diff --git a/.gitignore b/.gitignore index d1085d15d..8c4c6e9e8 100644 --- a/.gitignore +++ b/.gitignore @@ -47,6 +47,8 @@ original/ # possible output file *.csv +!pyincore/analyses/*/*.csv +!/tests/pyincore/analyses/*/*.csv # a pair of negation pattern; everything else except below will be ignored by git *.json !tests/data/*/*.json diff --git a/CHANGELOG.md b/CHANGELOG.md index 2e1fd5d93..292efe748 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -8,9 +8,13 @@ and this project adheres to [Semantic Versioning](http://semver.org/). ## [1.18.0] - 2024-04-03 +### Added +- Add CoreCGEML module [#468](https://github.com/IN-CORE/pyincore/issues/468) +- Add ML enabled SLC CGE [#508](https://github.com/IN-CORE/pyincore/issues/508) + ### Changed -- Building Functionality column renaming [#510](https://github.com/IN-CORE/pyincore/issues/510) - Need to use left join so the building number stays the same [#514](https://github.com/IN-CORE/pyincore/issues/541) +- Building Functionality column renaming [#510](https://github.com/IN-CORE/pyincore/issues/510) - Update the post-processing step for generating population dislocation map layer [#526](https://github.com/IN-CORE/pyincore/issues/526) diff --git a/pyincore/analyses/core_cge_ml/__init__.py b/pyincore/analyses/core_cge_ml/__init__.py new file mode 100644 index 000000000..3c5fba791 --- /dev/null +++ b/pyincore/analyses/core_cge_ml/__init__.py @@ -0,0 +1,7 @@ +# Copyright (c) 2024 University of Illinois and others. All rights reserved. +# +# This program and the accompanying materials are made available under the +# terms of the Mozilla Public License v2.0 which accompanies this distribution, +# and is available at https://www.mozilla.org/en-US/MPL/2.0/ + +from pyincore.analyses.core_cge_ml.corecgeml import CoreCGEML \ No newline at end of file diff --git a/pyincore/analyses/core_cge_ml/corecgeml.py b/pyincore/analyses/core_cge_ml/corecgeml.py new file mode 100644 index 000000000..487f8dc3f --- /dev/null +++ b/pyincore/analyses/core_cge_ml/corecgeml.py @@ -0,0 +1,267 @@ +# Copyright (c) 2024 University of Illinois and others. All rights reserved. +# +# This program and the accompanying materials are made available under the +# terms of the Mozilla Public License v2.0 which accompanies this distribution, +# and is available at https://www.mozilla.org/en-US/MPL/2.0/ + +from typing import List, Dict, Optional +from collections import defaultdict +import numpy as np +import pandas as pd + +from pyincore import BaseAnalysis + + +class CoreCGEML(BaseAnalysis): + """Core CGE ML""" + + def __init__( + self, + incore_client, + sectors: Dict[str, List[str]], + labor_groups: Optional[List[str]] = None, + ): + super(CoreCGEML, self).__init__(incore_client) + + self.factors = [ + "domestic_supply", + "gross_income", + "household_count", + "factor_demand", + ] + self.sectors = sectors + self.labor_groups = ["L1", "L2", "L3"] if labor_groups is None else labor_groups + + def construct_output(self, predictions: dict) -> Dict[str, Dict[str, list]]: + """construct_output will construct the output in the format required by the pyincore. + The output will be a tuple of 5 elements. Each element will be a dictionary according to the following format: + - Domestic Supply: + Sectors: list of domestic supply sectors + DS0: domestic supply values before disaster + DSL: domestic supply values after disaster + - Gross Income: + Household Group: list of houshold sectors + Y0: Household income before disaster + YL: Household income after disaster + - Household Count: + Household Group: list of houshold sectors + HH0: Household count before disaster + HHL: Household count after disaster + - Pre-Disaster Factor Demand: + Labor Group: list of labor groups + sector1: + sector2: + . + . + . + sectorN: + - Post-Disaster Factor Demand: + Labor Group: list of labor groups + sector1: + sector2: + . + . + . + sectorN: + + Parameters + ---------- + predictions : dict + This is a dictionary with keys as factors and values as a dictionary with keys "before" and "after". + + Returns + ------- + Dict[str, Dict[str, list]] + A dictionary of 5 dictionaries. + """ + constructed_outputs = {} + if predictions.get("ds", None) is not None: + constructed_outputs["ds"] = { + "Sectors": self.sectors["ds"], + "DS0": predictions["ds"]["before"], + "DSL": predictions["ds"]["after"], + } + if predictions.get("dy", None) is not None: + constructed_outputs["dy"] = { + "Household Group": self.sectors["dy"], + "Y0": predictions["dy"]["before"], + "YL": predictions["dy"]["after"], + } + if predictions.get("migt", None) is not None: + constructed_outputs["migt"] = { + "Household Group": self.sectors["migt"], + "HH0": predictions["migt"]["before"], + "HHL": predictions["migt"]["after"], + } + if predictions.get("dffd", None) is not None: + prefd = { + "Labor Group": self.labor_groups, + } + postfd = { + "Labor Group": self.labor_groups, + } + + temp_prefd: Dict[str, Dict[str, float]] = defaultdict(dict) + temp_postfd: Dict[str, Dict[str, float]] = defaultdict(dict) + for i, fd_sector in enumerate(self.sectors["dffd"]): + splits = fd_sector.split("_") + if len(splits) > 2: + sector = "_".join(splits[:-1]) + grp = splits[-1] + + temp_prefd[sector][grp] = predictions["dffd"]["before"][i] + temp_postfd[sector][grp] = predictions["dffd"]["after"][i] + + for sector in temp_prefd.keys(): + prefd_l = [] + postfd_l = [] + for grp in self.labor_groups: + + if temp_prefd[sector].get(grp, None) is None: + prefd_l.append(-1) + else: + prefd_l.append(temp_prefd[sector][grp]) + + if temp_postfd[sector].get(grp, None) is None: + postfd_l.append(-1) + else: + postfd_l.append(temp_postfd[sector][grp]) + + prefd[sector] = prefd_l + postfd[sector] = postfd_l + + constructed_outputs["prefd"] = prefd + constructed_outputs["postfd"] = postfd + + return constructed_outputs + + def run_core_cge_ml( + self, + base_cap: np.ndarray, + capital_shocks: np.ndarray, + model_coeffs: Dict[str, np.ndarray], + base_cap_factors: List[np.ndarray], + ) -> None: + """run_core_cge_ml will use the model coefficients to predict the change in capital stock for each sector. + The predicted change will then be added to base_cap_factors to get the final capital stock for each sector + after a disaster. + The model requires capital stock loss in dollar amount, hence the base_cap will be used to + calculate the loss in dollar amount. + The capital_shocks is the percentage of capital stock that remains and hence to get the loss we + use 1 - capital_shocks. + + Some variables for parameters: + - n: number of factors + - k_i: number of sectors (including subsectors) for factor i. + - K: number of sectors (including subsectors) for input to model. + - l_i: number of coefficients for a model for factor i. + + The length of model_coeffs == length of base_cap_factors == n. + + #TODO: Add detail about the length of base_cap being equal to K and l_i. Meaning K == l_i for i = 1, 2, ..., n. + + Parameters + ---------- + base_cap : (1 X K) np.ndarray + This is the base capital for each sector in dollar amount in Millions. This is a (1, K) array with K elements. + The shape should match the shape of capital_shocks. + capital_shocks : (1 X K) np.ndarray + This is the capital shock for each sector in percentage. This is a (1, K) array with K elements. + model_coeffs : Dict[str, np.ndarray] + This is a dictionary of 2D arrays with shape [n, (k_i, l_i)]. + Each entry in the dictionary corresponds to a factor and each factor has k_i number of models. + It is assumed that the intercept term is included in the model coefficients and is at the 0th column. + base_cap_factors : List[np.ndarray] + This is a list of 1D array with each entry corresponding to a factor representing its base capital by sectors. + This is the base capital for each sector for a given factor. + The list would look like [(m_1, 1), (m_2, 1), ..., (m_n, 1)]. + """ + + # check if the shape of base_cap and capital_shocks match + if base_cap.shape != capital_shocks.shape: + raise ValueError( + "The shape of base_cap and capital_shocks do not match. Base Cap shape {}, Capital Shocks shape {}".format( + base_cap.shape, capital_shocks.shape + ) + ) + + # Convert capital_shocks to capital percent loss and then to capital loss in dollar amount + capital_loss = (1 - capital_shocks) * base_cap + + # add a bias term to the capital loss with value 1 resulting in a shape of (1, 1+K) + capital_loss = np.hstack((np.ones((1, 1)), capital_loss)) + + assert len(model_coeffs) == len( + base_cap_factors + ), "The length of model_coeffs and base_cap_factors do not match. required length {}, observed length {}".format( + len(model_coeffs), len(base_cap_factors) + ) + + predictions = {} + for factor_base_cap_before, (factor, factor_model_coeff) in zip( + base_cap_factors, model_coeffs.items() + ): + # multiply the capital loss with the model coefficients (k_i x 1) = (1, 1+K) . (k_i, l_i) + factor_capital_loss: np.ndarray = capital_loss.dot(factor_model_coeff.T).T + + assert ( + factor_capital_loss.shape == factor_base_cap_before.shape + ), "Number of sectors in models and base_cap_factors do not match. required shape {}, observed shape {}".format( + factor_capital_loss.shape, factor_base_cap_before.shape + ) + # add the predicted change in capital stock to the base_cap_factors + factor_base_cap_after: np.ndarray = ( + factor_base_cap_before + factor_capital_loss + ) + + predictions[factor] = { + "before": np.squeeze(factor_base_cap_before).tolist(), + "after": np.squeeze(factor_base_cap_after).tolist(), + } + + constructed_outputs = self.construct_output(predictions) + + file_prefix = ( + self.get_parameter("result_name") + if self.get_parameter("result_name") is not None + else "" + ) + file_prefix += "_" + + if constructed_outputs.get("ds", None) is not None: + self.set_result_csv_data( + "domestic-supply", + pd.DataFrame(constructed_outputs["ds"]), + name=f"{file_prefix}domestic-supply", + source="dataframe", + ) + if constructed_outputs.get("dy", None) is not None: + self.set_result_csv_data( + "gross-income", + pd.DataFrame(constructed_outputs["dy"]), + name=f"{file_prefix}gross-income", + source="dataframe", + ) + if constructed_outputs.get("migt", None) is not None: + self.set_result_csv_data( + "household-count", + pd.DataFrame(constructed_outputs["migt"]), + name=f"{file_prefix}household-count", + source="dataframe", + ) + if constructed_outputs.get("prefd", None) is not None: + self.set_result_csv_data( + "pre-disaster-factor-demand", + pd.DataFrame(constructed_outputs["prefd"]), + name=f"{file_prefix}pre-disaster-factor-demand", + source="dataframe", + ) + if constructed_outputs.get("postfd", None) is not None: + self.set_result_csv_data( + "post-disaster-factor-demand", + pd.DataFrame(constructed_outputs["postfd"]), + name=f"{file_prefix}post-disaster-factor-demand", + source="dataframe", + ) + + return True diff --git a/pyincore/analyses/mlenabledcgeslc/DDS_coefficients.csv b/pyincore/analyses/mlenabledcgeslc/DDS_coefficients.csv new file mode 100644 index 000000000..37950f8f1 --- /dev/null +++ b/pyincore/analyses/mlenabledcgeslc/DDS_coefficients.csv @@ -0,0 +1,79 @@ +Testbed,Hazard,Model_Type,Model_Name,(Intercept),ART_ACC_R1,ART_ACC_R2,ART_ACC_R3,ART_ACC_R4,ART_ACC_R5,ART_ACC_R6,ART_ACC_R7,COMMER_R1,COMMER_R2,COMMER_R3,COMMER_R4,COMMER_R5,COMMER_R6,COMMER_R7,CONS_R1,CONS_R2,CONS_R3,CONS_R4,CONS_R5,CONS_R6,CONS_R7,EDU_R1,EDU_R2,EDU_R3,EDU_R4,EDU_R5,EDU_R6,EDU_R7,HS1_R1,HS1_R2,HS1_R3,HS1_R4,HS1_R5,HS1_R6,HS1_R7,HS2_R1,HS2_R2,HS2_R3,HS2_R4,HS2_R5,HS2_R6,HS2_R7,HEALTH_R1,HEALTH_R2,HEALTH_R3,HEALTH_R4,HEALTH_R5,HEALTH_R6,HEALTH_R7,MANU_R1,MANU_R2,MANU_R3,MANU_R4,MANU_R5,MANU_R6,MANU_R7,RELIG_R1,RELIG_R2,RELIG_R3,RELIG_R4,RELIG_R5,RELIG_R6,RELIG_R7,UTIL_R1,UTIL_R2,UTIL_R3,UTIL_R4,UTIL_R5,UTIL_R6,UTIL_R7,AG_MI_R1,AG_MI_R2,AG_MI_R6,AG_MI_R7 