12. Create Feature List

Create a feature list¶

A feature list is an essential component in machine learning, comprising a collection of features that are used to train models. Let's compile a feature list using the features we've created.

For those in an enterprise setting, explore FeatureByte's Feature Ideation which adopts an agentic approach to ideate features tailored to your use case.

In [1]:

import featurebyte as fb
import pandas as pd

# Set your profile to the tutorial environment
fb.use_profile("tutorial")

catalog_name = "Credit Default Dataset SDK Tutorial"
catalog = fb.Catalog.activate(catalog_name)

import featurebyte as fb import pandas as pd # Set your profile to the tutorial environment fb.use_profile("tutorial") catalog_name = "Credit Default Dataset SDK Tutorial" catalog = fb.Catalog.activate(catalog_name)

17:02:35 | INFO     | SDK version: 3.2.0.dev66
INFO    :featurebyte:SDK version: 3.2.0.dev66
17:02:35 | INFO     | No catalog activated.
INFO    :featurebyte:No catalog activated.
17:02:35 | INFO     | Using profile: staging
INFO    :featurebyte:Using profile: staging
17:02:35 | INFO     | Using configuration file at: /Users/gxav/.featurebyte/config.yaml
INFO    :featurebyte:Using configuration file at: /Users/gxav/.featurebyte/config.yaml
17:02:35 | INFO     | Active profile: staging (https://staging.featurebyte.com/api/v1)
INFO    :featurebyte:Active profile: staging (https://staging.featurebyte.com/api/v1)
17:02:35 | INFO     | SDK version: 3.2.0.dev66
INFO    :featurebyte:SDK version: 3.2.0.dev66
17:02:35 | INFO     | No catalog activated.
INFO    :featurebyte:No catalog activated.
17:02:35 | INFO     | Catalog activated: Credit Default Dataset SDK Tutorial
INFO    :featurebyte.api.catalog:Catalog activated: Credit Default Dataset SDK Tutorial
16:11:44 | WARNING  | Remote SDK version (1.1.0.dev7) is different from local (1.1.0.dev1). Update local SDK to avoid unexpected behavior.
16:11:44 | INFO     | No catalog activated.
16:11:44 | INFO     | Catalog activated: Grocery Dataset Tutorial

List all features we created so far¶

In [2]:

catalog.list_features()

catalog.list_features()

Out[2]:

	id	name	dtype	readiness	online_enabled	tables	primary_tables	entities	primary_entities	created_at
0	68ef6302fc93090edc68216f	CLIENT_Entropy_of_count_of_Installments_by_INS...	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:59.469000
1	68ef6301fc93090edc68216a	CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMEN...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:58.962000
2	68ef6301fc93090edc682169	CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMEN...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:58.474000
3	68ef6302fc93090edc68216d	CLIENT_Installments_AMT_PAYMENTs_by_PriorAppli...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:57.941000
4	68ef6301fc93090edc68216c	CLIENT_Installments_AMT_PAYMENTs_by_PriorAppli...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:57.415000
5	68ef6302fc93090edc68216e	CLIENT_Installments_AMT_PAYMENTs_by_PriorAppli...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:56.870000
6	68ef6301fc93090edc682166	CLIENT_Min_of_Installments_AMT_PAYMENTs_24cMo	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:56.374000
7	68ef6301fc93090edc682167	CLIENT_Max_of_Installments_Days_Difference_Act...	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:55.876000
8	68ef6301fc93090edc682168	CLIENT_Max_of_Installments_PriorApplication_AM...	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-10-15T09:01:55.338000
9	68ef6301fc93090edc682165	CLIENT_Min_of_Credit_card_monthly_balance_reco...	FLOAT	DRAFT	False	[CREDIT_CARD_MONTHLY_BALANCE]	[CREDIT_CARD_MONTHLY_BALANCE]	[Client]	[Client]	2025-10-15T09:01:54.774000
10	68ef6301fc93090edc682164	CLIENT_Std_of_Credit_card_monthly_balance_reco...	FLOAT	DRAFT	False	[CREDIT_CARD_MONTHLY_BALANCE]	[CREDIT_CARD_MONTHLY_BALANCE]	[Client]	[Client]	2025-10-15T09:01:54.398000
11	68ef62cca1e605dae4b898e1	CLIENT_Max_of_Loan_terminations_Loan_PriorAppl...	FLOAT	DRAFT	False	[PREVIOUS_APPLICATION, LOAN_STATUS]	[LOAN_STATUS]	[Client]	[Client]	2025-10-15T09:01:03.334000
12	68ef62cca1e605dae4b898e0	CLIENT_Age	INT	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-10-15T09:01:02.510000
13	68ef62cca1e605dae4b898db	CLIENT_FAMILY_STATUS	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-10-15T09:01:02.094000
14	68ef62cca1e605dae4b898d9	CLIENT_GENDER	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-10-15T09:01:01.760000
15	68ef62cca1e605dae4b898da	CLIENT_EDUCATION_TYPE	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-10-15T09:01:01.429000
16	68ef62cca1e605dae4b898dc	CLIENT_ORGANIZATION_TYPE	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-10-15T09:01:01.103000
17	68ef62b1a5bd7e011708f30a	CLIENT_Avg_of_BureauReportedCredits_Available_...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-10-15T09:00:37.584000
18	68ef62b1a5bd7e011708f309	CLIENT_Avg_of_BureauReportedCredits_Available_...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-10-15T09:00:37.227000
19	68ef62b1a5bd7e011708f311	CLIENT_Avg_of_Consumer_credit_Cr_type_BureauRe...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-10-15T09:00:36.872000
20	68ef62b1a5bd7e011708f313	CLIENT_Avg_of_Consumer_credit_Cr_type_BureauRe...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-10-15T09:00:36.503000
21	68ef62b1a5bd7e011708f30c	CLIENT_Max_of_PriorApplications_CNT_PAYMENTs_104w	FLOAT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-10-15T09:00:36.087000
22	68ef62b1a5bd7e011708f30f	CLIENT_Max_of_Active_Cr_active_BureauReportedC...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-10-15T09:00:35.731000
23	68ef62b1a5bd7e011708f312	CLIENT_Max_of_Consumer_credit_Cr_type_BureauRe...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-10-15T09:00:35.323000
24	68ef62b1a5bd7e011708f30e	CLIENT_PriorApplications_AMT_CREDITs_by_PriorA...	OBJECT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-10-15T09:00:34.920000
25	68ef62b1a5bd7e011708f30d	CLIENT_PriorApplications_AMT_CREDITs_by_PriorA...	OBJECT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-10-15T09:00:34.520000
26	68ef62b1a5bd7e011708f30b	CLIENT_Std_of_BureauReportedCredits_Available_...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-10-15T09:00:34.125000
27	68ef62b1a5bd7e011708f315	CLIENT_Time_To_Latest_Approved_Contract_status...	FLOAT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-10-15T09:00:33.709000
28	68ef6292d377ac612c4b4141	NEW_APPLICATION_AMT_ANNUITY	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:09.321000
29	68ef6292d377ac612c4b414b	NEW_APPLICATION_AMT_ANNUITY_To_AMT_CREDIT	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:08.781000
30	68ef6292d377ac612c4b4142	NEW_APPLICATION_AMT_GOODS_PRICE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:08.207000
31	68ef6292d377ac612c4b414c	NEW_APPLICATION_Credit-Goods_Difference	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:07.679000
32	68ef6292d377ac612c4b4144	NEW_APPLICATION_DAYS_EMPLOYED	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:07.076000
33	68ef6292d377ac612c4b4145	NEW_APPLICATION_DAYS_ID_PUBLISH	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:06.440000
34	68ef6292d377ac612c4b4146	NEW_APPLICATION_EXT_SOURCE_1	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:05.912000
35	68ef6292d377ac612c4b4147	NEW_APPLICATION_EXT_SOURCE_2	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:05.388000
36	68ef6292d377ac612c4b4148	NEW_APPLICATION_EXT_SOURCE_3	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:04.859000
37	68ef6292d377ac612c4b414a	NEW_APPLICATION_FLAG_DOCUMENT_3	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:04.329000
38	68ef6292d377ac612c4b4149	NEW_APPLICATION_FLOORSMAX_MODE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:03.802000
39	68ef6292d377ac612c4b4143	NEW_APPLICATION_REGION_POPULATION_RELATIVE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-10-15T09:00:03.258000

