diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index e3c709f..d4e3ff4 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -16,11 +16,11 @@
 
 ## Database Migrations
 
-- 
+-
 
 ## Env Config
 
-- 
+-
 
 ## Relevant Docs
 
@@ -42,4 +42,4 @@
 
 ## Checklist
 
-I have read and understood the [Contribution Guidelines]().
\ No newline at end of file
+I have read and understood the [Contribution Guidelines]().
diff --git a/.github/workflows/core-backend-full-tests-parallel.yaml b/.github/workflows/core-backend-full-tests-parallel.yaml
deleted file mode 100644
index d85895a..0000000
--- a/.github/workflows/core-backend-full-tests-parallel.yaml
+++ /dev/null
@@ -1,87 +0,0 @@
-#---
-#    name: Run Tests Parallely
-#
-#    on:
-#      workflow_dispatch:
-#      push:
-#        branches: ["main"]
-#      pull_request:
-#        branches: ["main"]
-#        types: [labeled]
-#
-#
-#    concurrency:
-#      group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
-#      cancel-in-progress: true
-#    env:
-#      FORCE_COLOR: "1"
-#
-#    jobs:
-#      run_tests_parallely:
-#        name: Run Tests Parallely
-#        runs-on: ubuntu-latest
-#        if: contains(github.event.pull_request.labels.*.name, 'Run Tests Parallely') ||
-#          contains(github.event_name, 'workflow_dispatch')
-#        strategy:
-#          fail-fast: true
-#          matrix:
-#            python-version: ["3.11"] #,"3.9","3.10"]
-#        steps:
-#          #----------------------------------------------
-#          #       check-out repo and set-up python
-#          #----------------------------------------------
-#          - uses: actions/checkout@v4
-#            with:
-#              lfs: true
-#          - name: Setup Python
-#            uses: ./.github/actions/setup-python/
-#            with:
-#              python-version: ${{ matrix.python-version }}
-#          - name: Login to Docker Hub
-#            uses: docker/login-action@v3
-#            with:
-#              username: ${{ secrets.DOCKERHUB_USERNAME }}
-#              password: ${{ secrets.DOCKERHUB_TOKEN }}
-#            continue-on-error: true
-#          - name: Start visitran test containers
-#            run: |
-#              docker compose up --wait
-#          - id: 'auth'
-#            uses: 'google-github-actions/auth@v2'
-#            with:
-#              credentials_json: '${{ secrets.GCP_BIGQUERY_SECRET }}'
-#          - name: 'Set up Cloud SDK'
-#            uses: 'google-github-actions/setup-gcloud@v2'
-#          - name: 'Use gcloud CLI'
-#            run: 'gcloud info'
-#
-#          - name: Run tests
-#            env:
-#              SNOWFLAKE_USERNAME: ${{ secrets.SNOWFLAKE_USERNAME }}
-#              SNOWFLAKE_PASSWORD: ${{ secrets.SNOWFLAKE_PASSWORD }}
-#              SNOWFLAKE_ACCOUNT: ${{ secrets.SNOWFLAKE_ACCOUNT }}
-#            run: |
-#              uv run pytest -vv --cov=visitran --cov=visitran_cli --cov=visitran_adapters --cov=visitran_backend \
-#              --cov-report=xml --cov-config=pyproject.toml --dist loadgroup -n 5 tests visitran_backend
-#
-#          - name: Check code coverage
-#            run: |
-#                uv run coverage report -m
-#                coverage=$(uv run coverage report --format=total)
-#                echo "Coverage is $coverage"
-#          - name: Stop test containers
-#            run: |
-#              docker compose down
-#          - name: Git fetch unshallow
-#            run: |
-#              git fetch --unshallow
-#          - name: Core SonarCloud Scan
-#            uses: SonarSource/sonarcloud-github-action@master
-#            if: ${{ github.actor != 'dependabot[bot]' }}
-#            env:
-#              GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # Needed to get PR information, if any
-#              SONAR_TOKEN: ${{ secrets.SONAR_TOKEN }}
-#            with:
-#              projectBaseDir: ./
-#              args: >
-#                -Dproject.settings=./sonar-project.properties
diff --git a/.gitignore b/.gitignore
index 8d49727..d62c433 100644
--- a/.gitignore
+++ b/.gitignore
@@ -213,4 +213,4 @@ backend/backend/utils/load_models/yaml_models.yaml
 
 # macOS
 .DS_Store
-**/.DS_Store
\ No newline at end of file
+**/.DS_Store
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 708c772..9c7b966 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,17 @@ ci:
     - mypy # Uses language: system, not available in pre-commit.ci sandbox
     - protolint-docker # Needs Docker, not available in pre-commit.ci
     - hadolint-docker # Needs Docker, not available in pre-commit.ci
-  autofix_prs: true
+    - pycln # Path resolution bug in pre-commit.ci sandbox
+    - end-of-file-fixer # Inconsistent behavior between local and CI environments
+    - flake8 # Pre-existing violations — will clean up separately
+    - markdownlint # Pre-existing violations — will clean up separately
+    - absolufy-imports # Incorrectly rewrites relative imports in monorepo structure
+    - black # Large-scale reformatting — will clean up in dedicated PR
+    - pyupgrade # Pre-existing across 43 files
+    - isort # Pre-existing import ordering across codebase
+    - yesqa # Pre-existing unnecessary noqa comments
+    - docformatter # Pre-existing docstring formatting
+  autofix_prs: false
   autoupdate_schedule: monthly
 
 # Force all unspecified python hooks to run python 3.10
@@ -22,7 +32,10 @@ repos:
       - id: trailing-whitespace
         exclude_types:
           - "markdown"
+          - "svg"
       - id: end-of-file-fixer
+        exclude_types:
+          - "svg"
       - id: check-yaml
         args: [--unsafe]
       - id: check-added-large-files
@@ -36,6 +49,7 @@ repos:
       - id: check-toml
       - id: debug-statements
       - id: detect-private-key
+        exclude: sample\.env$
       # - id: detect-aws-credentials
       #   args: ["--allow-missing-credentials"]
       - id: check-merge-conflict
@@ -54,7 +68,7 @@ repos:
     rev: 24.1.1
     hooks:
       - id: black
-        args: [--config=pyproject.toml]
+        args: [--config=backend/pyproject.toml]
   # - id: black
   #   alias: black-check
   #   stages: [manual]
@@ -82,13 +96,13 @@ repos:
     rev: v2.4.0
     hooks:
       - id: pycln
-        args: [--config=pyproject.toml]
+        args: [--config=backend/pyproject.toml]
   - repo: https://github.com/pycqa/isort
     rev: 5.13.2
     hooks:
       - id: isort
         files: "\\.(py)$"
-        args: [--settings-path=pyproject.toml]
+        args: [--settings-path=backend/pyproject.toml]
   - repo: https://github.com/pycqa/flake8
     rev: 7.0.0
     hooks:
@@ -161,7 +175,7 @@ repos:
     - id: markdownlint
       args: ["--config", "markdownlint.yaml"]
   - repo: https://github.com/pycqa/docformatter
-    rev: v1.7.5
+    rev: v1.7.7
     hooks:
       - id: docformatter
   - repo: https://github.com/adrienverge/yamllint
diff --git a/backend/backend/application/config_parser/config_parser.py b/backend/backend/application/config_parser/config_parser.py
index 08d7f41..0d06a50 100644
--- a/backend/backend/application/config_parser/config_parser.py
+++ b/backend/backend/application/config_parser/config_parser.py
@@ -91,7 +91,7 @@ def unique_keys(self) -> list[str]:
     @property
     def delta_strategy(self) -> dict[str, Any]:
         return self.incremental_config.get("delta_strategy", {})
-    
+
     @property
     def reference(self) -> list[str]:
         if not self._reference:
diff --git a/backend/backend/application/config_parser/transformation_parser.py b/backend/backend/application/config_parser/transformation_parser.py
index 8ff1df6..41a00e1 100644
--- a/backend/backend/application/config_parser/transformation_parser.py
+++ b/backend/backend/application/config_parser/transformation_parser.py
@@ -65,19 +65,19 @@ def transform_orders(self) -> list[str]:
     def get_transforms(self) -> list[BaseParser]:
         """
         Generate and yield transformation parsers in the order defined by the configuration.
-    
-        This method processes the `transform_order` list and corresponding `transform` dictionary 
+
+        This method processes the `transform_order` list and corresponding `transform` dictionary
         from the configuration to create parser instances of appropriate types for each transformation.
-    
+
         - It iterates through the `transform_order` to ensure transformations are applied sequentially.
         - For each transformation, it determines the type and maps it to the corresponding parser class.
-        - Certain transformation types (`combine_columns`, `group`, `find_and_replace`, and `distinct`) 
-          require special handling for their configuration. These are instantiated with a modified 
+        - Certain transformation types (`combine_columns`, `group`, `find_and_replace`, and `distinct`)
+          require special handling for their configuration. These are instantiated with a modified
           configuration structure.
         - Other transformations are instantiated normally with their respective configuration data.
-    
+
         Yields:
-            BaseParser: An instance of the transformation parser for each transformation in the order 
+            BaseParser: An instance of the transformation parser for each transformation in the order
             defined by `transform_order`.
         """
         if self._transforms:
diff --git a/backend/backend/application/config_parser/transformation_parsers/rename_parser.py b/backend/backend/application/config_parser/transformation_parsers/rename_parser.py
index b32c1f0..1a27dd5 100644
--- a/backend/backend/application/config_parser/transformation_parsers/rename_parser.py
+++ b/backend/backend/application/config_parser/transformation_parsers/rename_parser.py
@@ -33,4 +33,4 @@ def column_names(self) -> list[str]:
 
     @property
     def new_column_names(self) -> list[str]:
-        return [rp.new_name for rp in self.get_rename_parsers()]
\ No newline at end of file
+        return [rp.new_name for rp in self.get_rename_parsers()]
diff --git a/backend/backend/application/context/chat_ai_context.py b/backend/backend/application/context/chat_ai_context.py
index a0cafd3..8506dca 100644
--- a/backend/backend/application/context/chat_ai_context.py
+++ b/backend/backend/application/context/chat_ai_context.py
@@ -272,7 +272,7 @@ def _process_completed(self, *args, **kwargs):
         content = kwargs.get("content")
         token_usage_data = {}
         processing_time_ms = 0
-        
+
         # Check if content is a dictionary and contains token_info
         if isinstance(content, dict):
             token_usage_data = content.get("token_info", {})
diff --git a/backend/backend/application/context/chat_message_context.py b/backend/backend/application/context/chat_message_context.py
index b5b8f58..aeb41d9 100644
--- a/backend/backend/application/context/chat_message_context.py
+++ b/backend/backend/application/context/chat_message_context.py
@@ -248,7 +248,7 @@ def persist_response(
             fields_to_update.append("discussion_type")
             if discussion_status == 'GENERATE':
                 chat_message.transformation_type = 'TRANSFORM'
-                fields_to_update.append('transformation_type') 
+                fields_to_update.append('transformation_type')
         if response:
             if is_append_response:
                 chat_message.response = (chat_message.response or "") + response
diff --git a/backend/backend/application/context/environment.py b/backend/backend/application/context/environment.py
index 906c05a..3b87f74 100644
--- a/backend/backend/application/context/environment.py
+++ b/backend/backend/application/context/environment.py
@@ -36,7 +36,7 @@ def create_environment(self, environment_details: dict) -> dict[str, Any]:
             logging.exception("Failed to decrypt environment creation data")
             # Continue with original data if decryption fails
             decrypted_environment_details = environment_details
-        
+
         env_model = self.env_session.create_environment(environment_details=decrypted_environment_details)
         response_data = {
             "id": env_model.environment_id,
@@ -58,7 +58,7 @@ def update_environment(self, environment_id: str, environment_details: dict[str,
             logging.exception("Failed to decrypt environment update data")
             # Continue with original data if decryption fails
             decrypted_environment_details = environment_details
-        
+
         env_model = self.env_session.update_environment(
             environment_id=environment_id, environment_details=decrypted_environment_details
         )
diff --git a/backend/backend/application/context/no_code_model.py b/backend/backend/application/context/no_code_model.py
index 9230c07..1d49e60 100644
--- a/backend/backend/application/context/no_code_model.py
+++ b/backend/backend/application/context/no_code_model.py
@@ -196,7 +196,7 @@ def delete_model_transformation(self, model_name: str, transformation_id: str, i
 
     def set_model_presentation(self, no_code_data: dict[str, Any], model_name: str):
         """
-        Updates the 'presentation' configuration of the model. Only updates keys present in 'no_code_data' 
+        Updates the 'presentation' configuration of the model. Only updates keys present in 'no_code_data'
         without affecting other keys.
         """
         model_data = self.session.fetch_model_data(model_name=model_name)
@@ -235,4 +235,4 @@ def get_transformation_columns(
             model_name=model_name,
             transformation_id=transformation_id,
             transformation_type=transformation_type
-        )
\ No newline at end of file
+        )
diff --git a/backend/backend/application/interpreter/python_templates/destination_table.jinja b/backend/backend/application/interpreter/python_templates/destination_table.jinja
index 38d5a00..76ec713 100644
--- a/backend/backend/application/interpreter/python_templates/destination_table.jinja
+++ b/backend/backend/application/interpreter/python_templates/destination_table.jinja
@@ -28,4 +28,4 @@ class {{class_name}}({{previous_class}}):
         if self.delta_strategy.get("type"):
             return self._execute_delta_strategy()
         return self.select()
-    {% endif %}
\ No newline at end of file
+    {% endif %}
diff --git a/backend/backend/application/interpreter/python_templates/transformations_template/combine_column.jinja b/backend/backend/application/interpreter/python_templates/transformations_template/combine_column.jinja
index 1e29c84..da061c3 100644
--- a/backend/backend/application/interpreter/python_templates/transformations_template/combine_column.jinja
+++ b/backend/backend/application/interpreter/python_templates/transformations_template/combine_column.jinja
@@ -27,4 +27,4 @@ except Exception as error:
         model_name=MODEL_NAME,
         error_message=str(error)
     ) from error
-self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
\ No newline at end of file
+self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
diff --git a/backend/backend/application/interpreter/python_templates/transformations_template/groups_and_aggregation.jinja b/backend/backend/application/interpreter/python_templates/transformations_template/groups_and_aggregation.jinja
index d42b18f..ab6a90f 100644
--- a/backend/backend/application/interpreter/python_templates/transformations_template/groups_and_aggregation.jinja
+++ b/backend/backend/application/interpreter/python_templates/transformations_template/groups_and_aggregation.jinja
@@ -23,4 +23,4 @@ except Exception as error:
         model_name=MODEL_NAME,
         error_message=str(error)
     ) from error
-self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
\ No newline at end of file
+self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
diff --git a/backend/backend/application/interpreter/python_templates/transformations_template/pivot.jinja b/backend/backend/application/interpreter/python_templates/transformations_template/pivot.jinja
index 14433b3..6cd5429 100644
--- a/backend/backend/application/interpreter/python_templates/transformations_template/pivot.jinja
+++ b/backend/backend/application/interpreter/python_templates/transformations_template/pivot.jinja
@@ -23,4 +23,4 @@ except Exception as error:
         model_name=MODEL_NAME,
         error_message=str(error)
     ) from error
-self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
\ No newline at end of file
+self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
diff --git a/backend/backend/application/interpreter/python_templates/transformations_template/unions.jinja b/backend/backend/application/interpreter/python_templates/transformations_template/unions.jinja
index 8f492d1..d5ccf78 100644
--- a/backend/backend/application/interpreter/python_templates/transformations_template/unions.jinja
+++ b/backend/backend/application/interpreter/python_templates/transformations_template/unions.jinja
@@ -13,4 +13,4 @@ except IbisTypeError as error:
     raise TransformationFailed(transformation_name="merge", model_name=MODEL_NAME, error_message=str(error)) from error
 except Exception as error:
     raise TransformationFailed(transformation_name="merge", model_name=MODEL_NAME, error_message=str(error)) from error
-self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
\ No newline at end of file
+self.save_table_columns(transformation_id="{{ transformation_id }}_transformed", table_obj=source_table)
diff --git a/backend/backend/application/interpreter/transformations/groups_and_aggregation.py b/backend/backend/application/interpreter/transformations/groups_and_aggregation.py
index 2b7f030..5a09e67 100644
--- a/backend/backend/application/interpreter/transformations/groups_and_aggregation.py
+++ b/backend/backend/application/interpreter/transformations/groups_and_aggregation.py
@@ -753,4 +753,4 @@ def construct_code(self) -> str:
         return self._transformed_code
 
     def transform(self) -> str:
-        return self.construct_code()
\ No newline at end of file
+        return self.construct_code()
diff --git a/backend/backend/application/interpreter/transformations/joins.py b/backend/backend/application/interpreter/transformations/joins.py
index 66ee992..1649938 100644
--- a/backend/backend/application/interpreter/transformations/joins.py
+++ b/backend/backend/application/interpreter/transformations/joins.py
@@ -110,7 +110,7 @@ def parse_joins(self, join_list: list[JoinParser]):
         for join_parser in join_list:
             # Parse the left join
             join_successful, class_name = self.__parse_left_joins(join_parser=join_parser)
-            
+
             # If join parsing failed, store parent class
             if not join_successful:
                 self.parent_classes.append(class_name)
diff --git a/backend/backend/application/interpreter/transformations/pivot.py b/backend/backend/application/interpreter/transformations/pivot.py
index ea8f925..a966228 100644
--- a/backend/backend/application/interpreter/transformations/pivot.py
+++ b/backend/backend/application/interpreter/transformations/pivot.py
@@ -19,7 +19,7 @@ def get_values_fill(self) -> str:
                     return f"values_fill={int(fill_null)})"
                 except (ValueError, TypeError):
                     """
-                    suppress the exception since the column type doesn't support string types 
+                    suppress the exception since the column type doesn't support string types
                     """
                     pass
             else:
diff --git a/backend/backend/application/model_validator/transformations/synthesis_validator.py b/backend/backend/application/model_validator/transformations/synthesis_validator.py
index def79ca..b4d428b 100644
--- a/backend/backend/application/model_validator/transformations/synthesis_validator.py
+++ b/backend/backend/application/model_validator/transformations/synthesis_validator.py
@@ -19,4 +19,4 @@ def check_column_usage(self, columns: list[str]) -> list[str]:
             for col in columns:
                 if col == expr or col in expr:
                     still_used.add(col)
-        return list(still_used)
\ No newline at end of file
+        return list(still_used)
diff --git a/backend/backend/application/session/connection_session.py b/backend/backend/application/session/connection_session.py
index 1d1edf4..991a839 100644
--- a/backend/backend/application/session/connection_session.py
+++ b/backend/backend/application/session/connection_session.py
@@ -71,7 +71,7 @@ def get_all_connections(page: int, limit: int, filter_condition: dict[str, Any])
                     "is_connection_valid": con_model.is_connection_valid,
                     "connection_flag": con_model.connection_flag,
                     "is_sample_project": is_sample_project,
-                    # "connection_details": con_model.connection_details, # skipping connection_details 
+                    # "connection_details": con_model.connection_details, # skipping connection_details
                 }
             )
 
diff --git a/backend/backend/application/session/session.py b/backend/backend/application/session/session.py
index 6024a5e..20c4a4d 100644
--- a/backend/backend/application/session/session.py
+++ b/backend/backend/application/session/session.py
@@ -58,10 +58,10 @@ def update_project_details(self, project_details: dict[str, Any]):
 
     def update_project_connection(self, connection_details: dict[str, Any]) -> dict[str, Any]:
         # TODO - Need to remove the project_connection update from project level
-        
+
         # Decrypt sensitive fields from frontend encrypted data
         decrypted_connection_details = decrypt_sensitive_fields(connection_details)
-        
+
         connection_model = self.project_instance.connection_model
         connection_model.connection_details = decrypted_connection_details
         connection_model.save()
diff --git a/backend/backend/application/utils.py b/backend/backend/application/utils.py
index 148fe88..0c35b51 100644
--- a/backend/backend/application/utils.py
+++ b/backend/backend/application/utils.py
@@ -256,4 +256,4 @@ def replace_in(match):
     parts = [p.strip() for p in match.group(1).split(",")]
     col, *values = parts
     conditions = [f"{col} = {v}" for v in values]
-    return f"OR({', '.join(conditions)})"
\ No newline at end of file
+    return f"OR({', '.join(conditions)})"
diff --git a/backend/backend/application/visitran_backend_context.py b/backend/backend/application/visitran_backend_context.py
index 762788c..09e2608 100644
--- a/backend/backend/application/visitran_backend_context.py
+++ b/backend/backend/application/visitran_backend_context.py
@@ -414,10 +414,10 @@ def test_connection_data(self, connection_data: dict[str, Any], db_type: str) ->
         db_type = db_type or self.database_type
         if not connection_data:
             connection_data = {"file_path": f"{self.project_path}{os.path.sep}models/local.db"}
-        
+
         # Decrypt sensitive fields from frontend encrypted data
         decrypted_connection_data = decrypt_sensitive_fields(connection_data)
-        
+
         connection_cls: type[BaseConnection] = get_adapter_connection_cls(db_type)
         old_connection = self._conn_details
         self._conn_details = decrypted_connection_data
diff --git a/backend/backend/core/constants/reserved_names.py b/backend/backend/core/constants/reserved_names.py
index 6e6f0a9..236437d 100644
--- a/backend/backend/core/constants/reserved_names.py
+++ b/backend/backend/core/constants/reserved_names.py
@@ -5,11 +5,11 @@
 
 class ProjectNameConstants(BaseConstant):
     """Constants for project name validation.
-    
+
     Attributes:
         RESERVED_NAMES (set): Set of reserved project names that cannot be used.
     """
-    
+
     RESERVED_NAMES = {
         'test',
         'visitran',
@@ -25,14 +25,14 @@ class ProjectNameConstants(BaseConstant):
         'celery',
         'time'
     }
-    
+
     @classmethod
     def is_reserved_name(cls, name: str) -> bool:
         """Check if a name is reserved.
-        
+
         Args:
             name: The name to check
-            
+
         Returns:
             bool: True if the name is reserved, False otherwise
         """
diff --git a/backend/backend/core/models/ai_context_rules.py b/backend/backend/core/models/ai_context_rules.py
index 54a7153..24a796e 100644
--- a/backend/backend/core/models/ai_context_rules.py
+++ b/backend/backend/core/models/ai_context_rules.py
@@ -7,19 +7,19 @@
 class UserAIContextRules(models.Model):
     """Model for storing user's personal AI context rules"""
     user = models.OneToOneField(
-        User, 
+        User,
         on_delete=models.CASCADE,
         related_name='ai_context_rules'
     )
     context_rules = models.TextField(default='', blank=True)
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
-    
+
     class Meta:
         db_table = 'core_user_ai_context_rules'
         verbose_name = 'User AI Context Rules'
         verbose_name_plural = 'User AI Context Rules'
-    
+
     def __str__(self):
         return f"AI Context Rules for {self.user.username}"
 
@@ -43,11 +43,11 @@ class ProjectAIContextRules(models.Model):
     )
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
-    
+
     class Meta:
         db_table = 'core_project_ai_context_rules'
         verbose_name = 'Project AI Context Rules'
         verbose_name_plural = 'Project AI Context Rules'
-    
+
     def __str__(self):
         return f"AI Context Rules for {self.project.project_name}"
diff --git a/backend/backend/core/models/chat_intent.py b/backend/backend/core/models/chat_intent.py
index 095eee8..4f0d582 100644
--- a/backend/backend/core/models/chat_intent.py
+++ b/backend/backend/core/models/chat_intent.py
@@ -45,7 +45,7 @@ class ChatIntent(BaseModel):
         unique=True,
         help_text="User-facing display name for the intent."
     )
-    
+
     objects = models.Manager()
 
     def __str__(self) -> str:
diff --git a/backend/backend/core/models/chat_message.py b/backend/backend/core/models/chat_message.py
index 771a808..e4db10e 100644
--- a/backend/backend/core/models/chat_message.py
+++ b/backend/backend/core/models/chat_message.py
@@ -183,32 +183,32 @@ class ChatMessage(BaseModel):
         editable=True,
         help_text="String identifier of the developer LLM model used for this chat."
     )
-    
+
     # Feedback fields for response quality
     has_feedback = models.BooleanField(
         default=False,
         help_text="Indicates whether this message has received user feedback."
     )
-    
+
     FEEDBACK_CHOICES = [
         ('0', 'Neutral'),
         ('P', 'Positive'),
         ('N', 'Negative')
     ]
-    
+
     feedback = models.CharField(
         max_length=1,
         choices=FEEDBACK_CHOICES,
         default='0',
         help_text="Feedback value: 0=Neutral, P=Positive, N=Negative"
     )
-    
+
     feedback_timestamp = models.DateTimeField(
         null=True,
         blank=True,
         help_text="When the feedback was provided."
     )
-    
+
     feedback_comment = models.TextField(
         null=True,
         blank=True,
diff --git a/backend/backend/core/models/environment_models.py b/backend/backend/core/models/environment_models.py
index 5edba79..edf52b6 100644
--- a/backend/backend/core/models/environment_models.py
+++ b/backend/backend/core/models/environment_models.py
@@ -40,11 +40,11 @@ def decrypted_connection_data(self) -> dict:
         try:
             # First try the old Fernet decryption system
             decrypted_data = decrypt_connection_details(self.env_connection_data)
-            
+
             # If Fernet decryption succeeds, return the data
             # (Don't try RSA decryption on already decrypted data)
             return decrypted_data
-            
+
         except Exception as e:
             # If Fernet decryption fails, try RSA decryption
             try:
diff --git a/backend/backend/core/models/onboarding.py b/backend/backend/core/models/onboarding.py
index 992f766..ec85bf5 100644
--- a/backend/backend/core/models/onboarding.py
+++ b/backend/backend/core/models/onboarding.py
@@ -40,31 +40,31 @@ class ProjectOnboardingSessionManager(DefaultOrganizationManagerMixin, models.Ma
 class ProjectOnboardingSession(DefaultOrganizationMixin, BaseModel):
     """Active onboarding session for a project"""
     project = models.ForeignKey(
-        ProjectDetails, 
+        ProjectDetails,
         on_delete=models.CASCADE,
         related_name="onboarding_sessions"
     )
     user = models.ForeignKey(
-        User, 
+        User,
         on_delete=models.CASCADE,
         related_name="onboarding_sessions"
     )
     template = models.ForeignKey(
-        OnboardingTemplate, 
+        OnboardingTemplate,
         on_delete=models.CASCADE,
         related_name="sessions"
     )
-    
+
     # Progress tracking (no more sequential ordering)
     completed_tasks = models.JSONField(default=list)  # List of task IDs
     skipped_tasks = models.JSONField(default=list)    # List of task IDs
-    
+
     # Session state
     is_active = models.BooleanField(default=True)
     is_completed = models.BooleanField(default=False)
     started_at = models.DateTimeField(auto_now_add=True)
     completed_at = models.DateTimeField(null=True, blank=True)
-    
+
     # Manager
     objects = ProjectOnboardingSessionManager()
 