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HS1_R1,-2.89454335005037,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.244031431815997,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS1_R2,-6.4600883351923,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.245213839456034,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001213913297681,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS1_R3,-6.09376138595309,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.245417437642029,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS1_R4,-7.62591861040008,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.23217499147401,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS1_R5,-7.60128796945017,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.197193736450118,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS1_R6,-4.59912088323904,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.239846870923636,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS1_R7,-3.02909145732127,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.290810024341091,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS2_R1,-0.468346599739482,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-7.70063759174221e-05,0.0,0.0,0.0,0.0,0.0,0.0,-0.243223903919072,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS2_R2,-3.16948919873698,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.000315771653365,0.0,0.0,0.0,0.0,0.0,0.0,-0.244833460929353,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS2_R3,-1.83290570266603,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001365038490272,0.0,0.0,0.0,0.0,0.0,0.0,-0.244776149719389,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS2_R4,-1.78663290911184,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001821336851774,0.0,0.0,0.0,0.0,0.0,0.0,-0.231559828230366,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS2_R5,-1.29212873757233,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-9.41299127631897e-05,0.0,0.0,0.0,0.0,0.0,0.0,-0.196639401784612,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS2_R6,-0.698766848868914,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001370815027391,0.0,0.0,0.0,0.0,0.0,0.0,-0.238948633138632,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HS2_R7,-0.342329542471401,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001852294467727,0.0,0.0,0.0,0.0,0.0,0.0,-0.288981322927279,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HEALTH_R1,-0.109242273999131,0.0007358627589251,-7.76923606453992e-06,0.0,0.0,0.0,0.0,0.0,9.59733435390363e-05,-1.67357735282881e-05,-2.765005679753e-05,-1.841082191766e-05,-1.51428664462656e-05,0.0,0.0,0.0004541250655867,-0.0006676391975723,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0004513266811743,0.0,0.0,-0.0001602533901476,-0.0002036907514232,-0.000167761045665,-0.0001673098051474,-0.0001121637867262,-0.0001827650582707,-0.0004672949174433,-9.60978277046732e-05,-0.0002116001049482,-0.0001946565771928,-0.0001312170356541,-7.36463082236134e-05,0.0,-8.33549576389966e-05,-0.374351941181995,0.0,0.0,0.0,0.0,0.0,0.0,0.0013607462433882,0.0,0.0,0.0,-7.02185928077756e-06,0.0,0.0,0.0012403743663564,0.0,0.0,0.0,0.0,0.0,0.0,-8.44973907259295e-05,0.0,-1.08207292185853e-05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ HEALTH_R2,3.14857688676891,-0.0022249957663262,0.0025343563528963,-0.000593939207617,-0.0011782205343669,-0.0008009153238931,0.0,-0.0010855573098064,-0.0020886664408536,-0.002795571506204,-0.0008879349813845,-0.0014588557721483,-0.0007559117915231,-0.0013527301427065,-0.0020197664595762,-0.0032914268150652,0.0303591841026763,-0.0003147207840119,-0.0409973098840167,0.257724929610304,0.0,0.0,0.0,0.0132532563809838,0.0051662419162729,-0.0085913697604624,-0.0037100441732521,0.0,0.0,-0.0087974911315129,-0.0188987369966967,-0.0044188719974603,-0.0067501201747224,-0.0037374789757857,-0.0056231048313367,-0.0105443395978169,-0.0081383641280916,-0.0188476357724845,-0.0045007761942729,-0.0065705156480126,-0.0038963082873279,-0.0056456210340282,-0.0109719716758575,-0.0064378689400391,-0.283984120060913,0.0003993325649896,-0.001126260679119,-0.0002359404228222,-0.0018456959342015,-0.0048051309523233,-0.0001963245861747,-0.0254449552701872,-0.002706577733111,-0.0466902141404376,-0.0002296152233394,-0.0011450669921754,-0.0386189641624792,-0.0025160721919312,0.0116345730357378,-0.0004481445873368,0.0009539475715939,-0.004475529223162,0.0263947831063199,0.0012277557342173,0.0012794461292824,-0.0056974216206055,-0.001768952206401,0.0,0.0034169434703757,-0.0113393475353659,0.0739667614860328,0.0,0.0,0.0,0.0 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HEALTH_R3,0.588830832964435,-0.0009047185367403,-0.0003923171962066,0.0007505676429906,-8.13557290103636e-05,-0.0003860748422537,0.0002842673703398,0.0,-0.0005915520697044,-0.0002255720448193,-0.0001286676654614,-0.0003234879017489,-0.0002037995708438,-0.0003645927759278,-0.000432771351855,-0.0026367532913348,0.0016498110975161,0.0072042408829814,-0.0110976078659696,0.0,0.0,0.0310292204552388,-0.0152878796256322,-0.0001429757393905,0.0038136733607639,0.0,0.0,-0.0083232194989043,0.0,-0.0030641283172626,-0.0016801964438072,-0.0031298497809473,-0.0014736599544297,-0.0009868302019561,-0.0015896647632073,-0.0032732688817502,-0.0025218540805427,-0.0016442457047794,-0.0031089796073401,-0.0014595074602601,-0.0010132099476883,-0.0015735175129554,-0.0031081050342397,-0.0008915050008804,-0.0001253955512397,-0.260304699456203,-0.0001757161231957,0.0,-0.000459228899057,0.0,-0.0004556051414129,0.0,0.0042267734379487,0.009306288057401,0.0,-0.0031982624238738,0.0,-0.0009539032021902,-0.0002610071522752,0.0022706015188754,-0.0001750130981884,0.0,0.0024643756739797,0.0,0.0,-0.0001017697815681,-0.0019771294222168,0.0006173725179487,0.0007313966937189,0.004140433610129,-0.0311241378435922,0.0,0.0,0.0,0.0 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HEALTH_R4,3.52392434885161,0.0,-0.0003915725915147,-0.0010062305758751,0.0012213587169145,-0.0007704881898558,0.0,0.0,-0.0007743182686021,-0.0005151002200673,-0.0004184964543221,0.0002871998540055,-0.0003899684450172,-0.0002414358003323,7.43867315777683e-05,-0.0093468662799036,-0.0053190117315278,0.0,0.0628153044152671,-0.0176034121130627,0.0406705183494898,0.0,0.0647744330736503,-0.0002518583726959,0.0,0.0,0.0,-0.0001852922260665,0.0,-0.0033744051354236,-0.0035854943358803,-0.00191893884955,-0.0071650294505673,-0.0018722148500425,-0.002336323319807,-0.0046925407063052,-0.0032952082497188,-0.0035340723199995,-0.0016866826243543,-0.0067957590819095,-0.002294288167539,-0.0025555903003176,-0.0035074402396446,-0.0054829512450136,-0.0007559766676231,-0.0001732383672598,-0.248875987771603,-0.0008111489204596,0.0,-0.004211514042661,0.0006324034706747,0.0,0.0,0.068536680551494,-0.0003223080416484,0.0,-0.0170493729802751,0.0,-0.001084167023559,-1.91851104603642e-05,0.0081557551087761,0.0,0.000156743356179,0.0,0.0,-0.0010566757596916,-0.0026488188427966,0.0159294643232586,-0.0070024266722691,0.0,-0.0798929356403002,0.0,0.0,0.0,0.0 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UTIL_R1,0.0799344077863283,-0.0006838149795361,-4.69725839051195e-05,0.0,0.0,0.0,0.0,0.0,0.0002997724347231,-5.3768954969219e-05,-5.62537515697527e-05,-2.79595234252484e-05,-3.29280265962219e-05,-2.96694049347534e-05,-0.0001577765067052,0.0,-0.0006739816636236,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0002394268465435,0.0,0.0,0.0005471006499734,-0.0003538637807476,-0.0002342556750865,-0.0002885741647818,-0.0001929468158315,-0.0003722300217523,-0.0009821939720749,0.000364263106196,-0.0003394335187016,-0.0002233301645196,-0.0002461916577856,-0.0001742983761602,-0.0003638674315455,-0.0008948632202758,0.0050747144899058,-7.23180696367515e-05,0.0,0.0,-4.59747483568421e-05,0.0,0.0,0.000278885635474,0.0,0.000103319758072,0.0,0.0,0.0,0.0,0.0028523017704087,0.0,0.0,0.0,0.0,0.0,0.0,-0.301302705375729,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ UTIL_R2,0.816664104117979,0.0,-9.92765821982416e-05,0.0,0.0,6.19015677149397e-06,0.0,0.0045401904944598,0.0,-5.14684764868025e-05,-5.22710591484559e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0009694933609923,-0.000498347048203,0.0,0.0,0.0,0.0,0.0366181059526303,-0.0001103738139131,0.0,-5.60942078962458e-05,-4.35460358058699e-05,-4.23163165771049e-05,-5.57936141221649e-05,-0.0001162992500427,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001365456923069,-5.20654412804737e-05,0.0,0.0,0.0,0.0,-0.0008466836608734,0.0,0.0,0.0,0.0,-1.1579385864789e-05,0.0,0.0,0.0,0.0,0.0,0.0,-2.38396527485024e-05,-0.278610548623518,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ UTIL_R3,0.171011271006334,0.0,-5.97574838059545e-06,0.0,0.0,-1.0556473203237e-05,0.0,0.0,-6.21952227641827e-06,-1.11450591027053e-05,-6.31187517122377e-05,-1.73952387129059e-07,-1.48609116551288e-05,-4.33422682793591e-05,2.55885332540075e-05,0.0,0.0,0.0001826422354505,0.0,0.0,-0.00180451485862,0.110467877263717,0.0,0.0,0.0,0.0,0.0,-0.0014105295566109,-0.0120794902963547,-0.0001646258795273,-0.0001192304468582,-4.20418607367243e-05,-9.3151680886613e-05,-6.12313169620894e-05,-9.99761555883969e-05,-0.000195826069362,0.0,-0.0001063723799038,-7.55766377558158e-05,-6.93792718392881e-05,-8.61169118292979e-06,-6.49347651644918e-06,0.0,0.0,-1.07915195276121e-06,0.0,0.0,-2.80052017393185e-05,0.0,0.0,0.0,-0.0064477993538581,0.0001538804486596,0.0,0.0,0.0009818217809129,0.0,0.0,0.0,8.21557751881507e-05,0.0,0.0,0.0,0.0,0.0,0.0,-0.255665445809577,2.92370230384419e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ UTIL_R4,-0.119095502971551,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-2.63928323445581e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-3.25744867381956e-05,-4.36701925578826e-05,-3.01877858149766e-05,4.56896880305362e-06,-2.3016174491903e-05,-1.50922145639249e-05,-3.86413040711811e-05,0.0,-2.97269798532993e-05,0.0,0.0,0.0,0.0,-1.98784361703118e-05,0.0,0.0,0.0,7.55721446540145e-05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.29034209570524,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ UTIL_R5,-0.152111937741804,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001120102709718,0.0,-5.98683572924207e-06,-1.32757824642453e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-4.17326435364278e-05,-4.71577941770101e-05,-4.43972977394891e-05,-3.84453524304598e-05,8.10462528232371e-06,-6.07289857459001e-05,-0.0001166952435544,0.0,-4.80157492547924e-05,-1.88599544096241e-05,-3.64458768451174e-05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.52011806165714e-05,0.0,0.0,0.0,0.0,0.0,0.0,-2.43970577414481e-05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.256350122712528,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ 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UTIL_R7,-0.157730514764372,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-9.65420333157466e-07,-2.19672730890169e-06,0.0,-6.14907591776909e-08,-1.29182218687796e-06,-6.39461580920755e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.142662586819711,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ AG_MI_R1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ AG_MI_R2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ AG_MI_R3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ AG_MI_R4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ AG_MI_R5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,DDS_ 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b/pyincore/analyses/mlenabledcgeslc/DY_coefficients.csv new file mode 100644 index 000000000..8a06758fd --- /dev/null +++ b/pyincore/analyses/mlenabledcgeslc/DY_coefficients.csv @@ -0,0 +1,30 @@ +Testbed,Hazard,Model_Type,Model_Name,(Intercept),ART_ACC_R1,ART_ACC_R2,ART_ACC_R3,ART_ACC_R4,ART_ACC_R5,ART_ACC_R6,ART_ACC_R7,COMMER_R1,COMMER_R2,COMMER_R3,COMMER_R4,COMMER_R5,COMMER_R6,COMMER_R7,CONS_R1,CONS_R2,CONS_R3,CONS_R4,CONS_R5,CONS_R6,CONS_R7,EDU_R1,EDU_R2,EDU_R3,EDU_R4,EDU_R5,EDU_R6,EDU_R7,HS1_R1,HS1_R2,HS1_R3,HS1_R4,HS1_R5,HS1_R6,HS1_R7,HS2_R1,HS2_R2,HS2_R3,HS2_R4,HS2_R5,HS2_R6,HS2_R7,HEALTH_R1,HEALTH_R2,HEALTH_R3,HEALTH_R4,HEALTH_R5,HEALTH_R6,HEALTH_R7,MANU_R1,MANU_R2,MANU_R3,MANU_R4,MANU_R5,MANU_R6,MANU_R7,RELIG_R1,RELIG_R2,RELIG_R3,RELIG_R4,RELIG_R5,RELIG_R6,RELIG_R7,UTIL_R1,UTIL_R2,UTIL_R3,UTIL_R4,UTIL_R5,UTIL_R6,UTIL_R7,AG_MI_R1,AG_MI_R2,AG_MI_R6,AG_MI_R7 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b/pyincore/analyses/mlenabledcgeslc/HH_base_val.csv new file mode 100644 index 000000000..b3f8967a8 --- /dev/null +++ b/pyincore/analyses/mlenabledcgeslc/HH_base_val.csv @@ -0,0 +1,29 @@ +,household,value +0,HH1_R1,4245 +1,HH2_R1,6837 +2,HH3_R1,8311 +3,HH4_R1,9554 +4,HH1_R2,14563 +5,HH2_R2,10999 +6,HH3_R2,13277 +7,HH4_R2,18685 +8,HH1_R3,11280 +9,HH2_R3,19502 +10,HH3_R3,24457 +11,HH4_R3,17116 +12,HH1_R4,10332 +13,HH2_R4,15909 +14,HH3_R4,14318 +15,HH4_R4,21100 +16,HH1_R5,8249 +17,HH2_R5,13474 +18,HH3_R5,19775 +19,HH4_R5,32059 +20,HH1_R6,4665 +21,HH2_R6,7899 +22,HH3_R6,13409 +23,HH4_R6,25799 +24,HH1_R7,1408 +25,HH2_R7,8664 +26,HH3_R7,9463 +27,HH4_R7,19341 diff --git a/pyincore/analyses/mlenabledcgeslc/MIGT_coefficients.csv b/pyincore/analyses/mlenabledcgeslc/MIGT_coefficients.csv new file mode 100644 index 000000000..c016c4413 --- /dev/null +++ b/pyincore/analyses/mlenabledcgeslc/MIGT_coefficients.csv @@ -0,0 +1,30 @@ 