"Cameroon","Coal and peat","Off-grid","2021",.. +"Cameroon","Oil","On-grid","2021",395.147 +"Cameroon","Oil","Off-grid","2021",.. +"Cameroon","Natural gas","On-grid","2021",268.213 +"Cameroon","Natural gas","Off-grid","2021",.. +"Cameroon","Fossil fuels n.e.s.","On-grid","2021",.. +"Cameroon","Fossil fuels n.e.s.","Off-grid","2021",43.000 +"Cameroon","Nuclear","On-grid","2021",.. +"Cameroon","Nuclear","Off-grid","2021",.. +"Cameroon","Other non-renewable energy","On-grid","2021",.. +"Cameroon","Other non-renewable energy","Off-grid","2021",.. +"Canada","Solar photovoltaic","On-grid","2021",3629.600 +"Canada","Solar photovoltaic","Off-grid","2021",.. +"Canada","Solar thermal energy","On-grid","2021",.. +"Canada","Solar thermal energy","Off-grid","2021",.. +"Canada","Onshore wind energy","On-grid","2021",14303.560 +"Canada","Onshore wind energy","Off-grid","2021",.. +"Canada","Offshore wind energy","On-grid","2021",.. +"Canada","Offshore wind energy","Off-grid","2021",.. +"Canada","Renewable hydropower","On-grid","2021",82562.799 +"Canada","Renewable hydropower","Off-grid","2021",.. +"Canada","Mixed Hydro Plants","On-grid","2021",.. +"Canada","Mixed Hydro Plants","Off-grid","2021",.. +"Canada","Pumped storage","On-grid","2021",177.000 +"Canada","Pumped storage","Off-grid","2021",.. +"Canada","Marine energy","On-grid","2021",20.000 +"Canada","Marine energy","Off-grid","2021",.. +"Canada","Solid biofuels","On-grid","2021",2233.000 +"Canada","Solid biofuels","Off-grid","2021",.. +"Canada","Renewable municipal waste","On-grid","2021",37.500 +"Canada","Renewable municipal waste","Off-grid","2021",.. +"Canada","Liquid biofuels","On-grid","2021",.. +"Canada","Liquid biofuels","Off-grid","2021",.. +"Canada","Biogas","On-grid","2021",145.400 +"Canada","Biogas","Off-grid","2021",.. +"Canada","Geothermal energy","On-grid","2021",.. +"Canada","Geothermal energy","Off-grid","2021",.. +"Canada","Coal and peat","On-grid","2021",6222.600 +"Canada","Coal and peat","Off-grid","2021",.. +"Canada","Oil","On-grid","2021",6004.950 +"Canada","Oil","Off-grid","2021",.. +"Canada","Natural gas","On-grid","2021",19341.550 +"Canada","Natural gas","Off-grid","2021",.. +"Canada","Fossil fuels n.e.s.","On-grid","2021",1959.000 +"Canada","Fossil fuels n.e.s.","Off-grid","2021",.. +"Canada","Nuclear","On-grid","2021",14033.000 +"Canada","Nuclear","Off-grid","2021",.. +"Canada","Other non-renewable energy","On-grid","2021",37.500 +"Canada","Other non-renewable energy","Off-grid","2021",.. +"Cayman Islands","Solar photovoltaic","On-grid","2021",13.701 +"Cayman Islands","Solar photovoltaic","Off-grid","2021",.. +"Cayman Islands","Solar thermal energy","On-grid","2021",.. +"Cayman Islands","Solar thermal energy","Off-grid","2021",.. +"Cayman Islands","Onshore wind energy","On-grid","2021",.. +"Cayman Islands","Onshore wind energy","Off-grid","2021",.. +"Cayman Islands","Offshore wind energy","On-grid","2021",.. +"Cayman Islands","Offshore wind energy","Off-grid","2021",.. +"Cayman Islands","Renewable hydropower","On-grid","2021",.. +"Cayman Islands","Renewable hydropower","Off-grid","2021",.. +"Cayman Islands","Mixed Hydro Plants","On-grid","2021",.. +"Cayman Islands","Mixed Hydro Plants","Off-grid","2021",.. +"Cayman Islands","Pumped storage","On-grid","2021",.. +"Cayman Islands","Pumped storage","Off-grid","2021",.. +"Cayman Islands","Marine energy","On-grid","2021",.. +"Cayman Islands","Marine energy","Off-grid","2021",.. +"Cayman Islands","Solid biofuels","On-grid","2021",.. +"Cayman Islands","Solid biofuels","Off-grid","2021",.. +"Cayman Islands","Renewable municipal waste","On-grid","2021",.. +"Cayman Islands","Renewable municipal waste","Off-grid","2021",.. +"Cayman Islands","Liquid biofuels","On-grid","2021",.. +"Cayman Islands","Liquid biofuels","Off-grid","2021",.. +"Cayman Islands","Biogas","On-grid","2021",.. +"Cayman Islands","Biogas","Off-grid","2021",.. +"Cayman Islands","Geothermal energy","On-grid","2021",.. +"Cayman Islands","Geothermal energy","Off-grid","2021",.. +"Cayman Islands","Coal and peat","On-grid","2021",.. +"Cayman Islands","Coal and peat","Off-grid","2021",.. +"Cayman Islands","Oil","On-grid","2021",161.000 +"Cayman Islands","Oil","Off-grid","2021",.. +"Cayman Islands","Natural gas","On-grid","2021",.. +"Cayman Islands","Natural gas","Off-grid","2021",.. +"Cayman Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"Cayman Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"Cayman Islands","Nuclear","On-grid","2021",.. +"Cayman Islands","Nuclear","Off-grid","2021",.. +"Cayman Islands","Other non-renewable energy","On-grid","2021",.. +"Cayman Islands","Other non-renewable energy","Off-grid","2021",.. +"Central African Republic","Solar photovoltaic","On-grid","2021",.. +"Central African Republic","Solar photovoltaic","Off-grid","2021",0.316 +"Central African Republic","Solar thermal energy","On-grid","2021",.. +"Central African Republic","Solar thermal energy","Off-grid","2021",.. +"Central African Republic","Onshore wind energy","On-grid","2021",.. +"Central African Republic","Onshore wind energy","Off-grid","2021",.. +"Central African Republic","Offshore wind energy","On-grid","2021",.. +"Central African Republic","Offshore wind energy","Off-grid","2021",.. +"Central African Republic","Renewable hydropower","On-grid","2021",18.650 +"Central African Republic","Renewable hydropower","Off-grid","2021",0.200 +"Central African Republic","Mixed Hydro Plants","On-grid","2021",.. +"Central African Republic","Mixed Hydro Plants","Off-grid","2021",.. +"Central African Republic","Pumped storage","On-grid","2021",.. +"Central African Republic","Pumped storage","Off-grid","2021",.. +"Central African Republic","Marine energy","On-grid","2021",.. +"Central African Republic","Marine energy","Off-grid","2021",.. +"Central African Republic","Solid biofuels","On-grid","2021",.. +"Central African Republic","Solid biofuels","Off-grid","2021",.. +"Central African Republic","Renewable municipal waste","On-grid","2021",.. +"Central African Republic","Renewable municipal waste","Off-grid","2021",.. +"Central African Republic","Liquid biofuels","On-grid","2021",.. +"Central African Republic","Liquid biofuels","Off-grid","2021",.. +"Central African Republic","Biogas","On-grid","2021",.. +"Central African Republic","Biogas","Off-grid","2021",.. +"Central African Republic","Geothermal energy","On-grid","2021",.. +"Central African Republic","Geothermal energy","Off-grid","2021",.. +"Central African Republic","Coal and peat","On-grid","2021",.. +"Central African Republic","Coal and peat","Off-grid","2021",.. +"Central African Republic","Oil","On-grid","2021",72.000 +"Central African Republic","Oil","Off-grid","2021",.. +"Central African Republic","Natural gas","On-grid","2021",.. +"Central African Republic","Natural gas","Off-grid","2021",.. +"Central African Republic","Fossil fuels n.e.s.","On-grid","2021",.. +"Central African Republic","Fossil fuels n.e.s.","Off-grid","2021",.. +"Central African Republic","Nuclear","On-grid","2021",.. +"Central African Republic","Nuclear","Off-grid","2021",.. +"Central African Republic","Other non-renewable energy","On-grid","2021",.. +"Central African Republic","Other non-renewable energy","Off-grid","2021",.. +"Chad","Solar photovoltaic","On-grid","2021",0.500 +"Chad","Solar photovoltaic","Off-grid","2021",0.227 +"Chad","Solar thermal energy","On-grid","2021",.. +"Chad","Solar thermal energy","Off-grid","2021",.. +"Chad","Onshore wind energy","On-grid","2021",.. +"Chad","Onshore wind energy","Off-grid","2021",1.100 +"Chad","Offshore wind energy","On-grid","2021",.. +"Chad","Offshore wind energy","Off-grid","2021",.. +"Chad","Renewable hydropower","On-grid","2021",.. +"Chad","Renewable hydropower","Off-grid","2021",.. +"Chad","Mixed Hydro Plants","On-grid","2021",.. +"Chad","Mixed Hydro Plants","Off-grid","2021",.. +"Chad","Pumped storage","On-grid","2021",.. +"Chad","Pumped storage","Off-grid","2021",.. +"Chad","Marine energy","On-grid","2021",.. +"Chad","Marine energy","Off-grid","2021",.. +"Chad","Solid biofuels","On-grid","2021",2.000 +"Chad","Solid biofuels","Off-grid","2021",.. +"Chad","Renewable municipal waste","On-grid","2021",.. +"Chad","Renewable municipal waste","Off-grid","2021",.. +"Chad","Liquid biofuels","On-grid","2021",.. +"Chad","Liquid biofuels","Off-grid","2021",.. +"Chad","Biogas","On-grid","2021",.. +"Chad","Biogas","Off-grid","2021",.. +"Chad","Geothermal energy","On-grid","2021",.. +"Chad","Geothermal energy","Off-grid","2021",.. +"Chad","Coal and peat","On-grid","2021",.. +"Chad","Coal and peat","Off-grid","2021",.. +"Chad","Oil","On-grid","2021",162.000 +"Chad","Oil","Off-grid","2021",.. +"Chad","Natural gas","On-grid","2021",120.000 +"Chad","Natural gas","Off-grid","2021",.. +"Chad","Fossil fuels n.e.s.","On-grid","2021",.. +"Chad","Fossil fuels n.e.s.","Off-grid","2021",.. +"Chad","Nuclear","On-grid","2021",.. +"Chad","Nuclear","Off-grid","2021",.. +"Chad","Other non-renewable energy","On-grid","2021",.. +"Chad","Other non-renewable energy","Off-grid","2021",.. +"Chile","Solar photovoltaic","On-grid","2021",4360.007 +"Chile","Solar photovoltaic","Off-grid","2021",.. +"Chile","Solar thermal energy","On-grid","2021",108.270 +"Chile","Solar thermal energy","Off-grid","2021",.. +"Chile","Onshore wind energy","On-grid","2021",3137.006 +"Chile","Onshore wind energy","Off-grid","2021",.. +"Chile","Offshore wind energy","On-grid","2021",.. +"Chile","Offshore wind energy","Off-grid","2021",.. +"Chile","Renewable hydropower","On-grid","2021",6805.428 +"Chile","Renewable hydropower","Off-grid","2021",1.445 +"Chile","Mixed Hydro Plants","On-grid","2021",.. +"Chile","Mixed Hydro Plants","Off-grid","2021",.. +"Chile","Pumped storage","On-grid","2021",.. +"Chile","Pumped storage","Off-grid","2021",.. +"Chile","Marine energy","On-grid","2021",.. +"Chile","Marine energy","Off-grid","2021",.. +"Chile","Solid biofuels","On-grid","2021",374.763 +"Chile","Solid biofuels","Off-grid","2021",.. +"Chile","Renewable municipal waste","On-grid","2021",.. +"Chile","Renewable municipal waste","Off-grid","2021",.. +"Chile","Liquid biofuels","On-grid","2021",.. +"Chile","Liquid biofuels","Off-grid","2021",.. +"Chile","Biogas","On-grid","2021",63.602 +"Chile","Biogas","Off-grid","2021",.. +"Chile","Geothermal energy","On-grid","2021",39.700 +"Chile","Geothermal energy","Off-grid","2021",.. +"Chile","Coal and peat","On-grid","2021",4641.274 +"Chile","Coal and peat","Off-grid","2021",.. +"Chile","Oil","On-grid","2021",4053.867 +"Chile","Oil","Off-grid","2021",16.870 +"Chile","Natural gas","On-grid","2021",3883.176 +"Chile","Natural gas","Off-grid","2021",.. +"Chile","Fossil fuels n.e.s.","On-grid","2021",.. +"Chile","Fossil fuels n.e.s.","Off-grid","2021",.. +"Chile","Nuclear","On-grid","2021",.. +"Chile","Nuclear","Off-grid","2021",.. +"Chile","Other non-renewable energy","On-grid","2021",18.420 +"Chile","Other non-renewable energy","Off-grid","2021",.. +"China","Solar photovoltaic","On-grid","2021",305990.000 +"China","Solar photovoltaic","Off-grid","2021",412.800 +"China","Solar thermal energy","On-grid","2021",570.000 +"China","Solar thermal energy","Off-grid","2021",.. +"China","Onshore wind energy","On-grid","2021",302090.000 +"China","Onshore wind energy","Off-grid","2021",493.430 +"China","Offshore wind energy","On-grid","2021",26390.000 +"China","Offshore wind energy","Off-grid","2021",.. +"China","Renewable hydropower","On-grid","2021",354530.000 +"China","Renewable hydropower","Off-grid","2021",.. +"China","Mixed Hydro Plants","On-grid","2021",.. +"China","Mixed Hydro Plants","Off-grid","2021",.. +"China","Pumped storage","On-grid","2021",36390.000 +"China","Pumped storage","Off-grid","2021",.. +"China","Marine energy","On-grid","2021",4.750 +"China","Marine energy","Off-grid","2021",.. +"China","Solid biofuels","On-grid","2021",17020.559 +"China","Solid biofuels","Off-grid","2021",.. +"China","Renewable municipal waste","On-grid","2021",11021.796 +"China","Renewable municipal waste","Off-grid","2021",.. +"China","Liquid biofuels","On-grid","2021",.. +"China","Liquid biofuels","Off-grid","2021",.. +"China","Biogas","On-grid","2021",1710.848 +"China","Biogas","Off-grid","2021",.. +"China","Geothermal energy","On-grid","2021",.. +"China","Geothermal energy","Off-grid","2021",.. +"China","Coal and peat","On-grid","2021",.. +"China","Coal and peat","Off-grid","2021",.. +"China","Oil","On-grid","2021",.. +"China","Oil","Off-grid","2021",.. +"China","Natural gas","On-grid","2021",.. +"China","Natural gas","Off-grid","2021",.. +"China","Fossil fuels n.e.s.","On-grid","2021",1256920.000 +"China","Fossil fuels n.e.s.","Off-grid","2021",.. +"China","Nuclear","On-grid","2021",53260.000 +"China","Nuclear","Off-grid","2021",.. +"China","Other non-renewable energy","On-grid","2021",11021.796 +"China","Other non-renewable energy","Off-grid","2021",.. +"Chinese Taipei","Solar photovoltaic","On-grid","2021",7700.213 +"Chinese Taipei","Solar photovoltaic","Off-grid","2021",.. +"Chinese Taipei","Solar thermal energy","On-grid","2021",.. +"Chinese Taipei","Solar thermal energy","Off-grid","2021",.. +"Chinese Taipei","Onshore wind energy","On-grid","2021",796.168 +"Chinese Taipei","Onshore wind energy","Off-grid","2021",.. +"Chinese Taipei","Offshore wind energy","On-grid","2021",237.200 +"Chinese Taipei","Offshore wind energy","Off-grid","2021",.. +"Chinese Taipei","Renewable hydropower","On-grid","2021",2093.937 +"Chinese Taipei","Renewable hydropower","Off-grid","2021",.. +"Chinese Taipei","Mixed Hydro Plants","On-grid","2021",.. +"Chinese Taipei","Mixed Hydro Plants","Off-grid","2021",.. +"Chinese Taipei","Pumped storage","On-grid","2021",2602.000 +"Chinese Taipei","Pumped storage","Off-grid","2021",.. +"Chinese Taipei","Marine energy","On-grid","2021",.. +"Chinese Taipei","Marine energy","Off-grid","2021",.. +"Chinese Taipei","Solid biofuels","On-grid","2021",90.683 +"Chinese Taipei","Solid biofuels","Off-grid","2021",.. +"Chinese Taipei","Renewable municipal waste","On-grid","2021",315.965 +"Chinese Taipei","Renewable municipal waste","Off-grid","2021",.. +"Chinese Taipei","Liquid biofuels","On-grid","2021",.. +"Chinese Taipei","Liquid biofuels","Off-grid","2021",.. +"Chinese Taipei","Biogas","On-grid","2021",1.200 +"Chinese Taipei","Biogas","Off-grid","2021",.. +"Chinese Taipei","Geothermal energy","On-grid","2021",4.500 +"Chinese Taipei","Geothermal energy","Off-grid","2021",.. +"Chinese Taipei","Coal and peat","On-grid","2021",20994.466 +"Chinese Taipei","Coal and peat","Off-grid","2021",.. +"Chinese Taipei","Oil","On-grid","2021",2091.615 +"Chinese Taipei","Oil","Off-grid","2021",.. +"Chinese Taipei","Natural gas","On-grid","2021",19215.680 +"Chinese Taipei","Natural gas","Off-grid","2021",.. +"Chinese Taipei","Fossil fuels n.e.s.","On-grid","2021",.. +"Chinese Taipei","Fossil fuels n.e.s.","Off-grid","2021",.. +"Chinese Taipei","Nuclear","On-grid","2021",3872.000 +"Chinese Taipei","Nuclear","Off-grid","2021",.. +"Chinese Taipei","Other non-renewable energy","On-grid","2021",315.965 +"Chinese Taipei","Other non-renewable energy","Off-grid","2021",.. +"Colombia","Solar photovoltaic","On-grid","2021",169.401 +"Colombia","Solar photovoltaic","Off-grid","2021",14.621 +"Colombia","Solar thermal energy","On-grid","2021",.. +"Colombia","Solar thermal energy","Off-grid","2021",.. +"Colombia","Onshore wind energy","On-grid","2021",18.420 +"Colombia","Onshore wind energy","Off-grid","2021",.. +"Colombia","Offshore wind energy","On-grid","2021",.. +"Colombia","Offshore wind energy","Off-grid","2021",.. +"Colombia","Renewable hydropower","On-grid","2021",11944.792 +"Colombia","Renewable hydropower","Off-grid","2021",9.405 +"Colombia","Mixed Hydro Plants","On-grid","2021",.. +"Colombia","Mixed Hydro Plants","Off-grid","2021",.. +"Colombia","Pumped storage","On-grid","2021",.. +"Colombia","Pumped storage","Off-grid","2021",.. +"Colombia","Marine energy","On-grid","2021",.. +"Colombia","Marine energy","Off-grid","2021",.. +"Colombia","Solid biofuels","On-grid","2021",387.200 +"Colombia","Solid biofuels","Off-grid","2021",0.059 +"Colombia","Renewable municipal waste","On-grid","2021",.. +"Colombia","Renewable municipal waste","Off-grid","2021",.. +"Colombia","Liquid biofuels","On-grid","2021",.. +"Colombia","Liquid biofuels","Off-grid","2021",.. +"Colombia","Biogas","On-grid","2021",9.450 +"Colombia","Biogas","Off-grid","2021",.. +"Colombia","Geothermal energy","On-grid","2021",.. +"Colombia","Geothermal energy","Off-grid","2021",.. +"Colombia","Coal and peat","On-grid","2021",1657.900 +"Colombia","Coal and peat","Off-grid","2021",.. +"Colombia","Oil","On-grid","2021",1119.000 +"Colombia","Oil","Off-grid","2021",271.870 +"Colombia","Natural gas","On-grid","2021",2884.110 +"Colombia","Natural gas","Off-grid","2021",.. +"Colombia","Fossil fuels n.e.s.","On-grid","2021",.. +"Colombia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Colombia","Nuclear","On-grid","2021",.. +"Colombia","Nuclear","Off-grid","2021",.. +"Colombia","Other non-renewable energy","On-grid","2021",.. +"Colombia","Other non-renewable energy","Off-grid","2021",.. +"Comoros","Solar photovoltaic","On-grid","2021",.. +"Comoros","Solar photovoltaic","Off-grid","2021",.. +"Comoros","Solar thermal energy","On-grid","2021",.. +"Comoros","Solar thermal energy","Off-grid","2021",.. +"Comoros","Onshore wind energy","On-grid","2021",.. +"Comoros","Onshore wind energy","Off-grid","2021",.. +"Comoros","Offshore wind energy","On-grid","2021",.. +"Comoros","Offshore wind energy","Off-grid","2021",.. +"Comoros","Renewable hydropower","On-grid","2021",1.448 +"Comoros","Renewable hydropower","Off-grid","2021",.. +"Comoros","Mixed Hydro Plants","On-grid","2021",.. +"Comoros","Mixed Hydro Plants","Off-grid","2021",.. +"Comoros","Pumped storage","On-grid","2021",.. +"Comoros","Pumped storage","Off-grid","2021",.. +"Comoros","Marine energy","On-grid","2021",.. +"Comoros","Marine energy","Off-grid","2021",.. +"Comoros","Solid biofuels","On-grid","2021",.. +"Comoros","Solid biofuels","Off-grid","2021",.. +"Comoros","Renewable municipal waste","On-grid","2021",.. +"Comoros","Renewable municipal waste","Off-grid","2021",.. +"Comoros","Liquid biofuels","On-grid","2021",.. +"Comoros","Liquid biofuels","Off-grid","2021",.. +"Comoros","Biogas","On-grid","2021",.. +"Comoros","Biogas","Off-grid","2021",.. +"Comoros","Geothermal energy","On-grid","2021",.. +"Comoros","Geothermal energy","Off-grid","2021",.. +"Comoros","Coal and peat","On-grid","2021",.. +"Comoros","Coal and peat","Off-grid","2021",.. +"Comoros","Oil","On-grid","2021",21.600 +"Comoros","Oil","Off-grid","2021",.. +"Comoros","Natural gas","On-grid","2021",.. +"Comoros","Natural gas","Off-grid","2021",.. +"Comoros","Fossil fuels n.e.s.","On-grid","2021",.. +"Comoros","Fossil fuels n.e.s.","Off-grid","2021",.. +"Comoros","Nuclear","On-grid","2021",.. +"Comoros","Nuclear","Off-grid","2021",.. +"Comoros","Other non-renewable energy","On-grid","2021",.. +"Comoros","Other non-renewable energy","Off-grid","2021",.. +"Congo","Solar photovoltaic","On-grid","2021",.. +"Congo","Solar photovoltaic","Off-grid","2021",0.720 +"Congo","Solar thermal energy","On-grid","2021",.. +"Congo","Solar thermal energy","Off-grid","2021",.. +"Congo","Onshore wind energy","On-grid","2021",.. +"Congo","Onshore wind energy","Off-grid","2021",.. +"Congo","Offshore wind energy","On-grid","2021",.. +"Congo","Offshore wind energy","Off-grid","2021",.. +"Congo","Renewable hydropower","On-grid","2021",213.900 +"Congo","Renewable hydropower","Off-grid","2021",.. +"Congo","Mixed Hydro Plants","On-grid","2021",.. +"Congo","Mixed Hydro Plants","Off-grid","2021",.. +"Congo","Pumped storage","On-grid","2021",.. +"Congo","Pumped storage","Off-grid","2021",.. +"Congo","Marine energy","On-grid","2021",.. +"Congo","Marine energy","Off-grid","2021",.. +"Congo","Solid biofuels","On-grid","2021",12.200 +"Congo","Solid biofuels","Off-grid","2021",.. +"Congo","Renewable municipal waste","On-grid","2021",.. +"Congo","Renewable municipal waste","Off-grid","2021",.. +"Congo","Liquid biofuels","On-grid","2021",.. +"Congo","Liquid biofuels","Off-grid","2021",.. +"Congo","Biogas","On-grid","2021",.. +"Congo","Biogas","Off-grid","2021",.. +"Congo","Geothermal energy","On-grid","2021",.. +"Congo","Geothermal energy","Off-grid","2021",.. +"Congo","Coal and peat","On-grid","2021",.. +"Congo","Coal and peat","Off-grid","2021",.. +"Congo","Oil","On-grid","2021",62.660 +"Congo","Oil","Off-grid","2021",.. +"Congo","Natural gas","On-grid","2021",534.000 +"Congo","Natural gas","Off-grid","2021",.. +"Congo","Fossil fuels n.e.s.","On-grid","2021",.. +"Congo","Fossil fuels n.e.s.","Off-grid","2021",.. +"Congo","Nuclear","On-grid","2021",.. +"Congo","Nuclear","Off-grid","2021",.. +"Congo","Other non-renewable energy","On-grid","2021",.. +"Congo","Other non-renewable energy","Off-grid","2021",.. +"Cook Islands","Solar photovoltaic","On-grid","2021",2.964 +"Cook Islands","Solar photovoltaic","Off-grid","2021",1.769 +"Cook Islands","Solar thermal energy","On-grid","2021",.. +"Cook Islands","Solar thermal energy","Off-grid","2021",.. +"Cook Islands","Onshore wind energy","On-grid","2021",0.040 +"Cook Islands","Onshore wind energy","Off-grid","2021",.. +"Cook Islands","Offshore wind energy","On-grid","2021",.. +"Cook Islands","Offshore wind energy","Off-grid","2021",.. +"Cook Islands","Renewable hydropower","On-grid","2021",.. +"Cook Islands","Renewable hydropower","Off-grid","2021",.. +"Cook Islands","Mixed Hydro Plants","On-grid","2021",.. +"Cook Islands","Mixed Hydro Plants","Off-grid","2021",.. +"Cook Islands","Pumped storage","On-grid","2021",.. +"Cook Islands","Pumped storage","Off-grid","2021",.. +"Cook Islands","Marine energy","On-grid","2021",.. +"Cook Islands","Marine energy","Off-grid","2021",.. +"Cook Islands","Solid biofuels","On-grid","2021",.. +"Cook Islands","Solid biofuels","Off-grid","2021",.. +"Cook Islands","Renewable municipal waste","On-grid","2021",.. +"Cook Islands","Renewable municipal waste","Off-grid","2021",.. +"Cook Islands","Liquid biofuels","On-grid","2021",.. +"Cook Islands","Liquid biofuels","Off-grid","2021",.. +"Cook Islands","Biogas","On-grid","2021",.. +"Cook Islands","Biogas","Off-grid","2021",.. +"Cook Islands","Geothermal energy","On-grid","2021",.. +"Cook Islands","Geothermal energy","Off-grid","2021",.. +"Cook Islands","Coal and peat","On-grid","2021",.. +"Cook Islands","Coal and peat","Off-grid","2021",.. +"Cook Islands","Oil","On-grid","2021",14.900 +"Cook Islands","Oil","Off-grid","2021",3.450 +"Cook Islands","Natural gas","On-grid","2021",.. +"Cook Islands","Natural gas","Off-grid","2021",.. +"Cook Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"Cook Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"Cook Islands","Nuclear","On-grid","2021",.. +"Cook Islands","Nuclear","Off-grid","2021",.. +"Cook Islands","Other non-renewable energy","On-grid","2021",.. +"Cook Islands","Other non-renewable energy","Off-grid","2021",.. +"Costa Rica","Solar photovoltaic","On-grid","2021",72.101 +"Costa Rica","Solar photovoltaic","Off-grid","2021",1.640 +"Costa Rica","Solar thermal energy","On-grid","2021",.. +"Costa Rica","Solar thermal energy","Off-grid","2021",.. +"Costa Rica","Onshore wind energy","On-grid","2021",393.520 +"Costa Rica","Onshore wind energy","Off-grid","2021",.. +"Costa Rica","Offshore wind energy","On-grid","2021",.. +"Costa Rica","Offshore wind energy","Off-grid","2021",.. +"Costa Rica","Renewable hydropower","On-grid","2021",2379.359 +"Costa Rica","Renewable hydropower","Off-grid","2021",.. +"Costa Rica","Mixed Hydro Plants","On-grid","2021",.. +"Costa Rica","Mixed Hydro Plants","Off-grid","2021",.. +"Costa Rica","Pumped storage","On-grid","2021",.. +"Costa Rica","Pumped storage","Off-grid","2021",.. +"Costa Rica","Marine energy","On-grid","2021",.. +"Costa Rica","Marine energy","Off-grid","2021",.. +"Costa Rica","Solid biofuels","On-grid","2021",71.000 +"Costa Rica","Solid biofuels","Off-grid","2021",4.500 +"Costa Rica","Renewable municipal waste","On-grid","2021",.. +"Costa Rica","Renewable municipal waste","Off-grid","2021",.. +"Costa Rica","Liquid biofuels","On-grid","2021",.. +"Costa Rica","Liquid biofuels","Off-grid","2021",.. +"Costa Rica","Biogas","On-grid","2021",4.960 +"Costa Rica","Biogas","Off-grid","2021",.. +"Costa Rica","Geothermal energy","On-grid","2021",261.860 +"Costa Rica","Geothermal energy","Off-grid","2021",.. +"Costa Rica","Coal and peat","On-grid","2021",.. +"Costa Rica","Coal and peat","Off-grid","2021",.. +"Costa Rica","Oil","On-grid","2021",474.111 +"Costa Rica","Oil","Off-grid","2021",.. +"Costa Rica","Natural gas","On-grid","2021",.. +"Costa Rica","Natural gas","Off-grid","2021",.. +"Costa Rica","Fossil fuels n.e.s.","On-grid","2021",.. +"Costa Rica","Fossil fuels n.e.s.","Off-grid","2021",.. +"Costa Rica","Nuclear","On-grid","2021",.. +"Costa Rica","Nuclear","Off-grid","2021",.. +"Costa Rica","Other non-renewable energy","On-grid","2021",.. +"Costa Rica","Other non-renewable energy","Off-grid","2021",.. +"Côte d'Ivoire","Solar photovoltaic","On-grid","2021",.. +"Côte d'Ivoire","Solar photovoltaic","Off-grid","2021",13.144 +"Côte d'Ivoire","Solar thermal energy","On-grid","2021",.. +"Côte d'Ivoire","Solar thermal energy","Off-grid","2021",.. +"Côte d'Ivoire","Onshore wind energy","On-grid","2021",.. +"Côte d'Ivoire","Onshore wind energy","Off-grid","2021",.. +"Côte d'Ivoire","Offshore wind energy","On-grid","2021",.. +"Côte d'Ivoire","Offshore wind energy","Off-grid","2021",.. +"Côte d'Ivoire","Renewable hydropower","On-grid","2021",879.000 +"Côte d'Ivoire","Renewable hydropower","Off-grid","2021",.. +"Côte d'Ivoire","Mixed Hydro Plants","On-grid","2021",.. +"Côte d'Ivoire","Mixed Hydro Plants","Off-grid","2021",.. +"Côte d'Ivoire","Pumped storage","On-grid","2021",.. +"Côte d'Ivoire","Pumped storage","Off-grid","2021",.. +"Côte d'Ivoire","Marine energy","On-grid","2021",.. +"Côte d'Ivoire","Marine energy","Off-grid","2021",.. +"Côte d'Ivoire","Solid biofuels","On-grid","2021",.. +"Côte d'Ivoire","Solid biofuels","Off-grid","2021",.. +"Côte d'Ivoire","Renewable municipal waste","On-grid","2021",.. +"Côte d'Ivoire","Renewable municipal waste","Off-grid","2021",.. +"Côte d'Ivoire","Liquid biofuels","On-grid","2021",.. +"Côte d'Ivoire","Liquid biofuels","Off-grid","2021",.. +"Côte d'Ivoire","Biogas","On-grid","2021",.. +"Côte d'Ivoire","Biogas","Off-grid","2021",.. +"Côte d'Ivoire","Geothermal energy","On-grid","2021",.. +"Côte d'Ivoire","Geothermal energy","Off-grid","2021",.. +"Côte d'Ivoire","Coal and peat","On-grid","2021",.. +"Côte d'Ivoire","Coal and peat","Off-grid","2021",.. +"Côte d'Ivoire","Oil","On-grid","2021",323.000 +"Côte d'Ivoire","Oil","Off-grid","2021",.. +"Côte d'Ivoire","Natural gas","On-grid","2021",1012.000 +"Côte d'Ivoire","Natural gas","Off-grid","2021",.. +"Côte d'Ivoire","Fossil fuels n.e.s.","On-grid","2021",.. +"Côte d'Ivoire","Fossil fuels n.e.s.","Off-grid","2021",5.141 +"Côte d'Ivoire","Nuclear","On-grid","2021",.. +"Côte d'Ivoire","Nuclear","Off-grid","2021",.. +"Côte d'Ivoire","Other non-renewable energy","On-grid","2021",.. +"Côte d'Ivoire","Other non-renewable energy","Off-grid","2021",.. +"Croatia","Solar photovoltaic","On-grid","2021",108.500 +"Croatia","Solar photovoltaic","Off-grid","2021",.. +"Croatia","Solar thermal energy","On-grid","2021",.. +"Croatia","Solar thermal energy","Off-grid","2021",.. +"Croatia","Onshore wind energy","On-grid","2021",988.300 +"Croatia","Onshore wind energy","Off-grid","2021",.. +"Croatia","Offshore wind energy","On-grid","2021",.. +"Croatia","Offshore wind energy","Off-grid","2021",.. +"Croatia","Renewable hydropower","On-grid","2021",1926.100 +"Croatia","Renewable hydropower","Off-grid","2021",.. +"Croatia","Mixed Hydro Plants","On-grid","2021",275.400 +"Croatia","Mixed Hydro Plants","Off-grid","2021",.. +"Croatia","Pumped storage","On-grid","2021",.. +"Croatia","Pumped storage","Off-grid","2021",.. +"Croatia","Marine energy","On-grid","2021",.. +"Croatia","Marine energy","Off-grid","2021",.. +"Croatia","Solid biofuels","On-grid","2021",90.200 +"Croatia","Solid biofuels","Off-grid","2021",.. +"Croatia","Renewable municipal waste","On-grid","2021",.. +"Croatia","Renewable municipal waste","Off-grid","2021",.. +"Croatia","Liquid biofuels","On-grid","2021",.. +"Croatia","Liquid biofuels","Off-grid","2021",.. +"Croatia","Biogas","On-grid","2021",55.100 +"Croatia","Biogas","Off-grid","2021",.. +"Croatia","Geothermal energy","On-grid","2021",10.000 +"Croatia","Geothermal energy","Off-grid","2021",.. +"Croatia","Coal and peat","On-grid","2021",.. +"Croatia","Coal and peat","Off-grid","2021",.. +"Croatia","Oil","On-grid","2021",.. +"Croatia","Oil","Off-grid","2021",.. +"Croatia","Natural gas","On-grid","2021",.. +"Croatia","Natural gas","Off-grid","2021",.. +"Croatia","Fossil fuels n.e.s.","On-grid","2021",1402.300 +"Croatia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Croatia","Nuclear","On-grid","2021",.. +"Croatia","Nuclear","Off-grid","2021",.. +"Croatia","Other non-renewable energy","On-grid","2021",.. +"Croatia","Other non-renewable energy","Off-grid","2021",.. +"Cuba","Solar photovoltaic","On-grid","2021",238.000 +"Cuba","Solar photovoltaic","Off-grid","2021",7.947 +"Cuba","Solar thermal energy","On-grid","2021",.. +"Cuba","Solar thermal energy","Off-grid","2021",.. +"Cuba","Onshore wind energy","On-grid","2021",11.750 +"Cuba","Onshore wind energy","Off-grid","2021",.. +"Cuba","Offshore wind energy","On-grid","2021",.. +"Cuba","Offshore wind energy","Off-grid","2021",.. +"Cuba","Renewable hydropower","On-grid","2021",70.000 +"Cuba","Renewable hydropower","Off-grid","2021",1.900 +"Cuba","Mixed Hydro Plants","On-grid","2021",.. +"Cuba","Mixed Hydro Plants","Off-grid","2021",.. +"Cuba","Pumped storage","On-grid","2021",.. +"Cuba","Pumped storage","Off-grid","2021",.. +"Cuba","Marine energy","On-grid","2021",.. +"Cuba","Marine energy","Off-grid","2021",.. +"Cuba","Solid biofuels","On-grid","2021",950.540 +"Cuba","Solid biofuels","Off-grid","2021",.. +"Cuba","Renewable municipal waste","On-grid","2021",.. +"Cuba","Renewable municipal waste","Off-grid","2021",.. +"Cuba","Liquid biofuels","On-grid","2021",.. +"Cuba","Liquid biofuels","Off-grid","2021",.. +"Cuba","Biogas","On-grid","2021",0.820 +"Cuba","Biogas","Off-grid","2021",.. +"Cuba","Geothermal energy","On-grid","2021",.. +"Cuba","Geothermal energy","Off-grid","2021",.. +"Cuba","Coal and peat","On-grid","2021",.. +"Cuba","Coal and peat","Off-grid","2021",.. +"Cuba","Oil","On-grid","2021",4734.500 +"Cuba","Oil","Off-grid","2021",105.200 +"Cuba","Natural gas","On-grid","2021",580.000 +"Cuba","Natural gas","Off-grid","2021",.. +"Cuba","Fossil fuels n.e.s.","On-grid","2021",.. +"Cuba","Fossil fuels n.e.s.","Off-grid","2021",.. +"Cuba","Nuclear","On-grid","2021",.. +"Cuba","Nuclear","Off-grid","2021",.. +"Cuba","Other non-renewable energy","On-grid","2021",.. +"Cuba","Other non-renewable energy","Off-grid","2021",.. +"Curaçao","Solar photovoltaic","On-grid","2021",13.200 +"Curaçao","Solar photovoltaic","Off-grid","2021",.. +"Curaçao","Solar thermal energy","On-grid","2021",.. +"Curaçao","Solar thermal energy","Off-grid","2021",.. +"Curaçao","Onshore wind energy","On-grid","2021",46.500 +"Curaçao","Onshore wind energy","Off-grid","2021",.. +"Curaçao","Offshore wind energy","On-grid","2021",.. +"Curaçao","Offshore wind energy","Off-grid","2021",.. +"Curaçao","Renewable hydropower","On-grid","2021",.. +"Curaçao","Renewable hydropower","Off-grid","2021",.. +"Curaçao","Mixed Hydro Plants","On-grid","2021",.. +"Curaçao","Mixed Hydro Plants","Off-grid","2021",.. +"Curaçao","Pumped storage","On-grid","2021",.. +"Curaçao","Pumped storage","Off-grid","2021",.. +"Curaçao","Marine energy","On-grid","2021",.. +"Curaçao","Marine energy","Off-grid","2021",.. +"Curaçao","Solid biofuels","On-grid","2021",.. +"Curaçao","Solid biofuels","Off-grid","2021",.. +"Curaçao","Renewable municipal waste","On-grid","2021",.. +"Curaçao","Renewable municipal waste","Off-grid","2021",.. +"Curaçao","Liquid biofuels","On-grid","2021",.. +"Curaçao","Liquid biofuels","Off-grid","2021",.. +"Curaçao","Biogas","On-grid","2021",.. +"Curaçao","Biogas","Off-grid","2021",.. +"Curaçao","Geothermal energy","On-grid","2021",.. +"Curaçao","Geothermal energy","Off-grid","2021",.. +"Curaçao","Coal and peat","On-grid","2021",.. +"Curaçao","Coal and peat","Off-grid","2021",.. +"Curaçao","Oil","On-grid","2021",172.400 +"Curaçao","Oil","Off-grid","2021",.. +"Curaçao","Natural gas","On-grid","2021",.. +"Curaçao","Natural gas","Off-grid","2021",.. +"Curaçao","Fossil fuels n.e.s.","On-grid","2021",.. +"Curaçao","Fossil fuels n.e.s.","Off-grid","2021",.. +"Curaçao","Nuclear","On-grid","2021",.. +"Curaçao","Nuclear","Off-grid","2021",.. +"Curaçao","Other non-renewable energy","On-grid","2021",.. +"Curaçao","Other non-renewable energy","Off-grid","2021",.. +"Cyprus","Solar photovoltaic","On-grid","2021",316.000 +"Cyprus","Solar photovoltaic","Off-grid","2021",.. +"Cyprus","Solar thermal energy","On-grid","2021",.. +"Cyprus","Solar thermal energy","Off-grid","2021",.. +"Cyprus","Onshore wind energy","On-grid","2021",157.725 +"Cyprus","Onshore wind energy","Off-grid","2021",.. +"Cyprus","Offshore wind energy","On-grid","2021",.. +"Cyprus","Offshore wind energy","Off-grid","2021",.. +"Cyprus","Renewable hydropower","On-grid","2021",.. +"Cyprus","Renewable hydropower","Off-grid","2021",.. +"Cyprus","Mixed Hydro Plants","On-grid","2021",.. +"Cyprus","Mixed Hydro Plants","Off-grid","2021",.. +"Cyprus","Pumped storage","On-grid","2021",.. +"Cyprus","Pumped storage","Off-grid","2021",.. +"Cyprus","Marine energy","On-grid","2021",.. +"Cyprus","Marine energy","Off-grid","2021",.. +"Cyprus","Solid biofuels","On-grid","2021",.. +"Cyprus","Solid biofuels","Off-grid","2021",.. +"Cyprus","Renewable municipal waste","On-grid","2021",.. +"Cyprus","Renewable municipal waste","Off-grid","2021",.. +"Cyprus","Liquid biofuels","On-grid","2021",.. +"Cyprus","Liquid biofuels","Off-grid","2021",.. +"Cyprus","Biogas","On-grid","2021",12.718 +"Cyprus","Biogas","Off-grid","2021",.. +"Cyprus","Geothermal energy","On-grid","2021",.. +"Cyprus","Geothermal energy","Off-grid","2021",.. +"Cyprus","Coal and peat","On-grid","2021",.. +"Cyprus","Coal and peat","Off-grid","2021",.. +"Cyprus","Oil","On-grid","2021",.. +"Cyprus","Oil","Off-grid","2021",.. +"Cyprus","Natural gas","On-grid","2021",.. +"Cyprus","Natural gas","Off-grid","2021",.. +"Cyprus","Fossil fuels n.e.s.","On-grid","2021",1497.510 +"Cyprus","Fossil fuels n.e.s.","Off-grid","2021",.. +"Cyprus","Nuclear","On-grid","2021",.. +"Cyprus","Nuclear","Off-grid","2021",.. +"Cyprus","Other non-renewable energy","On-grid","2021",.. +"Cyprus","Other non-renewable energy","Off-grid","2021",.. +"Czechia","Solar photovoltaic","On-grid","2021",2119.211 +"Czechia","Solar photovoltaic","Off-grid","2021",.. +"Czechia","Solar thermal energy","On-grid","2021",.. +"Czechia","Solar thermal energy","Off-grid","2021",.. +"Czechia","Onshore wind energy","On-grid","2021",339.424 +"Czechia","Onshore wind energy","Off-grid","2021",.. +"Czechia","Offshore wind energy","On-grid","2021",.. +"Czechia","Offshore wind energy","Off-grid","2021",.. +"Czechia","Renewable hydropower","On-grid","2021",1111.326 +"Czechia","Renewable hydropower","Off-grid","2021",.. +"Czechia","Mixed Hydro Plants","On-grid","2021",.. +"Czechia","Mixed Hydro Plants","Off-grid","2021",.. +"Czechia","Pumped storage","On-grid","2021",1171.500 +"Czechia","Pumped storage","Off-grid","2021",.. +"Czechia","Marine energy","On-grid","2021",.. +"Czechia","Marine energy","Off-grid","2021",.. +"Czechia","Solid biofuels","On-grid","2021",452.000 +"Czechia","Solid biofuels","Off-grid","2021",.. +"Czechia","Renewable municipal waste","On-grid","2021",27.500 +"Czechia","Renewable municipal waste","Off-grid","2021",.. +"Czechia","Liquid biofuels","On-grid","2021",.. +"Czechia","Liquid biofuels","Off-grid","2021",.. +"Czechia","Biogas","On-grid","2021",366.000 +"Czechia","Biogas","Off-grid","2021",.. +"Czechia","Geothermal energy","On-grid","2021",.. +"Czechia","Geothermal energy","Off-grid","2021",.. +"Czechia","Coal and peat","On-grid","2021",.. +"Czechia","Coal and peat","Off-grid","2021",.. +"Czechia","Oil","On-grid","2021",.. +"Czechia","Oil","Off-grid","2021",.. +"Czechia","Natural gas","On-grid","2021",.. +"Czechia","Natural gas","Off-grid","2021",.. +"Czechia","Fossil fuels n.e.s.","On-grid","2021",10996.696 +"Czechia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Czechia","Nuclear","On-grid","2021",4290.000 +"Czechia","Nuclear","Off-grid","2021",.. +"Czechia","Other non-renewable energy","On-grid","2021",30.500 +"Czechia","Other non-renewable energy","Off-grid","2021",.. +"Democratic People's Republic of Korea","Solar photovoltaic","On-grid","2021",11.000 +"Democratic People's Republic of Korea","Solar photovoltaic","Off-grid","2021",40.780 +"Democratic People's Republic of Korea","Solar thermal energy","On-grid","2021",.. +"Democratic People's Republic of Korea","Solar thermal energy","Off-grid","2021",.. +"Democratic People's Republic of Korea","Onshore wind energy","On-grid","2021",.. +"Democratic People's Republic of Korea","Onshore wind energy","Off-grid","2021",0.600 +"Democratic People's Republic of Korea","Offshore wind energy","On-grid","2021",.. +"Democratic People's Republic of Korea","Offshore wind energy","Off-grid","2021",.. +"Democratic People's Republic of Korea","Renewable hydropower","On-grid","2021",4865.000 +"Democratic People's Republic of Korea","Renewable hydropower","Off-grid","2021",.. +"Democratic People's Republic of Korea","Mixed Hydro Plants","On-grid","2021",.. +"Democratic People's Republic of Korea","Mixed Hydro Plants","Off-grid","2021",.. +"Democratic People's Republic of Korea","Pumped storage","On-grid","2021",.. +"Democratic People's Republic of Korea","Pumped storage","Off-grid","2021",.. +"Democratic People's Republic of Korea","Marine energy","On-grid","2021",.. +"Democratic People's Republic of Korea","Marine energy","Off-grid","2021",.. +"Democratic People's Republic of Korea","Solid biofuels","On-grid","2021",.. +"Democratic People's Republic of Korea","Solid biofuels","Off-grid","2021",.. +"Democratic People's Republic of Korea","Renewable municipal waste","On-grid","2021",.. +"Democratic People's Republic of Korea","Renewable municipal waste","Off-grid","2021",.. +"Democratic People's Republic of Korea","Liquid biofuels","On-grid","2021",.. +"Democratic People's Republic of Korea","Liquid biofuels","Off-grid","2021",.. +"Democratic People's Republic of Korea","Biogas","On-grid","2021",.. +"Democratic People's Republic of Korea","Biogas","Off-grid","2021",.. +"Democratic People's Republic of Korea","Geothermal energy","On-grid","2021",.. +"Democratic People's Republic of Korea","Geothermal energy","Off-grid","2021",.. +"Democratic People's Republic of Korea","Coal and peat","On-grid","2021",.. +"Democratic People's Republic of Korea","Coal and peat","Off-grid","2021",.. +"Democratic People's Republic of Korea","Oil","On-grid","2021",.. +"Democratic People's Republic of Korea","Oil","Off-grid","2021",.. +"Democratic People's Republic of Korea","Natural gas","On-grid","2021",.. +"Democratic People's Republic of Korea","Natural gas","Off-grid","2021",.. +"Democratic People's Republic of Korea","Fossil fuels n.e.s.","On-grid","2021",3360.000 +"Democratic People's Republic of Korea","Fossil fuels n.e.s.","Off-grid","2021",.. +"Democratic People's Republic of Korea","Nuclear","On-grid","2021",.. +"Democratic People's Republic of Korea","Nuclear","Off-grid","2021",.. +"Democratic People's Republic of Korea","Other non-renewable energy","On-grid","2021",.. +"Democratic People's Republic of Korea","Other non-renewable energy","Off-grid","2021",.. +"Democratic Republic of the Congo","Solar photovoltaic","On-grid","2021",.. +"Democratic Republic of the Congo","Solar photovoltaic","Off-grid","2021",19.927 +"Democratic Republic of the Congo","Solar thermal energy","On-grid","2021",.. +"Democratic Republic of the Congo","Solar thermal energy","Off-grid","2021",.. +"Democratic Republic of the Congo","Onshore wind energy","On-grid","2021",.. +"Democratic Republic of the Congo","Onshore wind energy","Off-grid","2021",.. +"Democratic Republic of the Congo","Offshore wind energy","On-grid","2021",.. +"Democratic Republic of the Congo","Offshore wind energy","Off-grid","2021",.. +"Democratic Republic of the Congo","Renewable hydropower","On-grid","2021",2581.100 +"Democratic Republic of the Congo","Renewable hydropower","Off-grid","2021",141.600 +"Democratic Republic of the Congo","Mixed Hydro Plants","On-grid","2021",.. +"Democratic Republic of the Congo","Mixed Hydro Plants","Off-grid","2021",.. +"Democratic Republic of the Congo","Pumped storage","On-grid","2021",.. +"Democratic Republic of the Congo","Pumped storage","Off-grid","2021",.. +"Democratic Republic of the Congo","Marine energy","On-grid","2021",.. +"Democratic Republic of the Congo","Marine energy","Off-grid","2021",.. +"Democratic Republic of the Congo","Solid biofuels","On-grid","2021",.. +"Democratic Republic of the Congo","Solid biofuels","Off-grid","2021",2.960 +"Democratic Republic of the Congo","Renewable municipal waste","On-grid","2021",.. +"Democratic Republic of the Congo","Renewable municipal waste","Off-grid","2021",.. +"Democratic Republic of the Congo","Liquid biofuels","On-grid","2021",.. +"Democratic Republic of the Congo","Liquid biofuels","Off-grid","2021",.. +"Democratic Republic of the Congo","Biogas","On-grid","2021",.. +"Democratic Republic of the Congo","Biogas","Off-grid","2021",.. +"Democratic Republic of the Congo","Geothermal energy","On-grid","2021",.. +"Democratic Republic of the Congo","Geothermal energy","Off-grid","2021",.. +"Democratic Republic of the Congo","Coal and peat","On-grid","2021",.. +"Democratic Republic of the Congo","Coal and peat","Off-grid","2021",.. +"Democratic Republic of the Congo","Oil","On-grid","2021",29.000 +"Democratic Republic of the Congo","Oil","Off-grid","2021",.. +"Democratic Republic of the Congo","Natural gas","On-grid","2021",.. +"Democratic Republic of the Congo","Natural gas","Off-grid","2021",.. +"Democratic Republic of the Congo","Fossil fuels n.e.s.","On-grid","2021",.. +"Democratic Republic of the Congo","Fossil fuels n.e.s.","Off-grid","2021",.. +"Democratic Republic of the Congo","Nuclear","On-grid","2021",.. +"Democratic Republic of the Congo","Nuclear","Off-grid","2021",.. +"Democratic Republic of the Congo","Other non-renewable energy","On-grid","2021",.. +"Democratic Republic of the Congo","Other non-renewable energy","Off-grid","2021",.. +"Denmark","Solar photovoltaic","On-grid","2021",1540.294 +"Denmark","Solar photovoltaic","Off-grid","2021",.. +"Denmark","Solar thermal energy","On-grid","2021",.. +"Denmark","Solar thermal energy","Off-grid","2021",.. +"Denmark","Onshore wind energy","On-grid","2021",4707.765 +"Denmark","Onshore wind energy","Off-grid","2021",.. +"Denmark","Offshore wind energy","On-grid","2021",2305.800 +"Denmark","Offshore wind energy","Off-grid","2021",.. +"Denmark","Renewable hydropower","On-grid","2021",7.263 +"Denmark","Renewable hydropower","Off-grid","2021",.. +"Denmark","Mixed Hydro Plants","On-grid","2021",.. +"Denmark","Mixed Hydro Plants","Off-grid","2021",.. +"Denmark","Pumped storage","On-grid","2021",.. +"Denmark","Pumped storage","Off-grid","2021",.. +"Denmark","Marine energy","On-grid","2021",.. +"Denmark","Marine energy","Off-grid","2021",.. +"Denmark","Solid biofuels","On-grid","2021",1482.664 +"Denmark","Solid biofuels","Off-grid","2021",.. +"Denmark","Renewable municipal waste","On-grid","2021",176.458 +"Denmark","Renewable municipal waste","Off-grid","2021",.. +"Denmark","Liquid biofuels","On-grid","2021",0.198 +"Denmark","Liquid biofuels","Off-grid","2021",.. +"Denmark","Biogas","On-grid","2021",119.173 +"Denmark","Biogas","Off-grid","2021",.. +"Denmark","Geothermal energy","On-grid","2021",.. +"Denmark","Geothermal energy","Off-grid","2021",.. +"Denmark","Coal and peat","On-grid","2021",.. +"Denmark","Coal and peat","Off-grid","2021",.. +"Denmark","Oil","On-grid","2021",.. +"Denmark","Oil","Off-grid","2021",.. +"Denmark","Natural gas","On-grid","2021",.. +"Denmark","Natural gas","Off-grid","2021",.. +"Denmark","Fossil fuels n.e.s.","On-grid","2021",5656.031 +"Denmark","Fossil fuels n.e.s.","Off-grid","2021",.. +"Denmark","Nuclear","On-grid","2021",.. +"Denmark","Nuclear","Off-grid","2021",.. +"Denmark","Other non-renewable energy","On-grid","2021",181.458 +"Denmark","Other non-renewable energy","Off-grid","2021",.. +"Djibouti","Solar photovoltaic","On-grid","2021",.. +"Djibouti","Solar photovoltaic","Off-grid","2021",0.362 +"Djibouti","Solar thermal energy","On-grid","2021",.. +"Djibouti","Solar thermal energy","Off-grid","2021",.. +"Djibouti","Onshore wind energy","On-grid","2021",.. +"Djibouti","Onshore wind energy","Off-grid","2021",20.000 +"Djibouti","Offshore wind energy","On-grid","2021",.. +"Djibouti","Offshore wind energy","Off-grid","2021",.. +"Djibouti","Renewable hydropower","On-grid","2021",.. +"Djibouti","Renewable hydropower","Off-grid","2021",.. +"Djibouti","Mixed Hydro Plants","On-grid","2021",.. +"Djibouti","Mixed Hydro Plants","Off-grid","2021",.. +"Djibouti","Pumped storage","On-grid","2021",.. +"Djibouti","Pumped storage","Off-grid","2021",.. +"Djibouti","Marine energy","On-grid","2021",.. +"Djibouti","Marine energy","Off-grid","2021",.. +"Djibouti","Solid biofuels","On-grid","2021",.. +"Djibouti","Solid biofuels","Off-grid","2021",.. +"Djibouti","Renewable municipal waste","On-grid","2021",.. +"Djibouti","Renewable municipal waste","Off-grid","2021",.. +"Djibouti","Liquid biofuels","On-grid","2021",.. +"Djibouti","Liquid biofuels","Off-grid","2021",.. +"Djibouti","Biogas","On-grid","2021",.. +"Djibouti","Biogas","Off-grid","2021",.. +"Djibouti","Geothermal energy","On-grid","2021",.. +"Djibouti","Geothermal energy","Off-grid","2021",.. +"Djibouti","Coal and peat","On-grid","2021",.. +"Djibouti","Coal and peat","Off-grid","2021",.. +"Djibouti","Oil","On-grid","2021",123.000 +"Djibouti","Oil","Off-grid","2021",.. +"Djibouti","Natural gas","On-grid","2021",.. +"Djibouti","Natural gas","Off-grid","2021",.. +"Djibouti","Fossil fuels n.e.s.","On-grid","2021",.. +"Djibouti","Fossil fuels n.e.s.","Off-grid","2021",.. +"Djibouti","Nuclear","On-grid","2021",.. +"Djibouti","Nuclear","Off-grid","2021",.. +"Djibouti","Other non-renewable energy","On-grid","2021",.. +"Djibouti","Other non-renewable energy","Off-grid","2021",.. +"Dominica","Solar photovoltaic","On-grid","2021",0.315 +"Dominica","Solar photovoltaic","Off-grid","2021",.. +"Dominica","Solar thermal energy","On-grid","2021",.. +"Dominica","Solar thermal energy","Off-grid","2021",.. +"Dominica","Onshore wind energy","On-grid","2021",0.230 +"Dominica","Onshore wind energy","Off-grid","2021",0.010 +"Dominica","Offshore wind energy","On-grid","2021",.. +"Dominica","Offshore wind energy","Off-grid","2021",.. +"Dominica","Renewable hydropower","On-grid","2021",6.560 +"Dominica","Renewable hydropower","Off-grid","2021",.. +"Dominica","Mixed Hydro Plants","On-grid","2021",.. +"Dominica","Mixed Hydro Plants","Off-grid","2021",.. +"Dominica","Pumped storage","On-grid","2021",.. +"Dominica","Pumped storage","Off-grid","2021",.. +"Dominica","Marine energy","On-grid","2021",.. +"Dominica","Marine energy","Off-grid","2021",.. +"Dominica","Solid biofuels","On-grid","2021",.. +"Dominica","Solid biofuels","Off-grid","2021",.. +"Dominica","Renewable municipal waste","On-grid","2021",.. +"Dominica","Renewable municipal waste","Off-grid","2021",.. +"Dominica","Liquid biofuels","On-grid","2021",.. +"Dominica","Liquid biofuels","Off-grid","2021",.. +"Dominica","Biogas","On-grid","2021",.. +"Dominica","Biogas","Off-grid","2021",.. +"Dominica","Geothermal energy","On-grid","2021",.. +"Dominica","Geothermal energy","Off-grid","2021",.. +"Dominica","Coal and peat","On-grid","2021",.. +"Dominica","Coal and peat","Off-grid","2021",.. +"Dominica","Oil","On-grid","2021",21.600 +"Dominica","Oil","Off-grid","2021",.. +"Dominica","Natural gas","On-grid","2021",.. +"Dominica","Natural gas","Off-grid","2021",.. +"Dominica","Fossil fuels n.e.s.","On-grid","2021",.. +"Dominica","Fossil fuels n.e.s.","Off-grid","2021",.. +"Dominica","Nuclear","On-grid","2021",.. +"Dominica","Nuclear","Off-grid","2021",.. +"Dominica","Other non-renewable energy","On-grid","2021",.. +"Dominica","Other non-renewable energy","Off-grid","2021",.. +"Dominican Republic","Solar photovoltaic","On-grid","2021",468.537 +"Dominican Republic","Solar photovoltaic","Off-grid","2021",21.062 +"Dominican Republic","Solar thermal energy","On-grid","2021",.. +"Dominican Republic","Solar thermal energy","Off-grid","2021",.. +"Dominican Republic","Onshore wind energy","On-grid","2021",370.300 +"Dominican Republic","Onshore wind energy","Off-grid","2021",.. +"Dominican Republic","Offshore wind energy","On-grid","2021",.. +"Dominican Republic","Offshore wind energy","Off-grid","2021",.. +"Dominican Republic","Renewable hydropower","On-grid","2021",623.284 +"Dominican Republic","Renewable hydropower","Off-grid","2021",1.685 +"Dominican Republic","Mixed Hydro Plants","On-grid","2021",.. +"Dominican Republic","Mixed Hydro Plants","Off-grid","2021",.. +"Dominican Republic","Pumped storage","On-grid","2021",.. +"Dominican Republic","Pumped storage","Off-grid","2021",.. +"Dominican Republic","Marine energy","On-grid","2021",.. +"Dominican Republic","Marine energy","Off-grid","2021",.. +"Dominican Republic","Solid biofuels","On-grid","2021",30.000 +"Dominican Republic","Solid biofuels","Off-grid","2021",15.461 +"Dominican Republic","Renewable municipal waste","On-grid","2021",.. +"Dominican Republic","Renewable municipal waste","Off-grid","2021",.. +"Dominican Republic","Liquid biofuels","On-grid","2021",.. +"Dominican Republic","Liquid biofuels","Off-grid","2021",.. +"Dominican Republic","Biogas","On-grid","2021",.. +"Dominican Republic","Biogas","Off-grid","2021",1.970 +"Dominican Republic","Geothermal energy","On-grid","2021",.. +"Dominican Republic","Geothermal energy","Off-grid","2021",.. +"Dominican Republic","Coal and peat","On-grid","2021",1093.900 +"Dominican Republic","Coal and peat","Off-grid","2021",.. +"Dominican Republic","Oil","On-grid","2021",1508.300 +"Dominican Republic","Oil","Off-grid","2021",.. +"Dominican Republic","Natural gas","On-grid","2021",1258.000 +"Dominican Republic","Natural gas","Off-grid","2021",.. +"Dominican Republic","Fossil fuels n.e.s.","On-grid","2021",.. +"Dominican Republic","Fossil fuels n.e.s.","Off-grid","2021",355.059 +"Dominican Republic","Nuclear","On-grid","2021",.. +"Dominican Republic","Nuclear","Off-grid","2021",.. +"Dominican Republic","Other non-renewable energy","On-grid","2021",.. +"Dominican Republic","Other non-renewable energy","Off-grid","2021",.. +"Ecuador","Solar photovoltaic","On-grid","2021",24.460 +"Ecuador","Solar photovoltaic","Off-grid","2021",3.192 +"Ecuador","Solar thermal energy","On-grid","2021",.. +"Ecuador","Solar thermal energy","Off-grid","2021",.. +"Ecuador","Onshore wind energy","On-grid","2021",16.500 +"Ecuador","Onshore wind energy","Off-grid","2021",4.650 +"Ecuador","Offshore wind energy","On-grid","2021",.. +"Ecuador","Offshore wind energy","Off-grid","2021",.. +"Ecuador","Renewable hydropower","On-grid","2021",5092.686 +"Ecuador","Renewable hydropower","Off-grid","2021",6.060 +"Ecuador","Mixed Hydro Plants","On-grid","2021",.. +"Ecuador","Mixed Hydro Plants","Off-grid","2021",.. +"Ecuador","Pumped storage","On-grid","2021",.. +"Ecuador","Pumped storage","Off-grid","2021",.. +"Ecuador","Marine energy","On-grid","2021",.. +"Ecuador","Marine energy","Off-grid","2021",.. +"Ecuador","Solid biofuels","On-grid","2021",144.300 +"Ecuador","Solid biofuels","Off-grid","2021",.. +"Ecuador","Renewable municipal waste","On-grid","2021",.. +"Ecuador","Renewable municipal waste","Off-grid","2021",.. +"Ecuador","Liquid biofuels","On-grid","2021",.. +"Ecuador","Liquid biofuels","Off-grid","2021",.. +"Ecuador","Biogas","On-grid","2021",8.320 +"Ecuador","Biogas","Off-grid","2021",.. +"Ecuador","Geothermal energy","On-grid","2021",.. +"Ecuador","Geothermal energy","Off-grid","2021",.. +"Ecuador","Coal and peat","On-grid","2021",.. +"Ecuador","Coal and peat","Off-grid","2021",.. +"Ecuador","Oil","On-grid","2021",1243.676 +"Ecuador","Oil","Off-grid","2021",1254.520 +"Ecuador","Natural gas","On-grid","2021",819.795 +"Ecuador","Natural gas","Off-grid","2021",165.050 +"Ecuador","Fossil fuels n.e.s.","On-grid","2021",.. +"Ecuador","Fossil fuels n.e.s.","Off-grid","2021",.. +"Ecuador","Nuclear","On-grid","2021",.. +"Ecuador","Nuclear","Off-grid","2021",.. +"Ecuador","Other non-renewable energy","On-grid","2021",.. +"Ecuador","Other non-renewable energy","Off-grid","2021",.. +"Egypt","Solar photovoltaic","On-grid","2021",1625.000 +"Egypt","Solar photovoltaic","Off-grid","2021",30.390 +"Egypt","Solar thermal energy","On-grid","2021",20.000 +"Egypt","Solar thermal energy","Off-grid","2021",.. +"Egypt","Onshore wind energy","On-grid","2021",1635.000 +"Egypt","Onshore wind energy","Off-grid","2021",5.000 +"Egypt","Offshore wind energy","On-grid","2021",.. +"Egypt","Offshore wind energy","Off-grid","2021",.. +"Egypt","Renewable hydropower","On-grid","2021",2832.000 +"Egypt","Renewable hydropower","Off-grid","2021",.. +"Egypt","Mixed Hydro Plants","On-grid","2021",.. +"Egypt","Mixed Hydro Plants","Off-grid","2021",.. +"Egypt","Pumped storage","On-grid","2021",.. +"Egypt","Pumped storage","Off-grid","2021",.. +"Egypt","Marine energy","On-grid","2021",.. +"Egypt","Marine energy","Off-grid","2021",.. +"Egypt","Solid biofuels","On-grid","2021",67.000 +"Egypt","Solid biofuels","Off-grid","2021",.. +"Egypt","Renewable municipal waste","On-grid","2021",.. +"Egypt","Renewable municipal waste","Off-grid","2021",.. +"Egypt","Liquid biofuels","On-grid","2021",.. +"Egypt","Liquid biofuels","Off-grid","2021",.. +"Egypt","Biogas","On-grid","2021",12.000 +"Egypt","Biogas","Off-grid","2021",.. +"Egypt","Geothermal energy","On-grid","2021",.. +"Egypt","Geothermal energy","Off-grid","2021",.. +"Egypt","Coal and peat","On-grid","2021",.. +"Egypt","Coal and peat","Off-grid","2021",.. +"Egypt","Oil","On-grid","2021",1192.000 +"Egypt","Oil","Off-grid","2021",.. +"Egypt","Natural gas","On-grid","2021",52522.000 +"Egypt","Natural gas","Off-grid","2021",.. +"Egypt","Fossil fuels n.e.s.","On-grid","2021",.. +"Egypt","Fossil fuels n.e.s.","Off-grid","2021",178.890 +"Egypt","Nuclear","On-grid","2021",.. +"Egypt","Nuclear","Off-grid","2021",.. +"Egypt","Other non-renewable energy","On-grid","2021",.. +"Egypt","Other non-renewable energy","Off-grid","2021",.. +"El Salvador","Solar photovoltaic","On-grid","2021",474.460 +"El Salvador","Solar photovoltaic","Off-grid","2021",3.986 +"El Salvador","Solar thermal energy","On-grid","2021",.. +"El Salvador","Solar thermal energy","Off-grid","2021",.. +"El Salvador","Onshore wind energy","On-grid","2021",36.000 +"El Salvador","Onshore wind energy","Off-grid","2021",.. +"El Salvador","Offshore wind energy","On-grid","2021",.. +"El Salvador","Offshore wind energy","Off-grid","2021",.. +"El Salvador","Renewable hydropower","On-grid","2021",573.428 +"El Salvador","Renewable hydropower","Off-grid","2021",0.030 +"El Salvador","Mixed Hydro Plants","On-grid","2021",.. +"El Salvador","Mixed Hydro Plants","Off-grid","2021",.. +"El Salvador","Pumped storage","On-grid","2021",.. +"El Salvador","Pumped storage","Off-grid","2021",.. +"El Salvador","Marine energy","On-grid","2021",.. +"El Salvador","Marine energy","Off-grid","2021",.. +"El Salvador","Solid biofuels","On-grid","2021",293.600 +"El Salvador","Solid biofuels","Off-grid","2021",.. +"El Salvador","Renewable municipal waste","On-grid","2021",.. +"El Salvador","Renewable municipal waste","Off-grid","2021",.. +"El Salvador","Liquid biofuels","On-grid","2021",.. +"El Salvador","Liquid biofuels","Off-grid","2021",.. +"El Salvador","Biogas","On-grid","2021",6.850 +"El Salvador","Biogas","Off-grid","2021",.. +"El Salvador","Geothermal energy","On-grid","2021",204.400 +"El Salvador","Geothermal energy","Off-grid","2021",.. +"El Salvador","Coal and peat","On-grid","2021",.. +"El Salvador","Coal and peat","Off-grid","2021",.. +"El Salvador","Oil","On-grid","2021",771.090 +"El Salvador","Oil","Off-grid","2021",.. +"El Salvador","Natural gas","On-grid","2021",.. +"El Salvador","Natural gas","Off-grid","2021",.. +"El Salvador","Fossil fuels n.e.s.","On-grid","2021",.. +"El Salvador","Fossil fuels n.e.s.","Off-grid","2021",.. +"El Salvador","Nuclear","On-grid","2021",.. +"El Salvador","Nuclear","Off-grid","2021",.. +"El Salvador","Other non-renewable energy","On-grid","2021",.. +"El Salvador","Other non-renewable energy","Off-grid","2021",.. +"Equatorial Guinea","Solar photovoltaic","On-grid","2021",.. +"Equatorial Guinea","Solar photovoltaic","Off-grid","2021",0.076 +"Equatorial Guinea","Solar thermal energy","On-grid","2021",.. +"Equatorial Guinea","Solar thermal energy","Off-grid","2021",.. +"Equatorial Guinea","Onshore wind energy","On-grid","2021",.. +"Equatorial Guinea","Onshore wind energy","Off-grid","2021",.. +"Equatorial Guinea","Offshore wind energy","On-grid","2021",.. +"Equatorial Guinea","Offshore wind energy","Off-grid","2021",.. +"Equatorial Guinea","Renewable hydropower","On-grid","2021",127.140 +"Equatorial Guinea","Renewable hydropower","Off-grid","2021",.. +"Equatorial Guinea","Mixed Hydro Plants","On-grid","2021",.. +"Equatorial Guinea","Mixed Hydro Plants","Off-grid","2021",.. +"Equatorial Guinea","Pumped storage","On-grid","2021",.. +"Equatorial Guinea","Pumped storage","Off-grid","2021",.. +"Equatorial Guinea","Marine energy","On-grid","2021",.. +"Equatorial Guinea","Marine energy","Off-grid","2021",.. +"Equatorial Guinea","Solid biofuels","On-grid","2021",.. +"Equatorial Guinea","Solid biofuels","Off-grid","2021",.. +"Equatorial Guinea","Renewable municipal waste","On-grid","2021",.. +"Equatorial Guinea","Renewable municipal waste","Off-grid","2021",.. +"Equatorial Guinea","Liquid biofuels","On-grid","2021",.. +"Equatorial Guinea","Liquid biofuels","Off-grid","2021",.. +"Equatorial Guinea","Biogas","On-grid","2021",.. +"Equatorial Guinea","Biogas","Off-grid","2021",.. +"Equatorial Guinea","Geothermal energy","On-grid","2021",.. +"Equatorial Guinea","Geothermal energy","Off-grid","2021",.. +"Equatorial Guinea","Coal and peat","On-grid","2021",.. +"Equatorial Guinea","Coal and peat","Off-grid","2021",.. +"Equatorial Guinea","Oil","On-grid","2021",117.971 +"Equatorial Guinea","Oil","Off-grid","2021",.. +"Equatorial Guinea","Natural gas","On-grid","2021",156.000 +"Equatorial Guinea","Natural gas","Off-grid","2021",.. +"Equatorial Guinea","Fossil fuels n.e.s.","On-grid","2021",.. +"Equatorial Guinea","Fossil fuels n.e.s.","Off-grid","2021",.. +"Equatorial Guinea","Nuclear","On-grid","2021",.. +"Equatorial Guinea","Nuclear","Off-grid","2021",.. +"Equatorial Guinea","Other non-renewable energy","On-grid","2021",.. +"Equatorial Guinea","Other non-renewable energy","Off-grid","2021",.. +"Eritrea","Solar photovoltaic","On-grid","2021",.. +"Eritrea","Solar photovoltaic","Off-grid","2021",24.459 +"Eritrea","Solar thermal energy","On-grid","2021",.. +"Eritrea","Solar thermal energy","Off-grid","2021",.. +"Eritrea","Onshore wind energy","On-grid","2021",.. +"Eritrea","Onshore wind energy","Off-grid","2021",0.825 +"Eritrea","Offshore wind energy","On-grid","2021",.. +"Eritrea","Offshore wind energy","Off-grid","2021",.. +"Eritrea","Renewable hydropower","On-grid","2021",.. +"Eritrea","Renewable hydropower","Off-grid","2021",.. +"Eritrea","Mixed Hydro Plants","On-grid","2021",.. +"Eritrea","Mixed Hydro Plants","Off-grid","2021",.. +"Eritrea","Pumped storage","On-grid","2021",.. +"Eritrea","Pumped storage","Off-grid","2021",.. +"Eritrea","Marine energy","On-grid","2021",.. +"Eritrea","Marine energy","Off-grid","2021",.. +"Eritrea","Solid biofuels","On-grid","2021",.. +"Eritrea","Solid biofuels","Off-grid","2021",.. +"Eritrea","Renewable municipal waste","On-grid","2021",.. +"Eritrea","Renewable municipal waste","Off-grid","2021",.. +"Eritrea","Liquid biofuels","On-grid","2021",.. +"Eritrea","Liquid biofuels","Off-grid","2021",.. +"Eritrea","Biogas","On-grid","2021",.. +"Eritrea","Biogas","Off-grid","2021",.. +"Eritrea","Geothermal energy","On-grid","2021",.. +"Eritrea","Geothermal energy","Off-grid","2021",.. +"Eritrea","Coal and peat","On-grid","2021",.. +"Eritrea","Coal and peat","Off-grid","2021",.. +"Eritrea","Oil","On-grid","2021",205.000 +"Eritrea","Oil","Off-grid","2021",.. +"Eritrea","Natural gas","On-grid","2021",.. +"Eritrea","Natural gas","Off-grid","2021",.. +"Eritrea","Fossil fuels n.e.s.","On-grid","2021",.. +"Eritrea","Fossil fuels n.e.s.","Off-grid","2021",.. +"Eritrea","Nuclear","On-grid","2021",.. +"Eritrea","Nuclear","Off-grid","2021",.. +"Eritrea","Other non-renewable energy","On-grid","2021",.. +"Eritrea","Other non-renewable energy","Off-grid","2021",.. +"Estonia","Solar photovoltaic","On-grid","2021",413.700 +"Estonia","Solar photovoltaic","Off-grid","2021",.. +"Estonia","Solar thermal energy","On-grid","2021",.. +"Estonia","Solar thermal energy","Off-grid","2021",.. +"Estonia","Onshore wind energy","On-grid","2021",317.000 +"Estonia","Onshore wind energy","Off-grid","2021",.. +"Estonia","Offshore wind energy","On-grid","2021",.. +"Estonia","Offshore wind energy","Off-grid","2021",.. +"Estonia","Renewable hydropower","On-grid","2021",9.000 +"Estonia","Renewable hydropower","Off-grid","2021",.. +"Estonia","Mixed Hydro Plants","On-grid","2021",.. +"Estonia","Mixed Hydro Plants","Off-grid","2021",.. +"Estonia","Pumped storage","On-grid","2021",.. +"Estonia","Pumped storage","Off-grid","2021",.. +"Estonia","Marine energy","On-grid","2021",.. +"Estonia","Marine energy","Off-grid","2021",.. +"Estonia","Solid biofuels","On-grid","2021",155.000 +"Estonia","Solid biofuels","Off-grid","2021",.. +"Estonia","Renewable municipal waste","On-grid","2021",83.000 +"Estonia","Renewable municipal waste","Off-grid","2021",.. +"Estonia","Liquid biofuels","On-grid","2021",.. +"Estonia","Liquid biofuels","Off-grid","2021",.. +"Estonia","Biogas","On-grid","2021",11.000 +"Estonia","Biogas","Off-grid","2021",.. +"Estonia","Geothermal energy","On-grid","2021",.. +"Estonia","Geothermal energy","Off-grid","2021",.. +"Estonia","Coal and peat","On-grid","2021",.. +"Estonia","Coal and peat","Off-grid","2021",.. +"Estonia","Oil","On-grid","2021",.. +"Estonia","Oil","Off-grid","2021",.. +"Estonia","Natural gas","On-grid","2021",.. +"Estonia","Natural gas","Off-grid","2021",.. +"Estonia","Fossil fuels n.e.s.","On-grid","2021",1692.000 +"Estonia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Estonia","Nuclear","On-grid","2021",.. +"Estonia","Nuclear","Off-grid","2021",.. +"Estonia","Other non-renewable energy","On-grid","2021",125.000 +"Estonia","Other non-renewable energy","Off-grid","2021",.. +"Eswatini","Solar photovoltaic","On-grid","2021",10.126 +"Eswatini","Solar photovoltaic","Off-grid","2021",0.804 +"Eswatini","Solar thermal energy","On-grid","2021",.. +"Eswatini","Solar thermal energy","Off-grid","2021",.. +"Eswatini","Onshore wind energy","On-grid","2021",.. +"Eswatini","Onshore wind energy","Off-grid","2021",.. +"Eswatini","Offshore wind energy","On-grid","2021",.. +"Eswatini","Offshore wind energy","Off-grid","2021",.. +"Eswatini","Renewable hydropower","On-grid","2021",60.400 +"Eswatini","Renewable hydropower","Off-grid","2021",1.700 +"Eswatini","Mixed Hydro Plants","On-grid","2021",.. +"Eswatini","Mixed Hydro Plants","Off-grid","2021",.. +"Eswatini","Pumped storage","On-grid","2021",.. +"Eswatini","Pumped storage","Off-grid","2021",.. +"Eswatini","Marine energy","On-grid","2021",.. +"Eswatini","Marine energy","Off-grid","2021",.. +"Eswatini","Solid biofuels","On-grid","2021",106.000 +"Eswatini","Solid biofuels","Off-grid","2021",.. +"Eswatini","Renewable municipal waste","On-grid","2021",.. +"Eswatini","Renewable municipal waste","Off-grid","2021",.. +"Eswatini","Liquid biofuels","On-grid","2021",.. +"Eswatini","Liquid biofuels","Off-grid","2021",.. +"Eswatini","Biogas","On-grid","2021",.. +"Eswatini","Biogas","Off-grid","2021",.. +"Eswatini","Geothermal energy","On-grid","2021",.. +"Eswatini","Geothermal energy","Off-grid","2021",.. +"Eswatini","Coal and peat","On-grid","2021",.. +"Eswatini","Coal and peat","Off-grid","2021",.. +"Eswatini","Oil","On-grid","2021",9.000 +"Eswatini","Oil","Off-grid","2021",0.900 +"Eswatini","Natural gas","On-grid","2021",.. +"Eswatini","Natural gas","Off-grid","2021",.. +"Eswatini","Fossil fuels n.e.s.","On-grid","2021",.. +"Eswatini","Fossil fuels n.e.s.","Off-grid","2021",.. +"Eswatini","Nuclear","On-grid","2021",.. +"Eswatini","Nuclear","Off-grid","2021",.. +"Eswatini","Other non-renewable energy","On-grid","2021",.. +"Eswatini","Other non-renewable energy","Off-grid","2021",.. +"Ethiopia","Solar photovoltaic","On-grid","2021",.. +"Ethiopia","Solar photovoltaic","Off-grid","2021",21.184 +"Ethiopia","Solar thermal energy","On-grid","2021",.. +"Ethiopia","Solar thermal energy","Off-grid","2021",.. +"Ethiopia","Onshore wind energy","On-grid","2021",324.000 +"Ethiopia","Onshore wind energy","Off-grid","2021",0.006 +"Ethiopia","Offshore wind energy","On-grid","2021",.. +"Ethiopia","Offshore wind energy","Off-grid","2021",.. +"Ethiopia","Renewable hydropower","On-grid","2021",4070.000 +"Ethiopia","Renewable hydropower","Off-grid","2021",1.279 +"Ethiopia","Mixed Hydro Plants","On-grid","2021",.. +"Ethiopia","Mixed Hydro Plants","Off-grid","2021",.. +"Ethiopia","Pumped storage","On-grid","2021",.. +"Ethiopia","Pumped storage","Off-grid","2021",.. +"Ethiopia","Marine energy","On-grid","2021",.. +"Ethiopia","Marine energy","Off-grid","2021",.. +"Ethiopia","Solid biofuels","On-grid","2021",310.000 +"Ethiopia","Solid biofuels","Off-grid","2021",.. +"Ethiopia","Renewable municipal waste","On-grid","2021",25.000 +"Ethiopia","Renewable municipal waste","Off-grid","2021",.. +"Ethiopia","Liquid biofuels","On-grid","2021",.. +"Ethiopia","Liquid biofuels","Off-grid","2021",.. +"Ethiopia","Biogas","On-grid","2021",.. +"Ethiopia","Biogas","Off-grid","2021",.. +"Ethiopia","Geothermal energy","On-grid","2021",7.300 +"Ethiopia","Geothermal energy","Off-grid","2021",.. +"Ethiopia","Coal and peat","On-grid","2021",.. +"Ethiopia","Coal and peat","Off-grid","2021",.. +"Ethiopia","Oil","On-grid","2021",104.000 +"Ethiopia","Oil","Off-grid","2021",.. +"Ethiopia","Natural gas","On-grid","2021",.. +"Ethiopia","Natural gas","Off-grid","2021",.. +"Ethiopia","Fossil fuels n.e.s.","On-grid","2021",.. +"Ethiopia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Ethiopia","Nuclear","On-grid","2021",.. +"Ethiopia","Nuclear","Off-grid","2021",.. +"Ethiopia","Other non-renewable energy","On-grid","2021",.. +"Ethiopia","Other non-renewable energy","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Solar photovoltaic","On-grid","2021",.. +"Falkland Islands (Malvinas)","Solar photovoltaic","Off-grid","2021",0.070 +"Falkland Islands (Malvinas)","Solar thermal energy","On-grid","2021",.. +"Falkland Islands (Malvinas)","Solar thermal energy","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Onshore wind energy","On-grid","2021",1.980 +"Falkland Islands (Malvinas)","Onshore wind energy","Off-grid","2021",0.340 +"Falkland Islands (Malvinas)","Offshore wind energy","On-grid","2021",.. +"Falkland Islands (Malvinas)","Offshore wind energy","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Renewable hydropower","On-grid","2021",.. +"Falkland Islands (Malvinas)","Renewable hydropower","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Mixed Hydro Plants","On-grid","2021",.. +"Falkland Islands (Malvinas)","Mixed Hydro Plants","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Pumped storage","On-grid","2021",.. +"Falkland Islands (Malvinas)","Pumped storage","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Marine energy","On-grid","2021",.. +"Falkland Islands (Malvinas)","Marine energy","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Solid biofuels","On-grid","2021",.. +"Falkland