diff --git a/CITATION.cff b/CITATION.cff
index 2632e399..358c871e 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -9,5 +9,5 @@ authors:
       given-names: Adam
 
 title: MUSE_OS
-version: v1.5.5
-date-released: 2026-03-27
+version: v1.5.6
+date-released: 2026-04-22
diff --git a/docs/inputs/technodata.rst b/docs/inputs/technodata.rst
index 5a55cb17..c5055651 100644
--- a/docs/inputs/technodata.rst
+++ b/docs/inputs/technodata.rst
@@ -57,7 +57,7 @@ Variable costs (optional, default ``var_par = 0`` and ``var_exp = 1``)
 
    The exponent allows the model to take into account economies of scale (ie. As `Production` increases, the variable cost of the technology decreases).
 
-Growth constraints (optional)
+Capacity constraints (optional)
    ``max_capacity_addition``
       represents the maximum addition of installed capacity per technology, per year in a period, per region.
 
@@ -68,7 +68,7 @@ Growth constraints (optional)
    ``total_capacity_limit``
       represents the total capacity limit per technology, region and year.
 
-   .. csv-table:: Techno-data: growth constraints
+   .. csv-table:: Techno-data: capacity constraints
       :header: technology,	region,	max_capacity_addition,	max_capacity_growth,	total_capacity_limit
 
       resBoilerElectric, region1, 10,	0.2,	100
@@ -84,8 +84,8 @@ Growth constraints (optional)
    * ``total_capacity_limit`` will restrict new addition to 100 - 4.9 = 95.1 PJ (so that total capacity in the investment year will not exceed 100 PJ).
    * Overall, the most restrictive constraint will apply, which in this case is 14.3 PJ.
 
-   Growth constraints are applied for each single agent in a multi-agent simulation. When only one agent is present, the growth constraints
-   apply individually to the "New" and "Retrofit" agent, when present.
+   Capacity constraints are applied separately for each agent. In multi-agent simulations,
+   each agent receives a proportion of the overall limit according to its agent quantity.
 
    If any of the three parameters are not provided in the technodata file, that particular constraint is not applied.
 
@@ -95,6 +95,8 @@ Growth constraints (optional)
     Taking the above example, if the GrowthSeed is set to 10 PJ (higher than the existing capacity of 7.7 PJ), the MaxCapacityGrowth constraint will be applied as follows:
     10 x (1 + 0.2)\ :sup:`5` - 4.9 = 19.9 PJ.
 
+    In multi-agent simulations, the growth seed for each agent is scaled by the agent quantity.
+
 ``technical_life``
    represents the number of years that a technology operates before it is decommissioned.
 
diff --git a/docs/release-notes/index.rst b/docs/release-notes/index.rst
index 76b6165d..c5d58179 100644
--- a/docs/release-notes/index.rst
+++ b/docs/release-notes/index.rst
@@ -5,6 +5,8 @@ This is the list of changes to MUSE between each release.
 
