CUSTOMER Latest INVOICE Count of item

SDK code to create CUSTOMER_Latest_INVOICE_Count_of_item¶

Feature description:

Latest INVOICE_Count_of_item for the customer

In [ ]:

import featurebyte as fb
fb.use_profile("tutorial")

import featurebyte as fb fb.use_profile("tutorial")

Activate catalog¶

See SDK reference for catalogs

In [ ]:

catalog = fb.Catalog.activate("Grocery Dataset Tutorial")

catalog = fb.Catalog.activate("Grocery Dataset Tutorial")

Get view from table¶

See SDK reference for views

In [ ]:

# Get view from GROCERYINVOICE event table.
groceryinvoice_view = catalog.get_view("GROCERYINVOICE")

# Get view from GROCERYINVOICE event table. groceryinvoice_view = catalog.get_view("GROCERYINVOICE")

In [ ]:

# Get view from INVOICEITEMS item table.
invoiceitems_view = catalog.get_view("INVOICEITEMS")

# Get view from INVOICEITEMS item table. invoiceitems_view = catalog.get_view("INVOICEITEMS")

Do aggregation by invoice in INVOICEITEMS¶

See SDK reference for features

See SDK reference to groupby a view

See SDK reference to do aggregation by invoice

See list of aggregation operations

See SDK reference to add an aggregation by invoice to the event view

In [ ]:

# Group invoiceitems_view by invoice entity (GroceryInvoiceGuid).
invoiceitems_view_by_invoice =\
invoiceitems_view.groupby("GroceryInvoiceGuid")

# Group invoiceitems_view by invoice entity (GroceryInvoiceGuid). invoiceitems_view_by_invoice =\ invoiceitems_view.groupby("GroceryInvoiceGuid")

In [ ]:

# Count the number of item for the invoice.
invoice_count_of_item =\
invoiceitems_view_by_invoice.aggregate(
    None, method=fb.AggFunc.COUNT,
    feature_name="INVOICE_Count_of_item"
)

# Count the number of item for the invoice. invoice_count_of_item =\ invoiceitems_view_by_invoice.aggregate( None, method=fb.AggFunc.COUNT, feature_name="INVOICE_Count_of_item" )

In [ ]:

# Add INVOICE_Count_of_item feature to the GROCERYINVOICE view as a column.
groceryinvoice_view = groceryinvoice_view.add_feature(
    "INVOICE_Count_of_item",
    invoice_count_of_item
)

# Add INVOICE_Count_of_item feature to the GROCERYINVOICE view as a column. groceryinvoice_view = groceryinvoice_view.add_feature( "INVOICE_Count_of_item", invoice_count_of_item )

Do window aggregation from GROCERYINVOICE¶

See SDK reference for features

See SDK reference to groupby a view

See SDK reference to do aggregation over time

See SDK reference for feature group

See list of aggregation operations

In [ ]:

# Group GROCERYINVOICE view by customer entity (GroceryCustomerGuid).
groceryinvoice_view_by_customer =\
groceryinvoice_view.groupby(['GroceryCustomerGuid'])

# Group GROCERYINVOICE view by customer entity (GroceryCustomerGuid). groceryinvoice_view_by_customer =\ groceryinvoice_view.groupby(['GroceryCustomerGuid'])

In [ ]:

# Get Latest INVOICE_Count_of_item for the customer
customer_latest_invoice_count_of_item =\
groceryinvoice_view_by_customer.aggregate_over(
    "INVOICE_Count_of_item", method="latest",
    feature_names=["CUSTOMER_Latest_INVOICE_Count_of_item"],
    windows=[None]
)["CUSTOMER_Latest_INVOICE_Count_of_item"]

# Get Latest INVOICE_Count_of_item for the customer customer_latest_invoice_count_of_item =\ groceryinvoice_view_by_customer.aggregate_over( "INVOICE_Count_of_item", method="latest", feature_names=["CUSTOMER_Latest_INVOICE_Count_of_item"], windows=[None] )["CUSTOMER_Latest_INVOICE_Count_of_item"]

Preview feature¶

Read on the feature primary entity concept

Read on the serving entity concept

See SDK reference for observation table

See SDK reference to preview feature

In [ ]:

#Check the primary entity of the feature'
customer_latest_invoice_count_of_item.primary_entity

#Check the primary entity of the feature' customer_latest_invoice_count_of_item.primary_entity

In [ ]:

#Get observation table: 'Preview Table with 10 items'
preview_table = catalog.get_observation_table(
	"Preview Table with 10 items"
)

#Get observation table: 'Preview Table with 10 items' preview_table = catalog.get_observation_table( "Preview Table with 10 items" )

In [ ]:

#Preview CUSTOMER_Latest_INVOICE_Count_of_item
customer_latest_invoice_count_of_item.preview(
	preview_table
)

#Preview CUSTOMER_Latest_INVOICE_Count_of_item customer_latest_invoice_count_of_item.preview( preview_table )

Save feature¶

See SDK reference to save feature

In [ ]:

# Save feature
customer_latest_invoice_count_of_item.save()

# Save feature customer_latest_invoice_count_of_item.save()

Add description and see feature definition file¶

See SDK reference for the definition file of a feature

In [ ]:

# Add description
customer_latest_invoice_count_of_item.update_description(
	"Latest INVOICE_Count_of_item for the customer"
)
# See feature definition file
customer_latest_invoice_count_of_item.definition

# Add description customer_latest_invoice_count_of_item.update_description( "Latest INVOICE_Count_of_item for the customer" ) # See feature definition file customer_latest_invoice_count_of_item.definition