hydro: approximation routine for missing eia years and correction by capacity
This commit is contained in:
Fabian Neumann
parent
b171614fea
commit
af96af1329
@ -154,7 +154,7 @@ if config['enable'].get('build_cutout', False):
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input:
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input:
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regions_onshore="resources/regions_onshore.geojson",
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regions_onshore="resources/regions_onshore.geojson",
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regions_offshore="resources/regions_offshore.geojson"
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regions_offshore="resources/regions_offshore.geojson"
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output: "cutouts/{cutout}.nc"
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output: protected("cutouts/{cutout}.nc")
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log: "logs/build_cutout/{cutout}.log"
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log: "logs/build_cutout/{cutout}.log"
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benchmark: "benchmarks/build_cutout_{cutout}"
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benchmark: "benchmarks/build_cutout_{cutout}"
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threads: ATLITE_NPROCESSES
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threads: ATLITE_NPROCESSES
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@ -163,7 +163,7 @@ if config['enable'].get('build_cutout', False):
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rule build_cutout_year:
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rule build_cutout_year:
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input: rules.build_cutout.input
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input: rules.build_cutout.input
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output: "cutouts/{cutout}-{weather_year}.nc"
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output: protected("cutouts/{cutout}-{weather_year}.nc")
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log: "logs/build_cutout/{cutout}-{weather_year}.log"
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log: "logs/build_cutout/{cutout}-{weather_year}.log"
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benchmark: "benchmarks/build_cutout_{cutout}-{weather_year}"
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benchmark: "benchmarks/build_cutout_{cutout}-{weather_year}"
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threads: ATLITE_NPROCESSES
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threads: ATLITE_NPROCESSES
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@ -226,6 +226,8 @@ rule build_hydro_profile:
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input:
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input:
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country_shapes='resources/country_shapes.geojson',
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country_shapes='resources/country_shapes.geojson',
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eia_hydro_generation='data/eia_hydro_annual_generation.csv',
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eia_hydro_generation='data/eia_hydro_annual_generation.csv',
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eia_hydro_capacity='data/eia_hydro_annual_capacity.csv',
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era5_runoff='data/era5-annual-runoff-per-country.csv',
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cutout=f"cutouts/{config['renewable']['hydro']['cutout']}.nc" if "hydro" in config["renewable"] else "config['renewable']['hydro']['cutout'] not configured",
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cutout=f"cutouts/{config['renewable']['hydro']['cutout']}.nc" if "hydro" in config["renewable"] else "config['renewable']['hydro']['cutout'] not configured",
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output: 'resources/profile{weather_year}_hydro.nc'
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output: 'resources/profile{weather_year}_hydro.nc'
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log: "logs/build_hydro_profile{weather_year}.log"
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log: "logs/build_hydro_profile{weather_year}.log"
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@ -184,7 +184,9 @@ renewable:
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PHS_max_hours: 6
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PHS_max_hours: 6
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hydro_max_hours: "energy_capacity_totals_by_country" # one of energy_capacity_totals_by_country, estimate_by_large_installations or a float
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hydro_max_hours: "energy_capacity_totals_by_country" # one of energy_capacity_totals_by_country, estimate_by_large_installations or a float
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clip_min_inflow: 1.0
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clip_min_inflow: 1.0
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norm_year: 2013
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eia_norm_year: 2013
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eia_correct_by_capacity: false
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eia_approximate_missing: false
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conventional:
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conventional:
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nuclear:
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nuclear:
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50
data/eia_hydro_annual_capacity.csv
Normal file
50
data/eia_hydro_annual_capacity.csv
Normal file
@ -0,0 +1,50 @@
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# https://www.eia.gov/international/data/world/electricity/electricity-generation?pd=2&p=00000000000000000000008&u=1&f=A&v=mapbubble&a=-&i=none&vo=value&t=R&g=000000000000002&l=73-1028i008017kg6368g80a4k000e0ag00gg0004g8g0ho00g000400008&s=315532800000&e=1577836800000&ev=false&
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Report generated on: 07-21-2022 16:15:18
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"API","","1980","1981","1982","1983","1984","1985","1986","1987","1988","1989","1990","1991","1992","1993","1994","1995","1996","1997","1998","1999","2000","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020"
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"","hydroelectricity installed capacity (million kW)","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
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"INTL.33-7-EURO-MK.A"," Europe","136.143","137.425","141.734","143.763","142.894","144.738","147.631","150.428","153.428","153.345","139.346","134.524","137.463","138.338","139.688","141.47","142.121","143.595","143.957","146.4204","147.3512","147.736","152.173","152.938","150.4894","151.424","152.276","154.198","155.405","156.988","159.495","162.112","165.452","170.146","171.588","174.906","176.998","178.221","180.846","181.68","184.909"
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"INTL.33-7-ALB-MK.A"," Albania","0.5","0.525","0.55","0.6","0.625","0.65","0.675","0.68","0.69","0.69","1.668","1.668","1.668","1.668","1.668","1.445","1.445","1.445","1.445","1.445","1.445","1.445","1.445","1.445","1.445","1.432","1.432","1.432","1.45","1.45","1.461","1.508","1.628","1.781","1.725","1.798","1.913","2.047","2.105","2.193","2.39"
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"INTL.33-7-AUT-MK.A"," Austria","8.206","9.157","9.51","9.582","10.034","10.171","10.423","10.691","10.762","10.858","7.028","7.129","7.204","7.202","7.245","7.323","7.385","7.54","7.685","7.669","7.676","7.703","7.567","7.607","7.613","7.667","7.684","7.845","7.848","7.827","7.913","7.947","7.97","8.272","8.321","8.457","8.493","8.506","8.591","8.63","9.001"
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"INTL.33-7-BEL-MK.A"," Belgium","0.073","0.08","0.086","0.086","0.086","0.087","0.089","0.09","0.093","0.095","0.094","0.094","0.094","0.095","0.095","0.096","0.096","0.096","0.097","0.103","0.103","0.111","0.111","0.11","0.115","0.105","0.107","0.11","0.111","0.11","0.118","0.119","0.12","0.119","0.121","0.112","0.115","0.107","0.108","0.108","0.12"
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"INTL.33-7-BIH-MK.A"," Bosnia and Herzegovina","--","--","--","--","--","--","--","--","--","--","--","--","1.2","1.2","1.139","1.219","1.219","1.219","1.624","1.983","1.983","1.993","2.38","2.38","2.38","2.38","2.411","2.411","2.117","2.117","2.117","2.117","2.12","2.12","2.049","2.055","2.084","2.084","2.09","2.09","2.093"
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"INTL.33-7-BGR-MK.A"," Bulgaria","1.895","1.895","1.895","1.975","1.975","1.975","1.975","1.975","1.975","1.973","1.973","1.401","1.401","1.401","1.401","1.401","1.401","1.803","1.803","1.803","1.881","1.706","1.948","1.984","1.984","1.984","1.984","2.012","2.12","2.137","2.184","2.035","2.095","2.165","2.19","2.206","2.206","2.21","2.359","2.366","1.725"
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"INTL.33-7-HRV-MK.A"," Croatia","--","--","--","--","--","--","--","--","--","--","--","--","1.769","1.77","1.77","1.781","1.785","1.785","1.785","1.785","1.785","1.785","1.775","1.783","1.79","1.804","1.804","1.782","1.782","1.799","1.848","1.848","1.848","1.897","1.9","1.915","1.912","1.912","1.913","1.913","1.848"
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"INTL.33-7-CYP-MK.A"," Cyprus","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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"INTL.33-7-CZE-MK.A"," Czech Republic","--","--","--","--","--","--","--","--","--","--","--","--","--","0.911","0.906","0.908","0.868","0.905","0.888","1.008","0.952","1","1","1.004","1.015","1.02","1.016","1.024","1.029","1.037","1.049","1.05","1.065","1.08","1.08","1.088","1.09","1.093","1.094","1.096","1.097"
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"INTL.33-7-DNK-MK.A"," Denmark","0.008","0.008","0.01","0.009","0.009","0.009","0.009","0.009","0.009","0.011","0.01","0.01","0.01","0.01","0.008","0.01","0.01","0.01","0.011","0.011","0.01","0.011","0.011","0.011","0.011","0.011","0.009","0.009","0.009","0.009","0.009","0.009","0.009","0.009","0.009","0.007","0.009","0.009","0.009","0.009","0.009"
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"INTL.33-7-EST-MK.A"," Estonia","--","--","--","--","--","--","--","--","--","--","--","--","0.001","0.001","0.001","0.001","0.001","0.001","0.001","0.0012","0.0012","0.003","0.003","0.004","0.004","0.005","0.005","0.005","0.005","0.007","0.006","0.005","0.008","0.008","0.005","0.006","0.006","0.007","0.007","0.007","0.008"
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"INTL.33-7-FRO-MK.A"," Faroe Islands","0.018","0.018","0.018","0.018","0.018","0.018","0.018","0.031","0.031","0.031","0.031","0.031","0.031","0.031","0.031","0.031","0.031","0.031","0.031","0.0314","0.032","0.032","0.032","0.032","0.0314","0.031","0.031","0.031","0.031","0.031","0.031","0.031","0.039","0.039","0.04","0.04","0.04","0.04","0.04","0.04","0.039"