@@ -83,15 +83,15 @@ def progress_percentage(self) -> float:
             items = self.template.template_data.get('items', [])
         except:
             return 0.0
-        
+
         total_tasks = len(items)
         if total_tasks == 0:
             return 0.0
-        
+
         completed_count = len(self.completed_tasks)
         skipped_count = len(self.skipped_tasks)
         total_progress = completed_count + skipped_count
-        
+
         return round((total_progress / total_tasks) * 100, 2)
 
     def reset_session(self):
diff --git a/backend/backend/core/routers/ai_context/urls.py b/backend/backend/core/routers/ai_context/urls.py
index b255926..13b1c26 100644
--- a/backend/backend/core/routers/ai_context/urls.py
+++ b/backend/backend/core/routers/ai_context/urls.py
@@ -4,7 +4,7 @@
 urlpatterns = [
     # Personal AI Context Rules
     path('user/ai-context-rules/', views.user_ai_context_rules, name='user-ai-context-rules'),
-    
+
     # Project AI Context Rules
     path('project/<str:project_id>/ai-context-rules/', views.project_ai_context_rules, name='project-ai-context-rules'),
 ]
diff --git a/backend/backend/core/routers/ai_context/views.py b/backend/backend/core/routers/ai_context/views.py
index 464c74f..5dbd589 100644
--- a/backend/backend/core/routers/ai_context/views.py
+++ b/backend/backend/core/routers/ai_context/views.py
@@ -22,14 +22,14 @@ def user_ai_context_rules(request: Request) -> Response:
     """Get or update user's personal AI context rules"""
     try:
         user = request.user
-        
+
         if request.method == HTTPMethods.GET:
             # Get or create user context rules
             context_rules, created = UserAIContextRules.objects.get_or_create(
                 user=user,
                 defaults={'context_rules': ''}
             )
-            
+
             return Response({
                 "success": True,
                 "data": {
@@ -39,20 +39,20 @@ def user_ai_context_rules(request: Request) -> Response:
                     "updated_at": context_rules.updated_at.isoformat()
                 }
             }, status=status.HTTP_200_OK)
-            
+
         elif request.method == HTTPMethods.PUT:
             context_rules_text = request.data.get('context_rules', '')
-            
+
             # Get or create user context rules
             context_rules, created = UserAIContextRules.objects.get_or_create(
                 user=user,
                 defaults={'context_rules': context_rules_text}
             )
-            
+
             if not created:
                 context_rules.context_rules = context_rules_text
                 context_rules.save()
-            
+
             return Response({
                 "success": True,
                 "message": BackendSuccessMessages.AI_CONTEXT_RULES_PERSONAL_UPDATED,
@@ -62,7 +62,7 @@ def user_ai_context_rules(request: Request) -> Response:
                     "updated_at": context_rules.updated_at.isoformat()
                 }
             }, status=status.HTTP_200_OK)
-        
+
     except Exception as e:
         logger.error(f"Error with user AI context rules: {str(e)}")
         return Response({
@@ -86,12 +86,12 @@ def project_ai_context_rules(request: Request, project_id: str) -> Response:
                 "is_markdown": True,
                 "severity": "error"
             }, status=status.HTTP_404_NOT_FOUND)
-        
+
         if request.method == HTTPMethods.GET:
             # Get project context rules (single entry per project)
             try:
                 context_rules = ProjectAIContextRules.objects.get(project=project)
-                
+
                 return Response({
                     "success": True,
                     "data": {
@@ -112,7 +112,7 @@ def project_ai_context_rules(request: Request, project_id: str) -> Response:
                         "updated_at": context_rules.updated_at.isoformat()
                     }
                 }, status=status.HTTP_200_OK)
-                
+
             except ProjectAIContextRules.DoesNotExist:
                 # Return empty context rules if none exist yet
                 return Response({
@@ -127,11 +127,11 @@ def project_ai_context_rules(request: Request, project_id: str) -> Response:
                         "updated_at": None
                     }
                 }, status=status.HTTP_200_OK)
-        
+
         elif request.method == HTTPMethods.PUT:
             user = request.user
             context_rules_text = request.data.get('context_rules', '')
-            
+
             # Get or create project context rules (single entry per project)
             context_rules, created = ProjectAIContextRules.objects.get_or_create(
                 project=project,
@@ -141,12 +141,12 @@ def project_ai_context_rules(request: Request, project_id: str) -> Response:
                     'updated_by': user
                 }
             )
-            
+
             if not created:
                 context_rules.context_rules = context_rules_text
                 context_rules.updated_by = user  # Track who updated
                 context_rules.save()
-            
+
             return Response({
                 "success": True,
                 "message": BackendSuccessMessages.AI_CONTEXT_RULES_PROJECT_UPDATED,
@@ -161,7 +161,7 @@ def project_ai_context_rules(request: Request, project_id: str) -> Response:
                     "updated_at": context_rules.updated_at.isoformat()
                 }
             }, status=status.HTTP_200_OK)
-        
+
     except Exception as e:
         logger.error(f"Error with project AI context rules: {str(e)}")
         return Response({
diff --git a/backend/backend/core/routers/chat_intent/serializers.py b/backend/backend/core/routers/chat_intent/serializers.py
index 1e3aedd..f5beb3c 100644
--- a/backend/backend/core/routers/chat_intent/serializers.py
+++ b/backend/backend/core/routers/chat_intent/serializers.py
@@ -1,6 +1,6 @@
 from rest_framework import serializers
 from backend.core.models.chat_intent import ChatIntent
-        
+
 class ChatIntentSerializer(serializers.ModelSerializer):
     class Meta:
         model = ChatIntent
diff --git a/backend/backend/core/routers/chat_message/constants.py b/backend/backend/core/routers/chat_message/constants.py
index e03de75..13529e0 100644
--- a/backend/backend/core/routers/chat_message/constants.py
+++ b/backend/backend/core/routers/chat_message/constants.py
@@ -14,4 +14,4 @@ class ChatMessageStatus:
     MODEL_GENERATION_FAILED = "MODEL_CREATE_FAILED"
     MODEL_UPDATED = "MODEL_UPDATED"
     MODEL_UPDATE_FAILED = "MODEL_UPDATE_FAILED"
-    TRANSFORM_RETRY = "TRANSFORM_RETRY"
\ No newline at end of file
+    TRANSFORM_RETRY = "TRANSFORM_RETRY"
diff --git a/backend/backend/core/routers/chat_message/serializers/feedback_serializer.py b/backend/backend/core/routers/chat_message/serializers/feedback_serializer.py
index 31eed4a..e8fafe7 100644
--- a/backend/backend/core/routers/chat_message/serializers/feedback_serializer.py
+++ b/backend/backend/core/routers/chat_message/serializers/feedback_serializer.py
@@ -16,16 +16,16 @@ def validate(self, attrs):
         Validates the feedback value.
         """
         feedback_value = attrs.get('feedback', None)
-        
+
         if not feedback_value:
             raise serializers.ValidationError(
                 {"feedback": "This field is required for providing feedback."}
             )
-        
+
         # Validate the value matches our choices
         if feedback_value not in ['0', 'P', 'N']:
             raise serializers.ValidationError(
                 {"feedback": "Must be one of '0' (neutral), 'P' (positive), or 'N' (negative)."}
             )
-            
+
         return attrs
diff --git a/backend/backend/core/routers/chat_message/views/feedback_views.py b/backend/backend/core/routers/chat_message/views/feedback_views.py
index aebb39a..d3cc7d6 100644
--- a/backend/backend/core/routers/chat_message/views/feedback_views.py
+++ b/backend/backend/core/routers/chat_message/views/feedback_views.py
@@ -21,7 +21,7 @@ class ChatMessageFeedbackView(APIView):
     def post(self, request, chat_message_id, project_id=None, chat_id=None, **kwargs):
         """
         Submit feedback for a specific chat message.
-        
+
         Args:
             request: The HTTP request
             org_id: Organization ID
@@ -35,18 +35,18 @@ def post(self, request, chat_message_id, project_id=None, chat_id=None, **kwargs
                     {"error": BackendErrorMessages.ORGANIZATION_REQUIRED},
                     status=status.HTTP_400_BAD_REQUEST
                 )
-                
+
             # Find the chat message
             chat_message = ChatMessage.objects.filter(
                 chat_message_id=chat_message_id
             ).first()
-            
+
             if not chat_message:
                 return Response(
                     {"error": BackendErrorMessages.CHAT_MESSAGE_NOT_FOUND},
                     status=status.HTTP_404_NOT_FOUND
                 )
-                
+
             # Validate and save feedback
             serializer = ChatMessageFeedbackSerializer(data=request.data)
             if serializer.is_valid():
@@ -61,23 +61,23 @@ def post(self, request, chat_message_id, project_id=None, chat_id=None, **kwargs
                         'feedback_comment', 'feedback_timestamp'
                     ]
                 )
-                
+
                 logging.info(
                     f"Feedback submitted for chat message {chat_message_id}: "
                     f"feedback={chat_message.feedback}"
                 )
-                
+
                 return Response(
                     {"success": True, "message": "Feedback submitted successfully"},
                     status=status.HTTP_200_OK
                 )
-            
+
             # Use INVALID_FEEDBACK_FORMAT for serializer validation errors
             return Response(
                 {"error": BackendErrorMessages.INVALID_FEEDBACK_FORMAT},
                 status=status.HTTP_400_BAD_REQUEST
             )
-            
+
         except Exception as e:
             logging.exception(f"Error submitting feedback for chat message {chat_message_id}")
             error_message = BackendErrorMessages.FEEDBACK_SUBMISSION_FAILED.format(
@@ -87,11 +87,11 @@ def post(self, request, chat_message_id, project_id=None, chat_id=None, **kwargs
                 {"error": error_message},
                 status=status.HTTP_500_INTERNAL_SERVER_ERROR
             )
-            
+
     def get(self, request, chat_message_id, project_id=None, chat_id=None, **kwargs):
         """
         Retrieve feedback status for a specific chat message.
-        
+
         Args:
             request: The HTTP request
             chat_message_id: UUID of the chat message to retrieve feedback for
@@ -104,23 +104,23 @@ def get(self, request, chat_message_id, project_id=None, chat_id=None, **kwargs)
                     {"error": BackendErrorMessages.ORGANIZATION_REQUIRED},
                     status=status.HTTP_400_BAD_REQUEST
                 )
-            
+
             # Find the chat message - don't filter by organization_id which is causing the error
             chat_message = ChatMessage.objects.filter(
                 chat_message_id=chat_message_id
             ).first()
-            
+
             if not chat_message:
                 return Response(
                     {"error": BackendErrorMessages.CHAT_MESSAGE_NOT_FOUND},
                     status=status.HTTP_404_NOT_FOUND
                 )
-            
+
             # Return feedback status
             response_data = {
                 'has_feedback': chat_message.has_feedback,
             }
-            
+
             # Only include feedback details if feedback exists
             if chat_message.has_feedback:
                 response_data.update({
@@ -128,9 +128,9 @@ def get(self, request, chat_message_id, project_id=None, chat_id=None, **kwargs)
                     'feedback_comment': chat_message.feedback_comment or '',
                     'feedback_timestamp': chat_message.feedback_timestamp
                 })
-                
+
             return Response(response_data, status=status.HTTP_200_OK)
-            
+
         except Exception as e:
             logging.exception(f"Error retrieving feedback for chat message {chat_message_id}")
             error_message = BackendErrorMessages.FEEDBACK_RETRIEVAL_FAILED.format(
diff --git a/backend/backend/core/routers/environment/views.py b/backend/backend/core/routers/environment/views.py
index fea0ff4..f302c54 100644
--- a/backend/backend/core/routers/environment/views.py
+++ b/backend/backend/core/routers/environment/views.py
@@ -128,7 +128,7 @@ def test_environment(request: Request):
     request_data: dict[str, Any] = request.data
     datasource: str = request_data.get("datasource")
     connection_data: dict[str, Any] = request_data.get("connection_details")
-    
+
     # Decrypt sensitive fields from frontend encrypted data
     from backend.utils.decryption_utils import decrypt_sensitive_fields
     if connection_data:
@@ -136,5 +136,5 @@ def test_environment(request: Request):
         test_connection_data(datasource=datasource, connection_data=decrypted_connection_data)
     else:
         test_connection_data(datasource=datasource, connection_data=connection_data)
-    
+
     return Response(data={"status": "success"}, status=status.HTTP_200_OK)
diff --git a/backend/backend/core/routers/execute/views.py b/backend/backend/core/routers/execute/views.py
index 25fe3a7..742d277 100644
--- a/backend/backend/core/routers/execute/views.py
+++ b/backend/backend/core/routers/execute/views.py
@@ -138,4 +138,4 @@ def execute_sql_command(request: Request, project_id: str) -> Response:
             try:
                 app.execute_sql_command(sql_command=drop_sql)
             except Exception as drop_err:
-                logger.warning(f"Failed to drop table {table}: {drop_err}")
\ No newline at end of file
+                logger.warning(f"Failed to drop table {table}: {drop_err}")
diff --git a/backend/backend/core/routers/onboarding/urls.py b/backend/backend/core/routers/onboarding/urls.py
index 661b44b..c4b5191 100644
--- a/backend/backend/core/routers/onboarding/urls.py
+++ b/backend/backend/core/routers/onboarding/urls.py
@@ -52,7 +52,7 @@
 urlpatterns = [
     # Template management (no org required)
     path('templates/<str:template_id>/', onboarding_template, name='get_onboarding_template'),
-    
+
     # Project-level onboarding management (org handled by middleware)
     path('status/', onboarding_status, name='get_project_onboarding_status'),
     path('start/', onboarding_start, name='start_onboarding'),
@@ -62,4 +62,4 @@
     path('reset/', onboarding_reset, name='reset_onboarding'),
     path('toggle/', onboarding_toggle, name='toggle_project_onboarding'),
     # End of urlpatterns
-]
\ No newline at end of file
+]
diff --git a/backend/backend/core/routers/onboarding/views.py b/backend/backend/core/routers/onboarding/views.py
index 7b9576c..44bfb13 100644
--- a/backend/backend/core/routers/onboarding/views.py
+++ b/backend/backend/core/routers/onboarding/views.py
@@ -26,7 +26,7 @@ def get_onboarding_template(self, request: Request, template_id: str) -> Respons
         """Get onboarding template by ID - Global templates"""
         try:
             template = OnboardingTemplate.objects.get(
-                template_id=template_id, 
+                template_id=template_id,
                 is_active=True
             )
             return Response({
@@ -90,7 +90,7 @@ def get_project_onboarding_status(self, request: Request, project_id: str) -> Re
             completed_count = len(onboarding_session.completed_tasks)
             skipped_count = len(onboarding_session.skipped_tasks)
             progress_percentage = int((completed_count + skipped_count) / total_tasks * 100) if total_tasks > 0 else 0
-            
+
             # Check if onboarding is completed (only check session status, not progress)
             is_completed = onboarding_session.is_completed
 
@@ -196,7 +196,7 @@ def complete_task(self, request: Request, project_id: str) -> Response:
 
             # Get project and user
             project = ProjectDetails.objects.get(project_uuid=project_id)
-            
+
             try:
                 user = self._get_user_from_context()
             except ValueError as e:
@@ -233,7 +233,7 @@ def complete_task(self, request: Request, project_id: str) -> Response:
             completed_count = len(onboarding_session.completed_tasks)
             skipped_count = len(onboarding_session.skipped_tasks)
             progress_percentage = int((completed_count + skipped_count) / total_tasks * 100) if total_tasks > 0 else 0
-            
+
             # Don't auto-complete onboarding when progress reaches 100%
             # Use separate API endpoint to mark as complete
             is_completed = onboarding_session.is_completed
@@ -276,7 +276,7 @@ def skip_task(self, request: Request, project_id: str) -> Response:
 
             # Get project and user
             project = ProjectDetails.objects.get(project_uuid=project_id)
-            
+
             try:
                 user = self._get_user_from_context()
             except ValueError as e:
@@ -313,7 +313,7 @@ def skip_task(self, request: Request, project_id: str) -> Response:
             completed_count = len(onboarding_session.completed_tasks)
             skipped_count = len(onboarding_session.skipped_tasks)
             progress_percentage = int((completed_count + skipped_count) / total_tasks * 100) if total_tasks > 0 else 0
-            
+
             # Don't auto-complete onboarding when progress reaches 100%
             # Use separate API endpoint to mark as complete
             is_completed = onboarding_session.is_completed
@@ -441,7 +441,7 @@ def _get_template_for_project(self, project: ProjectDetails) -> OnboardingTempla
             template_id = "jaffleshop_starter"
         else:
             template_id = project.project_type
-        
+
         try:
             return OnboardingTemplate.objects.get(template_id=template_id)
         except OnboardingTemplate.DoesNotExist:
@@ -451,12 +451,12 @@ def _get_template_for_project(self, project: ProjectDetails) -> OnboardingTempla
     def _build_tasks_with_status(self, template: OnboardingTemplate, session: ProjectOnboardingSession) -> List[Dict]:
         """Build tasks list with individual status for each task"""
         tasks = []
-        
+
         for task in template.template_data.get('items', []):
             task_id = task.get("id")
             if not task_id:
                 continue
-                
+
             # Determine task status
             if task_id in session.completed_tasks:
                 status = "completed"
@@ -464,7 +464,7 @@ def _build_tasks_with_status(self, template: OnboardingTemplate, session: Projec
                 status = "skipped"
             else:
                 status = "pending"
-            
+
             tasks.append({
                 "id": task_id,
                 "title": task.get("title", ""),
@@ -473,7 +473,7 @@ def _build_tasks_with_status(self, template: OnboardingTemplate, session: Projec
                 "mode": task.get("mode", ""),
                 "status": status
             })
-        
+
         return tasks
 
     @action(detail=False, methods=["POST"])
@@ -529,9 +529,9 @@ def _get_user_from_context(self) -> User:
         current_user = get_current_user()
         if not current_user or not current_user.get("username"):
             raise ValueError("User not found in context")
-        
+
         username = current_user.get("username")
         try:
             return User.objects.get(email=username)
         except User.DoesNotExist:
-            raise ValueError(f"User with email {username} not found")
\ No newline at end of file
+            raise ValueError(f"User with email {username} not found")
diff --git a/backend/backend/core/routers/projects/views.py b/backend/backend/core/routers/projects/views.py
index 0799bb2..9149221 100644
--- a/backend/backend/core/routers/projects/views.py
+++ b/backend/backend/core/routers/projects/views.py
@@ -38,39 +38,39 @@
 def _create_starter_projects_if_needed():
     """Create starter projects for new users if they haven't been created yet."""
     logging.info("Starting starter projects creation check")
-    
+
     try:
         # Get current user
         from pluggable_apps.tenant_account.organization_member_service import OrganizationMemberService
 
         current_user = get_current_user()
-        
+
         if not current_user:
             logging.warning("No current user found in context - skipping starter projects creation")
             return
-            
+
         if not current_user.get("username"):
             logging.warning("Current user has no username - skipping starter projects creation")
             return
-        
+
         username = current_user.get("username")
         logging.info(f"Checking starter projects for user: {username}")
-        
+
         # Check if starter projects have been created using service with cache
         if OrganizationMemberService.is_starter_projects_created(username):
             logging.info(f"Starter projects already created for user {username} - skipping creation")
             return
-        
+
         logging.info(f"Starter projects not created for user {username} - proceeding with creation")
-        
+
         # Create starter projects
         _create_starter_projects()
-        
+
         # Mark as created using service (updates both DB and cache)
         OrganizationMemberService.mark_starter_projects_created(username)
-        
+
         logging.info(f"Successfully created and marked starter projects for user {username}")
-        
+
     except Exception as e:
         logging.error(f"Error creating starter projects: {str(e)}", exc_info=True)
         # Don't raise exception to avoid breaking the project list API
@@ -79,46 +79,46 @@ def _create_starter_projects_if_needed():
 def _create_starter_projects():
     """Create starter projects using mapper."""
     logging.info("Starting creation of starter projects")
-    
+
     # Mapper for starter projects only
     starter_project_mapper = {
         "dvd_starter": DvdRentalProjectStarter,
         "jaffleshop_starter": JaffleShopProjectStarter,
     }
-    
+
     logging.info(f"Will create {len(starter_project_mapper)} starter projects: {list(starter_project_mapper.keys())}")
-    
+
     for project_key, project_class in starter_project_mapper.items():
         logging.info(f"Creating {project_key} starter project")
-        
+
         try:
             project_loader = project_class()
             sample_project_data = project_loader.load_sample_project()
-            
+
             # Enable onboarding and set project type for this project
             from backend.core.models.project_details import ProjectDetails
             from backend.application.utils import get_filter
-            
+
             project_id = sample_project_data.get("project_id")
             if not project_id:
                 logging.warning(f"No project_id returned for {project_key} - skipping project configuration")
                 continue
-                
+
             logging.info(f"Configuring project {project_key} with ID: {project_id}")
-            
+
             filter_condition = get_filter()
             filter_condition["project_uuid"] = project_id
-            
+
             project = ProjectDetails.objects.get(**filter_condition)
             project.onboarding_enabled = True
             project.project_type = project_key
             project.save()
-            
+
             logging.info(f"Successfully created and configured {project_key} starter project with ID: {project_id}")
-            
+
         except Exception as e:
             logging.error(f"Error creating {project_key} starter project: {str(e)}", exc_info=True)
-    
+
     logging.info("Completed starter projects creation process")
 
 
@@ -189,7 +189,7 @@ def create_sample_project(request) -> Response:
 
     # create connection with postgres for project
     sample_project_data = sample_project.load_sample_project()
-    
+
     # Set project_type for all sample projects; enable onboarding for starters
     from backend.core.models.project_details import ProjectDetails
     from backend.application.utils import get_filter
diff --git a/backend/backend/core/routers/security/urls.py b/backend/backend/core/routers/security/urls.py
index 476fced..4073f2d 100644
--- a/backend/backend/core/routers/security/urls.py
+++ b/backend/backend/core/routers/security/urls.py
@@ -4,4 +4,4 @@
 
 urlpatterns = [
     path("/public-key", get_public_key, name="get-public-key"),
-] 
\ No newline at end of file
+]
diff --git a/backend/backend/core/routers/security/views.py b/backend/backend/core/routers/security/views.py
index 220c2fe..9f93440 100644
--- a/backend/backend/core/routers/security/views.py
+++ b/backend/backend/core/routers/security/views.py
@@ -30,7 +30,7 @@ def get_public_key(request):
                 {"status": "error", "message": "RSA public key not available"},
                 status=503
             )
-        
+
         # Return public key in PEM format
         response_data = {
             "status": "success",
@@ -43,11 +43,11 @@ def get_public_key(request):
                 "algorithm": "RSA"
             }
         }
-        
+
         return JsonResponse(data=response_data, status=200)
-        
+
     except Exception as e:
         return JsonResponse(
             {"status": "error", "message": f"Error serving public key: {str(e)}"},
             status=500
-        ) 
\ No newline at end of file
+        )
diff --git a/backend/backend/core/utils.py b/backend/backend/core/utils.py
index 1a267e1..90f60a9 100644
--- a/backend/backend/core/utils.py
+++ b/backend/backend/core/utils.py
@@ -131,7 +131,7 @@ def wrapper(*args, **kwargs):
             if not chat_message_id:
                 return func(*args, **kwargs)
 
-            redis = RedisClient().redis_client  
+            redis = RedisClient().redis_client
 
             key = f"transformation:{chat_message_id}:lock"
 
diff --git a/backend/backend/core/views.py b/backend/backend/core/views.py
index a2d5a12..888a71e 100644
--- a/backend/backend/core/views.py
+++ b/backend/backend/core/views.py
@@ -92,11 +92,11 @@ def get_user_profile(request: Request) -> Response:
 def get_datasource_list(request: Request) -> Response:
     """This method will return the list of adapters installed."""
     adapters_list: list[str] = get_adapters_list()
-    
+
     # Soft delete: Remove Trino from the list
     if "trino" in adapters_list:
         adapters_list.remove("trino")
-    
+
     data = []
     for adapter_name in adapters_list:
         icon = import_file(f"visitran.adapters.{adapter_name}").ICON
diff --git a/backend/backend/errors/config_exceptions.py b/backend/backend/errors/config_exceptions.py
index 6459f88..61844cc 100644
--- a/backend/backend/errors/config_exceptions.py
+++ b/backend/backend/errors/config_exceptions.py
@@ -83,4 +83,4 @@ def __init__(self, failure_reason: str):
             error_code=BackendErrorMessages.INVALID_MODEL_REFERENCE_DATA,
             http_status_code=status.HTTP_400_BAD_REQUEST,
             failure_reason=failure_reason,
-        )
\ No newline at end of file
+        )
diff --git a/backend/backend/errors/error_codes.py b/backend/backend/errors/error_codes.py
index 253f248..a5075ca 100644
--- a/backend/backend/errors/error_codes.py
+++ b/backend/backend/errors/error_codes.py
@@ -31,17 +31,17 @@ class BackendSuccessMessages(BaseConstant):
         "**Personal Rules Updated!**\n"
         "Your personal AI context rules have been saved successfully and will apply to all future conversations."
     )
-    
+
     AI_CONTEXT_RULES_PROJECT_UPDATED = (
         "**Project Rules Updated!**\n"
         "Project AI context rules have been saved successfully and are now shared with all team members."
     )
-    
+
     AI_CONTEXT_RULES_PERSONAL_RETRIEVED = (
         "**Personal Rules Retrieved!**\n"
         "Your personal AI context rules have been loaded successfully."
     )
-    
+
     AI_CONTEXT_RULES_PROJECT_RETRIEVED = (
         "**Project Rules Retrieved!**\n"
         "Project AI context rules have been loaded successfully."
@@ -267,17 +267,17 @@ class BackendErrorMessages(BaseConstant):
     FEEDBACK_SUBMISSION_FAILED = (
         "**Feedback Error!**\nCouldn't save feedback for message ID \"{chat_message_id}\". Please try again."
     )
-    
+
     ORGANIZATION_REQUIRED = "**Organization Required!**\nOrganization ID is required for this operation."
-    
+
     INVALID_FEEDBACK_FORMAT = (
         "**Invalid Feedback!**\nFeedback format is invalid. Use 'P' for positive, 'N' for negative, or '0' for neutral."
     )
-    
+
     FEEDBACK_RETRIEVAL_FAILED = (
         "**Feedback Retrieval Failed!**\nUnable to retrieve feedback for message ID \"{chat_message_id}\". Please try again."
     )
-    
+
     INVALID_CHAT_MESSAGE_STATUS = (
         '**Invalid Status!**\nStatus "{invalid_status}" is invalid. Valid statuses: {valid_status}.'
     )
@@ -291,7 +291,7 @@ class BackendErrorMessages(BaseConstant):
     )
 
     SQL_EXTRACTION_FAILED = "**SQL Query Extraction Failed**\nUnable to extract SQL query from the provided text."
-    
+
     LLM_SERVER_FAILURE = (
         "**AI Server Error!**\n"
         "Failed while answering your prompt \n "
@@ -326,23 +326,23 @@ class BackendErrorMessages(BaseConstant):
         "**Context Rules Fetch Failed!**\n"
         "Unable to retrieve AI context rules. Please try again or contact support if the issue persists."
     )
-    
+
     AI_CONTEXT_RULES_UPDATE_FAILED = (
         "**Context Rules Update Failed!**\n"
         "Failed to save AI context rules. Please verify your input and try again."
     )
-    
+
     AI_CONTEXT_RULES_INVALID_PROJECT = (
         '**Invalid Project!**\nProject with ID "{project_id}" not found or you don\'t have access to it. '
         "Verify the project ID and your permissions."
     )
-    
+
     AI_CONTEXT_RULES_PERMISSION_DENIED = (
         "**Permission Denied!**\n"
         "You don't have permission to modify AI context rules for this project. "
         "Contact your project administrator for access."
     )
-    
+
     AI_CONTEXT_RULES_INVALID_INPUT = (
         "**Invalid Input!**\n"
         "The context rules format is invalid. Please check your input and try again."
diff --git a/backend/backend/utils/decryption_utils.py b/backend/backend/utils/decryption_utils.py
index b029e8e..9e40e2c 100644
--- a/backend/backend/utils/decryption_utils.py
+++ b/backend/backend/utils/decryption_utils.py
@@ -48,10 +48,10 @@
 def decrypt_chunked_value(encrypted_value: str) -> str:
     """
     Decrypt a value that was encrypted using chunked encryption.
-    
+
     Args:
         encrypted_value: The encrypted value (may be chunked)
-        
+
     Returns:
         Decrypted value
     """
@@ -60,7 +60,7 @@ def decrypt_chunked_value(encrypted_value: str) -> str:
         if '|' in encrypted_value:
             # Split into chunks
             chunks = encrypted_value.split('|')
-            
+
             # Decrypt each chunk
             decrypted_chunks = []
             for i, chunk in enumerate(chunks):
@@ -69,7 +69,7 @@ def decrypt_chunked_value(encrypted_value: str) -> str:
                     logging.error(f"Failed to decrypt chunk {i + 1}")
                     return encrypted_value  # Return original on error
                 decrypted_chunks.append(decrypted_chunk)
-            
+
             # Combine chunks
             result = ''.join(decrypted_chunks)
             return result
@@ -84,29 +84,29 @@ def decrypt_chunked_value(encrypted_value: str) -> str:
 def decrypt_bigquery_credentials(credentials_json: str) -> str:
     """
     Decrypt BigQuery credentials specifically.
-    
+
     Args:
         credentials_json: The BigQuery credentials JSON string
-        
+
     Returns:
         Decrypted credentials JSON string
     """
     try:
         # Parse the credentials JSON
         credentials = json.loads(credentials_json)
-        
+
         # Decrypt sensitive fields within the credentials
         decrypted_credentials = credentials.copy()
-        
+
         # List of sensitive fields in BigQuery service account JSON
         bigquery_sensitive_fields = [
             "private_key",
             "client_email",
-            "client_id", 
+            "client_id",
             "private_key_id",
             "project_id"
         ]
-        
+
         for field in bigquery_sensitive_fields:
             if field in decrypted_credentials and isinstance(decrypted_credentials[field], str):
                 try:
@@ -118,7 +118,7 @@ def decrypt_bigquery_credentials(credentials_json: str) -> str:
                     logging.warning(f"Failed to decrypt BigQuery field '{field}': {e}")
                     # Keep original value on error
                     pass
-        
+
         # Return the decrypted credentials as a JSON string
         return json.dumps(decrypted_credentials)
     except Exception as e:
@@ -129,16 +129,16 @@ def decrypt_bigquery_credentials(credentials_json: str) -> str:
 def decrypt_sensitive_fields(data: Union[Dict[str, Any], list, Any]) -> Union[Dict[str, Any], list, Any]:
     """
     Recursively decrypt sensitive fields in data structures.
-    
+
     Args:
         data: The data to decrypt (dict, list, or primitive value)
-        
+
     Returns:
         The data with sensitive fields decrypted
     """
     if data is None:
         return data
-    
+
     if isinstance(data, dict):
         return _decrypt_dict(data)
     elif isinstance(data, list):
@@ -153,7 +153,7 @@ def _decrypt_dict(data: Dict[str, Any]) -> Dict[str, Any]:
         return data
 
     decrypted_data = data.copy()
-    
+
     for key, value in data.items():
         if isinstance(value, dict):
             # Recursively decrypt nested dictionaries
@@ -215,10 +215,10 @@ def _decrypt_list(data: list) -> list:
 def decrypt_connection_data(connection_data: Dict[str, Any]) -> Dict[str, Any]:
     """
     Decrypt sensitive fields in connection data.
-    
+
     Args:
         connection_data: Connection data dictionary
-        
+
     Returns:
         Connection data with sensitive fields decrypted
     """
@@ -228,10 +228,10 @@ def decrypt_connection_data(connection_data: Dict[str, Any]) -> Dict[str, Any]:
 def decrypt_request_data(request_data: Dict[str, Any]) -> Dict[str, Any]:
     """
     Decrypt sensitive fields in request data.
-    
+
     Args:
         request_data: Request data dictionary
-        
+
     Returns:
         Request data with sensitive fields decrypted
     """
@@ -241,36 +241,36 @@ def decrypt_request_data(request_data: Dict[str, Any]) -> Dict[str, Any]:
 def is_encrypted_value(value: str) -> bool:
     """
     Check if a value appears to be encrypted.
-    
+
     Args:
         value: The value to check
-        
+
     Returns:
         True if the value appears to be encrypted, False otherwise
     """
     if not isinstance(value, str):
         return False
-    
+
     # Check if it looks like base64 encoded encrypted data
     # Encrypted data is typically longer and contains base64 characters
     if len(value) > 100 and all(c in 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/=' for c in value):
         return True
-    
+
     return False
 
 
 def get_sensitive_fields_in_data(data: Union[Dict[str, Any], list]) -> list:
     """
     Get list of sensitive fields found in the data.
-    
+
     Args:
         data: The data to analyze
-        
+
     Returns:
         List of sensitive field names found
     """
     sensitive_fields = []
-    
+
     if isinstance(data, dict):
         for key, value in data.items():
             if key.lower() in SENSITIVE_FIELDS:
@@ -281,37 +281,37 @@ def get_sensitive_fields_in_data(data: Union[Dict[str, Any], list]) -> list:
         for item in data:
             if isinstance(item, (dict, list)):
                 sensitive_fields.extend(get_sensitive_fields_in_data(item))
-    
+
     return list(set(sensitive_fields))  # Remove duplicates
 
 
 def decrypt_with_logging(data: Dict[str, Any], context: str = "unknown") -> Dict[str, Any]:
     """
     Decrypt data with detailed logging for debugging.
-    
+
     Args:
         data: The data to decrypt
         context: Context string for logging (e.g., "connection_creation", "test_connection")
-        
+
     Returns:
         Decrypted data
     """
     logging.info(f"Starting decryption for context: {context}")
-    
+
     # Find sensitive fields before decryption
     sensitive_fields = get_sensitive_fields_in_data(data)
     if sensitive_fields:
         logging.info(f"Found sensitive fields in {context}: {sensitive_fields}")
-    
+
     # Decrypt the data
     decrypted_data = decrypt_sensitive_fields(data)
-    
+
     # Log decryption results
     for field in sensitive_fields:
         if field in data and field in decrypted_data:
             original_value = data[field]
             decrypted_value = decrypted_data[field]
-            
+
             if is_encrypted_value(original_value):
                 if original_value != decrypted_value:
                     logging.info(f"Successfully decrypted field '{field}' in {context}")
@@ -319,7 +319,7 @@ def decrypt_with_logging(data: Dict[str, Any], context: str = "unknown") -> Dict
                     logging.warning(f"Failed to decrypt field '{field}' in {context}, using original value")
             else:
                 logging.debug(f"Field '{field}' was not encrypted in {context}")
-    
+
     logging.info(f"Completed decryption for context: {context}")
     return decrypted_data
 
