diff --git a/src/modules/equipment/Prediksi.py b/src/modules/equipment/Prediksi.py
index 9d5df56..886b16b 100644
--- a/src/modules/equipment/Prediksi.py
+++ b/src/modules/equipment/Prediksi.py
@@ -15,10 +15,10 @@ from dotenv import load_dotenv
 
 import sys
 import os
+from equipment.formula import rc_labor_cost, rc_lost_cost, rc_total_cost
 
 sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), "..")))
 from config import get_connection
-from modules.equipment.formula import rc_labor_cost, rc_lost_cost, rc_total_cost
 import json
 
 load_dotenv()
@@ -359,8 +359,7 @@ class Prediksi:
                     asset_crit_efdh_equivalent_force_derated_hours,
                     asset_crit_foh_force_outage_hours,
                     asset_crit_extra_fuel_cost
-                FROM lcc_ms_equipment_data
-                WHERE assetnum = %s
+                FROM lcc_ms_year_data
             ) t
             """
             cursor.execute(query, (equipment_id,))
@@ -431,7 +430,7 @@ class Prediksi:
                 raw_oh_interval, raw_oh_material_cost, raw_oh_labor_time, raw_oh_labor_human,
                 raw_predictive_interval, raw_predictive_material_cost, raw_predictive_labor_time, raw_predictive_labor_human,
                 "raw_loss_output_MW" as raw_loss_output_mw, raw_loss_output_price,
-                raw_operational_cost, raw_maintenance_cost, rc_material_cost
+                raw_operational_cost, raw_maintenance_cost
             FROM lcc_equipment_tr_data
             WHERE assetnum = %s;
             '''
@@ -655,7 +654,7 @@ class Prediksi:
         
 
     # Authentication: sign-in and refresh helpers
-    async def sign_in(self, username: str = "user14", password: str = "password") -> dict:
+    async def sign_in(self, username: str = "Admin", password: str = "password") -> dict:
         """Sign in to AUTH_APP_URL/sign-in using provided username/password.
 
         Stores access_token and refresh_token on the instance when successful and returns the parsed response dict.
diff --git a/src/modules/equipment/__pycache__/Prediksi.cpython-311.pyc b/src/modules/equipment/__pycache__/Prediksi.cpython-311.pyc
index 3c53d9e..71bf957 100644
Binary files a/src/modules/equipment/__pycache__/Prediksi.cpython-311.pyc and b/src/modules/equipment/__pycache__/Prediksi.cpython-311.pyc differ
diff --git a/src/modules/equipment/__pycache__/run.cpython-311.pyc b/src/modules/equipment/__pycache__/run.cpython-311.pyc
index 3d6de87..acfb176 100644
Binary files a/src/modules/equipment/__pycache__/run.cpython-311.pyc and b/src/modules/equipment/__pycache__/run.cpython-311.pyc differ
diff --git a/src/modules/equipment/run.py b/src/modules/equipment/run.py
index daea2e1..461feb9 100644
--- a/src/modules/equipment/run.py
+++ b/src/modules/equipment/run.py
@@ -3,9 +3,9 @@ import time
 
 # prefer package-relative imports, but allow running this file directly as a script
 try:
-    from .insert_actual_data import query_data, insert_lcca_maximo_corrective_data, insert_ms_equipment_data
-    from .Prediksi import Prediksi, main as predict_run
-    from .Eac import Eac, main as eac_run
+    from src.modules.equipment.insert_actual_data import query_data, insert_lcca_maximo_corrective_data, insert_ms_equipment_data
+    from src.modules.equipment.Prediksi import Prediksi, main as predict_run
+    from src.modules.equipment.Eac import Eac, main as eac_run
 except ImportError:
     # fallback when there's no parent package (e.g., python run.py)
     from insert_actual_data import query_data, insert_lcca_maximo_corrective_data, insert_ms_equipment_data
@@ -23,11 +23,11 @@ async def main():
     #     print(f"Error in query_data: {str(e)}")
     #     return
 
-    # try:
-    #     await predict_run()
-    # except Exception as e:
-    #     print(f"Error in predict_equipment_data: {str(e)}")
-    #     return
+    try:
+        await predict_run()
+    except Exception as e:
+        print(f"Error in predict_equipment_data: {str(e)}")
+        return
 
     try:
         # eac = Eac()