 To update to the latest version, run ``pip install --upgrade muse-os``
 
+
+* :ref:`/release-notes/v1.5.6.md`
 * :ref:`/release-notes/v1.5.5.md`
 * :ref:`/release-notes/v1.5.4.md`
 * :ref:`/release-notes/v1.5.3.md`
diff --git a/docs/release-notes/v1.5.6.md b/docs/release-notes/v1.5.6.md
new file mode 100644
index 00000000..ff799458
--- /dev/null
+++ b/docs/release-notes/v1.5.6.md
@@ -0,0 +1,6 @@
+# Release notes for MUSE v1.5.6 (April 22, 2026)
+
+This release fixes an issue affecting capacity constraints in models with multiple
+agents. Whereas previously, entire capacity limits were applied to each agent,
+limits for each agent are now scaled according to the agent's quantity. For example, if a technology has an addition limit of 100 MW per year, then an agent with a quantity of 0.5 would have an addition limit of 50 MW per year (noting that quantities for all agents should sum to 1).
+See `github`{831} and the updated documentation [here](https://muse-os.readthedocs.io/en/latest/inputs/technodata.html) for more details.
diff --git a/docs/tutorial-code/add-agent/1-single-objective/Results/MCACapacity.csv b/docs/tutorial-code/add-agent/1-single-objective/Results/MCACapacity.csv
index a893604c..e562e24d 100644
--- a/docs/tutorial-code/add-agent/1-single-objective/Results/MCACapacity.csv
+++ b/docs/tutorial-code/add-agent/1-single-objective/Results/MCACapacity.csv
@@ -6,117 +6,122 @@ A2,0.5000,r1,2020,r1,power,gasCCGT,newcapa,2020
 A1,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2020
 A2,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2020
 A1,2.5000,r1,2020,r1,residential,gasboiler,newcapa,2025
-A1,1.9063,r1,2025,r1,residential,gasboiler,newcapa,2025
-A1,7.5938,r1,2025,r1,residential,heatpump,newcapa,2025
+A1,5.7031,r1,2025,r1,residential,gasboiler,newcapa,2025
+A1,3.7969,r1,2025,r1,residential,heatpump,newcapa,2025
 A2,2.5000,r1,2020,r1,residential,gasboiler,newcapa,2025
 A2,9.5000,r1,2025,r1,residential,gasboiler,newcapa,2025
 A1,0.5000,r1,2020,r1,power,gasCCGT,newcapa,2025
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2025
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2025
 A2,0.5000,r1,2020,r1,power,gasCCGT,newcapa,2025
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2025
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2025
 A1,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2025
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2025
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2025
 A2,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2025
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2025
-A1,1.9063,r1,2025,r1,residential,gasboiler,newcapa,2030
-A1,7.5938,r1,2025,r1,residential,heatpump,newcapa,2030
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2025
+A1,5.7031,r1,2025,r1,residential,gasboiler,newcapa,2030
+A1,3.7969,r1,2025,r1,residential,heatpump,newcapa,2030
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+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2030
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2030
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-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2030
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2030
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2030
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2030
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-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2030
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2030
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2030
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2030
 A1,5.5000,r1,2030,r1,residential,heatpump,newcapa,2035
 A1,12.5000,r1,2035,r1,residential,heatpump,newcapa,2035
 A2,5.5000,r1,2030,r1,residential,gasboiler,newcapa,2035
 A2,12.5000,r1,2035,r1,residential,gasboiler,newcapa,2035
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2035
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2035
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2035
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2035
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2035
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2035
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2035
+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2035
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2035
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2035
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2035
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2035
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2035
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2035
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2035
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2035
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2035
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2035
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2035
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2035
+A1,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2035
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2035
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2035
+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2035
 A1,12.5000,r1,2035,r1,residential,heatpump,newcapa,2040
 A1,8.5000,r1,2040,r1,residential,heatpump,newcapa,2040
 A2,12.5000,r1,2035,r1,residential,gasboiler,newcapa,2040
 A2,8.5000,r1,2040,r1,residential,gasboiler,newcapa,2040
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2040
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2040
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2040
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2040
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2040
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2040
+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2040
 A1,1.5000,r1,2040,r1,power,windturbine,newcapa,2040
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2040
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2040
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2040
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2040
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2040
 A2,1.5000,r1,2040,r1,power,windturbine,newcapa,2040
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2040
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2040
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2040
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2040
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2040
+A1,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2040
 A1,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2040
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2040
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2040
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2040
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2040
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2040
+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2040
 A2,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2040
 A1,8.5000,r1,2040,r1,residential,heatpump,newcapa,2045
 A1,15.5000,r1,2045,r1,residential,heatpump,newcapa,2045
 A2,8.5000,r1,2040,r1,residential,gasboiler,newcapa,2045
 A2,15.5000,r1,2045,r1,residential,gasboiler,newcapa,2045
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2045
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2045
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2045
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2045
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2045
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2045
+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2045
 A1,1.5000,r1,2040,r1,power,windturbine,newcapa,2045
 A1,1.5000,r1,2045,r1,power,windturbine,newcapa,2045
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2045
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2045
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2045
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2045
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2045
 A2,1.5000,r1,2040,r1,power,windturbine,newcapa,2045
 A2,1.5000,r1,2045,r1,power,windturbine,newcapa,2045
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2045
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2045
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2045
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2045
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2045
+A1,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2045
 A1,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2045
 A1,1.9333,r1,2045,r1,gas,gassupply1,newcapa,2045
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2045
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2045
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2045
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+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2045
 A2,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2045
 A2,1.9333,r1,2045,r1,gas,gassupply1,newcapa,2045
 A1,15.5000,r1,2045,r1,residential,heatpump,newcapa,2050
 A1,11.5000,r1,2050,r1,residential,heatpump,newcapa,2050
 A2,15.5000,r1,2045,r1,residential,gasboiler,newcapa,2050
 A2,11.5000,r1,2050,r1,residential,gasboiler,newcapa,2050
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2050
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2050
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2050
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2050
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+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2050
 A1,1.5000,r1,2040,r1,power,windturbine,newcapa,2050
 A1,1.5000,r1,2045,r1,power,windturbine,newcapa,2050
-A1,2.8359,r1,2050,r1,power,windturbine,newcapa,2050
+A1,1.8867,r1,2050,r1,power,windturbine,newcapa,2050
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2050
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2050
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2050
 A2,1.5000,r1,2040,r1,power,windturbine,newcapa,2050
 A2,1.5000,r1,2045,r1,power,windturbine,newcapa,2050
-A2,2.8359,r1,2050,r1,power,windturbine,newcapa,2050
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2050
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2050
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2050
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+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2050
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 A1,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2050
 A1,1.9333,r1,2045,r1,gas,gassupply1,newcapa,2050
 A1,1.9333,r1,2050,r1,gas,gassupply1,newcapa,2050
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2050
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2050
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2050
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2050
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2050
+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2050
 A2,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2050
 A2,1.9333,r1,2045,r1,gas,gassupply1,newcapa,2050
 A2,1.9333,r1,2050,r1,gas,gassupply1,newcapa,2050
diff --git a/docs/tutorial-code/add-agent/1-single-objective/Results/MCAPrices.csv b/docs/tutorial-code/add-agent/1-single-objective/Results/MCAPrices.csv
index 3b7e1e1d..c935d740 100644
--- a/docs/tutorial-code/add-agent/1-single-objective/Results/MCAPrices.csv
+++ b/docs/tutorial-code/add-agent/1-single-objective/Results/MCAPrices.csv
@@ -29,183 +29,183 @@ gas,all-week,evening,all-year,7.1528,r1,5,MUS$2010/PJ,2020
 heat,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2020
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2020
 CO2f,all-week,evening,all-year,0.0831,r1,5,MUS$2010/kt,2020
-electricity,all-week,night,all-year,19.4241,r1,0,MUS$2010/PJ,2025
+electricity,all-week,night,all-year,19.7496,r1,0,MUS$2010/PJ,2025
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2025
-heat,all-week,night,all-year,11.3746,r1,0,MUS$2010/PJ,2025
+heat,all-week,night,all-year,11.6283,r1,0,MUS$2010/PJ,2025
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2025
 CO2f,all-week,night,all-year,0.1201,r1,0,MUS$2010/kt,2025
-electricity,all-week,morning,all-year,19.4241,r1,1,MUS$2010/PJ,2025
+electricity,all-week,morning,all-year,19.7496,r1,1,MUS$2010/PJ,2025
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2025
-heat,all-week,morning,all-year,11.3746,r1,1,MUS$2010/PJ,2025
+heat,all-week,morning,all-year,11.6283,r1,1,MUS$2010/PJ,2025
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2025
 CO2f,all-week,morning,all-year,0.1201,r1,1,MUS$2010/kt,2025
-electricity,all-week,afternoon,all-year,19.4241,r1,2,MUS$2010/PJ,2025
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+electricity,all-week,late-peak,all-year,18.9800,r1,4,MUS$2010/PJ,2050
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2050
-heat,all-week,late-peak,all-year,21.6283,r1,4,MUS$2010/PJ,2050
+heat,all-week,late-peak,all-year,21.2092,r1,4,MUS$2010/PJ,2050
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2050
 CO2f,all-week,late-peak,all-year,0.4351,r1,4,MUS$2010/kt,2050
-electricity,all-week,evening,all-year,21.0754,r1,5,MUS$2010/PJ,2050
+electricity,all-week,evening,all-year,18.9800,r1,5,MUS$2010/PJ,2050
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2050
-heat,all-week,evening,all-year,21.6283,r1,5,MUS$2010/PJ,2050
+heat,all-week,evening,all-year,21.2092,r1,5,MUS$2010/PJ,2050
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2050
 CO2f,all-week,evening,all-year,0.4351,r1,5,MUS$2010/kt,2050
diff --git a/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCACapacity.csv b/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCACapacity.csv
index 80d19dfa..68a8c173 100644
--- a/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCACapacity.csv
+++ b/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCACapacity.csv
