From e4f4d754d125b9e33f803ea44877044be8e60535 Mon Sep 17 00:00:00 2001
From: Sweaty Handshake <william.ridgeway@cookcountyil.gov>
Date: Fri, 30 Jan 2026 17:57:10 +0000
Subject: [PATCH 1/7] Fix second pin with bad nbhd

---
 params.yaml          | 4 ++--
 pipeline/00-ingest.R | 1 +
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/params.yaml b/params.yaml
index 9ca885a8..fcdc3a16 100644
--- a/params.yaml
+++ b/params.yaml
@@ -15,7 +15,7 @@ run_type: "test"
 
 # Note included with each run. Use this to summarize what changed about the run
 # or add context
-run_note: Testing 2026 baseline model with updated parameters
+run_note: Potential residential baseline with SHAP values and DVC path update
 
 toggle:
   # Should the train stage run full cross-validation? Otherwise, the model
@@ -27,7 +27,7 @@ toggle:
   shap_enable: true
 
   # Should comps be calculated for this run in the interpret stage?
-  comp_enable: true
+  comp_enable: false
 
   # Upload all modeling artifacts and results to S3 in the upload stage. Set
   # to false if you are not a CCAO employee
diff --git a/pipeline/00-ingest.R b/pipeline/00-ingest.R
index 13031fd9..ef517f65 100644
--- a/pipeline/00-ingest.R
+++ b/pipeline/00-ingest.R
@@ -158,6 +158,7 @@ assessment_data <- assessment_data %>%
   mutate(
     meta_nbhd_code = case_when(
       meta_pin == "30172130150000" ~ "37061",
+      meta_pin == "15024050110000" ~ "33020",
       TRUE ~ meta_nbhd_code
     )
   )

From e3d113d6f0965e725d6a7fb1599525c1ed5fadd6 Mon Sep 17 00:00:00 2001
From: Sweaty Handshake <william.ridgeway@cookcountyil.gov>
Date: Sat, 31 Jan 2026 05:00:46 +0000
Subject: [PATCH 2/7] DVC

---
 dvc.lock | 354 ++++++++++++++++++++++++++-----------------------------
 1 file changed, 169 insertions(+), 185 deletions(-)

