diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2f7cd6d9d..eeb9e0b94 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -8,15 +8,25 @@ jobs:
   format_python_code:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+      - name: Check out the repo
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
         with:
           submodules: "recursive"
           ref: ${{ github.ref }}
-      - name: Blacken Python code
-        uses: jpetrucciani/black-check@master
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+
+      - name: Run Ruff Checks
+        uses: astral-sh/ruff-action@39f75e526a505e26a302f8796977b50c13720edf # v3.2.1
         with:
-          path: "."
-          black_flags: "--safe --verbose --diff"
+          args: "check --select I ."
+      
+      - name: Run Ruff Format
+        uses: astral-sh/ruff-action@39f75e526a505e26a302f8796977b50c13720edf # v3.2.1
+        with:
+          args: "format --check --diff"
+
   build:
     runs-on: ubuntu-latest
     if: "!contains(github.event.head_commit.message, '[ci skip]')"
diff --git a/app/airflow/dags/SR_processing_dag.py b/app/airflow/dags/SR_processing_dag.py
index ee217fb48..12c242a1c 100644
--- a/app/airflow/dags/SR_processing_dag.py
+++ b/app/airflow/dags/SR_processing_dag.py
@@ -1,13 +1,13 @@
 from datetime import datetime, timedelta
+
 from airflow import DAG
 from airflow.operators.empty import EmptyOperator
-from libs.utils import create_task, validate_params_SR_processing
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT, AIRFLOW_DEBUG_MODE
 from libs.SR_processing.core import (
-    process_data_dictionary,
     process_and_create_scan_report_entries,
+    process_data_dictionary,
 )
-from libs.utils import connect_to_storage
-from libs.settings import AIRFLOW_DEBUG_MODE, AIRFLOW_DAGRUN_TIMEOUT
+from libs.utils import connect_to_storage, create_task, validate_params_SR_processing
 
 """
 This DAG automates the process of creating scan report tables, fields and values 
diff --git a/app/airflow/dags/auto_mapping_dag.py b/app/airflow/dags/auto_mapping_dag.py
index 3438624e6..92c9da4f9 100644
--- a/app/airflow/dags/auto_mapping_dag.py
+++ b/app/airflow/dags/auto_mapping_dag.py
@@ -1,36 +1,35 @@
 from datetime import datetime, timedelta
+
 from airflow import DAG
 from airflow.operators.empty import EmptyOperator
-from libs.auto_mapping.find_R_concepts_to_reuse import (
-    find_matching_field,
-    find_matching_value,
-    create_reusing_concepts,
-    delete_R_concepts,
-)
-
-from libs.auto_mapping.find_standard_V_concepts import (
-    find_standard_concepts,
-    create_standard_concepts,
-)
-
 from libs.auto_mapping.core_get_existing_concepts import (
     delete_mapping_rules,
     find_existing_concepts,
 )
 from libs.auto_mapping.core_prep_rules_creation import (
-    find_dest_table_and_person_field_id,
-    find_date_fields,
-    find_concept_fields,
     find_additional_fields,
+    find_concept_fields,
+    find_date_fields,
+    find_dest_table_and_person_field_id,
 )
 from libs.auto_mapping.core_rules_creation import create_mapping_rules
+from libs.auto_mapping.find_R_concepts_to_reuse import (
+    create_reusing_concepts,
+    delete_R_concepts,
+    find_matching_field,
+    find_matching_value,
+)
+from libs.auto_mapping.find_standard_V_concepts import (
+    create_standard_concepts,
+    find_standard_concepts,
+)
 from libs.auto_mapping.search_recommendations import process_search_recommendations
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT, AIRFLOW_DEBUG_MODE, SEARCH_ENABLED
 from libs.utils import (
     create_task,
-    validate_params_auto_mapping,
     update_job_status_on_failure,
+    validate_params_auto_mapping,
 )
-from libs.settings import AIRFLOW_DEBUG_MODE, SEARCH_ENABLED, AIRFLOW_DAGRUN_TIMEOUT
 
 """
 This DAG automates the process of creating and reusing concepts from scan reports and generating mapping rules.
diff --git a/app/airflow/dags/libs/SR_processing/core.py b/app/airflow/dags/libs/SR_processing/core.py
index 70d026298..f6b145d0e 100644
--- a/app/airflow/dags/libs/SR_processing/core.py
+++ b/app/airflow/dags/libs/SR_processing/core.py
@@ -1,28 +1,28 @@
+import csv
 import logging
 import os
-from openpyxl import load_workbook
-from libs.utils import pull_validated_params
-import csv
 from io import StringIO
+from typing import List, Tuple
+
+from airflow.providers.postgres.hooks.postgres import PostgresHook
+from libs.enums import JobStageType, StageStatusType
+from libs.queries import create_temp_data_dictionary_table_query, create_values_query
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
 from libs.SR_processing.db_services import (
     create_field_entries,
-    update_temp_data_dictionary_table,
     create_temp_field_values_table,
     delete_temp_tables,
+    update_temp_data_dictionary_table,
 )
 from libs.SR_processing.helpers import (
-    remove_BOM,
-    process_four_item_dict,
     get_unique_table_names,
+    process_four_item_dict,
+    remove_BOM,
     transform_scan_report_sheet_table,
 )
 from libs.storage_services import download_blob_to_tmp
-from airflow.providers.postgres.hooks.postgres import PostgresHook
-from typing import List, Tuple
-from libs.queries import create_values_query, create_temp_data_dictionary_table_query
-from libs.enums import JobStageType, StageStatusType
-from libs.utils import update_job_status
-from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
+from libs.utils import pull_validated_params, update_job_status
+from openpyxl import load_workbook
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/SR_processing/db_services.py b/app/airflow/dags/libs/SR_processing/db_services.py
index 06fa27991..8705526a0 100644
--- a/app/airflow/dags/libs/SR_processing/db_services.py
+++ b/app/airflow/dags/libs/SR_processing/db_services.py
@@ -1,12 +1,13 @@
-from typing import List, Any, Dict, Tuple
-from openpyxl.worksheet.worksheet import Worksheet
-from libs.queries import create_fields_query
 import logging
 from collections import defaultdict
+from typing import Any, Dict, List, Tuple
+
 from airflow.providers.postgres.hooks.postgres import PostgresHook
 from libs.enums import JobStageType, StageStatusType
+from libs.queries import create_fields_query
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT, AIRFLOW_DEBUG_MODE
 from libs.utils import update_job_status
-from libs.settings import AIRFLOW_DEBUG_MODE, AIRFLOW_DAGRUN_TIMEOUT
+from openpyxl.worksheet.worksheet import Worksheet
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/SR_processing/helpers.py b/app/airflow/dags/libs/SR_processing/helpers.py
index 5a0067c31..dbe7cf95a 100644
--- a/app/airflow/dags/libs/SR_processing/helpers.py
+++ b/app/airflow/dags/libs/SR_processing/helpers.py
@@ -1,7 +1,8 @@
-from typing import List, Any, Dict
-from openpyxl.worksheet.worksheet import Worksheet
 import logging
 from collections import defaultdict
+from typing import Any, Dict, List
+
+from openpyxl.worksheet.worksheet import Worksheet
 
 
 def get_unique_table_names(worksheet: Worksheet) -> List[str]:
diff --git a/app/airflow/dags/libs/auto_mapping/core_get_existing_concepts.py b/app/airflow/dags/libs/auto_mapping/core_get_existing_concepts.py
index 96b3909ae..41fdad7ce 100644
--- a/app/airflow/dags/libs/auto_mapping/core_get_existing_concepts.py
+++ b/app/airflow/dags/libs/auto_mapping/core_get_existing_concepts.py
@@ -1,17 +1,18 @@
-from libs.utils import (
-    update_job_status,
-    JobStageType,
-    StageStatusType,
-    pull_validated_params,
-)
-from airflow.providers.postgres.hooks.postgres import PostgresHook
 import logging
+
+from airflow.providers.postgres.hooks.postgres import PostgresHook
 from libs.queries import (
     create_existing_concepts_table_query,
     find_existing_concepts_query,
     find_source_field_id_query,
 )
 from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
+from libs.utils import (
+    JobStageType,
+    StageStatusType,
+    pull_validated_params,
+    update_job_status,
+)
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/auto_mapping/core_prep_rules_creation.py b/app/airflow/dags/libs/auto_mapping/core_prep_rules_creation.py
index eef7c6fd0..4fd02325a 100644
--- a/app/airflow/dags/libs/auto_mapping/core_prep_rules_creation.py
+++ b/app/airflow/dags/libs/auto_mapping/core_prep_rules_creation.py
@@ -1,17 +1,18 @@
-from libs.utils import (
-    update_job_status,
-    JobStageType,
-    StageStatusType,
-    pull_validated_params,
-)
-from airflow.providers.postgres.hooks.postgres import PostgresHook
 import logging
+
+from airflow.providers.postgres.hooks.postgres import PostgresHook
 from libs.queries import (
-    find_dest_table_and_person_field_id_query,
-    find_dates_fields_query,
     find_concept_fields_query,
+    find_dates_fields_query,
+    find_dest_table_and_person_field_id_query,
 )
 from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
+from libs.utils import (
+    JobStageType,
+    StageStatusType,
+    pull_validated_params,
+    update_job_status,
+)
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/auto_mapping/core_rules_creation.py b/app/airflow/dags/libs/auto_mapping/core_rules_creation.py
index 0cc70b73b..a7199d11c 100644
--- a/app/airflow/dags/libs/auto_mapping/core_rules_creation.py
+++ b/app/airflow/dags/libs/auto_mapping/core_rules_creation.py
@@ -1,14 +1,14 @@
-from airflow.providers.postgres.hooks.postgres import PostgresHook
 import logging
+
 from airflow.exceptions import AirflowException
+from airflow.providers.postgres.hooks.postgres import PostgresHook
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT, AIRFLOW_DEBUG_MODE
 from libs.utils import (
-    update_job_status,
     JobStageType,
     StageStatusType,
     pull_validated_params,
+    update_job_status,
 )
-from libs.settings import AIRFLOW_DEBUG_MODE, AIRFLOW_DAGRUN_TIMEOUT
-
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/auto_mapping/find_R_concepts_to_reuse.py b/app/airflow/dags/libs/auto_mapping/find_R_concepts_to_reuse.py
index 31ceb0539..9feba0d95 100644
--- a/app/airflow/dags/libs/auto_mapping/find_R_concepts_to_reuse.py
+++ b/app/airflow/dags/libs/auto_mapping/find_R_concepts_to_reuse.py
@@ -1,20 +1,21 @@
-from libs.utils import (
-    update_job_status,
-    JobStageType,
-    StageStatusType,
-    pull_validated_params,
-)
-from airflow.providers.postgres.hooks.postgres import PostgresHook
 import logging
+
+from airflow.providers.postgres.hooks.postgres import PostgresHook
 from libs.queries import (
+    create_reuse_concept_query,
     create_temp_reuse_table_query,
     find_m_concepts_query,
     find_m_concepts_query_field_level,
     find_object_id_query,
     validate_reused_concepts_query,
-    create_reuse_concept_query,
 )
 from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
+from libs.utils import (
+    JobStageType,
+    StageStatusType,
+    pull_validated_params,
+    update_job_status,
+)
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/auto_mapping/find_standard_V_concepts.py b/app/airflow/dags/libs/auto_mapping/find_standard_V_concepts.py
index 9c2547abb..141584631 100644
--- a/app/airflow/dags/libs/auto_mapping/find_standard_V_concepts.py
+++ b/app/airflow/dags/libs/auto_mapping/find_standard_V_concepts.py
@@ -1,13 +1,14 @@
+import logging
+
+from airflow.exceptions import AirflowException
+from airflow.providers.postgres.hooks.postgres import PostgresHook
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
 from libs.utils import (
-    update_job_status,
     JobStageType,
     StageStatusType,
     pull_validated_params,
+    update_job_status,
 )
-from airflow.providers.postgres.hooks.postgres import PostgresHook
-import logging
-from airflow.exceptions import AirflowException
-from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/auto_mapping/search_recommendations.py b/app/airflow/dags/libs/auto_mapping/search_recommendations.py
index 485a6c06f..cfa4dda59 100644
--- a/app/airflow/dags/libs/auto_mapping/search_recommendations.py
+++ b/app/airflow/dags/libs/auto_mapping/search_recommendations.py
@@ -1,9 +1,10 @@
+import logging
+
+from airflow.providers.postgres.hooks.postgres import PostgresHook
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
 from libs.utils import (
     pull_validated_params,
 )
-from airflow.providers.postgres.hooks.postgres import PostgresHook
-import logging
-from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/rules_export/core.py b/app/airflow/dags/libs/rules_export/core.py
index f6d544078..3d61444ca 100644
--- a/app/airflow/dags/libs/rules_export/core.py
+++ b/app/airflow/dags/libs/rules_export/core.py
@@ -1,23 +1,23 @@
 import logging
-from libs.utils import pull_validated_params
+from datetime import datetime
+from typing import Dict
+
 from airflow.providers.postgres.hooks.postgres import PostgresHook
-from libs.types import FileHandlerConfig
+from libs.enums import JobStageType, StageStatusType
+from libs.queries import create_file_entry_query, create_update_temp_rules_table_query
 from libs.rules_export.file_services import (
-    build_rules_json,
     build_rules_csv,
+    build_rules_json,
     build_rules_json_v2,
 )
-from typing import Dict
-from datetime import datetime
-from libs.queries import create_update_temp_rules_table_query, create_file_entry_query
-from libs.storage_services import upload_blob_to_storage
-from libs.enums import JobStageType, StageStatusType
-from libs.utils import update_job_status
 from libs.settings import (
+    AIRFLOW_DAGRUN_TIMEOUT,
     AIRFLOW_DEBUG_MODE,
     AIRFLOW_VAR_JSON_VERSION,
-    AIRFLOW_DAGRUN_TIMEOUT,
 )
+from libs.storage_services import upload_blob_to_storage
+from libs.types import FileHandlerConfig
+from libs.utils import pull_validated_params, update_job_status
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
diff --git a/app/airflow/dags/libs/rules_export/file_services.py b/app/airflow/dags/libs/rules_export/file_services.py
index 72e0e4551..fa7651d9c 100644
--- a/app/airflow/dags/libs/rules_export/file_services.py
+++ b/app/airflow/dags/libs/rules_export/file_services.py
@@ -1,16 +1,16 @@
-from typing import Any, Dict, List
-from libs.enums import JobStageType, StageStatusType
-from libs.utils import update_job_status
+import csv
+import io
 import json
-import pandas as pd
-from datetime import datetime, timezone
+import logging
+from datetime import date, datetime, timezone
 from io import BytesIO
+from typing import Any, Dict, List
+
+import pandas as pd
 from airflow.providers.postgres.hooks.postgres import PostgresHook
-import io
-import csv
-from datetime import date
-import logging
+from libs.enums import JobStageType, StageStatusType
 from libs.settings import AIRFLOW_DAGRUN_TIMEOUT
+from libs.utils import update_job_status
 
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
@@ -353,19 +353,19 @@ def build_rules_json_v2(scan_report_name: str, scan_report_id: int) -> BytesIO:
 
                 # Adding the person_id_mapping, date_mapping, concept_mapping to the result
                 if person_id_mappings:
-                    result[dest_table_str][source_table_clean][
-                        "person_id_mapping"
-                    ] = person_id_mappings
+                    result[dest_table_str][source_table_clean]["person_id_mapping"] = (
+                        person_id_mappings
+                    )
 
                 if date_mappings:
-                    result[dest_table_str][source_table_clean][
-                        "date_mapping"
-                    ] = date_mappings
+                    result[dest_table_str][source_table_clean]["date_mapping"] = (
+                        date_mappings
+                    )
 
                 if concept_mappings:
-                    result[dest_table_str][source_table_clean][
-                        "concept_mappings"
-                    ] = concept_mappings
+                    result[dest_table_str][source_table_clean]["concept_mappings"] = (
+                        concept_mappings
+                    )
 
         cdm = {
             "metadata": metadata,
diff --git a/app/airflow/dags/libs/settings.py b/app/airflow/dags/libs/settings.py
index 05ffa22fa..06d43b81a 100644
--- a/app/airflow/dags/libs/settings.py
+++ b/app/airflow/dags/libs/settings.py
@@ -1,4 +1,5 @@
 import os
+
 from libs.enums import StorageType
 
 storage_type = os.getenv("STORAGE_TYPE", StorageType.MINIO)
diff --git a/app/airflow/dags/libs/storage_services.py b/app/airflow/dags/libs/storage_services.py
index 19c2d4fd5..0f40beefa 100644
--- a/app/airflow/dags/libs/storage_services.py
+++ b/app/airflow/dags/libs/storage_services.py
@@ -1,12 +1,14 @@
-from airflow.providers.microsoft.azure.hooks.wasb import WasbHook
-from airflow.providers.amazon.aws.hooks.s3 import S3Hook
-from libs.enums import StorageType
-from libs.settings import storage_type
-from pathlib import Path
 import logging
+from pathlib import Path
 from typing import Any
+
+from airflow.providers.amazon.aws.hooks.s3 import S3Hook
+from airflow.providers.microsoft.azure.hooks.wasb import WasbHook
 from azure.storage.blob import ContentSettings
 
+from libs.enums import StorageType
+from libs.settings import storage_type
+
 
 def get_storage_hook():
     """
diff --git a/app/airflow/dags/libs/utils.py b/app/airflow/dags/libs/utils.py
index 75dd8d00e..8ad26f14d 100644
--- a/app/airflow/dags/libs/utils.py
+++ b/app/airflow/dags/libs/utils.py
@@ -1,23 +1,24 @@
-import logging
 import ast
 import json
-from airflow.providers.postgres.hooks.postgres import PostgresHook
-from airflow.operators.python import PythonOperator
-from typing import TypedDict, List, Optional, Dict, Any
+import logging
+from typing import Any, Dict, List, Optional, TypedDict
+
+from airflow.models.connection import Connection
 from airflow.models.taskinstance import TaskInstance
-from libs.enums import JobStageType, StageStatusType, StorageType
+from airflow.operators.python import PythonOperator
+from airflow.providers.postgres.hooks.postgres import PostgresHook
 from airflow.utils.session import create_session
-from airflow.models.connection import Connection
+
+from libs.enums import JobStageType, StageStatusType, StorageType
 from libs.settings import (
-    storage_type,
-    AIRFLOW_VAR_WASB_CONNECTION_STRING,
-    AIRFLOW_VAR_MINIO_ENDPOINT,
+    AIRFLOW_DAGRUN_TIMEOUT,
     AIRFLOW_VAR_MINIO_ACCESS_KEY,
+    AIRFLOW_VAR_MINIO_ENDPOINT,
     AIRFLOW_VAR_MINIO_SECRET_KEY,
-    AIRFLOW_DAGRUN_TIMEOUT,
+    AIRFLOW_VAR_WASB_CONNECTION_STRING,
+    storage_type,
 )
 
-
 # PostgreSQL connection hook
 pg_hook = PostgresHook(
     postgres_conn_id="postgres_db_conn",
diff --git a/app/airflow/dags/rules_export_dag.py b/app/airflow/dags/rules_export_dag.py
index 10bd50765..c95fbebf4 100644
--- a/app/airflow/dags/rules_export_dag.py
+++ b/app/airflow/dags/rules_export_dag.py
@@ -1,14 +1,15 @@
 from datetime import datetime, timedelta
+
 from airflow import DAG
 from airflow.operators.empty import EmptyOperator
+from libs.rules_export.core import build_and_upload_rules_file, pre_process_rules
+from libs.settings import AIRFLOW_DAGRUN_TIMEOUT, AIRFLOW_DEBUG_MODE
 from libs.utils import (
+    connect_to_storage,
     create_task,
-    validate_params_rules_export,
     update_job_status_on_failure,
+    validate_params_rules_export,
 )
-from libs.rules_export.core import pre_process_rules, build_and_upload_rules_file
-from libs.utils import connect_to_storage
-from libs.settings import AIRFLOW_DEBUG_MODE, AIRFLOW_DAGRUN_TIMEOUT
 
 """
 This DAG automates the process of retrieving the mapping rules from the database, 
diff --git a/app/api/api/filters.py b/app/api/api/filters.py
index 6baaf8531..12f82d97b 100644
--- a/app/api/api/filters.py
+++ b/app/api/api/filters.py
@@ -1,7 +1,7 @@
 from django.db.models.query_utils import Q
-from rest_framework import filters
-from mapping.models import VisibilityChoices, ScanReportValue
 from django_filters import rest_framework as django_filters
+from mapping.models import ScanReportValue, VisibilityChoices
+from rest_framework import filters
 
 
 class HasConceptsFilter(django_filters.BooleanFilter):
diff --git a/app/api/api/logger.py b/app/api/api/logger.py
index 2cc0fa585..69fb135cb 100644
--- a/app/api/api/logger.py
+++ b/app/api/api/logger.py
@@ -5,7 +5,7 @@
 stream_handler = logging.StreamHandler()
 stream_handler.setFormatter(
     logging.Formatter(
-        fmt="%(asctime)s - %(levelname)s - %(message)s", datefmt="%d/%m/%Y " "%H:%M:%S"
+        fmt="%(asctime)s - %(levelname)s - %(message)s", datefmt="%d/%m/%Y %H:%M:%S"
     )
 )
 logger.addHandler(stream_handler)
diff --git a/app/api/api/serializers.py b/app/api/api/serializers.py
index 8ab36ad2c..ad582fe8d 100644
--- a/app/api/api/serializers.py
+++ b/app/api/api/serializers.py
@@ -1,34 +1,33 @@
 import csv
-from collections import Counter
+from collections import Counter, defaultdict
 from io import BytesIO, StringIO
 
-from collections import defaultdict
-from api.logger import logger
-
 import openpyxl  # type: ignore
+from config.settings import DATA_UPLOAD_MAX_MEMORY_SIZE
+from data.models import Concept
 from datasets.serializers import DatasetSerializer
 from django.contrib.auth.models import User
 from drf_dynamic_fields import DynamicFieldsMixin  # type: ignore
-from openpyxl.workbook.workbook import Workbook  # type: ignore
-from rest_framework import serializers
-from rest_framework.exceptions import NotFound, ParseError, PermissionDenied
-from data.models import Concept
 from mapping.models import (
     Dataset,
+    MappingRecommendation,
+    MappingStatus,
     ScanReport,
     ScanReportConcept,
     ScanReportField,
     ScanReportTable,
     ScanReportValue,
-    VisibilityChoices,
     UploadStatus,
-    MappingStatus,
-    MappingRecommendation,
+    VisibilityChoices,
 )
-from users.serializers import UserSerializer
 from mapping.permissions import has_editorship, is_admin, is_az_function_user
+from openpyxl.workbook.workbook import Workbook  # type: ignore
+from rest_framework import serializers
+from rest_framework.exceptions import NotFound, ParseError, PermissionDenied
 from services.rules_export import analyse_concepts
-from config.settings import DATA_UPLOAD_MAX_MEMORY_SIZE
+from users.serializers import UserSerializer
+
+from api.logger import logger
 
 
 class ConceptSerializerV2(serializers.ModelSerializer):
@@ -51,7 +50,6 @@ class Meta:
 