Get features from catalog¶

In [3]:

new_application_ext_source_2 = catalog.get_feature("NEW_APPLICATION_EXT_SOURCE_2")
new_application_ext_source_3 = catalog.get_feature("NEW_APPLICATION_EXT_SOURCE_3")
new_application_ext_source_1 = catalog.get_feature("NEW_APPLICATION_EXT_SOURCE_1")
new_application_credit_goods_difference = catalog.get_feature("NEW_APPLICATION_Credit-Goods_Difference")
new_application_amt_annuity_to_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY_To_AMT_CREDIT")
new_application_days_employed = catalog.get_feature("NEW_APPLICATION_DAYS_EMPLOYED")
client_gender = catalog.get_feature("CLIENT_GENDER")
client_max_of_active_cr_active_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_104w = catalog.get_feature(
	"CLIENT_Max_of_Active_Cr_active_BureauReportedCredits_AMT_CREDIT_SUM_DEBT_To_AMT_CREDIT_SUMs_104w"
)
client_education_type = catalog.get_feature("CLIENT_EDUCATION_TYPE")
new_application_amt_annuity = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY")
client_max_of_priorapplications_cnt_payments_104w = catalog.get_feature(
	"CLIENT_Max_of_PriorApplications_CNT_PAYMENTs_104w"
)
client_family_status = catalog.get_feature("CLIENT_FAMILY_STATUS")
client_avg_of_consumer_credit_cr_type_bureaureportedcredits_end_to_update_gaps_104w = catalog.get_feature(
	"CLIENT_Avg_of_Consumer_credit_Cr_type_BureauReportedCredits_End_to_Update_Gaps_104w"
)
client_min_of_credit_card_monthly_balance_records_available_credits_6cmo = catalog.get_feature(
	"CLIENT_Min_of_Credit_card_monthly_balance_records_Available_Credits_6cMo"
)
client_min_of_installments_amt_payments_24cmo = catalog.get_feature(
	"CLIENT_Min_of_Installments_AMT_PAYMENTs_24cMo"
)
client_installments_amt_payments_by_priorapplication_yield_group_24cmo = catalog.get_feature(
	"CLIENT_Installments_AMT_PAYMENTs_by_PriorApplication_YIELD_GROUP_24cMo"
)
client_installments_amt_payments_by_priorapplication_client_type_24cmo = catalog.get_feature(
	"CLIENT_Installments_AMT_PAYMENTs_by_PriorApplication_CLIENT_TYPE_24cMo"
)
client_avg_of_bureaureportedcredits_available_credits_104w = catalog.get_feature(
	"CLIENT_Avg_of_BureauReportedCredits_Available_Credits_104w"
)
client_max_of_loan_terminations_loan_priorapplication_amt_application_to_amt_credits_104w = catalog.get_feature(
	"CLIENT_Max_of_Loan_terminations_Loan_PriorApplication_AMT_APPLICATION_To_AMT_CREDITs_104w"
)
client_installments_amt_payments_by_installment_status_12cmo = catalog.get_feature(
	"CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMENT_STATUS_12cMo"
)
client_avg_of_bureaureportedcredits_available_credits_26w = catalog.get_feature(
	"CLIENT_Avg_of_BureauReportedCredits_Available_Credits_26w"
)
