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Collect pieces for SSP 2024/ScenarioMIP #235

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f362a6e
Add ScenarioMIP doc stub; link to #234
khaeru Sep 26, 2024
39f49a1
Create `/project/ssp/script` directory and add `__init__.py`
measrainsey Oct 2, 2024
9e02a6f
Create `/project/ssp/script/util` directory and add `__init__.py`
measrainsey Oct 2, 2024
6186380
Add functions
measrainsey Oct 2, 2024
85398ed
Add script to modify Low scenarios
measrainsey Oct 2, 2024
27ca2f2
Add script to modify Very Low scenarios
measrainsey Oct 2, 2024
1fb34b6
Add UE shares files
measrainsey Oct 2, 2024
483cf0f
Change to using `package_data_path()`
measrainsey Oct 2, 2024
5fe0b7a
Remove manual setting of path
measrainsey Oct 2, 2024
3466d14
Clean up scripts and remove commented sections
measrainsey Oct 2, 2024
a9de0d9
Add new materials and industry reporting
macflo8 Nov 5, 2024
b28fe16
Correct syntax for materials reporting to change units
OFR-IIASA Nov 7, 2024
983cd93
Extend and rename variable mappings
macflo8 Nov 7, 2024
03e7f58
Update docs
macflo8 Aug 27, 2024
cad7f11
Revise materials documentation
macflo8 Aug 29, 2024
c30fb32
Update cement furnaces efficiency
macflo8 May 26, 2024
213e18d
Update clinker CCS diffusion constraint
macflo8 May 26, 2024
848fa72
Update cement and aluminum demand SSP5
macflo8 May 27, 2024
e21f840
Add SSP specific input steel/cement data
macflo8 May 27, 2024
adcfea1
Add SSP changes to data_steel
macflo8 May 27, 2024
222bcd3
Remove unused low temp cement furnaces
macflo8 May 28, 2024
2a4d3e1
Update base year steel and cement demands
macflo8 May 28, 2024
aec0786
Update data read functions to new SSP argument
macflo8 May 28, 2024
13a9ea1
Keep solar and biomass base year industry bounds
macflo8 Jun 3, 2024
a3a8f8e
Adjust base year cement demand of CHN region
macflo8 Jun 3, 2024
6e56b12
Fix low temp cement furnace ACT to 0
macflo8 Jun 3, 2024
cb31901
Update non-metallic minerals base year calibration
macflo8 Jun 3, 2024
eb84a16
Add cement furnace base year bounds
macflo8 Jun 3, 2024
d0501fb
Silence pandas FutureWarnings in reporting
macflo8 Jun 3, 2024
8a5c3c3
Improve materials reporting
macflo8 Jun 3, 2024
9c2da23
Add non-CO2 emissions factors to industry furnaces
macflo8 Jun 5, 2024
06e7b25
Remove deprecated Materials gas heat pumps
macflo8 Jun 5, 2024
0d44be6
Remove duplicated technology in set and format
macflo8 Jun 5, 2024
57b6991
Fix non-CO2 furnace build bugs
macflo8 Jun 5, 2024
9bf9b33
Fix bug in refactored materials reporting function
macflo8 Jun 6, 2024
fcd743d
Add furnaces to existing GAINS link relation
macflo8 Jun 6, 2024
f5b84c9
Fix missing years error caused by data_generic.py
macflo8 Jun 18, 2024
04b8781
Exclude chemicals flow from i_spec calibration
macflo8 Jul 29, 2024
7cff129
Reorganize materials commands 2
macflo8 Jul 29, 2024
87685f3
Add updated cement calibration stats
macflo8 Jul 30, 2024
8535fab
Run TE-tool with "gdp" method by default
macflo8 Aug 1, 2024
ea72a44
Add cost updates from costs/new_inputs branch
macflo8 Aug 1, 2024
e1ca8b9
Clean up new custom SSP build helper
macflo8 Aug 1, 2024
09e63f6
Add filter for relations in methanol build
macflo8 Aug 1, 2024
34213ca
Add technologies to remove section to set.yaml
macflo8 Aug 1, 2024
60fb369
Add extra MACRO calibration CLI command
macflo8 Aug 1, 2024
3d30c93
Add updated aluminum demands
macflo8 Aug 1, 2024
c727fde
Revert to SSP2 for all SSPs for steel/cement
