CUSTOMER Std of INVOICE Sum of item Discount 14d

SDK code to create CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount_14d¶

Feature description:

Std of INVOICE_Sum_of_item_Discount for the customer over a 14d period.

In [ ]:

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

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

Activate catalog¶

See SDK reference for catalogs

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

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

Set windows for aggregation¶

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windows = ['14d']

windows = ['14d']

Get view from table¶

See SDK reference for views

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

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

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# 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")

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# Sum Discount for the invoice.
invoice_sum_of_item_discount =\
invoiceitems_view_by_invoice.aggregate(
    "Discount", method=fb.AggFunc.SUM,
    feature_name="INVOICE_Sum_of_item_Discount"
)

# Sum Discount for the invoice. invoice_sum_of_item_discount =\ invoiceitems_view_by_invoice.aggregate( "Discount", method=fb.AggFunc.SUM, feature_name="INVOICE_Sum_of_item_Discount" )

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

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

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'])

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# Get Std of INVOICE_Sum_of_item_Discount for the customer over time.
feature_group =\
groceryinvoice_view_by_customer.aggregate_over(
    "INVOICE_Sum_of_item_Discount", method="std",
    feature_names=[
        "CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount"
        + "_" + w for w in windows
    ],
    windows=windows
)
# Get CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount_14d object from feature group.
customer_std_of_invoice_sum_of_item_discount_14d =\
feature_group["CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount_14d"]

# Get Std of INVOICE_Sum_of_item_Discount for the customer over time. feature_group =\ groceryinvoice_view_by_customer.aggregate_over( "INVOICE_Sum_of_item_Discount", method="std", feature_names=[ "CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount" + "_" + w for w in windows ], windows=windows ) # Get CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount_14d object from feature group. customer_std_of_invoice_sum_of_item_discount_14d =\ feature_group["CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount_14d"]

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_std_of_invoice_sum_of_item_discount_14d.primary_entity

#Check the primary entity of the feature' customer_std_of_invoice_sum_of_item_discount_14d.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" )

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#Preview CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount_14d
customer_std_of_invoice_sum_of_item_discount_14d.preview(
	preview_table
)

#Preview CUSTOMER_Std_of_INVOICE_Sum_of_item_Discount_14d customer_std_of_invoice_sum_of_item_discount_14d.preview( preview_table )

Save feature¶

See SDK reference to save feature

In [ ]:

# Save feature
customer_std_of_invoice_sum_of_item_discount_14d.save()

# Save feature customer_std_of_invoice_sum_of_item_discount_14d.save()

Add description and see feature definition file¶

See SDK reference for the definition file of a feature

In [ ]:

# Add description
customer_std_of_invoice_sum_of_item_discount_14d.update_description(
	"Std of INVOICE_Sum_of_item_Discount for the customer over a 14d "
	"period."
)
# See feature definition file
customer_std_of_invoice_sum_of_item_discount_14d.definition

# Add description customer_std_of_invoice_sum_of_item_discount_14d.update_description( "Std of INVOICE_Sum_of_item_Discount for the customer over a 14d " "period." ) # See feature definition file customer_std_of_invoice_sum_of_item_discount_14d.definition