@@ -6,113 +6,118 @@ A2,0.5000,r1,2020,r1,power,gasCCGT,newcapa,2020
 A1,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2020
 A2,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2020
 A1,2.5000,r1,2020,r1,residential,gasboiler,newcapa,2025
-A1,1.9063,r1,2025,r1,residential,gasboiler,newcapa,2025
-A1,7.5938,r1,2025,r1,residential,heatpump,newcapa,2025
+A1,5.7031,r1,2025,r1,residential,gasboiler,newcapa,2025
+A1,3.7969,r1,2025,r1,residential,heatpump,newcapa,2025
 A2,2.5000,r1,2020,r1,residential,gasboiler,newcapa,2025
 A2,9.5000,r1,2025,r1,residential,gasboiler,newcapa,2025
 A1,0.5000,r1,2020,r1,power,gasCCGT,newcapa,2025
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2025
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2025
 A2,0.5000,r1,2020,r1,power,gasCCGT,newcapa,2025
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2025
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2025
 A1,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2025
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2025
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2025
 A2,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2025
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2025
-A1,1.9063,r1,2025,r1,residential,gasboiler,newcapa,2030
-A1,7.5938,r1,2025,r1,residential,heatpump,newcapa,2030
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2025
+A1,5.7031,r1,2025,r1,residential,gasboiler,newcapa,2030
+A1,3.7969,r1,2025,r1,residential,heatpump,newcapa,2030
 A1,5.5000,r1,2030,r1,residential,heatpump,newcapa,2030
 A2,9.5000,r1,2025,r1,residential,gasboiler,newcapa,2030
 A2,5.5000,r1,2030,r1,residential,gasboiler,newcapa,2030
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2030
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2030
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2030
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2030
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2030
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2030
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2030
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2030
 A1,3.7500,r1,2020,r1,gas,gassupply1,newcapa,2030
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2030
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2030
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2030
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2030
 A2,3.7500,r1,2020,r1,gas,gassupply1,newcapa,2030
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2030
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2030
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2030
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2030
 A1,5.5000,r1,2030,r1,residential,heatpump,newcapa,2035
 A1,12.5000,r1,2035,r1,residential,heatpump,newcapa,2035
 A2,5.5000,r1,2030,r1,residential,gasboiler,newcapa,2035
 A2,12.5000,r1,2035,r1,residential,gasboiler,newcapa,2035
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2035
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2035
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2035
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2035
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2035
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2035
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2035
+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2035
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2035
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2035
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2035
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2035
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2035
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2035
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2035
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2035
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2035
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2035
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2035
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2035
+A1,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2035
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2035
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2035
+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2035
 A1,12.5000,r1,2035,r1,residential,heatpump,newcapa,2040
 A1,8.5000,r1,2040,r1,residential,heatpump,newcapa,2040
 A2,12.5000,r1,2035,r1,residential,gasboiler,newcapa,2040
 A2,8.5000,r1,2040,r1,residential,gasboiler,newcapa,2040
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2040
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2040
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2040
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2040
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2040
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2040
+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2040
 A1,1.5000,r1,2040,r1,power,windturbine,newcapa,2040
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2040
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2040
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2040
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2040
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2040
 A2,1.5000,r1,2040,r1,power,windturbine,newcapa,2040
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2040
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2040
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2040
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2040
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2040
+A1,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2040
 A1,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2040
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2040
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2040
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2040
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2040
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2040
+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2040
 A2,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2040
 A1,8.5000,r1,2040,r1,residential,heatpump,newcapa,2045
 A1,15.5000,r1,2045,r1,residential,heatpump,newcapa,2045
 A2,8.5000,r1,2040,r1,residential,gasboiler,newcapa,2045
-A2,7.9063,r1,2045,r1,residential,gasboiler,newcapa,2045
-A2,7.5938,r1,2045,r1,residential,heatpump,newcapa,2045
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2045
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2045
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2045
+A2,11.7031,r1,2045,r1,residential,gasboiler,newcapa,2045
+A2,3.7969,r1,2045,r1,residential,heatpump,newcapa,2045
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2045
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2045
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2045
+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2045
 A1,1.5000,r1,2040,r1,power,windturbine,newcapa,2045
-A1,5.2969,r1,2045,r1,power,windturbine,newcapa,2045
-A2,2.6719,r1,2025,r1,power,windturbine,newcapa,2045
+A1,3.3984,r1,2045,r1,power,windturbine,newcapa,2045
+A2,0.7734,r1,2025,r1,power,windturbine,newcapa,2045
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2045
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2045
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2045
 A2,1.5000,r1,2040,r1,power,windturbine,newcapa,2045
-A2,5.2969,r1,2045,r1,power,windturbine,newcapa,2045
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2045
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2045
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2045
+A2,3.3984,r1,2045,r1,power,windturbine,newcapa,2045
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2045
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2045
+A1,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2045
 A1,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2045
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2045
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2045
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2045
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2045
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2045
+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2045
 A2,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2045
 A1,15.5000,r1,2045,r1,residential,heatpump,newcapa,2050
 A1,11.5000,r1,2050,r1,residential,heatpump,newcapa,2050
-A2,7.9063,r1,2045,r1,residential,gasboiler,newcapa,2050
-A2,7.5938,r1,2045,r1,residential,heatpump,newcapa,2050
+A2,11.7031,r1,2045,r1,residential,gasboiler,newcapa,2050
+A2,3.7969,r1,2045,r1,residential,heatpump,newcapa,2050
 A2,11.5000,r1,2050,r1,residential,heatpump,newcapa,2050
-A1,1.1875,r1,2025,r1,power,gasCCGT,newcapa,2050
-A1,3.8750,r1,2030,r1,power,windturbine,newcapa,2050
-A1,2.4531,r1,2035,r1,power,windturbine,newcapa,2050
+A1,0.3438,r1,2025,r1,power,gasCCGT,newcapa,2050
+A1,0.0347,r1,2030,r1,power,gasCCGT,newcapa,2050
+A1,3.7969,r1,2030,r1,power,windturbine,newcapa,2050
+A1,4.3516,r1,2035,r1,power,windturbine,newcapa,2050
 A1,1.5000,r1,2040,r1,power,windturbine,newcapa,2050
-A1,5.2969,r1,2045,r1,power,windturbine,newcapa,2050
-A1,8.5859,r1,2050,r1,power,windturbine,newcapa,2050
+A1,3.3984,r1,2045,r1,power,windturbine,newcapa,2050
+A1,7.6367,r1,2050,r1,power,windturbine,newcapa,2050
 A2,3.8750,r1,2030,r1,power,windturbine,newcapa,2050
-A2,2.4531,r1,2035,r1,power,windturbine,newcapa,2050
+A2,4.3516,r1,2035,r1,power,windturbine,newcapa,2050
 A2,1.5000,r1,2040,r1,power,windturbine,newcapa,2050
-A2,5.2969,r1,2045,r1,power,windturbine,newcapa,2050
-A2,8.5859,r1,2050,r1,power,windturbine,newcapa,2050
-A1,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2050
-A1,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2050
-A1,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2050
+A2,3.3984,r1,2045,r1,power,windturbine,newcapa,2050
+A2,7.6367,r1,2050,r1,power,windturbine,newcapa,2050
+A1,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2050
+A1,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2050
+A1,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2050
 A1,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2050
-A2,4.8995,r1,2025,r1,gas,gassupply1,newcapa,2050
-A2,3.2372,r1,2030,r1,gas,gassupply1,newcapa,2050
-A2,4.4549,r1,2035,r1,gas,gassupply1,newcapa,2050
+A2,6.6418,r1,2025,r1,gas,gassupply1,newcapa,2050
+A2,3.2662,r1,2030,r1,gas,gassupply1,newcapa,2050
+A2,2.0080,r1,2035,r1,gas,gassupply1,newcapa,2050
 A2,1.9333,r1,2040,r1,gas,gassupply1,newcapa,2050
diff --git a/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCAPrices.csv b/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCAPrices.csv
index 3b563452..7283f612 100644
--- a/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCAPrices.csv
+++ b/docs/tutorial-code/add-agent/2-multiple-objective/Results/MCAPrices.csv
@@ -29,183 +29,183 @@ gas,all-week,evening,all-year,7.1528,r1,5,MUS$2010/PJ,2020
 heat,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2020
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2020
 CO2f,all-week,evening,all-year,0.0831,r1,5,MUS$2010/kt,2020
-electricity,all-week,night,all-year,19.4241,r1,0,MUS$2010/PJ,2025
+electricity,all-week,night,all-year,19.7496,r1,0,MUS$2010/PJ,2025
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2025
-heat,all-week,night,all-year,11.3746,r1,0,MUS$2010/PJ,2025
+heat,all-week,night,all-year,11.6283,r1,0,MUS$2010/PJ,2025
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2025
 CO2f,all-week,night,all-year,0.1201,r1,0,MUS$2010/kt,2025
-electricity,all-week,morning,all-year,19.4241,r1,1,MUS$2010/PJ,2025
+electricity,all-week,morning,all-year,19.7496,r1,1,MUS$2010/PJ,2025
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2025
-heat,all-week,morning,all-year,11.3746,r1,1,MUS$2010/PJ,2025
+heat,all-week,morning,all-year,11.6283,r1,1,MUS$2010/PJ,2025
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2025
 CO2f,all-week,morning,all-year,0.1201,r1,1,MUS$2010/kt,2025
-electricity,all-week,afternoon,all-year,19.4241,r1,2,MUS$2010/PJ,2025
+electricity,all-week,afternoon,all-year,19.7496,r1,2,MUS$2010/PJ,2025
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2025
-heat,all-week,afternoon,all-year,11.3746,r1,2,MUS$2010/PJ,2025
+heat,all-week,afternoon,all-year,11.6283,r1,2,MUS$2010/PJ,2025
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2025
 CO2f,all-week,afternoon,all-year,0.1201,r1,2,MUS$2010/kt,2025
-electricity,all-week,early-peak,all-year,19.4241,r1,3,MUS$2010/PJ,2025
+electricity,all-week,early-peak,all-year,19.7496,r1,3,MUS$2010/PJ,2025
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2025
-heat,all-week,early-peak,all-year,11.3746,r1,3,MUS$2010/PJ,2025
+heat,all-week,early-peak,all-year,11.6283,r1,3,MUS$2010/PJ,2025
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2025
 CO2f,all-week,early-peak,all-year,0.1201,r1,3,MUS$2010/kt,2025
-electricity,all-week,late-peak,all-year,19.4241,r1,4,MUS$2010/PJ,2025
+electricity,all-week,late-peak,all-year,19.7496,r1,4,MUS$2010/PJ,2025
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2025
-heat,all-week,late-peak,all-year,11.3746,r1,4,MUS$2010/PJ,2025
+heat,all-week,late-peak,all-year,11.6283,r1,4,MUS$2010/PJ,2025
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2025
 CO2f,all-week,late-peak,all-year,0.1201,r1,4,MUS$2010/kt,2025
-electricity,all-week,evening,all-year,19.4241,r1,5,MUS$2010/PJ,2025
+electricity,all-week,evening,all-year,19.7496,r1,5,MUS$2010/PJ,2025
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2025
-heat,all-week,evening,all-year,11.3746,r1,5,MUS$2010/PJ,2025
+heat,all-week,evening,all-year,11.6283,r1,5,MUS$2010/PJ,2025
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2025
 CO2f,all-week,evening,all-year,0.1201,r1,5,MUS$2010/kt,2025
-electricity,all-week,night,all-year,19.1390,r1,0,MUS$2010/PJ,2030
+electricity,all-week,night,all-year,18.5111,r1,0,MUS$2010/PJ,2030