diff --git a/dvc.lock b/dvc.lock
index 52faab73..9bf85abb 100755
--- a/dvc.lock
+++ b/dvc.lock
@@ -5,25 +5,24 @@ stages:
     deps:
     - path: pipeline/00-ingest.R
       hash: md5
-      md5: c4ceb95f9f3886c99bb7517d65208957
-      size: 22881
+      md5: ccf3c4f2bf27ebfc99bcc0c67cfed6e2
+      size: 23623
     params:
       params.yaml:
         assessment:
-          year: '2025'
-          date: '2025-01-01'
-          triad: north
+          year: '2026'
+          date: '2026-01-01'
+          triad: south
           group: residential
-          data_year: '2024'
-          working_year: '2025'
+          data_year: '2025'
+          working_year: '2026'
         input:
-          min_sale_year: '2016'
-          max_sale_year: '2024'
+          min_sale_year: '2017'
+          max_sale_year: '2025'
           n_years_prior: 4
           complex:
             match_exact:
             - meta_township_code
-            - meta_class
             - char_bsmt
             - char_gar1_size
             - char_attic_fnsh
@@ -38,35 +37,35 @@ stages:
     outs:
     - path: input/assessment_data.parquet
       hash: md5
-      md5: 5bddc7898ab32b5d082fd7acc9cb39c3
-      size: 420008988
+      md5: 60f5b7cc68ceeab707858a7871b8bfc4
+      size: 417802563
     - path: input/char_data.parquet
       hash: md5
-      md5: c82b16c142a14cd3b3e1f9c57012db83
-      size: 842953864
+      md5: 14a026467d22ed32a3f24f781d68beed
+      size: 840964967
     - path: input/complex_id_data.parquet
       hash: md5
-      md5: 1a6b5a11c589b520343c7badb111644b
-      size: 709841
+      md5: 91d9288386f3ecc1f33cff36374b83cc
+      size: 705254
     - path: input/hie_data.parquet
       hash: md5
-      md5: 33b8b10dd555d63498010dc05ca3f00e
-      size: 1924357
+      md5: 318735b517d9063a987e70184f94c317
+      size: 1917890
     - path: input/land_nbhd_rate_data.parquet
       hash: md5
-      md5: 5fe80edfabdfac91efe888a25ee4051c
-      size: 6019
+      md5: b4cfaf3d4a35c250990752024a88f3bb
+      size: 5709
     - path: input/training_data.parquet
       hash: md5
-      md5: 4146491d9160905569e67ade97610c69
-      size: 205524817
+      md5: 7607bb752c90d002fe2bca18450dcaea
+      size: 197685758
   train:
     cmd: Rscript pipeline/01-train.R
     deps:
     - path: input/training_data.parquet
       hash: md5
-      md5: 3156fd30394ae3fb9eda7e0d0176ab2f
-      size: 208501951
+      md5: 7607bb752c90d002fe2bca18450dcaea
+      size: 197685758
     - path: pipeline/01-train.R
       hash: md5
       md5: 46115d48cf066d35b0db14dc13a8d9b3
@@ -211,7 +210,6 @@ stages:
           - prox_nearest_road_highway_dist_ft
           - prox_nearest_road_arterial_dist_ft
           - prox_nearest_road_collector_dist_ft
-          - prox_nearest_road_highway_daily_traffic
           - prox_nearest_road_arterial_daily_traffic
           - prox_nearest_road_collector_daily_traffic
           - prox_nearest_new_construction_dist_ft
@@ -233,8 +231,6 @@ stages:
           - acs5_median_household_renter_occupied_gross_rent
           - acs5_percent_household_owner_occupied
           - other_tax_bill_rate
-          - other_school_district_elementary_avg_rating
-          - other_school_district_secondary_avg_rating
           - time_sale_year
           - time_sale_day
           - time_sale_quarter_of_year
@@ -279,13 +275,13 @@ stages:
           - meta_class
           - meta_card_num
           - meta_sale_document_num
-        model.seed: 2024
+        model.seed: 2026
         model.verbose: -1
         ratio_study:
-          far_year: '2021'
+          far_year: '2023'
           far_stage: board
           far_column: meta_2yr_pri_board_tot
-          near_year: '2023'
+          near_year: '2025'
           near_stage: certified
           near_column: meta_certified_tot
           min_n_sales: 30
@@ -307,72 +303,72 @@ stages:
     outs:
     - path: output/intermediate/timing/model_timing_train.parquet
       hash: md5
-      md5: 718355a0a97646ada3839b423fa6f505
-      size: 2494
+      md5: ab4703efa93fd4ac5dd0df7a77389835
+      size: 2489
     - path: output/parameter_final/model_parameter_final.parquet
       hash: md5
-      md5: 42d5e8030cef68b122116608d206756a
+      md5: fb992eb468be163cefb9b7e81fc2daa3
       size: 6403
     - path: output/parameter_range/model_parameter_range.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
+      md5: b378f8ae73167478032391c6cdd3bbad
       size: 501
     - path: output/parameter_search/model_parameter_search.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
+      md5: b378f8ae73167478032391c6cdd3bbad
       size: 501
     - path: output/test_card/model_test_card.parquet
       hash: md5
-      md5: 2c849fe0de354d762fb6bd7cc9527b3c
-      size: 2252194
+      md5: 6df8726fb679dec4b20c703f85a59167
+      size: 2051638
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 4f474f2031e275bc6af6fed5ac84cf11
-      size: 11819090
+      md5: 405696b018dbf0e80f6aa718dc8bff13
+      size: 11747516
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: 94a53f083b777c19b0259fe20b02dc47
-      size: 1981143
+      md5: e17d27504574ce8ddd5eb486d9a929af
+      size: 43614
   assess:
     cmd: Rscript pipeline/02-assess.R
     deps:
     - path: input/assessment_data.parquet
       hash: md5
-      md5: cecaf4aee89d2269bd059f536e611101
-      size: 425453415
+      md5: 60f5b7cc68ceeab707858a7871b8bfc4
+      size: 417802563
     - path: input/complex_id_data.parquet
       hash: md5
-      md5: 835be789fc9ef09f3bfa1d5c8465f6e6
-      size: 704175
+      md5: 91d9288386f3ecc1f33cff36374b83cc
+      size: 705254
     - path: input/land_nbhd_rate_data.parquet
       hash: md5
-      md5: f3ec9627322bd271bf2957b7388aaa34
-      size: 3873
+      md5: b4cfaf3d4a35c250990752024a88f3bb
+      size: 5709
     - path: input/training_data.parquet
       hash: md5
-      md5: 3156fd30394ae3fb9eda7e0d0176ab2f
-      size: 208501951
+      md5: 7607bb752c90d002fe2bca18450dcaea
+      size: 197685758
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 4f474f2031e275bc6af6fed5ac84cf11
-      size: 11819090
+      md5: 405696b018dbf0e80f6aa718dc8bff13
+      size: 11747516
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: 94a53f083b777c19b0259fe20b02dc47
-      size: 1981143
+      md5: e17d27504574ce8ddd5eb486d9a929af
+      size: 43614
     - path: pipeline/02-assess.R
       hash: md5
-      md5: 8ad109ba91182b164db83c67a7f097e9
-      size: 22671
+      md5: dfd02c27b923634010a7723ba679efb3
+      size: 23253
     params:
       params.yaml:
         assessment:
-          year: '2024'
-          date: '2024-01-01'
-          triad: north
+          year: '2026'
+          date: '2026-01-01'
+          triad: south
           group: residential
-          data_year: '2023'
-          working_year: '2025'
+          data_year: '2025'
+          working_year: '2026'
         model.predictor.all:
         - meta_township_code
         - meta_nbhd_code
@@ -434,7 +430,6 @@ stages:
         - prox_nearest_road_highway_dist_ft
         - prox_nearest_road_arterial_dist_ft
         - prox_nearest_road_collector_dist_ft
-        - prox_nearest_road_highway_daily_traffic
         - prox_nearest_road_arterial_daily_traffic
         - prox_nearest_road_collector_daily_traffic
         - prox_nearest_new_construction_dist_ft
@@ -456,8 +451,6 @@ stages:
         - acs5_median_household_renter_occupied_gross_rent
         - acs5_percent_household_owner_occupied
         - other_tax_bill_rate
-        - other_school_district_elementary_avg_rating
-        - other_school_district_secondary_avg_rating
         - time_sale_year
         - time_sale_day
         - time_sale_quarter_of_year
@@ -473,7 +466,6 @@ stages:
         - shp_parcel_mrr_side_ratio
         - shp_parcel_num_vertices
         pv:
-          multicard_yoy_cap: 2.2
