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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'Columns'}) and 1 missing columns ({'columns'}).

This happened while the json dataset builder was generating data using

hf://datasets/rAMNARAY/C_G_1/customer_interaction_fact.json (at revision dbc126db8b96a2f855fac3af901f4654f198fe47)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              name: string
              description: string
              primary_key_column: list<item: string>
                child 0, item: string
              clustering_column: list<item: string>
                child 0, item: string
              partitioning_column: list<item: string>
                child 0, item: string
              type: string
              Columns: list<item: struct<name: string, description: string, data_type: string, format: string, is_pii_column: string, enum: list<item: string>>>
                child 0, item: struct<name: string, description: string, data_type: string, format: string, is_pii_column: string, enum: list<item: string>>
                    child 0, name: string
                    child 1, description: string
                    child 2, data_type: string
                    child 3, format: string
                    child 4, is_pii_column: string
                    child 5, enum: list<item: string>
                        child 0, item: string
              to
              {'name': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'primary_key_column': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'clustering_column': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'partitioning_column': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'type': Value(dtype='string', id=None), 'columns': [{'name': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'data_type': Value(dtype='string', id=None), 'format': Value(dtype='string', id=None), 'is_pii_column': Value(dtype='string', id=None), 'enum': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'dimension_group': Value(dtype='string', id=None)}]}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1577, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1191, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'Columns'}) and 1 missing columns ({'columns'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/rAMNARAY/C_G_1/customer_interaction_fact.json (at revision dbc126db8b96a2f855fac3af901f4654f198fe47)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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name
string
description
string
primary_key_column
sequence
clustering_column
sequence
partitioning_column
sequence
type
string
columns
list
adjustment_details
Tracks adjustments made to transactions
[ "adjustment_id", "transaction_id" ]
[ "adjustment_date", "adjustment_type" ]
[ "adjustment_date" ]
Type 2 Fact Table
[ { "name": "adjustment_id", "description": "Unique identifier for each adjustment", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "transaction_id", "description": "Identifier of the transaction adjusted", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "transaction_dimension_group" }, { "name": "adjustment_type", "description": "Type of adjustment made", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "refund", "discount", "correction" ], "dimension_group": "" }, { "name": "adjustment_date", "description": "Date when the adjustment was made", "data_type": "DATE", "format": "YYYY-MM-DD", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "adjustment_amount", "description": "Amount adjusted in the transaction", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "adjusted_by", "description": "Employee ID who made the adjustment", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "customer_support_dimension_group" }, { "name": "reason_code", "description": "Code describing reason for adjustment", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "original_amount", "description": "Original transaction amount before adjustment", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "new_amount", "description": "New transaction amount after adjustment", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "currency", "description": "Currency of the adjustment amount", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "USD", "EUR", "GBP" ], "dimension_group": "" }, { "name": "status", "description": "Current status of the adjustment", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "pending", "approved", "rejected" ], "dimension_group": "" }, { "name": "comments", "description": "Additional comments on the adjustment", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "content_dimension_group" }, { "name": "created_at", "description": "Timestamp when the record was created", "data_type": "TIMESTAMP", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "updated_at", "description": "Timestamp when the record was last updated", "data_type": "TIMESTAMP", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "approved_by", "description": "Employee ID who approved the adjustment", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "customer_support_dimension_group" }, { "name": "approval_date", "description": "Date when the adjustment was approved", "data_type": "DATE", "format": "YYYY-MM-DD", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "source_system", "description": "System from which adjustment originated", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "channel_dimension_group" }, { "name": "batch_id", "description": "Batch ID for processing adjustments", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "related_adjustment_id", "description": "ID of related adjustment if applicable", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "audit_trail", "description": "Audit trail for tracking changes", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "region", "description": "Geographical region of the adjustment", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "department", "description": "Department responsible for the adjustment", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "customer_support_dimension_group" }, { "name": "external_reference", "description": "External reference linked to adjustment", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "referral_dimension_group" } ]