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"INTL.33-7-FIN-MK.A"," Finland","2.42","2.467","2.474","2.503","2.497","2.505","2.555","2.586","2.597","2.586","2.621","2.648","2.679","2.731","2.736","2.777","2.785","2.861","2.881","2.881","2.882","2.926","2.964","2.966","2.999","3.035","3.062","3.102","3.122","3.145","3.155","3.196","3.196","3.224","3.248","3.249","3.249","3.272","3.287","3.287","3.263"
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"INTL.33-7-CSK-MK.A"," Former Czechoslovakia","2.578","2.832","2.84","2.84","2.875","2.897","2.89","2.975","2.988","3.042","3.036","3.061","3.061","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--"
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"INTL.33-7-SCG-MK.A"," Former Serbia and Montenegro","--","--","--","--","--","--","--","--","--","--","--","--","2.25","2.25","2.25","2.25","2.25","2.25","2.25","2.296","2.296","2.296","2.296","2.296","2.206","2.206","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--"
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"INTL.33-7-YUG-MK.A"," Former Yugoslavia","6.2","6.25","5.886","5.886","6.386","6.736","7.086","7.386","7.625","7.686","7.386","7.386","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--"
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"INTL.33-7-FRA-MK.A"," France","17.431","17.63","18.247","18.4","18.661","19.034","19.786","19.991","20.174","20.338","17.717","17.655","17.767","17.837","17.902","17.898","18","18.018","18.024","17.947","17.646","17.674","17.775","17.927","17.812","17.808","17.82","17.832","17.922","18.009","18.156","18.373","18.388","18.379","18.392","18.415","18.486","18.561","18.857","18.88","19.671"
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"INTL.33-7-DEU-MK.A"," Germany","--","--","--","--","--","--","--","--","--","--","--","3.31","3.317","3.385","3.471","3.624","3.563","3.569","3.642","3.802","4.086","4.101","4.193","4.088","4.209","4.134","4.117","4.083","4.104","4.283","4.252","4.469","4.451","4.433","4.424","4.433","4.442","4.449","4.456","4.456","4.658"
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"INTL.33-7-DDR-MK.A"," Germany, East","1.852","1.845","1.852","1.851","1.845","1.844","1.844","1.844","1.844","1.844","1.844","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--"
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"INTL.33-7-DEUW-MK.A"," Germany, West","6.45","6.509","6.531","6.631","6.668","6.71","6.71","6.71","6.85","6.86","6.86","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--"
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"INTL.33-7-GIB-MK.A"," Gibraltar","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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"INTL.33-7-GRC-MK.A"," Greece","1.415","1.714","1.714","1.714","1.714","1.822","1.822","1.822","1.836","1.986","2.093","2.197","2.208","2.208","2.208","2.208","2.207","2.412","2.241","2.344","2.373","2.377","2.379","2.38","2.4","2.407","2.435","2.451","2.477","2.502","2.516","2.525","2.537","2.539","2.69","2.693","2.693","2.693","2.71","2.71","2.697"
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"INTL.33-7-HUN-MK.A"," Hungary","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.048","0.054","0.049","0.049","0.049","0.049","0.051","0.053","0.053","0.055","0.056","0.057","0.057","0.057","0.057","0.057","0.057","0.057","0.056"
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"INTL.33-7-ISL-MK.A"," Iceland","0.545","0.615","0.755","0.755","0.755","0.755","0.756","0.756","0.756","0.756","0.756","0.779","0.879","0.879","0.884","0.884","0.884","0.923","0.956","1.016","1.064","1.109","1.155","1.155","1.163","1.163","1.163","1.758","1.879","1.875","1.883","1.884","1.877","1.984","1.984","1.987","1.987","1.995","2.099","2.099","2.086"
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"INTL.33-7-IRL-MK.A"," Ireland","0.224","0.224","0.225","0.225","0.226","0.226","0.221","0.222","0.222","0.222","0.223","0.226","0.226","0.226","0.227","0.227","0.232","0.233","0.233","0.236","0.236","0.238","0.24","0.24","0.24","0.234","0.234","0.234","0.234","0.234","0.237","0.237","0.237","0.237","0.237","0.237","0.237","0.237","0.237","0.237","0.237"
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"INTL.33-7-ITA-MK.A"," Italy","15.826","15.766","16.877","17.125","12.166","12.16","12.419","12.435","12.495","12.547","12.582","12.692","12.718","12.788","12.864","12.964","12.999","13.06","13.058","13.417","13.389","13.456","13.557","13.703","13.789","13.89","13.528","13.573","13.732","13.827","13.976","14.193","14.325","14.454","14.506","14.628","14.991","15.109","15.182","15.583","14.908"
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"INTL.33-7-XKS-MK.A"," Kosovo","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","0.043","0.043","0.045","0.046","0.046","0.046","0.046","0.046","0.078","0.08","0.096","0.096","0.092"
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"INTL.33-7-LVA-MK.A"," Latvia","--","--","--","--","--","--","--","--","--","--","--","--","1.499","1.504","1.506","1.521","1.521","1.487","1.517","1.523","1.523","1.565","1.565","1.537","1.536","1.536","1.536","1.536","1.536","1.536","1.576","1.576","1.576","1.587","1.588","1.588","1.564","1.564","1.565","1.565","1.576"
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"INTL.33-7-LTU-MK.A"," Lithuania","--","--","--","--","--","--","--","--","--","--","--","--","0.106","0.106","0.108","0.108","0.108","0.108","0.108","0.112","0.112","0.113","0.103","0.109","0.11","0.117","0.117","0.115","0.115","0.116","0.116","0.116","0.116","0.116","0.117","0.117","0.117","0.117","0.117","0.117","0.116"
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"INTL.33-7-LUX-MK.A"," Luxembourg","0.029","0.029","0.029","0.032","0.032","0.032","0.032","0.032","0.032","0.032","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.039","0.039","0.039","0.039","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.034","0.035","0.034","0.034","0.034"
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"INTL.33-7-MLT-MK.A"," Malta","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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"INTL.33-7-MNE-MK.A"," Montenegro","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","0.658","0.658","0.658","0.658","0.658","0.658","0.658","0.651","0.651","0.651","0.651","0.652","0.652","0.652","0.658"
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"INTL.33-7-NLD-MK.A"," Netherlands","0","0","0","0","0","0.002","0.002","0.002","0.002","0.025","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.037","0.038"
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"INTL.33-7-MKD-MK.A"," North Macedonia","--","--","--","--","--","--","--","--","--","--","--","--","0.426","0.426","0.413","0.423","0.423","0.434","0.434","0.4338","0.434","0.436","0.436","0.448","0.516","0.54","0.545","0.546","0.552","0.553","0.555","0.556","0.595","0.603","0.617","0.632","0.66","0.674","0.674","0.674","0.674"
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"INTL.33-7-NOR-MK.A"," Norway","19.443","20.963","21.789","22.37","22.628","23.076","23.555","24.358","24.453","25.728","25.817","25.823","25.963","25.983","26.215","27.379","27.494","27.327","26.982","27.54","26.766","26.319","26.604","26.947","26.721","27.222","27.398","27.647","28.062","28.188","28.367","28.618","29.158","29.682","29.889","29.939","30.281","30.382","31.12","31.182","31.556"
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"INTL.33-7-POL-MK.A"," Poland","0.647","0.647","0.647","0.647","0.645","0.646","0.646","0.646","0.772","0.647","0.467","0.467","0.468","0.475","0.489","0.482","0.492","0.495","0.501","0.505","0.509","0.517","0.517","0.524","0.535","0.542","0.549","0.546","0.553","0.556","0.56","0.564","0.569","0.573","0.582","0.588","0.597","0.591","0.592","0.592","0.605"
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||||||
|
"INTL.33-7-PRT-MK.A"," Portugal","2.516","2.615","2.854","2.944","3.016","2.721","2.818","2.82","2.722","2.799","2.783","2.772","3.146","3.613","3.697","3.848","3.867","3.877","3.94","3.93","3.918","3.943","3.966","3.966","3.974","3.968","4.004","4.012","4.009","4.042","4.057","4.49","4.414","4.363","4.368","4.446","4.458","4.462","4.484","4.484","4.373"
|
||||||
|
"INTL.33-7-ROU-MK.A"," Romania","3.455","3.533","3.734","3.885","4.062","4.42","4.706","5.057","5.421","5.583","5.666","5.723","5.687","5.872","5.938","6.011","6.038","6.074","6.081","6.082","6.12","6.122","6.242","6.248","6.279","6.289","6.282","6.331","6.362","6.358","6.382","6.391","6.456","6.249","6.256","6.359","6.377","6.328","6.328","6.328","6.221"
|
||||||
|
"INTL.33-7-SRB-MK.A"," Serbia","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","--","2.206","2.206","2.206","2.221","2.293","2.322","2.352","2.317","2.403","2.408","2.416","2.424","2.424","2.424","2.484"
|
||||||
|
"INTL.33-7-SVK-MK.A"," Slovakia","--","--","--","--","--","--","--","--","--","--","--","--","--","0.925","1.208","1.525","1.655","1.664","1.682","1.684","1.685","1.586","1.586","1.588","1.602","1.596","1.597","1.599","1.632","1.571","1.6","1.607","1.606","1.607","1.607","1.606","1.608","1.607","1.612","1.612","1.505"
|
||||||
|
"INTL.33-7-SVN-MK.A"," Slovenia","--","--","--","--","--","--","--","--","--","--","--","--","0.755","0.755","0.756","0.757","0.734","0.734","0.861","0.846","0.846","0.839","0.983","0.974","0.974","0.979","1.009","1.018","1.027","1.07","1.074","1.073","1.074","1.119","1.116","1.115","1.113","1.167","1.163","1.163","1.344"
|
||||||
|
"INTL.33-7-ESP-MK.A"," Spain","13.473","10.869","10.945","10.917","10.935","10.959","11.153","10.556","10.984","11.597","11.32","11.429","11.484","11.484","11.545","11.689","11.793","11.596","11.537","11.802","12.672","12.744","15.55","15.525","12.82","12.808","12.907","12.961","13.04","13.069","13.275","13.283","13.293","14.076","14.081","14.086","14.053","14.052","14.053","14.053","14.292"
|
||||||
|
"INTL.33-7-SWE-MK.A"," Sweden","14.859","14.919","15.215","15.29","15.445","15.69","15.813","15.996","16.112","15.759","15.904","15.891","16.021","15.867","16.072","15.725","15.776","16.371","16.169","16.432","16.506","16.523","16.187","16.098","16.302","16.302","16.234","16.592","16.352","16.544","16.624","16.478","16.315","16.395","15.897","16.23","16.367","16.403","16.332","16.332","16.379"
|
||||||
|
"INTL.33-7-CHE-MK.A"," Switzerland","11.45","11.46","11.47","11.47","11.48","11.48","11.51","11.51","11.52","11.58","3.474","3.484","3.504","3.509","3.526","3.541","3.55","3.553","3.584","3.614","3.636","3.642","3.653","3.669","3.65","3.682","3.694","3.7","3.709","3.749","3.81","3.852","3.882","3.896","3.948","3.996","4.06","4.112","4.193","4.193","4.193"
|
||||||
|
"INTL.33-7-TUR-MK.A"," Turkey","2.131","2.356","3.082","3.239","3.875","3.875","3.878","5.003","6.219","6.598","6.764","7.114","8.379","9.682","9.865","9.863","9.935","10.102","10.307","10.537","11.175","11.673","12.241","12.579","12.645","12.906","13.063","13.395","13.829","14.553","15.831","17.137","19.609","22.289","23.643","25.868","26.681","27.273","28.291","28.503","30.984"
|
||||||
|
"INTL.33-7-GBR-MK.A"," United Kingdom","2.451","2.451","2.451","2.721","4.188","4.19","4.192","4.197","4.196","1.424","1.11","1.415","1.423","1.425","1.425","1.432","1.455","1.488","1.475","1.477","1.485","1.629","1.59","1.486","1.499","1.501","1.515","1.522","1.626","1.638","1.637","1.673","1.693","1.709","1.73","1.777","1.836","1.873","1.878","1.878","1.879"
|
||||||
|
Can't render this file because it has a wrong number of fields in line 3.
