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 = "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)

16:43:56 | WARNING  | Service endpoint is inaccessible: http://featurebyte-server:8088/
16:43:56 | INFO     | Using profile: tutorial
16:43:56 | INFO     | Using configuration file at: /Users/gxav/.featurebyte/config.yaml
16:43:56 | INFO     | Active profile: tutorial (https://tutorials.featurebyte.com/api/v1)
16:43:56 | INFO     | SDK version: 2.1.0.dev113
16:43:56 | INFO     | No catalog activated.
16:43:56 | INFO     | 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]:

            
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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	67c2c8a968cceb0fcfc634cf	CLIENT_Consumer_installments_records_AMT_PAYME...	OBJECT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:25.680000
1	67c2c8a968cceb0fcfc634d0	CLIENT_Count_of_Consumer_installments_records_...	OBJECT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:25.254000
2	67c2c8a968cceb0fcfc634ce	CLIENT_Temporal_Mean_of_Sums_of_Consumer_insta...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:24.835000
3	67c2c8a968cceb0fcfc634d1	CLIENT_Avg_of_Late_Status_Consumer_installment...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:24.373000
4	67c2c8a968cceb0fcfc634c8	CLIENT_Avg_of_Consumer_installments_records_AM...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:23.967000
5	67c2c8a968cceb0fcfc634c7	CLIENT_Min_of_Consumer_installments_records_AM...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:23.555000
6	67c2c8a968cceb0fcfc634cb	CLIENT_Min_of_Consumer_installments_records_Co...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:23.148000
7	67c2c8a968cceb0fcfc634ca	CLIENT_Max_of_Consumer_installments_records_Co...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:22.709000
8	67c2c8a968cceb0fcfc634c9	CLIENT_Max_of_Consumer_installments_records_Pa...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS, CONSUMER_INSTALLMENTS]	[CONSUMER_INSTALLMENTS]	[Client]	[Client]	2025-03-01T08:43:22.281000
9	67c2c8898599e1bb9553d1ad	CLIENT_Max_of_Consumer_Loan_terminations_Consu...	FLOAT	DRAFT	False	[CONSUMER_LOAN_STATUS]	[CONSUMER_LOAN_STATUS]	[Client]	[Client]	2025-03-01T08:42:56.973000
10	67c2c8898599e1bb9553d1ac	CLIENT_Consumer_Loan_GOODS_CATEGORY_with_Lowes...	VARCHAR	DRAFT	False	[CONSUMER_LOAN_STATUS]	[CONSUMER_LOAN_STATUS]	[Client]	[Client]	2025-03-01T08:42:51.380000
11	67c2c85b2bf6ba54be64a566	CLIENT_Approved_Status_Prior_Applications_AMT_...	OBJECT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:12.123000
12	67c2c85b2bf6ba54be64a561	CLIENT_Avg_of_Approved_Status_Prior_Applicatio...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:11.739000
13	67c2c85b2bf6ba54be64a565	CLIENT_Avg_of_Approved_Status_Prior_Applicatio...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:11.372000
14	67c2c85b2bf6ba54be64a557	CLIENT_Avg_of_Prior_Applications_CNT_PAYMENTs_...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:11.011000
15	67c2c85b2bf6ba54be64a56a	CLIENT_Count_of_Cash_loans_Contract_type_Prior...	OBJECT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:10.665000
16	67c2c85b2bf6ba54be64a559	CLIENT_Count_of_Prior_Applications_by_Prior_Ap...	OBJECT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:10.267000
17	67c2c85b2bf6ba54be64a567	CLIENT_Latest_Refused_Status_Cash_loans_Contra...	VARCHAR	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:09.920000
18	67c2c85b2bf6ba54be64a570	CLIENT_Max_of_Time_between_2_Approved_Status_P...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:09.528000
19	67c2c85b2bf6ba54be64a56f	CLIENT_Max_of_Time_between_2_Prior_Application...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:09.096000
20	67c2c85b2bf6ba54be64a568	CLIENT_Latest_Revolving_loans_Contract_type_Pr...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:08.684000
21	67c2c85b2bf6ba54be64a55f	CLIENT_Min_of_Approved_Status_Cash_loans_Contr...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:08.319000
22	67c2c85b2bf6ba54be64a562	CLIENT_Max_of_Approved_Status_Prior_Applicatio...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:07.900000
23	67c2c85b2bf6ba54be64a569	CLIENT_Min_of_Cash_loans_Contract_type_Prior_A...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:07.543000
24	67c2c85b2bf6ba54be64a55a	CLIENT_Max_of_Prior_Applications_AMT_CREDIT_To...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:07.177000
25	67c2c85b2bf6ba54be64a55b	CLIENT_Max_of_Prior_Applications_Application-C...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:06.802000
26	67c2c85b2bf6ba54be64a558	CLIENT_Max_of_Prior_Applications_CNT_PAYMENTs_...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:06.420000
27	67c2c85b2bf6ba54be64a55c	CLIENT_Pct_of_Prior_Applications_is_Refused_St...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:06.067000
28	67c2c85b2bf6ba54be64a55d	CLIENT_Pct_of_Prior_Applications_is_Refused_St...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:05.696000
29	67c2c85b2bf6ba54be64a56d	CLIENT_Sum_of_Approved_Status_Prior_Applicatio...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:05.303000
30	67c2c85b2bf6ba54be64a56c	CLIENT_Time_Since_Latest_Prior_Application_DEC...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:04.845000
31	67c2c85b2bf6ba54be64a56e	CLIENT_vs_OVERALL_Count_of_Approved_Status_Cas...	FLOAT	DRAFT	False	[PRIOR_APPLICATIONS]	[PRIOR_APPLICATIONS]	[Client]	[Client]	2025-03-01T08:42:04.475000
32	67c2c82e3bb5b209f32ea35d	NEW_APPLICATION_AMT_ANNUITY	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:24.718000
33	67c2c82e3bb5b209f32ea365	NEW_APPLICATION_AMT_ANNUITY_To_AMT_CREDIT	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:24.406000
34	67c2c82e3bb5b209f32ea367	NEW_APPLICATION_AMT_ANNUITY_To_AMT_GOODS_VALUE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:24.079000
35	67c2c82e3bb5b209f32ea35c	NEW_APPLICATION_AMT_CREDIT	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:23.759000
36	67c2c82e3bb5b209f32ea366	NEW_APPLICATION_AMT_GOODS_VALUE_To_AMT_CREDIT	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:23.446000
37	67c2c82e3bb5b209f32ea364	NEW_APPLICATION_AMT_REQ_CREDIT_BUREAU_QRT	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:23.058000
38	67c2c82e3bb5b209f32ea357	NEW_APPLICATION_CODE_GENDER	VARCHAR	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:22.708000
39	67c2c82e3bb5b209f32ea368	NEW_APPLICATION_Credit-Goods_Gap	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:22.383000
40	67c2c82e3bb5b209f32ea35f	NEW_APPLICATION_DAYS_EMPLOYED	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:22.027000
41	67c2c82e3bb5b209f32ea361	NEW_APPLICATION_DAYS_LAST_PHONE_CHANGE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:21.673000
42	67c2c82e3bb5b209f32ea360	NEW_APPLICATION_DAYS_REGISTRATION	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:21.359000
43	67c2c82e3bb5b209f32ea359	NEW_APPLICATION_EDUCATION_TYPE	VARCHAR	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:21.044000
44	67c2c82e3bb5b209f32ea363	NEW_APPLICATION_FLAG_DOCUMENT_3	INT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:20.733000
45	67c2c82e3bb5b209f32ea362	NEW_APPLICATION_FLOORSMAX_MEDI	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:20.416000
46	67c2c82e3bb5b209f32ea358	NEW_APPLICATION_INCOME_TYPE	VARCHAR	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:20.107000
47	67c2c82e3bb5b209f32ea35a	NEW_APPLICATION_OCCUPATION_TYPE	VARCHAR	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:19.809000
48	67c2c82e3bb5b209f32ea35b	NEW_APPLICATION_ORGANIZATION_TYPE	VARCHAR	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:19.486000
49	67c2c82e3bb5b209f32ea35e	NEW_APPLICATION_REGION_POPULATION_RELATIVE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:19.168000
50	67c2c82e3bb5b209f32ea36a	NEW_APPLICATION_Time_To_BIRTHDATE	FLOAT	DRAFT	False	[NEW_APPLICATION]	[NEW_APPLICATION]	[New Application]	[New Application]	2025-03-01T08:41:18.811000

Get features from catalog¶

In [3]:

            
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new_application_amt_annuity = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY")
new_application_amt_annuity_to_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY_To_AMT_CREDIT")
new_application_amt_annuity_to_amt_goods_value = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY_To_AMT_GOODS_VALUE")
new_application_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_CREDIT")
new_application_amt_goods_value_to_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_GOODS_VALUE_To_AMT_CREDIT")
new_application_amt_req_credit_bureau_qrt = catalog.get_feature("NEW_APPLICATION_AMT_REQ_CREDIT_BUREAU_QRT")
new_application_code_gender = catalog.get_feature("NEW_APPLICATION_CODE_GENDER")
new_application_credit_goods_gap = catalog.get_feature("NEW_APPLICATION_Credit-Goods_Gap")
new_application_days_employed = catalog.get_feature("NEW_APPLICATION_DAYS_EMPLOYED")
new_application_days_last_phone_change = catalog.get_feature("NEW_APPLICATION_DAYS_LAST_PHONE_CHANGE")
new_application_days_registration = catalog.get_feature("NEW_APPLICATION_DAYS_REGISTRATION")
new_application_education_type = catalog.get_feature("NEW_APPLICATION_EDUCATION_TYPE")
new_application_flag_document_3 = catalog.get_feature("NEW_APPLICATION_FLAG_DOCUMENT_3")
new_application_floorsmax_medi = catalog.get_feature("NEW_APPLICATION_FLOORSMAX_MEDI")
new_application_income_type = catalog.get_feature("NEW_APPLICATION_INCOME_TYPE")
new_application_occupation_type = catalog.get_feature("NEW_APPLICATION_OCCUPATION_TYPE")
new_application_organization_type = catalog.get_feature("NEW_APPLICATION_ORGANIZATION_TYPE")
new_application_region_population_relative = catalog.get_feature("NEW_APPLICATION_REGION_POPULATION_RELATIVE")
new_application_time_to_birthdate = catalog.get_feature("NEW_APPLICATION_Time_To_BIRTHDATE")

client_max_of_consumer_loan_terminations_consumer_loan_amt_annuitys_104w = catalog.get_feature(
    "CLIENT_Max_of_Consumer_Loan_terminations_Consumer_Loan_AMT_ANNUITYs_104w"
)
client_consumer_loan_goods_category_with_lowest_sum_of_active_consumer_loans_amt_credits = catalog.get_feature(
    "CLIENT_Consumer_Loan_GOODS_CATEGORY_with_Lowest_sum_of_active_Consumer_Loans_AMT_CREDITs"
)
client_avg_of_consumer_installments_records_amt_payments_24cmo = catalog.get_feature(
    "CLIENT_Avg_of_Consumer_installments_records_AMT_PAYMENTs_24cMo"
)
client_avg_of_late_status_consumer_installments_records_amt_payments_24cmo = catalog.get_feature(
    "CLIENT_Avg_of_Late_Status_Consumer_installments_records_AMT_PAYMENTs_24cMo"
)
client_consumer_installments_records_amt_payments_by_consumer_installments_record_installment_status_6cmo = catalog.get_feature(
    "CLIENT_Consumer_installments_records_AMT_PAYMENTs_by_Consumer_installments_record_INSTALLMENT_STATUS_6cMo"
)
client_count_of_consumer_installments_records_by_consumer_loan_yield_group_24cmo = catalog.get_feature(
    "CLIENT_Count_of_Consumer_installments_records_by_Consumer_Loan_YIELD_GROUP_24cMo"
)
client_min_of_consumer_installments_records_amt_payments_12cmo = catalog.get_feature(
    "CLIENT_Min_of_Consumer_installments_records_AMT_PAYMENTs_12cMo"
)
client_min_of_consumer_installments_records_consumer_loan_amt_credit_to_amt_applications_24cmo = catalog.get_feature(
    "CLIENT_Min_of_Consumer_installments_records_Consumer_Loan_AMT_CREDIT_To_AMT_APPLICATIONs_24cMo"
)
client_max_of_consumer_installments_records_consumer_loan_amt_applications_24cmo = catalog.get_feature(
    "CLIENT_Max_of_Consumer_installments_records_Consumer_Loan_AMT_APPLICATIONs_24cMo"
)
client_max_of_consumer_installments_records_payment_delays_24cmo = catalog.get_feature(
    "CLIENT_Max_of_Consumer_installments_records_Payment_Delays_24cMo"
)
client_temporal_mean_of_sums_of_consumer_installments_records_consumer_loan_amt_annuitys_24cmo = catalog.get_feature(
    "CLIENT_Temporal_Mean_of_Sums_of_Consumer_installments_records_Consumer_Loan_AMT_ANNUITYs_24cMo"
)
client_approved_status_prior_applications_amt_credits_by_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Approved_Status_Prior_Applications_AMT_CREDITs_by_Prior_Application_YIELD_GROUP_104w"
)
client_avg_of_approved_status_prior_applications_amt_annuitys_104w = catalog.get_feature(
    "CLIENT_Avg_of_Approved_Status_Prior_Applications_AMT_ANNUITYs_104w"
)
client_avg_of_approved_status_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Avg_of_Approved_Status_Prior_Applications_CNT_PAYMENTs_104w"
)
client_avg_of_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Avg_of_Prior_Applications_CNT_PAYMENTs_104w"
)
client_count_of_cash_loans_contract_type_prior_applications_by_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Count_of_Cash_loans_Contract_type_Prior_Applications_by_Prior_Application_YIELD_GROUP_104w"
)
client_count_of_prior_applications_by_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Count_of_Prior_Applications_by_Prior_Application_YIELD_GROUP_104w"
)
client_latest_refused_status_cash_loans_contract_type_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Latest_Refused_Status_Cash_loans_Contract_type_Prior_Application_YIELD_GROUP_104w"
)
client_max_of_time_between_2_approved_status_prior_applications_for_the_client_104w = catalog.get_feature(
    "CLIENT_Max_of_Time_between_2_Approved_Status_Prior_Applications_for_the_Client_104w"
)
client_max_of_time_between_2_prior_applications_for_the_client_104w = catalog.get_feature(
    "CLIENT_Max_of_Time_between_2_Prior_Applications_for_the_Client_104w"
)
client_latest_revolving_loans_contract_type_prior_application_amt_application_104w = catalog.get_feature(
    "CLIENT_Latest_Revolving_loans_Contract_type_Prior_Application_AMT_APPLICATION_104w"
)
client_min_of_approved_status_cash_loans_contract_type_prior_applications_amt_annuity_to_amt_credits_104w = catalog.get_feature(
    "CLIENT_Min_of_Approved_Status_Cash_loans_Contract_type_Prior_Applications_AMT_ANNUITY_To_AMT_CREDITs_104w"
)
client_max_of_approved_status_prior_applications_amt_annuitys_104w = catalog.get_feature(
    "CLIENT_Max_of_Approved_Status_Prior_Applications_AMT_ANNUITYs_104w"
)
client_min_of_cash_loans_contract_type_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Min_of_Cash_loans_Contract_type_Prior_Applications_CNT_PAYMENTs_104w"
)
client_max_of_prior_applications_amt_credit_to_amt_applications_104w = catalog.get_feature(
    "CLIENT_Max_of_Prior_Applications_AMT_CREDIT_To_AMT_APPLICATIONs_104w"
)
client_max_of_prior_applications_application_credit_gaps_104w = catalog.get_feature(
    "CLIENT_Max_of_Prior_Applications_Application-Credit_Gaps_104w"
)
client_max_of_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Max_of_Prior_Applications_CNT_PAYMENTs_104w"
)
client_pct_of_prior_applications_is_refused_status_52w = catalog.get_feature(
    "CLIENT_Pct_of_Prior_Applications_is_Refused_Status_52w"
)
client_pct_of_prior_applications_is_refused_status_cash_loans_contract_type_104w = catalog.get_feature(
    "CLIENT_Pct_of_Prior_Applications_is_Refused_Status_Cash_loans_Contract_type_104w"
)
client_sum_of_approved_status_prior_applications_amt_annuitys_to_sum_of_approved_status_prior_applications_amt_credits_104w = catalog.get_feature(
    "CLIENT_Sum_of_Approved_Status_Prior_Applications_AMT_ANNUITYs_To_Sum_of_Approved_Status_Prior_Applications_AMT_CREDITs_104w"
)
client_time_since_latest_prior_application_decision_date_104w = catalog.get_feature(
    "CLIENT_Time_Since_Latest_Prior_Application_DECISION_DATE_104w"
)
client_vs_overall_count_of_approved_status_cash_loans_contract_type_prior_applications_by_prior_application_product_combination_104w = catalog.get_feature(
    "CLIENT_vs_OVERALL_Count_of_Approved_Status_Cash_loans_Contract_type_Prior_Applications_by_Prior_Application_PRODUCT_COMBINATION_104w"
)
new_application_amt_annuity = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY")
new_application_amt_annuity_to_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY_To_AMT_CREDIT")
new_application_amt_annuity_to_amt_goods_value = catalog.get_feature("NEW_APPLICATION_AMT_ANNUITY_To_AMT_GOODS_VALUE")
new_application_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_CREDIT")
new_application_amt_goods_value_to_amt_credit = catalog.get_feature("NEW_APPLICATION_AMT_GOODS_VALUE_To_AMT_CREDIT")
new_application_amt_req_credit_bureau_qrt = catalog.get_feature("NEW_APPLICATION_AMT_REQ_CREDIT_BUREAU_QRT")
new_application_code_gender = catalog.get_feature("NEW_APPLICATION_CODE_GENDER")
new_application_credit_goods_gap = catalog.get_feature("NEW_APPLICATION_Credit-Goods_Gap")
new_application_days_employed = catalog.get_feature("NEW_APPLICATION_DAYS_EMPLOYED")
new_application_days_last_phone_change = catalog.get_feature("NEW_APPLICATION_DAYS_LAST_PHONE_CHANGE")
new_application_days_registration = catalog.get_feature("NEW_APPLICATION_DAYS_REGISTRATION")
new_application_education_type = catalog.get_feature("NEW_APPLICATION_EDUCATION_TYPE")
new_application_flag_document_3 = catalog.get_feature("NEW_APPLICATION_FLAG_DOCUMENT_3")
new_application_floorsmax_medi = catalog.get_feature("NEW_APPLICATION_FLOORSMAX_MEDI")
new_application_income_type = catalog.get_feature("NEW_APPLICATION_INCOME_TYPE")
new_application_occupation_type = catalog.get_feature("NEW_APPLICATION_OCCUPATION_TYPE")
new_application_organization_type = catalog.get_feature("NEW_APPLICATION_ORGANIZATION_TYPE")
new_application_region_population_relative = catalog.get_feature("NEW_APPLICATION_REGION_POPULATION_RELATIVE")
new_application_time_to_birthdate = catalog.get_feature("NEW_APPLICATION_Time_To_BIRTHDATE")

client_max_of_consumer_loan_terminations_consumer_loan_amt_annuitys_104w = catalog.get_feature(
    "CLIENT_Max_of_Consumer_Loan_terminations_Consumer_Loan_AMT_ANNUITYs_104w"
)
client_consumer_loan_goods_category_with_lowest_sum_of_active_consumer_loans_amt_credits = catalog.get_feature(
    "CLIENT_Consumer_Loan_GOODS_CATEGORY_with_Lowest_sum_of_active_Consumer_Loans_AMT_CREDITs"
)
client_avg_of_consumer_installments_records_amt_payments_24cmo = catalog.get_feature(
    "CLIENT_Avg_of_Consumer_installments_records_AMT_PAYMENTs_24cMo"
)
client_avg_of_late_status_consumer_installments_records_amt_payments_24cmo = catalog.get_feature(
    "CLIENT_Avg_of_Late_Status_Consumer_installments_records_AMT_PAYMENTs_24cMo"
)
client_consumer_installments_records_amt_payments_by_consumer_installments_record_installment_status_6cmo = catalog.get_feature(
    "CLIENT_Consumer_installments_records_AMT_PAYMENTs_by_Consumer_installments_record_INSTALLMENT_STATUS_6cMo"
)
client_count_of_consumer_installments_records_by_consumer_loan_yield_group_24cmo = catalog.get_feature(
    "CLIENT_Count_of_Consumer_installments_records_by_Consumer_Loan_YIELD_GROUP_24cMo"
)
client_min_of_consumer_installments_records_amt_payments_12cmo = catalog.get_feature(
    "CLIENT_Min_of_Consumer_installments_records_AMT_PAYMENTs_12cMo"
)
client_min_of_consumer_installments_records_consumer_loan_amt_credit_to_amt_applications_24cmo = catalog.get_feature(
    "CLIENT_Min_of_Consumer_installments_records_Consumer_Loan_AMT_CREDIT_To_AMT_APPLICATIONs_24cMo"
)
client_max_of_consumer_installments_records_consumer_loan_amt_applications_24cmo = catalog.get_feature(
    "CLIENT_Max_of_Consumer_installments_records_Consumer_Loan_AMT_APPLICATIONs_24cMo"
)
client_max_of_consumer_installments_records_payment_delays_24cmo = catalog.get_feature(
    "CLIENT_Max_of_Consumer_installments_records_Payment_Delays_24cMo"
)
client_temporal_mean_of_sums_of_consumer_installments_records_consumer_loan_amt_annuitys_24cmo = catalog.get_feature(
    "CLIENT_Temporal_Mean_of_Sums_of_Consumer_installments_records_Consumer_Loan_AMT_ANNUITYs_24cMo"
)
client_approved_status_prior_applications_amt_credits_by_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Approved_Status_Prior_Applications_AMT_CREDITs_by_Prior_Application_YIELD_GROUP_104w"
)
client_avg_of_approved_status_prior_applications_amt_annuitys_104w = catalog.get_feature(
    "CLIENT_Avg_of_Approved_Status_Prior_Applications_AMT_ANNUITYs_104w"
)
client_avg_of_approved_status_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Avg_of_Approved_Status_Prior_Applications_CNT_PAYMENTs_104w"
)
client_avg_of_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Avg_of_Prior_Applications_CNT_PAYMENTs_104w"
)
client_count_of_cash_loans_contract_type_prior_applications_by_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Count_of_Cash_loans_Contract_type_Prior_Applications_by_Prior_Application_YIELD_GROUP_104w"
)
client_count_of_prior_applications_by_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Count_of_Prior_Applications_by_Prior_Application_YIELD_GROUP_104w"
)
client_latest_refused_status_cash_loans_contract_type_prior_application_yield_group_104w = catalog.get_feature(
    "CLIENT_Latest_Refused_Status_Cash_loans_Contract_type_Prior_Application_YIELD_GROUP_104w"
)
client_max_of_time_between_2_approved_status_prior_applications_for_the_client_104w = catalog.get_feature(
    "CLIENT_Max_of_Time_between_2_Approved_Status_Prior_Applications_for_the_Client_104w"
)
client_max_of_time_between_2_prior_applications_for_the_client_104w = catalog.get_feature(
    "CLIENT_Max_of_Time_between_2_Prior_Applications_for_the_Client_104w"
)
client_latest_revolving_loans_contract_type_prior_application_amt_application_104w = catalog.get_feature(
    "CLIENT_Latest_Revolving_loans_Contract_type_Prior_Application_AMT_APPLICATION_104w"
)
client_min_of_approved_status_cash_loans_contract_type_prior_applications_amt_annuity_to_amt_credits_104w = catalog.get_feature(
    "CLIENT_Min_of_Approved_Status_Cash_loans_Contract_type_Prior_Applications_AMT_ANNUITY_To_AMT_CREDITs_104w"
)
client_max_of_approved_status_prior_applications_amt_annuitys_104w = catalog.get_feature(
    "CLIENT_Max_of_Approved_Status_Prior_Applications_AMT_ANNUITYs_104w"
)
client_min_of_cash_loans_contract_type_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Min_of_Cash_loans_Contract_type_Prior_Applications_CNT_PAYMENTs_104w"
)
client_max_of_prior_applications_amt_credit_to_amt_applications_104w = catalog.get_feature(
    "CLIENT_Max_of_Prior_Applications_AMT_CREDIT_To_AMT_APPLICATIONs_104w"
)
client_max_of_prior_applications_application_credit_gaps_104w = catalog.get_feature(
    "CLIENT_Max_of_Prior_Applications_Application-Credit_Gaps_104w"
)
client_max_of_prior_applications_cnt_payments_104w = catalog.get_feature(
    "CLIENT_Max_of_Prior_Applications_CNT_PAYMENTs_104w"
)
client_pct_of_prior_applications_is_refused_status_52w = catalog.get_feature(
    "CLIENT_Pct_of_Prior_Applications_is_Refused_Status_52w"
)
client_pct_of_prior_applications_is_refused_status_cash_loans_contract_type_104w = catalog.get_feature(
    "CLIENT_Pct_of_Prior_Applications_is_Refused_Status_Cash_loans_Contract_type_104w"
)
client_sum_of_approved_status_prior_applications_amt_annuitys_to_sum_of_approved_status_prior_applications_amt_credits_104w = catalog.get_feature(
    "CLIENT_Sum_of_Approved_Status_Prior_Applications_AMT_ANNUITYs_To_Sum_of_Approved_Status_Prior_Applications_AMT_CREDITs_104w"
)
client_time_since_latest_prior_application_decision_date_104w = catalog.get_feature(
    "CLIENT_Time_Since_Latest_Prior_Application_DECISION_DATE_104w"
)
client_vs_overall_count_of_approved_status_cash_loans_contract_type_prior_applications_by_prior_application_product_combination_104w = catalog.get_feature(
    "CLIENT_vs_OVERALL_Count_of_Approved_Status_Cash_loans_Contract_type_Prior_Applications_by_Prior_Application_PRODUCT_COMBINATION_104w"
)

Create feature list¶

In [4]:

            
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simple_feature_list = fb.FeatureList(
    [
        new_application_amt_annuity,
        new_application_amt_annuity_to_amt_credit,
        new_application_amt_annuity_to_amt_goods_value,
        new_application_amt_credit,
        new_application_amt_goods_value_to_amt_credit,
        new_application_amt_req_credit_bureau_qrt,
        new_application_code_gender,
        new_application_credit_goods_gap,
        new_application_days_employed,
        new_application_days_last_phone_change,
        new_application_days_registration,
        new_application_education_type,
        new_application_flag_document_3,
        new_application_floorsmax_medi,
        new_application_income_type,
        new_application_occupation_type,
        new_application_organization_type,
        new_application_region_population_relative,
        new_application_time_to_birthdate,
        client_max_of_consumer_loan_terminations_consumer_loan_amt_annuitys_104w,
        client_consumer_loan_goods_category_with_lowest_sum_of_active_consumer_loans_amt_credits,
        client_avg_of_consumer_installments_records_amt_payments_24cmo,
        client_avg_of_late_status_consumer_installments_records_amt_payments_24cmo,
        client_consumer_installments_records_amt_payments_by_consumer_installments_record_installment_status_6cmo,
        client_count_of_consumer_installments_records_by_consumer_loan_yield_group_24cmo,
        client_min_of_consumer_installments_records_amt_payments_12cmo,
        client_min_of_consumer_installments_records_consumer_loan_amt_credit_to_amt_applications_24cmo,
        client_max_of_consumer_installments_records_consumer_loan_amt_applications_24cmo,
        client_max_of_consumer_installments_records_payment_delays_24cmo,
        client_temporal_mean_of_sums_of_consumer_installments_records_consumer_loan_amt_annuitys_24cmo,
        client_approved_status_prior_applications_amt_credits_by_prior_application_yield_group_104w,
        client_avg_of_approved_status_prior_applications_amt_annuitys_104w,
        client_avg_of_approved_status_prior_applications_cnt_payments_104w,
        client_avg_of_prior_applications_cnt_payments_104w,
        client_count_of_cash_loans_contract_type_prior_applications_by_prior_application_yield_group_104w,
        client_count_of_prior_applications_by_prior_application_yield_group_104w,
        client_latest_refused_status_cash_loans_contract_type_prior_application_yield_group_104w,
        client_max_of_time_between_2_approved_status_prior_applications_for_the_client_104w,
        client_max_of_time_between_2_prior_applications_for_the_client_104w,
        client_latest_revolving_loans_contract_type_prior_application_amt_application_104w,
        client_min_of_approved_status_cash_loans_contract_type_prior_applications_amt_annuity_to_amt_credits_104w,
        client_max_of_approved_status_prior_applications_amt_annuitys_104w,
        client_min_of_cash_loans_contract_type_prior_applications_cnt_payments_104w,
        client_max_of_prior_applications_amt_credit_to_amt_applications_104w,
        client_max_of_prior_applications_application_credit_gaps_104w,
        client_max_of_prior_applications_cnt_payments_104w,
        client_pct_of_prior_applications_is_refused_status_52w,
        client_pct_of_prior_applications_is_refused_status_cash_loans_contract_type_104w,
        client_sum_of_approved_status_prior_applications_amt_annuitys_to_sum_of_approved_status_prior_applications_amt_credits_104w,
        client_time_since_latest_prior_application_decision_date_104w,
        client_vs_overall_count_of_approved_status_cash_loans_contract_type_prior_applications_by_prior_application_product_combination_104w,
    ],
    name="51 features for Credit Default",
)
simple_feature_list = fb.FeatureList(
    [
        new_application_amt_annuity,
        new_application_amt_annuity_to_amt_credit,
        new_application_amt_annuity_to_amt_goods_value,
        new_application_amt_credit,
        new_application_amt_goods_value_to_amt_credit,
        new_application_amt_req_credit_bureau_qrt,
        new_application_code_gender,
        new_application_credit_goods_gap,
        new_application_days_employed,
        new_application_days_last_phone_change,
        new_application_days_registration,
        new_application_education_type,
        new_application_flag_document_3,
        new_application_floorsmax_medi,
        new_application_income_type,
        new_application_occupation_type,
        new_application_organization_type,
        new_application_region_population_relative,
        new_application_time_to_birthdate,
        client_max_of_consumer_loan_terminations_consumer_loan_amt_annuitys_104w,
        client_consumer_loan_goods_category_with_lowest_sum_of_active_consumer_loans_amt_credits,
        client_avg_of_consumer_installments_records_amt_payments_24cmo,
        client_avg_of_late_status_consumer_installments_records_amt_payments_24cmo,
        client_consumer_installments_records_amt_payments_by_consumer_installments_record_installment_status_6cmo,
        client_count_of_consumer_installments_records_by_consumer_loan_yield_group_24cmo,
        client_min_of_consumer_installments_records_amt_payments_12cmo,
        client_min_of_consumer_installments_records_consumer_loan_amt_credit_to_amt_applications_24cmo,
        client_max_of_consumer_installments_records_consumer_loan_amt_applications_24cmo,
        client_max_of_consumer_installments_records_payment_delays_24cmo,
        client_temporal_mean_of_sums_of_consumer_installments_records_consumer_loan_amt_annuitys_24cmo,
        client_approved_status_prior_applications_amt_credits_by_prior_application_yield_group_104w,
        client_avg_of_approved_status_prior_applications_amt_annuitys_104w,
        client_avg_of_approved_status_prior_applications_cnt_payments_104w,
        client_avg_of_prior_applications_cnt_payments_104w,
        client_count_of_cash_loans_contract_type_prior_applications_by_prior_application_yield_group_104w,
        client_count_of_prior_applications_by_prior_application_yield_group_104w,
        client_latest_refused_status_cash_loans_contract_type_prior_application_yield_group_104w,
        client_max_of_time_between_2_approved_status_prior_applications_for_the_client_104w,
        client_max_of_time_between_2_prior_applications_for_the_client_104w,
        client_latest_revolving_loans_contract_type_prior_application_amt_application_104w,
        client_min_of_approved_status_cash_loans_contract_type_prior_applications_amt_annuity_to_amt_credits_104w,
        client_max_of_approved_status_prior_applications_amt_annuitys_104w,
        client_min_of_cash_loans_contract_type_prior_applications_cnt_payments_104w,
        client_max_of_prior_applications_amt_credit_to_amt_applications_104w,
        client_max_of_prior_applications_application_credit_gaps_104w,
        client_max_of_prior_applications_cnt_payments_104w,
        client_pct_of_prior_applications_is_refused_status_52w,
        client_pct_of_prior_applications_is_refused_status_cash_loans_contract_type_104w,
        client_sum_of_approved_status_prior_applications_amt_annuitys_to_sum_of_approved_status_prior_applications_amt_credits_104w,
        client_time_since_latest_prior_application_decision_date_104w,
        client_vs_overall_count_of_approved_status_cash_loans_contract_type_prior_applications_by_prior_application_product_combination_104w,
    ],
    name="51 features for Credit Default",
)

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

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Done! |████████████████████████████████████████| 100% in 6.1s (0.17%/s)         
Loading Feature(s) |████████████████████████████████████████| 51/51 [100%] in 0.
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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