browsing_history_0
Tracks user browsing sessions and activities
[ "session_id", "user_id" ]
[ "session_start_time", "user_id" ]
[ "session_date" ]
Type 1 Fact Table
[ { "name": "session_id", "description": "Unique identifier for the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "user_id", "description": "Unique identifier for the user", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "" }, { "name": "session_start_time", "description": "Start time of the browsing session", "data_type": "TIMESTAMP", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "session_end_time", "description": "End time of the browsing session", "data_type": "TIMESTAMP", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "session_date", "description": "Date of the browsing session", "data_type": "DATE", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "page_views", "description": "Number of pages viewed in session", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "traffic_dimension_group" }, { "name": "user_agent", "description": "Browser user agent of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "device_dimension_group" }, { "name": "ip_address", "description": "IP address of the user", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "" }, { "name": "device_type", "description": "Type of device used for browsing", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "Desktop", "Mobile", "Tablet" ], "dimension_group": "device_dimension_group" }, { "name": "country", "description": "Country of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "region", "description": "Region of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "city", "description": "City of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "entry_page", "description": "First page visited in the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "exit_page", "description": "Last page visited in the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "referral_source", "description": "Referral source for the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "referral_dimension_group" }, { "name": "search_terms", "description": "Search terms used during the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "time_on_site", "description": "Total time spent on site in seconds", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "traffic_dimension_group" }, { "name": "bounce_rate", "description": "Bounce rate for the session", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "traffic_dimension_group" }, { "name": "conversion", "description": "Whether a conversion occurred", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "conversion_type", "description": "Type of conversion", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "Purchase", "Signup", "Lead" ], "dimension_group": "session_interaction_dimension_group" }, { "name": "cart_abandonment", "description": "Whether the cart was abandoned", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "product_views", "description": "Number of product views in session", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" } ]
browsing_history_1
Tracks user browsing behavior and preferences
[ "user_id", "session_id" ]
[ "session_start_time", "page_viewed" ]
[ "session_date" ]
Type 1 Fact Table
[ { "name": "user_id", "description": "Unique identifier for a user", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "" }, { "name": "session_id", "description": "Unique identifier for a session", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "" }, { "name": "session_date", "description": "Date of the browsing session", "data_type": "DATE", "format": "YYYY-MM-DD", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "session_start_time", "description": "Start time of the browsing session", "data_type": "TIMESTAMP", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "page_viewed", "description": "URL of the page viewed", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "content_dimension_group" }, { "name": "device_type", "description": "Type of device used for browsing", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "desktop", "mobile", "tablet" ], "dimension_group": "device_dimension_group" }, { "name": "browser_type", "description": "Type of browser used", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "chrome", "firefox", "safari", "edge", "other" ], "dimension_group": "device_dimension_group" }, { "name": "os_type", "description": "Operating system of the device", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "windows", "macos", "linux", "android", "ios", "other" ], "dimension_group": "device_dimension_group" }, { "name": "country", "description": "Country of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "region", "description": "Region of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "city", "description": "City of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "zip_code", "description": "Postal code of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "interests", "description": "Interests of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "age_group", "description": "Age group of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "18-24", "25-34", "35-44", "45-54", "55-64", "65+" ], "dimension_group": "customer_dimension_group" }, { "name": "gender", "description": "Gender of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "male", "female", "other" ], "dimension_group": "customer_dimension_group" }, { "name": "income_range", "description": "Income range of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "low", "medium", "high" ], "dimension_group": "customer_dimension_group" }, { "name": "education_level", "description": "Education level of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "none", "high_school", "bachelor", "master", "doctorate" ], "dimension_group": "customer_dimension_group" }, { "name": "employment_status", "description": "Employment