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Sweep across multiple weather years #204

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Mar 15, 2024
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f6dd2e1
some refactoring and code cleaning
fneum Sep 11, 2020
cbd22c2
execute pre-commit
fneum Sep 11, 2020
dd46210
pre-commit: limit large files
fneum Sep 11, 2020
570154f
add license to .pre-commit
fneum Sep 11, 2020
0984486
add pre-commit to env
fneum Sep 11, 2020
78ca48c
solve: tidy memory logger
fneum Sep 11, 2020
1e4f6f9
travis: add conda list for easier debugging
fneum Sep 25, 2020
b756773
merge master
fneum Sep 26, 2020
6deac6c
merge master
fneum Oct 3, 2020
f3b1d3d
undo config test/tutorial without plotting, rm matplotlibrc, .licenses
fneum Oct 3, 2020
bcd7f86
remove {networks} wildcard
fneum Oct 9, 2020
cb2b78a
first step towards sweeping through multiple weather years
fneum Oct 18, 2020
ca0ad08
reflect filename changes in documentation
fneum Oct 18, 2020
dacfc8a
multiyear: fallbacks for hydro and load profiles
fneum Oct 20, 2020
4d2f379
build_hydro: handle empty year wildcard
fneum Oct 27, 2020
5442d54
build_renewables: fix snakemake typo
fneum Oct 27, 2020
eed314e
add_electricity: fix snakemake typo
fneum Oct 27, 2020
4fef561
scripts: change mock snakemake defaults
fneum Nov 10, 2020
723afc3
scripts: step towards support for subset of countries
fneum Nov 10, 2020
59cb036
energy_totals: only fix 'BA' if in list of countries
fneum Nov 10, 2020
df94ea1
add multiyear support
fneum Nov 10, 2020
70078d0
add unresolved merge conflict to be addressed
fneum Apr 27, 2021
52b0d29
merge master
fneum Feb 18, 2022
ce03353
change year to weather_year
fneum Feb 18, 2022
28de71f
Merge branch 'master' into multiyear
fneum Feb 18, 2022
f26cdc1
add wildcard constraint for weather year
fneum Feb 18, 2022
df285a0
merge master
fneum Feb 18, 2022
8d10473
remove myopic config file
fneum Feb 18, 2022
4397f1f
minor fixes
fneum Feb 18, 2022
cd20788
remove misplaced code snippet
fneum Feb 18, 2022
43111e4
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Feb 18, 2022
9a37fe6
merge master
fneum Jun 15, 2022
fa66c50
merge master
fneum Jun 15, 2022
a71552e
fix parameter correcitons
fneum Jun 15, 2022
6d26043
allow fixed load data year deviating from snapshots
fneum Jun 15, 2022
2b43f43
add more versatile cutout building with weather years
fneum Jun 15, 2022
4a44c45
add option to cut Feb 29 in leap years
fneum Jun 15, 2022
91ca07d
add option to specify deviating norm year for hydro
fneum Jun 15, 2022
ff2de70
remove upstream deleted build_country_flh
fneum Jun 15, 2022
e9b3cb7
add_electricity: remove unused load data handling
fneum Jun 15, 2022
500890b
Snakefile: remove duplicate use of weather year wildcard
fneum Jun 15, 2022
5cc6e9e
doc: add reference to new config settings
fneum Jun 15, 2022
95b0173
Snakefile: fix regex for weather year to allow empty
fneum Jun 15, 2022
0b27e40
Snakefile: load data is weather-year dependent
fneum Jun 15, 2022
8055e45
combine time selection with weather year
fneum Jun 15, 2022
ec4a45b
add weather_year wildcard to mock_snakemake objects
fneum Jun 15, 2022
9f9e65a
add missing handling of weather_year wildcard
fneum Jun 15, 2022
a2e2600
add further missing handling of weather_year wildcard
fneum Jun 15, 2022
6713317
add_electricity: fix missing variable assignment
fneum Jun 16, 2022
cb0554f
config: add fixed_year parameter for load
fneum Jun 16, 2022
b4c819c
config: add fixed_year parameter for load
fneum Jun 16, 2022
e9bab16
resolve merge conflicts
fneum Jun 16, 2022
173ab7b
add_electricity: make drop_leap_year own function
fneum Jun 16, 2022
b04a55a
merge former countries hydro profiles
fneum Jul 20, 2022
d2b2842
Merge branch 'master' into multiyear
fneum Jul 20, 2022
79078b2
merge master
fneum Jul 20, 2022
b171614
must parse fixed_year to string
fneum Jul 20, 2022
af96af1
hydro: approximation routine for missing eia years and correction by …
fneum Jul 22, 2022
f52c8cd
merge master
fneum Jul 22, 2022
5bb4321
hydro: add documentation for eia approximation/correction options
fneum Jul 22, 2022
16bd4b6
fix snapshot creation based on weather year
fneum Jul 22, 2022
6e47c71
clustered_population: add missing cutout input
fneum Jul 22, 2022
d47a9aa
energy_totals: update eurostat to 2021
fneum Jul 23, 2022
eee6651
energy_totals: fetch all years 2000-2015 from IDEES
fneum Jul 23, 2022
ba8b3f9
energy_totals: combined energy totals for all years
fneum Jul 23, 2022
f70f006
energy_totals: co2 calculation with eurostat 2021 data
fneum Jul 23, 2022
6149092
energy_totals: transport sector requires specific year
fneum Jul 23, 2022
96b599a
use numpy instead of sklearn for regressino
fneum Jul 25, 2022
0bad209
interpolate heat demands for years outside 2007-2015
fneum Jul 25, 2022
88ec493
Snakefile: correct updated eurostat dataset publication year!
fneum Jul 25, 2022
aff5e09
hydro: store corrected eia stats
fneum Jul 25, 2022
4890277
hydro: add {weather_year} wildcard to all outputs
fneum Jul 25, 2022
ea703d4
Snakefile: adjust memory requirements of jobs
fneum Jul 26, 2022
aa9f047
add option for artificial load 1951-2021, rather than OPSD
fneum Jul 29, 2022
ce8d508
reenable custom busmap
fneum Jul 29, 2022
ee0c697
leap_days need to be filtered for daily data too in heat
fneum Jul 29, 2022
d4fa922
drop_leap_days when aggregating snapshots
fneum Jul 29, 2022
64e1ef8
add rules to solve operations with perfect and myopic foresight
fneum Aug 1, 2022
7554e4f
operations: adjust output file path
fneum Aug 1, 2022
a58d67c
operations: add config options to config.default.yaml
fneum Aug 1, 2022
26b2114
operations: add some comments on multiyear contiguity
fneum Aug 1, 2022
574b77f
operations: add final iteration until end-of-year
fneum Aug 1, 2022
26e7e12
operations: final iteration one step later
fneum Aug 1, 2022
a65cf7c
make_summary: add weather_year wildcard to multiindex
fneum Aug 5, 2022
c1a7a54
plot_network: geomap for PyPSA 0.20
fneum Aug 5, 2022
b962f13
add simpl wildcard to operation rules
fneum Aug 31, 2022
7a7c7f0
add missing overrides to snakemake.input for operational rules
fneum Sep 10, 2022
bb7e2e7
add reference to demand_hourly.csv on zenodo
fneum Sep 12, 2022
30beee0
Merge branch 'master' into multiyear
fneum Apr 29, 2023
e16fa28
merge master
fneum Apr 29, 2023
6acd5da
Merge branch 'multiyear-sec' into multiyear
fneum Apr 29, 2023
add135f
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Apr 30, 2023
4bc6a3a
Merge branch 'master' into multiyear
fneum Apr 30, 2023
e8772c3
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Apr 30, 2023
ddd1840
Merge remote-tracking branch 'origin/master' into multiyear
fneum Jul 26, 2023
d527797
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Jul 26, 2023
16eb4e6
small fixes to weather_year wildcard handling
fneum Jul 26, 2023
b8fee80
Merge branch 'master' into multiyear
fneum Oct 8, 2023
7e290d3
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Oct 8, 2023
c3bb41c
Merge branch 'master' into multiyear
fneum Jan 3, 2024
90fb0b1
Various bugfixes to make multiyear branch run
koen-vg Feb 29, 2024
de0c0cd
Merge remote-tracking branch 'upstream/master' into multiyear
koen-vg Mar 1, 2024
f6f98c1
Use default cutout for ship and nature raster extents
koen-vg Mar 1, 2024
0debf66
Fix summary plot output
koen-vg Mar 1, 2024
3c31caf