           land_pct_of_total_cap: 0.5
           round_break:
           - 1000
@@ -486,10 +478,10 @@ stages:
           - 10000
           round_type: floor
         ratio_study:
-          far_year: '2021'
+          far_year: '2023'
           far_stage: board
           far_column: meta_2yr_pri_board_tot
-          near_year: '2023'
+          near_year: '2025'
           near_stage: certified
           near_column: meta_certified_tot
           min_n_sales: 30
@@ -510,27 +502,27 @@ stages:
     outs:
     - path: output/assessment_card/model_assessment_card.parquet
       hash: md5
-      md5: 92b7958bedd436e99cc3c891ad08acc1
-      size: 279676461
+      md5: 8a9b690aa3bbee1928d8850a70a682fa
+      size: 279246803
     - path: output/assessment_pin/model_assessment_pin.parquet
       hash: md5
-      md5: 45652e2a5f56ba388adee4fbbc0ed097
-      size: 113678976
+      md5: 25a5a85c12861fcb46f2bc102da36e6d
+      size: 111455820
     - path: output/intermediate/timing/model_timing_assess.parquet
       hash: md5
-      md5: c24ab596c68f5d85bc9840693913592b
+      md5: e211455db205ea0b488b4059e94b0470
       size: 2494
   evaluate:
     cmd: Rscript pipeline/03-evaluate.R
     deps:
     - path: output/assessment_pin/model_assessment_pin.parquet
       hash: md5
-      md5: 45652e2a5f56ba388adee4fbbc0ed097
-      size: 113678976
+      md5: 25a5a85c12861fcb46f2bc102da36e6d
+      size: 111455820
     - path: output/test_card/model_test_card.parquet
       hash: md5
-      md5: 2c849fe0de354d762fb6bd7cc9527b3c
-      size: 2252194
+      md5: 6df8726fb679dec4b20c703f85a59167
+      size: 2051638
     - path: pipeline/03-evaluate.R
       hash: md5
       md5: b68f8032a61613e5b2d25829f955f056
@@ -538,17 +530,17 @@ stages:
     params:
       params.yaml:
         assessment:
-          year: '2024'
-          date: '2024-01-01'
-          triad: north
+          year: '2026'
+          date: '2026-01-01'
+          triad: south
           group: residential
-          data_year: '2023'
-          working_year: '2025'
+          data_year: '2025'
+          working_year: '2026'
         ratio_study:
-          far_year: '2021'
+          far_year: '2023'
           far_stage: board
           far_column: meta_2yr_pri_board_tot
-          near_year: '2023'
+          near_year: '2025'
           near_stage: certified
           near_column: meta_certified_tot
           min_n_sales: 30
@@ -569,51 +561,51 @@ stages:
     outs:
     - path: output/intermediate/timing/model_timing_evaluate.parquet
       hash: md5
-      md5: 9b6970f2d37eb392f0749aca46e3cdab
-      size: 2514
+      md5: 9405383fd9a7a4a06fc5261cf059aebe
+      size: 2509
     - path: output/performance/model_performance_assessment.parquet
       hash: md5
-      md5: b97ebb3ee8b84c449808eaa0461ee328
-      size: 2757682
+      md5: 6b567871de025826f0c45a9c459522a3
+      size: 3223587
     - path: output/performance/model_performance_test.parquet
       hash: md5
-      md5: 74e2066197cb5b081a0ce1824053d6ec
-      size: 8435404
+      md5: 65e1ce118af57dbc7b00215759c9c4b0
+      size: 8242775
     - path: output/performance_quantile/model_performance_quantile_assessment.parquet
       hash: md5
-      md5: 1b1b40251eaaff638da9a92c9a6d524c
-      size: 989964
+      md5: a03f4aeb3ae4fa8d909c2984b3a06aa6
+      size: 996667
     - path: output/performance_quantile/model_performance_quantile_test.parquet
       hash: md5
-      md5: 700d46e105a18f8f50c82fcc9835289a
-      size: 4886365
+      md5: faaf52847be5007791cbd08ad16f7987
+      size: 4869214
   interpret:
     cmd: Rscript pipeline/04-interpret.R
     deps:
     - path: input/assessment_data.parquet
       hash: md5
-      md5: cecaf4aee89d2269bd059f536e611101
-      size: 425453415
+      md5: 60f5b7cc68ceeab707858a7871b8bfc4
+      size: 417802563
     - path: input/training_data.parquet
       hash: md5
-      md5: 3156fd30394ae3fb9eda7e0d0176ab2f
-      size: 208501951
+      md5: 7607bb752c90d002fe2bca18450dcaea
+      size: 197685758
     - path: output/assessment_card/model_assessment_card.parquet
       hash: md5
-      md5: 92b7958bedd436e99cc3c891ad08acc1
-      size: 279676461
+      md5: 8a9b690aa3bbee1928d8850a70a682fa
+      size: 279246803
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 4f474f2031e275bc6af6fed5ac84cf11
-      size: 11819090
+      md5: 405696b018dbf0e80f6aa718dc8bff13
+      size: 11747516
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: 94a53f083b777c19b0259fe20b02dc47
-      size: 1981143
+      md5: e17d27504574ce8ddd5eb486d9a929af
+      size: 43614
     - path: pipeline/04-interpret.R
       hash: md5
-      md5: b56862f667b87c72f851ecc836ea4ea5
-      size: 9726
+      md5: c18082f2493a485d5ccc73bdb90ccbc0
+      size: 13562
     params:
       params.yaml:
         model.predictor.all:
@@ -677,7 +669,6 @@ stages:
         - prox_nearest_road_highway_dist_ft
         - prox_nearest_road_arterial_dist_ft
         - prox_nearest_road_collector_dist_ft
-        - prox_nearest_road_highway_daily_traffic
         - prox_nearest_road_arterial_daily_traffic
         - prox_nearest_road_collector_daily_traffic
         - prox_nearest_new_construction_dist_ft
@@ -699,8 +690,6 @@ stages:
         - acs5_median_household_renter_occupied_gross_rent
         - acs5_percent_household_owner_occupied
         - other_tax_bill_rate
-        - other_school_district_elementary_avg_rating
-        - other_school_district_secondary_avg_rating
         - time_sale_year
         - time_sale_day
         - time_sale_quarter_of_year
@@ -716,47 +705,47 @@ stages:
         - shp_parcel_mrr_side_ratio
         - shp_parcel_num_vertices
         toggle.comp_enable: false
-        toggle.shap_enable: false
+        toggle.shap_enable: true
     outs:
     - path: output/comp/model_comp.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
+      md5: b378f8ae73167478032391c6cdd3bbad
       size: 501
     - path: output/feature_importance/model_feature_importance.parquet
       hash: md5
-      md5: 0188f3467e29797ae416937625e38d98
-      size: 8962
+      md5: 8da4d2d33d7dea27517ffd5a82e9521e
+      size: 8613
     - path: output/intermediate/timing/model_timing_interpret.parquet
       hash: md5
-      md5: 609a31970e44ac5a41eca85abef26f44
-      size: 2519
+      md5: c05f55288bb527ee6757313c192326ba
+      size: 2534
     - path: output/shap/model_shap.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
-      size: 501
+      md5: 1db34aa0f8b65dc2a38805bef9966191
+      size: 879610319
   finalize:
     cmd: Rscript pipeline/05-finalize.R
     deps:
     - path: output/intermediate/timing/model_timing_assess.parquet
       hash: md5
-      md5: c24ab596c68f5d85bc9840693913592b
+      md5: e211455db205ea0b488b4059e94b0470
       size: 2494
     - path: output/intermediate/timing/model_timing_evaluate.parquet
       hash: md5
-      md5: 9b6970f2d37eb392f0749aca46e3cdab
-      size: 2514
+      md5: 9405383fd9a7a4a06fc5261cf059aebe
+      size: 2509
     - path: output/intermediate/timing/model_timing_interpret.parquet
       hash: md5
-      md5: 609a31970e44ac5a41eca85abef26f44
-      size: 2519
+      md5: c05f55288bb527ee6757313c192326ba
+      size: 2534
     - path: output/intermediate/timing/model_timing_train.parquet
       hash: md5
-      md5: 718355a0a97646ada3839b423fa6f505
-      size: 2494
+      md5: ab4703efa93fd4ac5dd0df7a77389835
+      size: 2489
     - path: pipeline/05-finalize.R
       hash: md5
-      md5: 69a7cd711d917d38aee5f87a14e29e33
-      size: 7867
+      md5: 8f007737c0127329ad42afad687a1b80
+      size: 7813
     params:
       params.yaml:
         cv:
@@ -769,13 +758,12 @@ stages:
           uncertain: 8
           best_metric: rmse
         input:
-          min_sale_year: '2015'
-          max_sale_year: '2023'
+          min_sale_year: '2017'
+          max_sale_year: '2025'
           n_years_prior: 4
           complex:
             match_exact:
             - meta_township_code
-            - meta_class
             - char_bsmt
             - char_gar1_size
             - char_attic_fnsh
@@ -790,7 +778,7 @@ stages:
         model:
           engine: lightgbm
           objective: rmse
-          seed: 2024
+          seed: 2026
           deterministic: true
           force_row_wise: true
           verbose: -1
@@ -856,7 +844,6 @@ stages:
             - prox_nearest_road_highway_dist_ft
             - prox_nearest_road_arterial_dist_ft
             - prox_nearest_road_collector_dist_ft
-            - prox_nearest_road_highway_daily_traffic
             - prox_nearest_road_arterial_daily_traffic
             - prox_nearest_road_collector_daily_traffic
             - prox_nearest_new_construction_dist_ft
@@ -878,8 +865,6 @@ stages:
             - acs5_median_household_renter_occupied_gross_rent
             - acs5_percent_household_owner_occupied
             - other_tax_bill_rate
-            - other_school_district_elementary_avg_rating
-            - other_school_district_secondary_avg_rating
             - time_sale_year
             - time_sale_day
             - time_sale_quarter_of_year
@@ -990,7 +975,6 @@ stages:
               - -3
               - 2
         pv:
-          multicard_yoy_cap: 2.2
           land_pct_of_total_cap: 0.5
           round_break:
           - 1000
@@ -1003,10 +987,10 @@ stages:
           - 10000
           round_type: floor
         ratio_study:
-          far_year: '2021'
+          far_year: '2023'
           far_stage: board
           far_column: meta_2yr_pri_board_tot
-          near_year: '2023'
+          near_year: '2025'
           near_stage: certified
           near_column: meta_certified_tot
           min_n_sales: 30
@@ -1024,49 +1008,49 @@ stages:
           - loc_school_elementary_district_geoid
           - loc_school_secondary_district_geoid
           - loc_school_unified_district_geoid
-        run_note: Preparing for 2025 model with 2024 data
+        run_note: Potential residential baseline with SHAP values and DVC path update
         toggle:
           cv_enable: false
-          shap_enable: false
+          shap_enable: true
           comp_enable: false
-          upload_enable: false
+          upload_enable: true
     outs:
     - path: output/intermediate/timing/model_timing_finalize.parquet
       hash: md5
-      md5: 1a0ebc384517468a55d9f698e8ce9fe5
-      size: 2519
+      md5: b97ad8291c76c2fccb15801b37adac79
+      size: 2504
     - path: output/metadata/model_metadata.parquet
       hash: md5
-      md5: 0f80826aee046eec76ddb1b03733d00b
-      size: 21462
+      md5: cf615d2544b68a86c683b7f6bda03195
+      size: 21021
     - path: output/timing/model_timing.parquet
       hash: md5
-      md5: b0b625cc0a3a0d6039a97490974f0bd2
-      size: 5123
+      md5: 8cd6316fa9d6c3afc7642c26b7578cec
+      size: 5128
     - path: reports/performance/performance.html
       hash: md5
-      md5: ffdeaee2060b19a86f67b47fd6801950
-      size: 28900191
+      md5: 004b653e50e9513fc04ad1fc1d5ca544
+      size: 80
   export:
     cmd: Rscript pipeline/07-export.R
     deps:
     - path: pipeline/07-export.R
       hash: md5
-      md5: b4615315b52165eed4a030c94def015b
-      size: 33718
+      md5: bd72f9ee143a584446c2c3d3bc28d35b
+      size: 35506
     params:
       params.yaml:
-        assessment.year: '2023'
+        assessment.year: '2026'
         export:
           triad_code: '3'
-          run_id: 2023-03-14-clever-damani
-        input.max_sale_year: '2022'
-        input.min_sale_year: '2014'
+          run_id: 2025-02-11-charming-eric
+        input.max_sale_year: '2025'
+        input.min_sale_year: '2017'
         ratio_study:
-          far_year: '2020'
+          far_year: '2023'
           far_stage: board
           far_column: meta_2yr_pri_board_tot
-          near_year: '2022'
+          near_year: '2025'
           near_stage: certified
           near_column: meta_certified_tot
           min_n_sales: 30
@@ -1089,77 +1073,77 @@ stages:
     deps:
     - path: output/assessment_card/model_assessment_card.parquet
       hash: md5
-      md5: 92b7958bedd436e99cc3c891ad08acc1
-      size: 279676461
+      md5: 8a9b690aa3bbee1928d8850a70a682fa
+      size: 279246803
     - path: output/assessment_pin/model_assessment_pin.parquet
       hash: md5
-      md5: 45652e2a5f56ba388adee4fbbc0ed097
-      size: 113678976
+      md5: 25a5a85c12861fcb46f2bc102da36e6d
+      size: 111455820
     - path: output/comp/model_comp.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
+      md5: b378f8ae73167478032391c6cdd3bbad
       size: 501
     - path: output/feature_importance/model_feature_importance.parquet
       hash: md5
-      md5: 0188f3467e29797ae416937625e38d98
-      size: 8962
+      md5: 8da4d2d33d7dea27517ffd5a82e9521e
+      size: 8613
     - path: output/metadata/model_metadata.parquet
       hash: md5
-      md5: 0f80826aee046eec76ddb1b03733d00b
-      size: 21462
+      md5: cf615d2544b68a86c683b7f6bda03195
+      size: 21021
     - path: output/parameter_final/model_parameter_final.parquet
       hash: md5
-      md5: 42d5e8030cef68b122116608d206756a
+      md5: fb992eb468be163cefb9b7e81fc2daa3
       size: 6403
     - path: output/parameter_range/model_parameter_range.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
+      md5: b378f8ae73167478032391c6cdd3bbad
       size: 501
     - path: output/parameter_search/model_parameter_search.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
+      md5: b378f8ae73167478032391c6cdd3bbad
       size: 501
     - path: output/performance/model_performance_assessment.parquet
       hash: md5
-      md5: b97ebb3ee8b84c449808eaa0461ee328
-      size: 2757682
+      md5: 6b567871de025826f0c45a9c459522a3
+      size: 3223587
     - path: output/performance/model_performance_test.parquet
       hash: md5
-      md5: 74e2066197cb5b081a0ce1824053d6ec
-      size: 8435404
+      md5: 65e1ce118af57dbc7b00215759c9c4b0
+      size: 8242775
     - path: output/performance_quantile/model_performance_quantile_assessment.parquet
       hash: md5
-      md5: 1b1b40251eaaff638da9a92c9a6d524c
-      size: 989964
+      md5: a03f4aeb3ae4fa8d909c2984b3a06aa6
+      size: 996667
     - path: output/performance_quantile/model_performance_quantile_test.parquet
       hash: md5
-      md5: 700d46e105a18f8f50c82fcc9835289a
-      size: 4886365
+      md5: faaf52847be5007791cbd08ad16f7987
+      size: 4869214
     - path: output/shap/model_shap.parquet
       hash: md5
-      md5: a47965c8cbafb84368f2a21a047bc7f2
-      size: 501
+      md5: 1db34aa0f8b65dc2a38805bef9966191
+      size: 879610319
     - path: output/test_card/model_test_card.parquet
       hash: md5
-      md5: 2c849fe0de354d762fb6bd7cc9527b3c
-      size: 2252194
+      md5: 6df8726fb679dec4b20c703f85a59167
+      size: 2051638
     - path: output/timing/model_timing.parquet
       hash: md5
-      md5: b0b625cc0a3a0d6039a97490974f0bd2
-      size: 5123
+      md5: 8cd6316fa9d6c3afc7642c26b7578cec
+      size: 5128
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 4f474f2031e275bc6af6fed5ac84cf11
-      size: 11819090
+      md5: 405696b018dbf0e80f6aa718dc8bff13
+      size: 11747516
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: 94a53f083b777c19b0259fe20b02dc47
-      size: 1981143
+      md5: e17d27504574ce8ddd5eb486d9a929af
+      size: 43614
     - path: pipeline/06-upload.R
       hash: md5
       md5: 0fe374cec43dca64602659213fce24b6
       size: 11297
     - path: reports/performance/performance.html
       hash: md5
-      md5: ffdeaee2060b19a86f67b47fd6801950
-      size: 28900191
+      md5: 004b653e50e9513fc04ad1fc1d5ca544
+      size: 80

From 1a43aa731600e82f795df92a7a6bb85629781cab Mon Sep 17 00:00:00 2001
From: Sweaty Handshake <william.ridgeway@cookcountyil.gov>
Date: Mon, 2 Feb 2026 15:49:11 +0000
Subject: [PATCH 3/7] Update hard-coded dvc file paths

---
 analyses/helpers.R                            | 2 +-
 analyses/new-feature-template.qmd             | 2 +-
 params.yaml                                   | 2 +-
 reports/model_features/_baseline_query_data.R | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/analyses/helpers.R b/analyses/helpers.R
index 21940c61..752e57c0 100644
--- a/analyses/helpers.R
+++ b/analyses/helpers.R
@@ -85,7 +85,7 @@ clean_column_values <- function(df, column_name) {
 s3_data_download <- function(dvc_md5_assessment_data) {
   # Define the S3 path for assessment data
   s3_path <- paste0(
-    "s3://ccao-data-dvc-us-east-1/files/md5/",
+    "s3://ccao-data-dvc-us-east-1/model-res-avm/files/md5/",
     substr(dvc_md5_assessment_data, 1, 2), "/",
     substr(dvc_md5_assessment_data, 3, nchar(dvc_md5_assessment_data))
   )
diff --git a/analyses/new-feature-template.qmd b/analyses/new-feature-template.qmd
index 98e24d6d..fcc805ae 100644
--- a/analyses/new-feature-template.qmd
+++ b/analyses/new-feature-template.qmd
@@ -138,7 +138,7 @@ for (var_name in all_vars) {
 lockfile_assessment <- metadata_new$dvc_md5_assessment_data
 