status of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "employed", "unemployed", "self-employed", "student", "retired" ], "dimension_group": "customer_dimension_group" }, { "name": "marital_status", "description": "Marital status of the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "single", "married", "divorced", "widowed" ], "dimension_group": "customer_dimension_group" }, { "name": "number_of_sessions", "description": "Total number of sessions by the user", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "average_session_duration", "description": "Average duration of sessions", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "total_pages_viewed", "description": "Total pages viewed by the user", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "most_viewed_category", "description": "Most viewed category by the user", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "category_dimension_group" }, { "name": "last_active_date", "description": "Last active date of the user", "data_type": "DATE", "format": "YYYY-MM-DD", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "referrer", "description": "Referrer URL for the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "traffic_dimension_group" } ]
customer_activity_0
Tracks customer interactions and technology usage
[ "customer_id", "session_id" ]
[ "device_type", "session_start_time" ]
[ "session_date" ]
Type 1 Fact Table
[ { "name": "customer_id", "description": "Unique identifier for a customer", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "customer_dimension_group" }, { "name": "session_id", "description": "Unique identifier for a session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "session_start_time", "description": "Start time of the session", "data_type": "TIMESTAMP", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "session_end_time", "description": "End time of the session", "data_type": "TIMESTAMP", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "session_date", "description": "Date of the session", "data_type": "DATE", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "device_type", "description": "Type of device used", "data_type": "STRING", "format": "LowerCase", "is_pii_column": "N", "enum": [ "desktop", "mobile", "tablet" ], "dimension_group": "device_dimension_group" }, { "name": "browser_type", "description": "Type of browser used", "data_type": "STRING", "format": "LowerCase", "is_pii_column": "N", "enum": [ "chrome", "firefox", "safari", "edge", "other" ], "dimension_group": "device_dimension_group" }, { "name": "os_type", "description": "Operating system of the device", "data_type": "STRING", "format": "LowerCase", "is_pii_column": "N", "enum": [ "windows", "macos", "linux", "android", "ios", "other" ], "dimension_group": "device_dimension_group" }, { "name": "page_views", "description": "Number of pages viewed in session", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "clicks", "description": "Number of clicks during the session", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "actions", "description": "Number of actions taken", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "time_spent", "description": "Total time spent in seconds", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "purchase_made", "description": "Whether a purchase was made", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "cart_value", "description": "Total value of the shopping cart", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "product_views", "description": "Number of product views", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "search_queries", "description": "Number of search queries made", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "login_status", "description": "Whether the user was logged in", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "landing_page", "description": "First page visited during the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "exit_page", "description": "Last page visited during the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "bounce_status", "description": "Whether the session was a bounce (single page visit)", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "conversion_event", "description": "Event that indicates a conversion was made", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "referral_source", "description": "Source from which the visitor was referred", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null } ]
customer_activity_1
Tracks customer interactions and preferences
[ "customer_id", "session_id" ]
[ "last_activity_date", "customer_region" ]
[ "last_activity_date" ]
Type 1 Fact Table
[ { "name": "customer_id", "description": "Unique identifier for a customer", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "" }, { "name": "session_id", "description": "Unique identifier for a session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "first_name", "description": "Customer's first name", "data_type": "STRING", "format": "CamelCase", "is_pii_column": "Y", "enum": [], "dimension_group": "customer_dimension_group" }, { "name": "last_name", "description": "Customer's last name", "data_type": "STRING", "format": "CamelCase", "is_pii_column": "Y", "enum": [], "dimension_group": "customer_dimension_group" }, { "name": "email", "description": "Customer's email address", "data_type": "STRING", "format": "LowerCase", "is_pii_column": "Y", "enum": [], "dimension_group": "customer_dimension_group" }, { "name": "age", "description": "Customer's age", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "customer_dimension_group" }, { "name": "gender", "description": "Customer's gender", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "Male", "Female", "Other" ], "dimension_group": "customer_dimension_group" }, { "name": "customer_region", "description": "Geographic region of the customer", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "last_activity_date", "description": "Date of last activity", "data_type": "DATE", "format": "YYYY-MM-DD", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "device_type", "description": "Type of device used", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "Desktop", "Mobile", "Tablet" ], "dimension_group": "device_dimension_group" }, { "name": "browser_type", "description": "Type of browser used", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "Chrome", "Firefox", "Safari", "Edge", "Other" ], "dimension_group": "device_dimension_group" }, { "name": "purchase_count", "description": "Number of purchases made", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "transaction_dimension_group" }, { "name": "total_spent", "description": "Total amount spent", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "transaction_dimension_group" }, { "name": "loyalty_member", "description": "Is a loyalty program member", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "loyalty_dimension_group" }, { "name": "marketing_opt_in", "description": "Opted in for marketing", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "customer_behavior_segment_dimension_group" }, { "name": "landing_page", "description": "First page visited during the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "exit_page", "description": "Last page visited during the session", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "bounce_status", "description": "Whether the session was a bounce (single page visit)", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "conversion_event", "description": "Event that indicates a conversion was made", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null }, { "name": "referral_source", "description": "Source from which the visitor was referred", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": null } ]
customer_interaction_fact
Tracks all customer interactions with products
[ "interaction_id" ]
[ "customer_id", "product_id" ]
[ "interaction_date" ]
Fact Table
null
customer_search_0
Tracks customer search behavior and technology use
[ "customer_id", "search_id" ]
[ "search_date", "search_time" ]
[ "search_date" ]
Type 1 Fact Table
[ { "name": "customer_id", "description": "Unique identifier for a customer", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "customer_dimension_group" }, { "name": "search_id", "description": "Unique identifier for a search event", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "" }, { "name": "search_date", "description": "Date when the search was made", "data_type": "DATE", "format": "YYYY-MM-DD", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "search_time", "description": "Time when the search was made", "data_type": "TIME", "format": "HH:MM:SS", "is_pii_column": "N", "enum": [], "dimension_group": "time_dimension_group" }, { "name": "search_term", "description": "Keywords used in the search", "data_type": "STRING", "format": "LowerCase", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "device_type", "description": "Type of device used for searching", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "desktop", "mobile", "tablet" ], "dimension_group": "device_dimension_group" }, { "name": "browser_type", "description": "Type of browser used for searching", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "chrome", "firefox", "safari", "edge", "other" ], "dimension_group": "device_dimension_group" }, { "name": "os_type", "description": "Operating system of the device", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "windows", "macos", "linux", "android", "ios", "other" ], "dimension_group": "device_dimension_group" }, { "name": "search_result_count", "description": "Number of results returned", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "click_through_rate", "description": "Rate of clicks per search shown", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "session_id", "description": "Session identifier for the search", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "session_interaction_dimension_group" }, { "name": "ip_address", "description": "IP address of the searching device", "data_type": "STRING", "format": "", "is_pii_column": "Y", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "country", "description": "Country from where the search was made", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "city", "description": "City from where the search was made", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "zip_code", "description": "ZIP code of the search location", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "geographic_dimension_group" }, { "name": "time_spent_on_page", "description": "Time spent on the search results page", "data_type": "FLOAT", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "pages_visited", "description": "Number of pages visited during the session", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "ads_clicked", "description": "Number of ads clicked during the session", "data_type": "INTEGER", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "behavior_dimension_group" }, { "name": "returning_visitor", "description": "Whether the visitor is returning", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [ "true", "false" ], "dimension_group": "behavior_dimension_group" }, { "name": "purchase_made", "description": "Whether a purchase was made post-search", "data_type": "BOOLEAN", "format": "", "is_pii_column": "N", "enum": [ "true", "false" ], "dimension_group": "behavior_dimension_group" }, { "name": "product_category_searched", "description": "Product category that was searched", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "category_dimension_group" }, { "name": "search_origin", "description": "Origin of search, e.g., internal, external", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [ "internal", "external" ], "dimension_group": "referral_dimension_group" }, { "name": "referral_source", "description": "Referral source if any", "data_type": "STRING", "format": "", "is_pii_column": "N", "enum": [], "dimension_group": "referral_dimension_group" } ]

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