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2030
-heat,all-week,night,all-year,12.4945,r1,0,MUS$2010/PJ,2030
+heat,all-week,night,all-year,12.9201,r1,0,MUS$2010/PJ,2030
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2030
 CO2f,all-week,night,all-year,0.1570,r1,0,MUS$2010/kt,2030
-electricity,all-week,morning,all-year,19.1390,r1,1,MUS$2010/PJ,2030
+electricity,all-week,morning,all-year,18.5111,r1,1,MUS$2010/PJ,2030
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2030
-heat,all-week,morning,all-year,12.4945,r1,1,MUS$2010/PJ,2030
+heat,all-week,morning,all-year,12.9201,r1,1,MUS$2010/PJ,2030
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2030
 CO2f,all-week,morning,all-year,0.1570,r1,1,MUS$2010/kt,2030
-electricity,all-week,afternoon,all-year,19.1390,r1,2,MUS$2010/PJ,2030
+electricity,all-week,afternoon,all-year,18.5111,r1,2,MUS$2010/PJ,2030
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2030
-heat,all-week,afternoon,all-year,12.4945,r1,2,MUS$2010/PJ,2030
+heat,all-week,afternoon,all-year,12.9201,r1,2,MUS$2010/PJ,2030
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2030
 CO2f,all-week,afternoon,all-year,0.1570,r1,2,MUS$2010/kt,2030
-electricity,all-week,early-peak,all-year,19.1390,r1,3,MUS$2010/PJ,2030
+electricity,all-week,early-peak,all-year,18.5111,r1,3,MUS$2010/PJ,2030
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2030
-heat,all-week,early-peak,all-year,12.4945,r1,3,MUS$2010/PJ,2030
+heat,all-week,early-peak,all-year,12.9201,r1,3,MUS$2010/PJ,2030
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2030
 CO2f,all-week,early-peak,all-year,0.1570,r1,3,MUS$2010/kt,2030
-electricity,all-week,late-peak,all-year,19.1390,r1,4,MUS$2010/PJ,2030
+electricity,all-week,late-peak,all-year,18.5111,r1,4,MUS$2010/PJ,2030
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2030
-heat,all-week,late-peak,all-year,12.4945,r1,4,MUS$2010/PJ,2030
+heat,all-week,late-peak,all-year,12.9201,r1,4,MUS$2010/PJ,2030
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2030
 CO2f,all-week,late-peak,all-year,0.1570,r1,4,MUS$2010/kt,2030
-electricity,all-week,evening,all-year,19.1390,r1,5,MUS$2010/PJ,2030
+electricity,all-week,evening,all-year,18.5111,r1,5,MUS$2010/PJ,2030
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2030
-heat,all-week,evening,all-year,12.4945,r1,5,MUS$2010/PJ,2030
+heat,all-week,evening,all-year,12.9201,r1,5,MUS$2010/PJ,2030
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2030
 CO2f,all-week,evening,all-year,0.1570,r1,5,MUS$2010/kt,2030
-electricity,all-week,night,all-year,19.6160,r1,0,MUS$2010/PJ,2035
+electricity,all-week,night,all-year,18.5149,r1,0,MUS$2010/PJ,2035
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2035
-heat,all-week,night,all-year,14.2099,r1,0,MUS$2010/PJ,2035
+heat,all-week,night,all-year,13.9896,r1,0,MUS$2010/PJ,2035
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2035
 CO2f,all-week,night,all-year,0.2149,r1,0,MUS$2010/kt,2035
-electricity,all-week,morning,all-year,19.6160,r1,1,MUS$2010/PJ,2035
+electricity,all-week,morning,all-year,18.5149,r1,1,MUS$2010/PJ,2035
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2035
-heat,all-week,morning,all-year,14.2099,r1,1,MUS$2010/PJ,2035
+heat,all-week,morning,all-year,13.9896,r1,1,MUS$2010/PJ,2035
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2035
 CO2f,all-week,morning,all-year,0.2149,r1,1,MUS$2010/kt,2035
-electricity,all-week,afternoon,all-year,19.6160,r1,2,MUS$2010/PJ,2035
+electricity,all-week,afternoon,all-year,18.5149,r1,2,MUS$2010/PJ,2035
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2035
-heat,all-week,afternoon,all-year,14.2099,r1,2,MUS$2010/PJ,2035
+heat,all-week,afternoon,all-year,13.9896,r1,2,MUS$2010/PJ,2035
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2035
 CO2f,all-week,afternoon,all-year,0.2149,r1,2,MUS$2010/kt,2035
-electricity,all-week,early-peak,all-year,19.6160,r1,3,MUS$2010/PJ,2035
+electricity,all-week,early-peak,all-year,18.5149,r1,3,MUS$2010/PJ,2035
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2035
-heat,all-week,early-peak,all-year,14.2099,r1,3,MUS$2010/PJ,2035
+heat,all-week,early-peak,all-year,13.9896,r1,3,MUS$2010/PJ,2035
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2035
 CO2f,all-week,early-peak,all-year,0.2149,r1,3,MUS$2010/kt,2035
-electricity,all-week,late-peak,all-year,19.6160,r1,4,MUS$2010/PJ,2035
+electricity,all-week,late-peak,all-year,18.5149,r1,4,MUS$2010/PJ,2035
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2035
-heat,all-week,late-peak,all-year,14.2099,r1,4,MUS$2010/PJ,2035
+heat,all-week,late-peak,all-year,13.9896,r1,4,MUS$2010/PJ,2035
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2035
 CO2f,all-week,late-peak,all-year,0.2149,r1,4,MUS$2010/kt,2035
-electricity,all-week,evening,all-year,19.6160,r1,5,MUS$2010/PJ,2035
+electricity,all-week,evening,all-year,18.5149,r1,5,MUS$2010/PJ,2035
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2035
-heat,all-week,evening,all-year,14.2099,r1,5,MUS$2010/PJ,2035
+heat,all-week,evening,all-year,13.9896,r1,5,MUS$2010/PJ,2035
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2035
 CO2f,all-week,evening,all-year,0.2149,r1,5,MUS$2010/kt,2035
-electricity,all-week,night,all-year,20.0602,r1,0,MUS$2010/PJ,2040
+electricity,all-week,night,all-year,18.6565,r1,0,MUS$2010/PJ,2040
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2040
-heat,all-week,night,all-year,16.1714,r1,0,MUS$2010/PJ,2040
+heat,all-week,night,all-year,15.8906,r1,0,MUS$2010/PJ,2040
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2040
 CO2f,all-week,night,all-year,0.2728,r1,0,MUS$2010/kt,2040
-electricity,all-week,morning,all-year,20.0602,r1,1,MUS$2010/PJ,2040
+electricity,all-week,morning,all-year,18.6565,r1,1,MUS$2010/PJ,2040
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2040
-heat,all-week,morning,all-year,16.1714,r1,1,MUS$2010/PJ,2040
+heat,all-week,morning,all-year,15.8906,r1,1,MUS$2010/PJ,2040
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2040
 CO2f,all-week,morning,all-year,0.2728,r1,1,MUS$2010/kt,2040
-electricity,all-week,afternoon,all-year,20.0602,r1,2,MUS$2010/PJ,2040
+electricity,all-week,afternoon,all-year,18.6565,r1,2,MUS$2010/PJ,2040
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2040
-heat,all-week,afternoon,all-year,16.1714,r1,2,MUS$2010/PJ,2040
+heat,all-week,afternoon,all-year,15.8906,r1,2,MUS$2010/PJ,2040
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2040
 CO2f,all-week,afternoon,all-year,0.2728,r1,2,MUS$2010/kt,2040
-electricity,all-week,early-peak,all-year,20.0602,r1,3,MUS$2010/PJ,2040
+electricity,all-week,early-peak,all-year,18.6565,r1,3,MUS$2010/PJ,2040
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2040
-heat,all-week,early-peak,all-year,16.1714,r1,3,MUS$2010/PJ,2040
+heat,all-week,early-peak,all-year,15.8906,r1,3,MUS$2010/PJ,2040
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2040
 CO2f,all-week,early-peak,all-year,0.2728,r1,3,MUS$2010/kt,2040
-electricity,all-week,late-peak,all-year,20.0602,r1,4,MUS$2010/PJ,2040
+electricity,all-week,late-peak,all-year,18.6565,r1,4,MUS$2010/PJ,2040
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2040
-heat,all-week,late-peak,all-year,16.1714,r1,4,MUS$2010/PJ,2040
+heat,all-week,late-peak,all-year,15.8906,r1,4,MUS$2010/PJ,2040
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2040
 CO2f,all-week,late-peak,all-year,0.2728,r1,4,MUS$2010/kt,2040
-electricity,all-week,evening,all-year,20.0602,r1,5,MUS$2010/PJ,2040
+electricity,all-week,evening,all-year,18.6565,r1,5,MUS$2010/PJ,2040
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2040
-heat,all-week,evening,all-year,16.1714,r1,5,MUS$2010/PJ,2040
+heat,all-week,evening,all-year,15.8906,r1,5,MUS$2010/PJ,2040
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2040
 CO2f,all-week,evening,all-year,0.2728,r1,5,MUS$2010/kt,2040
-electricity,all-week,night,all-year,19.9988,r1,0,MUS$2010/PJ,2045
+electricity,all-week,night,all-year,18.7239,r1,0,MUS$2010/PJ,2045
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2045
-heat,all-week,night,all-year,16.1950,r1,0,MUS$2010/PJ,2045
+heat,all-week,night,all-year,17.1952,r1,0,MUS$2010/PJ,2045
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2045
 CO2f,all-week,night,all-year,0.3539,r1,0,MUS$2010/kt,2045
-electricity,all-week,morning,all-year,19.9988,r1,1,MUS$2010/PJ,2045
+electricity,all-week,morning,all-year,18.7239,r1,1,MUS$2010/PJ,2045
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2045
-heat,all-week,morning,all-year,16.1950,r1,1,MUS$2010/PJ,2045
+heat,all-week,morning,all-year,17.1952,r1,1,MUS$2010/PJ,2045
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2045
 CO2f,all-week,morning,all-year,0.3539,r1,1,MUS$2010/kt,2045
-electricity,all-week,afternoon,all-year,19.9988,r1,2,MUS$2010/PJ,2045
+electricity,all-week,afternoon,all-year,18.7239,r1,2,MUS$2010/PJ,2045
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2045
-heat,all-week,afternoon,all-year,16.1950,r1,2,MUS$2010/PJ,2045
+heat,all-week,afternoon,all-year,17.1952,r1,2,MUS$2010/PJ,2045
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2045
 CO2f,all-week,afternoon,all-year,0.3539,r1,2,MUS$2010/kt,2045
-electricity,all-week,early-peak,all-year,19.9988,r1,3,MUS$2010/PJ,2045
+electricity,all-week,early-peak,all-year,18.7239,r1,3,MUS$2010/PJ,2045
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2045
-heat,all-week,early-peak,all-year,16.1950,r1,3,MUS$2010/PJ,2045
+heat,all-week,early-peak,all-year,17.1952,r1,3,MUS$2010/PJ,2045
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2045
 CO2f,all-week,early-peak,all-year,0.3539,r1,3,MUS$2010/kt,2045
-electricity,all-week,late-peak,all-year,19.9988,r1,4,MUS$2010/PJ,2045
+electricity,all-week,late-peak,all-year,18.7239,r1,4,MUS$2010/PJ,2045
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2045
-heat,all-week,late-peak,all-year,16.1950,r1,4,MUS$2010/PJ,2045
+heat,all-week,late-peak,all-year,17.1952,r1,4,MUS$2010/PJ,2045
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2045
 CO2f,all-week,late-peak,all-year,0.3539,r1,4,MUS$2010/kt,2045
-electricity,all-week,evening,all-year,19.9988,r1,5,MUS$2010/PJ,2045
+electricity,all-week,evening,all-year,18.7239,r1,5,MUS$2010/PJ,2045
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2045
-heat,all-week,evening,all-year,16.1950,r1,5,MUS$2010/PJ,2045
+heat,all-week,evening,all-year,17.1952,r1,5,MUS$2010/PJ,2045
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2045
 CO2f,all-week,evening,all-year,0.3539,r1,5,MUS$2010/kt,2045
-electricity,all-week,night,all-year,19.8014,r1,0,MUS$2010/PJ,2050
+electricity,all-week,night,all-year,18.6255,r1,0,MUS$2010/PJ,2050
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2050
-heat,all-week,night,all-year,13.6967,r1,0,MUS$2010/PJ,2050
+heat,all-week,night,all-year,14.8549,r1,0,MUS$2010/PJ,2050
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2050
 CO2f,all-week,night,all-year,0.4351,r1,0,MUS$2010/kt,2050
-electricity,all-week,morning,all-year,19.8014,r1,1,MUS$2010/PJ,2050
+electricity,all-week,morning,all-year,18.6255,r1,1,MUS$2010/PJ,2050
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2050
-heat,all-week,morning,all-year,13.6967,r1,1,MUS$2010/PJ,2050
+heat,all-week,morning,all-year,14.8549,r1,1,MUS$2010/PJ,2050
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2050
 CO2f,all-week,morning,all-year,0.4351,r1,1,MUS$2010/kt,2050
-electricity,all-week,afternoon,all-year,19.8014,r1,2,MUS$2010/PJ,2050
+electricity,all-week,afternoon,all-year,18.6255,r1,2,MUS$2010/PJ,2050
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2050
-heat,all-week,afternoon,all-year,13.6967,r1,2,MUS$2010/PJ,2050
+heat,all-week,afternoon,all-year,14.8549,r1,2,MUS$2010/PJ,2050
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2050
 CO2f,all-week,afternoon,all-year,0.4351,r1,2,MUS$2010/kt,2050
-electricity,all-week,early-peak,all-year,19.8014,r1,3,MUS$2010/PJ,2050
+electricity,all-week,early-peak,all-year,18.6255,r1,3,MUS$2010/PJ,2050
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2050
-heat,all-week,early-peak,all-year,13.6967,r1,3,MUS$2010/PJ,2050
+heat,all-week,early-peak,all-year,14.8549,r1,3,MUS$2010/PJ,2050
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2050
 CO2f,all-week,early-peak,all-year,0.4351,r1,3,MUS$2010/kt,2050
-electricity,all-week,late-peak,all-year,19.8014,r1,4,MUS$2010/PJ,2050
+electricity,all-week,late-peak,all-year,18.6255,r1,4,MUS$2010/PJ,2050
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2050
-heat,all-week,late-peak,all-year,13.6967,r1,4,MUS$2010/PJ,2050
+heat,all-week,late-peak,all-year,14.8549,r1,4,MUS$2010/PJ,2050
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2050
 CO2f,all-week,late-peak,all-year,0.4351,r1,4,MUS$2010/kt,2050
-electricity,all-week,evening,all-year,19.8014,r1,5,MUS$2010/PJ,2050
+electricity,all-week,evening,all-year,18.6255,r1,5,MUS$2010/PJ,2050
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2050
-heat,all-week,evening,all-year,13.6967,r1,5,MUS$2010/PJ,2050
+heat,all-week,evening,all-year,14.8549,r1,5,MUS$2010/PJ,2050
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2050
 CO2f,all-week,evening,all-year,0.4351,r1,5,MUS$2010/kt,2050
diff --git a/src/muse/agents/agent.py b/src/muse/agents/agent.py
index d5f08549..09309c07 100644
--- a/src/muse/agents/agent.py
+++ b/src/muse/agents/agent.py
@@ -22,7 +22,7 @@ def __init__(
         region: str = "",
         assets: xr.Dataset | None = None,
         category: str | None = None,
-        quantity: float | None = 1,
+        quantity: float = 1.0,
         timeslice_level: str | None = None,
     ):
         """Creates a standard MUSE agent.
@@ -118,7 +118,7 @@ def __init__(
         demand_threshold: float | None = None,
         category: str | None = None,
         asset_threshold: float = 1e-4,
-        quantity: float | None = 1,
+        quantity: float = 1.0,
         spend_limit: int = 0,
         timeslice_level: str | None = None,
         **kwargs,
@@ -352,6 +352,13 @@ def next(
             year=[current_year, investment_year],
         )
 