macflo8 Aug 1, 2024
f4b2676
Add industry non-CO2 emission data file
macflo8 Aug 6, 2024
cd690c2
Add share constraint generator
macflo8 Aug 14, 2024
25970cf
Move "other industry" utilities to module
macflo8 Aug 14, 2024
b6fdf51
Extend docstrings and type hints
macflo8 Aug 16, 2024
acfbdd8
Split calibration function
macflo8 Aug 16, 2024
5e35c8f
Move CCS parametrization to input files
macflo8 Aug 16, 2024
05b703d
Move set modification to set.yaml
macflo8 Aug 16, 2024
529dfb2
Add filename to iea_data_path cli option
macflo8 Aug 19, 2024
99affa7
Add new residual industry calibration
macflo8 Aug 19, 2024
73ca923
Generalize coal_i share constraint helper
macflo8 Aug 19, 2024
d573eab
Remove deprecated CCS function from build
macflo8 Aug 19, 2024
d2e60fa
Fix new "other industry" calibration workflow
macflo8 Aug 21, 2024
839e896
Update data_generic to sdmx Code set
macflo8 Sep 2, 2024
90aa05e
Extend type hints and docstrings to data_util
macflo8 Sep 2, 2024
dd7d15d
Add water sets missing in SSP_dev
macflo8 Sep 2, 2024
41e8164
Add MTO_petro 0 bound_activity_up for 2025
macflo8 Sep 2, 2024
719b510
Move co2_trans_disp parametrization to file
macflo8 Sep 2, 2024
5328145
Reorganize parametrization scripts
macflo8 Sep 2, 2024
7055a25
Add new demand and activity data to other industry
macflo8 Sep 2, 2024
a8f86c9
Add low temp heat share constraint modifier
macflo8 Sep 2, 2024
a2ebac7
Integrate parametrization updates in build
macflo8 Sep 2, 2024
db0cea6
Add 0 bounds for low temp furnace modes
macflo8 Sep 2, 2024
376f7f3
Fix fix_cost timeseries break for i_therm tecs
macflo8 Sep 3, 2024
5461102
Update SSP MACRO calibration workflow
macflo8 Sep 3, 2024
096baed
Extend SSP 2020 activity calibration procedure
macflo8 Sep 3, 2024
1c0487b
Remove unused option from material build command
macflo8 Sep 5, 2024
bde4914
Rename share constraint generator function
macflo8 Sep 5, 2024
8658a15
Remove unused context from materials reporting
macflo8 Sep 5, 2024
a6c9e18
Fix in/output unit of furnaces input file
macflo8 Oct 5, 2024
16e9f84
Add new plastics CO2_Emission calculator
macflo8 Oct 12, 2024
b17da21
Extend methanol fs downstream supply chain
macflo8 Oct 15, 2024
9c28d74
Add missing SSP industry input files
macflo8 Oct 17, 2024
da605a4
Fix material balance of MTO_petro technology
macflo8 Oct 22, 2024
0a48bd2
Add new CO2_ind calculator for chemicals
macflo8 Oct 23, 2024
2feb24c
Add embodied emissions for ethanol to ethylene
macflo8 Oct 27, 2024
2bf4572
Remove "World" meth_ind_fs parameter regions
macflo8 Oct 28, 2024
dbb444c
Fix biomass_nh3_ccs CO2_Emission coefficient
macflo8 Oct 28, 2024
c9b1a93
Add ethanol_to_ethylene CO2_ind emi factor
macflo8 Oct 28, 2024
e42b31c
Replace get_nodes with tested utility
macflo8 Nov 1, 2024
ffcf310
Add CO2_cc coefficient for cokeoven
macflo8 Nov 5, 2024
309fa1f
Fix merge duplication
macflo8 Nov 11, 2024
958a2bc
Store aluminum trade csv as text
macflo8 Nov 11, 2024
7a6a656
Migrate ssp cost updates
macflo8 Nov 11, 2024
25904e6
Delete unused tab in cement input xlsx
macflo8 Nov 13, 2024
7600ca0
Update High scenario cost reductions
GamzeUnlu95 Nov 13, 2024
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1 change: 1 addition & 0 deletions doc/index.rst
Original file line number Diff line number Diff line change
Expand Up @@ -92,6 +92,7 @@ Commonly used classes may be imported directly from :mod:`message_ix_models`.
project/circeular
project/edits
project/gea
project/scenariomip
project/shape
project/ssp

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12 changes: 12 additions & 0 deletions doc/project/scenariomip.rst
Original file line number Diff line number Diff line change
@@ -0,0 +1,12 @@
ScenarioMIP
***********

There is currently no dedicated code in :mod:`message_ix_models` associated with this project.
This page is a place-holder.

See also :doc:`/project/ssp`.

Project information
===================

- Website: https://wcrp-cmip.org/mips/scenariomip/
10 changes: 10 additions & 0 deletions doc/project/ssp.rst
Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,16 @@
Shared Socioeconomic Pathways (:mod:`.project.ssp`)
***************************************************

.. warning::

The 2024 SSP update is **under development**.
For details, see:

- Tracking issue :issue:`234`.
- `Issues and PRs labeled 'p:SSP-2024' <https://github.com/iiasa/message-ix-models/issues?q=label%3Ap:SSP-2024>`_ on the :mod:`.message_ix_models` GitHub repository.

See also :doc:`/project/scenariomip`.

Structure
=========

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3 changes: 3 additions & 0 deletions doc/whatsnew.rst
Original file line number Diff line number Diff line change
Expand Up @@ -24,6 +24,9 @@ Next release
- Improve and extend :doc:`/material/index` (:pull:`218`).

- Release of MESSAGEix-Materials 1.1.0 (:doc:`/material/v1.1.0`).
Improve and extend :doc:`/material/index` (:pull:`218`).

- Release of MESSAGEix-Materials 1.1.0 (:doc:`/material/v1.1.0`)