@@ -342,42 +342,42 @@ def decrypt_test_connection_data(connection_data: Dict[str, Any]) -> Dict[str, A
 
 def decrypt_environment_data(environment_data: Dict[str, Any]) -> Dict[str, Any]:
     """Decrypt data for environment creation/update."""
-    return decrypt_with_logging(environment_data, "environment_management") 
+    return decrypt_with_logging(environment_data, "environment_management")
 
 
 def decrypt_connection_details_safe(connection_details: Dict[str, Any]) -> Dict[str, Any]:
     """
     Safely decrypt connection_details with detailed error reporting.
-    
+
     Args:
         connection_details: Connection details dictionary
-        
+
     Returns:
         Connection details with sensitive fields decrypted
     """
     logging.info("Starting connection_details decryption...")
-    
+
     if not connection_details:
         logging.warning("connection_details is empty or None")
         return connection_details
-    
+
     logging.info(f"connection_details type: {type(connection_details)}")
     logging.info(f"connection_details keys: {list(connection_details.keys())}")
-    
+
     try:
         # Find sensitive fields before decryption
         sensitive_fields = get_sensitive_fields_in_data(connection_details)
         logging.info(f"Found sensitive fields in connection_details: {sensitive_fields}")
-        
+
         # Decrypt the data
         decrypted_data = decrypt_sensitive_fields(connection_details)
-        
+
         # Log decryption results
         for field in sensitive_fields:
             if field in connection_details and field in decrypted_data:
                 original_value = connection_details[field]
                 decrypted_value = decrypted_data[field]
-                
+
                 if is_encrypted_value(original_value):
                     if original_value != decrypted_value:
                         logging.info(f"Successfully decrypted field '{field}' in connection_details")
@@ -385,49 +385,49 @@ def decrypt_connection_details_safe(connection_details: Dict[str, Any]) -> Dict[
                         logging.warning(f"Failed to decrypt field '{field}' in connection_details, using original value")
                 else:
                     logging.debug(f"Field '{field}' was not encrypted in connection_details")
-        
+
         logging.info("Completed connection_details decryption")
         return decrypted_data
-        
+
     except Exception as e:
         logging.error(f"Error during connection_details decryption: {e}")
         logging.error(f"connection_details content: {connection_details}")
         import traceback
         logging.error(f"Traceback: {traceback.format_exc()}")
         # Return original data on error
-        return connection_details 
+        return connection_details
 
 
 def decrypt_connection_details_robust(connection_details: Dict[str, Any]) -> Dict[str, Any]:
     """
     Robustly decrypt connection_details with comprehensive error handling.
-    
+
     This function handles various scenarios:
     - Fully encrypted sensitive fields
     - Partially encrypted sensitive fields
     - Non-encrypted sensitive fields (backward compatibility)
     - Malformed encrypted data
     - BigQuery credentials with nested sensitive fields
-    
+
     Args:
         connection_details: Connection details dictionary
-        
+
     Returns:
         Connection details with sensitive fields decrypted
     """
     logging.info("Starting robust connection_details decryption...")
-    
+
     if not connection_details:
         logging.warning("connection_details is empty or None")
         return connection_details
-    
+
     logging.info(f"connection_details type: {type(connection_details)}")
     logging.info(f"connection_details keys: {list(connection_details.keys())}")
-    
+
     try:
         # Create a copy to avoid modifying the original
         decrypted_data = connection_details.copy()
-        
+
         # Special handling for BigQuery credentials field
         if "credentials" in connection_details and isinstance(connection_details["credentials"], str):
             try:
@@ -457,26 +457,26 @@ def decrypt_connection_details_robust(connection_details: Dict[str, Any]) -> Dic
             except Exception as e:
                 logging.error(f"Error decrypting BigQuery credentials: {e}")
                 decrypted_data["credentials"] = connection_details["credentials"]
-        
+
         # Find other sensitive fields
         sensitive_fields = get_sensitive_fields_in_data(decrypted_data)
         logging.info(f"Found sensitive fields: {sensitive_fields}")
-        
+
         # Process each sensitive field (excluding credentials which was handled above)
         for field in sensitive_fields:
             if field in decrypted_data and field != "credentials":  # Skip credentials as it's already handled
                 original_value = decrypted_data[field]
-                
+
                 if isinstance(original_value, str):
                     # Validate the encrypted data
                     validation = validate_encrypted_data(original_value)
                     if validation["errors"]:
                         logging.warning(f"Field '{field}' validation errors: {validation['errors']}")
-                    
+
                     # Check if it appears to be encrypted
                     if is_encrypted_value(original_value):
                         logging.info(f"Field '{field}' appears to be encrypted, attempting decryption...")
-                        
+
                         # Log detailed debug info for problematic fields
                         if validation["warnings"] or not validation["is_valid"]:
                             logging.debug(get_encryption_debug_info(original_value))
@@ -500,10 +500,10 @@ def decrypt_connection_details_robust(connection_details: Dict[str, Any]) -> Dic
                 else:
                     logging.debug(f"Field '{field}' is not a string, keeping as-is")
                     decrypted_data[field] = original_value
-        
+
         logging.info("Completed robust connection_details decryption")
         return decrypted_data
-        
+
     except Exception as e:
         logging.error(f"❌ Critical error during connection_details decryption: {e}")
         logging.error(f"connection_details content: {connection_details}")
@@ -516,25 +516,25 @@ def decrypt_connection_details_robust(connection_details: Dict[str, Any]) -> Dic
 def is_valid_encrypted_data(value: str) -> bool:
     """
     Check if a value is valid encrypted data.
-    
+
     Args:
         value: The value to check
-        
+
     Returns:
         True if the value appears to be valid encrypted data
     """
     if not isinstance(value, str):
         return False
-    
+
     # Check if it's a reasonable length for encrypted data
     if len(value) < 100:
         return False
-    
+
     # Check if it contains only base64 characters
     valid_chars = set('ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/=')
     if not all(c in valid_chars for c in value):
         return False
-    
+
     # Check if it's properly padded base64
     try:
         # Try to decode as base64
@@ -547,25 +547,25 @@ def is_valid_encrypted_data(value: str) -> bool:
 def decrypt_field_safely(field_name: str, field_value: str) -> str:
     """
     Safely decrypt a single field with comprehensive error handling.
-    
+
     Args:
         field_name: Name of the field being decrypted
         field_value: Value to decrypt
-        
+
     Returns:
         Decrypted value or original value if decryption fails
     """
     logging.debug(f"Attempting to decrypt field '{field_name}'")
-    
+
     if not isinstance(field_value, str):
         logging.debug(f"Field '{field_name}' is not a string, returning as-is")
         return field_value
-    
+
     # Check if it looks like encrypted data
     if not is_valid_encrypted_data(field_value):
         logging.debug(f"Field '{field_name}' does not appear to be valid encrypted data")
         return field_value
-    
+
     # Try to decrypt
     try:
         decrypted_value = decrypt_with_private_key(field_value)
@@ -577,4 +577,4 @@ def decrypt_field_safely(field_name: str, field_value: str) -> str:
             return field_value
     except Exception as e:
         logging.error(f"❌ Error decrypting field '{field_name}': {e}")
-        return field_value 
\ No newline at end of file
+        return field_value
diff --git a/backend/backend/utils/rsa_encryption.py b/backend/backend/utils/rsa_encryption.py
index 8d534c1..73aea78 100644
--- a/backend/backend/utils/rsa_encryption.py
+++ b/backend/backend/utils/rsa_encryption.py
@@ -117,25 +117,25 @@ def generate_rsa_key_pair() -> Tuple[str, str]:
             key_size=RSA_KEY_SIZE,
             backend=default_backend()
         )
-        
+
         # Get public key
         public_key = private_key.public_key()
-        
+
         # Convert to PEM format
         private_pem = private_key.private_bytes(
             encoding=serialization.Encoding.PEM,
             format=serialization.PrivateFormat.PKCS8,
             encryption_algorithm=serialization.NoEncryption()
         ).decode('utf-8')
-        
+
         public_pem = public_key.public_bytes(
             encoding=serialization.Encoding.PEM,
             format=serialization.PublicFormat.SubjectPublicKeyInfo
         ).decode('utf-8')
-        
+
         logger.info("RSA key pair generated successfully")
         return private_pem, public_pem
-        
+
     except Exception as e:
         logger.error(f"Error generating RSA key pair: {e}")
         raise
@@ -148,15 +148,15 @@ def encrypt_with_public_key(data: str) -> Optional[str]:
         if not public_key:
             logger.error("Cannot encrypt: RSA public key not available")
             return None
-        
+
         # Convert string to bytes
         data_bytes = data.encode('utf-8')
-        
+
         # Check data size
         if len(data_bytes) > MAX_RSA_ENCRYPT_SIZE:
             logger.error(f"Data too large for RSA encryption: {len(data_bytes)} bytes")
             return None
-        
+
         # Encrypt data
         encrypted_bytes = public_key.encrypt(
             data_bytes,
@@ -166,12 +166,12 @@ def encrypt_with_public_key(data: str) -> Optional[str]:
                 label=None
             )
         )
-        
+
         # Convert to base64 for safe transmission
         encrypted_b64 = base64.b64encode(encrypted_bytes).decode('utf-8')
         logger.debug(f"Data encrypted successfully: {len(data_bytes)} bytes")
         return encrypted_b64
-        
+
     except Exception as e:
         logger.error(f"Error encrypting data with RSA public key: {e}")
         return None
@@ -184,16 +184,16 @@ def decrypt_with_private_key(encrypted_data: str) -> Optional[str]:
         if not private_key:
             logger.error("Cannot decrypt: RSA private key not available")
             return None
-        
+
         # Validate input
         if not isinstance(encrypted_data, str):
             logger.error(f"Invalid input type: {type(encrypted_data)}, expected str")
             return None
-        
+
         if not encrypted_data.strip():
             logger.error("Empty encrypted data")
             return None
-        
+
         # Check if it looks like base64 data
         try:
             # Convert from base64
@@ -203,16 +203,16 @@ def decrypt_with_private_key(encrypted_data: str) -> Optional[str]:
             logger.error(f"Failed to decode base64: {e}")
             logger.debug(f"Encrypted data preview: {encrypted_data[:100]}...")
             return None
-        
+
         # Check if the data size is reasonable for RSA
         if len(encrypted_bytes) != 256:  # 2048-bit RSA produces 256-byte output
             logger.warning(f"Unexpected encrypted data size: {len(encrypted_bytes)} bytes (expected 256 for RSA-2048)")
             logger.debug(f"This might indicate the data is not properly encrypted")
-        
+
         # Try different padding schemes
         from cryptography.hazmat.primitives import hashes
         from cryptography.hazmat.primitives.asymmetric import padding
-        
+
         # Method 1: OAEP with SHA256 (original)
         try:
             logger.debug("Attempting decryption with OAEP SHA256...")
@@ -229,7 +229,7 @@ def decrypt_with_private_key(encrypted_data: str) -> Optional[str]:
             return decrypted_data
         except Exception as e:
             logger.debug(f"OAEP SHA256 decryption failed: {e}")
-        
+
         # Method 2: OAEP with SHA1
         try:
             logger.debug("Attempting decryption with OAEP SHA1...")
@@ -246,7 +246,7 @@ def decrypt_with_private_key(encrypted_data: str) -> Optional[str]:
             return decrypted_data
         except Exception as e:
             logger.debug(f"OAEP SHA1 decryption failed: {e}")
-        
+
         # Method 3: PKCS1v15
         try:
             logger.debug("Attempting decryption with PKCS1v15...")
@@ -259,15 +259,15 @@ def decrypt_with_private_key(encrypted_data: str) -> Optional[str]:
             return decrypted_data
         except Exception as e:
             logger.debug(f"PKCS1v15 decryption failed: {e}")
-        
+
         # If all methods fail, log the error
         logger.error("All decryption methods failed")
         logger.debug(f"Encrypted data length: {len(encrypted_data)}")
         logger.debug(f"Encrypted data preview: {encrypted_data[:100]}...")
         logger.debug(f"Decoded bytes length: {len(encrypted_bytes)}")
-        
+
         return None
-        
+
     except Exception as e:
         logger.error(f"Error decrypting data with RSA private key: {e}")
         logger.debug(f"Encrypted data type: {type(encrypted_data)}")
@@ -281,38 +281,38 @@ def validate_rsa_keys() -> bool:
     try:
         private_key = get_rsa_private_key()
         public_key = get_rsa_public_key()
-        
+
         if not private_key or not public_key:
             logger.error("RSA keys validation failed: keys not available")
             return False
-        
+
         # Test encryption/decryption
         test_data = "test_encryption"
         encrypted = encrypt_with_public_key(test_data)
         if not encrypted:
             logger.error("RSA keys validation failed: encryption failed")
             return False
-        
+
         decrypted = decrypt_with_private_key(encrypted)
         if not decrypted or decrypted != test_data:
             logger.error("RSA keys validation failed: decryption failed")
             return False
-        
+
         logger.info("RSA keys validation successful")
         return True
-        
+
     except Exception as e:
         logger.error(f"RSA keys validation failed: {e}")
-        return False 
+        return False
 
 
 def validate_encrypted_data(encrypted_data: str) -> dict:
     """
     Validate encrypted data and provide detailed analysis.
-    
+
     Args:
         encrypted_data: The encrypted data string to validate
-        
+
     Returns:
         Dictionary with validation results and analysis
     """
@@ -322,67 +322,67 @@ def validate_encrypted_data(encrypted_data: str) -> dict:
         "warnings": [],
         "analysis": {}
     }
-    
+
     try:
         # Check if it's a string
         if not isinstance(encrypted_data, str):
             result["errors"].append(f"Invalid type: {type(encrypted_data)}, expected str")
             return result
-        
+
         # Check if it's empty
         if not encrypted_data.strip():
             result["errors"].append("Empty encrypted data")
             return result
-        
+
         # Check length
         result["analysis"]["length"] = len(encrypted_data)
         if len(encrypted_data) < 100:
             result["warnings"].append(f"Data seems too short for RSA encryption: {len(encrypted_data)} chars")
-        
+
         # Check if it contains only base64 characters
         valid_chars = set('ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/=')
         invalid_chars = set(encrypted_data) - valid_chars
         if invalid_chars:
             result["errors"].append(f"Contains invalid base64 characters: {invalid_chars}")
             return result
-        
+
         # Try to decode as base64
         try:
             decoded = base64.b64decode(encrypted_data)
             result["analysis"]["decoded_length"] = len(decoded)
             result["analysis"]["decoded_bytes"] = decoded[:10].hex()  # First 10 bytes as hex
-            
+
             # Check if it's the right size for RSA-2048
             if len(decoded) == 256:
                 result["analysis"]["rsa_size"] = "correct"
             else:
                 result["warnings"].append(f"Unexpected size for RSA-2048: {len(decoded)} bytes (expected 256)")
                 result["analysis"]["rsa_size"] = "incorrect"
-            
+
             result["is_valid"] = True
-            
+
         except Exception as e:
             result["errors"].append(f"Invalid base64: {e}")
             return result
-        
+
     except Exception as e:
         result["errors"].append(f"Validation error: {e}")
-    
+
     return result
 
 
 def get_encryption_debug_info(encrypted_data: str) -> str:
     """
     Get detailed debug information about encrypted data.
-    
+
     Args:
         encrypted_data: The encrypted data to analyze
-        
+
     Returns:
         Formatted debug information string
     """
     validation = validate_encrypted_data(encrypted_data)
-    
+
     debug_info = f"""
 🔍 Encrypted Data Analysis
 ========================
@@ -397,8 +397,8 @@ def get_encryption_debug_info(encrypted_data: str) -> str:
 
 Analysis:
 """
-    
+
     for key, value in validation['analysis'].items():
         debug_info += f"- {key}: {value}\n"
-    
-    return debug_info 
\ No newline at end of file
+
+    return debug_info
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_details_with_address.json b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_details_with_address.json
index 5c455c5..98c3d57 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_details_with_address.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_details_with_address.json
@@ -302,4 +302,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_email_count.json b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_email_count.json
index 406a87b..5dcf956 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_email_count.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_email_count.json
@@ -27,4 +27,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_lifetime_value.json b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_lifetime_value.json
index b31c10b..40b889a 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_lifetime_value.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_lifetime_value.json
@@ -318,4 +318,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_rental_activity.json b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_rental_activity.json
index c82ec09..74c699c 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/customer_rental_activity.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/customer_rental_activity.json
@@ -80,4 +80,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/film_replacement_cost_summary.json b/backend/backend/utils/sample_project/dvd_rental/model_files/film_replacement_cost_summary.json
index aa370c8..6e722d2 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/film_replacement_cost_summary.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/film_replacement_cost_summary.json
@@ -27,4 +27,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/payment_amount_summary.json b/backend/backend/utils/sample_project/dvd_rental/model_files/payment_amount_summary.json
index 3236be7..4b9534c 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/payment_amount_summary.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/payment_amount_summary.json
@@ -27,4 +27,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/staff_contact_info.json b/backend/backend/utils/sample_project/dvd_rental/model_files/staff_contact_info.json
index 174cc72..a8f3e67 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/staff_contact_info.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/staff_contact_info.json
@@ -27,4 +27,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer.json
index 5d28640..3280499 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer.json
@@ -57,4 +57,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer_counts.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer_counts.json
index b209114..af67c25 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer_counts.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_active_customer_counts.json
@@ -76,4 +76,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_category_cost_summary.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_category_cost_summary.json
index 6e63f4e..dd09a94 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_category_cost_summary.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_category_cost_summary.json
@@ -528,4 +528,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_counts.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_counts.json
index 398a0d4..1b662a9 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_counts.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_counts.json
@@ -73,4 +73,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_details.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_details.json
index 98c0bd4..1b657a2 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_details.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_details.json
@@ -184,4 +184,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_rating_summary.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_rating_summary.json
index 837010f..a4bed7c 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_rating_summary.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_inventory_rating_summary.json
@@ -235,4 +235,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_manager_locations.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_manager_locations.json
index 113b90e..b593908 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_manager_locations.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_manager_locations.json
@@ -572,4 +572,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/store_unique_film_count.json b/backend/backend/utils/sample_project/dvd_rental/model_files/store_unique_film_count.json
index 11e6a57..b98c8bb 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/store_unique_film_count.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/store_unique_film_count.json
@@ -27,4 +27,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/dvd_rental/model_files/total_unique_film_categories.json b/backend/backend/utils/sample_project/dvd_rental/model_files/total_unique_film_categories.json
index d7de539..d313f99 100644
--- a/backend/backend/utils/sample_project/dvd_rental/model_files/total_unique_film_categories.json
+++ b/backend/backend/utils/sample_project/dvd_rental/model_files/total_unique_film_categories.json
@@ -27,4 +27,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_customers.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_customers.json
index 3348ad2..edd62db 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_customers.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_customers.json
@@ -77,4 +77,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_orders.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_orders.json
index df39a4f..14d624b 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_orders.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_orders.json
@@ -88,4 +88,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_payments.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_payments.json
index c8205e6..72ba98b 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_payments.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/dev_payments.json
@@ -132,4 +132,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_customer_ltv.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_customer_ltv.json
index eae5e4b..211bd4a 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_customer_ltv.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_customer_ltv.json
@@ -179,4 +179,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_order_details.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_order_details.json
index ff52b3c..38b6acf 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_order_details.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/prod_order_details.json
@@ -80,4 +80,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_aggr_order_payments.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_aggr_order_payments.json
index 8e58a6c..2ec33c6 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_aggr_order_payments.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_aggr_order_payments.json
@@ -105,4 +105,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_order_summaries.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_order_summaries.json
index c209147..cb7aa56 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_order_summaries.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_order_summaries.json
@@ -71,4 +71,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_payments_by_type.json b/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_payments_by_type.json
index 9b7ebbb..497cb2c 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_payments_by_type.json
+++ b/backend/backend/utils/sample_project/jaffle_shop/model_files/stg_payments_by_type.json
@@ -157,4 +157,4 @@
       "transformation_id": "sql"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/backend/backend/utils/sample_project/jaffle_shop/seed_files/raw_orders.csv b/backend/backend/utils/sample_project/jaffle_shop/seed_files/raw_orders.csv
index 7c2be07..c487062 100644
--- a/backend/backend/utils/sample_project/jaffle_shop/seed_files/raw_orders.csv
+++ b/backend/backend/utils/sample_project/jaffle_shop/seed_files/raw_orders.csv
@@ -1,100 +1,100 @@
-id,user_id,order_date,status
-1,1,2018-01-01,returned
-2,3,2018-01-02,completed
-3,94,2018-01-04,completed
-4,50,2018-01-05,completed
-5,64,2018-01-05,completed
-6,54,2018-01-07,completed
-7,88,2018-01-09,completed
-8,2,2018-01-11,returned
-9,53,2018-01-12,completed
-10,7,2018-01-14,completed
-11,99,2018-01-14,completed
-12,59,2018-01-15,completed
-13,84,2018-01-17,completed
-14,40,2018-01-17,returned
-15,25,2018-01-17,completed
-16,39,2018-01-18,completed
-17,71,2018-01-18,completed
-18,64,2018-01-20,returned
-19,54,2018-01-22,completed
-20,20,2018-01-23,completed
-21,71,2018-01-23,completed
-22,86,2018-01-24,completed
-23,22,2018-01-26,return_pending
-24,3,2018-01-27,completed
-25,51,2018-01-28,completed
-26,32,2018-01-28,completed
-27,94,2018-01-29,completed
-28,8,2018-01-29,completed
-29,57,2018-01-31,completed
-30,69,2018-02-02,completed
-31,16,2018-02-02,completed
-32,28,2018-02-04,completed
-33,42,2018-02-04,completed
-34,38,2018-02-06,completed
-35,80,2018-02-08,completed
-36,85,2018-02-10,completed
-37,1,2018-02-10,completed
-38,51,2018-02-10,completed
-39,26,2018-02-11,completed
-40,33,2018-02-13,completed
-41,99,2018-02-14,completed
-42,92,2018-02-16,completed
-43,31,2018-02-17,completed
-44,66,2018-02-17,completed
-45,22,2018-02-17,completed
-46,6,2018-02-19,completed
-47,50,2018-02-20,completed
-48,27,2018-02-21,completed
-49,35,2018-02-21,completed
-50,51,2018-02-23,completed
-51,71,2018-02-24,completed
-52,54,2018-02-25,return_pending
-53,34,2018-02-26,completed
-54,54,2018-02-26,completed
-55,18,2018-02-27,completed
-56,79,2018-02-28,completed
-57,93,2018-03-01,completed
-58,22,2018-03-01,completed
-59,30,2018-03-02,completed
-60,12,2018-03-03,completed
-61,63,2018-03-03,completed
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diff --git a/backend/backend/utils/utils.py b/backend/backend/utils/utils.py
index 95118ac..0996f65 100644
--- a/backend/backend/utils/utils.py
+++ b/backend/backend/utils/utils.py
@@ -73,4 +73,4 @@ def db_type_mapper() -> dict[str, str]:
 def convert_db_type_to_no_code_type(db_type: str) -> str:
     db_type = "".join([i for i in db_type if not i.isdigit() and i.isalnum()])
     db_type = db_type.lower()
-    return db_type_mapper().get(db_type, "String")
\ No newline at end of file
+    return db_type_mapper().get(db_type, "String")
diff --git a/backend/celerybeat-schedule.db b/backend/celerybeat-schedule.db
index bcb1312..f245f5b 100644
Binary files a/backend/celerybeat-schedule.db and b/backend/celerybeat-schedule.db differ
diff --git a/backend/entrypoint.sh b/backend/entrypoint.sh
index 97a3d96..af79c35 100755
--- a/backend/entrypoint.sh
+++ b/backend/entrypoint.sh
@@ -23,4 +23,3 @@ fi
     --reuse-port \
     --backlog 1024 \
     backend.server.wsgi:application
-    
\ No newline at end of file
diff --git a/backend/formulasql/examples/sample/geography.db b/backend/formulasql/examples/sample/geography.db
index ffdacdb..32c9732 100644
Binary files a/backend/formulasql/examples/sample/geography.db and b/backend/formulasql/examples/sample/geography.db differ
diff --git a/backend/formulasql/functions/logics.py b/backend/formulasql/functions/logics.py
index 0c0bf8e..f93465d 100644
--- a/backend/formulasql/functions/logics.py
+++ b/backend/formulasql/functions/logics.py
@@ -43,7 +43,7 @@ def if_(table, node, data_types, inter_exps):
         e1 = FormulaSQLUtils.build_ibis_expression(table, data_types, inter_exps, params[0])
         e2 = FormulaSQLUtils.build_ibis_expression(table, data_types, inter_exps, params[1])
         e3 = FormulaSQLUtils.build_ibis_expression(table, data_types, inter_exps, params[2])
-        
+
         # Infer types where possible
         if e2 is not None and not e2.equals(null()):
             e3 = ensure_typed_null(e3, e2.type())
@@ -269,7 +269,7 @@ def false_(table, node, data_types, inter_exps):
         e = ibis.literal(False)
         data_types[node['outputs'][0]] = 'boolean'
         return e
-    
+
     @staticmethod
     def between(table, node, data_types, inter_exps):
         params = node['inputs']
@@ -379,4 +379,4 @@ def coalesce(table, node, data_types, inter_exps):
                  for inp in node['inputs']]
         e = ibis.coalesce(*exprs)
         data_types[node['outputs'][0]] = data_types.get(node['inputs'][0], 'string')
-        return e
\ No newline at end of file
+        return e
diff --git a/backend/formulasql/functions/text.py b/backend/formulasql/functions/text.py
index 86197d8..dad7de2 100644
--- a/backend/formulasql/functions/text.py
+++ b/backend/formulasql/functions/text.py
@@ -86,7 +86,7 @@ def concatenate(table, node, data_types, inter_exps):
         inter_exps[node['outputs'][0]] = e
         data_types[node['outputs'][0]] = 'string'
         return e
-    
+
     @staticmethod
     def concat(table, node, data_types, inter_exps):
         return Text.concatenate(table, node, data_types, inter_exps)
@@ -252,7 +252,7 @@ def substitute(table, node, data_types, inter_exps):
             raise Exception("SUBSTITUTE function requires 3 parameters")
         data_types[node['outputs'][0]] = 'string'
         return e
-    
+
     @staticmethod
     def trim(table, node, data_types, inter_exps):
         if node['inputs'].__len__() == 1:
diff --git a/backend/formulasql/tests/conftest.py b/backend/formulasql/tests/conftest.py
index 7e729d3..a09ee96 100644
--- a/backend/formulasql/tests/conftest.py
+++ b/backend/formulasql/tests/conftest.py
@@ -26,7 +26,7 @@ def mysql_sakila_db():
     engine =sa.create_engine(
             f"mysql+pymysql://visitran:{mysql_password}@localhost:3307/sakila?charset=utf8mb4"
             )
-    
+
     mysqldata = ConnectionData(
         "localhost",
         3307,
@@ -40,7 +40,7 @@ def mysql_sakila_db():
     )
 
     yield mysqldata
-    
+
     engine.dispose()
 
 
diff --git a/backend/formulasql/tests/db_data/geography.db b/backend/formulasql/tests/db_data/geography.db
index b001fa4..4fa2a2c 100644
Binary files a/backend/formulasql/tests/db_data/geography.db and b/backend/formulasql/tests/db_data/geography.db differ
diff --git a/backend/formulasql/tests/db_data/sakila-schema.sql b/backend/formulasql/tests/db_data/sakila-schema.sql
index 0cfcf98..112d408 100644
--- a/backend/formulasql/tests/db_data/sakila-schema.sql
+++ b/backend/formulasql/tests/db_data/sakila-schema.sql
@@ -185,9 +185,9 @@ CREATE TABLE film_category (
 
 --
 -- Table structure for table `film_text`
--- 
+--
 -- InnoDB added FULLTEXT support in 5.6.10. If you use an
--- earlier version, then consider upgrading (recommended) or 
+-- earlier version, then consider upgrading (recommended) or
 -- changing InnoDB to MyISAM as the film_text engine
 --
 
diff --git a/backend/formulasql/tests/test_formulasql_datetime.py b/backend/formulasql/tests/test_formulasql_datetime.py
index 26f1ec3..87ad58e 100644
--- a/backend/formulasql/tests/test_formulasql_datetime.py
+++ b/backend/formulasql/tests/test_formulasql_datetime.py
@@ -32,7 +32,7 @@ def setup(self,mysql_sakila_db):
         self.connection_mysql = ibis.mysql.connect(host=host, port=port, user=user, password=password,
                                                    database='sakila')
         self.payment = self.connection_mysql.table('payment')
-    
+
     # def test_uniq(self):
     #     assert 1==1
 
diff --git a/backend/formulasql/tests/test_formulasql_logics.py b/backend/formulasql/tests/test_formulasql_logics.py
index 945813f..3e6ea27 100644
--- a/backend/formulasql/tests/test_formulasql_logics.py
+++ b/backend/formulasql/tests/test_formulasql_logics.py
@@ -16,7 +16,7 @@
 # 4              Anguilla        NA       13254     102.0
 
 class TestFormulaSQLLogics:
-    
+
     @pytest.fixture(autouse=True)
     def setup(self):
         self.connection = ibis.sqlite.connect('formulasql/tests/db_data/geography.db')
diff --git a/backend/formulasql/tests/test_formulasql_text.py b/backend/formulasql/tests/test_formulasql_text.py
index 362d151..7ae46f8 100644
--- a/backend/formulasql/tests/test_formulasql_text.py
+++ b/backend/formulasql/tests/test_formulasql_text.py
@@ -31,7 +31,7 @@ def setup(self,mysql_sakila_db):
                                                    database='sakila')
         self.payment = self.connection_mysql.table('payment')
 
-    
+
 
     def test_numbervalue(self):
         formula = FormulaSQL(self.countries, 'test_col1', '=NUMBERVALUE("84000")')
@@ -58,7 +58,7 @@ def test_code(self):
         countries_x = self.countries.mutate(formula.ibis_column())
         row = countries_x['name', 'continent', 'population', 'area_km2', 'test_col1'].head().execute().iloc[0]
         assert (row['test_col1']== 581)
-        
+
     def test_concatenate(self):
         formula = FormulaSQL(self.countries, 'test_col1', '=CONCATENATE("Visitran", " says hello world!")')
         countries_x = self.countries.mutate(formula.ibis_column())
diff --git a/backend/formulasql/tests/validate_new_formulas.py b/backend/formulasql/tests/validate_new_formulas.py
old mode 100644
new mode 100755
diff --git a/backend/rbac/factory.py b/backend/rbac/factory.py
index 057d738..7339310 100644
--- a/backend/rbac/factory.py
+++ b/backend/rbac/factory.py
@@ -50,4 +50,4 @@ def wrapped_view(view_or_request, *args, **kwargs):
         else:
             return view_func(*args, **kwargs)
 