+        # Scale capacity constraints by agent quantity
+        technologies = technologies.copy()
+        for var in ["max_capacity_addition", "total_capacity_limit"]:
+            if var in technologies:
+                technologies[var] = self.quantity * technologies[var]
+        technologies["growth_seed"] = self.quantity * technologies["growth_seed"]
+
         # Calculate constraints
         constraints = self.constraints(
             demand=search.demand,
diff --git a/src/muse/constraints.py b/src/muse/constraints.py
index 13462768..ff12a115 100644
--- a/src/muse/constraints.py
+++ b/src/muse/constraints.py
@@ -375,8 +375,7 @@ def max_capacity_expansion(
 
     # MaxCapacityGrowth constraint
     if "max_capacity_growth" in techs:
-        seed = techs.get("growth_seed", 1)
-        seeded_initial = np.maximum(initial, seed)
+        seeded_initial = np.maximum(initial, techs.growth_seed)
         growth_cap = (
             (seeded_initial * (techs.max_capacity_growth + 1) ** time_frame)
             - forecasted
diff --git a/src/muse/readers/csv.py b/src/muse/readers/csv.py
index ee442e40..964ab011 100644
--- a/src/muse/readers/csv.py
+++ b/src/muse/readers/csv.py
@@ -137,6 +137,7 @@
     "minimum_service_factor": 0,
     "search_rule": "all",
     "decision_method": "single",
+    "growth_seed": 1.0,
 }
 