client_priorapplications_amt_credits_by_priorapplication_yield_group_104w = catalog.get_feature(
	"CLIENT_PriorApplications_AMT_CREDITs_by_PriorApplication_YIELD_GROUP_104w"
)
new_application_days_id_publish = catalog.get_feature("NEW_APPLICATION_DAYS_ID_PUBLISH")
new_application_amt_goods_price = catalog.get_feature("NEW_APPLICATION_AMT_GOODS_PRICE")
client_organization_type = catalog.get_feature("CLIENT_ORGANIZATION_TYPE")
client_avg_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sums_104w = catalog.get_feature(
	"CLIENT_Avg_of_Consumer_credit_Cr_type_BureauReportedCredits_AMT_CREDIT_SUMs_104w"
)
new_application_region_population_relative = catalog.get_feature(
	"NEW_APPLICATION_REGION_POPULATION_RELATIVE"
)
client_age = catalog.get_feature("CLIENT_Age")
client_installments_amt_payments_by_installment_status_6cmo = catalog.get_feature(
	"CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMENT_STATUS_6cMo"
)
client_entropy_of_count_of_installments_by_installment_status_24cmo = catalog.get_feature(
	"CLIENT_Entropy_of_count_of_Installments_by_INSTALLMENT_STATUS_24cMo"
)
client_installments_amt_payments_by_priorapplication_payment_type_24cmo = catalog.get_feature(
	"CLIENT_Installments_AMT_PAYMENTs_by_PriorApplication_PAYMENT_TYPE_24cMo"
)
client_time_to_latest_approved_contract_status_priorapplication_last_due_1st_version_timestamp_104w = catalog.get_feature(
	"CLIENT_Time_To_Latest_Approved_Contract_status_PriorApplication_last_due_1st_version_timestamp_104w"
)
new_application_flag_document_3 = catalog.get_feature("NEW_APPLICATION_FLAG_DOCUMENT_3")
new_application_floorsmax_mode = catalog.get_feature("NEW_APPLICATION_FLOORSMAX_MODE")
client_max_of_installments_days_difference_actual_vs_scheduleds_24cmo = catalog.get_feature(
	"CLIENT_Max_of_Installments_Days_Difference_Actual_vs_Scheduleds_24cMo"
)
client_max_of_installments_priorapplication_amt_annuity_to_amt_credits_6cmo = catalog.get_feature(
	"CLIENT_Max_of_Installments_PriorApplication_AMT_ANNUITY_To_AMT_CREDITs_6cMo"
)
client_std_of_credit_card_monthly_balance_records_cnt_drawings_atm_currents_24cmo = catalog.get_feature(
	"CLIENT_Std_of_Credit_card_monthly_balance_records_CNT_DRAWINGS_ATM_CURRENTs_24cMo"
)
client_priorapplications_amt_credits_by_priorapplication_nflag_insured_on_approval_52w = catalog.get_feature(
	"CLIENT_PriorApplications_AMT_CREDITs_by_PriorApplication_NFLAG_INSURED_ON_APPROVAL_52w"
)
client_std_of_bureaureportedcredits_available_credits_26w = catalog.get_feature(
	"CLIENT_Std_of_BureauReportedCredits_Available_Credits_26w"
)
client_max_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_52w = catalog.get_feature(
	"CLIENT_Max_of_Consumer_credit_Cr_type_BureauReportedCredits_AMT_CREDIT_SUM_DEBT_To_AMT_CREDIT_SUMs_52w"
)

new_application_ext_source_2 = catalog.get_feature("NEW_APPLICATION_EXT_SOURCE_2") new_application_ext_source_3 = catalog.get_feature("NEW_APPLICATION_EXT_SOURCE_3") new_application_ext_source_1 = catalog.get_feature("NEW_APPLICATION_EXT_SOURCE_1") new_application_credit_goods_difference = catalog.get_feature("NEW_APPLICATION_Credit-Goods_Difference") new_application_amt_annuity_to_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY_To_AMT_CREDIT") new_application_days_employed = catalog.get_feature("NEW_APPLICATION_DAYS_EMPLOYED") client_gender = catalog.get_feature("CLIENT_GENDER") client_max_of_active_cr_active_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_104w = catalog.get_feature( "CLIENT_Max_of_Active_Cr_active_BureauReportedCredits_AMT_CREDIT_SUM_DEBT_To_AMT_CREDIT_SUMs_104w" ) client_education_type = catalog.get_feature("CLIENT_EDUCATION_TYPE") new_application_amt_annuity = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY") client_max_of_priorapplications_cnt_payments_104w = catalog.get_feature( "CLIENT_Max_of_PriorApplications_CNT_PAYMENTs_104w" ) client_family_status = catalog.get_feature("CLIENT_FAMILY_STATUS") client_avg_of_consumer_credit_cr_type_bureaureportedcredits_end_to_update_gaps_104w = catalog.get_feature( "CLIENT_Avg_of_Consumer_credit_Cr_type_BureauReportedCredits_End_to_Update_Gaps_104w" ) client_min_of_credit_card_monthly_balance_records_available_credits_6cmo = catalog.get_feature( "CLIENT_Min_of_Credit_card_monthly_balance_records_Available_Credits_6cMo" ) client_min_of_installments_amt_payments_24cmo = catalog.get_feature( "CLIENT_Min_of_Installments_AMT_PAYMENTs_24cMo" ) client_installments_amt_payments_by_priorapplication_yield_group_24cmo = catalog.get_feature( "CLIENT_Installments_AMT_PAYMENTs_by_PriorApplication_YIELD_GROUP_24cMo" ) client_installments_amt_payments_by_priorapplication_client_type_24cmo = catalog.get_feature( "CLIENT_Installments_AMT_PAYMENTs_by_PriorApplication_CLIENT_TYPE_24cMo" ) client_avg_of_bureaureportedcredits_available_credits_104w = catalog.get_feature( "CLIENT_Avg_of_BureauReportedCredits_Available_Credits_104w" ) client_max_of_loan_terminations_loan_priorapplication_amt_application_to_amt_credits_104w = catalog.get_feature( "CLIENT_Max_of_Loan_terminations_Loan_PriorApplication_AMT_APPLICATION_To_AMT_CREDITs_104w" ) client_installments_amt_payments_by_installment_status_12cmo = catalog.get_feature( "CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMENT_STATUS_12cMo" ) client_avg_of_bureaureportedcredits_available_credits_26w = catalog.get_feature( "CLIENT_Avg_of_BureauReportedCredits_Available_Credits_26w" ) client_priorapplications_amt_credits_by_priorapplication_yield_group_104w = catalog.get_feature( "CLIENT_PriorApplications_AMT_CREDITs_by_PriorApplication_YIELD_GROUP_104w" ) new_application_days_id_publish = catalog.get_feature("NEW_APPLICATION_DAYS_ID_PUBLISH") new_application_amt_goods_price = catalog.get_feature("NEW_APPLICATION_AMT_GOODS_PRICE") client_organization_type = catalog.get_feature("CLIENT_ORGANIZATION_TYPE") client_avg_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sums_104w = catalog.get_feature( "CLIENT_Avg_of_Consumer_credit_Cr_type_BureauReportedCredits_AMT_CREDIT_SUMs_104w" ) new_application_region_population_relative = catalog.get_feature( "NEW_APPLICATION_REGION_POPULATION_RELATIVE" ) client_age = catalog.get_feature("CLIENT_Age") client_installments_amt_payments_by_installment_status_6cmo = catalog.get_feature( "CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMENT_STATUS_6cMo" ) client_entropy_of_count_of_installments_by_installment_status_24cmo = catalog.get_feature( "CLIENT_Entropy_of_count_of_Installments_by_INSTALLMENT_STATUS_24cMo" ) client_installments_amt_payments_by_priorapplication_payment_type_24cmo = catalog.get_feature( "CLIENT_Installments_AMT_PAYMENTs_by_PriorApplication_PAYMENT_TYPE_24cMo" ) client_time_to_latest_approved_contract_status_priorapplication_last_due_1st_version_timestamp_104w = catalog.get_feature( "CLIENT_Time_To_Latest_Approved_Contract_status_PriorApplication_last_due_1st_version_timestamp_104w" ) new_application_flag_document_3 = catalog.get_feature("NEW_APPLICATION_FLAG_DOCUMENT_3") new_application_floorsmax_mode = catalog.get_feature("NEW_APPLICATION_FLOORSMAX_MODE") client_max_of_installments_days_difference_actual_vs_scheduleds_24cmo = catalog.get_feature( "CLIENT_Max_of_Installments_Days_Difference_Actual_vs_Scheduleds_24cMo" ) client_max_of_installments_priorapplication_amt_annuity_to_amt_credits_6cmo = catalog.get_feature( "CLIENT_Max_of_Installments_PriorApplication_AMT_ANNUITY_To_AMT_CREDITs_6cMo" ) client_std_of_credit_card_monthly_balance_records_cnt_drawings_atm_currents_24cmo = catalog.get_feature( "CLIENT_Std_of_Credit_card_monthly_balance_records_CNT_DRAWINGS_ATM_CURRENTs_24cMo" ) client_priorapplications_amt_credits_by_priorapplication_nflag_insured_on_approval_52w = catalog.get_feature( "CLIENT_PriorApplications_AMT_CREDITs_by_PriorApplication_NFLAG_INSURED_ON_APPROVAL_52w" ) client_std_of_bureaureportedcredits_available_credits_26w = catalog.get_feature( "CLIENT_Std_of_BureauReportedCredits_Available_Credits_26w" ) client_max_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_52w = catalog.get_feature( "CLIENT_Max_of_Consumer_credit_Cr_type_BureauReportedCredits_AMT_CREDIT_SUM_DEBT_To_AMT_CREDIT_SUMs_52w" )

Create feature list¶

In [4]:

simple_feature_list = fb.FeatureList(
    [
        new_application_ext_source_2,
        new_application_ext_source_3,
        new_application_ext_source_1,
        new_application_credit_goods_difference,
        new_application_amt_annuity_to_amt_credit,
        new_application_days_employed,
        client_gender,
        client_max_of_active_cr_active_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_104w,
        client_education_type,
        new_application_amt_annuity,
        client_max_of_priorapplications_cnt_payments_104w,
        client_family_status,
        client_avg_of_consumer_credit_cr_type_bureaureportedcredits_end_to_update_gaps_104w,
        client_min_of_credit_card_monthly_balance_records_available_credits_6cmo,
        client_min_of_installments_amt_payments_24cmo,
        client_installments_amt_payments_by_priorapplication_yield_group_24cmo,
        client_installments_amt_payments_by_priorapplication_client_type_24cmo,
        client_avg_of_bureaureportedcredits_available_credits_104w,
        client_max_of_loan_terminations_loan_priorapplication_amt_application_to_amt_credits_104w,
        client_installments_amt_payments_by_installment_status_12cmo,
        client_avg_of_bureaureportedcredits_available_credits_26w,
        client_priorapplications_amt_credits_by_priorapplication_yield_group_104w,
        new_application_days_id_publish,
        new_application_amt_goods_price,
        client_organization_type,
        client_avg_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sums_104w,
        new_application_region_population_relative,
        client_age,
        client_installments_amt_payments_by_installment_status_6cmo,
        client_entropy_of_count_of_installments_by_installment_status_24cmo,
        client_installments_amt_payments_by_priorapplication_payment_type_24cmo,
        client_time_to_latest_approved_contract_status_priorapplication_last_due_1st_version_timestamp_104w,
        new_application_flag_document_3,
        new_application_floorsmax_mode,
        client_max_of_installments_days_difference_actual_vs_scheduleds_24cmo,
        client_max_of_installments_priorapplication_amt_annuity_to_amt_credits_6cmo,
        client_std_of_credit_card_monthly_balance_records_cnt_drawings_atm_currents_24cmo,
        client_priorapplications_amt_credits_by_priorapplication_nflag_insured_on_approval_52w,
        client_std_of_bureaureportedcredits_available_credits_26w,
        client_max_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_52w,
    ],
    name="40 features for Credit Default",
)

simple_feature_list = fb.FeatureList( [ new_application_ext_source_2, new_application_ext_source_3, new_application_ext_source_1, new_application_credit_goods_difference, new_application_amt_annuity_to_amt_credit, new_application_days_employed, client_gender, client_max_of_active_cr_active_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_104w, client_education_type, new_application_amt_annuity, client_max_of_priorapplications_cnt_payments_104w, client_family_status, client_avg_of_consumer_credit_cr_type_bureaureportedcredits_end_to_update_gaps_104w, client_min_of_credit_card_monthly_balance_records_available_credits_6cmo, client_min_of_installments_amt_payments_24cmo, client_installments_amt_payments_by_priorapplication_yield_group_24cmo, client_installments_amt_payments_by_priorapplication_client_type_24cmo, client_avg_of_bureaureportedcredits_available_credits_104w, client_max_of_loan_terminations_loan_priorapplication_amt_application_to_amt_credits_104w, client_installments_amt_payments_by_installment_status_12cmo, client_avg_of_bureaureportedcredits_available_credits_26w, client_priorapplications_amt_credits_by_priorapplication_yield_group_104w, new_application_days_id_publish, new_application_amt_goods_price, client_organization_type, client_avg_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sums_104w, new_application_region_population_relative, client_age, client_installments_amt_payments_by_installment_status_6cmo, client_entropy_of_count_of_installments_by_installment_status_24cmo, client_installments_amt_payments_by_priorapplication_payment_type_24cmo, client_time_to_latest_approved_contract_status_priorapplication_last_due_1st_version_timestamp_104w, new_application_flag_document_3, new_application_floorsmax_mode, client_max_of_installments_days_difference_actual_vs_scheduleds_24cmo, client_max_of_installments_priorapplication_amt_annuity_to_amt_credits_6cmo, client_std_of_credit_card_monthly_balance_records_cnt_drawings_atm_currents_24cmo, client_priorapplications_amt_credits_by_priorapplication_nflag_insured_on_approval_52w, client_std_of_bureaureportedcredits_available_credits_26w, client_max_of_consumer_credit_cr_type_bureaureportedcredits_amt_credit_sum_debt_to_amt_credit_sums_52w, ], name="40 features for Credit Default", )

Save feature list¶

In [5]:

# Save feature list
simple_feature_list.save()
# Add description
simple_feature_list.update_description("Simple feature list for Credit Default")

# Save feature list simple_feature_list.save() # Add description simple_feature_list.update_description("Simple feature list for Credit Default")

Done! |████████████████████████████████████████| 100% in 6.1s (0.17%/s)         
Done! |████████████████████████████████████████| 100% in 6.1s (0.17%/s)         
Loading Feature(s) |████████████████████████████████████████| 40/40 [100%] in 0.
Done! |████████████████████████████████████████| 100% in 6.1s (0.17%/s)         
Done! |████████████████████████████████████████| 100% in 6.1s (0.17%/s)         
Loading Feature(s) |████████████████████████████████████████| 9/9 [100%] in 0.4s

Concepts in this tutorial¶

• More on feature lists

SDK Reference for¶

• Feature List
• FeatureList.save()