 s3_path_assessment <- paste0(
-  "s3://ccao-data-dvc-us-east-1/files/md5/",
+  "s3://ccao-data-dvc-us-east-1/model-res-avm/files/md5/",
   substr(lockfile_assessment, 1, 2), "/",
   substr(lockfile_assessment, 3, nchar(lockfile_assessment))
 )
diff --git a/params.yaml b/params.yaml
index fcdc3a16..86baf9d2 100644
--- a/params.yaml
+++ b/params.yaml
@@ -419,4 +419,4 @@ comp:
 # upload
 export:
   triad_code: "3"
-  run_id: "2025-02-11-charming-eric"
+  run_id: "2026-01-31-gallant-iris"
diff --git a/reports/model_features/_baseline_query_data.R b/reports/model_features/_baseline_query_data.R
index 4f127204..60419b82 100644
--- a/reports/model_features/_baseline_query_data.R
+++ b/reports/model_features/_baseline_query_data.R
@@ -1,7 +1,7 @@
 noctua_options(cache_size = 10, unload = TRUE)
 conn <- dbConnect(noctua::athena(), rstudio_conn_tab = FALSE)
 
-base_dvc_url <- "s3://ccao-data-dvc-us-east-1"
+base_dvc_url <- "s3://ccao-data-dvc-us-east-1/model-res-avm"
 base_model_results_url <- "s3://ccao-model-results-us-east-1"
 
 # Model metadata

From cdc8fa56e8985ab84ed2edf69410aa5e24bf0c8a Mon Sep 17 00:00:00 2001
From: Sweaty Handshake <william.ridgeway@cookcountyil.gov>
Date: Mon, 2 Feb 2026 22:28:38 +0000
Subject: [PATCH 4/7] Revert DVC changes

---
 .dvc/config                                   | 2 +-
 analyses/helpers.R                            | 2 +-
 analyses/new-feature-template.qmd             | 2 +-
 reports/model_features/_baseline_query_data.R | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.dvc/config b/.dvc/config
index 813f3304..d4a7c885 100644
--- a/.dvc/config
+++ b/.dvc/config
@@ -3,4 +3,4 @@
     remote = storage
     autostage = true
 ['remote "storage"']
-    url = s3://ccao-data-dvc-us-east-1/model-res-avm/
+    url = s3://ccao-data-dvc-us-east-1/
diff --git a/analyses/helpers.R b/analyses/helpers.R
index 752e57c0..21940c61 100644
--- a/analyses/helpers.R
+++ b/analyses/helpers.R
@@ -85,7 +85,7 @@ clean_column_values <- function(df, column_name) {
 s3_data_download <- function(dvc_md5_assessment_data) {
   # Define the S3 path for assessment data
   s3_path <- paste0(
-    "s3://ccao-data-dvc-us-east-1/model-res-avm/files/md5/",
+    "s3://ccao-data-dvc-us-east-1/files/md5/",
     substr(dvc_md5_assessment_data, 1, 2), "/",
     substr(dvc_md5_assessment_data, 3, nchar(dvc_md5_assessment_data))
   )
diff --git a/analyses/new-feature-template.qmd b/analyses/new-feature-template.qmd
index fcc805ae..98e24d6d 100644
--- a/analyses/new-feature-template.qmd
+++ b/analyses/new-feature-template.qmd
@@ -138,7 +138,7 @@ for (var_name in all_vars) {
 lockfile_assessment <- metadata_new$dvc_md5_assessment_data
 
 s3_path_assessment <- paste0(
-  "s3://ccao-data-dvc-us-east-1/model-res-avm/files/md5/",
+  "s3://ccao-data-dvc-us-east-1/files/md5/",
   substr(lockfile_assessment, 1, 2), "/",
   substr(lockfile_assessment, 3, nchar(lockfile_assessment))
 )
diff --git a/reports/model_features/_baseline_query_data.R b/reports/model_features/_baseline_query_data.R
index 60419b82..4f127204 100644
--- a/reports/model_features/_baseline_query_data.R
+++ b/reports/model_features/_baseline_query_data.R
@@ -1,7 +1,7 @@
 noctua_options(cache_size = 10, unload = TRUE)
 conn <- dbConnect(noctua::athena(), rstudio_conn_tab = FALSE)
 
-base_dvc_url <- "s3://ccao-data-dvc-us-east-1/model-res-avm"
+base_dvc_url <- "s3://ccao-data-dvc-us-east-1"
 base_model_results_url <- "s3://ccao-model-results-us-east-1"
 
 # Model metadata

From f17a9f52d138d7a3b4c4f6e013a052282c2de3c6 Mon Sep 17 00:00:00 2001
From: Sweaty Handshake <william.ridgeway@cookcountyil.gov>
Date: Tue, 3 Feb 2026 15:29:16 +0000
Subject: [PATCH 5/7] Update params and dvc

---
 dvc.lock    | 216 ++++++++++++++++++++++++++--------------------------
 params.yaml |   4 +-
 2 files changed, 110 insertions(+), 110 deletions(-)