 
@@ -417,6 +418,7 @@ def read_technodictionary_csv(path: Path) -> pd.DataFrame:
         "technology",
         "technical_life",
         "fix_par",
+        "growth_seed",
     }
     data = read_csv(
         path,
diff --git a/tests/example_outputs/multiple_agents/Results/MCACapacity.csv b/tests/example_outputs/multiple_agents/Results/MCACapacity.csv
index b30dac3d..dacccd7a 100644
--- a/tests/example_outputs/multiple_agents/Results/MCACapacity.csv
+++ b/tests/example_outputs/multiple_agents/Results/MCACapacity.csv
@@ -4,78 +4,75 @@ A2,5.0000,r1,2020,r1,residential,gasboiler,newcapa,2020
 A1,1.0000,r1,2020,r1,power,gasCCGT,newcapa,2020
 A1,15.0000,r1,2020,r1,gas,gassupply1,newcapa,2020
 A1,2.5000,r1,2020,r1,residential,gasboiler,newcapa,2025
-A1,7.0117,r1,2025,r1,residential,gasboiler,newcapa,2025
-A1,2.4883,r1,2025,r1,residential,heatpump,newcapa,2025
+A1,9.5000,r1,2025,r1,residential,gasboiler,newcapa,2025
 A2,2.5000,r1,2020,r1,residential,gasboiler,newcapa,2025
-A2,7.0117,r1,2025,r1,residential,gasboiler,newcapa,2025
-A2,2.4883,r1,2025,r1,residential,heatpump,newcapa,2025
+A2,9.5000,r1,2025,r1,residential,gasboiler,newcapa,2025
 A1,1.0000,r1,2020,r1,power,gasCCGT,newcapa,2025
-A1,1.2118,r1,2025,r1,power,gasCCGT,newcapa,2025
 A1,15.0000,r1,2020,r1,gas,gassupply1,newcapa,2025
-A1,13.2128,r1,2025,r1,gas,gassupply1,newcapa,2025
-A1,7.0117,r1,2025,r1,residential,gasboiler,newcapa,2030
-A1,1.7966,r1,2030,r1,residential,gasboiler,newcapa,2030
-A1,2.4883,r1,2025,r1,residential,heatpump,newcapa,2030
-A1,3.7034,r1,2030,r1,residential,heatpump,newcapa,2030
-A2,7.0117,r1,2025,r1,residential,gasboiler,newcapa,2030
-A2,1.7966,r1,2030,r1,residential,gasboiler,newcapa,2030
-A2,2.4883,r1,2025,r1,residential,heatpump,newcapa,2030
-A2,3.7034,r1,2030,r1,residential,heatpump,newcapa,2030
-A1,1.2118,r1,2025,r1,power,gasCCGT,newcapa,2030
-A1,0.9169,r1,2030,r1,power,gasCCGT,newcapa,2030
-A1,7.5938,r1,2030,r1,power,windturbine,newcapa,2030
+A1,15.9333,r1,2025,r1,gas,gassupply1,newcapa,2025
+A1,9.5000,r1,2025,r1,residential,gasboiler,newcapa,2030
+A1,4.2558,r1,2030,r1,residential,gasboiler,newcapa,2030
+A1,1.2442,r1,2030,r1,residential,heatpump,newcapa,2030
+A2,9.5000,r1,2025,r1,residential,gasboiler,newcapa,2030
+A2,4.2558,r1,2030,r1,residential,gasboiler,newcapa,2030
+A2,1.2442,r1,2030,r1,residential,heatpump,newcapa,2030
+A1,2.4883,r1,2030,r1,power,windturbine,newcapa,2030
 A1,7.5000,r1,2020,r1,gas,gassupply1,newcapa,2030
-A1,13.2128,r1,2025,r1,gas,gassupply1,newcapa,2030
-A1,5.5480,r1,2030,r1,gas,gassupply1,newcapa,2030
-A1,1.7966,r1,2030,r1,residential,gasboiler,newcapa,2035
-A1,0.7964,r1,2035,r1,residential,gasboiler,newcapa,2035
-A1,3.7034,r1,2030,r1,residential,heatpump,newcapa,2035
-A1,11.7036,r1,2035,r1,residential,heatpump,newcapa,2035
-A2,1.7966,r1,2030,r1,residential,gasboiler,newcapa,2035
-A2,0.7964,r1,2035,r1,residential,gasboiler,newcapa,2035
-A2,3.7034,r1,2030,r1,residential,heatpump,newcapa,2035
-A2,11.7036,r1,2035,r1,residential,heatpump,newcapa,2035
-A1,1.2118,r1,2025,r1,power,gasCCGT,newcapa,2035
-A1,0.9169,r1,2030,r1,power,gasCCGT,newcapa,2035
-A1,7.5938,r1,2030,r1,power,windturbine,newcapa,2035
-A1,18.4306,r1,2035,r1,power,windturbine,newcapa,2035
-A1,13.2128,r1,2025,r1,gas,gassupply1,newcapa,2035
-A1,5.5480,r1,2030,r1,gas,gassupply1,newcapa,2035
-A1,0.7964,r1,2035,r1,residential,gasboiler,newcapa,2040
-A1,11.7036,r1,2035,r1,residential,heatpump,newcapa,2040
-A1,8.5000,r1,2040,r1,residential,heatpump,newcapa,2040
-A2,0.7964,r1,2035,r1,residential,gasboiler,newcapa,2040
-A2,11.7036,r1,2035,r1,residential,heatpump,newcapa,2040
-A2,8.5000,r1,2040,r1,residential,heatpump,newcapa,2040
-A1,1.2118,r1,2025,r1,power,gasCCGT,newcapa,2040
-A1,0.9169,r1,2030,r1,power,gasCCGT,newcapa,2040
-A1,7.5938,r1,2030,r1,power,windturbine,newcapa,2040
-A1,18.4306,r1,2035,r1,power,windturbine,newcapa,2040
-A1,9.5932,r1,2040,r1,power,windturbine,newcapa,2040
-A1,13.2128,r1,2025,r1,gas,gassupply1,newcapa,2040
-A1,5.5480,r1,2030,r1,gas,gassupply1,newcapa,2040
-A1,8.5000,r1,2040,r1,residential,heatpump,newcapa,2045
-A1,15.5000,r1,2045,r1,residential,heatpump,newcapa,2045
-A2,8.5000,r1,2040,r1,residential,heatpump,newcapa,2045
-A2,15.5000,r1,2045,r1,residential,heatpump,newcapa,2045
-A1,1.2118,r1,2025,r1,power,gasCCGT,newcapa,2045
-A1,0.9169,r1,2030,r1,power,gasCCGT,newcapa,2045
-A1,7.5938,r1,2030,r1,power,windturbine,newcapa,2045
-A1,18.4306,r1,2035,r1,power,windturbine,newcapa,2045
-A1,9.5932,r1,2040,r1,power,windturbine,newcapa,2045
-A1,7.5928,r1,2045,r1,power,windturbine,newcapa,2045
-A1,13.2128,r1,2025,r1,gas,gassupply1,newcapa,2045
-A1,5.5480,r1,2030,r1,gas,gassupply1,newcapa,2045
-A1,15.5000,r1,2045,r1,residential,heatpump,newcapa,2050
+A1,15.9333,r1,2025,r1,gas,gassupply1,newcapa,2030
+A1,12.0262,r1,2030,r1,gas,gassupply1,newcapa,2030
+A1,4.2558,r1,2030,r1,residential,gasboiler,newcapa,2035
+A1,10.6483,r1,2035,r1,residential,gasboiler,newcapa,2035
+A1,1.2442,r1,2030,r1,residential,heatpump,newcapa,2035
+A1,1.8517,r1,2035,r1,residential,heatpump,newcapa,2035
+A2,4.2558,r1,2030,r1,residential,gasboiler,newcapa,2035
+A2,10.6483,r1,2035,r1,residential,gasboiler,newcapa,2035
+A2,1.2442,r1,2030,r1,residential,heatpump,newcapa,2035
+A2,1.8517,r1,2035,r1,residential,heatpump,newcapa,2035
+A1,2.4883,r1,2030,r1,power,windturbine,newcapa,2035
+A1,3.7034,r1,2035,r1,power,windturbine,newcapa,2035
+A1,15.9333,r1,2025,r1,gas,gassupply1,newcapa,2035
+A1,12.0262,r1,2030,r1,gas,gassupply1,newcapa,2035
+A1,10.4600,r1,2035,r1,gas,gassupply1,newcapa,2035
+A1,10.6483,r1,2035,r1,residential,gasboiler,newcapa,2040
+A1,2.6482,r1,2040,r1,residential,gasboiler,newcapa,2040
+A1,1.8517,r1,2035,r1,residential,heatpump,newcapa,2040
+A1,5.8518,r1,2040,r1,residential,heatpump,newcapa,2040
+A2,10.6483,r1,2035,r1,residential,gasboiler,newcapa,2040
+A2,2.6482,r1,2040,r1,residential,gasboiler,newcapa,2040
+A2,1.8517,r1,2035,r1,residential,heatpump,newcapa,2040
+A2,5.8518,r1,2040,r1,residential,heatpump,newcapa,2040
+A1,2.4883,r1,2030,r1,power,windturbine,newcapa,2040
+A1,3.7034,r1,2035,r1,power,windturbine,newcapa,2040
+A1,9.2153,r1,2040,r1,power,windturbine,newcapa,2040
+A1,15.9333,r1,2025,r1,gas,gassupply1,newcapa,2040
+A1,12.0262,r1,2030,r1,gas,gassupply1,newcapa,2040
+A1,10.4600,r1,2035,r1,gas,gassupply1,newcapa,2040
+A1,2.6482,r1,2040,r1,residential,gasboiler,newcapa,2045
+A1,2.1830,r1,2045,r1,residential,gasboiler,newcapa,2045
+A1,5.8518,r1,2040,r1,residential,heatpump,newcapa,2045
+A1,13.3170,r1,2045,r1,residential,heatpump,newcapa,2045
+A2,2.6482,r1,2040,r1,residential,gasboiler,newcapa,2045
+A2,2.1830,r1,2045,r1,residential,gasboiler,newcapa,2045
+A2,5.8518,r1,2040,r1,residential,heatpump,newcapa,2045
+A2,13.3170,r1,2045,r1,residential,heatpump,newcapa,2045
+A1,2.4883,r1,2030,r1,power,windturbine,newcapa,2045
+A1,3.7034,r1,2035,r1,power,windturbine,newcapa,2045
+A1,9.2153,r1,2040,r1,power,windturbine,newcapa,2045
+A1,22.9306,r1,2045,r1,power,windturbine,newcapa,2045
+A1,15.9333,r1,2025,r1,gas,gassupply1,newcapa,2045
+A1,12.0262,r1,2030,r1,gas,gassupply1,newcapa,2045
+A1,10.4600,r1,2035,r1,gas,gassupply1,newcapa,2045
+A1,2.1830,r1,2045,r1,residential,gasboiler,newcapa,2050
+A1,13.3170,r1,2045,r1,residential,heatpump,newcapa,2050
 A1,11.5000,r1,2050,r1,residential,heatpump,newcapa,2050
-A2,15.5000,r1,2045,r1,residential,heatpump,newcapa,2050
+A2,2.1830,r1,2045,r1,residential,gasboiler,newcapa,2050
+A2,13.3170,r1,2045,r1,residential,heatpump,newcapa,2050
 A2,11.5000,r1,2050,r1,residential,heatpump,newcapa,2050
-A1,1.2118,r1,2025,r1,power,gasCCGT,newcapa,2050
-A1,0.9169,r1,2030,r1,power,gasCCGT,newcapa,2050
-A1,7.5938,r1,2030,r1,power,windturbine,newcapa,2050
-A1,18.4306,r1,2035,r1,power,windturbine,newcapa,2050
-A1,9.5932,r1,2040,r1,power,windturbine,newcapa,2050
-A1,7.5928,r1,2045,r1,power,windturbine,newcapa,2050
-A1,6.0000,r1,2050,r1,power,windturbine,newcapa,2050
-A1,13.2128,r1,2025,r1,gas,gassupply1,newcapa,2050
-A1,5.5480,r1,2030,r1,gas,gassupply1,newcapa,2050
+A1,2.4883,r1,2030,r1,power,windturbine,newcapa,2050
+A1,3.7034,r1,2035,r1,power,windturbine,newcapa,2050
+A1,9.2153,r1,2040,r1,power,windturbine,newcapa,2050
+A1,22.9306,r1,2045,r1,power,windturbine,newcapa,2050
+A1,11.2964,r1,2050,r1,power,windturbine,newcapa,2050
+A1,15.9333,r1,2025,r1,gas,gassupply1,newcapa,2050
+A1,12.0262,r1,2030,r1,gas,gassupply1,newcapa,2050
+A1,10.4600,r1,2035,r1,gas,gassupply1,newcapa,2050
diff --git a/tests/example_outputs/multiple_agents/Results/MCAPrices.csv b/tests/example_outputs/multiple_agents/Results/MCAPrices.csv
index 4e87667f..04bd3a0f 100644
--- a/tests/example_outputs/multiple_agents/Results/MCAPrices.csv
+++ b/tests/example_outputs/multiple_agents/Results/MCAPrices.csv
@@ -29,183 +29,183 @@ gas,all-week,evening,all-year,7.1528,r1,5,MUS$2010/PJ,2020
 heat,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2020
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2020
 CO2f,all-week,evening,all-year,0.0831,r1,5,MUS$2010/kt,2020
-electricity,all-week,night,all-year,20.1973,r1,0,MUS$2010/PJ,2025
+electricity,all-week,night,all-year,28.3773,r1,0,MUS$2010/PJ,2025
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2025
-heat,all-week,night,all-year,11.5994,r1,0,MUS$2010/PJ,2025
+heat,all-week,night,all-year,11.8409,r1,0,MUS$2010/PJ,2025
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2025
 CO2f,all-week,night,all-year,0.1201,r1,0,MUS$2010/kt,2025
-electricity,all-week,morning,all-year,20.1973,r1,1,MUS$2010/PJ,2025
+electricity,all-week,morning,all-year,28.3773,r1,1,MUS$2010/PJ,2025
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2025
-heat,all-week,morning,all-year,11.5994,r1,1,MUS$2010/PJ,2025
+heat,all-week,morning,all-year,11.8409,r1,1,MUS$2010/PJ,2025
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2025
 CO2f,all-week,morning,all-year,0.1201,r1,1,MUS$2010/kt,2025
-electricity,all-week,afternoon,all-year,20.1973,r1,2,MUS$2010/PJ,2025
+electricity,all-week,afternoon,all-year,28.3773,r1,2,MUS$2010/PJ,2025
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2025
-heat,all-week,afternoon,all-year,11.5994,r1,2,MUS$2010/PJ,2025
+heat,all-week,afternoon,all-year,11.8409,r1,2,MUS$2010/PJ,2025
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2025
 CO2f,all-week,afternoon,all-year,0.1201,r1,2,MUS$2010/kt,2025
-electricity,all-week,early-peak,all-year,20.1973,r1,3,MUS$2010/PJ,2025
+electricity,all-week,early-peak,all-year,28.3773,r1,3,MUS$2010/PJ,2025
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2025
-heat,all-week,early-peak,all-year,11.5994,r1,3,MUS$2010/PJ,2025
+heat,all-week,early-peak,all-year,11.8409,r1,3,MUS$2010/PJ,2025
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2025
 CO2f,all-week,early-peak,all-year,0.1201,r1,3,MUS$2010/kt,2025
-electricity,all-week,late-peak,all-year,20.1973,r1,4,MUS$2010/PJ,2025
+electricity,all-week,late-peak,all-year,28.3773,r1,4,MUS$2010/PJ,2025
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2025
-heat,all-week,late-peak,all-year,11.5994,r1,4,MUS$2010/PJ,2025
+heat,all-week,late-peak,all-year,11.8409,r1,4,MUS$2010/PJ,2025
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2025
 CO2f,all-week,late-peak,all-year,0.1201,r1,4,MUS$2010/kt,2025
-electricity,all-week,evening,all-year,20.1973,r1,5,MUS$2010/PJ,2025
+electricity,all-week,evening,all-year,28.3773,r1,5,MUS$2010/PJ,2025
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2025
-heat,all-week,evening,all-year,11.5994,r1,5,MUS$2010/PJ,2025
+heat,all-week,evening,all-year,11.8409,r1,5,MUS$2010/PJ,2025
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2025
 CO2f,all-week,evening,all-year,0.1201,r1,5,MUS$2010/kt,2025
-electricity,all-week,night,all-year,20.1591,r1,0,MUS$2010/PJ,2030
+electricity,all-week,night,all-year,17.9998,r1,0,MUS$2010/PJ,2030
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2030
-heat,all-week,night,all-year,12.7571,r1,0,MUS$2010/PJ,2030
+heat,all-week,night,all-year,13.8628,r1,0,MUS$2010/PJ,2030
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2030
 CO2f,all-week,night,all-year,0.1570,r1,0,MUS$2010/kt,2030
-electricity,all-week,morning,all-year,20.1591,r1,1,MUS$2010/PJ,2030
+electricity,all-week,morning,all-year,17.9998,r1,1,MUS$2010/PJ,2030
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2030
-heat,all-week,morning,all-year,12.7571,r1,1,MUS$2010/PJ,2030
+heat,all-week,morning,all-year,13.8628,r1,1,MUS$2010/PJ,2030
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2030
 CO2f,all-week,morning,all-year,0.1570,r1,1,MUS$2010/kt,2030
-electricity,all-week,afternoon,all-year,20.1591,r1,2,MUS$2010/PJ,2030
+electricity,all-week,afternoon,all-year,17.9998,r1,2,MUS$2010/PJ,2030
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2030
-heat,all-week,afternoon,all-year,12.7571,r1,2,MUS$2010/PJ,2030
+heat,all-week,afternoon,all-year,13.8628,r1,2,MUS$2010/PJ,2030
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2030
 CO2f,all-week,afternoon,all-year,0.1570,r1,2,MUS$2010/kt,2030
-electricity,all-week,early-peak,all-year,20.1591,r1,3,MUS$2010/PJ,2030
+electricity,all-week,early-peak,all-year,17.9998,r1,3,MUS$2010/PJ,2030
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2030
-heat,all-week,early-peak,all-year,12.7571,r1,3,MUS$2010/PJ,2030
+heat,all-week,early-peak,all-year,13.8628,r1,3,MUS$2010/PJ,2030
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2030
 CO2f,all-week,early-peak,all-year,0.1570,r1,3,MUS$2010/kt,2030
-electricity,all-week,late-peak,all-year,20.1591,r1,4,MUS$2010/PJ,2030
+electricity,all-week,late-peak,all-year,17.9998,r1,4,MUS$2010/PJ,2030
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2030
-heat,all-week,late-peak,all-year,12.7571,r1,4,MUS$2010/PJ,2030
+heat,all-week,late-peak,all-year,13.8628,r1,4,MUS$2010/PJ,2030
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2030
 CO2f,all-week,late-peak,all-year,0.1570,r1,4,MUS$2010/kt,2030
-electricity,all-week,evening,all-year,20.1591,r1,5,MUS$2010/PJ,2030
+electricity,all-week,evening,all-year,17.9998,r1,5,MUS$2010/PJ,2030
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2030
-heat,all-week,evening,all-year,12.7571,r1,5,MUS$2010/PJ,2030
+heat,all-week,evening,all-year,13.8628,r1,5,MUS$2010/PJ,2030
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2030
 CO2f,all-week,evening,all-year,0.1570,r1,5,MUS$2010/kt,2030
-electricity,all-week,night,all-year,19.6923,r1,0,MUS$2010/PJ,2035
+electricity,all-week,night,all-year,17.9998,r1,0,MUS$2010/PJ,2035
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2035
-heat,all-week,night,all-year,11.5550,r1,0,MUS$2010/PJ,2035
+heat,all-week,night,all-year,16.5693,r1,0,MUS$2010/PJ,2035
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2035
 CO2f,all-week,night,all-year,0.2149,r1,0,MUS$2010/kt,2035
-electricity,all-week,morning,all-year,19.6923,r1,1,MUS$2010/PJ,2035
+electricity,all-week,morning,all-year,17.9998,r1,1,MUS$2010/PJ,2035
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2035
-heat,all-week,morning,all-year,11.5550,r1,1,MUS$2010/PJ,2035
+heat,all-week,morning,all-year,16.5693,r1,1,MUS$2010/PJ,2035
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2035
 CO2f,all-week,morning,all-year,0.2149,r1,1,MUS$2010/kt,2035
-electricity,all-week,afternoon,all-year,19.6923,r1,2,MUS$2010/PJ,2035
+electricity,all-week,afternoon,all-year,17.9998,r1,2,MUS$2010/PJ,2035
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2035
-heat,all-week,afternoon,all-year,11.5550,r1,2,MUS$2010/PJ,2035
+heat,all-week,afternoon,all-year,16.5693,r1,2,MUS$2010/PJ,2035
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2035
 CO2f,all-week,afternoon,all-year,0.2149,r1,2,MUS$2010/kt,2035
-electricity,all-week,early-peak,all-year,19.6923,r1,3,MUS$2010/PJ,2035
+electricity,all-week,early-peak,all-year,17.9998,r1,3,MUS$2010/PJ,2035
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2035
-heat,all-week,early-peak,all-year,11.5550,r1,3,MUS$2010/PJ,2035
+heat,all-week,early-peak,all-year,16.5693,r1,3,MUS$2010/PJ,2035
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2035
 CO2f,all-week,early-peak,all-year,0.2149,r1,3,MUS$2010/kt,2035
-electricity,all-week,late-peak,all-year,19.6923,r1,4,MUS$2010/PJ,2035
+electricity,all-week,late-peak,all-year,17.9998,r1,4,MUS$2010/PJ,2035
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2035
-heat,all-week,late-peak,all-year,11.5550,r1,4,MUS$2010/PJ,2035
+heat,all-week,late-peak,all-year,16.5693,r1,4,MUS$2010/PJ,2035
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2035
 CO2f,all-week,late-peak,all-year,0.2149,r1,4,MUS$2010/kt,2035
-electricity,all-week,evening,all-year,19.6923,r1,5,MUS$2010/PJ,2035
+electricity,all-week,evening,all-year,17.9998,r1,5,MUS$2010/PJ,2035
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2035
-heat,all-week,evening,all-year,11.5550,r1,5,MUS$2010/PJ,2035
+heat,all-week,evening,all-year,16.5693,r1,5,MUS$2010/PJ,2035
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2035
 CO2f,all-week,evening,all-year,0.2149,r1,5,MUS$2010/kt,2035
-electricity,all-week,night,all-year,19.9194,r1,0,MUS$2010/PJ,2040
+electricity,all-week,night,all-year,17.9998,r1,0,MUS$2010/PJ,2040
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2040
-heat,all-week,night,all-year,10.9883,r1,0,MUS$2010/PJ,2040
+heat,all-week,night,all-year,17.3472,r1,0,MUS$2010/PJ,2040
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2040
 CO2f,all-week,night,all-year,0.2728,r1,0,MUS$2010/kt,2040
-electricity,all-week,morning,all-year,19.9194,r1,1,MUS$2010/PJ,2040
+electricity,all-week,morning,all-year,17.9998,r1,1,MUS$2010/PJ,2040
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2040
-heat,all-week,morning,all-year,10.9883,r1,1,MUS$2010/PJ,2040
+heat,all-week,morning,all-year,17.3472,r1,1,MUS$2010/PJ,2040
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2040
 CO2f,all-week,morning,all-year,0.2728,r1,1,MUS$2010/kt,2040
-electricity,all-week,afternoon,all-year,19.9194,r1,2,MUS$2010/PJ,2040
+electricity,all-week,afternoon,all-year,17.9998,r1,2,MUS$2010/PJ,2040
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2040
-heat,all-week,afternoon,all-year,10.9883,r1,2,MUS$2010/PJ,2040
+heat,all-week,afternoon,all-year,17.3472,r1,2,MUS$2010/PJ,2040
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2040
 CO2f,all-week,afternoon,all-year,0.2728,r1,2,MUS$2010/kt,2040
-electricity,all-week,early-peak,all-year,19.9194,r1,3,MUS$2010/PJ,2040
+electricity,all-week,early-peak,all-year,17.9998,r1,3,MUS$2010/PJ,2040
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2040
-heat,all-week,early-peak,all-year,10.9883,r1,3,MUS$2010/PJ,2040
+heat,all-week,early-peak,all-year,17.3472,r1,3,MUS$2010/PJ,2040
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2040
 CO2f,all-week,early-peak,all-year,0.2728,r1,3,MUS$2010/kt,2040
-electricity,all-week,late-peak,all-year,19.9194,r1,4,MUS$2010/PJ,2040
+electricity,all-week,late-peak,all-year,17.9998,r1,4,MUS$2010/PJ,2040
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2040
-heat,all-week,late-peak,all-year,10.9883,r1,4,MUS$2010/PJ,2040
+heat,all-week,late-peak,all-year,17.3472,r1,4,MUS$2010/PJ,2040
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2040
 CO2f,all-week,late-peak,all-year,0.2728,r1,4,MUS$2010/kt,2040
-electricity,all-week,evening,all-year,19.9194,r1,5,MUS$2010/PJ,2040
+electricity,all-week,evening,all-year,17.9998,r1,5,MUS$2010/PJ,2040
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2040
-heat,all-week,evening,all-year,10.9883,r1,5,MUS$2010/PJ,2040
+heat,all-week,evening,all-year,17.3472,r1,5,MUS$2010/PJ,2040
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2040
 CO2f,all-week,evening,all-year,0.2728,r1,5,MUS$2010/kt,2040
-electricity,all-week,night,all-year,20.3584,r1,0,MUS$2010/PJ,2045
+electricity,all-week,night,all-year,17.9998,r1,0,MUS$2010/PJ,2045
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2045
-heat,all-week,night,all-year,10.7408,r1,0,MUS$2010/PJ,2045
+heat,all-week,night,all-year,13.2552,r1,0,MUS$2010/PJ,2045
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2045
 CO2f,all-week,night,all-year,0.3539,r1,0,MUS$2010/kt,2045
-electricity,all-week,morning,all-year,20.3584,r1,1,MUS$2010/PJ,2045
+electricity,all-week,morning,all-year,17.9998,r1,1,MUS$2010/PJ,2045
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2045
-heat,all-week,morning,all-year,10.7408,r1,1,MUS$2010/PJ,2045
+heat,all-week,morning,all-year,13.2552,r1,1,MUS$2010/PJ,2045
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2045
 CO2f,all-week,morning,all-year,0.3539,r1,1,MUS$2010/kt,2045
-electricity,all-week,afternoon,all-year,20.3584,r1,2,MUS$2010/PJ,2045
+electricity,all-week,afternoon,all-year,17.9998,r1,2,MUS$2010/PJ,2045
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2045
-heat,all-week,afternoon,all-year,10.7408,r1,2,MUS$2010/PJ,2045
+heat,all-week,afternoon,all-year,13.2552,r1,2,MUS$2010/PJ,2045
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2045
 CO2f,all-week,afternoon,all-year,0.3539,r1,2,MUS$2010/kt,2045
-electricity,all-week,early-peak,all-year,20.3584,r1,3,MUS$2010/PJ,2045
+electricity,all-week,early-peak,all-year,17.9998,r1,3,MUS$2010/PJ,2045
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2045
-heat,all-week,early-peak,all-year,10.7408,r1,3,MUS$2010/PJ,2045
+heat,all-week,early-peak,all-year,13.2552,r1,3,MUS$2010/PJ,2045
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2045
 CO2f,all-week,early-peak,all-year,0.3539,r1,3,MUS$2010/kt,2045
-electricity,all-week,late-peak,all-year,20.3584,r1,4,MUS$2010/PJ,2045
+electricity,all-week,late-peak,all-year,17.9998,r1,4,MUS$2010/PJ,2045
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2045
-heat,all-week,late-peak,all-year,10.7408,r1,4,MUS$2010/PJ,2045
+heat,all-week,late-peak,all-year,13.2552,r1,4,MUS$2010/PJ,2045
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2045
 CO2f,all-week,late-peak,all-year,0.3539,r1,4,MUS$2010/kt,2045
-electricity,all-week,evening,all-year,20.3584,r1,5,MUS$2010/PJ,2045
+electricity,all-week,evening,all-year,17.9998,r1,5,MUS$2010/PJ,2045
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2045
-heat,all-week,evening,all-year,10.7408,r1,5,MUS$2010/PJ,2045
+heat,all-week,evening,all-year,13.2552,r1,5,MUS$2010/PJ,2045
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2045
 CO2f,all-week,evening,all-year,0.3539,r1,5,MUS$2010/kt,2045
-electricity,all-week,night,all-year,20.7565,r1,0,MUS$2010/PJ,2050
+electricity,all-week,night,all-year,17.9998,r1,0,MUS$2010/PJ,2050
 gas,all-week,night,all-year,2.5500,r1,0,MUS$2010/PJ,2050
-heat,all-week,night,all-year,10.9000,r1,0,MUS$2010/PJ,2050
+heat,all-week,night,all-year,11.6110,r1,0,MUS$2010/PJ,2050
 wind,all-week,night,all-year,0.0000,r1,0,MUS$2010/PJ,2050
 CO2f,all-week,night,all-year,0.4351,r1,0,MUS$2010/kt,2050
-electricity,all-week,morning,all-year,20.7565,r1,1,MUS$2010/PJ,2050
+electricity,all-week,morning,all-year,17.9998,r1,1,MUS$2010/PJ,2050
 gas,all-week,morning,all-year,2.5500,r1,1,MUS$2010/PJ,2050
-heat,all-week,morning,all-year,10.9000,r1,1,MUS$2010/PJ,2050
+heat,all-week,morning,all-year,11.6110,r1,1,MUS$2010/PJ,2050
 wind,all-week,morning,all-year,0.0000,r1,1,MUS$2010/PJ,2050
 CO2f,all-week,morning,all-year,0.4351,r1,1,MUS$2010/kt,2050
-electricity,all-week,afternoon,all-year,20.7565,r1,2,MUS$2010/PJ,2050
+electricity,all-week,afternoon,all-year,17.9998,r1,2,MUS$2010/PJ,2050
 gas,all-week,afternoon,all-year,2.5500,r1,2,MUS$2010/PJ,2050
-heat,all-week,afternoon,all-year,10.9000,r1,2,MUS$2010/PJ,2050
+heat,all-week,afternoon,all-year,11.6110,r1,2,MUS$2010/PJ,2050
 wind,all-week,afternoon,all-year,0.0000,r1,2,MUS$2010/PJ,2050
 CO2f,all-week,afternoon,all-year,0.4351,r1,2,MUS$2010/kt,2050
-electricity,all-week,early-peak,all-year,20.7565,r1,3,MUS$2010/PJ,2050
+electricity,all-week,early-peak,all-year,17.9998,r1,3,MUS$2010/PJ,2050
 gas,all-week,early-peak,all-year,2.5500,r1,3,MUS$2010/PJ,2050
-heat,all-week,early-peak,all-year,10.9000,r1,3,MUS$2010/PJ,2050
+heat,all-week,early-peak,all-year,11.6110,r1,3,MUS$2010/PJ,2050
 wind,all-week,early-peak,all-year,0.0000,r1,3,MUS$2010/PJ,2050
 CO2f,all-week,early-peak,all-year,0.4351,r1,3,MUS$2010/kt,2050
-electricity,all-week,late-peak,all-year,20.7565,r1,4,MUS$2010/PJ,2050
+electricity,all-week,late-peak,all-year,17.9998,r1,4,MUS$2010/PJ,2050
 gas,all-week,late-peak,all-year,2.5500,r1,4,MUS$2010/PJ,2050
-heat,all-week,late-peak,all-year,10.9000,r1,4,MUS$2010/PJ,2050
+heat,all-week,late-peak,all-year,11.6110,r1,4,MUS$2010/PJ,2050
 wind,all-week,late-peak,all-year,0.0000,r1,4,MUS$2010/PJ,2050
 CO2f,all-week,late-peak,all-year,0.4351,r1,4,MUS$2010/kt,2050
-electricity,all-week,evening,all-year,20.7565,r1,5,MUS$2010/PJ,2050
+electricity,all-week,evening,all-year,17.9998,r1,5,MUS$2010/PJ,2050
 gas,all-week,evening,all-year,2.5500,r1,5,MUS$2010/PJ,2050
-heat,all-week,evening,all-year,10.9000,r1,5,MUS$2010/PJ,2050
+heat,all-week,evening,all-year,11.6110,r1,5,MUS$2010/PJ,2050
 wind,all-week,evening,all-year,0.0000,r1,5,MUS$2010/PJ,2050
 CO2f,all-week,evening,all-year,0.4351,r1,5,MUS$2010/kt,2050
diff --git a/tests/test_csv_readers.py b/tests/test_csv_readers.py
index d02c6812..40bf3187 100644
--- a/tests/test_csv_readers.py
+++ b/tests/test_csv_readers.py
@@ -345,6 +345,7 @@ def test_read_technodictionary(model_path):
             "utilization_factor": "float64",
             "minimum_service_factor": "float64",
             "interest_rate": "float64",
+            "growth_seed": "float64",
             "agent1": "int64",
         },
     )
@@ -383,6 +384,7 @@ def test_read_technodictionary(model_path):
         "utilization_factor": 0.9,
         "minimum_service_factor": 0.0,
         "interest_rate": 0.1,
+        "growth_seed": 1.0,
         "agent1": 1,
     }
     assert_single_coordinate(data, coord, expected)
@@ -788,6 +790,7 @@ def test_read_technologies(model_path):
             "flexible_inputs": "float64",
             "unit": "object",
             "comm_usage": "object",
+            "growth_seed": "float64",
         },
     )
     assert DatasetSchema.from_ds(data) == expected_schema
@@ -851,6 +854,7 @@ def test_read_technologies__timeslice(timeslice_model_path):
             "minimum_service_factor": "float64",
             "unit": "object",
             "comm_usage": "object",
+            "growth_seed": "float64",
         },
     )
     assert DatasetSchema.from_ds(data) == expected_schema
@@ -907,6 +911,7 @@ def test_read_technodata(model_path):
             "flexible_inputs": "float64",
             "unit": "object",
             "comm_usage": "object",
+            "growth_seed": "float64",
         },
     )
     assert DatasetSchema.from_ds(data) == expected_schema
@@ -964,6 +969,7 @@ def test_read_technodata__trade(trade_model_path):
             "cap_par": "float64",
             "fix_par": "float64",
             "comm_usage": "object",
+            "growth_seed": "float64",
         },
     )
     assert DatasetSchema.from_ds(data) == expected_schema
diff --git a/tests/test_read_csv.py b/tests/test_read_csv.py
index a09e10c2..84e6e533 100644
--- a/tests/test_read_csv.py
+++ b/tests/test_read_csv.py
@@ -64,6 +64,7 @@ def test_read_technodictionary_csv(model_path):
         "technology",
         "technical_life",
         "fix_par",
+        "growth_seed",
     }
     extra_columns = {
         "agent1",