DEMOS/configuration/demos_config_small_example.toml at 5ae9fb59eed86f6ab1a47fa8eacca72faaefa528 · NatLabRockies/DEMOS · GitHub

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# Global config
random_seed = 100
base_year = 2010
forecast_year = 2019
calibrated_models_dir = "../data/small_example/calibrated_models_coefficients/"
inconsistent_persons_table_behavior = "fix"
modules = [
    "aging",
    "employment",
    "household_reorg",
    "kids_moving",
    "fatality",
    "birth",
    "education",
    "household_rebalancing",
    "income_adjustment"
]
output_tables = [
    "persons",
    "households",
    "run_times"
]
initialize_empty_tables = [
    "graveyard",
    "rebalanced_persons",
    "rebalanced_households"
]


# Data sources

## Synthetic population data
[[tables]]
file_type = "h5"
table_name = "persons"
filepath = "../data/small_example/small_example_tables.h5" # custom_mpo_06197001_model_data_small.h5,  minihh.h5, custom_mpo_06197001_model_data_small_stratHH.h5, custom_mpo_06197001_model_data_hh0.05.h5, countyNM.h5
h5_key = "persons"

[[tables]]
file_type = "h5"
table_name = "households"
filepath = "../data/small_example/small_example_tables.h5" # custom_mpo_06197001_model_data_small.h5,  minihh.h5, custom_mpo_06197001_model_data_hh0.05.h5, custom_mpo_06197001_model_data_county1, countyNM.h5
h5_key = "households"

## Other static data tables
[[tables]]
file_type = "csv"
table_name = "relational_adjustment_mapping"
filepath = "../data/small_example/relmap_06197001.csv"
index_col = "index"

[[tables]]
file_type = "csv"
table_name = "income_rates"
filepath = "../data/small_example/observed_calibration_values/income_rates_06197001.csv"
index_col = "year"
custom_dtype_casting = {"lcm_county_id" = "object", "year" = "int", "rate" = "float"}

[[tables]]
file_type = "csv"
table_name = "hsize_ct"
filepath = "../data/small_example/observed_calibration_values/hsize_ct_06197001_4155.csv"
index_col = "year"
custom_dtype_casting = {"lcm_county_id" = "object", "year" = "int", "hh_size" = "object", "total_number_of_households" = "int"}

## Simultaneous Calibration data
### For simultaneous calibration, tables need
### to be manually included here
[[tables]]
file_type = "csv"
table_name = "observed_employment"
filepath = "../data/small_example/observed_calibration_values/employment_obs_county.csv"
index_col = "year"

[[tables]]
file_type = "csv"
table_name = "observed_marrital_data"
filepath = "../data/small_example/observed_calibration_values/marrital_status_over_time_obs_county.csv"
index_col = "year"


# Modules configuration
[employment_module_config.simultaneous_calibration_config]
tolerance = 100
max_iter = 20
learning_rate = 2
momentum_weight = 0.3

## Mortality
[mortality_module_config.calibration_procedure]
procedure_type = "rmse_error"
tolerance_type = "absolute"
tolerance = 30
max_iter = 500
[mortality_module_config.calibration_procedure.observed_values_table]
file_type = "csv"
table_name = "observed_fatalities_data"
filepath = "../data/small_example/observed_calibration_values/mortalities_over_time_obs_county2.csv"
index_col = "year"

## Birth
[birth_module_config.calibration_procedure]
procedure_type = "rmse_error"
tolerance_type = "absolute"
tolerance = 60 # lower
max_iter = 1000
[birth_module_config.calibration_procedure.observed_values_table]
file_type = "csv"
table_name = "observed_births_data"
filepath = "../data/small_example/observed_calibration_values/births_over_time_obs_county2.csv"
index_col = "year"

## HH Reorg
[hh_reorg_module_config]
geoid_col = "lcm_county_id"

[hh_reorg_module_config.simultaneous_calibration_config]
tolerance = 5_000
max_iter = 100
learning_rate = 1.5
momentum_weight = 0.3

## HH Rebalancing
[hh_rebalancing_module_config]
control_table = "hsize_ct"
control_col = "hh_size"
geoid_col = "lcm_county_id"

# Kids Moving
[kids_moving_module_config]
geoid_col = "lcm_county_id"
calibration_target_share = 0.12
calibration_tolerance = 0.01
max_iter = 100