INVOICE Week

SDK code to create INVOICE_Week¶

Feature description:

Week of invoice

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")

Extract Date parts¶

See SDK reference for view columns

See list of datetime transforms

In [ ]:

# Extract week date part from Timestamp column for GROCERYINVOICE view.
groceryinvoice_view["Week of invoice"] = groceryinvoice_view["Timestamp"].dt.week

# Extract week date part from Timestamp column for GROCERYINVOICE view. groceryinvoice_view["Week of invoice"] = groceryinvoice_view["Timestamp"].dt.week

Create Lookup feature¶

See SDK reference for features

See SDK reference to declare a lookup feature

In [ ]:

# Create lookup feature from Week of invoice column for invoice entity.
invoice_week =\
groceryinvoice_view["Week of invoice"].as_feature("INVOICE_Week")

# Create lookup feature from Week of invoice column for invoice entity. invoice_week =\ groceryinvoice_view["Week of invoice"].as_feature("INVOICE_Week")

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'
invoice_week.primary_entity

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

In [ ]:

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

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

In [ ]:

#Preview INVOICE_Week
invoice_week.preview(
	preview_table
)

#Preview INVOICE_Week invoice_week.preview( preview_table )

Save feature¶

See SDK reference to save feature

In [ ]:

# Save feature
invoice_week.save()

# Save feature invoice_week.save()

Add description and see feature definition file¶

See SDK reference for the definition file of a feature

In [ ]:

# Add description
invoice_week.update_description(
	"Week of invoice"
)
# See feature definition file
invoice_week.definition

# Add description invoice_week.update_description( "Week of invoice" ) # See feature definition file invoice_week.definition