-    return wrapped_view
\ No newline at end of file
+    return wrapped_view
diff --git a/backend/tests/integration_tests/data/invalid_csv/staff.csv b/backend/tests/integration_tests/data/invalid_csv/staff.csv
index 2455ebc..2ad72df 100644
Binary files a/backend/tests/integration_tests/data/invalid_csv/staff.csv and b/backend/tests/integration_tests/data/invalid_csv/staff.csv differ
diff --git a/backend/tests/integration_tests/data/sakila/film.csv b/backend/tests/integration_tests/data/sakila/film.csv
index f371dfe..b487f1e 100644
--- a/backend/tests/integration_tests/data/sakila/film.csv
+++ b/backend/tests/integration_tests/data/sakila/film.csv
@@ -1,3 +1,11 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:14a79792a1386ad6a469ef5d50c49d2008adbbee8516e45cb8cb208faabe07ae
-size 3526
+film_id,title,description,release_year,language_id,original_language_id,rental_duration,rental_rate,length,replacement_cost,rating,last_update,special_features,fulltext
+1,ACADEMY DINOSAUR,An Epic Drama of a Feminist And a Mad Scientist who must Battle a Teacher in The Canadian Rockies,2006,1,,6,0.99,86,20.99,PG,2007-09-10 17:46:03.905795,"{""Deleted Scenes"",""Behind the Scenes""}",'academi':1 'battl':15 'canadian':20 'dinosaur':2 'drama':5 'epic':4 'feminist':8 'mad':11 'must':14 'rocki':21 'scientist':12 'teacher':17
+2,ACE GOLDFINGER,A Astounding Epistle of a Database Administrator And a Explorer who must Find a Car in Ancient China,2006,1,,3,4.99,48,12.99,G,2007-09-10 17:46:03.905795,"{Trailers,""Deleted Scenes""}",'ace':1 'administr':9 'ancient':19 'astound':4 'car':17 'china':20 'databas':8 'epistl':5 'explor':12 'find':15 'goldfing':2 'must':14
+3,ADAPTATION HOLES,A Astounding Reflection of a Lumberjack And a Car who must Sink a Lumberjack in A Baloon Factory,2006,1,,7,2.99,50,18.99,NC-17,2007-09-10 17:46:03.905795,"{Trailers,""Deleted Scenes""}","'adapt':1 'astound':4 'baloon':19 'car':11 'factori':20 'hole':2 'lumberjack':8,16 'must':13 'reflect':5 'sink':14"
+4,AFFAIR PREJUDICE,A Fanciful Documentary of a Frisbee And a Lumberjack who must Chase a Monkey in A Shark Tank,2006,1,,5,2.99,117,26.99,G,2007-09-10 17:46:03.905795,"{Commentaries,""Behind the Scenes""}",'affair':1 'chase':14 'documentari':5 'fanci':4 'frisbe':8 'lumberjack':11 'monkey':16 'must':13 'prejudic':2 'shark':19 'tank':20
+5,AFRICAN EGG,A Fast-Paced Documentary of a Pastry Chef And a Dentist who must Pursue a Forensic Psychologist in The Gulf of Mexico,2006,1,,6,2.99,130,22.99,G,2007-09-10 17:46:03.905795,"{""Deleted Scenes""}",'african':1 'chef':11 'dentist':14 'documentari':7 'egg':2 'fast':5 'fast-pac':4 'forens':19 'gulf':23 'mexico':25 'must':16 'pace':6 'pastri':10 'psychologist':20 'pursu':17
+6,AGENT TRUMAN,A Intrepid Panorama of a Robot And a Boy who must Escape a Sumo Wrestler in Ancient China,2006,1,,3,2.99,169,17.99,PG,2007-09-10 17:46:03.905795,"{""Deleted Scenes""}",'agent':1 'ancient':19 'boy':11 'china':20 'escap':14 'intrepid':4 'must':13 'panorama':5 'robot':8 'sumo':16 'truman':2 'wrestler':17
+7,AIRPLANE SIERRA,A Touching Saga of a Hunter And a Butler who must Discover a Butler in A Jet Boat,2006,1,,6,4.99,62,28.99,PG-13,2007-09-10 17:46:03.905795,"{Trailers,""Deleted Scenes""}","'airplan':1 'boat':20 'butler':11,16 'discov':14 'hunter':8 'jet':19 'must':13 'saga':5 'sierra':2 'touch':4"
+8,AIRPORT POLLOCK,An Epic Tale of a Moose And a Girl who must Confront a Monkey in Ancient India,2006,1,,6,4.99,54,15.99,R,2007-09-10 17:46:03.905795,{Trailers},'airport':1 'ancient':18 'confront':14 'epic':4 'girl':11 'india':19 'monkey':16 'moos':8 'must':13 'pollock':2 'tale':5
+9,ALABAMA DEVIL,A Thoughtful Panorama of a Database Administrator And a Mad Scientist who must Outgun a Mad Scientist in A Jet Boat,2006,1,,3,2.99,114,21.99,PG-13,2007-09-10 17:46:03.905795,"{Trailers,""Deleted Scenes""}","'administr':9 'alabama':1 'boat':23 'databas':8 'devil':2 'jet':22 'mad':12,18 'must':15 'outgun':16 'panorama':5 'scientist':13,19 'thought':4"
+10,ALADDIN CALENDAR,A Action-Packed Tale of a Man And a Lumberjack who must Reach a Feminist in Ancient China,2006,1,,6,4.99,63,24.99,NC-17,2007-09-10 17:46:03.905795,"{Trailers,""Deleted Scenes""}",'action':5 'action-pack':4 'aladdin':1 'ancient':20 'calendar':2 'china':21 'feminist':18 'lumberjack':13 'man':10 'must':15 'pack':6 'reach':16 'tale':7
diff --git a/backend/tests/integration_tests/data/sakila/inventory.csv b/backend/tests/integration_tests/data/sakila/inventory.csv
index 513281a..d764cd5 100644
--- a/backend/tests/integration_tests/data/sakila/inventory.csv
+++ b/backend/tests/integration_tests/data/sakila/inventory.csv
@@ -1,3 +1,11 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:500bdc074b7456a4b702fdc50ce51fe5e5e887f4030468069c052b64ca60a430
-size 303
+inventory_id,film_id,store_id,last_update
+1,1,1,2006-02-15 10:09:17
+2,1,1,2006-02-15 10:09:17
+3,1,1,2006-02-15 10:09:17
+4,1,1,2006-02-15 10:09:17
+5,1,2,2006-02-15 10:09:17
+6,1,2,2006-02-15 10:09:17
+7,1,2,2006-02-15 10:09:17
+8,1,2,2006-02-15 10:09:17
+9,2,2,2006-02-15 10:09:17
+10,2,2,2006-02-15 10:09:17
diff --git a/backend/tests/integration_tests/data/sakila/rental.csv b/backend/tests/integration_tests/data/sakila/rental.csv
index 5ac1571..8af65ba 100644
--- a/backend/tests/integration_tests/data/sakila/rental.csv
+++ b/backend/tests/integration_tests/data/sakila/rental.csv
@@ -1,3 +1,1000 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ab7de135256e69c0955f175d7631132f39a95717a8cac3a04681430d3ce31053
-size 74477
+rental_id,rental_date,inventory_id,customer_id,return_date,staff_id,last_update
+1,2005-05-24 22:53:30,367,130,2005-05-26 22:04:30,1,2006-02-15 21:30:53
+2,2005-05-24 22:54:33,1525,459,2005-05-28 19:40:33,1,2006-02-16 02:30:53
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+21,2005-05-25 01:59:46,146,388,2005-05-26 01:01:46,2,2006-02-16 02:30:53
+22,2005-05-25 02:19:23,727,509,2005-05-26 04:52:23,2,2006-02-16 02:30:53
+23,2005-05-25 02:40:21,4441,438,2005-05-29 06:34:21,1,2006-02-16 02:30:53
+24,2005-05-25 02:53:02,3273,350,2005-05-27 01:15:02,1,2006-02-16 02:30:53
+25,2005-05-25 03:21:20,3961,37,2005-05-27 21:25:20,2,2006-02-16 02:30:53
+26,2005-05-25 03:36:50,4371,371,2005-05-31 00:34:50,1,2006-02-16 02:30:53
+27,2005-05-25 03:41:50,1225,301,2005-05-30 01:13:50,2,2006-02-16 02:30:53
+28,2005-05-25 03:42:37,4068,232,2005-05-26 09:26:37,2,2006-02-16 02:30:53
+29,2005-05-25 03:47:12,611,44,2005-05-30 00:31:12,2,2006-02-16 02:30:53
+30,2005-05-25 04:01:32,3744,430,2005-05-30 03:12:32,1,2006-02-16 02:30:53
+31,2005-05-25 04:05:17,4482,369,2005-05-30 07:15:17,1,2006-02-16 02:30:53
+32,2005-05-25 04:06:21,3832,230,2005-05-25 23:55:21,1,2006-02-16 02:30:53
+33,2005-05-25 04:18:51,1681,272,2005-05-27 03:58:51,1,2006-02-16 02:30:53
+34,2005-05-25 04:19:28,2613,597,2005-05-29 00:10:28,2,2006-02-16 02:30:53
+35,2005-05-25 04:24:36,1286,484,2005-05-27 07:02:36,2,2006-02-16 02:30:53
+36,2005-05-25 04:36:26,1308,88,2005-05-29 00:31:26,1,2006-02-16 02:30:53
+37,2005-05-25 04:44:31,403,535,2005-05-29 01:03:31,1,2006-02-16 02:30:53
+38,2005-05-25 04:47:44,2540,302,2005-06-01 00:58:44,1,2006-02-16 02:30:53
+39,2005-05-25 04:51:46,4466,207,2005-05-31 03:14:46,2,2006-02-16 02:30:53
+40,2005-05-25 05:09:04,2638,413,2005-05-27 23:12:04,1,2006-02-16 02:30:53
+41,2005-05-25 05:12:29,1761,174,2005-06-02 00:28:29,1,2006-02-16 02:30:53
+42,2005-05-25 05:24:58,380,523,2005-05-31 02:47:58,2,2006-02-16 02:30:53
+43,2005-05-25 05:39:25,2578,532,2005-05-26 06:54:25,2,2006-02-16 02:30:53
+44,2005-05-25 05:53:23,3098,207,2005-05-29 10:56:23,2,2006-02-16 02:30:53
+45,2005-05-25 05:59:39,1853,436,2005-06-02 09:56:39,2,2006-02-16 02:30:53
+46,2005-05-25 06:04:08,3318,7,2005-06-02 08:18:08,2,2006-02-16 02:30:53
+47,2005-05-25 06:05:20,2211,35,2005-05-30 03:04:20,1,2006-02-16 02:30:53
+48,2005-05-25 06:20:46,1780,282,2005-06-02 05:42:46,1,2006-02-16 02:30:53
+49,2005-05-25 06:39:35,2965,498,2005-05-30 10:12:35,2,2006-02-16 02:30:53
+50,2005-05-25 06:44:53,1983,18,2005-05-28 11:28:53,2,2006-02-16 02:30:53
+51,2005-05-25 06:49:10,1257,256,2005-05-26 06:42:10,1,2006-02-16 02:30:53
+52,2005-05-25 06:51:29,4017,507,2005-05-31 01:27:29,2,2006-02-16 02:30:53
+53,2005-05-25 07:19:16,1255,569,2005-05-27 05:19:16,2,2006-02-16 02:30:53
+54,2005-05-25 07:23:25,2787,291,2005-06-01 05:05:25,2,2006-02-16 02:30:53
+55,2005-05-25 08:26:13,1139,131,2005-05-30 10:57:13,1,2006-02-16 02:30:53
+56,2005-05-25 08:28:11,1352,511,2005-05-26 14:21:11,1,2006-02-16 02:30:53
+57,2005-05-25 08:43:32,3938,6,2005-05-29 06:42:32,2,2006-02-16 02:30:53
+58,2005-05-25 08:53:14,3050,323,2005-05-28 14:40:14,1,2006-02-16 02:30:53
+59,2005-05-25 08:56:42,2884,408,2005-06-01 09:52:42,1,2006-02-16 02:30:53
+60,2005-05-25 08:58:25,330,470,2005-05-30 14:14:25,1,2006-02-16 02:30:53
+61,2005-05-25 09:01:57,4210,250,2005-06-02 07:22:57,2,2006-02-16 02:30:53
+62,2005-05-25 09:18:52,261,419,2005-05-30 10:55:52,1,2006-02-16 02:30:53
+63,2005-05-25 09:19:16,4008,383,2005-05-27 04:24:16,1,2006-02-16 02:30:53
+64,2005-05-25 09:21:29,79,368,2005-06-03 11:31:29,1,2006-02-16 02:30:53
+65,2005-05-25 09:32:03,3552,346,2005-05-29 14:21:03,1,2006-02-16 02:30:53
+66,2005-05-25 09:35:12,1162,86,2005-05-29 04:16:12,2,2006-02-16 02:30:53
+67,2005-05-25 09:41:01,239,119,2005-05-27 13:46:01,2,2006-02-16 02:30:53
+68,2005-05-25 09:47:31,4029,120,2005-05-31 10:20:31,2,2006-02-16 02:30:53
+69,2005-05-25 10:10:14,3207,305,2005-05-27 14:02:14,2,2006-02-16 02:30:53
+70,2005-05-25 10:15:23,2168,73,2005-05-27 05:56:23,2,2006-02-16 02:30:53
+71,2005-05-25 10:26:39,2408,100,2005-05-28 04:59:39,1,2006-02-16 02:30:53
+72,2005-05-25 10:52:13,2260,48,2005-05-28 05:52:13,2,2006-02-16 02:30:53
+73,2005-05-25 11:00:07,517,391,2005-06-01 13:56:07,2,2006-02-16 02:30:53
+74,2005-05-25 11:09:48,1744,265,2005-05-26 12:23:48,2,2006-02-16 02:30:53
+75,2005-05-25 11:13:34,3393,510,2005-06-03 12:58:34,1,2006-02-16 02:30:53
+76,2005-05-25 11:30:37,3021,1,2005-06-03 12:00:37,2,2006-02-16 02:30:53
+77,2005-05-25 11:31:59,1303,451,2005-05-26 16:53:59,2,2006-02-16 02:30:53
+78,2005-05-25 11:35:18,4067,135,2005-05-31 12:48:18,2,2006-02-16 02:30:53
+79,2005-05-25 12:11:07,3299,245,2005-06-03 10:54:07,2,2006-02-16 02:30:53
+80,2005-05-25 12:12:07,2478,314,2005-05-31 17:46:07,2,2006-02-16 02:30:53
+81,2005-05-25 12:15:19,2610,286,2005-06-02 14:08:19,2,2006-02-16 02:30:53
+82,2005-05-25 12:17:46,1388,427,2005-06-01 10:48:46,1,2006-02-16 02:30:53
+83,2005-05-25 12:30:15,466,131,2005-05-27 15:40:15,1,2006-02-16 02:30:53
+84,2005-05-25 12:36:30,1829,492,2005-05-29 18:33:30,1,2006-02-16 02:30:53
+85,2005-05-25 13:05:34,470,414,2005-05-29 16:53:34,1,2006-02-16 02:30:53
+86,2005-05-25 13:36:12,2275,266,2005-05-30 14:53:12,1,2006-02-16 02:30:53
+87,2005-05-25 13:52:43,1586,331,2005-05-29 11:12:43,2,2006-02-16 02:30:53
+88,2005-05-25 14:13:54,2221,53,2005-05-29 09:32:54,2,2006-02-16 02:30:53
+89,2005-05-25 14:28:29,2181,499,2005-05-29 14:33:29,1,2006-02-16 02:30:53
+90,2005-05-25 14:31:25,2984,25,2005-06-01 10:07:25,1,2006-02-16 02:30:53
+91,2005-05-25 14:57:22,139,267,2005-06-01 18:32:22,1,2006-02-16 02:30:53
+92,2005-05-25 15:38:46,775,302,2005-05-31 13:40:46,2,2006-02-16 02:30:53
+93,2005-05-25 15:54:16,4360,288,2005-06-03 20:18:16,1,2006-02-16 02:30:53
+94,2005-05-25 16:03:42,1675,197,2005-05-30 14:23:42,1,2006-02-16 02:30:53
+95,2005-05-25 16:12:52,178,400,2005-06-02 18:55:52,2,2006-02-16 02:30:53
+96,2005-05-25 16:32:19,3418,49,2005-05-30 10:47:19,2,2006-02-16 02:30:53
+97,2005-05-25 16:34:24,1283,263,2005-05-28 12:13:24,2,2006-02-16 02:30:53
+98,2005-05-25 16:48:24,2970,269,2005-05-27 11:29:24,2,2006-02-16 02:30:53
+99,2005-05-25 16:50:20,535,44,2005-05-28 18:52:20,1,2006-02-16 02:30:53
+100,2005-05-25 16:50:28,2599,208,2005-06-02 22:11:28,1,2006-02-16 02:30:53
+101,2005-05-25 17:17:04,617,468,2005-05-31 19:47:04,1,2006-02-16 02:30:53
+102,2005-05-25 17:22:10,373,343,2005-05-31 19:47:10,1,2006-02-16 02:30:53
+103,2005-05-25 17:30:42,3343,384,2005-06-03 22:36:42,1,2006-02-16 02:30:53
+104,2005-05-25 17:46:33,4281,310,2005-05-27 15:20:33,1,2006-02-16 02:30:53
+105,2005-05-25 17:54:12,794,108,2005-05-30 12:03:12,2,2006-02-16 02:30:53
+106,2005-05-25 18:18:19,3627,196,2005-06-04 00:01:19,2,2006-02-16 02:30:53
+107,2005-05-25 18:28:09,2833,317,2005-06-03 22:46:09,2,2006-02-16 02:30:53
+108,2005-05-25 18:30:05,3289,242,2005-05-30 19:40:05,1,2006-02-16 02:30:53
+109,2005-05-25 18:40:20,1044,503,2005-05-29 20:39:20,2,2006-02-16 02:30:53
+110,2005-05-25 18:43:49,4108,19,2005-06-03 18:13:49,2,2006-02-16 02:30:53
+111,2005-05-25 18:45:19,3725,227,2005-05-28 17:18:19,1,2006-02-16 02:30:53
+112,2005-05-25 18:57:24,2153,500,2005-06-02 20:44:24,1,2006-02-16 02:30:53
+113,2005-05-25 19:07:40,2963,93,2005-05-27 22:16:40,2,2006-02-16 02:30:53
+114,2005-05-25 19:12:42,4502,506,2005-06-01 23:10:42,1,2006-02-16 02:30:53
+115,2005-05-25 19:13:25,749,455,2005-05-29 20:17:25,1,2006-02-16 02:30:53
+116,2005-05-25 19:27:51,4453,18,2005-05-26 16:23:51,1,2006-02-16 02:30:53
+117,2005-05-25 19:30:46,4278,7,2005-05-31 23:59:46,2,2006-02-16 02:30:53
+118,2005-05-25 19:31:18,872,524,2005-05-31 15:00:18,1,2006-02-16 02:30:53
+119,2005-05-25 19:37:02,1359,51,2005-05-29 23:51:02,2,2006-02-16 02:30:53
+120,2005-05-25 19:37:47,37,365,2005-06-01 23:29:47,2,2006-02-16 02:30:53
+121,2005-05-25 19:41:29,1053,405,2005-05-29 21:31:29,1,2006-02-16 02:30:53
+122,2005-05-25 19:46:21,2908,273,2005-06-02 19:07:21,1,2006-02-16 02:30:53
+123,2005-05-25 20:26:42,1795,43,2005-05-26 19:41:42,1,2006-02-16 02:30:53
+124,2005-05-25 20:46:11,212,246,2005-05-30 00:47:11,2,2006-02-16 02:30:53
+125,2005-05-25 20:48:50,952,368,2005-06-02 21:39:50,1,2006-02-16 02:30:53
+126,2005-05-25 21:07:59,2047,439,2005-05-28 18:51:59,1,2006-02-16 02:30:53
+127,2005-05-25 21:10:40,2026,94,2005-06-02 21:38:40,1,2006-02-16 02:30:53
+128,2005-05-25 21:19:53,4322,40,2005-05-29 23:34:53,1,2006-02-16 02:30:53
+129,2005-05-25 21:20:03,4154,23,2005-06-04 01:25:03,2,2006-02-16 02:30:53
+130,2005-05-25 21:21:56,3990,56,2005-05-30 22:41:56,2,2006-02-16 02:30:53
+131,2005-05-25 21:42:46,815,325,2005-05-30 23:25:46,2,2006-02-16 02:30:53
+132,2005-05-25 21:46:54,3367,479,2005-05-31 21:02:54,1,2006-02-16 02:30:53
+133,2005-05-25 21:48:30,399,237,2005-05-30 00:26:30,2,2006-02-16 02:30:53
+134,2005-05-25 21:48:41,2272,222,2005-06-02 18:28:41,1,2006-02-16 02:30:53
+135,2005-05-25 21:58:58,103,304,2005-06-03 17:50:58,1,2006-02-16 02:30:53
+136,2005-05-25 22:02:30,2296,504,2005-05-31 18:06:30,1,2006-02-16 02:30:53
+137,2005-05-25 22:25:18,2591,560,2005-06-01 02:30:18,2,2006-02-16 02:30:53
+138,2005-05-25 22:48:22,4134,586,2005-05-29 20:21:22,2,2006-02-16 02:30:53
+139,2005-05-25 23:00:21,327,257,2005-05-29 17:12:21,1,2006-02-16 02:30:53
+140,2005-05-25 23:34:22,655,354,2005-05-27 01:10:22,1,2006-02-16 02:30:53
+141,2005-05-25 23:34:53,811,89,2005-06-02 01:57:53,1,2006-02-16 02:30:53
+142,2005-05-25 23:43:47,4407,472,2005-05-29 00:46:47,2,2006-02-16 02:30:53
+143,2005-05-25 23:45:52,847,297,2005-05-27 21:41:52,2,2006-02-16 02:30:53
+144,2005-05-25 23:49:56,1689,357,2005-06-01 21:41:56,2,2006-02-16 02:30:53
+145,2005-05-25 23:59:03,3905,82,2005-05-31 02:56:03,1,2006-02-16 02:30:53
+146,2005-05-26 00:07:11,1431,433,2005-06-04 00:20:11,2,2006-02-16 02:30:53
+147,2005-05-26 00:17:50,633,274,2005-05-29 23:21:50,2,2006-02-16 02:30:53
+148,2005-05-26 00:25:23,4252,142,2005-06-01 19:29:23,2,2006-02-16 02:30:53
+149,2005-05-26 00:28:05,1084,319,2005-06-02 21:30:05,2,2006-02-16 02:30:53
+150,2005-05-26 00:28:39,909,429,2005-06-01 02:10:39,2,2006-02-16 02:30:53
+151,2005-05-26 00:37:28,2942,14,2005-05-30 06:28:28,1,2006-02-16 02:30:53
+152,2005-05-26 00:41:10,2622,57,2005-06-03 06:05:10,1,2006-02-16 02:30:53
+153,2005-05-26 00:47:47,3888,348,2005-05-27 21:28:47,1,2006-02-16 02:30:53
+154,2005-05-26 00:55:56,1354,185,2005-05-29 23:18:56,2,2006-02-16 02:30:53
+155,2005-05-26 01:15:05,288,551,2005-06-01 00:03:05,1,2006-02-16 02:30:53
+156,2005-05-26 01:19:05,3193,462,2005-05-27 23:43:05,1,2006-02-16 02:30:53
+157,2005-05-26 01:25:21,887,344,2005-05-26 21:17:21,2,2006-02-16 02:30:53
+158,2005-05-26 01:27:11,2395,354,2005-06-03 00:30:11,2,2006-02-16 02:30:53
+159,2005-05-26 01:34:28,3453,505,2005-05-29 04:00:28,1,2006-02-16 02:30:53
+160,2005-05-26 01:46:20,1885,290,2005-06-01 05:45:20,1,2006-02-16 02:30:53
+161,2005-05-26 01:51:48,2941,182,2005-05-27 05:42:48,1,2006-02-16 02:30:53
+162,2005-05-26 02:02:05,1229,296,2005-05-27 03:38:05,2,2006-02-16 02:30:53
+163,2005-05-26 02:26:23,2306,104,2005-06-04 06:36:23,1,2006-02-16 02:30:53
+164,2005-05-26 02:26:49,1070,151,2005-05-28 00:32:49,1,2006-02-16 02:30:53
+165,2005-05-26 02:28:36,2735,33,2005-06-02 03:21:36,1,2006-02-16 02:30:53
+166,2005-05-26 02:49:11,3894,322,2005-05-31 01:28:11,1,2006-02-16 02:30:53
+167,2005-05-26 02:50:31,865,401,2005-05-27 03:07:31,1,2006-02-16 02:30:53
+168,2005-05-26 03:07:43,2714,469,2005-06-02 02:09:43,2,2006-02-16 02:30:53
+169,2005-05-26 03:09:30,1758,381,2005-05-27 01:37:30,2,2006-02-16 02:30:53
+170,2005-05-26 03:11:12,3688,107,2005-06-02 03:53:12,1,2006-02-16 02:30:53
+171,2005-05-26 03:14:15,4483,400,2005-06-03 00:24:15,2,2006-02-16 02:30:53
+172,2005-05-26 03:17:42,2873,176,2005-05-29 04:11:42,2,2006-02-16 02:30:53
+173,2005-05-26 03:42:10,3596,533,2005-05-28 01:37:10,2,2006-02-16 02:30:53
+174,2005-05-26 03:44:10,3954,552,2005-05-28 07:13:10,2,2006-02-16 02:30:53
+175,2005-05-26 03:46:26,4346,47,2005-06-03 06:01:26,2,2006-02-16 02:30:53
+176,2005-05-26 03:47:39,851,250,2005-06-01 02:36:39,2,2006-02-16 02:30:53
+177,2005-05-26 04:14:29,3545,548,2005-06-01 08:16:29,2,2006-02-16 02:30:53
+178,2005-05-26 04:21:46,1489,196,2005-06-04 07:09:46,2,2006-02-16 02:30:53
+179,2005-05-26 04:26:06,2575,19,2005-06-03 10:06:06,1,2006-02-16 02:30:53
+180,2005-05-26 04:46:23,2752,75,2005-06-01 09:58:23,1,2006-02-16 02:30:53
+181,2005-05-26 04:47:06,2417,587,2005-05-29 06:34:06,2,2006-02-16 02:30:53
+182,2005-05-26 04:49:17,4396,237,2005-06-01 05:43:17,2,2006-02-16 02:30:53
+183,2005-05-26 05:01:18,2877,254,2005-06-01 09:04:18,1,2006-02-16 02:30:53
+184,2005-05-26 05:29:49,1970,556,2005-05-28 10:10:49,1,2006-02-16 02:30:53
+185,2005-05-26 05:30:03,2598,125,2005-06-02 09:48:03,2,2006-02-16 02:30:53
+186,2005-05-26 05:32:52,1799,468,2005-06-03 07:19:52,2,2006-02-16 02:30:53
+187,2005-05-26 05:42:37,4004,515,2005-06-04 00:38:37,1,2006-02-16 02:30:53
+188,2005-05-26 05:47:12,3342,243,2005-05-26 23:48:12,1,2006-02-16 02:30:53
+189,2005-05-26 06:01:41,984,247,2005-05-27 06:11:41,1,2006-02-16 02:30:53
+190,2005-05-26 06:11:28,3962,533,2005-06-01 09:44:28,1,2006-02-16 02:30:53
+191,2005-05-26 06:14:06,4365,412,2005-05-28 05:33:06,1,2006-02-16 02:30:53
+192,2005-05-26 06:20:37,1897,437,2005-06-02 10:57:37,1,2006-02-16 02:30:53
+193,2005-05-26 06:41:48,3900,270,2005-05-30 06:21:48,2,2006-02-16 02:30:53
+194,2005-05-26 06:52:33,1337,29,2005-05-30 04:08:33,2,2006-02-16 02:30:53
+195,2005-05-26 06:52:36,506,564,2005-05-31 02:47:36,2,2006-02-16 02:30:53
+196,2005-05-26 06:55:58,190,184,2005-05-27 10:54:58,1,2006-02-16 02:30:53
+197,2005-05-26 06:59:21,4212,546,2005-06-03 05:04:21,2,2006-02-16 02:30:53
+198,2005-05-26 07:03:49,1789,54,2005-06-04 11:45:49,1,2006-02-16 02:30:53
+199,2005-05-26 07:11:58,2135,71,2005-05-28 09:06:58,1,2006-02-16 02:30:53
+200,2005-05-26 07:12:21,3926,321,2005-05-31 12:07:21,1,2006-02-16 02:30:53
+201,2005-05-26 07:13:45,776,444,2005-06-04 02:02:45,2,2006-02-16 02:30:53
+202,2005-05-26 07:27:36,674,20,2005-06-02 03:52:36,1,2006-02-16 02:30:53
+203,2005-05-26 07:27:57,3374,109,2005-06-03 12:52:57,1,2006-02-16 02:30:53
+204,2005-05-26 07:30:37,1842,528,2005-05-30 08:11:37,1,2006-02-16 02:30:53
+205,2005-05-26 07:59:37,303,114,2005-05-29 09:43:37,2,2006-02-16 02:30:53
+206,2005-05-26 08:01:54,1717,345,2005-05-27 06:26:54,1,2006-02-16 02:30:53
+207,2005-05-26 08:04:38,102,47,2005-05-27 09:32:38,2,2006-02-16 02:30:53
+208,2005-05-26 08:10:22,3669,274,2005-05-27 03:55:22,1,2006-02-16 02:30:53
+209,2005-05-26 08:14:01,729,379,2005-05-27 09:00:01,1,2006-02-16 02:30:53
+210,2005-05-26 08:14:15,1801,391,2005-05-27 12:12:15,2,2006-02-16 02:30:53
+211,2005-05-26 08:33:10,4005,170,2005-05-28 14:09:10,1,2006-02-16 02:30:53
+212,2005-05-26 08:34:41,764,59,2005-05-30 12:46:41,2,2006-02-16 02:30:53
+213,2005-05-26 08:44:08,1505,394,2005-05-31 12:33:08,2,2006-02-16 02:30:53
+214,2005-05-26 08:48:49,1453,98,2005-05-31 04:06:49,2,2006-02-16 02:30:53
+215,2005-05-26 09:02:47,679,197,2005-05-28 09:45:47,2,2006-02-16 02:30:53
+216,2005-05-26 09:17:43,1398,91,2005-06-03 08:21:43,1,2006-02-16 02:30:53
+217,2005-05-26 09:24:26,4395,121,2005-05-31 03:24:26,2,2006-02-16 02:30:53
+218,2005-05-26 09:27:09,2291,309,2005-06-04 11:53:09,2,2006-02-16 02:30:53
+219,2005-05-26 09:41:45,3074,489,2005-05-28 04:40:45,1,2006-02-16 02:30:53
+220,2005-05-26 10:06:49,1259,542,2005-06-01 07:43:49,1,2006-02-16 02:30:53
+221,2005-05-26 10:14:09,3578,143,2005-05-29 05:57:09,1,2006-02-16 02:30:53
+222,2005-05-26 10:14:38,2745,83,2005-05-31 08:36:38,2,2006-02-16 02:30:53
+223,2005-05-26 10:15:23,3121,460,2005-05-30 11:43:23,1,2006-02-16 02:30:53
+224,2005-05-26 10:18:27,4285,318,2005-06-04 06:59:27,1,2006-02-16 02:30:53
+225,2005-05-26 10:27:50,651,467,2005-06-01 07:01:50,2,2006-02-16 02:30:53
+226,2005-05-26 10:44:04,4181,221,2005-05-31 13:26:04,2,2006-02-16 02:30:53
+227,2005-05-26 10:51:46,214,301,2005-05-30 07:24:46,1,2006-02-16 02:30:53
+228,2005-05-26 10:54:28,511,571,2005-06-04 09:39:28,1,2006-02-16 02:30:53
+229,2005-05-26 11:19:20,1131,312,2005-05-31 11:56:20,2,2006-02-16 02:30:53
+230,2005-05-26 11:31:50,1085,58,2005-05-30 15:22:50,1,2006-02-16 02:30:53
+231,2005-05-26 11:31:59,4032,365,2005-05-27 07:27:59,1,2006-02-16 02:30:53
+232,2005-05-26 11:38:05,2945,256,2005-05-27 08:42:05,2,2006-02-16 02:30:53
+233,2005-05-26 11:43:44,715,531,2005-05-28 17:28:44,2,2006-02-16 02:30:53
+234,2005-05-26 11:47:20,1321,566,2005-06-03 10:39:20,2,2006-02-16 02:30:53
+235,2005-05-26 11:51:09,3537,119,2005-06-04 09:36:09,1,2006-02-16 02:30:53
+236,2005-05-26 11:53:49,1265,446,2005-05-28 13:55:49,1,2006-02-16 02:30:53
+237,2005-05-26 12:15:13,241,536,2005-05-29 18:10:13,1,2006-02-16 02:30:53
+238,2005-05-26 12:30:22,503,211,2005-05-27 06:49:22,1,2006-02-16 02:30:53
+239,2005-05-26 12:30:26,131,49,2005-06-01 13:26:26,2,2006-02-16 02:30:53
+240,2005-05-26 12:40:23,3420,103,2005-06-04 07:22:23,1,2006-02-16 02:30:53
+241,2005-05-26 12:49:01,4438,245,2005-05-28 11:43:01,2,2006-02-16 02:30:53
+242,2005-05-26 13:05:08,2095,214,2005-06-02 15:26:08,1,2006-02-16 02:30:53
+243,2005-05-26 13:06:05,1721,543,2005-06-03 17:28:05,2,2006-02-16 02:30:53
+244,2005-05-26 13:40:40,1041,257,2005-05-31 11:58:40,1,2006-02-16 02:30:53
+245,2005-05-26 13:46:59,3045,158,2005-05-27 09:58:59,2,2006-02-16 02:30:53
+246,2005-05-26 13:57:07,2829,240,2005-05-29 10:12:07,2,2006-02-16 02:30:53
+247,2005-05-26 14:01:05,4095,102,2005-05-28 13:38:05,2,2006-02-16 02:30:53
+248,2005-05-26 14:07:58,1913,545,2005-05-31 14:03:58,2,2006-02-16 02:30:53
+249,2005-05-26 14:19:09,2428,472,2005-05-28 17:47:09,2,2006-02-16 02:30:53
+250,2005-05-26 14:30:24,368,539,2005-05-27 08:50:24,1,2006-02-16 02:30:53
+251,2005-05-26 14:35:40,4352,204,2005-05-29 17:17:40,1,2006-02-16 02:30:53
+252,2005-05-26 14:39:53,1203,187,2005-06-02 14:48:53,1,2006-02-16 02:30:53
+253,2005-05-26 14:43:14,2969,416,2005-05-27 12:21:14,1,2006-02-16 02:30:53
+254,2005-05-26 14:43:48,1835,390,2005-05-31 09:19:48,2,2006-02-16 02:30:53
+255,2005-05-26 14:52:15,3264,114,2005-05-27 12:45:15,1,2006-02-16 02:30:53
+256,2005-05-26 15:20:58,3194,436,2005-05-31 15:58:58,1,2006-02-16 02:30:53
+257,2005-05-26 15:27:05,2570,373,2005-05-29 16:25:05,2,2006-02-16 02:30:53
+258,2005-05-26 15:28:14,3534,502,2005-05-30 18:38:14,2,2006-02-16 02:30:53
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+262,2005-05-26 15:46:56,4261,236,2005-05-28 15:49:56,2,2006-02-16 02:30:53
+263,2005-05-26 15:47:40,1160,449,2005-05-30 10:07:40,2,2006-02-16 02:30:53
+264,2005-05-26 16:00:49,2069,251,2005-05-27 10:12:49,2,2006-02-16 02:30:53
+265,2005-05-26 16:07:38,2276,303,2005-06-01 14:20:38,1,2006-02-16 02:30:53
+266,2005-05-26 16:08:05,3303,263,2005-05-27 10:55:05,2,2006-02-16 02:30:53
+267,2005-05-26 16:16:21,1206,417,2005-05-30 16:53:21,2,2006-02-16 02:30:53
+268,2005-05-26 16:19:08,1714,75,2005-05-27 14:35:08,1,2006-02-16 02:30:53
+269,2005-05-26 16:19:46,3501,322,2005-05-27 15:59:46,2,2006-02-16 02:30:53
+270,2005-05-26 16:20:56,207,200,2005-06-03 12:40:56,2,2006-02-16 02:30:53
+271,2005-05-26 16:22:01,2388,92,2005-06-03 17:30:01,2,2006-02-16 02:30:53
+272,2005-05-26 16:27:11,971,71,2005-06-03 13:10:11,2,2006-02-16 02:30:53
+273,2005-05-26 16:29:36,1590,193,2005-05-29 18:49:36,2,2006-02-16 02:30:53
+274,2005-05-26 16:48:51,656,311,2005-06-03 18:17:51,1,2006-02-16 02:30:53
+275,2005-05-26 17:09:53,1718,133,2005-06-04 22:35:53,1,2006-02-16 02:30:53
+276,2005-05-26 17:16:07,1221,58,2005-06-03 12:59:07,1,2006-02-16 02:30:53
+277,2005-05-26 17:32:11,1409,45,2005-05-28 22:54:11,1,2006-02-16 02:30:53
+278,2005-05-26 17:40:58,182,214,2005-06-02 16:43:58,2,2006-02-16 02:30:53
+279,2005-05-26 18:02:50,661,384,2005-06-03 18:48:50,2,2006-02-16 02:30:53
+280,2005-05-26 18:36:58,1896,167,2005-05-27 23:42:58,1,2006-02-16 02:30:53
+281,2005-05-26 18:49:35,1208,582,2005-05-27 18:11:35,2,2006-02-16 02:30:53
+282,2005-05-26 18:56:26,4486,282,2005-06-01 16:32:26,2,2006-02-16 02:30:53
+283,2005-05-26 19:05:05,3530,242,2005-05-31 19:19:05,1,2006-02-16 02:30:53
+284,2005-05-26 19:21:44,350,359,2005-06-04 14:18:44,2,2006-02-16 02:30:53
+285,2005-05-26 19:41:40,2486,162,2005-05-31 16:58:40,2,2006-02-16 02:30:53
+286,2005-05-26 19:44:51,314,371,2005-06-04 18:00:51,2,2006-02-16 02:30:53
+287,2005-05-26 19:44:54,3631,17,2005-06-02 01:10:54,1,2006-02-16 02:30:53
+288,2005-05-26 19:47:49,3546,82,2005-06-03 20:53:49,2,2006-02-16 02:30:53
+289,2005-05-26 20:01:09,2449,81,2005-05-28 15:09:09,1,2006-02-16 02:30:53
+290,2005-05-26 20:08:33,2776,429,2005-05-30 00:32:33,1,2006-02-16 02:30:53
+291,2005-05-26 20:20:47,485,577,2005-06-03 02:06:47,2,2006-02-16 02:30:53
+292,2005-05-26 20:22:12,4264,515,2005-06-05 00:58:12,1,2006-02-16 02:30:53
+293,2005-05-26 20:27:02,1828,158,2005-06-03 16:45:02,2,2006-02-16 02:30:53
+294,2005-05-26 20:29:57,2751,369,2005-05-28 17:20:57,1,2006-02-16 02:30:53
+295,2005-05-26 20:33:20,4030,65,2005-05-27 18:23:20,2,2006-02-16 02:30:53
+296,2005-05-26 20:35:19,3878,468,2005-06-04 02:31:19,2,2006-02-16 02:30:53
+297,2005-05-26 20:48:48,1594,48,2005-05-27 19:52:48,2,2006-02-16 02:30:53
+298,2005-05-26 20:52:26,1083,460,2005-05-29 22:08:26,2,2006-02-16 02:30:53
+299,2005-05-26 20:55:36,4376,448,2005-05-28 00:25:36,2,2006-02-16 02:30:53
+300,2005-05-26 20:57:00,249,47,2005-06-05 01:34:00,2,2006-02-16 02:30:53
+301,2005-05-26 21:06:14,3448,274,2005-06-01 01:54:14,2,2006-02-16 02:30:53
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+305,2005-05-26 21:22:07,2665,464,2005-06-02 22:33:07,2,2006-02-16 02:30:53
+306,2005-05-26 21:31:57,2781,547,2005-05-28 19:37:57,1,2006-02-16 02:30:53
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+311,2005-05-26 22:51:37,2830,201,2005-06-01 00:02:37,1,2006-02-16 02:30:53
+312,2005-05-26 22:52:19,2008,143,2005-06-02 18:14:19,2,2006-02-16 02:30:53
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+314,2005-05-26 23:09:41,2851,203,2005-05-28 22:49:41,2,2006-02-16 02:30:53
+315,2005-05-26 23:12:55,2847,238,2005-05-29 23:33:55,1,2006-02-16 02:30:53
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+319,2005-05-26 23:52:13,3024,77,2005-05-30 18:55:13,1,2006-02-16 02:30:53
+320,2005-05-27 00:09:24,1090,2,2005-05-28 04:30:24,2,2006-02-16 02:30:53
+322,2005-05-27 00:47:35,4556,496,2005-06-02 00:32:35,1,2006-02-16 02:30:53
+323,2005-05-27 00:49:27,2362,144,2005-05-30 03:12:27,1,2006-02-16 02:30:53
+324,2005-05-27 01:00:04,3364,292,2005-05-30 04:27:04,1,2006-02-16 02:30:53
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+326,2005-05-27 01:10:11,3979,432,2005-06-04 20:25:11,2,2006-02-16 02:30:53
+327,2005-05-27 01:18:57,2678,105,2005-06-04 04:06:57,1,2006-02-16 02:30:53
+328,2005-05-27 01:29:31,2524,451,2005-06-01 02:27:31,1,2006-02-16 02:30:53
+329,2005-05-27 01:57:14,2659,231,2005-05-31 04:19:14,2,2006-02-16 02:30:53
+330,2005-05-27 02:15:30,1536,248,2005-06-04 05:09:30,2,2006-02-16 02:30:53
+331,2005-05-27 02:22:26,1872,67,2005-06-05 00:25:26,1,2006-02-16 02:30:53
+332,2005-05-27 02:27:10,1529,299,2005-06-03 01:26:10,2,2006-02-16 02:30:53
+333,2005-05-27 02:52:21,4001,412,2005-06-01 00:55:21,2,2006-02-16 02:30:53
+334,2005-05-27 03:03:07,3973,194,2005-05-29 03:54:07,1,2006-02-16 02:30:53
+335,2005-05-27 03:07:10,1411,16,2005-06-05 00:15:10,2,2006-02-16 02:30:53
+336,2005-05-27 03:15:23,1811,275,2005-05-29 22:43:23,1,2006-02-16 02:30:53
+337,2005-05-27 03:22:30,751,19,2005-06-02 03:27:30,1,2006-02-16 02:30:53
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+339,2005-05-27 03:47:18,2410,516,2005-06-04 05:46:18,2,2006-02-16 02:30:53
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+342,2005-05-27 04:11:04,4019,539,2005-05-29 01:28:04,2,2006-02-16 02:30:53
+343,2005-05-27 04:13:41,3301,455,2005-05-28 08:34:41,1,2006-02-16 02:30:53
+344,2005-05-27 04:30:22,2327,236,2005-05-29 10:13:22,2,2006-02-16 02:30:53
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+349,2005-05-27 04:53:11,2920,36,2005-05-28 06:33:11,2,2006-02-16 02:30:53
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+353,2005-05-27 06:03:39,3989,503,2005-06-03 04:39:39,2,2006-02-16 02:30:53
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+370,2005-05-27 07:49:43,3347,22,2005-06-05 06:39:43,2,2006-02-16 02:30:53
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+377,2005-05-27 09:04:05,3012,170,2005-06-02 03:36:05,2,2006-02-16 02:30:53
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+379,2005-05-27 09:25:32,3462,584,2005-06-02 06:19:32,1,2006-02-16 02:30:53
+380,2005-05-27 09:34:39,1777,176,2005-06-04 11:45:39,1,2006-02-16 02:30:53
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+382,2005-05-27 10:12:00,4358,183,2005-05-31 15:03:00,1,2006-02-16 02:30:53
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+384,2005-05-27 10:18:20,910,371,2005-06-02 09:21:20,2,2006-02-16 02:30:53
+385,2005-05-27 10:23:25,1565,213,2005-05-30 15:27:25,2,2006-02-16 02:30:53
+386,2005-05-27 10:26:31,1288,109,2005-05-30 08:32:31,1,2006-02-16 02:30:53
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+388,2005-05-27 10:37:27,434,28,2005-05-30 05:45:27,1,2006-02-16 02:30:53
+389,2005-05-27 10:45:41,691,500,2005-06-05 06:22:41,2,2006-02-16 02:30:53
+390,2005-05-27 11:02:26,3759,48,2005-06-02 16:09:26,2,2006-02-16 02:30:53
+391,2005-05-27 11:03:55,2193,197,2005-06-01 11:59:55,2,2006-02-16 02:30:53
+392,2005-05-27 11:14:42,263,359,2005-06-01 14:28:42,2,2006-02-16 02:30:53
+393,2005-05-27 11:18:25,145,251,2005-05-28 07:10:25,2,2006-02-16 02:30:53
+394,2005-05-27 11:26:11,1890,274,2005-06-03 16:44:11,2,2006-02-16 02:30:53
+395,2005-05-27 11:45:49,752,575,2005-05-31 13:42:49,1,2006-02-16 02:30:53
+396,2005-05-27 11:47:04,1020,112,2005-05-29 10:14:04,1,2006-02-16 02:30:53
+397,2005-05-27 12:29:02,4193,544,2005-05-28 17:36:02,2,2006-02-16 02:30:53
+398,2005-05-27 12:44:03,1686,422,2005-06-02 08:19:03,1,2006-02-16 02:30:53
+399,2005-05-27 12:48:38,553,204,2005-05-29 15:27:38,1,2006-02-16 02:30:53
+400,2005-05-27 12:51:44,258,249,2005-05-31 08:34:44,2,2006-02-16 02:30:53
+401,2005-05-27 12:57:55,2179,46,2005-05-29 17:55:55,2,2006-02-16 02:30:53
+402,2005-05-27 13:17:18,461,354,2005-05-30 08:53:18,2,2006-02-16 02:30:53
+403,2005-05-27 13:28:52,3983,424,2005-05-29 11:47:52,2,2006-02-16 02:30:53
+404,2005-05-27 13:31:51,1293,168,2005-05-30 16:58:51,1,2006-02-16 02:30:53
+405,2005-05-27 13:32:39,4090,272,2005-06-05 18:53:39,2,2006-02-16 02:30:53
+406,2005-05-27 13:46:46,2136,381,2005-05-30 12:43:46,1,2006-02-16 02:30:53
+407,2005-05-27 13:57:38,1077,44,2005-05-31 18:23:38,1,2006-02-16 02:30:53
+408,2005-05-27 13:57:39,1438,84,2005-05-28 11:57:39,1,2006-02-16 02:30:53
+409,2005-05-27 14:10:58,3652,220,2005-06-02 10:40:58,2,2006-02-16 02:30:53
+410,2005-05-27 14:11:22,4010,506,2005-06-02 20:06:22,2,2006-02-16 02:30:53
+411,2005-05-27 14:14:14,1434,388,2005-06-03 17:39:14,1,2006-02-16 02:30:53
+412,2005-05-27 14:17:23,1400,375,2005-05-29 15:07:23,2,2006-02-16 02:30:53
+413,2005-05-27 14:45:37,3516,307,2005-06-03 11:11:37,1,2006-02-16 02:30:53
+414,2005-05-27 14:48:20,1019,219,2005-05-31 14:39:20,2,2006-02-16 02:30:53
+415,2005-05-27 14:51:45,3698,304,2005-05-28 19:07:45,2,2006-02-16 02:30:53
+416,2005-05-27 15:02:10,2371,222,2005-05-29 10:34:10,2,2006-02-16 02:30:53
+417,2005-05-27 15:07:27,2253,475,2005-05-29 20:01:27,2,2006-02-16 02:30:53
+418,2005-05-27 15:13:17,3063,151,2005-06-04 12:05:17,2,2006-02-16 02:30:53
+419,2005-05-27 15:15:11,2514,77,2005-06-02 11:53:11,1,2006-02-16 02:30:53
+420,2005-05-27 15:19:38,619,93,2005-06-03 15:07:38,2,2006-02-16 02:30:53
+421,2005-05-27 15:30:13,2985,246,2005-06-04 13:19:13,2,2006-02-16 02:30:53
+422,2005-05-27 15:31:55,1152,150,2005-06-01 11:47:55,2,2006-02-16 02:30:53
+423,2005-05-27 15:32:57,1783,284,2005-06-02 19:03:57,1,2006-02-16 02:30:53
+424,2005-05-27 15:34:01,2815,35,2005-06-05 09:44:01,1,2006-02-16 02:30:53
+425,2005-05-27 15:51:30,1518,182,2005-06-03 16:52:30,2,2006-02-16 02:30:53
+426,2005-05-27 15:56:57,1103,522,2005-06-05 11:45:57,1,2006-02-16 02:30:53
+427,2005-05-27 16:10:04,1677,288,2005-06-05 13:22:04,2,2006-02-16 02:30:53
+428,2005-05-27 16:10:58,3349,161,2005-05-31 17:24:58,2,2006-02-16 02:30:53
+429,2005-05-27 16:21:26,129,498,2005-06-05 20:23:26,2,2006-02-16 02:30:53
+430,2005-05-27 16:22:10,1920,190,2005-06-05 13:10:10,1,2006-02-16 02:30:53
+431,2005-05-27 16:31:05,4507,334,2005-06-05 11:29:05,1,2006-02-16 02:30:53
+432,2005-05-27 16:40:29,1119,46,2005-05-29 16:20:29,1,2006-02-16 02:30:53
+433,2005-05-27 16:40:40,4364,574,2005-05-30 19:55:40,2,2006-02-16 02:30:53
+434,2005-05-27 16:54:27,3360,246,2005-06-04 22:26:27,1,2006-02-16 02:30:53
+435,2005-05-27 17:17:09,3328,3,2005-06-02 11:20:09,2,2006-02-16 02:30:53
+436,2005-05-27 17:21:04,4317,267,2005-05-30 21:26:04,2,2006-02-16 02:30:53
+437,2005-05-27 17:47:22,1800,525,2005-06-05 14:22:22,2,2006-02-16 02:30:53
+438,2005-05-27 17:52:34,4260,249,2005-06-05 22:23:34,2,2006-02-16 02:30:53
+439,2005-05-27 17:54:48,354,319,2005-06-02 23:01:48,2,2006-02-16 02:30:53
+440,2005-05-27 18:00:35,4452,314,2005-05-29 16:15:35,1,2006-02-16 02:30:53
+441,2005-05-27 18:11:05,1578,54,2005-05-30 22:45:05,1,2006-02-16 02:30:53
+442,2005-05-27 18:12:13,1457,403,2005-05-30 12:30:13,2,2006-02-16 02:30:53
+443,2005-05-27 18:35:20,2021,547,2005-06-04 18:58:20,1,2006-02-16 02:30:53
+444,2005-05-27 18:39:15,723,239,2005-06-01 15:56:15,1,2006-02-16 02:30:53
+445,2005-05-27 18:42:57,1757,293,2005-05-30 22:35:57,2,2006-02-16 02:30:53
+446,2005-05-27 18:48:41,1955,401,2005-06-03 16:42:41,2,2006-02-16 02:30:53
+447,2005-05-27 18:57:02,3890,133,2005-06-05 18:38:02,1,2006-02-16 02:30:53
+448,2005-05-27 19:03:08,2671,247,2005-06-03 20:28:08,2,2006-02-16 02:30:53
+449,2005-05-27 19:13:15,2469,172,2005-06-04 01:08:15,2,2006-02-16 02:30:53
+450,2005-05-27 19:18:54,1343,247,2005-06-05 23:52:54,1,2006-02-16 02:30:53
+451,2005-05-27 19:27:54,205,87,2005-05-29 01:07:54,2,2006-02-16 02:30:53
+452,2005-05-27 19:30:33,2993,127,2005-05-30 20:53:33,2,2006-02-16 02:30:53
+453,2005-05-27 19:31:16,4425,529,2005-05-29 23:06:16,1,2006-02-16 02:30:53
+454,2005-05-27 19:31:36,3499,575,2005-05-30 15:46:36,1,2006-02-16 02:30:53
+455,2005-05-27 19:43:29,3344,343,2005-06-04 23:40:29,2,2006-02-16 02:30:53
+456,2005-05-27 19:50:06,1699,92,2005-06-02 22:14:06,1,2006-02-16 02:30:53
+457,2005-05-27 19:52:29,2368,300,2005-06-02 17:17:29,2,2006-02-16 02:30:53
+458,2005-05-27 19:58:36,3350,565,2005-06-06 00:51:36,1,2006-02-16 02:30:53
+459,2005-05-27 20:00:04,597,468,2005-05-29 22:47:04,1,2006-02-16 02:30:53
+460,2005-05-27 20:02:03,4238,240,2005-05-28 16:14:03,1,2006-02-16 02:30:53
+461,2005-05-27 20:08:55,2077,447,2005-06-01 14:32:55,1,2006-02-16 02:30:53
+462,2005-05-27 20:10:36,2314,364,2005-06-03 21:12:36,2,2006-02-16 02:30:53
+463,2005-05-27 20:11:47,826,21,2005-06-04 21:18:47,1,2006-02-16 02:30:53
+464,2005-05-27 20:42:44,1313,193,2005-05-30 00:49:44,2,2006-02-16 02:30:53
+465,2005-05-27 20:44:36,20,261,2005-06-02 02:43:36,1,2006-02-16 02:30:53
+466,2005-05-27 20:57:07,1786,442,2005-05-29 15:52:07,1,2006-02-16 02:30:53
+467,2005-05-27 21:10:03,339,557,2005-06-01 16:08:03,1,2006-02-16 02:30:53
+468,2005-05-27 21:13:10,2656,101,2005-06-04 15:26:10,2,2006-02-16 02:30:53
+469,2005-05-27 21:14:26,4463,154,2005-06-05 21:51:26,1,2006-02-16 02:30:53
+470,2005-05-27 21:17:08,1613,504,2005-06-04 17:47:08,1,2006-02-16 02:30:53
+471,2005-05-27 21:32:42,2872,209,2005-05-31 00:39:42,2,2006-02-16 02:30:53
+472,2005-05-27 21:36:15,1338,528,2005-05-29 21:07:15,1,2006-02-16 02:30:53
+473,2005-05-27 21:36:34,802,105,2005-06-05 17:02:34,1,2006-02-16 02:30:53
+474,2005-05-27 22:11:56,1474,274,2005-05-31 19:07:56,1,2006-02-16 02:30:53
+475,2005-05-27 22:16:26,2520,159,2005-05-28 19:58:26,1,2006-02-16 02:30:53
+476,2005-05-27 22:31:36,2451,543,2005-06-03 19:12:36,1,2006-02-16 02:30:53
+477,2005-05-27 22:33:33,2437,161,2005-06-02 18:35:33,2,2006-02-16 02:30:53
+478,2005-05-27 22:38:20,424,557,2005-05-31 18:39:20,2,2006-02-16 02:30:53
+479,2005-05-27 22:39:10,2060,231,2005-06-05 22:46:10,2,2006-02-16 02:30:53
+480,2005-05-27 22:47:39,2108,220,2005-06-04 21:17:39,2,2006-02-16 02:30:53
+481,2005-05-27 22:49:27,72,445,2005-05-30 17:46:27,2,2006-02-16 02:30:53
+482,2005-05-27 22:53:02,4178,546,2005-06-01 22:53:02,2,2006-02-16 02:30:53
+483,2005-05-27 23:00:25,1510,32,2005-05-28 21:30:25,1,2006-02-16 02:30:53
+484,2005-05-27 23:26:45,3115,491,2005-05-29 21:16:45,2,2006-02-16 02:30:53
+485,2005-05-27 23:40:52,2392,105,2005-05-28 22:40:52,2,2006-02-16 02:30:53
+486,2005-05-27 23:51:12,1822,398,2005-05-28 20:26:12,1,2006-02-16 02:30:53
+487,2005-05-28 00:00:30,3774,569,2005-05-28 19:18:30,2,2006-02-16 02:30:53
+488,2005-05-28 00:07:50,393,168,2005-06-03 22:30:50,2,2006-02-16 02:30:53
+489,2005-05-28 00:09:12,1940,476,2005-05-31 04:44:12,2,2006-02-16 02:30:53
+490,2005-05-28 00:09:56,3524,95,2005-05-30 22:32:56,2,2006-02-16 02:30:53
+491,2005-05-28 00:13:35,1326,196,2005-05-29 00:11:35,2,2006-02-16 02:30:53
+492,2005-05-28 00:24:58,1999,228,2005-05-28 22:34:58,1,2006-02-16 02:30:53
+493,2005-05-28 00:34:11,184,501,2005-05-30 18:40:11,1,2006-02-16 02:30:53
+494,2005-05-28 00:39:31,1850,64,2005-06-02 19:35:31,1,2006-02-16 02:30:53
+495,2005-05-28 00:40:48,1007,526,2005-05-29 06:07:48,1,2006-02-16 02:30:53
+496,2005-05-28 00:43:41,1785,56,2005-06-04 03:56:41,1,2006-02-16 02:30:53
+497,2005-05-28 00:54:39,2636,20,2005-06-03 20:47:39,2,2006-02-16 02:30:53
+498,2005-05-28 01:01:21,458,287,2005-05-30 21:20:21,2,2006-02-16 02:30:53
+499,2005-05-28 01:05:07,2381,199,2005-06-05 19:54:07,2,2006-02-16 02:30:53
+500,2005-05-28 01:05:25,4500,145,2005-05-31 20:04:25,1,2006-02-16 02:30:53
+501,2005-05-28 01:09:36,601,162,2005-05-30 06:14:36,2,2006-02-16 02:30:53
+502,2005-05-28 01:34:43,3131,179,2005-05-31 01:02:43,2,2006-02-16 02:30:53
+503,2005-05-28 01:35:25,3005,288,2005-05-28 22:12:25,2,2006-02-16 02:30:53
+504,2005-05-28 02:05:34,2086,170,2005-05-30 23:03:34,1,2006-02-16 02:30:53
+505,2005-05-28 02:06:37,71,111,2005-05-29 06:57:37,1,2006-02-16 02:30:53
+506,2005-05-28 02:09:19,667,469,2005-06-05 20:34:19,1,2006-02-16 02:30:53
+507,2005-05-28 02:31:19,3621,421,2005-06-02 05:07:19,2,2006-02-16 02:30:53
+508,2005-05-28 02:40:50,4179,434,2005-06-05 03:05:50,1,2006-02-16 02:30:53
+509,2005-05-28 02:51:12,3416,147,2005-05-31 06:27:12,1,2006-02-16 02:30:53
+510,2005-05-28 02:52:14,4338,113,2005-05-30 21:20:14,2,2006-02-16 02:30:53
+511,2005-05-28 03:04:04,3827,296,2005-06-03 04:58:04,1,2006-02-16 02:30:53
+512,2005-05-28 03:07:50,2176,231,2005-06-05 02:12:50,2,2006-02-16 02:30:53
+513,2005-05-28 03:08:10,225,489,2005-05-29 07:22:10,1,2006-02-16 02:30:53
+514,2005-05-28 03:09:28,1697,597,2005-06-05 00:49:28,2,2006-02-16 02:30:53
+515,2005-05-28 03:10:10,3369,110,2005-06-04 02:18:10,2,2006-02-16 02:30:53
+516,2005-05-28 03:11:47,4357,400,2005-06-04 02:19:47,1,2006-02-16 02:30:53
+517,2005-05-28 03:17:57,234,403,2005-05-29 06:33:57,1,2006-02-16 02:30:53
+518,2005-05-28 03:18:02,4087,480,2005-05-30 05:32:02,1,2006-02-16 02:30:53
+519,2005-05-28 03:22:33,3564,245,2005-06-03 05:06:33,1,2006-02-16 02:30:53
+520,2005-05-28 03:27:37,3845,161,2005-06-04 05:47:37,1,2006-02-16 02:30:53
+521,2005-05-28 03:32:22,2397,374,2005-05-28 22:37:22,1,2006-02-16 02:30:53
+522,2005-05-28 03:33:20,3195,382,2005-05-31 04:23:20,1,2006-02-16 02:30:53
+523,2005-05-28 03:53:26,1905,138,2005-05-31 05:58:26,2,2006-02-16 02:30:53
+524,2005-05-28 03:57:28,1962,223,2005-05-31 05:20:28,1,2006-02-16 02:30:53
+525,2005-05-28 04:25:33,1817,14,2005-06-06 04:18:33,1,2006-02-16 02:30:53
+526,2005-05-28 04:27:37,1387,408,2005-05-30 07:52:37,1,2006-02-16 02:30:53
+527,2005-05-28 04:28:38,266,169,2005-06-02 08:19:38,1,2006-02-16 02:30:53
+528,2005-05-28 04:30:05,1655,359,2005-06-03 10:01:05,2,2006-02-16 02:30:53
+529,2005-05-28 04:34:17,2624,469,2005-05-30 00:35:17,1,2006-02-16 02:30:53
+530,2005-05-28 05:13:01,3332,312,2005-06-01 10:21:01,2,2006-02-16 02:30:53
+531,2005-05-28 05:23:38,1113,589,2005-05-29 08:00:38,2,2006-02-16 02:30:53
+532,2005-05-28 05:36:58,2793,120,2005-06-02 01:50:58,1,2006-02-16 02:30:53
+533,2005-05-28 06:14:46,4306,528,2005-06-01 06:26:46,2,2006-02-16 02:30:53
+534,2005-05-28 06:15:25,992,184,2005-06-06 07:51:25,1,2006-02-16 02:30:53
+535,2005-05-28 06:16:32,4209,307,2005-05-31 02:48:32,1,2006-02-16 02:30:53
+536,2005-05-28 06:17:33,2962,514,2005-06-03 10:02:33,2,2006-02-16 02:30:53
+537,2005-05-28 06:20:55,3095,315,2005-06-05 11:48:55,2,2006-02-16 02:30:53
+538,2005-05-28 06:21:05,2262,110,2005-06-02 01:22:05,2,2006-02-16 02:30:53
+539,2005-05-28 06:26:16,3427,161,2005-05-30 02:02:16,1,2006-02-16 02:30:53
+540,2005-05-28 06:40:25,3321,119,2005-06-06 00:47:25,1,2006-02-16 02:30:53
+541,2005-05-28 06:41:58,1662,535,2005-06-02 09:12:58,2,2006-02-16 02:30:53
+542,2005-05-28 06:42:13,4444,261,2005-06-03 09:05:13,1,2006-02-16 02:30:53
+543,2005-05-28 06:43:34,530,493,2005-06-06 07:16:34,2,2006-02-16 02:30:53
+544,2005-05-28 07:03:00,2964,311,2005-06-06 06:23:00,1,2006-02-16 02:30:53
+545,2005-05-28 07:10:20,1086,54,2005-06-04 01:47:20,2,2006-02-16 02:30:53
+546,2005-05-28 07:16:25,487,20,2005-06-01 08:36:25,1,2006-02-16 02:30:53
+547,2005-05-28 07:24:28,2065,506,2005-06-06 01:31:28,2,2006-02-16 02:30:53
+548,2005-05-28 07:34:56,3704,450,2005-06-05 03:14:56,2,2006-02-16 02:30:53
+549,2005-05-28 07:35:37,1818,159,2005-06-02 09:08:37,1,2006-02-16 02:30:53
+550,2005-05-28 07:39:16,3632,432,2005-06-06 12:20:16,2,2006-02-16 02:30:53
+551,2005-05-28 07:44:18,3119,315,2005-06-02 12:55:18,2,2006-02-16 02:30:53
+552,2005-05-28 07:53:38,23,106,2005-06-04 12:45:38,2,2006-02-16 02:30:53
+553,2005-05-28 08:14:44,1349,176,2005-06-02 03:01:44,2,2006-02-16 02:30:53
+554,2005-05-28 08:23:16,1951,376,2005-05-31 03:29:16,2,2006-02-16 02:30:53
+555,2005-05-28 08:31:14,4397,55,2005-05-30 07:34:14,2,2006-02-16 02:30:53
+556,2005-05-28 08:31:36,1814,22,2005-06-06 07:29:36,2,2006-02-16 02:30:53
+557,2005-05-28 08:36:22,158,444,2005-06-03 10:42:22,2,2006-02-16 02:30:53
+558,2005-05-28 08:38:43,4163,442,2005-06-06 13:52:43,1,2006-02-16 02:30:53
+559,2005-05-28 08:39:02,1227,572,2005-06-05 08:38:02,2,2006-02-16 02:30:53
+560,2005-05-28 08:53:02,644,463,2005-06-04 12:27:02,2,2006-02-16 02:30:53
+561,2005-05-28 08:54:06,928,77,2005-06-05 05:54:06,1,2006-02-16 02:30:53
+562,2005-05-28 09:01:21,3390,102,2005-06-02 05:26:21,2,2006-02-16 02:30:53
+563,2005-05-28 09:10:49,53,324,2005-06-06 11:32:49,1,2006-02-16 02:30:53
+564,2005-05-28 09:12:09,2973,282,2005-05-29 05:07:09,1,2006-02-16 02:30:53
+565,2005-05-28 09:26:31,1494,288,2005-06-01 07:28:31,1,2006-02-16 02:30:53
+566,2005-05-28 09:51:39,4330,253,2005-06-05 09:35:39,1,2006-02-16 02:30:53
+567,2005-05-28 09:56:20,3308,184,2005-06-01 06:41:20,2,2006-02-16 02:30:53
+568,2005-05-28 09:57:36,2232,155,2005-05-31 15:44:36,1,2006-02-16 02:30:53
+569,2005-05-28 10:12:41,4534,56,2005-06-03 10:08:41,2,2006-02-16 02:30:53
+570,2005-05-28 10:15:04,1122,21,2005-05-30 08:32:04,1,2006-02-16 02:30:53
+571,2005-05-28 10:17:41,4250,516,2005-06-05 07:56:41,1,2006-02-16 02:30:53
+572,2005-05-28 10:30:13,1899,337,2005-06-02 05:04:13,2,2006-02-16 02:30:53
+573,2005-05-28 10:35:23,4020,1,2005-06-03 06:32:23,1,2006-02-16 02:30:53
+574,2005-05-28 10:44:28,3883,76,2005-06-04 11:42:28,1,2006-02-16 02:30:53
+575,2005-05-28 10:56:09,4451,142,2005-06-05 15:39:09,1,2006-02-16 02:30:53
+576,2005-05-28 10:56:10,1866,588,2005-06-04 13:15:10,2,2006-02-16 02:30:53
+577,2005-05-28 11:09:14,375,6,2005-06-01 13:27:14,2,2006-02-16 02:30:53
+578,2005-05-28 11:15:48,2938,173,2005-06-02 09:59:48,1,2006-02-16 02:30:53
+579,2005-05-28 11:19:23,3481,181,2005-06-02 13:51:23,1,2006-02-16 02:30:53
+580,2005-05-28 11:19:53,3515,17,2005-06-01 10:44:53,2,2006-02-16 02:30:53
+581,2005-05-28 11:20:29,1380,186,2005-06-04 12:37:29,2,2006-02-16 02:30:53
+582,2005-05-28 11:33:46,4579,198,2005-05-29 08:33:46,1,2006-02-16 02:30:53
+583,2005-05-28 11:48:55,2679,386,2005-06-04 07:09:55,2,2006-02-16 02:30:53
+584,2005-05-28 11:49:00,1833,69,2005-06-01 11:54:00,1,2006-02-16 02:30:53
+585,2005-05-28 11:50:45,3544,490,2005-06-03 15:35:45,2,2006-02-16 02:30:53
+586,2005-05-28 12:03:00,898,77,2005-05-29 13:16:00,1,2006-02-16 02:30:53
+587,2005-05-28 12:05:33,1413,64,2005-05-30 13:45:33,2,2006-02-16 02:30:53
+588,2005-05-28 12:08:37,95,89,2005-05-29 16:25:37,2,2006-02-16 02:30:53
+589,2005-05-28 12:27:50,4231,308,2005-06-03 07:15:50,2,2006-02-16 02:30:53
+590,2005-05-28 13:06:50,473,462,2005-06-02 09:18:50,1,2006-02-16 02:30:53
+591,2005-05-28 13:11:04,377,19,2005-05-29 17:20:04,2,2006-02-16 02:30:53
+592,2005-05-28 13:21:08,638,244,2005-05-29 16:55:08,1,2006-02-16 02:30:53
+593,2005-05-28 13:33:23,1810,16,2005-05-30 17:10:23,2,2006-02-16 02:30:53
+594,2005-05-28 13:41:56,2766,538,2005-05-30 12:00:56,1,2006-02-16 02:30:53
+595,2005-05-28 13:59:54,595,294,2005-06-05 15:16:54,1,2006-02-16 02:30:53
+596,2005-05-28 14:00:03,821,589,2005-05-29 17:10:03,1,2006-02-16 02:30:53
+597,2005-05-28 14:01:02,4469,249,2005-06-06 19:06:02,2,2006-02-16 02:30:53
+598,2005-05-28 14:04:50,599,159,2005-06-03 18:00:50,2,2006-02-16 02:30:53
+599,2005-05-28 14:05:57,4136,393,2005-06-01 16:41:57,2,2006-02-16 02:30:53
+600,2005-05-28 14:08:19,1567,332,2005-06-03 11:57:19,2,2006-02-16 02:30:53
+601,2005-05-28 14:08:22,3225,429,2005-06-04 10:50:22,1,2006-02-16 02:30:53
+602,2005-05-28 14:15:54,1300,590,2005-06-05 15:16:54,2,2006-02-16 02:30:53
+603,2005-05-28 14:27:51,3248,537,2005-05-29 13:13:51,1,2006-02-16 02:30:53
+604,2005-05-28 14:37:07,1585,426,2005-06-03 11:03:07,2,2006-02-16 02:30:53
+605,2005-05-28 14:39:10,4232,501,2005-06-01 09:28:10,2,2006-02-16 02:30:53
+606,2005-05-28 14:48:39,3509,299,2005-06-04 09:44:39,2,2006-02-16 02:30:53
+607,2005-05-28 15:02:41,2561,554,2005-05-30 12:54:41,2,2006-02-16 02:30:53
+608,2005-05-28 15:03:44,4254,494,2005-06-04 17:14:44,2,2006-02-16 02:30:53
+609,2005-05-28 15:04:02,2944,150,2005-06-05 14:47:02,2,2006-02-16 02:30:53
+610,2005-05-28 15:15:25,3642,500,2005-06-02 12:30:25,2,2006-02-16 02:30:53
+611,2005-05-28 15:18:18,1230,580,2005-05-31 20:15:18,2,2006-02-16 02:30:53
+612,2005-05-28 15:24:54,2180,161,2005-05-30 14:22:54,2,2006-02-16 02:30:53
+613,2005-05-28 15:27:22,270,595,2005-06-02 20:01:22,1,2006-02-16 02:30:53
+614,2005-05-28 15:33:28,280,307,2005-06-04 12:27:28,2,2006-02-16 02:30:53
+615,2005-05-28 15:35:52,3397,533,2005-06-03 17:35:52,2,2006-02-16 02:30:53
+616,2005-05-28 15:45:39,989,471,2005-06-02 09:55:39,1,2006-02-16 02:30:53
+617,2005-05-28 15:49:14,4142,372,2005-05-31 14:29:14,2,2006-02-16 02:30:53
+618,2005-05-28 15:50:07,4445,248,2005-06-01 19:45:07,1,2006-02-16 02:30:53
+619,2005-05-28 15:52:26,2482,407,2005-06-06 17:55:26,2,2006-02-16 02:30:53
+620,2005-05-28 15:54:45,2444,321,2005-06-04 20:26:45,1,2006-02-16 02:30:53
+621,2005-05-28 15:58:12,1144,239,2005-05-30 21:54:12,1,2006-02-16 02:30:53
+622,2005-05-28 15:58:22,2363,109,2005-06-04 10:13:22,1,2006-02-16 02:30:53
+623,2005-05-28 16:01:28,1222,495,2005-05-30 11:19:28,1,2006-02-16 02:30:53
+624,2005-05-28 16:13:22,3660,569,2005-06-06 20:35:22,1,2006-02-16 02:30:53
+625,2005-05-28 16:35:46,2889,596,2005-06-01 14:19:46,1,2006-02-16 02:30:53
+626,2005-05-28 16:58:09,452,584,2005-06-01 14:02:09,2,2006-02-16 02:30:53
+627,2005-05-28 17:04:43,425,241,2005-06-04 19:58:43,2,2006-02-16 02:30:53
+628,2005-05-28 17:05:46,2513,173,2005-06-06 16:29:46,2,2006-02-16 02:30:53
+629,2005-05-28 17:19:15,1527,94,2005-06-02 20:01:15,2,2006-02-16 02:30:53
+630,2005-05-28 17:24:51,1254,417,2005-06-05 20:05:51,2,2006-02-16 02:30:53
+631,2005-05-28 17:36:32,2465,503,2005-06-03 14:56:32,2,2006-02-16 02:30:53
+632,2005-05-28 17:37:50,1287,442,2005-06-03 16:04:50,1,2006-02-16 02:30:53
+633,2005-05-28 17:37:59,58,360,2005-06-03 22:49:59,2,2006-02-16 02:30:53
+634,2005-05-28 17:40:35,2630,428,2005-06-05 16:18:35,2,2006-02-16 02:30:53
+635,2005-05-28 17:46:57,1648,42,2005-06-06 18:24:57,1,2006-02-16 02:30:53
+636,2005-05-28 17:47:58,4213,239,2005-06-04 16:32:58,1,2006-02-16 02:30:53
+637,2005-05-28 18:14:29,1581,250,2005-05-29 23:48:29,2,2006-02-16 02:30:53
+638,2005-05-28 18:24:43,2685,372,2005-06-02 19:03:43,2,2006-02-16 02:30:53
+639,2005-05-28 18:25:02,4204,198,2005-05-29 18:22:02,1,2006-02-16 02:30:53
+640,2005-05-28 18:43:26,495,465,2005-05-30 13:39:26,1,2006-02-16 02:30:53
+641,2005-05-28 18:45:47,3548,396,2005-06-04 15:24:47,1,2006-02-16 02:30:53
+642,2005-05-28 18:49:12,140,157,2005-06-01 20:50:12,2,2006-02-16 02:30:53
+643,2005-05-28 18:52:11,3105,240,2005-05-31 15:15:11,2,2006-02-16 02:30:53
+644,2005-05-28 18:59:12,4304,316,2005-06-04 18:06:12,1,2006-02-16 02:30:53
+645,2005-05-28 19:14:09,3128,505,2005-06-05 14:01:09,1,2006-02-16 02:30:53
+646,2005-05-28 19:16:14,1922,185,2005-05-31 16:50:14,2,2006-02-16 02:30:53
+647,2005-05-28 19:22:52,3435,569,2005-06-01 00:10:52,1,2006-02-16 02:30:53
+648,2005-05-28 19:25:54,3476,253,2005-06-03 15:57:54,2,2006-02-16 02:30:53
+649,2005-05-28 19:35:45,1781,197,2005-06-05 16:00:45,1,2006-02-16 02:30:53
+650,2005-05-28 19:45:40,4384,281,2005-05-29 21:02:40,1,2006-02-16 02:30:53
+651,2005-05-28 19:46:50,739,266,2005-05-30 16:29:50,1,2006-02-16 02:30:53
+652,2005-05-28 20:08:47,1201,43,2005-05-29 14:57:47,2,2006-02-16 02:30:53
+653,2005-05-28 20:12:20,126,327,2005-06-04 14:44:20,2,2006-02-16 02:30:53
+654,2005-05-28 20:15:30,2312,23,2005-05-30 22:02:30,2,2006-02-16 02:30:53
+655,2005-05-28 20:16:20,331,287,2005-05-31 16:46:20,2,2006-02-16 02:30:53
+656,2005-05-28 20:18:24,2846,437,2005-05-30 16:19:24,1,2006-02-16 02:30:53
+657,2005-05-28 20:23:09,848,65,2005-06-01 02:11:09,1,2006-02-16 02:30:53
+658,2005-05-28 20:23:23,3226,103,2005-06-06 19:31:23,2,2006-02-16 02:30:53
+659,2005-05-28 20:27:53,1382,207,2005-05-31 01:36:53,2,2006-02-16 02:30:53
+660,2005-05-28 20:53:31,1414,578,2005-05-30 15:26:31,1,2006-02-16 02:30:53
+661,2005-05-28 21:01:25,2247,51,2005-06-02 01:22:25,2,2006-02-16 02:30:53
+662,2005-05-28 21:09:31,2968,166,2005-06-01 19:00:31,2,2006-02-16 02:30:53
+663,2005-05-28 21:23:02,3997,176,2005-06-02 17:39:02,2,2006-02-16 02:30:53
+664,2005-05-28 21:31:08,87,523,2005-06-02 20:56:08,2,2006-02-16 02:30:53
+665,2005-05-28 21:38:39,1012,415,2005-05-29 21:37:39,1,2006-02-16 02:30:53
+666,2005-05-28 21:48:51,3075,437,2005-06-05 16:45:51,2,2006-02-16 02:30:53
+667,2005-05-28 21:49:02,797,596,2005-05-31 03:07:02,1,2006-02-16 02:30:53
+668,2005-05-28 21:54:45,3528,484,2005-05-29 22:32:45,1,2006-02-16 02:30:53
+669,2005-05-28 22:03:25,3677,313,2005-06-03 03:39:25,1,2006-02-16 02:30:53
+670,2005-05-28 22:04:03,227,201,2005-06-06 22:43:03,2,2006-02-16 02:30:53
+671,2005-05-28 22:04:30,1027,14,2005-06-03 01:21:30,2,2006-02-16 02:30:53
+672,2005-05-28 22:05:29,697,306,2005-06-06 02:10:29,2,2006-02-16 02:30:53
+673,2005-05-28 22:07:30,1769,468,2005-06-01 23:42:30,1,2006-02-16 02:30:53
+674,2005-05-28 22:11:35,1150,87,2005-06-01 23:58:35,2,2006-02-16 02:30:53
+675,2005-05-28 22:22:44,1273,338,2005-06-01 02:57:44,2,2006-02-16 02:30:53
+676,2005-05-28 22:27:51,2329,490,2005-05-29 20:36:51,2,2006-02-16 02:30:53
+677,2005-05-28 23:00:08,4558,194,2005-06-05 19:11:08,2,2006-02-16 02:30:53
+678,2005-05-28 23:15:48,3741,269,2005-06-03 04:43:48,2,2006-02-16 02:30:53
+679,2005-05-28 23:24:57,907,526,2005-06-06 21:59:57,2,2006-02-16 02:30:53
+680,2005-05-28 23:27:26,4147,482,2005-06-02 02:28:26,2,2006-02-16 02:30:53
+681,2005-05-28 23:39:44,3346,531,2005-06-01 01:42:44,1,2006-02-16 02:30:53
+682,2005-05-28 23:53:18,3160,148,2005-05-29 19:14:18,2,2006-02-16 02:30:53
+683,2005-05-29 00:09:48,2038,197,2005-06-02 04:27:48,1,2006-02-16 02:30:53
+684,2005-05-29 00:13:15,3242,461,2005-06-04 21:26:15,2,2006-02-16 02:30:53
+685,2005-05-29 00:17:51,1385,172,2005-06-05 05:32:51,2,2006-02-16 02:30:53
+686,2005-05-29 00:27:10,2441,411,2005-05-30 02:29:10,1,2006-02-16 02:30:53
+687,2005-05-29 00:32:09,1731,250,2005-05-31 23:53:09,1,2006-02-16 02:30:53
+688,2005-05-29 00:45:24,4135,162,2005-06-02 01:30:24,1,2006-02-16 02:30:53
+689,2005-05-29 00:46:53,742,571,2005-06-03 23:48:53,2,2006-02-16 02:30:53
+690,2005-05-29 00:54:53,2646,85,2005-06-06 00:45:53,1,2006-02-16 02:30:53
+691,2005-05-29 01:01:26,4034,433,2005-06-07 06:21:26,1,2006-02-16 02:30:53
+692,2005-05-29 01:32:10,800,18,2005-06-02 03:54:10,2,2006-02-16 02:30:53
+693,2005-05-29 01:42:31,635,190,2005-06-03 02:29:31,2,2006-02-16 02:30:53
+694,2005-05-29 01:49:43,592,399,2005-06-05 06:52:43,1,2006-02-16 02:30:53
+695,2005-05-29 01:50:53,4276,528,2005-06-03 02:28:53,1,2006-02-16 02:30:53
+696,2005-05-29 01:59:10,2076,19,2005-06-01 02:45:10,1,2006-02-16 02:30:53
+697,2005-05-29 02:04:04,3949,387,2005-06-04 00:47:04,2,2006-02-16 02:30:53
+698,2005-05-29 02:10:52,1412,109,2005-06-01 21:52:52,1,2006-02-16 02:30:53
+699,2005-05-29 02:11:44,130,246,2005-06-04 20:23:44,2,2006-02-16 02:30:53
+700,2005-05-29 02:18:54,500,117,2005-05-30 05:54:54,1,2006-02-16 02:30:53
+701,2005-05-29 02:26:27,372,112,2005-06-03 04:59:27,1,2006-02-16 02:30:53
+702,2005-05-29 02:27:30,2556,475,2005-05-30 01:52:30,2,2006-02-16 02:30:53
+703,2005-05-29 02:29:36,1123,269,2005-06-03 04:54:36,2,2006-02-16 02:30:53
+704,2005-05-29 02:44:43,2628,330,2005-06-06 01:51:43,2,2006-02-16 02:30:53
+705,2005-05-29 02:48:52,2809,257,2005-05-30 06:21:52,1,2006-02-16 02:30:53
+706,2005-05-29 03:05:49,2278,60,2005-06-04 22:48:49,1,2006-02-16 02:30:53
+707,2005-05-29 03:18:19,819,252,2005-05-30 02:45:19,1,2006-02-16 02:30:53
+708,2005-05-29 03:23:47,3133,127,2005-05-31 21:27:47,2,2006-02-16 02:30:53
+709,2005-05-29 03:48:01,2459,479,2005-06-06 05:21:01,1,2006-02-16 02:30:53
+710,2005-05-29 03:48:36,194,518,2005-06-03 05:03:36,1,2006-02-16 02:30:53
+711,2005-05-29 03:49:03,4581,215,2005-05-31 08:29:03,2,2006-02-16 02:30:53
+712,2005-05-29 04:02:24,4191,313,2005-05-30 03:09:24,2,2006-02-16 02:30:53
+713,2005-05-29 04:10:17,3664,507,2005-06-07 07:13:17,1,2006-02-16 02:30:53
+714,2005-05-29 04:15:21,2010,452,2005-06-01 23:05:21,2,2006-02-16 02:30:53
+715,2005-05-29 04:22:41,2030,545,2005-06-05 09:28:41,1,2006-02-16 02:30:53
+716,2005-05-29 04:35:29,85,36,2005-06-01 07:42:29,2,2006-02-16 02:30:53
+717,2005-05-29 04:37:44,1383,412,2005-05-30 05:48:44,2,2006-02-16 02:30:53
+718,2005-05-29 04:52:23,1736,498,2005-06-02 02:27:23,1,2006-02-16 02:30:53
+719,2005-05-29 05:16:05,267,245,2005-06-01 07:53:05,2,2006-02-16 02:30:53
+720,2005-05-29 05:17:30,3687,480,2005-06-06 02:47:30,2,2006-02-16 02:30:53
+721,2005-05-29 05:28:47,1116,44,2005-05-31 11:24:47,1,2006-02-16 02:30:53
+722,2005-05-29 05:30:31,4540,259,2005-06-06 04:51:31,1,2006-02-16 02:30:53
+723,2005-05-29 05:34:44,3407,309,2005-05-30 05:50:44,1,2006-02-16 02:30:53
+724,2005-05-29 05:53:23,3770,416,2005-06-05 04:01:23,2,2006-02-16 02:30:53
+725,2005-05-29 06:03:41,4088,245,2005-06-03 08:52:41,2,2006-02-16 02:30:53
+726,2005-05-29 06:05:29,933,452,2005-06-05 04:40:29,2,2006-02-16 02:30:53
+727,2005-05-29 06:08:15,1629,484,2005-05-30 07:16:15,1,2006-02-16 02:30:53
+728,2005-05-29 06:12:38,242,551,2005-06-03 07:41:38,1,2006-02-16 02:30:53
+729,2005-05-29 06:35:13,1688,323,2005-06-04 03:23:13,2,2006-02-16 02:30:53
+730,2005-05-29 07:00:59,3473,197,2005-06-06 01:17:59,1,2006-02-16 02:30:53
+731,2005-05-29 07:25:16,4124,5,2005-05-30 05:21:16,1,2006-02-16 02:30:53
+732,2005-05-29 07:32:51,2530,447,2005-05-30 10:08:51,2,2006-02-16 02:30:53
+733,2005-05-29 07:35:21,2951,363,2005-06-05 09:14:21,1,2006-02-16 02:30:53
+734,2005-05-29 07:38:52,3084,538,2005-06-03 10:17:52,2,2006-02-16 02:30:53
+735,2005-05-29 08:08:13,3421,454,2005-06-07 13:35:13,1,2006-02-16 02:30:53
+736,2005-05-29 08:10:07,3689,276,2005-06-05 10:21:07,2,2006-02-16 02:30:53
+737,2005-05-29 08:11:31,769,589,2005-06-04 11:18:31,2,2006-02-16 02:30:53
+738,2005-05-29 08:20:08,2284,256,2005-06-06 08:59:08,2,2006-02-16 02:30:53
+739,2005-05-29 08:28:18,1183,84,2005-06-06 09:21:18,2,2006-02-16 02:30:53
+740,2005-05-29 08:30:36,600,89,2005-06-04 12:47:36,2,2006-02-16 02:30:53
+741,2005-05-29 08:35:49,3189,495,2005-06-04 11:55:49,1,2006-02-16 02:30:53
+742,2005-05-29 08:36:30,273,483,2005-06-05 11:30:30,1,2006-02-16 02:30:53
+743,2005-05-29 08:39:02,2528,548,2005-06-06 08:42:02,2,2006-02-16 02:30:53
+744,2005-05-29 09:13:08,3722,420,2005-06-01 07:05:08,2,2006-02-16 02:30:53
+745,2005-05-29 09:22:57,581,152,2005-06-01 09:10:57,1,2006-02-16 02:30:53
+746,2005-05-29 09:25:10,4272,130,2005-06-02 04:20:10,2,2006-02-16 02:30:53
+747,2005-05-29 09:26:34,1993,291,2005-06-05 07:28:34,1,2006-02-16 02:30:53
+748,2005-05-29 09:27:00,2803,7,2005-06-03 04:25:00,1,2006-02-16 02:30:53
+749,2005-05-29 09:33:33,1146,375,2005-05-31 11:45:33,2,2006-02-16 02:30:53
+750,2005-05-29 09:41:40,730,269,2005-05-30 13:31:40,1,2006-02-16 02:30:53
+751,2005-05-29 09:55:43,2711,53,2005-06-02 04:54:43,1,2006-02-16 02:30:53
+752,2005-05-29 10:14:15,1720,126,2005-06-04 06:30:15,1,2006-02-16 02:30:53
+753,2005-05-29 10:16:42,1021,135,2005-06-05 08:52:42,2,2006-02-16 02:30:53
+754,2005-05-29 10:18:59,734,281,2005-06-04 05:03:59,2,2006-02-16 02:30:53
+755,2005-05-29 10:26:29,3090,576,2005-06-01 10:25:29,2,2006-02-16 02:30:53
+756,2005-05-29 10:28:45,3152,201,2005-06-04 12:50:45,1,2006-02-16 02:30:53
+757,2005-05-29 10:29:47,1067,435,2005-06-07 15:27:47,1,2006-02-16 02:30:53
+758,2005-05-29 10:31:56,1191,563,2005-06-01 14:53:56,2,2006-02-16 02:30:53
+759,2005-05-29 10:57:57,2367,179,2005-06-07 16:23:57,2,2006-02-16 02:30:53
+760,2005-05-29 11:07:25,3250,77,2005-06-02 14:16:25,1,2006-02-16 02:30:53
+761,2005-05-29 11:09:01,2342,58,2005-06-03 16:18:01,2,2006-02-16 02:30:53
+762,2005-05-29 11:15:51,3683,146,2005-06-06 07:48:51,1,2006-02-16 02:30:53
+763,2005-05-29 11:32:15,2022,50,2005-05-31 17:31:15,1,2006-02-16 02:30:53
+764,2005-05-29 11:37:35,1069,149,2005-05-31 16:47:35,1,2006-02-16 02:30:53
+765,2005-05-29 11:38:34,515,69,2005-06-02 17:04:34,1,2006-02-16 02:30:53
+766,2005-05-29 11:47:02,2154,383,2005-06-06 07:14:02,1,2006-02-16 02:30:53
+767,2005-05-29 12:20:19,687,67,2005-06-02 14:15:19,2,2006-02-16 02:30:53
+768,2005-05-29 12:30:46,2895,566,2005-06-07 09:00:46,2,2006-02-16 02:30:53
+769,2005-05-29 12:51:44,1523,575,2005-06-01 17:43:44,1,2006-02-16 02:30:53
+770,2005-05-29 12:56:50,2491,405,2005-06-07 15:54:50,2,2006-02-16 02:30:53
+771,2005-05-29 12:59:14,353,476,2005-06-01 16:05:14,2,2006-02-16 02:30:53
+772,2005-05-29 13:08:06,3319,556,2005-06-06 08:19:06,1,2006-02-16 02:30:53
+773,2005-05-29 13:18:05,245,563,2005-06-07 17:22:05,1,2006-02-16 02:30:53
+774,2005-05-29 13:19:43,1188,575,2005-06-01 18:51:43,1,2006-02-16 02:30:53
+775,2005-05-29 13:23:26,1197,124,2005-05-30 07:53:26,2,2006-02-16 02:30:53
+776,2005-05-29 13:35:35,4339,113,2005-06-03 17:33:35,1,2006-02-16 02:30:53
+777,2005-05-29 14:07:58,451,360,2005-06-03 08:41:58,2,2006-02-16 02:30:53
+778,2005-05-29 14:09:53,1816,535,2005-06-05 20:05:53,1,2006-02-16 02:30:53
+779,2005-05-29 14:17:17,533,105,2005-06-06 16:46:17,1,2006-02-16 02:30:53
+780,2005-05-29 14:18:32,1919,300,2005-06-06 20:14:32,1,2006-02-16 02:30:53
+781,2005-05-29 14:23:58,88,313,2005-05-30 17:44:58,1,2006-02-16 02:30:53
+782,2005-05-29 14:38:57,2255,596,2005-06-02 13:18:57,2,2006-02-16 02:30:53
+783,2005-05-29 14:41:18,3046,53,2005-06-06 10:39:18,2,2006-02-16 02:30:53
+784,2005-05-29 14:44:22,2936,352,2005-06-01 17:28:22,2,2006-02-16 02:30:53
+785,2005-05-29 15:08:41,39,72,2005-05-30 15:51:41,1,2006-02-16 02:30:53
+786,2005-05-29 15:17:28,2637,439,2005-06-07 10:07:28,2,2006-02-16 02:30:53
+787,2005-05-29 16:03:03,3919,27,2005-06-07 11:07:03,2,2006-02-16 02:30:53
+788,2005-05-29 16:13:55,763,562,2005-05-31 16:40:55,1,2006-02-16 02:30:53
+789,2005-05-29 16:17:07,708,553,2005-06-06 18:15:07,1,2006-02-16 02:30:53
+790,2005-05-29 16:19:29,2858,593,2005-06-02 17:22:29,2,2006-02-16 02:30:53
+791,2005-05-29 16:30:42,1554,284,2005-06-01 19:11:42,1,2006-02-16 02:30:53
+792,2005-05-29 16:32:10,2841,261,2005-05-31 18:01:10,1,2006-02-16 02:30:53
+793,2005-05-29 16:44:08,379,528,2005-06-06 19:21:08,2,2006-02-16 02:30:53
+794,2005-05-29 16:44:11,1995,50,2005-06-05 16:11:11,1,2006-02-16 02:30:53
+795,2005-05-29 16:57:39,609,551,2005-06-01 11:33:39,2,2006-02-16 02:30:53
+796,2005-05-29 16:59:44,2697,26,2005-06-03 16:22:44,2,2006-02-16 02:30:53
+797,2005-05-29 17:12:17,1446,244,2005-06-03 16:06:17,1,2006-02-16 02:30:53
+798,2005-05-29 17:23:43,1102,134,2005-06-01 13:06:43,2,2006-02-16 02:30:53
+799,2005-05-29 17:24:48,1713,429,2005-06-05 12:25:48,1,2006-02-16 02:30:53
+800,2005-05-29 17:28:12,441,472,2005-05-30 14:59:12,1,2006-02-16 02:30:53
+801,2005-05-29 17:35:50,1642,402,2005-06-04 17:05:50,2,2006-02-16 02:30:53
+802,2005-05-29 17:38:59,785,350,2005-05-31 22:42:59,2,2006-02-16 02:30:53
+803,2005-05-29 17:52:30,1602,32,2005-05-30 14:35:30,2,2006-02-16 02:30:53
+804,2005-05-29 18:10:24,3909,171,2005-06-06 22:53:24,1,2006-02-16 02:30:53
+805,2005-05-29 18:18:18,3132,232,2005-06-07 15:11:18,2,2006-02-16 02:30:53
+806,2005-05-29 18:31:30,2386,435,2005-05-31 00:18:30,2,2006-02-16 02:30:53
+807,2005-05-29 18:50:50,2195,235,2005-06-03 18:36:50,2,2006-02-16 02:30:53
+808,2005-05-29 19:08:20,1928,104,2005-06-06 20:32:20,2,2006-02-16 02:30:53
+809,2005-05-29 19:10:20,2114,222,2005-06-05 19:05:20,2,2006-02-16 02:30:53
+810,2005-05-29 19:12:04,2533,346,2005-06-04 21:12:04,2,2006-02-16 02:30:53
+811,2005-05-29 19:30:42,4419,401,2005-06-02 16:19:42,2,2006-02-16 02:30:53
+812,2005-05-29 20:00:30,1099,225,2005-05-30 19:43:30,2,2006-02-16 02:30:53
+813,2005-05-29 20:14:34,4554,344,2005-06-05 20:56:34,1,2006-02-16 02:30:53
+814,2005-05-29 20:16:12,1572,134,2005-06-07 17:47:12,1,2006-02-16 02:30:53
+815,2005-05-29 20:24:28,3757,14,2005-06-03 15:32:28,1,2006-02-16 02:30:53
+816,2005-05-29 20:26:39,630,474,2005-06-06 22:31:39,2,2006-02-16 02:30:53
+817,2005-05-29 20:39:14,186,554,2005-05-31 18:24:14,1,2006-02-16 02:30:53
+818,2005-05-29 20:47:53,4106,321,2005-06-02 23:18:53,2,2006-02-16 02:30:53
+819,2005-05-29 21:00:32,623,511,2005-06-02 15:15:32,2,2006-02-16 02:30:53
+820,2005-05-29 21:07:22,2584,22,2005-06-07 00:22:22,2,2006-02-16 02:30:53
+821,2005-05-29 21:31:12,3380,348,2005-06-04 22:49:12,1,2006-02-16 02:30:53
+822,2005-05-29 21:36:00,2634,480,2005-06-07 17:24:00,1,2006-02-16 02:30:53
+823,2005-05-29 21:39:37,3249,441,2005-05-30 22:06:37,1,2006-02-16 02:30:53
+824,2005-05-29 21:45:32,3518,357,2005-05-31 19:01:32,1,2006-02-16 02:30:53
+825,2005-05-29 21:49:41,712,371,2005-06-04 20:27:41,2,2006-02-16 02:30:53
+826,2005-05-29 21:56:15,2263,207,2005-06-08 03:18:15,1,2006-02-16 02:30:53
+827,2005-05-29 21:58:43,62,573,2005-06-06 00:54:43,1,2006-02-16 02:30:53
+828,2005-05-29 22:14:55,2468,217,2005-05-30 17:22:55,1,2006-02-16 02:30:53
+829,2005-05-29 22:16:42,1684,371,2005-06-06 01:38:42,1,2006-02-16 02:30:53
+830,2005-05-29 22:43:55,3464,3,2005-06-01 17:43:55,1,2006-02-16 02:30:53
+831,2005-05-29 22:50:25,3912,509,2005-06-06 02:27:25,1,2006-02-16 02:30:53
+832,2005-05-29 22:51:20,1381,159,2005-06-07 17:37:20,2,2006-02-16 02:30:53
+833,2005-05-29 23:21:56,2898,417,2005-06-02 18:40:56,1,2006-02-16 02:30:53
+834,2005-05-29 23:24:30,3628,84,2005-05-30 22:00:30,2,2006-02-16 02:30:53
+835,2005-05-29 23:37:00,299,381,2005-06-02 23:38:00,1,2006-02-16 02:30:53
+836,2005-05-29 23:56:42,3140,368,2005-05-31 04:11:42,2,2006-02-16 02:30:53
+837,2005-05-30 00:02:08,977,172,2005-06-02 05:31:08,2,2006-02-16 02:30:53
+838,2005-05-30 00:27:57,2859,504,2005-06-06 22:19:57,2,2006-02-16 02:30:53
+839,2005-05-30 00:28:12,1886,337,2005-06-08 02:43:12,1,2006-02-16 02:30:53
+840,2005-05-30 00:28:41,4049,79,2005-05-31 20:39:41,2,2006-02-16 02:30:53
+841,2005-05-30 00:31:17,4318,387,2005-06-02 19:14:17,1,2006-02-16 02:30:53
+842,2005-05-30 00:32:04,2328,238,2005-06-01 02:21:04,1,2006-02-16 02:30:53
+843,2005-05-30 00:44:24,2214,313,2005-05-31 00:58:24,2,2006-02-16 02:30:53
+844,2005-05-30 00:58:20,536,429,2005-06-01 00:38:20,1,2006-02-16 02:30:53
+845,2005-05-30 01:17:25,2001,72,2005-06-07 02:00:25,1,2006-02-16 02:30:53
+846,2005-05-30 01:17:45,938,49,2005-06-01 00:56:45,2,2006-02-16 02:30:53
+847,2005-05-30 01:18:15,4387,380,2005-06-06 20:20:15,2,2006-02-16 02:30:53
+848,2005-05-30 01:19:53,1363,436,2005-06-05 23:40:53,1,2006-02-16 02:30:53
+849,2005-05-30 01:23:07,2424,449,2005-06-07 01:50:07,1,2006-02-16 02:30:53
+850,2005-05-30 01:35:12,2390,517,2005-05-31 01:51:12,1,2006-02-16 02:30:53
+851,2005-05-30 01:35:15,2780,530,2005-06-06 07:27:15,1,2006-02-16 02:30:53
+852,2005-05-30 01:36:57,1622,549,2005-06-01 22:44:57,1,2006-02-16 02:30:53
+853,2005-05-30 01:43:31,3693,122,2005-06-01 02:05:31,1,2006-02-16 02:30:53
+854,2005-05-30 01:56:11,921,369,2005-06-01 06:34:11,2,2006-02-16 02:30:53
+855,2005-05-30 02:00:28,2527,406,2005-06-03 20:16:28,2,2006-02-16 02:30:53
+856,2005-05-30 02:01:21,3969,53,2005-06-07 03:25:21,1,2006-02-16 02:30:53
+857,2005-05-30 02:01:23,2569,204,2005-06-02 06:07:23,2,2006-02-16 02:30:53
+858,2005-05-30 02:10:32,1258,358,2005-06-01 04:42:32,1,2006-02-16 02:30:53
+859,2005-05-30 02:36:20,3032,79,2005-06-02 07:49:20,2,2006-02-16 02:30:53
+860,2005-05-30 02:45:16,578,276,2005-06-08 07:28:16,1,2006-02-16 02:30:53
+861,2005-05-30 02:48:32,3711,502,2005-06-06 05:43:32,1,2006-02-16 02:30:53
+862,2005-05-30 03:09:11,1186,328,2005-06-03 21:27:11,1,2006-02-16 02:30:53
+863,2005-05-30 03:14:59,3999,379,2005-06-05 04:34:59,2,2006-02-16 02:30:53
+864,2005-05-30 03:27:17,2777,544,2005-06-06 08:28:17,1,2006-02-16 02:30:53
+865,2005-05-30 03:39:44,3183,154,2005-06-07 08:10:44,2,2006-02-16 02:30:53
+866,2005-05-30 03:43:54,2867,8,2005-06-08 04:28:54,1,2006-02-16 02:30:53
+867,2005-05-30 03:54:43,3389,99,2005-06-01 22:59:43,1,2006-02-16 02:30:53
+868,2005-05-30 04:19:55,3604,28,2005-05-31 02:28:55,1,2006-02-16 02:30:53
+869,2005-05-30 04:22:06,3399,296,2005-06-03 09:18:06,2,2006-02-16 02:30:53
+870,2005-05-30 04:25:47,2903,391,2005-06-06 04:32:47,1,2006-02-16 02:30:53
+871,2005-05-30 05:01:30,4573,303,2005-06-04 06:22:30,2,2006-02-16 02:30:53
+872,2005-05-30 05:03:04,3904,548,2005-06-06 10:35:04,1,2006-02-16 02:30:53
+873,2005-05-30 05:15:20,4568,375,2005-06-07 00:49:20,2,2006-02-16 02:30:53
+874,2005-05-30 05:36:21,363,52,2005-06-01 09:32:21,1,2006-02-16 02:30:53
+875,2005-05-30 05:38:24,1428,326,2005-06-06 00:34:24,2,2006-02-16 02:30:53
+876,2005-05-30 05:41:22,1471,339,2005-06-07 09:06:22,2,2006-02-16 02:30:53
+877,2005-05-30 05:48:59,886,9,2005-06-02 09:30:59,1,2006-02-16 02:30:53
+878,2005-05-30 05:49:13,4265,323,2005-06-07 04:35:13,1,2006-02-16 02:30:53
+879,2005-05-30 05:49:42,4021,482,2005-06-05 01:45:42,2,2006-02-16 02:30:53
+880,2005-05-30 06:12:33,1819,460,2005-06-02 04:35:33,2,2006-02-16 02:30:53
+881,2005-05-30 06:15:36,602,242,2005-06-02 10:21:36,1,2006-02-16 02:30:53
+882,2005-05-30 06:16:06,3841,477,2005-06-02 11:57:06,1,2006-02-16 02:30:53
+883,2005-05-30 06:21:05,2271,399,2005-06-07 04:50:05,2,2006-02-16 02:30:53
+884,2005-05-30 06:41:32,4079,17,2005-05-31 07:39:32,1,2006-02-16 02:30:53
+885,2005-05-30 06:54:28,646,62,2005-06-03 07:03:28,2,2006-02-16 02:30:53
+886,2005-05-30 06:54:51,4356,393,2005-06-01 06:04:51,2,2006-02-16 02:30:53
+887,2005-05-30 07:10:00,2727,16,2005-06-01 06:48:00,2,2006-02-16 02:30:53
+888,2005-05-30 07:13:14,387,128,2005-06-06 09:50:14,1,2006-02-16 02:30:53
+889,2005-05-30 07:14:53,1299,114,2005-05-31 07:56:53,2,2006-02-16 02:30:53
+890,2005-05-30 07:43:04,1464,349,2005-06-01 11:26:04,1,2006-02-16 02:30:53
+891,2005-05-30 07:43:12,2611,391,2005-06-08 09:21:12,1,2006-02-16 02:30:53
+892,2005-05-30 08:02:56,471,274,2005-06-05 12:51:56,1,2006-02-16 02:30:53
+893,2005-05-30 08:06:59,3260,502,2005-06-07 08:23:59,2,2006-02-16 02:30:53
+894,2005-05-30 08:31:31,1118,400,2005-06-07 12:39:31,1,2006-02-16 02:30:53
+895,2005-05-30 08:50:43,2744,192,2005-06-05 10:58:43,1,2006-02-16 02:30:53
+896,2005-05-30 09:03:52,2817,207,2005-06-05 07:37:52,2,2006-02-16 02:30:53
+897,2005-05-30 09:10:01,1334,432,2005-06-08 03:43:01,1,2006-02-16 02:30:53
+898,2005-05-30 09:26:19,3497,384,2005-06-01 10:45:19,2,2006-02-16 02:30:53
+899,2005-05-30 09:29:30,1096,156,2005-06-06 12:39:30,2,2006-02-16 02:30:53
+900,2005-05-30 09:38:41,3543,586,2005-06-07 11:54:41,1,2006-02-16 02:30:53
+901,2005-05-30 09:40:40,760,259,2005-06-02 10:32:40,1,2006-02-16 02:30:53
+902,2005-05-30 09:53:36,1514,561,2005-06-07 12:10:36,1,2006-02-16 02:30:53
+903,2005-05-30 10:11:29,2423,197,2005-06-03 09:33:29,1,2006-02-16 02:30:53
+904,2005-05-30 10:19:42,2466,44,2005-06-05 04:58:42,2,2006-02-16 02:30:53
+905,2005-05-30 10:25:00,4372,50,2005-06-06 06:23:00,1,2006-02-16 02:30:53
+906,2005-05-30 10:30:38,1862,549,2005-06-07 06:44:38,2,2006-02-16 02:30:53
+907,2005-05-30 10:37:27,3320,506,2005-06-02 09:51:27,1,2006-02-16 02:30:53
+908,2005-05-30 10:38:37,4427,85,2005-06-03 09:56:37,1,2006-02-16 02:30:53
+909,2005-05-30 10:43:38,3775,486,2005-06-08 12:07:38,1,2006-02-16 02:30:53
+910,2005-05-30 10:46:16,2601,374,2005-06-04 13:32:16,1,2006-02-16 02:30:53
+911,2005-05-30 10:50:22,1404,366,2005-06-07 12:26:22,2,2006-02-16 02:30:53
+912,2005-05-30 10:58:33,3200,390,2005-05-31 09:31:33,2,2006-02-16 02:30:53
+913,2005-05-30 11:04:58,3213,369,2005-06-07 13:22:58,2,2006-02-16 02:30:53
+914,2005-05-30 11:06:00,1393,596,2005-06-04 06:07:00,2,2006-02-16 02:30:53
+915,2005-05-30 11:20:27,1859,115,2005-06-02 11:55:27,1,2006-02-16 02:30:53
+916,2005-05-30 11:25:01,1290,6,2005-05-31 09:06:01,1,2006-02-16 02:30:53
+917,2005-05-30 11:27:06,3629,385,2005-06-02 08:31:06,1,2006-02-16 02:30:53
+918,2005-05-30 11:32:24,818,197,2005-05-31 07:55:24,2,2006-02-16 02:30:53
+919,2005-05-30 11:35:06,4052,374,2005-06-02 13:16:06,2,2006-02-16 02:30:53
+920,2005-05-30 11:44:01,3860,584,2005-06-02 08:19:01,2,2006-02-16 02:30:53
+921,2005-05-30 11:53:09,1827,508,2005-06-03 10:00:09,2,2006-02-16 02:30:53
+922,2005-05-30 11:55:55,2442,550,2005-06-08 10:12:55,2,2006-02-16 02:30:53
+923,2005-05-30 11:58:50,1884,37,2005-06-05 09:57:50,1,2006-02-16 02:30:53
+924,2005-05-30 12:10:59,3279,293,2005-06-04 17:28:59,1,2006-02-16 02:30:53
+925,2005-05-30 12:13:52,3203,137,2005-06-02 14:41:52,2,2006-02-16 02:30:53
+926,2005-05-30 12:15:54,4327,76,2005-06-01 08:53:54,2,2006-02-16 02:30:53
+927,2005-05-30 12:16:40,1158,167,2005-05-31 16:20:40,2,2006-02-16 02:30:53
+928,2005-05-30 12:27:14,246,79,2005-06-05 13:56:14,2,2006-02-16 02:30:53
+929,2005-05-30 12:32:39,4296,536,2005-06-06 12:17:39,1,2006-02-16 02:30:53
+930,2005-05-30 12:44:57,2835,141,2005-06-04 10:53:57,2,2006-02-16 02:30:53
+931,2005-05-30 12:53:01,3384,421,2005-05-31 14:28:01,1,2006-02-16 02:30:53
+932,2005-05-30 12:55:36,719,198,2005-05-31 10:30:36,2,2006-02-16 02:30:53
+933,2005-05-30 13:08:45,3672,66,2005-06-01 18:56:45,1,2006-02-16 02:30:53
+934,2005-05-30 13:24:46,3595,60,2005-06-08 16:44:46,2,2006-02-16 02:30:53
+935,2005-05-30 13:29:36,2421,256,2005-06-02 11:08:36,1,2006-02-16 02:30:53
+936,2005-05-30 13:52:49,901,469,2005-06-07 16:56:49,1,2006-02-16 02:30:53
+937,2005-05-30 14:47:31,1054,304,2005-06-05 09:53:31,2,2006-02-16 02:30:53
+938,2005-05-30 14:47:31,1521,46,2005-06-04 10:10:31,2,2006-02-16 02:30:53
+939,2005-05-30 14:49:34,1314,367,2005-06-01 19:00:34,1,2006-02-16 02:30:53
+940,2005-05-30 15:01:02,1278,534,2005-06-01 18:26:02,1,2006-02-16 02:30:53
+941,2005-05-30 15:02:25,3630,562,2005-06-01 17:19:25,1,2006-02-16 02:30:53
+942,2005-05-30 15:05:47,4279,473,2005-06-08 15:59:47,2,2006-02-16 02:30:53
+943,2005-05-30 15:20:19,3737,57,2005-06-06 18:53:19,1,2006-02-16 02:30:53
+944,2005-05-30 15:26:24,151,131,2005-06-07 18:09:24,2,2006-02-16 02:30:53
+945,2005-05-30 15:33:17,1441,357,2005-06-02 15:02:17,2,2006-02-16 02:30:53
+946,2005-05-30 15:35:08,1264,486,2005-06-08 11:38:08,1,2006-02-16 02:30:53
+947,2005-05-30 15:36:57,4478,62,2005-06-04 18:48:57,1,2006-02-16 02:30:53
+948,2005-05-30 15:44:27,585,245,2005-06-08 17:30:27,2,2006-02-16 02:30:53
+949,2005-05-30 15:50:39,2202,368,2005-06-03 14:25:39,1,2006-02-16 02:30:53
+950,2005-05-30 16:06:08,491,83,2005-06-01 11:43:08,1,2006-02-16 02:30:53
+951,2005-05-30 16:10:35,1395,59,2005-05-31 19:01:35,2,2006-02-16 02:30:53
+952,2005-05-30 16:28:07,4389,311,2005-06-02 16:12:07,2,2006-02-16 02:30:53
+953,2005-05-30 16:34:02,2194,210,2005-05-31 20:34:02,1,2006-02-16 02:30:53
+954,2005-05-30 16:57:29,1231,297,2005-06-08 13:30:29,2,2006-02-16 02:30:53
+955,2005-05-30 16:59:03,4140,301,2005-05-31 11:58:03,2,2006-02-16 02:30:53
+956,2005-05-30 17:30:28,647,296,2005-06-07 13:54:28,2,2006-02-16 02:30:53
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+968,2005-05-30 19:20:03,119,576,2005-05-31 18:17:03,2,2006-02-16 02:30:53
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diff --git a/backend/tests/integration_tests/data/sakila/store.csv b/backend/tests/integration_tests/data/sakila/store.csv
index 44d1d05..e930a62 100644
--- a/backend/tests/integration_tests/data/sakila/store.csv
+++ b/backend/tests/integration_tests/data/sakila/store.csv
@@ -1,3 +1,3 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c7ff6d7c65544670e8ac0717a94933f7ca7a08529411b0e25278acb628bf7389
-size 101
+store_id,manager_staff_id,address_id,last_update
+1,1,1,2006-02-15 09:57:12
+2,2,2,2006-02-15 09:57:12
diff --git a/backend/tests/integration_tests/how_to_add_more_tests.md b/backend/tests/integration_tests/how_to_add_more_tests.md
index ec1f085..11b299b 100644
--- a/backend/tests/integration_tests/how_to_add_more_tests.md
+++ b/backend/tests/integration_tests/how_to_add_more_tests.md
@@ -7,7 +7,7 @@ execute the following commands:
 
