Merge pull request #119 from BasisResearch/ru-retrain-models

retrain models, reinstate all tests and notebook tests
BasisResearch · Feb 17, 2024 · 0cfefe2 · 0cfefe2
2 parents aee3dc2 + 0e02645
commit 0cfefe2
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Showing 635 changed files with 1,086 additions and 311 deletions.
diff --git a/cities/modeling/modeling_utils.py b/cities/modeling/modeling_utils.py
@@ -9,38 +9,44 @@
 from pyro.optim import Adam
 from scipy.stats import spearmanr
 
-
 from cities.utils.data_grabber import (
     DataGrabber,
     list_available_features,
     list_tensed_features,
 )
 
+
 def drop_high_correlation(df, threshold=0.85):
-    df_var = df.iloc[:,2:].copy()
+    df_var = df.iloc[:, 2:].copy()
     correlation_matrix, _ = spearmanr(df_var)
 
-    high_correlation_pairs = [(df_var.columns[i], df_var.columns[j])
-                              for i in range(df_var.shape[1])
-                              for j in range(i + 1, df_var.shape[1])
-                              if abs(correlation_matrix[i, j]) > threshold and abs(correlation_matrix[i, j]) < 1.0]
-    high_correlation_pairs = [(var1, var2) for var1, var2 in high_correlation_pairs if var1 != var2]
+    high_correlation_pairs = [
+        (df_var.columns[i], df_var.columns[j])
+        for i in range(df_var.shape[1])
+        for j in range(i + 1, df_var.shape[1])
+        if abs(correlation_matrix[i, j]) > threshold
+        and abs(correlation_matrix[i, j]) < 1.0
+    ]
+    high_correlation_pairs = [
+        (var1, var2) for var1, var2 in high_correlation_pairs if var1 != var2
+    ]
 
     removed = set()
-    print(f"Highly correlated pairs: {high_correlation_pairs}, second elements will be dropped")
+    print(
+        f"Highly correlated pairs: {high_correlation_pairs}, second elements will be dropped"
+    )
     for var1, var2 in high_correlation_pairs:
         assert var2 in df_var.columns
     for var1, var2 in high_correlation_pairs:
         if var2 in df_var.columns:
             removed.add(var2)
-            df_var.drop(var2, axis =1, inplace=True)
+            df_var.drop(var2, axis=1, inplace=True)
 
     result = pd.concat([df.iloc[:, :2], df_var], axis=1)
     print(f"Removed {removed} due to correlation > {threshold}")
     return result
 
 
-
 def prep_wide_data_for_inference(
     outcome_dataset: str, intervention_dataset: str, forward_shift: int
 ):
@@ -115,7 +121,7 @@ def prep_wide_data_for_inference(
             )
 
     f_covariates_joint = drop_high_correlation(f_covariates_joint)
-    
+
     assert f_covariates_joint["GeoFIPS"].equals(intervention["GeoFIPS"])
 
     # extract data for which intervention and outcome overlap
@@ -198,7 +204,7 @@ def prep_wide_data_for_inference(
         "y": y,
         "years_available": years_available,
         "outcome_years": outcome_years_to_keep,
-        "covariates_df": f_covariates_joint
+        "covariates_df": f_covariates_joint,
     }
 
 

diff --git a/cities/modeling/training_pipeline.py b/cities/modeling/training_pipeline.py
@@ -84,7 +84,7 @@
                 remaining -= 1
                 logging.info(
                     f"Training of {guide_name} completed in {duration:.2f} seconds. "
-                    f"{remaining} out of {N_combinations} guides remain to be trained."
+                    f"{int(remaining)} out of {N_combinations} guides remain to be trained."
                 )
 
 logging.info("All guides are now available.")
diff --git a/data/model_guides/.training.log b/data/model_guides/.training.log
diff --git a/data/model_guides/spending_HHS_gdp_1_guide.pkl b/data/model_guides/spending_HHS_gdp_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_gdp_1_params.pth b/data/model_guides/spending_HHS_gdp_1_params.pth
diff --git a/data/model_guides/spending_HHS_gdp_2_guide.pkl b/data/model_guides/spending_HHS_gdp_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_gdp_2_params.pth b/data/model_guides/spending_HHS_gdp_2_params.pth
diff --git a/data/model_guides/spending_HHS_gdp_3_guide.pkl b/data/model_guides/spending_HHS_gdp_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_gdp_3_params.pth b/data/model_guides/spending_HHS_gdp_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_accommodation_food_services_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_accommodation_food_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_accommodation_food_services_total_1_params.pth b/data/model_guides/spending_HHS_industry_accommodation_food_services_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_accommodation_food_services_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_accommodation_food_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_accommodation_food_services_total_2_params.pth b/data/model_guides/spending_HHS_industry_accommodation_food_services_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_accommodation_food_services_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_accommodation_food_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_accommodation_food_services_total_3_params.pth b/data/model_guides/spending_HHS_industry_accommodation_food_services_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_admin_support_services_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_admin_support_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_admin_support_services_total_1_params.pth b/data/model_guides/spending_HHS_industry_admin_support_services_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_admin_support_services_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_admin_support_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_admin_support_services_total_2_params.pth b/data/model_guides/spending_HHS_industry_admin_support_services_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_admin_support_services_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_admin_support_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_admin_support_services_total_3_params.pth b/data/model_guides/spending_HHS_industry_admin_support_services_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_agriculture_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_agriculture_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_agriculture_total_1_params.pth b/data/model_guides/spending_HHS_industry_agriculture_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_agriculture_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_agriculture_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_agriculture_total_2_params.pth b/data/model_guides/spending_HHS_industry_agriculture_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_agriculture_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_agriculture_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_agriculture_total_3_params.pth b/data/model_guides/spending_HHS_industry_agriculture_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_arts_recreation_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_arts_recreation_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_arts_recreation_total_1_params.pth b/data/model_guides/spending_HHS_industry_arts_recreation_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_arts_recreation_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_arts_recreation_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_arts_recreation_total_2_params.pth b/data/model_guides/spending_HHS_industry_arts_recreation_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_arts_recreation_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_arts_recreation_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_arts_recreation_total_3_params.pth b/data/model_guides/spending_HHS_industry_arts_recreation_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_construction_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_construction_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_construction_total_1_params.pth b/data/model_guides/spending_HHS_industry_construction_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_construction_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_construction_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_construction_total_2_params.pth b/data/model_guides/spending_HHS_industry_construction_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_construction_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_construction_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_construction_total_3_params.pth b/data/model_guides/spending_HHS_industry_construction_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_educational_services_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_educational_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_educational_services_total_1_params.pth b/data/model_guides/spending_HHS_industry_educational_services_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_educational_services_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_educational_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_educational_services_total_2_params.pth b/data/model_guides/spending_HHS_industry_educational_services_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_educational_services_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_educational_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_educational_services_total_3_params.pth b/data/model_guides/spending_HHS_industry_educational_services_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_finance_insurance_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_finance_insurance_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_finance_insurance_total_1_params.pth b/data/model_guides/spending_HHS_industry_finance_insurance_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_finance_insurance_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_finance_insurance_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_finance_insurance_total_2_params.pth b/data/model_guides/spending_HHS_industry_finance_insurance_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_finance_insurance_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_finance_insurance_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_finance_insurance_total_3_params.pth b/data/model_guides/spending_HHS_industry_finance_insurance_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_healthcare_social_services_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_healthcare_social_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_healthcare_social_services_total_1_params.pth b/data/model_guides/spending_HHS_industry_healthcare_social_services_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_healthcare_social_services_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_healthcare_social_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_healthcare_social_services_total_2_params.pth b/data/model_guides/spending_HHS_industry_healthcare_social_services_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_healthcare_social_services_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_healthcare_social_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_healthcare_social_services_total_3_params.pth b/data/model_guides/spending_HHS_industry_healthcare_social_services_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_information_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_information_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_information_total_1_params.pth b/data/model_guides/spending_HHS_industry_information_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_information_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_information_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_information_total_2_params.pth b/data/model_guides/spending_HHS_industry_information_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_information_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_information_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_information_total_3_params.pth b/data/model_guides/spending_HHS_industry_information_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_management_enterprises_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_management_enterprises_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_management_enterprises_total_1_params.pth b/data/model_guides/spending_HHS_industry_management_enterprises_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_management_enterprises_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_management_enterprises_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_management_enterprises_total_2_params.pth b/data/model_guides/spending_HHS_industry_management_enterprises_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_management_enterprises_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_management_enterprises_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_management_enterprises_total_3_params.pth b/data/model_guides/spending_HHS_industry_management_enterprises_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_manufacturing_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_manufacturing_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_manufacturing_total_1_params.pth b/data/model_guides/spending_HHS_industry_manufacturing_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_manufacturing_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_manufacturing_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_manufacturing_total_2_params.pth b/data/model_guides/spending_HHS_industry_manufacturing_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_manufacturing_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_manufacturing_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_manufacturing_total_3_params.pth b/data/model_guides/spending_HHS_industry_manufacturing_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_mining_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_mining_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_mining_total_1_params.pth b/data/model_guides/spending_HHS_industry_mining_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_mining_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_mining_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_mining_total_2_params.pth b/data/model_guides/spending_HHS_industry_mining_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_mining_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_mining_total_3_guide.pkl
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diff --git a/data/model_guides/spending_HHS_industry_other_services_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_other_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_other_services_total_1_params.pth b/data/model_guides/spending_HHS_industry_other_services_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_other_services_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_other_services_total_2_guide.pkl
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diff --git a/data/model_guides/spending_HHS_industry_other_services_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_other_services_total_3_guide.pkl
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diff --git a/data/model_guides/spending_HHS_industry_professional_services_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_professional_services_total_1_guide.pkl
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diff --git a/data/model_guides/spending_HHS_industry_public_administration_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_public_administration_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_public_administration_total_1_params.pth b/data/model_guides/spending_HHS_industry_public_administration_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_public_administration_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_public_administration_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_public_administration_total_2_params.pth b/data/model_guides/spending_HHS_industry_public_administration_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_public_administration_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_public_administration_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_public_administration_total_3_params.pth b/data/model_guides/spending_HHS_industry_public_administration_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_real_estate_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_real_estate_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_real_estate_total_1_params.pth b/data/model_guides/spending_HHS_industry_real_estate_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_real_estate_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_real_estate_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_real_estate_total_2_params.pth b/data/model_guides/spending_HHS_industry_real_estate_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_real_estate_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_real_estate_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_real_estate_total_3_params.pth b/data/model_guides/spending_HHS_industry_real_estate_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_retail_trade_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_retail_trade_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_retail_trade_total_1_params.pth b/data/model_guides/spending_HHS_industry_retail_trade_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_retail_trade_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_retail_trade_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_retail_trade_total_2_params.pth b/data/model_guides/spending_HHS_industry_retail_trade_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_retail_trade_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_retail_trade_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_retail_trade_total_3_params.pth b/data/model_guides/spending_HHS_industry_retail_trade_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_transportation_warehousing_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_transportation_warehousing_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_transportation_warehousing_total_1_params.pth b/data/model_guides/spending_HHS_industry_transportation_warehousing_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_transportation_warehousing_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_transportation_warehousing_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_transportation_warehousing_total_2_params.pth b/data/model_guides/spending_HHS_industry_transportation_warehousing_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_transportation_warehousing_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_transportation_warehousing_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_transportation_warehousing_total_3_params.pth b/data/model_guides/spending_HHS_industry_transportation_warehousing_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_utilities_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_utilities_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_utilities_total_1_params.pth b/data/model_guides/spending_HHS_industry_utilities_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_utilities_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_utilities_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_utilities_total_2_params.pth b/data/model_guides/spending_HHS_industry_utilities_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_utilities_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_utilities_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_utilities_total_3_params.pth b/data/model_guides/spending_HHS_industry_utilities_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_industry_wholesale_trade_total_1_guide.pkl b/data/model_guides/spending_HHS_industry_wholesale_trade_total_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_wholesale_trade_total_1_params.pth b/data/model_guides/spending_HHS_industry_wholesale_trade_total_1_params.pth
diff --git a/data/model_guides/spending_HHS_industry_wholesale_trade_total_2_guide.pkl b/data/model_guides/spending_HHS_industry_wholesale_trade_total_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_wholesale_trade_total_2_params.pth b/data/model_guides/spending_HHS_industry_wholesale_trade_total_2_params.pth
diff --git a/data/model_guides/spending_HHS_industry_wholesale_trade_total_3_guide.pkl b/data/model_guides/spending_HHS_industry_wholesale_trade_total_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_industry_wholesale_trade_total_3_params.pth b/data/model_guides/spending_HHS_industry_wholesale_trade_total_3_params.pth
diff --git a/data/model_guides/spending_HHS_medianHouseholdIncome_1_guide.pkl b/data/model_guides/spending_HHS_medianHouseholdIncome_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_medianHouseholdIncome_1_params.pth b/data/model_guides/spending_HHS_medianHouseholdIncome_1_params.pth
diff --git a/data/model_guides/spending_HHS_medianHouseholdIncome_2_guide.pkl b/data/model_guides/spending_HHS_medianHouseholdIncome_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_medianHouseholdIncome_2_params.pth b/data/model_guides/spending_HHS_medianHouseholdIncome_2_params.pth
diff --git a/data/model_guides/spending_HHS_medianHouseholdIncome_3_guide.pkl b/data/model_guides/spending_HHS_medianHouseholdIncome_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_medianHouseholdIncome_3_params.pth b/data/model_guides/spending_HHS_medianHouseholdIncome_3_params.pth
diff --git a/data/model_guides/spending_HHS_population_1_guide.pkl b/data/model_guides/spending_HHS_population_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_population_1_params.pth b/data/model_guides/spending_HHS_population_1_params.pth
diff --git a/data/model_guides/spending_HHS_population_2_guide.pkl b/data/model_guides/spending_HHS_population_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_population_2_params.pth b/data/model_guides/spending_HHS_population_2_params.pth
diff --git a/data/model_guides/spending_HHS_population_3_guide.pkl b/data/model_guides/spending_HHS_population_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_population_3_params.pth b/data/model_guides/spending_HHS_population_3_params.pth
diff --git a/data/model_guides/spending_HHS_population_density_1_guide.pkl b/data/model_guides/spending_HHS_population_density_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_population_density_1_params.pth b/data/model_guides/spending_HHS_population_density_1_params.pth
diff --git a/data/model_guides/spending_HHS_population_density_2_guide.pkl b/data/model_guides/spending_HHS_population_density_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_population_density_2_params.pth b/data/model_guides/spending_HHS_population_density_2_params.pth
diff --git a/data/model_guides/spending_HHS_population_density_3_guide.pkl b/data/model_guides/spending_HHS_population_density_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_population_density_3_params.pth b/data/model_guides/spending_HHS_population_density_3_params.pth
diff --git a/data/model_guides/spending_HHS_povertyAll_1_guide.pkl b/data/model_guides/spending_HHS_povertyAll_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyAll_1_params.pth b/data/model_guides/spending_HHS_povertyAll_1_params.pth
diff --git a/data/model_guides/spending_HHS_povertyAll_2_guide.pkl b/data/model_guides/spending_HHS_povertyAll_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyAll_2_params.pth b/data/model_guides/spending_HHS_povertyAll_2_params.pth
diff --git a/data/model_guides/spending_HHS_povertyAll_3_guide.pkl b/data/model_guides/spending_HHS_povertyAll_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyAll_3_params.pth b/data/model_guides/spending_HHS_povertyAll_3_params.pth
diff --git a/data/model_guides/spending_HHS_povertyAllprct_1_guide.pkl b/data/model_guides/spending_HHS_povertyAllprct_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyAllprct_1_params.pth b/data/model_guides/spending_HHS_povertyAllprct_1_params.pth
diff --git a/data/model_guides/spending_HHS_povertyAllprct_2_guide.pkl b/data/model_guides/spending_HHS_povertyAllprct_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyAllprct_2_params.pth b/data/model_guides/spending_HHS_povertyAllprct_2_params.pth
diff --git a/data/model_guides/spending_HHS_povertyAllprct_3_guide.pkl b/data/model_guides/spending_HHS_povertyAllprct_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyAllprct_3_params.pth b/data/model_guides/spending_HHS_povertyAllprct_3_params.pth
diff --git a/data/model_guides/spending_HHS_povertyUnder18_1_guide.pkl b/data/model_guides/spending_HHS_povertyUnder18_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyUnder18_1_params.pth b/data/model_guides/spending_HHS_povertyUnder18_1_params.pth
diff --git a/data/model_guides/spending_HHS_povertyUnder18_2_guide.pkl b/data/model_guides/spending_HHS_povertyUnder18_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyUnder18_2_params.pth b/data/model_guides/spending_HHS_povertyUnder18_2_params.pth
diff --git a/data/model_guides/spending_HHS_povertyUnder18_3_guide.pkl b/data/model_guides/spending_HHS_povertyUnder18_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyUnder18_3_params.pth b/data/model_guides/spending_HHS_povertyUnder18_3_params.pth
diff --git a/data/model_guides/spending_HHS_povertyUnder18prct_1_guide.pkl b/data/model_guides/spending_HHS_povertyUnder18prct_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyUnder18prct_1_params.pth b/data/model_guides/spending_HHS_povertyUnder18prct_1_params.pth
diff --git a/data/model_guides/spending_HHS_povertyUnder18prct_2_guide.pkl b/data/model_guides/spending_HHS_povertyUnder18prct_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyUnder18prct_2_params.pth b/data/model_guides/spending_HHS_povertyUnder18prct_2_params.pth
diff --git a/data/model_guides/spending_HHS_povertyUnder18prct_3_guide.pkl b/data/model_guides/spending_HHS_povertyUnder18prct_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_povertyUnder18prct_3_params.pth b/data/model_guides/spending_HHS_povertyUnder18prct_3_params.pth
diff --git a/data/model_guides/spending_HHS_unemployment_rate_1_guide.pkl b/data/model_guides/spending_HHS_unemployment_rate_1_guide.pkl
diff --git a/data/model_guides/spending_HHS_unemployment_rate_1_params.pth b/data/model_guides/spending_HHS_unemployment_rate_1_params.pth
diff --git a/data/model_guides/spending_HHS_unemployment_rate_2_guide.pkl b/data/model_guides/spending_HHS_unemployment_rate_2_guide.pkl
diff --git a/data/model_guides/spending_HHS_unemployment_rate_2_params.pth b/data/model_guides/spending_HHS_unemployment_rate_2_params.pth
diff --git a/data/model_guides/spending_HHS_unemployment_rate_3_guide.pkl b/data/model_guides/spending_HHS_unemployment_rate_3_guide.pkl
diff --git a/data/model_guides/spending_HHS_unemployment_rate_3_params.pth b/data/model_guides/spending_HHS_unemployment_rate_3_params.pth
diff --git a/data/model_guides/spending_commerce_gdp_1_guide.pkl b/data/model_guides/spending_commerce_gdp_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_gdp_1_params.pth b/data/model_guides/spending_commerce_gdp_1_params.pth
diff --git a/data/model_guides/spending_commerce_gdp_2_guide.pkl b/data/model_guides/spending_commerce_gdp_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_gdp_2_params.pth b/data/model_guides/spending_commerce_gdp_2_params.pth
diff --git a/data/model_guides/spending_commerce_gdp_3_guide.pkl b/data/model_guides/spending_commerce_gdp_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_gdp_3_params.pth b/data/model_guides/spending_commerce_gdp_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_accommodation_food_services_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_accommodation_food_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_accommodation_food_services_total_1_params.pth b/data/model_guides/spending_commerce_industry_accommodation_food_services_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_accommodation_food_services_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_accommodation_food_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_accommodation_food_services_total_2_params.pth b/data/model_guides/spending_commerce_industry_accommodation_food_services_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_accommodation_food_services_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_accommodation_food_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_accommodation_food_services_total_3_params.pth b/data/model_guides/spending_commerce_industry_accommodation_food_services_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_admin_support_services_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_admin_support_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_admin_support_services_total_1_params.pth b/data/model_guides/spending_commerce_industry_admin_support_services_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_admin_support_services_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_admin_support_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_admin_support_services_total_2_params.pth b/data/model_guides/spending_commerce_industry_admin_support_services_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_admin_support_services_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_admin_support_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_admin_support_services_total_3_params.pth b/data/model_guides/spending_commerce_industry_admin_support_services_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_agriculture_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_agriculture_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_agriculture_total_1_params.pth b/data/model_guides/spending_commerce_industry_agriculture_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_agriculture_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_agriculture_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_agriculture_total_2_params.pth b/data/model_guides/spending_commerce_industry_agriculture_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_agriculture_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_agriculture_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_agriculture_total_3_params.pth b/data/model_guides/spending_commerce_industry_agriculture_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_arts_recreation_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_arts_recreation_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_arts_recreation_total_1_params.pth b/data/model_guides/spending_commerce_industry_arts_recreation_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_arts_recreation_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_arts_recreation_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_arts_recreation_total_2_params.pth b/data/model_guides/spending_commerce_industry_arts_recreation_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_arts_recreation_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_arts_recreation_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_arts_recreation_total_3_params.pth b/data/model_guides/spending_commerce_industry_arts_recreation_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_construction_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_construction_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_construction_total_1_params.pth b/data/model_guides/spending_commerce_industry_construction_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_construction_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_construction_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_construction_total_2_params.pth b/data/model_guides/spending_commerce_industry_construction_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_construction_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_construction_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_construction_total_3_params.pth b/data/model_guides/spending_commerce_industry_construction_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_educational_services_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_educational_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_educational_services_total_1_params.pth b/data/model_guides/spending_commerce_industry_educational_services_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_educational_services_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_educational_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_educational_services_total_2_params.pth b/data/model_guides/spending_commerce_industry_educational_services_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_educational_services_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_educational_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_educational_services_total_3_params.pth b/data/model_guides/spending_commerce_industry_educational_services_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_finance_insurance_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_finance_insurance_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_finance_insurance_total_1_params.pth b/data/model_guides/spending_commerce_industry_finance_insurance_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_finance_insurance_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_finance_insurance_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_finance_insurance_total_2_params.pth b/data/model_guides/spending_commerce_industry_finance_insurance_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_finance_insurance_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_finance_insurance_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_finance_insurance_total_3_params.pth b/data/model_guides/spending_commerce_industry_finance_insurance_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_healthcare_social_services_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_healthcare_social_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_healthcare_social_services_total_1_params.pth b/data/model_guides/spending_commerce_industry_healthcare_social_services_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_healthcare_social_services_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_healthcare_social_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_healthcare_social_services_total_2_params.pth b/data/model_guides/spending_commerce_industry_healthcare_social_services_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_healthcare_social_services_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_healthcare_social_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_healthcare_social_services_total_3_params.pth b/data/model_guides/spending_commerce_industry_healthcare_social_services_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_information_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_information_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_information_total_1_params.pth b/data/model_guides/spending_commerce_industry_information_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_information_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_information_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_information_total_2_params.pth b/data/model_guides/spending_commerce_industry_information_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_information_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_information_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_information_total_3_params.pth b/data/model_guides/spending_commerce_industry_information_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_management_enterprises_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_management_enterprises_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_management_enterprises_total_1_params.pth b/data/model_guides/spending_commerce_industry_management_enterprises_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_management_enterprises_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_management_enterprises_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_management_enterprises_total_2_params.pth b/data/model_guides/spending_commerce_industry_management_enterprises_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_management_enterprises_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_management_enterprises_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_management_enterprises_total_3_params.pth b/data/model_guides/spending_commerce_industry_management_enterprises_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_manufacturing_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_manufacturing_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_manufacturing_total_1_params.pth b/data/model_guides/spending_commerce_industry_manufacturing_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_manufacturing_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_manufacturing_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_manufacturing_total_2_params.pth b/data/model_guides/spending_commerce_industry_manufacturing_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_manufacturing_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_manufacturing_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_manufacturing_total_3_params.pth b/data/model_guides/spending_commerce_industry_manufacturing_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_mining_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_mining_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_mining_total_1_params.pth b/data/model_guides/spending_commerce_industry_mining_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_mining_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_mining_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_mining_total_2_params.pth b/data/model_guides/spending_commerce_industry_mining_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_mining_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_mining_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_mining_total_3_params.pth b/data/model_guides/spending_commerce_industry_mining_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_other_services_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_other_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_other_services_total_1_params.pth b/data/model_guides/spending_commerce_industry_other_services_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_other_services_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_other_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_other_services_total_2_params.pth b/data/model_guides/spending_commerce_industry_other_services_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_other_services_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_other_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_other_services_total_3_params.pth b/data/model_guides/spending_commerce_industry_other_services_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_professional_services_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_professional_services_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_professional_services_total_1_params.pth b/data/model_guides/spending_commerce_industry_professional_services_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_professional_services_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_professional_services_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_professional_services_total_2_params.pth b/data/model_guides/spending_commerce_industry_professional_services_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_professional_services_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_professional_services_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_professional_services_total_3_params.pth b/data/model_guides/spending_commerce_industry_professional_services_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_public_administration_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_public_administration_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_public_administration_total_1_params.pth b/data/model_guides/spending_commerce_industry_public_administration_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_public_administration_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_public_administration_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_public_administration_total_2_params.pth b/data/model_guides/spending_commerce_industry_public_administration_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_public_administration_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_public_administration_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_public_administration_total_3_params.pth b/data/model_guides/spending_commerce_industry_public_administration_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_real_estate_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_real_estate_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_real_estate_total_1_params.pth b/data/model_guides/spending_commerce_industry_real_estate_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_real_estate_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_real_estate_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_real_estate_total_2_params.pth b/data/model_guides/spending_commerce_industry_real_estate_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_real_estate_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_real_estate_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_real_estate_total_3_params.pth b/data/model_guides/spending_commerce_industry_real_estate_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_retail_trade_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_retail_trade_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_retail_trade_total_1_params.pth b/data/model_guides/spending_commerce_industry_retail_trade_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_retail_trade_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_retail_trade_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_retail_trade_total_2_params.pth b/data/model_guides/spending_commerce_industry_retail_trade_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_retail_trade_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_retail_trade_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_retail_trade_total_3_params.pth b/data/model_guides/spending_commerce_industry_retail_trade_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_transportation_warehousing_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_transportation_warehousing_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_transportation_warehousing_total_1_params.pth b/data/model_guides/spending_commerce_industry_transportation_warehousing_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_transportation_warehousing_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_transportation_warehousing_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_transportation_warehousing_total_2_params.pth b/data/model_guides/spending_commerce_industry_transportation_warehousing_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_transportation_warehousing_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_transportation_warehousing_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_transportation_warehousing_total_3_params.pth b/data/model_guides/spending_commerce_industry_transportation_warehousing_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_utilities_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_utilities_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_utilities_total_1_params.pth b/data/model_guides/spending_commerce_industry_utilities_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_utilities_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_utilities_total_2_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_utilities_total_2_params.pth b/data/model_guides/spending_commerce_industry_utilities_total_2_params.pth
diff --git a/data/model_guides/spending_commerce_industry_utilities_total_3_guide.pkl b/data/model_guides/spending_commerce_industry_utilities_total_3_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_utilities_total_3_params.pth b/data/model_guides/spending_commerce_industry_utilities_total_3_params.pth
diff --git a/data/model_guides/spending_commerce_industry_wholesale_trade_total_1_guide.pkl b/data/model_guides/spending_commerce_industry_wholesale_trade_total_1_guide.pkl
diff --git a/data/model_guides/spending_commerce_industry_wholesale_trade_total_1_params.pth b/data/model_guides/spending_commerce_industry_wholesale_trade_total_1_params.pth
diff --git a/data/model_guides/spending_commerce_industry_wholesale_trade_total_2_guide.pkl b/data/model_guides/spending_commerce_industry_wholesale_trade_total_2_guide.pkl