diff --git a/.gitignore b/.gitignore
index 52a2e06..451c961 100644
--- a/.gitignore
+++ b/.gitignore
@@ -39,3 +39,5 @@ cope2n-ai-fi/Dockerfile_old_work
 cope2n-api/public/SBT_report_20240122.csv
 Jan.csv
 *.csv
+cope2n-api/reviewed/date.xlsx
+cope2n-api/reviewed/retailer.xlsx
diff --git a/cope2n-ai-fi/modules/sdsvkvu b/cope2n-ai-fi/modules/sdsvkvu
index b6d4fab..d01de31 160000
--- a/cope2n-ai-fi/modules/sdsvkvu
+++ b/cope2n-ai-fi/modules/sdsvkvu
@@ -1 +1 @@
-Subproject commit b6d4fab46f7f8689dd6b050cfbff2faa6a6f3fec
+Subproject commit d01de312ab86db554ffa2f1b01396ef8d56b78ed
diff --git a/cope2n-api/fwd/settings.py b/cope2n-api/fwd/settings.py
index dd5801c..9bdaf69 100755
--- a/cope2n-api/fwd/settings.py
+++ b/cope2n-api/fwd/settings.py
@@ -224,6 +224,8 @@ OVERVIEW_REFRESH_INTERVAL = 2
 OVERVIEW_REPORT_ROOT = "overview"
 OVERVIEW_REPORT_DURATION = ["30d", "7d"]
 
+ACC_EXCLUDE_RESEASONS = ["Invalid Input", "Handwritten information", "handwritten"]
+
 SUBS = {
     "SEAU": "AU",
     "SESP": "SG",
diff --git a/cope2n-api/fwd_api/api/accuracy_view.py b/cope2n-api/fwd_api/api/accuracy_view.py
index 88a0d24..87b608f 100644
--- a/cope2n-api/fwd_api/api/accuracy_view.py
+++ b/cope2n-api/fwd_api/api/accuracy_view.py
@@ -382,7 +382,7 @@ class AccuracyViewSet(viewsets.ViewSet):
                 for key in acc_keys:
                     fb = report.feedback_accuracy.get(key, 0) if report.feedback_accuracy else 0
                     rv = report.reviewed_accuracy.get(key, 0) if report.reviewed_accuracy else 0
-                    acc[key] = max([fb, rv])
+                    acc[key] = report.combined_accuracy.get(key, 0) if report.combined_accuracy else max([fb, rv])
                 data.append({
                     "ID": report.id,
                     "Created Date": report.created_at,
diff --git a/cope2n-api/fwd_api/celery_worker/internal_task.py b/cope2n-api/fwd_api/celery_worker/internal_task.py
index 23abef9..53d2277 100755
--- a/cope2n-api/fwd_api/celery_worker/internal_task.py
+++ b/cope2n-api/fwd_api/celery_worker/internal_task.py
@@ -14,7 +14,7 @@ from ..utils import file as FileUtils
 from ..utils import process as ProcessUtil
 from ..utils import s3 as S3Util
 from ..utils.accuracy import validate_feedback_file
-from fwd_api.constant.common import ProcessType
+from fwd_api.constant.common import FileCategory
 import csv
 import json
 import copy
@@ -114,6 +114,9 @@ def process_csv_feedback(csv_file_path, feedback_id):
                 for k, v in sub_rq.ai_inference_profile.items():
                     time_cost[k.split("_")[0]].append(v["inference"][1][0] - v["inference"][0] + (v["postprocess"][1]-v["postprocess"][0]))
             for i, image in enumerate(images):
+                if image.file_category != FileCategory.Origin.value:
+                    # skip break files, which are not responsible for storing data 
+                    continue
                 _predict_result = copy.deepcopy(predict_result_to_ready(sub_rq.predict_result))
                 _feedback_result = copy.deepcopy(sub_rq.feedback_result)
                 _reviewed_result = copy.deepcopy(sub_rq.reviewed_result)
@@ -128,12 +131,10 @@ def process_csv_feedback(csv_file_path, feedback_id):
                     _predict_result["imei_number"] = []
                     if _feedback_result:
                         _feedback_result["imei_number"] = []
-                    else:
-                        None
+
                     if _reviewed_result:
                         _reviewed_result["imei_number"] = []
-                    else:
-                        None
+
                 else:
                     try:
                         _predict_result = {"retailername": None, "sold_to_party": None, "purchase_date": [], "imei_number": [_predict_result["imei_number"][image.index_in_request]]}
diff --git a/cope2n-api/fwd_api/celery_worker/process_report_tasks.py b/cope2n-api/fwd_api/celery_worker/process_report_tasks.py
index 2436eb5..52578a1 100644
--- a/cope2n-api/fwd_api/celery_worker/process_report_tasks.py
+++ b/cope2n-api/fwd_api/celery_worker/process_report_tasks.py
@@ -4,7 +4,7 @@ from fwd_api.models import SubscriptionRequest, Report, ReportFile
 from fwd_api.celery_worker.worker import app
 from ..utils import s3 as S3Util
 from ..utils.accuracy import update_temp_accuracy, IterAvg, calculate_and_save_subcription_file, count_transactions, extract_report_detail_list, calculate_a_request, ReportAccumulateByRequest
-from ..utils.file import dict2xlsx, save_workbook_file, save_report_to_S3
+from ..utils.file import dict2xlsx, save_workbook_file, save_report_to_S3, save_images_to_csv_briefly
 from ..utils import time_stuff
 from ..utils.redis import RedisUtils
 from django.utils import timezone
@@ -187,8 +187,6 @@ def make_a_report_2(report_id, query_set):
                 base_query &= Q(is_reviewed=True)
             elif query_set["is_reviewed"] == "not reviewed":
                 base_query &= Q(is_reviewed=False)
-            # elif query_set["is_reviewed"] == "all":
-            #     pass
 
         errors = []
         # Create a placeholder to fill
@@ -197,12 +195,17 @@ def make_a_report_2(report_id, query_set):
                                 "retailername":  IterAvg(),
                                 "sold_to_party":  IterAvg(),},
                     "reviewed" :{"imei_number":  IterAvg(),
+                                "purchase_date":  IterAvg(),
+                                "retailername":  IterAvg(),
+                                "sold_to_party":  IterAvg(),},
+                    "acumulated":{"imei_number":  IterAvg(),
                                 "purchase_date":  IterAvg(),
                                 "retailername":  IterAvg(),
                                 "sold_to_party":  IterAvg(),}
                     }  # {"imei": {"acc": 0.1, count: 1}, ...}
         time_cost = {"invoice":  IterAvg(),
                      "imei":  IterAvg()}
+        bad_image_list = []
         number_images = 0
         number_bad_images = 0
         # TODO: Multithreading
@@ -232,8 +235,10 @@ def make_a_report_2(report_id, query_set):
             request.save()
             number_images += request_att["total_images"]
             number_bad_images += request_att["bad_images"]
+            bad_image_list += request_att["bad_image_list"]
             update_temp_accuracy(accuracy["feedback"], request_att["acc"]["feedback"], keys=["imei_number", "purchase_date", "retailername", "sold_to_party"])
             update_temp_accuracy(accuracy["reviewed"], request_att["acc"]["reviewed"], keys=["imei_number", "purchase_date", "retailername", "sold_to_party"])
+            update_temp_accuracy(accuracy["acumulated"], request_att["acc"]["acumulated"], keys=["imei_number", "purchase_date", "retailername", "sold_to_party"])
 