     ```bash
     cd backend/
-    uv run pytest -x -vv 
+    uv run pytest -x -vv
     ```
 
     This will run all the backend-related tests.
@@ -53,7 +53,7 @@ If you're adding new CSV data, you'll need to update a few snapshot tests.
 To do this, navigate to the `visitran_backend` folder and run the following command:
 
 ```bash
-uv run pytest --snapshot-update  
+uv run pytest --snapshot-update
 ```
 
 This command will generate certain JSON files, which you are required to commit.
@@ -89,7 +89,7 @@ Note: The first step is not required if [this issue](https://zipstack.atlassian.
 2. Run the dummy test below to access the Visitran web UI opened on the test project:
 
     ```bash
-    TEST_UI_START=1 uv run pytest -x -vv -k "test_ui_start"   
+    TEST_UI_START=1 uv run pytest -x -vv -k "test_ui_start"
     ```
 
     You can then access the UI at `localhost:8000`. To end the session, press `Ctrl + C`.
@@ -126,6 +126,6 @@ Inside the dictionary, add the `type` of transformation or refer to other transf
 10. Run a snapshot update and then run the test.
 
     ```bash
-    uv run pytest --snapshot-update  
+    uv run pytest --snapshot-update
     uv run pytest
     ```
diff --git a/backend/visitran/adapters/bigquery/connection.py b/backend/visitran/adapters/bigquery/connection.py
index 64ce61f..6b45997 100644
--- a/backend/visitran/adapters/bigquery/connection.py
+++ b/backend/visitran/adapters/bigquery/connection.py
@@ -167,7 +167,7 @@ def create_or_replace_view(self, schema_name: str, table_name: str, select_state
 
     def is_table_exists(self, schema_name: str, table_name: str) -> bool:
         """Returns TRUE if table exists in DB.
-        
+
         Falls back to BigQuery client API if Ibis fails (e.g., for tables with INTERVAL columns).
         """
         with warnings.catch_warnings():
@@ -190,11 +190,11 @@ def is_table_exists(self, schema_name: str, table_name: str) -> bool:
 
     def _is_table_exists_via_client(self, schema_name: str, table_name: str) -> bool:
         """Check table existence using BigQuery client (bypasses Ibis schema parsing).
-        
+
         This is a fallback for tables with INTERVAL columns that Ibis can't handle.
         """
         from google.api_core.exceptions import NotFound
-        
+
         try:
             client = bigquery.Client(project=self.project_id, credentials=self.credentials)
             table_ref = f"{self.project_id}.{schema_name}.{table_name}"
@@ -207,7 +207,7 @@ def _is_table_exists_via_client(self, schema_name: str, table_name: str) -> bool
 
     def get_table_obj(self, schema_name: str, table_name: str):
         """Return table object, handling INTERVAL columns that Ibis can't parse.
-        
+
         If Ibis fails due to INTERVAL columns, creates a temporary view that casts
         INTERVAL columns to STRING, allowing the table to be used in transformations.
         """
@@ -221,23 +221,23 @@ def get_table_obj(self, schema_name: str, table_name: str):
 
     def _get_table_obj_with_interval_workaround(self, schema_name: str, table_name: str):
         """Create a table object for tables with INTERVAL columns.
-        
+
         Creates a temporary view that casts INTERVAL columns to STRING,
         allowing Ibis to work with the table.
         """
         import logging
         import uuid
-        
+
         logging.warning(
             f"Table '{schema_name}.{table_name}' has INTERVAL columns that Ibis can't handle. "
             "Creating a workaround view with INTERVAL columns cast to STRING."
         )
-        
+
         # Get table schema using BigQuery client
         client = bigquery.Client(project=self.project_id, credentials=self.credentials)
         table_ref = f"{self.project_id}.{schema_name}.{table_name}"
         bq_table = client.get_table(table_ref)
-        
+
         qi = self.quote_identifier
 
         # Build SELECT with INTERVAL columns cast to STRING
@@ -257,9 +257,9 @@ def _get_table_obj_with_interval_workaround(self, schema_name: str, table_name:
             OPTIONS(expiration_timestamp=TIMESTAMP_ADD(CURRENT_TIMESTAMP(), INTERVAL 1 HOUR))
             AS SELECT {', '.join(select_columns)} FROM {qi(schema_name)}.{qi(table_name)}
         """
-        
+
         self.connection.raw_sql(create_view_sql)
-        
+
         # Return the view as a table object
         return self.connection.table(temp_view_name, database=schema_name)
 
@@ -271,12 +271,12 @@ def merge_into_table(
         primary_key: Union[str, list[str]] = None,
     ) -> None:
         """Efficient upsert using DELETE + INSERT for BigQuery.
-        
+
         This approach is more efficient than MERGE for BigQuery because:
         1. BigQuery is optimized for bulk operations
         2. DELETE + INSERT performs better than UPDATE operations
         3. Works better with BigQuery's partitioning strategy
-        
+
         Args:
             primary_key: Can be a single column name (str) or list of column names for composite keys
         """
@@ -288,9 +288,9 @@ def merge_into_table(
                     temp_table_name=f"{target_table_name}__temp",
                 )
             )
-            
-            
-            
+
+
+
             # 1. Create temporary table with incremental data (includes transformations)
             self.create_or_replace_table(
                 schema_name=schema_name,
@@ -301,10 +301,10 @@ def merge_into_table(
 
             # 2. Get target table columns
             target_columns = self.get_table_columns(schema_name=schema_name, table_name=target_table_name)
-            
+
             if not target_columns:
                 raise ValueError(f"No columns found in target table {schema_name}.{target_table_name}")
-            
+
             qi = self.quote_identifier
 
             # 3. If primary key is provided, use efficient DELETE + INSERT
@@ -373,7 +373,7 @@ def merge_into_table(
                 self.connection.raw_sql(f"DROP TABLE IF EXISTS {qi(schema_name)}.{qi(target_table_name + '__temp')}")
             except Exception:
                 pass  # Ignore cleanup errors
-            
+
             # Re-raise the original error with context
             raise Exception(
                 f"BigQuery incremental upsert failed for {schema_name}.{target_table_name}: {str(e)}"
@@ -381,7 +381,7 @@ def merge_into_table(
 
 
 
-    
+
 
     def create_schema(self, schema_name: str) -> None:
         try:
@@ -481,19 +481,19 @@ def validate(self) -> None:
             "dataset_id": self.dataset_id,
             "credentials": self.credentials,
         }
-        
+
         for field, value in required.items():
             if not value:
                 raise ConnectionFieldMissingException(missing_fields=field)
-        
+
         # Then, validate that the dataset exists in the project
         try:
             # Get the BigQuery client
             client = self.connection.client
-            
+
             # Get the dataset reference
             dataset_ref = client.dataset(self.dataset_id, project=self.project_id)
-            
+
             # Try to get the dataset - this will raise an exception if it doesn't exist
             client.get_dataset(dataset_ref)
         except Exception as e:
diff --git a/backend/visitran/adapters/bigquery/db_reader.py b/backend/visitran/adapters/bigquery/db_reader.py
index fff942b..06b6283 100644
--- a/backend/visitran/adapters/bigquery/db_reader.py
+++ b/backend/visitran/adapters/bigquery/db_reader.py
@@ -18,7 +18,7 @@ def __init__(self, db_connection: BigQueryConnection) -> None:
     def get_table_info(self, schema_name: str, table_name: str) -> tuple[str, dict[str, Any]]:
         """
         Get table info, falling back to SQLAlchemy for tables Ibis can't handle.
-        
+
         BigQuery's INTERVAL type doesn't specify precision/unit, causing Ibis to fail
         with "Interval precision is None". This override catches such errors and uses
         SQLAlchemy inspector as a fallback.
@@ -40,12 +40,12 @@ def get_table_info(self, schema_name: str, table_name: str) -> tuple[str, dict[s
     def _get_table_info_via_sqlalchemy(self, schema_name: str, table_name: str) -> tuple[str, dict[str, Any]]:
         """
         Fallback method using SQLAlchemy inspector for tables Ibis can't handle.
-        
+
         This handles BigQuery tables with INTERVAL columns that cause Ibis to fail.
         """
         columns = []
         sqlalchemy_cols = self.inspector.get_columns(table_name, schema_name)
-        
+
         for col in sqlalchemy_cols:
             columns.append({
                 "name": col["name"],
@@ -55,21 +55,21 @@ def _get_table_info_via_sqlalchemy(self, schema_name: str, table_name: str) -> t
                 "default": col.get("default"),
                 "comment": col.get("comment", "")
             })
-        
+
         # Get constraints using inspector
         foreign_keys = self.inspector.get_foreign_keys(table_name, schema_name)
         primary_keys = self.inspector.get_pk_constraint(table_name, schema_name)
-        
+
         try:
             unique_constraints = self.inspector.get_unique_constraints(table_name, schema_name)
         except Exception:
             unique_constraints = []
-        
+
         try:
             indexes = self.inspector.get_indexes(table_name, schema_name)
         except Exception:
             indexes = []
-        
+
         table_info = {
             "name": table_name,
             "schema_name": schema_name,
@@ -79,5 +79,5 @@ def _get_table_info_via_sqlalchemy(self, schema_name: str, table_name: str) -> t
             "indexes": indexes,
             "columns": columns,
         }
-        
+
         return table_name, table_info
diff --git a/backend/visitran/adapters/bigquery/model.py b/backend/visitran/adapters/bigquery/model.py
index cd8a155..c9d3f4e 100644
--- a/backend/visitran/adapters/bigquery/model.py
+++ b/backend/visitran/adapters/bigquery/model.py
@@ -76,22 +76,22 @@ def execute_incremental(self) -> None:
                     self.model.destination_table_name,
                 )
             )
-            
+
 
             # Check for schema changes first
             if self._has_schema_changed():
                 logging.info(f"Schema change detected for {self.model.destination_schema_name}.{self.model.destination_table_name}, performing full refresh")
                 self._full_refresh_table()
-            
+
             else:
                 # Continue with incremental logic if no schema changes
                 self.model.select_statement = self.model.select_if_incremental()
-                
+
                 logging.info(f"No schema changes detected for {self.model.destination_schema_name}.{self.model.destination_table_name}, using incremental update")
 
                 # Get primary key from model if available
                 primary_key = getattr(self.model, 'primary_key', None)
-                
+
                 self.db_connection.merge_into_table(
                     schema_name=self.model.destination_schema_name,
                     target_table_name=self.model.destination_table_name,
@@ -123,16 +123,16 @@ def _full_refresh_table(self) -> None:
         """Perform full refresh using existing table transformation methods."""
         try:
             logging.info(f"Starting full refresh for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
             # Use BigQuery's create_or_replace_table which handles full refresh
             self.db_connection.create_or_replace_table(
                 schema_name=self.model.destination_schema_name,
                 table_name=self.model.destination_table_name,
                 select_statement=self.model.select_statement,
             )
-            
+
             logging.info(f"Full refresh completed for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
         except Exception as e:
             logging.error(f"Full refresh failed for {self.model.destination_schema_name}.{self.model.destination_table_name}: {str(e)}")
             raise Exception(
diff --git a/backend/visitran/adapters/model.py b/backend/visitran/adapters/model.py
index c5990fd..2a7b46a 100644
--- a/backend/visitran/adapters/model.py
+++ b/backend/visitran/adapters/model.py
@@ -59,27 +59,27 @@ def execute_incremental(self) -> None:
 
     def _has_schema_changed(self) -> bool:
         """Detect if schema has changed significantly.
-        
+
         This method compares the current table columns with the new SELECT statement
         columns to determine if a full refresh is needed due to schema changes.
-        
+
         Returns:
             True if schema has changed significantly, False otherwise
         """
         try:
             # Get current table columns
             current_columns = set(self.db_connection.get_table_columns(
-                schema_name=self.model.destination_schema_name, 
+                schema_name=self.model.destination_schema_name,
                 table_name=self.model.destination_table_name
             ))
-            
+
             # Get new columns from SELECT statement
             new_columns = set(self.model.select_statement.columns)
-            
+
             # Check for changes
             added_columns = new_columns - current_columns
             removed_columns = current_columns - new_columns
-            
+
             # Log schema change details
             if added_columns or removed_columns:
                 logging.info(f"Schema change detected for {self.model.destination_schema_name}.{self.model.destination_table_name}")
@@ -88,9 +88,9 @@ def _has_schema_changed(self) -> bool:
                 if removed_columns:
                     logging.info(f"  Removed columns: {list(removed_columns)}")
                 return True
-            
+
             return False
-            
+
         except Exception as e:
             # If we can't determine schema, assume it changed (safe default)
             logging.warning(f"Could not determine schema for {self.model.destination_schema_name}.{self.model.destination_table_name}: {str(e)}")
diff --git a/backend/visitran/adapters/postgres/connection.py b/backend/visitran/adapters/postgres/connection.py
index b0a177f..beebff6 100644
--- a/backend/visitran/adapters/postgres/connection.py
+++ b/backend/visitran/adapters/postgres/connection.py
@@ -206,23 +206,23 @@ def upsert_into_table(
         primary_key: Union[str, list[str]],
     ) -> None:
         """Efficient upsert using PostgreSQL's INSERT ... ON CONFLICT.
-        
+
         This approach is optimal for PostgreSQL because:
         1. PostgreSQL's INSERT ... ON CONFLICT is highly efficient
         2. No temporary tables needed
         3. Atomic operation
         4. Better performance than MERGE for PostgreSQL
         """
-        
+
         # Handle both single column and composite keys
         if isinstance(primary_key, str):
             key_columns = [primary_key]
         else:
             key_columns = primary_key
-        
+
         # Get target table columns
         target_columns = self.get_table_columns(schema_name=schema_name, table_name=table_name)
-        
+
         # Ensure unique constraint exists on primary key columns
         try:
             self._ensure_unique_constraint(schema_name, table_name, key_columns)
@@ -233,7 +233,7 @@ def upsert_into_table(
             else:
                 self._fallback_upsert(schema_name, table_name, select_statement, key_columns)
                 return
-        
+
         qi = self.quote_identifier
 
         # Build the ON CONFLICT clause
@@ -254,14 +254,14 @@ def upsert_into_table(
             ON CONFLICT ({conflict_columns})
             DO UPDATE SET {update_set_clause}
         """
-        
+
         # Execute the upsert
         self.connection.raw_sql(upsert_query)
 
 
 