diff --git a/dvc.lock b/dvc.lock
index 9bf85abb..d47e6f0e 100755
--- a/dvc.lock
+++ b/dvc.lock
@@ -37,35 +37,35 @@ stages:
     outs:
     - path: input/assessment_data.parquet
       hash: md5
-      md5: 60f5b7cc68ceeab707858a7871b8bfc4
-      size: 417802563
+      md5: 815bca22e0844c82e910d166015e5452
+      size: 418572081
     - path: input/char_data.parquet
       hash: md5
-      md5: 14a026467d22ed32a3f24f781d68beed
-      size: 840964967
+      md5: 8fb6173490b9e969ef9c0f2aa9a48313
+      size: 843081253
     - path: input/complex_id_data.parquet
       hash: md5
-      md5: 91d9288386f3ecc1f33cff36374b83cc
-      size: 705254
+      md5: 425076a3e7179c93baa5f511ef71bf4b
+      size: 706109
     - path: input/hie_data.parquet
       hash: md5
-      md5: 318735b517d9063a987e70184f94c317
-      size: 1917890
+      md5: 79d62ef4d1a9b5d945a5aafaed54e263
+      size: 1922138
     - path: input/land_nbhd_rate_data.parquet
       hash: md5
       md5: b4cfaf3d4a35c250990752024a88f3bb
       size: 5709
     - path: input/training_data.parquet
       hash: md5
-      md5: 7607bb752c90d002fe2bca18450dcaea
-      size: 197685758
+      md5: 9f59471e50de4f1716274f600b566db9
+      size: 197716407
   train:
     cmd: Rscript pipeline/01-train.R
     deps:
     - path: input/training_data.parquet
       hash: md5
-      md5: 7607bb752c90d002fe2bca18450dcaea
-      size: 197685758
+      md5: 9f59471e50de4f1716274f600b566db9
+      size: 197716407
     - path: pipeline/01-train.R
       hash: md5
       md5: 46115d48cf066d35b0db14dc13a8d9b3
@@ -303,8 +303,8 @@ stages:
     outs:
     - path: output/intermediate/timing/model_timing_train.parquet
       hash: md5
-      md5: ab4703efa93fd4ac5dd0df7a77389835
-      size: 2489
+      md5: f3b98cc316e8de429f36b1e2dac2e358
+      size: 2494
     - path: output/parameter_final/model_parameter_final.parquet
       hash: md5
       md5: fb992eb468be163cefb9b7e81fc2daa3
@@ -319,43 +319,43 @@ stages:
       size: 501
     - path: output/test_card/model_test_card.parquet
       hash: md5
-      md5: 6df8726fb679dec4b20c703f85a59167
-      size: 2051638
+      md5: 3dcfbe00fdf1b9b43a8efd61eba9cd38
+      size: 2051281
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 405696b018dbf0e80f6aa718dc8bff13
-      size: 11747516
+      md5: b69d2dcdefe58704b06b84907b32f130
+      size: 11729461
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: e17d27504574ce8ddd5eb486d9a929af
-      size: 43614
+      md5: 2942309984679ea67a89a3d127fe78cd
+      size: 43615
   assess:
     cmd: Rscript pipeline/02-assess.R
     deps:
     - path: input/assessment_data.parquet
       hash: md5
-      md5: 60f5b7cc68ceeab707858a7871b8bfc4
-      size: 417802563
+      md5: 815bca22e0844c82e910d166015e5452
+      size: 418572081
     - path: input/complex_id_data.parquet
       hash: md5
-      md5: 91d9288386f3ecc1f33cff36374b83cc
-      size: 705254
+      md5: 425076a3e7179c93baa5f511ef71bf4b
+      size: 706109
     - path: input/land_nbhd_rate_data.parquet
       hash: md5
       md5: b4cfaf3d4a35c250990752024a88f3bb
       size: 5709
     - path: input/training_data.parquet
       hash: md5
-      md5: 7607bb752c90d002fe2bca18450dcaea
-      size: 197685758
+      md5: 9f59471e50de4f1716274f600b566db9
+      size: 197716407
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 405696b018dbf0e80f6aa718dc8bff13
-      size: 11747516
+      md5: b69d2dcdefe58704b06b84907b32f130
+      size: 11729461
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: e17d27504574ce8ddd5eb486d9a929af
-      size: 43614
+      md5: 2942309984679ea67a89a3d127fe78cd
+      size: 43615
     - path: pipeline/02-assess.R
       hash: md5
       md5: dfd02c27b923634010a7723ba679efb3
@@ -502,27 +502,27 @@ stages:
     outs:
     - path: output/assessment_card/model_assessment_card.parquet
       hash: md5
-      md5: 8a9b690aa3bbee1928d8850a70a682fa
-      size: 279246803
+      md5: a2e78733c6bf3745408cbfdddaf79de3
+      size: 279244518
     - path: output/assessment_pin/model_assessment_pin.parquet
       hash: md5
-      md5: 25a5a85c12861fcb46f2bc102da36e6d
-      size: 111455820
+      md5: c6231bdeb6ecd182cd83244589a5b6f6
+      size: 111516900
     - path: output/intermediate/timing/model_timing_assess.parquet
       hash: md5
-      md5: e211455db205ea0b488b4059e94b0470
+      md5: a196a4a4e56f22519ec3550a242f0e26
       size: 2494
   evaluate:
     cmd: Rscript pipeline/03-evaluate.R
     deps:
     - path: output/assessment_pin/model_assessment_pin.parquet
       hash: md5
-      md5: 25a5a85c12861fcb46f2bc102da36e6d
-      size: 111455820
+      md5: c6231bdeb6ecd182cd83244589a5b6f6
+      size: 111516900
     - path: output/test_card/model_test_card.parquet
       hash: md5
-      md5: 6df8726fb679dec4b20c703f85a59167
-      size: 2051638
+      md5: 3dcfbe00fdf1b9b43a8efd61eba9cd38
+      size: 2051281
     - path: pipeline/03-evaluate.R
       hash: md5
       md5: b68f8032a61613e5b2d25829f955f056
@@ -561,47 +561,47 @@ stages:
     outs:
     - path: output/intermediate/timing/model_timing_evaluate.parquet
       hash: md5
-      md5: 9405383fd9a7a4a06fc5261cf059aebe
-      size: 2509
+      md5: f0f3238577d9bdf835f210871ceffc2f
+      size: 2514
     - path: output/performance/model_performance_assessment.parquet
       hash: md5
-      md5: 6b567871de025826f0c45a9c459522a3
-      size: 3223587
+      md5: bfb62b767573d17e288b7cc38cd68132
+      size: 3224032
     - path: output/performance/model_performance_test.parquet
       hash: md5
-      md5: 65e1ce118af57dbc7b00215759c9c4b0
-      size: 8242775
+      md5: 6fd4726e9b4d5686aeb5aaa559650788
+      size: 8240751
     - path: output/performance_quantile/model_performance_quantile_assessment.parquet
       hash: md5
-      md5: a03f4aeb3ae4fa8d909c2984b3a06aa6
-      size: 996667
+      md5: 252248672a31b8a6b3225d85aa9084e4
+      size: 996286
     - path: output/performance_quantile/model_performance_quantile_test.parquet
       hash: md5
-      md5: faaf52847be5007791cbd08ad16f7987
-      size: 4869214
+      md5: 2d9b186aaa4acb6015cd1f3c5577e4c2
+      size: 4867672
   interpret:
     cmd: Rscript pipeline/04-interpret.R
     deps:
     - path: input/assessment_data.parquet
       hash: md5
-      md5: 60f5b7cc68ceeab707858a7871b8bfc4
-      size: 417802563
+      md5: 815bca22e0844c82e910d166015e5452
+      size: 418572081
     - path: input/training_data.parquet
       hash: md5
-      md5: 7607bb752c90d002fe2bca18450dcaea
-      size: 197685758
+      md5: 9f59471e50de4f1716274f600b566db9
+      size: 197716407
     - path: output/assessment_card/model_assessment_card.parquet
       hash: md5
-      md5: 8a9b690aa3bbee1928d8850a70a682fa
-      size: 279246803
+      md5: a2e78733c6bf3745408cbfdddaf79de3
+      size: 279244518
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 405696b018dbf0e80f6aa718dc8bff13
-      size: 11747516
+      md5: b69d2dcdefe58704b06b84907b32f130
+      size: 11729461
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: e17d27504574ce8ddd5eb486d9a929af
-      size: 43614
+      md5: 2942309984679ea67a89a3d127fe78cd
+      size: 43615
     - path: pipeline/04-interpret.R
       hash: md5
       md5: c18082f2493a485d5ccc73bdb90ccbc0
@@ -713,35 +713,35 @@ stages:
       size: 501
     - path: output/feature_importance/model_feature_importance.parquet
       hash: md5
-      md5: 8da4d2d33d7dea27517ffd5a82e9521e
-      size: 8613
+      md5: ee1d28a09869e0bcdece028f1d6bfded
+      size: 8629
     - path: output/intermediate/timing/model_timing_interpret.parquet
       hash: md5
-      md5: c05f55288bb527ee6757313c192326ba
+      md5: 9e20fc369078d7c83be55eb482618299
       size: 2534
     - path: output/shap/model_shap.parquet
       hash: md5
-      md5: 1db34aa0f8b65dc2a38805bef9966191
-      size: 879610319
+      md5: af45fd61c45df4873123ce9abe158503
+      size: 879608090
   finalize:
     cmd: Rscript pipeline/05-finalize.R
     deps:
     - path: output/intermediate/timing/model_timing_assess.parquet
       hash: md5
-      md5: e211455db205ea0b488b4059e94b0470
+      md5: a196a4a4e56f22519ec3550a242f0e26
       size: 2494
     - path: output/intermediate/timing/model_timing_evaluate.parquet
       hash: md5
-      md5: 9405383fd9a7a4a06fc5261cf059aebe
-      size: 2509
+      md5: f0f3238577d9bdf835f210871ceffc2f
+      size: 2514
     - path: output/intermediate/timing/model_timing_interpret.parquet
       hash: md5
-      md5: c05f55288bb527ee6757313c192326ba
+      md5: 9e20fc369078d7c83be55eb482618299
       size: 2534
     - path: output/intermediate/timing/model_timing_train.parquet
       hash: md5
-      md5: ab4703efa93fd4ac5dd0df7a77389835
-      size: 2489
+      md5: f3b98cc316e8de429f36b1e2dac2e358
+      size: 2494
     - path: pipeline/05-finalize.R
       hash: md5
       md5: 8f007737c0127329ad42afad687a1b80
@@ -1008,7 +1008,7 @@ stages:
           - loc_school_elementary_district_geoid
           - loc_school_secondary_district_geoid
           - loc_school_unified_district_geoid
-        run_note: Potential residential baseline with SHAP values and DVC path update
+        run_note: Potential residential baseline with SHAP values, revert DVC path
         toggle:
           cv_enable: false
           shap_enable: true
@@ -1017,20 +1017,20 @@ stages:
     outs:
     - path: output/intermediate/timing/model_timing_finalize.parquet
       hash: md5
-      md5: b97ad8291c76c2fccb15801b37adac79
-      size: 2504
+      md5: 22027ae58fdc1986c41b9f0a1273d246
+      size: 2519
     - path: output/metadata/model_metadata.parquet
       hash: md5
-      md5: cf615d2544b68a86c683b7f6bda03195
-      size: 21021
+      md5: 0104542652e89027447fefdbe1939a7f
+      size: 21011
     - path: output/timing/model_timing.parquet
       hash: md5
-      md5: 8cd6316fa9d6c3afc7642c26b7578cec
-      size: 5128
+      md5: 55177cc343b5e0caeadb994b5249381b
+      size: 5163
     - path: reports/performance/performance.html
       hash: md5
-      md5: 004b653e50e9513fc04ad1fc1d5ca544
-      size: 80
+      md5: bef5a4e88aed64110be341fb9edeaaa3
+      size: 43361129
   export:
     cmd: Rscript pipeline/07-export.R
     deps:
@@ -1043,7 +1043,7 @@ stages:
         assessment.year: '2026'
         export:
           triad_code: '3'
-          run_id: 2025-02-11-charming-eric
+          run_id: 2026-01-31-gallant-iris
         input.max_sale_year: '2025'
         input.min_sale_year: '2017'
         ratio_study:
@@ -1073,24 +1073,24 @@ stages:
     deps:
     - path: output/assessment_card/model_assessment_card.parquet
       hash: md5
-      md5: 8a9b690aa3bbee1928d8850a70a682fa
-      size: 279246803
+      md5: a2e78733c6bf3745408cbfdddaf79de3
+      size: 279244518
     - path: output/assessment_pin/model_assessment_pin.parquet
       hash: md5
-      md5: 25a5a85c12861fcb46f2bc102da36e6d
-      size: 111455820
+      md5: c6231bdeb6ecd182cd83244589a5b6f6
+      size: 111516900
     - path: output/comp/model_comp.parquet
       hash: md5
       md5: b378f8ae73167478032391c6cdd3bbad
       size: 501
     - path: output/feature_importance/model_feature_importance.parquet
       hash: md5
-      md5: 8da4d2d33d7dea27517ffd5a82e9521e
-      size: 8613
+      md5: ee1d28a09869e0bcdece028f1d6bfded
+      size: 8629
     - path: output/metadata/model_metadata.parquet
       hash: md5
-      md5: cf615d2544b68a86c683b7f6bda03195
-      size: 21021
+      md5: 0104542652e89027447fefdbe1939a7f
+      size: 21011
     - path: output/parameter_final/model_parameter_final.parquet
       hash: md5
       md5: fb992eb468be163cefb9b7e81fc2daa3
@@ -1105,45 +1105,45 @@ stages:
       size: 501
     - path: output/performance/model_performance_assessment.parquet
       hash: md5
-      md5: 6b567871de025826f0c45a9c459522a3
-      size: 3223587
+      md5: bfb62b767573d17e288b7cc38cd68132
+      size: 3224032
     - path: output/performance/model_performance_test.parquet
       hash: md5
-      md5: 65e1ce118af57dbc7b00215759c9c4b0
-      size: 8242775
+      md5: 6fd4726e9b4d5686aeb5aaa559650788
+      size: 8240751
     - path: output/performance_quantile/model_performance_quantile_assessment.parquet
       hash: md5
-      md5: a03f4aeb3ae4fa8d909c2984b3a06aa6
-      size: 996667
+      md5: 252248672a31b8a6b3225d85aa9084e4
+      size: 996286
     - path: output/performance_quantile/model_performance_quantile_test.parquet
       hash: md5
-      md5: faaf52847be5007791cbd08ad16f7987
-      size: 4869214
+      md5: 2d9b186aaa4acb6015cd1f3c5577e4c2
+      size: 4867672
     - path: output/shap/model_shap.parquet
       hash: md5
-      md5: 1db34aa0f8b65dc2a38805bef9966191
-      size: 879610319
+      md5: af45fd61c45df4873123ce9abe158503
+      size: 879608090
     - path: output/test_card/model_test_card.parquet
       hash: md5
-      md5: 6df8726fb679dec4b20c703f85a59167
-      size: 2051638
+      md5: 3dcfbe00fdf1b9b43a8efd61eba9cd38
+      size: 2051281
     - path: output/timing/model_timing.parquet
       hash: md5
-      md5: 8cd6316fa9d6c3afc7642c26b7578cec
-      size: 5128
+      md5: 55177cc343b5e0caeadb994b5249381b
+      size: 5163
     - path: output/workflow/fit/model_workflow_fit.zip
       hash: md5
-      md5: 405696b018dbf0e80f6aa718dc8bff13
-      size: 11747516
+      md5: b69d2dcdefe58704b06b84907b32f130
+      size: 11729461
     - path: output/workflow/recipe/model_workflow_recipe.rds
       hash: md5
-      md5: e17d27504574ce8ddd5eb486d9a929af
-      size: 43614
+      md5: 2942309984679ea67a89a3d127fe78cd
+      size: 43615
     - path: pipeline/06-upload.R
       hash: md5
       md5: 0fe374cec43dca64602659213fce24b6
       size: 11297
     - path: reports/performance/performance.html
       hash: md5
-      md5: 004b653e50e9513fc04ad1fc1d5ca544
-      size: 80
+      md5: bef5a4e88aed64110be341fb9edeaaa3
+      size: 43361129
diff --git a/params.yaml b/params.yaml
index 86baf9d2..fa5a22a2 100644
--- a/params.yaml
+++ b/params.yaml
@@ -11,11 +11,11 @@
 
 # Model tag used to identify the purpose of the run. Must be one of:
 # "junk", "rejected", "test", "baseline", "candidate", "final", or "comps"
-run_type: "test"
+run_type: "baseline"
 
 # Note included with each run. Use this to summarize what changed about the run
 # or add context
-run_note: Potential residential baseline with SHAP values and DVC path update
+run_note: Potential residential baseline with SHAP values, revert DVC path
 
 toggle:
   # Should the train stage run full cross-validation? Otherwise, the model

From e7410498ed08d7f367509456a92f69494a142ff6 Mon Sep 17 00:00:00 2001
From: Sweaty Handshake <william.ridgeway@cookcountyil.gov>
Date: Tue, 3 Feb 2026 16:05:27 +0000
Subject: [PATCH 6/7] Update model names

---
 analyses/new-feature-template.qmd             | 4 ++--
 dvc.lock                                      | 2 +-
 params.yaml                                   | 2 +-
 reports/challenge_groups/challenge_groups.qmd | 4 ++--
 reports/model_features/model_features.qmd     | 4 ++--
 reports/performance/performance.qmd           | 4 ++--
 6 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/analyses/new-feature-template.qmd b/analyses/new-feature-template.qmd
index 98e24d6d..d675dd75 100644
--- a/analyses/new-feature-template.qmd
+++ b/analyses/new-feature-template.qmd
@@ -15,8 +15,8 @@ format:
     fig-align: center
     fontsize: 12pt
 params:
-  run_id: "2025-02-11-charming-eric"
-  run_id_year: "2025"
+  run_id: "2026-02-03-compassionate-bowen"
+  run_id_year: "2026"
   comparison_run_id: "2025-01-10-serene-boni"
   comparison_run_id_year: "2025"
   added_feature: "time_sale_roll_mean_nbhd_t0_w3"
diff --git a/dvc.lock b/dvc.lock
index d47e6f0e..246c92a5 100755
--- a/dvc.lock
+++ b/dvc.lock
@@ -1043,7 +1043,7 @@ stages:
         assessment.year: '2026'
         export:
           triad_code: '3'
-          run_id: 2026-01-31-gallant-iris
+          run_id: 2026-02-03-compassionate-bowen
         input.max_sale_year: '2025'
         input.min_sale_year: '2017'
         ratio_study:
diff --git a/params.yaml b/params.yaml
index fa5a22a2..e5c7dc37 100644
--- a/params.yaml
+++ b/params.yaml
@@ -419,4 +419,4 @@ comp:
 # upload
 export:
   triad_code: "3"
-  run_id: "2026-01-31-gallant-iris"
+  run_id: "2026-02-03-compassionate-bowen"
diff --git a/reports/challenge_groups/challenge_groups.qmd b/reports/challenge_groups/challenge_groups.qmd
index b31256fb..21e61172 100644
--- a/reports/challenge_groups/challenge_groups.qmd
+++ b/reports/challenge_groups/challenge_groups.qmd
@@ -20,8 +20,8 @@ knitr:
     out.width: "100%"
 editor: source
 params:
-  run_id: "2025-02-11-charming-eric"
-  year: "2025"
+  run_id: "2026-02-03-compassionate-bowen"
+  year: "2026"
 ---
 
 ```{r _setup_script}
diff --git a/reports/model_features/model_features.qmd b/reports/model_features/model_features.qmd
index 18010483..0b6fff8d 100644
--- a/reports/model_features/model_features.qmd
+++ b/reports/model_features/model_features.qmd
@@ -11,9 +11,9 @@ format:
     embed-resources: true
 params:
   # The run ID for last year's model (usually the final res model)
-  comp_run_id: "2024-03-17-stupefied-maya"
+  comp_run_id: "2025-02-11-charming-eric"
   # The run ID for the new model run that we want to compare to last year's model
-  baseline_run_id: "2025-02-11-charming-eric"
+  baseline_run_id: "2026-02-03-compassionate-bowen"
 ---
 
 {{< include data_changes.qmd >}}
diff --git a/reports/performance/performance.qmd b/reports/performance/performance.qmd
index 6d80cdfa..9dbd8dfc 100644
--- a/reports/performance/performance.qmd
+++ b/reports/performance/performance.qmd
@@ -20,8 +20,8 @@ knitr:
     out.width: "100%"
 editor: source
 params:
-  run_id: "2025-02-11-charming-eric"
-  year: "2025"
+  run_id: "2026-02-03-compassionate-bowen"
+  year: "2026"
 ---
 
 ```{r _setup_script}

From fddf0324e577e29367611af5f3b287b6e3fa9a1b Mon Sep 17 00:00:00 2001
From: Sweaty Handshake <william.ridgeway@cookcountyil.gov>
Date: Tue, 3 Feb 2026 16:23:28 +0000
Subject: [PATCH 7/7] Commenting

---
 pipeline/00-ingest.R | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/pipeline/00-ingest.R b/pipeline/00-ingest.R
index ef517f65..008e736a 100644
--- a/pipeline/00-ingest.R
+++ b/pipeline/00-ingest.R
@@ -148,12 +148,12 @@ assessment_data <- dbGetQuery(
 )
 tictoc::toc()
 
-# The neighborhood code for pin 30172130150000 is incorrect before 2026.
+# The neighborhood codes for these pins are incorrect before 2026.
 # Unfortunately this leads to a random neighborhood from the North Tri getting
 # included in reporting and exports for a South Tri modeling year. Because this
 # is an iasWorld data issue and can't be corrected for 2025 since it's locked
-# for editing, we've decided to hard-code this correction into the pipeline for
-# now. This code should be removed for assessment year 2027 modeling.
+# for editing, we've decided to hard-code these corrections into the pipeline
+# for now. This code should be removed for assessment year 2027 modeling.
 assessment_data <- assessment_data %>%
   mutate(
     meta_nbhd_code = case_when(