Datasets:

electricsheepafrica
/

africa-synth-financial-inclusion-bank-account-ownership-africa-niger

Split (1)

train · 30k rows

country string	year int64	urban_rural string	gender string	age int64	age_group string	income_quintile string	education string	employment_status string	branch_access_km float64	atm_access_km float64	account_ownership int64	account_type string	bank_name string	usage_frequency_monthly int64	months_inactive int64	account_balance_usd float64	primary_barrier string	has_overdraft int64	has_debit_card int64	has_online_banking int64	scenario string
DRC	2,018	urban	male	39	35-44	lowest	primary	unemployed	1.4	3.6	0	none	none	0	0	0	documentation	0	0	0	low_burden
Nigeria	2,025	rural	male	46	45-54	lowest	secondary	employed_formal	55.3	4.7	1	savings	UBA	1	0	263.9	none	0	0	0	low_burden
DRC	2,019	rural	female	51	45-54	highest	none	student	12.9	1.4	0	none	none	0	0	0	no_need	0	0	0	low_burden
Kenya	2,018	urban	female	25	18-24	highest	primary	self_employed	1	0.2	1	savings	Stanbic	1	0	1,559.31	none	0	0	1	low_burden
Mali	2,018	rural	female	30	25-34	highest	primary	employed_informal	5.4	5.6	0	none	none	0	0	0	no_need	0	0	0	low_burden
Mali	2,021	urban	male	23	18-24	second	secondary	unemployed	0.5	0.3	0	none	none	0	0	0	no_need	0	0	0	low_burden
Mali	2,018	rural	male	29	25-34	fourth	none	self_employed	16.4	0.8	0	none	none	0	0	0	cost	0	0	0	low_burden
Rwanda	2,024	rural	female	43	35-44	lowest	primary	employed_formal	13.7	17.4	1	savings	Bank of Kigali	0	19	0	none	1	1	0	low_burden
Zambia	2,022	rural	female	71	55+	second	secondary	unemployed	62.1	12.6	0	none	none	0	0	0	distance	0	0	0	low_burden
Niger	2,020	rural	female	70	55+	fourth	secondary	unemployed	0.8	1.2	0	none	none	0	0	0	cost	0	0	0	low_burden
Tanzania	2,018	urban	male	61	55+	highest	secondary	self_employed	7.1	3.9	1	savings	CRDB	0	3	0	none	0	0	1	low_burden
Mali	2,021	rural	male	49	45-54	second	tertiary	unemployed	0.9	37.8	0	none	none	0	0	0	distance	0	0	0	low_burden
Senegal	2,019	rural	female	29	25-34	middle	secondary	employed_formal	4.8	10.1	1	current	BHS	0	9	0	none	0	0	0	low_burden
Malawi	2,025	rural	female	38	35-44	lowest	primary	employed_informal	10.5	2	0	none	none	0	0	0	distance	0	0	0	low_burden
Zambia	2,020	rural	male	61	55+	second	primary	self_employed	11.8	12.8	0	none	none	0	0	0	documentation	0	0	0	low_burden
Senegal	2,021	urban	female	69	55+	lowest	none	employed_informal	3.1	4	0	none	none	0	0	0	cost	0	0	0	low_burden
Kenya	2,018	rural	female	72	55+	highest	primary	self_employed	8.6	3.4	1	current	KCB	0	5	0	none	1	1	0	low_burden
Nigeria	2,019	rural	male	40	35-44	lowest	none	student	1.8	2.8	0	none	none	0	0	0	cost	0	0	0	low_burden
Ghana	2,019	urban	male	45	35-44	fourth	primary	unemployed	2.5	1.4	1	savings	GCB	3	0	560.43	none	0	1	0	low_burden
Uganda	2,018	rural	female	47	45-54	second	secondary	self_employed	9.3	0.8	0	none	none	0	0	0	documentation	0	0	0	low_burden
Malawi	2,023	rural	male	21	18-24	middle	secondary	self_employed	19.1	0.1	0	none	none	0	0	0	cost	0	0	0	low_burden
Niger	2,025	rural	female	24	18-24	second	primary	unemployed	19	44.4	0	none	none	0	0	0	cost	0	0	0	low_burden
Rwanda	2,025	rural	female	20	18-24	second	secondary	unemployed	6.2	25.1	0	none	none	0	0	0	no_need	0	0	0	low_burden
Zambia	2,020	urban	male	60	55+	middle	primary	employed_formal	0.3	0.2	1	salary_account	Absa	1	0	375.82	none	0	0	1	low_burden
DRC	2,024	rural	female	30	25-34	middle	secondary	self_employed	9.1	10.5	1	salary_account	FBNBank	1	0	439.25	none	0	0	0	low_burden
Senegal	2,022	urban	male	57	55+	highest	secondary	employed_informal	3	0.5	1	savings	Ecobank	0	14	0	none	0	0	1	low_burden
Uganda	2,018	rural	male	39	35-44	second	primary	employed_formal	14.1	4	0	none	none	0	0	0	cost	0	0	0	low_burden
Mali	2,018	rural	female	63	55+	middle	primary	employed_informal	7	33.2	0	none	none	0	0	0	cost	0	0	0	low_burden
Senegal	2,022	rural	female	24	18-24	highest	tertiary	self_employed	3.9	8.6	1	current	BHS	2	0	1,983.68	none	0	0	0	low_burden
Rwanda	2,021	rural	male	36	35-44	second	secondary	unemployed	1.2	0.4	0	none	none	0	0	0	no_need	0	0	0	low_burden
Senegal	2,018	rural	female	29	25-34	highest	secondary	student	3.9	2.2	0	none	none	0	0	0	no_need	0	0	0	low_burden
Senegal	2,025	rural	female	42	35-44	highest	none	employed_informal	2.9	17.8	1	savings	CBAO	4	0	2,078.98	none	0	1	0	low_burden
Uganda	2,023	rural	female	50	45-54	fourth	primary	employed_informal	10.1	0.4	0	none	none	0	0	0	documentation	0	0	0	low_burden
Senegal	2,022	rural	female	27	25-34	middle	primary	employed_informal	0.6	1.9	0	none	none	0	0	0	no_need	0	0	0	low_burden
Mali	2,025	rural	male	56	55+	fourth	tertiary	employed_informal	0.1	0.4	1	current	BDM	1	0	220.5	none	0	0	0	low_burden
Tanzania	2,025	urban	male	72	55+	middle	none	employed_formal	0	0.4	1	current	Stanbic	3	0	571.33	none	0	1	1	low_burden
Rwanda	2,025	rural	female	20	18-24	middle	primary	student	16.9	0.1	0	none	none	0	0	0	cost	0	0	0	low_burden
Kenya	2,020	rural	male	22	18-24	highest	tertiary	employed_formal	30.8	7.2	0	none	none	0	0	0	trust	0	0	0	low_burden
Ethiopia	2,025	rural	female	72	55+	second	primary	unemployed	4.7	3.5	0	none	none	0	0	0	no_need	0	0	0	low_burden
Malawi	2,022	rural	male	54	45-54	fourth	primary	employed_informal	4.2	14.2	1	savings	FDH Bank	4	0	617.06	none	0	0	1	low_burden
South Africa	2,023	urban	male	70	55+	middle	secondary	self_employed	1.1	1.5	1	savings	Capitec	2	0	222.2	none	0	0	0	low_burden
Ghana	2,024	rural	male	58	55+	lowest	primary	unemployed	10.7	11.3	0	none	none	0	0	0	distance	0	0	0	low_burden
Tanzania	2,019	urban	male	58	55+	middle	tertiary	student	1.5	0.5	1	current	Absa	2	0	371.09	none	0	0	0	low_burden
Malawi	2,021	urban	male	26	25-34	fourth	none	employed_informal	1	0.6	0	none	none	0	0	0	cost	0	0	0	low_burden
South Africa	2,019	rural	female	47	45-54	middle	secondary	student	10.1	20.5	0	none	none	0	0	0	distance	0	0	0	low_burden
DRC	2,020	urban	female	38	35-44	fourth	primary	employed_informal	1.6	1.7	1	savings	Rawbank	1	0	2,078.74	none	0	1	0	low_burden
Kenya	2,021	urban	male	65	55+	second	secondary	unemployed	3.7	0.5	1	current	Cooperative Bank	0	1	0	none	0	0	0	low_burden
Ghana	2,024	rural	male	20	18-24	highest	secondary	employed_formal	22.5	2.9	1	salary_account	Stanbic	2	0	3,170.06	none	0	0	0	low_burden
DRC	2,024	rural	female	19	18-24	middle	secondary	self_employed	28.2	6.4	0	none	none	0	0	0	religious	0	0	0	low_burden
Kenya	2,021	urban	male	49	45-54	fourth	tertiary	unemployed	8.2	1.8	1	savings	NCBA	4	0	891.03	none	1	0	0	low_burden
DRC	2,020	urban	female	73	55+	second	secondary	unemployed	0.2	1.4	0	none	none	0	0	0	no_need	0	0	0	low_burden
Tanzania	2,022	rural	female	74	55+	second	none	unemployed	25.2	0.9	0	none	none	0	0	0	documentation	0	0	0	low_burden
Mozambique	2,025	rural	female	51	45-54	highest	none	employed_informal	2	3.2	0	none	none	0	0	0	cost	0	0	0	low_burden
Tanzania	2,025	rural	female	42	35-44	lowest	primary	unemployed	2.7	4	0	none	none	0	0	0	trust	0	0	0	low_burden
Malawi	2,019	rural	female	33	25-34	second	primary	employed_informal	16.7	5.2	0	none	none	0	0	0	cost	0	0	0	low_burden
Rwanda	2,019	urban	female	74	55+	fourth	primary	employed_informal	6.1	0.3	0	none	none	0	0	0	cost	0	0	0	low_burden
Uganda	2,023	rural	female	28	25-34	fourth	secondary	employed_formal	13.4	23.3	1	savings	Equity Bank	2	0	402.19	none	0	0	0	low_burden
Senegal	2,020	urban	male	25	18-24	highest	secondary	employed_informal	1.4	2.6	0	none	none	0	0	0	cost	0	0	0	low_burden
Zambia	2,019	rural	male	46	45-54	fourth	tertiary	employed_formal	0.3	4.5	1	current	Absa	0	10	0	none	0	0	0	low_burden
Mali	2,018	urban	male	40	35-44	highest	primary	self_employed	2.7	2.8	1	current	Ecobank	0	13	0	none	0	0	1	low_burden
South Africa	2,021	rural	male	46	45-54	middle	secondary	employed_formal	5.8	6.4	1	savings	Standard Bank	1	0	168.49	none	0	1	0	low_burden
Rwanda	2,021	urban	female	69	55+	middle	secondary	self_employed	3.9	0.8	1	savings	Ecobank	4	0	235.37	none	1	1	0	low_burden
Malawi	2,022	rural	male	33	25-34	fourth	tertiary	employed_formal	16.2	4.7	1	current	FDH Bank	0	12	0	none	0	0	0	low_burden
Malawi	2,019	urban	male	67	55+	fourth	secondary	unemployed	5.7	1.5	0	none	none	0	0	0	documentation	0	0	0	low_burden
Malawi	2,023	rural	male	30	25-34	lowest	primary	employed_informal	24.5	1	0	none	none	0	0	0	documentation	0	0	0	low_burden
DRC	2,023	urban	female	36	35-44	second	none	employed_informal	0.8	0.7	0	none	none	0	0	0	religious	0	0	0	low_burden
Tanzania	2,021	urban	female	18	18-24	middle	tertiary	self_employed	2.2	1	0	none	none	0	0	0	cost	0	0	0	low_burden
Nigeria	2,019	urban	female	56	55+	fourth	secondary	student	3.4	1.3	0	none	none	0	0	0	documentation	0	0	0	low_burden
Ethiopia	2,022	rural	male	66	55+	middle	secondary	student	4.1	16	0	none	none	0	0	0	trust	0	0	0	low_burden
Kenya	2,023	rural	male	68	55+	fourth	secondary	employed_informal	2.7	0.6	1	savings	Equity Bank	1	0	832.45	none	0	1	0	low_burden
Uganda	2,020	rural	female	27	25-34	fourth	secondary	student	7.8	11.1	1	savings	Centenary	2	0	846.61	none	0	0	0	low_burden
Uganda	2,020	rural	female	61	55+	second	secondary	self_employed	5.3	4.5	0	none	none	0	0	0	distance	0	0	0	low_burden
Mali	2,022	rural	female	26	25-34	middle	tertiary	student	7	22.6	0	none	none	0	0	0	no_need	0	0	0	low_burden
Niger	2,020	urban	female	53	45-54	middle	tertiary	employed_formal	0.8	0.5	0	none	none	0	0	0	no_need	0	0	0	low_burden
Niger	2,021	rural	male	58	55+	lowest	primary	employed_formal	1.7	26.5	0	none	none	0	0	0	cost	0	0	0	low_burden
Malawi	2,020	rural	female	26	25-34	middle	none	employed_formal	2.5	8	1	savings	National Bank	0	20	0	none	0	0	0	low_burden
Niger	2,020	rural	female	24	18-24	middle	none	unemployed	3.9	19.8	0	none	none	0	0	0	no_need	0	0	0	low_burden
Nigeria	2,023	rural	female	22	18-24	fourth	primary	employed_formal	34.8	0.5	1	fixed_deposit	UBA	0	15	0	none	0	0	0	low_burden
Mozambique	2,021	rural	female	58	55+	second	secondary	employed_informal	6.5	2.3	1	fixed_deposit	Moza Banco	0	20	0	none	0	1	1	low_burden
Zambia	2,021	rural	male	53	45-54	lowest	secondary	self_employed	8.4	7.6	1	current	First National Bank	1	0	109.24	none	0	0	0	low_burden
South Africa	2,023	rural	male	24	18-24	middle	primary	student	46.9	9.4	1	fixed_deposit	Standard Bank	1	0	1,009.13	none	0	1	0	low_burden
Nigeria	2,020	urban	female	46	45-54	fourth	primary	self_employed	4.9	0.4	1	savings	Zenith Bank	0	13	0	none	0	0	1	low_burden
Zambia	2,018	rural	female	63	55+	middle	secondary	unemployed	10.3	0	0	none	none	0	0	0	no_need	0	0	0	low_burden
Niger	2,024	rural	male	31	25-34	second	secondary	employed_informal	32.2	1.8	0	none	none	0	0	0	documentation	0	0	0	low_burden
Zambia	2,018	rural	male	52	45-54	highest	secondary	student	30.3	21.5	1	current	First National Bank	1	0	2,257.92	none	0	1	0	low_burden
Malawi	2,022	rural	female	34	25-34	lowest	none	employed_formal	41.9	4.5	0	none	none	0	0	0	no_need	0	0	0	low_burden
Nigeria	2,020	urban	male	32	25-34	second	primary	employed_informal	4.3	0.7	1	current	Zenith Bank	2	0	40.19	none	1	0	1	low_burden
Ethiopia	2,019	urban	male	40	35-44	second	secondary	self_employed	0.6	2.5	0	none	none	0	0	0	distance	0	0	0	low_burden
Ghana	2,018	urban	female	38	35-44	fourth	secondary	employed_informal	8	5.2	1	current	Absa	2	0	899.6	none	0	0	0	low_burden
Tanzania	2,025	rural	female	46	45-54	fourth	secondary	self_employed	7.5	6.7	1	current	Absa	2	0	1,508.68	none	0	0	0	low_burden
Niger	2,021	urban	female	29	25-34	lowest	tertiary	self_employed	3.4	0.7	0	none	none	0	0	0	no_need	0	0	0	low_burden
Rwanda	2,020	rural	female	40	35-44	fourth	none	employed_informal	25.6	44.6	0	none	none	0	0	0	religious	0	0	0	low_burden
Rwanda	2,023	rural	male	53	45-54	fourth	primary	employed_formal	46	0.7	1	savings	Bank of Kigali	2	0	969.28	none	0	1	0	low_burden
Ethiopia	2,018	rural	female	40	35-44	highest	primary	employed_formal	13.9	2.5	1	savings	Dashen Bank	2	0	2,643.38	none	0	0	0	low_burden
South Africa	2,022	urban	female	55	45-54	highest	primary	employed_formal	2.6	0.9	1	current	Capitec	0	9	0	none	0	1	0	low_burden
Uganda	2,021	rural	female	24	18-24	fourth	primary	student	34.5	2.6	0	none	none	0	0	0	other	0	0	0	low_burden
Ethiopia	2,022	urban	female	25	18-24	lowest	none	self_employed	2.4	0.7	0	none	none	0	0	0	cost	0	0	0	low_burden
Uganda	2,018	rural	male	67	55+	second	none	employed_formal	0.5	11.4	0	none	none	0	0	0	religious	0	0	0	low_burden
Ethiopia	2,025	urban	male	44	35-44	highest	secondary	employed_formal	2.4	0.8	1	savings	Awash Bank	0	8	0	none	0	1	1	low_burden
South Africa	2,019	urban	male	52	45-54	middle	none	unemployed	8.6	2.2	1	savings	Capitec	2	0	404.98	none	0	1	1	low_burden

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