v2024.8.6
=========
Expand Down
195 changes: 99 additions & 96 deletions message_ix_models/data/costs/energy/cost_reduction.csv
Original file line number Diff line number Diff line change
@@ -1,96 +1,99 @@
# Cost reduction in 2100,,,,,,
# ,,,,,,
# Units: % ,,,,,,
#,,,,,,
# Data is copied from Sheet1 in https://github.com/iiasa/message_data/blob/dev/data/model/investment_cost/SSP_technology_learning.xlsx,,,,,,
# There are some manually changed assumptions to the original GEA data in the spreadsheet (can be seen in the spreadsheet as marked in yellow),,,,,,
# The initial copied data can be found in gea_reduction_rates.csv,,,,,,
# This file renames the learning rates from GEAL to low and GEAM to medium and GEAH to high,,,,,,
message_technology,technology_type,very_low,low,medium,high,very_high
bio_istig,Biomass,0,0.1,0.3,0.4,0.5
bio_istig_ccs,CCS,0,0.1,0.3,0.4,0.6
bio_ppl,Biomass,0,0.1,0.2,0.3,0.4
bio_ppl_co2scr,CCS,0,0,0,0.3,0.4
biomass_i,Biomass,0,0,0,0,0
c_ppl_co2scr,CCS,0,0,0,0.3,0.4
coal_adv,Coal,0,0.1,0.3,0.5,0.7
coal_adv_ccs,CCS,0,0.1,0.3,0.5,0.7
coal_i,Coal,0,0,0,0,0
coal_ppl,Coal,0,0,0.2,0.5,0.7
coal_ppl_u,Coal,0,0,0,0,0
csp_sm1_ppl,Renewable,0.15,0.3,0.3,0.5,0.7
csp_sm3_ppl,Renewable,0.15,0.3,0.3,0.5,0.7
elec_i,NA,0,0,0,0,0
eth_bio,Biomass,0,0.27,0.27,0.4,0.55
eth_bio_ccs,CCS,0,0.27,0.27,0.4,0.55
eth_i,Biomass,0,0,0,0,0
foil_i,Gas/Oil,0,0,0,0,0
g_ppl_co2scr,CCS,0,0,0,0.3,0.4
gas_cc,Gas/Oil,0.1,0.2,0.29,0.38,0.5
gas_cc_ccs,CCS,0.1,0.2,0.29,0.5,0.7
gas_ct,Gas/Oil,0.1,0.2,0.29,0.38,0.5
gas_i,Gas/Oil,0,0,0,0,0
gas_ppl,Gas/Oil,0.1,0.2,0.29,0.38,0.5
geo_hpl,Renewable,0.1,0.15,0.18,0.25,0.35
geo_ppl,Renewable,0,0.1,0.18,0.25,0.35
h2_bio,Biomass,0,0.25,0.4,0.5,0.7
h2_bio_ccs,CCS,0,0.25,0.4,0.5,0.7
h2_coal,Coal,0,0.25,0.4,0.4,0.5
h2_coal_ccs,CCS,0,0.25,0.4,0.4,0.5
h2_elec,Renewable,0,0,0.1,0.2,0.3
h2_i,NA,0,0,0,0,0
h2_smr,Gas/Oil,0,0.25,0.4,0.5,0.7
h2_smr_ccs,CCS,0,0.25,0.4,0.5,0.7
heat_i,NA,0,0,0,0,0
hp_el_i,Renewable,0.1,0.2,0.5,0.5,0.6
hp_gas_i,Gas/Oil,0.1,0.2,0.4,0.4,0.5
hydro_hc,Renewable,0,0,0,0,0
hydro_lc,Renewable,0,0,0,0,0
igcc,Coal,0,0.1,0.3,0.5,0.7
igcc_ccs,CCS,0,0.1,0.3,0.5,0.7
liq_bio,Biomass,0.15,0.27,0.27,0.4,0.55
liq_bio_ccs,CCS,0.15,0.27,0.27,0.4,0.55
loil_i,Gas/Oil,0,0,0,0,0
meth_coal,Coal,0,0.05,0.1,0.15,0.2
meth_coal_ccs,CCS,0,0.05,0.1,0.15,0.2
meth_i,Coal,0,0,0,0,0
meth_ng,Gas/Oil,0,0.05,0.1,0.15,0.2
meth_ng_ccs,CCS,0,0.05,0.1,0.15,0.2
nuc_hc,Nuclear,0,0,0.15,0.3,0.45
nuc_lc,Nuclear,0,0,0,0,0
solar_i,Renewable,0.1,0.2,0.6,0.9,0.95
solar_pv_I,Renewable,0.15,0.3,0.7,0.9,0.95
solar_pv_RC,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res_hist_2005,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res_hist_2010,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res_hist_2015,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res_hist_2020,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res1,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res2,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res3,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res4,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res5,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res6,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res7,Renewable,0.15,0.3,0.7,0.9,0.95
solar_res8,Renewable,0.15,0.3,0.7,0.9,0.95
solar_th_ppl,Renewable,0.15,0.3,0.3,0.5,0.7
stor_ppl,Renewable,0.15,0.3,0.7,0.9,0.95
syn_liq,Coal,0,0.05,0.1,0.15,0.2
syn_liq_ccs,CCS,0,0.05,0.1,0.15,0.2
wind_ref_hist_2005,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref_hist_2010,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref_hist_2015,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref_hist_2020,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref1,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref2,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref3,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref4,Renewable,0.15,0.3,0.53,0.65,0.75
wind_ref5,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res_hist_2005,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res_hist_2010,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res_hist_2015,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res_hist_2020,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res1,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res2,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res3,Renewable,0.15,0.3,0.53,0.65,0.75
wind_res4,Renewable,0.15,0.3,0.53,0.65,0.75
# Cost reduction in 2100,,,,,,,
# ,,,,,,,
# Units: % ,,,,,,,
#,,,,,,,
# Data is copied from Sheet1 in https://github.com/iiasa/message_data/blob/dev/data/model/investment_cost/SSP_technology_learning.xlsx,,,,,,,
# There are some manually changed assumptions to the original GEA data in the spreadsheet (can be seen in the spreadsheet as marked in yellow),,,,,,,
# The initial copied data can be found in gea_reduction_rates.csv,,,,,,,
# This file renames the learning rates from GEAL to low and GEAM to medium and GEAH to high,,,,,,,
message_technology,technology_type,very_low,low,low_medium,medium,high,very_high
bio_istig,Biomass,0,0.1,0.3,0.3,0.4,0.5
bio_istig_ccs,CCS,0,0.1,0.3,0.3,0.4,0.6
bio_ppl,Biomass,0,0.1,0.2,0.2,0.3,0.4
bio_ppl_co2scr,CCS,0,0,0,0,0.3,0.4
biomass_i,Biomass,0,0,0,0,0,0
c_ppl_co2scr,CCS,0,0,0,0,0.3,0.4
coal_adv,Coal,0,0.1,0.3,0.3,0.5,0.7
coal_adv_ccs,CCS,0,0.1,0.3,0.3,0.5,0.7
coal_i,Coal,0,0,0,0,0,0
coal_ppl,Coal,0,0,0.2,0.2,0.5,0.7
coal_ppl_u,Coal,0,0,0,0,0,0
csp_sm1_ppl,Renewable,0.15,0.3,0.3,0.3,0.5,0.7
csp_sm3_ppl,Renewable,0.15,0.3,0.3,0.3,0.5,0.7
elec_i,NA,0,0,0,0,0,0
eth_bio,Biomass,0,0.27,0.27,0.27,0.4,0.55
eth_bio_ccs,CCS,0,0.27,0.27,0.27,0.4,0.55
eth_i,Biomass,0,0,0,0,0,0
foil_i,Gas/Oil,0,0,0,0,0,0
g_ppl_co2scr,CCS,0,0,0,0,0.3,0.4
gas_cc,Gas/Oil,0.1,0.2,0.29,0.29,0.38,0.5
gas_cc_ccs,CCS,0.1,0.2,0.29,0.29,0.5,0.7
gas_ct,Gas/Oil,0.1,0.2,0.29,0.29,0.38,0.5
gas_i,Gas/Oil,0,0,0,0,0,0
gas_ppl,Gas/Oil,0.1,0.2,0.29,0.29,0.38,0.5
geo_hpl,Renewable,0.1,0.15,0.18,0.18,0.25,0.35
geo_ppl,Renewable,0,0.1,0.18,0.18,0.25,0.35
h2_bio,Biomass,0,0.25,0.4,0.4,0.5,0.7
h2_bio_ccs,CCS,0,0.25,0.4,0.4,0.5,0.7
h2_coal,Coal,0,0.25,0.4,0.4,0.4,0.5
h2_coal_ccs,CCS,0,0.25,0.4,0.4,0.4,0.5
h2_elec,Renewable,0,0,0.1,0.1,0.2,0.3
h2_i,NA,0,0,0,0,0,0
h2_smr,Gas/Oil,0,0.25,0.4,0.4,0.5,0.7
h2_smr_ccs,CCS,0,0.25,0.4,0.4,0.5,0.7
heat_i,NA,0,0,0,0,0,0
hp_el_i,Renewable,0.1,0.2,0.5,0.5,0.5,0.6
hp_gas_i,Gas/Oil,0.1,0.2,0.4,0.4,0.4,0.5
hydro_hc,Renewable,0,0,0,0,0,0
hydro_lc,Renewable,0,0,0,0,0,0
igcc,Coal,0,0.1,0.3,0.3,0.5,0.7
igcc_ccs,CCS,0,0.1,0.3,0.3,0.5,0.7
liq_bio,Biomass,0.15,0.27,0.27,0.27,0.4,0.55
liq_bio_ccs,CCS,0.15,0.27,0.27,0.27,0.4,0.55
loil_i,Gas/Oil,0,0,0,0,0,0
meth_coal,Coal,0,0.05,0.1,0.1,0.15,0.2
meth_coal_ccs,CCS,0,0.05,0.1,0.1,0.15,0.2
meth_i,Coal,0,0,0,0,0,0
meth_ng,Gas/Oil,0,0.05,0.1,0.1,0.15,0.2
meth_ng_ccs,CCS,0,0.05,0.1,0.1,0.15,0.2
nuc_hc,Nuclear,0,0,0.15,0.15,0.3,0.45
nuc_lc,Nuclear,0,0,0,0,0,0
solar_i,Renewable,0.1,0.2,0.6,0.6,0.9,0.95
solar_pv_I,Renewable,0.15,0.3,0.7,0.7,0.9,0.95
solar_pv_RC,Renewable,0.15,0.3,0.7,0.7,0.9,0.95
solar_res_hist_2000,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res_hist_2005,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res_hist_2010,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res_hist_2015,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res_hist_2020,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res1,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res2,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res3,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res4,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res5,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res6,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res7,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_res8,Renewable,0.15,0.3,0.5,0.7,0.9,0.95
solar_th_ppl,Renewable,0.15,0.3,0.3,0.3,0.5,0.7
stor_ppl,Renewable,0.15,0.3,0.7,0.7,0.9,0.95
syn_liq,Coal,0,0.05,0.1,0.1,0.15,0.2
syn_liq_ccs,CCS,0,0.05,0.1,0.1,0.15,0.2
wind_ref_hist_2000,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref_hist_2005,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref_hist_2010,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref_hist_2015,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref_hist_2020,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref1,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref2,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref3,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref4,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_ref5,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res_hist_2000,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res_hist_2005,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res_hist_2010,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res_hist_2015,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res_hist_2020,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res1,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res2,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res3,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
wind_res4,Renewable,0.15,0.3,0.53,0.53,0.65,0.75
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