|
34
data/era5-annual-runoff-per-country.csv
Normal file
34
data/era5-annual-runoff-per-country.csv
Normal file
@ -0,0 +1,34 @@
|
|||||||
|
name,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021
|
||||||
|
AL,9921.845743062182,13900.722955927391,9710.931748556879,10574.663320350839,19341.246363906943,17818.135264440367,11442.713887022777,18086.801216289034,15090.128262650946,21363.26299103702,9091.698545327283,15645.252953546536,26744.08978638467,15193.032691775385,15984.127347228396,21350.165383112253,12855.252167834218,13420.929958145927,18491.92173822311,23127.97840031047,15647.322475185589,18621.138651647332,15899.845988546795,17394.46706381624,9941.517004312835,15056.517227865626,13546.145796746823,19078.487245825123,21734.889469128113,18681.018783118114,17330.7404590047,11854.58505075189,8621.019687739607,10958.633158319248,11928.114867207425,14053.437518158384,11478.547049310142,9794.162917024925,9309.704198107493,7531.383319836307,13417.032891488734,9396.693750356952,9409.269914411027,9602.245346872442,13721.093186096236,18546.848247572612,10075.274288997707,13160.130634381218,14979.3178626011,11173.442130939595,10656.167120597063,11333.102860367679,12218.649211273396,16968.134523176956,13531.444805168734,12351.485474236735,7777.709342414358,9395.578415692386,13162.74078695902,21279.522933687273,7131.262505063414,9979.8596278608,14852.708775826433,10550.911120633964,9976.081734060937,14930.01135394502,8322.107101243482,14871.511785547276,8735.240828081134,9201.521447196284,15965.927842545672
|
||||||
|
AT,82083.36248472283,77811.80736180999,72623.28291775129,92135.9214601233,96990.37023646115,85097.60090834703,90540.2512560922,87926.80279582532,87840.33332785149,95771.51050456028,80100.0597367668,89961.83970292915,94250.95465501286,83836.27750897587,127502.64206362939,114305.16098508416,109841.9915507258,94950.56912780282,78607.44609072198,109558.29937241938,70075.51296406337,91798.91825728992,87743.39136454638,99172.3185471974,112079.92282492586,77403.35720896415,141634.05110901658,127491.44958971704,103513.31397365611,94072.4808516721,90719.06004331182,74178.70850428617,71954.43763473642,75430.93523721115,83080.51606488624,68680.54577957527,88997.37641681913,78365.83036558417,88108.35920540475,70055.7892534604,83590.790849829,80943.05621285089,88054.73669568839,64323.72991620271,76516.31784700113,88537.52869871816,74980.7275243927,76703.23963260197,90699.65433828124,82618.46892777775,70279.06284438398,76864.90473420777,38883.771847486016,64333.37459685728,71147.24783545699,61897.64030624322,56722.92181769331,64364.47029441406,80300.64217575881,73731.45518976511,60840.309523971024,77575.9681355992,74925.98195655535,87076.27014563217,55659.14157544586,71826.27744178762,65790.17399828041,62758.61938425757,63451.07652587882,63443.71962749899,60531.78695214822
|
||||||
|
BE,2265.3933295931465,2299.7187477495568,1601.6287456097295,903.9162052526016,1681.6717933948885,1553.0826978024484,2040.8513201770277,2596.453742857211,1572.1256345899858,1777.5813929080084,2626.96550179367,2109.9419394561014,1095.552430877252,1153.3090754765356,2926.2047527605378,3273.3444811813465,2455.1462895729287,2709.4254348359373,2044.223080485547,3206.6821776003253,1403.4368531879622,1739.01009962226,1509.0861879549796,2489.4865224203572,2440.1073430603583,1152.6261514941527,2218.937185944037,2759.156597708309,2657.6330859359005,2904.764428136616,3657.83503348807,2493.2486286738635,2917.270148862828,2660.3113890881846,1897.0141168954808,2027.0116832611525,2822.5902787959144,2964.8457470488684,1943.761175974426,1192.1713008070133,1419.0119225208746,1475.2557281855488,1769.9742186132778,2647.8931490311224,2842.9882619071104,880.5015070232031,1197.5019163599245,2093.4616667083587,2614.387699318041,2455.605567526133,2964.8707630509653,2512.265466519676,1585.2842393930487,929.2255532772314,1281.2863306004592,1121.936801130382,2183.018089275124,2209.175694512598,1603.8823576630593,1544.7801250586733,1495.8450265096008,1698.4561860883377,1826.3476500921734,1803.4120415623293,1828.4613155494794,2424.4009518987536,1091.1596112517386,1814.2183897620703,1171.4609814371709,2056.8674333110275,2031.8962335362714
|
||||||
|
BG,7806.165358407907,7617.879584469116,9313.915986883927,12665.103843530671,18165.703005314856,20925.111917073817,12315.95137614649,14307.215196342033,11652.743586791588,16042.778215050708,15000.011504505326,15411.367697482856,23959.284980030086,13749.537818599603,14477.782616320155,19301.913180173906,18779.64649297375,14471.754083245778,21905.976678210158,20337.934359162857,20009.368056844236,22642.8256575709,23291.544303799303,14596.266505770593,16672.574320967968,18465.93977853061,15123.0740003407,16401.953223276385,17509.31598177905,19228.19892146255,14599.539868168713,16192.551398587811,14129.882713144674,15395.87601647586,11853.583066311567,12273.885630367266,13296.879487675578,12962.17913948413,10178.141531948864,10101.748861881337,17833.95419276747,11290.360773903032,7050.797194092144,7109.831367133397,12879.727662239184,15849.231621819281,14036.330428384765,14600.701492135015,14377.532715491632,7705.7385359122845,8414.14109970378,12768.14503989922,11390.56673556146,10492.153643864705,15665.526881990423,13518.231074072748,9896.670696858979,8514.724851169687,10495.74229946015,14331.982881842356,7228.669024198985,6779.132502990354,8418.829006301234,16447.848686603495,15740.35987338571,11179.883037182273,8789.581276892988,11591.504961624405,6993.71096793164,8046.946588923506,10797.966046345515
|
||||||
|
BA,23467.52324346034,27732.028396263388,21355.39127202247,21518.57483169428,38198.02048713121,26864.382517947488,20815.045478598513,30820.77172304343,26041.454718573805,32434.848569531026,20613.68138756547,29427.6067241259,33216.04695823398,35126.00882914745,35434.02869793576,33198.240125653894,27292.13451964922,28870.288475787063,34855.527471322755,40158.11721181478,26000.45986387781,30818.815452611776,25386.059210704487,29741.547122355205,28211.934365516674,30030.474291377286,28262.88980319508,36551.088477619196,29006.131913946814,27659.528119372964,23600.138376555304,18313.888493525537,16009.416242480263,24722.92263318226,19189.890721764787,24683.705818314953,20989.732351804592,20569.866983400992,18470.90664070533,14851.755901997987,25891.954823722892,19819.186826010166,18921.820235243023,20522.576037546467,27525.961934821684,30713.034955646464,21412.918614981576,21344.870107122344,26543.94285666588,19942.69654945001,23180.52553450498,25225.421682786062,17217.841128593398,25342.758536033023,22647.27040540609,20311.586220306715,13360.715771642963,18725.9052067595,21814.111731615874,31110.03238839381,11170.209355889527,11624.972537489217,20618.808518471225,26321.87815471064,18023.46871599901,20293.60245322545,15351.515268991054,23732.8659965382,19641.494693119246,14018.69083089969,18476.061736021245
|
||||||
|
CH,96134.70662377033,78280.50065735803,75567.82823680741,75624.52378636891,84437.3353706146,82858.22758683441,70824.92066589095,89311.09471805945,65693.73271567532,95736.9646979805,81823.38979168108,71941.93730231738,93291.72439376163,67130.87226350856,103459.16116112942,100678.84780651607,97724.23622167954,103707.47043615916,84031.35407618036,103162.60292359442,67550.72288370335,80436.85045155323,87045.62560332651,91431.67032188186,103676.61542793321,68303.04781353423,112322.8911282786,90003.61666202937,91028.65800738563,79435.56403729375,84362.27602442491,71967.17653868764,71356.17066607098,70327.74412176231,72852.24726422041,60501.17532436925,83372.98013161327,74234.0349385613,61890.14596593614,54336.52856303606,58271.018596959824,62644.46734396249,75790.31562737533,69637.43067630196,63290.99710001813,60360.96649160057,57476.7610131337,62343.013781750116,78693.52307555292,73667.98513148604,75122.7031133837,70327.33051388402,33043.59766466136,48968.55545142022,47632.62274536815,48588.59714178414,58398.342285916435,57742.38347363473,42559.51792407362,59408.23894223828,57129.80243604273,71163.63652517287,70858.4268509181,119263.66699527185,55000.17388464577,60563.73895679769,51249.64855691976,45607.547672961526,60542.786248766475,50488.945849740405,62587.04259357905
|
||||||
|