Fix typos in rule inputs
koen-vg Mar 1, 2024
c2e7c12
Automatic formatting of snakemake rules
koen-vg Mar 1, 2024
fa88e41
Automatic formatting
koen-vg Mar 1, 2024
d2527ed
Add copyright headers
koen-vg Mar 1, 2024
e891305
Add selection of cutouts for heat to config
koen-vg Mar 1, 2024
0c7c0a8
Minor bugfixes in postprocessing code
koen-vg Mar 1, 2024
61d565e
Correct formatting in build_electricity.smk
koen-vg Mar 1, 2024
75ff413
Select correct snapshots for hourly heating demand
koen-vg Mar 1, 2024
9a69f88
Fix bug bug in time segmentation function signature
koen-vg Mar 1, 2024
e48b25f
Fix unresolved or faulty merge conflicts in documentation
koen-vg Mar 1, 2024
1ff8321
Remove erroneous automatic snakefmt formatting
koen-vg Mar 1, 2024
9607eb0
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 4, 2024
e634762
remove operations rules to reduce amount of simultaneous changes
fneum Mar 4, 2024
c2011bc
remove {weather_year} wildcard
fneum Mar 4, 2024
030e5b1
remove rule build_cutout_year
fneum Mar 4, 2024
1f7d4da
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 4, 2024
7b584f1
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 4, 2024
249cfab
remove remaining {weather_year} wildcard usages
fneum Mar 4, 2024
9292272
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 4, 2024
f4f4c1b
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 4, 2024
9d913bc
smaller fixes and reduction of diff
fneum Mar 4, 2024
96f71d7
outsource drop_leap_day in temporal aggregation
fneum Mar 4, 2024
8904943
integrate artificial load data supplement into build_electricity_demand
fneum Mar 4, 2024
77ec07d
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 4, 2024
8aa6d98
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 4, 2024
3af878d
remove power statistics references
fneum Mar 5, 2024
93e53e0
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 6, 2024
579cd0c
Merge branch 'master' into multiyear
fneum Mar 6, 2024
7abbb47
revert to master version of build_energy_totals
fneum Mar 6, 2024
a8682db
build_energy_totals: pre-process data for all years first [incomplete]
fneum Mar 6, 2024
d296823
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 6, 2024
7fa6811
Merge branch 'master' into multiyear
fneum Mar 13, 2024
a429b48
update storage provider for snakemake 8
fneum Mar 13, 2024
2eb159a
idees eurostat rescaling also for period 1990-1999
fneum Mar 13, 2024
5b5d308
adapt transport data to multiyear setup with new swiss data
fneum Mar 13, 2024
955d683
district heating: handle missing GB data for 2020-2021
fneum Mar 13, 2024
721c64a
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 13, 2024
74339b5
update data/era5-annual-{runoff,HDD}-per-country.csv
fneum Mar 14, 2024
cbeb983
update hydro capacity and generation data
fneum Mar 14, 2024
8aa4b5b
build_heat_totals: use more years for regression
fneum Mar 14, 2024
090792c
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 14, 2024
5b1575c
build_hydro: change decimal to '.' from ',' with updated data
fneum Mar 14, 2024
f84707b
drop_leap_days already in renewable profiles
fneum Mar 14, 2024
f695b63
add more documentation
fneum Mar 14, 2024
2023924
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 14, 2024
ad9da61
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 14, 2024
0d6ba9f
move leap year handling into helper function
fneum Mar 14, 2024
22c5984
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 14, 2024
6a3cf12
remove accidental file addition
fneum Mar 14, 2024
a5d0f07
build_cutout: revert to master version
fneum Mar 14, 2024
57b487f
handle leap days in temporal clustering
fneum Mar 14, 2024
4fbb3c8
fix build_district_heat_share and build_transport_demand for multiyear
fneum Mar 14, 2024
115dd8d
handle case when only artifical load must be loaded
fneum Mar 14, 2024
88dba98
fix for CI
fneum Mar 14, 2024
a6ea15e
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 14, 2024
8d85acc
remove unused keyword argument in temporal aggregation [no ci]
fneum Mar 14, 2024
02fc334
handle leap days in add_brownfield
fneum Mar 14, 2024
f74e2f1
build_heat_totals: allow subset of countries
fneum Mar 14, 2024
f7e617b
make_summary: add drop_leap_day param
fneum Mar 14, 2024
7587f2c
pop_weighted_energy_totals: feasible for sub-annual temporal scope
fneum Mar 14, 2024
b485d98
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 14, 2024
0bbda37
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Mar 14, 2024
63072f2
fix syntax mistake
fneum Mar 14, 2024
41bfcf4
Merge branch 'multiyear' of github.com:PyPSA/pypsa-eur into multiyear
fneum Mar 14, 2024
a2f97ad
make build_eurostat independent of snakemake object to be imported
fneum Mar 14, 2024
97d876d
update synthetic load data to cover 1941-2023
fneum Mar 15, 2024
ee55bba
omit synthetic load data md5 validation
fneum Mar 15, 2024
3a54653
fix shared resources for scenario management with {kind} wildcard
fneum Mar 15, 2024
f50ee2f
do not use log() for config independent retrieve rules
fneum Mar 15, 2024
e459c3c
add release notes; rename artificial to synthetic
fneum Mar 15, 2024
cb40138
Merge branch 'master' into multiyear
fneum Mar 15, 2024
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10 changes: 9 additions & 1 deletion config/config.default.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -76,6 +76,7 @@ enable:
build_natura_raster: false
retrieve_natura_raster: true
custom_busmap: false
drop_leap_day: true


# docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#co2-budget
Expand Down Expand Up @@ -238,6 +239,9 @@ renewable:
flatten_dispatch: false
flatten_dispatch_buffer: 0.2
clip_min_inflow: 1.0
eia_norm_year: false
eia_correct_by_capacity: false
eia_approximate_missing: false

# docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#conventional
conventional:
Expand Down Expand Up @@ -283,11 +287,12 @@ transformers:

# docs-load in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#load
load:
power_statistics: true
interpolate_limit: 3
time_shift_for_large_gaps: 1w
manual_adjustments: true # false
scaling_factor: 1.0
fixed_year: false # false or year (e.g. 2013)
supplement_synthetic: true

# docs
# TODO: PyPSA-Eur merge issue in prepare_sector_network.py
Expand Down Expand Up @@ -350,6 +355,7 @@ solar_thermal:
orientation:
slope: 45.
azimuth: 180.
cutout: default

# docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#existing-capacities
existing_capacities:
Expand Down Expand Up @@ -382,6 +388,7 @@ sector:
2050: 1.0
district_heating_loss: 0.15
cluster_heat_buses: true
heat_demand_cutout: default
bev_dsm_restriction_value: 0.75
bev_dsm_restriction_time: 7
transport_heating_deadband_upper: 20.
Expand Down Expand Up @@ -816,6 +823,7 @@ solving:
mem_mb: 30000 #memory in MB; 20 GB enough for 50+B+I+H2; 100 GB for 181+B+I+H2
runtime: 6h #runtime in humanfriendly style https://humanfriendly.readthedocs.io/en/latest/


# docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#plotting
plotting:
map:
Expand Down
3 changes: 0 additions & 3 deletions config/config.validation.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -69,9 +69,6 @@ conventional:
biomass:
p_max_pu: 0.65

load:
power_statistics: false

lines:
s_max_pu: 0.23
under_construction: 'remove'
Expand Down
53 changes: 53 additions & 0 deletions data/eia_hydro_annual_capacity.csv

Large diffs are not rendered by default.