             time_cost["imei"].add(request_att["time_cost"].get("imei", []))
             time_cost["invoice"].add(request_att["time_cost"].get("invoice", []))
@@ -259,8 +264,9 @@ def make_a_report_2(report_id, query_set):
         report.number_invoice_transaction = transaction_att.get("invoice", 0)
 
         acumulated_acc = {"feedback": {},
-                            "reviewed": {}}
-        for acc_type in ["feedback", "reviewed"]:
+                            "reviewed": {},
+                            "acumulated": {}}
+        for acc_type in ["feedback", "reviewed", "acumulated"]:
             avg_acc = IterAvg()
             for key in ["imei_number", "purchase_date", "retailername", "sold_to_party"]:
                 acumulated_acc[acc_type][key] = accuracy[acc_type][key]()
@@ -270,10 +276,13 @@ def make_a_report_2(report_id, query_set):
 
         report.feedback_accuracy = acumulated_acc["feedback"]
         report.reviewed_accuracy = acumulated_acc["reviewed"]
+        report.combined_accuracy = acumulated_acc["acumulated"]
 
         report.errors = "|".join(errors)
         report.status = "Ready"
         report.save()
+        # Save a list of bad images to csv file for debugging
+        save_images_to_csv_briefly(report.report_id, bad_image_list)
         # Saving a xlsx file
         data = extract_report_detail_list(report_files, lower=True)
         data_workbook = dict2xlsx(data, _type='report_detail')
diff --git a/cope2n-api/fwd_api/management/commands/migrate-csv-new-col-index.py b/cope2n-api/fwd_api/management/commands/migrate-csv-new-col-index.py
new file mode 100644
index 0000000..4270a59
--- /dev/null
+++ b/cope2n-api/fwd_api/management/commands/migrate-csv-new-col-index.py
@@ -0,0 +1,166 @@
+# myapp/management/commands/mycustomcommand.py
+from django.core.management.base import BaseCommand
+from tqdm import tqdm
+from fwd_api.models import SubscriptionRequestFile, SubscriptionRequest
+from fwd_api.utils.accuracy import predict_result_to_ready
+import traceback
+import copy
+import csv
+
+class Command(BaseCommand):
+    help = 'Refactor database for image level'
+
+    def add_arguments(self, parser):
+        # Add your command-line arguments here
+        parser.add_argument('test', type=str, help='Value for the argument')
+
+    def process_request(self, request, predict_result, user_feedback, reviewed_result):
+        if len(request.request_id.split(".")[0].split("_")) < 2:
+            return
+        
+        request_feedback = copy.deepcopy(request.feedback_result)
+        request_review = copy.deepcopy(request.reviewed_result)
+        
+        if not request_feedback:
+            request_feedback = {
+                "request_id": request.request_id,
+                "imei_number": [],
+                "retailername": "",
+                "purchase_date": "",
+                "sold_to_party": ""
+            }
+
+        if not request_review:
+            request_review = {
+                "request_id": request.request_id,
+                "imei_number": [],
+                "retailername": "",
+                "purchase_date": "",
+                "sold_to_party": ""
+            }
+
+        images = SubscriptionRequestFile.objects.filter(request=request)
+        is_match = False
+        try:
+            for i, image in enumerate(images):
+                if not request.predict_result:
+                    raise KeyError(f"Key predict_result not found in {request.request_id}")
+                if request.predict_result.get("status", 200) != 200:
+                    raise AttributeError(f"Failed request: {request.request_id}")
+                
+                for field in ['retailername', 'purchase_date', 'imei_number']:
+                    # if image.feedback_result[field] is not None:
+                    #     print(f"image.feedback_result[field] is not None is not None - field: {field}")
+                    # else:
+                    #     print("image.feedback_result[field]  is None")
+
+                    # if image.feedback_result[field] == user_feedback:
+                    #     print("image.feedback_result[field] == user_feedback")
+                    # else:
+                    #     print(f"NOT image.feedback_result[field] == user_feedback - field: {field} - image.feedback_result[field]:{image.feedback_result[field]} - user_feedback:{user_feedback}")
+                    
+                    # if (field == 'imei_number' and len(image.feedback_result[field]) > 0 and image.feedback_result[field][0] == user_feedback):
+                    #     print("(field == 'imei_number' and len(image.feedback_result[field]) > 0 and image.feedback_result[field][0] == user_feedback)")
+                    # else:
+                    #     print(f"NOT (field == 'imei_number' and len(image.feedback_result[field]) > 0 and image.feedback_result[field][0] == user_feedback) - field: {field}")
+
+                    # if image.feedback_result[field] is not None and ((field == 'imei_number' and len(image.feedback_result[field]) > 0 and image.feedback_result[field][0] == user_feedback) or image.feedback_result[field] == user_feedback):
+                    is_match = True
+
+                    if field == 'imei_number':
+                        if not reviewed_result == request_review:
+                            request_review["imei_number"].append(reviewed_result)
+                        if not user_feedback == request_feedback:                                    
+                            request_feedback["imei_number"].append(user_feedback)
+                    else:
+                        if not reviewed_result == request_review:
+                            request_review[field] = reviewed_result
+                        if not user_feedback == request_feedback:
+                            request_feedback[field] = user_feedback
+
+                    _predict_result = copy.deepcopy(predict_result_to_ready(request.predict_result))
+                    _feedback_result = copy.deepcopy(request.feedback_result)
+                    _reviewed_result = copy.deepcopy(request.reviewed_result)
+
+                    if not _feedback_result:
+                        _feedback_result = {
+                            "imei_number": [],
+                            "retailername": "",
+                            "purchase_date": "",
+                            "sold_to_party": ""
+                        }
+                    if not _reviewed_result:
+                        _reviewed_result = {
+                            "imei_number": [],
+                            "retailername": "",
+                            "purchase_date": "",
+                            "sold_to_party": ""
+                        }
+
+                    if image.doc_type == "invoice":
+                        _predict_result[field] = predict_result
+                        _predict_result["imei_number"] = []
+                        if _feedback_result:
+                            _feedback_result[field] = user_feedback
+                            _feedback_result["imei_number"] = []
+                        else:
+                            None
+                        if _reviewed_result:
+                            _reviewed_result[field] = reviewed_result
+                            _reviewed_result["imei_number"] = []
+                        else:
+                            None
+                    else:
+                        _predict_result = {
+                            "retailername": None, 
+                            "sold_to_party": None, 
+                            "purchase_date": [], 
+                            "imei_number": [predict_result]
+                        }
+                        _feedback_result = {
+                            "retailername": None, 
+                            "sold_to_party": None, 
+                            "purchase_date": None, 
+                            "imei_number": [user_feedback]
+                        } if _feedback_result else None
+                        _reviewed_result = {
+                            "retailername": None, 
+                            "sold_to_party": None, 
+                            "purchase_date": None, 
+                            "imei_number": [reviewed_result]
+                        } if _reviewed_result else None
+                    image.predict_result = _predict_result
+                    image.feedback_result = _feedback_result
+                    image.reviewed_result = _reviewed_result
+                    image.save()
+            # request.feedback_result = request_feedback
+            request.reviewed_result = request_review
+            request.feedback_result["request_id"] = request.request_id
+            request.reviewed_result["request_id"] = request.request_id
+            request.is_reviewed = True
+            request.save()
+
+        except Exception as e:
+            self.stdout.write(self.style.ERROR(f"Request: {request.request_id} failed with {e}"))
+            print(traceback.format_exc())
+            
+        if not is_match:
+            print("FAIL =====>", "image.feedback_result: ", image.feedback_result, "| predict_result: ", predict_result, " | user_feedback: ", user_feedback, "| reviewed_result: ", reviewed_result)
+
+    def handle(self, *args, **options):
+        test = options['test']
+        #open csv file
+        with open(test, 'r') as csvfile:
+            reader = csv.reader(csvfile)
+            index = 0
+            for row in reader:
+                if index != 0:
+                    request = SubscriptionRequest.objects.filter(request_id=row[0]).first()
+                    if not request:
+                        # print("Not found ====>", row)
+                        continue
+                    else:
+                        self.process_request(request, row[4], row[3], row[5])
+                index += 1
+        
+        self.stdout.write(self.style.SUCCESS('Sample Django management command executed successfully!'))
diff --git a/cope2n-api/fwd_api/migrations/0182_report_combined_accuracy.py b/cope2n-api/fwd_api/migrations/0182_report_combined_accuracy.py
new file mode 100644
index 0000000..1514ec0
--- /dev/null
+++ b/cope2n-api/fwd_api/migrations/0182_report_combined_accuracy.py
@@ -0,0 +1,18 @@
+# Generated by Django 4.1.3 on 2024-02-18 05:19
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('fwd_api', '0181_reportfile_subsidiary'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='report',
+            name='combined_accuracy',
+            field=models.JSONField(null=True),
+        ),
+    ]
diff --git a/cope2n-api/fwd_api/models/Report.py b/cope2n-api/fwd_api/models/Report.py
index 92a2755..05236cb 100644
--- a/cope2n-api/fwd_api/models/Report.py
+++ b/cope2n-api/fwd_api/models/Report.py
@@ -38,4 +38,5 @@ class Report(models.Model):
     average_client_time = models.JSONField(null=True) # {"invoice": 0.1, "imei": 0.1}
 