 
 class ConceptSerializerV3(DynamicFieldsMixin, serializers.ModelSerializer):
-
     class Meta:
         model = Concept
         fields = [
@@ -430,8 +428,7 @@ def run_fast_consistency_checks(self, wb: Workbook):
             fo_only = set(expected_sheetnames).difference(actual_sheetnames)
             errors.append(
                 ParseError(
-                    "Tables in Field Overview sheet do not "
-                    "match the sheets supplied."
+                    "Tables in Field Overview sheet do not match the sheets supplied."
                 )
             )
             if sheets_only:
diff --git a/app/api/api/urls.py b/app/api/api/urls.py
index 02dfe6bc7..161124483 100644
--- a/app/api/api/urls.py
+++ b/app/api/api/urls.py
@@ -1,12 +1,13 @@
-from api import views
 from django.urls import include, path
-from files.views import FileDownloadView
-from jobs.views import JobView
 from drf_spectacular.views import (
     SpectacularAPIView,
-    SpectacularSwaggerView,
     SpectacularRedocView,
+    SpectacularSwaggerView,
 )
+from files.views import FileDownloadView
+from jobs.views import JobView
+
+from api import views
 
 urlpatterns = [
     path("v2/datasets/", include("datasets.urls")),
diff --git a/app/api/api/views.py b/app/api/api/views.py
index 0a0fb3f34..95965b6c2 100644
--- a/app/api/api/views.py
+++ b/app/api/api/views.py
@@ -2,27 +2,10 @@
 import os
 import random
 import string
+from importlib.metadata import version
 from typing import Any, Optional
-from api.filters import ScanReportAccessFilter, ScanReportValueFilter
-from api.mixins import ScanReportPermissionMixin
-from api.paginations import CustomPagination
-from api.serializers import (
-    ConceptSerializerV2,
-    GetRulesAnalysis,
-    ScanReportConceptDetailSerializerV3,
-    ScanReportConceptSerializer,
-    ScanReportCreateSerializer,
-    ScanReportEditSerializer,
-    ScanReportFieldEditSerializer,
-    ScanReportFieldListSerializerV2,
-    ScanReportFilesSerializer,
-    ScanReportTableEditSerializer,
-    ScanReportTableListSerializerV2,
-    ScanReportValueViewSerializerV2,
-    ScanReportValueViewSerializerV3,
-    ScanReportViewSerializerV2,
-    UserSerializer,
-)
+
+from data.models import Concept
 from datasets.serializers import DataPartnerSerializer
 from django.contrib.auth.models import User
 from django.contrib.contenttypes.models import ContentType
@@ -34,21 +17,8 @@
 from django.views.decorators.cache import cache_page
 from django.views.decorators.vary import vary_on_cookie
 from django_filters.rest_framework import DjangoFilterBackend
-from rest_framework import status, viewsets
-from rest_framework.filters import OrderingFilter
-from rest_framework.generics import GenericAPIView
-from rest_framework.mixins import (
-    CreateModelMixin,
-    DestroyModelMixin,
-    ListModelMixin,
-    RetrieveModelMixin,
-    UpdateModelMixin,
-)
-from rest_framework.parsers import FormParser, MultiPartParser
-from rest_framework.permissions import IsAuthenticated, AllowAny
-from rest_framework.response import Response
-from rest_framework.views import APIView
-from data.models import Concept
+from drf_spectacular.types import OpenApiTypes
+from drf_spectacular.utils import OpenApiParameter, extend_schema
 from jobs.models import Job, JobStage, StageStatus
 from mapping.models import (
     DataDictionary,
@@ -61,10 +31,21 @@
     ScanReportTable,
     ScanReportValue,
 )
-from drf_spectacular.utils import extend_schema
-from drf_spectacular.types import OpenApiTypes
-from drf_spectacular.utils import OpenApiParameter
 from mapping.permissions import get_user_permissions_on_scan_report
+from rest_framework import status, viewsets
+from rest_framework.filters import OrderingFilter
+from rest_framework.generics import GenericAPIView
+from rest_framework.mixins import (
+    CreateModelMixin,
+    DestroyModelMixin,
+    ListModelMixin,
+    RetrieveModelMixin,
+    UpdateModelMixin,
+)
+from rest_framework.parsers import FormParser, MultiPartParser
+from rest_framework.permissions import AllowAny, IsAuthenticated
+from rest_framework.response import Response
+from rest_framework.views import APIView
 from services.rules import (
     _find_destination_table,
     save_mapping_rules,
@@ -76,7 +57,27 @@
 )
 from services.storage_service import StorageService
 from services.worker_service import get_worker_service
-from importlib.metadata import version
+
+from api.filters import ScanReportAccessFilter, ScanReportValueFilter
+from api.mixins import ScanReportPermissionMixin
+from api.paginations import CustomPagination
+from api.serializers import (
+    ConceptSerializerV2,
+    GetRulesAnalysis,
+    ScanReportConceptDetailSerializerV3,
+    ScanReportConceptSerializer,
+    ScanReportCreateSerializer,
+    ScanReportEditSerializer,
+    ScanReportFieldEditSerializer,
+    ScanReportFieldListSerializerV2,
+    ScanReportFilesSerializer,
+    ScanReportTableEditSerializer,
+    ScanReportTableListSerializerV2,
+    ScanReportValueViewSerializerV2,
+    ScanReportValueViewSerializerV3,
+    ScanReportViewSerializerV2,
+    UserSerializer,
+)
 
 storage_service = StorageService()
 worker_service = get_worker_service()
diff --git a/app/api/authn/urls.py b/app/api/authn/urls.py
index 82891f58e..4f45cfa0e 100644
--- a/app/api/authn/urls.py
+++ b/app/api/authn/urls.py
@@ -7,6 +7,7 @@
 )
 from django.urls import path
 from rest_framework_simplejwt.views import TokenVerifyView
+
 from .views import PasswordResetView
 
 urlpatterns = [
diff --git a/app/api/authn/views.py b/app/api/authn/views.py
index 05c803173..fad18807c 100644
--- a/app/api/authn/views.py
+++ b/app/api/authn/views.py
@@ -1,12 +1,12 @@
-from rest_framework.views import APIView
-from rest_framework.response import Response
-from rest_framework import status
-from drf_spectacular.utils import extend_schema
+from django.contrib.auth.password_validation import validate_password
+from django.core.exceptions import ValidationError as DjangoValidationError
 from drf_spectacular.types import OpenApiTypes
+from drf_spectacular.utils import extend_schema
+from rest_framework import status
 from rest_framework.exceptions import ValidationError
 from rest_framework.permissions import IsAuthenticated
-from django.contrib.auth.password_validation import validate_password
-from django.core.exceptions import ValidationError as DjangoValidationError
+from rest_framework.response import Response
+from rest_framework.views import APIView
 
 
 class PasswordResetView(APIView):
diff --git a/app/api/config/settings.py b/app/api/config/settings.py
index b490f5e9b..fa37701ab 100644
--- a/app/api/config/settings.py
+++ b/app/api/config/settings.py
@@ -12,6 +12,7 @@
 
 import os
 from datetime import timedelta
+
 from dotenv import load_dotenv
 from services.enums import WorkerServiceType
 
diff --git a/app/api/config/urls.py b/app/api/config/urls.py
index 7b912a77e..25eb932d2 100644
--- a/app/api/config/urls.py
+++ b/app/api/config/urls.py
@@ -1,6 +1,6 @@
+from api.views import HealthCheckView
 from django.contrib import admin
 from django.urls import include, path
-from api.views import HealthCheckView
 
 urlpatterns = [
     path("api/", include("api.urls")),
diff --git a/app/api/datasets/serializers.py b/app/api/datasets/serializers.py
index 087ca2443..76a4ab41f 100644
--- a/app/api/datasets/serializers.py
+++ b/app/api/datasets/serializers.py
@@ -1,8 +1,8 @@
 from drf_dynamic_fields import DynamicFieldsMixin  # type: ignore
-from rest_framework import serializers
 from mapping.models import DataPartner, Dataset
 from mapping.permissions import is_admin, is_az_function_user
 from projects.serializers import ProjectNameSerializer
+from rest_framework import serializers
 from users.serializers import UserSerializer
 
 
diff --git a/app/api/datasets/urls.py b/app/api/datasets/urls.py
index b21256197..e0f794742 100644
--- a/app/api/datasets/urls.py
+++ b/app/api/datasets/urls.py
@@ -1,6 +1,7 @@
-from datasets import views
 from django.urls import path
 
+from datasets import views
+
 urlpatterns = [
     path(
         r"",
diff --git a/app/api/datasets/views.py b/app/api/datasets/views.py
index b82c12e36..b9830aa94 100644
--- a/app/api/datasets/views.py
+++ b/app/api/datasets/views.py
@@ -1,14 +1,17 @@
 import os
 
 from api.paginations import CustomPagination
-from datasets.serializers import (
-    DatasetAndDataPartnerViewSerializer,
-    DatasetEditSerializer,
-    DatasetViewSerializerV2,
-    DatasetCreateSerializerV2,
-)
 from django.db.models.query_utils import Q
 from django_filters.rest_framework import DjangoFilterBackend
+from drf_spectacular.types import OpenApiTypes
+from drf_spectacular.utils import extend_schema
+from mapping.models import Dataset, VisibilityChoices
+from mapping.permissions import (
+    CanAdmin,
+    CanEdit,
+    CanView,
+    get_user_permissions_on_dataset,
+)
 from rest_framework import status
 from rest_framework.filters import OrderingFilter
 from rest_framework.generics import GenericAPIView
@@ -21,14 +24,12 @@
 )
 from rest_framework.response import Response
 from rest_framework.views import APIView
-from drf_spectacular.utils import extend_schema
-from drf_spectacular.types import OpenApiTypes
-from mapping.models import Dataset, VisibilityChoices
-from mapping.permissions import (
-    CanAdmin,
-    CanEdit,
-    CanView,
-    get_user_permissions_on_dataset,
+
+from datasets.serializers import (
+    DatasetAndDataPartnerViewSerializer,
+    DatasetCreateSerializerV2,
+    DatasetEditSerializer,
+    DatasetViewSerializerV2,
 )
 
 
diff --git a/app/api/files/migrations/0001_initial.py b/app/api/files/migrations/0001_initial.py
index e66da6ac8..f56a8184c 100644
--- a/app/api/files/migrations/0001_initial.py
+++ b/app/api/files/migrations/0001_initial.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/app/api/files/views.py b/app/api/files/views.py
index cb7e994e4..10bc67360 100644
--- a/app/api/files/views.py
+++ b/app/api/files/views.py
@@ -1,18 +1,20 @@
 import json
+
 from django.http import HttpResponse, JsonResponse
 from django.shortcuts import get_object_or_404
 from django_filters.rest_framework import DjangoFilterBackend
+from drf_spectacular.utils import extend_schema
+from jobs.models import Job, JobStage, StageStatus
+from mapping.models import ScanReport
 from rest_framework.filters import OrderingFilter
 from rest_framework.generics import GenericAPIView
 from rest_framework.mixins import ListModelMixin, RetrieveModelMixin
 from rest_framework.permissions import IsAuthenticated
-from files.paginations import CustomPagination
-from jobs.models import Job, JobStage, StageStatus
-from mapping.models import ScanReport
-from drf_spectacular.utils import extend_schema
 from services.storage_service import StorageService
 from services.worker_service import get_worker_service
 
+from files.paginations import CustomPagination
+
 from .models import FileDownload
 from .serializers import FileDownloadSerializer
 
@@ -133,7 +135,9 @@ def post(self, request, *args, **kwargs):
             file_type_description = (
                 "JSON V1"
                 if file_type == "application/json_v1"
-                else "JSON V2" if file_type == "application/json_v2" else "CSV"
+                else "JSON V2"
+                if file_type == "application/json_v2"
+                else "CSV"
             )
             Job.objects.create(
                 scan_report=ScanReport.objects.get(id=scan_report_id),
diff --git a/app/api/gunicorn.conf.py b/app/api/gunicorn.conf.py
index 1932ae7d3..2bdf3da08 100644
--- a/app/api/gunicorn.conf.py
+++ b/app/api/gunicorn.conf.py
@@ -6,7 +6,6 @@
 
 
 def on_starting(server):
-
     load_dotenv()
 
     if os.getenv("APPLICATIONINSIGHTS_CONNECTION_STRING"):
diff --git a/app/api/jobs/migrations/0001_initial.py b/app/api/jobs/migrations/0001_initial.py
index be6dd8e9c..cc881d6df 100644
--- a/app/api/jobs/migrations/0001_initial.py
+++ b/app/api/jobs/migrations/0001_initial.py
@@ -1,8 +1,8 @@
 # Generated by Django 4.2.15 on 2024-11-28 09:27
 
-from django.db import migrations, models
 import django.db.models.deletion
 from django.conf import settings
+from django.db import migrations, models
 
 
 def seeding_objects(apps, schema_editor):
@@ -71,7 +71,6 @@ def unseeding_objects(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/app/api/jobs/migrations/0002_remove_job_scan_report_id_and_more.py b/app/api/jobs/migrations/0002_remove_job_scan_report_id_and_more.py
index 9924fd0ea..14f2f5630 100644
--- a/app/api/jobs/migrations/0002_remove_job_scan_report_id_and_more.py
+++ b/app/api/jobs/migrations/0002_remove_job_scan_report_id_and_more.py
@@ -1,11 +1,10 @@
 # Generated by Django 4.2.15 on 2024-12-03 14:03
 
-from django.db import migrations, models
 import django.db.models.deletion
+from django.db import migrations, models
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0005_auto_20241015_0900"),
         ("jobs", "0001_initial"),
diff --git a/app/api/jobs/migrations/0003_alter_job_details.py b/app/api/jobs/migrations/0003_alter_job_details.py
index 6a87f56d1..49907d6da 100644
--- a/app/api/jobs/migrations/0003_alter_job_details.py
+++ b/app/api/jobs/migrations/0003_alter_job_details.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("jobs", "0002_remove_job_scan_report_id_and_more"),
     ]
diff --git a/app/api/jobs/serializers.py b/app/api/jobs/serializers.py
index 57de730b1..b806aded1 100644
--- a/app/api/jobs/serializers.py
+++ b/app/api/jobs/serializers.py
@@ -1,5 +1,6 @@
 from rest_framework import serializers
-from .models import StageStatus, Job, JobStage
+
+from .models import Job, JobStage, StageStatus
 
 
 class StageStatusSerializer(serializers.ModelSerializer):
@@ -15,7 +16,6 @@ class Meta:
 
 
 class JobSerializer(serializers.ModelSerializer):
-
     stage = JobStageSerializer()
     status = StageStatusSerializer()
 
diff --git a/app/api/manage.py b/app/api/manage.py
index a6dec35b4..eadff94a0 100755
--- a/app/api/manage.py
+++ b/app/api/manage.py
@@ -1,5 +1,6 @@
 #!/usr/bin/env python
 """Django's command-line utility for administrative tasks."""
+
 import os
 import sys
 
diff --git a/app/api/mapping/admin.py b/app/api/mapping/admin.py
index 113fccb99..1087303fd 100644
--- a/app/api/mapping/admin.py
+++ b/app/api/mapping/admin.py
@@ -1,8 +1,10 @@
 from django.contrib import admin
+
 from mapping.models import (
     DataDictionary,
     DataPartner,
     Dataset,
+    MappingRecommendation,
     MappingRule,
     OmopField,
     OmopTable,
@@ -12,7 +14,6 @@
     ScanReportField,
     ScanReportTable,
     ScanReportValue,
-    MappingRecommendation,
 )
 
 
diff --git a/app/api/mapping/management/commands/add_admins_to_datasets.py b/app/api/mapping/management/commands/add_admins_to_datasets.py
index e85b6f05f..fc22d3e71 100644
--- a/app/api/mapping/management/commands/add_admins_to_datasets.py
+++ b/app/api/mapping/management/commands/add_admins_to_datasets.py
@@ -1,4 +1,5 @@
 from django.core.management.base import BaseCommand
+
 from mapping.models import Dataset
 
 
diff --git a/app/api/mapping/management/commands/add_datasets_to_partner.py b/app/api/mapping/management/commands/add_datasets_to_partner.py
index e538e0b63..4d763d54f 100644
--- a/app/api/mapping/management/commands/add_datasets_to_partner.py
+++ b/app/api/mapping/management/commands/add_datasets_to_partner.py
@@ -1,4 +1,5 @@
 from django.core.management.base import BaseCommand
+
 from mapping.models import DataPartner, Dataset
 
 
diff --git a/app/api/mapping/management/commands/airflow_schema_creation.py b/app/api/mapping/management/commands/airflow_schema_creation.py
index 21274a953..997f1bedc 100644
--- a/app/api/mapping/management/commands/airflow_schema_creation.py
+++ b/app/api/mapping/management/commands/airflow_schema_creation.py
@@ -1,11 +1,11 @@
 import os
+
+from django.conf import settings
 from django.core.management.base import BaseCommand
 from django.db import connection
-from django.conf import settings
 
 
 class Command(BaseCommand):
-
     help = "Create Airflow schema in the database automatically"
 
     _SCHEMA_NAME = "airflow"
@@ -58,7 +58,6 @@ def _create_schema(self):
         try:
             self.stdout.write(f"Creating Airflow schema '{self._SCHEMA_NAME}'...")
             with connection.cursor() as cursor:
-
                 # Create the schema in the PostgreSQL database
                 cursor.execute(f"CREATE SCHEMA {self._SCHEMA_NAME};")
                 db_user = settings.DATABASES["default"]["USER"]
diff --git a/app/api/mapping/management/commands/automatic_queue_and_containers_creation.py b/app/api/mapping/management/commands/automatic_queue_and_containers_creation.py
index 6ebaf0650..1af0d5dae 100644
--- a/app/api/mapping/management/commands/automatic_queue_and_containers_creation.py
+++ b/app/api/mapping/management/commands/automatic_queue_and_containers_creation.py
@@ -1,7 +1,8 @@
 import os
-from django.core.management.base import BaseCommand  # type: ignore
-from azure.storage.queue import QueueServiceClient  # type: ignore
+
 from azure.storage.blob import BlobServiceClient  # type: ignore
+from azure.storage.queue import QueueServiceClient  # type: ignore
+from django.core.management.base import BaseCommand  # type: ignore
 from minio import Minio  # type: ignore
 
 
diff --git a/app/api/mapping/management/commands/automatic_seeding_data.py b/app/api/mapping/management/commands/automatic_seeding_data.py
index 099240cc7..47b7efe6e 100644
--- a/app/api/mapping/management/commands/automatic_seeding_data.py
+++ b/app/api/mapping/management/commands/automatic_seeding_data.py
@@ -1,8 +1,9 @@
-from django.core.management.base import BaseCommand
 from django.core.management import call_command
-from mapping.models import OmopTable
+from django.core.management.base import BaseCommand
 from files.models import FileType
 
+from mapping.models import OmopTable
+
 
 class Command(BaseCommand):
     help = "Set automatic seeding of data if it is not already seeded."
diff --git a/app/api/mapping/management/commands/default_super_user.py b/app/api/mapping/management/commands/default_super_user.py
index e9080c606..c79e81a77 100644
--- a/app/api/mapping/management/commands/default_super_user.py
+++ b/app/api/mapping/management/commands/default_super_user.py
@@ -1,10 +1,11 @@
 """Command to create a default superuser if no users exist"""
 
-from django.contrib.auth import get_user_model
-from django.core.management.base import BaseCommand
+import os
+
 import django
 import django.conf as dc
-import os
+from django.contrib.auth import get_user_model
+from django.core.management.base import BaseCommand
 
 
 class Command(BaseCommand):
diff --git a/app/api/mapping/management/commands/generate_rules_json.py b/app/api/mapping/management/commands/generate_rules_json.py
index 7ddaa25e7..0b6144536 100644
--- a/app/api/mapping/management/commands/generate_rules_json.py
+++ b/app/api/mapping/management/commands/generate_rules_json.py
@@ -1,9 +1,10 @@
 import json
 
 from django.core.management.base import BaseCommand
-from mapping.models import MappingRule
 from services.rules_export import get_mapping_rules_json, make_dag
 
+from mapping.models import MappingRule
+
 
 class Command(BaseCommand):
     help = "generate_rules json"
diff --git a/app/api/mapping/management/commands/unorphan_scanreports.py b/app/api/mapping/management/commands/unorphan_scanreports.py
index 56b1537ca..5cca6401a 100644
--- a/app/api/mapping/management/commands/unorphan_scanreports.py
+++ b/app/api/mapping/management/commands/unorphan_scanreports.py
@@ -1,4 +1,5 @@
 from django.core.management.base import BaseCommand
+
 from mapping.models import Dataset, Project, ScanReport
 
 
diff --git a/app/api/mapping/migrations/0004_mappingstatus_uploadstatus.py b/app/api/mapping/migrations/0004_mappingstatus_uploadstatus.py
index 26dc8e7d9..c6ffee4c2 100644
--- a/app/api/mapping/migrations/0004_mappingstatus_uploadstatus.py
+++ b/app/api/mapping/migrations/0004_mappingstatus_uploadstatus.py
@@ -47,7 +47,6 @@ def remove_status_objects(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0003_handmade_20220428_1503"),
     ]
diff --git a/app/api/mapping/migrations/0005_auto_20241015_0900.py b/app/api/mapping/migrations/0005_auto_20241015_0900.py
index 241b62046..7e5b08ee8 100644
--- a/app/api/mapping/migrations/0005_auto_20241015_0900.py
+++ b/app/api/mapping/migrations/0005_auto_20241015_0900.py
@@ -1,7 +1,7 @@
 # Generated by Django 4.2.13 on 2024-10-15 09:00
 
-from django.db import migrations, models
 import django.db.models.deletion
+from django.db import migrations, models
 
 
 def migrate_status_data_forwards(apps, schema_editor):
@@ -93,7 +93,6 @@ def migrate_status_data_backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0004_mappingstatus_uploadstatus"),
     ]
diff --git a/app/api/mapping/migrations/0006_scanreporttable_trigger_reuse.py b/app/api/mapping/migrations/0006_scanreporttable_trigger_reuse.py
index b4f24ae25..f0c76dc72 100644
--- a/app/api/mapping/migrations/0006_scanreporttable_trigger_reuse.py
+++ b/app/api/mapping/migrations/0006_scanreporttable_trigger_reuse.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0005_auto_20241015_0900"),
     ]
diff --git a/app/api/mapping/migrations/0007_alter_dataset_hidden_alter_mappingstatus_value_and_more.py b/app/api/mapping/migrations/0007_alter_dataset_hidden_alter_mappingstatus_value_and_more.py
index 0df0d39d3..1e9f790b7 100644
--- a/app/api/mapping/migrations/0007_alter_dataset_hidden_alter_mappingstatus_value_and_more.py
+++ b/app/api/mapping/migrations/0007_alter_dataset_hidden_alter_mappingstatus_value_and_more.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("contenttypes", "0002_remove_content_type_name"),
         ("data", "__first__"),
diff --git a/app/api/mapping/migrations/0008_remove_scanreportfield_fraction_empty_and_more.py b/app/api/mapping/migrations/0008_remove_scanreportfield_fraction_empty_and_more.py
index cac28b1a6..40246cb48 100644
--- a/app/api/mapping/migrations/0008_remove_scanreportfield_fraction_empty_and_more.py
+++ b/app/api/mapping/migrations/0008_remove_scanreportfield_fraction_empty_and_more.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0007_alter_dataset_hidden_alter_mappingstatus_value_and_more"),
     ]
diff --git a/app/api/mapping/migrations/0009_delete_classificationsystem_delete_nlpmodel_and_more.py b/app/api/mapping/migrations/0009_delete_classificationsystem_delete_nlpmodel_and_more.py
index e32476470..0b9310e6b 100644
--- a/app/api/mapping/migrations/0009_delete_classificationsystem_delete_nlpmodel_and_more.py
+++ b/app/api/mapping/migrations/0009_delete_classificationsystem_delete_nlpmodel_and_more.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0008_remove_scanreportfield_fraction_empty_and_more"),
     ]
diff --git a/app/api/mapping/migrations/0010_scanreportconcept_confidence_and_more.py b/app/api/mapping/migrations/0010_scanreportconcept_confidence_and_more.py
index faabb755f..986e9d16a 100644
--- a/app/api/mapping/migrations/0010_scanreportconcept_confidence_and_more.py
+++ b/app/api/mapping/migrations/0010_scanreportconcept_confidence_and_more.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0009_delete_classificationsystem_delete_nlpmodel_and_more"),
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
diff --git a/app/api/mapping/migrations/0011_scanreport_upload_status_details.py b/app/api/mapping/migrations/0011_scanreport_upload_status_details.py
index 38c251ae7..4b554361a 100644
--- a/app/api/mapping/migrations/0011_scanreport_upload_status_details.py
+++ b/app/api/mapping/migrations/0011_scanreport_upload_status_details.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("mapping", "0010_scanreportconcept_confidence_and_more"),
     ]
diff --git a/app/api/mapping/migrations/0012_mappingrecommendation.py b/app/api/mapping/migrations/0012_mappingrecommendation.py
index b17685f8c..ef07c23ef 100644
--- a/app/api/mapping/migrations/0012_mappingrecommendation.py
+++ b/app/api/mapping/migrations/0012_mappingrecommendation.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("contenttypes", "0002_remove_content_type_name"),
         ("data", "__first__"),
diff --git a/app/api/mapping/models.py b/app/api/mapping/models.py
index ad55809b1..a686ca3f0 100644
--- a/app/api/mapping/models.py
+++ b/app/api/mapping/models.py
@@ -1,9 +1,9 @@
+from data.models import Concept
 from django.conf import settings
 from django.contrib.contenttypes.fields import GenericForeignKey, GenericRelation
 from django.contrib.contenttypes.models import ContentType
 from django.db import models
 from django.db.models.constraints import UniqueConstraint
-from data.models import Concept
 
 STATUS_LIVE = "LIVE"
 STATUS_ARCHIVED = "ARCHIVED"
diff --git a/app/api/mapping/permissions.py b/app/api/mapping/permissions.py
index 02a5bc026..f560cd233 100644
--- a/app/api/mapping/permissions.py
+++ b/app/api/mapping/permissions.py
@@ -5,6 +5,7 @@
 from django.db.models.query_utils import Q
 from rest_framework import permissions
 from rest_framework.request import Request
+
 from mapping.models import (
     Dataset,
     ScanReport,
diff --git a/app/api/projects/serializers.py b/app/api/projects/serializers.py
index a43305d70..4f954b78a 100644
--- a/app/api/projects/serializers.py
+++ b/app/api/projects/serializers.py
@@ -1,6 +1,6 @@
 from drf_dynamic_fields import DynamicFieldsMixin  # type: ignore
-from rest_framework import serializers
 from mapping.models import Project
+from rest_framework import serializers
 from users.serializers import UserSerializer
 
 
diff --git a/app/api/projects/urls.py b/app/api/projects/urls.py
index edc859faa..44c2ccd74 100644
--- a/app/api/projects/urls.py
+++ b/app/api/projects/urls.py
@@ -1,4 +1,5 @@
 from django.urls import path
+
 from projects import views
 
 urlpatterns = [
diff --git a/app/api/projects/views.py b/app/api/projects/views.py
index 6b64fcf8c..cf1a645d8 100644
--- a/app/api/projects/views.py
+++ b/app/api/projects/views.py
@@ -1,14 +1,15 @@
+from api.paginations import CustomPagination
 from django_filters.rest_framework import DjangoFilterBackend
+from mapping.models import Project
+from mapping.permissions import CanViewProject
+from rest_framework.filters import OrderingFilter
+from rest_framework.generics import ListAPIView, RetrieveAPIView
+from rest_framework.permissions import IsAuthenticated
+
 from projects.serializers import (
     ProjectDatasetSerializer,
     ProjectSerializer,
 )
-from rest_framework.generics import ListAPIView, RetrieveAPIView
-from rest_framework.permissions import IsAuthenticated
-from mapping.models import Project
-from mapping.permissions import CanViewProject
-from api.paginations import CustomPagination
-from rest_framework.filters import OrderingFilter
 
 
 class ProjectList(ListAPIView):
diff --git a/app/api/services/field_vocab_mappings.py b/app/api/services/field_vocab_mappings.py
index 81e532a8f..d342c4543 100644
--- a/app/api/services/field_vocab_mappings.py
+++ b/app/api/services/field_vocab_mappings.py
@@ -1,9 +1,10 @@
 import logging
 from typing import List
 
-from mapping.models import ScanReportTable, ScanReportField
-from services.storage_service import StorageService
+from mapping.models import ScanReportField, ScanReportTable
+
 from services.models import VocabularyMapping
+from services.storage_service import StorageService
 
 logger = logging.getLogger("test_table_mapping_logger")
 
diff --git a/app/api/services/rules.py b/app/api/services/rules.py
index ecc6f977a..e7400f5ce 100644
--- a/app/api/services/rules.py
+++ b/app/api/services/rules.py
@@ -1,7 +1,7 @@
 from typing import List, Optional
-from django.db import transaction
 
 from data.models import Concept
+from django.db import transaction
 from mapping.models import (
     MappingRule,
     OmopField,
diff --git a/app/api/services/rules_export.py b/app/api/services/rules_export.py
index c9b3800a0..2976a70eb 100644
--- a/app/api/services/rules_export.py
+++ b/app/api/services/rules_export.py
@@ -3,11 +3,11 @@
 from datetime import date, datetime, timezone
 from typing import Any
 
+from data.models import Concept, ConceptAncestor
 from django.contrib.contenttypes.models import ContentType
 from django.db.models import Q
 from django.db.models.query import QuerySet
 from graphviz import Digraph
-from data.models import Concept, ConceptAncestor
 from mapping.models import (
     MappingRule,
     OmopField,
@@ -17,6 +17,7 @@
     ScanReportTable,
     ScanReportValue,
 )
+
 from services.enums import ContentTypeModel
 
 
diff --git a/app/api/services/storage_service.py b/app/api/services/storage_service.py
index 78f306da1..bfd4e612c 100644
--- a/app/api/services/storage_service.py
+++ b/app/api/services/storage_service.py
@@ -1,14 +1,17 @@
 import csv
 import logging
 import os
+from enum import StrEnum
 from io import BytesIO
 from typing import IO, Any, AnyStr, Dict, Iterable, Optional, Tuple, Union
-from enum import StrEnum
 
 import openpyxl  # type: ignore
-from azure.storage.blob import BlobServiceClient  # type: ignore
-from azure.storage.blob import ContentSettings
+from azure.storage.blob import (
+    BlobServiceClient,  # type: ignore
+    ContentSettings,
+)
 from minio import Minio
+
 from services.utils import (
     process_four_item_dict,
     process_three_item_dict,
@@ -395,7 +398,6 @@ def upload_file(
             file_size = len(file_content)
 
         if self._minio_client:
-
             try:
                 self._minio_client.put_object(
                     container,
diff --git a/app/api/services/worker_service.py b/app/api/services/worker_service.py
index 05abe40db..bbad26022 100644
--- a/app/api/services/worker_service.py
+++ b/app/api/services/worker_service.py
@@ -1,13 +1,15 @@
-from requests.auth import HTTPBasicAuth
 import logging
+from abc import ABC, abstractmethod
+from typing import Any, Dict, Optional
 from urllib.parse import urljoin
+
 import requests
-from typing import Optional, Dict, Any
-from mapping.models import ScanReport, ScanReportTable
-from services.field_vocab_mappings import get_field_vocab_mappings
 from django.conf import settings
-from abc import ABC, abstractmethod
+from mapping.models import ScanReport, ScanReportTable
+from requests.auth import HTTPBasicAuth
+
 from services.enums import WorkerServiceType
+from services.field_vocab_mappings import get_field_vocab_mappings
 
 
 class WorkerService(ABC):
diff --git a/app/api/test/conftest.py b/app/api/test/conftest.py
index 20a5614ba..86160d0c4 100644
--- a/app/api/test/conftest.py
+++ b/app/api/test/conftest.py
@@ -2,12 +2,12 @@
 
 import psycopg2
 import pytest
+from data.models import Concept, ConceptRelationship
 from django.conf import settings
 from django.core.management import call_command
 from django.db import connection
 from psycopg2.extensions import ISOLATION_LEVEL_AUTOCOMMIT
 from pytest_django import DjangoDbBlocker
-from data.models import Concept, ConceptRelationship
 
 
 def run_sql(db: str, sql: str):
diff --git a/app/api/test/test_permissions.py b/app/api/test/test_permissions.py
index 466acce0c..83333d602 100644
--- a/app/api/test/test_permissions.py
+++ b/app/api/test/test_permissions.py
@@ -3,10 +3,6 @@
 
 from django.contrib.auth import get_user_model
 from django.test import TestCase
-from projects.views import ProjectDetail
-from rest_framework.authtoken.models import Token
-from rest_framework.generics import GenericAPIView
-from rest_framework.test import APIRequestFactory, force_authenticate
 from mapping.models import (
     DataPartner,
     Dataset,
@@ -23,6 +19,10 @@
     has_viewership,
     is_admin,
 )
+from projects.views import ProjectDetail
+from rest_framework.authtoken.models import Token
+from rest_framework.generics import GenericAPIView
+from rest_framework.test import APIRequestFactory, force_authenticate
 
 
 class TestHasViewership(TestCase):
diff --git a/app/api/test/test_serializers.py b/app/api/test/test_serializers.py
index 462530145..26a0ef8ed 100644
--- a/app/api/test/test_serializers.py
+++ b/app/api/test/test_serializers.py
@@ -1,29 +1,26 @@
-from api.serializers import ScanReportEditSerializer
+from api.serializers import (
+    MappingRecommendationSerializerV3,
+    ScanReportEditSerializer,
+    ScanReportValueViewSerializerV3,
+)
+from data.models import Concept
 from datasets.serializers import DatasetEditSerializer
 from django.contrib.auth import get_user_model
+from django.contrib.contenttypes.models import ContentType
 from django.test import TestCase
-from rest_framework.serializers import ValidationError
-from rest_framework.test import APIRequestFactory
 from mapping.models import (
     DataPartner,
     Dataset,
+    MappingRecommendation,
     Project,
     ScanReport,
-    VisibilityChoices,
-)
-from django.contrib.contenttypes.models import ContentType
-from data.models import Concept
-from mapping.models import (
-    ScanReport,
-    ScanReportTable,
     ScanReportField,
+    ScanReportTable,
     ScanReportValue,
-    MappingRecommendation,
-)
-from api.serializers import (
-    MappingRecommendationSerializerV3,
-    ScanReportValueViewSerializerV3,
+    VisibilityChoices,
 )
+from rest_framework.serializers import ValidationError
+from rest_framework.test import APIRequestFactory
 
 
 class TestScanReportEditSerializer(TestCase):
diff --git a/app/api/test/test_services_rules.py b/app/api/test/test_services_rules.py
index 1dcc65fc6..debc6abbe 100644
--- a/app/api/test/test_services_rules.py
+++ b/app/api/test/test_services_rules.py
@@ -1,8 +1,7 @@
+from data.models import Concept
 from django.contrib.auth import get_user_model
 from django.contrib.contenttypes.models import ContentType
 from django.test import TestCase
-from rest_framework.authtoken.models import Token
-from data.models import Concept
 from mapping.models import (
     DataPartner,
     Dataset,
@@ -16,6 +15,7 @@
     ScanReportTable,
     ScanReportValue,
 )
+from rest_framework.authtoken.models import Token
 
 
 class TestMisalignedMappings(TestCase):
diff --git a/app/api/test/test_setup.py b/app/api/test/test_setup.py
index 5c227667d..bafa74970 100644
--- a/app/api/test/test_setup.py
+++ b/app/api/test/test_setup.py
@@ -1,5 +1,5 @@
-from django.test import TestCase
 import mapping.management.commands.default_super_user as dsu
+from django.test import TestCase
 
 
 def mocks(command):
diff --git a/app/api/test/test_views.py b/app/api/test/test_views.py
index 1a02d5417..f53fe7dfb 100644
--- a/app/api/test/test_views.py
+++ b/app/api/test/test_views.py
@@ -7,12 +7,11 @@
 from django.contrib.auth import get_user_model
 from django.contrib.contenttypes.models import ContentType
 from django.test import TestCase, TransactionTestCase
-from rest_framework.authtoken.models import Token
-from rest_framework.test import APIClient, APIRequestFactory, force_authenticate
 from mapping.models import (
     Concept,
     DataPartner,
     Dataset,
+    MappingRecommendation,
     Project,
     ScanReport,
     ScanReportConcept,
@@ -20,8 +19,9 @@
     ScanReportTable,
     ScanReportValue,
     VisibilityChoices,
-    MappingRecommendation,
 )
+from rest_framework.authtoken.models import Token
+from rest_framework.test import APIClient, APIRequestFactory, force_authenticate
 
 
 class TestDatasetListView(TestCase):
diff --git a/pyproject.toml b/pyproject.toml
index 181153e65..e06f5bde1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,12 +18,13 @@ test = [
 ]
 dev = [
     "pre-commit>=3.6.1,<4",
-    "isort>=5.13.2,<6",
-    "black>=24.2.0,<25",
     "mypy>=1.8.0,<2",
     "flake8>=7.0.0,<8",
+    "ruff>=0.13.0",
 ]
 
+
+
 [tool.uv]
 default-groups = [
     "test",
diff --git a/uv.lock b/uv.lock
index 6f62f27bb..0d8f1c3b3 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,40 +2,6 @@ version = 1
 revision = 2
 requires-python = ">=3.9, <4"
 
-[[package]]
-name = "black"
-version = "24.2.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-    { name = "mypy-extensions" },
-    { name = "packaging" },
-    { name = "pathspec" },
-    { name = "platformdirs" },
-    { name = "tomli", marker = "python_full_version < '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/29/69/f3ab49cdb938b3eecb048fa64f86bdadb1fac26e92c435d287181d543b0a/black-24.2.0.tar.gz", hash = "sha256:bce4f25c27c3435e4dace4815bcb2008b87e167e3bf4ee47ccdc5ce906eb4894", size = 631598, upload-time = "2024-02-12T20:21:26.969Z" }
-wheels = [
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-    { url = "https://files.pythonhosted.org/packages/5a/72/7441c2d961140a2273a4047429b4cd30b663d76c8c375d66f7fd57ae10f5/black-24.2.0-cp39-cp39-win_amd64.whl", hash = "sha256:4dd76e9468d5536abd40ffbc7a247f83b2324f0c050556d9c371c2b9a9a95e31", size = 1354913, upload-time = "2024-02-12T20:24:53.441Z" },
-    { url = "https://files.pythonhosted.org/packages/47/15/b3770bc3328685a53bc9c041136240146c5cd866a1f020c2cf47f2ff9683/black-24.2.0-py3-none-any.whl", hash = "sha256:e8a6ae970537e67830776488bca52000eaa37fa63b9988e8c487458d9cd5ace6", size = 200610, upload-time = "2024-02-12T20:21:17.657Z" },
-]
-
 [[package]]
 name = "carrot-mapper"
 version = "4.2.2"
@@ -43,11 +9,10 @@ source = { virtual = "." }
 
 [package.dev-dependencies]
 dev = [
-    { name = "black" },
     { name = "flake8" },
-    { name = "isort" },
     { name = "mypy" },
     { name = "pre-commit" },
+    { name = "ruff" },
 ]
 test = [
     { name = "coverage" },
@@ -59,11 +24,10 @@ test = [
 
 [package.metadata.requires-dev]
 dev = [
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