106 changes: 53 additions & 53 deletions data/eia_hydro_annual_generation.csv

Large diffs are not rendered by default.

34 changes: 34 additions & 0 deletions data/era5-annual-HDD-per-country.csv
Original file line number Diff line number Diff line change
@@ -0,0 +1,34 @@
name,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023
AL,73,70,62,70,74,64,59,65,62,57,56,58,65,67,55,70,58,59,61,54,54,62,62,62,68,59,60,57,57,58,61,57,64,60,61,61,54,63,57,65,63,58,61,57,57,58,61,62,56,53,67,62,62,53,61,61,60,60,56,58,57,53,61,58,65,64,55,55,54,53,58,58,50,46,54,50,54,47,49,50,54,74,47
AT,448,429,391,433,413,406,403,399,376,383,374,416,379,422,419,449,387,393,378,389,367,437,425,406,424,376,385,400,409,413,394,407,408,379,384,400,380,414,405,428,397,384,377,411,420,406,409,378,369,372,415,373,383,334,380,416,371,373,368,343,371,337,370,370,384,362,333,340,351,388,337,353,358,302,324,336,347,315,320,322,358,456,307
BE,107,109,89,104,96,100,101,90,92,101,95,105,94,102,109,113,91,97,88,89,84,111,114,100,100,91,94,101,102,101,96,102,101,90,97,97,92,103,108,105,99,94,96,99,112,107,108,85,84,83,101,92,94,82,89,110,90,89,84,79,89,78,89,90,87,86,76,87,87,107,75,90,99,69,81,88,82,81,80,71,89,107,74
BG,358,373,318,329,339,331,304,319,305,299,283,294,334,367,295,363,306,283,320,268,277,303,324,313,323,259,297,292,320,286,300,306,323,303,296,314,287,310,293,326,301,312,295,306,326,313,333,320,276,272,332,303,318,266,307,335,325,303,273,275,284,272,322,277,298,296,259,266,266,273,313,295,258,250,261,265,281,261,232,250,277,372,228
BA,192,189,158,181,181,174,168,168,167,155,144,164,167,183,158,194,157,157,152,143,141,173,180,176,176,155,162,157,165,165,163,154,170,156,153,168,145,170,153,176,163,154,157,159,167,160,166,158,146,139,174,152,162,143,157,171,156,158,147,132,145,130,156,146,164,148,134,132,139,147,144,147,133,113,137,134,144,128,125,127,141,179,116
CH,245,231,213,239,230,222,215,217,210,212,214,225,210,226,221,240,211,215,203,214,200,234,231,214,229,213,217,219,225,227,217,221,224,213,216,220,208,219,220,229,216,208,208,227,224,217,217,200,202,200,217,204,208,183,206,217,195,205,203,192,200,189,199,204,209,193,187,194,193,213,179,196,204,178,181,189,191,174,184,176,197,245,171
CZ,373,366,311,341,326,330,353,313,299,316,297,344,307,351,350,377,313,322,301,314,294,358,361,345,351,297,296,320,342,336,319,326,322,282,296,315,299,330,328,347,316,308,298,323,350,326,346,297,280,283,333,299,316,279,312,364,319,296,288,265,309,285,308,302,311,300,269,275,289,338,281,298,306,242,261,283,287,262,255,259,302,378,248
DE,1563,1537,1250,1388,1316,1354,1464,1255,1205,1315,1254,1428,1237,1416,1484,1567,1282,1342,1229,1266,1183,1486,1528,1390,1399,1269,1211,1341,1447,1429,1300,1388,1356,1184,1258,1339,1221,1377,1433,1433,1348,1288,1273,1384,1492,1425,1491,1201,1156,1135,1367,1241,1312,1155,1295,1548,1288,1220,1172,1085,1250,1168,1269,1236,1239,1198,1072,1159,1202,1459,1112,1232,1305,992,1095,1188,1148,1092,1070,1019,1230,1509,1021
DK,200,198,151,167,158,171,185,158,142,164,160,176,152,175,186,190,163,178,154,169,154,184,194,176,182,181,153,170,182,186,159,166,159,147,147,172,161,171,190,177,175,164,155,162,191,181,190,151,137,132,160,147,166,154,162,191,162,154,147,134,161,148,158,151,150,144,134,137,150,193,144,159,160,125,138,145,139,142,134,125,150,193,138
ES,1045,986,927,1012,830,994,860,807,904,853,962,911,927,948,785,1092,934,848,821,890,742,952,981,967,949,878,890,839,933,899,971,961,943,931,928,928,797,906,887,911,793,787,807,920,860,891,781,783,684,767,911,852,889,724,627,759,605,735,796,750,757,677,746,813,856,714,776,785,736,856,673,810,830,649,684,722,688,768,708,672,728,933,655
EE,373,352,266,284,307,298,320,274,250,285,297,310,283,297,321,336,278,310,281,305,253,298,323,292,306,324,283,310,333,317,285,285,289,256,245,327,302,324,299,313,289,278,260,271,328,294,332,281,232,240,257,257,285,288,265,306,281,278,262,235,273,271,278,270,270,260,250,230,268,315,253,286,259,254,225,261,255,254,235,209,270,365,246
FI,3989,3729,3012,3160,3611,3348,3577,3151,3012,3213,3285,3442,3085,3179,3880,3819,3296,3626,3180,3386,3065,3513,3467,3329,3526,3873,3284,3693,3640,3494,3572,3178,3458,2963,3074,3691,3490,3743,3419,3607,3572,3331,3296,3192,3894,3516,3793,3402,2888,3075,3209,3163,3319,3341,3213,3343,3302,3468,3259,2915,3303,3307,3231,3159,2998,3101,3018,3009,3219,3604,2961,3351,2985,2983,2795,3030,3127,3061,3116,2726,3260,4325,3109
FR,1671,1578,1350,1586,1458,1490,1421,1336,1381,1447,1430,1480,1422,1489,1396,1633,1338,1378,1240,1332,1196,1584,1630,1499,1471,1331,1408,1412,1473,1469,1475,1453,1545,1356,1462,1445,1312,1454,1502,1545,1396,1315,1424,1484,1599,1518,1520,1269,1237,1227,1501,1375,1389,1168,1280,1454,1222,1337,1263,1190,1299,1132,1294,1346,1376,1263,1199,1301,1277,1522,1060,1300,1408,1034,1143,1266,1236,1150,1165,1043,1279,1535,1075
GB,946,965,835,869,773,860,910,819,781,890,906,934,809,901,925,935,813,890,787,849,825,1000,1046,912,970,917,839,874,894,869,805,880,862,842,838,851,863,873,972,880,896,823,824,838,923,944,903,801,764,746,859,824,857,793,794,886,738,752,745,771,816,726,751,743,748,734,706,790,777,930,707,832,841,683,759,769,720,764,750,725,764,985,690
GR,218,222,205,217,223,201,166,200,192,177,166,162,210,211,160,215,184,169,196,164,172,182,184,192,199,162,185,176,171,164,184,185,195,186,188,190,160,186,172,191,184,192,190,179,174,180,194,193,176,165,206,197,195,161,179,191,192,180,167,177,174,164,191,172,184,189,161,158,155,143,188,179,148,136,165,150,164,139,146,148,156,230,138
HR,160,166,131,147,151,147,145,138,127,131,116,140,140,155,137,166,131,132,122,119,114,149,158,152,144,124,133,129,143,138,137,131,144,124,124,139,121,140,130,149,133,132,130,133,148,141,144,128,118,114,143,123,138,115,126,145,132,129,124,106,120,109,135,127,140,123,109,110,116,130,123,123,118,92,114,116,119,111,102,105,119,153,96
HU,304,332,268,281,302,285,297,277,251,262,236,291,282,321,289,333,272,273,246,248,235,288,321,309,298,244,272,268,293,283,276,264,283,244,255,281,267,287,271,311,272,282,265,274,313,294,305,274,243,238,299,262,288,240,271,310,291,272,267,232,269,243,300,267,289,265,229,230,243,275,267,259,250,198,235,251,255,234,211,228,259,331,211
IE,219,217,194,196,175,204,220,191,176,210,216,215,191,208,213,211,190,204,184,205,195,234,250,208,232,210,216,213,222,214,190,226,204,213,198,211,210,205,239,212,209,204,201,211,229,241,217,200,192,192,209,209,213,201,195,219,180,186,191,204,206,189,192,193,187,188,173,202,204,241,192,205,210,186,205,199,184,200,191,194,189,258,166
IT,806,757,663,758,734,704,693,675,666,652,652,683,660,700,615,778,640,653,616,631,587,715,726,674,710,665,655,656,682,672,678,639,695,659,655,670,604,681,675,729,684,645,657,695,688,671,676,630,616,610,712,626,650,555,623,639,578,618,619,563,585,546,629,612,675,597,548,568,590,637,562,602,587,481,541,528,570,529,540,520,577,746,495
LT,439,424,323,336,358,357,382,323,303,336,344,371,342,368,368,405,318,353,329,346,303,355,386,362,371,354,322,365,401,372,330,345,339,312,289,388,348,370,370,382,342,326,301,326,393,352,397,335,275,272,313,311,336,329,325,377,335,325,306,274,323,313,328,324,325,316,299,277,316,366,305,332,314,298,273,308,296,302,267,252,327,431,273
LU,10,10,8,9,9,9,9,8,8,9,8,9,8,9,10,10,8,9,8,8,7,10,10,9,9,8,8,9,9,9,9,9,9,8,9,9,8,9,10,10,9,9,9,9,10,10,10,8,8,8,9,8,9,8,8,10,8,8,8,7,8,7,8,8,8,8,7,8,8,9,7,8,9,6,7,8,8,7,7,7,8,10,7
LV,489,461,348,366,392,389,413,352,325,369,383,402,372,394,407,439,351,391,361,384,326,386,420,385,402,401,360,401,434,407,361,372,371,337,316,424,385,411,392,411,372,357,330,354,425,379,428,362,300,301,334,337,366,366,348,402,365,358,334,302,353,346,357,352,354,337,324,300,346,402,330,365,342,329,297,337,330,328,297,272,351,473,308
MK,83,80,72,80,83,75,69,73,72,67,64,66,74,79,66,79,67,66,71,63,64,72,73,70,77,66,69,66,67,67,70,67,75,69,70,69,62,72,66,73,71,69,70,67,69,67,70,71,65,63,76,68,69,59,69,70,71,68,64,65,65,62,69,64,70,68,60,59,61,59,67,66,56,53,61,58,62,54,55,57,63,85,54
ME,52,48,43,48,49,45,43,46,46,41,40,43,45,48,41,50,42,42,42,39,39,44,45,45,48,43,43,42,42,43,43,41,44,43,42,45,39,45,42,46,45,41,43,42,42,41,44,44,42,39,47,43,43,38,43,44,42,43,39,39,40,37,42,41,45,43,38,38,38,38,39,40,36,32,37,36,39,34,35,35,39,53,34
NL,132,136,106,120,109,119,129,107,106,119,113,126,110,121,130,137,108,118,107,107,104,132,141,121,120,114,105,119,124,122,111,120,116,104,111,116,107,120,133,122,118,112,110,118,134,127,130,99,99,94,119,106,113,102,109,138,111,102,97,93,106,98,109,103,100,100,87,102,103,131,93,108,117,82,95,104,96,98,93,85,105,128,87
NO,3658,3823,3379,3441,3537,3479,3726,3442,3268,3480,3339,3541,3020,3307,3639,3731,3315,3547,3122,3353,3400,3807,3641,3496,3783,3951,3259,3533,3425,3431,3339,3128,3312,3028,3094,3405,3369,3436,3457,3380,3502,3181,3141,3117,3541,3359,3449,3200,2890,2848,3057,3032,3196,3207,3170,3301,3060,3203,3062,2878,3166,3028,2983,2943,2874,2828,2918,2954,3018,3442,2796,3157,2946,2754,2793,2859,2963,2930,2981,2711,3035,4108,3040
PL,1615,1584,1275,1356,1364,1378,1517,1290,1230,1296,1249,1438,1294,1478,1446,1586,1279,1349,1269,1305,1215,1435,1527,1450,1467,1280,1193,1321,1504,1431,1293,1347,1314,1200,1184,1419,1270,1393,1431,1491,1336,1265,1178,1304,1494,1377,1507,1255,1077,1078,1312,1252,1310,1197,1302,1512,1326,1249,1171,1052,1268,1192,1296,1230,1262,1244,1117,1092,1220,1426,1177,1274,1251,1068,1063,1163,1158,1120,1019,1017,1252,1599,1033
PT,114,114,102,113,86,110,95,79,94,96,107,103,99,109,80,131,106,93,93,97,78,106,104,115,103,98,103,97,112,110,115,116,106,109,109,109,99,139,107,102,89,90,95,104,99,108,85,89,75,87,104,96,104,85,66,88,62,82,96,90,90,78,87,97,103,90,91,91,84,96,80,101,100,81,79,87,79,96,81,72,78,98,75
RO,931,939,801,813,874,851,839,815,799,780,736,811,883,948,822,968,810,789,826,731,744,826,890,867,873,706,791,776,858,792,787,798,838,782,752,855,772,836,780,880,801,811,763,807,917,815,882,827,710,700,846,801,848,701,806,869,842,805,740,710,760,721,844,754,799,780,684,695,695,757,793,781,709,662,681,721,720,690,624,648,740,973,611
RS,292,305,246,274,285,276,265,263,261,239,222,252,273,300,249,313,248,249,254,231,226,270,283,271,274,233,253,243,267,254,251,246,272,242,243,265,233,265,241,273,251,255,244,253,275,256,268,254,231,220,275,243,263,223,250,270,259,250,237,217,234,217,262,238,265,247,217,214,222,229,251,244,214,192,222,223,232,211,197,212,234,306,192
SK,221,219,199,207,209,201,212,202,189,189,178,210,195,217,208,228,192,193,185,185,178,208,213,211,219,179,187,192,203,200,192,188,195,178,178,197,188,204,193,215,191,190,180,193,212,198,207,187,172,173,202,186,191,171,186,204,193,184,177,162,184,174,190,184,191,182,163,161,170,188,175,179,174,142,161,170,176,157,152,158,180,231,150
SI,81,77,66,74,72,71,72,69,61,65,61,72,67,73,69,78,65,66,62,61,59,75,75,73,73,62,65,67,71,69,67,68,71,62,61,69,62,71,68,74,67,65,65,69,73,71,71,63,59,58,70,61,63,55,61,71,63,62,62,54,59,55,65,63,67,61,54,57,57,65,58,59,59,46,55,57,58,53,52,53,61,77,51
SE,4509,4537,3713,3939,4134,4059,4374,3918,3633,4015,3891,4219,3560,3919,4426,4488,3950,4223,3662,3988,3814,4451,4260,4021,4358,4613,3929,4280,4255,4254,4043,3806,3975,3634,3625,4238,4132,4314,4246,4287,4301,3913,3840,3819,4588,4139,4376,3931,3476,3446,3785,3695,3893,3991,3916,4073,3757,3950,3781,3446,3898,3778,3755,3769,3632,3561,3606,3590,3806,4397,3474,3935,3675,3452,3421,3635,3693,3705,3689,3247,3807,5084,3769
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