     feedback_accuracy = models.JSONField(null=True)
-    reviewed_accuracy = models.JSONField(null=True)
\ No newline at end of file
+    reviewed_accuracy = models.JSONField(null=True)
+    combined_accuracy = models.JSONField(null=True)
\ No newline at end of file
diff --git a/cope2n-api/fwd_api/models/SubscriptionRequestFile.py b/cope2n-api/fwd_api/models/SubscriptionRequestFile.py
index 93d62f5..4055b48 100755
--- a/cope2n-api/fwd_api/models/SubscriptionRequestFile.py
+++ b/cope2n-api/fwd_api/models/SubscriptionRequestFile.py
@@ -31,4 +31,4 @@ class SubscriptionRequestFile(models.Model):
     reviewed_result = models.JSONField(null=True)
 
     feedback_accuracy = models.JSONField(null=True)
-    reviewed_accuracy = models.JSONField(null=True)
\ No newline at end of file
+    reviewed_accuracy = models.JSONField(null=True)
diff --git a/cope2n-api/fwd_api/utils/accuracy.py b/cope2n-api/fwd_api/utils/accuracy.py
index 2eeece0..11b2d9f 100644
--- a/cope2n-api/fwd_api/utils/accuracy.py
+++ b/cope2n-api/fwd_api/utils/accuracy.py
@@ -5,7 +5,7 @@ import copy
 from typing import Any
 from .ocr_utils.ocr_metrics import eval_ocr_metric
 from .ocr_utils.sbt_report import post_processing_str
-import uuid
+from fwd_api.constant.common import FileCategory
 from fwd_api.models import SubscriptionRequest, SubscriptionRequestFile, ReportFile
 from ..celery_worker.client_connector import c_connector
 from ..utils.file import dict2xlsx, save_workbook_file, save_report_to_S3
@@ -172,21 +172,21 @@ class ReportAccumulateByRequest:
         day_data["num_invoice"] += 1 if doc_type == "invoice" else 0
         day_data["report_files"].append(report_file)
         
-        if sum([len(report_file.reviewed_accuracy[x]) for x in report_file.reviewed_accuracy.keys() if "_count" not in x]) > 0 :
-            day_data["average_accuracy_rate"]["imei"].add(report_file.reviewed_accuracy.get("imei_number", 0))
-            day_data["average_accuracy_rate"]["purchase_date"].add(report_file.reviewed_accuracy.get("purchase_date", 0))
-            day_data["average_accuracy_rate"]["retailer_name"].add(report_file.reviewed_accuracy.get("retailername", 0))
-            day_data["average_accuracy_rate"]["sold_to_party"].add(report_file.reviewed_accuracy.get("sold_to_party", 0))
+        if sum([len(report_file.reviewed_accuracy[x]) for x in report_file.reviewed_accuracy.keys() if "_count" not in x]) > 0:
+            day_data["average_accuracy_rate"]["imei"].add(report_file.reviewed_accuracy.get("imei_number", []))
+            day_data["average_accuracy_rate"]["purchase_date"].add(report_file.reviewed_accuracy.get("purchase_date", []))
+            day_data["average_accuracy_rate"]["retailer_name"].add(report_file.reviewed_accuracy.get("retailername", []))
+            day_data["average_accuracy_rate"]["sold_to_party"].add(report_file.reviewed_accuracy.get("sold_to_party", []))
         elif sum([len(report_file.feedback_accuracy[x]) for x in report_file.feedback_accuracy.keys() if "_count" not in x]) > 0:
-            day_data["average_accuracy_rate"]["imei"].add(report_file.feedback_accuracy.get("imei_number", 0))
-            day_data["average_accuracy_rate"]["purchase_date"].add(report_file.feedback_accuracy.get("purchase_date", 0))
-            day_data["average_accuracy_rate"]["retailer_name"].add(report_file.feedback_accuracy.get("retailername", 0))
-            day_data["average_accuracy_rate"]["sold_to_party"].add(report_file.feedback_accuracy.get("sold_to_party", 0))
+            day_data["average_accuracy_rate"]["imei"].add(report_file.feedback_accuracy.get("imei_number", []))
+            day_data["average_accuracy_rate"]["purchase_date"].add(report_file.feedback_accuracy.get("purchase_date", []))
+            day_data["average_accuracy_rate"]["retailer_name"].add(report_file.feedback_accuracy.get("retailername", []))
+            day_data["average_accuracy_rate"]["sold_to_party"].add(report_file.feedback_accuracy.get("sold_to_party", []))
 
