Tip

  1. Need help? Please let us know in the SUEWS Community.

  2. Please report issues with the manual on GitHub Issues (or use Report Issue for This Page for page-specific feedback).

  3. Please cite SUEWS with proper information from our Zenodo page.

3.4. Impact Studies Using SuPy#

Sensitivity analysis for urban climate modelling with SUEWS.

This tutorial demonstrates how to perform sensitivity analysis using SuPy to investigate the impacts on urban climate of:

  1. Surface properties: Physical attributes of land covers (e.g., albedo)

  2. Background climate: Long-term meteorological conditions (e.g., air temperature)

API approach: This tutorial uses the SUEWSSimulation OOP interface but extracts DataFrames for scenario construction. This hybrid pattern is appropriate for multi-scenario sensitivity analysis where you need to programmatically modify parameters across many test cases.

Tutorial structure:

  • Part 1 (Albedo): Build scenario matrix with DataFrame, run all at once

  • Part 2 (Climate): Modify forcing in a loop, combine results for analysis

3.4.1. Setup and Load Sample Data#

First, we import the required packages and load the sample dataset.

import matplotlib.pyplot as plt
import numpy as np
import pandas as pd

from supy import SUEWSSimulation

# Load sample datasets using the OOP interface
sim = SUEWSSimulation.from_sample_data()

# Slice forcing to a shorter period for faster execution (returns SUEWSForcing)
forcing_sliced = sim.forcing["2012-01":"2012-03"].iloc[1:]

print("Sample data loaded using SUEWSSimulation.from_sample_data()")
print(f"Simulation period: {forcing_sliced.df.index[0]} to {forcing_sliced.df.index[-1]}")
Sample data loaded using SUEWSSimulation.from_sample_data()
Simulation period: 2012-01-01 00:10:00 to 2012-03-31 23:55:00

3.4.2. Part 1: Surface Properties - Albedo Study#

We investigate how changes in surface albedo affect urban air temperature. Higher albedo (more reflective surfaces) should reduce absorbed solar radiation and lower surface and air temperatures.

3.4.2.1. Examine Default Albedo Values#

First, let’s look at the default albedo values from the sample dataset. We access the initial state via the simulation object.

print("Default albedo values by surface type:")
print(sim.state_init.alb)
Default albedo values by surface type:
ind_dim  (0,)  (1,)  (2,)  (3,)  (4,)  (5,)  (6,)
grid
1         0.1  0.12   0.1  0.12  0.18  0.18   0.1

3.4.2.2. Configure Test Surface#

Create a test surface with 99% buildings and 1% paved area to isolate the effect of building albedo. We extract the DataFrame for modification.

# Extract state for scenario construction (DataFrame needed for pd.concat)
df_state_init = sim.state_init.copy()

# Create a modified state for testing
df_state_test = df_state_init.copy()

# Set surface fractions: 99% buildings, 1% paved
df_state_test.sfr_surf = 0.0  # Use float to preserve dtype
df_state_test.loc[:, ("sfr_surf", "(1,)")] = 0.99  # Buildings
df_state_test.loc[:, ("sfr_surf", "(0,)")] = 0.01  # Paved

# Verify fractions sum to 1.0
assert abs(df_state_test.sfr_surf.sum(axis=1).iloc[0] - 1.0) < 1e-6, "Surface fractions must sum to 1.0"

print("Modified surface fractions:")
print(df_state_test.sfr_surf)
Modified surface fractions:
ind_dim  (0,)  (1,)  (2,)  (3,)  (4,)  (5,)  (6,)
grid
1        0.01  0.99   0.0   0.0   0.0   0.0   0.0

3.4.2.3. Build Albedo Scenario Matrix#

Construct a multi-scenario DataFrame with different albedo values. This is the key step where DataFrame manipulation is necessary.

# Test 3 albedo values (0.1 to 0.8) for faster tutorial execution
n_albedo = 3
list_albedo = np.linspace(0.1, 0.8, n_albedo).round(2)

# Create scenario matrix by concatenating copies with integer grid IDs
df_state_scenarios = (
    pd.concat(
        {i: df_state_test.copy() for i in range(n_albedo)},
        names=["scenario", "grid"],
    )
    .droplevel("grid", axis=0)
    .rename_axis(index="grid")
)

# Set building albedo for each scenario (explicit per-row assignment for safety)
for idx, alb_val in zip(df_state_scenarios.index, list_albedo):
    df_state_scenarios.loc[idx, ("alb", "(1,)")] = alb_val

print(f"Created {n_albedo} albedo scenarios:")
print(df_state_scenarios.alb)
Created 3 albedo scenarios:
ind_dim  (0,)  (1,)  (2,)  (3,)  (4,)  (5,)  (6,)
grid
0         0.1  0.10   0.1  0.12  0.18  0.18   0.1
1         0.1  0.45   0.1  0.12  0.18  0.18   0.1
2         0.1  0.80   0.1  0.12  0.18  0.18   0.1

3.4.2.4. Run Albedo Simulations#

Create a simulation from the scenario matrix and run all scenarios at once. This demonstrates efficient batch execution.

# Create simulation from scenario matrix and run
sim_albedo = SUEWSSimulation.from_state(df_state_scenarios).update_forcing(forcing_sliced)
output_albedo = sim_albedo.run(logging_level=90)

print(f"Completed {n_albedo} albedo simulations")
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:250: UserWarning: Configuration uses schema 0.1, current is 2025.12 (compatible)
  validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:464: UserWarning: Pydantic serializer warnings:
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  return self.__pydantic_serializer__.to_python(
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:464: UserWarning: Pydantic serializer warnings:
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.45, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.45, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  return self.__pydantic_serializer__.to_python(
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:464: UserWarning: Pydantic serializer warnings:
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  return self.__pydantic_serializer__.to_python(
Completed 3 albedo simulations

3.4.2.5. Analyse Albedo Results#

Examine the temperature response to albedo changes using the OOP output interface.

# Access results via output.SUEWS (OOP interface)
df_results = output_albedo.SUEWS.unstack(0)

# Select last month for analysis
last_month = f"{df_results.index[-1].year}-{df_results.index[-1].month:02d}"
df_month = df_results.loc[last_month]

# Calculate temperature statistics across scenarios
df_T2_stats = df_month.T2.describe()

# Calculate temperature difference from baseline (lowest albedo)
df_T2_diff = df_T2_stats.transform(lambda x: x - df_T2_stats.iloc[:, 0])
df_T2_diff.columns = list_albedo - list_albedo[0]

print(f"Temperature statistics for {last_month}:")
print(df_T2_stats.loc[["mean", "min", "max"]])
Temperature statistics for 2012-03:
grid          0          1          2
mean   8.987208   8.944602   8.897809
min    1.960719   1.960847   1.953318
max   22.289814  22.184573  22.068406

3.4.2.6. Plot Albedo Impact on Temperature#

Visualise how increasing surface albedo reduces air temperature.

fig, ax = plt.subplots(figsize=(8, 5))
df_T2_diff.loc[["max", "mean", "min"]].T.plot(ax=ax)
ax.set_ylabel(r"$\Delta T_2$ ($^\circ$C)")
ax.set_xlabel(r"$\Delta\alpha$ (albedo change)")
ax.margins(x=0.2, y=0.2)
ax.set_title(f"Temperature Response to Albedo Change ({last_month})")
ax.legend(title="Statistic")
plt.tight_layout()
Temperature Response to Albedo Change (2012-03)

3.4.3. Part 2: Background Climate - Air Temperature Study#

We investigate how changes in background air temperature affect the simulated 2-metre temperature. This represents climate warming scenarios.

3.4.3.1. Examine Monthly Climatology#

View the monthly mean air temperature from the forcing data. The resample method returns aggregated values.

df_monthly_temp = forcing_sliced.resample("1ME")["Tair"]

fig, ax = plt.subplots(figsize=(8, 5))
df_monthly_temp.plot.bar(ax=ax, color="tab:blue")
ax.set_xticklabels([d.strftime("%b") for d in df_monthly_temp.index], rotation=0)
ax.set_ylabel(r"Mean Air Temperature ($^\circ$C)")
ax.set_xlabel("Month")
ax.set_title("Monthly Mean Air Temperature (2012)")
plt.tight_layout()
Monthly Mean Air Temperature (2012)

3.4.3.2. Create and Run Climate Scenarios#

Build forcing datasets with different air temperature offsets (0 to +2 deg C) and run simulations in a loop.

Note

For larger studies, these simulations could be run in parallel using concurrent.futures.ThreadPoolExecutor. We use a simple loop here for clarity.

# Temperature offsets to test
n_climate = 3
list_temp_offset = np.linspace(0.0, 2.0, n_climate).round(2)

# Extract forcing DataFrame for modification
df_forcing = forcing_sliced.df

# Run scenarios and collect results
list_outputs = []

for temp_offset in list_temp_offset:
    # Create modified forcing with temperature offset
    df_forcing_modified = df_forcing.copy()
    df_forcing_modified["Tair"] += temp_offset

    # Run simulation using OOP interface
    sim_climate = SUEWSSimulation.from_state(df_state_init).update_forcing(
        df_forcing_modified
    )
    output = sim_climate.run(logging_level=90)

    # Store results with scenario label
    list_outputs.append((temp_offset, output))

print(f"Completed {n_climate} climate scenarios")
print(f"Temperature offsets: {list_temp_offset[0]:.1f} to {list_temp_offset[-1]:.1f} deg C")
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:250: UserWarning: Configuration uses schema 0.1, current is 2025.12 (compatible)
  validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:464: UserWarning: Pydantic serializer warnings:
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  return self.__pydantic_serializer__.to_python(
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:250: UserWarning: Configuration uses schema 0.1, current is 2025.12 (compatible)
  validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:464: UserWarning: Pydantic serializer warnings:
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  return self.__pydantic_serializer__.to_python(
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:250: UserWarning: Configuration uses schema 0.1, current is 2025.12 (compatible)
  validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
/home/runner/work/SUEWS/SUEWS/.venv/lib/python3.13/site-packages/pydantic/main.py:464: UserWarning: Pydantic serializer warnings:
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.02, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.98, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_runoff', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faibldg', input_value=0.11, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='bldgh', input_value=22.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=7.4, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faievetree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='evetreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.12, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=11.7, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='faidectree', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='dectreeh', input_value=13.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormin_dec', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='pormax_dec', input_value=0.9, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmax_dec', input_value=0.8, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='capmin_dec', input_value=0.3, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bsoil', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_min', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb_max', input_value=0.21, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_bioco2', input_value=8.747, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='beta_enh_bioco2', input_value=33.353, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_bioco2', input_value=0.004, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alpha_enh_bioco2', input_value=0.016, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_a', input_value=2.43, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='resp_b', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='theta_bioco2', input_value=0.96, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='maxconductance', input_value=33.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='min_res_bioco2', input_value=0.6, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_a', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='ie_m', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_paved', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_bldgs', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_dectr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_evetr', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_grass', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_water', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='to_soilstore', input_value=1.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.18, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='alb', input_value=0.1, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `RefValue[float]` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  PydanticSerializationUnexpectedValue(Expected `float` - serialized value may not be as expected [field_name='flowchange', input_value=0.0, input_type=RefValue])
  return self.__pydantic_serializer__.to_python(
Completed 3 climate scenarios
Temperature offsets: 0.0 to 2.0 deg C

3.4.3.3. Combine and Analyse Climate Results#

Combine results from all scenarios and calculate temperature differences.

# Combine results into a single DataFrame
dict_results = {}
for temp_offset, output in list_outputs:
    # Access T2 directly from output (OOP interface)
    # T2 is a Series with MultiIndex (grid, datetime) - extract the Series
    dict_results[temp_offset] = output.SUEWS.T2

df_climate_results = pd.concat(dict_results, axis=1, names=["temp_offset"])

# Simplify index for analysis (drop grid level since we have only one grid)
df_climate_results = df_climate_results.droplevel("grid")

# Calculate difference from baseline
df_temp_diff = df_climate_results.transform(lambda x: x - df_climate_results[0.0])

# Focus on last month
last_month_climate = f"{df_temp_diff.index[-1].year}-{df_temp_diff.index[-1].month:02d}"
df_temp_diff_month = df_temp_diff.loc[last_month_climate]
df_temp_diff_stats = df_temp_diff_month.describe().loc[["max", "mean", "min"]].T

print(f"Temperature response statistics for {last_month_climate}:")
print(df_temp_diff_stats)
Temperature response statistics for 2012-03:
                  max      mean       min
temp_offset
0.0          0.000000  0.000000  0.000000
1.0          1.569206  1.060396  0.836318
2.0          2.945727  2.282576  1.936280

3.4.3.4. Plot Climate Impact on Temperature#

Visualise the relationship between background air temperature changes and simulated 2-metre temperature.

fig, ax = plt.subplots(figsize=(8, 6))
df_temp_diff_stats.plot(ax=ax, marker="o")
ax.set_ylabel(r"$\Delta T_2$ ($^\circ$C)")
ax.set_xlabel(r"$\Delta T_{a}$ ($^\circ$C)")
ax.set_aspect("equal")
ax.set_title(f"Temperature Response to Background Climate Change ({last_month_climate})")
ax.legend(title="Statistic")
plt.tight_layout()
Temperature Response to Background Climate Change (2012-03)

3.4.4. Conclusions#

The results demonstrate two key relationships:

  1. Albedo effect: Increasing surface albedo reduces urban air temperature, with larger impacts on maximum temperatures than mean or minimum. This supports cool roof strategies for urban heat mitigation.

  2. Climate warming effect: Increased background air temperature (T_a) leads to proportional increases in 2-metre temperature (T_2):

    • All metrics (min, mean, max) increase with warming

    • The relationship is approximately linear within the tested range

These sensitivity analyses demonstrate how SUEWS can evaluate both mitigation strategies (surface property changes) and climate change impacts (background warming scenarios).

Next steps:

Total running time of the script: (0 minutes 49.035 seconds)

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