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HH1_R4,0.283950617819745,0.0,0.0,0.0,-0.003141788508088,0.0,0.0,0.0,8.8791831644237e-05,-4.19129866311435e-05,-7.33566721423465e-05,-0.004394022249652,-4.41679746343567e-06,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0002003317667214,-4.5571520253349e-05,-0.0188186946716401,-9.46298647047547e-05,-8.53456276057926e-05,-0.0001863749342543,0.0,-0.0001618237483583,0.0,-0.018699626051717,0.0,0.0,0.0,0.0,0.0,0.0,-0.0045720216940495,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0022185267658893,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ 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HH1_R5,-0.0885875020092257,0.0,-8.38202111118804e-05,0.0,0.0,-0.00178017493219,0.0,0.0,0.0001791364395443,-6.82688113094014e-05,-7.67835362270481e-05,-4.99388317424346e-05,-0.0020716174707073,-7.63300216775409e-05,-2.14657166062494e-05,0.0,0,0.0,0.0,0.0,0.0,0.0,0,-2.15083262163539e-05,0.0,0.0,-0.0002312222802416,0.0,0.0,2.94839794099926e-05,-0.0001867195429572,-0.0001118579839443,-0.0001456432472269,-0.0067359482908186,-0.0001851609949996,-0.0003420012667598,0.0,-0.0001849875436724,-9.22530452536906e-05,-8.43094917961508e-05,-0.006692394695185,-0.0001123897764304,0.0,0.0,0.0,0.0,0.0,-0.0022549374700415,-2.12227940523754e-05,0.0,0.0002343292556849,0.0,0.0,0,-0.0005112599314026,0.0,0.0,0.0,0.0,0.0,0.0,-0.0022512334661511,0.0,0.0,0.0,0.0,0.0,0.0,-0.0015079506102548,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH2_R5,0.578269593560393,0.0,-0.0001817905313767,0.0,0.0,-0.0035310408680999,0.0,0.0,0.0001375826343458,-0.0003130407208854,-0.0003758351879341,-0.0001039646836234,-0.0052531209894879,-1.4702392546457e-05,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0009934453053111,0.0,0.0001513064932277,6.20293428029637e-05,-0.0335829735590248,0.0,0.0002169141321996,0.0,0.0,0.0,0.0,-0.0332039524132457,0.0,0.0,0.0,0.0,0.0,0.0,-0.0030419305292912,0.0,0.0,0.0,0.0,0.0,0,-0.0011805946874672,0.0,0.0,0.0,0.0,0.0,0.0,-0.0017040059327734,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH3_R5,0.343704406478352,-3.75398671822067e-05,-0.0010217988035628,0.0,0.0,-0.0141473003404136,0.0,0.0,-0.0003547254951398,-0.001121793659208,-0.0011240331018257,-0.0010471673789749,-0.014484528651152,-0.001152370788104,-0.0011376597922447,-0.002361528511206,0,-0.0008648361117357,0.0,0.0,0.0,0.0,0,-0.0007374597186843,0.0,0.0,0.0,0.0,0.0,0.0022507475564507,0.0005767116641811,0.0008047927907332,0.0006894338811421,-0.0497941455338876,0.0005342183077106,0.00248455898983,0.0010341431949098,0.0003819844544281,0.000531554759507,0.0006791329317055,-0.0494901902476341,0.0,0.0022220559992003,0.0,-0.0006933482358073,-2.06620349256435e-06,-0.0008172519787216,-0.0116044201651236,-0.0017394095490976,0.0,0.0,0.0,0.0,0,-0.0037494821684537,0.0,0.0,0.0,0.0,0.0,0.0,-0.0154978207339738,0.0,-0.0111791271777899,0.0,0.0,0.0,0.0,-0.0028974716547806,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH4_R5,0.4193146165683,0.0,-0.0003038449256774,0.0,0.0,-0.0146738394959127,0.0,0.0,0.0,-0.0026170923550616,-0.0017540574012075,-0.0007986611655741,-0.0210183135476649,-2.28981226881173e-06,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0045803658513801,0.0032118892968788,0.0014608456645125,0.0034980145196971,-0.165898591396297,0.0037831309325478,0.0131909592486806,0.0,0.0018501448429188,0.0,0.001884932959522,-0.16315036515377,0.0,0.0,0.0,0.0,0.0,0.0,-0.0094819086458772,0.0,0.0,0.0,0.0,0.0,0,-0.004566786055398,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH1_R6,-0.187112004859232,0.0,0.0,0.0,0.0,0.0,-0.0010848802622892,0.0,5.20381149428334e-07,0.0,-9.78307543885384e-06,0.0,0.0,-0.0021763437414246,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,-5.59243411427528e-05,-9.74772259761352e-05,-7.3121974084232e-05,-8.84857432499077e-05,-6.96555510397443e-05,-0.0089214027038583,-0.0003764962297452,0.0,-9.73388868385563e-05,-2.94586959948e-05,-5.23493889594981e-05,0.0,-0.0088398777141812,-0.000113297330031,0.0,0.0,0.0,0.0,0.0,-0.0018244243489031,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0020543268197591,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH2_R6,0.0423896640347969,0.0,-5.91714327594499e-05,0.0,0.0,0.0,0.0,0.0,6.23512805063204e-06,-0.0001826011756693,-0.0003365655067954,-0.0001004200710018,-0.0002730931933722,-0.0053998554964622,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0008645433516885,0.0001750314054778,0.0001801299401754,0.0002263961042797,7.21739740891956e-06,-0.0328708195813128,0.0002308504878051,2.82680592103454e-05,5.8437182798912e-05,8.16835449917485e-05,7.87357543138041e-05,0.0,-0.0323935722863662,0.0,0.0,0.0,0.0,0.0,0.0,-0.0028109013503908,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH3_R6,-1.33345884971887,0.0,-0.0003740121544017,0.0,0.0,0.0,0.0,0.0,-0.0011346474151471,-0.001011262542371,-0.0012373674941015,-0.0008288097138655,-0.0009931634577535,-0.0225697999378102,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0,-0.0002608558204457,0.0,0.0,0.0,0.0,0.0,0.0022497824450868,0.0012791557595603,0.0010858117922871,0.0013667375701181,0.0005094547031313,-0.0825785995723471,0.0029324267329756,0.0,0.0008329193202104,0.0005167551378305,0.0006900496690963,0.0,-0.0804037019306093,0.0,0.0,0.0,0.0,-0.0002351662158727,0.0,-0.0124926883637315,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH4_R6,-2.97476744367756,0.0,-0.0004199026015241,0.0,0.0,0.0,0.0,0.0,-0.0017432219197592,-0.0022472183689362,-0.0021879691788396,-0.0012070814499895,-0.002695968491171,-0.0303547458092377,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0,-0.0009080774808908,0.0,0.0,0.0,0.0,0.0,0.0047037715757984,0.0037879215923505,0.0017292372205751,0.0040517563417966,0.001886801922984,-0.240787261229982,0.0127820885975394,0.0,0.0028214557585418,0.0008785109175938,0.0029788720623872,0.000885318468417,-0.236910300782853,0.0034334753486644,0.0,0.0,0.0,-0.0008352657544332,0.0,-0.014163942648932,0.0,0.0,0.0,0.0,0,-0.0019674094697072,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH1_R7,-0.151555036878537,0.0,-2.34794457571882e-06,0.0,0.0,0.0,0.0,0.0,1.58370005435141e-05,-1.20761744526269e-05,-2.88136392228462e-05,0.0,-8.58585535802263e-06,-4.67040230374116e-07,-0.000283247933995,0.0,0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,8.78134006022735e-05,1.57670886614132e-05,1.97441363924653e-05,2.4785301238693e-05,8.4418693745114e-06,9.10618779825444e-06,-0.0014902823600288,0.0,8.78628032359097e-06,0.0,2.08373612969427e-06,0.0,0.0,-0.0012957300820957,0.0,0.0,0.0,0.0,0.0,0.0,-5.26999663714823e-05,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH2_R7,0.393468835396561,0.0,-0.0001545991749821,0.0,0.0,0.0,0.0,0.0,0.0,-0.0002287877806664,-0.0004797763026328,-5.50435522111939e-05,-0.0002732101297018,-0.0001246594783043,-0.0091943979053052,0.0,0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0012938212724083,0.0004158361988126,0.0003875986189319,0.0005090663754705,0.0001997962166577,0.0002810115038342,-0.0609986954102239,0.0002865775251311,0.0003044868240992,0.0001770633156825,0.0002607883557915,0.0,0.0,-0.0595851689777894,0.0,0.0,0.0,0.0,0.0,0.0,-0.0029075267159597,0.0,0.0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH3_R7,-0.0251567658236738,-0.00049601848151,-0.0004744640441426,0.0,0.0,0.0,0.0,-0.0019452133002414,-0.0005317004359404,-0.0005978349188776,-0.0008158934638148,-0.0004929762435147,-0.0006030108126657,-0.0006515295510052,-0.021419058541126,0.0,0,0.0,0.0,0.0,0.0,0.0,0,-0.0004094917040544,0.0,0.0,0.0,0.0,0.0,0.0019536057146488,0.0010599758664647,0.0009031274438388,0.0011258868931706,0.0005778907645587,0.0008382610612094,-0.0684787158481283,0.0010032377681629,0.0009470428230441,0.0007193597969334,0.0008985300320522,0.0003046801563908,0.0004630744103764,-0.066979401255509,0.0,-2.14421443242964e-05,0.0,-0.0004866259337311,-0.0002387337100583,-0.0009513682641018,-0.0116582767233226,-0.0003207375059647,0.0,0.0,0,-0.0003853623073465,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +SLC,earthquake,sectorRegion_model,MIGT_ HH4_R7,-42.3611296931534,-0.009417292314701,-0.0024511921465049,0.0,0.0,0.0,-0.0110923067203903,-0.155612762034721,-0.0109608070606787,-0.006206064638891,-0.0056242634422349,-0.0088186930717186,-0.0051109427138085,-0.0099009022146417,-0.118152903489619,0.0876274037678235,0,-0.0098296133621306,0.0,-1.00016117683496,-0.0588466151117679,0.628605412585162,0,-0.007364261967017,0.0,0.0,0.0,-0.0505267183115559,0.519934001656624,0.012499838588256,0.0115303826136568,0.0083865966814084,0.0102735694218945,0.0062657048486255,0.0101673337340841,-0.845574958949119,0.00987181376906,0.0119910191329753,0.0073893955302256,0.0109430189035921,0.0077368725676862,0.005811612494201,-0.843882439484597,0.0,0.0,-0.0042469982750497,-0.0041162398552107,-0.0057574132036179,-0.0094830978502682,-0.0716865063652252,-0.0148812659833063,0.0,-0.0083679925853788,0,-0.0048695809392189,0.0,0.0,-0.011300394791737,-0.0068505983125122,-0.0026091905205557,0.0,-0.0084967219276929,0.0,-0.11028874754375,0.0,0.0,0.0,-0.0223302445128593,0.0,0.0,-0.708175703196676,0.0,0.0,0.0,0.0 diff --git a/pyincore/analyses/mlenabledcgeslc/__init__.py b/pyincore/analyses/mlenabledcgeslc/__init__.py new file mode 100644 index 000000000..b251e805f --- /dev/null +++ b/pyincore/analyses/mlenabledcgeslc/__init__.py @@ -0,0 +1,7 @@ +# Copyright (c) 2024 University of Illinois and others. All rights reserved. +# +# This program and the accompanying materials are made available under the +# terms of the Mozilla Public License v2.0 which accompanies this distribution, +# and is available at https://www.mozilla.org/en-US/MPL/2.0/ + +from pyincore.analyses.mlenabledcgeslc.mlcgeslc import MlEnabledCgeSlc \ No newline at end of file diff --git a/pyincore/analyses/mlenabledcgeslc/baseKAP.csv b/pyincore/analyses/mlenabledcgeslc/baseKAP.csv new file mode 100644 index 000000000..69fe1c1b6 --- /dev/null +++ b/pyincore/analyses/mlenabledcgeslc/baseKAP.csv @@ -0,0 +1,75 @@ +,sector,baseKAP +0,AG_MI_R1,1.32343 +1,UTIL_R1,86.60789 +2,CONS_R1,6.44545 +3,MANU_R1,147.3874 +4,COMMER_R1,1413.324 +5,EDU_R1,3.195087 +6,HEALTH_R1,26.30652 +7,ART_ACC_R1,214.9359 +8,RELIG_R1,136.7312 +9,AG_MI_R2,0.226855 +10,UTIL_R2,163.0497 +11,CONS_R2,13.16167 +12,MANU_R2,1.96456 +13,COMMER_R2,4347.564 +14,EDU_R2,1077.981 +15,HEALTH_R2,267.174 +16,ART_ACC_R2,1170.836 +17,RELIG_R2,286.8778 +18,UTIL_R3,100.4826 +19,CONS_R3,104.0633 +20,MANU_R3,135.9967 +21,COMMER_R3,6324.506 +22,EDU_R3,28.54747 +23,HEALTH_R3,207.7495 +24,ART_ACC_R3,269.0348 +25,RELIG_R3,270.366 +26,UTIL_R4,17.64995 +27,CONS_R4,2.718651 +28,MANU_R4,2.387753 +29,COMMER_R4,1514.915 +30,EDU_R4,15.98366 +31,HEALTH_R4,777.8064 +32,ART_ACC_R4,165.8875 +33,RELIG_R4,45.82616 +34,UTIL_R5,40.22423 +35,CONS_R5,0.732834 +36,MANU_R5,706.6362 +37,COMMER_R5,3101.648 +38,EDU_R5,36.60337 +39,HEALTH_R5,419.9681 +40,ART_ACC_R5,501.4994 +41,RELIG_R5,86.28852 +42,AG_MI_R6,0.671073 +43,UTIL_R6,28.3906 +44,CONS_R6,5.839408 +45,MANU_R6,40.35103 +46,COMMER_R6,1224.491 +47,EDU_R6,18.75531 +48,HEALTH_R6,286.8313 +49,ART_ACC_R6,52.39905 +50,RELIG_R6,8.885036 +51,AG_MI_R7,0.085555 +52,UTIL_R7,2.574088 +53,CONS_R7,0.615061 +54,MANU_R7,3.1915 +55,COMMER_R7,492.5688 +56,EDU_R7,1.132406 +57,HEALTH_R7,111.1063 +58,ART_ACC_R7,19.894 +59,RELIG_R7,10.45709 +60,HS1_R1,1951.061 +61,HS2_R1,293.8371 +62,HS1_R2,2798.116 +63,HS2_R2,1491.191 +64,HS1_R3,4080.699 +65,HS2_R3,1132.364 +66,HS1_R4,3968.163 +67,HS2_R4,1036.572 +68,HS1_R5,6457.689 +69,HS2_R5,1235.736 +70,HS1_R6,3945.569 +71,HS2_R6,702.0965 +72,HS1_R7,2574.569 +73,HS2_R7,310.0058 diff --git a/pyincore/analyses/mlenabledcgeslc/mlcgeslc.py b/pyincore/analyses/mlenabledcgeslc/mlcgeslc.py new file mode 100644 index 000000000..6d1ca4e1b --- /dev/null +++ b/pyincore/analyses/mlenabledcgeslc/mlcgeslc.py @@ -0,0 +1,179 @@ +# Copyright (c) 2024 University of Illinois and others. All rights reserved. +# +# This program and the accompanying materials are made available under the +# terms of the Mozilla Public License v2.0 which accompanies this distribution, +# and is available at https://www.mozilla.org/en-US/MPL/2.0/ + +import numpy as np +import os +import pandas as pd + +from pyincore import globals as pyglobals +from pyincore.client import IncoreClient +from pyincore.analyses.core_cge_ml import CoreCGEML +from pyincore.utils import parse_files + +logger = pyglobals.LOGGER + + +class MlEnabledCgeSlc(CoreCGEML): + + model = "Machine Learning Enabled Computable General Equilibrium - Salt Lake City " + + # Coefficients files + DDS_coefficients_file = "DDS_coefficients.csv" + DY_coefficients_file = "DY_coefficients.csv" + MIGT_coefficients_file = "MIGT_coefficients.csv" + DFFD_coefficients_file = "DFFD_coefficients.csv" + + # Base value files + DS_base_val_file = "DS_base_val.csv" + GI_base_val_file = "GI_base_val.csv" + HH_base_val_file = "HH_base_val.csv" + FD_base_val_file = "FD_base_val.csv" + + Base_KAP_file = "baseKAP.csv" + + base_file_path = os.path.join( + pyglobals.PYINCORE_PACKAGE_HOME, + "analyses", + "mlenabledcgeslc", + ) + + model_filenames = { + "ds": os.path.join( + base_file_path, + DDS_coefficients_file, + ), + "dy": os.path.join( + base_file_path, + DY_coefficients_file, + ), + "migt": os.path.join( + base_file_path, + MIGT_coefficients_file, + ), + "dffd": os.path.join( + base_file_path, + DFFD_coefficients_file, + ), + } + + filenames = [ + os.path.join( + base_file_path, + DS_base_val_file, + ), + os.path.join( + base_file_path, + GI_base_val_file, + ), + os.path.join( + base_file_path, + HH_base_val_file, + ), + os.path.join( + base_file_path, + FD_base_val_file, + ), + os.path.join( + base_file_path, + Base_KAP_file, + ), + ] + + def __init__(self, incore_client: IncoreClient): + sectors, base_cap_factors, base_cap, model_coeffs, cap_shock_sectors = ( + parse_files(self.model_filenames, self.filenames) + ) + self.base_cap_factors = base_cap_factors + self.base_cap = base_cap + self.model_coeffs = model_coeffs + self.cap_shock_sectors = cap_shock_sectors + super(MlEnabledCgeSlc, self).__init__( + incore_client, sectors, labor_groups=[f"L{gp}" for gp in range(1, 5)] + ) # 4 labor groups + + def run(self) -> bool: + logger.info(f"Running {self.model} model...") + sector_shocks = pd.read_csv( + self.get_input_dataset("sector_shocks").get_file_path("csv") + ) + # arrange the capital shocks in the same order as the sectors + shocks = [] + + for sector in self.cap_shock_sectors: + if sector.upper() not in [v.upper() for v in sector_shocks["sector"]]: + raise ValueError( + f"Sector {sector} not found in the sector shocks file with\n {sector_shocks['sector']} sectors.\n" + + "Please make sure you have used the correct capital shocks" + ) + shocks.append( + sector_shocks.loc[sector_shocks["sector"] == sector.upper()]["shock"] + ) + capital_shocks = np.array(shocks, dtype=np.float64).reshape(1, -1) + # logger.info(f"capital_shocks shape: {capital_shocks.shape}") + + super().run_core_cge_ml( + self.base_cap, + capital_shocks, + self.model_coeffs, + self.base_cap_factors, + ) + logger.info(f"Running {self.model} model completed.") + + return True + + def get_spec(self): + return { + "name": "Salt-Lake-cge", + "description": "CGE model for Salt Lake City.", + "input_parameters": [ + { + "id": "result_name", + "required": False, + "description": "Result CSV dataset name prefix", + "type": str, + } + ], + "input_datasets": [ + { + "id": "sector_shocks", + "required": True, + "description": "Aggregation of building functionality states to capital shocks per sector", + "type": ["incore:capitalShocks"], + } + ], + "output_datasets": [ + { + "id": "domestic-supply", + "parent_type": "", + "description": "CSV file of resulting domestic supply", + "type": "incore:Employment", + }, + { + "id": "gross-income", + "parent_type": "", + "description": "CSV file of resulting gross income", + "type": "incore:Employment", + }, + { + "id": "pre-disaster-factor-demand", + "parent_type": "", + "description": "CSV file of factor demand before disaster", + "type": "incore:FactorDemand", + }, + { + "id": "post-disaster-factor-demand", + "parent_type": "", + "description": "CSV file of resulting factor-demand", + "type": "incore:FactorDemand", + }, + { + "id": "household-count", + "parent_type": "", + "description": "CSV file of household count", + "type": "incore:HouseholdCount", + }, + ], + } diff --git a/pyincore/utils/__init__.py b/pyincore/utils/__init__.py index 93eb09efa..c8d0703bd 100644 --- a/pyincore/utils/__init__.py +++ b/pyincore/utils/__init__.py @@ -1 +1,2 @@ -from pyincore.utils.http_util import return_http_response \ No newline at end of file +from pyincore.utils.http_util import return_http_response +from pyincore.utils.cge_ml_file_util import parse_coeff, parse_csv, parse_base_vals, parse_files \ No newline at end of file diff --git a/pyincore/utils/cge_ml_file_util.py b/pyincore/utils/cge_ml_file_util.py new file mode 100644 index 000000000..f16319d3e --- /dev/null +++ b/pyincore/utils/cge_ml_file_util.py @@ -0,0 +1,159 @@ +from typing import Tuple, List, Dict + +import pandas as pd +import numpy as np +import os + +from pyincore import globals as pyglobals + +logger = pyglobals.LOGGER + + +def parse_coeff( + filenames: Dict[str, str] +) -> Tuple[Dict[str, np.ndarray], Dict[str, List[str]], Dict[str, List[str]]]: + """parse_coeff Function to parse the model coefficients. + + Parameters + ---------- + filenames : Dict[str, str] + Dictionary containing the factor name and the path to the coefficient file + + Returns + ------- + Tuple[Dict[str, np.ndarray], Dict[str, List[str]], Dict[str, List[str]]] + Tuple containing three dictionaries. The first dictionary contains the model coefficients for + each factor, the second dictionary contains the sectors for each factor, and the third dictionary + contains the order of the sectors for each factor for models. + """ + + model_coeffs: Dict[str, np.ndarray] = {} + sectors: Dict[str, List[str]] = {} + base_cap_sector_order: Dict[str, List[str]] = {} + + for factor, filename in filenames.items(): + logger.info(f"Parsing {filename}") + model_coeff_df: pd.DataFrame = pd.read_csv(filename) + sectors[factor] = list(model_coeff_df.columns[5:]) + base_cap_sector_order[factor] = [ + s.split(" ")[-1].upper() for s in list(model_coeff_df["Model_Name"])[1:] + ] + model_coeffs[factor] = np.float64( + model_coeff_df[model_coeff_df.columns[4:]].to_numpy()[1:, :] + ) # skip the first row as it contains the total value model and its not needed in output + # logger.info(f"factor: {factor} - model_coeff shape: {model_coeffs[factor].shape}") + + return model_coeffs, sectors, base_cap_sector_order + + +def parse_csv(file_name: str, sectors: List[str]) -> np.ndarray: + """parse_csv Utility function to parse the csv files + + Parameters + ---------- + file_name : str + Path to the csv file + + Returns + ------- + np.ndarray + Numpy array containing the data from the csv file + """ + + logger.info(f"Parsing {file_name}") + df = pd.read_csv(file_name) + + col_name = df.columns[1] + val_col = df.columns[2] + + # Convert 'sectors' column to categorical with the desired order + df[col_name] = pd.Categorical(df[col_name], categories=sectors, ordered=True) + + # Sort the DataFrame based on the 'names' column + df = df.sort_values(by=col_name) + + return np.array(df[val_col], dtype=np.float64) + + +def parse_base_vals( + filenames: List[str], + ds_sectors: List[str], + base_cap_sector_order: Dict[str, List[str]], +) -> Tuple[List[np.ndarray], np.ndarray]: + """parse_base_vals parse_base_vals will parse the base values from the input file and return them as numpy arrays + + Parameters + ---------- + filenames : List[str] + Paths to the .csv files containing the base values. It has to be organized this order, starting from: + 1. Domestic Supply + 2. Gross Income + 3. Household Count + 4. Factor Demand + 5. Base Capital + + Returns + ------- + + Tuple[np.ndarray, np.ndarray] + Tuple containing two numpy arrays. The first array is the base capital for different factors and the second is the base capital + """ + + base_cap_factors: List[np.ndarray] = [] + base_cap: np.ndarray = parse_csv(filenames[-1], ds_sectors).reshape( + 1, -1 + ) # 1 x K array K = number of sectors in the model + # logger.info(f"base_cap shape: {base_cap.shape}") + + for filename, sector_order in zip(filenames[:-1], base_cap_sector_order.values()): + base_cap_factors.append( + parse_csv(filename, sector_order).reshape(-1, 1) + ) # k_i x 1 array k_i = number of sectors k for a factor i + # logger.info(f"{os.path.basename(filename)} shape: {base_cap_factors[-1].shape}") + + return base_cap_factors, base_cap + + +def parse_files( + model_filenames: Dict[str, str], filenames: List[str] +) -> Tuple[Dict[str, List[str]], np.ndarray, np.ndarray, Dict[str, np.ndarray]]: + """parse_files Utility function to parse the input files + + Parameters + ---------- + model_filenames : Dict[str, str] + Dictionary containing the factor name and the path to the coefficient file + filenames : List[str] + Paths to the .csv files containing the base values. It has to be organized this order, starting from: + 1. Domestic Supply + 2. Gross Income + 3. Household Count + 4. Factor Demand + 5. Base Capital + + Returns + ------- + Tuple[Dict[str, List[str]], np.ndarray, np.ndarray, Dict[str, np.ndarray]] + Returns a tuple containing the following: + 1. sectors: Dictionary containing the sectors for each factor + 2. base_cap_factors: List of numpy arrays containing the base capital for each factor + 3. base_cap: Numpy array containing the base capital + 4. model_coeffs: Dictionary containing the model coefficients for each factor + 5. sectors["ds"]: List of sectors for the domestic supply + """ + logger.info("Parsing input files...") + + model_coeffs, sectors, base_cap_sector_ordering = parse_coeff(model_filenames) + + base_cap_factors, base_cap = parse_base_vals( + filenames, sectors["ds"], base_cap_sector_ordering + ) + logger.info("Parsing input files completed.") + + return ( + base_cap_sector_ordering, + base_cap_factors, + base_cap, + model_coeffs, + sectors["ds"], + ) diff --git a/requirements.txt b/requirements.txt index 1c769cd14..67803f1a7 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,4 +14,4 @@ rasterio>=1.3.9 requests>=2.31.0 rtree>=1.1.0 scipy>=1.11.3 -shapely>=2.0.2 \ No newline at end of file +shapely>=2.0.2 diff --git a/setup.py b/setup.py index 3117f5375..675317bed 100644 --- a/setup.py +++ b/setup.py @@ -49,7 +49,7 @@ packages=find_packages(where=".", exclude=["*.tests", "*.tests.*", "tests.*", "tests"]), include_package_data=True, package_data={ - '': ['*.ini'] + '': ['*.ini', "*.csv"] }, python_requires=">=3.9", diff --git a/tests/pyincore/analyses/mlenabledcgeslc/test_mlcgeslc.py b/tests/pyincore/analyses/mlenabledcgeslc/test_mlcgeslc.py new file mode 100644 index 000000000..9f90de2c9 --- /dev/null +++ b/tests/pyincore/analyses/mlenabledcgeslc/test_mlcgeslc.py @@ -0,0 +1,14 @@ +from pyincore import IncoreClient, globals as pyglobals +from pyincore.analyses.mlenabledcgeslc import MlEnabledCgeSlc + +client = IncoreClient(pyglobals.INCORE_API_DEV_URL) + +mlcgeslc = MlEnabledCgeSlc(client) + +sector_shocks = "65fdeed7e42f3b0da56c4eef" + +mlcgeslc.load_remote_input_dataset("sector_shocks", sector_shocks) +# optional +mlcgeslc.set_parameter("result_name", "slc_7_region") + +mlcgeslc.run_analysis() \ No newline at end of file diff --git a/tests/pyincore/utils/test_dataprocessutil.py b/tests/pyincore/utils/test_dataprocessutil.py index 3d36c0cb5..83b888cf9 100644 --- a/tests/pyincore/utils/test_dataprocessutil.py +++ b/tests/pyincore/utils/test_dataprocessutil.py @@ -15,7 +15,7 @@ def client(): def test_get_mapped_result(client): bldg_dataset_id = "5f9091df3e86721ed82f701d" bldg_dmg_dataset_id = "5f9868c00ace240b22a7f2a5" - bldg_func_state_dataset_id = "642f66e5f27db6680103c4ad" + bldg_func_state_dataset_id = "660d9435ce705a7e547a664e" archetype_id = "5fca915fb34b193f7a44059b" dmg_ret_json, func_ret_json, max_state_df = util.get_mapped_result_from_dataset_id( @@ -35,7 +35,7 @@ def test_get_mapped_result_from_analysis(client): archetype_id = "5fca915fb34b193f7a44059b" - bldg_func_state_dataset_id = "642f66e5f27db6680103c4ad" + bldg_func_state_dataset_id = "660d9435ce705a7e547a664e" bldg_func_state_dataset = Dataset.from_data_service(bldg_func_state_dataset_id, DataService(client)) dmg_ret_json, func_ret_json, max_state_df = util.get_mapped_result_from_analysis( @@ -90,7 +90,7 @@ def test_joplin_mcs_cluster(client): def test_joplin_bldg_func_cluster(client): _functionality_cluster(client, archetype_mapping="5fca915fb34b193f7a44059b", building_dataset_id="5fa0b132cc6848728b66948d", - bldg_func_state_id="642f66e5f27db6680103c4ad", + bldg_func_state_id="660d9435ce705a7e547a664e", arch_column="archetype", title="joplin_bldg_func") @@ -98,7 +98,7 @@ def test_joplin_bldg_func_cluster(client): def test_galveston_mcs_cluster(client): _functionality_cluster(client, archetype_mapping="6420befbb18d026e7c7dbafc", building_dataset_id="63ff69a96d3b2a308baaca12", - bldg_func_state_id="642f6230f27db66801038964", + bldg_func_state_id="660d95bece705a7e547a6654", arch_column="arch_wind", title="galveston_mcs") @@ -106,6 +106,6 @@ def test_galveston_mcs_cluster(client): def test_galveston_bldg_func_cluster(client): _functionality_cluster(client, archetype_mapping="6420befbb18d026e7c7dbafc", building_dataset_id="63ff69a96d3b2a308baaca12", - bldg_func_state_id="642f6495f27db66801039434", + bldg_func_state_id="660d97bfce705a7e547a6659", arch_column="arch_wind", title="galveston_bldg_func")