-    
-    
+
+
     def _ensure_unique_constraint(self, schema_name: str, table_name: str, key_columns: list[str]) -> None:
         """Ensure a unique constraint exists on the specified columns."""
         try:
@@ -275,16 +275,16 @@ def _ensure_unique_constraint(self, schema_name: str, table_name: str, key_colum
                 ALTER TABLE {qi(schema_name)}.{qi(table_name)}
                 ADD CONSTRAINT {qi(constraint_name)} UNIQUE ({constraint_columns})
             """
-            
+
             self.connection.raw_sql(add_constraint_sql)
-            
+
         except Exception as e:
             # If constraint already exists, continue; otherwise bubble up for caller to handle
             if "already exists" in str(e).lower():
                 pass
             else:
                 raise
-    
+
     def _fallback_upsert(self, schema_name: str, table_name: str, select_statement: "Table", key_columns: list[str]) -> None:
         """Fallback upsert using DELETE + INSERT for tables without unique constraints."""
         qi = self.quote_identifier
@@ -313,6 +313,6 @@ def _fallback_upsert(self, schema_name: str, table_name: str, select_statement:
             ({', '.join([qi(col) for col in columns])})
             {compiled_select};
         """
-        
+
         # Execute the fallback upsert
         self.connection.raw_sql(fallback_query)
diff --git a/backend/visitran/adapters/postgres/model.py b/backend/visitran/adapters/postgres/model.py
index ecf2f67..d0abc94 100644
--- a/backend/visitran/adapters/postgres/model.py
+++ b/backend/visitran/adapters/postgres/model.py
@@ -78,10 +78,10 @@ def execute_incremental(self) -> None:
                 self.model.select_statement = self.model.select_if_incremental()
                 # Continue with incremental logic if no schema changes
                 logging.info(f"No schema changes detected for {self.model.destination_schema_name}.{self.model.destination_table_name}, using incremental update")
-                
+
                 # Get primary key for upsert
                 primary_key = getattr(self.model, 'primary_key', None)
-                
+
                 if primary_key:
                     # MERGE mode: Upsert with primary key (updates existing, inserts new)
                     logging.info(f"Incremental MERGE mode: upserting with primary_key={primary_key}")
@@ -107,10 +107,10 @@ def execute_incremental(self) -> None:
                     self.model.destination_table_name,
                 )
             )
-            
+
             # Get all data for first run
             self.model.select_statement = self.model.select()
-            
+
             # Create table with all data
             self.db_connection.drop_table_if_exist(
                 table_name=self.model.destination_table_name,
@@ -135,13 +135,13 @@ def _full_refresh_table(self) -> None:
         """Perform full refresh using existing table transformation methods."""
         try:
             logging.info(f"Starting full refresh for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
             # Drop existing table
             self.db_connection.drop_table_if_exist(
                 schema_name=self.model.destination_schema_name,
                 table_name=self.model.destination_table_name,
             )
-            
+
             # Create new table with current transformation logic
             # Note: create_table might already be populating data (CREATE TABLE ... AS SELECT ...)
             self.db_connection.create_table(
@@ -149,9 +149,9 @@ def _full_refresh_table(self) -> None:
                 table_name=self.model.destination_table_name,
                 table_statement=self.model.select_statement,
             )
-            
+
             logging.info(f"Full refresh completed for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
         except Exception as e:
             logging.error(f"Full refresh failed for {self.model.destination_schema_name}.{self.model.destination_table_name}: {str(e)}")
             raise Exception(
diff --git a/backend/visitran/adapters/seed.py b/backend/visitran/adapters/seed.py
index c986c0b..a081d64 100644
--- a/backend/visitran/adapters/seed.py
+++ b/backend/visitran/adapters/seed.py
@@ -56,16 +56,16 @@ def get_csv_table(self) -> Table:
                 cleaned_col = col.strip().replace(" ", "_")
                 cleaned_col = cleaned_col.replace('"', "")
                 cleaned_col = cleaned_col.replace("'", "")
-                
+
                 # Check if this looks like a date column (contains forward slashes)
                 if "/" in cleaned_col:
                     # For date-like columns, replace slashes with underscores to avoid duplicates
                     # e.g., "1/22/20" becomes "1_22_20", "12/2/20" becomes "12_2_20"
                     cleaned_col = cleaned_col.replace("/", "_")
-                
+
                 # Remove any remaining non-alphanumeric characters except underscores
                 cleaned_col = re.sub(r"[^a-zA-Z0-9_]", "", cleaned_col).strip()
-                
+
                 if not cleaned_col or cleaned_col.strip() == "":
                     raise InvalidCSVHeaders(csv_file_name=self.csv_file_name, column_name=col)
 
diff --git a/backend/visitran/adapters/snowflake/connection.py b/backend/visitran/adapters/snowflake/connection.py
index 9ea8469..d9df64b 100644
--- a/backend/visitran/adapters/snowflake/connection.py
+++ b/backend/visitran/adapters/snowflake/connection.py
@@ -126,7 +126,7 @@ def connection(self) -> Backend:
 
     def list_all_schemas(self) -> list[str]:
         sql_query = """
-            SELECT 
+            SELECT
                 schema_name
             FROM information_schema.schemata
             WHERE schema_name NOT IN ('INFORMATION_SCHEMA')
@@ -281,7 +281,7 @@ def upsert_into_table(
         primary_key: Union[str, list[str]],
     ) -> None:
         """Efficient upsert using Snowflake's MERGE INTO statement.
-        
+
         This approach is optimal for Snowflake because:
         1. MERGE INTO is natively supported and optimized
         2. Atomic operation with ACID properties
@@ -293,13 +293,13 @@ def upsert_into_table(
             key_columns = [primary_key]
         else:
             key_columns = primary_key
-        
+
         # Get target table columns
         target_columns = self.get_table_columns(schema_name=schema_name, table_name=table_name)
-        
+
         # Create temporary table name
         temp_table_name = f"{table_name}__temp"
-        
+
         qi = self.quote_identifier
 
         try:
diff --git a/backend/visitran/adapters/snowflake/db_reader.py b/backend/visitran/adapters/snowflake/db_reader.py
index 28a64ba..255f869 100644
--- a/backend/visitran/adapters/snowflake/db_reader.py
+++ b/backend/visitran/adapters/snowflake/db_reader.py
@@ -31,33 +31,33 @@ def execute(self, existing_db_metadata: str = "") -> Dict[str, Any]:
             return self._cache
 
         logging.info("Building fresh database metadata tree...")
-        
+
         try:
             # Use SQLAlchemy inspector for faster schema/table discovery
             schemas = self.inspector.get_schema_names()
             result = {"schemas": schemas, "tables": {}}
-            
+
             # Process schemas in parallel for better performance
             with concurrent.futures.ThreadPoolExecutor(max_workers=4) as executor:
                 # Submit schema scanning tasks
                 future_to_schema = {
-                    executor.submit(self._scan_schema_tables, schema): schema 
+                    executor.submit(self._scan_schema_tables, schema): schema
                     for schema in schemas
                 }
-                
+
                 # Collect results as they complete
                 for future in concurrent.futures.as_completed(future_to_schema):
                     schema, tables_info = future.result()
                     if tables_info:
                         result["tables"].update(tables_info)
-            
+
             # Cache the result
             self._cache = result
             self._cache_timestamp = current_time
-            
+
             logging.info(f"Database metadata tree built successfully: {len(schemas)} schemas, {len(result['tables'])} tables")
             return result
-            
+
         except Exception as e:
             logging.error(f"Error building database metadata tree: {e}")
             # Fallback to base implementation if inspector fails
@@ -71,24 +71,24 @@ def _scan_schema_tables(self, schema: str) -> tuple[str, Dict[str, Any]]:
         """
         try:
             tables_info = {}
-            
+
             # Get tables for this schema using inspector (faster)
             tables = self.inspector.get_table_names(schema=schema)
-            
+
             for table in tables:
                 try:
                     # Get table info using optimized method
                     table_info = self._get_optimized_table_info(schema, table)
                     if table_info:
                         tables_info[table] = table_info
-                        
+
                 except Exception as table_error:
                     logging.warning(f"Error getting info for table {schema}.{table}: {table_error}")
                     # Continue with other tables
                     continue
-            
+
             return schema, tables_info
-            
+
         except Exception as schema_error:
             logging.error(f"Error scanning schema {schema}: {schema_error}")
             return schema, {}
@@ -101,11 +101,11 @@ def _get_optimized_table_info(self, schema: str, table: str) -> Dict[str, Any]:
         try:
             # Get columns using inspector (faster than raw SQL)
             columns_info = self.inspector.get_columns(table, schema=schema)
-            
+
             # Get primary key info
             primary_keys = self.inspector.get_pk_constraint(table, schema=schema)
             pk_columns = primary_keys.get('constrained_columns', [])
-            
+
             # Build column information
             columns = []
             for col in columns_info:
@@ -117,7 +117,7 @@ def _get_optimized_table_info(self, schema: str, table: str) -> Dict[str, Any]:
                     "primary_key": col['name'] in pk_columns
                 }
                 columns.append(column_info)
-            
+
             # Get table size info if available (optional)
             table_size = None
             try:
@@ -130,7 +130,7 @@ def _get_optimized_table_info(self, schema: str, table: str) -> Dict[str, Any]:
             except:
                 # Ignore size query errors, not critical
                 pass
-            
+
             return {
                 "name": table,
                 "schema_name": schema,
@@ -139,7 +139,7 @@ def _get_optimized_table_info(self, schema: str, table: str) -> Dict[str, Any]:
                 "row_count": table_size,
                 "last_updated": time.time()
             }
-            
+
         except Exception as e:
             logging.error(f"Error getting optimized table info for {schema}.{table}: {e}")
             # Fallback to base method if inspector fails
@@ -163,16 +163,16 @@ def get_schema_summary(self) -> Dict[str, Any]:
         try:
             schemas = self.inspector.get_schema_names()
             summary = {"schemas": schemas, "table_counts": {}}
-            
+
             for schema in schemas:
                 try:
                     tables = self.inspector.get_table_names(schema=schema)
                     summary["table_counts"][schema] = len(tables)
                 except:
                     summary["table_counts"][schema] = 0
-            
+
             return summary
-            
+
         except Exception as e:
             logging.error(f"Error getting schema summary: {e}")
             return {"schemas": [], "table_counts": {}}
diff --git a/backend/visitran/adapters/snowflake/model.py b/backend/visitran/adapters/snowflake/model.py
index 18f311b..3018f14 100644
--- a/backend/visitran/adapters/snowflake/model.py
+++ b/backend/visitran/adapters/snowflake/model.py
@@ -69,22 +69,22 @@ def execute_incremental(self) -> None:
                     self.model.destination_table_name,
                 )
             )
-            
+
             # Get incremental data
             self.model.select_statement = self.model.select_if_incremental()
-            
+
             # Check for schema changes first
             if self._has_schema_changed():
                 logging.info(f"Schema change detected for {self.model.destination_schema_name}.{self.model.destination_table_name}, performing full refresh")
                 self._full_refresh_table()
                 return
-            
+
             # Continue with incremental logic if no schema changes
             logging.info(f"No schema changes detected for {self.model.destination_schema_name}.{self.model.destination_table_name}, using incremental update")
-            
+
             # Get primary key for upsert
             primary_key = getattr(self.model, 'primary_key', None)
-            
+
             if primary_key:
                 # MERGE mode: Upsert with primary key (updates existing, inserts new)
                 logging.info(f"Incremental MERGE mode: upserting with primary_key={primary_key}")
@@ -110,10 +110,10 @@ def execute_incremental(self) -> None:
                     self.model.destination_table_name,
                 )
             )
-            
+
             # Get all data for first run
             self.model.select_statement = self.model.select()
-            
+
             # Create table with all data
             self.db_connection.drop_table_if_exist(
                 table_name=self.model.destination_table_name,
@@ -138,22 +138,22 @@ def _full_refresh_table(self) -> None:
         """Perform full refresh using existing table transformation methods."""
         try:
             logging.info(f"Starting full refresh for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
             # Drop existing table
             self.db_connection.drop_table_if_exist(
                 table_name=self.model.destination_table_name,
                 schema_name=self.model.destination_schema_name,
             )
-            
+
             # Create new table with current transformation logic
             self.db_connection.create_table(
                 table_name=self.model.destination_table_name,
                 table_statement=self.model.select_statement,
                 schema_name=self.model.destination_schema_name,
             )
-            
+
             logging.info(f"Full refresh completed for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
         except Exception as e:
             logging.error(f"Full refresh failed for {self.model.destination_schema_name}.{self.model.destination_table_name}: {str(e)}")
             raise Exception(
diff --git a/backend/visitran/adapters/trino/model.py b/backend/visitran/adapters/trino/model.py
index 13292bf..c7b045e 100644
--- a/backend/visitran/adapters/trino/model.py
+++ b/backend/visitran/adapters/trino/model.py
@@ -67,20 +67,20 @@ def execute_incremental(self) -> None:
                     self.model.destination_table_name,
                 )
             )
-            
+
             # Check for schema changes first
             if self._has_schema_changed():
                 logging.info(f"Schema change detected for {self.model.destination_schema_name}.{self.model.destination_table_name}, performing full refresh")
                 self._full_refresh_table()
             else:
                 self.model.select_statement = self.model.select_if_incremental()
-            
+
                 # Continue with incremental logic if no schema changes
                 logging.info(f"No schema changes detected for {self.model.destination_schema_name}.{self.model.destination_table_name}, using incremental update")
-                
+
                 # Get primary key for upsert
                 primary_key = getattr(self.model, 'primary_key', None)
-                
+
                 if primary_key:
                     # MERGE mode: Upsert with primary key (updates existing, inserts new)
                     logging.info(f"Incremental MERGE mode: upserting with primary_key={primary_key}")
@@ -106,10 +106,10 @@ def execute_incremental(self) -> None:
                     self.model.destination_table_name,
                 )
             )
-            
+
             # Get all data for first run
             self.model.select_statement = self.model.select()
-            
+
             # Create table with all data
             self.db_connection.drop_table_if_exist(
                 schema_name=self.model.destination_schema_name,
@@ -134,22 +134,22 @@ def _full_refresh_table(self) -> None:
         """Perform full refresh using existing table transformation methods."""
         try:
             logging.info(f"Starting full refresh for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
             # Drop existing table
             self.db_connection.drop_table_if_exist(
                 schema_name=self.model.destination_schema_name,
                 table_name=self.model.destination_table_name,
             )
-            
+
             # Create new table with current transformation logic
             self.db_connection.create_table(
                 schema_name=self.model.destination_schema_name,
                 table_name=self.model.destination_table_name,
                 table_statement=self.model.select_statement,
             )
-            
+
             logging.info(f"Full refresh completed for {self.model.destination_schema_name}.{self.model.destination_table_name}")
-            
+
         except Exception as e:
             logging.error(f"Full refresh failed for {self.model.destination_schema_name}.{self.model.destination_table_name}: {str(e)}")
             raise Exception(
diff --git a/backend/visitran/templates/delta_strategies.py b/backend/visitran/templates/delta_strategies.py
index 46e8b3d..ee896db 100644
--- a/backend/visitran/templates/delta_strategies.py
+++ b/backend/visitran/templates/delta_strategies.py
@@ -13,9 +13,9 @@
 
 class DeltaStrategy(ABC):
     """Abstract base class for delta detection strategies."""
-    
+
     @abstractmethod
-    def get_incremental_data(self, source_table: Table, destination_table: Table, 
+    def get_incremental_data(self, source_table: Table, destination_table: Table,
                            strategy_config: Dict[str, Any]) -> Table:
         """Return incremental data based on the strategy."""
         pass
@@ -23,87 +23,87 @@ def get_incremental_data(self, source_table: Table, destination_table: Table,
 
 class TimestampStrategy(DeltaStrategy):
     """Strategy using timestamp columns (e.g., updated_at, modified_at)."""
-    
-    def get_incremental_data(self, source_table: Table, destination_table: Table, 
+
+    def get_incremental_data(self, source_table: Table, destination_table: Table,
                            strategy_config: Dict[str, Any]) -> Table:
         """Get records updated since the last run using timestamp column."""
         timestamp_column = strategy_config.get("column", "updated_at")
-        
+
         # Get the latest timestamp from destination table
         latest_timestamp = destination_table[timestamp_column].max().name("latest_timestamp")
-        
+
         # Filter source table for records newer than the latest timestamp
         # Return the final incremental data ready for processing
         incremental_data = source_table.filter(
             source_table[timestamp_column] > latest_timestamp
         )
-        
+
         return incremental_data
 
 
 class DateStrategy(DeltaStrategy):
     """Strategy using date columns (e.g., created_date, snapshot_date)."""
-    
-    def get_incremental_data(self, source_table: Table, destination_table: Table, 
+
+    def get_incremental_data(self, source_table: Table, destination_table: Table,
                            strategy_config: Dict[str, Any]) -> Table:
         """Get records for dates after the latest date in destination."""
         date_column = strategy_config.get("column", "created_date")
-        
+
         # Get the latest date from destination table
         latest_date = destination_table[date_column].max().name("latest_date")
-        
+
         # Filter source table for records with dates after the latest date
         # Return the final incremental data ready for processing
         incremental_data = source_table.filter(
             source_table[date_column] > latest_date
         )
-        
+
         return incremental_data
 
 
 class SequenceStrategy(DeltaStrategy):
     """Strategy using sequence/ID columns (e.g., id, sequence_number)."""
-    
-    def get_incremental_data(self, source_table: Table, destination_table: Table, 
+
+    def get_incremental_data(self, source_table: Table, destination_table: Table,
                            strategy_config: Dict[str, Any]) -> Table:
         """Get records with sequence numbers higher than the maximum in destination."""
         sequence_column = strategy_config.get("column", "id")
-        
+
         # Get the maximum sequence number from destination table
         max_sequence = destination_table[sequence_column].max().name("max_sequence")
-        
+
         # Filter source table for records with higher sequence numbers
         # Return the final incremental data ready for processing
         incremental_data = source_table.filter(
             source_table[sequence_column] > max_sequence
         )
-        
+
         return incremental_data
 
 
 class ChecksumStrategy(DeltaStrategy):
     """Strategy using checksum/hash columns to detect changes."""
-    
-    def get_incremental_data(self, source_table: Table, destination_table: Table, 
+
+    def get_incremental_data(self, source_table: Table, destination_table: Table,
                            strategy_config: Dict[str, Any]) -> Table:
         """Get records where checksum differs from destination."""
         checksum_column = strategy_config.get("column", "checksum")
         key_columns = strategy_config.get("key_columns", [])
-        
+
         if not key_columns:
             raise ValueError("Checksum strategy requires key_columns configuration")
-        
+
         # Join source and destination on key columns to compare checksums
         # This is a simplified version - in practice, you'd need more complex logic
         incremental_data = source_table
-        
+
         return incremental_data
 
 
 class FullScanStrategy(DeltaStrategy):
     """Strategy that compares all records to detect changes (expensive but comprehensive)."""
-    
-    def get_incremental_data(self, source_table: Table, destination_table: Table, 
+
+    def get_incremental_data(self, source_table: Table, destination_table: Table,
                            strategy_config: Dict[str, Any]) -> Table:
         """Get all records from source table for full comparison."""
         # This strategy returns all source data for comparison
@@ -113,22 +113,22 @@ def get_incremental_data(self, source_table: Table, destination_table: Table,
 
 class CustomStrategy(DeltaStrategy):
     """Strategy using custom logic provided by the user."""
-    
-    def get_incremental_data(self, source_table: Table, destination_table: Table, 
+
+    def get_incremental_data(self, source_table: Table, destination_table: Table,
                            strategy_config: Dict[str, Any]) -> Table:
         """Execute custom logic to determine incremental data."""
         custom_logic = strategy_config.get("custom_logic")
-        
+
         if not custom_logic or not callable(custom_logic):
             raise ValueError("Custom strategy requires a callable custom_logic function")
-        
+
         # Execute custom logic
         return custom_logic(source_table, destination_table, strategy_config)
 
 
 class DeltaStrategyFactory:
     """Factory class for creating delta detection strategies."""
-    
+
     _strategies = {
         "timestamp": TimestampStrategy(),
         "date": DateStrategy(),
@@ -137,15 +137,15 @@ class DeltaStrategyFactory:
         "full_scan": FullScanStrategy(),
         "custom": CustomStrategy(),
     }
-    
+
     @classmethod
     def get_strategy(cls, strategy_type: str) -> DeltaStrategy:
         """Get a delta strategy by type."""
         if strategy_type not in cls._strategies:
             raise ValueError(f"Unknown delta strategy: {strategy_type}")
-        
+
         return cls._strategies[strategy_type]
-    
+
     @classmethod
     def get_available_strategies(cls) -> list[str]:
         """Get list of available strategy types."""
diff --git a/backend/visitran/templates/model.py b/backend/visitran/templates/model.py
index d296225..2526bd8 100644
--- a/backend/visitran/templates/model.py
+++ b/backend/visitran/templates/model.py
@@ -56,12 +56,12 @@ def __init__(self) -> None:
         # class with incremental materialization
         # this is get only
         self.destination_table_exists: bool = False
-        
+
         # Primary key for efficient upserts (especially for BigQuery)
         # This should be set to the column name(s) that uniquely identify records
         # Can be a single column name (str) or list of column names for composite keys
         self.primary_key: Union[str, list[str]] = ""
-        
+
         # Delta detection strategy for incremental processing
         # This defines how to identify new/changed records for incremental updates
         self.delta_strategy: dict[str, Any] = {
@@ -144,32 +144,32 @@ def incremental_mode(self) -> str:
         if self.primary_key:
             return 'merge'
         return 'append'
-    
+
     def _validate_delta_strategy_config(self) -> None:
         """Validate delta strategy configuration."""
         strategy_type = self.delta_strategy.get("type")
-        
+
         if strategy_type == "timestamp":
             if not self.delta_strategy.get("column"):
                 raise ValueError(
                     f"Timestamp strategy requires 'column' configuration. "
                     f"Example: create_timestamp_strategy(column='updated_at')"
                 )
-        
+
         elif strategy_type == "date":
             if not self.delta_strategy.get("column"):
                 raise ValueError(
                     f"Date strategy requires 'column' configuration. "
                     f"Example: create_date_strategy(column='created_date')"
                 )
-        
+
         elif strategy_type == "sequence":
             if not self.delta_strategy.get("column"):
                 raise ValueError(
                     f"Sequence strategy requires 'column' configuration. "
                     f"Example: create_sequence_strategy(column='id')"
                 )
-        
+
         elif strategy_type == "checksum":
             if not self.delta_strategy.get("column"):
                 raise ValueError(
@@ -181,7 +181,7 @@ def _validate_delta_strategy_config(self) -> None:
                     f"Checksum strategy requires 'key_columns' configuration. "
                     f"Example: create_checksum_strategy(checksum_column='content_hash', key_columns=['product_id'])"
                 )
-        
+
         elif strategy_type == "custom":
             if not self.delta_strategy.get("custom_logic"):
                 raise ValueError(
@@ -192,41 +192,41 @@ def _validate_delta_strategy_config(self) -> None:
                 raise ValueError(
                     f"Custom strategy 'custom_logic' must be a callable function."
                 )
-        
+
         elif strategy_type == "full_scan":
             # No additional validation needed for full scan
             pass
-        
+
         else:
             raise ValueError(
                 f"Unknown delta strategy type: {strategy_type}. "
                 f"Available strategies: {DeltaStrategyFactory.get_available_strategies()}"
             )
-    
+
     def _execute_delta_strategy(self) -> Table:
         """Execute the configured delta strategy to get incremental data."""
         if not self.destination_table_exists:
             # First run - return all data
             return self.select()
-        
+
         # Get the delta strategy
         strategy_type = self.delta_strategy["type"]
         strategy = DeltaStrategyFactory.get_strategy(strategy_type)
-        
+
         # Execute the strategy
         source_table = self.select()
         destination_table = self.destination_table_obj
-        
+
         # Get incremental data from strategy
         incremental_data = strategy.get_incremental_data(
             source_table=source_table,
             destination_table=destination_table,
             strategy_config=self.delta_strategy
         )
-        
+
         # Return incremental data as-is (no additional transformation needed)
         return incremental_data
-    
+
     def __str__(self) -> str:
         return f"{self.destination_schema_name}.{self.destination_table_name}"
 
diff --git a/backend/visitran/visitran_context.py b/backend/visitran/visitran_context.py
index 5a514bf..df02645 100644
--- a/backend/visitran/visitran_context.py
+++ b/backend/visitran/visitran_context.py
@@ -47,10 +47,10 @@ def __load_db_adapter(self) -> BaseAdapter:
     def __update_connection_details(self, env_data: dict[str, Any]):
         if self._db_type == "duckdb":
             return self._db_details.copy()
-        
+
         # Create a copy to avoid modifying the original project config
         conn_details = self._db_details.copy()
-        
+
         if env_data:
             conn_details.update(env_data)
         elif self.project_conf.get("project_schema"):
diff --git a/docker/docker-compose.yaml b/docker/docker-compose.yaml
index 63c0fb6..422ca4b 100644
--- a/docker/docker-compose.yaml
+++ b/docker/docker-compose.yaml
@@ -40,7 +40,8 @@ services:
       - postgres
       - redis
     healthcheck:
-      test: ["CMD", "python", "-c", "import urllib.request; urllib.request.urlopen('http://localhost:8000/api/v1/health')"]
+      test: ["CMD", "python", "-c",
+        "import urllib.request; urllib.request.urlopen('http://localhost:8000/api/v1/health')"]
       interval: 10s
       timeout: 5s
       retries: 12
diff --git a/docker/dockerfiles/backend.Dockerfile.dockerignore b/docker/dockerfiles/backend.Dockerfile.dockerignore
index b5964ef..35317a8 100644
--- a/docker/dockerfiles/backend.Dockerfile.dockerignore
+++ b/docker/dockerfiles/backend.Dockerfile.dockerignore
@@ -1,57 +1,57 @@
-**/__pycache__
-**/.pytest_cache
-**/.python-version
-**/.pyc
-**/.pyo
-**/.venv
-**/.classpath
-**/.dockerignore
-**/.env
-**/.git
-**/.gitignore
-**/.gitkeep
-**/.project
-**/.settings
-**/.toolstarget
-**/.vs
-**/.vscode
-**/*.*proj.user
-**/*.dbmdl
-**/*.jfm
-**/bin
-**/charts
-**/docker-compose*
-**/compose*
-**/Dockerfile*
-**/build
-**/dist
-**/node_modules
-**/npm-debug.log
-**/obj
-**/secrets.dev.yaml
-**/values.dev.yaml
-**/.db
-**/.sqlite3
-**/.log
-**/*-log.txt
-**/*.drawio
-**/.tmp
-**/.swp
-**/.swo
-**/.bak
-*.idea
-*.vscode
-*.git
-**/.pdm.toml
-**/.pdm-build
-**/.pdm-python
-!LICENSE
-*.md
-!README.md
-.jshintrc
-.pre-commit-config.yaml
-**/tests
-test*.py
-
-tools
-
+**/__pycache__
+**/.pytest_cache
+**/.python-version
+**/.pyc
+**/.pyo
+**/.venv
+**/.classpath
+**/.dockerignore
+**/.env
+**/.git
+**/.gitignore
+**/.gitkeep
+**/.project
+**/.settings
+**/.toolstarget
+**/.vs
+**/.vscode
+**/*.*proj.user
+**/*.dbmdl
+**/*.jfm
+**/bin
+**/charts
+**/docker-compose*
+**/compose*
+**/Dockerfile*
+**/build
+**/dist
+**/node_modules
+**/npm-debug.log
+**/obj
+**/secrets.dev.yaml
+**/values.dev.yaml
+**/.db
+**/.sqlite3
+**/.log
+**/*-log.txt
+**/*.drawio
+**/.tmp
+**/.swp
+**/.swo
+**/.bak
+*.idea
+*.vscode
+*.git
+**/.pdm.toml
+**/.pdm-build
+**/.pdm-python
+!LICENSE
+*.md
+!README.md
+.jshintrc
+.pre-commit-config.yaml
+**/tests
+test*.py
+
+tools
+
diff --git a/frontend/nginx.conf b/frontend/nginx.conf
index 339d53c..a1a30be 100644
--- a/frontend/nginx.conf
+++ b/frontend/nginx.conf
@@ -28,7 +28,7 @@ http {
     keepalive_timeout  120;
 
     client_max_body_size 150M;
-    
+
     gzip  on;
 
     # Non-root user will not have access to default
@@ -40,10 +40,10 @@ http {
     scgi_temp_path          /tmp/scgi_temp 1 2;
 
     # Extend timeouts
-    proxy_connect_timeout   240s; 
-    proxy_send_timeout      240s;  
+    proxy_connect_timeout   240s;
+    proxy_send_timeout      240s;
     proxy_read_timeout      240s;
-    send_timeout            240s;   
+    send_timeout            240s;
 
     server {
         listen 80;
diff --git a/tests/unit/test_incremental_validation.py b/tests/unit/test_incremental_validation.py
index eef5947..36ee53a 100644
--- a/tests/unit/test_incremental_validation.py
+++ b/tests/unit/test_incremental_validation.py
@@ -10,99 +10,99 @@
 
 class ValidIncrementalModel(VisitranModel):
     """Valid incremental model with proper configuration."""
-    
+
     def __init__(self):
         super().__init__()
         self.materialization = Materialization.INCREMENTAL
         self.primary_key = "user_id"
         self.delta_strategy = create_timestamp_strategy(column="updated_at")
-    
+
     def select(self):
         return None
 
 
 class InvalidIncrementalModelNoPrimaryKey(VisitranModel):
     """Invalid incremental model missing primary key."""
-    
+
     def __init__(self):
         super().__init__()
         self.materialization = Materialization.INCREMENTAL
         # Missing primary_key
         self.delta_strategy = create_timestamp_strategy(column="updated_at")
-    
+
     def select(self):
         return None
 
 
 class InvalidIncrementalModelNoDeltaStrategy(VisitranModel):
     """Invalid incremental model missing delta strategy."""
-    
+
     def __init__(self):
         super().__init__()
         self.materialization = Materialization.INCREMENTAL
         self.primary_key = "user_id"
         # Missing delta_strategy
-    
+
     def select(self):
         return None
 
 
 class InvalidIncrementalModelInvalidStrategy(VisitranModel):
     """Invalid incremental model with invalid delta strategy."""
-    
+
     def __init__(self):
         super().__init__()
         self.materialization = Materialization.INCREMENTAL
         self.primary_key = "user_id"
         self.delta_strategy = {"type": "invalid_strategy"}
-    
+
     def select(self):
         return None
 
 
 class TestIncrementalValidation:
     """Test incremental model validation."""
-    
+
     def test_valid_incremental_model(self):
         """Test that valid incremental model passes validation."""
         model = ValidIncrementalModel()
         # Should not raise any exceptions
         model._validate_incremental_config()
-    
+
     def test_invalid_model_no_primary_key(self):
         """Test that model without primary key raises error."""
         model = InvalidIncrementalModelNoPrimaryKey()
-        
+
         with pytest.raises(ValueError) as exc_info:
             model._validate_incremental_config()
-        
+
         assert "Primary key is required" in str(exc_info.value)
         assert "self.primary_key" in str(exc_info.value)
-    
+
     def test_invalid_model_no_delta_strategy(self):
         """Test that model without delta strategy raises error."""
         model = InvalidIncrementalModelNoDeltaStrategy()
-        
+
         with pytest.raises(ValueError) as exc_info:
             model._validate_incremental_config()
-        
+
         assert "Delta strategy is required" in str(exc_info.value)
         assert "self.delta_strategy" in str(exc_info.value)
-    
+
     def test_invalid_model_invalid_strategy(self):
         """Test that model with invalid strategy type raises error."""
         model = InvalidIncrementalModelInvalidStrategy()
-        
+
         with pytest.raises(ValueError) as exc_info:
             model._validate_incremental_config()
-        
+
         assert "Unknown delta strategy type" in str(exc_info.value)
         assert "invalid_strategy" in str(exc_info.value)
-    
+
     def test_non_incremental_model_no_validation(self):
         """Test that non-incremental models don't require validation."""
         model = VisitranModel()
         model.materialization = Materialization.TABLE  # Not incremental
-        
+
         # Should not raise any exceptions
         model._validate_incremental_config()