CZ,5741.811363153907,6430.8701452824125,6608.002211449021,5547.98412657507,11139.03676570244,9975.869136026628,10340.80877548634,13532.930674695574,7705.735677184478,7812.801872929193,10964.355351867012,10646.504003233118,9719.560436989883,9722.51782291833,19015.37334991238,15549.667939948402,15927.255735311868,12882.876953226223,10353.403919517015,11853.576269226234,10677.61771918624,10413.95103805089,6895.283030051313,9424.903567027312,12922.392855988994,9137.874616036986,17532.348544152504,18533.830228515635,15250.542039808313,10190.043701741004,11537.335951365127,9452.574932230946,5833.228549596612,5329.206957903766,7580.6976645678615,7069.4638232187235,11641.01844987317,9790.145937530902,7320.767578365769,5406.873869997462,5625.637231646826,7239.835546851702,6440.471526964078,10089.617439184036,12468.55796361433,12603.058166229213,11520.381274473184,9364.18293733304,10411.740148030329,8903.525346614548,9434.353552398077,14463.707947162726,8297.335864348554,6305.0428212307515,9383.102792968806,9420.905095490103,7053.530866655102,7934.504156979587,9131.766698685136,11027.709419784474,7973.011990884055,6406.065926850977,10728.184944007047,6645.433895571247,6345.82145823084,6499.675988954033,7016.463805946017,5619.135413529,4807.786670051716,5785.96568493957,7986.497102061061
|
||||||
|
DE,37514.09293381361,41854.44001450301,38958.042582957896,35908.26729908446,54302.825387264325,53900.0627595872,49537.22949846474,58655.764340031456,37627.8257805545,42967.11131060519,58392.899587658314,47246.42956098116,36543.949785170116,36184.44504543948,76454.75505815547,77563.28089874369,65706.46393994696,62713.75591115003,50646.052126013274,74501.93068438585,33965.80961685558,36936.195615288314,42537.597915180464,56616.68921207296,56744.68927682596,34807.98202654087,56642.02192030585,72249.78534694383,61866.53633607989,55155.47864420242,60392.13262306467,54016.67652252674,53772.61604029787,44957.681101902934,45340.54136937088,48213.458592237475,66703.44582319073,60862.17019199549,41014.24992391146,32890.656129618095,33561.7114818598,35496.398391557115,43529.12222860253,55750.09930602895,59293.24549493131,37708.06634825865,37073.71374151417,42227.76427477898,55642.269571505705,50261.32889407123,50099.1653624443,63663.80803911536,33932.84222448403,24148.0930626651,39327.588161226195,34424.75266875371,37774.7468462978,39904.36386097259,38761.37664135111,43371.39725264248,35879.97041420226,37163.99533546333,50391.241894760955,37073.97568394232,36139.75677566728,42435.96482981362,34097.15586833773,36767.50341472353,28228.762854078665,31841.550922412007,39703.58319343355
|
||||||
|
DK,540.6494487174206,225.87222027671936,240.57818634617777,370.37587945377,297.48979685029366,176.69208006156848,208.79213770008658,418.4554011794129,292.8102234525168,354.1220188699609,405.97396851309696,497.6042583966885,394.062076725445,291.3295691524654,304.5438623304028,591.4756757289098,629.1912050409122,479.19182164984767,353.75286712188796,454.0799499391422,338.48620130918835,357.676218196066,271.5200039604648,288.04880490856954,389.1757124784286,200.03398963977796,391.555913715114,397.29527898061724,379.8043799580585,514.7861201159348,505.7304478209306,381.57816134966373,489.3522161731293,301.717309458533,340.1024114463131,377.00536197863613,349.05617800662674,489.4227950883326,223.23589869898433,269.17110101837187,288.12441629799764,229.5796362727797,293.635637901186,464.89056739838395,386.583686695923,100.62743648672041,155.50324274468716,357.89273417380645,451.04208007822723,403.3432275318107,376.8995908622044,395.3896113505339,169.30459202493293,211.16687292699712,238.87912856891634,225.9981737610454,469.5229598902774,334.5021223766927,213.88993390188736,267.6283833775911,319.04746406617295,376.09256801086406,317.617725512616,353.26516627601364,404.2285931109035,408.5235836651241,351.86517079981496,305.15203377590285,361.8170659996248,441.45504335438466,312.14518786073575
|
||||||
|
ES,49381.7181466273,42506.42487287232,29823.22966835847,33520.89863652133,42189.87541544434,45018.59980204108,27387.4917761516,45602.58407624375,62626.425244916936,94141.56249288519,66884.65469167147,67115.06386526441,82553.38984370838,62483.82642486853,54633.78478265801,97009.71651609142,47073.863176177474,55800.125131342014,85746.55555964066,72028.42027117872,75395.28981871007,97165.39237066667,52196.13272216457,55183.75674414718,44434.367388636274,45688.29479796517,107175.1885102772,376352.4882722023,122222.92956502433,46652.32256081546,42283.296882354574,45745.627884904505,49745.69531403085,62249.891346371536,58920.93920695715,48705.91089393512,49506.55303300167,60104.870297070986,41417.79510072781,40561.22111509541,48584.70074175896,41980.59062088254,40901.640882458836,43899.80095828514,42846.07384845135,68844.74333042726,58684.98840324564,44556.941393617584,38670.78308215774,46815.51322723987,68212.19494117319,35011.91030341564,50475.76713743041,37227.78564631605,21874.579431867896,35771.95151620915,29462.81813629621,28957.890173503936,32351.242924601538,48787.03990347552,31409.59113067243,24367.630996980257,54440.48961905899,50212.19464108009,33563.81874118821,47043.00929278407,21662.04001863739,49011.344970588914,40719.843457258816,40971.905822060144,45241.676643808205
|
||||||
|
EE,1013.5168183220601,680.8524541483096,896.074617741102,657.0814978199126,1138.8891299468455,1033.2360728791764,1360.240006093535,1004.6950457068739,934.8774758153143,610.9977141696028,1048.0576885162222,1477.5046721309996,819.8347754595931,595.9919701101757,664.1717649435486,1178.672290642306,1112.7122616720162,1003.3658496852601,739.8499843054013,970.7396668771637,1156.5986195943308,988.0643633892423,963.0153554345143,973.0118510683724,980.7669857762866,637.7376743732589,1121.0664931638019,1485.3090062847518,1014.4287893275732,701.3843644468006,1196.8127434491068,1136.1215677919786,956.0911286121622,761.6620263988196,1109.6559596693944,945.8137139982223,1246.4435124663337,1081.0063689141978,1180.9951778617858,1433.4526339800395,1044.4962572791317,875.9289554452553,699.3911738148247,770.5276589427534,923.6083617038047,353.16555295606884,572.4961222214871,770.5595680360855,811.3520528619258,480.6204379373417,526.2783934002991,624.0252970776874,317.7449195254128,502.6073570248072,523.2149143909173,201.10844695565802,516.5064948459781,787.1638506300568,929.6905631193786,943.6792182991617,682.831069893961,933.1072250631543,692.097322772721,449.72254117947216,392.4173074585239,635.9676582877272,753.2897252561945,692.2577760060705,496.359994444626,685.8431112730673,512.1207984775516
|
||||||
|
FI,37605.30609105331,44212.92045299994,43354.55443946037,40909.90249435943,45502.4817028443,31224.476747778986,41198.39417754888,37433.6293362709,28205.152814527217,22733.614552593714,36790.55908786393,45364.155643266684,28818.806516416316,35920.468538637644,43898.27049057533,41064.81684006838,48740.383821508905,37939.33952866352,30918.72594548001,32676.177851908644,33754.05667642144,33605.2810320407,40213.26757169686,46999.65997165162,40988.91471061698,26205.15827640759,41167.74001571865,25866.031354509407,34538.39918373158,28474.82496101674,52752.27216474974,31970.598763267328,35752.18054352296,34628.515223969094,27958.317625583102,31764.196982878522,30015.16030263079,26346.04561795855,37548.80632649389,27745.021972655202,27337.35846234453,42346.93155636462,32896.698992597754,22520.879762748657,23208.41547315833,19884.31515309925,22475.195958848508,33947.011695157635,26939.65172877202,32198.274008146243,28319.0878193112,25068.601753935876,16735.56947336933,29510.104024439464,31518.153863523567,22455.334677451585,28461.18834411878,38706.997170480194,29619.48059832548,29700.763598820195,30127.95453034573,45678.82538666528,31580.034602099753,29256.819253905658,43076.06538538077,49489.04536337738,37281.852766328535,33818.560580958125,35465.53242057822,41410.545080415,41567.72109759498
|
||||||
|
FR,135094.49763612094,106772.95460342853,80280.31347296045,74490.3783289433,106687.24245156738,78827.6552216503,82482.11027901788,110101.24506868717,102231.57173723538,134019.59611286796,107848.78158188045,101612.59295931137,120079.53146371644,89568.66448178052,139585.30725052828,153772.55334552698,108799.90779570332,132530.25240249874,145056.24077647954,157344.40874499045,121182.68180087653,135378.15307040678,100408.75538533325,132164.7891142495,122382.6612084835,103706.50937621434,174240.52624537304,149853.10658224527,139992.58441391244,124892.14391178945,138893.07653615897,136102.17909683278,136298.85434619425,112484.75227834118,103842.75366698352,105453.40277549413,121935.76619549586,138379.45234918175,71924.60006455882,68830.14474115185,82603.77634528138,113556.04015089742,104293.46882473862,133822.28230897718,106263.7222156586,102481.34621013676,87080.48957235571,78895.08319488679,105735.9820525235,105626.7734987112,124313.3006359069,92144.11932119,73537.29646152578,78137.60525599915,58286.814348802,68928.05802270533,75743.7796112372,83489.37862547796,61518.93775410048,71311.23184506799,58810.65089438103,62581.66694545332,108566.1756738168,106810.3035898108,64981.51870529863,80829.27869961815,55203.39988738071,99034.47679069567,69318.43286028007,80169.78942387344,91015.86505778233
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||||||
|
GB,30949.55733300973,26701.9428167181,24834.423901258084,36292.29933386541,21223.79048684261,23695.358277919488,25987.57619398849,29907.138025215598,20532.262685247148,29689.355990879158,29755.7349738537,26456.609914217806,26827.642866860373,23873.145060634775,28779.074240844395,32368.78110647752,35977.394307138864,31071.326823875082,26446.212227329706,32888.07880400224,26015.735528737063,30161.596277105604,23017.874991984525,33287.290870143,28286.810808036254,25581.658649545065,33234.01349421005,31886.616851943854,36147.13303532815,34133.94123938026,36553.158784009356,34512.41082508442,31536.090754720717,28572.314934249887,33275.60304522956,33665.001595891976,29575.879486696827,34513.91395990196,28917.71257427291,33609.176553253485,26240.381135352633,32589.192149993025,28862.78621634025,32807.4074928576,28488.125666145854,20034.93309228305,23116.389736102017,36396.90134863421,35532.192401610075,39288.48780281492,29384.81519197965,36157.931892943554,21622.405196644995,32040.743170655453,30471.91526631006,28610.855281883465,33870.42864117695,37281.10394972126,33227.13302814586,22275.90424618414,30588.672790028984,34121.358436958675,27706.739428180073,37230.134388487466,33699.78058075289,31403.25713954576,26791.643973463473,25928.83232662774,30294.933954035565,36884.703709615125,29006.326905891798
|
||||||
|
GR,10056.853784361187,12820.948661755581,12880.09713386794,18009.367077161973,21378.182658177288,29473.438101212807,11770.791493072751,17561.986308683798,14068.336209442465,21036.22984593777,10600.651816726047,19253.94027167335,33903.71393281602,18899.558983910043,17444.093386496537,23383.013428670623,15695.74724949063,19981.88173635776,22837.72155515553,20477.278624856677,21882.21250746782,25630.65513791745,23207.036995448034,22044.998521881807,12010.599831751206,19432.667576547075,10483.216379681078,17709.119022396855,23856.615736538963,24868.152661457774,21212.948012018598,19349.21918097175,12988.230031417628,16765.76278511076,15711.921661553248,14768.388537620414,15953.652684601051,12434.694106124754,8265.22849298033,8609.897588471382,14667.4570613014,8511.641075667938,10022.119539267658,13526.966234241496,13788.166042309897,20514.65575034389,13890.655920759986,13637.35506363307,17713.539092926785,10603.937587040999,9085.188935046803,13431.534902143163,18237.093734480102,15007.784707319466,15322.74478671021,15189.508916238075,9627.363919501071,7964.610286111404,17730.814440852053,21625.83796282357,10692.331430067703,11630.957871879938,16037.311332863352,13770.795305947142,17211.823293162783,14042.921372422215,9179.230226001768,15781.789228215457,11036.807907632012,8148.5700551254695,17837.056638784255
|
||||||
|
HR,11579.119396857217,11616.785819262946,7841.411279590863,7071.274416413621,12992.083400898755,8164.444623202054,7347.788717816701,10332.483465428491,10537.238741811467,14479.677080073134,8479.661662510043,11787.072656273116,12862.758623825672,13371.003032039336,15990.668161905827,14470.61427957732,10644.752476691014,11929.91211438134,13611.162472968235,14159.968181810045,8748.9998436583,15752.17883640428,8576.387915317433,13121.48137750286,9754.915357083264,10574.934113880938,12339.192872828058,13526.82683401755,12407.125261525374,13314.467203516846,10589.407510915647,8240.264291214513,7438.667886688274,10422.72691638502,8167.94266416981,9179.047407118169,8517.079324039581,8574.526688740114,7000.526114186264,6044.501432950472,8424.638032244015,7640.079353180473,8493.38568955205,7673.466816227631,10113.96973112034,10475.583854629525,8161.447547783003,7730.598307694147,9688.392563588315,7721.732973546704,8547.91442119075,9110.630144082634,5654.409914846469,10449.908940883637,8544.776426500835,7703.363550389989,5356.181480736791,7888.76450496884,7981.496673656482,12159.302077747214,4232.3935344941665,4890.509308451722,11184.320641158047,12936.9950624162,6984.475921997467,9245.055929521772,6446.204647314787,9728.03403894923,7468.897556955247,6117.536838412799,7342.634549696792
|
||||||
|
HU,455.56009955160323,446.6314758325084,756.8984035642842,450.9800559529234,596.2398492658431,618.0772176598714,433.5306920564666,626.6699838105968,736.6623236995524,901.6628598550868,955.0588428000881,1010.9577650474141,1739.1969813800204,989.7527773708749,1794.409065735425,2141.779921355298,1587.224990709883,671.8419282109866,1725.8355118081338,2716.2211930211206,1024.7764676942138,1478.4297579371664,1174.856199808959,1380.70450266654,1412.5023358393119,740.4722294240396,2077.892875467242,1382.2122922975911,1644.3319455706533,1323.8387691522125,1268.4319727220777,1050.1561979992803,938.7640185853782,701.18673897032,1176.2218406698482,1296.5341770126697,1360.4975641937087,1113.61620590335,686.0888933448485,340.9577501900905,585.7771480398817,710.4671894364953,683.5190908209308,901.0768559915952,882.6855336512624,1696.8667744778322,1072.391017559335,1091.9628754375356,1986.255314199332,1224.1891103332646,723.3105004079888,525.4091579835733,484.84230756145246,965.526984284363,1182.1048527111184,1188.8833398485922,413.588170351592,480.2721461089437,695.3047160171476,1875.1966820116616,1424.9690036241302,335.4105482008909,1504.9089491398734,1485.372787096725,1238.0161031995012,1379.3214547239281,769.0933902263423,1164.4795232335282,401.1056623458921,586.967649321741,686.5594518266915
|
||||||
|
IE,4646.742323576806,3498.3840852321937,2544.6578209214726,5419.077105100732,3195.826410242899,2135.0862825425293,3896.6031468108818,5166.0575828547335,3059.5430902455864,4420.523688067632,3920.565970045664,2677.658691610785,3238.0778129090736,2814.899041865502,4169.640537659651,4975.659864222032,4131.237385306254,4051.6063579500055,3501.9810380506974,4162.222738923252,3277.97066925379,4149.907266073347,3535.126191101705,5127.397347805918,3672.8392481603883,3233.4968306810615,4670.955668853978,4602.662496185422,5486.794576286672,5974.860239294209,4958.279351735843,5539.220771177308,4814.939874910363,4704.080605250908,5214.372862088697,5579.052373684467,4424.669817520398,5645.170219782959,4099.107666436778,4291.534915722901,4394.7348113611615,4474.842169491055,4574.431496810677,5809.6920444413845,4586.044007664658,4500.049573188483,4158.002042556449,5864.151573833777,5389.317421868625,5602.682945402753,3910.7950042057882,5664.313605042361,3809.963053559503,4119.424688220842,4183.3641097691625,4756.243128847813,4885.19842669336,5839.576896771334,6529.030637616166,3851.468550158534,4739.247453475783,5116.873230654843,4346.868803644192,5780.6460718128965,5283.18966576195,5253.677788447396,4182.318532051922,4579.528423701424,5332.55258145869,6160.501534866154,5064.7000821427855
|
||||||
|
IT,172598.9057049173,100312.33974168803,109683.21050744873,113141.95504995789,104153.60992530867,105687.75931391625,108887.88674499927,120408.08444781008,120463.4718424679,176044.98820314519,110983.47718210719,108661.3888675,154479.99952596257,116866.21274767391,140970.07450678368,148795.1431459142,123467.91624840492,141856.2012294592,135145.74559391223,121025.70232844367,123064.2692081519,158675.8479818625,126408.22188494769,122698.61897984576,134048.90222163082,141351.40587318933,183551.69201916258,152672.0987165877,152463.24070715246,129214.69623803807,126406.52003570941,111266.52387106014,105493.22493839792,124930.0152276459,118811.00097800085,107475.13484215035,108705.61617459086,105553.12911266208,89696.47047566871,79022.57929325203,102862.21537887226,110384.19134436303,114736.91039530469,100806.28542965792,84803.88252804938,120635.19844583895,89284.70639754581,91327.36842742827,112272.49254052607,121214.98394688763,100240.69732658492,110327.24980482439,67667.3134977533,93496.05161894935,74054.55044130566,77775.69469931335,75858.44303177306,92083.61659880447,94760.12813659209,130298.81027721112,113068.08204604911,102862.27823880903,124544.42911673438,173919.9577739064,87247.90399947706,91232.2769509342,68511.40136893332,110593.38607511377,103785.63569256017,87869.12433673623,92697.61009264145
|
||||||
|
LT,3126.90226977831,1475.6787373817235,2475.307120672793,1105.461669987713,2895.355169108127,2328.291848466701,2773.100951693534,3565.1300060634676,1726.340017569786,2441.2869150017605,2739.255286641479,3393.627534013301,1948.972938917477,1503.9304931932238,2081.2181025571476,2387.4356286402945,2953.7202011167815,2442.643404228762,1575.9037853337413,3106.077653607497,2438.6998492607095,2321.3335398002305,2455.4955733417105,2703.979150849733,2983.428649152806,1271.81865757996,2291.2165997279003,3624.3054978962264,3066.52482874976,2692.4730181815085,3077.131323187848,2583.193918114293,2346.227785803459,1679.5438811966314,3224.9829735377853,3118.546035682447,2841.2519919875017,2793.689370450914,2688.2457239306805,3241.443663108373,2559.3234295762136,1702.002348908642,2110.46892607847,2728.2093372090403,2507.383271401867,987.8894968242066,1210.6320667482842,2619.0625969612056,2041.7494156189375,1077.1024719580128,1501.0630179433206,2093.0805484121715,761.1714789679556,1438.6161577229564,2052.75406588365,780.7629955514127,1806.053023318598,1637.6952437203324,1294.75789506843,2045.7605537026564,2014.9263059368886,1513.2399919084748,1700.3251444304037,1310.6134461272318,707.068706016363,991.8607300754669,2210.5243412620116,1945.761381971759,656.9514438734058,938.7049363615082,1091.9224609932446
|
||||||
|
LU,418.42920407960173,402.65326898169104,245.66041042705334,140.5213247873591,281.65083355306945,239.8578158452654,369.22101543741394,483.78479198242695,296.9130979040409,276.1232951910135,459.8791399297912,360.88050800564,165.48000564979304,183.08661927563494,549.4327262552889,615.540914852196,430.5724249074097,464.9649192455573,366.43220700786026,562.8555247965114,228.93628708423907,211.2546971696525,190.68337965968735,337.11947715404034,376.86900759463407,153.06162250371963,361.9412034686643,457.17182659872975,474.4467062976349,501.35146460886807,586.4359860050876,446.87720467222556,554.4763793156474,495.34599197145104,293.22338952418016,311.9404169698979,470.26963100793296,539.1966800252237,318.1508533879876,216.80440341571304,213.96493869659722,161.79868975175182,244.05142665329072,449.452274496719,514.0163752203341,140.3179752581265,173.96942733863747,312.73695003201067,389.83220575942556,401.09422881834865,533.6829497064967,363.9324325652479,243.9448809708681,141.83825708815394,174.8785415794147,180.93947242990794,337.92060394534246,342.3576188750888,243.21751195509597,234.05807708972188,220.32797632404777,264.38928306703747,336.6463620917912,349.32621250528973,289.85643977541105,421.5786735040934,195.16848080033785,348.6723038250213,181.01976524286118,391.4073725411393,335.53788814460387
|
||||||
|
LV,2742.6556866506367,1837.8325027812643,2554.170761349389,1408.345733539928,2983.189997195677,2825.061612760662,3252.3974243255384,2886.2924715658505,1956.4363533791625,2047.5738516633846,2396.823663944175,4066.8157610189646,1865.1937720377932,1213.3814003625498,1799.0008428733133,2700.1570058485836,2685.678969351212,2489.884608424664,1643.1417843905015,2409.13500668555,2592.9272177648704,2235.207139152776,2147.227486416904,2582.289866216919,2592.1022950383003,1400.2389662856958,2360.0229699498527,4017.8529783072768,2384.614549536931,2229.7220033855633,3208.439621353169,2678.7332051326716,2668.5315414635693,1705.3124319563372,2816.1467857724074,2779.7212753206704,2548.8356765576805,2583.5815153824487,2861.3233286998366,3801.9993997175525,2885.329135114707,2265.350140707051,1837.2956559244064,2087.5337557102102,2249.8356476827344,853.5386928200795,1689.684828383291,2653.3751344813045,2109.0096432617606,1182.3316650686795,1487.9132295244858,1974.1178903388873,1027.3242775723352,1736.361793878124,1741.9204323497202,701.3946960765046,1526.0106468283361,1844.9956663852768,1722.690767934754,2194.735679264339,1757.0892689497684,1974.9007736328324,1883.6056453393867,1405.6090440523008,1355.4439688992024,1295.7921755717964,2182.9434502570357,1620.95881111662,955.2966396067089,1490.1655775988,1270.5915407733335
|
||||||
|
MK,3934.258904454459,3692.0813330320566,3668.815892166788,5481.091007849558,8488.277349663611,8514.814821434962,4861.071723840239,6878.625964986481,6399.572820343104,7510.160197503697,3410.068805763449,5394.1653784487335,11852.098687247973,6238.562291909563,5957.282159254423,7239.168545674971,6704.994620967638,5343.254672711665,7690.122171456297,7543.1707758996035,6080.923842798452,9518.22452251825,7931.36999814296,7898.373553315725,5296.06496225987,7158.993856907015,5568.700579027411,6653.618095140364,7658.60790313609,7384.3372015299765,6359.355811805509,6311.4116310067075,4303.248848133382,4384.047563174607,4091.082807237865,4939.915122052565,4226.085259691547,2768.0039025432975,3428.9467644601264,2294.222990992098,4834.495252793617,3325.6396521134557,2522.690466358069,2976.927612194815,4721.490759581051,6218.919122814915,3840.4729075548557,4211.680380445357,5623.802967061423,3683.311545054556,3010.5387111938044,4030.600677147787,3746.016920616422,4369.907262961726,4375.170573617275,4171.022704527618,2702.082556773276,2500.5709190188645,4370.4076446296785,5204.859735574909,2501.3689966568136,2522.4142074268602,3898.568577966785,4120.496629723428,4145.529030725163,3980.5145191045517,2967.8383253548755,4325.530795978238,2351.320803369623,2869.298937488066,4644.825806471018
|
||||||
|
ME,11787.036249138713,18552.496612764233,11097.228684668844,11567.930061084586,19293.29710814638,13959.20571478613,13046.18440612437,18177.491235848003,15681.709335959564,19349.950981118494,11658.5954682407,15979.557715971854,21966.784229466284,16319.44299708603,17409.40677448169,19267.118980997075,14169.834731486397,15882.152400499632,19649.60512617265,23317.326436161944,15993.83236649745,16724.197023812518,13680.494674103275,16947.38155713745,13396.216553276576,17144.464963358845,16187.204710073258,20417.876685607593,22530.120155126962,16197.908505488407,14818.545420474018,12719.274460270883,9622.464989039141,13369.875886578782,13078.849292203078,14951.85122042927,13681.691957367619,12435.207850184568,11885.89235643587,9516.042262408026,16926.063160570764,13462.909968102742,10042.999218445517,11916.714437943356,15158.632522247093,19735.53511234594,11491.695345503264,14075.890065382568,13952.132515246369,11677.32833931845,13022.018989752623,13358.031703205903,11534.177624564669,17635.48411958614,14124.491791464301,12392.738752899031,9187.905148236658,11106.432128782126,13780.482580236776,19889.70854314474,7004.765863876614,8204.168680103983,13925.208337027952,12712.182323875111,8528.030231315688,13924.890575378206,9037.809310147335,13972.095665379566,11360.358971424077,10280.43536084397,13775.545442858487
|
||||||
|
NL,132.53876435280281,105.25304624029256,97.45390390948565,59.629996943856206,126.17294913858377,100.92785922135535,110.87608266899032,166.47617616014315,115.03831975395074,102.21679880589629,222.71184206736731,164.32395798051633,88.95057195947412,70.61286255591416,116.64203846425596,229.2598570422647,176.71083656110923,163.34614915846544,135.23541074052787,153.03725726999411,84.2996330000842,75.50229060079856,87.79575328623356,149.0911400069578,185.89892961221338,65.86854604814957,122.15247506918442,163.86971747802477,177.38160465294413,173.97671792234624,210.94537197363266,138.15528852664815,157.7989701791954,164.8431327190436,156.27033317337316,144.7881412408737,172.55396177597567,195.57239229094031,113.32208112175368,57.91841778157319,69.80575559844598,81.95247611107445,154.25504072397393,213.16593963287744,185.6861094126344,50.88580789479815,88.6770750590963,180.59511129061775,175.09641999581325,134.73866646771805,175.89672487625361,170.10222446753016,112.93557838603432,69.46018341018433,89.82211025011819,57.645723008783136,122.86182387892966,128.20825436811367,82.72980960226074,90.07937846739043,113.22245968360778,109.86527486394354,113.13774281842522,111.87536788688416,113.53271254663122,140.01537175074324,68.64291161119651,101.90820271032081,52.313311323047174,116.8375292031251,120.98114114085548
|
||||||
|
NO,268338.23623559956,311516.6976002237,354741.82081862347,287750.3093395867,277336.7794878445,277384.3177020413,343804.7636848019,309909.39898200217,279870.8316011512,240316.6988310159,337135.04130569333,320967.163231472,302346.276731951,373063.16157364036,335043.0981929385,271478.1367425455,378240.8226290755,318135.4534804216,235625.6466770364,244547.82624561962,342177.033729037,330660.24479289196,373161.4848287328,318697.1789732917,345399.49658985186,314419.8189439592,230963.73709983748,236070.00307120252,312676.53469423676,195102.01076090848,231756.2941107393,196457.66930311252,255890.52889680286,207980.18388759278,250218.19793663023,221472.83820330602,212315.28230042476,222774.69138098884,210372.25250462766,210846.3448041017,177438.35447152023,214108.95671057343,190417.02324135366,175558.31404488848,199041.30532793878,154342.13931409398,175902.47007757265,215120.2640019617,216733.8944940455,261370.58822336013,212333.63219332727,174324.40313248086,166539.1770850326,202012.88317391058,238213.58919108333,170401.06338583003,217109.81457913358,185684.48673203168,210764.408869451,180452.94255978477,359959.68381729786,220133.80814962948,201815.91045998363,193256.2376798832,225141.35101977925,194502.14845672756,241700.45583039062,203049.47691663646,189440.21996991744,241270.48318453485,196628.83730256284
|
||||||
|
PL,10323.210329129464,10102.880830361863,15243.556644277647,6316.576710839603,13844.440254769646,15125.266765937784,15697.445163802722,20547.692524530372,11483.751822471613,12736.801698643669,14242.313560202334,19975.533453959804,14197.61841088385,13385.258603233342,17555.946503015533,19526.389852009346,24990.22970093532,18554.95543612019,10610.557656768206,19356.459381427685,19657.930603206125,18732.50311338716,16842.606570419066,21220.5523273715,24157.44207211756,15607.0096942104,21677.41127186343,21298.26291533998,22732.35472759213,23096.919661671975,20539.587419825057,15690.593097829358,10514.527177352287,9757.003902443616,18214.127020951153,14743.470132504332,14160.372458977477,15574.81487531224,12340.373515759937,8851.92371521615,10791.411372967183,10330.247763133175,10795.54750377256,14738.227630388099,14374.438386354948,12177.648415014886,14450.3889852054,16473.394758962142,14491.781691174727,11650.64866730713,13724.64695911459,14468.081620316902,7425.533290488975,8039.550610683221,9468.54351850099,6656.34004885665,7842.310345436549,9593.638690519654,8828.256800239144,15874.058827778785,13537.338641985261,6174.396712827303,9509.500411581042,9436.102173346171,5360.954908688417,6309.399306468634,12402.024613286878,10602.512257049677,4725.103685514244,6963.3130148445025,9124.964758601689
|
||||||
|
PT,8372.129135066036,5969.31083523099,2397.6586063764958,3916.9962424030286,9654.699566273128,9603.363148222781,4163.162870337118,9179.465624121007,12131.854156488425,23406.646477036124,10635.077955993413,11029.404714084018,16475.917880350513,12087.55769685171,9804.492049893286,26178.184180984652,5669.820254013018,7559.528320921835,15405.930172416956,11163.387795923936,7088.025310785357,10191.330496756716,7128.069257230898,9335.631563569985,5236.13128329125,4572.251664471752,32605.577182903042,149323.86523586328,34294.81803755196,6061.11721308257,5836.654497517657,4843.7020037722705,7814.782411245904,9395.759000250582,14057.157961109715,8192.288977642056,7655.760207241933,9203.645337709624,7637.7450966202805,7971.812432879156,7421.37678917759,2935.2871895485287,6329.939163930326,8820.796560748415,8944.109217212255,14719.27363438586,11050.779819799696,8379.75073967695,5590.525909815882,10485.131539563748,20476.028147427794,7715.162648805314,11939.81827695821,5116.2596877306005,3047.0903835389504,9273.489011971804,5135.313604526994,3331.418010762715,6338.048693933388,12105.616460835923,7097.468638389797,3348.213951094401,11773.920694867731,13465.586888738457,4379.602415677836,11394.463621230614,3104.8789319036796,7216.150544702967,6653.765864361187,5720.580737490315,6685.493238874142
|
||||||
|
RO,19346.344374357534,19295.50358149612,27702.617554877004,24644.67023787785,52797.882559506776,42262.7162454671,34689.01143849651,42583.74114324521,28973.147767939397,36882.64868179707,29063.471368254675,39575.626278602576,31898.858414072816,36283.98261870408,42207.50410750205,41714.957670180156,43270.313090823794,40474.54716426176,53565.91349208634,74865.02611452111,48190.11154819992,57257.26135564704,46523.80416861758,44300.83791323246,54901.1701096736,47361.27151969814,49156.09266449866,56461.30009557872,56062.45724028393,58506.511677323855,48499.732173446595,45901.64074770707,33171.12855766741,38310.49272614435,39377.41586450999,28638.803870927226,29424.553978129992,39429.14347226504,39300.73151290347,27525.04968129815,47095.77682827757,30948.90232192865,32939.14262154816,30155.99148400138,35067.04977301419,35592.25066656211,45790.67404045973,42596.77718301701,39223.35618808953,25767.93476452563,30963.38609617001,30034.908201595936,23323.05819720473,28517.276888551194,41560.85308154171,43999.15897330077,21427.19650317167,25084.131072037453,18450.764512377853,38182.39266803458,20422.517191285966,14090.243196787245,21998.55223596247,30809.187151501046,22071.90474198888,31906.454754357772,20763.073093214778,25620.747974742615,19248.368008063957,23289.011422937554,26669.846131314298
|
||||||
|
RS,5968.673897869134,7450.873145908507,8457.218084424714,10466.134979346216,18700.932768467817,18783.264457747777,9647.157790116991,14650.396388121844,12360.14810912279,11640.673528541236,8882.446980807292,14762.619600006037,18399.930168952076,13646.806400326906,14489.119148714197,14104.804002759012,15462.34970923992,10894.228431882033,15095.088711819322,17853.281396922546,12916.46431873845,14207.379133135786,14418.834370720482,12752.5957180177,15544.588217112372,15820.904121022999,13534.055257847373,15215.146639151637,12996.626380040323,13029.919161637963,10196.668003968522,10284.440766030819,7022.693160251435,8401.249663323453,8435.803252725058,10265.915943082338,8623.546341166757,7782.429841191159,9309.259412625106,4849.32865233776,9480.40891035497,8237.330612702019,6688.9341497267815,7113.796951355988,8945.392918392941,11391.406447517316,8770.78174795334,7797.074404297926,11205.567652241964,7490.638744688466,6890.626375097134,8721.152535625733,6986.899718851523,10014.515393386338,11863.685949406314,12576.12226693591,6930.903954576986,6933.68818306879,8436.351253425808,11680.836931112251,5673.257881932308,4512.930178739657,6094.8735580904795,11616.485592765608,8423.704814584986,9582.260510301834,6280.960312130538,10196.683253538626,5869.428152205924,6637.126459584064,8223.324863109141
|
||||||
|
SK,6885.47211985414,6956.591212284293,7116.928783228905,4573.269245439668,8169.130903254093,6799.092645889461,7190.199390340817,8819.311158887818,6679.080394471699,8681.76846617681,6714.688996801623,8780.135433744465,9674.052829336924,7510.89080672348,12315.672504913706,11551.288938768861,10658.095118642217,7760.467099195778,7334.701885838525,11743.053621084162,9101.455526104724,11252.254293590808,7089.2297957961755,11692.575497480175,11870.620362608648,8320.411050776946,12664.612697391287,10840.053026355938,9544.145158945727,8285.851845920657,6554.955003499832,6014.385824757616,5119.229272436076,5566.197178944401,8283.751441606055,4576.739002618681,5529.727054286627,4884.285979430572,7030.767074231632,6380.185010419688,6092.06334940043,4789.6919845964085,3988.728835990378,6100.445127127096,6174.336930810738,5839.492530664778,6739.897695678873,6073.547495791424,6239.663814901599,5985.626769812626,5946.910319392802,5350.4706690989715,2897.742723724252,3812.447551889599,5110.734824948982,5466.7571969447445,3822.1224333717755,4189.745228198809,3608.9397299109723,8925.718578619328,5520.297117401385,2338.023634704523,3634.014208205775,5079.021357670912,3789.3939110245783,3599.858750509022,4222.707040620564,3096.1701009538024,2158.8092391216674,4542.203594136759,4220.210061470592
|
||||||
|
SI,11752.798116380785,9378.602450871665,7169.30972105447,8221.267552376507,10568.142173580174,7705.119699907013,8559.440940655051,9496.2682906945,10641.418485889739,13644.09405840664,8756.865265119286,10877.994032024846,13095.473005855994,10408.222250010325,17110.767148034232,13257.44359305617,10163.420442559087,10743.809603872312,11213.570708968457,12419.028940460184,8518.188189494229,14975.496301661744,10217.449212514946,10521.007791805137,10759.209828867228,9699.803414833696,14530.647692616923,14530.715084460895,12439.143395173185,11990.046930204517,9001.647305603035,10111.423546501868,6824.172499114327,10267.968760960974,10233.709492652128,9562.175707725224,11231.941186997657,8178.692540046128,8568.526412713521,8103.883097000008,9639.895318751553,9157.43571368136,6814.50158997294,8089.913064615838,8170.645053083449,10765.044719853075,6713.170108103339,8936.8362631332,9542.147586182518,8964.110093884974,8653.114721452737,8353.75428643612,4558.589088593759,9432.405903987477,6927.92152111369,7408.760392367348,5834.871486466167,9336.912851251047,8839.494837985663,10766.693939731143,5073.937522450624,6475.598951785893,9482.419717110955,13414.771212079502,5906.5584945059145,9942.151265372298,7696.092255607837,9521.835825354157,8476.124990692872,6361.010018809483,7504.908031281684
|
||||||
|
SE,134822.12256461562,136958.6213484757,175679.6273876132,133962.36617697845,126787.36233921513,130861.49290945902,151133.2982760823,140247.52694114187,130508.52271890236,137421.63579450184,164132.0529341604,142467.57286064525,135886.87305352974,163762.3962091317,161128.38161511483,148196.28633931337,167892.87677861055,132017.696130452,105953.99289036485,119407.22923207263,147139.6039546916,151309.55114963037,164893.61323375857,137608.18237925606,149284.78771947857,108749.15747050248,131859.531763871,117290.48017785426,131751.97960784068,111117.27409251402,110551.615114603,81550.1135393761,114677.940027603,102356.46697333359,128977.80283219383,94483.98267503879,114937.96457142044,93256.91327642264,96751.29026217168,91074.34139788701,87931.96567208324,96560.83822983531,116746.94389793588,64626.25905820224,75156.91767736348,51489.37512699482,74729.26978432719,134673.01513808029,110440.65771030058,149033.9827088587,143576.83069821307,93040.02354987273,64075.160200006496,102493.08906248632,106664.82884715112,90351.43771324471,94801.81222609026,92445.93458012305,88919.20770998915,108111.72872590217,127440.80298482065,124444.06618883039,98961.91573013023,87913.90602563386,115956.48217115598,95526.84265190935,103459.08985036932,86058.90377748368,99040.9103276256,110493.22773914765,94182.7249029169
|
||||||
|
@ -39,6 +39,7 @@ dependencies:
|
|||||||
- proj
|
- proj
|
||||||
- fiona <= 1.18.20 # Till issue https://github.com/Toblerity/Fiona/issues/1085 is not solved
|
- fiona <= 1.18.20 # Till issue https://github.com/Toblerity/Fiona/issues/1085 is not solved
|
||||||
- country_converter
|
- country_converter
|
||||||
|
- scikit-learn
|
||||||
|
|
||||||
# Keep in conda environment when calling ipython
|
# Keep in conda environment when calling ipython
|
||||||
- ipython
|
- ipython
|
||||||
|
|||||||
@ -66,13 +66,16 @@ import atlite
|
|||||||
import geopandas as gpd
|
import geopandas as gpd
|
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import pandas as pd
|
import pandas as pd
|
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|
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|
from sklearn.linear_model import LinearRegression
|
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|
|
||||||
import country_converter as coco
|
import country_converter as coco
|
||||||
cc = coco.CountryConverter()
|
cc = coco.CountryConverter()
|
||||||
|
|
||||||
|
|
||||||
def get_eia_annual_hydro_generation(fn, countries):
|
def get_eia_annual_hydro_generation(fn, countries, capacities=False):
|
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|
|
||||||
# in billion kWh/a = TWh/a
|
# energy: in billion kWh/a = TWh/a
|
||||||
|
# capacity: in billion kW = GW
|
||||||
df = pd.read_csv(fn, skiprows=2, index_col=1, na_values=[u' ','--']).iloc[1:, 1:]
|
df = pd.read_csv(fn, skiprows=2, index_col=1, na_values=[u' ','--']).iloc[1:, 1:]
|
||||||
df.index = df.index.str.strip()
|
df.index = df.index.str.strip()
|
||||||
|
|
||||||
@ -106,11 +109,51 @@ def get_eia_annual_hydro_generation(fn, countries):
|
|||||||
df.index = cc.convert(df.index, to='iso2')
|
df.index = cc.convert(df.index, to='iso2')
|
||||||
df.index.name = 'countries'
|
df.index.name = 'countries'
|
||||||
|
|
||||||
df = df.T[countries] * 1e6 # in MWh/a
|
# convert to MW of MWh/a
|
||||||
|
factor = 1e3 if capacities else 1e6
|
||||||
|
df = df.T[countries] * factor
|
||||||
|
|
||||||
return df
|
return df
|
||||||
|
|
||||||
|
|
||||||
|
def correct_eia_stats_by_capacity(eia_stats, fn, countries, baseyear=2019):
|
||||||
|
cap = get_eia_annual_hydro_generation(fn, countries, capacities=True)
|
||||||
|
ratio = cap / cap.loc[str(baseyear)]
|
||||||
|
eia_stats_corrected = eia_stats / ratio
|
||||||
|
to_keep = ["AL", "AT", "CH", "DE", "GB", "NL", "RS", "RO", "SK"]
|
||||||
|
to_correct = eia_stats_corrected.columns.difference(to_keep)
|
||||||
|
eia_stats.loc[:,to_correct] = eia_stats_corrected.loc[:,to_correct]
|
||||||
|
|
||||||
|
|
||||||
|
def approximate_missing_eia_stats(eia_stats, runoff_fn, countries):
|
||||||
|
|
||||||
|
runoff = pd.read_csv(runoff_fn, index_col=0).T[countries]
|
||||||
|
|
||||||
|
# fix ES, PT data points
|
||||||
|
runoff.loc["1978", ["ES", "PT"]] = runoff.loc["1979", ["ES", "PT"]]
|
||||||
|
|
||||||
|
runoff_eia = runoff.loc[eia_stats.index]
|
||||||
|
|
||||||
|
eia_stats_approximated = {}
|
||||||
|
|
||||||
|
for c in countries:
|
||||||
|
|
||||||
|
X = runoff_eia[c].values.reshape(-1, 1)
|
||||||
|
Y = eia_stats[c].values.reshape(-1, 1)
|
||||||
|
|
||||||
|
to_predict = runoff.index.difference(eia_stats.index)
|
||||||
|
X_pred = runoff.loc[to_predict, c].values.reshape(-1, 1)
|
||||||
|
|
||||||
|
linear_regressor = LinearRegression()
|
||||||
|
linear_regressor.fit(X, Y)
|
||||||
|
Y_pred = linear_regressor.predict(X_pred)
|
||||||
|
|
||||||
|
eia_stats_approximated[c] = pd.Series(Y_pred.T[0], index=to_predict)
|
||||||
|
|
||||||
|
eia_stats_approximated = pd.DataFrame(eia_stats_approximated)
|
||||||
|
return pd.concat([eia_stats, eia_stats_approximated]).sort_index()
|
||||||
|
|
||||||
|
|
||||||
logger = logging.getLogger(__name__)
|
logger = logging.getLogger(__name__)
|
||||||
|
|
||||||
if __name__ == "__main__":
|
if __name__ == "__main__":
|
||||||
@ -130,8 +173,16 @@ if __name__ == "__main__":
|
|||||||
fn = snakemake.input.eia_hydro_generation
|
fn = snakemake.input.eia_hydro_generation
|
||||||
eia_stats = get_eia_annual_hydro_generation(fn, countries)
|
eia_stats = get_eia_annual_hydro_generation(fn, countries)
|
||||||
|
|
||||||
|
if config_hydro.get('eia_correct_by_capacity'):
|
||||||
|
fn = snakemake.input.eia_hydro_capacity
|
||||||
|
correct_eia_stats_by_capacity(eia_stats, fn, countries)
|
||||||
|
|
||||||
|
if config_hydro.get('eia_approximate_missing'):
|
||||||
|
fn = snakemake.input.era5_runoff
|
||||||
|
eia_stats = approximate_missing_eia_stats(eia_stats, fn, countries)
|
||||||
|
|
||||||
weather_year = snakemake.wildcards.weather_year
|
weather_year = snakemake.wildcards.weather_year
|
||||||
norm_year = snakemake.config['renewable']['hydro'].get('norm_year')
|
norm_year = config_hydro.get('eia_norm_year')
|
||||||
if norm_year:
|
if norm_year:
|
||||||
eia_stats.loc[weather_year] = eia_stats.loc[norm_year]
|
eia_stats.loc[weather_year] = eia_stats.loc[norm_year]
|
||||||
elif weather_year and weather_year not in eia_stats.index:
|
elif weather_year and weather_year not in eia_stats.index:
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user