         for key in ["imei_number", "purchase_date", "retailername", "sold_to_party"]:
-            day_data["feedback_accuracy"][key].add(report_file.feedback_accuracy.get(key, 0))
+            day_data["feedback_accuracy"][key].add(report_file.feedback_accuracy.get(key, []))
         for key in ["imei_number", "purchase_date", "retailername", "sold_to_party"]:
-            day_data["reviewed_accuracy"][key].add(report_file.reviewed_accuracy.get(key, 0))
+            day_data["reviewed_accuracy"][key].add(report_file.reviewed_accuracy.get(key, []))
 
         if not day_data["average_processing_time"].get(report_file.doc_type, None):
             print(f"[WARM]: Weird doctype: {report_file.doc_type}")
@@ -196,14 +196,14 @@ class ReportAccumulateByRequest:
         return day_data
     
     def add(self, request, report_files):
-        this_month = request.created_at.strftime("%Y%m")
-        this_day = request.created_at.strftime("%Y%m%d")
+        this_month = timezone.localtime(request.created_at).strftime("%Y%m")
+        this_day = timezone.localtime(request.created_at).strftime("%Y%m%d")
         if not self.data.get(this_month, None):
             self.data[this_month] = [copy.deepcopy(self.total_format), {}]
-            self.data[this_month][0]["extraction_date"] = "Subtotal (" + request.created_at.strftime("%Y-%m") + ")"
+            self.data[this_month][0]["extraction_date"] = "Subtotal (" + timezone.localtime(request.created_at).strftime("%Y-%m") + ")"
         if not self.data[this_month][1].get(this_day, None):
             self.data[this_month][1][this_day] = copy.deepcopy(self.day_format)[0]
-            self.data[this_month][1][this_day]['extraction_date'] = request.created_at.strftime("%Y-%m-%d")
+            self.data[this_month][1][this_day]['extraction_date'] = timezone.localtime(request.created_at).strftime("%Y-%m-%d")
             usage = self.count_transactions_within_day(this_day)
             self.data[this_month][1][this_day]["usage"]["imei"] = usage.get("imei", 0)
             self.data[this_month][1][this_day]["usage"]["invoice"] = usage.get("invoice", 0)
@@ -625,14 +625,14 @@ def align_fine_result(ready_predict, fine_result):
     # print(f"[DEBUG]: fine_result: {fine_result}")
     # print(f"[DEBUG]: ready_predict: {ready_predict}")
     if fine_result:
-        if isinstance(ready_predict["purchase_date"], str):
-            ready_predict["purchase_date"] = [ready_predict["purchase_date"]]
-            # ready_predict.save()
         if fine_result["purchase_date"] and len(ready_predict["purchase_date"]) == 0:
             ready_predict["purchase_date"] = [None]
         if fine_result["retailername"] and not ready_predict["retailername"]:
             ready_predict["retailername"] = [None]
-        fine_result["purchase_date"] = [fine_result["purchase_date"] for _ in range(len(ready_predict["purchase_date"]))] 
+        # if ready_predict["retailername"] and not fine_result["retailername"]:
+        #     fine_result["retailername"] = [None]
+        fine_result["purchase_date"] = [fine_result["purchase_date"] for _ in range(len(ready_predict["purchase_date"]))]
+        # fine_result["retailername"] = None if len(ready_predict["purchase_date"]))]
     # else:
     #     fine_result = {}
     #     for key in ready_predict.keys():
@@ -668,6 +668,12 @@ def calculate_accuracy(key_name, inference, target):
             target[key_name] = []
         else:
             target[key_name] = [target[key_name]]
+    # Realign lenght for mis predicted/feedback/reivew result
+    if len(target[key_name]) == 0 and len(inference[key_name]) > 0:
+        target[key_name] = [None for _ in range(len(inference[key_name]))]
+    elif len(inference[key_name]) == 0 and len(target[key_name]) > 0:
+        target[key_name] = [None for _ in range(len(inference[key_name]))]
+
     for i, v in enumerate(inference[key_name]):
         # TODO: target[key_name][i] is None, ""
         x = post_processing_str(key_name, inference[key_name][i], is_gt=False)
@@ -777,6 +783,11 @@ def calculate_a_request(report, request):
                                         "sold_to_party": [],
                                         },
                             "reviewed": {"imei_number": [],
+                                        "purchase_date": [],
+                                        "retailername": [],
+                                        "sold_to_party": [],
+                                        },
+                            "acumulated":{"imei_number": [],
                                         "purchase_date": [],
                                         "retailername": [],
                                         "sold_to_party": [],
@@ -784,10 +795,15 @@ def calculate_a_request(report, request):
                     "err": [],
                     "time_cost": {},
                     "total_images": 0,
-                    "bad_images": 0}
-    images = SubscriptionRequestFile.objects.filter(request=request)
+                    "bad_images": 0,
+                    "bad_image_list": [],
+                    }
+    images = SubscriptionRequestFile.objects.filter(request=request, file_category=FileCategory.Origin.value)
     report_files = []
     for image in images:
+        if image.reason in settings.ACC_EXCLUDE_RESEASONS:
+            continue
+        
         status, att = calculate_subcription_file(image)
         if status != 200:
             continue
@@ -805,6 +821,8 @@ def calculate_a_request(report, request):
             _sub = map_subsidiary_short_to_long(request.redemption_id[:2])
         else:
             print(f"[WARM]: empty redemption_id, check request: {request.request_id}")
+        if att["is_bad_image"]:
+            request_att["bad_image_list"].append(image.file_name)
         new_report_file = ReportFile(report=report,
                                     subsidiary=_sub,
                                     correspond_request_id=request.request_id,
@@ -838,11 +856,16 @@ def calculate_a_request(report, request):
             request_att["acc"]["reviewed"]["retailername"] += att["acc"]["reviewed"]["retailername"]
             request_att["acc"]["reviewed"]["sold_to_party"] += att["acc"]["reviewed"]["sold_to_party"]
 
+            request_att["acc"]["acumulated"]["imei_number"] += att["acc"]["reviewed"]["imei_number"] if att["acc"]["reviewed"]["imei_number"] else att["acc"]["feedback"]["imei_number"]
+            request_att["acc"]["acumulated"]["purchase_date"] += att["acc"]["reviewed"]["purchase_date"] if att["acc"]["reviewed"]["purchase_date"] else att["acc"]["feedback"]["purchase_date"]
+            request_att["acc"]["acumulated"]["retailername"] += att["acc"]["reviewed"]["retailername"] if att["acc"]["reviewed"]["retailername"] else att["acc"]["feedback"]["retailername"]
+            request_att["acc"]["acumulated"]["sold_to_party"] += att["acc"]["reviewed"]["sold_to_party"]  if att["acc"]["reviewed"]["sold_to_party"] else att["acc"]["feedback"]["sold_to_party"]
+
             request_att["bad_images"] += int(att["is_bad_image"])
             request_att["total_images"] += 1
             request_att["err"] += att["err"]
         except Exception as e:
-            print(e)
+            print(f"[ERROR]: failed to calculate request: {request.request_id} - request_file: {image.file_name} because of {e}")
             continue
 
     return request_att, report_files
@@ -870,11 +893,20 @@ def calculate_subcription_file(subcription_request_file):
             att["acc"]["reviewed"][key_name], _ = calculate_accuracy(key_name, inference_result, reviewed_result)
         except Exception as e:
             att["err"].append(str(e))
+            # print(f"[DEBUG]: predict_result: {subcription_request_file.predict_result}")
             # print(f"[DEBUG]: e: {e} -key_name: {key_name}")
+    subcription_request_file.feedback_accuracy = att["acc"]["feedback"]
+    subcription_request_file.reviewed_accuracy = att["acc"]["reviewed"]
+    subcription_request_file.save()
     avg_reviewed = calculate_avg_accuracy(att["acc"], "reviewed", ["retailername", "sold_to_party", "purchase_date", "imei_number"])
     avg_feedback = calculate_avg_accuracy(att["acc"], "feedback", ["retailername", "sold_to_party", "purchase_date", "imei_number"])
     if avg_feedback is not None or avg_reviewed is not None:
-        avg_acc = max([x for x in [avg_feedback, avg_reviewed] if x is not None])
+        avg_acc = 0
+        if avg_feedback is not None:
+            avg_acc = avg_feedback
+        if avg_reviewed is not None:
+            avg_acc = avg_reviewed
+
         if avg_acc < BAD_THRESHOLD:
             att["is_bad_image"] = True
             # exclude bad images
@@ -947,6 +979,12 @@ def calculate_attributions(request): # for one request, return in order
 
     return acc, data, time_cost, image_quality_num, error
 
+def mean_list(l):
+    l = [x for x in l if x is not None]
+    if len(l) == 0:
+        return 0
+    return sum(l)/len(l)
+
 def shadow_report(report_id, query):
     c_connector.make_a_report_2(
                 (report_id, query))
\ No newline at end of file
diff --git a/cope2n-api/fwd_api/utils/file.py b/cope2n-api/fwd_api/utils/file.py
index 024461e..5eeef41 100644
--- a/cope2n-api/fwd_api/utils/file.py
+++ b/cope2n-api/fwd_api/utils/file.py
@@ -250,6 +250,37 @@ def save_file_with_path(file_name: str, file: TemporaryUploadedFile, quality, fo
         raise ServiceUnavailableException()
     return file_path
 
+def save_images_to_csv_briefly(id, image_filenames):
+    # columns = ["request_id", "file_name", "predict_result", "feedback_result", "reviewed_result", "feedback_accuracy", "reviewed_accuracy"]
+    columns = ["request_id", "file_name", "predict_result", "feedback_result", "reviewed_result", "feedback_accuracy", "reviewed_accuracy"]
+    
+    # get the SubcriptionRequestFile list
+    images = SubscriptionRequestFile.objects.filter(file_name__in=image_filenames)
+    # Create a CSV writer object
+    folder_path = os.path.join(settings.MEDIA_ROOT, "report", id)
+    file_path = os.path.join(folder_path, "bad_images.csv")
+    os.makedirs(folder_path, exist_ok = True)
+
+    csv_file = open(file_path, "w", newline="")
+    csv_writer = csv.DictWriter(csv_file, fieldnames=columns)
+    csv_writer.writeheader()
+
+    # Write data to the CSV file
+    for subscription_request_file in images:
+        row = {
+            "request_id": subscription_request_file.request.request_id,
+            "file_name" : subscription_request_file.file_name,
+            "predict_result": subscription_request_file.predict_result,
+            "feedback_result": subscription_request_file.feedback_result,
+            "reviewed_result": subscription_request_file.reviewed_result,
+            # "feedback_accuracy": subscription_request_file.feedback_accuracy,
+            # "reviewed_accuracy": subscription_request_file.reviewed_accuracy,
+        }
+        csv_writer.writerow(row)
+    # Close the CSV file
+    csv_file.close()
+    # save to S3
+    save_report_to_S3(id, file_path)
 
 def resize_and_save_file(file_name: str, rq: SubscriptionRequest, file: TemporaryUploadedFile, quality: int):
     try:
diff --git a/cope2n-api/scripts/script.py b/cope2n-api/scripts/script.py
index e25ad22..a906a44 100644
--- a/cope2n-api/scripts/script.py
+++ b/cope2n-api/scripts/script.py
@@ -15,8 +15,8 @@ login_token = None
 # Define the login credentials
 login_credentials = {
     'username': 'sbt',
-    'password': '7Eg4AbWIXDnufgn'
-    # 'password': 'abc'
+    # 'password': '7Eg4AbWIXDnufgn'
+    'password': 'abc'
 }
 
 # Define the command to call the update API
diff --git a/cope2n-fe/package-lock.json b/cope2n-fe/package-lock.json
index aa23e73..d24b175 100644
--- a/cope2n-fe/package-lock.json
+++ b/cope2n-fe/package-lock.json
@@ -13,6 +13,7 @@
         "@ant-design/plots": "^1.2.3",
         "@ant-design/pro-layout": "^7.10.3",
         "@babel/core": "^7.13.10",
+        "@cyntler/react-doc-viewer": "^1.14.1",
         "@tanstack/react-query": "^4.20.4",
         "antd": "^5.4.0",
         "axios": "^1.2.2",
@@ -2613,6 +2614,123 @@
         "node": ">=10"
       }
     },
+    "node_modules/@cyntler/react-doc-viewer": {
+      "version": "1.14.1",
+      "resolved": "https://registry.npmjs.org/@cyntler/react-doc-viewer/-/react-doc-viewer-1.14.1.tgz",
+      "integrity": "sha512-1LiYewtiLM6FZgkJmlAiibv3zeiDinII+WKjViLeaD7O9yP+F9TqYyYSTR05crZODltzHenn/Tcx9YesV9tKtA==",
+      "dependencies": {
+        "@types/mustache": "^4.2.3",
+        "@types/papaparse": "^5.3.9",
+        "mustache": "^4.2.0",
+        "papaparse": "^5.4.1",
+        "react-pdf": "7.5.0",
+        "styled-components": "^6.0.8"
+      },
+      "engines": {
+        "node": ">=12.0.0"
+      },
+      "peerDependencies": {
+        "react": ">=16.13.1",
+        "react-dom": ">=16.13.1"
+      }
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/@emotion/unitless": {
+      "version": "0.8.0",
+      "resolved": "https://registry.npmjs.org/@emotion/unitless/-/unitless-0.8.0.tgz",
+      "integrity": "sha512-VINS5vEYAscRl2ZUDiT3uMPlrFQupiKgHz5AA4bCH1miKBg4qtwkim1qPmJj/4WG6TreYMY111rEFsjupcOKHw=="
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/csstype": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/csstype/-/csstype-3.1.2.tgz",
+      "integrity": "sha512-I7K1Uu0MBPzaFKg4nI5Q7Vs2t+3gWWW648spaF+Rg7pI9ds18Ugn+lvg4SHczUdKlHI5LWBXyqfS8+DufyBsgQ=="
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/postcss": {
+      "version": "8.4.31",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.4.31.tgz",
+      "integrity": "sha512-PS08Iboia9mts/2ygV3eLpY5ghnUcfLV/EXTOW1E2qYxJKGGBUtNjN76FYHnMs36RmARn41bC0AZmn+rR0OVpQ==",
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/postcss/"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/postcss"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "dependencies": {
+        "nanoid": "^3.3.6",
+        "picocolors": "^1.0.0",
+        "source-map-js": "^1.0.2"
+      },
+      "engines": {
+        "node": "^10 || ^12 || >=14"
+      }
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/react-pdf": {
+      "version": "7.5.0",
+      "resolved": "https://registry.npmjs.org/react-pdf/-/react-pdf-7.5.0.tgz",
+      "integrity": "sha512-hX7SfQGd9T6pdd3H5HcR1VzrRCehkhnBh/tsyz9GO9cXrYHgoxupboVL2VCQpBBSak+/UQSMCj+3JTOdheuwwQ==",
+      "dependencies": {
+        "clsx": "^2.0.0",
+        "make-cancellable-promise": "^1.3.1",
+        "make-event-props": "^1.6.0",
+        "merge-refs": "^1.2.1",
+        "pdfjs-dist": "3.11.174",
+        "prop-types": "^15.6.2",
+        "tiny-invariant": "^1.0.0",
+        "tiny-warning": "^1.0.0"
+      },
+      "funding": {
+        "url": "https://github.com/wojtekmaj/react-pdf?sponsor=1"
+      },
+      "peerDependencies": {
+        "@types/react": "^16.8.0 || ^17.0.0 || ^18.0.0",
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0",
+        "react-dom": "^16.8.0 || ^17.0.0 || ^18.0.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/styled-components": {
+      "version": "6.1.8",
+      "resolved": "https://registry.npmjs.org/styled-components/-/styled-components-6.1.8.tgz",
+      "integrity": "sha512-PQ6Dn+QxlWyEGCKDS71NGsXoVLKfE1c3vApkvDYS5KAK+V8fNWGhbSUEo9Gg2iaID2tjLXegEW3bZDUGpofRWw==",
+      "dependencies": {
+        "@emotion/is-prop-valid": "1.2.1",
+        "@emotion/unitless": "0.8.0",
+        "@types/stylis": "4.2.0",
+        "css-to-react-native": "3.2.0",
+        "csstype": "3.1.2",
+        "postcss": "8.4.31",
+        "shallowequal": "1.1.0",
+        "stylis": "4.3.1",
+        "tslib": "2.5.0"
+      },
+      "engines": {
+        "node": ">= 16"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/styled-components"
+      },
+      "peerDependencies": {
+        "react": ">= 16.8.0",
+        "react-dom": ">= 16.8.0"
+      }
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/tslib": {
+      "version": "2.5.0",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.5.0.tgz",
+      "integrity": "sha512-336iVw3rtn2BUK7ORdIAHTyxHGRIHVReokCR3XjbckJMK7ms8FysBfhLR8IXnAgy7T0PTPNBWKiH514FOW/WSg=="
+    },
     "node_modules/@emotion/hash": {
       "version": "0.8.0",
       "resolved": "https://registry.npmjs.org/@emotion/hash/-/hash-0.8.0.tgz",
@@ -3580,6 +3698,59 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/@mapbox/node-pre-gyp": {
+      "version": "1.0.11",
+      "resolved": "https://registry.npmjs.org/@mapbox/node-pre-gyp/-/node-pre-gyp-1.0.11.tgz",
+      "integrity": "sha512-Yhlar6v9WQgUp/He7BdgzOz8lqMQ8sU+jkCq7Wx8Myc5YFJLbEe7lgui/V7G1qB1DJykHSGwreceSaD60Y0PUQ==",
+      "optional": true,
+      "dependencies": {
+        "detect-libc": "^2.0.0",
+        "https-proxy-agent": "^5.0.0",
+        "make-dir": "^3.1.0",
+        "node-fetch": "^2.6.7",
+        "nopt": "^5.0.0",
+        "npmlog": "^5.0.1",
+        "rimraf": "^3.0.2",
+        "semver": "^7.3.5",
+        "tar": "^6.1.11"
+      },
+      "bin": {
+        "node-pre-gyp": "bin/node-pre-gyp"
+      }
+    },
+    "node_modules/@mapbox/node-pre-gyp/node_modules/lru-cache": {
+      "version": "6.0.0",
+      "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-6.0.0.tgz",
+      "integrity": "sha512-Jo6dJ04CmSjuznwJSS3pUeWmd/H0ffTlkXXgwZi+eq1UCmqQwCh+eLsYOYCwY991i2Fah4h1BEMCx4qThGbsiA==",
+      "optional": true,
+      "dependencies": {
+        "yallist": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/@mapbox/node-pre-gyp/node_modules/semver": {
+      "version": "7.6.0",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-7.6.0.tgz",
+      "integrity": "sha512-EnwXhrlwXMk9gKu5/flx5sv/an57AkRplG3hTK68W7FRDN+k+OWBj65M7719OkA82XLBxrcX0KSHj+X5COhOVg==",
+      "optional": true,
+      "dependencies": {
+        "lru-cache": "^6.0.0"
+      },
+      "bin": {
+        "semver": "bin/semver.js"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/@mapbox/node-pre-gyp/node_modules/yallist": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
+      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==",
+      "optional": true
+    },
     "node_modules/@messageformat/parser": {
       "version": "5.1.0",
       "resolved": "https://registry.npmjs.org/@messageformat/parser/-/parser-5.1.0.tgz",
@@ -4456,6 +4627,11 @@
         "@types/lodash": "*"
       }
     },
+    "node_modules/@types/mustache": {
+      "version": "4.2.5",
+      "resolved": "https://registry.npmjs.org/@types/mustache/-/mustache-4.2.5.tgz",
+      "integrity": "sha512-PLwiVvTBg59tGFL/8VpcGvqOu3L4OuveNvPi0EYbWchRdEVP++yRUXJPFl+CApKEq13017/4Nf7aQ5lTtHUNsA=="
+    },
     "node_modules/@types/node": {
       "version": "18.19.12",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.12.tgz",
@@ -4464,6 +4640,14 @@
         "undici-types": "~5.26.4"
       }
     },
+    "node_modules/@types/papaparse": {
+      "version": "5.3.14",
+      "resolved": "https://registry.npmjs.org/@types/papaparse/-/papaparse-5.3.14.tgz",
+      "integrity": "sha512-LxJ4iEFcpqc6METwp9f6BV6VVc43m6MfH0VqFosHvrUgfXiFe6ww7R3itkOQ+TCK6Y+Iv/+RnnvtRZnkc5Kc9g==",
+      "dependencies": {
+        "@types/node": "*"
+      }
+    },
     "node_modules/@types/parse-json": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/@types/parse-json/-/parse-json-4.0.2.tgz",
@@ -4482,13 +4666,13 @@
       "version": "15.7.11",
       "resolved": "https://registry.npmjs.org/@types/prop-types/-/prop-types-15.7.11.tgz",
       "integrity": "sha512-ga8y9v9uyeiLdpKddhxYQkxNDrfvuPrlFb0N1qnZZByvcElJaXthF1UhvCh9TLWJBEHeNtdnbysW7Y6Uq8CVng==",
-      "dev": true
+      "devOptional": true
     },
     "node_modules/@types/react": {
       "version": "18.2.48",
       "resolved": "https://registry.npmjs.org/@types/react/-/react-18.2.48.tgz",
       "integrity": "sha512-qboRCl6Ie70DQQG9hhNREz81jqC1cs9EVNcjQ1AU+jH6NFfSAhVVbrrY/+nSF+Bsk4AOwm9Qa61InvMCyV+H3w==",
-      "dev": true,
+      "devOptional": true,
       "dependencies": {
         "@types/prop-types": "*",
         "@types/scheduler": "*",
@@ -4508,7 +4692,7 @@
       "version": "0.16.8",
       "resolved": "https://registry.npmjs.org/@types/scheduler/-/scheduler-0.16.8.tgz",
       "integrity": "sha512-WZLiwShhwLRmeV6zH+GkbOFT6Z6VklCItrDioxUnv+u4Ll+8vKeFySoFyK/0ctcRpOmwAicELfmys1sDc/Rw+A==",
-      "dev": true
+      "devOptional": true
     },
     "node_modules/@types/semver": {
       "version": "7.5.6",
@@ -4516,6 +4700,11 @@
       "integrity": "sha512-dn1l8LaMea/IjDoHNd9J52uBbInB796CDffS6VdIxvqYCPSG0V0DzHp76GpaWnlhg88uYyPbXCDIowa86ybd5A==",
       "dev": true
     },
+    "node_modules/@types/stylis": {
+      "version": "4.2.0",
+      "resolved": "https://registry.npmjs.org/@types/stylis/-/stylis-4.2.0.tgz",
+      "integrity": "sha512-n4sx2bqL0mW1tvDf/loQ+aMX7GQD3lc3fkCMC55VFNDu/vBOabO+LTIeXKM14xK0ppk5TUGcWRjiSpIlUpghKw=="
+    },
     "node_modules/@types/uuid": {
       "version": "9.0.8",
       "resolved": "https://registry.npmjs.org/@types/uuid/-/uuid-9.0.8.tgz",
@@ -5074,6 +5263,12 @@
       "resolved": "https://registry.npmjs.org/@yiiran/get-file-type/-/get-file-type-1.0.3.tgz",
       "integrity": "sha512-NPXIjasI3phA5sGTrEIdJ/DZlO7HG0NnoPmHXdxOkREyojt5ktw0UWhGRySffpO2SsW9VCUQdVgxyoOdnI+Uxg=="
     },
+    "node_modules/abbrev": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/abbrev/-/abbrev-1.1.1.tgz",
+      "integrity": "sha512-nne9/IiQ/hzIhY6pdDnbBtz7DjPTKrY00P/zvPSm5pOFkl6xuGrGnXn/VtTNNfNtAfZ9/1RtehkszU9qcTii0Q==",
+      "optional": true
+    },
     "node_modules/acorn": {
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@@ -11898,6 +12482,29 @@
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@@ -12618,10 +13241,16 @@
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@@ -12696,6 +13325,16 @@
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@@ -12785,6 +13424,15 @@
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diff --git a/cope2n-fe/package.json b/cope2n-fe/package.json
index 9213a6b..c7e2006 100644
--- a/cope2n-fe/package.json
+++ b/cope2n-fe/package.json
@@ -27,26 +27,27 @@
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+        "process": "^0.11.10",
+        "react": "^18.2.0",
+        "react-chartjs-2": "^5.2.0",
+        "react-dom": "^18.2.0",
+        "react-json-view-lite": "^1.2.1",
+        "react-office-viewer": "^1.0.4",
+        "react-router-dom": "^6.6.1",
+        "styled-components": "^5.3.6",
+        "uuid": "^9.0.0"
   },
   "devDependencies": {
     "@babel/plugin-syntax-jsx": "^7.12.13",
diff --git a/cope2n-fe/public/dummy.pdf b/cope2n-fe/public/dummy.pdf
new file mode 100644
index 0000000..774c2ea
Binary files /dev/null and b/cope2n-fe/public/dummy.pdf differ
diff --git a/cope2n-fe/src/components/left-menu/index.tsx b/cope2n-fe/src/components/left-menu/index.tsx
index 09c5e95..d0390dc 100644
--- a/cope2n-fe/src/components/left-menu/index.tsx
+++ b/cope2n-fe/src/components/left-menu/index.tsx
@@ -1,4 +1,4 @@
-import { AppstoreOutlined, BarChartOutlined, RotateRightOutlined } from '@ant-design/icons';
+import { AppstoreOutlined, BarChartOutlined, RotateRightOutlined, FileSearchOutlined } from '@ant-design/icons';
 import { t } from '@lingui/macro';
 import { Menu, MenuProps } from 'antd';
 import React from 'react';
@@ -34,8 +34,8 @@ function LeftMenu() {
 
   const generalSubItems = [
     getItem(t`Dashboard`, '/dashboard', <AppstoreOutlined />),
-    // getItem(t`Reviews`, '/reviews', <FileSearchOutlined />),
     getItem(t`Reports`, '/reports', <BarChartOutlined />),
+    // getItem(t`Review`, '/reviews', <FileSearchOutlined />),
     getItem(t`Inference`, '/inference', <RotateRightOutlined />),
     // getItem(t`Users`, '/users', <UsergroupAddOutlined />),
   ];
diff --git a/cope2n-fe/src/components/report-detail/report-overview-table.tsx b/cope2n-fe/src/components/report-detail/report-overview-table.tsx
index 544a750..ab5fd25 100644
--- a/cope2n-fe/src/components/report-detail/report-overview-table.tsx
+++ b/cope2n-fe/src/components/report-detail/report-overview-table.tsx
@@ -69,7 +69,8 @@ const columns: TableColumnsType<DataType> = [
     width: '130px',
     className: 'hide-border-right',
     render: (_, record) => {
-      return <span>{record.snImeiTC + record.invoiceTC}</span>;
+      const value = record.snImeiTC + record.invoiceTC;
+      return <span>{value ? value : '-'}</span>;
     },
   },
   {
@@ -81,12 +82,20 @@ const columns: TableColumnsType<DataType> = [
         key: 'snImeiTC',
         width: '50px',
         className: 'show-border-left',
+        render: (_, record) => {
+          const value = record.snImeiTC;
+          return <span>{value ? value : '-'}</span>;
+        },
       },
       {
         title: 'Invoice',
         dataIndex: 'invoiceTC',
         key: 'invoiceTC',
         width: '50px',
+        render: (_, record) => {
+          const value = record.invoiceTC;
+          return <span>{value ? value : '-'}</span>;
+        },
       },
     ],
   },
diff --git a/cope2n-fe/src/pages/reviews/index.tsx b/cope2n-fe/src/pages/reviews/index.tsx
index 91de596..616fb15 100644
--- a/cope2n-fe/src/pages/reviews/index.tsx
+++ b/cope2n-fe/src/pages/reviews/index.tsx
@@ -1,5 +1,181 @@
-function Reviews() {
-  return <div>Reviews</div>;
-}
+import { t } from '@lingui/macro';
+import { Button, message, Upload, Input, Table } from 'antd';
+import { SbtPageHeader } from 'components/page-header';
+import { useState } from 'react';
+import { Layout } from 'antd';
+import FileViewer from '@cyntler/react-doc-viewer';
+const { Sider, Content } = Layout;
 
