From 1ed368f5073db8e6b42e25c4a7b76d047432a6c3 Mon Sep 17 00:00:00 2001
From: Michael Duong <michaelduong22@gmail.com>
Date: Fri, 9 Jan 2026 09:33:59 +0000
Subject: [PATCH] remove carbon and heating starting columns

---
 .../src/pipeline/configs/settings.yaml        |  2 +
 modules/ml-pipeline/src/pipeline/dvc.lock     | 50 ++++++++++---------
 2 files changed, 28 insertions(+), 24 deletions(-)

diff --git a/modules/ml-pipeline/src/pipeline/configs/settings.yaml b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
index b0181b9..4b24834 100644
--- a/modules/ml-pipeline/src/pipeline/configs/settings.yaml
+++ b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
@@ -45,7 +45,9 @@ default:
           "heat_demand_change",
           "carbon_change",
           "rdsap_change",
+          "heat_demand_starting",
           "heat_demand_ending",
+          "carbon_starting",
           "carbon_ending",
           "days_to_starting",
           "days_to_ending",
diff --git a/modules/ml-pipeline/src/pipeline/dvc.lock b/modules/ml-pipeline/src/pipeline/dvc.lock
index 5b9b125..e6b0403 100644
--- a/modules/ml-pipeline/src/pipeline/dvc.lock
+++ b/modules/ml-pipeline/src/pipeline/dvc.lock
@@ -29,7 +29,9 @@ stages:
         - heat_demand_change
         - carbon_change
         - rdsap_change
+        - heat_demand_starting
         - heat_demand_ending
+        - carbon_starting
         - carbon_ending
         - days_to_starting
         - days_to_ending
@@ -169,8 +171,8 @@ stages:
     outs:
     - path: data/prepared_data/
       hash: md5
-      md5: dd0f94a24ee81f56ee81ec2e2cd16930.dir
-      size: 28011379
+      md5: 2e33489c17eff1a60079e26d370a9058.dir
+      size: 26013963
       nfiles: 3
   build_model:
     cmd: python 2_build_model.py
@@ -181,8 +183,8 @@ stages:
       size: 4820
     - path: data/prepared_data
       hash: md5
-      md5: dd0f94a24ee81f56ee81ec2e2cd16930.dir
-      size: 28011379
+      md5: 2e33489c17eff1a60079e26d370a9058.dir
+      size: 26013963
       nfiles: 3
     params:
       configs/build_model.yaml:
@@ -283,18 +285,18 @@ stages:
     outs:
     - path: data/fit_predictions/
       hash: md5
-      md5: 32ca8d6ae9247cc1f14d331d42e9a906.dir
-      size: 3457647
+      md5: 701063eff6ee4444971742f05c4de861.dir
+      size: 3453673
       nfiles: 1
     - path: data/model/
       hash: md5
-      md5: de9d3888df7a1c5afffe54625569d4e0.dir
-      size: 660397572
-      nfiles: 31
+      md5: 9c3e945f96fc2c95f2962a98af5c04fe.dir
+      size: 594127389
+      nfiles: 30
     - path: metrics/fit_metrics.json
       hash: md5
-      md5: 38875a7edc13ace91ae9478bee9e070f
-      size: 227
+      md5: f1df654cc38d2c73261bfaed0a1ef277
+      size: 223
   generate_predictions:
     cmd: python 3_generate_predictions.py
     deps:
@@ -304,13 +306,13 @@ stages:
       size: 2464
     - path: data/model
       hash: md5
-      md5: de9d3888df7a1c5afffe54625569d4e0.dir
-      size: 660397572
-      nfiles: 31
+      md5: 9c3e945f96fc2c95f2962a98af5c04fe.dir
+      size: 594127389
+      nfiles: 30
     - path: data/prepared_data
       hash: md5
-      md5: dd0f94a24ee81f56ee81ec2e2cd16930.dir
-      size: 28011379
+      md5: 2e33489c17eff1a60079e26d370a9058.dir
+      size: 26013963
       nfiles: 3
     params:
       configs/settings.yaml:
@@ -324,8 +326,8 @@ stages:
     outs:
     - path: data/predictions/
       hash: md5
-      md5: 822173b06528b9520a47d84c16b39eb3.dir
-      size: 480674
+      md5: 3dfb21b2918e954e657f0c7cbeca308f.dir
+      size: 479298
       nfiles: 1
   generate_metrics:
     cmd: python 4_generate_metrics.py
@@ -336,13 +338,13 @@ stages:
       size: 3484
     - path: data/predictions
       hash: md5
-      md5: 822173b06528b9520a47d84c16b39eb3.dir
-      size: 480674
+      md5: 3dfb21b2918e954e657f0c7cbeca308f.dir
+      size: 479298
       nfiles: 1
     - path: data/prepared_data
       hash: md5
-      md5: dd0f94a24ee81f56ee81ec2e2cd16930.dir
-      size: 28011379
+      md5: 2e33489c17eff1a60079e26d370a9058.dir
+      size: 26013963
       nfiles: 3
     params:
       configs/settings.yaml:
@@ -352,8 +354,8 @@ stages:
     outs:
     - path: metrics/metrics.json
       hash: md5
-      md5: c4d89ad0cc8b17cdff7ef52bc5260a3c
-      size: 226
+      md5: 365cf4dc2ac89b4df55dc7ae6862d8b1
+      size: 222
   generate_scenerio_metrics:
     cmd: python 5_generate_scenarios.py
     deps: