CUSTOMER X PRODUCT Consistency of Sum of item TotalCost 14d vs 28d

SDK code to create CUSTOMER_X_PRODUCT_Consistency_of_Sum_of_item_TotalCost_14d_vs_28d¶

Feature description:

Consistency of the customer_x_product measured by the Ratio of the Sum of item TotalCost for both the 14d and 28d periods

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")

Set windows for aggregation¶

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windows = ['14d', '28d']

windows = ['14d', '28d']

Get view from table¶

See SDK reference for views

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 window aggregation from INVOICEITEMS¶

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 INVOICEITEMS view by customer_x_product entity (['GroceryCustomerGuid',
# 'GroceryProductGuid']).
invoiceitems_view_by_customer_x_product =\
invoiceitems_view.groupby(['GroceryCustomerGuid', 'GroceryProductGuid'])

# Group INVOICEITEMS view by customer_x_product entity (['GroceryCustomerGuid', # 'GroceryProductGuid']). invoiceitems_view_by_customer_x_product =\ invoiceitems_view.groupby(['GroceryCustomerGuid', 'GroceryProductGuid'])

In [ ]:

# Get Sum of TotalCost for the customer_x_product over time.
feature_group =\
invoiceitems_view_by_customer_x_product.aggregate_over(
    "TotalCost", method="sum",
    feature_names=[
        "CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost"
        + "_" + w for w in windows
    ],
    fill_value=0,
    windows=windows
)
# Get CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_14d object from feature group.
customer_x_product_sum_of_item_totalcost_14d =\
feature_group["CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_14d"]
# Get CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_28d object from feature group.
customer_x_product_sum_of_item_totalcost_28d =\
feature_group["CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_28d"]

# Get Sum of TotalCost for the customer_x_product over time. feature_group =\ invoiceitems_view_by_customer_x_product.aggregate_over( "TotalCost", method="sum", feature_names=[ "CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost" + "_" + w for w in windows ], fill_value=0, windows=windows ) # Get CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_14d object from feature group. customer_x_product_sum_of_item_totalcost_14d =\ feature_group["CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_14d"] # Get CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_28d object from feature group. customer_x_product_sum_of_item_totalcost_28d =\ feature_group["CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_28d"]

In [ ]:

# Derive Consistency feature from Ratio of
# CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_14d
# to CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_28d
customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d = (
    customer_x_product_sum_of_item_totalcost_14d
     / customer_x_product_sum_of_item_totalcost_28d
)
# Give a name to new feature
customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.name = \
"CUSTOMER_X_PRODUCT_Consistency_of_Sum_of_item_TotalCost_14d_vs_28d"

# Derive Consistency feature from Ratio of # CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_14d # to CUSTOMER_X_PRODUCT_Sum_of_item_TotalCost_28d customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d = ( customer_x_product_sum_of_item_totalcost_14d / customer_x_product_sum_of_item_totalcost_28d ) # Give a name to new feature customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.name = \ "CUSTOMER_X_PRODUCT_Consistency_of_Sum_of_item_TotalCost_14d_vs_28d"

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_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.primary_entity

#Check the primary entity of the feature' customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.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_X_PRODUCT_Consistency_of_Sum_of_item_TotalCost_14d_vs_28d
customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.preview(
	preview_table
)

#Preview CUSTOMER_X_PRODUCT_Consistency_of_Sum_of_item_TotalCost_14d_vs_28d customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.preview( preview_table )

Save feature¶

See SDK reference to save feature

In [ ]:

# Save feature
customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.save()

# Save feature customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.save()

Add description and see feature definition file¶

See SDK reference for the definition file of a feature

In [ ]:

# Add description
customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.update_description(
	"Consistency of the customer_x_product measured by the Ratio of the Sum"
	" of item TotalCost for both the 14d and 28d periods"
)
# See feature definition file
customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.definition

# Add description customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.update_description( "Consistency of the customer_x_product measured by the Ratio of the Sum" " of item TotalCost for both the 14d and 28d periods" ) # See feature definition file customer_x_product_consistency_of_sum_of_item_totalcost_14d_vs_28d.definition