Islands (Malvinas)","Solid biofuels","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Renewable municipal waste","On-grid","2021",.. +"Falkland Islands (Malvinas)","Renewable municipal waste","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Liquid biofuels","On-grid","2021",.. +"Falkland Islands (Malvinas)","Liquid biofuels","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Biogas","On-grid","2021",.. +"Falkland Islands (Malvinas)","Biogas","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Geothermal energy","On-grid","2021",.. +"Falkland Islands (Malvinas)","Geothermal energy","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Coal and peat","On-grid","2021",.. +"Falkland Islands (Malvinas)","Coal and peat","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Oil","On-grid","2021",6.600 +"Falkland Islands (Malvinas)","Oil","Off-grid","2021",1.000 +"Falkland Islands (Malvinas)","Natural gas","On-grid","2021",.. +"Falkland Islands (Malvinas)","Natural gas","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Fossil fuels n.e.s.","On-grid","2021",.. +"Falkland Islands (Malvinas)","Fossil fuels n.e.s.","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Nuclear","On-grid","2021",.. +"Falkland Islands (Malvinas)","Nuclear","Off-grid","2021",.. +"Falkland Islands (Malvinas)","Other non-renewable energy","On-grid","2021",.. +"Falkland Islands (Malvinas)","Other non-renewable energy","Off-grid","2021",.. +"Faroe Islands","Solar photovoltaic","On-grid","2021",0.261 +"Faroe Islands","Solar photovoltaic","Off-grid","2021",.. +"Faroe Islands","Solar thermal energy","On-grid","2021",.. +"Faroe Islands","Solar thermal energy","Off-grid","2021",.. +"Faroe Islands","Onshore wind energy","On-grid","2021",19.050 +"Faroe Islands","Onshore wind energy","Off-grid","2021",.. +"Faroe Islands","Offshore wind energy","On-grid","2021",.. +"Faroe Islands","Offshore wind energy","Off-grid","2021",.. +"Faroe Islands","Renewable hydropower","On-grid","2021",39.700 +"Faroe Islands","Renewable hydropower","Off-grid","2021",.. +"Faroe Islands","Mixed Hydro Plants","On-grid","2021",.. +"Faroe Islands","Mixed Hydro Plants","Off-grid","2021",.. +"Faroe Islands","Pumped storage","On-grid","2021",.. +"Faroe Islands","Pumped storage","Off-grid","2021",.. +"Faroe Islands","Marine energy","On-grid","2021",0.100 +"Faroe Islands","Marine energy","Off-grid","2021",.. +"Faroe Islands","Solid biofuels","On-grid","2021",.. +"Faroe Islands","Solid biofuels","Off-grid","2021",.. +"Faroe Islands","Renewable municipal waste","On-grid","2021",.. +"Faroe Islands","Renewable municipal waste","Off-grid","2021",.. +"Faroe Islands","Liquid biofuels","On-grid","2021",.. +"Faroe Islands","Liquid biofuels","Off-grid","2021",.. +"Faroe Islands","Biogas","On-grid","2021",0.320 +"Faroe Islands","Biogas","Off-grid","2021",.. +"Faroe Islands","Geothermal energy","On-grid","2021",.. +"Faroe Islands","Geothermal energy","Off-grid","2021",.. +"Faroe Islands","Coal and peat","On-grid","2021",.. +"Faroe Islands","Coal and peat","Off-grid","2021",.. +"Faroe Islands","Oil","On-grid","2021",105.830 +"Faroe Islands","Oil","Off-grid","2021",.. +"Faroe Islands","Natural gas","On-grid","2021",.. +"Faroe Islands","Natural gas","Off-grid","2021",.. +"Faroe Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"Faroe Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"Faroe Islands","Nuclear","On-grid","2021",.. +"Faroe Islands","Nuclear","Off-grid","2021",.. +"Faroe Islands","Other non-renewable energy","On-grid","2021",.. +"Faroe Islands","Other non-renewable energy","Off-grid","2021",.. +"Fiji","Solar photovoltaic","On-grid","2021",5.101 +"Fiji","Solar photovoltaic","Off-grid","2021",4.601 +"Fiji","Solar thermal energy","On-grid","2021",.. +"Fiji","Solar thermal energy","Off-grid","2021",.. +"Fiji","Onshore wind energy","On-grid","2021",10.175 +"Fiji","Onshore wind energy","Off-grid","2021",.. +"Fiji","Offshore wind energy","On-grid","2021",.. +"Fiji","Offshore wind energy","Off-grid","2021",.. +"Fiji","Renewable hydropower","On-grid","2021",138.300 +"Fiji","Renewable hydropower","Off-grid","2021",0.130 +"Fiji","Mixed Hydro Plants","On-grid","2021",.. +"Fiji","Mixed Hydro Plants","Off-grid","2021",.. +"Fiji","Pumped storage","On-grid","2021",.. +"Fiji","Pumped storage","Off-grid","2021",.. +"Fiji","Marine energy","On-grid","2021",.. +"Fiji","Marine energy","Off-grid","2021",.. +"Fiji","Solid biofuels","On-grid","2021",61.300 +"Fiji","Solid biofuels","Off-grid","2021",.. +"Fiji","Renewable municipal waste","On-grid","2021",.. +"Fiji","Renewable municipal waste","Off-grid","2021",.. +"Fiji","Liquid biofuels","On-grid","2021",.. +"Fiji","Liquid biofuels","Off-grid","2021",0.024 +"Fiji","Biogas","On-grid","2021",.. +"Fiji","Biogas","Off-grid","2021",.. +"Fiji","Geothermal energy","On-grid","2021",.. +"Fiji","Geothermal energy","Off-grid","2021",.. +"Fiji","Coal and peat","On-grid","2021",.. +"Fiji","Coal and peat","Off-grid","2021",.. +"Fiji","Oil","On-grid","2021",132.040 +"Fiji","Oil","Off-grid","2021",39.594 +"Fiji","Natural gas","On-grid","2021",.. +"Fiji","Natural gas","Off-grid","2021",.. +"Fiji","Fossil fuels n.e.s.","On-grid","2021",.. +"Fiji","Fossil fuels n.e.s.","Off-grid","2021",.. +"Fiji","Nuclear","On-grid","2021",.. +"Fiji","Nuclear","Off-grid","2021",.. +"Fiji","Other non-renewable energy","On-grid","2021",.. +"Fiji","Other non-renewable energy","Off-grid","2021",.. +"Finland","Solar photovoltaic","On-grid","2021",404.000 +"Finland","Solar photovoltaic","Off-grid","2021",.. +"Finland","Solar thermal energy","On-grid","2021",.. +"Finland","Solar thermal energy","Off-grid","2021",.. +"Finland","Onshore wind energy","On-grid","2021",3184.000 +"Finland","Onshore wind energy","Off-grid","2021",.. +"Finland","Offshore wind energy","On-grid","2021",73.000 +"Finland","Offshore wind energy","Off-grid","2021",.. +"Finland","Renewable hydropower","On-grid","2021",3178.000 +"Finland","Renewable hydropower","Off-grid","2021",.. +"Finland","Mixed Hydro Plants","On-grid","2021",.. +"Finland","Mixed Hydro Plants","Off-grid","2021",.. +"Finland","Pumped storage","On-grid","2021",.. +"Finland","Pumped storage","Off-grid","2021",.. +"Finland","Marine energy","On-grid","2021",.. +"Finland","Marine energy","Off-grid","2021",.. +"Finland","Solid biofuels","On-grid","2021",2477.000 +"Finland","Solid biofuels","Off-grid","2021",.. +"Finland","Renewable municipal waste","On-grid","2021",197.000 +"Finland","Renewable municipal waste","Off-grid","2021",.. +"Finland","Liquid biofuels","On-grid","2021",.. +"Finland","Liquid biofuels","Off-grid","2021",.. +"Finland","Biogas","On-grid","2021",116.000 +"Finland","Biogas","Off-grid","2021",.. +"Finland","Geothermal energy","On-grid","2021",.. +"Finland","Geothermal energy","Off-grid","2021",.. +"Finland","Coal and peat","On-grid","2021",.. +"Finland","Coal and peat","Off-grid","2021",.. +"Finland","Oil","On-grid","2021",.. +"Finland","Oil","Off-grid","2021",.. +"Finland","Natural gas","On-grid","2021",.. +"Finland","Natural gas","Off-grid","2021",.. +"Finland","Fossil fuels n.e.s.","On-grid","2021",5883.000 +"Finland","Fossil fuels n.e.s.","Off-grid","2021",.. +"Finland","Nuclear","On-grid","2021",2794.000 +"Finland","Nuclear","Off-grid","2021",.. +"Finland","Other non-renewable energy","On-grid","2021",125.000 +"Finland","Other non-renewable energy","Off-grid","2021",.. +"France","Solar photovoltaic","On-grid","2021",14499.204 +"France","Solar photovoltaic","Off-grid","2021",210.021 +"France","Solar thermal energy","On-grid","2021",9.000 +"France","Solar thermal energy","Off-grid","2021",.. +"France","Onshore wind energy","On-grid","2021",18674.001 +"France","Onshore wind energy","Off-grid","2021",.. +"France","Offshore wind energy","On-grid","2021",2.000 +"France","Offshore wind energy","Off-grid","2021",.. +"France","Renewable hydropower","On-grid","2021",18835.105 +"France","Renewable hydropower","Off-grid","2021",.. +"France","Mixed Hydro Plants","On-grid","2021",5149.595 +"France","Mixed Hydro Plants","Off-grid","2021",.. +"France","Pumped storage","On-grid","2021",1727.660 +"France","Pumped storage","Off-grid","2021",.. +"France","Marine energy","On-grid","2021",211.765 +"France","Marine energy","Off-grid","2021",.. +"France","Solid biofuels","On-grid","2021",909.514 +"France","Solid biofuels","Off-grid","2021",.. +"France","Renewable municipal waste","On-grid","2021",452.424 +"France","Renewable municipal waste","Off-grid","2021",.. +"France","Liquid biofuels","On-grid","2021",14.570 +"France","Liquid biofuels","Off-grid","2021",.. +"France","Biogas","On-grid","2021",562.546 +"France","Biogas","Off-grid","2021",.. +"France","Geothermal energy","On-grid","2021",16.150 +"France","Geothermal energy","Off-grid","2021",.. +"France","Coal and peat","On-grid","2021",.. +"France","Coal and peat","Off-grid","2021",.. +"France","Oil","On-grid","2021",.. +"France","Oil","Off-grid","2021",.. +"France","Natural gas","On-grid","2021",.. +"France","Natural gas","Off-grid","2021",.. +"France","Fossil fuels n.e.s.","On-grid","2021",16129.522 +"France","Fossil fuels n.e.s.","Off-grid","2021",.. +"France","Nuclear","On-grid","2021",61400.000 +"France","Nuclear","Off-grid","2021",.. +"France","Other non-renewable energy","On-grid","2021",486.146 +"France","Other non-renewable energy","Off-grid","2021",.. +"French Guiana","Solar photovoltaic","On-grid","2021",54.780 +"French Guiana","Solar photovoltaic","Off-grid","2021",0.161 +"French Guiana","Solar thermal energy","On-grid","2021",.. +"French Guiana","Solar thermal energy","Off-grid","2021",.. +"French Guiana","Onshore wind energy","On-grid","2021",.. +"French Guiana","Onshore wind energy","Off-grid","2021",.. +"French Guiana","Offshore wind energy","On-grid","2021",.. +"French Guiana","Offshore wind energy","Off-grid","2021",.. +"French Guiana","Renewable hydropower","On-grid","2021",118.100 +"French Guiana","Renewable hydropower","Off-grid","2021",1.050 +"French Guiana","Mixed Hydro Plants","On-grid","2021",.. +"French Guiana","Mixed Hydro Plants","Off-grid","2021",.. +"French Guiana","Pumped storage","On-grid","2021",.. +"French Guiana","Pumped storage","Off-grid","2021",.. +"French Guiana","Marine energy","On-grid","2021",.. +"French Guiana","Marine energy","Off-grid","2021",.. +"French Guiana","Solid biofuels","On-grid","2021",1.976 +"French Guiana","Solid biofuels","Off-grid","2021",3.100 +"French Guiana","Renewable municipal waste","On-grid","2021",.. +"French Guiana","Renewable municipal waste","Off-grid","2021",.. +"French Guiana","Liquid biofuels","On-grid","2021",.. +"French Guiana","Liquid biofuels","Off-grid","2021",.. +"French Guiana","Biogas","On-grid","2021",.. +"French Guiana","Biogas","Off-grid","2021",.. +"French Guiana","Geothermal energy","On-grid","2021",.. +"French Guiana","Geothermal energy","Off-grid","2021",.. +"French Guiana","Coal and peat","On-grid","2021",.. +"French Guiana","Coal and peat","Off-grid","2021",.. +"French Guiana","Oil","On-grid","2021",191.400 +"French Guiana","Oil","Off-grid","2021",6.097 +"French Guiana","Natural gas","On-grid","2021",.. +"French Guiana","Natural gas","Off-grid","2021",.. +"French Guiana","Fossil fuels n.e.s.","On-grid","2021",.. +"French Guiana","Fossil fuels n.e.s.","Off-grid","2021",.. +"French Guiana","Nuclear","On-grid","2021",.. +"French Guiana","Nuclear","Off-grid","2021",.. +"French Guiana","Other non-renewable energy","On-grid","2021",.. +"French Guiana","Other non-renewable energy","Off-grid","2021",.. +"French Polynesia","Solar photovoltaic","On-grid","2021",37.700 +"French Polynesia","Solar photovoltaic","Off-grid","2021",3.300 +"French Polynesia","Solar thermal energy","On-grid","2021",.. +"French Polynesia","Solar thermal energy","Off-grid","2021",.. +"French Polynesia","Onshore wind energy","On-grid","2021",.. +"French Polynesia","Onshore wind energy","Off-grid","2021",0.248 +"French Polynesia","Offshore wind energy","On-grid","2021",.. +"French Polynesia","Offshore wind energy","Off-grid","2021",.. +"French Polynesia","Renewable hydropower","On-grid","2021",47.630 +"French Polynesia","Renewable hydropower","Off-grid","2021",.. +"French Polynesia","Mixed Hydro Plants","On-grid","2021",.. +"French Polynesia","Mixed Hydro Plants","Off-grid","2021",.. +"French Polynesia","Pumped storage","On-grid","2021",.. +"French Polynesia","Pumped storage","Off-grid","2021",.. +"French Polynesia","Marine energy","On-grid","2021",.. +"French Polynesia","Marine energy","Off-grid","2021",.. +"French Polynesia","Solid biofuels","On-grid","2021",.. +"French Polynesia","Solid biofuels","Off-grid","2021",.. +"French Polynesia","Renewable municipal waste","On-grid","2021",.. +"French Polynesia","Renewable municipal waste","Off-grid","2021",.. +"French Polynesia","Liquid biofuels","On-grid","2021",.. +"French Polynesia","Liquid biofuels","Off-grid","2021",.. +"French Polynesia","Biogas","On-grid","2021",.. +"French Polynesia","Biogas","Off-grid","2021",.. +"French Polynesia","Geothermal energy","On-grid","2021",.. +"French Polynesia","Geothermal energy","Off-grid","2021",.. +"French Polynesia","Coal and peat","On-grid","2021",.. +"French Polynesia","Coal and peat","Off-grid","2021",.. +"French Polynesia","Oil","On-grid","2021",162.000 +"French Polynesia","Oil","Off-grid","2021",.. +"French Polynesia","Natural gas","On-grid","2021",.. +"French Polynesia","Natural gas","Off-grid","2021",.. +"French Polynesia","Fossil fuels n.e.s.","On-grid","2021",.. +"French Polynesia","Fossil fuels n.e.s.","Off-grid","2021",48.380 +"French Polynesia","Nuclear","On-grid","2021",.. +"French Polynesia","Nuclear","Off-grid","2021",.. +"French Polynesia","Other non-renewable energy","On-grid","2021",.. +"French Polynesia","Other non-renewable energy","Off-grid","2021",.. +"Gabon","Solar photovoltaic","On-grid","2021",.. +"Gabon","Solar photovoltaic","Off-grid","2021",1.400 +"Gabon","Solar thermal energy","On-grid","2021",.. +"Gabon","Solar thermal energy","Off-grid","2021",.. +"Gabon","Onshore wind energy","On-grid","2021",.. +"Gabon","Onshore wind energy","Off-grid","2021",.. +"Gabon","Offshore wind energy","On-grid","2021",.. +"Gabon","Offshore wind energy","Off-grid","2021",.. +"Gabon","Renewable hydropower","On-grid","2021",330.000 +"Gabon","Renewable hydropower","Off-grid","2021",0.287 +"Gabon","Mixed Hydro Plants","On-grid","2021",.. +"Gabon","Mixed Hydro Plants","Off-grid","2021",.. +"Gabon","Pumped storage","On-grid","2021",.. +"Gabon","Pumped storage","Off-grid","2021",.. +"Gabon","Marine energy","On-grid","2021",.. +"Gabon","Marine energy","Off-grid","2021",.. +"Gabon","Solid biofuels","On-grid","2021",.. +"Gabon","Solid biofuels","Off-grid","2021",.. +"Gabon","Renewable municipal waste","On-grid","2021",.. +"Gabon","Renewable municipal waste","Off-grid","2021",.. +"Gabon","Liquid biofuels","On-grid","2021",.. +"Gabon","Liquid biofuels","Off-grid","2021",.. +"Gabon","Biogas","On-grid","2021",.. +"Gabon","Biogas","Off-grid","2021",1.200 +"Gabon","Geothermal energy","On-grid","2021",.. +"Gabon","Geothermal energy","Off-grid","2021",.. +"Gabon","Coal and peat","On-grid","2021",.. +"Gabon","Coal and peat","Off-grid","2021",.. +"Gabon","Oil","On-grid","2021",87.140 +"Gabon","Oil","Off-grid","2021",.. +"Gabon","Natural gas","On-grid","2021",192.330 +"Gabon","Natural gas","Off-grid","2021",.. +"Gabon","Fossil fuels n.e.s.","On-grid","2021",.. +"Gabon","Fossil fuels n.e.s.","Off-grid","2021",.. +"Gabon","Nuclear","On-grid","2021",.. +"Gabon","Nuclear","Off-grid","2021",.. +"Gabon","Other non-renewable energy","On-grid","2021",.. +"Gabon","Other non-renewable energy","Off-grid","2021",.. +"Gambia","Solar photovoltaic","On-grid","2021",0.176 +"Gambia","Solar photovoltaic","Off-grid","2021",2.002 +"Gambia","Solar thermal energy","On-grid","2021",.. +"Gambia","Solar thermal energy","Off-grid","2021",.. +"Gambia","Onshore wind energy","On-grid","2021",1.214 +"Gambia","Onshore wind energy","Off-grid","2021",.. +"Gambia","Offshore wind energy","On-grid","2021",.. +"Gambia","Offshore wind energy","Off-grid","2021",.. +"Gambia","Renewable hydropower","On-grid","2021",.. +"Gambia","Renewable hydropower","Off-grid","2021",.. +"Gambia","Mixed Hydro Plants","On-grid","2021",.. +"Gambia","Mixed Hydro Plants","Off-grid","2021",.. +"Gambia","Pumped storage","On-grid","2021",.. +"Gambia","Pumped storage","Off-grid","2021",.. +"Gambia","Marine energy","On-grid","2021",.. +"Gambia","Marine energy","Off-grid","2021",.. +"Gambia","Solid biofuels","On-grid","2021",.. +"Gambia","Solid biofuels","Off-grid","2021",.. +"Gambia","Renewable municipal waste","On-grid","2021",.. +"Gambia","Renewable municipal waste","Off-grid","2021",.. +"Gambia","Liquid biofuels","On-grid","2021",.. +"Gambia","Liquid biofuels","Off-grid","2021",.. +"Gambia","Biogas","On-grid","2021",.. +"Gambia","Biogas","Off-grid","2021",.. +"Gambia","Geothermal energy","On-grid","2021",.. +"Gambia","Geothermal energy","Off-grid","2021",.. +"Gambia","Coal and peat","On-grid","2021",.. +"Gambia","Coal and peat","Off-grid","2021",.. +"Gambia","Oil","On-grid","2021",120.000 +"Gambia","Oil","Off-grid","2021",.. +"Gambia","Natural gas","On-grid","2021",.. +"Gambia","Natural gas","Off-grid","2021",.. +"Gambia","Fossil fuels n.e.s.","On-grid","2021",.. +"Gambia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Gambia","Nuclear","On-grid","2021",.. +"Gambia","Nuclear","Off-grid","2021",.. +"Gambia","Other non-renewable energy","On-grid","2021",.. +"Gambia","Other non-renewable energy","Off-grid","2021",.. +"Georgia","Solar photovoltaic","On-grid","2021",.. +"Georgia","Solar photovoltaic","Off-grid","2021",0.656 +"Georgia","Solar thermal energy","On-grid","2021",.. +"Georgia","Solar thermal energy","Off-grid","2021",.. +"Georgia","Onshore wind energy","On-grid","2021",21.000 +"Georgia","Onshore wind energy","Off-grid","2021",.. +"Georgia","Offshore wind energy","On-grid","2021",.. +"Georgia","Offshore wind energy","Off-grid","2021",.. +"Georgia","Renewable hydropower","On-grid","2021",3439.000 +"Georgia","Renewable hydropower","Off-grid","2021",.. +"Georgia","Mixed Hydro Plants","On-grid","2021",.. +"Georgia","Mixed Hydro Plants","Off-grid","2021",.. +"Georgia","Pumped storage","On-grid","2021",.. +"Georgia","Pumped storage","Off-grid","2021",.. +"Georgia","Marine energy","On-grid","2021",.. +"Georgia","Marine energy","Off-grid","2021",.. +"Georgia","Solid biofuels","On-grid","2021",.. +"Georgia","Solid biofuels","Off-grid","2021",.. +"Georgia","Renewable municipal waste","On-grid","2021",.. +"Georgia","Renewable municipal waste","Off-grid","2021",.. +"Georgia","Liquid biofuels","On-grid","2021",.. +"Georgia","Liquid biofuels","Off-grid","2021",.. +"Georgia","Biogas","On-grid","2021",.. +"Georgia","Biogas","Off-grid","2021",.. +"Georgia","Geothermal energy","On-grid","2021",.. +"Georgia","Geothermal energy","Off-grid","2021",.. +"Georgia","Coal and peat","On-grid","2021",.. +"Georgia","Coal and peat","Off-grid","2021",.. +"Georgia","Oil","On-grid","2021",.. +"Georgia","Oil","Off-grid","2021",.. +"Georgia","Natural gas","On-grid","2021",1189.000 +"Georgia","Natural gas","Off-grid","2021",.. +"Georgia","Fossil fuels n.e.s.","On-grid","2021",.. +"Georgia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Georgia","Nuclear","On-grid","2021",.. +"Georgia","Nuclear","Off-grid","2021",.. +"Georgia","Other non-renewable energy","On-grid","2021",.. +"Georgia","Other non-renewable energy","Off-grid","2021",.. +"Germany","Solar photovoltaic","On-grid","2021",58459.000 +"Germany","Solar photovoltaic","Off-grid","2021",.. +"Germany","Solar thermal energy","On-grid","2021",2.000 +"Germany","Solar thermal energy","Off-grid","2021",.. +"Germany","Onshore wind energy","On-grid","2021",56013.000 +"Germany","Onshore wind energy","Off-grid","2021",.. +"Germany","Offshore wind energy","On-grid","2021",7747.000 +"Germany","Offshore wind energy","Off-grid","2021",.. +"Germany","Renewable hydropower","On-grid","2021",4208.000 +"Germany","Renewable hydropower","Off-grid","2021",.. +"Germany","Mixed Hydro Plants","On-grid","2021",1233.000 +"Germany","Mixed Hydro Plants","Off-grid","2021",.. +"Germany","Pumped storage","On-grid","2021",5212.000 +"Germany","Pumped storage","Off-grid","2021",.. +"Germany","Marine energy","On-grid","2021",.. +"Germany","Marine energy","Off-grid","2021",.. +"Germany","Solid biofuels","On-grid","2021",1597.000 +"Germany","Solid biofuels","Off-grid","2021",.. +"Germany","Renewable municipal waste","On-grid","2021",1010.000 +"Germany","Renewable municipal waste","Off-grid","2021",.. +"Germany","Liquid biofuels","On-grid","2021",231.000 +"Germany","Liquid biofuels","Off-grid","2021",.. +"Germany","Biogas","On-grid","2021",7611.000 +"Germany","Biogas","Off-grid","2021",.. +"Germany","Geothermal energy","On-grid","2021",40.000 +"Germany","Geothermal energy","Off-grid","2021",.. +"Germany","Coal and peat","On-grid","2021",.. +"Germany","Coal and peat","Off-grid","2021",.. +"Germany","Oil","On-grid","2021",.. +"Germany","Oil","Off-grid","2021",.. +"Germany","Natural gas","On-grid","2021",.. +"Germany","Natural gas","Off-grid","2021",.. +"Germany","Fossil fuels n.e.s.","On-grid","2021",78335.000 +"Germany","Fossil fuels n.e.s.","Off-grid","2021",.. +"Germany","Nuclear","On-grid","2021",4055.000 +"Germany","Nuclear","Off-grid","2021",.. +"Germany","Other non-renewable energy","On-grid","2021",2597.000 +"Germany","Other non-renewable energy","Off-grid","2021",.. +"Ghana","Solar photovoltaic","On-grid","2021",71.796 +"Ghana","Solar photovoltaic","Off-grid","2021",36.056 +"Ghana","Solar thermal energy","On-grid","2021",.. +"Ghana","Solar thermal energy","Off-grid","2021",.. +"Ghana","Onshore wind energy","On-grid","2021",.. +"Ghana","Onshore wind energy","Off-grid","2021",0.020 +"Ghana","Offshore wind energy","On-grid","2021",.. +"Ghana","Offshore wind energy","Off-grid","2021",.. +"Ghana","Renewable hydropower","On-grid","2021",1584.045 +"Ghana","Renewable hydropower","Off-grid","2021",.. +"Ghana","Mixed Hydro Plants","On-grid","2021",.. +"Ghana","Mixed Hydro Plants","Off-grid","2021",.. +"Ghana","Pumped storage","On-grid","2021",.. +"Ghana","Pumped storage","Off-grid","2021",.. +"Ghana","Marine energy","On-grid","2021",.. +"Ghana","Marine energy","Off-grid","2021",.. +"Ghana","Solid biofuels","On-grid","2021",.. +"Ghana","Solid biofuels","Off-grid","2021",8.274 +"Ghana","Renewable municipal waste","On-grid","2021",.. +"Ghana","Renewable municipal waste","Off-grid","2021",.. +"Ghana","Liquid biofuels","On-grid","2021",.. +"Ghana","Liquid biofuels","Off-grid","2021",.. +"Ghana","Biogas","On-grid","2021",0.100 +"Ghana","Biogas","Off-grid","2021",.. +"Ghana","Geothermal energy","On-grid","2021",.. +"Ghana","Geothermal energy","Off-grid","2021",.. +"Ghana","Coal and peat","On-grid","2021",.. +"Ghana","Coal and peat","Off-grid","2021",.. +"Ghana","Oil","On-grid","2021",992.000 +"Ghana","Oil","Off-grid","2021",.. +"Ghana","Natural gas","On-grid","2021",2673.000 +"Ghana","Natural gas","Off-grid","2021",.. +"Ghana","Fossil fuels n.e.s.","On-grid","2021",.. +"Ghana","Fossil fuels n.e.s.","Off-grid","2021",.. +"Ghana","Nuclear","On-grid","2021",.. +"Ghana","Nuclear","Off-grid","2021",.. +"Ghana","Other non-renewable energy","On-grid","2021",.. +"Ghana","Other non-renewable energy","Off-grid","2021",.. +"Greece","Solar photovoltaic","On-grid","2021",3530.000 +"Greece","Solar photovoltaic","Off-grid","2021",.. +"Greece","Solar thermal energy","On-grid","2021",.. +"Greece","Solar thermal energy","Off-grid","2021",.. +"Greece","Onshore wind energy","On-grid","2021",4457.250 +"Greece","Onshore wind energy","Off-grid","2021",.. +"Greece","Offshore wind energy","On-grid","2021",.. +"Greece","Offshore wind energy","Off-grid","2021",.. +"Greece","Renewable hydropower","On-grid","2021",2725.000 +"Greece","Renewable hydropower","Off-grid","2021",.. +"Greece","Mixed Hydro Plants","On-grid","2021",699.000 +"Greece","Mixed Hydro Plants","Off-grid","2021",.. +"Greece","Pumped storage","On-grid","2021",.. +"Greece","Pumped storage","Off-grid","2021",.. +"Greece","Marine energy","On-grid","2021",.. +"Greece","Marine energy","Off-grid","2021",.. +"Greece","Solid biofuels","On-grid","2021",14.111 +"Greece","Solid biofuels","Off-grid","2021",.. +"Greece","Renewable municipal waste","On-grid","2021",.. +"Greece","Renewable municipal waste","Off-grid","2021",.. +"Greece","Liquid biofuels","On-grid","2021",.. +"Greece","Liquid biofuels","Off-grid","2021",.. +"Greece","Biogas","On-grid","2021",94.297 +"Greece","Biogas","Off-grid","2021",.. +"Greece","Geothermal energy","On-grid","2021",.. +"Greece","Geothermal energy","Off-grid","2021",.. +"Greece","Coal and peat","On-grid","2021",.. +"Greece","Coal and peat","Off-grid","2021",.. +"Greece","Oil","On-grid","2021",.. +"Greece","Oil","Off-grid","2021",.. +"Greece","Natural gas","On-grid","2021",.. +"Greece","Natural gas","Off-grid","2021",.. +"Greece","Fossil fuels n.e.s.","On-grid","2021",9581.902 +"Greece","Fossil fuels n.e.s.","Off-grid","2021",.. +"Greece","Nuclear","On-grid","2021",.. +"Greece","Nuclear","Off-grid","2021",.. +"Greece","Other non-renewable energy","On-grid","2021",43.000 +"Greece","Other non-renewable energy","Off-grid","2021",.. +"Greenland","Solar photovoltaic","On-grid","2021",.. +"Greenland","Solar photovoltaic","Off-grid","2021",0.139 +"Greenland","Solar thermal energy","On-grid","2021",.. +"Greenland","Solar thermal energy","Off-grid","2021",.. +"Greenland","Onshore wind energy","On-grid","2021",.. +"Greenland","Onshore wind energy","Off-grid","2021",0.050 +"Greenland","Offshore wind energy","On-grid","2021",.. +"Greenland","Offshore wind energy","Off-grid","2021",.. +"Greenland","Renewable hydropower","On-grid","2021",91.300 +"Greenland","Renewable hydropower","Off-grid","2021",.. +"Greenland","Mixed Hydro Plants","On-grid","2021",.. +"Greenland","Mixed Hydro Plants","Off-grid","2021",.. +"Greenland","Pumped storage","On-grid","2021",.. +"Greenland","Pumped storage","Off-grid","2021",.. +"Greenland","Marine energy","On-grid","2021",.. +"Greenland","Marine energy","Off-grid","2021",.. +"Greenland","Solid biofuels","On-grid","2021",.. +"Greenland","Solid biofuels","Off-grid","2021",.. +"Greenland","Renewable municipal waste","On-grid","2021",.. +"Greenland","Renewable municipal waste","Off-grid","2021",.. +"Greenland","Liquid biofuels","On-grid","2021",.. +"Greenland","Liquid biofuels","Off-grid","2021",.. +"Greenland","Biogas","On-grid","2021",.. +"Greenland","Biogas","Off-grid","2021",.. +"Greenland","Geothermal energy","On-grid","2021",.. +"Greenland","Geothermal energy","Off-grid","2021",.. +"Greenland","Coal and peat","On-grid","2021",.. +"Greenland","Coal and peat","Off-grid","2021",.. +"Greenland","Oil","On-grid","2021",.. +"Greenland","Oil","Off-grid","2021",.. +"Greenland","Natural gas","On-grid","2021",.. +"Greenland","Natural gas","Off-grid","2021",.. +"Greenland","Fossil fuels n.e.s.","On-grid","2021",.. +"Greenland","Fossil fuels n.e.s.","Off-grid","2021",96.000 +"Greenland","Nuclear","On-grid","2021",.. +"Greenland","Nuclear","Off-grid","2021",.. +"Greenland","Other non-renewable energy","On-grid","2021",.. +"Greenland","Other non-renewable energy","Off-grid","2021",.. +"Grenada","Solar photovoltaic","On-grid","2021",3.601 +"Grenada","Solar photovoltaic","Off-grid","2021",.. +"Grenada","Solar thermal energy","On-grid","2021",.. +"Grenada","Solar thermal energy","Off-grid","2021",.. +"Grenada","Onshore wind energy","On-grid","2021",0.080 +"Grenada","Onshore wind energy","Off-grid","2021",.. +"Grenada","Offshore wind energy","On-grid","2021",.. +"Grenada","Offshore wind energy","Off-grid","2021",.. +"Grenada","Renewable hydropower","On-grid","2021",.. +"Grenada","Renewable hydropower","Off-grid","2021",.. +"Grenada","Mixed Hydro Plants","On-grid","2021",.. +"Grenada","Mixed Hydro Plants","Off-grid","2021",.. +"Grenada","Pumped storage","On-grid","2021",.. +"Grenada","Pumped storage","Off-grid","2021",.. +"Grenada","Marine energy","On-grid","2021",.. +"Grenada","Marine energy","Off-grid","2021",.. +"Grenada","Solid biofuels","On-grid","2021",.. +"Grenada","Solid biofuels","Off-grid","2021",.. +"Grenada","Renewable municipal waste","On-grid","2021",.. +"Grenada","Renewable municipal waste","Off-grid","2021",.. +"Grenada","Liquid biofuels","On-grid","2021",.. +"Grenada","Liquid biofuels","Off-grid","2021",.. +"Grenada","Biogas","On-grid","2021",.. +"Grenada","Biogas","Off-grid","2021",.. +"Grenada","Geothermal energy","On-grid","2021",.. +"Grenada","Geothermal energy","Off-grid","2021",.. +"Grenada","Coal and peat","On-grid","2021",.. +"Grenada","Coal and peat","Off-grid","2021",.. +"Grenada","Oil","On-grid","2021",55.500 +"Grenada","Oil","Off-grid","2021",.. +"Grenada","Natural gas","On-grid","2021",.. +"Grenada","Natural gas","Off-grid","2021",.. +"Grenada","Fossil fuels n.e.s.","On-grid","2021",.. +"Grenada","Fossil fuels n.e.s.","Off-grid","2021",.. +"Grenada","Nuclear","On-grid","2021",.. +"Grenada","Nuclear","Off-grid","2021",.. +"Grenada","Other non-renewable energy","On-grid","2021",.. +"Grenada","Other non-renewable energy","Off-grid","2021",.. +"Guadeloupe","Solar photovoltaic","On-grid","2021",86.455 +"Guadeloupe","Solar photovoltaic","Off-grid","2021",.. +"Guadeloupe","Solar thermal energy","On-grid","2021",.. +"Guadeloupe","Solar thermal energy","Off-grid","2021",.. +"Guadeloupe","Onshore wind energy","On-grid","2021",51.575 +"Guadeloupe","Onshore wind energy","Off-grid","2021",.. +"Guadeloupe","Offshore wind energy","On-grid","2021",.. +"Guadeloupe","Offshore wind energy","Off-grid","2021",.. +"Guadeloupe","Renewable hydropower","On-grid","2021",11.100 +"Guadeloupe","Renewable hydropower","Off-grid","2021",.. +"Guadeloupe","Mixed Hydro Plants","On-grid","2021",.. +"Guadeloupe","Mixed Hydro Plants","Off-grid","2021",.. +"Guadeloupe","Pumped storage","On-grid","2021",.. +"Guadeloupe","Pumped storage","Off-grid","2021",.. +"Guadeloupe","Marine energy","On-grid","2021",.. +"Guadeloupe","Marine energy","Off-grid","2021",.. +"Guadeloupe","Solid biofuels","On-grid","2021",30.600 +"Guadeloupe","Solid biofuels","Off-grid","2021",.. +"Guadeloupe","Renewable municipal waste","On-grid","2021",.. +"Guadeloupe","Renewable municipal waste","Off-grid","2021",.. +"Guadeloupe","Liquid biofuels","On-grid","2021",.. +"Guadeloupe","Liquid biofuels","Off-grid","2021",.. +"Guadeloupe","Biogas","On-grid","2021",4.600 +"Guadeloupe","Biogas","Off-grid","2021",.. +"Guadeloupe","Geothermal energy","On-grid","2021",15.000 +"Guadeloupe","Geothermal energy","Off-grid","2021",.. +"Guadeloupe","Coal and peat","On-grid","2021",.. +"Guadeloupe","Coal and peat","Off-grid","2021",.. +"Guadeloupe","Oil","On-grid","2021",.. +"Guadeloupe","Oil","Off-grid","2021",.. +"Guadeloupe","Natural gas","On-grid","2021",.. +"Guadeloupe","Natural gas","Off-grid","2021",.. +"Guadeloupe","Fossil fuels n.e.s.","On-grid","2021",413.450 +"Guadeloupe","Fossil fuels n.e.s.","Off-grid","2021",.. +"Guadeloupe","Nuclear","On-grid","2021",.. +"Guadeloupe","Nuclear","Off-grid","2021",.. +"Guadeloupe","Other non-renewable energy","On-grid","2021",.. +"Guadeloupe","Other non-renewable energy","Off-grid","2021",.. +"Guam","Solar photovoltaic","On-grid","2021",34.780 +"Guam","Solar photovoltaic","Off-grid","2021",.. +"Guam","Solar thermal energy","On-grid","2021",.. +"Guam","Solar thermal energy","Off-grid","2021",.. +"Guam","Onshore wind energy","On-grid","2021",0.275 +"Guam","Onshore wind energy","Off-grid","2021",.. +"Guam","Offshore wind energy","On-grid","2021",.. +"Guam","Offshore wind energy","Off-grid","2021",.. +"Guam","Renewable hydropower","On-grid","2021",.. +"Guam","Renewable hydropower","Off-grid","2021",.. +"Guam","Mixed Hydro Plants","On-grid","2021",.. +"Guam","Mixed Hydro Plants","Off-grid","2021",.. +"Guam","Pumped storage","On-grid","2021",.. +"Guam","Pumped storage","Off-grid","2021",.. +"Guam","Marine energy","On-grid","2021",.. +"Guam","Marine energy","Off-grid","2021",.. +"Guam","Solid biofuels","On-grid","2021",.. +"Guam","Solid biofuels","Off-grid","2021",.. +"Guam","Renewable municipal waste","On-grid","2021",.. +"Guam","Renewable municipal waste","Off-grid","2021",.. +"Guam","Liquid biofuels","On-grid","2021",.. +"Guam","Liquid biofuels","Off-grid","2021",.. +"Guam","Biogas","On-grid","2021",.. +"Guam","Biogas","Off-grid","2021",.. +"Guam","Geothermal energy","On-grid","2021",.. +"Guam","Geothermal energy","Off-grid","2021",.. +"Guam","Coal and peat","On-grid","2021",.. +"Guam","Coal and peat","Off-grid","2021",.. +"Guam","Oil","On-grid","2021",420.000 +"Guam","Oil","Off-grid","2021",.. +"Guam","Natural gas","On-grid","2021",.. +"Guam","Natural gas","Off-grid","2021",.. +"Guam","Fossil fuels n.e.s.","On-grid","2021",.. +"Guam","Fossil fuels n.e.s.","Off-grid","2021",.. +"Guam","Nuclear","On-grid","2021",.. +"Guam","Nuclear","Off-grid","2021",.. +"Guam","Other non-renewable energy","On-grid","2021",.. +"Guam","Other non-renewable energy","Off-grid","2021",.. +"Guatemala","Solar photovoltaic","On-grid","2021",93.000 +"Guatemala","Solar photovoltaic","Off-grid","2021",8.308 +"Guatemala","Solar thermal energy","On-grid","2021",.. +"Guatemala","Solar thermal energy","Off-grid","2021",.. +"Guatemala","Onshore wind energy","On-grid","2021",107.400 +"Guatemala","Onshore wind energy","Off-grid","2021",.. +"Guatemala","Offshore wind energy","On-grid","2021",.. +"Guatemala","Offshore wind energy","Off-grid","2021",.. +"Guatemala","Renewable hydropower","On-grid","2021",1578.713 +"Guatemala","Renewable hydropower","Off-grid","2021",.. +"Guatemala","Mixed Hydro Plants","On-grid","2021",.. +"Guatemala","Mixed Hydro Plants","Off-grid","2021",.. +"Guatemala","Pumped storage","On-grid","2021",.. +"Guatemala","Pumped storage","Off-grid","2021",.. +"Guatemala","Marine energy","On-grid","2021",.. +"Guatemala","Marine energy","Off-grid","2021",.. +"Guatemala","Solid biofuels","On-grid","2021",1029.864 +"Guatemala","Solid biofuels","Off-grid","2021",.. +"Guatemala","Renewable municipal waste","On-grid","2021",.. +"Guatemala","Renewable municipal waste","Off-grid","2021",.. +"Guatemala","Liquid biofuels","On-grid","2021",.. +"Guatemala","Liquid biofuels","Off-grid","2021",.. +"Guatemala","Biogas","On-grid","2021",5.856 +"Guatemala","Biogas","Off-grid","2021",.. +"Guatemala","Geothermal energy","On-grid","2021",49.200 +"Guatemala","Geothermal energy","Off-grid","2021",.. +"Guatemala","Coal and peat","On-grid","2021",489.200 +"Guatemala","Coal and peat","Off-grid","2021",.. +"Guatemala","Oil","On-grid","2021",755.508 +"Guatemala","Oil","Off-grid","2021",.. +"Guatemala","Natural gas","On-grid","2021",4.000 +"Guatemala","Natural gas","Off-grid","2021",.. +"Guatemala","Fossil fuels n.e.s.","On-grid","2021",.. +"Guatemala","Fossil fuels n.e.s.","Off-grid","2021",.. +"Guatemala","Nuclear","On-grid","2021",.. +"Guatemala","Nuclear","Off-grid","2021",.. +"Guatemala","Other non-renewable energy","On-grid","2021",.. +"Guatemala","Other non-renewable energy","Off-grid","2021",.. +"Guinea","Solar photovoltaic","On-grid","2021",0.080 +"Guinea","Solar photovoltaic","Off-grid","2021",13.283 +"Guinea","Solar thermal energy","On-grid","2021",.. +"Guinea","Solar thermal energy","Off-grid","2021",.. +"Guinea","Onshore wind energy","On-grid","2021",.. +"Guinea","Onshore wind energy","Off-grid","2021",.. +"Guinea","Offshore wind energy","On-grid","2021",.. +"Guinea","Offshore wind energy","Off-grid","2021",.. +"Guinea","Renewable hydropower","On-grid","2021",816.000 +"Guinea","Renewable hydropower","Off-grid","2021",2.220 +"Guinea","Mixed Hydro Plants","On-grid","2021",.. +"Guinea","Mixed Hydro Plants","Off-grid","2021",.. +"Guinea","Pumped storage","On-grid","2021",.. +"Guinea","Pumped storage","Off-grid","2021",.. +"Guinea","Marine energy","On-grid","2021",.. +"Guinea","Marine energy","Off-grid","2021",.. +"Guinea","Solid biofuels","On-grid","2021",.. +"Guinea","Solid biofuels","Off-grid","2021",.. +"Guinea","Renewable municipal waste","On-grid","2021",.. +"Guinea","Renewable municipal waste","Off-grid","2021",.. +"Guinea","Liquid biofuels","On-grid","2021",.. +"Guinea","Liquid biofuels","Off-grid","2021",.. +"Guinea","Biogas","On-grid","2021",.. +"Guinea","Biogas","Off-grid","2021",.. +"Guinea","Geothermal energy","On-grid","2021",.. +"Guinea","Geothermal energy","Off-grid","2021",.. +"Guinea","Coal and peat","On-grid","2021",.. +"Guinea","Coal and peat","Off-grid","2021",.. +"Guinea","Oil","On-grid","2021",53.000 +"Guinea","Oil","Off-grid","2021",.. +"Guinea","Natural gas","On-grid","2021",254.000 +"Guinea","Natural gas","Off-grid","2021",.. +"Guinea","Fossil fuels n.e.s.","On-grid","2021",.. +"Guinea","Fossil fuels n.e.s.","Off-grid","2021",.. +"Guinea","Nuclear","On-grid","2021",.. +"Guinea","Nuclear","Off-grid","2021",.. +"Guinea","Other non-renewable energy","On-grid","2021",.. +"Guinea","Other non-renewable energy","Off-grid","2021",.. +"Guinea-Bissau","Solar photovoltaic","On-grid","2021",.. +"Guinea-Bissau","Solar photovoltaic","Off-grid","2021",1.169 +"Guinea-Bissau","Solar thermal energy","On-grid","2021",.. +"Guinea-Bissau","Solar thermal energy","Off-grid","2021",.. +"Guinea-Bissau","Onshore wind energy","On-grid","2021",.. +"Guinea-Bissau","Onshore wind energy","Off-grid","2021",.. +"Guinea-Bissau","Offshore wind energy","On-grid","2021",.. +"Guinea-Bissau","Offshore wind energy","Off-grid","2021",.. +"Guinea-Bissau","Renewable hydropower","On-grid","2021",.. +"Guinea-Bissau","Renewable hydropower","Off-grid","2021",.. +"Guinea-Bissau","Mixed Hydro Plants","On-grid","2021",.. +"Guinea-Bissau","Mixed Hydro Plants","Off-grid","2021",.. +"Guinea-Bissau","Pumped storage","On-grid","2021",.. +"Guinea-Bissau","Pumped storage","Off-grid","2021",.. +"Guinea-Bissau","Marine energy","On-grid","2021",.. +"Guinea-Bissau","Marine energy","Off-grid","2021",.. +"Guinea-Bissau","Solid biofuels","On-grid","2021",.. +"Guinea-Bissau","Solid biofuels","Off-grid","2021",.. +"Guinea-Bissau","Renewable municipal waste","On-grid","2021",.. +"Guinea-Bissau","Renewable municipal waste","Off-grid","2021",.. +"Guinea-Bissau","Liquid biofuels","On-grid","2021",.. +"Guinea-Bissau","Liquid biofuels","Off-grid","2021",.. +"Guinea-Bissau","Biogas","On-grid","2021",.. +"Guinea-Bissau","Biogas","Off-grid","2021",.. +"Guinea-Bissau","Geothermal energy","On-grid","2021",.. +"Guinea-Bissau","Geothermal energy","Off-grid","2021",.. +"Guinea-Bissau","Coal and peat","On-grid","2021",.. +"Guinea-Bissau","Coal and peat","Off-grid","2021",.. +"Guinea-Bissau","Oil","On-grid","2021",28.000 +"Guinea-Bissau","Oil","Off-grid","2021",.. +"Guinea-Bissau","Natural gas","On-grid","2021",.. +"Guinea-Bissau","Natural gas","Off-grid","2021",.. +"Guinea-Bissau","Fossil fuels n.e.s.","On-grid","2021",.. +"Guinea-Bissau","Fossil fuels n.e.s.","Off-grid","2021",.. +"Guinea-Bissau","Nuclear","On-grid","2021",.. +"Guinea-Bissau","Nuclear","Off-grid","2021",.. +"Guinea-Bissau","Other non-renewable energy","On-grid","2021",.. +"Guinea-Bissau","Other non-renewable energy","Off-grid","2021",.. +"Guyana","Solar photovoltaic","On-grid","2021",6.547 +"Guyana","Solar photovoltaic","Off-grid","2021",1.808 +"Guyana","Solar thermal energy","On-grid","2021",.. +"Guyana","Solar thermal energy","Off-grid","2021",.. +"Guyana","Onshore wind energy","On-grid","2021",0.040 +"Guyana","Onshore wind energy","Off-grid","2021",0.040 +"Guyana","Offshore wind energy","On-grid","2021",.. +"Guyana","Offshore wind energy","Off-grid","2021",.. +"Guyana","Renewable hydropower","On-grid","2021",0.020 +"Guyana","Renewable hydropower","Off-grid","2021",2.350 +"Guyana","Mixed Hydro Plants","On-grid","2021",.. +"Guyana","Mixed Hydro Plants","Off-grid","2021",.. +"Guyana","Pumped storage","On-grid","2021",.. +"Guyana","Pumped storage","Off-grid","2021",.. +"Guyana","Marine energy","On-grid","2021",.. +"Guyana","Marine energy","Off-grid","2021",.. +"Guyana","Solid biofuels","On-grid","2021",8.000 +"Guyana","Solid biofuels","Off-grid","2021",34.365 +"Guyana","Renewable municipal waste","On-grid","2021",.. +"Guyana","Renewable municipal waste","Off-grid","2021",.. +"Guyana","Liquid biofuels","On-grid","2021",.. +"Guyana","Liquid biofuels","Off-grid","2021",.. +"Guyana","Biogas","On-grid","2021",.. +"Guyana","Biogas","Off-grid","2021",.. +"Guyana","Geothermal energy","On-grid","2021",.. +"Guyana","Geothermal energy","Off-grid","2021",.. +"Guyana","Coal and peat","On-grid","2021",.. +"Guyana","Coal and peat","Off-grid","2021",.. +"Guyana","Oil","On-grid","2021",.. +"Guyana","Oil","Off-grid","2021",.. +"Guyana","Natural gas","On-grid","2021",.. +"Guyana","Natural gas","Off-grid","2021",.. +"Guyana","Fossil fuels n.e.s.","On-grid","2021",201.655 +"Guyana","Fossil fuels n.e.s.","Off-grid","2021",104.344 +"Guyana","Nuclear","On-grid","2021",.. +"Guyana","Nuclear","Off-grid","2021",.. +"Guyana","Other non-renewable energy","On-grid","2021",.. +"Guyana","Other non-renewable energy","Off-grid","2021",.. +"Haiti","Solar photovoltaic","On-grid","2021",1.260 +"Haiti","Solar photovoltaic","Off-grid","2021",1.347 +"Haiti","Solar thermal energy","On-grid","2021",.. +"Haiti","Solar thermal energy","Off-grid","2021",.. +"Haiti","Onshore wind energy","On-grid","2021",.. +"Haiti","Onshore wind energy","Off-grid","2021",0.024 +"Haiti","Offshore wind energy","On-grid","2021",.. +"Haiti","Offshore wind energy","Off-grid","2021",.. +"Haiti","Renewable hydropower","On-grid","2021",77.886 +"Haiti","Renewable hydropower","Off-grid","2021",.. +"Haiti","Mixed Hydro Plants","On-grid","2021",.. +"Haiti","Mixed Hydro Plants","Off-grid","2021",.. +"Haiti","Pumped storage","On-grid","2021",.. +"Haiti","Pumped storage","Off-grid","2021",.. +"Haiti","Marine energy","On-grid","2021",.. +"Haiti","Marine energy","Off-grid","2021",.. +"Haiti","Solid biofuels","On-grid","2021",.. +"Haiti","Solid biofuels","Off-grid","2021",.. +"Haiti","Renewable municipal waste","On-grid","2021",.. +"Haiti","Renewable municipal waste","Off-grid","2021",.. +"Haiti","Liquid biofuels","On-grid","2021",.. +"Haiti","Liquid biofuels","Off-grid","2021",.. +"Haiti","Biogas","On-grid","2021",.. +"Haiti","Biogas","Off-grid","2021",.. +"Haiti","Geothermal energy","On-grid","2021",.. +"Haiti","Geothermal energy","Off-grid","2021",.. +"Haiti","Coal and peat","On-grid","2021",.. +"Haiti","Coal and peat","Off-grid","2021",.. +"Haiti","Oil","On-grid","2021",390.224 +"Haiti","Oil","Off-grid","2021",.. +"Haiti","Natural gas","On-grid","2021",.. +"Haiti","Natural gas","Off-grid","2021",.. +"Haiti","Fossil fuels n.e.s.","On-grid","2021",.. +"Haiti","Fossil fuels n.e.s.","Off-grid","2021",0.150 +"Haiti","Nuclear","On-grid","2021",.. +"Haiti","Nuclear","Off-grid","2021",.. +"Haiti","Other non-renewable energy","On-grid","2021",.. +"Haiti","Other non-renewable energy","Off-grid","2021",.. +"Honduras","Solar photovoltaic","On-grid","2021",510.800 +"Honduras","Solar photovoltaic","Off-grid","2021",3.200 +"Honduras","Solar thermal energy","On-grid","2021",.. +"Honduras","Solar thermal energy","Off-grid","2021",.. +"Honduras","Onshore wind energy","On-grid","2021",235.000 +"Honduras","Onshore wind energy","Off-grid","2021",6.300 +"Honduras","Offshore wind energy","On-grid","2021",.. +"Honduras","Offshore wind energy","Off-grid","2021",.. +"Honduras","Renewable hydropower","On-grid","2021",849.000 +"Honduras","Renewable hydropower","Off-grid","2021",0.070 +"Honduras","Mixed Hydro Plants","On-grid","2021",.. +"Honduras","Mixed Hydro Plants","Off-grid","2021",.. +"Honduras","Pumped storage","On-grid","2021",.. +"Honduras","Pumped storage","Off-grid","2021",.. +"Honduras","Marine energy","On-grid","2021",.. +"Honduras","Marine energy","Off-grid","2021",.. +"Honduras","Solid biofuels","On-grid","2021",217.570 +"Honduras","Solid biofuels","Off-grid","2021",.. +"Honduras","Renewable municipal waste","On-grid","2021",.. +"Honduras","Renewable municipal waste","Off-grid","2021",.. +"Honduras","Liquid biofuels","On-grid","2021",.. +"Honduras","Liquid biofuels","Off-grid","2021",.. +"Honduras","Biogas","On-grid","2021",3.770 +"Honduras","Biogas","Off-grid","2021",0.014 +"Honduras","Geothermal energy","On-grid","2021",39.000 +"Honduras","Geothermal energy","Off-grid","2021",.. +"Honduras","Coal and peat","On-grid","2021",.. +"Honduras","Coal and peat","Off-grid","2021",.. +"Honduras","Oil","On-grid","2021",974.900 +"Honduras","Oil","Off-grid","2021",38.000 +"Honduras","Natural gas","On-grid","2021",.. +"Honduras","Natural gas","Off-grid","2021",.. +"Honduras","Fossil fuels n.e.s.","On-grid","2021",.. +"Honduras","Fossil fuels n.e.s.","Off-grid","2021",.. +"Honduras","Nuclear","On-grid","2021",.. +"Honduras","Nuclear","Off-grid","2021",.. +"Honduras","Other non-renewable energy","On-grid","2021",.. +"Honduras","Other non-renewable energy","Off-grid","2021",.. +"Hungary","Solar photovoltaic","On-grid","2021",2131.000 +"Hungary","Solar photovoltaic","Off-grid","2021",.. +"Hungary","Solar thermal energy","On-grid","2021",.. +"Hungary","Solar thermal energy","Off-grid","2021",.. +"Hungary","Onshore wind energy","On-grid","2021",321.000 +"Hungary","Onshore wind energy","Off-grid","2021",.. +"Hungary","Offshore wind energy","On-grid","2021",.. +"Hungary","Offshore wind energy","Off-grid","2021",.. +"Hungary","Renewable hydropower","On-grid","2021",58.000 +"Hungary","Renewable hydropower","Off-grid","2021",.. +"Hungary","Mixed Hydro Plants","On-grid","2021",.. +"Hungary","Mixed Hydro Plants","Off-grid","2021",.. +"Hungary","Pumped storage","On-grid","2021",.. +"Hungary","Pumped storage","Off-grid","2021",.. +"Hungary","Marine energy","On-grid","2021",.. +"Hungary","Marine energy","Off-grid","2021",.. +"Hungary","Solid biofuels","On-grid","2021",397.000 +"Hungary","Solid biofuels","Off-grid","2021",.. +"Hungary","Renewable municipal waste","On-grid","2021",27.000 +"Hungary","Renewable municipal waste","Off-grid","2021",.. +"Hungary","Liquid biofuels","On-grid","2021",.. +"Hungary","Liquid biofuels","Off-grid","2021",.. +"Hungary","Biogas","On-grid","2021",85.262 +"Hungary","Biogas","Off-grid","2021",.. +"Hungary","Geothermal energy","On-grid","2021",3.000 +"Hungary","Geothermal energy","Off-grid","2021",.. +"Hungary","Coal and peat","On-grid","2021",.. +"Hungary","Coal and peat","Off-grid","2021",.. +"Hungary","Oil","On-grid","2021",.. +"Hungary","Oil","Off-grid","2021",.. +"Hungary","Natural gas","On-grid","2021",.. +"Hungary","Natural gas","Off-grid","2021",.. +"Hungary","Fossil fuels n.e.s.","On-grid","2021",5586.000 +"Hungary","Fossil fuels n.e.s.","Off-grid","2021",.. +"Hungary","Nuclear","On-grid","2021",2013.000 +"Hungary","Nuclear","Off-grid","2021",.. +"Hungary","Other non-renewable energy","On-grid","2021",87.000 +"Hungary","Other non-renewable energy","Off-grid","2021",.. +"Iceland","Solar photovoltaic","On-grid","2021",.. +"Iceland","Solar photovoltaic","Off-grid","2021",7.001 +"Iceland","Solar thermal energy","On-grid","2021",.. +"Iceland","Solar thermal energy","Off-grid","2021",.. +"Iceland","Onshore wind energy","On-grid","2021",1.800 +"Iceland","Onshore wind energy","Off-grid","2021",.. +"Iceland","Offshore wind energy","On-grid","2021",.. +"Iceland","Offshore wind energy","Off-grid","2021",.. +"Iceland","Renewable hydropower","On-grid","2021",2114.419 +"Iceland","Renewable hydropower","Off-grid","2021",.. +"Iceland","Mixed Hydro Plants","On-grid","2021",.. +"Iceland","Mixed Hydro Plants","Off-grid","2021",.. +"Iceland","Pumped storage","On-grid","2021",.. +"Iceland","Pumped storage","Off-grid","2021",.. +"Iceland","Marine energy","On-grid","2021",.. +"Iceland","Marine energy","Off-grid","2021",.. +"Iceland","Solid biofuels","On-grid","2021",.. +"Iceland","Solid biofuels","Off-grid","2021",.. +"Iceland","Renewable municipal waste","On-grid","2021",.. +"Iceland","Renewable municipal waste","Off-grid","2021",.. +"Iceland","Liquid biofuels","On-grid","2021",.. +"Iceland","Liquid biofuels","Off-grid","2021",.. +"Iceland","Biogas","On-grid","2021",.. +"Iceland","Biogas","Off-grid","2021",.. +"Iceland","Geothermal energy","On-grid","2021",756.158 +"Iceland","Geothermal energy","Off-grid","2021",.. +"Iceland","Coal and peat","On-grid","2021",.. +"Iceland","Coal and peat","Off-grid","2021",.. +"Iceland","Oil","On-grid","2021",.. +"Iceland","Oil","Off-grid","2021",.. +"Iceland","Natural gas","On-grid","2021",.. +"Iceland","Natural gas","Off-grid","2021",.. +"Iceland","Fossil fuels n.e.s.","On-grid","2021",81.000 +"Iceland","Fossil fuels n.e.s.","Off-grid","2021",.. +"Iceland","Nuclear","On-grid","2021",.. +"Iceland","Nuclear","Off-grid","2021",.. +"Iceland","Other non-renewable energy","On-grid","2021",.. +"Iceland","Other non-renewable energy","Off-grid","2021",.. +"India","Solar photovoltaic","On-grid","2021",47974.335 +"India","Solar photovoltaic","Off-grid","2021",1367.173 +"India","Solar thermal energy","On-grid","2021",342.500 +"India","Solar thermal energy","Off-grid","2021",.. +"India","Onshore wind energy","On-grid","2021",40067.265 +"India","Onshore wind energy","Off-grid","2021",.. +"India","Offshore wind energy","On-grid","2021",.. +"India","Offshore wind energy","Off-grid","2021",.. +"India","Renewable hydropower","On-grid","2021",46694.245 +"India","Renewable hydropower","Off-grid","2021",84.675 +"India","Mixed Hydro Plants","On-grid","2021",.. +"India","Mixed Hydro Plants","Off-grid","2021",.. +"India","Pumped storage","On-grid","2021",4785.600 +"India","Pumped storage","Off-grid","2021",.. +"India","Marine energy","On-grid","2021",.. +"India","Marine energy","Off-grid","2021",.. +"India","Solid biofuels","On-grid","2021",9403.560 +"India","Solid biofuels","Off-grid","2021",956.945 +"India","Renewable municipal waste","On-grid","2021",217.055 +"India","Renewable municipal waste","Off-grid","2021",.. +"India","Liquid biofuels","On-grid","2021",.. +"India","Liquid biofuels","Off-grid","2021",.. +"India","Biogas","On-grid","2021",7.040 +"India","Biogas","Off-grid","2021",6.924 +"India","Geothermal energy","On-grid","2021",.. +"India","Geothermal energy","Off-grid","2021",.. +"India","Coal and peat","On-grid","2021",261866.500 +"India","Coal and peat","Off-grid","2021",.. +"India","Oil","On-grid","2021",13411.710 +"India","Oil","Off-grid","2021",.. +"India","Natural gas","On-grid","2021",32288.510 +"India","Natural gas","Off-grid","2021",.. +"India","Fossil fuels n.e.s.","On-grid","2021",.. +"India","Fossil fuels n.e.s.","Off-grid","2021",.. +"India","Nuclear","On-grid","2021",6780.000 +"India","Nuclear","Off-grid","2021",.. +"India","Other non-renewable energy","On-grid","2021",217.055 +"India","Other non-renewable energy","Off-grid","2021",.. +"Indonesia","Solar photovoltaic","On-grid","2021",143.840 +"Indonesia","Solar photovoltaic","Off-grid","2021",67.590 +"Indonesia","Solar thermal energy","On-grid","2021",.. +"Indonesia","Solar thermal energy","Off-grid","2021",.. +"Indonesia","Onshore wind energy","On-grid","2021",153.830 +"Indonesia","Onshore wind energy","Off-grid","2021",0.480 +"Indonesia","Offshore wind energy","On-grid","2021",.. +"Indonesia","Offshore wind energy","Off-grid","2021",.. +"Indonesia","Renewable hydropower","On-grid","2021",5526.290 +"Indonesia","Renewable hydropower","Off-grid","2021",1075.550 +"Indonesia","Mixed Hydro Plants","On-grid","2021",.. +"Indonesia","Mixed Hydro Plants","Off-grid","2021",.. +"Indonesia","Pumped storage","On-grid","2021",.. +"Indonesia","Pumped storage","Off-grid","2021",.. +"Indonesia","Marine energy","On-grid","2021",.. +"Indonesia","Marine energy","Off-grid","2021",.. +"Indonesia","Solid biofuels","On-grid","2021",150.520 +"Indonesia","Solid biofuels","Off-grid","2021",1616.520 +"Indonesia","Renewable municipal waste","On-grid","2021",8.225 +"Indonesia","Renewable municipal waste","Off-grid","2021",.. +"Indonesia","Liquid biofuels","On-grid","2021",.. +"Indonesia","Liquid biofuels","Off-grid","2021",.. +"Indonesia","Biogas","On-grid","2021",35.100 +"Indonesia","Biogas","Off-grid","2021",101.820 +"Indonesia","Geothermal energy","On-grid","2021",2276.900 +"Indonesia","Geothermal energy","Off-grid","2021",.. +"Indonesia","Coal and peat","On-grid","2021",36967.860 +"Indonesia","Coal and peat","Off-grid","2021",.. +"Indonesia","Oil","On-grid","2021",8141.460 +"Indonesia","Oil","Off-grid","2021",.. +"Indonesia","Natural gas","On-grid","2021",17684.150 +"Indonesia","Natural gas","Off-grid","2021",.. +"Indonesia","Fossil fuels n.e.s.","On-grid","2021",.. +"Indonesia","Fossil fuels n.e.s.","Off-grid","2021",3.580 +"Indonesia","Nuclear","On-grid","2021",.. +"Indonesia","Nuclear","Off-grid","2021",.. +"Indonesia","Other non-renewable energy","On-grid","2021",8.225 +"Indonesia","Other non-renewable energy","Off-grid","2021",.. +"Iran (Islamic Republic of)","Solar photovoltaic","On-grid","2021",455.480 +"Iran (Islamic Republic of)","Solar photovoltaic","Off-grid","2021",0.378 +"Iran (Islamic Republic of)","Solar thermal energy","On-grid","2021",.. +"Iran (Islamic Republic of)","Solar thermal energy","Off-grid","2021",.. +"Iran (Islamic Republic of)","Onshore wind energy","On-grid","2021",310.200 +"Iran (Islamic Republic of)","Onshore wind energy","Off-grid","2021",.. +"Iran (Islamic Republic of)","Offshore wind energy","On-grid","2021",.. +"Iran (Islamic Republic of)","Offshore wind energy","Off-grid","2021",.. +"Iran (Islamic Republic of)","Renewable hydropower","On-grid","2021",11152.700 +"Iran (Islamic Republic of)","Renewable hydropower","Off-grid","2021",.. +"Iran (Islamic Republic of)","Mixed Hydro Plants","On-grid","2021",.. +"Iran (Islamic Republic of)","Mixed Hydro Plants","Off-grid","2021",.. +"Iran (Islamic Republic of)","Pumped storage","On-grid","2021",1040.000 +"Iran (Islamic Republic of)","Pumped storage","Off-grid","2021",.. +"Iran (Islamic Republic of)","Marine energy","On-grid","2021",.. +"Iran (Islamic Republic of)","Marine energy","Off-grid","2021",.. +"Iran (Islamic Republic of)","Solid biofuels","On-grid","2021",.. +"Iran (Islamic Republic of)","Solid biofuels","Off-grid","2021",.. +"Iran (Islamic Republic of)","Renewable municipal waste","On-grid","2021",.. +"Iran (Islamic Republic of)","Renewable municipal waste","Off-grid","2021",.. +"Iran (Islamic Republic of)","Liquid biofuels","On-grid","2021",.. +"Iran (Islamic Republic of)","Liquid biofuels","Off-grid","2021",.. +"Iran (Islamic Republic of)","Biogas","On-grid","2021",10.560 +"Iran (Islamic Republic of)","Biogas","Off-grid","2021",.. +"Iran (Islamic Republic of)","Geothermal energy","On-grid","2021",.. +"Iran (Islamic Republic of)","Geothermal energy","Off-grid","2021",.. +"Iran (Islamic Republic of)","Coal and peat","On-grid","2021",.. +"Iran (Islamic Republic of)","Coal and peat","Off-grid","2021",.. +"Iran (Islamic Republic of)","Oil","On-grid","2021",.. +"Iran (Islamic Republic of)","Oil","Off-grid","2021",.. +"Iran (Islamic Republic of)","Natural gas","On-grid","2021",.. +"Iran (Islamic Republic of)","Natural gas","Off-grid","2021",.. +"Iran (Islamic Republic of)","Fossil fuels n.e.s.","On-grid","2021",72191.000 +"Iran (Islamic Republic of)","Fossil fuels n.e.s.","Off-grid","2021",.. +"Iran (Islamic Republic of)","Nuclear","On-grid","2021",1020.000 +"Iran (Islamic Republic of)","Nuclear","Off-grid","2021",.. +"Iran (Islamic Republic of)","Other non-renewable energy","On-grid","2021",.. +"Iran (Islamic Republic of)","Other non-renewable energy","Off-grid","2021",.. +"Iraq","Solar photovoltaic","On-grid","2021",0.576 +"Iraq","Solar photovoltaic","Off-grid","2021",36.500 +"Iraq","Solar thermal energy","On-grid","2021",.. +"Iraq","Solar thermal energy","Off-grid","2021",.. +"Iraq","Onshore wind energy","On-grid","2021",.. +"Iraq","Onshore wind energy","Off-grid","2021",.. +"Iraq","Offshore wind energy","On-grid","2021",.. +"Iraq","Offshore wind energy","Off-grid","2021",.. +"Iraq","Renewable hydropower","On-grid","2021",1556.000 +"Iraq","Renewable hydropower","Off-grid","2021",1.340 +"Iraq","Mixed Hydro Plants","On-grid","2021",.. +"Iraq","Mixed Hydro Plants","Off-grid","2021",.. +"Iraq","Pumped storage","On-grid","2021",240.000 +"Iraq","Pumped storage","Off-grid","2021",.. +"Iraq","Marine energy","On-grid","2021",.. +"Iraq","Marine energy","Off-grid","2021",.. +"Iraq","Solid biofuels","On-grid","2021",.. +"Iraq","Solid biofuels","Off-grid","2021",.. +"Iraq","Renewable municipal waste","On-grid","2021",.. +"Iraq","Renewable municipal waste","Off-grid","2021",.. +"Iraq","Liquid biofuels","On-grid","2021",.. +"Iraq","Liquid biofuels","Off-grid","2021",.. +"Iraq","Biogas","On-grid","2021",.. +"Iraq","Biogas","Off-grid","2021",.. +"Iraq","Geothermal energy","On-grid","2021",.. +"Iraq","Geothermal energy","Off-grid","2021",.. +"Iraq","Coal and peat","On-grid","2021",.. +"Iraq","Coal and peat","Off-grid","2021",.. +"Iraq","Oil","On-grid","2021",.. +"Iraq","Oil","Off-grid","2021",.. +"Iraq","Natural gas","On-grid","2021",.. +"Iraq","Natural gas","Off-grid","2021",.. +"Iraq","Fossil fuels n.e.s.","On-grid","2021",28304.000 +"Iraq","Fossil fuels n.e.s.","Off-grid","2021",.. +"Iraq","Nuclear","On-grid","2021",.. +"Iraq","Nuclear","Off-grid","2021",.. +"Iraq","Other non-renewable energy","On-grid","2021",.. +"Iraq","Other non-renewable energy","Off-grid","2021",.. +"Ireland","Solar photovoltaic","On-grid","2021",0.050 +"Ireland","Solar photovoltaic","Off-grid","2021",136.235 +"Ireland","Solar thermal energy","On-grid","2021",.. +"Ireland","Solar thermal energy","Off-grid","2021",.. +"Ireland","Onshore wind energy","On-grid","2021",4306.850 +"Ireland","Onshore wind energy","Off-grid","2021",.. +"Ireland","Offshore wind energy","On-grid","2021",25.200 +"Ireland","Offshore wind energy","Off-grid","2021",.. +"Ireland","Renewable hydropower","On-grid","2021",237.225 +"Ireland","Renewable hydropower","Off-grid","2021",.. +"Ireland","Mixed Hydro Plants","On-grid","2021",.. +"Ireland","Mixed Hydro Plants","Off-grid","2021",.. +"Ireland","Pumped storage","On-grid","2021",292.000 +"Ireland","Pumped storage","Off-grid","2021",.. +"Ireland","Marine energy","On-grid","2021",.. +"Ireland","Marine energy","Off-grid","2021",.. +"Ireland","Solid biofuels","On-grid","2021",6.707 +"Ireland","Solid biofuels","Off-grid","2021",.. +"Ireland","Renewable municipal waste","On-grid","2021",41.290 +"Ireland","Renewable municipal waste","Off-grid","2021",.. +"Ireland","Liquid biofuels","On-grid","2021",.. +"Ireland","Liquid biofuels","Off-grid","2021",.. +"Ireland","Biogas","On-grid","2021",59.474 +"Ireland","Biogas","Off-grid","2021",.. +"Ireland","Geothermal energy","On-grid","2021",.. +"Ireland","Geothermal energy","Off-grid","2021",.. +"Ireland","Coal and peat","On-grid","2021",.. +"Ireland","Coal and peat","Off-grid","2021",.. +"Ireland","Oil","On-grid","2021",.. +"Ireland","Oil","Off-grid","2021",.. +"Ireland","Natural gas","On-grid","2021",.. +"Ireland","Natural gas","Off-grid","2021",.. +"Ireland","Fossil fuels n.e.s.","On-grid","2021",6166.950 +"Ireland","Fossil fuels n.e.s.","Off-grid","2021",.. +"Ireland","Nuclear","On-grid","2021",.. +"Ireland","Nuclear","Off-grid","2021",.. +"Ireland","Other non-renewable energy","On-grid","2021",41.290 +"Ireland","Other non-renewable energy","Off-grid","2021",.. +"Israel","Solar photovoltaic","On-grid","2021",2313.000 +"Israel","Solar photovoltaic","Off-grid","2021",.. +"Israel","Solar thermal energy","On-grid","2021",242.000 +"Israel","Solar thermal energy","Off-grid","2021",.. +"Israel","Onshore wind energy","On-grid","2021",27.250 +"Israel","Onshore wind energy","Off-grid","2021",.. +"Israel","Offshore wind energy","On-grid","2021",.. +"Israel","Offshore wind energy","Off-grid","2021",.. +"Israel","Renewable hydropower","On-grid","2021",6.000 +"Israel","Renewable hydropower","Off-grid","2021",.. +"Israel","Mixed Hydro Plants","On-grid","2021",.. +"Israel","Mixed Hydro Plants","Off-grid","2021",.. +"Israel","Pumped storage","On-grid","2021",300.000 +"Israel","Pumped storage","Off-grid","2021",.. +"Israel","Marine energy","On-grid","2021",.. +"Israel","Marine energy","Off-grid","2021",.. +"Israel","Solid biofuels","On-grid","2021",.. +"Israel","Solid biofuels","Off-grid","2021",.. +"Israel","Renewable municipal waste","On-grid","2021",.. +"Israel","Renewable municipal waste","Off-grid","2021",.. +"Israel","Liquid biofuels","On-grid","2021",.. +"Israel","Liquid biofuels","Off-grid","2021",.. +"Israel","Biogas","On-grid","2021",26.028 +"Israel","Biogas","Off-grid","2021",.. +"Israel","Geothermal energy","On-grid","2021",.. +"Israel","Geothermal energy","Off-grid","2021",.. +"Israel","Coal and peat","On-grid","2021",4800.000 +"Israel","Coal and peat","Off-grid","2021",.. +"Israel","Oil","On-grid","2021",895.000 +"Israel","Oil","Off-grid","2021",.. +"Israel","Natural gas","On-grid","2021",11400.000 +"Israel","Natural gas","Off-grid","2021",.. +"Israel","Fossil fuels n.e.s.","On-grid","2021",.. +"Israel","Fossil fuels n.e.s.","Off-grid","2021",.. +"Israel","Nuclear","On-grid","2021",.. +"Israel","Nuclear","Off-grid","2021",.. +"Israel","Other non-renewable energy","On-grid","2021",.. +"Israel","Other non-renewable energy","Off-grid","2021",.. +"Italy","Solar photovoltaic","On-grid","2021",22692.040 +"Italy","Solar photovoltaic","Off-grid","2021",.. +"Italy","Solar thermal energy","On-grid","2021",6.070 +"Italy","Solar thermal energy","Off-grid","2021",.. +"Italy","Onshore wind energy","On-grid","2021",11275.622 +"Italy","Onshore wind energy","Off-grid","2021",.. +"Italy","Offshore wind energy","On-grid","2021",.. +"Italy","Offshore wind energy","Off-grid","2021",.. +"Italy","Renewable hydropower","On-grid","2021",15460.003 +"Italy","Renewable hydropower","Off-grid","2021",.. +"Italy","Mixed Hydro Plants","On-grid","2021",3311.602 +"Italy","Mixed Hydro Plants","Off-grid","2021",.. +"Italy","Pumped storage","On-grid","2021",3940.380 +"Italy","Pumped storage","Off-grid","2021",.. +"Italy","Marine energy","On-grid","2021",0.205 +"Italy","Marine energy","Off-grid","2021",.. +"Italy","Solid biofuels","On-grid","2021",726.182 +"Italy","Solid biofuels","Off-grid","2021",.. +"Italy","Renewable municipal waste","On-grid","2021",401.928 +"Italy","Renewable municipal waste","Off-grid","2021",.. +"Italy","Liquid biofuels","On-grid","2021",932.026 +"Italy","Liquid biofuels","Off-grid","2021",.. +"Italy","Biogas","On-grid","2021",1379.058 +"Italy","Biogas","Off-grid","2021",.. +"Italy","Geothermal energy","On-grid","2021",801.790 +"Italy","Geothermal energy","Off-grid","2021",.. +"Italy","Coal and peat","On-grid","2021",.. +"Italy","Coal and peat","Off-grid","2021",.. +"Italy","Oil","On-grid","2021",.. +"Italy","Oil","Off-grid","2021",.. +"Italy","Natural gas","On-grid","2021",.. +"Italy","Natural gas","Off-grid","2021",.. +"Italy","Fossil fuels n.e.s.","On-grid","2021",55336.470 +"Italy","Fossil fuels n.e.s.","Off-grid","2021",.. +"Italy","Nuclear","On-grid","2021",.. +"Italy","Nuclear","Off-grid","2021",.. +"Italy","Other non-renewable energy","On-grid","2021",720.036 +"Italy","Other non-renewable energy","Off-grid","2021",.. +"Jamaica","Solar photovoltaic","On-grid","2021",92.500 +"Jamaica","Solar photovoltaic","Off-grid","2021",0.013 +"Jamaica","Solar thermal energy","On-grid","2021",.. +"Jamaica","Solar thermal energy","Off-grid","2021",.. +"Jamaica","Onshore wind energy","On-grid","2021",99.000 +"Jamaica","Onshore wind energy","Off-grid","2021",.. +"Jamaica","Offshore wind energy","On-grid","2021",.. +"Jamaica","Offshore wind energy","Off-grid","2021",.. +"Jamaica","Renewable hydropower","On-grid","2021",30.000 +"Jamaica","Renewable hydropower","Off-grid","2021",.. +"Jamaica","Mixed Hydro Plants","On-grid","2021",.. +"Jamaica","Mixed Hydro Plants","Off-grid","2021",.. +"Jamaica","Pumped storage","On-grid","2021",.. +"Jamaica","Pumped storage","Off-grid","2021",.. +"Jamaica","Marine energy","On-grid","2021",.. +"Jamaica","Marine energy","Off-grid","2021",.. +"Jamaica","Solid biofuels","On-grid","2021",32.130 +"Jamaica","Solid biofuels","Off-grid","2021",.. +"Jamaica","Renewable municipal waste","On-grid","2021",.. +"Jamaica","Renewable municipal waste","Off-grid","2021",.. +"Jamaica","Liquid biofuels","On-grid","2021",.. +"Jamaica","Liquid biofuels","Off-grid","2021",.. +"Jamaica","Biogas","On-grid","2021",.. +"Jamaica","Biogas","Off-grid","2021",.. +"Jamaica","Geothermal energy","On-grid","2021",.. +"Jamaica","Geothermal energy","Off-grid","2021",.. +"Jamaica","Coal and peat","On-grid","2021",.. +"Jamaica","Coal and peat","Off-grid","2021",.. +"Jamaica","Oil","On-grid","2021",891.660 +"Jamaica","Oil","Off-grid","2021",.. +"Jamaica","Natural gas","On-grid","2021",302.000 +"Jamaica","Natural gas","Off-grid","2021",.. +"Jamaica","Fossil fuels n.e.s.","On-grid","2021",.. +"Jamaica","Fossil fuels n.e.s.","Off-grid","2021",.. +"Jamaica","Nuclear","On-grid","2021",.. +"Jamaica","Nuclear","Off-grid","2021",.. +"Jamaica","Other non-renewable energy","On-grid","2021",.. +"Jamaica","Other non-renewable energy","Off-grid","2021",.. +"Japan","Solar photovoltaic","On-grid","2021",74191.000 +"Japan","Solar photovoltaic","Off-grid","2021",.. +"Japan","Solar thermal energy","On-grid","2021",.. +"Japan","Solar thermal energy","Off-grid","2021",.. +"Japan","Onshore wind energy","On-grid","2021",4406.000 +"Japan","Onshore wind energy","Off-grid","2021",.. +"Japan","Offshore wind energy","On-grid","2021",65.000 +"Japan","Offshore wind energy","Off-grid","2021",.. +"Japan","Renewable hydropower","On-grid","2021",22500.000 +"Japan","Renewable hydropower","Off-grid","2021",.. +"Japan","Mixed Hydro Plants","On-grid","2021",5625.000 +"Japan","Mixed Hydro Plants","Off-grid","2021",.. +"Japan","Pumped storage","On-grid","2021",21894.000 +"Japan","Pumped storage","Off-grid","2021",.. +"Japan","Marine energy","On-grid","2021",.. +"Japan","Marine energy","Off-grid","2021",.. +"Japan","Solid biofuels","On-grid","2021",3474.000 +"Japan","Solid biofuels","Off-grid","2021",.. +"Japan","Renewable municipal waste","On-grid","2021",1032.500 +"Japan","Renewable municipal waste","Off-grid","2021",.. +"Japan","Liquid biofuels","On-grid","2021",.. +"Japan","Liquid biofuels","Off-grid","2021",.. +"Japan","Biogas","On-grid","2021",85.000 +"Japan","Biogas","Off-grid","2021",.. +"Japan","Geothermal energy","On-grid","2021",481.000 +"Japan","Geothermal energy","Off-grid","2021",.. +"Japan","Coal and peat","On-grid","2021",39806.000 +"Japan","Coal and peat","Off-grid","2021",.. +"Japan","Oil","On-grid","2021",38536.000 +"Japan","Oil","Off-grid","2021",.. +"Japan","Natural gas","On-grid","2021",47408.000 +"Japan","Natural gas","Off-grid","2021",.. +"Japan","Fossil fuels n.e.s.","On-grid","2021",66309.000 +"Japan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Japan","Nuclear","On-grid","2021",33083.000 +"Japan","Nuclear","Off-grid","2021",.. +"Japan","Other non-renewable energy","On-grid","2021",1058.500 +"Japan","Other non-renewable energy","Off-grid","2021",.. +"Jordan","Solar photovoltaic","On-grid","2021",1518.200 +"Jordan","Solar photovoltaic","Off-grid","2021",2.375 +"Jordan","Solar thermal energy","On-grid","2021",.. +"Jordan","Solar thermal energy","Off-grid","2021",.. +"Jordan","Onshore wind energy","On-grid","2021",621.500 +"Jordan","Onshore wind energy","Off-grid","2021",0.010 +"Jordan","Offshore wind energy","On-grid","2021",.. +"Jordan","Offshore wind energy","Off-grid","2021",.. +"Jordan","Renewable hydropower","On-grid","2021",16.200 +"Jordan","Renewable hydropower","Off-grid","2021",.. +"Jordan","Mixed Hydro Plants","On-grid","2021",.. +"Jordan","Mixed Hydro Plants","Off-grid","2021",.. +"Jordan","Pumped storage","On-grid","2021",.. +"Jordan","Pumped storage","Off-grid","2021",.. +"Jordan","Marine energy","On-grid","2021",.. +"Jordan","Marine energy","Off-grid","2021",.. +"Jordan","Solid biofuels","On-grid","2021",.. +"Jordan","Solid biofuels","Off-grid","2021",.. +"Jordan","Renewable municipal waste","On-grid","2021",.. +"Jordan","Renewable municipal waste","Off-grid","2021",.. +"Jordan","Liquid biofuels","On-grid","2021",.. +"Jordan","Liquid biofuels","Off-grid","2021",.. +"Jordan","Biogas","On-grid","2021",13.000 +"Jordan","Biogas","Off-grid","2021",.. +"Jordan","Geothermal energy","On-grid","2021",.. +"Jordan","Geothermal energy","Off-grid","2021",.. +"Jordan","Coal and peat","On-grid","2021",.. +"Jordan","Coal and peat","Off-grid","2021",.. +"Jordan","Oil","On-grid","2021",1049.000 +"Jordan","Oil","Off-grid","2021",.. +"Jordan","Natural gas","On-grid","2021",3186.000 +"Jordan","Natural gas","Off-grid","2021",.. +"Jordan","Fossil fuels n.e.s.","On-grid","2021",.. +"Jordan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Jordan","Nuclear","On-grid","2021",.. +"Jordan","Nuclear","Off-grid","2021",.. +"Jordan","Other non-renewable energy","On-grid","2021",.. +"Jordan","Other non-renewable energy","Off-grid","2021",.. +"Kazakhstan","Solar photovoltaic","On-grid","2021",1949.210 +"Kazakhstan","Solar photovoltaic","Off-grid","2021",885.256 +"Kazakhstan","Solar thermal energy","On-grid","2021",.. +"Kazakhstan","Solar thermal energy","Off-grid","2021",.. +"Kazakhstan","Onshore wind energy","On-grid","2021",1170.250 +"Kazakhstan","Onshore wind energy","Off-grid","2021",.. +"Kazakhstan","Offshore wind energy","On-grid","2021",.. +"Kazakhstan","Offshore wind energy","Off-grid","2021",.. +"Kazakhstan","Renewable hydropower","On-grid","2021",3065.700 +"Kazakhstan","Renewable hydropower","Off-grid","2021",.. +"Kazakhstan","Mixed Hydro Plants","On-grid","2021",.. +"Kazakhstan","Mixed Hydro Plants","Off-grid","2021",.. +"Kazakhstan","Pumped storage","On-grid","2021",.. +"Kazakhstan","Pumped storage","Off-grid","2021",.. +"Kazakhstan","Marine energy","On-grid","2021",.. +"Kazakhstan","Marine energy","Off-grid","2021",.. +"Kazakhstan","Solid biofuels","On-grid","2021",.. +"Kazakhstan","Solid biofuels","Off-grid","2021",.. +"Kazakhstan","Renewable municipal waste","On-grid","2021",.. +"Kazakhstan","Renewable municipal waste","Off-grid","2021",.. +"Kazakhstan","Liquid biofuels","On-grid","2021",.. +"Kazakhstan","Liquid biofuels","Off-grid","2021",.. +"Kazakhstan","Biogas","On-grid","2021",15.640 +"Kazakhstan","Biogas","Off-grid","2021",.. +"Kazakhstan","Geothermal energy","On-grid","2021",.. +"Kazakhstan","Geothermal energy","Off-grid","2021",.. +"Kazakhstan","Coal and peat","On-grid","2021",.. +"Kazakhstan","Coal and peat","Off-grid","2021",.. +"Kazakhstan","Oil","On-grid","2021",.. +"Kazakhstan","Oil","Off-grid","2021",.. +"Kazakhstan","Natural gas","On-grid","2021",.. +"Kazakhstan","Natural gas","Off-grid","2021",.. +"Kazakhstan","Fossil fuels n.e.s.","On-grid","2021",21901.900 +"Kazakhstan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Kazakhstan","Nuclear","On-grid","2021",.. +"Kazakhstan","Nuclear","Off-grid","2021",.. +"Kazakhstan","Other non-renewable energy","On-grid","2021",.. +"Kazakhstan","Other non-renewable energy","Off-grid","2021",.. +"Kenya","Solar photovoltaic","On-grid","2021",97.272 +"Kenya","Solar photovoltaic","Off-grid","2021",49.477 +"Kenya","Solar thermal energy","On-grid","2021",.. +"Kenya","Solar thermal energy","Off-grid","2021",.. +"Kenya","Onshore wind energy","On-grid","2021",435.500 +"Kenya","Onshore wind energy","Off-grid","2021",0.600 +"Kenya","Offshore wind energy","On-grid","2021",.. +"Kenya","Offshore wind energy","Off-grid","2021",.. +"Kenya","Renewable hydropower","On-grid","2021",835.894 +"Kenya","Renewable hydropower","Off-grid","2021",15.389 +"Kenya","Mixed Hydro Plants","On-grid","2021",.. +"Kenya","Mixed Hydro Plants","Off-grid","2021",.. +"Kenya","Pumped storage","On-grid","2021",.. +"Kenya","Pumped storage","Off-grid","2021",.. +"Kenya","Marine energy","On-grid","2021",.. +"Kenya","Marine energy","Off-grid","2021",.. +"Kenya","Solid biofuels","On-grid","2021",85.200 +"Kenya","Solid biofuels","Off-grid","2021",.. +"Kenya","Renewable municipal waste","On-grid","2021",.. +"Kenya","Renewable municipal waste","Off-grid","2021",.. +"Kenya","Liquid biofuels","On-grid","2021",.. +"Kenya","Liquid biofuels","Off-grid","2021",.. +"Kenya","Biogas","On-grid","2021",2.000 +"Kenya","Biogas","Off-grid","2021",0.004 +"Kenya","Geothermal energy","On-grid","2021",863.000 +"Kenya","Geothermal energy","Off-grid","2021",.. +"Kenya","Coal and peat","On-grid","2021",.. +"Kenya","Coal and peat","Off-grid","2021",.. +"Kenya","Oil","On-grid","2021",720.500 +"Kenya","Oil","Off-grid","2021",.. +"Kenya","Natural gas","On-grid","2021",.. +"Kenya","Natural gas","Off-grid","2021",.. +"Kenya","Fossil fuels n.e.s.","On-grid","2021",.. +"Kenya","Fossil fuels n.e.s.","Off-grid","2021",31.400 +"Kenya","Nuclear","On-grid","2021",.. +"Kenya","Nuclear","Off-grid","2021",.. +"Kenya","Other non-renewable energy","On-grid","2021",.. +"Kenya","Other non-renewable energy","Off-grid","2021",.. +"Kiribati","Solar photovoltaic","On-grid","2021",1.465 +"Kiribati","Solar photovoltaic","Off-grid","2021",1.397 +"Kiribati","Solar thermal energy","On-grid","2021",.. +"Kiribati","Solar thermal energy","Off-grid","2021",.. +"Kiribati","Onshore wind energy","On-grid","2021",.. +"Kiribati","Onshore wind energy","Off-grid","2021",.. +"Kiribati","Offshore wind energy","On-grid","2021",.. +"Kiribati","Offshore wind energy","Off-grid","2021",.. +"Kiribati","Renewable hydropower","On-grid","2021",.. +"Kiribati","Renewable hydropower","Off-grid","2021",.. +"Kiribati","Mixed Hydro Plants","On-grid","2021",.. +"Kiribati","Mixed Hydro Plants","Off-grid","2021",.. +"Kiribati","Pumped storage","On-grid","2021",.. +"Kiribati","Pumped storage","Off-grid","2021",.. +"Kiribati","Marine energy","On-grid","2021",.. +"Kiribati","Marine energy","Off-grid","2021",.. +"Kiribati","Solid biofuels","On-grid","2021",.. +"Kiribati","Solid biofuels","Off-grid","2021",.. +"Kiribati","Renewable municipal waste","On-grid","2021",.. +"Kiribati","Renewable municipal waste","Off-grid","2021",.. +"Kiribati","Liquid biofuels","On-grid","2021",.. +"Kiribati","Liquid biofuels","Off-grid","2021",.. +"Kiribati","Biogas","On-grid","2021",.. +"Kiribati","Biogas","Off-grid","2021",.. +"Kiribati","Geothermal energy","On-grid","2021",.. +"Kiribati","Geothermal energy","Off-grid","2021",.. +"Kiribati","Coal and peat","On-grid","2021",.. +"Kiribati","Coal and peat","Off-grid","2021",.. +"Kiribati","Oil","On-grid","2021",6.540 +"Kiribati","Oil","Off-grid","2021",.. +"Kiribati","Natural gas","On-grid","2021",.. +"Kiribati","Natural gas","Off-grid","2021",.. +"Kiribati","Fossil fuels n.e.s.","On-grid","2021",.. +"Kiribati","Fossil fuels n.e.s.","Off-grid","2021",.. +"Kiribati","Nuclear","On-grid","2021",.. +"Kiribati","Nuclear","Off-grid","2021",.. +"Kiribati","Other non-renewable energy","On-grid","2021",.. +"Kiribati","Other non-renewable energy","Off-grid","2021",.. +"Kosovo","Solar photovoltaic","On-grid","2021",10.000 +"Kosovo","Solar photovoltaic","Off-grid","2021",.. +"Kosovo","Solar thermal energy","On-grid","2021",.. +"Kosovo","Solar thermal energy","Off-grid","2021",.. +"Kosovo","Onshore wind energy","On-grid","2021",137.000 +"Kosovo","Onshore wind energy","Off-grid","2021",.. +"Kosovo","Offshore wind energy","On-grid","2021",.. +"Kosovo","Offshore wind energy","Off-grid","2021",.. +"Kosovo","Renewable hydropower","On-grid","2021",95.110 +"Kosovo","Renewable hydropower","Off-grid","2021",.. +"Kosovo","Mixed Hydro Plants","On-grid","2021",.. +"Kosovo","Mixed Hydro Plants","Off-grid","2021",.. +"Kosovo","Pumped storage","On-grid","2021",.. +"Kosovo","Pumped storage","Off-grid","2021",.. +"Kosovo","Marine energy","On-grid","2021",.. +"Kosovo","Marine energy","Off-grid","2021",.. +"Kosovo","Solid biofuels","On-grid","2021",.. +"Kosovo","Solid biofuels","Off-grid","2021",.. +"Kosovo","Renewable municipal waste","On-grid","2021",.. +"Kosovo","Renewable municipal waste","Off-grid","2021",.. +"Kosovo","Liquid biofuels","On-grid","2021",.. +"Kosovo","Liquid biofuels","Off-grid","2021",.. +"Kosovo","Biogas","On-grid","2021",.. +"Kosovo","Biogas","Off-grid","2021",.. +"Kosovo","Geothermal energy","On-grid","2021",.. +"Kosovo","Geothermal energy","Off-grid","2021",.. +"Kosovo","Coal and peat","On-grid","2021",.. +"Kosovo","Coal and peat","Off-grid","2021",.. +"Kosovo","Oil","On-grid","2021",.. +"Kosovo","Oil","Off-grid","2021",.. +"Kosovo","Natural gas","On-grid","2021",.. +"Kosovo","Natural gas","Off-grid","2021",.. +"Kosovo","Fossil fuels n.e.s.","On-grid","2021",1288.000 +"Kosovo","Fossil fuels n.e.s.","Off-grid","2021",.. +"Kosovo","Nuclear","On-grid","2021",.. +"Kosovo","Nuclear","Off-grid","2021",.. +"Kosovo","Other non-renewable energy","On-grid","2021",.. +"Kosovo","Other non-renewable energy","Off-grid","2021",.. +"Kuwait","Solar photovoltaic","On-grid","2021",43.344 +"Kuwait","Solar photovoltaic","Off-grid","2021",.. +"Kuwait","Solar thermal energy","On-grid","2021",50.000 +"Kuwait","Solar thermal energy","Off-grid","2021",.. +"Kuwait","Onshore wind energy","On-grid","2021",10.000 +"Kuwait","Onshore wind energy","Off-grid","2021",2.400 +"Kuwait","Offshore wind energy","On-grid","2021",.. +"Kuwait","Offshore wind energy","Off-grid","2021",.. +"Kuwait","Renewable hydropower","On-grid","2021",.. +"Kuwait","Renewable hydropower","Off-grid","2021",.. +"Kuwait","Mixed Hydro Plants","On-grid","2021",.. +"Kuwait","Mixed Hydro Plants","Off-grid","2021",.. +"Kuwait","Pumped storage","On-grid","2021",.. +"Kuwait","Pumped storage","Off-grid","2021",.. +"Kuwait","Marine energy","On-grid","2021",.. +"Kuwait","Marine energy","Off-grid","2021",.. +"Kuwait","Solid biofuels","On-grid","2021",.. +"Kuwait","Solid biofuels","Off-grid","2021",.. +"Kuwait","Renewable municipal waste","On-grid","2021",.. +"Kuwait","Renewable municipal waste","Off-grid","2021",.. +"Kuwait","Liquid biofuels","On-grid","2021",.. +"Kuwait","Liquid biofuels","Off-grid","2021",.. +"Kuwait","Biogas","On-grid","2021",.. +"Kuwait","Biogas","Off-grid","2021",.. +"Kuwait","Geothermal energy","On-grid","2021",.. +"Kuwait","Geothermal energy","Off-grid","2021",.. +"Kuwait","Coal and peat","On-grid","2021",.. +"Kuwait","Coal and peat","Off-grid","2021",.. +"Kuwait","Oil","On-grid","2021",.. +"Kuwait","Oil","Off-grid","2021",.. +"Kuwait","Natural gas","On-grid","2021",.. +"Kuwait","Natural gas","Off-grid","2021",.. +"Kuwait","Fossil fuels n.e.s.","On-grid","2021",20153.000 +"Kuwait","Fossil fuels n.e.s.","Off-grid","2021",.. +"Kuwait","Nuclear","On-grid","2021",.. +"Kuwait","Nuclear","Off-grid","2021",.. +"Kuwait","Other non-renewable energy","On-grid","2021",.. +"Kuwait","Other non-renewable energy","Off-grid","2021",.. +"Kyrgyzstan","Solar photovoltaic","On-grid","2021",.. +"Kyrgyzstan","Solar photovoltaic","Off-grid","2021",.. +"Kyrgyzstan","Solar thermal energy","On-grid","2021",.. +"Kyrgyzstan","Solar thermal energy","Off-grid","2021",.. +"Kyrgyzstan","Onshore wind energy","On-grid","2021",.. +"Kyrgyzstan","Onshore wind energy","Off-grid","2021",.. +"Kyrgyzstan","Offshore wind energy","On-grid","2021",.. +"Kyrgyzstan","Offshore wind energy","Off-grid","2021",.. +"Kyrgyzstan","Renewable hydropower","On-grid","2021",3683.500 +"Kyrgyzstan","Renewable hydropower","Off-grid","2021",.. +"Kyrgyzstan","Mixed Hydro Plants","On-grid","2021",.. +"Kyrgyzstan","Mixed Hydro Plants","Off-grid","2021",.. +"Kyrgyzstan","Pumped storage","On-grid","2021",.. +"Kyrgyzstan","Pumped storage","Off-grid","2021",.. +"Kyrgyzstan","Marine energy","On-grid","2021",.. +"Kyrgyzstan","Marine energy","Off-grid","2021",.. +"Kyrgyzstan","Solid biofuels","On-grid","2021",.. +"Kyrgyzstan","Solid biofuels","Off-grid","2021",.. +"Kyrgyzstan","Renewable municipal waste","On-grid","2021",.. +"Kyrgyzstan","Renewable municipal waste","Off-grid","2021",.. +"Kyrgyzstan","Liquid biofuels","On-grid","2021",.. +"Kyrgyzstan","Liquid biofuels","Off-grid","2021",.. +"Kyrgyzstan","Biogas","On-grid","2021",.. +"Kyrgyzstan","Biogas","Off-grid","2021",.. +"Kyrgyzstan","Geothermal energy","On-grid","2021",.. +"Kyrgyzstan","Geothermal energy","Off-grid","2021",.. +"Kyrgyzstan","Coal and peat","On-grid","2021",633.300 +"Kyrgyzstan","Coal and peat","Off-grid","2021",.. +"Kyrgyzstan","Oil","On-grid","2021",.. +"Kyrgyzstan","Oil","Off-grid","2021",.. +"Kyrgyzstan","Natural gas","On-grid","2021",.. +"Kyrgyzstan","Natural gas","Off-grid","2021",.. +"Kyrgyzstan","Fossil fuels n.e.s.","On-grid","2021",.. +"Kyrgyzstan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Kyrgyzstan","Nuclear","On-grid","2021",.. +"Kyrgyzstan","Nuclear","Off-grid","2021",.. +"Kyrgyzstan","Other non-renewable energy","On-grid","2021",.. +"Kyrgyzstan","Other non-renewable energy","Off-grid","2021",.. +"Lao People's Democratic Republic","Solar photovoltaic","On-grid","2021",32.636 +"Lao People's Democratic Republic","Solar photovoltaic","Off-grid","2021",1.409 +"Lao People's Democratic Republic","Solar thermal energy","On-grid","2021",.. +"Lao People's Democratic Republic","Solar thermal energy","Off-grid","2021",.. +"Lao People's Democratic Republic","Onshore wind energy","On-grid","2021",.. +"Lao People's Democratic Republic","Onshore wind energy","Off-grid","2021",.. +"Lao People's Democratic Republic","Offshore wind energy","On-grid","2021",.. +"Lao People's Democratic Republic","Offshore wind energy","Off-grid","2021",.. +"Lao People's Democratic Republic","Renewable hydropower","On-grid","2021",8347.480 +"Lao People's Democratic Republic","Renewable hydropower","Off-grid","2021",2.005 +"Lao People's Democratic Republic","Mixed Hydro Plants","On-grid","2021",.. +"Lao People's Democratic Republic","Mixed Hydro Plants","Off-grid","2021",.. +"Lao People's Democratic Republic","Pumped storage","On-grid","2021",.. +"Lao People's Democratic Republic","Pumped storage","Off-grid","2021",.. +"Lao People's Democratic Republic","Marine energy","On-grid","2021",.. +"Lao People's Democratic Republic","Marine energy","Off-grid","2021",.. +"Lao People's Democratic Republic","Solid biofuels","On-grid","2021",105.000 +"Lao People's Democratic Republic","Solid biofuels","Off-grid","2021",.. +"Lao People's Democratic Republic","Renewable municipal waste","On-grid","2021",.. +"Lao People's Democratic Republic","Renewable municipal waste","Off-grid","2021",.. +"Lao People's Democratic Republic","Liquid biofuels","On-grid","2021",.. +"Lao People's Democratic Republic","Liquid biofuels","Off-grid","2021",.. +"Lao People's Democratic Republic","Biogas","On-grid","2021",.. +"Lao People's Democratic Republic","Biogas","Off-grid","2021",0.290 +"Lao People's Democratic Republic","Geothermal energy","On-grid","2021",.. +"Lao People's Democratic Republic","Geothermal energy","Off-grid","2021",.. +"Lao People's Democratic Republic","Coal and peat","On-grid","2021",1878.000 +"Lao People's Democratic Republic","Coal and peat","Off-grid","2021",.. +"Lao People's Democratic Republic","Oil","On-grid","2021",.. +"Lao People's Democratic Republic","Oil","Off-grid","2021",0.021 +"Lao People's Democratic Republic","Natural gas","On-grid","2021",.. +"Lao People's Democratic Republic","Natural gas","Off-grid","2021",.. +"Lao People's Democratic Republic","Fossil fuels n.e.s.","On-grid","2021",.. +"Lao People's Democratic Republic","Fossil fuels n.e.s.","Off-grid","2021",.. +"Lao People's Democratic Republic","Nuclear","On-grid","2021",.. +"Lao People's Democratic Republic","Nuclear","Off-grid","2021",.. +"Lao People's Democratic Republic","Other non-renewable energy","On-grid","2021",.. +"Lao People's Democratic Republic","Other non-renewable energy","Off-grid","2021",.. +"Latvia","Solar photovoltaic","On-grid","2021",8.102 +"Latvia","Solar photovoltaic","Off-grid","2021",.. +"Latvia","Solar thermal energy","On-grid","2021",.. +"Latvia","Solar thermal energy","Off-grid","2021",.. +"Latvia","Onshore wind energy","On-grid","2021",80.922 +"Latvia","Onshore wind energy","Off-grid","2021",.. +"Latvia","Offshore wind energy","On-grid","2021",.. +"Latvia","Offshore wind energy","Off-grid","2021",.. +"Latvia","Renewable hydropower","On-grid","2021",1596.276 +"Latvia","Renewable hydropower","Off-grid","2021",.. +"Latvia","Mixed Hydro Plants","On-grid","2021",.. +"Latvia","Mixed Hydro Plants","Off-grid","2021",.. +"Latvia","Pumped storage","On-grid","2021",.. +"Latvia","Pumped storage","Off-grid","2021",.. +"Latvia","Marine energy","On-grid","2021",.. +"Latvia","Marine energy","Off-grid","2021",.. +"Latvia","Solid biofuels","On-grid","2021",111.067 +"Latvia","Solid biofuels","Off-grid","2021",.. +"Latvia","Renewable municipal waste","On-grid","2021",.. +"Latvia","Renewable municipal waste","Off-grid","2021",.. +"Latvia","Liquid biofuels","On-grid","2021",.. +"Latvia","Liquid biofuels","Off-grid","2021",.. +"Latvia","Biogas","On-grid","2021",60.246 +"Latvia","Biogas","Off-grid","2021",.. +"Latvia","Geothermal energy","On-grid","2021",.. +"Latvia","Geothermal energy","Off-grid","2021",.. +"Latvia","Coal and peat","On-grid","2021",.. +"Latvia","Coal and peat","Off-grid","2021",.. +"Latvia","Oil","On-grid","2021",.. +"Latvia","Oil","Off-grid","2021",.. +"Latvia","Natural gas","On-grid","2021",.. +"Latvia","Natural gas","Off-grid","2021",.. +"Latvia","Fossil fuels n.e.s.","On-grid","2021",1258.865 +"Latvia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Latvia","Nuclear","On-grid","2021",.. +"Latvia","Nuclear","Off-grid","2021",.. +"Latvia","Other non-renewable energy","On-grid","2021",.. +"Latvia","Other non-renewable energy","Off-grid","2021",.. +"Lebanon","Solar photovoltaic","On-grid","2021",73.770 +"Lebanon","Solar photovoltaic","Off-grid","2021",4.890 +"Lebanon","Solar thermal energy","On-grid","2021",.. +"Lebanon","Solar thermal energy","Off-grid","2021",.. +"Lebanon","Onshore wind energy","On-grid","2021",.. +"Lebanon","Onshore wind energy","Off-grid","2021",3.000 +"Lebanon","Offshore wind energy","On-grid","2021",.. +"Lebanon","Offshore wind energy","Off-grid","2021",.. +"Lebanon","Renewable hydropower","On-grid","2021",282.000 +"Lebanon","Renewable hydropower","Off-grid","2021",.. +"Lebanon","Mixed Hydro Plants","On-grid","2021",.. +"Lebanon","Mixed Hydro Plants","Off-grid","2021",.. +"Lebanon","Pumped storage","On-grid","2021",.. +"Lebanon","Pumped storage","Off-grid","2021",.. +"Lebanon","Marine energy","On-grid","2021",.. +"Lebanon","Marine energy","Off-grid","2021",.. +"Lebanon","Solid biofuels","On-grid","2021",.. +"Lebanon","Solid biofuels","Off-grid","2021",.. +"Lebanon","Renewable municipal waste","On-grid","2021",.. +"Lebanon","Renewable municipal waste","Off-grid","2021",.. +"Lebanon","Liquid biofuels","On-grid","2021",.. +"Lebanon","Liquid biofuels","Off-grid","2021",.. +"Lebanon","Biogas","On-grid","2021",9.000 +"Lebanon","Biogas","Off-grid","2021",.. +"Lebanon","Geothermal energy","On-grid","2021",.. +"Lebanon","Geothermal energy","Off-grid","2021",.. +"Lebanon","Coal and peat","On-grid","2021",.. +"Lebanon","Coal and peat","Off-grid","2021",.. +"Lebanon","Oil","On-grid","2021",.. +"Lebanon","Oil","Off-grid","2021",.. +"Lebanon","Natural gas","On-grid","2021",.. +"Lebanon","Natural gas","Off-grid","2021",.. +"Lebanon","Fossil fuels n.e.s.","On-grid","2021",1839.000 +"Lebanon","Fossil fuels n.e.s.","Off-grid","2021",1200.000 +"Lebanon","Nuclear","On-grid","2021",.. +"Lebanon","Nuclear","Off-grid","2021",.. +"Lebanon","Other non-renewable energy","On-grid","2021",.. +"Lebanon","Other non-renewable energy","Off-grid","2021",.. +"Lesotho","Solar photovoltaic","On-grid","2021",0.200 +"Lesotho","Solar photovoltaic","Off-grid","2021",0.163 +"Lesotho","Solar thermal energy","On-grid","2021",.. +"Lesotho","Solar thermal energy","Off-grid","2021",.. +"Lesotho","Onshore wind energy","On-grid","2021",.. +"Lesotho","Onshore wind energy","Off-grid","2021",.. +"Lesotho","Offshore wind energy","On-grid","2021",.. +"Lesotho","Offshore wind energy","Off-grid","2021",.. +"Lesotho","Renewable hydropower","On-grid","2021",74.570 +"Lesotho","Renewable hydropower","Off-grid","2021",0.180 +"Lesotho","Mixed Hydro Plants","On-grid","2021",.. +"Lesotho","Mixed Hydro Plants","Off-grid","2021",.. +"Lesotho","Pumped storage","On-grid","2021",.. +"Lesotho","Pumped storage","Off-grid","2021",.. +"Lesotho","Marine energy","On-grid","2021",.. +"Lesotho","Marine energy","Off-grid","2021",.. +"Lesotho","Solid biofuels","On-grid","2021",.. +"Lesotho","Solid biofuels","Off-grid","2021",.. +"Lesotho","Renewable municipal waste","On-grid","2021",.. +"Lesotho","Renewable municipal waste","Off-grid","2021",.. +"Lesotho","Liquid biofuels","On-grid","2021",.. +"Lesotho","Liquid biofuels","Off-grid","2021",.. +"Lesotho","Biogas","On-grid","2021",.. +"Lesotho","Biogas","Off-grid","2021",.. +"Lesotho","Geothermal energy","On-grid","2021",.. +"Lesotho","Geothermal energy","Off-grid","2021",.. +"Lesotho","Coal and peat","On-grid","2021",.. +"Lesotho","Coal and peat","Off-grid","2021",.. +"Lesotho","Oil","On-grid","2021",.. +"Lesotho","Oil","Off-grid","2021",.. +"Lesotho","Natural gas","On-grid","2021",.. +"Lesotho","Natural gas","Off-grid","2021",.. +"Lesotho","Fossil fuels n.e.s.","On-grid","2021",.. +"Lesotho","Fossil fuels n.e.s.","Off-grid","2021",0.120 +"Lesotho","Nuclear","On-grid","2021",.. +"Lesotho","Nuclear","Off-grid","2021",.. +"Lesotho","Other non-renewable energy","On-grid","2021",.. +"Lesotho","Other non-renewable energy","Off-grid","2021",.. +"Liberia","Solar photovoltaic","On-grid","2021",.. +"Liberia","Solar photovoltaic","Off-grid","2021",2.583 +"Liberia","Solar thermal energy","On-grid","2021",.. +"Liberia","Solar thermal energy","Off-grid","2021",.. +"Liberia","Onshore wind energy","On-grid","2021",.. +"Liberia","Onshore wind energy","Off-grid","2021",.. +"Liberia","Offshore wind energy","On-grid","2021",.. +"Liberia","Offshore wind energy","Off-grid","2021",.. +"Liberia","Renewable hydropower","On-grid","2021",88.000 +"Liberia","Renewable hydropower","Off-grid","2021",4.000 +"Liberia","Mixed Hydro Plants","On-grid","2021",.. +"Liberia","Mixed Hydro Plants","Off-grid","2021",.. +"Liberia","Pumped storage","On-grid","2021",.. +"Liberia","Pumped storage","Off-grid","2021",.. +"Liberia","Marine energy","On-grid","2021",.. +"Liberia","Marine energy","Off-grid","2021",.. +"Liberia","Solid biofuels","On-grid","2021",.. +"Liberia","Solid biofuels","Off-grid","2021",.. +"Liberia","Renewable municipal waste","On-grid","2021",.. +"Liberia","Renewable municipal waste","Off-grid","2021",.. +"Liberia","Liquid biofuels","On-grid","2021",.. +"Liberia","Liquid biofuels","Off-grid","2021",.. +"Liberia","Biogas","On-grid","2021",.. +"Liberia","Biogas","Off-grid","2021",.. +"Liberia","Geothermal energy","On-grid","2021",.. +"Liberia","Geothermal energy","Off-grid","2021",.. +"Liberia","Coal and peat","On-grid","2021",.. +"Liberia","Coal and peat","Off-grid","2021",.. +"Liberia","Oil","On-grid","2021",98.000 +"Liberia","Oil","Off-grid","2021",.. +"Liberia","Natural gas","On-grid","2021",.. +"Liberia","Natural gas","Off-grid","2021",.. +"Liberia","Fossil fuels n.e.s.","On-grid","2021",.. +"Liberia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Liberia","Nuclear","On-grid","2021",.. +"Liberia","Nuclear","Off-grid","2021",.. +"Liberia","Other non-renewable energy","On-grid","2021",.. +"Liberia","Other non-renewable energy","Off-grid","2021",.. +"Libya","Solar photovoltaic","On-grid","2021",.. +"Libya","Solar photovoltaic","Off-grid","2021",6.333 +"Libya","Solar thermal energy","On-grid","2021",.. +"Libya","Solar thermal energy","Off-grid","2021",.. +"Libya","Onshore wind energy","On-grid","2021",.. +"Libya","Onshore wind energy","Off-grid","2021",.. +"Libya","Offshore wind energy","On-grid","2021",.. +"Libya","Offshore wind energy","Off-grid","2021",.. +"Libya","Renewable hydropower","On-grid","2021",.. +"Libya","Renewable hydropower","Off-grid","2021",.. +"Libya","Mixed Hydro Plants","On-grid","2021",.. +"Libya","Mixed Hydro Plants","Off-grid","2021",.. +"Libya","Pumped storage","On-grid","2021",.. +"Libya","Pumped storage","Off-grid","2021",.. +"Libya","Marine energy","On-grid","2021",.. +"Libya","Marine energy","Off-grid","2021",.. +"Libya","Solid biofuels","On-grid","2021",.. +"Libya","Solid biofuels","Off-grid","2021",.. +"Libya","Renewable municipal waste","On-grid","2021",.. +"Libya","Renewable municipal waste","Off-grid","2021",.. +"Libya","Liquid biofuels","On-grid","2021",.. +"Libya","Liquid biofuels","Off-grid","2021",.. +"Libya","Biogas","On-grid","2021",.. +"Libya","Biogas","Off-grid","2021",.. +"Libya","Geothermal energy","On-grid","2021",.. +"Libya","Geothermal energy","Off-grid","2021",.. +"Libya","Coal and peat","On-grid","2021",.. +"Libya","Coal and peat","Off-grid","2021",.. +"Libya","Oil","On-grid","2021",.. +"Libya","Oil","Off-grid","2021",.. +"Libya","Natural gas","On-grid","2021",.. +"Libya","Natural gas","Off-grid","2021",.. +"Libya","Fossil fuels n.e.s.","On-grid","2021",11063.000 +"Libya","Fossil fuels n.e.s.","Off-grid","2021",.. +"Libya","Nuclear","On-grid","2021",.. +"Libya","Nuclear","Off-grid","2021",.. +"Libya","Other non-renewable energy","On-grid","2021",.. +"Libya","Other non-renewable energy","Off-grid","2021",.. +"Lithuania","Solar photovoltaic","On-grid","2021",254.000 +"Lithuania","Solar photovoltaic","Off-grid","2021",84.000 +"Lithuania","Solar thermal energy","On-grid","2021",.. +"Lithuania","Solar thermal energy","Off-grid","2021",.. +"Lithuania","Onshore wind energy","On-grid","2021",671.000 +"Lithuania","Onshore wind energy","Off-grid","2021",.. +"Lithuania","Offshore wind energy","On-grid","2021",.. +"Lithuania","Offshore wind energy","Off-grid","2021",.. +"Lithuania","Renewable hydropower","On-grid","2021",126.000 +"Lithuania","Renewable hydropower","Off-grid","2021",.. +"Lithuania","Mixed Hydro Plants","On-grid","2021",.. +"Lithuania","Mixed Hydro Plants","Off-grid","2021",.. +"Lithuania","Pumped storage","On-grid","2021",760.000 +"Lithuania","Pumped storage","Off-grid","2021",.. +"Lithuania","Marine energy","On-grid","2021",.. +"Lithuania","Marine energy","Off-grid","2021",.. +"Lithuania","Solid biofuels","On-grid","2021",58.000 +"Lithuania","Solid biofuels","Off-grid","2021",.. +"Lithuania","Renewable municipal waste","On-grid","2021",36.000 +"Lithuania","Renewable municipal waste","Off-grid","2021",.. +"Lithuania","Liquid biofuels","On-grid","2021",.. +"Lithuania","Liquid biofuels","Off-grid","2021",.. +"Lithuania","Biogas","On-grid","2021",37.000 +"Lithuania","Biogas","Off-grid","2021",.. +"Lithuania","Geothermal energy","On-grid","2021",.. +"Lithuania","Geothermal energy","Off-grid","2021",.. +"Lithuania","Coal and peat","On-grid","2021",.. +"Lithuania","Coal and peat","Off-grid","2021",.. +"Lithuania","Oil","On-grid","2021",.. +"Lithuania","Oil","Off-grid","2021",.. +"Lithuania","Natural gas","On-grid","2021",.. +"Lithuania","Natural gas","Off-grid","2021",.. +"Lithuania","Fossil fuels n.e.s.","On-grid","2021",1525.000 +"Lithuania","Fossil fuels n.e.s.","Off-grid","2021",.. +"Lithuania","Nuclear","On-grid","2021",.. +"Lithuania","Nuclear","Off-grid","2021",.. +"Lithuania","Other non-renewable energy","On-grid","2021",27.000 +"Lithuania","Other non-renewable energy","Off-grid","2021",.. +"Luxembourg","Solar photovoltaic","On-grid","2021",208.643 +"Luxembourg","Solar photovoltaic","Off-grid","2021",.. +"Luxembourg","Solar thermal energy","On-grid","2021",.. +"Luxembourg","Solar thermal energy","Off-grid","2021",.. +"Luxembourg","Onshore wind energy","On-grid","2021",156.744 +"Luxembourg","Onshore wind energy","Off-grid","2021",.. +"Luxembourg","Offshore wind energy","On-grid","2021",.. +"Luxembourg","Offshore wind energy","Off-grid","2021",.. +"Luxembourg","Renewable hydropower","On-grid","2021",34.527 +"Luxembourg","Renewable hydropower","Off-grid","2021",.. +"Luxembourg","Mixed Hydro Plants","On-grid","2021",.. +"Luxembourg","Mixed Hydro Plants","Off-grid","2021",.. +"Luxembourg","Pumped storage","On-grid","2021",1296.000 +"Luxembourg","Pumped storage","Off-grid","2021",.. +"Luxembourg","Marine energy","On-grid","2021",.. +"Luxembourg","Marine energy","Off-grid","2021",.. +"Luxembourg","Solid biofuels","On-grid","2021",35.145 +"Luxembourg","Solid biofuels","Off-grid","2021",.. +"Luxembourg","Renewable municipal waste","On-grid","2021",8.625 +"Luxembourg","Renewable municipal waste","Off-grid","2021",.. +"Luxembourg","Liquid biofuels","On-grid","2021",.. +"Luxembourg","Liquid biofuels","Off-grid","2021",.. +"Luxembourg","Biogas","On-grid","2021",12.213 +"Luxembourg","Biogas","Off-grid","2021",.. +"Luxembourg","Geothermal energy","On-grid","2021",.. +"Luxembourg","Geothermal energy","Off-grid","2021",.. +"Luxembourg","Coal and peat","On-grid","2021",.. +"Luxembourg","Coal and peat","Off-grid","2021",.. +"Luxembourg","Oil","On-grid","2021",.. +"Luxembourg","Oil","Off-grid","2021",.. +"Luxembourg","Natural gas","On-grid","2021",.. +"Luxembourg","Natural gas","Off-grid","2021",.. +"Luxembourg","Fossil fuels n.e.s.","On-grid","2021",73.480 +"Luxembourg","Fossil fuels n.e.s.","Off-grid","2021",.. +"Luxembourg","Nuclear","On-grid","2021",.. +"Luxembourg","Nuclear","Off-grid","2021",.. +"Luxembourg","Other non-renewable energy","On-grid","2021",8.625 +"Luxembourg","Other non-renewable energy","Off-grid","2021",.. +"Madagascar","Solar photovoltaic","On-grid","2021",20.000 +"Madagascar","Solar photovoltaic","Off-grid","2021",13.000 +"Madagascar","Solar thermal energy","On-grid","2021",.. +"Madagascar","Solar thermal energy","Off-grid","2021",.. +"Madagascar","Onshore wind energy","On-grid","2021",.. +"Madagascar","Onshore wind energy","Off-grid","2021",0.177 +"Madagascar","Offshore wind energy","On-grid","2021",.. +"Madagascar","Offshore wind energy","Off-grid","2021",.. +"Madagascar","Renewable hydropower","On-grid","2021",158.450 +"Madagascar","Renewable hydropower","Off-grid","2021",5.349 +"Madagascar","Mixed Hydro Plants","On-grid","2021",.. +"Madagascar","Mixed Hydro Plants","Off-grid","2021",.. +"Madagascar","Pumped storage","On-grid","2021",.. +"Madagascar","Pumped storage","Off-grid","2021",.. +"Madagascar","Marine energy","On-grid","2021",.. +"Madagascar","Marine energy","Off-grid","2021",.. +"Madagascar","Solid biofuels","On-grid","2021",.. +"Madagascar","Solid biofuels","Off-grid","2021",0.234 +"Madagascar","Renewable municipal waste","On-grid","2021",.. +"Madagascar","Renewable municipal waste","Off-grid","2021",.. +"Madagascar","Liquid biofuels","On-grid","2021",.. +"Madagascar","Liquid biofuels","Off-grid","2021",.. +"Madagascar","Biogas","On-grid","2021",.. +"Madagascar","Biogas","Off-grid","2021",.. +"Madagascar","Geothermal energy","On-grid","2021",.. +"Madagascar","Geothermal energy","Off-grid","2021",.. +"Madagascar","Coal and peat","On-grid","2021",120.000 +"Madagascar","Coal and peat","Off-grid","2021",.. +"Madagascar","Oil","On-grid","2021",502.000 +"Madagascar","Oil","Off-grid","2021",.. +"Madagascar","Natural gas","On-grid","2021",.. +"Madagascar","Natural gas","Off-grid","2021",.. +"Madagascar","Fossil fuels n.e.s.","On-grid","2021",.. +"Madagascar","Fossil fuels n.e.s.","Off-grid","2021",.. +"Madagascar","Nuclear","On-grid","2021",.. +"Madagascar","Nuclear","Off-grid","2021",.. +"Madagascar","Other non-renewable energy","On-grid","2021",.. +"Madagascar","Other non-renewable energy","Off-grid","2021",.. +"Malawi","Solar photovoltaic","On-grid","2021",60.865 +"Malawi","Solar photovoltaic","Off-grid","2021",80.635 +"Malawi","Solar thermal energy","On-grid","2021",.. +"Malawi","Solar thermal energy","Off-grid","2021",.. +"Malawi","Onshore wind energy","On-grid","2021",.. +"Malawi","Onshore wind energy","Off-grid","2021",.. +"Malawi","Offshore wind energy","On-grid","2021",.. +"Malawi","Offshore wind energy","Off-grid","2021",.. +"Malawi","Renewable hydropower","On-grid","2021",371.900 +"Malawi","Renewable hydropower","Off-grid","2021",2.000 +"Malawi","Mixed Hydro Plants","On-grid","2021",.. +"Malawi","Mixed Hydro Plants","Off-grid","2021",.. +"Malawi","Pumped storage","On-grid","2021",.. +"Malawi","Pumped storage","Off-grid","2021",.. +"Malawi","Marine energy","On-grid","2021",.. +"Malawi","Marine energy","Off-grid","2021",.. +"Malawi","Solid biofuels","On-grid","2021",12.000 +"Malawi","Solid biofuels","Off-grid","2021",.. +"Malawi","Renewable municipal waste","On-grid","2021",.. +"Malawi","Renewable municipal waste","Off-grid","2021",.. +"Malawi","Liquid biofuels","On-grid","2021",.. +"Malawi","Liquid biofuels","Off-grid","2021",.. +"Malawi","Biogas","On-grid","2021",.. +"Malawi","Biogas","Off-grid","2021",.. +"Malawi","Geothermal energy","On-grid","2021",.. +"Malawi","Geothermal energy","Off-grid","2021",.. +"Malawi","Coal and peat","On-grid","2021",.. +"Malawi","Coal and peat","Off-grid","2021",.. +"Malawi","Oil","On-grid","2021",114.900 +"Malawi","Oil","Off-grid","2021",.. +"Malawi","Natural gas","On-grid","2021",.. +"Malawi","Natural gas","Off-grid","2021",.. +"Malawi","Fossil fuels n.e.s.","On-grid","2021",.. +"Malawi","Fossil fuels n.e.s.","Off-grid","2021",25.874 +"Malawi","Nuclear","On-grid","2021",.. +"Malawi","Nuclear","Off-grid","2021",.. +"Malawi","Other non-renewable energy","On-grid","2021",.. +"Malawi","Other non-renewable energy","Off-grid","2021",.. +"Malaysia","Solar photovoltaic","On-grid","2021",1779.302 +"Malaysia","Solar photovoltaic","Off-grid","2021",7.445 +"Malaysia","Solar thermal energy","On-grid","2021",.. +"Malaysia","Solar thermal energy","Off-grid","2021",.. +"Malaysia","Onshore wind energy","On-grid","2021",.. +"Malaysia","Onshore wind energy","Off-grid","2021",.. +"Malaysia","Offshore wind energy","On-grid","2021",.. +"Malaysia","Offshore wind energy","Off-grid","2021",.. +"Malaysia","Renewable hydropower","On-grid","2021",6210.290 +"Malaysia","Renewable hydropower","Off-grid","2021",0.495 +"Malaysia","Mixed Hydro Plants","On-grid","2021",.. +"Malaysia","Mixed Hydro Plants","Off-grid","2021",.. +"Malaysia","Pumped storage","On-grid","2021",.. +"Malaysia","Pumped storage","Off-grid","2021",.. +"Malaysia","Marine energy","On-grid","2021",.. +"Malaysia","Marine energy","Off-grid","2021",.. +"Malaysia","Solid biofuels","On-grid","2021",241.910 +"Malaysia","Solid biofuels","Off-grid","2021",531.640 +"Malaysia","Renewable municipal waste","On-grid","2021",6.500 +"Malaysia","Renewable municipal waste","Off-grid","2021",.. +"Malaysia","Liquid biofuels","On-grid","2021",.. +"Malaysia","Liquid biofuels","Off-grid","2021",.. +"Malaysia","Biogas","On-grid","2021",120.000 +"Malaysia","Biogas","Off-grid","2021",.. +"Malaysia","Geothermal energy","On-grid","2021",.. +"Malaysia","Geothermal energy","Off-grid","2021",.. +"Malaysia","Coal and peat","On-grid","2021",13170.000 +"Malaysia","Coal and peat","Off-grid","2021",.. +"Malaysia","Oil","On-grid","2021",370.300 +"Malaysia","Oil","Off-grid","2021",.. +"Malaysia","Natural gas","On-grid","2021",15279.950 +"Malaysia","Natural gas","Off-grid","2021",.. +"Malaysia","Fossil fuels n.e.s.","On-grid","2021",25.000 +"Malaysia","Fossil fuels n.e.s.","Off-grid","2021",943.420 +"Malaysia","Nuclear","On-grid","2021",.. +"Malaysia","Nuclear","Off-grid","2021",.. +"Malaysia","Other non-renewable energy","On-grid","2021",6.500 +"Malaysia","Other non-renewable energy","Off-grid","2021",.. +"Maldives","Solar photovoltaic","On-grid","2021",.. +"Maldives","Solar photovoltaic","Off-grid","2021",30.805 +"Maldives","Solar thermal energy","On-grid","2021",.. +"Maldives","Solar thermal energy","Off-grid","2021",.. +"Maldives","Onshore wind energy","On-grid","2021",.. +"Maldives","Onshore wind energy","Off-grid","2021",1.407 +"Maldives","Offshore wind energy","On-grid","2021",.. +"Maldives","Offshore wind energy","Off-grid","2021",.. +"Maldives","Renewable hydropower","On-grid","2021",.. +"Maldives","Renewable hydropower","Off-grid","2021",.. +"Maldives","Mixed Hydro Plants","On-grid","2021",.. +"Maldives","Mixed Hydro Plants","Off-grid","2021",.. +"Maldives","Pumped storage","On-grid","2021",.. +"Maldives","Pumped storage","Off-grid","2021",.. +"Maldives","Marine energy","On-grid","2021",.. +"Maldives","Marine energy","Off-grid","2021",.. +"Maldives","Solid biofuels","On-grid","2021",.. +"Maldives","Solid biofuels","Off-grid","2021",.. +"Maldives","Renewable municipal waste","On-grid","2021",0.250 +"Maldives","Renewable municipal waste","Off-grid","2021",.. +"Maldives","Liquid biofuels","On-grid","2021",.. +"Maldives","Liquid biofuels","Off-grid","2021",.. +"Maldives","Biogas","On-grid","2021",.. +"Maldives","Biogas","Off-grid","2021",.. +"Maldives","Geothermal energy","On-grid","2021",.. +"Maldives","Geothermal energy","Off-grid","2021",.. +"Maldives","Coal and peat","On-grid","2021",.. +"Maldives","Coal and peat","Off-grid","2021",.. +"Maldives","Oil","On-grid","2021",319.000 +"Maldives","Oil","Off-grid","2021",210.000 +"Maldives","Natural gas","On-grid","2021",.. +"Maldives","Natural gas","Off-grid","2021",.. +"Maldives","Fossil fuels n.e.s.","On-grid","2021",.. +"Maldives","Fossil fuels n.e.s.","Off-grid","2021",.. +"Maldives","Nuclear","On-grid","2021",.. +"Maldives","Nuclear","Off-grid","2021",.. +"Maldives","Other non-renewable energy","On-grid","2021",0.250 +"Maldives","Other non-renewable energy","Off-grid","2021",.. +"Mali","Solar photovoltaic","On-grid","2021",50.000 +"Mali","Solar photovoltaic","Off-grid","2021",49.542 +"Mali","Solar thermal energy","On-grid","2021",.. +"Mali","Solar thermal energy","Off-grid","2021",.. +"Mali","Onshore wind energy","On-grid","2021",.. +"Mali","Onshore wind energy","Off-grid","2021",.. +"Mali","Offshore wind energy","On-grid","2021",.. +"Mali","Offshore wind energy","Off-grid","2021",.. +"Mali","Renewable hydropower","On-grid","2021",315.300 +"Mali","Renewable hydropower","Off-grid","2021",.. +"Mali","Mixed Hydro Plants","On-grid","2021",.. +"Mali","Mixed Hydro Plants","Off-grid","2021",.. +"Mali","Pumped storage","On-grid","2021",.. +"Mali","Pumped storage","Off-grid","2021",.. +"Mali","Marine energy","On-grid","2021",.. +"Mali","Marine energy","Off-grid","2021",.. +"Mali","Solid biofuels","On-grid","2021",.. +"Mali","Solid biofuels","Off-grid","2021",40.000 +"Mali","Renewable municipal waste","On-grid","2021",.. +"Mali","Renewable municipal waste","Off-grid","2021",.. +"Mali","Liquid biofuels","On-grid","2021",.. +"Mali","Liquid biofuels","Off-grid","2021",.. +"Mali","Biogas","On-grid","2021",.. +"Mali","Biogas","Off-grid","2021",.. +"Mali","Geothermal energy","On-grid","2021",.. +"Mali","Geothermal energy","Off-grid","2021",.. +"Mali","Coal and peat","On-grid","2021",.. +"Mali","Coal and peat","Off-grid","2021",.. +"Mali","Oil","On-grid","2021",369.200 +"Mali","Oil","Off-grid","2021",.. +"Mali","Natural gas","On-grid","2021",.. +"Mali","Natural gas","Off-grid","2021",.. +"Mali","Fossil fuels n.e.s.","On-grid","2021",.. +"Mali","Fossil fuels n.e.s.","Off-grid","2021",90.100 +"Mali","Nuclear","On-grid","2021",.. +"Mali","Nuclear","Off-grid","2021",.. +"Mali","Other non-renewable energy","On-grid","2021",.. +"Mali","Other non-renewable energy","Off-grid","2021",.. +"Malta","Solar photovoltaic","On-grid","2021",195.889 +"Malta","Solar photovoltaic","Off-grid","2021",.. +"Malta","Solar thermal energy","On-grid","2021",.. +"Malta","Solar thermal energy","Off-grid","2021",.. +"Malta","Onshore wind energy","On-grid","2021",0.100 +"Malta","Onshore wind energy","Off-grid","2021",.. +"Malta","Offshore wind energy","On-grid","2021",.. +"Malta","Offshore wind energy","Off-grid","2021",.. +"Malta","Renewable hydropower","On-grid","2021",.. +"Malta","Renewable hydropower","Off-grid","2021",.. +"Malta","Mixed Hydro Plants","On-grid","2021",.. +"Malta","Mixed Hydro Plants","Off-grid","2021",.. +"Malta","Pumped storage","On-grid","2021",.. +"Malta","Pumped storage","Off-grid","2021",.. +"Malta","Marine energy","On-grid","2021",.. +"Malta","Marine energy","Off-grid","2021",.. +"Malta","Solid biofuels","On-grid","2021",.. +"Malta","Solid biofuels","Off-grid","2021",.. +"Malta","Renewable municipal waste","On-grid","2021",.. +"Malta","Renewable municipal waste","Off-grid","2021",.. +"Malta","Liquid biofuels","On-grid","2021",.. +"Malta","Liquid biofuels","Off-grid","2021",.. +"Malta","Biogas","On-grid","2021",4.560 +"Malta","Biogas","Off-grid","2021",.. +"Malta","Geothermal energy","On-grid","2021",.. +"Malta","Geothermal energy","Off-grid","2021",.. +"Malta","Coal and peat","On-grid","2021",.. +"Malta","Coal and peat","Off-grid","2021",.. +"Malta","Oil","On-grid","2021",180.000 +"Malta","Oil","Off-grid","2021",.. +"Malta","Natural gas","On-grid","2021",357.800 +"Malta","Natural gas","Off-grid","2021",.. +"Malta","Fossil fuels n.e.s.","On-grid","2021",52.200 +"Malta","Fossil fuels n.e.s.","Off-grid","2021",.. +"Malta","Nuclear","On-grid","2021",.. +"Malta","Nuclear","Off-grid","2021",.. +"Malta","Other non-renewable energy","On-grid","2021",.. +"Malta","Other non-renewable energy","Off-grid","2021",.. +"Marshall Islands","Solar photovoltaic","On-grid","2021",0.959 +"Marshall Islands","Solar photovoltaic","Off-grid","2021",0.666 +"Marshall Islands","Solar thermal energy","On-grid","2021",.. +"Marshall Islands","Solar thermal energy","Off-grid","2021",.. +"Marshall Islands","Onshore wind energy","On-grid","2021",.. +"Marshall Islands","Onshore wind energy","Off-grid","2021",0.001 +"Marshall Islands","Offshore wind energy","On-grid","2021",.. +"Marshall Islands","Offshore wind energy","Off-grid","2021",.. +"Marshall Islands","Renewable hydropower","On-grid","2021",.. +"Marshall Islands","Renewable hydropower","Off-grid","2021",.. +"Marshall Islands","Mixed Hydro Plants","On-grid","2021",.. +"Marshall Islands","Mixed Hydro Plants","Off-grid","2021",.. +"Marshall Islands","Pumped storage","On-grid","2021",.. +"Marshall Islands","Pumped storage","Off-grid","2021",.. +"Marshall Islands","Marine energy","On-grid","2021",.. +"Marshall Islands","Marine energy","Off-grid","2021",.. +"Marshall Islands","Solid biofuels","On-grid","2021",.. +"Marshall Islands","Solid biofuels","Off-grid","2021",.. +"Marshall Islands","Renewable municipal waste","On-grid","2021",.. +"Marshall Islands","Renewable municipal waste","Off-grid","2021",.. +"Marshall Islands","Liquid biofuels","On-grid","2021",.. +"Marshall Islands","Liquid biofuels","Off-grid","2021",.. +"Marshall Islands","Biogas","On-grid","2021",.. +"Marshall Islands","Biogas","Off-grid","2021",.. +"Marshall Islands","Geothermal energy","On-grid","2021",.. +"Marshall Islands","Geothermal energy","Off-grid","2021",.. +"Marshall Islands","Coal and peat","On-grid","2021",.. +"Marshall Islands","Coal and peat","Off-grid","2021",.. +"Marshall Islands","Oil","On-grid","2021",28.870 +"Marshall Islands","Oil","Off-grid","2021",.. +"Marshall Islands","Natural gas","On-grid","2021",.. +"Marshall Islands","Natural gas","Off-grid","2021",.. +"Marshall Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"Marshall Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"Marshall Islands","Nuclear","On-grid","2021",.. +"Marshall Islands","Nuclear","Off-grid","2021",.. +"Marshall Islands","Other non-renewable energy","On-grid","2021",.. +"Marshall Islands","Other non-renewable energy","Off-grid","2021",.. +"Martinique","Solar photovoltaic","On-grid","2021",78.299 +"Martinique","Solar photovoltaic","Off-grid","2021",.. +"Martinique","Solar thermal energy","On-grid","2021",.. +"Martinique","Solar thermal energy","Off-grid","2021",.. +"Martinique","Onshore wind energy","On-grid","2021",14.000 +"Martinique","Onshore wind energy","Off-grid","2021",.. +"Martinique","Offshore wind energy","On-grid","2021",.. +"Martinique","Offshore wind energy","Off-grid","2021",.. +"Martinique","Renewable hydropower","On-grid","2021",.. +"Martinique","Renewable hydropower","Off-grid","2021",.. +"Martinique","Mixed Hydro Plants","On-grid","2021",.. +"Martinique","Mixed Hydro Plants","Off-grid","2021",.. +"Martinique","Pumped storage","On-grid","2021",.. +"Martinique","Pumped storage","Off-grid","2021",.. +"Martinique","Marine energy","On-grid","2021",.. +"Martinique","Marine energy","Off-grid","2021",.. +"Martinique","Solid biofuels","On-grid","2021",36.000 +"Martinique","Solid biofuels","Off-grid","2021",.. +"Martinique","Renewable municipal waste","On-grid","2021",2.000 +"Martinique","Renewable municipal waste","Off-grid","2021",.. +"Martinique","Liquid biofuels","On-grid","2021",.. +"Martinique","Liquid biofuels","Off-grid","2021",.. +"Martinique","Biogas","On-grid","2021",1.400 +"Martinique","Biogas","Off-grid","2021",.. +"Martinique","Geothermal energy","On-grid","2021",.. +"Martinique","Geothermal energy","Off-grid","2021",.. +"Martinique","Coal and peat","On-grid","2021",.. +"Martinique","Coal and peat","Off-grid","2021",.. +"Martinique","Oil","On-grid","2021",411.600 +"Martinique","Oil","Off-grid","2021",.. +"Martinique","Natural gas","On-grid","2021",.. +"Martinique","Natural gas","Off-grid","2021",.. +"Martinique","Fossil fuels n.e.s.","On-grid","2021",.. +"Martinique","Fossil fuels n.e.s.","Off-grid","2021",.. +"Martinique","Nuclear","On-grid","2021",.. +"Martinique","Nuclear","Off-grid","2021",.. +"Martinique","Other non-renewable energy","On-grid","2021",2.000 +"Martinique","Other non-renewable energy","Off-grid","2021",.. +"Mauritania","Solar photovoltaic","On-grid","2021",66.300 +"Mauritania","Solar photovoltaic","Off-grid","2021",21.209 +"Mauritania","Solar thermal energy","On-grid","2021",.. +"Mauritania","Solar thermal energy","Off-grid","2021",.. +"Mauritania","Onshore wind energy","On-grid","2021",30.000 +"Mauritania","Onshore wind energy","Off-grid","2021",4.400 +"Mauritania","Offshore wind energy","On-grid","2021",.. +"Mauritania","Offshore wind energy","Off-grid","2021",.. +"Mauritania","Renewable hydropower","On-grid","2021",.. +"Mauritania","Renewable hydropower","Off-grid","2021",.. +"Mauritania","Mixed Hydro Plants","On-grid","2021",.. +"Mauritania","Mixed Hydro Plants","Off-grid","2021",.. +"Mauritania","Pumped storage","On-grid","2021",.. +"Mauritania","Pumped storage","Off-grid","2021",.. +"Mauritania","Marine energy","On-grid","2021",.. +"Mauritania","Marine energy","Off-grid","2021",.. +"Mauritania","Solid biofuels","On-grid","2021",.. +"Mauritania","Solid biofuels","Off-grid","2021",.. +"Mauritania","Renewable municipal waste","On-grid","2021",.. +"Mauritania","Renewable municipal waste","Off-grid","2021",.. +"Mauritania","Liquid biofuels","On-grid","2021",.. +"Mauritania","Liquid biofuels","Off-grid","2021",.. +"Mauritania","Biogas","On-grid","2021",.. +"Mauritania","Biogas","Off-grid","2021",.. +"Mauritania","Geothermal energy","On-grid","2021",.. +"Mauritania","Geothermal energy","Off-grid","2021",.. +"Mauritania","Coal and peat","On-grid","2021",.. +"Mauritania","Coal and peat","Off-grid","2021",.. +"Mauritania","Oil","On-grid","2021",50.625 +"Mauritania","Oil","Off-grid","2021",100.000 +"Mauritania","Natural gas","On-grid","2021",354.000 +"Mauritania","Natural gas","Off-grid","2021",.. +"Mauritania","Fossil fuels n.e.s.","On-grid","2021",.. +"Mauritania","Fossil fuels n.e.s.","Off-grid","2021",.. +"Mauritania","Nuclear","On-grid","2021",.. +"Mauritania","Nuclear","Off-grid","2021",.. +"Mauritania","Other non-renewable energy","On-grid","2021",.. +"Mauritania","Other non-renewable energy","Off-grid","2021",.. +"Mauritius","Solar photovoltaic","On-grid","2021",83.490 +"Mauritius","Solar photovoltaic","Off-grid","2021",.. +"Mauritius","Solar thermal energy","On-grid","2021",.. +"Mauritius","Solar thermal energy","Off-grid","2021",.. +"Mauritius","Onshore wind energy","On-grid","2021",10.630 +"Mauritius","Onshore wind energy","Off-grid","2021",.. +"Mauritius","Offshore wind energy","On-grid","2021",.. +"Mauritius","Offshore wind energy","Off-grid","2021",.. +"Mauritius","Renewable hydropower","On-grid","2021",60.740 +"Mauritius","Renewable hydropower","Off-grid","2021",.. +"Mauritius","Mixed Hydro Plants","On-grid","2021",.. +"Mauritius","Mixed Hydro Plants","Off-grid","2021",.. +"Mauritius","Pumped storage","On-grid","2021",.. +"Mauritius","Pumped storage","Off-grid","2021",.. +"Mauritius","Marine energy","On-grid","2021",.. +"Mauritius","Marine energy","Off-grid","2021",.. +"Mauritius","Solid biofuels","On-grid","2021",87.200 +"Mauritius","Solid biofuels","Off-grid","2021",.. +"Mauritius","Renewable municipal waste","On-grid","2021",.. +"Mauritius","Renewable municipal waste","Off-grid","2021",.. +"Mauritius","Liquid biofuels","On-grid","2021",.. +"Mauritius","Liquid biofuels","Off-grid","2021",.. +"Mauritius","Biogas","On-grid","2021",3.450 +"Mauritius","Biogas","Off-grid","2021",.. +"Mauritius","Geothermal energy","On-grid","2021",.. +"Mauritius","Geothermal energy","Off-grid","2021",.. +"Mauritius","Coal and peat","On-grid","2021",182.800 +"Mauritius","Coal and peat","Off-grid","2021",.. +"Mauritius","Oil","On-grid","2021",427.300 +"Mauritius","Oil","Off-grid","2021",.. +"Mauritius","Natural gas","On-grid","2021",.. +"Mauritius","Natural gas","Off-grid","2021",.. +"Mauritius","Fossil fuels n.e.s.","On-grid","2021",.. +"Mauritius","Fossil fuels n.e.s.","Off-grid","2021",.. +"Mauritius","Nuclear","On-grid","2021",.. +"Mauritius","Nuclear","Off-grid","2021",.. +"Mauritius","Other non-renewable energy","On-grid","2021",.. +"Mauritius","Other non-renewable energy","Off-grid","2021",.. +"Mayotte","Solar photovoltaic","On-grid","2021",18.000 +"Mayotte","Solar photovoltaic","Off-grid","2021",.. +"Mayotte","Solar thermal energy","On-grid","2021",.. +"Mayotte","Solar thermal energy","Off-grid","2021",.. +"Mayotte","Onshore wind energy","On-grid","2021",.. +"Mayotte","Onshore wind energy","Off-grid","2021",.. +"Mayotte","Offshore wind energy","On-grid","2021",.. +"Mayotte","Offshore wind energy","Off-grid","2021",.. +"Mayotte","Renewable hydropower","On-grid","2021",.. +"Mayotte","Renewable hydropower","Off-grid","2021",.. +"Mayotte","Mixed Hydro Plants","On-grid","2021",.. +"Mayotte","Mixed Hydro Plants","Off-grid","2021",.. +"Mayotte","Pumped storage","On-grid","2021",.. +"Mayotte","Pumped storage","Off-grid","2021",.. +"Mayotte","Marine energy","On-grid","2021",.. +"Mayotte","Marine energy","Off-grid","2021",.. +"Mayotte","Solid biofuels","On-grid","2021",.. +"Mayotte","Solid biofuels","Off-grid","2021",.. +"Mayotte","Renewable municipal waste","On-grid","2021",.. +"Mayotte","Renewable municipal waste","Off-grid","2021",.. +"Mayotte","Liquid biofuels","On-grid","2021",.. +"Mayotte","Liquid biofuels","Off-grid","2021",.. +"Mayotte","Biogas","On-grid","2021",.. +"Mayotte","Biogas","Off-grid","2021",.. +"Mayotte","Geothermal energy","On-grid","2021",.. +"Mayotte","Geothermal energy","Off-grid","2021",.. +"Mayotte","Coal and peat","On-grid","2021",.. +"Mayotte","Coal and peat","Off-grid","2021",.. +"Mayotte","Oil","On-grid","2021",99.000 +"Mayotte","Oil","Off-grid","2021",.. +"Mayotte","Natural gas","On-grid","2021",.. +"Mayotte","Natural gas","Off-grid","2021",.. +"Mayotte","Fossil fuels n.e.s.","On-grid","2021",.. +"Mayotte","Fossil fuels n.e.s.","Off-grid","2021",.. +"Mayotte","Nuclear","On-grid","2021",.. +"Mayotte","Nuclear","Off-grid","2021",.. +"Mayotte","Other non-renewable energy","On-grid","2021",.. +"Mayotte","Other non-renewable energy","Off-grid","2021",.. +"Mexico","Solar photovoltaic","On-grid","2021",7026.000 +"Mexico","Solar photovoltaic","Off-grid","2021",.. +"Mexico","Solar thermal energy","On-grid","2021",14.000 +"Mexico","Solar thermal energy","Off-grid","2021",.. +"Mexico","Onshore wind energy","On-grid","2021",7691.530 +"Mexico","Onshore wind energy","Off-grid","2021",.. +"Mexico","Offshore wind energy","On-grid","2021",.. +"Mexico","Offshore wind energy","Off-grid","2021",.. +"Mexico","Renewable hydropower","On-grid","2021",12670.967 +"Mexico","Renewable hydropower","Off-grid","2021",.. +"Mexico","Mixed Hydro Plants","On-grid","2021",.. +"Mexico","Mixed Hydro Plants","Off-grid","2021",.. +"Mexico","Pumped storage","On-grid","2021",.. +"Mexico","Pumped storage","Off-grid","2021",.. +"Mexico","Marine energy","On-grid","2021",.. +"Mexico","Marine energy","Off-grid","2021",.. +"Mexico","Solid biofuels","On-grid","2021",853.436 +"Mexico","Solid biofuels","Off-grid","2021",.. +"Mexico","Renewable municipal waste","On-grid","2021",.. +"Mexico","Renewable municipal waste","Off-grid","2021",.. +"Mexico","Liquid biofuels","On-grid","2021",.. +"Mexico","Liquid biofuels","Off-grid","2021",.. +"Mexico","Biogas","On-grid","2021",210.744 +"Mexico","Biogas","Off-grid","2021",.. +"Mexico","Geothermal energy","On-grid","2021",976.000 +"Mexico","Geothermal energy","Off-grid","2021",.. +"Mexico","Coal and peat","On-grid","2021",6043.000 +"Mexico","Coal and peat","Off-grid","2021",.. +"Mexico","Oil","On-grid","2021",11963.000 +"Mexico","Oil","Off-grid","2021",.. +"Mexico","Natural gas","On-grid","2021",41151.437 +"Mexico","Natural gas","Off-grid","2021",.. +"Mexico","Fossil fuels n.e.s.","On-grid","2021",.. +"Mexico","Fossil fuels n.e.s.","Off-grid","2021",.. +"Mexico","Nuclear","On-grid","2021",1608.000 +"Mexico","Nuclear","Off-grid","2021",.. +"Mexico","Other non-renewable energy","On-grid","2021",6.610 +"Mexico","Other non-renewable energy","Off-grid","2021",.. +"Micronesia (Federated States of)","Solar photovoltaic","On-grid","2021",1.496 +"Micronesia (Federated States of)","Solar photovoltaic","Off-grid","2021",0.395 +"Micronesia (Federated States of)","Solar thermal energy","On-grid","2021",.. +"Micronesia (Federated States of)","Solar thermal energy","Off-grid","2021",.. +"Micronesia (Federated States of)","Onshore wind energy","On-grid","2021",0.825 +"Micronesia (Federated States of)","Onshore wind energy","Off-grid","2021",.. +"Micronesia (Federated States of)","Offshore wind energy","On-grid","2021",.. +"Micronesia (Federated States of)","Offshore wind energy","Off-grid","2021",.. +"Micronesia (Federated States of)","Renewable hydropower","On-grid","2021",0.725 +"Micronesia (Federated States of)","Renewable hydropower","Off-grid","2021",.. +"Micronesia (Federated States of)","Mixed Hydro Plants","On-grid","2021",.. +"Micronesia (Federated States of)","Mixed Hydro Plants","Off-grid","2021",.. +"Micronesia (Federated States of)","Pumped storage","On-grid","2021",.. +"Micronesia (Federated States of)","Pumped storage","Off-grid","2021",.. +"Micronesia (Federated States of)","Marine energy","On-grid","2021",.. +"Micronesia (Federated States of)","Marine energy","Off-grid","2021",.. +"Micronesia (Federated States of)","Solid biofuels","On-grid","2021",.. +"Micronesia (Federated States of)","Solid biofuels","Off-grid","2021",.. +"Micronesia (Federated States of)","Renewable municipal waste","On-grid","2021",.. +"Micronesia (Federated States of)","Renewable municipal waste","Off-grid","2021",.. +"Micronesia (Federated States of)","Liquid biofuels","On-grid","2021",.. +"Micronesia (Federated States of)","Liquid biofuels","Off-grid","2021",.. +"Micronesia (Federated States of)","Biogas","On-grid","2021",.. +"Micronesia (Federated States of)","Biogas","Off-grid","2021",.. +"Micronesia (Federated States of)","Geothermal energy","On-grid","2021",.. +"Micronesia (Federated States of)","Geothermal energy","Off-grid","2021",.. +"Micronesia (Federated States of)","Coal and peat","On-grid","2021",.. +"Micronesia (Federated States of)","Coal and peat","Off-grid","2021",.. +"Micronesia (Federated States of)","Oil","On-grid","2021",24.530 +"Micronesia (Federated States of)","Oil","Off-grid","2021",.. +"Micronesia (Federated States of)","Natural gas","On-grid","2021",.. +"Micronesia (Federated States of)","Natural gas","Off-grid","2021",.. +"Micronesia (Federated States of)","Fossil fuels n.e.s.","On-grid","2021",.. +"Micronesia (Federated States of)","Fossil fuels n.e.s.","Off-grid","2021",.. +"Micronesia (Federated States of)","Nuclear","On-grid","2021",.. +"Micronesia (Federated States of)","Nuclear","Off-grid","2021",.. +"Micronesia (Federated States of)","Other non-renewable energy","On-grid","2021",.. +"Micronesia (Federated States of)","Other non-renewable energy","Off-grid","2021",.. +"Mongolia","Solar photovoltaic","On-grid","2021",85.000 +"Mongolia","Solar photovoltaic","Off-grid","2021",4.585 +"Mongolia","Solar thermal energy","On-grid","2021",.. +"Mongolia","Solar thermal energy","Off-grid","2021",.. +"Mongolia","Onshore wind energy","On-grid","2021",155.000 +"Mongolia","Onshore wind energy","Off-grid","2021",0.994 +"Mongolia","Offshore wind energy","On-grid","2021",.. +"Mongolia","Offshore wind energy","Off-grid","2021",.. +"Mongolia","Renewable hydropower","On-grid","2021",28.000 +"Mongolia","Renewable hydropower","Off-grid","2021",2.992 +"Mongolia","Mixed Hydro Plants","On-grid","2021",.. +"Mongolia","Mixed Hydro Plants","Off-grid","2021",.. +"Mongolia","Pumped storage","On-grid","2021",0.084 +"Mongolia","Pumped storage","Off-grid","2021",.. +"Mongolia","Marine energy","On-grid","2021",.. +"Mongolia","Marine energy","Off-grid","2021",.. +"Mongolia","Solid biofuels","On-grid","2021",.. +"Mongolia","Solid biofuels","Off-grid","2021",.. +"Mongolia","Renewable municipal waste","On-grid","2021",.. +"Mongolia","Renewable municipal waste","Off-grid","2021",.. +"Mongolia","Liquid biofuels","On-grid","2021",.. +"Mongolia","Liquid biofuels","Off-grid","2021",.. +"Mongolia","Biogas","On-grid","2021",.. +"Mongolia","Biogas","Off-grid","2021",.. +"Mongolia","Geothermal energy","On-grid","2021",.. +"Mongolia","Geothermal energy","Off-grid","2021",.. +"Mongolia","Coal and peat","On-grid","2021",.. +"Mongolia","Coal and peat","Off-grid","2021",.. +"Mongolia","Oil","On-grid","2021",.. +"Mongolia","Oil","Off-grid","2021",.. +"Mongolia","Natural gas","On-grid","2021",.. +"Mongolia","Natural gas","Off-grid","2021",.. +"Mongolia","Fossil fuels n.e.s.","On-grid","2021",1231.000 +"Mongolia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Mongolia","Nuclear","On-grid","2021",.. +"Mongolia","Nuclear","Off-grid","2021",.. +"Mongolia","Other non-renewable energy","On-grid","2021",17.560 +"Mongolia","Other non-renewable energy","Off-grid","2021",.. +"Montenegro","Solar photovoltaic","On-grid","2021",6.529 +"Montenegro","Solar photovoltaic","Off-grid","2021",.. +"Montenegro","Solar thermal energy","On-grid","2021",.. +"Montenegro","Solar thermal energy","Off-grid","2021",.. +"Montenegro","Onshore wind energy","On-grid","2021",118.000 +"Montenegro","Onshore wind energy","Off-grid","2021",.. +"Montenegro","Offshore wind energy","On-grid","2021",.. +"Montenegro","Offshore wind energy","Off-grid","2021",.. +"Montenegro","Renewable hydropower","On-grid","2021",696.685 +"Montenegro","Renewable hydropower","Off-grid","2021",.. +"Montenegro","Mixed Hydro Plants","On-grid","2021",.. +"Montenegro","Mixed Hydro Plants","Off-grid","2021",.. +"Montenegro","Pumped storage","On-grid","2021",.. +"Montenegro","Pumped storage","Off-grid","2021",.. +"Montenegro","Marine energy","On-grid","2021",.. +"Montenegro","Marine energy","Off-grid","2021",.. +"Montenegro","Solid biofuels","On-grid","2021",.. +"Montenegro","Solid biofuels","Off-grid","2021",.. +"Montenegro","Renewable municipal waste","On-grid","2021",.. +"Montenegro","Renewable municipal waste","Off-grid","2021",.. +"Montenegro","Liquid biofuels","On-grid","2021",.. +"Montenegro","Liquid biofuels","Off-grid","2021",.. +"Montenegro","Biogas","On-grid","2021",.. +"Montenegro","Biogas","Off-grid","2021",.. +"Montenegro","Geothermal energy","On-grid","2021",.. +"Montenegro","Geothermal energy","Off-grid","2021",.. +"Montenegro","Coal and peat","On-grid","2021",225.000 +"Montenegro","Coal and peat","Off-grid","2021",.. +"Montenegro","Oil","On-grid","2021",.. +"Montenegro","Oil","Off-grid","2021",.. +"Montenegro","Natural gas","On-grid","2021",.. +"Montenegro","Natural gas","Off-grid","2021",.. +"Montenegro","Fossil fuels n.e.s.","On-grid","2021",.. +"Montenegro","Fossil fuels n.e.s.","Off-grid","2021",.. +"Montenegro","Nuclear","On-grid","2021",.. +"Montenegro","Nuclear","Off-grid","2021",.. +"Montenegro","Other non-renewable energy","On-grid","2021",.. +"Montenegro","Other non-renewable energy","Off-grid","2021",.. +"Montserrat","Solar photovoltaic","On-grid","2021",1.000 +"Montserrat","Solar photovoltaic","Off-grid","2021",.. +"Montserrat","Solar thermal energy","On-grid","2021",.. +"Montserrat","Solar thermal energy","Off-grid","2021",.. +"Montserrat","Onshore wind energy","On-grid","2021",.. +"Montserrat","Onshore wind energy","Off-grid","2021",.. +"Montserrat","Offshore wind energy","On-grid","2021",.. +"Montserrat","Offshore wind energy","Off-grid","2021",.. +"Montserrat","Renewable hydropower","On-grid","2021",.. +"Montserrat","Renewable hydropower","Off-grid","2021",.. +"Montserrat","Mixed Hydro Plants","On-grid","2021",.. +"Montserrat","Mixed Hydro Plants","Off-grid","2021",.. +"Montserrat","Pumped storage","On-grid","2021",.. +"Montserrat","Pumped storage","Off-grid","2021",.. +"Montserrat","Marine energy","On-grid","2021",.. +"Montserrat","Marine energy","Off-grid","2021",.. +"Montserrat","Solid biofuels","On-grid","2021",.. +"Montserrat","Solid biofuels","Off-grid","2021",.. +"Montserrat","Renewable municipal waste","On-grid","2021",.. +"Montserrat","Renewable municipal waste","Off-grid","2021",.. +"Montserrat","Liquid biofuels","On-grid","2021",.. +"Montserrat","Liquid biofuels","Off-grid","2021",.. +"Montserrat","Biogas","On-grid","2021",.. +"Montserrat","Biogas","Off-grid","2021",.. +"Montserrat","Geothermal energy","On-grid","2021",.. +"Montserrat","Geothermal energy","Off-grid","2021",.. +"Montserrat","Coal and peat","On-grid","2021",.. +"Montserrat","Coal and peat","Off-grid","2021",.. +"Montserrat","Oil","On-grid","2021",6.940 +"Montserrat","Oil","Off-grid","2021",.. +"Montserrat","Natural gas","On-grid","2021",.. +"Montserrat","Natural gas","Off-grid","2021",.. +"Montserrat","Fossil fuels n.e.s.","On-grid","2021",.. +"Montserrat","Fossil fuels n.e.s.","Off-grid","2021",.. +"Montserrat","Nuclear","On-grid","2021",.. +"Montserrat","Nuclear","Off-grid","2021",.. +"Montserrat","Other non-renewable energy","On-grid","2021",.. +"Montserrat","Other non-renewable energy","Off-grid","2021",.. +"Morocco","Solar photovoltaic","On-grid","2021",211.300 +"Morocco","Solar photovoltaic","Off-grid","2021",23.000 +"Morocco","Solar thermal energy","On-grid","2021",540.000 +"Morocco","Solar thermal energy","Off-grid","2021",.. +"Morocco","Onshore wind energy","On-grid","2021",1430.000 +"Morocco","Onshore wind energy","Off-grid","2021",5.000 +"Morocco","Offshore wind energy","On-grid","2021",.. +"Morocco","Offshore wind energy","Off-grid","2021",.. +"Morocco","Renewable hydropower","On-grid","2021",1305.533 +"Morocco","Renewable hydropower","Off-grid","2021",.. +"Morocco","Mixed Hydro Plants","On-grid","2021",.. +"Morocco","Mixed Hydro Plants","Off-grid","2021",.. +"Morocco","Pumped storage","On-grid","2021",464.000 +"Morocco","Pumped storage","Off-grid","2021",.. +"Morocco","Marine energy","On-grid","2021",.. +"Morocco","Marine energy","Off-grid","2021",.. +"Morocco","Solid biofuels","On-grid","2021",.. +"Morocco","Solid biofuels","Off-grid","2021",.. +"Morocco","Renewable municipal waste","On-grid","2021",.. +"Morocco","Renewable municipal waste","Off-grid","2021",.. +"Morocco","Liquid biofuels","On-grid","2021",.. +"Morocco","Liquid biofuels","Off-grid","2021",.. +"Morocco","Biogas","On-grid","2021",7.400 +"Morocco","Biogas","Off-grid","2021",.. +"Morocco","Geothermal energy","On-grid","2021",.. +"Morocco","Geothermal energy","Off-grid","2021",.. +"Morocco","Coal and peat","On-grid","2021",4116.000 +"Morocco","Coal and peat","Off-grid","2021",.. +"Morocco","Oil","On-grid","2021",614.000 +"Morocco","Oil","Off-grid","2021",.. +"Morocco","Natural gas","On-grid","2021",1946.000 +"Morocco","Natural gas","Off-grid","2021",.. +"Morocco","Fossil fuels n.e.s.","On-grid","2021",.. +"Morocco","Fossil fuels n.e.s.","Off-grid","2021",.. +"Morocco","Nuclear","On-grid","2021",.. +"Morocco","Nuclear","Off-grid","2021",.. +"Morocco","Other non-renewable energy","On-grid","2021",.. +"Morocco","Other non-renewable energy","Off-grid","2021",.. +"Mozambique","Solar photovoltaic","On-grid","2021",40.000 +"Mozambique","Solar photovoltaic","Off-grid","2021",15.000 +"Mozambique","Solar thermal energy","On-grid","2021",.. +"Mozambique","Solar thermal energy","Off-grid","2021",.. +"Mozambique","Onshore wind energy","On-grid","2021",.. +"Mozambique","Onshore wind energy","Off-grid","2021",.. +"Mozambique","Offshore wind energy","On-grid","2021",.. +"Mozambique","Offshore wind energy","Off-grid","2021",.. +"Mozambique","Renewable hydropower","On-grid","2021",2202.530 +"Mozambique","Renewable hydropower","Off-grid","2021",1.060 +"Mozambique","Mixed Hydro Plants","On-grid","2021",.. +"Mozambique","Mixed Hydro Plants","Off-grid","2021",.. +"Mozambique","Pumped storage","On-grid","2021",.. +"Mozambique","Pumped storage","Off-grid","2021",.. +"Mozambique","Marine energy","On-grid","2021",.. +"Mozambique","Marine energy","Off-grid","2021",.. +"Mozambique","Solid biofuels","On-grid","2021",14.000 +"Mozambique","Solid biofuels","Off-grid","2021",.. +"Mozambique","Renewable municipal waste","On-grid","2021",.. +"Mozambique","Renewable municipal waste","Off-grid","2021",.. +"Mozambique","Liquid biofuels","On-grid","2021",.. +"Mozambique","Liquid biofuels","Off-grid","2021",.. +"Mozambique","Biogas","On-grid","2021",.. +"Mozambique","Biogas","Off-grid","2021",.. +"Mozambique","Geothermal energy","On-grid","2021",.. +"Mozambique","Geothermal energy","Off-grid","2021",.. +"Mozambique","Coal and peat","On-grid","2021",.. +"Mozambique","Coal and peat","Off-grid","2021",.. +"Mozambique","Oil","On-grid","2021",124.540 +"Mozambique","Oil","Off-grid","2021",.. +"Mozambique","Natural gas","On-grid","2021",477.850 +"Mozambique","Natural gas","Off-grid","2021",.. +"Mozambique","Fossil fuels n.e.s.","On-grid","2021",.. +"Mozambique","Fossil fuels n.e.s.","Off-grid","2021",.. +"Mozambique","Nuclear","On-grid","2021",.. +"Mozambique","Nuclear","Off-grid","2021",.. +"Mozambique","Other non-renewable energy","On-grid","2021",.. +"Mozambique","Other non-renewable energy","Off-grid","2021",.. +"Myanmar","Solar photovoltaic","On-grid","2021",40.000 +"Myanmar","Solar photovoltaic","Off-grid","2021",40.447 +"Myanmar","Solar thermal energy","On-grid","2021",.. +"Myanmar","Solar thermal energy","Off-grid","2021",.. +"Myanmar","Onshore wind energy","On-grid","2021",.. +"Myanmar","Onshore wind energy","Off-grid","2021",0.006 +"Myanmar","Offshore wind energy","On-grid","2021",.. +"Myanmar","Offshore wind energy","Off-grid","2021",.. +"Myanmar","Renewable hydropower","On-grid","2021",3297.500 +"Myanmar","Renewable hydropower","Off-grid","2021",6.890 +"Myanmar","Mixed Hydro Plants","On-grid","2021",.. +"Myanmar","Mixed Hydro Plants","Off-grid","2021",.. +"Myanmar","Pumped storage","On-grid","2021",.. +"Myanmar","Pumped storage","Off-grid","2021",.. +"Myanmar","Marine energy","On-grid","2021",.. +"Myanmar","Marine energy","Off-grid","2021",.. +"Myanmar","Solid biofuels","On-grid","2021",.. +"Myanmar","Solid biofuels","Off-grid","2021",56.952 +"Myanmar","Renewable municipal waste","On-grid","2021",0.380 +"Myanmar","Renewable municipal waste","Off-grid","2021",.. +"Myanmar","Liquid biofuels","On-grid","2021",.. +"Myanmar","Liquid biofuels","Off-grid","2021",.. +"Myanmar","Biogas","On-grid","2021",.. +"Myanmar","Biogas","Off-grid","2021",1.400 +"Myanmar","Geothermal energy","On-grid","2021",.. +"Myanmar","Geothermal energy","Off-grid","2021",.. +"Myanmar","Coal and peat","On-grid","2021",48.000 +"Myanmar","Coal and peat","Off-grid","2021",.. +"Myanmar","Oil","On-grid","2021",869.740 +"Myanmar","Oil","Off-grid","2021",.. +"Myanmar","Natural gas","On-grid","2021",3250.410 +"Myanmar","Natural gas","Off-grid","2021",.. +"Myanmar","Fossil fuels n.e.s.","On-grid","2021",.. +"Myanmar","Fossil fuels n.e.s.","Off-grid","2021",.. +"Myanmar","Nuclear","On-grid","2021",.. +"Myanmar","Nuclear","Off-grid","2021",.. +"Myanmar","Other non-renewable energy","On-grid","2021",0.380 +"Myanmar","Other non-renewable energy","Off-grid","2021",.. +"Namibia","Solar photovoltaic","On-grid","2021",121.089 +"Namibia","Solar photovoltaic","Off-grid","2021",23.869 +"Namibia","Solar thermal energy","On-grid","2021",.. +"Namibia","Solar thermal energy","Off-grid","2021",.. +"Namibia","Onshore wind energy","On-grid","2021",5.220 +"Namibia","Onshore wind energy","Off-grid","2021",0.011 +"Namibia","Offshore wind energy","On-grid","2021",.. +"Namibia","Offshore wind energy","Off-grid","2021",.. +"Namibia","Renewable hydropower","On-grid","2021",351.000 +"Namibia","Renewable hydropower","Off-grid","2021",.. +"Namibia","Mixed Hydro Plants","On-grid","2021",.. +"Namibia","Mixed Hydro Plants","Off-grid","2021",.. +"Namibia","Pumped storage","On-grid","2021",.. +"Namibia","Pumped storage","Off-grid","2021",.. +"Namibia","Marine energy","On-grid","2021",.. +"Namibia","Marine energy","Off-grid","2021",.. +"Namibia","Solid biofuels","On-grid","2021",0.250 +"Namibia","Solid biofuels","Off-grid","2021",.. +"Namibia","Renewable municipal waste","On-grid","2021",.. +"Namibia","Renewable municipal waste","Off-grid","2021",.. +"Namibia","Liquid biofuels","On-grid","2021",.. +"Namibia","Liquid biofuels","Off-grid","2021",.. +"Namibia","Biogas","On-grid","2021",.. +"Namibia","Biogas","Off-grid","2021",.. +"Namibia","Geothermal energy","On-grid","2021",.. +"Namibia","Geothermal energy","Off-grid","2021",.. +"Namibia","Coal and peat","On-grid","2021",120.000 +"Namibia","Coal and peat","Off-grid","2021",.. +"Namibia","Oil","On-grid","2021",23.070 +"Namibia","Oil","Off-grid","2021",.. +"Namibia","Natural gas","On-grid","2021",.. +"Namibia","Natural gas","Off-grid","2021",.. +"Namibia","Fossil fuels n.e.s.","On-grid","2021",.. +"Namibia","Fossil fuels n.e.s.","Off-grid","2021",40.240 +"Namibia","Nuclear","On-grid","2021",.. +"Namibia","Nuclear","Off-grid","2021",.. +"Namibia","Other non-renewable energy","On-grid","2021",.. +"Namibia","Other non-renewable energy","Off-grid","2021",.. +"Nauru","Solar photovoltaic","On-grid","2021",1.939 +"Nauru","Solar photovoltaic","Off-grid","2021",0.167 +"Nauru","Solar thermal energy","On-grid","2021",.. +"Nauru","Solar thermal energy","Off-grid","2021",.. +"Nauru","Onshore wind energy","On-grid","2021",.. +"Nauru","Onshore wind energy","Off-grid","2021",.. +"Nauru","Offshore wind energy","On-grid","2021",.. +"Nauru","Offshore wind energy","Off-grid","2021",.. +"Nauru","Renewable hydropower","On-grid","2021",.. +"Nauru","Renewable hydropower","Off-grid","2021",.. +"Nauru","Mixed Hydro Plants","On-grid","2021",.. +"Nauru","Mixed Hydro Plants","Off-grid","2021",.. +"Nauru","Pumped storage","On-grid","2021",.. +"Nauru","Pumped storage","Off-grid","2021",.. +"Nauru","Marine energy","On-grid","2021",.. +"Nauru","Marine energy","Off-grid","2021",.. +"Nauru","Solid biofuels","On-grid","2021",.. +"Nauru","Solid biofuels","Off-grid","2021",.. +"Nauru","Renewable municipal waste","On-grid","2021",.. +"Nauru","Renewable municipal waste","Off-grid","2021",.. +"Nauru","Liquid biofuels","On-grid","2021",.. +"Nauru","Liquid biofuels","Off-grid","2021",.. +"Nauru","Biogas","On-grid","2021",.. +"Nauru","Biogas","Off-grid","2021",.. +"Nauru","Geothermal energy","On-grid","2021",.. +"Nauru","Geothermal energy","Off-grid","2021",.. +"Nauru","Coal and peat","On-grid","2021",.. +"Nauru","Coal and peat","Off-grid","2021",.. +"Nauru","Oil","On-grid","2021",12.800 +"Nauru","Oil","Off-grid","2021",.. +"Nauru","Natural gas","On-grid","2021",.. +"Nauru","Natural gas","Off-grid","2021",.. +"Nauru","Fossil fuels n.e.s.","On-grid","2021",.. +"Nauru","Fossil fuels n.e.s.","Off-grid","2021",4.000 +"Nauru","Nuclear","On-grid","2021",.. +"Nauru","Nuclear","Off-grid","2021",.. +"Nauru","Other non-renewable energy","On-grid","2021",.. +"Nauru","Other non-renewable energy","Off-grid","2021",.. +"Nepal","Solar photovoltaic","On-grid","2021",36.680 +"Nepal","Solar photovoltaic","Off-grid","2021",56.503 +"Nepal","Solar thermal energy","On-grid","2021",.. +"Nepal","Solar thermal energy","Off-grid","2021",.. +"Nepal","Onshore wind energy","On-grid","2021",.. +"Nepal","Onshore wind energy","Off-grid","2021",0.199 +"Nepal","Offshore wind energy","On-grid","2021",.. +"Nepal","Offshore wind energy","Off-grid","2021",.. +"Nepal","Renewable hydropower","On-grid","2021",1936.515 +"Nepal","Renewable hydropower","Off-grid","2021",55.492 +"Nepal","Mixed Hydro Plants","On-grid","2021",.. +"Nepal","Mixed Hydro Plants","Off-grid","2021",.. +"Nepal","Pumped storage","On-grid","2021",.. +"Nepal","Pumped storage","Off-grid","2021",.. +"Nepal","Marine energy","On-grid","2021",.. +"Nepal","Marine energy","Off-grid","2021",.. +"Nepal","Solid biofuels","On-grid","2021",6.000 +"Nepal","Solid biofuels","Off-grid","2021",.. +"Nepal","Renewable municipal waste","On-grid","2021",.. +"Nepal","Renewable municipal waste","Off-grid","2021",.. +"Nepal","Liquid biofuels","On-grid","2021",.. +"Nepal","Liquid biofuels","Off-grid","2021",.. +"Nepal","Biogas","On-grid","2021",.. +"Nepal","Biogas","Off-grid","2021",.. +"Nepal","Geothermal energy","On-grid","2021",.. +"Nepal","Geothermal energy","Off-grid","2021",.. +"Nepal","Coal and peat","On-grid","2021",.. +"Nepal","Coal and peat","Off-grid","2021",.. +"Nepal","Oil","On-grid","2021",53.410 +"Nepal","Oil","Off-grid","2021",.. +"Nepal","Natural gas","On-grid","2021",.. +"Nepal","Natural gas","Off-grid","2021",.. +"Nepal","Fossil fuels n.e.s.","On-grid","2021",.. +"Nepal","Fossil fuels n.e.s.","Off-grid","2021",.. +"Nepal","Nuclear","On-grid","2021",.. +"Nepal","Nuclear","Off-grid","2021",.. +"Nepal","Other non-renewable energy","On-grid","2021",.. +"Nepal","Other non-renewable energy","Off-grid","2021",.. +"Netherlands","Solar photovoltaic","On-grid","2021",14249.000 +"Netherlands","Solar photovoltaic","Off-grid","2021",.. +"Netherlands","Solar thermal energy","On-grid","2021",.. +"Netherlands","Solar thermal energy","Off-grid","2021",.. +"Netherlands","Onshore wind energy","On-grid","2021",5341.000 +"Netherlands","Onshore wind energy","Off-grid","2021",.. +"Netherlands","Offshore wind energy","On-grid","2021",2460.000 +"Netherlands","Offshore wind energy","Off-grid","2021",.. +"Netherlands","Renewable hydropower","On-grid","2021",37.000 +"Netherlands","Renewable hydropower","Off-grid","2021",.. +"Netherlands","Mixed Hydro Plants","On-grid","2021",.. +"Netherlands","Mixed Hydro Plants","Off-grid","2021",.. +"Netherlands","Pumped storage","On-grid","2021",.. +"Netherlands","Pumped storage","Off-grid","2021",.. +"Netherlands","Marine energy","On-grid","2021",2.050 +"Netherlands","Marine energy","Off-grid","2021",.. +"Netherlands","Solid biofuels","On-grid","2021",276.570 +"Netherlands","Solid biofuels","Off-grid","2021",.. +"Netherlands","Renewable municipal waste","On-grid","2021",373.050 +"Netherlands","Renewable municipal waste","Off-grid","2021",.. +"Netherlands","Liquid biofuels","On-grid","2021",.. +"Netherlands","Liquid biofuels","Off-grid","2021",.. +"Netherlands","Biogas","On-grid","2021",214.985 +"Netherlands","Biogas","Off-grid","2021",.. +"Netherlands","Geothermal energy","On-grid","2021",.. +"Netherlands","Geothermal energy","Off-grid","2021",.. +"Netherlands","Coal and peat","On-grid","2021",.. +"Netherlands","Coal and peat","Off-grid","2021",.. +"Netherlands","Oil","On-grid","2021",.. +"Netherlands","Oil","Off-grid","2021",.. +"Netherlands","Natural gas","On-grid","2021",.. +"Netherlands","Natural gas","Off-grid","2021",.. +"Netherlands","Fossil fuels n.e.s.","On-grid","2021",22830.540 +"Netherlands","Fossil fuels n.e.s.","Off-grid","2021",.. +"Netherlands","Nuclear","On-grid","2021",486.000 +"Netherlands","Nuclear","Off-grid","2021",.. +"Netherlands","Other non-renewable energy","On-grid","2021",467.250 +"Netherlands","Other non-renewable energy","Off-grid","2021",.. +"New Caledonia","Solar photovoltaic","On-grid","2021",79.389 +"New Caledonia","Solar photovoltaic","Off-grid","2021",0.760 +"New Caledonia","Solar thermal energy","On-grid","2021",.. +"New Caledonia","Solar thermal energy","Off-grid","2021",.. +"New Caledonia","Onshore wind energy","On-grid","2021",37.585 +"New Caledonia","Onshore wind energy","Off-grid","2021",.. +"New Caledonia","Offshore wind energy","On-grid","2021",.. +"New Caledonia","Offshore wind energy","Off-grid","2021",.. +"New Caledonia","Renewable hydropower","On-grid","2021",81.135 +"New Caledonia","Renewable hydropower","Off-grid","2021",.. +"New Caledonia","Mixed Hydro Plants","On-grid","2021",.. +"New Caledonia","Mixed Hydro Plants","Off-grid","2021",.. +"New Caledonia","Pumped storage","On-grid","2021",.. +"New Caledonia","Pumped storage","Off-grid","2021",.. +"New Caledonia","Marine energy","On-grid","2021",.. +"New Caledonia","Marine energy","Off-grid","2021",.. +"New Caledonia","Solid biofuels","On-grid","2021",.. +"New Caledonia","Solid biofuels","Off-grid","2021",.. +"New Caledonia","Renewable municipal waste","On-grid","2021",.. +"New Caledonia","Renewable municipal waste","Off-grid","2021",.. +"New Caledonia","Liquid biofuels","On-grid","2021",0.375 +"New Caledonia","Liquid biofuels","Off-grid","2021",.. +"New Caledonia","Biogas","On-grid","2021",.. +"New Caledonia","Biogas","Off-grid","2021",.. +"New Caledonia","Geothermal energy","On-grid","2021",.. +"New Caledonia","Geothermal energy","Off-grid","2021",.. +"New Caledonia","Coal and peat","On-grid","2021",370.000 +"New Caledonia","Coal and peat","Off-grid","2021",.. +"New Caledonia","Oil","On-grid","2021",444.819 +"New Caledonia","Oil","Off-grid","2021",.. +"New Caledonia","Natural gas","On-grid","2021",.. +"New Caledonia","Natural gas","Off-grid","2021",.. +"New Caledonia","Fossil fuels n.e.s.","On-grid","2021",.. +"New Caledonia","Fossil fuels n.e.s.","Off-grid","2021",.. +"New Caledonia","Nuclear","On-grid","2021",.. +"New Caledonia","Nuclear","Off-grid","2021",.. +"New Caledonia","Other non-renewable energy","On-grid","2021",.. +"New Caledonia","Other non-renewable energy","Off-grid","2021",.. +"New Zealand","Solar photovoltaic","On-grid","2021",146.452 +"New Zealand","Solar photovoltaic","Off-grid","2021",.. +"New Zealand","Solar thermal energy","On-grid","2021",.. +"New Zealand","Solar thermal energy","Off-grid","2021",.. +"New Zealand","Onshore wind energy","On-grid","2021",917.000 +"New Zealand","Onshore wind energy","Off-grid","2021",.. +"New Zealand","Offshore wind energy","On-grid","2021",.. +"New Zealand","Offshore wind energy","Off-grid","2021",.. +"New Zealand","Renewable hydropower","On-grid","2021",5389.000 +"New Zealand","Renewable hydropower","Off-grid","2021",.. +"New Zealand","Mixed Hydro Plants","On-grid","2021",.. +"New Zealand","Mixed Hydro Plants","Off-grid","2021",.. +"New Zealand","Pumped storage","On-grid","2021",.. +"New Zealand","Pumped storage","Off-grid","2021",.. +"New Zealand","Marine energy","On-grid","2021",0.004 +"New Zealand","Marine energy","Off-grid","2021",.. +"New Zealand","Solid biofuels","On-grid","2021",80.000 +"New Zealand","Solid biofuels","Off-grid","2021",.. +"New Zealand","Renewable municipal waste","On-grid","2021",.. +"New Zealand","Renewable municipal waste","Off-grid","2021",.. +"New Zealand","Liquid biofuels","On-grid","2021",.. +"New Zealand","Liquid biofuels","Off-grid","2021",.. +"New Zealand","Biogas","On-grid","2021",46.000 +"New Zealand","Biogas","Off-grid","2021",.. +"New Zealand","Geothermal energy","On-grid","2021",984.000 +"New Zealand","Geothermal energy","Off-grid","2021",.. +"New Zealand","Coal and peat","On-grid","2021",8.000 +"New Zealand","Coal and peat","Off-grid","2021",.. +"New Zealand","Oil","On-grid","2021",182.000 +"New Zealand","Oil","Off-grid","2021",.. +"New Zealand","Natural gas","On-grid","2021",1389.160 +"New Zealand","Natural gas","Off-grid","2021",.. +"New Zealand","Fossil fuels n.e.s.","On-grid","2021",661.000 +"New Zealand","Fossil fuels n.e.s.","Off-grid","2021",.. +"New Zealand","Nuclear","On-grid","2021",.. +"New Zealand","Nuclear","Off-grid","2021",.. +"New Zealand","Other non-renewable energy","On-grid","2021",16.000 +"New Zealand","Other non-renewable energy","Off-grid","2021",.. +"Nicaragua","Solar photovoltaic","On-grid","2021",13.960 +"Nicaragua","Solar photovoltaic","Off-grid","2021",2.400 +"Nicaragua","Solar thermal energy","On-grid","2021",.. +"Nicaragua","Solar thermal energy","Off-grid","2021",.. +"Nicaragua","Onshore wind energy","On-grid","2021",186.200 +"Nicaragua","Onshore wind energy","Off-grid","2021",.. +"Nicaragua","Offshore wind energy","On-grid","2021",.. +"Nicaragua","Offshore wind energy","Off-grid","2021",.. +"Nicaragua","Renewable hydropower","On-grid","2021",158.240 +"Nicaragua","Renewable hydropower","Off-grid","2021",.. +"Nicaragua","Mixed Hydro Plants","On-grid","2021",.. +"Nicaragua","Mixed Hydro Plants","Off-grid","2021",.. +"Nicaragua","Pumped storage","On-grid","2021",.. +"Nicaragua","Pumped storage","Off-grid","2021",.. +"Nicaragua","Marine energy","On-grid","2021",.. +"Nicaragua","Marine energy","Off-grid","2021",.. +"Nicaragua","Solid biofuels","On-grid","2021",218.200 +"Nicaragua","Solid biofuels","Off-grid","2021",.. +"Nicaragua","Renewable municipal waste","On-grid","2021",.. +"Nicaragua","Renewable municipal waste","Off-grid","2021",.. +"Nicaragua","Liquid biofuels","On-grid","2021",.. +"Nicaragua","Liquid biofuels","Off-grid","2021",.. +"Nicaragua","Biogas","On-grid","2021",.. +"Nicaragua","Biogas","Off-grid","2021",1.912 +"Nicaragua","Geothermal energy","On-grid","2021",153.240 +"Nicaragua","Geothermal energy","Off-grid","2021",.. +"Nicaragua","Coal and peat","On-grid","2021",.. +"Nicaragua","Coal and peat","Off-grid","2021",.. +"Nicaragua","Oil","On-grid","2021",870.710 +"Nicaragua","Oil","Off-grid","2021",17.600 +"Nicaragua","Natural gas","On-grid","2021",300.000 +"Nicaragua","Natural gas","Off-grid","2021",.. +"Nicaragua","Fossil fuels n.e.s.","On-grid","2021",.. +"Nicaragua","Fossil fuels n.e.s.","Off-grid","2021",.. +"Nicaragua","Nuclear","On-grid","2021",.. +"Nicaragua","Nuclear","Off-grid","2021",.. +"Nicaragua","Other non-renewable energy","On-grid","2021",.. +"Nicaragua","Other non-renewable energy","Off-grid","2021",.. +"Niger","Solar photovoltaic","On-grid","2021",7.000 +"Niger","Solar photovoltaic","Off-grid","2021",20.041 +"Niger","Solar thermal energy","On-grid","2021",.. +"Niger","Solar thermal energy","Off-grid","2021",.. +"Niger","Onshore wind energy","On-grid","2021",.. +"Niger","Onshore wind energy","Off-grid","2021",.. +"Niger","Offshore wind energy","On-grid","2021",.. +"Niger","Offshore wind energy","Off-grid","2021",.. +"Niger","Renewable hydropower","On-grid","2021",.. +"Niger","Renewable hydropower","Off-grid","2021",.. +"Niger","Mixed Hydro Plants","On-grid","2021",.. +"Niger","Mixed Hydro Plants","Off-grid","2021",.. +"Niger","Pumped storage","On-grid","2021",.. +"Niger","Pumped storage","Off-grid","2021",.. +"Niger","Marine energy","On-grid","2021",.. +"Niger","Marine energy","Off-grid","2021",.. +"Niger","Solid biofuels","On-grid","2021",.. +"Niger","Solid biofuels","Off-grid","2021",.. +"Niger","Renewable municipal waste","On-grid","2021",.. +"Niger","Renewable municipal waste","Off-grid","2021",.. +"Niger","Liquid biofuels","On-grid","2021",.. +"Niger","Liquid biofuels","Off-grid","2021",.. +"Niger","Biogas","On-grid","2021",.. +"Niger","Biogas","Off-grid","2021",.. +"Niger","Geothermal energy","On-grid","2021",.. +"Niger","Geothermal energy","Off-grid","2021",.. +"Niger","Coal and peat","On-grid","2021",37.600 +"Niger","Coal and peat","Off-grid","2021",.. +"Niger","Oil","On-grid","2021",294.000 +"Niger","Oil","Off-grid","2021",.. +"Niger","Natural gas","On-grid","2021",21.000 +"Niger","Natural gas","Off-grid","2021",.. +"Niger","Fossil fuels n.e.s.","On-grid","2021",.. +"Niger","Fossil fuels n.e.s.","Off-grid","2021",.. +"Niger","Nuclear","On-grid","2021",.. +"Niger","Nuclear","Off-grid","2021",.. +"Niger","Other non-renewable energy","On-grid","2021",.. +"Niger","Other non-renewable energy","Off-grid","2021",.. +"Nigeria","Solar photovoltaic","On-grid","2021",5.757 +"Nigeria","Solar photovoltaic","Off-grid","2021",26.908 +"Nigeria","Solar thermal energy","On-grid","2021",.. +"Nigeria","Solar thermal energy","Off-grid","2021",.. +"Nigeria","Onshore wind energy","On-grid","2021",.. +"Nigeria","Onshore wind energy","Off-grid","2021",.. +"Nigeria","Offshore wind energy","On-grid","2021",.. +"Nigeria","Offshore wind energy","Off-grid","2021",.. +"Nigeria","Renewable hydropower","On-grid","2021",2110.400 +"Nigeria","Renewable hydropower","Off-grid","2021",0.400 +"Nigeria","Mixed Hydro Plants","On-grid","2021",.. +"Nigeria","Mixed Hydro Plants","Off-grid","2021",.. +"Nigeria","Pumped storage","On-grid","2021",.. +"Nigeria","Pumped storage","Off-grid","2021",.. +"Nigeria","Marine energy","On-grid","2021",.. +"Nigeria","Marine energy","Off-grid","2021",.. +"Nigeria","Solid biofuels","On-grid","2021",.. +"Nigeria","Solid biofuels","Off-grid","2021",10.305 +"Nigeria","Renewable municipal waste","On-grid","2021",.. +"Nigeria","Renewable municipal waste","Off-grid","2021",.. +"Nigeria","Liquid biofuels","On-grid","2021",.. +"Nigeria","Liquid biofuels","Off-grid","2021",.. +"Nigeria","Biogas","On-grid","2021",.. +"Nigeria","Biogas","Off-grid","2021",0.030 +"Nigeria","Geothermal energy","On-grid","2021",.. +"Nigeria","Geothermal energy","Off-grid","2021",.. +"Nigeria","Coal and peat","On-grid","2021",.. +"Nigeria","Coal and peat","Off-grid","2021",.. +"Nigeria","Oil","On-grid","2021",23.000 +"Nigeria","Oil","Off-grid","2021",.. +"Nigeria","Natural gas","On-grid","2021",10967.500 +"Nigeria","Natural gas","Off-grid","2021",.. +"Nigeria","Fossil fuels n.e.s.","On-grid","2021",.. +"Nigeria","Fossil fuels n.e.s.","Off-grid","2021",19.900 +"Nigeria","Nuclear","On-grid","2021",.. +"Nigeria","Nuclear","Off-grid","2021",.. +"Nigeria","Other non-renewable energy","On-grid","2021",.. +"Nigeria","Other non-renewable energy","Off-grid","2021",.. +"Niue","Solar photovoltaic","On-grid","2021",0.941 +"Niue","Solar photovoltaic","Off-grid","2021",.. +"Niue","Solar thermal energy","On-grid","2021",.. +"Niue","Solar thermal energy","Off-grid","2021",.. +"Niue","Onshore wind energy","On-grid","2021",.. +"Niue","Onshore wind energy","Off-grid","2021",.. +"Niue","Offshore wind energy","On-grid","2021",.. +"Niue","Offshore wind energy","Off-grid","2021",.. +"Niue","Renewable hydropower","On-grid","2021",.. +"Niue","Renewable hydropower","Off-grid","2021",.. +"Niue","Mixed Hydro Plants","On-grid","2021",.. +"Niue","Mixed Hydro Plants","Off-grid","2021",.. +"Niue","Pumped storage","On-grid","2021",.. +"Niue","Pumped storage","Off-grid","2021",.. +"Niue","Marine energy","On-grid","2021",.. +"Niue","Marine energy","Off-grid","2021",.. +"Niue","Solid biofuels","On-grid","2021",.. +"Niue","Solid biofuels","Off-grid","2021",.. +"Niue","Renewable municipal waste","On-grid","2021",.. +"Niue","Renewable municipal waste","Off-grid","2021",.. +"Niue","Liquid biofuels","On-grid","2021",.. +"Niue","Liquid biofuels","Off-grid","2021",.. +"Niue","Biogas","On-grid","2021",.. +"Niue","Biogas","Off-grid","2021",.. +"Niue","Geothermal energy","On-grid","2021",.. +"Niue","Geothermal energy","Off-grid","2021",.. +"Niue","Coal and peat","On-grid","2021",.. +"Niue","Coal and peat","Off-grid","2021",.. +"Niue","Oil","On-grid","2021",2.084 +"Niue","Oil","Off-grid","2021",.. +"Niue","Natural gas","On-grid","2021",.. +"Niue","Natural gas","Off-grid","2021",.. +"Niue","Fossil fuels n.e.s.","On-grid","2021",.. +"Niue","Fossil fuels n.e.s.","Off-grid","2021",.. +"Niue","Nuclear","On-grid","2021",.. +"Niue","Nuclear","Off-grid","2021",.. +"Niue","Other non-renewable energy","On-grid","2021",.. +"Niue","Other non-renewable energy","Off-grid","2021",.. +"Norway","Solar photovoltaic","On-grid","2021",206.500 +"Norway","Solar photovoltaic","Off-grid","2021",18.300 +"Norway","Solar thermal energy","On-grid","2021",.. +"Norway","Solar thermal energy","Off-grid","2021",.. +"Norway","Onshore wind energy","On-grid","2021",4643.700 +"Norway","Onshore wind energy","Off-grid","2021",.. +"Norway","Offshore wind energy","On-grid","2021",6.300 +"Norway","Offshore wind energy","Off-grid","2021",.. +"Norway","Renewable hydropower","On-grid","2021",33403.000 +"Norway","Renewable hydropower","Off-grid","2021",.. +"Norway","Mixed Hydro Plants","On-grid","2021",1410.000 +"Norway","Mixed Hydro Plants","Off-grid","2021",.. +"Norway","Pumped storage","On-grid","2021",.. +"Norway","Pumped storage","Off-grid","2021",.. +"Norway","Marine energy","On-grid","2021",0.200 +"Norway","Marine energy","Off-grid","2021",.. +"Norway","Solid biofuels","On-grid","2021",27.000 +"Norway","Solid biofuels","Off-grid","2021",.. +"Norway","Renewable municipal waste","On-grid","2021",46.500 +"Norway","Renewable municipal waste","Off-grid","2021",.. +"Norway","Liquid biofuels","On-grid","2021",.. +"Norway","Liquid biofuels","Off-grid","2021",.. +"Norway","Biogas","On-grid","2021",7.000 +"Norway","Biogas","Off-grid","2021",.. +"Norway","Geothermal energy","On-grid","2021",.. +"Norway","Geothermal energy","Off-grid","2021",.. +"Norway","Coal and peat","On-grid","2021",.. +"Norway","Coal and peat","Off-grid","2021",.. +"Norway","Oil","On-grid","2021",.. +"Norway","Oil","Off-grid","2021",.. +"Norway","Natural gas","On-grid","2021",.. +"Norway","Natural gas","Off-grid","2021",.. +"Norway","Fossil fuels n.e.s.","On-grid","2021",947.000 +"Norway","Fossil fuels n.e.s.","Off-grid","2021",.. +"Norway","Nuclear","On-grid","2021",.. +"Norway","Nuclear","Off-grid","2021",.. +"Norway","Other non-renewable energy","On-grid","2021",81.500 +"Norway","Other non-renewable energy","Off-grid","2021",.. +"Oman","Solar photovoltaic","On-grid","2021",137.575 +"Oman","Solar photovoltaic","Off-grid","2021",0.011 +"Oman","Solar thermal energy","On-grid","2021",.. +"Oman","Solar thermal energy","Off-grid","2021",.. +"Oman","Onshore wind energy","On-grid","2021",50.000 +"Oman","Onshore wind energy","Off-grid","2021",.. +"Oman","Offshore wind energy","On-grid","2021",.. +"Oman","Offshore wind energy","Off-grid","2021",.. +"Oman","Renewable hydropower","On-grid","2021",.. +"Oman","Renewable hydropower","Off-grid","2021",.. +"Oman","Mixed Hydro Plants","On-grid","2021",.. +"Oman","Mixed Hydro Plants","Off-grid","2021",.. +"Oman","Pumped storage","On-grid","2021",.. +"Oman","Pumped storage","Off-grid","2021",.. +"Oman","Marine energy","On-grid","2021",.. +"Oman","Marine energy","Off-grid","2021",.. +"Oman","Solid biofuels","On-grid","2021",.. +"Oman","Solid biofuels","Off-grid","2021",.. +"Oman","Renewable municipal waste","On-grid","2021",.. +"Oman","Renewable municipal waste","Off-grid","2021",.. +"Oman","Liquid biofuels","On-grid","2021",.. +"Oman","Liquid biofuels","Off-grid","2021",.. +"Oman","Biogas","On-grid","2021",.. +"Oman","Biogas","Off-grid","2021",.. +"Oman","Geothermal energy","On-grid","2021",.. +"Oman","Geothermal energy","Off-grid","2021",.. +"Oman","Coal and peat","On-grid","2021",.. +"Oman","Coal and peat","Off-grid","2021",.. +"Oman","Oil","On-grid","2021",.. +"Oman","Oil","Off-grid","2021",.. +"Oman","Natural gas","On-grid","2021",.. +"Oman","Natural gas","Off-grid","2021",.. +"Oman","Fossil fuels n.e.s.","On-grid","2021",11869.000 +"Oman","Fossil fuels n.e.s.","Off-grid","2021",.. +"Oman","Nuclear","On-grid","2021",.. +"Oman","Nuclear","Off-grid","2021",.. +"Oman","Other non-renewable energy","On-grid","2021",.. +"Oman","Other non-renewable energy","Off-grid","2021",.. +"Pakistan","Solar photovoltaic","On-grid","2021",1060.910 +"Pakistan","Solar photovoltaic","Off-grid","2021",22.403 +"Pakistan","Solar thermal energy","On-grid","2021",.. +"Pakistan","Solar thermal energy","Off-grid","2021",.. +"Pakistan","Onshore wind energy","On-grid","2021",1335.000 +"Pakistan","Onshore wind energy","Off-grid","2021",0.155 +"Pakistan","Offshore wind energy","On-grid","2021",.. +"Pakistan","Offshore wind energy","Off-grid","2021",.. +"Pakistan","Renewable hydropower","On-grid","2021",10021.000 +"Pakistan","Renewable hydropower","Off-grid","2021",15.634 +"Pakistan","Mixed Hydro Plants","On-grid","2021",.. +"Pakistan","Mixed Hydro Plants","Off-grid","2021",.. +"Pakistan","Pumped storage","On-grid","2021",.. +"Pakistan","Pumped storage","Off-grid","2021",.. +"Pakistan","Marine energy","On-grid","2021",.. +"Pakistan","Marine energy","Off-grid","2021",.. +"Pakistan","Solid biofuels","On-grid","2021",423.000 +"Pakistan","Solid biofuels","Off-grid","2021",.. +"Pakistan","Renewable municipal waste","On-grid","2021",.. +"Pakistan","Renewable municipal waste","Off-grid","2021",.. +"Pakistan","Liquid biofuels","On-grid","2021",.. +"Pakistan","Liquid biofuels","Off-grid","2021",.. +"Pakistan","Biogas","On-grid","2021",8.650 +"Pakistan","Biogas","Off-grid","2021",1.098 +"Pakistan","Geothermal energy","On-grid","2021",.. +"Pakistan","Geothermal energy","Off-grid","2021",.. +"Pakistan","Coal and peat","On-grid","2021",.. +"Pakistan","Coal and peat","Off-grid","2021",.. +"Pakistan","Oil","On-grid","2021",.. +"Pakistan","Oil","Off-grid","2021",.. +"Pakistan","Natural gas","On-grid","2021",.. +"Pakistan","Natural gas","Off-grid","2021",.. +"Pakistan","Fossil fuels n.e.s.","On-grid","2021",25922.000 +"Pakistan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Pakistan","Nuclear","On-grid","2021",2287.000 +"Pakistan","Nuclear","Off-grid","2021",.. +"Pakistan","Other non-renewable energy","On-grid","2021",.. +"Pakistan","Other non-renewable energy","Off-grid","2021",.. +"Palau","Solar photovoltaic","On-grid","2021",1.510 +"Palau","Solar photovoltaic","Off-grid","2021",0.235 +"Palau","Solar thermal energy","On-grid","2021",.. +"Palau","Solar thermal energy","Off-grid","2021",.. +"Palau","Onshore wind energy","On-grid","2021",.. +"Palau","Onshore wind energy","Off-grid","2021",.. +"Palau","Offshore wind energy","On-grid","2021",.. +"Palau","Offshore wind energy","Off-grid","2021",.. +"Palau","Renewable hydropower","On-grid","2021",.. +"Palau","Renewable hydropower","Off-grid","2021",.. +"Palau","Mixed Hydro Plants","On-grid","2021",.. +"Palau","Mixed Hydro Plants","Off-grid","2021",.. +"Palau","Pumped storage","On-grid","2021",.. +"Palau","Pumped storage","Off-grid","2021",.. +"Palau","Marine energy","On-grid","2021",.. +"Palau","Marine energy","Off-grid","2021",.. +"Palau","Solid biofuels","On-grid","2021",.. +"Palau","Solid biofuels","Off-grid","2021",.. +"Palau","Renewable municipal waste","On-grid","2021",.. +"Palau","Renewable municipal waste","Off-grid","2021",.. +"Palau","Liquid biofuels","On-grid","2021",.. +"Palau","Liquid biofuels","Off-grid","2021",.. +"Palau","Biogas","On-grid","2021",.. +"Palau","Biogas","Off-grid","2021",.. +"Palau","Geothermal energy","On-grid","2021",.. +"Palau","Geothermal energy","Off-grid","2021",.. +"Palau","Coal and peat","On-grid","2021",.. +"Palau","Coal and peat","Off-grid","2021",.. +"Palau","Oil","On-grid","2021",31.995 +"Palau","Oil","Off-grid","2021",.. +"Palau","Natural gas","On-grid","2021",.. +"Palau","Natural gas","Off-grid","2021",.. +"Palau","Fossil fuels n.e.s.","On-grid","2021",.. +"Palau","Fossil fuels n.e.s.","Off-grid","2021",.. +"Palau","Nuclear","On-grid","2021",.. +"Palau","Nuclear","Off-grid","2021",.. +"Palau","Other non-renewable energy","On-grid","2021",.. +"Palau","Other non-renewable energy","Off-grid","2021",.. +"Panama","Solar photovoltaic","On-grid","2021",465.112 +"Panama","Solar photovoltaic","Off-grid","2021",0.020 +"Panama","Solar thermal energy","On-grid","2021",.. +"Panama","Solar thermal energy","Off-grid","2021",.. +"Panama","Onshore wind energy","On-grid","2021",270.000 +"Panama","Onshore wind energy","Off-grid","2021",.. +"Panama","Offshore wind energy","On-grid","2021",.. +"Panama","Offshore wind energy","Off-grid","2021",.. +"Panama","Renewable hydropower","On-grid","2021",1786.480 +"Panama","Renewable hydropower","Off-grid","2021",.. +"Panama","Mixed Hydro Plants","On-grid","2021",.. +"Panama","Mixed Hydro Plants","Off-grid","2021",.. +"Panama","Pumped storage","On-grid","2021",.. +"Panama","Pumped storage","Off-grid","2021",.. +"Panama","Marine energy","On-grid","2021",.. +"Panama","Marine energy","Off-grid","2021",.. +"Panama","Solid biofuels","On-grid","2021",.. +"Panama","Solid biofuels","Off-grid","2021",24.500 +"Panama","Renewable municipal waste","On-grid","2021",.. +"Panama","Renewable municipal waste","Off-grid","2021",.. +"Panama","Liquid biofuels","On-grid","2021",.. +"Panama","Liquid biofuels","Off-grid","2021",.. +"Panama","Biogas","On-grid","2021",8.100 +"Panama","Biogas","Off-grid","2021",.. +"Panama","Geothermal energy","On-grid","2021",.. +"Panama","Geothermal energy","Off-grid","2021",.. +"Panama","Coal and peat","On-grid","2021",120.000 +"Panama","Coal and peat","Off-grid","2021",.. +"Panama","Oil","On-grid","2021",604.862 +"Panama","Oil","Off-grid","2021",35.600 +"Panama","Natural gas","On-grid","2021",381.000 +"Panama","Natural gas","Off-grid","2021",.. +"Panama","Fossil fuels n.e.s.","On-grid","2021",.. +"Panama","Fossil fuels n.e.s.","Off-grid","2021",.. +"Panama","Nuclear","On-grid","2021",.. +"Panama","Nuclear","Off-grid","2021",.. +"Panama","Other non-renewable energy","On-grid","2021",.. +"Panama","Other non-renewable energy","Off-grid","2021",.. +"Papua New Guinea","Solar photovoltaic","On-grid","2021",0.300 +"Papua New Guinea","Solar photovoltaic","Off-grid","2021",2.696 +"Papua New Guinea","Solar thermal energy","On-grid","2021",.. +"Papua New Guinea","Solar thermal energy","Off-grid","2021",.. +"Papua New Guinea","Onshore wind energy","On-grid","2021",.. +"Papua New Guinea","Onshore wind energy","Off-grid","2021",.. +"Papua New Guinea","Offshore wind energy","On-grid","2021",.. +"Papua New Guinea","Offshore wind energy","Off-grid","2021",.. +"Papua New Guinea","Renewable hydropower","On-grid","2021",181.400 +"Papua New Guinea","Renewable hydropower","Off-grid","2021",76.395 +"Papua New Guinea","Mixed Hydro Plants","On-grid","2021",.. +"Papua New Guinea","Mixed Hydro Plants","Off-grid","2021",.. +"Papua New Guinea","Pumped storage","On-grid","2021",.. +"Papua New Guinea","Pumped storage","Off-grid","2021",.. +"Papua New Guinea","Marine energy","On-grid","2021",.. +"Papua New Guinea","Marine energy","Off-grid","2021",.. +"Papua New Guinea","Solid biofuels","On-grid","2021",.. +"Papua New Guinea","Solid biofuels","Off-grid","2021",14.500 +"Papua New Guinea","Renewable municipal waste","On-grid","2021",.. +"Papua New Guinea","Renewable municipal waste","Off-grid","2021",.. +"Papua New Guinea","Liquid biofuels","On-grid","2021",.. +"Papua New Guinea","Liquid biofuels","Off-grid","2021",.. +"Papua New Guinea","Biogas","On-grid","2021",.. +"Papua New Guinea","Biogas","Off-grid","2021",3.812 +"Papua New Guinea","Geothermal energy","On-grid","2021",.. +"Papua New Guinea","Geothermal energy","Off-grid","2021",56.000 +"Papua New Guinea","Coal and peat","On-grid","2021",.. +"Papua New Guinea","Coal and peat","Off-grid","2021",.. +"Papua New Guinea","Oil","On-grid","2021",125.150 +"Papua New Guinea","Oil","Off-grid","2021",.. +"Papua New Guinea","Natural gas","On-grid","2021",256.890 +"Papua New Guinea","Natural gas","Off-grid","2021",.. +"Papua New Guinea","Fossil fuels n.e.s.","On-grid","2021",.. +"Papua New Guinea","Fossil fuels n.e.s.","Off-grid","2021",366.345 +"Papua New Guinea","Nuclear","On-grid","2021",.. +"Papua New Guinea","Nuclear","Off-grid","2021",.. +"Papua New Guinea","Other non-renewable energy","On-grid","2021",.. +"Papua New Guinea","Other non-renewable energy","Off-grid","2021",.. +"Paraguay","Solar photovoltaic","On-grid","2021",.. +"Paraguay","Solar photovoltaic","Off-grid","2021",0.057 +"Paraguay","Solar thermal energy","On-grid","2021",.. +"Paraguay","Solar thermal energy","Off-grid","2021",.. +"Paraguay","Onshore wind energy","On-grid","2021",.. +"Paraguay","Onshore wind energy","Off-grid","2021",.. +"Paraguay","Offshore wind energy","On-grid","2021",.. +"Paraguay","Offshore wind energy","Off-grid","2021",.. +"Paraguay","Renewable hydropower","On-grid","2021",8810.000 +"Paraguay","Renewable hydropower","Off-grid","2021",.. +"Paraguay","Mixed Hydro Plants","On-grid","2021",.. +"Paraguay","Mixed Hydro Plants","Off-grid","2021",.. +"Paraguay","Pumped storage","On-grid","2021",.. +"Paraguay","Pumped storage","Off-grid","2021",.. +"Paraguay","Marine energy","On-grid","2021",.. +"Paraguay","Marine energy","Off-grid","2021",.. +"Paraguay","Solid biofuels","On-grid","2021",19.750 +"Paraguay","Solid biofuels","Off-grid","2021",.. +"Paraguay","Renewable municipal waste","On-grid","2021",.. +"Paraguay","Renewable municipal waste","Off-grid","2021",.. +"Paraguay","Liquid biofuels","On-grid","2021",.. +"Paraguay","Liquid biofuels","Off-grid","2021",.. +"Paraguay","Biogas","On-grid","2021",2.418 +"Paraguay","Biogas","Off-grid","2021",.. +"Paraguay","Geothermal energy","On-grid","2021",.. +"Paraguay","Geothermal energy","Off-grid","2021",.. +"Paraguay","Coal and peat","On-grid","2021",.. +"Paraguay","Coal and peat","Off-grid","2021",.. +"Paraguay","Oil","On-grid","2021",.. +"Paraguay","Oil","Off-grid","2021",26.190 +"Paraguay","Natural gas","On-grid","2021",.. +"Paraguay","Natural gas","Off-grid","2021",.. +"Paraguay","Fossil fuels n.e.s.","On-grid","2021",.. +"Paraguay","Fossil fuels n.e.s.","Off-grid","2021",.. +"Paraguay","Nuclear","On-grid","2021",.. +"Paraguay","Nuclear","Off-grid","2021",.. +"Paraguay","Other non-renewable energy","On-grid","2021",.. +"Paraguay","Other non-renewable energy","Off-grid","2021",.. +"Peru","Solar photovoltaic","On-grid","2021",290.275 +"Peru","Solar photovoltaic","Off-grid","2021",45.746 +"Peru","Solar thermal energy","On-grid","2021",.. +"Peru","Solar thermal energy","Off-grid","2021",.. +"Peru","Onshore wind energy","On-grid","2021",408.290 +"Peru","Onshore wind energy","Off-grid","2021",0.700 +"Peru","Offshore wind energy","On-grid","2021",.. +"Peru","Offshore wind energy","Off-grid","2021",.. +"Peru","Renewable hydropower","On-grid","2021",5388.208 +"Peru","Renewable hydropower","Off-grid","2021",102.073 +"Peru","Mixed Hydro Plants","On-grid","2021",.. +"Peru","Mixed Hydro Plants","Off-grid","2021",.. +"Peru","Pumped storage","On-grid","2021",.. +"Peru","Pumped storage","Off-grid","2021",.. +"Peru","Marine energy","On-grid","2021",.. +"Peru","Marine energy","Off-grid","2021",.. +"Peru","Solid biofuels","On-grid","2021",111.210 +"Peru","Solid biofuels","Off-grid","2021",73.700 +"Peru","Renewable municipal waste","On-grid","2021",.. +"Peru","Renewable municipal waste","Off-grid","2021",.. +"Peru","Liquid biofuels","On-grid","2021",.. +"Peru","Liquid biofuels","Off-grid","2021",.. +"Peru","Biogas","On-grid","2021",10.400 +"Peru","Biogas","Off-grid","2021",.. +"Peru","Geothermal energy","On-grid","2021",.. +"Peru","Geothermal energy","Off-grid","2021",.. +"Peru","Coal and peat","On-grid","2021",135.000 +"Peru","Coal and peat","Off-grid","2021",.. +"Peru","Oil","On-grid","2021",397.007 +"Peru","Oil","Off-grid","2021",744.730 +"Peru","Natural gas","On-grid","2021",7096.658 +"Peru","Natural gas","Off-grid","2021",138.400 +"Peru","Fossil fuels n.e.s.","On-grid","2021",.. +"Peru","Fossil fuels n.e.s.","Off-grid","2021",.. +"Peru","Nuclear","On-grid","2021",.. +"Peru","Nuclear","Off-grid","2021",.. +"Peru","Other non-renewable energy","On-grid","2021",23.800 +"Peru","Other non-renewable energy","Off-grid","2021",.. +"Philippines","Solar photovoltaic","On-grid","2021",1356.830 +"Philippines","Solar photovoltaic","Off-grid","2021",12.904 +"Philippines","Solar thermal energy","On-grid","2021",.. +"Philippines","Solar thermal energy","Off-grid","2021",.. +"Philippines","Onshore wind energy","On-grid","2021",426.900 +"Philippines","Onshore wind energy","Off-grid","2021",16.000 +"Philippines","Offshore wind energy","On-grid","2021",.. +"Philippines","Offshore wind energy","Off-grid","2021",.. +"Philippines","Renewable hydropower","On-grid","2021",3018.216 +"Philippines","Renewable hydropower","Off-grid","2021",30.595 +"Philippines","Mixed Hydro Plants","On-grid","2021",.. +"Philippines","Mixed Hydro Plants","Off-grid","2021",.. +"Philippines","Pumped storage","On-grid","2021",736.000 +"Philippines","Pumped storage","Off-grid","2021",.. +"Philippines","Marine energy","On-grid","2021",.. +"Philippines","Marine energy","Off-grid","2021",.. +"Philippines","Solid biofuels","On-grid","2021",764.337 +"Philippines","Solid biofuels","Off-grid","2021",.. +"Philippines","Renewable municipal waste","On-grid","2021",.. +"Philippines","Renewable municipal waste","Off-grid","2021",.. +"Philippines","Liquid biofuels","On-grid","2021",.. +"Philippines","Liquid biofuels","Off-grid","2021",.. +"Philippines","Biogas","On-grid","2021",33.250 +"Philippines","Biogas","Off-grid","2021",29.830 +"Philippines","Geothermal energy","On-grid","2021",1928.100 +"Philippines","Geothermal energy","Off-grid","2021",.. +"Philippines","Coal and peat","On-grid","2021",11706.551 +"Philippines","Coal and peat","Off-grid","2021",.. +"Philippines","Oil","On-grid","2021",3260.349 +"Philippines","Oil","Off-grid","2021",569.224 +"Philippines","Natural gas","On-grid","2021",3687.500 +"Philippines","Natural gas","Off-grid","2021",.. +"Philippines","Fossil fuels n.e.s.","On-grid","2021",.. +"Philippines","Fossil fuels n.e.s.","Off-grid","2021",.. +"Philippines","Nuclear","On-grid","2021",.. +"Philippines","Nuclear","Off-grid","2021",.. +"Philippines","Other non-renewable energy","On-grid","2021",.. +"Philippines","Other non-renewable energy","Off-grid","2021",.. +"Poland","Solar photovoltaic","On-grid","2021",6256.754 +"Poland","Solar photovoltaic","Off-grid","2021",.. +"Poland","Solar thermal energy","On-grid","2021",.. +"Poland","Solar thermal energy","Off-grid","2021",.. +"Poland","Onshore wind energy","On-grid","2021",6958.250 +"Poland","Onshore wind energy","Off-grid","2021",.. +"Poland","Offshore wind energy","On-grid","2021",.. +"Poland","Offshore wind energy","Off-grid","2021",.. +"Poland","Renewable hydropower","On-grid","2021",787.652 +"Poland","Renewable hydropower","Off-grid","2021",.. +"Poland","Mixed Hydro Plants","On-grid","2021",375.950 +"Poland","Mixed Hydro Plants","Off-grid","2021",.. +"Poland","Pumped storage","On-grid","2021",1220.000 +"Poland","Pumped storage","Off-grid","2021",.. +"Poland","Marine energy","On-grid","2021",.. +"Poland","Marine energy","Off-grid","2021",.. +"Poland","Solid biofuels","On-grid","2021",734.201 +"Poland","Solid biofuels","Off-grid","2021",.. +"Poland","Renewable municipal waste","On-grid","2021",49.750 +"Poland","Renewable municipal waste","Off-grid","2021",.. +"Poland","Liquid biofuels","On-grid","2021",0.400 +"Poland","Liquid biofuels","Off-grid","2021",.. +"Poland","Biogas","On-grid","2021",261.002 +"Poland","Biogas","Off-grid","2021",.. +"Poland","Geothermal energy","On-grid","2021",.. +"Poland","Geothermal energy","Off-grid","2021",.. +"Poland","Coal and peat","On-grid","2021",.. +"Poland","Coal and peat","Off-grid","2021",.. +"Poland","Oil","On-grid","2021",.. +"Poland","Oil","Off-grid","2021",.. +"Poland","Natural gas","On-grid","2021",.. +"Poland","Natural gas","Off-grid","2021",.. +"Poland","Fossil fuels n.e.s.","On-grid","2021",34957.346 +"Poland","Fossil fuels n.e.s.","Off-grid","2021",.. +"Poland","Nuclear","On-grid","2021",.. +"Poland","Nuclear","Off-grid","2021",.. +"Poland","Other non-renewable energy","On-grid","2021",50.150 +"Poland","Other non-renewable energy","Off-grid","2021",.. +"Portugal","Solar photovoltaic","On-grid","2021",1711.070 +"Portugal","Solar photovoltaic","Off-grid","2021",90.222 +"Portugal","Solar thermal energy","On-grid","2021",.. +"Portugal","Solar thermal energy","Off-grid","2021",.. +"Portugal","Onshore wind energy","On-grid","2021",5223.259 +"Portugal","Onshore wind energy","Off-grid","2021",.. +"Portugal","Offshore wind energy","On-grid","2021",25.000 +"Portugal","Offshore wind energy","Off-grid","2021",.. +"Portugal","Renewable hydropower","On-grid","2021",4476.406 +"Portugal","Renewable hydropower","Off-grid","2021",.. +"Portugal","Mixed Hydro Plants","On-grid","2021",2764.400 +"Portugal","Mixed Hydro Plants","Off-grid","2021",.. +"Portugal","Pumped storage","On-grid","2021",.. +"Portugal","Pumped storage","Off-grid","2021",.. +"Portugal","Marine energy","On-grid","2021",.. +"Portugal","Marine energy","Off-grid","2021",.. +"Portugal","Solid biofuels","On-grid","2021",624.968 +"Portugal","Solid biofuels","Off-grid","2021",.. +"Portugal","Renewable municipal waste","On-grid","2021",40.907 +"Portugal","Renewable municipal waste","Off-grid","2021",.. +"Portugal","Liquid biofuels","On-grid","2021",.. +"Portugal","Liquid biofuels","Off-grid","2021",.. +"Portugal","Biogas","On-grid","2021",75.243 +"Portugal","Biogas","Off-grid","2021",.. +"Portugal","Geothermal energy","On-grid","2021",29.100 +"Portugal","Geothermal energy","Off-grid","2021",.. +"Portugal","Coal and peat","On-grid","2021",.. +"Portugal","Coal and peat","Off-grid","2021",.. +"Portugal","Oil","On-grid","2021",.. +"Portugal","Oil","Off-grid","2021",.. +"Portugal","Natural gas","On-grid","2021",.. +"Portugal","Natural gas","Off-grid","2021",.. +"Portugal","Fossil fuels n.e.s.","On-grid","2021",6223.093 +"Portugal","Fossil fuels n.e.s.","Off-grid","2021",.. +"Portugal","Nuclear","On-grid","2021",.. +"Portugal","Nuclear","Off-grid","2021",.. +"Portugal","Other non-renewable energy","On-grid","2021",44.307 +"Portugal","Other non-renewable energy","Off-grid","2021",.. +"Puerto Rico","Solar photovoltaic","On-grid","2021",490.626 +"Puerto Rico","Solar photovoltaic","Off-grid","2021",0.042 +"Puerto Rico","Solar thermal energy","On-grid","2021",.. +"Puerto Rico","Solar thermal energy","Off-grid","2021",.. +"Puerto Rico","Onshore wind energy","On-grid","2021",125.200 +"Puerto Rico","Onshore wind energy","Off-grid","2021",.. +"Puerto Rico","Offshore wind energy","On-grid","2021",.. +"Puerto Rico","Offshore wind energy","Off-grid","2021",.. +"Puerto Rico","Renewable hydropower","On-grid","2021",98.100 +"Puerto Rico","Renewable hydropower","Off-grid","2021",.. +"Puerto Rico","Mixed Hydro Plants","On-grid","2021",.. +"Puerto Rico","Mixed Hydro Plants","Off-grid","2021",.. +"Puerto Rico","Pumped storage","On-grid","2021",.. +"Puerto Rico","Pumped storage","Off-grid","2021",.. +"Puerto Rico","Marine energy","On-grid","2021",.. +"Puerto Rico","Marine energy","Off-grid","2021",.. +"Puerto Rico","Solid biofuels","On-grid","2021",2.055 +"Puerto Rico","Solid biofuels","Off-grid","2021",.. +"Puerto Rico","Renewable municipal waste","On-grid","2021",.. +"Puerto Rico","Renewable municipal waste","Off-grid","2021",.. +"Puerto Rico","Liquid biofuels","On-grid","2021",.. +"Puerto Rico","Liquid biofuels","Off-grid","2021",.. +"Puerto Rico","Biogas","On-grid","2021",4.800 +"Puerto Rico","Biogas","Off-grid","2021",.. +"Puerto Rico","Geothermal energy","On-grid","2021",.. +"Puerto Rico","Geothermal energy","Off-grid","2021",.. +"Puerto Rico","Coal and peat","On-grid","2021",510.000 +"Puerto Rico","Coal and peat","Off-grid","2021",.. +"Puerto Rico","Oil","On-grid","2021",4016.100 +"Puerto Rico","Oil","Off-grid","2021",.. +"Puerto Rico","Natural gas","On-grid","2021",1400.000 +"Puerto Rico","Natural gas","Off-grid","2021",.. +"Puerto Rico","Fossil fuels n.e.s.","On-grid","2021",.. +"Puerto Rico","Fossil fuels n.e.s.","Off-grid","2021",.. +"Puerto Rico","Nuclear","On-grid","2021",.. +"Puerto Rico","Nuclear","Off-grid","2021",.. +"Puerto Rico","Other non-renewable energy","On-grid","2021",.. +"Puerto Rico","Other non-renewable energy","Off-grid","2021",.. +"Qatar","Solar photovoltaic","On-grid","2021",5.100 +"Qatar","Solar photovoltaic","Off-grid","2021",.. +"Qatar","Solar thermal energy","On-grid","2021",.. +"Qatar","Solar thermal energy","Off-grid","2021",.. +"Qatar","Onshore wind energy","On-grid","2021",.. +"Qatar","Onshore wind energy","Off-grid","2021",.. +"Qatar","Offshore wind energy","On-grid","2021",.. +"Qatar","Offshore wind energy","Off-grid","2021",.. +"Qatar","Renewable hydropower","On-grid","2021",.. +"Qatar","Renewable hydropower","Off-grid","2021",.. +"Qatar","Mixed Hydro Plants","On-grid","2021",.. +"Qatar","Mixed Hydro Plants","Off-grid","2021",.. +"Qatar","Pumped storage","On-grid","2021",.. +"Qatar","Pumped storage","Off-grid","2021",.. +"Qatar","Marine energy","On-grid","2021",.. +"Qatar","Marine energy","Off-grid","2021",.. +"Qatar","Solid biofuels","On-grid","2021",.. +"Qatar","Solid biofuels","Off-grid","2021",.. +"Qatar","Renewable municipal waste","On-grid","2021",30.000 +"Qatar","Renewable municipal waste","Off-grid","2021",.. +"Qatar","Liquid biofuels","On-grid","2021",.. +"Qatar","Liquid biofuels","Off-grid","2021",.. +"Qatar","Biogas","On-grid","2021",8.000 +"Qatar","Biogas","Off-grid","2021",.. +"Qatar","Geothermal energy","On-grid","2021",.. +"Qatar","Geothermal energy","Off-grid","2021",.. +"Qatar","Coal and peat","On-grid","2021",.. +"Qatar","Coal and peat","Off-grid","2021",.. +"Qatar","Oil","On-grid","2021",.. +"Qatar","Oil","Off-grid","2021",.. +"Qatar","Natural gas","On-grid","2021",10579.000 +"Qatar","Natural gas","Off-grid","2021",.. +"Qatar","Fossil fuels n.e.s.","On-grid","2021",.. +"Qatar","Fossil fuels n.e.s.","Off-grid","2021",.. +"Qatar","Nuclear","On-grid","2021",.. +"Qatar","Nuclear","Off-grid","2021",.. +"Qatar","Other non-renewable energy","On-grid","2021",.. +"Qatar","Other non-renewable energy","Off-grid","2021",.. +"Republic of Korea","Solar photovoltaic","On-grid","2021",18160.575 +"Republic of Korea","Solar photovoltaic","Off-grid","2021",.. +"Republic of Korea","Solar thermal energy","On-grid","2021",.. +"Republic of Korea","Solar thermal energy","Off-grid","2021",.. +"Republic of Korea","Onshore wind energy","On-grid","2021",1572.043 +"Republic of Korea","Onshore wind energy","Off-grid","2021",.. +"Republic of Korea","Offshore wind energy","On-grid","2021",136.000 +"Republic of Korea","Offshore wind energy","Off-grid","2021",.. +"Republic of Korea","Renewable hydropower","On-grid","2021",1841.141 +"Republic of Korea","Renewable hydropower","Off-grid","2021",.. +"Republic of Korea","Mixed Hydro Plants","On-grid","2021",.. +"Republic of Korea","Mixed Hydro Plants","Off-grid","2021",.. +"Republic of Korea","Pumped storage","On-grid","2021",4700.000 +"Republic of Korea","Pumped storage","Off-grid","2021",.. +"Republic of Korea","Marine energy","On-grid","2021",255.500 +"Republic of Korea","Marine energy","Off-grid","2021",.. +"Republic of Korea","Solid biofuels","On-grid","2021",1880.000 +"Republic of Korea","Solid biofuels","Off-grid","2021",.. +"Republic of Korea","Renewable municipal waste","On-grid","2021",60.000 +"Republic of Korea","Renewable municipal waste","Off-grid","2021",.. +"Republic of Korea","Liquid biofuels","On-grid","2021",329.000 +"Republic of Korea","Liquid biofuels","Off-grid","2021",.. +"Republic of Korea","Biogas","On-grid","2021",131.000 +"Republic of Korea","Biogas","Off-grid","2021",.. +"Republic of Korea","Geothermal energy","On-grid","2021",.. +"Republic of Korea","Geothermal energy","Off-grid","2021",.. +"Republic of Korea","Coal and peat","On-grid","2021",41814.029 +"Republic of Korea","Coal and peat","Off-grid","2021",.. +"Republic of Korea","Oil","On-grid","2021",2159.025 +"Republic of Korea","Oil","Off-grid","2021",.. +"Republic of Korea","Natural gas","On-grid","2021",44885.532 +"Republic of Korea","Natural gas","Off-grid","2021",.. +"Republic of Korea","Fossil fuels n.e.s.","On-grid","2021",.. +"Republic of Korea","Fossil fuels n.e.s.","Off-grid","2021",.. +"Republic of Korea","Nuclear","On-grid","2021",23250.000 +"Republic of Korea","Nuclear","Off-grid","2021",.. +"Republic of Korea","Other non-renewable energy","On-grid","2021",987.109 +"Republic of Korea","Other non-renewable energy","Off-grid","2021",.. +"Republic of Moldova","Solar photovoltaic","On-grid","2021",8.480 +"Republic of Moldova","Solar photovoltaic","Off-grid","2021",.. +"Republic of Moldova","Solar thermal energy","On-grid","2021",.. +"Republic of Moldova","Solar thermal energy","Off-grid","2021",.. +"Republic of Moldova","Onshore wind energy","On-grid","2021",50.890 +"Republic of Moldova","Onshore wind energy","Off-grid","2021",.. +"Republic of Moldova","Offshore wind energy","On-grid","2021",.. +"Republic of Moldova","Offshore wind energy","Off-grid","2021",.. +"Republic of Moldova","Renewable hydropower","On-grid","2021",64.254 +"Republic of Moldova","Renewable hydropower","Off-grid","2021",.. +"Republic of Moldova","Mixed Hydro Plants","On-grid","2021",.. +"Republic of Moldova","Mixed Hydro Plants","Off-grid","2021",.. +"Republic of Moldova","Pumped storage","On-grid","2021",.. +"Republic of Moldova","Pumped storage","Off-grid","2021",.. +"Republic of Moldova","Marine energy","On-grid","2021",.. +"Republic of Moldova","Marine energy","Off-grid","2021",.. +"Republic of Moldova","Solid biofuels","On-grid","2021",.. +"Republic of Moldova","Solid biofuels","Off-grid","2021",.. +"Republic of Moldova","Renewable municipal waste","On-grid","2021",.. +"Republic of Moldova","Renewable municipal waste","Off-grid","2021",.. +"Republic of Moldova","Liquid biofuels","On-grid","2021",.. +"Republic of Moldova","Liquid biofuels","Off-grid","2021",.. +"Republic of Moldova","Biogas","On-grid","2021",6.350 +"Republic of Moldova","Biogas","Off-grid","2021",.. +"Republic of Moldova","Geothermal energy","On-grid","2021",.. +"Republic of Moldova","Geothermal energy","Off-grid","2021",.. +"Republic of Moldova","Coal and peat","On-grid","2021",.. +"Republic of Moldova","Coal and peat","Off-grid","2021",.. +"Republic of Moldova","Oil","On-grid","2021",6.000 +"Republic of Moldova","Oil","Off-grid","2021",70.000 +"Republic of Moldova","Natural gas","On-grid","2021",348.000 +"Republic of Moldova","Natural gas","Off-grid","2021",.. +"Republic of Moldova","Fossil fuels n.e.s.","On-grid","2021",2520.000 +"Republic of Moldova","Fossil fuels n.e.s.","Off-grid","2021",.. +"Republic of Moldova","Nuclear","On-grid","2021",.. +"Republic of Moldova","Nuclear","Off-grid","2021",.. +"Republic of Moldova","Other non-renewable energy","On-grid","2021",.. +"Republic of Moldova","Other non-renewable energy","Off-grid","2021",.. +"Republic of North Macedonia","Solar photovoltaic","On-grid","2021",94.205 +"Republic of North Macedonia","Solar photovoltaic","Off-grid","2021",.. +"Republic of North Macedonia","Solar thermal energy","On-grid","2021",.. +"Republic of North Macedonia","Solar thermal energy","Off-grid","2021",.. +"Republic of North Macedonia","Onshore wind energy","On-grid","2021",37.000 +"Republic of North Macedonia","Onshore wind energy","Off-grid","2021",.. +"Republic of North Macedonia","Offshore wind energy","On-grid","2021",.. +"Republic of North Macedonia","Offshore wind energy","Off-grid","2021",.. +"Republic of North Macedonia","Renewable hydropower","On-grid","2021",821.760 +"Republic of North Macedonia","Renewable hydropower","Off-grid","2021",.. +"Republic of North Macedonia","Mixed Hydro Plants","On-grid","2021",.. +"Republic of North Macedonia","Mixed Hydro Plants","Off-grid","2021",.. +"Republic of North Macedonia","Pumped storage","On-grid","2021",.. +"Republic of North Macedonia","Pumped storage","Off-grid","2021",.. +"Republic of North Macedonia","Marine energy","On-grid","2021",.. +"Republic of North Macedonia","Marine energy","Off-grid","2021",.. +"Republic of North Macedonia","Solid biofuels","On-grid","2021",2.400 +"Republic of North Macedonia","Solid biofuels","Off-grid","2021",.. +"Republic of North Macedonia","Renewable municipal waste","On-grid","2021",.. +"Republic of North Macedonia","Renewable municipal waste","Off-grid","2021",.. +"Republic of North Macedonia","Liquid biofuels","On-grid","2021",.. +"Republic of North Macedonia","Liquid biofuels","Off-grid","2021",.. +"Republic of North Macedonia","Biogas","On-grid","2021",8.000 +"Republic of North Macedonia","Biogas","Off-grid","2021",.. +"Republic of North Macedonia","Geothermal energy","On-grid","2021",.. +"Republic of North Macedonia","Geothermal energy","Off-grid","2021",.. +"Republic of North Macedonia","Coal and peat","On-grid","2021",824.000 +"Republic of North Macedonia","Coal and peat","Off-grid","2021",.. +"Republic of North Macedonia","Oil","On-grid","2021",29.000 +"Republic of North Macedonia","Oil","Off-grid","2021",.. +"Republic of North Macedonia","Natural gas","On-grid","2021",251.000 +"Republic of North Macedonia","Natural gas","Off-grid","2021",.. +"Republic of North Macedonia","Fossil fuels n.e.s.","On-grid","2021",.. +"Republic of North Macedonia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Republic of North Macedonia","Nuclear","On-grid","2021",.. +"Republic of North Macedonia","Nuclear","Off-grid","2021",.. +"Republic of North Macedonia","Other non-renewable energy","On-grid","2021",.. +"Republic of North Macedonia","Other non-renewable energy","Off-grid","2021",.. +"Réunion","Solar photovoltaic","On-grid","2021",216.000 +"Réunion","Solar photovoltaic","Off-grid","2021",1.340 +"Réunion","Solar thermal energy","On-grid","2021",.. +"Réunion","Solar thermal energy","Off-grid","2021",.. +"Réunion","Onshore wind energy","On-grid","2021",16.500 +"Réunion","Onshore wind energy","Off-grid","2021",.. +"Réunion","Offshore wind energy","On-grid","2021",.. +"Réunion","Offshore wind energy","Off-grid","2021",.. +"Réunion","Renewable hydropower","On-grid","2021",133.200 +"Réunion","Renewable hydropower","Off-grid","2021",.. +"Réunion","Mixed Hydro Plants","On-grid","2021",.. +"Réunion","Mixed Hydro Plants","Off-grid","2021",.. +"Réunion","Pumped storage","On-grid","2021",.. +"Réunion","Pumped storage","Off-grid","2021",.. +"Réunion","Marine energy","On-grid","2021",.. +"Réunion","Marine energy","Off-grid","2021",.. +"Réunion","Solid biofuels","On-grid","2021",83.000 +"Réunion","Solid biofuels","Off-grid","2021",.. +"Réunion","Renewable municipal waste","On-grid","2021",.. +"Réunion","Renewable municipal waste","Off-grid","2021",.. +"Réunion","Liquid biofuels","On-grid","2021",.. +"Réunion","Liquid biofuels","Off-grid","2021",.. +"Réunion","Biogas","On-grid","2021",4.400 +"Réunion","Biogas","Off-grid","2021",.. +"Réunion","Geothermal energy","On-grid","2021",.. +"Réunion","Geothermal energy","Off-grid","2021",.. +"Réunion","Coal and peat","On-grid","2021",168.000 +"Réunion","Coal and peat","Off-grid","2021",.. +"Réunion","Oil","On-grid","2021",291.000 +"Réunion","Oil","Off-grid","2021",.. +"Réunion","Natural gas","On-grid","2021",.. +"Réunion","Natural gas","Off-grid","2021",.. +"Réunion","Fossil fuels n.e.s.","On-grid","2021",.. +"Réunion","Fossil fuels n.e.s.","Off-grid","2021",.. +"Réunion","Nuclear","On-grid","2021",.. +"Réunion","Nuclear","Off-grid","2021",.. +"Réunion","Other non-renewable energy","On-grid","2021",.. +"Réunion","Other non-renewable energy","Off-grid","2021",.. +"Romania","Solar photovoltaic","On-grid","2021",1397.539 +"Romania","Solar photovoltaic","Off-grid","2021",.. +"Romania","Solar thermal energy","On-grid","2021",0.091 +"Romania","Solar thermal energy","Off-grid","2021",.. +"Romania","Onshore wind energy","On-grid","2021",3012.527 +"Romania","Onshore wind energy","Off-grid","2021",.. +"Romania","Offshore wind energy","On-grid","2021",.. +"Romania","Offshore wind energy","Off-grid","2021",.. +"Romania","Renewable hydropower","On-grid","2021",6284.632 +"Romania","Renewable hydropower","Off-grid","2021",.. +"Romania","Mixed Hydro Plants","On-grid","2021",279.165 +"Romania","Mixed Hydro Plants","Off-grid","2021",.. +"Romania","Pumped storage","On-grid","2021",91.500 +"Romania","Pumped storage","Off-grid","2021",.. +"Romania","Marine energy","On-grid","2021",.. +"Romania","Marine energy","Off-grid","2021",.. +"Romania","Solid biofuels","On-grid","2021",134.832 +"Romania","Solid biofuels","Off-grid","2021",.. +"Romania","Renewable municipal waste","On-grid","2021",.. +"Romania","Renewable municipal waste","Off-grid","2021",.. +"Romania","Liquid biofuels","On-grid","2021",.. +"Romania","Liquid biofuels","Off-grid","2021",.. +"Romania","Biogas","On-grid","2021",29.533 +"Romania","Biogas","Off-grid","2021",.. +"Romania","Geothermal energy","On-grid","2021",0.050 +"Romania","Geothermal energy","Off-grid","2021",.. +"Romania","Coal and peat","On-grid","2021",.. +"Romania","Coal and peat","Off-grid","2021",.. +"Romania","Oil","On-grid","2021",.. +"Romania","Oil","Off-grid","2021",.. +"Romania","Natural gas","On-grid","2021",.. +"Romania","Natural gas","Off-grid","2021",.. +"Romania","Fossil fuels n.e.s.","On-grid","2021",7197.377 +"Romania","Fossil fuels n.e.s.","Off-grid","2021",.. +"Romania","Nuclear","On-grid","2021",1300.000 +"Romania","Nuclear","Off-grid","2021",.. +"Romania","Other non-renewable energy","On-grid","2021",1.013 +"Romania","Other non-renewable energy","Off-grid","2021",.. +"Russian Federation","Solar photovoltaic","On-grid","2021",1659.900 +"Russian Federation","Solar photovoltaic","Off-grid","2021",1.120 +"Russian Federation","Solar thermal energy","On-grid","2021",.. +"Russian Federation","Solar thermal energy","Off-grid","2021",.. +"Russian Federation","Onshore wind energy","On-grid","2021",1955.000 +"Russian Federation","Onshore wind energy","Off-grid","2021",.. +"Russian Federation","Offshore wind energy","On-grid","2021",.. +"Russian Federation","Offshore wind energy","Off-grid","2021",.. +"Russian Federation","Renewable hydropower","On-grid","2021",50689.313 +"Russian Federation","Renewable hydropower","Off-grid","2021",456.000 +"Russian Federation","Mixed Hydro Plants","On-grid","2021",.. +"Russian Federation","Mixed Hydro Plants","Off-grid","2021",.. +"Russian Federation","Pumped storage","On-grid","2021",1356.000 +"Russian Federation","Pumped storage","Off-grid","2021",.. +"Russian Federation","Marine energy","On-grid","2021",1.700 +"Russian Federation","Marine energy","Off-grid","2021",.. +"Russian Federation","Solid biofuels","On-grid","2021",1372.500 +"Russian Federation","Solid biofuels","Off-grid","2021",.. +"Russian Federation","Renewable municipal waste","On-grid","2021",.. +"Russian Federation","Renewable municipal waste","Off-grid","2021",.. +"Russian Federation","Liquid biofuels","On-grid","2021",.. +"Russian Federation","Liquid biofuels","Off-grid","2021",.. +"Russian Federation","Biogas","On-grid","2021",.. +"Russian Federation","Biogas","Off-grid","2021",.. +"Russian Federation","Geothermal energy","On-grid","2021",81.400 +"Russian Federation","Geothermal energy","Off-grid","2021",.. +"Russian Federation","Coal and peat","On-grid","2021",.. +"Russian Federation","Coal and peat","Off-grid","2021",.. +"Russian Federation","Oil","On-grid","2021",.. +"Russian Federation","Oil","Off-grid","2021",.. +"Russian Federation","Natural gas","On-grid","2021",.. +"Russian Federation","Natural gas","Off-grid","2021",.. +"Russian Federation","Fossil fuels n.e.s.","On-grid","2021",163097.070 +"Russian Federation","Fossil fuels n.e.s.","Off-grid","2021",25910.000 +"Russian Federation","Nuclear","On-grid","2021",29542.990 +"Russian Federation","Nuclear","Off-grid","2021",.. +"Russian Federation","Other non-renewable energy","On-grid","2021",.. +"Russian Federation","Other non-renewable energy","Off-grid","2021",.. +"Rwanda","Solar photovoltaic","On-grid","2021",12.350 +"Rwanda","Solar photovoltaic","Off-grid","2021",25.988 +"Rwanda","Solar thermal energy","On-grid","2021",.. +"Rwanda","Solar thermal energy","Off-grid","2021",.. +"Rwanda","Onshore wind energy","On-grid","2021",.. +"Rwanda","Onshore wind energy","Off-grid","2021",.. +"Rwanda","Offshore wind energy","On-grid","2021",.. +"Rwanda","Offshore wind energy","Off-grid","2021",.. +"Rwanda","Renewable hydropower","On-grid","2021",117.137 +"Rwanda","Renewable hydropower","Off-grid","2021",2.426 +"Rwanda","Mixed Hydro Plants","On-grid","2021",.. +"Rwanda","Mixed Hydro Plants","Off-grid","2021",.. +"Rwanda","Pumped storage","On-grid","2021",.. +"Rwanda","Pumped storage","Off-grid","2021",.. +"Rwanda","Marine energy","On-grid","2021",.. +"Rwanda","Marine energy","Off-grid","2021",.. +"Rwanda","Solid biofuels","On-grid","2021",0.835 +"Rwanda","Solid biofuels","Off-grid","2021",.. +"Rwanda","Renewable municipal waste","On-grid","2021",.. +"Rwanda","Renewable municipal waste","Off-grid","2021",.. +"Rwanda","Liquid biofuels","On-grid","2021",.. +"Rwanda","Liquid biofuels","Off-grid","2021",.. +"Rwanda","Biogas","On-grid","2021",.. +"Rwanda","Biogas","Off-grid","2021",.. +"Rwanda","Geothermal energy","On-grid","2021",.. +"Rwanda","Geothermal energy","Off-grid","2021",.. +"Rwanda","Coal and peat","On-grid","2021",15.000 +"Rwanda","Coal and peat","Off-grid","2021",.. +"Rwanda","Oil","On-grid","2021",60.140 +"Rwanda","Oil","Off-grid","2021",.. +"Rwanda","Natural gas","On-grid","2021",25.000 +"Rwanda","Natural gas","Off-grid","2021",.. +"Rwanda","Fossil fuels n.e.s.","On-grid","2021",.. +"Rwanda","Fossil fuels n.e.s.","Off-grid","2021",14.000 +"Rwanda","Nuclear","On-grid","2021",.. +"Rwanda","Nuclear","Off-grid","2021",.. +"Rwanda","Other non-renewable energy","On-grid","2021",.. +"Rwanda","Other non-renewable energy","Off-grid","2021",.. +"Saint Barthélemy","Solar photovoltaic","On-grid","2021",0.024 +"Saint Barthélemy","Solar photovoltaic","Off-grid","2021",.. +"Saint Barthélemy","Solar thermal energy","On-grid","2021",.. +"Saint Barthélemy","Solar thermal energy","Off-grid","2021",.. +"Saint Barthélemy","Onshore wind energy","On-grid","2021",.. +"Saint Barthélemy","Onshore wind energy","Off-grid","2021",.. +"Saint Barthélemy","Offshore wind energy","On-grid","2021",.. +"Saint Barthélemy","Offshore wind energy","Off-grid","2021",.. +"Saint Barthélemy","Renewable hydropower","On-grid","2021",.. +"Saint Barthélemy","Renewable hydropower","Off-grid","2021",.. +"Saint Barthélemy","Mixed Hydro Plants","On-grid","2021",.. +"Saint Barthélemy","Mixed Hydro Plants","Off-grid","2021",.. +"Saint Barthélemy","Pumped storage","On-grid","2021",.. +"Saint Barthélemy","Pumped storage","Off-grid","2021",.. +"Saint Barthélemy","Marine energy","On-grid","2021",.. +"Saint Barthélemy","Marine energy","Off-grid","2021",.. +"Saint Barthélemy","Solid biofuels","On-grid","2021",.. +"Saint Barthélemy","Solid biofuels","Off-grid","2021",.. +"Saint Barthélemy","Renewable municipal waste","On-grid","2021",.. +"Saint Barthélemy","Renewable municipal waste","Off-grid","2021",.. +"Saint Barthélemy","Liquid biofuels","On-grid","2021",.. +"Saint Barthélemy","Liquid biofuels","Off-grid","2021",.. +"Saint Barthélemy","Biogas","On-grid","2021",.. +"Saint Barthélemy","Biogas","Off-grid","2021",.. +"Saint Barthélemy","Geothermal energy","On-grid","2021",.. +"Saint Barthélemy","Geothermal energy","Off-grid","2021",.. +"Saint Barthélemy","Coal and peat","On-grid","2021",.. +"Saint Barthélemy","Coal and peat","Off-grid","2021",.. +"Saint Barthélemy","Oil","On-grid","2021",.. +"Saint Barthélemy","Oil","Off-grid","2021",.. +"Saint Barthélemy","Natural gas","On-grid","2021",.. +"Saint Barthélemy","Natural gas","Off-grid","2021",.. +"Saint Barthélemy","Fossil fuels n.e.s.","On-grid","2021",34.200 +"Saint Barthélemy","Fossil fuels n.e.s.","Off-grid","2021",.. +"Saint Barthélemy","Nuclear","On-grid","2021",.. +"Saint Barthélemy","Nuclear","Off-grid","2021",.. +"Saint Barthélemy","Other non-renewable energy","On-grid","2021",.. +"Saint Barthélemy","Other non-renewable energy","Off-grid","2021",.. +"Saint Kitts and Nevis","Solar photovoltaic","On-grid","2021",1.940 +"Saint Kitts and Nevis","Solar photovoltaic","Off-grid","2021",0.001 +"Saint Kitts and Nevis","Solar thermal energy","On-grid","2021",.. +"Saint Kitts and Nevis","Solar thermal energy","Off-grid","2021",.. +"Saint Kitts and Nevis","Onshore wind energy","On-grid","2021",2.200 +"Saint Kitts and Nevis","Onshore wind energy","Off-grid","2021",.. +"Saint Kitts and Nevis","Offshore wind energy","On-grid","2021",.. +"Saint Kitts and Nevis","Offshore wind energy","Off-grid","2021",.. +"Saint Kitts and Nevis","Renewable hydropower","On-grid","2021",.. +"Saint Kitts and Nevis","Renewable hydropower","Off-grid","2021",.. +"Saint Kitts and Nevis","Mixed Hydro Plants","On-grid","2021",.. +"Saint Kitts and Nevis","Mixed Hydro Plants","Off-grid","2021",.. +"Saint Kitts and Nevis","Pumped storage","On-grid","2021",.. +"Saint Kitts and Nevis","Pumped storage","Off-grid","2021",.. +"Saint Kitts and Nevis","Marine energy","On-grid","2021",.. +"Saint Kitts and Nevis","Marine energy","Off-grid","2021",.. +"Saint Kitts and Nevis","Solid biofuels","On-grid","2021",.. +"Saint Kitts and Nevis","Solid biofuels","Off-grid","2021",.. +"Saint Kitts and Nevis","Renewable municipal waste","On-grid","2021",.. +"Saint Kitts and Nevis","Renewable municipal waste","Off-grid","2021",.. +"Saint Kitts and Nevis","Liquid biofuels","On-grid","2021",.. +"Saint Kitts and Nevis","Liquid biofuels","Off-grid","2021",.. +"Saint Kitts and Nevis","Biogas","On-grid","2021",.. +"Saint Kitts and Nevis","Biogas","Off-grid","2021",.. +"Saint Kitts and Nevis","Geothermal energy","On-grid","2021",.. +"Saint Kitts and Nevis","Geothermal energy","Off-grid","2021",.. +"Saint Kitts and Nevis","Coal and peat","On-grid","2021",.. +"Saint Kitts and Nevis","Coal and peat","Off-grid","2021",.. +"Saint Kitts and Nevis","Oil","On-grid","2021",66.800 +"Saint Kitts and Nevis","Oil","Off-grid","2021",.. +"Saint Kitts and Nevis","Natural gas","On-grid","2021",.. +"Saint Kitts and Nevis","Natural gas","Off-grid","2021",.. +"Saint Kitts and Nevis","Fossil fuels n.e.s.","On-grid","2021",.. +"Saint Kitts and Nevis","Fossil fuels n.e.s.","Off-grid","2021",.. +"Saint Kitts and Nevis","Nuclear","On-grid","2021",.. +"Saint Kitts and Nevis","Nuclear","Off-grid","2021",.. +"Saint Kitts and Nevis","Other non-renewable energy","On-grid","2021",.. +"Saint Kitts and Nevis","Other non-renewable energy","Off-grid","2021",.. +"Saint Lucia","Solar photovoltaic","On-grid","2021",3.835 +"Saint Lucia","Solar photovoltaic","Off-grid","2021",.. +"Saint Lucia","Solar thermal energy","On-grid","2021",.. +"Saint Lucia","Solar thermal energy","Off-grid","2021",.. +"Saint Lucia","Onshore wind energy","On-grid","2021",.. +"Saint Lucia","Onshore wind energy","Off-grid","2021",.. +"Saint Lucia","Offshore wind energy","On-grid","2021",.. +"Saint Lucia","Offshore wind energy","Off-grid","2021",.. +"Saint Lucia","Renewable hydropower","On-grid","2021",.. +"Saint Lucia","Renewable hydropower","Off-grid","2021",.. +"Saint Lucia","Mixed Hydro Plants","On-grid","2021",.. +"Saint Lucia","Mixed Hydro Plants","Off-grid","2021",.. +"Saint Lucia","Pumped storage","On-grid","2021",.. +"Saint Lucia","Pumped storage","Off-grid","2021",.. +"Saint Lucia","Marine energy","On-grid","2021",.. +"Saint Lucia","Marine energy","Off-grid","2021",.. +"Saint Lucia","Solid biofuels","On-grid","2021",.. +"Saint Lucia","Solid biofuels","Off-grid","2021",0.176 +"Saint Lucia","Renewable municipal waste","On-grid","2021",.. +"Saint Lucia","Renewable municipal waste","Off-grid","2021",.. +"Saint Lucia","Liquid biofuels","On-grid","2021",.. +"Saint Lucia","Liquid biofuels","Off-grid","2021",.. +"Saint Lucia","Biogas","On-grid","2021",.. +"Saint Lucia","Biogas","Off-grid","2021",.. +"Saint Lucia","Geothermal energy","On-grid","2021",.. +"Saint Lucia","Geothermal energy","Off-grid","2021",.. +"Saint Lucia","Coal and peat","On-grid","2021",.. +"Saint Lucia","Coal and peat","Off-grid","2021",.. +"Saint Lucia","Oil","On-grid","2021",88.400 +"Saint Lucia","Oil","Off-grid","2021",.. +"Saint Lucia","Natural gas","On-grid","2021",.. +"Saint Lucia","Natural gas","Off-grid","2021",.. +"Saint Lucia","Fossil fuels n.e.s.","On-grid","2021",.. +"Saint Lucia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Saint Lucia","Nuclear","On-grid","2021",.. +"Saint Lucia","Nuclear","Off-grid","2021",.. +"Saint Lucia","Other non-renewable energy","On-grid","2021",.. +"Saint Lucia","Other non-renewable energy","Off-grid","2021",.. +"Saint Martin (French Part)","Solar photovoltaic","On-grid","2021",0.500 +"Saint Martin (French Part)","Solar photovoltaic","Off-grid","2021",.. +"Saint Martin (French Part)","Solar thermal energy","On-grid","2021",.. +"Saint Martin (French Part)","Solar thermal energy","Off-grid","2021",.. +"Saint Martin (French Part)","Onshore wind energy","On-grid","2021",.. +"Saint Martin (French Part)","Onshore wind energy","Off-grid","2021",.. +"Saint Martin (French Part)","Offshore wind energy","On-grid","2021",.. +"Saint Martin (French Part)","Offshore wind energy","Off-grid","2021",.. +"Saint Martin (French Part)","Renewable hydropower","On-grid","2021",.. +"Saint Martin (French Part)","Renewable hydropower","Off-grid","2021",.. +"Saint Martin (French Part)","Mixed Hydro Plants","On-grid","2021",.. +"Saint Martin (French Part)","Mixed Hydro Plants","Off-grid","2021",.. +"Saint Martin (French Part)","Pumped storage","On-grid","2021",.. +"Saint Martin (French Part)","Pumped storage","Off-grid","2021",.. +"Saint Martin (French Part)","Marine energy","On-grid","2021",.. +"Saint Martin (French Part)","Marine energy","Off-grid","2021",.. +"Saint Martin (French Part)","Solid biofuels","On-grid","2021",.. +"Saint Martin (French Part)","Solid biofuels","Off-grid","2021",.. +"Saint Martin (French Part)","Renewable municipal waste","On-grid","2021",.. +"Saint Martin (French Part)","Renewable municipal waste","Off-grid","2021",.. +"Saint Martin (French Part)","Liquid biofuels","On-grid","2021",.. +"Saint Martin (French Part)","Liquid biofuels","Off-grid","2021",.. +"Saint Martin (French Part)","Biogas","On-grid","2021",.. +"Saint Martin (French Part)","Biogas","Off-grid","2021",.. +"Saint Martin (French Part)","Geothermal energy","On-grid","2021",.. +"Saint Martin (French Part)","Geothermal energy","Off-grid","2021",.. +"Saint Martin (French Part)","Coal and peat","On-grid","2021",.. +"Saint Martin (French Part)","Coal and peat","Off-grid","2021",.. +"Saint Martin (French Part)","Oil","On-grid","2021",.. +"Saint Martin (French Part)","Oil","Off-grid","2021",.. +"Saint Martin (French Part)","Natural gas","On-grid","2021",.. +"Saint Martin (French Part)","Natural gas","Off-grid","2021",.. +"Saint Martin (French Part)","Fossil fuels n.e.s.","On-grid","2021",56.600 +"Saint Martin (French Part)","Fossil fuels n.e.s.","Off-grid","2021",.. +"Saint Martin (French Part)","Nuclear","On-grid","2021",.. +"Saint Martin (French Part)","Nuclear","Off-grid","2021",.. +"Saint Martin (French Part)","Other non-renewable energy","On-grid","2021",.. +"Saint Martin (French Part)","Other non-renewable energy","Off-grid","2021",.. +"Saint Pierre and Miquelon","Solar photovoltaic","On-grid","2021",.. +"Saint Pierre and Miquelon","Solar photovoltaic","Off-grid","2021",.. +"Saint Pierre and Miquelon","Solar thermal energy","On-grid","2021",.. +"Saint Pierre and Miquelon","Solar thermal energy","Off-grid","2021",.. +"Saint Pierre and Miquelon","Onshore wind energy","On-grid","2021",.. +"Saint Pierre and Miquelon","Onshore wind energy","Off-grid","2021",.. +"Saint Pierre and Miquelon","Offshore wind energy","On-grid","2021",.. +"Saint Pierre and Miquelon","Offshore wind energy","Off-grid","2021",.. +"Saint Pierre and Miquelon","Renewable hydropower","On-grid","2021",.. +"Saint Pierre and Miquelon","Renewable hydropower","Off-grid","2021",.. +"Saint Pierre and Miquelon","Mixed Hydro Plants","On-grid","2021",.. +"Saint Pierre and Miquelon","Mixed Hydro Plants","Off-grid","2021",.. +"Saint Pierre and Miquelon","Pumped storage","On-grid","2021",.. +"Saint Pierre and Miquelon","Pumped storage","Off-grid","2021",.. +"Saint Pierre and Miquelon","Marine energy","On-grid","2021",.. +"Saint Pierre and Miquelon","Marine energy","Off-grid","2021",.. +"Saint Pierre and Miquelon","Solid biofuels","On-grid","2021",.. +"Saint Pierre and Miquelon","Solid biofuels","Off-grid","2021",.. +"Saint Pierre and Miquelon","Renewable municipal waste","On-grid","2021",.. +"Saint Pierre and Miquelon","Renewable municipal waste","Off-grid","2021",.. +"Saint Pierre and Miquelon","Liquid biofuels","On-grid","2021",.. +"Saint Pierre and Miquelon","Liquid biofuels","Off-grid","2021",.. +"Saint Pierre and Miquelon","Biogas","On-grid","2021",.. +"Saint Pierre and Miquelon","Biogas","Off-grid","2021",.. +"Saint Pierre and Miquelon","Geothermal energy","On-grid","2021",.. +"Saint Pierre and Miquelon","Geothermal energy","Off-grid","2021",.. +"Saint Pierre and Miquelon","Coal and peat","On-grid","2021",.. +"Saint Pierre and Miquelon","Coal and peat","Off-grid","2021",.. +"Saint Pierre and Miquelon","Oil","On-grid","2021",26.200 +"Saint Pierre and Miquelon","Oil","Off-grid","2021",.. +"Saint Pierre and Miquelon","Natural gas","On-grid","2021",.. +"Saint Pierre and Miquelon","Natural gas","Off-grid","2021",.. +"Saint Pierre and Miquelon","Fossil fuels n.e.s.","On-grid","2021",.. +"Saint Pierre and Miquelon","Fossil fuels n.e.s.","Off-grid","2021",.. +"Saint Pierre and Miquelon","Nuclear","On-grid","2021",.. +"Saint Pierre and Miquelon","Nuclear","Off-grid","2021",.. +"Saint Pierre and Miquelon","Other non-renewable energy","On-grid","2021",.. +"Saint Pierre and Miquelon","Other non-renewable energy","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Solar photovoltaic","On-grid","2021",1.870 +"Saint Vincent and the Grenadines","Solar photovoltaic","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Solar thermal energy","On-grid","2021",.. +"Saint Vincent and the Grenadines","Solar thermal energy","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Onshore wind energy","On-grid","2021",.. +"Saint Vincent and the Grenadines","Onshore wind energy","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Offshore wind energy","On-grid","2021",.. +"Saint Vincent and the Grenadines","Offshore wind energy","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Renewable hydropower","On-grid","2021",5.640 +"Saint Vincent and the Grenadines","Renewable hydropower","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Mixed Hydro Plants","On-grid","2021",.. +"Saint Vincent and the Grenadines","Mixed Hydro Plants","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Pumped storage","On-grid","2021",.. +"Saint Vincent and the Grenadines","Pumped storage","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Marine energy","On-grid","2021",.. +"Saint Vincent and the Grenadines","Marine energy","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Solid biofuels","On-grid","2021",.. +"Saint Vincent and the Grenadines","Solid biofuels","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Renewable municipal waste","On-grid","2021",.. +"Saint Vincent and the Grenadines","Renewable municipal waste","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Liquid biofuels","On-grid","2021",.. +"Saint Vincent and the Grenadines","Liquid biofuels","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Biogas","On-grid","2021",.. +"Saint Vincent and the Grenadines","Biogas","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Geothermal energy","On-grid","2021",.. +"Saint Vincent and the Grenadines","Geothermal energy","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Coal and peat","On-grid","2021",.. +"Saint Vincent and the Grenadines","Coal and peat","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Oil","On-grid","2021",46.400 +"Saint Vincent and the Grenadines","Oil","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Natural gas","On-grid","2021",.. +"Saint Vincent and the Grenadines","Natural gas","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Fossil fuels n.e.s.","On-grid","2021",.. +"Saint Vincent and the Grenadines","Fossil fuels n.e.s.","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Nuclear","On-grid","2021",.. +"Saint Vincent and the Grenadines","Nuclear","Off-grid","2021",.. +"Saint Vincent and the Grenadines","Other non-renewable energy","On-grid","2021",.. +"Saint Vincent and the Grenadines","Other non-renewable energy","Off-grid","2021",.. +"Samoa","Solar photovoltaic","On-grid","2021",13.510 +"Samoa","Solar photovoltaic","Off-grid","2021",0.197 +"Samoa","Solar thermal energy","On-grid","2021",.. +"Samoa","Solar thermal energy","Off-grid","2021",.. +"Samoa","Onshore wind energy","On-grid","2021",0.550 +"Samoa","Onshore wind energy","Off-grid","2021",.. +"Samoa","Offshore wind energy","On-grid","2021",.. +"Samoa","Offshore wind energy","Off-grid","2021",.. +"Samoa","Renewable hydropower","On-grid","2021",14.060 +"Samoa","Renewable hydropower","Off-grid","2021",.. +"Samoa","Mixed Hydro Plants","On-grid","2021",.. +"Samoa","Mixed Hydro Plants","Off-grid","2021",.. +"Samoa","Pumped storage","On-grid","2021",.. +"Samoa","Pumped storage","Off-grid","2021",.. +"Samoa","Marine energy","On-grid","2021",.. +"Samoa","Marine energy","Off-grid","2021",.. +"Samoa","Solid biofuels","On-grid","2021",.. +"Samoa","Solid biofuels","Off-grid","2021",.. +"Samoa","Renewable municipal waste","On-grid","2021",.. +"Samoa","Renewable municipal waste","Off-grid","2021",.. +"Samoa","Liquid biofuels","On-grid","2021",.. +"Samoa","Liquid biofuels","Off-grid","2021",.. +"Samoa","Biogas","On-grid","2021",0.750 +"Samoa","Biogas","Off-grid","2021",.. +"Samoa","Geothermal energy","On-grid","2021",.. +"Samoa","Geothermal energy","Off-grid","2021",.. +"Samoa","Coal and peat","On-grid","2021",.. +"Samoa","Coal and peat","Off-grid","2021",.. +"Samoa","Oil","On-grid","2021",31.500 +"Samoa","Oil","Off-grid","2021",.. +"Samoa","Natural gas","On-grid","2021",.. +"Samoa","Natural gas","Off-grid","2021",.. +"Samoa","Fossil fuels n.e.s.","On-grid","2021",.. +"Samoa","Fossil fuels n.e.s.","Off-grid","2021",0.084 +"Samoa","Nuclear","On-grid","2021",.. +"Samoa","Nuclear","Off-grid","2021",.. +"Samoa","Other non-renewable energy","On-grid","2021",.. +"Samoa","Other non-renewable energy","Off-grid","2021",.. +"Sao Tome and Principe","Solar photovoltaic","On-grid","2021",.. +"Sao Tome and Principe","Solar photovoltaic","Off-grid","2021",0.334 +"Sao Tome and Principe","Solar thermal energy","On-grid","2021",.. +"Sao Tome and Principe","Solar thermal energy","Off-grid","2021",.. +"Sao Tome and Principe","Onshore wind energy","On-grid","2021",.. +"Sao Tome and Principe","Onshore wind energy","Off-grid","2021",.. +"Sao Tome and Principe","Offshore wind energy","On-grid","2021",.. +"Sao Tome and Principe","Offshore wind energy","Off-grid","2021",.. +"Sao Tome and Principe","Renewable hydropower","On-grid","2021",2.320 +"Sao Tome and Principe","Renewable hydropower","Off-grid","2021",.. +"Sao Tome and Principe","Mixed Hydro Plants","On-grid","2021",.. +"Sao Tome and Principe","Mixed Hydro Plants","Off-grid","2021",.. +"Sao Tome and Principe","Pumped storage","On-grid","2021",.. +"Sao Tome and Principe","Pumped storage","Off-grid","2021",.. +"Sao Tome and Principe","Marine energy","On-grid","2021",.. +"Sao Tome and Principe","Marine energy","Off-grid","2021",.. +"Sao Tome and Principe","Solid biofuels","On-grid","2021",.. +"Sao Tome and Principe","Solid biofuels","Off-grid","2021",.. +"Sao Tome and Principe","Renewable municipal waste","On-grid","2021",.. +"Sao Tome and Principe","Renewable municipal waste","Off-grid","2021",.. +"Sao Tome and Principe","Liquid biofuels","On-grid","2021",.. +"Sao Tome and Principe","Liquid biofuels","Off-grid","2021",.. +"Sao Tome and Principe","Biogas","On-grid","2021",.. +"Sao Tome and Principe","Biogas","Off-grid","2021",.. +"Sao Tome and Principe","Geothermal energy","On-grid","2021",.. +"Sao Tome and Principe","Geothermal energy","Off-grid","2021",.. +"Sao Tome and Principe","Coal and peat","On-grid","2021",.. +"Sao Tome and Principe","Coal and peat","Off-grid","2021",.. +"Sao Tome and Principe","Oil","On-grid","2021",44.905 +"Sao Tome and Principe","Oil","Off-grid","2021",.. +"Sao Tome and Principe","Natural gas","On-grid","2021",.. +"Sao Tome and Principe","Natural gas","Off-grid","2021",.. +"Sao Tome and Principe","Fossil fuels n.e.s.","On-grid","2021",.. +"Sao Tome and Principe","Fossil fuels n.e.s.","Off-grid","2021",.. +"Sao Tome and Principe","Nuclear","On-grid","2021",.. +"Sao Tome and Principe","Nuclear","Off-grid","2021",.. +"Sao Tome and Principe","Other non-renewable energy","On-grid","2021",.. +"Sao Tome and Principe","Other non-renewable energy","Off-grid","2021",.. +"Saudi Arabia","Solar photovoltaic","On-grid","2021",389.374 +"Saudi Arabia","Solar photovoltaic","Off-grid","2021",0.014 +"Saudi Arabia","Solar thermal energy","On-grid","2021",50.000 +"Saudi Arabia","Solar thermal energy","Off-grid","2021",.. +"Saudi Arabia","Onshore wind energy","On-grid","2021",3.250 +"Saudi Arabia","Onshore wind energy","Off-grid","2021",.. +"Saudi Arabia","Offshore wind energy","On-grid","2021",.. +"Saudi Arabia","Offshore wind energy","Off-grid","2021",.. +"Saudi Arabia","Renewable hydropower","On-grid","2021",.. +"Saudi Arabia","Renewable hydropower","Off-grid","2021",.. +"Saudi Arabia","Mixed Hydro Plants","On-grid","2021",.. +"Saudi Arabia","Mixed Hydro Plants","Off-grid","2021",.. +"Saudi Arabia","Pumped storage","On-grid","2021",.. +"Saudi Arabia","Pumped storage","Off-grid","2021",.. +"Saudi Arabia","Marine energy","On-grid","2021",.. +"Saudi Arabia","Marine energy","Off-grid","2021",.. +"Saudi Arabia","Solid biofuels","On-grid","2021",.. +"Saudi Arabia","Solid biofuels","Off-grid","2021",.. +"Saudi Arabia","Renewable municipal waste","On-grid","2021",.. +"Saudi Arabia","Renewable municipal waste","Off-grid","2021",.. +"Saudi Arabia","Liquid biofuels","On-grid","2021",.. +"Saudi Arabia","Liquid biofuels","Off-grid","2021",.. +"Saudi Arabia","Biogas","On-grid","2021",.. +"Saudi Arabia","Biogas","Off-grid","2021",.. +"Saudi Arabia","Geothermal energy","On-grid","2021",.. +"Saudi Arabia","Geothermal energy","Off-grid","2021",.. +"Saudi Arabia","Coal and peat","On-grid","2021",.. +"Saudi Arabia","Coal and peat","Off-grid","2021",.. +"Saudi Arabia","Oil","On-grid","2021",.. +"Saudi Arabia","Oil","Off-grid","2021",.. +"Saudi Arabia","Natural gas","On-grid","2021",.. +"Saudi Arabia","Natural gas","Off-grid","2021",.. +"Saudi Arabia","Fossil fuels n.e.s.","On-grid","2021",79663.750 +"Saudi Arabia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Saudi Arabia","Nuclear","On-grid","2021",.. +"Saudi Arabia","Nuclear","Off-grid","2021",.. +"Saudi Arabia","Other non-renewable energy","On-grid","2021",.. +"Saudi Arabia","Other non-renewable energy","Off-grid","2021",.. +"Senegal","Solar photovoltaic","On-grid","2021",230.500 +"Senegal","Solar photovoltaic","Off-grid","2021",7.000 +"Senegal","Solar thermal energy","On-grid","2021",.. +"Senegal","Solar thermal energy","Off-grid","2021",.. +"Senegal","Onshore wind energy","On-grid","2021",158.700 +"Senegal","Onshore wind energy","Off-grid","2021",.. +"Senegal","Offshore wind energy","On-grid","2021",.. +"Senegal","Offshore wind energy","Off-grid","2021",.. +"Senegal","Renewable hydropower","On-grid","2021",.. +"Senegal","Renewable hydropower","Off-grid","2021",.. +"Senegal","Mixed Hydro Plants","On-grid","2021",.. +"Senegal","Mixed Hydro Plants","Off-grid","2021",.. +"Senegal","Pumped storage","On-grid","2021",.. +"Senegal","Pumped storage","Off-grid","2021",.. +"Senegal","Marine energy","On-grid","2021",.. +"Senegal","Marine energy","Off-grid","2021",.. +"Senegal","Solid biofuels","On-grid","2021",25.000 +"Senegal","Solid biofuels","Off-grid","2021",.. +"Senegal","Renewable municipal waste","On-grid","2021",.. +"Senegal","Renewable municipal waste","Off-grid","2021",.. +"Senegal","Liquid biofuels","On-grid","2021",.. +"Senegal","Liquid biofuels","Off-grid","2021",.. +"Senegal","Biogas","On-grid","2021",.. +"Senegal","Biogas","Off-grid","2021",.. +"Senegal","Geothermal energy","On-grid","2021",.. +"Senegal","Geothermal energy","Off-grid","2021",.. +"Senegal","Coal and peat","On-grid","2021",125.000 +"Senegal","Coal and peat","Off-grid","2021",.. +"Senegal","Oil","On-grid","2021",613.000 +"Senegal","Oil","Off-grid","2021",.. +"Senegal","Natural gas","On-grid","2021",162.900 +"Senegal","Natural gas","Off-grid","2021",.. +"Senegal","Fossil fuels n.e.s.","On-grid","2021",.. +"Senegal","Fossil fuels n.e.s.","Off-grid","2021",67.800 +"Senegal","Nuclear","On-grid","2021",.. +"Senegal","Nuclear","Off-grid","2021",.. +"Senegal","Other non-renewable energy","On-grid","2021",.. +"Senegal","Other non-renewable energy","Off-grid","2021",.. +"Serbia","Solar photovoltaic","On-grid","2021",13.500 +"Serbia","Solar photovoltaic","Off-grid","2021",38.338 +"Serbia","Solar thermal energy","On-grid","2021",.. +"Serbia","Solar thermal energy","Off-grid","2021",.. +"Serbia","Onshore wind energy","On-grid","2021",398.000 +"Serbia","Onshore wind energy","Off-grid","2021",.. +"Serbia","Offshore wind energy","On-grid","2021",.. +"Serbia","Offshore wind energy","Off-grid","2021",.. +"Serbia","Renewable hydropower","On-grid","2021",2354.300 +"Serbia","Renewable hydropower","Off-grid","2021",.. +"Serbia","Mixed Hydro Plants","On-grid","2021",129.000 +"Serbia","Mixed Hydro Plants","Off-grid","2021",.. +"Serbia","Pumped storage","On-grid","2021",614.000 +"Serbia","Pumped storage","Off-grid","2021",.. +"Serbia","Marine energy","On-grid","2021",.. +"Serbia","Marine energy","Off-grid","2021",.. +"Serbia","Solid biofuels","On-grid","2021",2.400 +"Serbia","Solid biofuels","Off-grid","2021",.. +"Serbia","Renewable municipal waste","On-grid","2021",.. +"Serbia","Renewable municipal waste","Off-grid","2021",.. +"Serbia","Liquid biofuels","On-grid","2021",.. +"Serbia","Liquid biofuels","Off-grid","2021",.. +"Serbia","Biogas","On-grid","2021",28.508 +"Serbia","Biogas","Off-grid","2021",.. +"Serbia","Geothermal energy","On-grid","2021",.. +"Serbia","Geothermal energy","Off-grid","2021",.. +"Serbia","Coal and peat","On-grid","2021",.. +"Serbia","Coal and peat","Off-grid","2021",.. +"Serbia","Oil","On-grid","2021",.. +"Serbia","Oil","Off-grid","2021",.. +"Serbia","Natural gas","On-grid","2021",.. +"Serbia","Natural gas","Off-grid","2021",.. +"Serbia","Fossil fuels n.e.s.","On-grid","2021",4927.135 +"Serbia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Serbia","Nuclear","On-grid","2021",.. +"Serbia","Nuclear","Off-grid","2021",.. +"Serbia","Other non-renewable energy","On-grid","2021",11.000 +"Serbia","Other non-renewable energy","Off-grid","2021",.. +"Seychelles","Solar photovoltaic","On-grid","2021",7.666 +"Seychelles","Solar photovoltaic","Off-grid","2021",1.022 +"Seychelles","Solar thermal energy","On-grid","2021",.. +"Seychelles","Solar thermal energy","Off-grid","2021",.. +"Seychelles","Onshore wind energy","On-grid","2021",6.000 +"Seychelles","Onshore wind energy","Off-grid","2021",.. +"Seychelles","Offshore wind energy","On-grid","2021",.. +"Seychelles","Offshore wind energy","Off-grid","2021",.. +"Seychelles","Renewable hydropower","On-grid","2021",.. +"Seychelles","Renewable hydropower","Off-grid","2021",.. +"Seychelles","Mixed Hydro Plants","On-grid","2021",.. +"Seychelles","Mixed Hydro Plants","Off-grid","2021",.. +"Seychelles","Pumped storage","On-grid","2021",.. +"Seychelles","Pumped storage","Off-grid","2021",.. +"Seychelles","Marine energy","On-grid","2021",.. +"Seychelles","Marine energy","Off-grid","2021",.. +"Seychelles","Solid biofuels","On-grid","2021",.. +"Seychelles","Solid biofuels","Off-grid","2021",.. +"Seychelles","Renewable municipal waste","On-grid","2021",.. +"Seychelles","Renewable municipal waste","Off-grid","2021",.. +"Seychelles","Liquid biofuels","On-grid","2021",.. +"Seychelles","Liquid biofuels","Off-grid","2021",.. +"Seychelles","Biogas","On-grid","2021",.. +"Seychelles","Biogas","Off-grid","2021",.. +"Seychelles","Geothermal energy","On-grid","2021",.. +"Seychelles","Geothermal energy","Off-grid","2021",.. +"Seychelles","Coal and peat","On-grid","2021",.. +"Seychelles","Coal and peat","Off-grid","2021",.. +"Seychelles","Oil","On-grid","2021",116.400 +"Seychelles","Oil","Off-grid","2021",.. +"Seychelles","Natural gas","On-grid","2021",.. +"Seychelles","Natural gas","Off-grid","2021",.. +"Seychelles","Fossil fuels n.e.s.","On-grid","2021",.. +"Seychelles","Fossil fuels n.e.s.","Off-grid","2021",.. +"Seychelles","Nuclear","On-grid","2021",.. +"Seychelles","Nuclear","Off-grid","2021",.. +"Seychelles","Other non-renewable energy","On-grid","2021",.. +"Seychelles","Other non-renewable energy","Off-grid","2021",.. +"Sierra Leone","Solar photovoltaic","On-grid","2021",0.126 +"Sierra Leone","Solar photovoltaic","Off-grid","2021",4.286 +"Sierra Leone","Solar thermal energy","On-grid","2021",.. +"Sierra Leone","Solar thermal energy","Off-grid","2021",.. +"Sierra Leone","Onshore wind energy","On-grid","2021",.. +"Sierra Leone","Onshore wind energy","Off-grid","2021",.. +"Sierra Leone","Offshore wind energy","On-grid","2021",.. +"Sierra Leone","Offshore wind energy","Off-grid","2021",.. +"Sierra Leone","Renewable hydropower","On-grid","2021",56.000 +"Sierra Leone","Renewable hydropower","Off-grid","2021",4.890 +"Sierra Leone","Mixed Hydro Plants","On-grid","2021",.. +"Sierra Leone","Mixed Hydro Plants","Off-grid","2021",.. +"Sierra Leone","Pumped storage","On-grid","2021",.. +"Sierra Leone","Pumped storage","Off-grid","2021",.. +"Sierra Leone","Marine energy","On-grid","2021",.. +"Sierra Leone","Marine energy","Off-grid","2021",.. +"Sierra Leone","Solid biofuels","On-grid","2021",33.800 +"Sierra Leone","Solid biofuels","Off-grid","2021",.. +"Sierra Leone","Renewable municipal waste","On-grid","2021",.. +"Sierra Leone","Renewable municipal waste","Off-grid","2021",.. +"Sierra Leone","Liquid biofuels","On-grid","2021",.. +"Sierra Leone","Liquid biofuels","Off-grid","2021",.. +"Sierra Leone","Biogas","On-grid","2021",.. +"Sierra Leone","Biogas","Off-grid","2021",.. +"Sierra Leone","Geothermal energy","On-grid","2021",.. +"Sierra Leone","Geothermal energy","Off-grid","2021",.. +"Sierra Leone","Coal and peat","On-grid","2021",.. +"Sierra Leone","Coal and peat","Off-grid","2021",.. +"Sierra Leone","Oil","On-grid","2021",138.700 +"Sierra Leone","Oil","Off-grid","2021",.. +"Sierra Leone","Natural gas","On-grid","2021",.. +"Sierra Leone","Natural gas","Off-grid","2021",.. +"Sierra Leone","Fossil fuels n.e.s.","On-grid","2021",.. +"Sierra Leone","Fossil fuels n.e.s.","Off-grid","2021",.. +"Sierra Leone","Nuclear","On-grid","2021",.. +"Sierra Leone","Nuclear","Off-grid","2021",.. +"Sierra Leone","Other non-renewable energy","On-grid","2021",.. +"Sierra Leone","Other non-renewable energy","Off-grid","2021",.. +"Singapore","Solar photovoltaic","On-grid","2021",432.618 +"Singapore","Solar photovoltaic","Off-grid","2021",.. +"Singapore","Solar thermal energy","On-grid","2021",.. +"Singapore","Solar thermal energy","Off-grid","2021",.. +"Singapore","Onshore wind energy","On-grid","2021",0.100 +"Singapore","Onshore wind energy","Off-grid","2021",.. +"Singapore","Offshore wind energy","On-grid","2021",.. +"Singapore","Offshore wind energy","Off-grid","2021",.. +"Singapore","Renewable hydropower","On-grid","2021",.. +"Singapore","Renewable hydropower","Off-grid","2021",.. +"Singapore","Mixed Hydro Plants","On-grid","2021",.. +"Singapore","Mixed Hydro Plants","Off-grid","2021",.. +"Singapore","Pumped storage","On-grid","2021",.. +"Singapore","Pumped storage","Off-grid","2021",.. +"Singapore","Marine energy","On-grid","2021",0.021 +"Singapore","Marine energy","Off-grid","2021",.. +"Singapore","Solid biofuels","On-grid","2021",90.000 +"Singapore","Solid biofuels","Off-grid","2021",.. +"Singapore","Renewable municipal waste","On-grid","2021",128.400 +"Singapore","Renewable municipal waste","Off-grid","2021",.. +"Singapore","Liquid biofuels","On-grid","2021",.. +"Singapore","Liquid biofuels","Off-grid","2021",.. +"Singapore","Biogas","On-grid","2021",.. +"Singapore","Biogas","Off-grid","2021",.. +"Singapore","Geothermal energy","On-grid","2021",.. +"Singapore","Geothermal energy","Off-grid","2021",.. +"Singapore","Coal and peat","On-grid","2021",434.000 +"Singapore","Coal and peat","Off-grid","2021",.. +"Singapore","Oil","On-grid","2021",198.000 +"Singapore","Oil","Off-grid","2021",.. +"Singapore","Natural gas","On-grid","2021",10713.010 +"Singapore","Natural gas","Off-grid","2021",.. +"Singapore","Fossil fuels n.e.s.","On-grid","2021",.. +"Singapore","Fossil fuels n.e.s.","Off-grid","2021",.. +"Singapore","Nuclear","On-grid","2021",.. +"Singapore","Nuclear","Off-grid","2021",.. +"Singapore","Other non-renewable energy","On-grid","2021",128.400 +"Singapore","Other non-renewable energy","Off-grid","2021",.. +"Slovakia","Solar photovoltaic","On-grid","2021",535.000 +"Slovakia","Solar photovoltaic","Off-grid","2021",.. +"Slovakia","Solar thermal energy","On-grid","2021",.. +"Slovakia","Solar thermal energy","Off-grid","2021",.. +"Slovakia","Onshore wind energy","On-grid","2021",3.000 +"Slovakia","Onshore wind energy","Off-grid","2021",.. +"Slovakia","Offshore wind energy","On-grid","2021",.. +"Slovakia","Offshore wind energy","Off-grid","2021",.. +"Slovakia","Renewable hydropower","On-grid","2021",1613.000 +"Slovakia","Renewable hydropower","Off-grid","2021",.. +"Slovakia","Mixed Hydro Plants","On-grid","2021",.. +"Slovakia","Mixed Hydro Plants","Off-grid","2021",.. +"Slovakia","Pumped storage","On-grid","2021",916.000 +"Slovakia","Pumped storage","Off-grid","2021",.. +"Slovakia","Marine energy","On-grid","2021",.. +"Slovakia","Marine energy","Off-grid","2021",.. +"Slovakia","Solid biofuels","On-grid","2021",137.000 +"Slovakia","Solid biofuels","Off-grid","2021",.. +"Slovakia","Renewable municipal waste","On-grid","2021",6.000 +"Slovakia","Renewable municipal waste","Off-grid","2021",.. +"Slovakia","Liquid biofuels","On-grid","2021",.. +"Slovakia","Liquid biofuels","Off-grid","2021",.. +"Slovakia","Biogas","On-grid","2021",82.000 +"Slovakia","Biogas","Off-grid","2021",.. +"Slovakia","Geothermal energy","On-grid","2021",.. +"Slovakia","Geothermal energy","Off-grid","2021",.. +"Slovakia","Coal and peat","On-grid","2021",.. +"Slovakia","Coal and peat","Off-grid","2021",.. +"Slovakia","Oil","On-grid","2021",.. +"Slovakia","Oil","Off-grid","2021",.. +"Slovakia","Natural gas","On-grid","2021",.. +"Slovakia","Natural gas","Off-grid","2021",.. +"Slovakia","Fossil fuels n.e.s.","On-grid","2021",2411.000 +"Slovakia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Slovakia","Nuclear","On-grid","2021",1971.000 +"Slovakia","Nuclear","Off-grid","2021",.. +"Slovakia","Other non-renewable energy","On-grid","2021",32.000 +"Slovakia","Other non-renewable energy","Off-grid","2021",.. +"Slovenia","Solar photovoltaic","On-grid","2021",366.780 +"Slovenia","Solar photovoltaic","Off-grid","2021",.. +"Slovenia","Solar thermal energy","On-grid","2021",.. +"Slovenia","Solar thermal energy","Off-grid","2021",.. +"Slovenia","Onshore wind energy","On-grid","2021",2.300 +"Slovenia","Onshore wind energy","Off-grid","2021",.. +"Slovenia","Offshore wind energy","On-grid","2021",.. +"Slovenia","Offshore wind energy","Off-grid","2021",.. +"Slovenia","Renewable hydropower","On-grid","2021",1177.863 +"Slovenia","Renewable hydropower","Off-grid","2021",.. +"Slovenia","Mixed Hydro Plants","On-grid","2021",.. +"Slovenia","Mixed Hydro Plants","Off-grid","2021",.. +"Slovenia","Pumped storage","On-grid","2021",180.000 +"Slovenia","Pumped storage","Off-grid","2021",.. +"Slovenia","Marine energy","On-grid","2021",.. +"Slovenia","Marine energy","Off-grid","2021",.. +"Slovenia","Solid biofuels","On-grid","2021",27.000 +"Slovenia","Solid biofuels","Off-grid","2021",.. +"Slovenia","Renewable municipal waste","On-grid","2021",.. +"Slovenia","Renewable municipal waste","Off-grid","2021",.. +"Slovenia","Liquid biofuels","On-grid","2021",1.400 +"Slovenia","Liquid biofuels","Off-grid","2021",.. +"Slovenia","Biogas","On-grid","2021",30.346 +"Slovenia","Biogas","Off-grid","2021",.. +"Slovenia","Geothermal energy","On-grid","2021",.. +"Slovenia","Geothermal energy","Off-grid","2021",.. +"Slovenia","Coal and peat","On-grid","2021",.. +"Slovenia","Coal and peat","Off-grid","2021",.. +"Slovenia","Oil","On-grid","2021",.. +"Slovenia","Oil","Off-grid","2021",.. +"Slovenia","Natural gas","On-grid","2021",.. +"Slovenia","Natural gas","Off-grid","2021",.. +"Slovenia","Fossil fuels n.e.s.","On-grid","2021",1552.721 +"Slovenia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Slovenia","Nuclear","On-grid","2021",688.000 +"Slovenia","Nuclear","Off-grid","2021",.. +"Slovenia","Other non-renewable energy","On-grid","2021",2.000 +"Slovenia","Other non-renewable energy","Off-grid","2021",.. +"Solomon Islands","Solar photovoltaic","On-grid","2021",1.050 +"Solomon Islands","Solar photovoltaic","Off-grid","2021",1.485 +"Solomon Islands","Solar thermal energy","On-grid","2021",.. +"Solomon Islands","Solar thermal energy","Off-grid","2021",.. +"Solomon Islands","Onshore wind energy","On-grid","2021",.. +"Solomon Islands","Onshore wind energy","Off-grid","2021",.. +"Solomon Islands","Offshore wind energy","On-grid","2021",.. +"Solomon Islands","Offshore wind energy","Off-grid","2021",.. +"Solomon Islands","Renewable hydropower","On-grid","2021",.. +"Solomon Islands","Renewable hydropower","Off-grid","2021",0.339 +"Solomon Islands","Mixed Hydro Plants","On-grid","2021",.. +"Solomon Islands","Mixed Hydro Plants","Off-grid","2021",.. +"Solomon Islands","Pumped storage","On-grid","2021",.. +"Solomon Islands","Pumped storage","Off-grid","2021",.. +"Solomon Islands","Marine energy","On-grid","2021",.. +"Solomon Islands","Marine energy","Off-grid","2021",.. +"Solomon Islands","Solid biofuels","On-grid","2021",.. +"Solomon Islands","Solid biofuels","Off-grid","2021",0.500 +"Solomon Islands","Renewable municipal waste","On-grid","2021",.. +"Solomon Islands","Renewable municipal waste","Off-grid","2021",.. +"Solomon Islands","Liquid biofuels","On-grid","2021",0.256 +"Solomon Islands","Liquid biofuels","Off-grid","2021",.. +"Solomon Islands","Biogas","On-grid","2021",.. +"Solomon Islands","Biogas","Off-grid","2021",.. +"Solomon Islands","Geothermal energy","On-grid","2021",.. +"Solomon Islands","Geothermal energy","Off-grid","2021",.. +"Solomon Islands","Coal and peat","On-grid","2021",.. +"Solomon Islands","Coal and peat","Off-grid","2021",.. +"Solomon Islands","Oil","On-grid","2021",48.661 +"Solomon Islands","Oil","Off-grid","2021",.. +"Solomon Islands","Natural gas","On-grid","2021",.. +"Solomon Islands","Natural gas","Off-grid","2021",.. +"Solomon Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"Solomon Islands","Fossil fuels n.e.s.","Off-grid","2021",15.196 +"Solomon Islands","Nuclear","On-grid","2021",.. +"Solomon Islands","Nuclear","Off-grid","2021",.. +"Solomon Islands","Other non-renewable energy","On-grid","2021",.. +"Solomon Islands","Other non-renewable energy","Off-grid","2021",.. +"Somalia","Solar photovoltaic","On-grid","2021",.. +"Somalia","Solar photovoltaic","Off-grid","2021",23.538 +"Somalia","Solar thermal energy","On-grid","2021",.. +"Somalia","Solar thermal energy","Off-grid","2021",.. +"Somalia","Onshore wind energy","On-grid","2021",.. +"Somalia","Onshore wind energy","Off-grid","2021",3.550 +"Somalia","Offshore wind energy","On-grid","2021",.. +"Somalia","Offshore wind energy","Off-grid","2021",.. +"Somalia","Renewable hydropower","On-grid","2021",.. +"Somalia","Renewable hydropower","Off-grid","2021",.. +"Somalia","Mixed Hydro Plants","On-grid","2021",.. +"Somalia","Mixed Hydro Plants","Off-grid","2021",.. +"Somalia","Pumped storage","On-grid","2021",.. +"Somalia","Pumped storage","Off-grid","2021",.. +"Somalia","Marine energy","On-grid","2021",.. +"Somalia","Marine energy","Off-grid","2021",.. +"Somalia","Solid biofuels","On-grid","2021",.. +"Somalia","Solid biofuels","Off-grid","2021",.. +"Somalia","Renewable municipal waste","On-grid","2021",.. +"Somalia","Renewable municipal waste","Off-grid","2021",.. +"Somalia","Liquid biofuels","On-grid","2021",.. +"Somalia","Liquid biofuels","Off-grid","2021",.. +"Somalia","Biogas","On-grid","2021",.. +"Somalia","Biogas","Off-grid","2021",.. +"Somalia","Geothermal energy","On-grid","2021",.. +"Somalia","Geothermal energy","Off-grid","2021",.. +"Somalia","Coal and peat","On-grid","2021",.. +"Somalia","Coal and peat","Off-grid","2021",.. +"Somalia","Oil","On-grid","2021",.. +"Somalia","Oil","Off-grid","2021",.. +"Somalia","Natural gas","On-grid","2021",.. +"Somalia","Natural gas","Off-grid","2021",.. +"Somalia","Fossil fuels n.e.s.","On-grid","2021",.. +"Somalia","Fossil fuels n.e.s.","Off-grid","2021",106.000 +"Somalia","Nuclear","On-grid","2021",.. +"Somalia","Nuclear","Off-grid","2021",.. +"Somalia","Other non-renewable energy","On-grid","2021",.. +"Somalia","Other non-renewable energy","Off-grid","2021",.. +"South Africa","Solar photovoltaic","On-grid","2021",5719.229 +"South Africa","Solar photovoltaic","Off-grid","2021",1.866 +"South Africa","Solar thermal energy","On-grid","2021",500.000 +"South Africa","Solar thermal energy","Off-grid","2021",.. +"South Africa","Onshore wind energy","On-grid","2021",2955.500 +"South Africa","Onshore wind energy","Off-grid","2021",.. +"South Africa","Offshore wind energy","On-grid","2021",.. +"South Africa","Offshore wind energy","Off-grid","2021",.. +"South Africa","Renewable hydropower","On-grid","2021",744.000 +"South Africa","Renewable hydropower","Off-grid","2021",7.650 +"South Africa","Mixed Hydro Plants","On-grid","2021",.. +"South Africa","Mixed Hydro Plants","Off-grid","2021",.. +"South Africa","Pumped storage","On-grid","2021",2732.000 +"South Africa","Pumped storage","Off-grid","2021",.. +"South Africa","Marine energy","On-grid","2021",.. +"South Africa","Marine energy","Off-grid","2021",.. +"South Africa","Solid biofuels","On-grid","2021",241.700 +"South Africa","Solid biofuels","Off-grid","2021",.. +"South Africa","Renewable municipal waste","On-grid","2021",.. +"South Africa","Renewable municipal waste","Off-grid","2021",.. +"South Africa","Liquid biofuels","On-grid","2021",.. +"South Africa","Liquid biofuels","Off-grid","2021",.. +"South Africa","Biogas","On-grid","2021",22.985 +"South Africa","Biogas","Off-grid","2021",.. +"South Africa","Geothermal energy","On-grid","2021",.. +"South Africa","Geothermal energy","Off-grid","2021",.. +"South Africa","Coal and peat","On-grid","2021",40686.000 +"South Africa","Coal and peat","Off-grid","2021",.. +"South Africa","Oil","On-grid","2021",2426.000 +"South Africa","Oil","Off-grid","2021",.. +"South Africa","Natural gas","On-grid","2021",.. +"South Africa","Natural gas","Off-grid","2021",.. +"South Africa","Fossil fuels n.e.s.","On-grid","2021",.. +"South Africa","Fossil fuels n.e.s.","Off-grid","2021",14.400 +"South Africa","Nuclear","On-grid","2021",1940.000 +"South Africa","Nuclear","Off-grid","2021",.. +"South Africa","Other non-renewable energy","On-grid","2021",.. +"South Africa","Other non-renewable energy","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Solar photovoltaic","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Solar photovoltaic","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Solar thermal energy","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Solar thermal energy","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Onshore wind energy","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Onshore wind energy","Off-grid","2021",0.006 +"South Georgia and the South Sandwich Islands","Offshore wind energy","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Offshore wind energy","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Renewable hydropower","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Renewable hydropower","Off-grid","2021",0.250 +"South Georgia and the South Sandwich Islands","Mixed Hydro Plants","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Mixed Hydro Plants","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Pumped storage","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Pumped storage","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Marine energy","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Marine energy","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Solid biofuels","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Solid biofuels","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Renewable municipal waste","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Renewable municipal waste","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Liquid biofuels","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Liquid biofuels","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Biogas","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Biogas","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Geothermal energy","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Geothermal energy","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Coal and peat","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Coal and peat","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Oil","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Oil","Off-grid","2021",0.190 +"South Georgia and the South Sandwich Islands","Natural gas","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Natural gas","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Nuclear","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Nuclear","Off-grid","2021",.. +"South Georgia and the South Sandwich Islands","Other non-renewable energy","On-grid","2021",.. +"South Georgia and the South Sandwich Islands","Other non-renewable energy","Off-grid","2021",.. +"South Sudan","Solar photovoltaic","On-grid","2021",.. +"South Sudan","Solar photovoltaic","Off-grid","2021",1.278 +"South Sudan","Solar thermal energy","On-grid","2021",.. +"South Sudan","Solar thermal energy","Off-grid","2021",.. +"South Sudan","Onshore wind energy","On-grid","2021",.. +"South Sudan","Onshore wind energy","Off-grid","2021",.. +"South Sudan","Offshore wind energy","On-grid","2021",.. +"South Sudan","Offshore wind energy","Off-grid","2021",.. +"South Sudan","Renewable hydropower","On-grid","2021",.. +"South Sudan","Renewable hydropower","Off-grid","2021",.. +"South Sudan","Mixed Hydro Plants","On-grid","2021",.. +"South Sudan","Mixed Hydro Plants","Off-grid","2021",.. +"South Sudan","Pumped storage","On-grid","2021",.. +"South Sudan","Pumped storage","Off-grid","2021",.. +"South Sudan","Marine energy","On-grid","2021",.. +"South Sudan","Marine energy","Off-grid","2021",.. +"South Sudan","Solid biofuels","On-grid","2021",.. +"South Sudan","Solid biofuels","Off-grid","2021",.. +"South Sudan","Renewable municipal waste","On-grid","2021",.. +"South Sudan","Renewable municipal waste","Off-grid","2021",.. +"South Sudan","Liquid biofuels","On-grid","2021",.. +"South Sudan","Liquid biofuels","Off-grid","2021",.. +"South Sudan","Biogas","On-grid","2021",.. +"South Sudan","Biogas","Off-grid","2021",.. +"South Sudan","Geothermal energy","On-grid","2021",.. +"South Sudan","Geothermal energy","Off-grid","2021",.. +"South Sudan","Coal and peat","On-grid","2021",.. +"South Sudan","Coal and peat","Off-grid","2021",.. +"South Sudan","Oil","On-grid","2021",33.000 +"South Sudan","Oil","Off-grid","2021",.. +"South Sudan","Natural gas","On-grid","2021",.. +"South Sudan","Natural gas","Off-grid","2021",.. +"South Sudan","Fossil fuels n.e.s.","On-grid","2021",.. +"South Sudan","Fossil fuels n.e.s.","Off-grid","2021",132.400 +"South Sudan","Nuclear","On-grid","2021",.. +"South Sudan","Nuclear","Off-grid","2021",.. +"South Sudan","Other non-renewable energy","On-grid","2021",.. +"South Sudan","Other non-renewable energy","Off-grid","2021",.. +"Spain","Solar photovoltaic","On-grid","2021",13613.311 +"Spain","Solar photovoltaic","Off-grid","2021",35.166 +"Spain","Solar thermal energy","On-grid","2021",2304.013 +"Spain","Solar thermal energy","Off-grid","2021",.. +"Spain","Onshore wind energy","On-grid","2021",27492.190 +"Spain","Onshore wind energy","Off-grid","2021",.. +"Spain","Offshore wind energy","On-grid","2021",5.000 +"Spain","Offshore wind energy","Off-grid","2021",.. +"Spain","Renewable hydropower","On-grid","2021",13703.457 +"Spain","Renewable hydropower","Off-grid","2021",.. +"Spain","Mixed Hydro Plants","On-grid","2021",3081.525 +"Spain","Mixed Hydro Plants","Off-grid","2021",.. +"Spain","Pumped storage","On-grid","2021",3331.295 +"Spain","Pumped storage","Off-grid","2021",.. +"Spain","Marine energy","On-grid","2021",4.796 +"Spain","Marine energy","Off-grid","2021",.. +"Spain","Solid biofuels","On-grid","2021",868.854 +"Spain","Solid biofuels","Off-grid","2021",.. +"Spain","Renewable municipal waste","On-grid","2021",133.676 +"Spain","Renewable municipal waste","Off-grid","2021",.. +"Spain","Liquid biofuels","On-grid","2021",6.412 +"Spain","Liquid biofuels","Off-grid","2021",.. +"Spain","Biogas","On-grid","2021",269.083 +"Spain","Biogas","Off-grid","2021",.. +"Spain","Geothermal energy","On-grid","2021",.. +"Spain","Geothermal energy","Off-grid","2021",.. +"Spain","Coal and peat","On-grid","2021",.. +"Spain","Coal and peat","Off-grid","2021",.. +"Spain","Oil","On-grid","2021",.. +"Spain","Oil","Off-grid","2021",.. +"Spain","Natural gas","On-grid","2021",.. +"Spain","Natural gas","Off-grid","2021",.. +"Spain","Fossil fuels n.e.s.","On-grid","2021",38311.780 +"Spain","Fossil fuels n.e.s.","Off-grid","2021",.. +"Spain","Nuclear","On-grid","2021",7117.290 +"Spain","Nuclear","Off-grid","2021",.. +"Spain","Other non-renewable energy","On-grid","2021",168.670 +"Spain","Other non-renewable energy","Off-grid","2021",.. +"Sri Lanka","Solar photovoltaic","On-grid","2021",426.315 +"Sri Lanka","Solar photovoltaic","Off-grid","2021",7.895 +"Sri Lanka","Solar thermal energy","On-grid","2021",.. +"Sri Lanka","Solar thermal energy","Off-grid","2021",.. +"Sri Lanka","Onshore wind energy","On-grid","2021",252.500 +"Sri Lanka","Onshore wind energy","Off-grid","2021",.. +"Sri Lanka","Offshore wind energy","On-grid","2021",.. +"Sri Lanka","Offshore wind energy","Off-grid","2021",.. +"Sri Lanka","Renewable hydropower","On-grid","2021",1793.000 +"Sri Lanka","Renewable hydropower","Off-grid","2021",6.068 +"Sri Lanka","Mixed Hydro Plants","On-grid","2021",.. +"Sri Lanka","Mixed Hydro Plants","Off-grid","2021",.. +"Sri Lanka","Pumped storage","On-grid","2021",.. +"Sri Lanka","Pumped storage","Off-grid","2021",.. +"Sri Lanka","Marine energy","On-grid","2021",.. +"Sri Lanka","Marine energy","Off-grid","2021",.. +"Sri Lanka","Solid biofuels","On-grid","2021",54.310 +"Sri Lanka","Solid biofuels","Off-grid","2021",.. +"Sri Lanka","Renewable municipal waste","On-grid","2021",5.000 +"Sri Lanka","Renewable municipal waste","Off-grid","2021",.. +"Sri Lanka","Liquid biofuels","On-grid","2021",.. +"Sri Lanka","Liquid biofuels","Off-grid","2021",.. +"Sri Lanka","Biogas","On-grid","2021",0.085 +"Sri Lanka","Biogas","Off-grid","2021",.. +"Sri Lanka","Geothermal energy","On-grid","2021",.. +"Sri Lanka","Geothermal energy","Off-grid","2021",.. +"Sri Lanka","Coal and peat","On-grid","2021",900.000 +"Sri Lanka","Coal and peat","Off-grid","2021",.. +"Sri Lanka","Oil","On-grid","2021",1268.000 +"Sri Lanka","Oil","Off-grid","2021",.. +"Sri Lanka","Natural gas","On-grid","2021",.. +"Sri Lanka","Natural gas","Off-grid","2021",.. +"Sri Lanka","Fossil fuels n.e.s.","On-grid","2021",.. +"Sri Lanka","Fossil fuels n.e.s.","Off-grid","2021",.. +"Sri Lanka","Nuclear","On-grid","2021",.. +"Sri Lanka","Nuclear","Off-grid","2021",.. +"Sri Lanka","Other non-renewable energy","On-grid","2021",5.000 +"Sri Lanka","Other non-renewable energy","Off-grid","2021",.. +"State of Palestine","Solar photovoltaic","On-grid","2021",115.000 +"State of Palestine","Solar photovoltaic","Off-grid","2021",1.833 +"State of Palestine","Solar thermal energy","On-grid","2021",.. +"State of Palestine","Solar thermal energy","Off-grid","2021",.. +"State of Palestine","Onshore wind energy","On-grid","2021",.. +"State of Palestine","Onshore wind energy","Off-grid","2021",.. +"State of Palestine","Offshore wind energy","On-grid","2021",.. +"State of Palestine","Offshore wind energy","Off-grid","2021",.. +"State of Palestine","Renewable hydropower","On-grid","2021",.. +"State of Palestine","Renewable hydropower","Off-grid","2021",.. +"State of Palestine","Mixed Hydro Plants","On-grid","2021",.. +"State of Palestine","Mixed Hydro Plants","Off-grid","2021",.. +"State of Palestine","Pumped storage","On-grid","2021",.. +"State of Palestine","Pumped storage","Off-grid","2021",.. +"State of Palestine","Marine energy","On-grid","2021",.. +"State of Palestine","Marine energy","Off-grid","2021",.. +"State of Palestine","Solid biofuels","On-grid","2021",.. +"State of Palestine","Solid biofuels","Off-grid","2021",.. +"State of Palestine","Renewable municipal waste","On-grid","2021",.. +"State of Palestine","Renewable municipal waste","Off-grid","2021",.. +"State of Palestine","Liquid biofuels","On-grid","2021",.. +"State of Palestine","Liquid biofuels","Off-grid","2021",.. +"State of Palestine","Biogas","On-grid","2021",0.340 +"State of Palestine","Biogas","Off-grid","2021",.. +"State of Palestine","Geothermal energy","On-grid","2021",.. +"State of Palestine","Geothermal energy","Off-grid","2021",.. +"State of Palestine","Coal and peat","On-grid","2021",.. +"State of Palestine","Coal and peat","Off-grid","2021",.. +"State of Palestine","Oil","On-grid","2021",160.000 +"State of Palestine","Oil","Off-grid","2021",.. +"State of Palestine","Natural gas","On-grid","2021",.. +"State of Palestine","Natural gas","Off-grid","2021",.. +"State of Palestine","Fossil fuels n.e.s.","On-grid","2021",.. +"State of Palestine","Fossil fuels n.e.s.","Off-grid","2021",.. +"State of Palestine","Nuclear","On-grid","2021",.. +"State of Palestine","Nuclear","Off-grid","2021",.. +"State of Palestine","Other non-renewable energy","On-grid","2021",.. +"State of Palestine","Other non-renewable energy","Off-grid","2021",.. +"Sudan","Solar photovoltaic","On-grid","2021",0.290 +"Sudan","Solar photovoltaic","Off-grid","2021",135.570 +"Sudan","Solar thermal energy","On-grid","2021",.. +"Sudan","Solar thermal energy","Off-grid","2021",.. +"Sudan","Onshore wind energy","On-grid","2021",.. +"Sudan","Onshore wind energy","Off-grid","2021",.. +"Sudan","Offshore wind energy","On-grid","2021",.. +"Sudan","Offshore wind energy","Off-grid","2021",.. +"Sudan","Renewable hydropower","On-grid","2021",1482.000 +"Sudan","Renewable hydropower","Off-grid","2021",.. +"Sudan","Mixed Hydro Plants","On-grid","2021",.. +"Sudan","Mixed Hydro Plants","Off-grid","2021",.. +"Sudan","Pumped storage","On-grid","2021",.. +"Sudan","Pumped storage","Off-grid","2021",.. +"Sudan","Marine energy","On-grid","2021",.. +"Sudan","Marine energy","Off-grid","2021",.. +"Sudan","Solid biofuels","On-grid","2021",199.000 +"Sudan","Solid biofuels","Off-grid","2021",.. +"Sudan","Renewable municipal waste","On-grid","2021",.. +"Sudan","Renewable municipal waste","Off-grid","2021",.. +"Sudan","Liquid biofuels","On-grid","2021",.. +"Sudan","Liquid biofuels","Off-grid","2021",.. +"Sudan","Biogas","On-grid","2021",.. +"Sudan","Biogas","Off-grid","2021",.. +"Sudan","Geothermal energy","On-grid","2021",.. +"Sudan","Geothermal energy","Off-grid","2021",.. +"Sudan","Coal and peat","On-grid","2021",.. +"Sudan","Coal and peat","Off-grid","2021",.. +"Sudan","Oil","On-grid","2021",1352.000 +"Sudan","Oil","Off-grid","2021",.. +"Sudan","Natural gas","On-grid","2021",.. +"Sudan","Natural gas","Off-grid","2021",.. +"Sudan","Fossil fuels n.e.s.","On-grid","2021",.. +"Sudan","Fossil fuels n.e.s.","Off-grid","2021",583.000 +"Sudan","Nuclear","On-grid","2021",.. +"Sudan","Nuclear","Off-grid","2021",.. +"Sudan","Other non-renewable energy","On-grid","2021",.. +"Sudan","Other non-renewable energy","Off-grid","2021",.. +"Suriname","Solar photovoltaic","On-grid","2021",5.550 +"Suriname","Solar photovoltaic","Off-grid","2021",3.882 +"Suriname","Solar thermal energy","On-grid","2021",.. +"Suriname","Solar thermal energy","Off-grid","2021",.. +"Suriname","Onshore wind energy","On-grid","2021",.. +"Suriname","Onshore wind energy","Off-grid","2021",.. +"Suriname","Offshore wind energy","On-grid","2021",.. +"Suriname","Offshore wind energy","Off-grid","2021",.. +"Suriname","Renewable hydropower","On-grid","2021",180.000 +"Suriname","Renewable hydropower","Off-grid","2021",0.180 +"Suriname","Mixed Hydro Plants","On-grid","2021",.. +"Suriname","Mixed Hydro Plants","Off-grid","2021",.. +"Suriname","Pumped storage","On-grid","2021",.. +"Suriname","Pumped storage","Off-grid","2021",.. +"Suriname","Marine energy","On-grid","2021",.. +"Suriname","Marine energy","Off-grid","2021",.. +"Suriname","Solid biofuels","On-grid","2021",.. +"Suriname","Solid biofuels","Off-grid","2021",1.500 +"Suriname","Renewable municipal waste","On-grid","2021",.. +"Suriname","Renewable municipal waste","Off-grid","2021",.. +"Suriname","Liquid biofuels","On-grid","2021",.. +"Suriname","Liquid biofuels","Off-grid","2021",.. +"Suriname","Biogas","On-grid","2021",.. +"Suriname","Biogas","Off-grid","2021",.. +"Suriname","Geothermal energy","On-grid","2021",.. +"Suriname","Geothermal energy","Off-grid","2021",.. +"Suriname","Coal and peat","On-grid","2021",.. +"Suriname","Coal and peat","Off-grid","2021",.. +"Suriname","Oil","On-grid","2021",381.000 +"Suriname","Oil","Off-grid","2021",3.800 +"Suriname","Natural gas","On-grid","2021",.. +"Suriname","Natural gas","Off-grid","2021",.. +"Suriname","Fossil fuels n.e.s.","On-grid","2021",.. +"Suriname","Fossil fuels n.e.s.","Off-grid","2021",.. +"Suriname","Nuclear","On-grid","2021",.. +"Suriname","Nuclear","Off-grid","2021",.. +"Suriname","Other non-renewable energy","On-grid","2021",.. +"Suriname","Other non-renewable energy","Off-grid","2021",.. +"Sweden","Solar photovoltaic","On-grid","2021",1560.400 +"Sweden","Solar photovoltaic","Off-grid","2021",17.000 +"Sweden","Solar thermal energy","On-grid","2021",.. +"Sweden","Solar thermal energy","Off-grid","2021",.. +"Sweden","Onshore wind energy","On-grid","2021",11877.000 +"Sweden","Onshore wind energy","Off-grid","2021",.. +"Sweden","Offshore wind energy","On-grid","2021",203.000 +"Sweden","Offshore wind energy","Off-grid","2021",.. +"Sweden","Renewable hydropower","On-grid","2021",16307.000 +"Sweden","Renewable hydropower","Off-grid","2021",.. +"Sweden","Mixed Hydro Plants","On-grid","2021",99.000 +"Sweden","Mixed Hydro Plants","Off-grid","2021",.. +"Sweden","Pumped storage","On-grid","2021",.. +"Sweden","Pumped storage","Off-grid","2021",.. +"Sweden","Marine energy","On-grid","2021",.. +"Sweden","Marine energy","Off-grid","2021",.. +"Sweden","Solid biofuels","On-grid","2021",2942.000 +"Sweden","Solid biofuels","Off-grid","2021",.. +"Sweden","Renewable municipal waste","On-grid","2021",622.500 +"Sweden","Renewable municipal waste","Off-grid","2021",.. +"Sweden","Liquid biofuels","On-grid","2021",895.000 +"Sweden","Liquid biofuels","Off-grid","2021",.. +"Sweden","Biogas","On-grid","2021",2.000 +"Sweden","Biogas","Off-grid","2021",.. +"Sweden","Geothermal energy","On-grid","2021",.. +"Sweden","Geothermal energy","Off-grid","2021",.. +"Sweden","Coal and peat","On-grid","2021",.. +"Sweden","Coal and peat","Off-grid","2021",.. +"Sweden","Oil","On-grid","2021",.. +"Sweden","Oil","Off-grid","2021",.. +"Sweden","Natural gas","On-grid","2021",.. +"Sweden","Natural gas","Off-grid","2021",.. +"Sweden","Fossil fuels n.e.s.","On-grid","2021",2287.000 +"Sweden","Fossil fuels n.e.s.","Off-grid","2021",.. +"Sweden","Nuclear","On-grid","2021",7777.000 +"Sweden","Nuclear","Off-grid","2021",.. +"Sweden","Other non-renewable energy","On-grid","2021",622.500 +"Sweden","Other non-renewable energy","Off-grid","2021",.. +"Switzerland","Solar photovoltaic","On-grid","2021",3448.780 +"Switzerland","Solar photovoltaic","Off-grid","2021",.. +"Switzerland","Solar thermal energy","On-grid","2021",.. +"Switzerland","Solar thermal energy","Off-grid","2021",.. +"Switzerland","Onshore wind energy","On-grid","2021",87.120 +"Switzerland","Onshore wind energy","Off-grid","2021",.. +"Switzerland","Offshore wind energy","On-grid","2021",.. +"Switzerland","Offshore wind energy","Off-grid","2021",.. +"Switzerland","Renewable hydropower","On-grid","2021",4215.000 +"Switzerland","Renewable hydropower","Off-grid","2021",.. +"Switzerland","Mixed Hydro Plants","On-grid","2021",10817.000 +"Switzerland","Mixed Hydro Plants","Off-grid","2021",.. +"Switzerland","Pumped storage","On-grid","2021",562.000 +"Switzerland","Pumped storage","Off-grid","2021",.. +"Switzerland","Marine energy","On-grid","2021",.. +"Switzerland","Marine energy","Off-grid","2021",.. +"Switzerland","Solid biofuels","On-grid","2021",.. +"Switzerland","Solid biofuels","Off-grid","2021",.. +"Switzerland","Renewable municipal waste","On-grid","2021",211.000 +"Switzerland","Renewable municipal waste","Off-grid","2021",.. +"Switzerland","Liquid biofuels","On-grid","2021",.. +"Switzerland","Liquid biofuels","Off-grid","2021",.. +"Switzerland","Biogas","On-grid","2021",33.900 +"Switzerland","Biogas","Off-grid","2021",.. +"Switzerland","Geothermal energy","On-grid","2021",.. +"Switzerland","Geothermal energy","Off-grid","2021",.. +"Switzerland","Coal and peat","On-grid","2021",.. +"Switzerland","Coal and peat","Off-grid","2021",.. +"Switzerland","Oil","On-grid","2021",76.000 +"Switzerland","Oil","Off-grid","2021",.. +"Switzerland","Natural gas","On-grid","2021",224.000 +"Switzerland","Natural gas","Off-grid","2021",.. +"Switzerland","Fossil fuels n.e.s.","On-grid","2021",191.000 +"Switzerland","Fossil fuels n.e.s.","Off-grid","2021",.. +"Switzerland","Nuclear","On-grid","2021",2930.000 +"Switzerland","Nuclear","Off-grid","2021",.. +"Switzerland","Other non-renewable energy","On-grid","2021",211.000 +"Switzerland","Other non-renewable energy","Off-grid","2021",.. +"Syrian Arab Republic","Solar photovoltaic","On-grid","2021",2.467 +"Syrian Arab Republic","Solar photovoltaic","Off-grid","2021",.. +"Syrian Arab Republic","Solar thermal energy","On-grid","2021",.. +"Syrian Arab Republic","Solar thermal energy","Off-grid","2021",.. +"Syrian Arab Republic","Onshore wind energy","On-grid","2021",.. +"Syrian Arab Republic","Onshore wind energy","Off-grid","2021",0.600 +"Syrian Arab Republic","Offshore wind energy","On-grid","2021",.. +"Syrian Arab Republic","Offshore wind energy","Off-grid","2021",.. +"Syrian Arab Republic","Renewable hydropower","On-grid","2021",1490.000 +"Syrian Arab Republic","Renewable hydropower","Off-grid","2021",.. +"Syrian Arab Republic","Mixed Hydro Plants","On-grid","2021",.. +"Syrian Arab Republic","Mixed Hydro Plants","Off-grid","2021",.. +"Syrian Arab Republic","Pumped storage","On-grid","2021",.. +"Syrian Arab Republic","Pumped storage","Off-grid","2021",.. +"Syrian Arab Republic","Marine energy","On-grid","2021",.. +"Syrian Arab Republic","Marine energy","Off-grid","2021",.. +"Syrian Arab Republic","Solid biofuels","On-grid","2021",.. +"Syrian Arab Republic","Solid biofuels","Off-grid","2021",.. +"Syrian Arab Republic","Renewable municipal waste","On-grid","2021",.. +"Syrian Arab Republic","Renewable municipal waste","Off-grid","2021",.. +"Syrian Arab Republic","Liquid biofuels","On-grid","2021",.. +"Syrian Arab Republic","Liquid biofuels","Off-grid","2021",.. +"Syrian Arab Republic","Biogas","On-grid","2021",6.705 +"Syrian Arab Republic","Biogas","Off-grid","2021",.. +"Syrian Arab Republic","Geothermal energy","On-grid","2021",.. +"Syrian Arab Republic","Geothermal energy","Off-grid","2021",.. +"Syrian Arab Republic","Coal and peat","On-grid","2021",.. +"Syrian Arab Republic","Coal and peat","Off-grid","2021",.. +"Syrian Arab Republic","Oil","On-grid","2021",.. +"Syrian Arab Republic","Oil","Off-grid","2021",.. +"Syrian Arab Republic","Natural gas","On-grid","2021",.. +"Syrian Arab Republic","Natural gas","Off-grid","2021",.. +"Syrian Arab Republic","Fossil fuels n.e.s.","On-grid","2021",8624.500 +"Syrian Arab Republic","Fossil fuels n.e.s.","Off-grid","2021",.. +"Syrian Arab Republic","Nuclear","On-grid","2021",.. +"Syrian Arab Republic","Nuclear","Off-grid","2021",.. +"Syrian Arab Republic","Other non-renewable energy","On-grid","2021",.. +"Syrian Arab Republic","Other non-renewable energy","Off-grid","2021",.. +"Tajikistan","Solar photovoltaic","On-grid","2021",.. +"Tajikistan","Solar photovoltaic","Off-grid","2021",.. +"Tajikistan","Solar thermal energy","On-grid","2021",.. +"Tajikistan","Solar thermal energy","Off-grid","2021",.. +"Tajikistan","Onshore wind energy","On-grid","2021",.. +"Tajikistan","Onshore wind energy","Off-grid","2021",.. +"Tajikistan","Offshore wind energy","On-grid","2021",.. +"Tajikistan","Offshore wind energy","Off-grid","2021",.. +"Tajikistan","Renewable hydropower","On-grid","2021",5229.000 +"Tajikistan","Renewable hydropower","Off-grid","2021",45.260 +"Tajikistan","Mixed Hydro Plants","On-grid","2021",.. +"Tajikistan","Mixed Hydro Plants","Off-grid","2021",.. +"Tajikistan","Pumped storage","On-grid","2021",.. +"Tajikistan","Pumped storage","Off-grid","2021",.. +"Tajikistan","Marine energy","On-grid","2021",.. +"Tajikistan","Marine energy","Off-grid","2021",.. +"Tajikistan","Solid biofuels","On-grid","2021",.. +"Tajikistan","Solid biofuels","Off-grid","2021",.. +"Tajikistan","Renewable municipal waste","On-grid","2021",.. +"Tajikistan","Renewable municipal waste","Off-grid","2021",.. +"Tajikistan","Liquid biofuels","On-grid","2021",.. +"Tajikistan","Liquid biofuels","Off-grid","2021",.. +"Tajikistan","Biogas","On-grid","2021",.. +"Tajikistan","Biogas","Off-grid","2021",.. +"Tajikistan","Geothermal energy","On-grid","2021",.. +"Tajikistan","Geothermal energy","Off-grid","2021",.. +"Tajikistan","Coal and peat","On-grid","2021",400.000 +"Tajikistan","Coal and peat","Off-grid","2021",.. +"Tajikistan","Oil","On-grid","2021",.. +"Tajikistan","Oil","Off-grid","2021",.. +"Tajikistan","Natural gas","On-grid","2021",318.000 +"Tajikistan","Natural gas","Off-grid","2021",.. +"Tajikistan","Fossil fuels n.e.s.","On-grid","2021",.. +"Tajikistan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Tajikistan","Nuclear","On-grid","2021",.. +"Tajikistan","Nuclear","Off-grid","2021",.. +"Tajikistan","Other non-renewable energy","On-grid","2021",.. +"Tajikistan","Other non-renewable energy","Off-grid","2021",.. +"Thailand","Solar photovoltaic","On-grid","2021",3043.620 +"Thailand","Solar photovoltaic","Off-grid","2021",.. +"Thailand","Solar thermal energy","On-grid","2021",5.000 +"Thailand","Solar thermal energy","Off-grid","2021",.. +"Thailand","Onshore wind energy","On-grid","2021",1506.820 +"Thailand","Onshore wind energy","Off-grid","2021",.. +"Thailand","Offshore wind energy","On-grid","2021",.. +"Thailand","Offshore wind energy","Off-grid","2021",.. +"Thailand","Renewable hydropower","On-grid","2021",1738.449 +"Thailand","Renewable hydropower","Off-grid","2021",.. +"Thailand","Mixed Hydro Plants","On-grid","2021",1369.000 +"Thailand","Mixed Hydro Plants","Off-grid","2021",.. +"Thailand","Pumped storage","On-grid","2021",560.000 +"Thailand","Pumped storage","Off-grid","2021",.. +"Thailand","Marine energy","On-grid","2021",.. +"Thailand","Marine energy","Off-grid","2021",.. +"Thailand","Solid biofuels","On-grid","2021",3501.180 +"Thailand","Solid biofuels","Off-grid","2021",.. +"Thailand","Renewable municipal waste","On-grid","2021",166.840 +"Thailand","Renewable municipal waste","Off-grid","2021",.. +"Thailand","Liquid biofuels","On-grid","2021",.. +"Thailand","Liquid biofuels","Off-grid","2021",.. +"Thailand","Biogas","On-grid","2021",554.250 +"Thailand","Biogas","Off-grid","2021",.. +"Thailand","Geothermal energy","On-grid","2021",0.300 +"Thailand","Geothermal energy","Off-grid","2021",.. +"Thailand","Coal and peat","On-grid","2021",.. +"Thailand","Coal and peat","Off-grid","2021",.. +"Thailand","Oil","On-grid","2021",.. +"Thailand","Oil","Off-grid","2021",.. +"Thailand","Natural gas","On-grid","2021",.. +"Thailand","Natural gas","Off-grid","2021",.. +"Thailand","Fossil fuels n.e.s.","On-grid","2021",42231.000 +"Thailand","Fossil fuels n.e.s.","Off-grid","2021",.. +"Thailand","Nuclear","On-grid","2021",.. +"Thailand","Nuclear","Off-grid","2021",.. +"Thailand","Other non-renewable energy","On-grid","2021",166.840 +"Thailand","Other non-renewable energy","Off-grid","2021",.. +"Timor-Leste","Solar photovoltaic","On-grid","2021",.. +"Timor-Leste","Solar photovoltaic","Off-grid","2021",1.101 +"Timor-Leste","Solar thermal energy","On-grid","2021",.. +"Timor-Leste","Solar thermal energy","Off-grid","2021",.. +"Timor-Leste","Onshore wind energy","On-grid","2021",.. +"Timor-Leste","Onshore wind energy","Off-grid","2021",.. +"Timor-Leste","Offshore wind energy","On-grid","2021",.. +"Timor-Leste","Offshore wind energy","Off-grid","2021",.. +"Timor-Leste","Renewable hydropower","On-grid","2021",.. +"Timor-Leste","Renewable hydropower","Off-grid","2021",0.325 +"Timor-Leste","Mixed Hydro Plants","On-grid","2021",.. +"Timor-Leste","Mixed Hydro Plants","Off-grid","2021",.. +"Timor-Leste","Pumped storage","On-grid","2021",.. +"Timor-Leste","Pumped storage","Off-grid","2021",.. +"Timor-Leste","Marine energy","On-grid","2021",.. +"Timor-Leste","Marine energy","Off-grid","2021",.. +"Timor-Leste","Solid biofuels","On-grid","2021",.. +"Timor-Leste","Solid biofuels","Off-grid","2021",.. +"Timor-Leste","Renewable municipal waste","On-grid","2021",.. +"Timor-Leste","Renewable municipal waste","Off-grid","2021",.. +"Timor-Leste","Liquid biofuels","On-grid","2021",.. +"Timor-Leste","Liquid biofuels","Off-grid","2021",.. +"Timor-Leste","Biogas","On-grid","2021",.. +"Timor-Leste","Biogas","Off-grid","2021",.. +"Timor-Leste","Geothermal energy","On-grid","2021",.. +"Timor-Leste","Geothermal energy","Off-grid","2021",.. +"Timor-Leste","Coal and peat","On-grid","2021",.. +"Timor-Leste","Coal and peat","Off-grid","2021",.. +"Timor-Leste","Oil","On-grid","2021",316.268 +"Timor-Leste","Oil","Off-grid","2021",.. +"Timor-Leste","Natural gas","On-grid","2021",.. +"Timor-Leste","Natural gas","Off-grid","2021",.. +"Timor-Leste","Fossil fuels n.e.s.","On-grid","2021",.. +"Timor-Leste","Fossil fuels n.e.s.","Off-grid","2021",29.400 +"Timor-Leste","Nuclear","On-grid","2021",.. +"Timor-Leste","Nuclear","Off-grid","2021",.. +"Timor-Leste","Other non-renewable energy","On-grid","2021",.. +"Timor-Leste","Other non-renewable energy","Off-grid","2021",.. +"Togo","Solar photovoltaic","On-grid","2021",50.748 +"Togo","Solar photovoltaic","Off-grid","2021",5.493 +"Togo","Solar thermal energy","On-grid","2021",.. +"Togo","Solar thermal energy","Off-grid","2021",.. +"Togo","Onshore wind energy","On-grid","2021",.. +"Togo","Onshore wind energy","Off-grid","2021",.. +"Togo","Offshore wind energy","On-grid","2021",.. +"Togo","Offshore wind energy","Off-grid","2021",.. +"Togo","Renewable hydropower","On-grid","2021",66.600 +"Togo","Renewable hydropower","Off-grid","2021",.. +"Togo","Mixed Hydro Plants","On-grid","2021",.. +"Togo","Mixed Hydro Plants","Off-grid","2021",.. +"Togo","Pumped storage","On-grid","2021",.. +"Togo","Pumped storage","Off-grid","2021",.. +"Togo","Marine energy","On-grid","2021",.. +"Togo","Marine energy","Off-grid","2021",.. +"Togo","Solid biofuels","On-grid","2021",.. +"Togo","Solid biofuels","Off-grid","2021",.. +"Togo","Renewable municipal waste","On-grid","2021",.. +"Togo","Renewable municipal waste","Off-grid","2021",.. +"Togo","Liquid biofuels","On-grid","2021",.. +"Togo","Liquid biofuels","Off-grid","2021",.. +"Togo","Biogas","On-grid","2021",.. +"Togo","Biogas","Off-grid","2021",.. +"Togo","Geothermal energy","On-grid","2021",.. +"Togo","Geothermal energy","Off-grid","2021",.. +"Togo","Coal and peat","On-grid","2021",.. +"Togo","Coal and peat","Off-grid","2021",.. +"Togo","Oil","On-grid","2021",52.330 +"Togo","Oil","Off-grid","2021",.. +"Togo","Natural gas","On-grid","2021",67.000 +"Togo","Natural gas","Off-grid","2021",.. +"Togo","Fossil fuels n.e.s.","On-grid","2021",.. +"Togo","Fossil fuels n.e.s.","Off-grid","2021",.. +"Togo","Nuclear","On-grid","2021",.. +"Togo","Nuclear","Off-grid","2021",.. +"Togo","Other non-renewable energy","On-grid","2021",100.000 +"Togo","Other non-renewable energy","Off-grid","2021",.. +"Tokelau","Solar photovoltaic","On-grid","2021",1.020 +"Tokelau","Solar photovoltaic","Off-grid","2021",0.021 +"Tokelau","Solar thermal energy","On-grid","2021",.. +"Tokelau","Solar thermal energy","Off-grid","2021",.. +"Tokelau","Onshore wind energy","On-grid","2021",0.015 +"Tokelau","Onshore wind energy","Off-grid","2021",.. +"Tokelau","Offshore wind energy","On-grid","2021",.. +"Tokelau","Offshore wind energy","Off-grid","2021",.. +"Tokelau","Renewable hydropower","On-grid","2021",.. +"Tokelau","Renewable hydropower","Off-grid","2021",.. +"Tokelau","Mixed Hydro Plants","On-grid","2021",.. +"Tokelau","Mixed Hydro Plants","Off-grid","2021",.. +"Tokelau","Pumped storage","On-grid","2021",.. +"Tokelau","Pumped storage","Off-grid","2021",.. +"Tokelau","Marine energy","On-grid","2021",.. +"Tokelau","Marine energy","Off-grid","2021",.. +"Tokelau","Solid biofuels","On-grid","2021",.. +"Tokelau","Solid biofuels","Off-grid","2021",.. +"Tokelau","Renewable municipal waste","On-grid","2021",.. +"Tokelau","Renewable municipal waste","Off-grid","2021",.. +"Tokelau","Liquid biofuels","On-grid","2021",.. +"Tokelau","Liquid biofuels","Off-grid","2021",.. +"Tokelau","Biogas","On-grid","2021",.. +"Tokelau","Biogas","Off-grid","2021",.. +"Tokelau","Geothermal energy","On-grid","2021",.. +"Tokelau","Geothermal energy","Off-grid","2021",.. +"Tokelau","Coal and peat","On-grid","2021",.. +"Tokelau","Coal and peat","Off-grid","2021",.. +"Tokelau","Oil","On-grid","2021",0.144 +"Tokelau","Oil","Off-grid","2021",.. +"Tokelau","Natural gas","On-grid","2021",.. +"Tokelau","Natural gas","Off-grid","2021",.. +"Tokelau","Fossil fuels n.e.s.","On-grid","2021",.. +"Tokelau","Fossil fuels n.e.s.","Off-grid","2021",.. +"Tokelau","Nuclear","On-grid","2021",.. +"Tokelau","Nuclear","Off-grid","2021",.. +"Tokelau","Other non-renewable energy","On-grid","2021",.. +"Tokelau","Other non-renewable energy","Off-grid","2021",.. +"Tonga","Solar photovoltaic","On-grid","2021",5.980 +"Tonga","Solar photovoltaic","Off-grid","2021",0.277 +"Tonga","Solar thermal energy","On-grid","2021",.. +"Tonga","Solar thermal energy","Off-grid","2021",.. +"Tonga","Onshore wind energy","On-grid","2021",1.520 +"Tonga","Onshore wind energy","Off-grid","2021",.. +"Tonga","Offshore wind energy","On-grid","2021",.. +"Tonga","Offshore wind energy","Off-grid","2021",.. +"Tonga","Renewable hydropower","On-grid","2021",.. +"Tonga","Renewable hydropower","Off-grid","2021",.. +"Tonga","Mixed Hydro Plants","On-grid","2021",.. +"Tonga","Mixed Hydro Plants","Off-grid","2021",.. +"Tonga","Pumped storage","On-grid","2021",.. +"Tonga","Pumped storage","Off-grid","2021",.. +"Tonga","Marine energy","On-grid","2021",.. +"Tonga","Marine energy","Off-grid","2021",.. +"Tonga","Solid biofuels","On-grid","2021",.. +"Tonga","Solid biofuels","Off-grid","2021",.. +"Tonga","Renewable municipal waste","On-grid","2021",.. +"Tonga","Renewable municipal waste","Off-grid","2021",.. +"Tonga","Liquid biofuels","On-grid","2021",.. +"Tonga","Liquid biofuels","Off-grid","2021",.. +"Tonga","Biogas","On-grid","2021",.. +"Tonga","Biogas","Off-grid","2021",.. +"Tonga","Geothermal energy","On-grid","2021",.. +"Tonga","Geothermal energy","Off-grid","2021",.. +"Tonga","Coal and peat","On-grid","2021",.. +"Tonga","Coal and peat","Off-grid","2021",.. +"Tonga","Oil","On-grid","2021",18.140 +"Tonga","Oil","Off-grid","2021",.. +"Tonga","Natural gas","On-grid","2021",.. +"Tonga","Natural gas","Off-grid","2021",.. +"Tonga","Fossil fuels n.e.s.","On-grid","2021",.. +"Tonga","Fossil fuels n.e.s.","Off-grid","2021",.. +"Tonga","Nuclear","On-grid","2021",.. +"Tonga","Nuclear","Off-grid","2021",.. +"Tonga","Other non-renewable energy","On-grid","2021",.. +"Tonga","Other non-renewable energy","Off-grid","2021",.. +"Trinidad and Tobago","Solar photovoltaic","On-grid","2021",3.568 +"Trinidad and Tobago","Solar photovoltaic","Off-grid","2021",.. +"Trinidad and Tobago","Solar thermal energy","On-grid","2021",.. +"Trinidad and Tobago","Solar thermal energy","Off-grid","2021",.. +"Trinidad and Tobago","Onshore wind energy","On-grid","2021",0.010 +"Trinidad and Tobago","Onshore wind energy","Off-grid","2021",.. +"Trinidad and Tobago","Offshore wind energy","On-grid","2021",.. +"Trinidad and Tobago","Offshore wind energy","Off-grid","2021",.. +"Trinidad and Tobago","Renewable hydropower","On-grid","2021",.. +"Trinidad and Tobago","Renewable hydropower","Off-grid","2021",.. +"Trinidad and Tobago","Mixed Hydro Plants","On-grid","2021",.. +"Trinidad and Tobago","Mixed Hydro Plants","Off-grid","2021",.. +"Trinidad and Tobago","Pumped storage","On-grid","2021",.. +"Trinidad and Tobago","Pumped storage","Off-grid","2021",.. +"Trinidad and Tobago","Marine energy","On-grid","2021",.. +"Trinidad and Tobago","Marine energy","Off-grid","2021",.. +"Trinidad and Tobago","Solid biofuels","On-grid","2021",.. +"Trinidad and Tobago","Solid biofuels","Off-grid","2021",.. +"Trinidad and Tobago","Renewable municipal waste","On-grid","2021",.. +"Trinidad and Tobago","Renewable municipal waste","Off-grid","2021",.. +"Trinidad and Tobago","Liquid biofuels","On-grid","2021",.. +"Trinidad and Tobago","Liquid biofuels","Off-grid","2021",.. +"Trinidad and Tobago","Biogas","On-grid","2021",.. +"Trinidad and Tobago","Biogas","Off-grid","2021",.. +"Trinidad and Tobago","Geothermal energy","On-grid","2021",.. +"Trinidad and Tobago","Geothermal energy","Off-grid","2021",.. +"Trinidad and Tobago","Coal and peat","On-grid","2021",.. +"Trinidad and Tobago","Coal and peat","Off-grid","2021",.. +"Trinidad and Tobago","Oil","On-grid","2021",12.875 +"Trinidad and Tobago","Oil","Off-grid","2021",.. +"Trinidad and Tobago","Natural gas","On-grid","2021",1821.490 +"Trinidad and Tobago","Natural gas","Off-grid","2021",.. +"Trinidad and Tobago","Fossil fuels n.e.s.","On-grid","2021",8.500 +"Trinidad and Tobago","Fossil fuels n.e.s.","Off-grid","2021",.. +"Trinidad and Tobago","Nuclear","On-grid","2021",.. +"Trinidad and Tobago","Nuclear","Off-grid","2021",.. +"Trinidad and Tobago","Other non-renewable energy","On-grid","2021",332.000 +"Trinidad and Tobago","Other non-renewable energy","Off-grid","2021",.. +"Tunisia","Solar photovoltaic","On-grid","2021",87.814 +"Tunisia","Solar photovoltaic","Off-grid","2021",7.076 +"Tunisia","Solar thermal energy","On-grid","2021",.. +"Tunisia","Solar thermal energy","Off-grid","2021",.. +"Tunisia","Onshore wind energy","On-grid","2021",245.000 +"Tunisia","Onshore wind energy","Off-grid","2021",.. +"Tunisia","Offshore wind energy","On-grid","2021",.. +"Tunisia","Offshore wind energy","Off-grid","2021",.. +"Tunisia","Renewable hydropower","On-grid","2021",66.000 +"Tunisia","Renewable hydropower","Off-grid","2021",.. +"Tunisia","Mixed Hydro Plants","On-grid","2021",.. +"Tunisia","Mixed Hydro Plants","Off-grid","2021",.. +"Tunisia","Pumped storage","On-grid","2021",.. +"Tunisia","Pumped storage","Off-grid","2021",.. +"Tunisia","Marine energy","On-grid","2021",.. +"Tunisia","Marine energy","Off-grid","2021",.. +"Tunisia","Solid biofuels","On-grid","2021",.. +"Tunisia","Solid biofuels","Off-grid","2021",.. +"Tunisia","Renewable municipal waste","On-grid","2021",.. +"Tunisia","Renewable municipal waste","Off-grid","2021",.. +"Tunisia","Liquid biofuels","On-grid","2021",.. +"Tunisia","Liquid biofuels","Off-grid","2021",.. +"Tunisia","Biogas","On-grid","2021",.. +"Tunisia","Biogas","Off-grid","2021",.. +"Tunisia","Geothermal energy","On-grid","2021",.. +"Tunisia","Geothermal energy","Off-grid","2021",.. +"Tunisia","Coal and peat","On-grid","2021",.. +"Tunisia","Coal and peat","Off-grid","2021",.. +"Tunisia","Oil","On-grid","2021",660.000 +"Tunisia","Oil","Off-grid","2021",.. +"Tunisia","Natural gas","On-grid","2021",5034.000 +"Tunisia","Natural gas","Off-grid","2021",.. +"Tunisia","Fossil fuels n.e.s.","On-grid","2021",.. +"Tunisia","Fossil fuels n.e.s.","Off-grid","2021",.. +"Tunisia","Nuclear","On-grid","2021",.. +"Tunisia","Nuclear","Off-grid","2021",.. +"Tunisia","Other non-renewable energy","On-grid","2021",.. +"Tunisia","Other non-renewable energy","Off-grid","2021",.. +"Türkiye","Solar photovoltaic","On-grid","2021",7815.555 +"Türkiye","Solar photovoltaic","Off-grid","2021",.. +"Türkiye","Solar thermal energy","On-grid","2021",1.000 +"Türkiye","Solar thermal energy","Off-grid","2021",.. +"Türkiye","Onshore wind energy","On-grid","2021",10606.956 +"Türkiye","Onshore wind energy","Off-grid","2021",.. +"Türkiye","Offshore wind energy","On-grid","2021",.. +"Türkiye","Offshore wind energy","Off-grid","2021",.. +"Türkiye","Renewable hydropower","On-grid","2021",31492.608 +"Türkiye","Renewable hydropower","Off-grid","2021",.. +"Türkiye","Mixed Hydro Plants","On-grid","2021",.. +"Türkiye","Mixed Hydro Plants","Off-grid","2021",.. +"Türkiye","Pumped storage","On-grid","2021",.. +"Türkiye","Pumped storage","Off-grid","2021",.. +"Türkiye","Marine energy","On-grid","2021",.. +"Türkiye","Marine energy","Off-grid","2021",.. +"Türkiye","Solid biofuels","On-grid","2021",605.115 +"Türkiye","Solid biofuels","Off-grid","2021",.. +"Türkiye","Renewable municipal waste","On-grid","2021",16.850 +"Türkiye","Renewable municipal waste","Off-grid","2021",.. +"Türkiye","Liquid biofuels","On-grid","2021",19.282 +"Türkiye","Liquid biofuels","Off-grid","2021",.. +"Türkiye","Biogas","On-grid","2021",999.788 +"Türkiye","Biogas","Off-grid","2021",.. +"Türkiye","Geothermal energy","On-grid","2021",1676.188 +"Türkiye","Geothermal energy","Off-grid","2021",.. +"Türkiye","Coal and peat","On-grid","2021",.. +"Türkiye","Coal and peat","Off-grid","2021",.. +"Türkiye","Oil","On-grid","2021",.. +"Türkiye","Oil","Off-grid","2021",.. +"Türkiye","Natural gas","On-grid","2021",.. +"Türkiye","Natural gas","Off-grid","2021",.. +"Türkiye","Fossil fuels n.e.s.","On-grid","2021",46185.749 +"Türkiye","Fossil fuels n.e.s.","Off-grid","2021",.. +"Türkiye","Nuclear","On-grid","2021",.. +"Türkiye","Nuclear","Off-grid","2021",.. +"Türkiye","Other non-renewable energy","On-grid","2021",401.601 +"Türkiye","Other non-renewable energy","Off-grid","2021",.. +"Turkmenistan","Solar photovoltaic","On-grid","2021",.. +"Turkmenistan","Solar photovoltaic","Off-grid","2021",.. +"Turkmenistan","Solar thermal energy","On-grid","2021",.. +"Turkmenistan","Solar thermal energy","Off-grid","2021",.. +"Turkmenistan","Onshore wind energy","On-grid","2021",.. +"Turkmenistan","Onshore wind energy","Off-grid","2021",.. +"Turkmenistan","Offshore wind energy","On-grid","2021",.. +"Turkmenistan","Offshore wind energy","Off-grid","2021",.. +"Turkmenistan","Renewable hydropower","On-grid","2021",2.200 +"Turkmenistan","Renewable hydropower","Off-grid","2021",.. +"Turkmenistan","Mixed Hydro Plants","On-grid","2021",.. +"Turkmenistan","Mixed Hydro Plants","Off-grid","2021",.. +"Turkmenistan","Pumped storage","On-grid","2021",.. +"Turkmenistan","Pumped storage","Off-grid","2021",.. +"Turkmenistan","Marine energy","On-grid","2021",.. +"Turkmenistan","Marine energy","Off-grid","2021",.. +"Turkmenistan","Solid biofuels","On-grid","2021",.. +"Turkmenistan","Solid biofuels","Off-grid","2021",.. +"Turkmenistan","Renewable municipal waste","On-grid","2021",.. +"Turkmenistan","Renewable municipal waste","Off-grid","2021",.. +"Turkmenistan","Liquid biofuels","On-grid","2021",.. +"Turkmenistan","Liquid biofuels","Off-grid","2021",.. +"Turkmenistan","Biogas","On-grid","2021",.. +"Turkmenistan","Biogas","Off-grid","2021",.. +"Turkmenistan","Geothermal energy","On-grid","2021",.. +"Turkmenistan","Geothermal energy","Off-grid","2021",.. +"Turkmenistan","Coal and peat","On-grid","2021",.. +"Turkmenistan","Coal and peat","Off-grid","2021",.. +"Turkmenistan","Oil","On-grid","2021",.. +"Turkmenistan","Oil","Off-grid","2021",.. +"Turkmenistan","Natural gas","On-grid","2021",7438.400 +"Turkmenistan","Natural gas","Off-grid","2021",.. +"Turkmenistan","Fossil fuels n.e.s.","On-grid","2021",.. +"Turkmenistan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Turkmenistan","Nuclear","On-grid","2021",.. +"Turkmenistan","Nuclear","Off-grid","2021",.. +"Turkmenistan","Other non-renewable energy","On-grid","2021",.. +"Turkmenistan","Other non-renewable energy","Off-grid","2021",.. +"Turks and Caicos Islands","Solar photovoltaic","On-grid","2021",0.940 +"Turks and Caicos Islands","Solar photovoltaic","Off-grid","2021",.. +"Turks and Caicos Islands","Solar thermal energy","On-grid","2021",.. +"Turks and Caicos Islands","Solar thermal energy","Off-grid","2021",.. +"Turks and Caicos Islands","Onshore wind energy","On-grid","2021",.. +"Turks and Caicos Islands","Onshore wind energy","Off-grid","2021",.. +"Turks and Caicos Islands","Offshore wind energy","On-grid","2021",.. +"Turks and Caicos Islands","Offshore wind energy","Off-grid","2021",.. +"Turks and Caicos Islands","Renewable hydropower","On-grid","2021",.. +"Turks and Caicos Islands","Renewable hydropower","Off-grid","2021",.. +"Turks and Caicos Islands","Mixed Hydro Plants","On-grid","2021",.. +"Turks and Caicos Islands","Mixed Hydro Plants","Off-grid","2021",.. +"Turks and Caicos Islands","Pumped storage","On-grid","2021",.. +"Turks and Caicos Islands","Pumped storage","Off-grid","2021",.. +"Turks and Caicos Islands","Marine energy","On-grid","2021",.. +"Turks and Caicos Islands","Marine energy","Off-grid","2021",.. +"Turks and Caicos Islands","Solid biofuels","On-grid","2021",.. +"Turks and Caicos Islands","Solid biofuels","Off-grid","2021",.. +"Turks and Caicos Islands","Renewable municipal waste","On-grid","2021",.. +"Turks and Caicos Islands","Renewable municipal waste","Off-grid","2021",.. +"Turks and Caicos Islands","Liquid biofuels","On-grid","2021",.. +"Turks and Caicos Islands","Liquid biofuels","Off-grid","2021",.. +"Turks and Caicos Islands","Biogas","On-grid","2021",.. +"Turks and Caicos Islands","Biogas","Off-grid","2021",.. +"Turks and Caicos Islands","Geothermal energy","On-grid","2021",.. +"Turks and Caicos Islands","Geothermal energy","Off-grid","2021",.. +"Turks and Caicos Islands","Coal and peat","On-grid","2021",.. +"Turks and Caicos Islands","Coal and peat","Off-grid","2021",.. +"Turks and Caicos Islands","Oil","On-grid","2021",90.700 +"Turks and Caicos Islands","Oil","Off-grid","2021",.. +"Turks and Caicos Islands","Natural gas","On-grid","2021",.. +"Turks and Caicos Islands","Natural gas","Off-grid","2021",.. +"Turks and Caicos Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"Turks and Caicos Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"Turks and Caicos Islands","Nuclear","On-grid","2021",.. +"Turks and Caicos Islands","Nuclear","Off-grid","2021",.. +"Turks and Caicos Islands","Other non-renewable energy","On-grid","2021",.. +"Turks and Caicos Islands","Other non-renewable energy","Off-grid","2021",.. +"Tuvalu","Solar photovoltaic","On-grid","2021",0.980 +"Tuvalu","Solar photovoltaic","Off-grid","2021",1.332 +"Tuvalu","Solar thermal energy","On-grid","2021",.. +"Tuvalu","Solar thermal energy","Off-grid","2021",.. +"Tuvalu","Onshore wind energy","On-grid","2021",.. +"Tuvalu","Onshore wind energy","Off-grid","2021",.. +"Tuvalu","Offshore wind energy","On-grid","2021",.. +"Tuvalu","Offshore wind energy","Off-grid","2021",.. +"Tuvalu","Renewable hydropower","On-grid","2021",.. +"Tuvalu","Renewable hydropower","Off-grid","2021",.. +"Tuvalu","Mixed Hydro Plants","On-grid","2021",.. +"Tuvalu","Mixed Hydro Plants","Off-grid","2021",.. +"Tuvalu","Pumped storage","On-grid","2021",.. +"Tuvalu","Pumped storage","Off-grid","2021",.. +"Tuvalu","Marine energy","On-grid","2021",.. +"Tuvalu","Marine energy","Off-grid","2021",.. +"Tuvalu","Solid biofuels","On-grid","2021",.. +"Tuvalu","Solid biofuels","Off-grid","2021",.. +"Tuvalu","Renewable municipal waste","On-grid","2021",.. +"Tuvalu","Renewable municipal waste","Off-grid","2021",.. +"Tuvalu","Liquid biofuels","On-grid","2021",.. +"Tuvalu","Liquid biofuels","Off-grid","2021",.. +"Tuvalu","Biogas","On-grid","2021",.. +"Tuvalu","Biogas","Off-grid","2021",.. +"Tuvalu","Geothermal energy","On-grid","2021",.. +"Tuvalu","Geothermal energy","Off-grid","2021",.. +"Tuvalu","Coal and peat","On-grid","2021",.. +"Tuvalu","Coal and peat","Off-grid","2021",.. +"Tuvalu","Oil","On-grid","2021",1.800 +"Tuvalu","Oil","Off-grid","2021",.. +"Tuvalu","Natural gas","On-grid","2021",.. +"Tuvalu","Natural gas","Off-grid","2021",.. +"Tuvalu","Fossil fuels n.e.s.","On-grid","2021",.. +"Tuvalu","Fossil fuels n.e.s.","Off-grid","2021",1.335 +"Tuvalu","Nuclear","On-grid","2021",.. +"Tuvalu","Nuclear","Off-grid","2021",.. +"Tuvalu","Other non-renewable energy","On-grid","2021",.. +"Tuvalu","Other non-renewable energy","Off-grid","2021",.. +"Uganda","Solar photovoltaic","On-grid","2021",64.648 +"Uganda","Solar photovoltaic","Off-grid","2021",27.079 +"Uganda","Solar thermal energy","On-grid","2021",.. +"Uganda","Solar thermal energy","Off-grid","2021",.. +"Uganda","Onshore wind energy","On-grid","2021",.. +"Uganda","Onshore wind energy","Off-grid","2021",.. +"Uganda","Offshore wind energy","On-grid","2021",.. +"Uganda","Offshore wind energy","Off-grid","2021",.. +"Uganda","Renewable hydropower","On-grid","2021",998.000 +"Uganda","Renewable hydropower","Off-grid","2021",12.600 +"Uganda","Mixed Hydro Plants","On-grid","2021",.. +"Uganda","Mixed Hydro Plants","Off-grid","2021",.. +"Uganda","Pumped storage","On-grid","2021",.. +"Uganda","Pumped storage","Off-grid","2021",.. +"Uganda","Marine energy","On-grid","2021",.. +"Uganda","Marine energy","Off-grid","2021",.. +"Uganda","Solid biofuels","On-grid","2021",96.200 +"Uganda","Solid biofuels","Off-grid","2021",.. +"Uganda","Renewable municipal waste","On-grid","2021",.. +"Uganda","Renewable municipal waste","Off-grid","2021",.. +"Uganda","Liquid biofuels","On-grid","2021",.. +"Uganda","Liquid biofuels","Off-grid","2021",.. +"Uganda","Biogas","On-grid","2021",.. +"Uganda","Biogas","Off-grid","2021",.. +"Uganda","Geothermal energy","On-grid","2021",.. +"Uganda","Geothermal energy","Off-grid","2021",.. +"Uganda","Coal and peat","On-grid","2021",.. +"Uganda","Coal and peat","Off-grid","2021",.. +"Uganda","Oil","On-grid","2021",100.000 +"Uganda","Oil","Off-grid","2021",.. +"Uganda","Natural gas","On-grid","2021",.. +"Uganda","Natural gas","Off-grid","2021",.. +"Uganda","Fossil fuels n.e.s.","On-grid","2021",.. +"Uganda","Fossil fuels n.e.s.","Off-grid","2021",2.680 +"Uganda","Nuclear","On-grid","2021",.. +"Uganda","Nuclear","Off-grid","2021",.. +"Uganda","Other non-renewable energy","On-grid","2021",.. +"Uganda","Other non-renewable energy","Off-grid","2021",.. +"Ukraine","Solar photovoltaic","On-grid","2021",8062.000 +"Ukraine","Solar photovoltaic","Off-grid","2021",.. +"Ukraine","Solar thermal energy","On-grid","2021",.. +"Ukraine","Solar thermal energy","Off-grid","2021",.. +"Ukraine","Onshore wind energy","On-grid","2021",1761.000 +"Ukraine","Onshore wind energy","Off-grid","2021",.. +"Ukraine","Offshore wind energy","On-grid","2021",.. +"Ukraine","Offshore wind energy","Off-grid","2021",.. +"Ukraine","Renewable hydropower","On-grid","2021",4823.000 +"Ukraine","Renewable hydropower","Off-grid","2021",.. +"Ukraine","Mixed Hydro Plants","On-grid","2021",.. +"Ukraine","Mixed Hydro Plants","Off-grid","2021",.. +"Ukraine","Pumped storage","On-grid","2021",1833.000 +"Ukraine","Pumped storage","Off-grid","2021",.. +"Ukraine","Marine energy","On-grid","2021",.. +"Ukraine","Marine energy","Off-grid","2021",.. +"Ukraine","Solid biofuels","On-grid","2021",152.000 +"Ukraine","Solid biofuels","Off-grid","2021",.. +"Ukraine","Renewable municipal waste","On-grid","2021",.. +"Ukraine","Renewable municipal waste","Off-grid","2021",.. +"Ukraine","Liquid biofuels","On-grid","2021",.. +"Ukraine","Liquid biofuels","Off-grid","2021",.. +"Ukraine","Biogas","On-grid","2021",123.000 +"Ukraine","Biogas","Off-grid","2021",.. +"Ukraine","Geothermal energy","On-grid","2021",.. +"Ukraine","Geothermal energy","Off-grid","2021",.. +"Ukraine","Coal and peat","On-grid","2021",.. +"Ukraine","Coal and peat","Off-grid","2021",.. +"Ukraine","Oil","On-grid","2021",.. +"Ukraine","Oil","Off-grid","2021",.. +"Ukraine","Natural gas","On-grid","2021",.. +"Ukraine","Natural gas","Off-grid","2021",.. +"Ukraine","Fossil fuels n.e.s.","On-grid","2021",28535.000 +"Ukraine","Fossil fuels n.e.s.","Off-grid","2021",.. +"Ukraine","Nuclear","On-grid","2021",13835.000 +"Ukraine","Nuclear","Off-grid","2021",.. +"Ukraine","Other non-renewable energy","On-grid","2021",.. +"Ukraine","Other non-renewable energy","Off-grid","2021",.. +"United Arab Emirates","Solar photovoltaic","On-grid","2021",2599.450 +"United Arab Emirates","Solar photovoltaic","Off-grid","2021",5.597 +"United Arab Emirates","Solar thermal energy","On-grid","2021",100.110 +"United Arab Emirates","Solar thermal energy","Off-grid","2021",.. +"United Arab Emirates","Onshore wind energy","On-grid","2021",.. +"United Arab Emirates","Onshore wind energy","Off-grid","2021",.. +"United Arab Emirates","Offshore wind energy","On-grid","2021",.. +"United Arab Emirates","Offshore wind energy","Off-grid","2021",.. +"United Arab Emirates","Renewable hydropower","On-grid","2021",.. +"United Arab Emirates","Renewable hydropower","Off-grid","2021",.. +"United Arab Emirates","Mixed Hydro Plants","On-grid","2021",.. +"United Arab Emirates","Mixed Hydro Plants","Off-grid","2021",.. +"United Arab Emirates","Pumped storage","On-grid","2021",.. +"United Arab Emirates","Pumped storage","Off-grid","2021",.. +"United Arab Emirates","Marine energy","On-grid","2021",.. +"United Arab Emirates","Marine energy","Off-grid","2021",.. +"United Arab Emirates","Solid biofuels","On-grid","2021",.. +"United Arab Emirates","Solid biofuels","Off-grid","2021",.. +"United Arab Emirates","Renewable municipal waste","On-grid","2021",.. +"United Arab Emirates","Renewable municipal waste","Off-grid","2021",.. +"United Arab Emirates","Liquid biofuels","On-grid","2021",.. +"United Arab Emirates","Liquid biofuels","Off-grid","2021",.. +"United Arab Emirates","Biogas","On-grid","2021",1.000 +"United Arab Emirates","Biogas","Off-grid","2021",.. +"United Arab Emirates","Geothermal energy","On-grid","2021",.. +"United Arab Emirates","Geothermal energy","Off-grid","2021",.. +"United Arab Emirates","Coal and peat","On-grid","2021",1200.000 +"United Arab Emirates","Coal and peat","Off-grid","2021",.. +"United Arab Emirates","Oil","On-grid","2021",.. +"United Arab Emirates","Oil","Off-grid","2021",.. +"United Arab Emirates","Natural gas","On-grid","2021",.. +"United Arab Emirates","Natural gas","Off-grid","2021",.. +"United Arab Emirates","Fossil fuels n.e.s.","On-grid","2021",31456.000 +"United Arab Emirates","Fossil fuels n.e.s.","Off-grid","2021",.. +"United Arab Emirates","Nuclear","On-grid","2021",1390.000 +"United Arab Emirates","Nuclear","Off-grid","2021",.. +"United Arab Emirates","Other non-renewable energy","On-grid","2021",.. +"United Arab Emirates","Other non-renewable energy","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Solar photovoltaic","On-grid","2021",13689.000 +"United Kingdom of Great Britain and Northern Ireland","Solar photovoltaic","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Solar thermal energy","On-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Solar thermal energy","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Onshore wind energy","On-grid","2021",14429.940 +"United Kingdom of Great Britain and Northern Ireland","Onshore wind energy","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Offshore wind energy","On-grid","2021",12700.050 +"United Kingdom of Great Britain and Northern Ireland","Offshore wind energy","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Renewable hydropower","On-grid","2021",1893.000 +"United Kingdom of Great Britain and Northern Ireland","Renewable hydropower","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Mixed Hydro Plants","On-grid","2021",300.000 +"United Kingdom of Great Britain and Northern Ireland","Mixed Hydro Plants","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Pumped storage","On-grid","2021",2600.000 +"United Kingdom of Great Britain and Northern Ireland","Pumped storage","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Marine energy","On-grid","2021",22.000 +"United Kingdom of Great Britain and Northern Ireland","Marine energy","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Solid biofuels","On-grid","2021",4684.851 +"United Kingdom of Great Britain and Northern Ireland","Solid biofuels","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Renewable municipal waste","On-grid","2021",733.080 +"United Kingdom of Great Britain and Northern Ireland","Renewable municipal waste","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Liquid biofuels","On-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Liquid biofuels","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Biogas","On-grid","2021",1841.078 +"United Kingdom of Great Britain and Northern Ireland","Biogas","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Geothermal energy","On-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Geothermal energy","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Coal and peat","On-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Coal and peat","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Oil","On-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Oil","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Natural gas","On-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Natural gas","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Fossil fuels n.e.s.","On-grid","2021",46157.971 +"United Kingdom of Great Britain and Northern Ireland","Fossil fuels n.e.s.","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Nuclear","On-grid","2021",8288.000 +"United Kingdom of Great Britain and Northern Ireland","Nuclear","Off-grid","2021",.. +"United Kingdom of Great Britain and Northern Ireland","Other non-renewable energy","On-grid","2021",733.080 +"United Kingdom of Great Britain and Northern Ireland","Other non-renewable energy","Off-grid","2021",.. +"United Republic of Tanzania","Solar photovoltaic","On-grid","2021",0.100 +"United Republic of Tanzania","Solar photovoltaic","Off-grid","2021",23.544 +"United Republic of Tanzania","Solar thermal energy","On-grid","2021",.. +"United Republic of Tanzania","Solar thermal energy","Off-grid","2021",.. +"United Republic of Tanzania","Onshore wind energy","On-grid","2021",2.400 +"United Republic of Tanzania","Onshore wind energy","Off-grid","2021",.. +"United Republic of Tanzania","Offshore wind energy","On-grid","2021",.. +"United Republic of Tanzania","Offshore wind energy","Off-grid","2021",.. +"United Republic of Tanzania","Renewable hydropower","On-grid","2021",573.700 +"United Republic of Tanzania","Renewable hydropower","Off-grid","2021",15.420 +"United Republic of Tanzania","Mixed Hydro Plants","On-grid","2021",.. +"United Republic of Tanzania","Mixed Hydro Plants","Off-grid","2021",.. +"United Republic of Tanzania","Pumped storage","On-grid","2021",.. +"United Republic of Tanzania","Pumped storage","Off-grid","2021",.. +"United Republic of Tanzania","Marine energy","On-grid","2021",.. +"United Republic of Tanzania","Marine energy","Off-grid","2021",.. +"United Republic of Tanzania","Solid biofuels","On-grid","2021",43.400 +"United Republic of Tanzania","Solid biofuels","Off-grid","2021",26.100 +"United Republic of Tanzania","Renewable municipal waste","On-grid","2021",.. +"United Republic of Tanzania","Renewable municipal waste","Off-grid","2021",.. +"United Republic of Tanzania","Liquid biofuels","On-grid","2021",.. +"United Republic of Tanzania","Liquid biofuels","Off-grid","2021",0.160 +"United Republic of Tanzania","Biogas","On-grid","2021",0.500 +"United Republic of Tanzania","Biogas","Off-grid","2021",0.025 +"United Republic of Tanzania","Geothermal energy","On-grid","2021",.. +"United Republic of Tanzania","Geothermal energy","Off-grid","2021",.. +"United Republic of Tanzania","Coal and peat","On-grid","2021",.. +"United Republic of Tanzania","Coal and peat","Off-grid","2021",.. +"United Republic of Tanzania","Oil","On-grid","2021",302.000 +"United Republic of Tanzania","Oil","Off-grid","2021",.. +"United Republic of Tanzania","Natural gas","On-grid","2021",974.000 +"United Republic of Tanzania","Natural gas","Off-grid","2021",.. +"United Republic of Tanzania","Fossil fuels n.e.s.","On-grid","2021",.. +"United Republic of Tanzania","Fossil fuels n.e.s.","Off-grid","2021",41.676 +"United Republic of Tanzania","Nuclear","On-grid","2021",.. +"United Republic of Tanzania","Nuclear","Off-grid","2021",.. +"United Republic of Tanzania","Other non-renewable energy","On-grid","2021",.. +"United Republic of Tanzania","Other non-renewable energy","Off-grid","2021",.. +"United States of America","Solar photovoltaic","On-grid","2021",93713.013 +"United States of America","Solar photovoltaic","Off-grid","2021",.. +"United States of America","Solar thermal energy","On-grid","2021",1495.500 +"United States of America","Solar thermal energy","Off-grid","2021",.. +"United States of America","Onshore wind energy","On-grid","2021",132695.600 +"United States of America","Onshore wind energy","Off-grid","2021",.. +"United States of America","Offshore wind energy","On-grid","2021",42.000 +"United States of America","Offshore wind energy","Off-grid","2021",.. +"United States of America","Renewable hydropower","On-grid","2021",71488.300 +"United States of America","Renewable hydropower","Off-grid","2021",.. +"United States of America","Mixed Hydro Plants","On-grid","2021",8493.200 +"United States of America","Mixed Hydro Plants","Off-grid","2021",.. +"United States of America","Pumped storage","On-grid","2021",21912.100 +"United States of America","Pumped storage","Off-grid","2021",.. +"United States of America","Marine energy","On-grid","2021",.. +"United States of America","Marine energy","Off-grid","2021",.. +"United States of America","Solid biofuels","On-grid","2021",9870.500 +"United States of America","Solid biofuels","Off-grid","2021",.. +"United States of America","Renewable municipal waste","On-grid","2021",1269.800 +"United States of America","Renewable municipal waste","Off-grid","2021",.. +"United States of America","Liquid biofuels","On-grid","2021",123.000 +"United States of America","Liquid biofuels","Off-grid","2021",.. +"United States of America","Biogas","On-grid","2021",2310.400 +"United States of America","Biogas","Off-grid","2021",.. +"United States of America","Geothermal energy","On-grid","2021",3889.400 +"United States of America","Geothermal energy","Off-grid","2021",.. +"United States of America","Coal and peat","On-grid","2021",209688.100 +"United States of America","Coal and peat","Off-grid","2021",.. +"United States of America","Oil","On-grid","2021",31438.100 +"United States of America","Oil","Off-grid","2021",.. +"United States of America","Natural gas","On-grid","2021",491293.400 +"United States of America","Natural gas","Off-grid","2021",.. +"United States of America","Fossil fuels n.e.s.","On-grid","2021",.. +"United States of America","Fossil fuels n.e.s.","Off-grid","2021",.. +"United States of America","Nuclear","On-grid","2021",99886.800 +"United States of America","Nuclear","Off-grid","2021",.. +"United States of America","Other non-renewable energy","On-grid","2021",5564.700 +"United States of America","Other non-renewable energy","Off-grid","2021",.. +"United States Virgin Islands","Solar photovoltaic","On-grid","2021",9.993 +"United States Virgin Islands","Solar photovoltaic","Off-grid","2021",.. +"United States Virgin Islands","Solar thermal energy","On-grid","2021",.. +"United States Virgin Islands","Solar thermal energy","Off-grid","2021",.. +"United States Virgin Islands","Onshore wind energy","On-grid","2021",.. +"United States Virgin Islands","Onshore wind energy","Off-grid","2021",0.100 +"United States Virgin Islands","Offshore wind energy","On-grid","2021",.. +"United States Virgin Islands","Offshore wind energy","Off-grid","2021",.. +"United States Virgin Islands","Renewable hydropower","On-grid","2021",.. +"United States Virgin Islands","Renewable hydropower","Off-grid","2021",.. +"United States Virgin Islands","Mixed Hydro Plants","On-grid","2021",.. +"United States Virgin Islands","Mixed Hydro Plants","Off-grid","2021",.. +"United States Virgin Islands","Pumped storage","On-grid","2021",.. +"United States Virgin Islands","Pumped storage","Off-grid","2021",.. +"United States Virgin Islands","Marine energy","On-grid","2021",.. +"United States Virgin Islands","Marine energy","Off-grid","2021",.. +"United States Virgin Islands","Solid biofuels","On-grid","2021",.. +"United States Virgin Islands","Solid biofuels","Off-grid","2021",.. +"United States Virgin Islands","Renewable municipal waste","On-grid","2021",.. +"United States Virgin Islands","Renewable municipal waste","Off-grid","2021",.. +"United States Virgin Islands","Liquid biofuels","On-grid","2021",.. +"United States Virgin Islands","Liquid biofuels","Off-grid","2021",.. +"United States Virgin Islands","Biogas","On-grid","2021",.. +"United States Virgin Islands","Biogas","Off-grid","2021",.. +"United States Virgin Islands","Geothermal energy","On-grid","2021",.. +"United States Virgin Islands","Geothermal energy","Off-grid","2021",.. +"United States Virgin Islands","Coal and peat","On-grid","2021",.. +"United States Virgin Islands","Coal and peat","Off-grid","2021",.. +"United States Virgin Islands","Oil","On-grid","2021",329.700 +"United States Virgin Islands","Oil","Off-grid","2021",.. +"United States Virgin Islands","Natural gas","On-grid","2021",.. +"United States Virgin Islands","Natural gas","Off-grid","2021",.. +"United States Virgin Islands","Fossil fuels n.e.s.","On-grid","2021",.. +"United States Virgin Islands","Fossil fuels n.e.s.","Off-grid","2021",.. +"United States Virgin Islands","Nuclear","On-grid","2021",.. +"United States Virgin Islands","Nuclear","Off-grid","2021",.. +"United States Virgin Islands","Other non-renewable energy","On-grid","2021",.. +"United States Virgin Islands","Other non-renewable energy","Off-grid","2021",.. +"Uruguay","Solar photovoltaic","On-grid","2021",253.809 +"Uruguay","Solar photovoltaic","Off-grid","2021",4.509 +"Uruguay","Solar thermal energy","On-grid","2021",.. +"Uruguay","Solar thermal energy","Off-grid","2021",.. +"Uruguay","Onshore wind energy","On-grid","2021",1506.556 +"Uruguay","Onshore wind energy","Off-grid","2021",7.300 +"Uruguay","Offshore wind energy","On-grid","2021",.. +"Uruguay","Offshore wind energy","Off-grid","2021",.. +"Uruguay","Renewable hydropower","On-grid","2021",1538.000 +"Uruguay","Renewable hydropower","Off-grid","2021",.. +"Uruguay","Mixed Hydro Plants","On-grid","2021",.. +"Uruguay","Mixed Hydro Plants","Off-grid","2021",.. +"Uruguay","Pumped storage","On-grid","2021",.. +"Uruguay","Pumped storage","Off-grid","2021",.. +"Uruguay","Marine energy","On-grid","2021",.. +"Uruguay","Marine energy","Off-grid","2021",.. +"Uruguay","Solid biofuels","On-grid","2021",423.000 +"Uruguay","Solid biofuels","Off-grid","2021",.. +"Uruguay","Renewable municipal waste","On-grid","2021",.. +"Uruguay","Renewable municipal waste","Off-grid","2021",.. +"Uruguay","Liquid biofuels","On-grid","2021",.. +"Uruguay","Liquid biofuels","Off-grid","2021",.. +"Uruguay","Biogas","On-grid","2021",1.670 +"Uruguay","Biogas","Off-grid","2021",6.200 +"Uruguay","Geothermal energy","On-grid","2021",.. +"Uruguay","Geothermal energy","Off-grid","2021",.. +"Uruguay","Coal and peat","On-grid","2021",.. +"Uruguay","Coal and peat","Off-grid","2021",.. +"Uruguay","Oil","On-grid","2021",83.290 +"Uruguay","Oil","Off-grid","2021",0.960 +"Uruguay","Natural gas","On-grid","2021",1105.700 +"Uruguay","Natural gas","Off-grid","2021",.. +"Uruguay","Fossil fuels n.e.s.","On-grid","2021",.. +"Uruguay","Fossil fuels n.e.s.","Off-grid","2021",.. +"Uruguay","Nuclear","On-grid","2021",.. +"Uruguay","Nuclear","Off-grid","2021",.. +"Uruguay","Other non-renewable energy","On-grid","2021",.. +"Uruguay","Other non-renewable energy","Off-grid","2021",.. +"Uzbekistan","Solar photovoltaic","On-grid","2021",100.175 +"Uzbekistan","Solar photovoltaic","Off-grid","2021",3.325 +"Uzbekistan","Solar thermal energy","On-grid","2021",.. +"Uzbekistan","Solar thermal energy","Off-grid","2021",.. +"Uzbekistan","Onshore wind energy","On-grid","2021",0.750 +"Uzbekistan","Onshore wind energy","Off-grid","2021",.. +"Uzbekistan","Offshore wind energy","On-grid","2021",.. +"Uzbekistan","Offshore wind energy","Off-grid","2021",.. +"Uzbekistan","Renewable hydropower","On-grid","2021",2042.900 +"Uzbekistan","Renewable hydropower","Off-grid","2021",.. +"Uzbekistan","Mixed Hydro Plants","On-grid","2021",.. +"Uzbekistan","Mixed Hydro Plants","Off-grid","2021",.. +"Uzbekistan","Pumped storage","On-grid","2021",.. +"Uzbekistan","Pumped storage","Off-grid","2021",.. +"Uzbekistan","Marine energy","On-grid","2021",.. +"Uzbekistan","Marine energy","Off-grid","2021",.. +"Uzbekistan","Solid biofuels","On-grid","2021",.. +"Uzbekistan","Solid biofuels","Off-grid","2021",.. +"Uzbekistan","Renewable municipal waste","On-grid","2021",.. +"Uzbekistan","Renewable municipal waste","Off-grid","2021",.. +"Uzbekistan","Liquid biofuels","On-grid","2021",.. +"Uzbekistan","Liquid biofuels","Off-grid","2021",.. +"Uzbekistan","Biogas","On-grid","2021",.. +"Uzbekistan","Biogas","Off-grid","2021",.. +"Uzbekistan","Geothermal energy","On-grid","2021",.. +"Uzbekistan","Geothermal energy","Off-grid","2021",.. +"Uzbekistan","Coal and peat","On-grid","2021",.. +"Uzbekistan","Coal and peat","Off-grid","2021",.. +"Uzbekistan","Oil","On-grid","2021",.. +"Uzbekistan","Oil","Off-grid","2021",.. +"Uzbekistan","Natural gas","On-grid","2021",.. +"Uzbekistan","Natural gas","Off-grid","2021",.. +"Uzbekistan","Fossil fuels n.e.s.","On-grid","2021",14462.000 +"Uzbekistan","Fossil fuels n.e.s.","Off-grid","2021",.. +"Uzbekistan","Nuclear","On-grid","2021",.. +"Uzbekistan","Nuclear","Off-grid","2021",.. +"Uzbekistan","Other non-renewable energy","On-grid","2021",.. +"Uzbekistan","Other non-renewable energy","Off-grid","2021",.. +"Vanuatu","Solar photovoltaic","On-grid","2021",2.540 +"Vanuatu","Solar photovoltaic","Off-grid","2021",1.819 +"Vanuatu","Solar thermal energy","On-grid","2021",.. +"Vanuatu","Solar thermal energy","Off-grid","2021",.. +"Vanuatu","Onshore wind energy","On-grid","2021",3.400 +"Vanuatu","Onshore wind energy","Off-grid","2021",.. +"Vanuatu","Offshore wind energy","On-grid","2021",.. +"Vanuatu","Offshore wind energy","Off-grid","2021",.. +"Vanuatu","Renewable hydropower","On-grid","2021",1.200 +"Vanuatu","Renewable hydropower","Off-grid","2021",0.078 +"Vanuatu","Mixed Hydro Plants","On-grid","2021",.. +"Vanuatu","Mixed Hydro Plants","Off-grid","2021",.. +"Vanuatu","Pumped storage","On-grid","2021",.. +"Vanuatu","Pumped storage","Off-grid","2021",.. +"Vanuatu","Marine energy","On-grid","2021",.. +"Vanuatu","Marine energy","Off-grid","2021",.. +"Vanuatu","Solid biofuels","On-grid","2021",.. +"Vanuatu","Solid biofuels","Off-grid","2021",.. +"Vanuatu","Renewable municipal waste","On-grid","2021",.. +"Vanuatu","Renewable municipal waste","Off-grid","2021",.. +"Vanuatu","Liquid biofuels","On-grid","2021",2.700 +"Vanuatu","Liquid biofuels","Off-grid","2021",.. +"Vanuatu","Biogas","On-grid","2021",.. +"Vanuatu","Biogas","Off-grid","2021",.. +"Vanuatu","Geothermal energy","On-grid","2021",.. +"Vanuatu","Geothermal energy","Off-grid","2021",.. +"Vanuatu","Coal and peat","On-grid","2021",.. +"Vanuatu","Coal and peat","Off-grid","2021",.. +"Vanuatu","Oil","On-grid","2021",22.520 +"Vanuatu","Oil","Off-grid","2021",.. +"Vanuatu","Natural gas","On-grid","2021",.. +"Vanuatu","Natural gas","Off-grid","2021",.. +"Vanuatu","Fossil fuels n.e.s.","On-grid","2021",.. +"Vanuatu","Fossil fuels n.e.s.","Off-grid","2021",0.040 +"Vanuatu","Nuclear","On-grid","2021",.. +"Vanuatu","Nuclear","Off-grid","2021",.. +"Vanuatu","Other non-renewable energy","On-grid","2021",.. +"Vanuatu","Other non-renewable energy","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Solar photovoltaic","On-grid","2021",2.320 +"Venezuela (Bolivarian Republic of)","Solar photovoltaic","Off-grid","2021",3.000 +"Venezuela (Bolivarian Republic of)","Solar thermal energy","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Solar thermal energy","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Onshore wind energy","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Onshore wind energy","Off-grid","2021",71.280 +"Venezuela (Bolivarian Republic of)","Offshore wind energy","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Offshore wind energy","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Renewable hydropower","On-grid","2021",16520.000 +"Venezuela (Bolivarian Republic of)","Renewable hydropower","Off-grid","2021",1.210 +"Venezuela (Bolivarian Republic of)","Mixed Hydro Plants","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Mixed Hydro Plants","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Pumped storage","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Pumped storage","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Marine energy","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Marine energy","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Solid biofuels","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Solid biofuels","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Renewable municipal waste","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Renewable municipal waste","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Liquid biofuels","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Liquid biofuels","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Biogas","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Biogas","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Geothermal energy","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Geothermal energy","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Coal and peat","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Coal and peat","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Oil","On-grid","2021",5384.550 +"Venezuela (Bolivarian Republic of)","Oil","Off-grid","2021",57.000 +"Venezuela (Bolivarian Republic of)","Natural gas","On-grid","2021",11222.930 +"Venezuela (Bolivarian Republic of)","Natural gas","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Fossil fuels n.e.s.","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Fossil fuels n.e.s.","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Nuclear","On-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Nuclear","Off-grid","2021",.. +"Venezuela (Bolivarian Republic of)","Other non-renewable energy","On-grid","2021",180.000 +"Venezuela (Bolivarian Republic of)","Other non-renewable energy","Off-grid","2021",.. +"Viet Nam","Solar photovoltaic","On-grid","2021",16656.000 +"Viet Nam","Solar photovoltaic","Off-grid","2021",4.490 +"Viet Nam","Solar thermal energy","On-grid","2021",.. +"Viet Nam","Solar thermal energy","Off-grid","2021",.. +"Viet Nam","Onshore wind energy","On-grid","2021",3118.000 +"Viet Nam","Onshore wind energy","Off-grid","2021",6.000 +"Viet Nam","Offshore wind energy","On-grid","2021",994.000 +"Viet Nam","Offshore wind energy","Off-grid","2021",.. +"Viet Nam","Renewable hydropower","On-grid","2021",21539.000 +"Viet Nam","Renewable hydropower","Off-grid","2021",43.000 +"Viet Nam","Mixed Hydro Plants","On-grid","2021",.. +"Viet Nam","Mixed Hydro Plants","Off-grid","2021",.. +"Viet Nam","Pumped storage","On-grid","2021",.. +"Viet Nam","Pumped storage","Off-grid","2021",.. +"Viet Nam","Marine energy","On-grid","2021",.. +"Viet Nam","Marine energy","Off-grid","2021",.. +"Viet Nam","Solid biofuels","On-grid","2021",336.000 +"Viet Nam","Solid biofuels","Off-grid","2021",11.000 +"Viet Nam","Renewable municipal waste","On-grid","2021",11.000 +"Viet Nam","Renewable municipal waste","Off-grid","2021",.. +"Viet Nam","Liquid biofuels","On-grid","2021",.. +"Viet Nam","Liquid biofuels","Off-grid","2021",.. +"Viet Nam","Biogas","On-grid","2021",7.000 +"Viet Nam","Biogas","Off-grid","2021",2.000 +"Viet Nam","Geothermal energy","On-grid","2021",.. +"Viet Nam","Geothermal energy","Off-grid","2021",.. +"Viet Nam","Coal and peat","On-grid","2021",24351.000 +"Viet Nam","Coal and peat","Off-grid","2021",.. +"Viet Nam","Oil","On-grid","2021",1370.000 +"Viet Nam","Oil","Off-grid","2021",.. +"Viet Nam","Natural gas","On-grid","2021",7655.000 +"Viet Nam","Natural gas","Off-grid","2021",.. +"Viet Nam","Fossil fuels n.e.s.","On-grid","2021",.. +"Viet Nam","Fossil fuels n.e.s.","Off-grid","2021",.. +"Viet Nam","Nuclear","On-grid","2021",.. +"Viet Nam","Nuclear","Off-grid","2021",.. +"Viet Nam","Other non-renewable energy","On-grid","2021",11.000 +"Viet Nam","Other non-renewable energy","Off-grid","2021",.. +"Yemen","Solar photovoltaic","On-grid","2021",.. +"Yemen","Solar photovoltaic","Off-grid","2021",252.800 +"Yemen","Solar thermal energy","On-grid","2021",.. +"Yemen","Solar thermal energy","Off-grid","2021",.. +"Yemen","Onshore wind energy","On-grid","2021",.. +"Yemen","Onshore wind energy","Off-grid","2021",.. +"Yemen","Offshore wind energy","On-grid","2021",.. +"Yemen","Offshore wind energy","Off-grid","2021",.. +"Yemen","Renewable hydropower","On-grid","2021",.. +"Yemen","Renewable hydropower","Off-grid","2021",.. +"Yemen","Mixed Hydro Plants","On-grid","2021",.. +"Yemen","Mixed Hydro Plants","Off-grid","2021",.. +"Yemen","Pumped storage","On-grid","2021",.. +"Yemen","Pumped storage","Off-grid","2021",.. +"Yemen","Marine energy","On-grid","2021",.. +"Yemen","Marine energy","Off-grid","2021",.. +"Yemen","Solid biofuels","On-grid","2021",.. +"Yemen","Solid biofuels","Off-grid","2021",0.005 +"Yemen","Renewable municipal waste","On-grid","2021",.. +"Yemen","Renewable municipal waste","Off-grid","2021",.. +"Yemen","Liquid biofuels","On-grid","2021",.. +"Yemen","Liquid biofuels","Off-grid","2021",.. +"Yemen","Biogas","On-grid","2021",.. +"Yemen","Biogas","Off-grid","2021",.. +"Yemen","Geothermal energy","On-grid","2021",.. +"Yemen","Geothermal energy","Off-grid","2021",.. +"Yemen","Coal and peat","On-grid","2021",.. +"Yemen","Coal and peat","Off-grid","2021",.. +"Yemen","Oil","On-grid","2021",1143.750 +"Yemen","Oil","Off-grid","2021",.. +"Yemen","Natural gas","On-grid","2021",341.000 +"Yemen","Natural gas","Off-grid","2021",.. +"Yemen","Fossil fuels n.e.s.","On-grid","2021",.. +"Yemen","Fossil fuels n.e.s.","Off-grid","2021",260.000 +"Yemen","Nuclear","On-grid","2021",.. +"Yemen","Nuclear","Off-grid","2021",.. +"Yemen","Other non-renewable energy","On-grid","2021",.. +"Yemen","Other non-renewable energy","Off-grid","2021",.. +"Zambia","Solar photovoltaic","On-grid","2021",89.000 +"Zambia","Solar photovoltaic","Off-grid","2021",7.424 +"Zambia","Solar thermal energy","On-grid","2021",.. +"Zambia","Solar thermal energy","Off-grid","2021",.. +"Zambia","Onshore wind energy","On-grid","2021",.. +"Zambia","Onshore wind energy","Off-grid","2021",.. +"Zambia","Offshore wind energy","On-grid","2021",.. +"Zambia","Offshore wind energy","Off-grid","2021",.. +"Zambia","Renewable hydropower","On-grid","2021",2546.500 +"Zambia","Renewable hydropower","Off-grid","2021",2.497 +"Zambia","Mixed Hydro Plants","On-grid","2021",.. +"Zambia","Mixed Hydro Plants","Off-grid","2021",.. +"Zambia","Pumped storage","On-grid","2021",.. +"Zambia","Pumped storage","Off-grid","2021",.. +"Zambia","Marine energy","On-grid","2021",.. +"Zambia","Marine energy","Off-grid","2021",.. +"Zambia","Solid biofuels","On-grid","2021",42.800 +"Zambia","Solid biofuels","Off-grid","2021",.. +"Zambia","Renewable municipal waste","On-grid","2021",.. +"Zambia","Renewable municipal waste","Off-grid","2021",.. +"Zambia","Liquid biofuels","On-grid","2021",.. +"Zambia","Liquid biofuels","Off-grid","2021",.. +"Zambia","Biogas","On-grid","2021",.. +"Zambia","Biogas","Off-grid","2021",.. +"Zambia","Geothermal energy","On-grid","2021",.. +"Zambia","Geothermal energy","Off-grid","2021",.. +"Zambia","Coal and peat","On-grid","2021",330.000 +"Zambia","Coal and peat","Off-grid","2021",.. +"Zambia","Oil","On-grid","2021",190.000 +"Zambia","Oil","Off-grid","2021",.. +"Zambia","Natural gas","On-grid","2021",.. +"Zambia","Natural gas","Off-grid","2021",.. +"Zambia","Fossil fuels n.e.s.","On-grid","2021",.. +"Zambia","Fossil fuels n.e.s.","Off-grid","2021",3.600 +"Zambia","Nuclear","On-grid","2021",.. +"Zambia","Nuclear","Off-grid","2021",.. +"Zambia","Other non-renewable energy","On-grid","2021",.. +"Zambia","Other non-renewable energy","Off-grid","2021",.. +"Zimbabwe","Solar photovoltaic","On-grid","2021",18.701 +"Zimbabwe","Solar photovoltaic","Off-grid","2021",11.323 +"Zimbabwe","Solar thermal energy","On-grid","2021",.. +"Zimbabwe","Solar thermal energy","Off-grid","2021",.. +"Zimbabwe","Onshore wind energy","On-grid","2021",.. +"Zimbabwe","Onshore wind energy","Off-grid","2021",.. +"Zimbabwe","Offshore wind energy","On-grid","2021",.. +"Zimbabwe","Offshore wind energy","Off-grid","2021",.. +"Zimbabwe","Renewable hydropower","On-grid","2021",1079.450 +"Zimbabwe","Renewable hydropower","Off-grid","2021",1.605 +"Zimbabwe","Mixed Hydro Plants","On-grid","2021",.. +"Zimbabwe","Mixed Hydro Plants","Off-grid","2021",.. +"Zimbabwe","Pumped storage","On-grid","2021",.. +"Zimbabwe","Pumped storage","Off-grid","2021",.. +"Zimbabwe","Marine energy","On-grid","2021",.. +"Zimbabwe","Marine energy","Off-grid","2021",.. +"Zimbabwe","Solid biofuels","On-grid","2021",100.000 +"Zimbabwe","Solid biofuels","Off-grid","2021",.. +"Zimbabwe","Renewable municipal waste","On-grid","2021",.. +"Zimbabwe","Renewable municipal waste","Off-grid","2021",.. +"Zimbabwe","Liquid biofuels","On-grid","2021",.. +"Zimbabwe","Liquid biofuels","Off-grid","2021",.. +"Zimbabwe","Biogas","On-grid","2021",.. +"Zimbabwe","Biogas","Off-grid","2021",.. +"Zimbabwe","Geothermal energy","On-grid","2021",.. +"Zimbabwe","Geothermal energy","Off-grid","2021",.. +"Zimbabwe","Coal and peat","On-grid","2021",1190.000 +"Zimbabwe","Coal and peat","Off-grid","2021",.. +"Zimbabwe","Oil","On-grid","2021",10.000 +"Zimbabwe","Oil","Off-grid","2021",.. +"Zimbabwe","Natural gas","On-grid","2021",.. +"Zimbabwe","Natural gas","Off-grid","2021",.. +"Zimbabwe","Fossil fuels n.e.s.","On-grid","2021",.. +"Zimbabwe","Fossil fuels n.e.s.","Off-grid","2021",.. +"Zimbabwe","Nuclear","On-grid","2021",.. +"Zimbabwe","Nuclear","Off-grid","2021",.. +"Zimbabwe","Other non-renewable energy","On-grid","2021",.. +"Zimbabwe","Other non-renewable energy","Off-grid","2021",.. From 05503f704e123e9534ee33e4c69838cd244dc51a Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 15 Mar 2023 09:36:34 +0100 Subject: [PATCH 06/31] feat: prepare tech capacities from irena --- notebooks/validation/stats_validation.ipynb | 60 +++++++++++++++++++-- 1 file changed, 57 insertions(+), 3 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 0228f022..195b5a64 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -116,7 +116,7 @@ "outputs": [], "source": [ "# Read it with multilevel column names. #TODO are multilevel column names necessary?\n", - "stats_merged = pd.read_csv(\"notebooks/validation/temp_stats_csv/stats_merged.csv\", index_col=0, header=[0,1])" + "stats = pd.read_csv(\"notebooks/validation/temp_stats_csv/stats_merged.csv\", index_col=0, header=[0,1])" ] }, { @@ -125,7 +125,7 @@ "metadata": {}, "outputs": [], "source": [ - "stats_merged.head()" + "stats.head()" ] }, { @@ -169,7 +169,7 @@ "outputs": [], "source": [ "# Check data for a single country\n", - "irena_eleccap[irena_eleccap[\"Country/area\"] == \"Germany\"].head()" + "irena_eleccap[irena_eleccap[\"Country/area\"] == \"Germany\"].head(5)" ] }, { @@ -188,6 +188,60 @@ "### Installed capacity by technology" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the technologies which should be compared\n", + "techs = [\"CCGT\", \"OCGT\", \"nuclear\", \"oil\", \"onwind\", \"ror\", \"solar\", \"hydro\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_capacities = stats[\"add_electricity\"].loc[:, (techs)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_capacities.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Combine datasets and get uniform technology names" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "irena_eleccap[\"Technology\"].unique()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot" + ] + }, { "attachments": {}, "cell_type": "markdown", From aa31775fabea2320090985dbb397e9cfba5904fe Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 15 Mar 2023 13:03:21 +0100 Subject: [PATCH 07/31] chore: group ongrid and offgrid --- notebooks/validation/stats_validation.ipynb | 52 +++++++++++++++++++-- 1 file changed, 48 insertions(+), 4 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 195b5a64..9475e93c 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -150,7 +150,14 @@ "metadata": {}, "outputs": [], "source": [ - "irena_eleccap = pd.read_csv(\"notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv\", encoding=\"latin-1\", skiprows=2)" + "# Read the data\n", + "irena_eleccap = pd.read_csv(\"notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv\", encoding=\"latin-1\", skiprows=2)\n", + "\n", + "# Replace \"..\" in the dataframe with NaN\n", + "irena_eleccap = irena_eleccap.replace(\"..\", np.nan)\n", + "\n", + "# Change dtype of column \"Installed electricity capacity by country/area (MW)\" to float\n", + "irena_eleccap[\"Installed electricity capacity by country/area (MW)\"] = irena_eleccap[\"Installed electricity capacity by country/area (MW)\"].astype(float)" ] }, { @@ -159,7 +166,7 @@ "metadata": {}, "outputs": [], "source": [ - "irena_eleccap.head()" + "irena_eleccap = irena_eleccap.groupby([\"Country/area\", \"Year\", \"Technology\"]).sum(numeric_only=True).reset_index() #\"Technology\", \"Installed electricity capacity by country/area (MW)\"" ] }, { @@ -216,13 +223,22 @@ "stats_capacities.head()" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Uniform technology names and combine datasets" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# Combine datasets and get uniform technology names" + "# Show names of IRENA technologies\n", + "#irena_eleccap[\"Technology\"].unique()" ] }, { @@ -231,7 +247,35 @@ "metadata": {}, "outputs": [], "source": [ - "irena_eleccap[\"Technology\"].unique()" + "# Create dict to match the technology names of stats_capacities and irena eleccap\n", + "names = {\"Solar photovoltaic\": \"solar\",\n", + " \"Onshore wind energy\": \"onwind\",\n", + " #\"Offshore wind energy\": \"offwind\",\n", + " \"Renewable hydropower\": \"hydro\",\n", + " \"Nuclear\": \"nuclear\",\n", + " \"Oil\": \"oil\",\n", + " \"Natural gas\": \"CCGT\", # TODO All natural gas is CCGT, is that okay?\n", + " \"Mixed Hydro Plants\": \"ror\", # TODO Is this correct? Check IRENA \n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Rename the technologies in irena_eleccap to match the names in stats_capacities using the dict names\n", + "irena_eleccap[\"Technology\"] = irena_eleccap[\"Technology\"].replace(names)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "irena_eleccap.head()" ] }, { From 3f45242d5e1be83a8703097718f83f0f825159ac Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 15 Mar 2023 13:09:11 +0100 Subject: [PATCH 08/31] chore: table pivot --- notebooks/validation/stats_validation.ipynb | 640 +++++++++++++++++++- 1 file changed, 629 insertions(+), 11 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 9475e93c..9abb0082 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -162,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -171,9 +171,97 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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1482Germany2021Biogas7611.0
1483Germany2021Coal and peat0.0
1484Germany2021Fossil fuels n.e.s.78335.0
1485Germany2021Geothermal energy40.0
1486Germany2021Liquid biofuels231.0
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" + ], + "text/plain": [ + " Country/area Year Technology \\\n", + "1482 Germany 2021 Biogas \n", + "1483 Germany 2021 Coal and peat \n", + "1484 Germany 2021 Fossil fuels n.e.s. \n", + "1485 Germany 2021 Geothermal energy \n", + "1486 Germany 2021 Liquid biofuels \n", + "\n", + " Installed electricity capacity by country/area (MW) \n", + "1482 7611.0 \n", + "1483 0.0 \n", + "1484 78335.0 \n", + "1485 40.0 \n", + "1486 231.0 " + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Check data for a single country\n", "irena_eleccap[irena_eleccap[\"Country/area\"] == \"Germany\"].head(5)" @@ -197,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -207,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -216,9 +304,121 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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CCGTOCGTnuclearoilonwindrorsolarhydro
IR19758.2923771568.594751950.26332334203.239284279.2229881562.931331397.4079539768.455414
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" + ], + "text/plain": [ + " CCGT OCGT nuclear oil onwind \\\n", + "IR 19758.292377 1568.594751 950.263323 34203.239284 279.222988 \n", + "TG 28.300000 NaN NaN 92.633550 0.000000 \n", + "ZA 21.740341 153.625259 1813.102420 2140.576063 2606.828347 \n", + "CM 200.000000 NaN NaN 51.380000 0.000000 \n", + "NE NaN NaN NaN 122.600000 0.000000 \n", + "\n", + " ror solar hydro \n", + "IR 1562.931331 397.407953 9768.455414 \n", + "TG 11.830661 5.124544 64.764331 \n", + "ZA 67.420576 5447.851077 592.356688 \n", + "CM 542.752315 14.057588 71.082803 \n", + "NE NaN 27.033268 NaN " + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stats_capacities.head()" ] @@ -243,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -261,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -269,13 +469,431 @@ "irena_eleccap[\"Technology\"] = irena_eleccap[\"Technology\"].replace(names)" ] }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "# Transform technologies to columns and have the countries as index\n", + "irena_eleccap = irena_eleccap.pivot_table(index=[\"Country/area\", \"Year\"], columns=\"Technology\", values=\"Installed electricity capacity by country/area (MW)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TechnologyBiogasCCGTCoal and peatFossil fuels n.e.s.Geothermal energyLiquid biofuelsMarine energyOffshore wind energyOther non-renewable energyPumped storageRenewable municipal wasteSolar thermal energySolid biofuelshydronuclearoilonwindrorsolar
Country/areaYear
Afghanistan20210.00040.0000.097.4770.00.00.00.00.0000.00.0000.00.000340.4930.0139.1840.4000.030.745
Albania20210.0000.0000.00.0000.00.00.00.01.4250.01.4250.00.0002289.0000.098.0000.0000.021.950
Algeria20210.00025116.6000.00.0000.00.00.00.00.0000.00.00025.00.000228.0000.0359.00010.0000.0423.000
American Samoa20210.0000.0000.00.9600.00.00.00.00.0000.00.0000.00.0000.0000.038.7500.0000.05.160
Andorra20210.0001.7000.00.0000.00.00.00.00.0000.05.0000.00.00046.0000.00.0000.0000.03.827
Angola20210.0001146.0400.0526.7160.00.00.00.00.0000.00.0000.051.0003729.2790.0464.1000.0000.013.377
Anguilla20210.0000.0000.00.0000.00.00.00.00.0000.00.0000.00.0000.0000.023.8000.0000.01.511
Antigua and Barbuda20210.0000.0000.082.7000.00.00.00.00.0000.00.0000.00.0000.0000.00.0004.0000.012.864
Argentina202169.27222872.8710.00.0000.00.00.00.00.000974.00.0000.0219.14510375.5251755.02844.7023292.1240.01071.366
Armenia20210.0001826.6000.00.0000.00.00.00.00.0000.00.0000.00.0001336.400407.50.0002.9250.0182.750
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" + ], + "text/plain": [ + "Technology Biogas CCGT Coal and peat \\\n", + "Country/area Year \n", + "Afghanistan 2021 0.000 40.000 0.0 \n", + "Albania 2021 0.000 0.000 0.0 \n", + "Algeria 2021 0.000 25116.600 0.0 \n", + "American Samoa 2021 0.000 0.000 0.0 \n", + "Andorra 2021 0.000 1.700 0.0 \n", + "Angola 2021 0.000 1146.040 0.0 \n", + "Anguilla 2021 0.000 0.000 0.0 \n", + "Antigua and Barbuda 2021 0.000 0.000 0.0 \n", + "Argentina 2021 69.272 22872.871 0.0 \n", + "Armenia 2021 0.000 1826.600 0.0 \n", + "\n", + "Technology Fossil fuels n.e.s. Geothermal energy \\\n", + "Country/area Year \n", + "Afghanistan 2021 97.477 0.0 \n", + "Albania 2021 0.000 0.0 \n", + "Algeria 2021 0.000 0.0 \n", + "American Samoa 2021 0.960 0.0 \n", + "Andorra 2021 0.000 0.0 \n", + "Angola 2021 526.716 0.0 \n", + "Anguilla 2021 0.000 0.0 \n", + "Antigua and Barbuda 2021 82.700 0.0 \n", + "Argentina 2021 0.000 0.0 \n", + "Armenia 2021 0.000 0.0 \n", + "\n", + "Technology Liquid biofuels Marine energy \\\n", + "Country/area Year \n", + "Afghanistan 2021 0.0 0.0 \n", + "Albania 2021 0.0 0.0 \n", + "Algeria 2021 0.0 0.0 \n", + "American Samoa 2021 0.0 0.0 \n", + "Andorra 2021 0.0 0.0 \n", + "Angola 2021 0.0 0.0 \n", + "Anguilla 2021 0.0 0.0 \n", + "Antigua and Barbuda 2021 0.0 0.0 \n", + "Argentina 2021 0.0 0.0 \n", + "Armenia 2021 0.0 0.0 \n", + "\n", + "Technology Offshore wind energy Other non-renewable energy \\\n", + "Country/area Year \n", + "Afghanistan 2021 0.0 0.000 \n", + "Albania 2021 0.0 1.425 \n", + "Algeria 2021 0.0 0.000 \n", + "American Samoa 2021 0.0 0.000 \n", + "Andorra 2021 0.0 0.000 \n", + "Angola 2021 0.0 0.000 \n", + "Anguilla 2021 0.0 0.000 \n", + "Antigua and Barbuda 2021 0.0 0.000 \n", + "Argentina 2021 0.0 0.000 \n", + "Armenia 2021 0.0 0.000 \n", + "\n", + "Technology Pumped storage Renewable municipal waste \\\n", + "Country/area Year \n", + "Afghanistan 2021 0.0 0.000 \n", + "Albania 2021 0.0 1.425 \n", + "Algeria 2021 0.0 0.000 \n", + "American Samoa 2021 0.0 0.000 \n", + "Andorra 2021 0.0 5.000 \n", + "Angola 2021 0.0 0.000 \n", + "Anguilla 2021 0.0 0.000 \n", + "Antigua and Barbuda 2021 0.0 0.000 \n", + "Argentina 2021 974.0 0.000 \n", + "Armenia 2021 0.0 0.000 \n", + "\n", + "Technology Solar thermal energy Solid biofuels hydro \\\n", + "Country/area Year \n", + "Afghanistan 2021 0.0 0.000 340.493 \n", + "Albania 2021 0.0 0.000 2289.000 \n", + "Algeria 2021 25.0 0.000 228.000 \n", + "American Samoa 2021 0.0 0.000 0.000 \n", + "Andorra 2021 0.0 0.000 46.000 \n", + "Angola 2021 0.0 51.000 3729.279 \n", + "Anguilla 2021 0.0 0.000 0.000 \n", + "Antigua and Barbuda 2021 0.0 0.000 0.000 \n", + "Argentina 2021 0.0 219.145 10375.525 \n", + "Armenia 2021 0.0 0.000 1336.400 \n", + "\n", + "Technology nuclear oil onwind ror solar \n", + "Country/area Year \n", + "Afghanistan 2021 0.0 139.184 0.400 0.0 30.745 \n", + "Albania 2021 0.0 98.000 0.000 0.0 21.950 \n", + "Algeria 2021 0.0 359.000 10.000 0.0 423.000 \n", + "American Samoa 2021 0.0 38.750 0.000 0.0 5.160 \n", + "Andorra 2021 0.0 0.000 0.000 0.0 3.827 \n", + "Angola 2021 0.0 464.100 0.000 0.0 13.377 \n", + "Anguilla 2021 0.0 23.800 0.000 0.0 1.511 \n", + "Antigua and Barbuda 2021 0.0 0.000 4.000 0.0 12.864 \n", + "Argentina 2021 1755.0 2844.702 3292.124 0.0 1071.366 \n", + "Armenia 2021 407.5 0.000 2.925 0.0 182.750 " + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "irena_eleccap.head(10)" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "irena_eleccap.head()" + "# Next: Get the same index and Merge the two dataframes\n" ] }, { From 668a656ab87aa976690637e9b67185774b74313f Mon Sep 17 00:00:00 2001 From: energyls Date: Thu, 16 Mar 2023 09:59:24 +0100 Subject: [PATCH 09/31] feat: get two country code for IRENA --- notebooks/validation/stats_validation.ipynb | 646 +------------------- 1 file changed, 31 insertions(+), 615 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 9abb0082..91706510 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -162,106 +162,22 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "irena_eleccap = irena_eleccap.groupby([\"Country/area\", \"Year\", \"Technology\"]).sum(numeric_only=True).reset_index() #\"Technology\", \"Installed electricity capacity by country/area (MW)\"" + "# Combine ongrid and offgrid\n", + "irena_eleccap = irena_eleccap.groupby([\"Country/area\", \"Year\", \"Technology\"]).sum(numeric_only=True).reset_index() #\"Technology\", \"Installed electricity capacity by country/area (MW)\"\n", + "\n", + "# Delete the column \"Year\" since it is not needed anymore\n", + "irena_eleccap = irena_eleccap.drop(columns=[\"Year\"])" ] }, { "cell_type": "code", - "execution_count": 101, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Country/areaYearTechnologyInstalled electricity capacity by country/area (MW)
1482Germany2021Biogas7611.0
1483Germany2021Coal and peat0.0
1484Germany2021Fossil fuels n.e.s.78335.0
1485Germany2021Geothermal energy40.0
1486Germany2021Liquid biofuels231.0
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" - ], - "text/plain": [ - " Country/area Year Technology \\\n", - "1482 Germany 2021 Biogas \n", - "1483 Germany 2021 Coal and peat \n", - "1484 Germany 2021 Fossil fuels n.e.s. \n", - "1485 Germany 2021 Geothermal energy \n", - "1486 Germany 2021 Liquid biofuels \n", - "\n", - " Installed electricity capacity by country/area (MW) \n", - "1482 7611.0 \n", - "1483 0.0 \n", - "1484 78335.0 \n", - "1485 40.0 \n", - "1486 231.0 " - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Check data for a single country\n", "irena_eleccap[irena_eleccap[\"Country/area\"] == \"Germany\"].head(5)" @@ -285,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -295,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -304,121 +220,9 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CCGTOCGTnuclearoilonwindrorsolarhydro
IR19758.2923771568.594751950.26332334203.239284279.2229881562.931331397.4079539768.455414
TG28.300000NaNNaN92.6335500.00000011.8306615.12454464.764331
ZA21.740341153.6252591813.1024202140.5760632606.82834767.4205765447.851077592.356688
CM200.000000NaNNaN51.3800000.000000542.75231514.05758871.082803
NENaNNaNNaN122.6000000.000000NaN27.033268NaN
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" - ], - "text/plain": [ - " CCGT OCGT nuclear oil onwind \\\n", - "IR 19758.292377 1568.594751 950.263323 34203.239284 279.222988 \n", - "TG 28.300000 NaN NaN 92.633550 0.000000 \n", - "ZA 21.740341 153.625259 1813.102420 2140.576063 2606.828347 \n", - "CM 200.000000 NaN NaN 51.380000 0.000000 \n", - "NE NaN NaN NaN 122.600000 0.000000 \n", - "\n", - " ror solar hydro \n", - "IR 1562.931331 397.407953 9768.455414 \n", - "TG 11.830661 5.124544 64.764331 \n", - "ZA 67.420576 5447.851077 592.356688 \n", - "CM 542.752315 14.057588 71.082803 \n", - "NE NaN 27.033268 NaN " - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "stats_capacities.head()" ] @@ -443,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -461,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -471,418 +275,19 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Transform technologies to columns and have the countries as index\n", - "irena_eleccap = irena_eleccap.pivot_table(index=[\"Country/area\", \"Year\"], columns=\"Technology\", values=\"Installed electricity capacity by country/area (MW)\")" + "irena_eleccap = irena_eleccap.pivot_table(index=[\"Country/area\"], columns=\"Technology\", values=\"Installed electricity capacity by country/area (MW)\")" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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TechnologyBiogasCCGTCoal and peatFossil fuels n.e.s.Geothermal energyLiquid biofuelsMarine energyOffshore wind energyOther non-renewable energyPumped storageRenewable municipal wasteSolar thermal energySolid biofuelshydronuclearoilonwindrorsolar
Country/areaYear
Afghanistan20210.00040.0000.097.4770.00.00.00.00.0000.00.0000.00.000340.4930.0139.1840.4000.030.745
Albania20210.0000.0000.00.0000.00.00.00.01.4250.01.4250.00.0002289.0000.098.0000.0000.021.950
Algeria20210.00025116.6000.00.0000.00.00.00.00.0000.00.00025.00.000228.0000.0359.00010.0000.0423.000
American Samoa20210.0000.0000.00.9600.00.00.00.00.0000.00.0000.00.0000.0000.038.7500.0000.05.160
Andorra20210.0001.7000.00.0000.00.00.00.00.0000.05.0000.00.00046.0000.00.0000.0000.03.827
Angola20210.0001146.0400.0526.7160.00.00.00.00.0000.00.0000.051.0003729.2790.0464.1000.0000.013.377
Anguilla20210.0000.0000.00.0000.00.00.00.00.0000.00.0000.00.0000.0000.023.8000.0000.01.511
Antigua and Barbuda20210.0000.0000.082.7000.00.00.00.00.0000.00.0000.00.0000.0000.00.0004.0000.012.864
Argentina202169.27222872.8710.00.0000.00.00.00.00.000974.00.0000.0219.14510375.5251755.02844.7023292.1240.01071.366
Armenia20210.0001826.6000.00.0000.00.00.00.00.0000.00.0000.00.0001336.400407.50.0002.9250.0182.750
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" - ], - "text/plain": [ - "Technology Biogas CCGT Coal and peat \\\n", - "Country/area Year \n", - "Afghanistan 2021 0.000 40.000 0.0 \n", - "Albania 2021 0.000 0.000 0.0 \n", - "Algeria 2021 0.000 25116.600 0.0 \n", - "American Samoa 2021 0.000 0.000 0.0 \n", - "Andorra 2021 0.000 1.700 0.0 \n", - "Angola 2021 0.000 1146.040 0.0 \n", - "Anguilla 2021 0.000 0.000 0.0 \n", - "Antigua and Barbuda 2021 0.000 0.000 0.0 \n", - "Argentina 2021 69.272 22872.871 0.0 \n", - "Armenia 2021 0.000 1826.600 0.0 \n", - "\n", - "Technology Fossil fuels n.e.s. Geothermal energy \\\n", - "Country/area Year \n", - "Afghanistan 2021 97.477 0.0 \n", - "Albania 2021 0.000 0.0 \n", - "Algeria 2021 0.000 0.0 \n", - "American Samoa 2021 0.960 0.0 \n", - "Andorra 2021 0.000 0.0 \n", - "Angola 2021 526.716 0.0 \n", - "Anguilla 2021 0.000 0.0 \n", - "Antigua and Barbuda 2021 82.700 0.0 \n", - "Argentina 2021 0.000 0.0 \n", - "Armenia 2021 0.000 0.0 \n", - "\n", - "Technology Liquid biofuels Marine energy \\\n", - "Country/area Year \n", - "Afghanistan 2021 0.0 0.0 \n", - "Albania 2021 0.0 0.0 \n", - "Algeria 2021 0.0 0.0 \n", - "American Samoa 2021 0.0 0.0 \n", - "Andorra 2021 0.0 0.0 \n", - "Angola 2021 0.0 0.0 \n", - "Anguilla 2021 0.0 0.0 \n", - "Antigua and Barbuda 2021 0.0 0.0 \n", - "Argentina 2021 0.0 0.0 \n", - "Armenia 2021 0.0 0.0 \n", - "\n", - "Technology Offshore wind energy Other non-renewable energy \\\n", - "Country/area Year \n", - "Afghanistan 2021 0.0 0.000 \n", - "Albania 2021 0.0 1.425 \n", - "Algeria 2021 0.0 0.000 \n", - "American Samoa 2021 0.0 0.000 \n", - "Andorra 2021 0.0 0.000 \n", - "Angola 2021 0.0 0.000 \n", - "Anguilla 2021 0.0 0.000 \n", - "Antigua and Barbuda 2021 0.0 0.000 \n", - "Argentina 2021 0.0 0.000 \n", - "Armenia 2021 0.0 0.000 \n", - "\n", - "Technology Pumped storage Renewable municipal waste \\\n", - "Country/area Year \n", - "Afghanistan 2021 0.0 0.000 \n", - "Albania 2021 0.0 1.425 \n", - "Algeria 2021 0.0 0.000 \n", - "American Samoa 2021 0.0 0.000 \n", - "Andorra 2021 0.0 5.000 \n", - "Angola 2021 0.0 0.000 \n", - "Anguilla 2021 0.0 0.000 \n", - "Antigua and Barbuda 2021 0.0 0.000 \n", - "Argentina 2021 974.0 0.000 \n", - "Armenia 2021 0.0 0.000 \n", - "\n", - "Technology Solar thermal energy Solid biofuels hydro \\\n", - "Country/area Year \n", - "Afghanistan 2021 0.0 0.000 340.493 \n", - "Albania 2021 0.0 0.000 2289.000 \n", - "Algeria 2021 25.0 0.000 228.000 \n", - "American Samoa 2021 0.0 0.000 0.000 \n", - "Andorra 2021 0.0 0.000 46.000 \n", - "Angola 2021 0.0 51.000 3729.279 \n", - "Anguilla 2021 0.0 0.000 0.000 \n", - "Antigua and Barbuda 2021 0.0 0.000 0.000 \n", - "Argentina 2021 0.0 219.145 10375.525 \n", - "Armenia 2021 0.0 0.000 1336.400 \n", - "\n", - "Technology nuclear oil onwind ror solar \n", - "Country/area Year \n", - "Afghanistan 2021 0.0 139.184 0.400 0.0 30.745 \n", - "Albania 2021 0.0 98.000 0.000 0.0 21.950 \n", - "Algeria 2021 0.0 359.000 10.000 0.0 423.000 \n", - "American Samoa 2021 0.0 38.750 0.000 0.0 5.160 \n", - "Andorra 2021 0.0 0.000 0.000 0.0 3.827 \n", - "Angola 2021 0.0 464.100 0.000 0.0 13.377 \n", - "Anguilla 2021 0.0 23.800 0.000 0.0 1.511 \n", - "Antigua and Barbuda 2021 0.0 0.000 4.000 0.0 12.864 \n", - "Argentina 2021 1755.0 2844.702 3292.124 0.0 1071.366 \n", - "Armenia 2021 407.5 0.000 2.925 0.0 182.750 " - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "irena_eleccap.head(10)" ] @@ -893,7 +298,18 @@ "metadata": {}, "outputs": [], "source": [ - "# Next: Get the same index and Merge the two dataframes\n" + "stats_capacities.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Next: Get the same index and Merge the two dataframes\n", + "# Change the index of irena_eleccap to two digit country name using the function country_name_2_two_digits()\n", + "irena_eleccap.index = irena_eleccap.index.map(country_name_2_two_digits)\n" ] }, { From 407aa0710f5910f6576c24fad261f64aa1b099b1 Mon Sep 17 00:00:00 2001 From: energyls Date: Fri, 17 Mar 2023 20:09:28 +0100 Subject: [PATCH 10/31] feat: create cap comparision --- notebooks/validation/stats_validation.ipynb | 170 +++++++++++++++++++- 1 file changed, 168 insertions(+), 2 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 91706510..517ede03 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -41,6 +41,15 @@ "https://www.usaid.gov/powerafrica/nigeria\n" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TODO\n", + "- Include continent analysis with country converter coco" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -215,9 +224,32 @@ "metadata": {}, "outputs": [], "source": [ + "# Select rule \"add_electricity\" and their techs \n", "stats_capacities = stats[\"add_electricity\"].loc[:, (techs)]" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Replace NaN with zeros\n", + "stats_capacities = stats_capacities.fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Combine CCGT and OCGT to \"gas\"\n", + "stats_capacities[\"gas\"] = stats_capacities[\"CCGT\"] + stats_capacities[\"OCGT\"]\n", + "del stats_capacities[\"CCGT\"] \n", + "del stats_capacities[\"OCGT\"] # TODO write in one line" + ] + }, { "cell_type": "code", "execution_count": null, @@ -258,7 +290,7 @@ " \"Renewable hydropower\": \"hydro\",\n", " \"Nuclear\": \"nuclear\",\n", " \"Oil\": \"oil\",\n", - " \"Natural gas\": \"CCGT\", # TODO All natural gas is CCGT, is that okay?\n", + " \"Natural gas\": \"gas\",\n", " \"Mixed Hydro Plants\": \"ror\", # TODO Is this correct? Check IRENA \n", " }" ] @@ -307,11 +339,47 @@ "metadata": {}, "outputs": [], "source": [ - "# Next: Get the same index and Merge the two dataframes\n", "# Change the index of irena_eleccap to two digit country name using the function country_name_2_two_digits()\n", "irena_eleccap.index = irena_eleccap.index.map(country_name_2_two_digits)\n" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Merge the two dataframes\n", + "merged = pd.merge(stats_capacities, irena_eleccap, left_index=True, right_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"DE\" in irena_eleccap.index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_capacities.index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "merged.head()" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -320,6 +388,104 @@ "#### Plot" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_capacities.loc[\"ZA\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "irena_eleccap.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_capacities.loc[\"ZA\"].index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "irena_eleccap.loc[\"ZA\"][stats_capacities.loc[\"ZA\"].index]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "data_irena = irena_eleccap.loc[\"ZA\"][stats_capacities.loc[\"ZA\"].index]\n", + "data_stats = stats_capacities.loc[\"ZA\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities for the countries/indices \"ZA\"\n", + "\n", + "r = [0,1,2,3,4,5,6] # TODO dynamically adjust number of bars \n", + "barWidth = 0.4\n", + "\n", + "# Move the bars next to each other\n", + "r_right = [x + barWidth for x in r]\n", + "plt.figure(figsize=(6, 4))\n", + "plt.bar(r, data_stats, color=['g'], alpha=1, edgecolor='white', width=barWidth)\n", + "plt.bar(r_right, data_irena, color=['g'], alpha=0.3, edgecolor='white', width=barWidth)\n", + "\n", + "\n", + "# enhance graph\n", + "plt.xticks(r, data_stats.index)\n", + "plt.ylabel(\"Capacity in MW\")\n", + "\n", + "# Add a legend\n", + "plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', bbox_to_anchor=(1,1), ncol=1)\n", + "\n", + "# Add grid on y-axis\n", + "plt.grid(axis='y', alpha=0.5)\n", + "\n", + "# Show graphic\n", + "#plt.savefig(\"file\", bbox_inches='tight')\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "\n", + "merged.loc[\"ZA\"].plot.bar(figsize=(10,5))\n", + "\n", + "\n", + "\n" + ] + }, { "attachments": {}, "cell_type": "markdown", From 5efb124fa0a4926ba5b2f4a8b0faa8e0dcc5832b Mon Sep 17 00:00:00 2001 From: energyls Date: Fri, 17 Mar 2023 21:51:18 +0100 Subject: [PATCH 11/31] feat: include continents in df, nice plots --- notebooks/validation/stats_validation.ipynb | 133 +++++--------------- 1 file changed, 33 insertions(+), 100 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 517ede03..0e0db508 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -79,6 +79,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", + "import country_converter as coco\n", "\n", "logger = logging.getLogger(__name__)\n", "\n", @@ -134,7 +135,8 @@ "metadata": {}, "outputs": [], "source": [ - "stats.head()" + "# Add continent at the beginning of the dataframe\n", + "stats.insert(0, \"continent\", coco.convert(names = stats.index, src = 'ISO2', to = 'continent'))" ] }, { @@ -159,7 +161,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Read the data\n", + "# Read the data \"https://pxweb.irena.org/pxweb/en/IRENASTAT/IRENASTAT__Power%20Capacity%20and%20Generation/ELECCAP_2022_cycle2.px/\"\n", + "# TODO can we download the data directly?\n", "irena_eleccap = pd.read_csv(\"notebooks/validation/temp_irena/ELECCAP_20230314-165057.csv\", encoding=\"latin-1\", skiprows=2)\n", "\n", "# Replace \"..\" in the dataframe with NaN\n", @@ -264,17 +267,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Uniform technology names and combine datasets" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Show names of IRENA technologies\n", - "#irena_eleccap[\"Technology\"].unique()" + "#### Uniform technology names and dataframe structure" ] }, { @@ -312,25 +305,9 @@ "outputs": [], "source": [ "# Transform technologies to columns and have the countries as index\n", - "irena_eleccap = irena_eleccap.pivot_table(index=[\"Country/area\"], columns=\"Technology\", values=\"Installed electricity capacity by country/area (MW)\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "irena_eleccap.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "stats_capacities.head()" + "irena_eleccap = irena_eleccap.pivot_table(index=[\"Country/area\"], columns=\"Technology\", values=\"Installed electricity capacity by country/area (MW)\")\n", + "# Reset name of columns\n", + "irena_eleccap.columns.name = None" ] }, { @@ -340,17 +317,7 @@ "outputs": [], "source": [ "# Change the index of irena_eleccap to two digit country name using the function country_name_2_two_digits()\n", - "irena_eleccap.index = irena_eleccap.index.map(country_name_2_two_digits)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Merge the two dataframes\n", - "merged = pd.merge(stats_capacities, irena_eleccap, left_index=True, right_index=True)" + "irena_eleccap.index = irena_eleccap.index.map(country_name_2_two_digits)" ] }, { @@ -359,7 +326,8 @@ "metadata": {}, "outputs": [], "source": [ - "\"DE\" in irena_eleccap.index" + "# Add continent at the beginning of the dataframe\n", + "irena_eleccap.insert(0, \"continent\", coco.convert(names = irena_eleccap.index, src = 'ISO2', to = 'continent'))" ] }, { @@ -368,7 +336,8 @@ "metadata": {}, "outputs": [], "source": [ - "stats_capacities.index" + "# Merge the two dataframes\n", + "# merged = pd.merge(stats_capacities, irena_eleccap, left_index=True, right_index=True)" ] }, { @@ -377,7 +346,7 @@ "metadata": {}, "outputs": [], "source": [ - "merged.head()" + "irena_eleccap.head()" ] }, { @@ -394,7 +363,8 @@ "metadata": {}, "outputs": [], "source": [ - "stats_capacities.loc[\"ZA\"]" + "# Convert namibia to two letter iso code using coco\n", + "coco.convert(names = \"Namibia\", src = 'name_short', to = 'ISO2')\n" ] }, { @@ -403,7 +373,10 @@ "metadata": {}, "outputs": [], "source": [ - "irena_eleccap.head()" + "# Get the data required for plotting\n", + "country = \"MA\"\n", + "data_irena = irena_eleccap.loc[country][stats_capacities.loc[country].index]\n", + "data_stats = stats_capacities.loc[country]" ] }, { @@ -412,63 +385,29 @@ "metadata": {}, "outputs": [], "source": [ - "stats_capacities.loc[\"ZA\"].index" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "irena_eleccap.loc[\"ZA\"][stats_capacities.loc[\"ZA\"].index]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "\n", - "data_irena = irena_eleccap.loc[\"ZA\"][stats_capacities.loc[\"ZA\"].index]\n", - "data_stats = stats_capacities.loc[\"ZA\"]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities for the countries/indices \"ZA\"\n", + "# Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities\n", "\n", "r = [0,1,2,3,4,5,6] # TODO dynamically adjust number of bars \n", + "\n", + "# get the index values\n", + "index = np.arange(len(data_stats))\n", "barWidth = 0.4\n", "\n", - "# Move the bars next to each other\n", - "r_right = [x + barWidth for x in r]\n", + "# Create a barplot\n", "plt.figure(figsize=(6, 4))\n", - "plt.bar(r, data_stats, color=['g'], alpha=1, edgecolor='white', width=barWidth)\n", - "plt.bar(r_right, data_irena, color=['g'], alpha=0.3, edgecolor='white', width=barWidth)\n", + "plt.bar(index - barWidth/2, data_stats, color=['g'], alpha=1, edgecolor='white', width=barWidth)\n", + "plt.bar(index + barWidth/2, data_irena, color=['g'], alpha=0.3, edgecolor='white', width=barWidth)\n", "\n", - "\n", - "# enhance graph\n", + "# Enhance graph\n", "plt.xticks(r, data_stats.index)\n", "plt.ylabel(\"Capacity in MW\")\n", - "\n", - "# Add a legend\n", "plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', bbox_to_anchor=(1,1), ncol=1)\n", - "\n", - "# Add grid on y-axis\n", "plt.grid(axis='y', alpha=0.5)\n", + "plt.title(f\"Electric capacity in {two_digits_2_name_country(country)}\")\n", "\n", - "# Show graphic\n", - "#plt.savefig(\"file\", bbox_inches='tight')\n", + "# Show graphic & save it\n", "plt.show()\n", - "\n", - "\n" + "#plt.savefig(\"file\", bbox_inches='tight') # TODO add save path" ] }, { @@ -477,13 +416,7 @@ "metadata": {}, "outputs": [], "source": [ - "\n", - "\n", - "\n", - "merged.loc[\"ZA\"].plot.bar(figsize=(10,5))\n", - "\n", - "\n", - "\n" + "# Next: Continent-wise comparison" ] }, { From 3aa34f3791bc5a666810495ad50d6c435dc8546f Mon Sep 17 00:00:00 2001 From: energyls Date: Sat, 18 Mar 2023 10:57:47 +0100 Subject: [PATCH 12/31] feat: include continent comparison --- notebooks/validation/stats_validation.ipynb | 118 ++++++++++++++------ 1 file changed, 85 insertions(+), 33 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 0e0db508..2d7ecad6 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -47,7 +47,17 @@ "metadata": {}, "source": [ "## TODO\n", - "- Include continent analysis with country converter coco" + "- DONE: Include continent analysis with country converter coco\n", + "- Continent `Asia` shows high ror and low hydro in PyPSA-Earth, but low ror and high hydro in IRENA. Why? Technology mismatch?" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questions\n", + "- Why are there no coal power plants in `stats_merged.csv`?" ] }, { @@ -136,7 +146,7 @@ "outputs": [], "source": [ "# Add continent at the beginning of the dataframe\n", - "stats.insert(0, \"continent\", coco.convert(names = stats.index, src = 'ISO2', to = 'continent'))" + "#stats.insert(0, \"continent\", coco.convert(names = stats.index, src = 'ISO2', to = 'continent'))" ] }, { @@ -231,6 +241,16 @@ "stats_capacities = stats[\"add_electricity\"].loc[:, (techs)]" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add continent at the beginning of the dataframe\n", + "stats_capacities.insert(0, \"continent\", coco.convert(names = stats_capacities.index, src = 'ISO2', to = 'continent'))" + ] + }, { "cell_type": "code", "execution_count": null, @@ -354,17 +374,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Plot" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Convert namibia to two letter iso code using coco\n", - "coco.convert(names = \"Namibia\", src = 'name_short', to = 'ISO2')\n" + "#### Plot country comparison" ] }, { @@ -374,9 +384,13 @@ "outputs": [], "source": [ "# Get the data required for plotting\n", + "# Select country and remove the continent column\n", "country = \"MA\"\n", + "\n", "data_irena = irena_eleccap.loc[country][stats_capacities.loc[country].index]\n", - "data_stats = stats_capacities.loc[country]" + "data_stats = stats_capacities.loc[country]\n", + "del data_irena[\"continent\"]\n", + "del data_stats[\"continent\"]" ] }, { @@ -385,29 +399,31 @@ "metadata": {}, "outputs": [], "source": [ - "# Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities\n", "\n", - "r = [0,1,2,3,4,5,6] # TODO dynamically adjust number of bars \n", + "def plot_barplot(data_stats, data_irena, area):\n", + " # Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities\n", "\n", - "# get the index values\n", - "index = np.arange(len(data_stats))\n", - "barWidth = 0.4\n", + " # Get the index values\n", + " index = np.arange(len(data_stats))\n", + " barWidth = 0.4\n", "\n", - "# Create a barplot\n", - "plt.figure(figsize=(6, 4))\n", - "plt.bar(index - barWidth/2, data_stats, color=['g'], alpha=1, edgecolor='white', width=barWidth)\n", - "plt.bar(index + barWidth/2, data_irena, color=['g'], alpha=0.3, edgecolor='white', width=barWidth)\n", + " # Create a barplot\n", + " plt.figure(figsize=(6, 4))\n", + " plt.bar(index - barWidth/2, data_stats/1e3, color=['g'], alpha=1, edgecolor='white', width=barWidth) # convert from MW to GW\n", + " plt.bar(index + barWidth/2, data_irena/1e3, color=['g'], alpha=0.3, edgecolor='white', width=barWidth) # convert from MW to GW\n", "\n", - "# Enhance graph\n", - "plt.xticks(r, data_stats.index)\n", - "plt.ylabel(\"Capacity in MW\")\n", - "plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', bbox_to_anchor=(1,1), ncol=1)\n", - "plt.grid(axis='y', alpha=0.5)\n", - "plt.title(f\"Electric capacity in {two_digits_2_name_country(country)}\")\n", + " # Enhance graph\n", + " plt.xticks(index, data_stats.index)\n", + " plt.ylabel(\"Capacity in GW\")\n", + " plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', bbox_to_anchor=(1,1), ncol=1)\n", + " plt.grid(axis='y', alpha=0.5)\n", + " plt.title(f\"Electric capacity in {area}\")\n", "\n", - "# Show graphic & save it\n", - "plt.show()\n", - "#plt.savefig(\"file\", bbox_inches='tight') # TODO add save path" + " # Show graphic & save it\n", + " plt.show()\n", + " #plt.savefig(\"file\", bbox_inches='tight') # TODO add save path\n", + " \n", + " return" ] }, { @@ -416,7 +432,43 @@ "metadata": {}, "outputs": [], "source": [ - "# Next: Continent-wise comparison" + "plot_barplot(data_stats, data_irena, country)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Continent-wise comparison" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Group the data by continent\n", + "irena_eleccap_continent = irena_eleccap.groupby(\"continent\").sum()\n", + "stats_capacities_continent = stats_capacities.groupby(\"continent\").sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Get the data required for plotting\n", + "# Select country and remove the continent column\n", + "continent = \"Asia\"\n", + "\n", + "data_irena_continent = irena_eleccap_continent.loc[continent][stats_capacities_continent.loc[continent].index]\n", + "data_stats_continent = stats_capacities_continent.loc[continent]\n", + "\n", + "plot_barplot(data_stats_continent, data_irena_continent, continent)" ] }, { From 379aeebbdb9dad15199d79fef90b727d4ef1f1dd Mon Sep 17 00:00:00 2001 From: energyls Date: Sat, 18 Mar 2023 12:08:07 +0100 Subject: [PATCH 13/31] feat: restucture to allow area flexible plotting --- notebooks/validation/stats_validation.ipynb | 88 ++++++++++----------- 1 file changed, 43 insertions(+), 45 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 2d7ecad6..49381588 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -48,7 +48,8 @@ "source": [ "## TODO\n", "- DONE: Include continent analysis with country converter coco\n", - "- Continent `Asia` shows high ror and low hydro in PyPSA-Earth, but low ror and high hydro in IRENA. Why? Technology mismatch?" + "- Continent `Asia` shows high ror and low hydro in PyPSA-Earth, but low ror and high hydro in IRENA. Why? Technology mismatch?\n", + "- Include stats on how many of the countries of a specific continent are in the PyPSA-Earth model, to better compare continental data. coco could be helpful here" ] }, { @@ -360,15 +361,6 @@ "# merged = pd.merge(stats_capacities, irena_eleccap, left_index=True, right_index=True)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "irena_eleccap.head()" - ] - }, { "attachments": {}, "cell_type": "markdown", @@ -383,23 +375,6 @@ "metadata": {}, "outputs": [], "source": [ - "# Get the data required for plotting\n", - "# Select country and remove the continent column\n", - "country = \"MA\"\n", - "\n", - "data_irena = irena_eleccap.loc[country][stats_capacities.loc[country].index]\n", - "data_stats = stats_capacities.loc[country]\n", - "del data_irena[\"continent\"]\n", - "del data_stats[\"continent\"]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", "def plot_barplot(data_stats, data_irena, area):\n", " # Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities\n", "\n", @@ -432,26 +407,54 @@ "metadata": {}, "outputs": [], "source": [ - "plot_barplot(data_stats, data_irena, country)" + "def is_country_or_continent(area_name):\n", + "\n", + " # Check if the area name is a valid ISO-3166 country code\n", + "\n", + " area_name = coco.convert(names=area_name, to='name_short')\n", + " if area_name != \"not found\":\n", + " return \"country\"\n", + " else:\n", + " return \"continent\" # TODO all invalid names are continents, this should be improved\n" ] }, { - "attachments": {}, - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "#### Continent-wise comparison" + "def data_selection(area, stats_capacities, irena_eleccap):\n", + "\n", + " _stats_capacities = stats_capacities.copy()\n", + " _irena_eleccap = irena_eleccap.copy()\n", + "\n", + " if is_country_or_continent(area) == \"continent\":\n", + "\n", + " # Group the data by continent if area is \"continent\"\n", + " _irena_eleccap = _irena_eleccap.groupby(\"continent\").sum()\n", + " _stats_capacities = _stats_capacities.groupby(\"continent\").sum()\n", + "\n", + " elif is_country_or_continent(area) == \"country\":\n", + " try:\n", + " _irena_eleccap.drop(columns=[\"continent\"], inplace=True)\n", + " _stats_capacities.drop(columns=[\"continent\"], inplace=True)\n", + " except:\n", + " pass\n", + "\n", + " # Select the data for the area\n", + " data_irena = _irena_eleccap.loc[area][_stats_capacities.loc[area].index]\n", + " data_stats = _stats_capacities.loc[area]\n", + "\n", + " return data_stats, data_irena" ] }, { - "cell_type": "code", - "execution_count": null, + "attachments": {}, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# Group the data by continent\n", - "irena_eleccap_continent = irena_eleccap.groupby(\"continent\").sum()\n", - "stats_capacities_continent = stats_capacities.groupby(\"continent\").sum()" + "### Plot comparison (both country or continent possible)" ] }, { @@ -461,14 +464,9 @@ "outputs": [], "source": [ "\n", - "# Get the data required for plotting\n", - "# Select country and remove the continent column\n", - "continent = \"Asia\"\n", - "\n", - "data_irena_continent = irena_eleccap_continent.loc[continent][stats_capacities_continent.loc[continent].index]\n", - "data_stats_continent = stats_capacities_continent.loc[continent]\n", - "\n", - "plot_barplot(data_stats_continent, data_irena_continent, continent)" + "area = \"Asia\"\n", + "data_stats, data_irena = data_selection(area, stats_capacities, irena_eleccap)\n", + "plot_barplot(data_stats, data_irena, area)" ] }, { From bc7778e5b3191ab0eac73a99395a874a8a98e135 Mon Sep 17 00:00:00 2001 From: energyls Date: Mon, 20 Mar 2023 10:17:15 +0100 Subject: [PATCH 14/31] chore: link sources to tasks --- notebooks/validation/stats_validation.ipynb | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 49381588..84be3980 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -1,6 +1,7 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -15,8 +16,8 @@ "\n", "Create statistics for:\n", "- demand\n", - "- installed capacity by technology\n", - "- renewable sources\n", + "- installed capacity by technology (compare with: IRENA, ...)\n", + "- renewable sources (compare with: IRENA, ...)\n", "- network characteristics (length of lines for example)\n", "\n", "Plots:\n", @@ -464,7 +465,7 @@ "outputs": [], "source": [ "\n", - "area = \"Asia\"\n", + "area = \"Africa\"\n", "data_stats, data_irena = data_selection(area, stats_capacities, irena_eleccap)\n", "plot_barplot(data_stats, data_irena, area)" ] From 9e782f03ac4f1b5a32b10d8c3d4aa5cc532f3c06 Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 22 Mar 2023 15:22:10 +0100 Subject: [PATCH 15/31] chore: add gitignore to ignore osemosys starter kit --- .gitignore | 1 + 1 file changed, 1 insertion(+) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..f7810a32 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +notebooks/validation/temp_mar_starter_kit \ No newline at end of file From b24f38f9da1fdc22c7231718e8361a32cab2901c Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 22 Mar 2023 16:17:09 +0100 Subject: [PATCH 16/31] feat: include new stats --- .../temp_stats_csv/stats_merged_20_3_23.csv | 194 ++++++++++++++++++ 1 file changed, 194 insertions(+) create mode 100644 notebooks/validation/temp_stats_csv/stats_merged_20_3_23.csv diff --git a/notebooks/validation/temp_stats_csv/stats_merged_20_3_23.csv b/notebooks/validation/temp_stats_csv/stats_merged_20_3_23.csv new file mode 100644 index 00000000..a80afeef --- /dev/null +++ b/notebooks/validation/temp_stats_csv/stats_merged_20_3_23.csv @@ -0,0 +1,194 @@ 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From 6da124c69ebbbc551be4c10f852672df2dd805e1 Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 22 Mar 2023 16:17:22 +0100 Subject: [PATCH 17/31] feat: include coal in analysis + nice names --- notebooks/validation/stats_validation.ipynb | 1996 ++++++++++++++++++- 1 file changed, 1947 insertions(+), 49 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 84be3980..2688eea6 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -9,7 +9,7 @@ "\n", "## Description\n", "This task aims to develop such notebook that:\n", - "- takes as input the files from folders from pypsa-earth: `results/{scenarios}/stats.csv` (see PR Create statistics #579). In the meantime, data is loaded from `notebooks/validation/temp_stats_csv/stats_merged.csv`\n", + "- takes as input the files from folders from pypsa-earth: `results/{scenarios}/stats.csv` (see PR Create statistics #579). In the meantime, data is loaded from `notebooks/validation/temp_stats_csv/stats_merged_20_3_23.csv`\n", "- loads open data on power systems across the world\n", "- Creates plots to perform the validation\n", "Plots and tables shall have different aggregation levels (e.g. demand for a continent)\n", @@ -59,7 +59,8 @@ "metadata": {}, "source": [ "## Questions\n", - "- Why are there no coal power plants in `stats_merged.csv`?" + "- Why are there no coal power plants in `stats_merged.csv`?\n", + "- Naming mismatch Hydro (IRENA)?" ] }, { @@ -79,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -99,6 +100,24 @@ "pd.set_option(\"display.max_colwidth\", 70)" ] }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "nice_names = {\n", + " \"nuclear\": \"Nuclear\",\n", + " \"oil\": \"Oil\",\n", + " \"onwind\": \"Onshore wind\",\n", + " \"ror\": \"Run of river\",\n", + " \"solar\": \"Solar PV\",\n", + " \"hydro\": \"Hydro\",\n", + " \"gas\": \"Gas\",\n", + " \"coal_and_lignite\": \"Coal\",\n", + "}" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -108,9 +127,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This is the repository path: /mnt/c/Users/scl38887/Documents/git/documentation\n", + "Had to go 0 folder(s) up.\n" + ] + } + ], "source": [ "# change current directory\n", "module_path = os.path.abspath(os.path.join('../../../')) # To import helpers\n", @@ -133,22 +161,12 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Read it with multilevel column names. #TODO are multilevel column names necessary?\n", - "stats = pd.read_csv(\"notebooks/validation/temp_stats_csv/stats_merged.csv\", index_col=0, header=[0,1])" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ - "# Add continent at the beginning of the dataframe\n", - "#stats.insert(0, \"continent\", coco.convert(names = stats.index, src = 'ISO2', to = 'continent'))" + "# Read it with multilevel column names. Make sure that the country index \"NA\" is not recognized as NaN\n", + "stats = pd.read_csv(\"notebooks/validation/temp_stats_csv/stats_merged_20_3_23.csv\", index_col=0, header=[0,1], keep_default_na=False, na_values=\"\")" ] }, { @@ -160,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -169,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -186,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -199,9 +217,91 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Country/area Technology \\\n", + "1482 Germany Biogas \n", + "1483 Germany Coal and peat \n", + "1484 Germany Fossil fuels n.e.s. \n", + "1485 Germany Geothermal energy \n", + "1486 Germany Liquid biofuels \n", + "\n", + " Installed electricity capacity by country/area (MW) \n", + "1482 7611.0 \n", + "1483 0.0 \n", + "1484 78335.0 \n", + "1485 40.0 \n", + "1486 231.0 " + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Check data for a single country\n", "irena_eleccap[irena_eleccap[\"Country/area\"] == \"Germany\"].head(5)" @@ -225,17 +325,1662 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# Define the technologies which should be compared\n", - "techs = [\"CCGT\", \"OCGT\", \"nuclear\", \"oil\", \"onwind\", \"ror\", \"solar\", \"hydro\"]" + "techs = [\"CCGT\", \"OCGT\", \"nuclear\", \"onwind\", \"solar\", \"ror\", \"hydro\", \"oil\", \"coal\", \"lignite\"]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IL50.0663.0799.0198.02.461830.15611.5722.061.00.01.575221e+060.000000122.01.13400.00512.005.721127e+107.0100.08.686033e+064.187760e+1123.151669.361009.092.813098e+04834.92708611.3950201.399036.751.004099e+041007.0821419.4030173.326951.455.811194e+041409.4625449.3583180.227441.9274868.0573221478.05472617.2908160.738538.142.035786e+125.089464e+1034.525749.821552.0748.00.01473.8083078.602230e+042.701259.60639.1448.00.01473.8083078.602230e+044406.691078341.389465NaN4824.35526026.831003NaN2230.000000NaN5.417179.37762.5513.00.0830.8001795.706519e+043995.186555215.614399NaN2849.40798420.366332NaN1495.399272NaN4.113676.39724.705.00.0586.49897725248.1046223995.186555215.614399NaN2849.40798420.366332NaN1495.399272NaN5.081084.21871.1815.010.0586.49897725248.1046223995.186555215.614399NaN5.000000e+092849.40798420.366332NaN1495.399272NaN18.0277184.167057.55144.06089036.7512.191853TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueNaN4462.174870NaNNaNNaN4462.174870NaNNaNNaN4462.174870NaNNaNNaN4462.174870NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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\n", + "
" + ], + "text/plain": [ + " download_osm_data \\\n", + " cables-size generators-size lines-size substations-size total_time \n", + "GR 41.0 8172.0 1189.0 427.0 5.2221 \n", + "KR 187.0 3962.0 2968.0 916.0 5.3489 \n", + "SZ 1.0 55.0 58.0 28.0 1.6636 \n", + "IL 50.0 663.0 799.0 198.0 2.4618 \n", + "ID 30.0 1123.0 2425.0 2451.0 6.5828 \n", + "\n", + " clean_osm_data \\\n", + " mean_load max_memory generators-size lines-size lines-size_dc \n", + "GR 77.78 694.51 67.0 997.0 3.0 \n", + "KR 71.49 695.32 111.0 3007.0 0.0 \n", + "SZ 8.30 461.60 NaN 45.0 0.0 \n", + "IL 30.15 611.57 22.0 61.0 0.0 \n", + "ID 78.10 773.86 268.0 2143.0 0.0 \n", + "\n", + " \\\n", + " lines-length lines-length_dc substations-size total_time mean_load \n", + "GR 2.131592e+07 135770.035577 1996.0 7.9456 88.73 \n", + "KR 3.476824e+07 0.000000 6111.0 21.9648 71.71 \n", + "SZ 6.164592e+05 0.000000 94.0 0.8904 0.00 \n", + "IL 1.575221e+06 0.000000 122.0 1.1340 0.00 \n", + "ID 5.294945e+07 0.000000 4660.0 68.7576 66.51 \n", + "\n", + " build_shapes \\\n", + " max_memory area gadm_size country_matching pop \n", + "GR 529.48 6.257667e+11 8.0 100.0 1.038533e+07 \n", + "KR 524.91 5.331273e+11 17.0 100.0 5.133817e+07 \n", + "SZ 511.70 2.338520e+10 4.0 100.0 1.161682e+06 \n", + "IL 512.00 5.721127e+10 7.0 100.0 8.686033e+06 \n", + "ID 526.99 7.979211e+12 34.0 100.0 2.734488e+08 \n", + "\n", + " \\\n", + " gdp total_time mean_load max_memory \n", + "GR 2.917581e+11 32.7742 49.11 1000.40 \n", + "KR 2.394653e+12 32.6975 48.35 997.62 \n", + "SZ 1.389325e+10 22.2803 71.47 1008.84 \n", + "IL 4.187760e+11 23.1516 69.36 1009.09 \n", + "ID 2.986296e+12 509.8633 238.17 94265.92 \n", + "\n", + " build_renewable_profiles_onwind build_renewable_profiles \\\n", + " potential avg_production_pu total_time \n", + "GR 1.541671e+05 923.121965 31.3569 \n", + "KR 1.040942e+05 1278.642517 37.9565 \n", + "SZ 4.538111e+04 651.710910 8.9612 \n", + "IL 2.813098e+04 834.927086 11.3950 \n", + "ID 4.378211e+06 460.769258 78.2867 \n", + "\n", + " build_renewable_profiles_offwind-ac \\\n", + " mean_load max_memory potential avg_production_pu \n", + "GR 126.03 12082.99 2.951195e+05 1409.545644 \n", + "KR 120.84 10647.84 1.074650e+05 1532.012543 \n", + "SZ 193.77 7860.11 NaN NaN \n", + "IL 201.39 9036.75 1.004099e+04 1007.082141 \n", + "ID 211.86 32515.72 2.301559e+06 557.926606 \n", + "\n", + " build_renewable_profiles \\\n", + " total_time.1 mean_load.1 max_memory.1 \n", + "GR 30.2633 130.09 15691.18 \n", + "KR 31.7828 153.98 19129.71 \n", + "SZ 12.2647 160.04 7754.60 \n", + "IL 9.4030 173.32 6951.45 \n", + "ID 86.1980 203.65 43337.71 \n", + "\n", + " build_renewable_profiles_offwind-dc \\\n", + " potential avg_production_pu \n", + "GR 9.227930e+05 2797.766640 \n", + "KR 1.349135e+06 2433.254882 \n", + "SZ NaN NaN \n", + "IL 5.811194e+04 1409.462544 \n", + "ID 1.597028e+07 865.052039 \n", + "\n", + " build_renewable_profiles \\\n", + " total_time.2 mean_load.2 max_memory.2 \n", + "GR 30.5500 131.17 15537.12 \n", + "KR 32.7988 151.32 18923.30 \n", + "SZ 33.1766 53.00 1564.63 \n", + "IL 9.3583 180.22 7441.92 \n", + "ID 86.2805 207.16 43469.60 \n", + "\n", + " build_renewable_profiles_solar build_renewable_profiles \\\n", + " potential avg_production_pu total_time.3 \n", + "GR 198297.120073 1305.108572 34.8387 \n", + "KR 134160.480935 1241.017238 39.9029 \n", + "SZ 38033.821284 1248.847192 NaN \n", + "IL 74868.057322 1478.054726 17.2908 \n", + "ID 966137.504040 1240.129227 173.6797 \n", + "\n", + " build_renewable_profiles_hydro \\\n", + " mean_load.3 max_memory.3 potential avg_production_pu \n", + "GR 113.09 13100.55 1.475497e+14 5.326705e+11 \n", + "KR 110.25 11329.32 9.625930e+12 1.984728e+10 \n", + "SZ NaN NaN 2.455648e+06 1.637099e+05 \n", + "IL 160.73 8538.14 2.035786e+12 5.089464e+10 \n", + "ID 45.48 19976.11 1.071611e+15 1.463949e+12 \n", + "\n", + " build_renewable_profiles base_network \\\n", + " total_time.4 mean_load.4 max_memory.4 buses_number \n", + "GR 38.7027 44.37 1552.57 310.0 \n", + "KR 39.7278 45.29 1552.86 623.0 \n", + "SZ NaN NaN NaN 18.0 \n", + "IL 34.5257 49.82 1552.07 48.0 \n", + "ID 63.3437 64.11 2272.05 855.0 \n", + "\n", + " \\\n", + " buses_number_non_ac lines_length lines_capacity total_time mean_load \n", + "GR 0.0 20562.493806 3.721973e+05 3.8029 70.48 \n", + "KR 0.0 29380.942367 1.244128e+06 8.2133 86.10 \n", + "SZ 0.0 479.265806 8.579887e+03 2.6222 59.86 \n", + "IL 0.0 1473.808307 8.602230e+04 2.7012 59.60 \n", + "ID 0.0 49812.128350 9.034353e+05 31.2577 50.52 \n", + "\n", + " add_electricity \\\n", + " max_memory buses_number buses_number_non_ac lines_length \n", + "GR 640.76 310.0 0.0 20562.493806 \n", + "KR 634.75 623.0 0.0 29380.942367 \n", + "SZ 639.50 18.0 0.0 479.265806 \n", + "IL 639.14 48.0 0.0 1473.808307 \n", + "ID 650.03 855.0 0.0 49812.128350 \n", + "\n", + " \\\n", + " lines_capacity CCGT OCGT lignite oil \n", + "GR 3.721973e+05 374.493561 2967.393163 4762.852463 3347.852100 \n", + "KR 1.244128e+06 16066.526227 15616.623066 NaN 5854.440331 \n", + "SZ 8.579887e+03 NaN NaN NaN NaN \n", + "IL 8.602230e+04 4406.691078 341.389465 NaN 4824.355260 \n", + "ID 9.034353e+05 12810.000000 NaN NaN 16442.561168 \n", + "\n", + " \\\n", + " onwind ror solar hydro total_time mean_load \n", + "GR 4112.721421 940.970816 3246.949798 3153.114650 6.3243 82.25 \n", + "KR 1498.721628 2073.060000 14574.790000 137.821656 6.8578 83.27 \n", + "SZ 0.000000 38.524615 0.131667 39.292994 5.5892 84.51 \n", + "IL 26.831003 NaN 2230.000000 NaN 5.4171 79.37 \n", + "ID 144.348258 2557.386394 156.317124 1893.981529 8.1611 84.02 \n", + "\n", + " simplify_network \\\n", + " max_memory buses_number buses_number_non_ac lines_length \n", + "GR 850.05 180.0 0.0 8946.022746 \n", + "KR 932.78 366.0 0.0 15727.269465 \n", + "SZ 758.38 4.0 0.0 29.808022 \n", + "IL 762.55 13.0 0.0 830.800179 \n", + "ID 1113.80 384.0 0.0 14988.065372 \n", + "\n", + " \\\n", + " lines_capacity CCGT OCGT lignite oil \n", + "GR 2.964530e+05 374.493561 2967.393163 4762.852463 3347.852100 \n", + "KR 1.090093e+06 13813.602457 8790.239681 NaN 5854.440331 \n", + "SZ 2.457780e+03 NaN NaN NaN NaN \n", + "IL 5.706519e+04 3995.186555 215.614399 NaN 2849.407984 \n", + "ID 6.413019e+05 12485.000000 NaN NaN 16372.831168 \n", + "\n", + " \\\n", + " onwind ror solar hydro total_time mean_load \n", + "GR 4004.087362 940.970816 3195.745319 3153.114650 6.0441 77.38 \n", + "KR 1477.970114 2073.060000 14335.153706 137.821656 7.0196 82.91 \n", + "SZ 0.000000 17.501928 0.131667 39.292994 3.9697 80.15 \n", + "IL 20.366332 NaN 1495.399272 NaN 4.1136 76.39 \n", + "ID 85.135678 2557.386394 123.508629 1893.981529 9.5428 90.35 \n", + "\n", + " cluster_network \\\n", + " max_memory buses_number buses_number_non_ac lines_length \n", + "GR 856.65 10.0 0.0 5568.666784 \n", + "KR 898.29 5.0 0.0 8226.286053 \n", + "SZ 719.96 4.0 0.0 29.808022 \n", + "IL 724.70 5.0 0.0 586.498977 \n", + "ID 1090.78 45.0 0.0 10452.780146 \n", + "\n", + " \\\n", + " lines_capacity CCGT OCGT lignite oil \n", + "GR 46116.891982 374.493561 2967.393163 4762.852463 3347.852100 \n", + "KR 79408.640554 13813.602457 8790.239681 NaN 5854.440331 \n", + "SZ 2457.780096 NaN NaN NaN NaN \n", + "IL 25248.104622 3995.186555 215.614399 NaN 2849.407984 \n", + "ID 103226.764029 12485.000000 NaN NaN 16372.831168 \n", + "\n", + " \\\n", + " onwind ror solar hydro total_time mean_load \n", + "GR 4004.087362 940.970816 3195.745319 3153.114650 6.7091 87.52 \n", + "KR 1477.970114 2073.060000 14335.153706 137.821656 6.5095 81.77 \n", + "SZ 0.000000 17.501928 0.131667 39.292994 3.6231 69.03 \n", + "IL 20.366332 NaN 1495.399272 NaN 5.0810 84.21 \n", + "ID 85.135678 2557.386394 123.508629 1893.981529 12.8129 93.72 \n", + "\n", + " solve_network \\\n", + " max_memory buses_number buses_number_non_ac lines_length lines_capacity \n", + "GR 928.61 30.0 20.0 5568.666784 46116.891982 \n", + "KR 932.45 15.0 10.0 8226.286053 79408.640554 \n", + "SZ 716.41 12.0 8.0 29.808022 2457.780096 \n", + "IL 871.18 15.0 10.0 586.498977 25248.104622 \n", + "ID 968.11 135.0 90.0 10452.780146 103226.764029 \n", + "\n", + " \\\n", + " CCGT OCGT lignite load oil \n", + "GR 374.493561 2967.393163 4762.852463 1.000000e+10 3347.852100 \n", + "KR 13813.602457 8790.239681 NaN 5.000000e+09 5854.440331 \n", + "SZ NaN NaN NaN 4.000000e+09 NaN \n", + "IL 3995.186555 215.614399 NaN 5.000000e+09 2849.407984 \n", + "ID 12485.000000 NaN NaN 4.500000e+10 16372.831168 \n", + "\n", + " \\\n", + " onwind ror solar hydro total_time mean_load \n", + "GR 4004.087362 940.970816 3195.745319 3153.114650 39.8564 99.47 \n", + "KR 1477.970114 2073.060000 14335.153706 137.821656 26.1529 172.07 \n", + "SZ 0.000000 17.501928 0.131667 39.292994 18.0570 197.22 \n", + "IL 20.366332 NaN 1495.399272 NaN 18.0277 184.16 \n", + "ID 85.135678 2557.386394 123.508629 1893.981529 308.3680 304.00 \n", + "\n", + " total_comp_stats snakemake_status \\\n", + " max_memory total_time max_memory mean_load download_osm_data \n", + "GR 7201.64 274.3903 15691.18 22.150521 True \n", + "KR 7013.11 296.9331 19129.71 24.288344 True \n", + "SZ 6949.74 113.0980 7860.11 12.096566 True \n", + "IL 7057.55 144.0608 9036.75 12.191853 True \n", + "ID 9686.46 1443.1348 94265.92 166.067320 True \n", + "\n", + " \\\n", + " clean_osm_data build_shapes build_renewable_profiles_onwind \n", + "GR True True True \n", + "KR True True True \n", + "SZ True True True \n", + "IL True True True \n", + "ID True True True \n", + "\n", + " \\\n", + " build_renewable_profiles_offwind-ac build_renewable_profiles_offwind-dc \n", + "GR True True \n", + "KR True True \n", + "SZ NaN NaN \n", + "IL True True \n", + "ID True True \n", + "\n", + " \\\n", + " build_renewable_profiles_solar build_renewable_profiles_hydro base_network \n", + "GR True True True \n", + "KR True True True \n", + "SZ True True True \n", + "IL True True True \n", + "ID True True True \n", + "\n", + " \\\n", + " add_electricity simplify_network cluster_network solve_network \n", + "GR True True True True \n", + "KR True True True True \n", + "SZ True True True True \n", + "IL True True True True \n", + "ID True True True True \n", + "\n", + " add_electricity simplify_network \\\n", + " biomass coal nuclear PHS biomass \n", + "GR NaN NaN NaN NaN NaN \n", + "KR 108.0 30016.403447 24606.11848 3772.791925 108.0 \n", + "SZ 44.0 NaN NaN NaN 31.0 \n", + "IL NaN 4462.174870 NaN NaN NaN \n", + "ID NaN 30805.445305 NaN NaN NaN \n", + "\n", + " cluster_network \\\n", + " coal nuclear PHS biomass coal \n", + "GR NaN NaN NaN NaN NaN \n", + "KR 30016.403447 24606.11848 3772.791925 108.0 30016.403447 \n", + "SZ NaN NaN NaN 31.0 NaN \n", + "IL 4462.174870 NaN NaN NaN 4462.174870 \n", + "ID 30406.445305 NaN NaN NaN 30406.445305 \n", + "\n", + " solve_network \\\n", + " nuclear PHS biomass coal nuclear \n", + "GR NaN NaN NaN NaN NaN \n", + "KR 24606.11848 3772.791925 108.0 30016.403447 24606.11848 \n", + "SZ NaN NaN 31.0 NaN NaN \n", + "IL NaN NaN NaN 4462.174870 NaN \n", + "ID NaN NaN NaN 30406.445305 NaN \n", + "\n", + " add_electricity simplify_network cluster_network \\\n", + " PHS geothermal geothermal geothermal \n", + "GR NaN NaN NaN NaN \n", + "KR 3772.791925 NaN NaN NaN \n", + "SZ NaN NaN NaN NaN \n", + "IL NaN NaN NaN NaN \n", + "ID NaN 1342.0 1342.0 1342.0 \n", + "\n", + " solve_network ('download_osm_data', 'total_time') \\\n", + " geothermal NULL \n", + "GR NaN NaN \n", + "KR NaN NaN \n", + "SZ NaN NaN \n", + "IL NaN NaN \n", + "ID 1342.0 NaN \n", + "\n", + " ('download_osm_data', 'mean_load') ('download_osm_data', 'max_memory') \\\n", + " NULL NULL \n", + "GR NaN NaN \n", + "KR NaN NaN \n", + "SZ NaN NaN \n", + "IL NaN NaN \n", + "ID NaN NaN \n", + "\n", + " ('build_shapes', 'area') ('build_shapes', 'gadm_size') \\\n", + " 708434011057.0583 9 \n", + "GR NaN NaN \n", + "KR NaN NaN \n", + "SZ NaN NaN \n", + "IL NaN NaN \n", + "ID NaN NaN \n", + "\n", + " ('build_shapes', 'country_matching') ('build_shapes', 'pop') \\\n", + " 100.0 8320.351821899414 \n", + "GR NaN NaN \n", + "KR NaN NaN \n", + "SZ NaN NaN \n", + "IL NaN NaN \n", + "ID NaN NaN \n", + "\n", + " ('build_shapes', 'gdp') ('build_shapes', 'total_time') \\\n", + " 0.0 22.996 \n", + "GR NaN NaN \n", + "KR NaN NaN \n", + "SZ NaN NaN \n", + "IL NaN NaN \n", + "ID NaN NaN \n", + "\n", + " ('build_shapes', 'mean_load') ('build_shapes', 'max_memory') \\\n", + " 69.34 1015.31 \n", + "GR NaN NaN \n", + "KR NaN NaN \n", + "SZ NaN NaN \n", + "IL NaN NaN \n", + "ID NaN NaN \n", + "\n", + " ('total_comp_stats', 'total_time') ('total_comp_stats', 'max_memory') \\\n", + " 22.996 1015.31 \n", + "GR NaN NaN \n", + "KR NaN NaN \n", + "SZ NaN NaN \n", + "IL NaN NaN \n", + "ID NaN NaN \n", + "\n", + " ('total_comp_stats', 'mean_load') \\\n", + " 22.996 \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'download_osm_data') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'clean_osm_data') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'build_shapes') \\\n", + " True \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'build_renewable_profiles_onwind') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'build_renewable_profiles_offwind-ac') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'build_renewable_profiles_offwind-dc') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'build_renewable_profiles_solar') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'build_renewable_profiles_hydro') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'base_network') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'add_electricity') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'simplify_network') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'cluster_network') \\\n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN \n", + "\n", + " ('snakemake_status', 'solve_network') \n", + " False \n", + "GR NaN \n", + "KR NaN \n", + "SZ NaN \n", + "IL NaN \n", + "ID NaN " + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -245,7 +1990,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +2000,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -265,21 +2010,152 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "# Combine CCGT and OCGT to \"gas\"\n", "stats_capacities[\"gas\"] = stats_capacities[\"CCGT\"] + stats_capacities[\"OCGT\"]\n", + "stats_capacities[\"coal_and_lignite\"] = stats_capacities[\"coal\"] + stats_capacities[\"lignite\"]\n", "del stats_capacities[\"CCGT\"] \n", - "del stats_capacities[\"OCGT\"] # TODO write in one line" + "del stats_capacities[\"OCGT\"] # TODO write in one line\n", + "del stats_capacities[\"coal\"] \n", + "del stats_capacities[\"lignite\"]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": {}, "outputs": [], + "source": [ + "# Rename to nice plotting names\n", + "stats_capacities.rename(columns=nice_names, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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continentNuclearOnshore windSolar PVRun of riverHydroOilGasCoal
GREurope0.000004112.7214213246.949798940.9708163153.1146503347.8521003341.8867244762.852463
KRAsia24606.118481498.72162814574.7900002073.060000137.8216565854.44033131683.14929330016.403447
SZAfrica0.000000.0000000.13166738.52461539.2929940.0000000.0000000.000000
ILAsia0.0000026.8310032230.0000000.0000000.0000004824.3552604748.0805424462.174870
IDAsia0.00000144.348258156.3171242557.3863941893.98152916442.56116812810.00000030805.445305
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" + ], + "text/plain": [ + " continent Nuclear Onshore wind Solar PV Run of river \\\n", + "GR Europe 0.00000 4112.721421 3246.949798 940.970816 \n", + "KR Asia 24606.11848 1498.721628 14574.790000 2073.060000 \n", + "SZ Africa 0.00000 0.000000 0.131667 38.524615 \n", + "IL Asia 0.00000 26.831003 2230.000000 0.000000 \n", + "ID Asia 0.00000 144.348258 156.317124 2557.386394 \n", + "\n", + " Hydro Oil Gas Coal \n", + "GR 3153.114650 3347.852100 3341.886724 4762.852463 \n", + "KR 137.821656 5854.440331 31683.149293 30016.403447 \n", + "SZ 39.292994 0.000000 0.000000 0.000000 \n", + "IL 0.000000 4824.355260 4748.080542 4462.174870 \n", + "ID 1893.981529 16442.561168 12810.000000 30805.445305 " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stats_capacities.head()" ] @@ -294,12 +2170,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "# Create dict to match the technology names of stats_capacities and irena eleccap\n", - "names = {\"Solar photovoltaic\": \"solar\",\n", + "uniform_names = {\"Solar photovoltaic\": \"solar\",\n", " \"Onshore wind energy\": \"onwind\",\n", " #\"Offshore wind energy\": \"offwind\",\n", " \"Renewable hydropower\": \"hydro\",\n", @@ -307,22 +2183,23 @@ " \"Oil\": \"oil\",\n", " \"Natural gas\": \"gas\",\n", " \"Mixed Hydro Plants\": \"ror\", # TODO Is this correct? Check IRENA \n", + " \"Coal and peat\": \"coal_and_lignite\",\n", " }" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# Rename the technologies in irena_eleccap to match the names in stats_capacities using the dict names\n", - "irena_eleccap[\"Technology\"] = irena_eleccap[\"Technology\"].replace(names)" + "irena_eleccap[\"Technology\"] = irena_eleccap[\"Technology\"].replace(uniform_names)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -334,7 +2211,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -344,7 +2221,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +2231,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "# Rename to nice plotting names\n", + "irena_eleccap.rename(columns=nice_names, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -372,7 +2259,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -381,17 +2268,18 @@ "\n", " # Get the index values\n", " index = np.arange(len(data_stats))\n", - " barWidth = 0.4\n", + " barWidth = 0.3\n", "\n", " # Create a barplot\n", - " plt.figure(figsize=(6, 4))\n", + " plt.figure(figsize=(10, 4))\n", " plt.bar(index - barWidth/2, data_stats/1e3, color=['g'], alpha=1, edgecolor='white', width=barWidth) # convert from MW to GW\n", " plt.bar(index + barWidth/2, data_irena/1e3, color=['g'], alpha=0.3, edgecolor='white', width=barWidth) # convert from MW to GW\n", "\n", " # Enhance graph\n", " plt.xticks(index, data_stats.index)\n", " plt.ylabel(\"Capacity in GW\")\n", - " plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', bbox_to_anchor=(1,1), ncol=1)\n", + " plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', ncol=1)\n", + "\n", " plt.grid(axis='y', alpha=0.5)\n", " plt.title(f\"Electric capacity in {area}\")\n", "\n", @@ -404,7 +2292,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -421,7 +2309,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -460,12 +2348,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "\n", - "area = \"Africa\"\n", + "area = \"MA\"\n", "data_stats, data_irena = data_selection(area, stats_capacities, irena_eleccap)\n", "plot_barplot(data_stats, data_irena, area)" ] From 4bc726b4aa05bff7323c6a45c9a38d8f5fe40d1f Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 22 Mar 2023 16:54:25 +0100 Subject: [PATCH 18/31] chore: save all continent elec results --- .gitignore | 4 +- notebooks/validation/stats_validation.ipynb | 1937 +------------------ 2 files changed, 50 insertions(+), 1891 deletions(-) diff --git a/.gitignore b/.gitignore index f7810a32..4f481702 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,3 @@ -notebooks/validation/temp_mar_starter_kit \ No newline at end of file +notebooks/validation/temp_mar_starter_kit + +notebooks/validation/temp_results/ \ No newline at end of file diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 2688eea6..9500ce23 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -127,18 +127,9 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "This is the repository path: /mnt/c/Users/scl38887/Documents/git/documentation\n", - "Had to go 0 folder(s) up.\n" - ] - } - ], + "outputs": [], "source": [ "# change current directory\n", "module_path = os.path.abspath(os.path.join('../../../')) # To import helpers\n", @@ -161,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -178,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -187,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -204,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -217,91 +208,9 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Country/area Technology \\\n", - "1482 Germany Biogas \n", - "1483 Germany Coal and peat \n", - "1484 Germany Fossil fuels n.e.s. \n", - "1485 Germany Geothermal energy \n", - "1486 Germany Liquid biofuels \n", - "\n", - " Installed electricity capacity by country/area (MW) \n", - "1482 7611.0 \n", - "1483 0.0 \n", - "1484 78335.0 \n", - "1485 40.0 \n", - "1486 231.0 " - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Check data for a single country\n", "irena_eleccap[irena_eleccap[\"Country/area\"] == \"Germany\"].head(5)" @@ -325,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -335,1652 +244,16 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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\n", - "
" - ], - "text/plain": [ - " download_osm_data \\\n", - " cables-size generators-size lines-size substations-size total_time \n", - "GR 41.0 8172.0 1189.0 427.0 5.2221 \n", - "KR 187.0 3962.0 2968.0 916.0 5.3489 \n", - "SZ 1.0 55.0 58.0 28.0 1.6636 \n", - "IL 50.0 663.0 799.0 198.0 2.4618 \n", - "ID 30.0 1123.0 2425.0 2451.0 6.5828 \n", - "\n", - " clean_osm_data \\\n", - " mean_load max_memory generators-size lines-size lines-size_dc \n", - "GR 77.78 694.51 67.0 997.0 3.0 \n", - "KR 71.49 695.32 111.0 3007.0 0.0 \n", - "SZ 8.30 461.60 NaN 45.0 0.0 \n", - "IL 30.15 611.57 22.0 61.0 0.0 \n", - "ID 78.10 773.86 268.0 2143.0 0.0 \n", - "\n", - " \\\n", - " lines-length lines-length_dc substations-size total_time mean_load \n", - "GR 2.131592e+07 135770.035577 1996.0 7.9456 88.73 \n", - "KR 3.476824e+07 0.000000 6111.0 21.9648 71.71 \n", - "SZ 6.164592e+05 0.000000 94.0 0.8904 0.00 \n", - "IL 1.575221e+06 0.000000 122.0 1.1340 0.00 \n", - "ID 5.294945e+07 0.000000 4660.0 68.7576 66.51 \n", - "\n", - " build_shapes \\\n", - " max_memory area gadm_size country_matching pop \n", - "GR 529.48 6.257667e+11 8.0 100.0 1.038533e+07 \n", - "KR 524.91 5.331273e+11 17.0 100.0 5.133817e+07 \n", - "SZ 511.70 2.338520e+10 4.0 100.0 1.161682e+06 \n", - "IL 512.00 5.721127e+10 7.0 100.0 8.686033e+06 \n", - "ID 526.99 7.979211e+12 34.0 100.0 2.734488e+08 \n", - "\n", - " \\\n", - " gdp total_time mean_load max_memory \n", - "GR 2.917581e+11 32.7742 49.11 1000.40 \n", - "KR 2.394653e+12 32.6975 48.35 997.62 \n", - "SZ 1.389325e+10 22.2803 71.47 1008.84 \n", - "IL 4.187760e+11 23.1516 69.36 1009.09 \n", - "ID 2.986296e+12 509.8633 238.17 94265.92 \n", - "\n", - " build_renewable_profiles_onwind build_renewable_profiles \\\n", - " potential avg_production_pu total_time \n", - "GR 1.541671e+05 923.121965 31.3569 \n", - "KR 1.040942e+05 1278.642517 37.9565 \n", - "SZ 4.538111e+04 651.710910 8.9612 \n", - "IL 2.813098e+04 834.927086 11.3950 \n", - "ID 4.378211e+06 460.769258 78.2867 \n", - "\n", - " build_renewable_profiles_offwind-ac \\\n", - " mean_load max_memory potential avg_production_pu \n", - "GR 126.03 12082.99 2.951195e+05 1409.545644 \n", - "KR 120.84 10647.84 1.074650e+05 1532.012543 \n", - "SZ 193.77 7860.11 NaN NaN \n", - "IL 201.39 9036.75 1.004099e+04 1007.082141 \n", - "ID 211.86 32515.72 2.301559e+06 557.926606 \n", - "\n", - " build_renewable_profiles \\\n", - " total_time.1 mean_load.1 max_memory.1 \n", - "GR 30.2633 130.09 15691.18 \n", - "KR 31.7828 153.98 19129.71 \n", - "SZ 12.2647 160.04 7754.60 \n", - "IL 9.4030 173.32 6951.45 \n", - "ID 86.1980 203.65 43337.71 \n", - "\n", - " build_renewable_profiles_offwind-dc \\\n", - " potential avg_production_pu \n", - "GR 9.227930e+05 2797.766640 \n", - "KR 1.349135e+06 2433.254882 \n", - "SZ NaN NaN \n", - "IL 5.811194e+04 1409.462544 \n", - "ID 1.597028e+07 865.052039 \n", - "\n", - " build_renewable_profiles \\\n", - " total_time.2 mean_load.2 max_memory.2 \n", - "GR 30.5500 131.17 15537.12 \n", - "KR 32.7988 151.32 18923.30 \n", - "SZ 33.1766 53.00 1564.63 \n", - "IL 9.3583 180.22 7441.92 \n", - "ID 86.2805 207.16 43469.60 \n", - "\n", - " build_renewable_profiles_solar build_renewable_profiles \\\n", - " potential avg_production_pu total_time.3 \n", - "GR 198297.120073 1305.108572 34.8387 \n", - "KR 134160.480935 1241.017238 39.9029 \n", - "SZ 38033.821284 1248.847192 NaN \n", - "IL 74868.057322 1478.054726 17.2908 \n", - "ID 966137.504040 1240.129227 173.6797 \n", - "\n", - " build_renewable_profiles_hydro \\\n", - " mean_load.3 max_memory.3 potential avg_production_pu \n", - "GR 113.09 13100.55 1.475497e+14 5.326705e+11 \n", - "KR 110.25 11329.32 9.625930e+12 1.984728e+10 \n", - "SZ NaN NaN 2.455648e+06 1.637099e+05 \n", - "IL 160.73 8538.14 2.035786e+12 5.089464e+10 \n", - "ID 45.48 19976.11 1.071611e+15 1.463949e+12 \n", - "\n", - " build_renewable_profiles base_network \\\n", - " total_time.4 mean_load.4 max_memory.4 buses_number \n", - "GR 38.7027 44.37 1552.57 310.0 \n", - "KR 39.7278 45.29 1552.86 623.0 \n", - "SZ NaN NaN NaN 18.0 \n", - "IL 34.5257 49.82 1552.07 48.0 \n", - "ID 63.3437 64.11 2272.05 855.0 \n", - "\n", - " \\\n", - " buses_number_non_ac lines_length lines_capacity total_time mean_load \n", - "GR 0.0 20562.493806 3.721973e+05 3.8029 70.48 \n", - "KR 0.0 29380.942367 1.244128e+06 8.2133 86.10 \n", - "SZ 0.0 479.265806 8.579887e+03 2.6222 59.86 \n", - "IL 0.0 1473.808307 8.602230e+04 2.7012 59.60 \n", - "ID 0.0 49812.128350 9.034353e+05 31.2577 50.52 \n", - "\n", - " add_electricity \\\n", - " max_memory buses_number buses_number_non_ac lines_length \n", - "GR 640.76 310.0 0.0 20562.493806 \n", - "KR 634.75 623.0 0.0 29380.942367 \n", - "SZ 639.50 18.0 0.0 479.265806 \n", - "IL 639.14 48.0 0.0 1473.808307 \n", - "ID 650.03 855.0 0.0 49812.128350 \n", - "\n", - " \\\n", - " lines_capacity CCGT OCGT lignite oil \n", - "GR 3.721973e+05 374.493561 2967.393163 4762.852463 3347.852100 \n", - "KR 1.244128e+06 16066.526227 15616.623066 NaN 5854.440331 \n", - "SZ 8.579887e+03 NaN NaN NaN NaN \n", - "IL 8.602230e+04 4406.691078 341.389465 NaN 4824.355260 \n", - "ID 9.034353e+05 12810.000000 NaN NaN 16442.561168 \n", - "\n", - " \\\n", - " onwind ror solar hydro total_time mean_load \n", - "GR 4112.721421 940.970816 3246.949798 3153.114650 6.3243 82.25 \n", - "KR 1498.721628 2073.060000 14574.790000 137.821656 6.8578 83.27 \n", - "SZ 0.000000 38.524615 0.131667 39.292994 5.5892 84.51 \n", - "IL 26.831003 NaN 2230.000000 NaN 5.4171 79.37 \n", - "ID 144.348258 2557.386394 156.317124 1893.981529 8.1611 84.02 \n", - "\n", - " simplify_network \\\n", - " max_memory buses_number buses_number_non_ac lines_length \n", - "GR 850.05 180.0 0.0 8946.022746 \n", - "KR 932.78 366.0 0.0 15727.269465 \n", - "SZ 758.38 4.0 0.0 29.808022 \n", - "IL 762.55 13.0 0.0 830.800179 \n", - "ID 1113.80 384.0 0.0 14988.065372 \n", - "\n", - " \\\n", - " lines_capacity CCGT OCGT lignite oil \n", - "GR 2.964530e+05 374.493561 2967.393163 4762.852463 3347.852100 \n", - "KR 1.090093e+06 13813.602457 8790.239681 NaN 5854.440331 \n", - "SZ 2.457780e+03 NaN NaN NaN NaN \n", - "IL 5.706519e+04 3995.186555 215.614399 NaN 2849.407984 \n", - "ID 6.413019e+05 12485.000000 NaN NaN 16372.831168 \n", - "\n", - " \\\n", - " onwind ror solar hydro total_time mean_load \n", - "GR 4004.087362 940.970816 3195.745319 3153.114650 6.0441 77.38 \n", - "KR 1477.970114 2073.060000 14335.153706 137.821656 7.0196 82.91 \n", - "SZ 0.000000 17.501928 0.131667 39.292994 3.9697 80.15 \n", - "IL 20.366332 NaN 1495.399272 NaN 4.1136 76.39 \n", - "ID 85.135678 2557.386394 123.508629 1893.981529 9.5428 90.35 \n", - "\n", - " cluster_network \\\n", - " max_memory buses_number buses_number_non_ac lines_length \n", - "GR 856.65 10.0 0.0 5568.666784 \n", - "KR 898.29 5.0 0.0 8226.286053 \n", - "SZ 719.96 4.0 0.0 29.808022 \n", - "IL 724.70 5.0 0.0 586.498977 \n", - "ID 1090.78 45.0 0.0 10452.780146 \n", - "\n", - " \\\n", - " lines_capacity CCGT OCGT lignite oil \n", - "GR 46116.891982 374.493561 2967.393163 4762.852463 3347.852100 \n", - "KR 79408.640554 13813.602457 8790.239681 NaN 5854.440331 \n", - "SZ 2457.780096 NaN NaN NaN NaN \n", - "IL 25248.104622 3995.186555 215.614399 NaN 2849.407984 \n", - "ID 103226.764029 12485.000000 NaN NaN 16372.831168 \n", - "\n", - " \\\n", - " onwind ror solar hydro total_time mean_load \n", - "GR 4004.087362 940.970816 3195.745319 3153.114650 6.7091 87.52 \n", - "KR 1477.970114 2073.060000 14335.153706 137.821656 6.5095 81.77 \n", - "SZ 0.000000 17.501928 0.131667 39.292994 3.6231 69.03 \n", - "IL 20.366332 NaN 1495.399272 NaN 5.0810 84.21 \n", - "ID 85.135678 2557.386394 123.508629 1893.981529 12.8129 93.72 \n", - "\n", - " solve_network \\\n", - " max_memory buses_number buses_number_non_ac lines_length lines_capacity \n", - "GR 928.61 30.0 20.0 5568.666784 46116.891982 \n", - "KR 932.45 15.0 10.0 8226.286053 79408.640554 \n", - "SZ 716.41 12.0 8.0 29.808022 2457.780096 \n", - "IL 871.18 15.0 10.0 586.498977 25248.104622 \n", - "ID 968.11 135.0 90.0 10452.780146 103226.764029 \n", - "\n", - " \\\n", - " CCGT OCGT lignite load oil \n", - "GR 374.493561 2967.393163 4762.852463 1.000000e+10 3347.852100 \n", - "KR 13813.602457 8790.239681 NaN 5.000000e+09 5854.440331 \n", - "SZ NaN NaN NaN 4.000000e+09 NaN \n", - "IL 3995.186555 215.614399 NaN 5.000000e+09 2849.407984 \n", - "ID 12485.000000 NaN NaN 4.500000e+10 16372.831168 \n", - "\n", - " \\\n", - " onwind ror solar hydro total_time mean_load \n", - "GR 4004.087362 940.970816 3195.745319 3153.114650 39.8564 99.47 \n", - "KR 1477.970114 2073.060000 14335.153706 137.821656 26.1529 172.07 \n", - "SZ 0.000000 17.501928 0.131667 39.292994 18.0570 197.22 \n", - "IL 20.366332 NaN 1495.399272 NaN 18.0277 184.16 \n", - "ID 85.135678 2557.386394 123.508629 1893.981529 308.3680 304.00 \n", - "\n", - " total_comp_stats snakemake_status \\\n", - " max_memory total_time max_memory mean_load download_osm_data \n", - "GR 7201.64 274.3903 15691.18 22.150521 True \n", - "KR 7013.11 296.9331 19129.71 24.288344 True \n", - "SZ 6949.74 113.0980 7860.11 12.096566 True \n", - "IL 7057.55 144.0608 9036.75 12.191853 True \n", - "ID 9686.46 1443.1348 94265.92 166.067320 True \n", - "\n", - " \\\n", - " clean_osm_data build_shapes build_renewable_profiles_onwind \n", - "GR True True True \n", - "KR True True True \n", - "SZ True True True \n", - "IL True True True \n", - "ID True True True \n", - "\n", - " \\\n", - " build_renewable_profiles_offwind-ac build_renewable_profiles_offwind-dc \n", - "GR True True \n", - "KR True True \n", - "SZ NaN NaN \n", - "IL True True \n", - "ID True True \n", - "\n", - " \\\n", - " build_renewable_profiles_solar build_renewable_profiles_hydro base_network \n", - "GR True True True \n", - "KR True True True \n", - "SZ True True True \n", - "IL True True True \n", - "ID True True True \n", - "\n", - " \\\n", - " add_electricity simplify_network cluster_network solve_network \n", - "GR True True True True \n", - "KR True True True True \n", - "SZ True True True True \n", - "IL True True True True \n", - "ID True True True True \n", - "\n", - " add_electricity simplify_network \\\n", - " biomass coal nuclear PHS biomass \n", - "GR NaN NaN NaN NaN NaN \n", - "KR 108.0 30016.403447 24606.11848 3772.791925 108.0 \n", - "SZ 44.0 NaN NaN NaN 31.0 \n", - "IL NaN 4462.174870 NaN NaN NaN \n", - "ID NaN 30805.445305 NaN NaN NaN \n", - "\n", - " cluster_network \\\n", - " coal nuclear PHS biomass coal \n", - "GR NaN NaN NaN NaN NaN \n", - "KR 30016.403447 24606.11848 3772.791925 108.0 30016.403447 \n", - "SZ NaN NaN NaN 31.0 NaN \n", - "IL 4462.174870 NaN NaN NaN 4462.174870 \n", - "ID 30406.445305 NaN NaN NaN 30406.445305 \n", - "\n", - " solve_network \\\n", - " nuclear PHS biomass coal nuclear \n", - "GR NaN NaN NaN NaN NaN \n", - "KR 24606.11848 3772.791925 108.0 30016.403447 24606.11848 \n", - "SZ NaN NaN 31.0 NaN NaN \n", - "IL NaN NaN NaN 4462.174870 NaN \n", - "ID NaN NaN NaN 30406.445305 NaN \n", - "\n", - " add_electricity simplify_network cluster_network \\\n", - " PHS geothermal geothermal geothermal \n", - "GR NaN NaN NaN NaN \n", - "KR 3772.791925 NaN NaN NaN \n", - "SZ NaN NaN NaN NaN \n", - "IL NaN NaN NaN NaN \n", - "ID NaN 1342.0 1342.0 1342.0 \n", - "\n", - " solve_network ('download_osm_data', 'total_time') \\\n", - " geothermal NULL \n", - "GR NaN NaN \n", - "KR NaN NaN \n", - "SZ NaN NaN \n", - "IL NaN NaN \n", - "ID 1342.0 NaN \n", - "\n", - " ('download_osm_data', 'mean_load') ('download_osm_data', 'max_memory') \\\n", - " NULL NULL \n", - "GR NaN NaN \n", - "KR NaN NaN \n", - "SZ NaN NaN \n", - "IL NaN NaN \n", - "ID NaN NaN \n", - "\n", - " ('build_shapes', 'area') ('build_shapes', 'gadm_size') \\\n", - " 708434011057.0583 9 \n", - "GR NaN NaN \n", - "KR NaN NaN \n", - "SZ NaN NaN \n", - "IL NaN NaN \n", - "ID NaN NaN \n", - "\n", - " ('build_shapes', 'country_matching') ('build_shapes', 'pop') \\\n", - " 100.0 8320.351821899414 \n", - "GR NaN NaN \n", - "KR NaN NaN \n", - "SZ NaN NaN \n", - "IL NaN NaN \n", - "ID NaN NaN \n", - "\n", - " ('build_shapes', 'gdp') ('build_shapes', 'total_time') \\\n", - " 0.0 22.996 \n", - "GR NaN NaN \n", - "KR NaN NaN \n", - "SZ NaN NaN \n", - "IL NaN NaN \n", - "ID NaN NaN \n", - "\n", - " ('build_shapes', 'mean_load') ('build_shapes', 'max_memory') \\\n", - " 69.34 1015.31 \n", - "GR NaN NaN \n", - "KR NaN NaN \n", - "SZ NaN NaN \n", - "IL NaN NaN \n", - "ID NaN NaN \n", - "\n", - " ('total_comp_stats', 'total_time') ('total_comp_stats', 'max_memory') \\\n", - " 22.996 1015.31 \n", - "GR NaN NaN \n", - "KR NaN NaN \n", - "SZ NaN NaN \n", - "IL NaN NaN \n", - "ID NaN NaN \n", - "\n", - " ('total_comp_stats', 'mean_load') \\\n", - " 22.996 \n", - "GR NaN \n", - "KR NaN \n", - "SZ NaN \n", - "IL NaN \n", - "ID NaN \n", - "\n", - " ('snakemake_status', 'download_osm_data') \\\n", - " False \n", - "GR NaN \n", - "KR NaN \n", - "SZ NaN \n", - "IL NaN \n", - "ID NaN \n", - "\n", - " ('snakemake_status', 'clean_osm_data') \\\n", - " False \n", - "GR NaN \n", - "KR NaN \n", - "SZ NaN \n", - "IL NaN \n", - "ID NaN \n", - "\n", - " ('snakemake_status', 'build_shapes') \\\n", - " True \n", - "GR NaN \n", - "KR NaN \n", - "SZ NaN \n", - "IL NaN \n", - "ID NaN \n", - "\n", - " ('snakemake_status', 'build_renewable_profiles_onwind') \\\n", - " False \n", - 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GREurope0.000004112.7214213246.949798940.9708163153.1146503347.8521003341.8867244762.852463
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-2189,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2199,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2211,7 +366,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2221,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2231,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2241,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2259,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2284,15 +439,15 @@ " plt.title(f\"Electric capacity in {area}\")\n", "\n", " # Show graphic & save it\n", + " plt.savefig(f\"notebooks/validation/temp_results/el_cap_{area}\", bbox_inches='tight') # TODO add save path\n", " plt.show()\n", - " #plt.savefig(\"file\", bbox_inches='tight') # TODO add save path\n", " \n", " return" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2309,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2348,26 +503,28 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "area = \"MA\"\n", + "area = \"Africa\"\n", "data_stats, data_irena = data_selection(area, stats_capacities, irena_eleccap)\n", "plot_barplot(data_stats, data_irena, area)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot and save all continents\n", + "areas = stats_capacities.continent.unique()\n", + "for area in areas:\n", + " data_stats, data_irena = data_selection(area, stats_capacities, irena_eleccap)\n", + " plot_barplot(data_stats, data_irena, area)" + ] + }, { "attachments": {}, "cell_type": "markdown", From aaf853be089d7c08b02682c9bbb05cd6455982e1 Mon Sep 17 00:00:00 2001 From: energyls Date: Wed, 22 Mar 2023 17:16:05 +0100 Subject: [PATCH 19/31] feat: include IEA world energy balances --- notebooks/validation/stats_validation.ipynb | 30 ++++++++++++++++++ ...World Energy Balances Highlights 2022.xlsx | Bin 0 -> 7737834 bytes 2 files changed, 30 insertions(+) create mode 100644 notebooks/validation/temp_IEA/World Energy Balances Highlights 2022.xlsx diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 9500ce23..23a12b85 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -28,6 +28,7 @@ "- [ENTSO-E](https://transparency.entsoe.eu/generation/r2/installedGenerationCapacityAggregation/show)\n", "- [IRENA](https://www.irena.org/data-and-statistics), not working\n", "- [IEA](https://www.iea.org/data-and-statistics)\n", + " - Electricity demand: https://www.iea.org/data-and-statistics/data-product/world-energy-balances-highlights\n", "- [WEC](https://www.worldenergy.org/statistics/), not working\n", "- [WRI](https://www.wri.org/resources/data-sets)\n", "- [UN](https://unstats.un.org/unsd/snaama/)\n", @@ -532,6 +533,35 @@ "source": [ "### Demand" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Read the data from the excel file\n", + "df = pd.read_excel(\"notebooks/validation/temp_IEA/World Energy Balances Highlights 2022.xlsx\", sheet_name=\"TimeSeries_1971-2021\", skiprows=1, index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# filter the data, only \"Total final consumption (PJ)\" in the column \"Flow\" and \"Electricity\" in the column \"Product\" is required\n", + "df_filtered = df[(df[\"Flow\"] == \"Total final consumption (PJ)\") & (df[\"Product\"] == \"Electricity\")]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_filtered.head()" + ] } ], "metadata": { diff --git a/notebooks/validation/temp_IEA/World Energy Balances Highlights 2022.xlsx b/notebooks/validation/temp_IEA/World Energy Balances Highlights 2022.xlsx new file mode 100644 index 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a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 23a12b85..d34d6985 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -15,7 +15,7 @@ "Plots and tables shall have different aggregation levels (e.g. demand for a continent)\n", "\n", "Create statistics for:\n", - "- demand\n", + "- demand (See `demand_validation.ipynb`)\n", "- installed capacity by technology (compare with: IRENA, ...)\n", "- renewable sources (compare with: IRENA, ...)\n", "- network characteristics (length of lines for example)\n", @@ -50,7 +50,7 @@ "source": [ "## TODO\n", "- DONE: Include continent analysis with country converter coco\n", - "- Continent `Asia` shows high ror and low hydro in PyPSA-Earth, but low ror and high hydro in IRENA. Why? Technology mismatch?\n", + "- Done: Continent `Asia` shows high ror and low hydro in PyPSA-Earth, but low ror and high hydro in IRENA. Why? Technology mismatch?\n", "- Include stats on how many of the countries of a specific continent are in the PyPSA-Earth model, to better compare continental data. coco could be helpful here" ] }, @@ -60,8 +60,7 @@ "metadata": {}, "source": [ "## Questions\n", - "- Why are there no coal power plants in `stats_merged.csv`?\n", - "- Naming mismatch Hydro (IRENA)?" + "- Where is the demand in `stats.csv` ?" ] }, { @@ -111,7 +110,7 @@ " \"nuclear\": \"Nuclear\",\n", " \"oil\": \"Oil\",\n", " \"onwind\": \"Onshore wind\",\n", - " \"ror\": \"Run of river\",\n", + " #\"ror\": \"Run of river\",\n", " \"solar\": \"Solar PV\",\n", " \"hydro\": \"Hydro\",\n", " \"gas\": \"Gas\",\n", @@ -240,44 +239,14 @@ "outputs": [], "source": [ "# Define the technologies which should be compared\n", - "techs = [\"CCGT\", \"OCGT\", \"nuclear\", \"onwind\", \"solar\", \"ror\", \"hydro\", \"oil\", \"coal\", \"lignite\"]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "stats.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "techs = [\"CCGT\", \"OCGT\", \"nuclear\", \"onwind\", \"solar\", \"ror\", \"hydro\", \"oil\", \"coal\", \"lignite\"]\n", + "\n", "# Select rule \"add_electricity\" and their techs \n", - "stats_capacities = stats[\"add_electricity\"].loc[:, (techs)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "stats_capacities = stats[\"add_electricity\"].loc[:, (techs)]\n", + "\n", "# Add continent at the beginning of the dataframe\n", - "stats_capacities.insert(0, \"continent\", coco.convert(names = stats_capacities.index, src = 'ISO2', to = 'continent'))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "stats_capacities.insert(0, \"continent\", coco.convert(names = stats_capacities.index, src = 'ISO2', to = 'continent'))\n", + "\n", "# Replace NaN with zeros\n", "stats_capacities = stats_capacities.fillna(0)" ] @@ -291,10 +260,12 @@ "# Combine CCGT and OCGT to \"gas\"\n", "stats_capacities[\"gas\"] = stats_capacities[\"CCGT\"] + stats_capacities[\"OCGT\"]\n", "stats_capacities[\"coal_and_lignite\"] = stats_capacities[\"coal\"] + stats_capacities[\"lignite\"]\n", + "stats_capacities[\"hydro\"] = stats_capacities[\"ror\"] + stats_capacities[\"hydro\"]\n", "del stats_capacities[\"CCGT\"] \n", "del stats_capacities[\"OCGT\"] # TODO write in one line\n", "del stats_capacities[\"coal\"] \n", - "del stats_capacities[\"lignite\"]" + "del stats_capacities[\"lignite\"]\n", + "del stats_capacities[\"ror\"]" ] }, { @@ -350,19 +321,16 @@ "outputs": [], "source": [ "# Rename the technologies in irena_eleccap to match the names in stats_capacities using the dict names\n", - "irena_eleccap[\"Technology\"] = irena_eleccap[\"Technology\"].replace(uniform_names)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "irena_eleccap[\"Technology\"] = irena_eleccap[\"Technology\"].replace(uniform_names)\n", + "\n", "# Transform technologies to columns and have the countries as index\n", "irena_eleccap = irena_eleccap.pivot_table(index=[\"Country/area\"], columns=\"Technology\", values=\"Installed electricity capacity by country/area (MW)\")\n", "# Reset name of columns\n", - "irena_eleccap.columns.name = None" + "irena_eleccap.columns.name = None\n", + "\n", + "# Combine the columns ror and hydro and name them hydro\n", + "irena_eleccap[\"hydro\"] = irena_eleccap[\"ror\"] + irena_eleccap[\"hydro\"]\n", + "del irena_eleccap[\"ror\"]" ] }, { @@ -382,29 +350,12 @@ "outputs": [], "source": [ "# Add continent at the beginning of the dataframe\n", - "irena_eleccap.insert(0, \"continent\", coco.convert(names = irena_eleccap.index, src = 'ISO2', to = 'continent'))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "irena_eleccap.insert(0, \"continent\", coco.convert(names = irena_eleccap.index, src = 'ISO2', to = 'continent'))\n", + "\n", "# Rename to nice plotting names\n", "irena_eleccap.rename(columns=nice_names, inplace=True)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Merge the two dataframes\n", - "# merged = pd.merge(stats_capacities, irena_eleccap, left_index=True, right_index=True)" - ] - }, { "attachments": {}, "cell_type": "markdown", @@ -534,6 +485,43 @@ "### Demand" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Select rule \"add_electricity\" and their techs \n", + "stats_demand = stats[\"add_electricity\"].loc[:, (techs)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add continent at the beginning of the dataframe\n", + "stats_capacities.insert(0, \"continent\", coco.convert(names = stats_capacities.index, src = 'ISO2', to = 'continent'))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "IEA" + ] + }, { "cell_type": "code", "execution_count": null, @@ -541,7 +529,7 @@ "outputs": [], "source": [ "# Read the data from the excel file\n", - "df = pd.read_excel(\"notebooks/validation/temp_IEA/World Energy Balances Highlights 2022.xlsx\", sheet_name=\"TimeSeries_1971-2021\", skiprows=1, index_col=0)" + "iea_web = pd.read_excel(\"notebooks/validation/temp_IEA/World Energy Balances Highlights 2022.xlsx\", sheet_name=\"TimeSeries_1971-2021\", skiprows=1, index_col=0)" ] }, { @@ -551,7 +539,67 @@ "outputs": [], "source": [ "# filter the data, only \"Total final consumption (PJ)\" in the column \"Flow\" and \"Electricity\" in the column \"Product\" is required\n", - "df_filtered = df[(df[\"Flow\"] == \"Total final consumption (PJ)\") & (df[\"Product\"] == \"Electricity\")]" + "iea_el_demand = iea_web[(iea_web[\"Flow\"] == \"Total final consumption (PJ)\") & (iea_web[\"Product\"] == \"Electricity\")]\n", + "\n", + "# Get electricity demand of 2020 (most recent one available)\n", + "iea_el_demand = pd.DataFrame(iea_el_demand[2020]) * 0.277777778 #convert PJ to TWh " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Change index entry \"Non-OECD Asia (including China)\" to \"Non-OECD Asia (including C)\" to avoid regex to match \"China\"\n", + "iea_el_demand.rename(index={\"Non-OECD Asia (including China)\": \"Non-OECD Asia (including C)\"}, inplace=True)\n", + "\n", + "# Change country name to two digit country code and keep the old index where country_name_2_two_digits() returns \"not found\"\n", + "old_index = iea_el_demand.index.tolist()\n", + "new_index = iea_el_demand.index.map(country_name_2_two_digits) .tolist()\n", + "\n", + "for i in range(len(new_index)):\n", + " if new_index[i] == \"not found\":\n", + " new_index[i] = old_index[i]\n", + "\n", + "iea_el_demand.index = new_index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "iea_el_demand.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Networks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Select rule \"add_electricity\" and their techs \n", + "stats_network = stats[\"base_network\"].loc[:, [\"lines_length\", \"lines_capacity\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add continent at the beginning of the dataframe\n", + "stats_network.insert(0, \"continent\", coco.convert(names = stats_network.index, src = 'ISO2', to = 'continent'))" ] }, { @@ -560,7 +608,7 @@ "metadata": {}, "outputs": [], "source": [ - "df_filtered.head()" + "stats_network.head()" ] } ], From 92e5bf0be089bc7ee0b9368b3924f8b64387ec9e Mon Sep 17 00:00:00 2001 From: energyls Date: Tue, 28 Mar 2023 15:43:53 +0200 Subject: [PATCH 21/31] chore: get gridkit data but gitignore it --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 4f481702..a84891be 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,3 @@ notebooks/validation/temp_mar_starter_kit - +notebooks/validation/temp_gridkit notebooks/validation/temp_results/ \ No newline at end of file From 17a27ffdb05e97db0639c5c071b6842484a7dd0f Mon Sep 17 00:00:00 2001 From: energyls Date: Tue, 28 Mar 2023 15:54:24 +0200 Subject: [PATCH 22/31] feat: include warning, that EU fossils are handled differently --- notebooks/validation/stats_validation.ipynb | 73 +++++++++++++++++++-- 1 file changed, 66 insertions(+), 7 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index d34d6985..0bd47a05 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -18,7 +18,7 @@ "- demand (See `demand_validation.ipynb`)\n", "- installed capacity by technology (compare with: IRENA, ...)\n", "- renewable sources (compare with: IRENA, ...)\n", - "- network characteristics (length of lines for example)\n", + "- network characteristics (length of lines for example, https://wiki.openmod-initiative.org/wiki/Transmission_network_datasets)\n", "\n", "Plots:\n", "- Compare the statistics of the PyPSA-Earth model with open data\n", @@ -50,8 +50,9 @@ "source": [ "## TODO\n", "- DONE: Include continent analysis with country converter coco\n", - "- Done: Continent `Asia` shows high ror and low hydro in PyPSA-Earth, but low ror and high hydro in IRENA. Why? Technology mismatch?\n", - "- Include stats on how many of the countries of a specific continent are in the PyPSA-Earth model, to better compare continental data. coco could be helpful here" + "- DONE: Continent `Asia` shows high ror and low hydro in PyPSA-Earth, but low ror and high hydro in IRENA. Why? Technology mismatch?\n", + "- Include stats on how many of the countries of a specific continent are in the PyPSA-Earth model, to better compare continental data. coco could be helpful here. Is this necessary?\n", + "- Fossil fuels as oil, gas, coal are often summed up as 'Fossil fuels n.e.s' in Europe which means 'not elsewhere specified' in IRENA data. How to deal with this?" ] }, { @@ -420,7 +421,7 @@ "metadata": {}, "outputs": [], "source": [ - "def data_selection(area, stats_capacities, irena_eleccap):\n", + "def area_selection(area, stats_capacities, irena_eleccap):\n", "\n", " _stats_capacities = stats_capacities.copy()\n", " _irena_eleccap = irena_eleccap.copy()\n", @@ -460,7 +461,7 @@ "outputs": [], "source": [ "area = \"Africa\"\n", - "data_stats, data_irena = data_selection(area, stats_capacities, irena_eleccap)\n", + "data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap)\n", "plot_barplot(data_stats, data_irena, area)" ] }, @@ -473,8 +474,10 @@ "# Plot and save all continents\n", "areas = stats_capacities.continent.unique()\n", "for area in areas:\n", - " data_stats, data_irena = data_selection(area, stats_capacities, irena_eleccap)\n", - " plot_barplot(data_stats, data_irena, area)" + " data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap)\n", + " plot_barplot(data_stats, data_irena, area)\n", + " if area == \"Europe\":\n", + " print(\"Fossil fuels as oil, gas, coal are often summed up as 'Fossil fuels n.e.s' in Europe which means 'not elsewhere specified' in IRENA data.\")" ] }, { @@ -610,6 +613,62 @@ "source": [ "stats_network.head()" ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GridKit" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get GridKit data https://zenodo.org/record/47317#.ZBw1KvaZM-U. Manually downloaded and extracted.\n", + "gridkit_europe = pd.read_csv(\"notebooks/validation/temp_gridkit/gridkit_euorpe/gridkit_europe-highvoltage-links.csv\")\n", + "gridkit_northamerica = pd.read_csv(\"notebooks/validation/temp_gridkit/gridkit_north_america/gridkit_north_america-highvoltage-links.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gridkit_europe.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gridkit_europe_length = gridkit_europe[\"length_m\"].sum() / 1e3 # convert from m to km\n", + "gridkit_northamerica_length = gridkit_nothamerica[\"length_m\"].sum() / 1e3 # convert from m to km" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gridkit_europe_length" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gridkit_northamerica_length" + ] } ], "metadata": { From adc5a8f613325e04372825539f3afd73843fe406 Mon Sep 17 00:00:00 2001 From: energyls Date: Fri, 14 Apr 2023 10:02:44 +0200 Subject: [PATCH 23/31] chore: include new stats dataset --- notebooks/validation/stats_validation.ipynb | 16 +- .../temp_stats_csv/stats_merged_07_04_23.csv | 250 ++++++++++++++++++ 2 files changed, 263 insertions(+), 3 deletions(-) create mode 100644 notebooks/validation/temp_stats_csv/stats_merged_07_04_23.csv diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 0bd47a05..88044abc 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -158,7 +158,7 @@ "outputs": [], "source": [ "# Read it with multilevel column names. Make sure that the country index \"NA\" is not recognized as NaN\n", - "stats = pd.read_csv(\"notebooks/validation/temp_stats_csv/stats_merged_20_3_23.csv\", index_col=0, header=[0,1], keep_default_na=False, na_values=\"\")" + "stats = pd.read_csv(\"notebooks/validation/temp_stats_csv/stats_merged_07_04_23.csv\", index_col=0, header=[0,1], keep_default_na=False, na_values=\"\")" ] }, { @@ -460,7 +460,7 @@ "metadata": {}, "outputs": [], "source": [ - "area = \"Africa\"\n", + "area = \"MA\"\n", "data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap)\n", "plot_barplot(data_stats, data_irena, area)" ] @@ -473,6 +473,7 @@ "source": [ "# Plot and save all continents\n", "areas = stats_capacities.continent.unique()\n", + "areas = areas[areas != \"not found\"]\n", "for area in areas:\n", " data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap)\n", " plot_barplot(data_stats, data_irena, area)\n", @@ -507,6 +508,15 @@ "stats_demand = stats[\"add_electricity\"].loc[:, (techs)]" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_demand.head()" + ] + }, { "cell_type": "code", "execution_count": null, @@ -649,7 +659,7 @@ "outputs": [], "source": [ "gridkit_europe_length = gridkit_europe[\"length_m\"].sum() / 1e3 # convert from m to km\n", - "gridkit_northamerica_length = gridkit_nothamerica[\"length_m\"].sum() / 1e3 # convert from m to km" + "gridkit_northamerica_length = gridkit_northamerica[\"length_m\"].sum() / 1e3 # convert from m to km" ] }, { diff --git a/notebooks/validation/temp_stats_csv/stats_merged_07_04_23.csv b/notebooks/validation/temp_stats_csv/stats_merged_07_04_23.csv new file mode 100644 index 00000000..673971dc --- /dev/null +++ b/notebooks/validation/temp_stats_csv/stats_merged_07_04_23.csv @@ -0,0 +1,250 @@ 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+LC,,,,,,,,,,,,,,,,,16168835998.00451,10.0,100.0,186158.82885742188,4800945120.0,23.1407,69.05,1000.36,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23.1407,1000.36,23.1407,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,,,,,,,,,,,,,,,,,,,, +NR,,,,1.0,1.5881,10.07,461.5,,,,,,,,,,309404841466.0815,14.0,100.0,12698.225067138672,0.0,21.8676,73.34,999.67,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23.4557,999.67,19.41927767653759,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,,,,,,,,,,,,,,,,,,,, +MF,,,,,,,,,,,,,,,,,1611058131.1819074,1.0,100.0,38574.375,821506048.0,22.7972,65.28,1016.98,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22.7972,1016.98,22.7972,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,,,,,,,,,,,,,,,,,,,, +CK,,3.0,,,1.5288,11.61,461.5,,,,,,,,,,1981067943503.576,11.0,100.0,17462.928791046143,0.0,33.3727,47.7,1012.86,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,34.9015,1012.86,27.139220333839152,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,,,,,,,,,,,,,,,,,,,, +VI,1.0,36.0,,4.0,5.6698,7.74,20547.97,,,,,,,,,,38639845310.89661,3.0,100.0,104225.71435546876,2368303104.0,25.3305,56.4,1004.23,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31.000300000000003,20547.97,22.95797399438728,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,,,,,,,,,,,,,,,,,,,, +XD,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,,,,,,,,,,,,,,,,,,,, From e12f93471f5d7f55adcc1f776aab3218e5f0f7c4 Mon Sep 17 00:00:00 2001 From: energyls Date: Fri, 14 Apr 2023 10:22:48 +0200 Subject: [PATCH 24/31] feat: include demand investigation between rules --- notebooks/validation/stats_validation.ipynb | 38 ++++++++++++++++++++- 1 file changed, 37 insertions(+), 1 deletion(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 88044abc..629a994a 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -505,7 +505,17 @@ "outputs": [], "source": [ "# Select rule \"add_electricity\" and their techs \n", - "stats_demand = stats[\"add_electricity\"].loc[:, (techs)]" + "stats_demand = stats[\"add_electricity\"].loc[:, \"demand\"]\n", + "stats_demand_solve = stats[\"solve_network\"].loc[:, \"demand\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_demand_solve.head()" ] }, { @@ -517,6 +527,32 @@ "stats_demand.head()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "diff.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot a boxplot to compare the difference in percent between the demand in \"stats_demand\" and \"stats_demand_solve\"\n", + "diff = ((stats_demand_solve - stats_demand)/stats_demand*100).dropna()\n", + "plt.figure(figsize=(6, 4))\n", + "plt.boxplot(diff)\n", + "plt.ylabel(\"Demand reduction in %\")\n", + "plt.title(\"Demand reduction from 'add_electricity' to 'solve_network'\")\n", + "plt.grid(axis='y', alpha=0.5)\n", + "plt.xticks([1], [\"Countries\"])\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, From c12ddd953ea70e44304010611f9e0ac1c3f9f559 Mon Sep 17 00:00:00 2001 From: energyls Date: Fri, 14 Apr 2023 10:34:06 +0200 Subject: [PATCH 25/31] chore: save demand in one df --- notebooks/validation/stats_validation.ipynb | 28 +++++++++++---------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 629a994a..c28e95a4 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -515,7 +515,9 @@ "metadata": {}, "outputs": [], "source": [ - "stats_demand_solve.head()" + "# Create a dataframe with the demand of add_electricity and solve_network\n", + "stats_demand = pd.concat([stats[\"add_electricity\"].loc[:, \"demand\"], stats[\"solve_network\"].loc[:, \"demand\"]], axis=1)\n", + "stats_demand.columns = [\"demand_add_el\", \"demand_solve\"]" ] }, { @@ -524,7 +526,15 @@ "metadata": {}, "outputs": [], "source": [ - "stats_demand.head()" + "# Plot a boxplot to compare the difference in percent between the demand in \"stats_demand\" and \"stats_demand_solve\"\n", + "diff = ((stats_demand[\"demand_solve\"] - stats_demand[\"demand_add_el\"])/stats_demand[\"demand_add_el\"]*100).dropna()\n", + "plt.figure(figsize=(6, 4))\n", + "plt.boxplot(diff)\n", + "plt.ylabel(\"Demand reduction in %\")\n", + "plt.title(\"Demand reduction from 'add_electricity' to 'solve_network'\")\n", + "plt.grid(axis='y', alpha=0.5)\n", + "plt.xticks([1], [\"Countries\"])\n", + "plt.show()" ] }, { @@ -542,15 +552,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Plot a boxplot to compare the difference in percent between the demand in \"stats_demand\" and \"stats_demand_solve\"\n", - "diff = ((stats_demand_solve - stats_demand)/stats_demand*100).dropna()\n", - "plt.figure(figsize=(6, 4))\n", - "plt.boxplot(diff)\n", - "plt.ylabel(\"Demand reduction in %\")\n", - "plt.title(\"Demand reduction from 'add_electricity' to 'solve_network'\")\n", - "plt.grid(axis='y', alpha=0.5)\n", - "plt.xticks([1], [\"Countries\"])\n", - "plt.show()" + "# Add continent at the beginning of the dataframe\n", + "stats_demand.insert(0, \"continent\", coco.convert(names = stats_demand.index, src = 'ISO2', to = 'continent'))" ] }, { @@ -559,8 +562,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Add continent at the beginning of the dataframe\n", - "stats_capacities.insert(0, \"continent\", coco.convert(names = stats_capacities.index, src = 'ISO2', to = 'continent'))" + "stats_demand.head()" ] }, { From 68a7b57f06f7af1a559074df58039df1ba6d5030 Mon Sep 17 00:00:00 2001 From: energyls Date: Fri, 14 Apr 2023 11:18:40 +0200 Subject: [PATCH 26/31] feat: include owid data --- .../temp_owid/electricity-demand.csv | 5571 +++++++++++++++++ 1 file changed, 5571 insertions(+) create mode 100644 notebooks/validation/temp_owid/electricity-demand.csv diff --git a/notebooks/validation/temp_owid/electricity-demand.csv b/notebooks/validation/temp_owid/electricity-demand.csv new file mode 100644 index 00000000..490afbd9 --- /dev/null +++ b/notebooks/validation/temp_owid/electricity-demand.csv @@ -0,0 +1,5571 @@ +Entity,Code,Year,Electricity demand (TWh) +Afghanistan,AFG,2000,0.57 +Afghanistan,AFG,2001,0.69 +Afghanistan,AFG,2002,0.79 +Afghanistan,AFG,2003,1.04 +Afghanistan,AFG,2004,0.99 +Afghanistan,AFG,2005,1.03 +Afghanistan,AFG,2006,1.27 +Afghanistan,AFG,2007,1.56 +Afghanistan,AFG,2008,1.48 +Afghanistan,AFG,2009,2.09 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Kong,HKG,2001,39.3 +Hong Kong,HKG,2002,40.27 +Hong Kong,HKG,2003,40.77 +Hong Kong,HKG,2004,41.65 +Hong Kong,HKG,2005,42.64 +Hong Kong,HKG,2006,42.66 +Hong Kong,HKG,2007,43.53 +Hong Kong,HKG,2008,42.96 +Hong Kong,HKG,2009,43.64 +Hong Kong,HKG,2010,43.94 +Hong Kong,HKG,2011,44.51 +Hong Kong,HKG,2012,45.79 +Hong Kong,HKG,2013,45.07 +Hong Kong,HKG,2014,46.52 +Hong Kong,HKG,2015,46.28 +Hong Kong,HKG,2016,46.42 +Hong Kong,HKG,2017,46.08 +Hong Kong,HKG,2018,46.46 +Hong Kong,HKG,2019,47.12 +Hong Kong,HKG,2020,45.84 +Hong Kong,HKG,2021,47.81 +Hungary,HUN,1990,39.59 +Hungary,HUN,1991,37.31 +Hungary,HUN,1992,35.15 +Hungary,HUN,1993,35.38 +Hungary,HUN,1994,35.55 +Hungary,HUN,1995,36.43 +Hungary,HUN,1996,37.29 +Hungary,HUN,1997,37.55 +Hungary,HUN,1998,37.94 +Hungary,HUN,1999,38.89 +Hungary,HUN,2000,38.63 +Hungary,HUN,2001,39.59 +Hungary,HUN,2002,40.41 +Hungary,HUN,2003,41.07 +Hungary,HUN,2004,41.18 +Hungary,HUN,2005,41.98 +Hungary,HUN,2006,43.06 +Hungary,HUN,2007,43.95 +Hungary,HUN,2008,43.92 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+Kazakhstan,KAZ,2009,78.06 +Kazakhstan,KAZ,2010,83.81 +Kazakhstan,KAZ,2011,87.37 +Kazakhstan,KAZ,2012,91.94 +Kazakhstan,KAZ,2013,91.76 +Kazakhstan,KAZ,2014,93.47 +Kazakhstan,KAZ,2015,91.64 +Kazakhstan,KAZ,2016,93.38 +Kazakhstan,KAZ,2017,98.76 +Kazakhstan,KAZ,2018,103.79 +Kazakhstan,KAZ,2019,103.42 +Kazakhstan,KAZ,2020,107.06 +Kazakhstan,KAZ,2021,113.6 +Kenya,KEN,2000,4.25 +Kenya,KEN,2001,4.76 +Kenya,KEN,2002,4.98 +Kenya,KEN,2003,5.3 +Kenya,KEN,2004,5.6 +Kenya,KEN,2005,5.86 +Kenya,KEN,2006,6.28 +Kenya,KEN,2007,6.48 +Kenya,KEN,2008,6.39 +Kenya,KEN,2009,6.58 +Kenya,KEN,2010,7.22 +Kenya,KEN,2011,7.59 +Kenya,KEN,2012,8.1 +Kenya,KEN,2013,8.68 +Kenya,KEN,2014,8.5 +Kenya,KEN,2015,9.88 +Kenya,KEN,2016,9.74 +Kenya,KEN,2017,10.93 +Kenya,KEN,2018,11.33 +Kenya,KEN,2019,11.68 +Kenya,KEN,2020,11.87 +Kenya,KEN,2021,11.97 +Kiribati,KIR,2000,0.01 +Kiribati,KIR,2001,0.01 +Kiribati,KIR,2002,0.01 +Kiribati,KIR,2003,0.02 +Kiribati,KIR,2004,0.02 +Kiribati,KIR,2005,0.02 +Kiribati,KIR,2006,0.02 +Kiribati,KIR,2007,0.02 +Kiribati,KIR,2008,0.02 +Kiribati,KIR,2009,0.02 +Kiribati,KIR,2010,0.02 +Kiribati,KIR,2011,0.02 +Kiribati,KIR,2012,0.02 +Kiribati,KIR,2013,0.02 +Kiribati,KIR,2014,0.02 +Kiribati,KIR,2015,0.02 +Kiribati,KIR,2016,0.03 +Kiribati,KIR,2017,0.03 +Kiribati,KIR,2018,0.03 +Kiribati,KIR,2019,0.03 +Kiribati,KIR,2020,0.03 +Kiribati,KIR,2021,0.03 +Kosovo,OWID_KOS,2000,3.33 +Kosovo,OWID_KOS,2001,4.2 +Kosovo,OWID_KOS,2002,4.18 +Kosovo,OWID_KOS,2003,4.09 +Kosovo,OWID_KOS,2004,4.54 +Kosovo,OWID_KOS,2005,4.73 +Kosovo,OWID_KOS,2006,4.71 +Kosovo,OWID_KOS,2007,5.05 +Kosovo,OWID_KOS,2008,5.57 +Kosovo,OWID_KOS,2009,5.46 +Kosovo,OWID_KOS,2010,5.64 +Kosovo,OWID_KOS,2011,6.22 +Kosovo,OWID_KOS,2012,6.09 +Kosovo,OWID_KOS,2013,6.18 +Kosovo,OWID_KOS,2014,5.92 +Kosovo,OWID_KOS,2015,6.24 +Kosovo,OWID_KOS,2016,5.47 +Kosovo,OWID_KOS,2017,6.28 +Kosovo,OWID_KOS,2018,6.06 +Kosovo,OWID_KOS,2019,6.37 +Kosovo,OWID_KOS,2020,6.38 +Kuwait,KWT,2000,30.38 +Kuwait,KWT,2001,32.24 +Kuwait,KWT,2002,34.18 +Kuwait,KWT,2003,37.41 +Kuwait,KWT,2004,38.78 +Kuwait,KWT,2005,41.11 +Kuwait,KWT,2006,44.75 +Kuwait,KWT,2007,45.83 +Kuwait,KWT,2008,48.64 +Kuwait,KWT,2009,50.02 +Kuwait,KWT,2010,53.66 +Kuwait,KWT,2011,54.04 +Kuwait,KWT,2012,57.45 +Kuwait,KWT,2013,57.33 +Kuwait,KWT,2014,61.24 +Kuwait,KWT,2015,64.19 +Kuwait,KWT,2016,65.85 +Kuwait,KWT,2017,68.4 +Kuwait,KWT,2018,69.64 +Kuwait,KWT,2019,70.51 +Kuwait,KWT,2020,66.94 +Kuwait,KWT,2021,71.22 +Kyrgyzstan,KGZ,2000,12.92 +Kyrgyzstan,KGZ,2001,12.83 +Kyrgyzstan,KGZ,2002,12.16 +Kyrgyzstan,KGZ,2003,13.7 +Kyrgyzstan,KGZ,2004,12.7 +Kyrgyzstan,KGZ,2005,11.96 +Kyrgyzstan,KGZ,2006,11.77 +Kyrgyzstan,KGZ,2007,12.2 +Kyrgyzstan,KGZ,2008,10.81 +Kyrgyzstan,KGZ,2009,9.73 +Kyrgyzstan,KGZ,2010,10.22 +Kyrgyzstan,KGZ,2011,12.29 +Kyrgyzstan,KGZ,2012,13.31 +Kyrgyzstan,KGZ,2013,13.71 +Kyrgyzstan,KGZ,2014,14.57 +Kyrgyzstan,KGZ,2015,13.36 +Kyrgyzstan,KGZ,2016,13.17 +Kyrgyzstan,KGZ,2017,14.07 +Kyrgyzstan,KGZ,2018,14.56 +Kyrgyzstan,KGZ,2019,14.85 +Kyrgyzstan,KGZ,2020,16.22 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(Ember),,2010,1362.98 +Latin America and Caribbean (Ember),,2011,1419.14 +Latin America and Caribbean (Ember),,2012,1466.76 +Latin America and Caribbean (Ember),,2013,1512.59 +Latin America and Caribbean (Ember),,2014,1512.93 +Latin America and Caribbean (Ember),,2015,1555.34 +Latin America and Caribbean (Ember),,2016,1565.77 +Latin America and Caribbean (Ember),,2017,1578.06 +Latin America and Caribbean (Ember),,2018,1622.29 +Latin America and Caribbean (Ember),,2019,1610.59 +Latin America and Caribbean (Ember),,2020,1615.91 +Latin America and Caribbean (Ember),,2021,1702.55 +Latvia,LVA,1990,10.23 +Latvia,LVA,1991,9.88 +Latvia,LVA,1992,7.92 +Latvia,LVA,1993,6.43 +Latvia,LVA,1994,6.26 +Latvia,LVA,1995,6.25 +Latvia,LVA,1996,6.35 +Latvia,LVA,1997,6.33 +Latvia,LVA,1998,6.33 +Latvia,LVA,1999,6.06 +Latvia,LVA,2000,5.93 +Latvia,LVA,2001,6.15 +Latvia,LVA,2002,6.32 +Latvia,LVA,2003,6.6 +Latvia,LVA,2004,6.79 +Latvia,LVA,2005,7.07 +Latvia,LVA,2006,7.4 +Latvia,LVA,2007,7.76 +Latvia,LVA,2008,7.79 +Latvia,LVA,2009,7.22 +Latvia,LVA,2010,7.5 +Latvia,LVA,2011,7.33 +Latvia,LVA,2012,7.86 +Latvia,LVA,2013,7.56 +Latvia,LVA,2014,7.46 +Latvia,LVA,2015,7.36 +Latvia,LVA,2016,7.45 +Latvia,LVA,2017,7.47 +Latvia,LVA,2018,7.63 +Latvia,LVA,2019,7.56 +Latvia,LVA,2020,7.35 +Latvia,LVA,2021,7.62 +Latvia,LVA,2022,7.38 +Lebanon,LBN,2000,10.59 +Lebanon,LBN,2001,10.67 +Lebanon,LBN,2002,11.95 +Lebanon,LBN,2003,12.51 +Lebanon,LBN,2004,12.01 +Lebanon,LBN,2005,12.2 +Lebanon,LBN,2006,11.88 +Lebanon,LBN,2007,12.34 +Lebanon,LBN,2008,13.14 +Lebanon,LBN,2009,14.13 +Lebanon,LBN,2010,16.06 +Lebanon,LBN,2011,16.21 +Lebanon,LBN,2012,15.86 +Lebanon,LBN,2013,18.27 +Lebanon,LBN,2014,17.04 +Lebanon,LBN,2015,17.83 +Lebanon,LBN,2016,18.35 +Lebanon,LBN,2017,20.56 +Lebanon,LBN,2018,20.04 +Lebanon,LBN,2019,20.45 +Lebanon,LBN,2020,19.48 +Lebanon,LBN,2021,20.66 +Lesotho,LSO,2000,0.29 +Lesotho,LSO,2001,0.3 +Lesotho,LSO,2002,0.29 +Lesotho,LSO,2003,0.32 +Lesotho,LSO,2004,0.32 +Lesotho,LSO,2005,0.45 +Lesotho,LSO,2006,0.55 +Lesotho,LSO,2007,0.59 +Lesotho,LSO,2008,0.63 +Lesotho,LSO,2009,0.77 +Lesotho,LSO,2010,0.89 +Lesotho,LSO,2011,0.71 +Lesotho,LSO,2012,0.78 +Lesotho,LSO,2013,0.79 +Lesotho,LSO,2014,0.79 +Lesotho,LSO,2015,0.79 +Lesotho,LSO,2016,0.89 +Lesotho,LSO,2017,0.93 +Lesotho,LSO,2018,0.94 +Lesotho,LSO,2019,1.04 +Lesotho,LSO,2020,1.04 +Lesotho,LSO,2021,1.03 +Liberia,LBR,2000,0.2 +Liberia,LBR,2001,0.2 +Liberia,LBR,2002,0.2 +Liberia,LBR,2003,0.2 +Liberia,LBR,2004,0.2 +Liberia,LBR,2005,0.2 +Liberia,LBR,2006,0.2 +Liberia,LBR,2007,0.25 +Liberia,LBR,2008,0.25 +Liberia,LBR,2009,0.25 +Liberia,LBR,2010,0.25 +Liberia,LBR,2011,0.28 +Liberia,LBR,2012,0.28 +Liberia,LBR,2013,0.28 +Liberia,LBR,2014,0.28 +Liberia,LBR,2015,0.29 +Liberia,LBR,2016,0.38 +Liberia,LBR,2017,0.37 +Liberia,LBR,2018,0.32 +Liberia,LBR,2019,0.31 +Liberia,LBR,2020,0.89 +Liberia,LBR,2021,0.92 +Libya,LBY,2000,14.56 +Libya,LBY,2001,15.14 +Libya,LBY,2002,16.48 +Libya,LBY,2003,17.81 +Libya,LBY,2004,18.99 +Libya,LBY,2005,21.36 +Libya,LBY,2006,23.3 +Libya,LBY,2007,24.63 +Libya,LBY,2008,28.83 +Libya,LBY,2009,29.15 +Libya,LBY,2010,30.53 +Libya,LBY,2011,24.39 +Libya,LBY,2012,32.27 +Libya,LBY,2013,35.7 +Libya,LBY,2014,35.56 +Libya,LBY,2015,35.26 +Libya,LBY,2016,29.92 +Libya,LBY,2017,31.59 +Libya,LBY,2018,32.6 +Libya,LBY,2019,32.48 +Libya,LBY,2020,31.36 +Libya,LBY,2021,33.37 +Lithuania,LTU,1990,16.38 +Lithuania,LTU,1991,16.58 +Lithuania,LTU,1992,13.23 +Lithuania,LTU,1993,11.18 +Lithuania,LTU,1994,10.83 +Lithuania,LTU,1995,10.81 +Lithuania,LTU,1996,11.04 +Lithuania,LTU,1997,10.83 +Lithuania,LTU,1998,11.02 +Lithuania,LTU,1999,10.34 +Lithuania,LTU,2000,9.69 +Lithuania,LTU,2001,10.33 +Lithuania,LTU,2002,10.66 +Lithuania,LTU,2003,11.13 +Lithuania,LTU,2004,11.39 +Lithuania,LTU,2005,11.25 +Lithuania,LTU,2006,11.44 +Lithuania,LTU,2007,11.86 +Lithuania,LTU,2008,12.13 +Lithuania,LTU,2009,11.44 +Lithuania,LTU,2010,10.74 +Lithuania,LTU,2011,10.73 +Lithuania,LTU,2012,10.92 +Lithuania,LTU,2013,10.93 +Lithuania,LTU,2014,11.08 +Lithuania,LTU,2015,11.21 +Lithuania,LTU,2016,11.68 +Lithuania,LTU,2017,12.03 +Lithuania,LTU,2018,12.38 +Lithuania,LTU,2019,12.48 +Lithuania,LTU,2020,12.44 +Lithuania,LTU,2021,13.21 +Lithuania,LTU,2022,12.84 +Low-income countries,,2000,65.64 +Low-income countries,,2001,72.439995 +Low-income countries,,2002,73.86 +Low-income countries,,2003,80 +Low-income countries,,2004,87.22 +Low-income countries,,2005,92.509995 +Low-income countries,,2006,97.259995 +Low-income countries,,2007,102.24 +Low-income countries,,2008,107.71 +Low-income countries,,2009,110.979996 +Low-income countries,,2010,119.96 +Low-income countries,,2011,116.52 +Low-income countries,,2012,115.4 +Low-income countries,,2013,110.71 +Low-income countries,,2014,111.78 +Low-income countries,,2015,106.479996 +Low-income countries,,2016,112.62 +Low-income countries,,2017,114.72 +Low-income countries,,2018,117.92 +Low-income countries,,2019,119.03 +Low-income countries,,2020,120.54 +Low-income countries,,2021,121.74 +Lower-middle-income countries,,2000,1398.1699 +Lower-middle-income countries,,2001,1456.58 +Lower-middle-income countries,,2002,1529.28 +Lower-middle-income countries,,2003,1607.8 +Lower-middle-income countries,,2004,1721.48 +Lower-middle-income countries,,2005,1785.13 +Lower-middle-income countries,,2006,1881.27 +Lower-middle-income countries,,2007,1982.37 +Lower-middle-income countries,,2008,2041.5 +Lower-middle-income countries,,2009,2123.6301 +Lower-middle-income countries,,2010,2306.6301 +Lower-middle-income countries,,2011,2454.59 +Lower-middle-income countries,,2012,2592.5598 +Lower-middle-income countries,,2013,2711.51 +Lower-middle-income countries,,2014,2897.67 +Lower-middle-income countries,,2015,3015.94 +Lower-middle-income countries,,2016,3177.12 +Lower-middle-income countries,,2017,3328.04 +Lower-middle-income countries,,2018,3519.1301 +Lower-middle-income countries,,2019,3624.12 +Lower-middle-income countries,,2020,3576.32 +Lower-middle-income countries,,2021,3837.2 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countries,,2014,9358.79 +Upper-middle-income countries,,2015,9414.22 +Upper-middle-income countries,,2016,9803.14 +Upper-middle-income countries,,2017,10350.2705 +Upper-middle-income countries,,2018,11001.13 +Upper-middle-income countries,,2019,11378.25 +Upper-middle-income countries,,2020,11596.98 +Upper-middle-income countries,,2021,12537.33 +Uruguay,URY,2000,7.88 +Uruguay,URY,2001,8.12 +Uruguay,URY,2002,7.75 +Uruguay,URY,2003,7.83 +Uruguay,URY,2004,8.03 +Uruguay,URY,2005,8.3 +Uruguay,URY,2006,8.29 +Uruguay,URY,2007,9.07 +Uruguay,URY,2008,9.43 +Uruguay,URY,2009,10.02 +Uruguay,URY,2010,10.72 +Uruguay,URY,2011,10.82 +Uruguay,URY,2012,11.17 +Uruguay,URY,2013,11.25 +Uruguay,URY,2014,11.58 +Uruguay,URY,2015,12.28 +Uruguay,URY,2016,13.01 +Uruguay,URY,2017,12.79 +Uruguay,URY,2018,13.33 +Uruguay,URY,2019,13.03 +Uruguay,URY,2020,12.92 +Uruguay,URY,2021,14.74 +Uzbekistan,UZB,2000,45.61 +Uzbekistan,UZB,2001,45.44 +Uzbekistan,UZB,2002,46.59 +Uzbekistan,UZB,2003,46.73 +Uzbekistan,UZB,2004,47.33 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+Venezuela,VEN,2001,87.71 +Venezuela,VEN,2002,86.79 +Venezuela,VEN,2003,88.86 +Venezuela,VEN,2004,96.59 +Venezuela,VEN,2005,100.81 +Venezuela,VEN,2006,107.35 +Venezuela,VEN,2007,111.3 +Venezuela,VEN,2008,116.01 +Venezuela,VEN,2009,116.33 +Venezuela,VEN,2010,110.78 +Venezuela,VEN,2011,115.31 +Venezuela,VEN,2012,118.99 +Venezuela,VEN,2013,120.75 +Venezuela,VEN,2014,99.48 +Venezuela,VEN,2015,118.23 +Venezuela,VEN,2016,103.57 +Venezuela,VEN,2017,100.15 +Venezuela,VEN,2018,96.25 +Venezuela,VEN,2019,82.18 +Venezuela,VEN,2020,93.58 +Venezuela,VEN,2021,94.1 +Vietnam,VNM,2000,26.56 +Vietnam,VNM,2001,30.61 +Vietnam,VNM,2002,35.8 +Vietnam,VNM,2003,40.93 +Vietnam,VNM,2004,46.2 +Vietnam,VNM,2005,52.46 +Vietnam,VNM,2006,58.87 +Vietnam,VNM,2007,66.79 +Vietnam,VNM,2008,74.17 +Vietnam,VNM,2009,84.37 +Vietnam,VNM,2010,96.36 +Vietnam,VNM,2011,105.38 +Vietnam,VNM,2012,116.6 +Vietnam,VNM,2013,126.79 +Vietnam,VNM,2014,142.69 +Vietnam,VNM,2015,158.93 +Vietnam,VNM,2016,177.08 +Vietnam,VNM,2017,192.31 +Vietnam,VNM,2018,210.81 +Vietnam,VNM,2019,228.67 +Vietnam,VNM,2020,236.91 +Vietnam,VNM,2021,246.29 +Western Sahara,ESH,2000,0.08 +Western Sahara,ESH,2001,0.08 +Western Sahara,ESH,2002,0.09 +Western Sahara,ESH,2003,0.09 +Western Sahara,ESH,2004,0.09 +Western Sahara,ESH,2005,0.09 +Western Sahara,ESH,2006,0.09 +Western Sahara,ESH,2007,0.09 +Western Sahara,ESH,2008,0.09 +Western Sahara,ESH,2009,0.09 +Western Sahara,ESH,2010,0 +Western Sahara,ESH,2011,0 +Western Sahara,ESH,2012,0 +Western Sahara,ESH,2013,0 +Western Sahara,ESH,2014,0 +Western Sahara,ESH,2015,0 +Western Sahara,ESH,2016,0 +Western Sahara,ESH,2017,0 +Western Sahara,ESH,2018,0 +Western Sahara,ESH,2019,0 +Western Sahara,ESH,2020,0 +Western Sahara,ESH,2021,0 +World,OWID_WRL,2000,14971.9 +World,OWID_WRL,2001,15196.46 +World,OWID_WRL,2002,15733.31 +World,OWID_WRL,2003,16291.95 +World,OWID_WRL,2004,17093.28 +World,OWID_WRL,2005,17763.98 +World,OWID_WRL,2006,18471.82 +World,OWID_WRL,2007,19357.71 +World,OWID_WRL,2008,19660.13 +World,OWID_WRL,2009,19561.48 +World,OWID_WRL,2010,20938.54 +World,OWID_WRL,2011,21654.65 +World,OWID_WRL,2012,22170.24 +World,OWID_WRL,2013,22808.52 +World,OWID_WRL,2014,23423.19 +World,OWID_WRL,2015,23660.57 +World,OWID_WRL,2016,24294.81 +World,OWID_WRL,2017,25026.85 +World,OWID_WRL,2018,26022.34 +World,OWID_WRL,2019,26366.21 +World,OWID_WRL,2020,26275.23 +World,OWID_WRL,2021,27812.74 +Yemen,YEM,2000,3.21 +Yemen,YEM,2001,3.42 +Yemen,YEM,2002,3.54 +Yemen,YEM,2003,3.85 +Yemen,YEM,2004,4.1 +Yemen,YEM,2005,4.48 +Yemen,YEM,2006,5.06 +Yemen,YEM,2007,5.67 +Yemen,YEM,2008,6.15 +Yemen,YEM,2009,6.34 +Yemen,YEM,2010,7.29 +Yemen,YEM,2011,5.83 +Yemen,YEM,2012,6.64 +Yemen,YEM,2013,7.99 +Yemen,YEM,2014,7.2 +Yemen,YEM,2015,5.93 +Yemen,YEM,2016,4.52 +Yemen,YEM,2017,3.82 +Yemen,YEM,2018,3.3 +Yemen,YEM,2019,3.42 +Yemen,YEM,2020,3.24 +Yemen,YEM,2021,3.52 +Zambia,ZMB,2000,6.43 +Zambia,ZMB,2001,6.85 +Zambia,ZMB,2002,7.43 +Zambia,ZMB,2003,7.91 +Zambia,ZMB,2004,8.63 +Zambia,ZMB,2005,9.1 +Zambia,ZMB,2006,9.29 +Zambia,ZMB,2007,9.46 +Zambia,ZMB,2008,9.66 +Zambia,ZMB,2009,9.28 +Zambia,ZMB,2010,9.85 +Zambia,ZMB,2011,11.54 +Zambia,ZMB,2012,11.49 +Zambia,ZMB,2013,12.22 +Zambia,ZMB,2014,13.11 +Zambia,ZMB,2015,12.98 +Zambia,ZMB,2016,13 +Zambia,ZMB,2017,14.13 +Zambia,ZMB,2018,15.06 +Zambia,ZMB,2019,13.89 +Zambia,ZMB,2020,13.89 +Zambia,ZMB,2021,16.51 +Zimbabwe,ZWE,2000,11.83 +Zimbabwe,ZWE,2001,11.65 +Zimbabwe,ZWE,2002,12.27 +Zimbabwe,ZWE,2003,11.72 +Zimbabwe,ZWE,2004,11.45 +Zimbabwe,ZWE,2005,12.02 +Zimbabwe,ZWE,2006,11.58 +Zimbabwe,ZWE,2007,10.28 +Zimbabwe,ZWE,2008,8.51 +Zimbabwe,ZWE,2009,8.39 +Zimbabwe,ZWE,2010,9.17 +Zimbabwe,ZWE,2011,9.54 +Zimbabwe,ZWE,2012,9.48 +Zimbabwe,ZWE,2013,9.79 +Zimbabwe,ZWE,2014,9.61 +Zimbabwe,ZWE,2015,9.29 +Zimbabwe,ZWE,2016,8.67 +Zimbabwe,ZWE,2017,9.57 +Zimbabwe,ZWE,2018,10.21 +Zimbabwe,ZWE,2019,9.35 +Zimbabwe,ZWE,2020,9.58 +Zimbabwe,ZWE,2021,9.79 \ No newline at end of file From 080a34744b8c8d7525ad590322ae477de992fc16 Mon Sep 17 00:00:00 2001 From: energyls Date: Fri, 14 Apr 2023 11:18:51 +0200 Subject: [PATCH 27/31] feat: compare electricity demand --- notebooks/validation/stats_validation.ipynb | 141 ++++++++++++++++++++ 1 file changed, 141 insertions(+) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index c28e95a4..396ad838 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -565,6 +565,147 @@ "stats_demand.head()" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "OWID" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Source: https://ourworldindata.org/grapher/electricity-demand?time=2022&country=USA~GBR~FRA~DEU~IND~BRA" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "owid_el_demand = pd.read_csv(\"notebooks/validation/temp_owid/electricity-demand.csv\", index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get Ember data only\n", + "ember_el_demand = owid_el_demand.loc[owid_el_demand.index.str.contains(\"Ember\")]\n", + "\n", + "# Select the year 2021\n", + "ember_el_demand = ember_el_demand[ember_el_demand[\"Year\"] == 2021]\n", + "\n", + "# Delete the string \" (Ember)\" contained in the indizes\n", + "ember_el_demand.index = ember_el_demand.index.str.replace(\" \\(Ember\\)\", \"\", regex=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Sum up the rows \"North America\" and \"Latin America and Caribbean\" along the columns \"Electricity demand (TWh)\" to \"America\"\n", + "ember_el_demand.loc[\"America\"] = ember_el_demand.loc[\"North America\"] + ember_el_demand.loc[\"Latin America and Caribbean\"]\n", + "# Set the Year of America to 2021\n", + "ember_el_demand.loc[\"America\", \"Year\"] = 2021" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ember_el_demand = ember_el_demand.loc[['Europe', 'Asia', 'Africa', 'Oceania', 'America']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create new column continent\n", + "ember_el_demand.insert(0, \"continent\", ember_el_demand.index)\n", + "\n", + "# Sort index alphabetically\n", + "ember_el_demand.sort_index(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ember_el_demand.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_demand_continent = stats_demand.groupby(\"continent\").sum()/1e6 #convert from MWh to TWh\n", + "\n", + "# drop row \"not found\"\n", + "stats_demand_continent.drop(index=\"not found\", inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_demand_continent.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_barplot_demand(stats_demand_continent, ember_el_demand):\n", + " # Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities\n", + "\n", + " # Get the index values\n", + " index = np.arange(len(stats_demand_continent))\n", + " barWidth = 0.3\n", + "\n", + " # Create a barplot\n", + " plt.figure(figsize=(10, 4))\n", + " plt.bar(index - barWidth/2, stats_demand_continent, color=['g'], alpha=1, edgecolor='white', width=barWidth)\n", + " plt.bar(index + barWidth/2, ember_el_demand, color=['g'], alpha=0.3, edgecolor='white', width=barWidth)\n", + "\n", + " # Enhance graph\n", + " plt.xticks(index, stats_demand_continent.index)\n", + " plt.ylabel(\"Electricity demand in TWh\")\n", + " plt.legend([\"PyPSA-Earth 2030\", \"Ember 2021\"], loc='upper left', ncol=1)\n", + "\n", + " plt.grid(axis='y', alpha=0.5)\n", + " plt.title(f\"Electricity demand\")\n", + "\n", + " # Show graphic & save it\n", + " plt.savefig(f\"notebooks/validation/temp_results/el_demand\", bbox_inches='tight')\n", + " plt.show()\n", + " \n", + " return\n", + "\n", + "plot_barplot_demand(stats_demand_continent[\"demand_add_el\"], ember_el_demand[\"Electricity demand (TWh)\"])" + ] + }, { "attachments": {}, "cell_type": "markdown", From f48495031c5aeef25c0a734783bf959ebf1d0f86 Mon Sep 17 00:00:00 2001 From: energyls Date: Thu, 20 Apr 2023 09:09:00 +0200 Subject: [PATCH 28/31] feat: include global comparion --- notebooks/validation/stats_validation.ipynb | 67 +++++++++++++++++---- 1 file changed, 56 insertions(+), 11 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index 396ad838..f508aae2 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -426,18 +426,28 @@ " _stats_capacities = stats_capacities.copy()\n", " _irena_eleccap = irena_eleccap.copy()\n", "\n", - " if is_country_or_continent(area) == \"continent\":\n", + " if area == \"Global\":\n", + " _stats_capacities = _stats_capacities.sum(axis=0).to_frame().T #.rename(columns={\"continent\": \"PyPSA-Earth\"})\n", + " _stats_capacities[\"continent\"] = \"Global\"\n", + " _stats_capacities.set_index(\"continent\", inplace=True)\n", "\n", - " # Group the data by continent if area is \"continent\"\n", - " _irena_eleccap = _irena_eleccap.groupby(\"continent\").sum()\n", - " _stats_capacities = _stats_capacities.groupby(\"continent\").sum()\n", + " _irena_eleccap = _irena_eleccap.sum(axis=0).to_frame().T #.rename(columns={\"continent\": \"PyPSA-Earth\"})\n", + " _irena_eleccap[\"continent\"] = \"Global\"\n", + " _irena_eleccap.set_index(\"continent\", inplace=True)\n", "\n", - " elif is_country_or_continent(area) == \"country\":\n", - " try:\n", - " _irena_eleccap.drop(columns=[\"continent\"], inplace=True)\n", - " _stats_capacities.drop(columns=[\"continent\"], inplace=True)\n", - " except:\n", - " pass\n", + " elif area != \"Global\":\n", + " if is_country_or_continent(area) == \"continent\":\n", + "\n", + " # Group the data by continent if area is \"continent\"\n", + " _irena_eleccap = _irena_eleccap.groupby(\"continent\").sum()\n", + " _stats_capacities = _stats_capacities.groupby(\"continent\").sum()\n", + "\n", + " elif is_country_or_continent(area) == \"country\":\n", + " try:\n", + " _irena_eleccap.drop(columns=[\"continent\"], inplace=True)\n", + " _stats_capacities.drop(columns=[\"continent\"], inplace=True)\n", + " except:\n", + " pass\n", "\n", " # Select the data for the area\n", " data_irena = _irena_eleccap.loc[area][_stats_capacities.loc[area].index]\n", @@ -454,17 +464,52 @@ "### Plot comparison (both country or continent possible)" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Single country or continent" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "area = \"MA\"\n", + "area = \"Global\"\n", "data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap)\n", "plot_barplot(data_stats, data_irena, area)" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Global" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "#plot_barplot(data_stats, data_irena, area)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All continents" + ] + }, { "cell_type": "code", "execution_count": null, From 821a3b1423968b6328bd0c002940e62dd2d42377 Mon Sep 17 00:00:00 2001 From: energyls Date: Thu, 20 Apr 2023 11:07:53 +0200 Subject: [PATCH 29/31] feat: include grouping fossils --- notebooks/validation/stats_validation.ipynb | 61 ++++++++++++++++----- 1 file changed, 48 insertions(+), 13 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index f508aae2..b1f85906 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -61,7 +61,7 @@ "metadata": {}, "source": [ "## Questions\n", - "- Where is the demand in `stats.csv` ?" + "- " ] }, { @@ -279,6 +279,16 @@ "stats_capacities.rename(columns=nice_names, inplace=True)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add a empty column \"Fossil fuels n.e.s\"\n", + "stats_capacities[\"Fossil fuels n.e.s.\"] = 0" + ] + }, { "cell_type": "code", "execution_count": null, @@ -379,7 +389,7 @@ " barWidth = 0.3\n", "\n", " # Create a barplot\n", - " plt.figure(figsize=(10, 4))\n", + " plt.figure(figsize=(8, 3))\n", " plt.bar(index - barWidth/2, data_stats/1e3, color=['g'], alpha=1, edgecolor='white', width=barWidth) # convert from MW to GW\n", " plt.bar(index + barWidth/2, data_irena/1e3, color=['g'], alpha=0.3, edgecolor='white', width=barWidth) # convert from MW to GW\n", "\n", @@ -389,7 +399,10 @@ " plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', ncol=1)\n", "\n", " plt.grid(axis='y', alpha=0.5)\n", - " plt.title(f\"Electric capacity in {area}\")\n", + " if area == \"Global\":\n", + " plt.title(f\"Electric capacity ({area})\")\n", + " else:\n", + " plt.title(f\"Electric capacity in {area}\")\n", "\n", " # Show graphic & save it\n", " plt.savefig(f\"notebooks/validation/temp_results/el_cap_{area}\", bbox_inches='tight') # TODO add save path\n", @@ -421,7 +434,7 @@ "metadata": {}, "outputs": [], "source": [ - "def area_selection(area, stats_capacities, irena_eleccap):\n", + "def area_selection(area, stats_capacities, irena_eleccap, group_fossils=False):\n", "\n", " _stats_capacities = stats_capacities.copy()\n", " _irena_eleccap = irena_eleccap.copy()\n", @@ -453,9 +466,32 @@ " data_irena = _irena_eleccap.loc[area][_stats_capacities.loc[area].index]\n", " data_stats = _stats_capacities.loc[area]\n", "\n", + " if group_fossils == True:\n", + " data_stats[\"Fossil fuels\"] = data_stats[\"Oil\"] + data_stats[\"Gas\"] + data_stats[\"Coal\"] + data_stats[\"Fossil fuels n.e.s.\"]\n", + " data_stats = data_stats.drop([\"Oil\", \"Gas\", \"Coal\", \"Fossil fuels n.e.s.\"])\n", + " data_irena[\"Fossil fuels\"] = data_irena[\"Oil\"] + data_irena[\"Gas\"] + data_irena[\"Coal\"] + data_irena[\"Fossil fuels n.e.s.\"]\n", + " data_irena = data_irena.drop([\"Oil\", \"Gas\", \"Coal\", \"Fossil fuels n.e.s.\"])\n", + "\n", " return data_stats, data_irena" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \"NES\" issue" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "irena_eleccap.groupby(\"continent\").sum()/1e3 #convert from MW to GW" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -469,7 +505,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Single country or continent" + "Single country, continent, or global" ] }, { @@ -479,16 +515,17 @@ "outputs": [], "source": [ "area = \"Global\"\n", - "data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap)\n", + "data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap, group_fossils=True)\n", "plot_barplot(data_stats, data_irena, area)" ] }, { - "attachments": {}, - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "Global" + "(data_stats/1000).head(10)" ] }, { @@ -497,9 +534,7 @@ "metadata": {}, "outputs": [], "source": [ - "\n", - "\n", - "#plot_barplot(data_stats, data_irena, area)" + "(data_irena/1000).head(10)" ] }, { @@ -730,7 +765,7 @@ " barWidth = 0.3\n", "\n", " # Create a barplot\n", - " plt.figure(figsize=(10, 4))\n", + " plt.figure(figsize=(8, 3))\n", " plt.bar(index - barWidth/2, stats_demand_continent, color=['g'], alpha=1, edgecolor='white', width=barWidth)\n", " plt.bar(index + barWidth/2, ember_el_demand, color=['g'], alpha=0.3, edgecolor='white', width=barWidth)\n", "\n", From cdb9e54f04a3856c2ec52430396c146308132236 Mon Sep 17 00:00:00 2001 From: energyls Date: Thu, 20 Apr 2023 18:07:53 +0200 Subject: [PATCH 30/31] chore: minor title updates --- notebooks/validation/stats_validation.ipynb | 63 +++++++++++---------- 1 file changed, 33 insertions(+), 30 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index b1f85906..d5024860 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -381,7 +381,7 @@ "metadata": {}, "outputs": [], "source": [ - "def plot_barplot(data_stats, data_irena, area):\n", + "def plot_barplot(data_stats, data_irena, area, title=False):\n", " # Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities\n", "\n", " # Get the index values\n", @@ -389,7 +389,7 @@ " barWidth = 0.3\n", "\n", " # Create a barplot\n", - " plt.figure(figsize=(8, 3))\n", + " plt.figure(figsize=(6, 3))\n", " plt.bar(index - barWidth/2, data_stats/1e3, color=['g'], alpha=1, edgecolor='white', width=barWidth) # convert from MW to GW\n", " plt.bar(index + barWidth/2, data_irena/1e3, color=['g'], alpha=0.3, edgecolor='white', width=barWidth) # convert from MW to GW\n", "\n", @@ -399,13 +399,14 @@ " plt.legend([\"PyPSA-Earth\", \"IRENA\"], loc='upper left', ncol=1)\n", "\n", " plt.grid(axis='y', alpha=0.5)\n", - " if area == \"Global\":\n", - " plt.title(f\"Electric capacity ({area})\")\n", - " else:\n", - " plt.title(f\"Electric capacity in {area}\")\n", + " if title == True:\n", + " if area == \"Global\":\n", + " plt.title(f\"Electric capacity ({area})\")\n", + " else:\n", + " plt.title(f\"Electric capacity in {area}\")\n", "\n", " # Show graphic & save it\n", - " plt.savefig(f\"notebooks/validation/temp_results/el_cap_{area}\", bbox_inches='tight') # TODO add save path\n", + " plt.savefig(f\"notebooks/validation/temp_results/el_cap_{area}.pdf\", bbox_inches='tight') # TODO add save path\n", " plt.show()\n", " \n", " return" @@ -475,23 +476,6 @@ " return data_stats, data_irena" ] }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### \"NES\" issue" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "irena_eleccap.groupby(\"continent\").sum()/1e3 #convert from MW to GW" - ] - }, { "attachments": {}, "cell_type": "markdown", @@ -555,7 +539,7 @@ "areas = stats_capacities.continent.unique()\n", "areas = areas[areas != \"not found\"]\n", "for area in areas:\n", - " data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap)\n", + " data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap, group_fossils=True)\n", " plot_barplot(data_stats, data_irena, area)\n", " if area == \"Europe\":\n", " print(\"Fossil fuels as oil, gas, coal are often summed up as 'Fossil fuels n.e.s' in Europe which means 'not elsewhere specified' in IRENA data.\")" @@ -757,7 +741,7 @@ "metadata": {}, "outputs": [], "source": [ - "def plot_barplot_demand(stats_demand_continent, ember_el_demand):\n", + "def plot_barplot_demand(stats_demand_continent, ember_el_demand, title=True):\n", " # Plot a barplot to compare the technologies of the two dataframes irena_eleccap and stats_capacities\n", "\n", " # Get the index values\n", @@ -765,7 +749,7 @@ " barWidth = 0.3\n", "\n", " # Create a barplot\n", - " plt.figure(figsize=(8, 3))\n", + " plt.figure(figsize=(6, 3))\n", " plt.bar(index - barWidth/2, stats_demand_continent, color=['g'], alpha=1, edgecolor='white', width=barWidth)\n", " plt.bar(index + barWidth/2, ember_el_demand, color=['g'], alpha=0.3, edgecolor='white', width=barWidth)\n", "\n", @@ -775,15 +759,34 @@ " plt.legend([\"PyPSA-Earth 2030\", \"Ember 2021\"], loc='upper left', ncol=1)\n", "\n", " plt.grid(axis='y', alpha=0.5)\n", - " plt.title(f\"Electricity demand\")\n", + " if title == True:\n", + " plt.title(f\"Electricity demand\")\n", "\n", " # Show graphic & save it\n", - " plt.savefig(f\"notebooks/validation/temp_results/el_demand\", bbox_inches='tight')\n", + " plt.savefig(f\"notebooks/validation/temp_results/el_demand.pdf\", bbox_inches='tight')\n", " plt.show()\n", " \n", " return\n", "\n", - "plot_barplot_demand(stats_demand_continent[\"demand_add_el\"], ember_el_demand[\"Electricity demand (TWh)\"])" + "plot_barplot_demand(stats_demand_continent[\"demand_add_el\"], ember_el_demand[\"Electricity demand (TWh)\"], title=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stats_demand_continent[\"demand_add_el\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ember_el_demand[\"Electricity demand (TWh)\"]" ] }, { From fde11793363cb8009be61ecdd9ec261732eaab2d Mon Sep 17 00:00:00 2001 From: energyls Date: Thu, 26 Oct 2023 09:40:25 +0200 Subject: [PATCH 31/31] chore: minor updates --- notebooks/validation/stats_validation.ipynb | 2844 ++++++++++++++++++- 1 file changed, 2734 insertions(+), 110 deletions(-) diff --git a/notebooks/validation/stats_validation.ipynb b/notebooks/validation/stats_validation.ipynb index d5024860..486a5dd6 100644 --- a/notebooks/validation/stats_validation.ipynb +++ b/notebooks/validation/stats_validation.ipynb @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -128,9 +128,18 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This is the repository path: /mnt/c/Users/scl38887/Documents/git/documentation\n", + "Had to go 2 folder(s) up.\n" + ] + } + ], "source": [ "# change current directory\n", "module_path = os.path.abspath(os.path.join('../../../')) # To import helpers\n", @@ -153,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -170,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -179,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -209,9 +218,91 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -346,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -356,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -377,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -414,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -431,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -494,29 +714,94 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "area = \"Global\"\n", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "area = \"ZA\"\n", "data_stats, data_irena = area_selection(area, stats_capacities, irena_eleccap, group_fossils=True)\n", - "plot_barplot(data_stats, data_irena, area)" + "plot_barplot(data_stats, data_irena, area, title= True)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "key\n", + "Nuclear 1.777943\n", + "Onshore wind 17.188084\n", + "Solar PV 7.864614\n", + "Hydro 109.456632\n", + "Fossil fuels 29.358125\n", + "Name: BR, dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(data_stats/1000).head(10)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "key\n", + "Nuclear 1.990000\n", + "Onshore wind 21.161270\n", + "Solar PV 13.054926\n", + "Hydro 109.426250\n", + "Fossil fuels 30.078687\n", + "Name: BR, dtype: float64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(data_irena/1000).head(10)" ] @@ -531,9 +816,178 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Europe not found in regex\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Asia not found in regex\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fossil fuels as oil, gas, coal are often summed up as 'Fossil fuels n.e.s' in Europe which means 'not elsewhere specified' in IRENA data.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Africa not found in regex\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Oceania not found in regex\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "America not found in regex\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_814/61637356.py:34: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "data": { + "image/png": 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    SZ1.055.058.028.01.66368.30461.60NaN45.00.06.164592e+050.00000094.00.89040.00511.702.338520e+104.0100.01.161682e+061.389325e+1022.280371.471008.8415.00.02.512546.50649.371.267042.54562.413.548165.46793.7910.695483.3942193.914.538111e+04651.7109108.9612193.777860.11NaNNaN12.2647160.047754.60NaNNaN33.176653.001564.6338033.8212841248.847192NaNNaNNaN2.455648e+061.637099e+05NaNNaNNaN18.00.0479.2658068.579887e+030.02.622259.86639.5018.00.0479.2658068.579887e+037.308368e+07NaNNaNNaNNaN0.00000038.5246150.13166739.2929945.589284.51758.384.00.029.8080222.457780e+035.832968e+07NaNNaNNaNNaN0.00000017.5019280.13166739.2929943.969780.15719.964.00.029.8080222457.7800965.832968e+07NaNNaNNaNNaN0.00000017.5019280.13166739.2929943.623169.03716.4112.08.029.8080222457.7800961.944323e+07NaNNaNNaN4.000000e+09NaN0.00000017.5019280.13166739.29299418.0570197.226949.74131.121042193.9110.794128TrueTrueTrueTrueTrueTrueTrueTrueNaNNaNTrueTrueTrueTrueTrueTrueTrue44.0NaNNaNNaN31.0NaNNaNNaN31.0NaNNaNNaN31.0NaNNaNNaNNaNNaNNaNNaN
    IL50.0663.0799.0198.02.461830.15611.5722.061.00.01.575221e+060.000000122.01.13400.00512.005.721127e+107.0100.08.686033e+064.187760e+1123.151669.361009.0940.015.02.712264.99666.121.566535.00563.063.516177.10799.2512.280783.4142152.682.813098e+04834.92708611.3950201.399036.751.004099e+041007.0821419.4030173.326951.455.811194e+041409.4625449.3583180.227441.9274868.0573221478.05472617.2908160.738538.142.035786e+125.089464e+1034.525749.821552.0748.00.01473.8083078.602230e+040.02.701259.60639.1448.00.01473.8083078.602230e+048.872258e+074406.691078341.389465NaN4824.35526026.831003NaN2230.000000NaN5.417179.37762.5513.00.0830.8001795.706519e+045.961672e+073995.186555215.614399NaN2849.40798420.366332NaN1495.399272NaN4.113676.39724.705.00.0586.49897725248.1046225.961672e+073995.186555215.614399NaN2849.40798420.366332NaN1495.399272NaN5.081084.21871.1815.010.0586.49897725248.1046221.987224e+073995.186555215.614399NaN5.000000e+092849.40798420.366332NaN1495.399272NaN18.0277184.167057.55164.136342152.6811.166847TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueNaN4462.174870NaNNaNNaN4462.174870NaNNaNNaN4462.174870NaNNaNNaN4462.174870NaNNaNNaNNaNNaNNaN
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    \n", + "
    " + ], + "text/plain": [ + "rule download_osm_data \\\n", + "key cables-size generators-size lines-size substations-size total_time \n", + "GR 41.0 8172.0 1189.0 427.0 5.2221 \n", + "KR 187.0 3962.0 2968.0 916.0 5.3489 \n", + "SZ 1.0 55.0 58.0 28.0 1.6636 \n", + "IL 50.0 663.0 799.0 198.0 2.4618 \n", + "ID 30.0 1123.0 2425.0 2451.0 6.5828 \n", + "\n", + "rule clean_osm_data \\\n", + "key mean_load max_memory generators-size lines-size lines-size_dc \n", + "GR 77.78 694.51 67.0 997.0 3.0 \n", + "KR 71.49 695.32 111.0 3007.0 0.0 \n", + "SZ 8.30 461.60 NaN 45.0 0.0 \n", + "IL 30.15 611.57 22.0 61.0 0.0 \n", + "ID 78.10 773.86 268.0 2143.0 0.0 \n", + "\n", + "rule \\\n", + "key lines-length lines-length_dc substations-size total_time mean_load \n", + "GR 2.131592e+07 135770.035577 1996.0 7.9456 88.73 \n", + "KR 3.476824e+07 0.000000 6111.0 21.9648 71.71 \n", + "SZ 6.164592e+05 0.000000 94.0 0.8904 0.00 \n", + "IL 1.575221e+06 0.000000 122.0 1.1340 0.00 \n", + "ID 5.294945e+07 0.000000 4660.0 68.7576 66.51 \n", + "\n", + "rule build_shapes \\\n", + "key max_memory area gadm_size country_matching pop \n", + "GR 529.48 6.257667e+11 8.0 100.0 1.038533e+07 \n", + "KR 524.91 5.331273e+11 17.0 100.0 5.133817e+07 \n", + "SZ 511.70 2.338520e+10 4.0 100.0 1.161682e+06 \n", + "IL 512.00 5.721127e+10 7.0 100.0 8.686033e+06 \n", + "ID 526.99 7.979211e+12 34.0 100.0 2.734488e+08 \n", + "\n", + "rule build_bus_regions \\\n", + "key gdp total_time mean_load max_memory n_onshore \n", + "GR 2.917581e+11 32.7742 49.11 1000.40 277.0 \n", + "KR 2.394653e+12 32.6975 48.35 997.62 485.0 \n", + "SZ 1.389325e+10 22.2803 71.47 1008.84 15.0 \n", + "IL 4.187760e+11 23.1516 69.36 1009.09 40.0 \n", + "ID 2.986296e+12 509.8633 238.17 94265.92 732.0 \n", + "\n", + "rule build_osm_network \\\n", + "key n_offshore total_time mean_load max_memory total_time mean_load \n", + "GR 158.0 4.6258 76.44 672.86 15.9099 95.21 \n", + "KR 127.0 9.3385 89.09 676.43 51.5144 88.64 \n", + "SZ 0.0 2.5125 46.50 649.37 1.2670 42.54 \n", + "IL 15.0 2.7122 64.99 666.12 1.5665 35.00 \n", + "ID 378.0 70.2513 66.83 684.44 50.0540 91.33 \n", + "\n", + "rule build_demand_profiles build_powerplants \\\n", + "key max_memory total_time mean_load max_memory total_time \n", + "GR 583.05 5.9213 83.04 831.70 15.0429 \n", + "KR 605.75 8.8393 86.97 846.74 18.1960 \n", + "SZ 562.41 3.5481 65.46 793.79 10.6954 \n", + "IL 563.06 3.5161 77.10 799.25 12.2807 \n", + "ID 599.62 11.7493 85.86 874.83 25.8119 \n", + "\n", + "rule build_renewable_profiles_onwind \\\n", + "key mean_load max_memory potential avg_production_pu \n", + "GR 85.20 40648.61 1.541671e+05 923.121965 \n", + "KR 85.57 42540.48 1.040942e+05 1278.642517 \n", + "SZ 83.39 42193.91 4.538111e+04 651.710910 \n", + "IL 83.41 42152.68 2.813098e+04 834.927086 \n", + "ID 66.02 853.20 4.378211e+06 460.769258 \n", + "\n", + "rule build_renewable_profiles \\\n", + "key total_time mean_load max_memory \n", + "GR 31.3569 126.03 12082.99 \n", + "KR 37.9565 120.84 10647.84 \n", + "SZ 8.9612 193.77 7860.11 \n", + "IL 11.3950 201.39 9036.75 \n", + "ID 78.2867 211.86 32515.72 \n", + "\n", + "rule build_renewable_profiles_offwind-ac \\\n", + "key potential avg_production_pu \n", + "GR 2.951195e+05 1409.545644 \n", + "KR 1.074650e+05 1532.012543 \n", + "SZ NaN NaN \n", + "IL 1.004099e+04 1007.082141 \n", + "ID 2.301559e+06 557.926606 \n", + "\n", + "rule build_renewable_profiles \\\n", + "key total_time.1 mean_load.1 max_memory.1 \n", + "GR 30.2633 130.09 15691.18 \n", + "KR 31.7828 153.98 19129.71 \n", + "SZ 12.2647 160.04 7754.60 \n", + "IL 9.4030 173.32 6951.45 \n", + "ID 86.1980 203.65 43337.71 \n", + "\n", + "rule build_renewable_profiles_offwind-dc \\\n", + "key potential avg_production_pu \n", + "GR 9.227930e+05 2797.766640 \n", + "KR 1.349135e+06 2433.254882 \n", + "SZ NaN NaN \n", + "IL 5.811194e+04 1409.462544 \n", + "ID 1.597028e+07 865.052039 \n", + "\n", + "rule build_renewable_profiles \\\n", + "key total_time.2 mean_load.2 max_memory.2 \n", + "GR 30.5500 131.17 15537.12 \n", + "KR 32.7988 151.32 18923.30 \n", + "SZ 33.1766 53.00 1564.63 \n", + "IL 9.3583 180.22 7441.92 \n", + "ID 86.2805 207.16 43469.60 \n", + "\n", + "rule build_renewable_profiles_solar \\\n", + "key potential avg_production_pu \n", + "GR 198297.120073 1305.108572 \n", + "KR 134160.480935 1241.017238 \n", + "SZ 38033.821284 1248.847192 \n", + "IL 74868.057322 1478.054726 \n", + "ID 966137.504040 1240.129227 \n", + "\n", + "rule build_renewable_profiles \\\n", + "key total_time.3 mean_load.3 max_memory.3 \n", + "GR 34.8387 113.09 13100.55 \n", + "KR 39.9029 110.25 11329.32 \n", + "SZ NaN NaN NaN \n", + "IL 17.2908 160.73 8538.14 \n", + "ID 173.6797 45.48 19976.11 \n", + "\n", + "rule build_renewable_profiles_hydro \\\n", + "key potential avg_production_pu \n", + "GR 1.475497e+14 5.326705e+11 \n", + "KR 9.625930e+12 1.984728e+10 \n", + "SZ 2.455648e+06 1.637099e+05 \n", + "IL 2.035786e+12 5.089464e+10 \n", + "ID 1.071611e+15 1.463949e+12 \n", + "\n", + "rule build_renewable_profiles base_network \\\n", + "key total_time.4 mean_load.4 max_memory.4 buses_number \n", + "GR 38.7027 44.37 1552.57 310.0 \n", + "KR 39.7278 45.29 1552.86 623.0 \n", + "SZ NaN NaN NaN 18.0 \n", + "IL 34.5257 49.82 1552.07 48.0 \n", + "ID 63.3437 64.11 2272.05 855.0 \n", + "\n", + "rule \\\n", + "key buses_number_non_ac lines_length lines_capacity demand total_time \n", + "GR 0.0 20562.493806 3.721973e+05 0.0 3.8029 \n", + "KR 0.0 29380.942367 1.244128e+06 0.0 8.2133 \n", + "SZ 0.0 479.265806 8.579887e+03 0.0 2.6222 \n", + "IL 0.0 1473.808307 8.602230e+04 0.0 2.7012 \n", + "ID 0.0 49812.128350 9.034353e+05 0.0 31.2577 \n", + "\n", + "rule add_electricity \\\n", + "key mean_load max_memory buses_number buses_number_non_ac lines_length \n", + "GR 70.48 640.76 310.0 0.0 20562.493806 \n", + "KR 86.10 634.75 623.0 0.0 29380.942367 \n", + "SZ 59.86 639.50 18.0 0.0 479.265806 \n", + "IL 59.60 639.14 48.0 0.0 1473.808307 \n", + "ID 50.52 650.03 855.0 0.0 49812.128350 \n", + "\n", + "rule \\\n", + "key lines_capacity demand CCGT OCGT lignite \n", + "GR 3.721973e+05 6.396989e+07 374.493561 2967.393163 4762.852463 \n", + "KR 1.244128e+06 7.219712e+08 16066.526227 15616.623066 NaN \n", + "SZ 8.579887e+03 7.308368e+07 NaN NaN NaN \n", + "IL 8.602230e+04 8.872258e+07 4406.691078 341.389465 NaN \n", + "ID 9.034353e+05 3.090736e+08 12810.000000 NaN NaN \n", + "\n", + "rule \\\n", + "key oil onwind ror solar hydro \n", + "GR 3347.852100 4112.721421 940.970816 3246.949798 3153.114650 \n", + "KR 5854.440331 1498.721628 2073.060000 14574.790000 137.821656 \n", + "SZ NaN 0.000000 38.524615 0.131667 39.292994 \n", + "IL 4824.355260 26.831003 NaN 2230.000000 NaN \n", + "ID 16442.561168 144.348258 2557.386394 156.317124 1893.981529 \n", + "\n", + "rule simplify_network \\\n", + "key total_time mean_load max_memory buses_number buses_number_non_ac \n", + "GR 6.3243 82.25 850.05 180.0 0.0 \n", + "KR 6.8578 83.27 932.78 366.0 0.0 \n", + "SZ 5.5892 84.51 758.38 4.0 0.0 \n", + "IL 5.4171 79.37 762.55 13.0 0.0 \n", + "ID 8.1611 84.02 1113.80 384.0 0.0 \n", + "\n", + "rule \\\n", + "key lines_length lines_capacity demand CCGT OCGT \n", + "GR 8946.022746 2.964530e+05 6.074794e+07 374.493561 2967.393163 \n", + "KR 15727.269465 1.090093e+06 7.029391e+08 13813.602457 8790.239681 \n", + "SZ 29.808022 2.457780e+03 5.832968e+07 NaN NaN \n", + "IL 830.800179 5.706519e+04 5.961672e+07 3995.186555 215.614399 \n", + "ID 14988.065372 6.413019e+05 2.753087e+08 12485.000000 NaN \n", + "\n", + "rule \\\n", + "key lignite oil onwind ror solar \n", + "GR 4762.852463 3347.852100 4004.087362 940.970816 3195.745319 \n", + "KR NaN 5854.440331 1477.970114 2073.060000 14335.153706 \n", + "SZ NaN NaN 0.000000 17.501928 0.131667 \n", + "IL NaN 2849.407984 20.366332 NaN 1495.399272 \n", + "ID NaN 16372.831168 85.135678 2557.386394 123.508629 \n", + "\n", + "rule cluster_network \\\n", + "key hydro total_time mean_load max_memory buses_number \n", + "GR 3153.114650 6.0441 77.38 856.65 10.0 \n", + "KR 137.821656 7.0196 82.91 898.29 5.0 \n", + "SZ 39.292994 3.9697 80.15 719.96 4.0 \n", + "IL NaN 4.1136 76.39 724.70 5.0 \n", + "ID 1893.981529 9.5428 90.35 1090.78 45.0 \n", + "\n", + "rule \\\n", + "key buses_number_non_ac lines_length lines_capacity demand \n", + "GR 0.0 5568.666784 46116.891982 6.074794e+07 \n", + "KR 0.0 8226.286053 79408.640554 7.029391e+08 \n", + "SZ 0.0 29.808022 2457.780096 5.832968e+07 \n", + "IL 0.0 586.498977 25248.104622 5.961672e+07 \n", + "ID 0.0 10452.780146 103226.764029 2.753087e+08 \n", + "\n", + "rule \\\n", + "key CCGT OCGT lignite oil onwind \n", + "GR 374.493561 2967.393163 4762.852463 3347.852100 4004.087362 \n", + "KR 13813.602457 8790.239681 NaN 5854.440331 1477.970114 \n", + "SZ NaN NaN NaN NaN 0.000000 \n", + "IL 3995.186555 215.614399 NaN 2849.407984 20.366332 \n", + "ID 12485.000000 NaN NaN 16372.831168 85.135678 \n", + "\n", + "rule \\\n", + "key ror solar hydro total_time mean_load max_memory \n", + "GR 940.970816 3195.745319 3153.114650 6.7091 87.52 928.61 \n", + "KR 2073.060000 14335.153706 137.821656 6.5095 81.77 932.45 \n", + "SZ 17.501928 0.131667 39.292994 3.6231 69.03 716.41 \n", + "IL NaN 1495.399272 NaN 5.0810 84.21 871.18 \n", + "ID 2557.386394 123.508629 1893.981529 12.8129 93.72 968.11 \n", + "\n", + "rule solve_network \\\n", + "key buses_number buses_number_non_ac lines_length lines_capacity \n", + "GR 30.0 20.0 5568.666784 46116.891982 \n", + "KR 15.0 10.0 8226.286053 79408.640554 \n", + "SZ 12.0 8.0 29.808022 2457.780096 \n", + "IL 15.0 10.0 586.498977 25248.104622 \n", + "ID 135.0 90.0 10452.780146 103226.764029 \n", + "\n", + "rule \\\n", + "key demand CCGT OCGT lignite load \n", + "GR 2.024931e+07 374.493561 2967.393163 4762.852463 1.000000e+10 \n", + "KR 2.343130e+08 13813.602457 8790.239681 NaN 5.000000e+09 \n", + "SZ 1.944323e+07 NaN NaN NaN 4.000000e+09 \n", + "IL 1.987224e+07 3995.186555 215.614399 NaN 5.000000e+09 \n", + "ID 9.176958e+07 12485.000000 NaN NaN 4.500000e+10 \n", + "\n", + "rule \\\n", + "key oil onwind ror solar hydro \n", + "GR 3347.852100 4004.087362 940.970816 3195.745319 3153.114650 \n", + "KR 5854.440331 1477.970114 2073.060000 14335.153706 137.821656 \n", + "SZ NaN 0.000000 17.501928 0.131667 39.292994 \n", + "IL 2849.407984 20.366332 NaN 1495.399272 NaN \n", + "ID 16372.831168 85.135678 2557.386394 123.508629 1893.981529 \n", + "\n", + "rule total_comp_stats \\\n", + "key total_time mean_load max_memory total_time max_memory mean_load \n", + "GR 39.8564 99.47 7201.64 315.8902 40648.61 19.588833 \n", + "KR 26.1529 172.07 7013.11 384.8213 42540.48 23.807564 \n", + "SZ 18.0570 197.22 6949.74 131.1210 42193.91 10.794128 \n", + "IL 18.0277 184.16 7057.55 164.1363 42152.68 11.166847 \n", + "ID 308.3680 304.00 9686.46 1601.0013 94265.92 146.773243 \n", + "\n", + "rule snakemake_status \\\n", + "key download_osm_data clean_osm_data build_shapes build_osm_network \n", + "GR True True True True \n", + "KR True True True True \n", + "SZ True True True True \n", + "IL True True True True \n", + "ID True True True True \n", + "\n", + "rule \\\n", + "key build_bus_regions build_demand_profiles build_powerplants \n", + "GR True True True \n", + "KR True True True \n", + "SZ True True True \n", + "IL True True True \n", + "ID True True True \n", + "\n", + "rule \\\n", + "key build_renewable_profiles_onwind build_renewable_profiles_offwind-ac \n", + "GR True True \n", + "KR True True \n", + "SZ True NaN \n", + "IL True True \n", + "ID True True \n", + "\n", + "rule \\\n", + "key build_renewable_profiles_offwind-dc build_renewable_profiles_solar \n", + "GR True True \n", + "KR True True \n", + "SZ NaN True \n", + "IL True True \n", + "ID True True \n", + "\n", + "rule \\\n", + "key build_renewable_profiles_hydro base_network add_electricity \n", + "GR True True True \n", + "KR True True True \n", + "SZ True True True \n", + "IL True True True \n", + "ID True True True \n", + "\n", + "rule add_electricity \\\n", + "key simplify_network cluster_network solve_network biomass \n", + "GR True True True NaN \n", + "KR True True True 108.0 \n", + "SZ True True True 44.0 \n", + "IL True True True NaN \n", + "ID True True True NaN \n", + "\n", + "rule simplify_network \\\n", + "key coal nuclear PHS biomass coal \n", + "GR NaN NaN NaN NaN NaN \n", + "KR 30016.403447 24606.11848 3772.791925 108.0 30016.403447 \n", + "SZ NaN NaN NaN 31.0 NaN \n", + "IL 4462.174870 NaN NaN NaN 4462.174870 \n", + "ID 30805.445305 NaN NaN NaN 30406.445305 \n", + "\n", + "rule cluster_network \\\n", + "key nuclear PHS biomass coal nuclear \n", + "GR NaN NaN NaN NaN NaN \n", + "KR 24606.11848 3772.791925 108.0 30016.403447 24606.11848 \n", + "SZ NaN NaN 31.0 NaN NaN \n", + "IL NaN NaN NaN 4462.174870 NaN \n", + "ID NaN NaN NaN 30406.445305 NaN \n", + "\n", + "rule solve_network \\\n", + "key PHS biomass coal nuclear PHS \n", + "GR NaN NaN NaN NaN NaN \n", + "KR 3772.791925 108.0 30016.403447 24606.11848 3772.791925 \n", + "SZ NaN 31.0 NaN NaN NaN \n", + "IL NaN NaN 4462.174870 NaN NaN \n", + "ID NaN NaN 30406.445305 NaN NaN \n", + "\n", + "rule add_electricity simplify_network cluster_network solve_network \n", + "key geothermal geothermal geothermal geothermal \n", + "GR NaN NaN NaN NaN \n", + "KR NaN NaN NaN NaN \n", + "SZ NaN NaN NaN NaN \n", + "IL NaN NaN NaN NaN \n", + "ID 1342.0 1342.0 1342.0 1342.0 " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stats.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -575,7 +2506,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -586,9 +2517,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot a boxplot to compare the difference in percent between the demand in \"stats_demand\" and \"stats_demand_solve\"\n", "diff = ((stats_demand[\"demand_solve\"] - stats_demand[\"demand_add_el\"])/stats_demand[\"demand_add_el\"]*100).dropna()\n", @@ -603,18 +2545,48 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 143.000000\n", + "mean -71.042593\n", + "std 7.080017\n", + "min -100.000000\n", + "25% -71.003185\n", + "50% -68.345559\n", + "75% -67.109822\n", + "max -66.666667\n", + "dtype: float64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "diff.describe()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "CP not found in ISO2\n", + "IC not found in ISO2\n", + "XS not found in ISO2\n", + "XD not found in ISO2\n" + ] + } + ], "source": [ "# Add continent at the beginning of the dataframe\n", "stats_demand.insert(0, \"continent\", coco.convert(names = stats_demand.index, src = 'ISO2', to = 'continent'))" @@ -622,9 +2594,84 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " demand_add_el demand_solve\n", + "continent \n", + "Africa 1655.346794 487.483281\n", + "America 7260.627548 2284.414860\n", + "Asia 16029.239598 5033.568237\n", + "Europe 4974.403331 1551.409970\n", + "Oceania 302.760792 88.960999" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stats_demand_continent.head(10)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " l_id v_id_1 v_id_2 voltage cables wires frequency name \\\n", + "0 22139 43193 23620 220000;132000 9 2 50 NaN \n", + "1 65908 42022 13686 750000 3;1;1;1;3 4;4;4;4 NaN 750 kV \n", + "2 67370 6913 48526 NaN NaN NaN NaN NaN \n", + "3 3868 35422 28973 NaN NaN NaN NaN NaN \n", + "4 4982 7864 63104 225000 3 1 50 NaN \n", + "\n", + " operator ref length_m r_ohmkm x_ohmkm c_nfkm i_th_max_a \\\n", + "0 ATEL; BKW NaN 489.727561 NaN NaN NaN NaN \n", + "1 NaN NaN 394971.083012 NaN NaN NaN NaN \n", + "2 NaN NaN 10602.245828 NaN NaN NaN NaN \n", + "3 NaN NaN 2385.934530 NaN NaN NaN NaN \n", + "4 RTE NaN 1449.986592 NaN NaN NaN NaN \n", + "\n", + " from_relation \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " wkt_srid_4326 \n", + "0 SRID=4326;LINESTRING(7.61602141237887 47.2325986006218,7.617904680... \n", + "1 SRID=4326;LINESTRING(26.6449735029238 50.2962827672493,21.87104687... \n", + "2 SRID=4326;LINESTRING(18.1844471738857 40.0160881556809,18.12270420... \n", + "3 SRID=4326;LINESTRING(10.2724738664462 49.8806084854841,10.28449725... \n", + "4 SRID=4326;LINESTRING(3.80033661099728 45.0451075088105,3.783910580... " + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gridkit_europe.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -926,18 +3528,40 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "312192.9372446346" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gridkit_europe_length" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "387177.83038631844" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gridkit_northamerica_length" ] @@ -959,7 +3583,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.10.12" }, "orig_nbformat": 4 },

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