-export default Reviews;
+const siderStyle: React.CSSProperties = {
+  backgroundColor: '#fafafa',
+  padding: 10,
+  width: 200,
+};
+
+
+const fileList = [
+  {
+    name: "invoice.pdf",
+    url: "/dummpy.pdf",
+    type: "invoice",
+    isBadQuality: false,
+  },
+  {
+    name: "invoice.pdf",
+    url: "/dummpy.pdf",
+    type: "imei",
+    isBadQuality: true,
+  }
+]
+
+const dataSource = [
+  {
+    key: '1',
+    value: 'Mike',
+  },
+  {
+    key: '2',
+    value: 'Mike',
+  },
+  {
+    key: '3',
+    value: 'Mike',
+  },
+];
+
+const columns = [
+  {
+    title: 'Key',
+    dataIndex: 'key',
+    key: 'key',
+  },
+  {
+    title: 'Predicted',
+    dataIndex: 'value',
+    key: 'value',
+  },
+  {
+    title: 'Submitted',
+    dataIndex: 'value',
+    key: 'value',
+  },
+  {
+    title: 'Revised',
+    dataIndex: 'value',
+    key: 'value',
+  },
+];
+
+
+const FileCard = ({ file, isSelected, onClick }) => {
+  return (
+    <div style={{
+      border: '1px solid #ccc',
+      width: '200px',
+      backgroundColor: isSelected ? '#d4ecff' : '#fff',
+      padding: '4px 8px',
+      marginRight: '4px',
+      marginTop: '4px',
+    }} onClick={onClick}>
+      <div>
+        <span style={{
+          fontSize: '12px',
+          color: '#333',
+          fontWeight: 'bold',
+          padding: '4px 8px',
+        }}>{file.type.toUpperCase()}</span>
+        <span style={{
+          fontSize: '12px',
+          color: '#aaa',
+          fontWeight: 'bold',
+          padding: '4px 8px',
+        }}>{file.name}</span>
+      </div>
+    </div>
+  );
+
+};
+
+const InferencePage = () => {
+  const [selectedFileId, setSelectedFileId] = useState(0);
+  const selectFileByIndex = (index) => {
+    setSelectedFileId(index);
+  };
+
+  return (
+    <>
+      {/* <SbtPageHeader
+        title={t`Result Review`}
+      /> */}
+      <Layout style={{
+        overflow: 'hidden',
+        width: '100%',
+        maxWidth: '100%',
+        minHeight: 'calc(100vh - 100px)',
+        maxHeight: 'calc(100vh - 100px)',
+        display: 'flex',
+        padding: '8px',
+      }}>
+          <Content style={{
+            textAlign: 'center',
+            color: '#fff',
+            backgroundColor: '#efefef',
+            height: '100%',
+            display: 'flex',
+            flexDirection: 'column',
+            flexGrow: 1,
+          }}>
+            <div style={{
+              border: "1px solid #ccc",
+              flexGrow: 1,
+              height: '500px',
+            }}>
+              <FileViewer documents={
+                [
+                  { uri: "/dummy.pdf" }
+                ]
+              } config={{
+                header: {
+                  disableHeader: true,
+                  disableFileName: true,
+                  retainURLParams: true,
+                },
+                csvDelimiter: ",", // "," as default,
+                pdfVerticalScrollByDefault: true, // false as default
+              }} />
+            </div>
+            <div
+              style={{
+                width: "100%",
+                display: "flex",
+                flexDirection: "row",
+                height: "100px",
+                flexGrow: 0,
+              }}>
+              {fileList.map((file, index) => (
+                <FileCard key={index} file={file} isSelected={index === selectedFileId} onClick={
+                  () => {
+                    setSelectedFileId(index);
+                  }
+                } />
+              ))}
+            </div>
+          </Content>
+          <Sider width="400px" style={siderStyle}>
+            <h2 style={{ margin: "0 0 10px 0" }}>Overview</h2>
+            <Input size='small' addonBefore="Request ID" style={{ marginBottom: "4px" }} readOnly />
+            <Input size='small' addonBefore="Redemption" style={{ marginBottom: "4px" }} readOnly />
+            <Input size='small' addonBefore="Uploaded date" style={{ marginBottom: "4px" }} readOnly />
+            <Input size='small' addonBefore="Request time" style={{ marginBottom: "4px" }} readOnly />
+            <Input size='small' addonBefore="Processing time" style={{ marginBottom: "4px" }} readOnly />
+            <div style={{ marginBottom: "8px", marginTop: "8px", display: "flex" }}>
+              <Button type="primary" size='middle'>Confirm result</Button>
+            </div>
+            <Table dataSource={dataSource} columns={columns} />
+          </Sider>
+        </Layout>
+    </>
+  );
+};
+
+export default InferencePage;
diff --git a/deploy_images.sh b/deploy_images.sh
index df4360f..648d6ba 100755
--- a/deploy_images.sh
+++ b/deploy_images.sh
@@ -6,7 +6,7 @@ tag=$1
 
 echo "[INFO] Tag received from Python: $tag"
 
-# echo "[INFO] Updating everything the remote..."
+echo "[INFO] Updating everything the remote..."
 git submodule update --recursive --remote
 
 echo "[INFO] Pushing AI image with tag: $tag..."
diff --git a/docker-compose-dev.yml b/docker-compose-dev.yml
index f6d8386..932f381 100755
--- a/docker-compose-dev.yml
+++ b/docker-compose-dev.yml
@@ -174,8 +174,8 @@ services:
       - ./cope2n-api:/app
 
     working_dir: /app
-    # command: sh -c "celery -A fwd_api.celery_worker.worker worker -l INFO -c 5"
-    command: bash -c "tail -f > /dev/null"
+    command: sh -c "celery -A fwd_api.celery_worker.worker worker -l INFO -c 5"
+    # command: bash -c "tail -f > /dev/null"
 
   # Back-end persistent
   db-sbt: