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]:

            
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import featurebyte as fb
import pandas as pd

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

catalog_name = "Loan Applications 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 = "Loan Applications Dataset SDK Tutorial"
catalog = fb.Catalog.activate(catalog_name)

14:11:08 | INFO     | SDK version: 3.0.1.dev45
INFO    :featurebyte:SDK version: 3.0.1.dev45
14:11:08 | INFO     | No catalog activated.
INFO    :featurebyte:No catalog activated.
14:11:08 | INFO     | Using profile: tutorial
INFO    :featurebyte:Using profile: tutorial
14:11:08 | INFO     | Using configuration file at: /Users/gxav/.featurebyte/config.yaml
INFO    :featurebyte:Using configuration file at: /Users/gxav/.featurebyte/config.yaml
14:11:08 | INFO     | Active profile: tutorial (https://tutorials.featurebyte.com/api/v1)
INFO    :featurebyte:Active profile: tutorial (https://tutorials.featurebyte.com/api/v1)
14:11:08 | INFO     | SDK version: 3.0.1.dev45
INFO    :featurebyte:SDK version: 3.0.1.dev45
14:11:08 | INFO     | No catalog activated.
INFO    :featurebyte:No catalog activated.
14:11:08 | INFO     | Catalog activated: Loan Applications Dataset SDK Tutorial
INFO    :featurebyte.api.catalog:Catalog activated: Loan Applications 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¶

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catalog.list_features()
catalog.list_features()

Out[2]:

	id	name	dtype	readiness	online_enabled	tables	primary_tables	entities	primary_entities	created_at
0	683d3c202b97e1233acf1d4d	CLIENT_Entropy_of_count_of_Installments_by_INS...	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:36.753000
1	683d3c202b97e1233acf1d48	CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMEN...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:36.401000
2	683d3c202b97e1233acf1d47	CLIENT_Installments_AMT_PAYMENTs_by_INSTALLMEN...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:36.057000
3	683d3c202b97e1233acf1d4b	CLIENT_Installments_AMT_PAYMENTs_by_PriorAppli...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:35.683000
4	683d3c202b97e1233acf1d4a	CLIENT_Installments_AMT_PAYMENTs_by_PriorAppli...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:35.311000
5	683d3c202b97e1233acf1d4c	CLIENT_Installments_AMT_PAYMENTs_by_PriorAppli...	OBJECT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:34.944000
6	683d3c202b97e1233acf1d44	CLIENT_Min_of_Installments_AMT_PAYMENTs_24cMo	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:34.605000
7	683d3c202b97e1233acf1d45	CLIENT_Max_of_Installments_Days_Difference_Act...	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:34.245000
8	683d3c202b97e1233acf1d46	CLIENT_Max_of_Installments_PriorApplication_AM...	FLOAT	DRAFT	False	[INSTALLMENTS_PAYMENTS, PREVIOUS_APPLICATION]	[INSTALLMENTS_PAYMENTS]	[Client]	[Client]	2025-06-02T05:52:33.857000
9	683d3c202b97e1233acf1d43	CLIENT_Min_of_Credit_card_monthly_balance_reco...	FLOAT	DRAFT	False	[CREDIT_CARD_MONTHLY_BALANCE]	[CREDIT_CARD_MONTHLY_BALANCE]	[Client]	[Client]	2025-06-02T05:52:33.424000
10	683d3c202b97e1233acf1d42	CLIENT_Std_of_Credit_card_monthly_balance_reco...	FLOAT	DRAFT	False	[CREDIT_CARD_MONTHLY_BALANCE]	[CREDIT_CARD_MONTHLY_BALANCE]	[Client]	[Client]	2025-06-02T05:52:33.153000
11	683d3c14d7c85d92b9697a79	CLIENT_Max_of_Loan_terminations_Loan_PriorAppl...	FLOAT	DRAFT	False	[PREVIOUS_APPLICATION, LOAN_STATUS]	[LOAN_STATUS]	[Client]	[Client]	2025-06-02T05:52:21.974000
12	683d3c13d7c85d92b9697a78	CLIENT_Age	INT	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-06-02T05:52:21.322000
13	683d3c13d7c85d92b9697a73	CLIENT_FAMILY_STATUS	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-06-02T05:52:21.051000
14	683d3c13d7c85d92b9697a71	CLIENT_GENDER	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-06-02T05:52:20.831000
15	683d3c13d7c85d92b9697a72	CLIENT_EDUCATION_TYPE	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-06-02T05:52:20.622000
16	683d3c13d7c85d92b9697a74	CLIENT_ORGANIZATION_TYPE	VARCHAR	DRAFT	False	[CLIENT_PROFILE]	[CLIENT_PROFILE]	[Client]	[Client]	2025-06-02T05:52:20.405000
17	683d3c099fb6043dc204d278	CLIENT_Avg_of_BureauReportedCredits_Available_...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-06-02T05:52:13.019000
18	683d3c099fb6043dc204d277	CLIENT_Avg_of_BureauReportedCredits_Available_...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-06-02T05:52:12.748000
19	683d3c099fb6043dc204d27f	CLIENT_Avg_of_Consumer_credit_Cr_type_BureauRe...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-06-02T05:52:12.478000
20	683d3c099fb6043dc204d281	CLIENT_Avg_of_Consumer_credit_Cr_type_BureauRe...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-06-02T05:52:12.205000
21	683d3c099fb6043dc204d27a	CLIENT_Max_of_PriorApplications_CNT_PAYMENTs_104w	FLOAT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-06-02T05:52:11.891000
22	683d3c099fb6043dc204d27d	CLIENT_Max_of_Active_Cr_active_BureauReportedC...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-06-02T05:52:11.616000
23	683d3c099fb6043dc204d280	CLIENT_Max_of_Consumer_credit_Cr_type_BureauRe...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-06-02T05:52:11.292000
24	683d3c099fb6043dc204d27c	CLIENT_PriorApplications_AMT_CREDITs_by_PriorA...	OBJECT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-06-02T05:52:10.993000
25	683d3c099fb6043dc204d27b	CLIENT_PriorApplications_AMT_CREDITs_by_PriorA...	OBJECT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-06-02T05:52:10.681000
26	683d3c099fb6043dc204d279	CLIENT_Std_of_BureauReportedCredits_Available_...	FLOAT	DRAFT	False	[BUREAU]	[BUREAU]	[Client]	[Client]	2025-06-02T05:52:10.380000
27	683d3c099fb6043dc204d283	CLIENT_Time_To_Latest_Approved_Contract_status...	FLOAT	DRAFT	False	[PREVIOUS_APPLICATION]	[PREVIOUS_APPLICATION]	[Client]	[Client]	2025-06-02T05:52:10.052000
28	683d3bf97f12f34f675bc3c6	NEW_APPLICATION_AMT_ANNUITY	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:59.925000
29	683d3bfa7f12f34f675bc3d0	NEW_APPLICATION_AMT_ANNUITY_To_AMT_CREDIT	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:58.569000
30	683d3bf97f12f34f675bc3c7	NEW_APPLICATION_AMT_GOODS_PRICE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:58.154000
31	683d3bfa7f12f34f675bc3d1	NEW_APPLICATION_Credit-Goods_Difference	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:57.743000
32	683d3bf97f12f34f675bc3c9	NEW_APPLICATION_DAYS_EMPLOYED	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:57.301000
33	683d3bf97f12f34f675bc3ca	NEW_APPLICATION_DAYS_ID_PUBLISH	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:56.835000
34	683d3bf97f12f34f675bc3cb	NEW_APPLICATION_EXT_SOURCE_1	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:56.461000
35	683d3bf97f12f34f675bc3cc	NEW_APPLICATION_EXT_SOURCE_2	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:56.098000
36	683d3bf97f12f34f675bc3cd	NEW_APPLICATION_EXT_SOURCE_3	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:55.720000
37	683d3bfa7f12f34f675bc3cf	NEW_APPLICATION_FLAG_DOCUMENT_3	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:55.350000
38	683d3bfa7f12f34f675bc3ce	NEW_APPLICATION_FLOORSMAX_MODE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:54.993000
39	683d3bf97f12f34f675bc3c8	NEW_APPLICATION_REGION_POPULATION_RELATIVE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-06-02T05:51:54.551000

Get features from catalog¶

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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]:

            
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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 Loan Applications",
)
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 Loan Applications",
)

Save feature list¶

In [5]:

            
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# Save feature list
simple_feature_list.save()
# Add description
simple_feature_list.update_description("Simple feature list for Loan Applications")
# Save feature list
simple_feature_list.save()
# Add description
simple_feature_list.update_description("Simple feature list for Loan Applications")

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