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
Uganda	2,019	rural	female	61	55+	second	none	self_employed	12.2	0	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Senegal	2,020	urban	male	33	25-34	lowest	secondary	employed_formal	0.4	0.5	1	salary_account	Ecobank	1	0	90.7	none	1	0	0	moderate_burden
DRC	2,024	urban	female	67	55+	second	tertiary	employed_informal	1.1	4.3	1	salary_account	BCDC	0	15	0	none	0	1	0	moderate_burden
Ghana	2,023	rural	female	55	45-54	middle	none	student	10.9	12.4	1	current	Ecobank	3	0	888.94	none	0	0	0	moderate_burden
Mozambique	2,024	rural	female	59	55+	second	none	employed_formal	7	5	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Senegal	2,025	rural	female	55	45-54	middle	tertiary	self_employed	14.6	6.1	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Niger	2,025	rural	male	50	45-54	second	secondary	unemployed	3.4	4.6	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Malawi	2,018	rural	male	70	55+	lowest	secondary	employed_informal	2.6	10.8	0	none	none	0	0	0	cost	0	0	0	moderate_burden
South Africa	2,023	rural	male	32	25-34	middle	none	employed_informal	1.6	2.1	1	current	Absa	1	0	201.62	none	1	0	0	moderate_burden
Nigeria	2,023	rural	female	62	55+	second	none	unemployed	1	0.5	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Ethiopia	2,023	rural	male	68	55+	second	tertiary	employed_formal	0.5	8.1	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Mali	2,025	urban	female	30	25-34	lowest	primary	student	1.9	1	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Niger	2,024	urban	male	67	55+	lowest	primary	employed_formal	1.8	3.6	1	current	Orabank	3	0	86.7	none	0	0	0	moderate_burden
Malawi	2,024	urban	male	36	35-44	lowest	primary	unemployed	3.2	0.2	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Mali	2,022	rural	male	47	45-54	lowest	primary	self_employed	18.5	9.7	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Mali	2,020	urban	female	47	45-54	lowest	secondary	employed_informal	9.1	0	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Kenya	2,021	rural	male	41	35-44	second	tertiary	employed_informal	10.4	2.6	1	current	Stanbic	3	0	259.52	none	0	0	1	moderate_burden
Mali	2,019	rural	male	73	55+	second	none	employed_formal	17.7	0.8	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Ethiopia	2,018	rural	female	33	25-34	highest	primary	self_employed	27	6.3	1	savings	Awash Bank	4	0	1,353.28	none	0	0	0	moderate_burden
South Africa	2,018	rural	female	29	25-34	second	secondary	employed_formal	6.8	3.6	1	salary_account	Capitec	0	15	0	none	0	0	1	moderate_burden
Zambia	2,020	rural	male	62	55+	highest	none	employed_informal	15.9	2.8	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Mozambique	2,025	rural	male	63	55+	second	primary	employed_formal	19.9	2.6	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Kenya	2,023	rural	female	36	35-44	second	primary	employed_informal	19.3	0.8	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Mozambique	2,018	rural	male	29	25-34	lowest	tertiary	employed_informal	2.5	2.6	1	savings	Millennium BIM	0	12	0	none	1	1	1	moderate_burden
Senegal	2,019	urban	female	32	25-34	second	tertiary	employed_informal	3.8	1.8	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Zambia	2,020	urban	male	56	55+	second	tertiary	employed_formal	3.3	0	1	savings	Zanaco	4	0	175.55	none	1	1	0	moderate_burden
Senegal	2,022	urban	female	71	55+	second	none	student	1.7	2.8	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Rwanda	2,022	urban	female	20	18-24	second	none	student	2.4	0.2	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Tanzania	2,022	rural	male	37	35-44	middle	tertiary	self_employed	6.7	29.1	0	none	none	0	0	0	trust	0	0	0	moderate_burden
Malawi	2,024	rural	female	62	55+	middle	tertiary	unemployed	15.2	4	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Rwanda	2,023	rural	male	47	45-54	highest	secondary	self_employed	6	18	1	savings	Equity Bank	3	0	568.34	none	1	0	0	moderate_burden
Kenya	2,021	urban	male	45	35-44	fourth	primary	employed_informal	2.6	2.4	1	current	Cooperative Bank	2	0	1,667.54	none	1	1	1	moderate_burden
DRC	2,020	urban	female	67	55+	second	none	employed_informal	2.1	1.1	0	none	none	0	0	0	trust	0	0	0	moderate_burden
Ethiopia	2,018	rural	male	35	25-34	lowest	none	employed_formal	9.1	27.4	1	savings	Dashen Bank	3	0	270.09	none	0	0	0	moderate_burden
Rwanda	2,019	rural	male	68	55+	highest	secondary	employed_formal	0.6	0.7	1	savings	Equity Bank	1	0	3,110.86	none	0	0	0	moderate_burden
Mali	2,023	rural	female	56	55+	second	tertiary	unemployed	2	17.4	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Kenya	2,022	rural	female	66	55+	second	primary	student	6.1	19.4	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Malawi	2,025	urban	female	49	45-54	second	none	employed_informal	1.7	4.9	0	none	none	0	0	0	trust	0	0	0	moderate_burden
South Africa	2,022	rural	male	30	25-34	second	tertiary	student	8.3	7.4	1	savings	Capitec	3	0	116.82	none	0	0	0	moderate_burden
Ghana	2,018	rural	female	30	25-34	highest	secondary	unemployed	2	14.6	1	savings	Absa	1	0	6,290.67	none	1	0	0	moderate_burden
Mozambique	2,025	rural	male	48	45-54	lowest	none	self_employed	33.4	4.7	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Mozambique	2,021	urban	female	59	55+	second	primary	employed_formal	3	1	1	savings	Standard Bank	3	0	175.08	none	0	0	1	moderate_burden
South Africa	2,023	rural	male	72	55+	second	secondary	unemployed	1.4	19.2	1	savings	Capitec	3	0	628.79	none	0	1	0	moderate_burden
Uganda	2,022	rural	male	53	45-54	fourth	primary	self_employed	1	24.6	1	savings	Centenary	2	0	525.75	none	0	0	0	moderate_burden
Kenya	2,025	urban	female	20	18-24	lowest	none	student	4.5	1.5	0	none	none	0	0	0	trust	0	0	0	moderate_burden
Mozambique	2,020	rural	male	50	45-54	middle	secondary	employed_formal	9.1	8.2	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
South Africa	2,023	rural	female	39	35-44	second	tertiary	unemployed	3	0.1	1	salary_account	Nedbank	2	0	452.05	none	0	1	1	moderate_burden
Tanzania	2,023	rural	male	24	18-24	middle	none	unemployed	1.3	5.6	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Senegal	2,023	rural	male	60	55+	lowest	secondary	self_employed	0.8	4.6	1	savings	Ecobank	1	0	438.87	none	0	0	0	moderate_burden
Ethiopia	2,020	rural	male	68	55+	highest	secondary	unemployed	0.1	7.6	1	current	Awash Bank	1	0	1,614.94	none	0	0	0	moderate_burden
Uganda	2,023	rural	female	32	25-34	lowest	primary	employed_informal	24.1	1.9	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Kenya	2,021	urban	male	25	18-24	highest	tertiary	employed_informal	2.4	1.5	1	savings	Equity Bank	1	0	1,620.95	none	0	0	0	moderate_burden
Kenya	2,019	rural	male	24	18-24	lowest	secondary	unemployed	39.4	23.2	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Kenya	2,024	rural	male	59	55+	middle	secondary	unemployed	25.4	0.8	1	savings	NCBA	0	9	0	none	1	0	0	moderate_burden
Mali	2,018	urban	female	26	25-34	fourth	secondary	employed_informal	0.4	1.6	1	savings	BDM	4	0	195.03	none	0	1	0	moderate_burden
Mozambique	2,021	rural	female	34	25-34	lowest	secondary	unemployed	17.4	3	0	none	none	0	0	0	cost	0	0	0	moderate_burden
DRC	2,020	urban	male	37	35-44	fourth	secondary	employed_informal	0.1	4.5	1	savings	Rawbank	1	0	263.72	none	0	1	0	moderate_burden
Uganda	2,021	urban	female	32	25-34	lowest	secondary	unemployed	1.9	0.2	0	none	none	0	0	0	other	0	0	0	moderate_burden
Mozambique	2,019	rural	male	40	35-44	second	none	self_employed	18	2.6	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Tanzania	2,025	urban	male	52	45-54	lowest	none	employed_formal	5.3	3.5	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Rwanda	2,024	rural	male	25	18-24	second	primary	employed_formal	6	12.2	1	savings	Ecobank	1	0	279.19	none	0	0	0	moderate_burden
Niger	2,021	rural	female	44	35-44	fourth	tertiary	unemployed	15.5	8.4	1	salary_account	Orabank	1	0	173	none	0	1	0	moderate_burden
Zambia	2,022	rural	male	64	55+	second	secondary	self_employed	11	11.2	1	salary_account	Absa	1	0	645.09	none	0	1	0	moderate_burden
Tanzania	2,020	urban	male	41	35-44	middle	secondary	employed_informal	2.9	2	1	savings	Stanbic	0	20	0	none	0	1	0	moderate_burden
Ghana	2,020	rural	female	50	45-54	fourth	secondary	employed_informal	2.3	3.1	1	savings	GCB	2	0	1,560.95	none	0	0	0	moderate_burden
Ethiopia	2,019	urban	female	73	55+	fourth	secondary	employed_informal	1.3	0.8	1	savings	Awash Bank	3	0	931.93	none	0	1	0	moderate_burden
Ethiopia	2,020	rural	male	53	45-54	highest	primary	unemployed	4.8	1.7	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Ethiopia	2,023	urban	male	37	35-44	fourth	secondary	employed_informal	1.9	2.3	1	savings	Awash Bank	1	0	1,405.5	none	0	0	0	moderate_burden
Rwanda	2,024	rural	male	68	55+	lowest	secondary	self_employed	1.4	20.1	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Rwanda	2,022	rural	female	22	18-24	middle	secondary	employed_formal	14.9	4.8	1	savings	Bank of Kigali	1	0	413.95	none	0	1	0	moderate_burden
Zambia	2,021	rural	male	37	35-44	lowest	primary	employed_informal	2.6	6.4	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Senegal	2,023	rural	male	33	25-34	lowest	primary	student	2.9	7	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Rwanda	2,025	rural	female	63	55+	lowest	none	unemployed	48	11.3	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Niger	2,025	rural	male	52	45-54	lowest	secondary	employed_informal	18.7	20.1	0	none	none	0	0	0	religious	0	0	0	moderate_burden
Mozambique	2,023	rural	male	43	35-44	middle	tertiary	self_employed	10.2	1.7	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Mozambique	2,024	urban	female	21	18-24	lowest	secondary	self_employed	1.1	3	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Uganda	2,023	urban	female	74	55+	middle	secondary	unemployed	5.5	1.2	0	none	none	0	0	0	religious	0	0	0	moderate_burden
Rwanda	2,020	rural	male	26	25-34	fourth	primary	unemployed	23	3.4	0	none	none	0	0	0	distance	0	0	0	moderate_burden
DRC	2,025	urban	male	60	55+	fourth	none	student	3.8	2.2	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Ethiopia	2,025	urban	male	23	18-24	lowest	none	employed_informal	3	4.7	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Senegal	2,022	rural	male	20	18-24	second	primary	unemployed	27.9	11.8	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Malawi	2,021	urban	male	70	55+	second	primary	employed_formal	14.1	0.2	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Tanzania	2,022	urban	male	71	55+	fourth	secondary	employed_informal	3.3	1.1	1	savings	NBC	3	0	625.74	none	0	1	1	moderate_burden
Senegal	2,023	rural	male	23	18-24	lowest	primary	employed_informal	5.3	11.9	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
Mozambique	2,021	urban	male	53	45-54	fourth	none	unemployed	4.6	4.8	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Mozambique	2,020	rural	female	19	18-24	fourth	primary	employed_informal	65.1	12	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Nigeria	2,024	urban	male	39	35-44	second	secondary	student	3.4	0.7	1	savings	UBA	3	0	430.89	none	0	0	1	moderate_burden
Zambia	2,021	rural	male	35	25-34	fourth	primary	employed_informal	15.5	11.3	1	salary_account	Stanbic	2	0	663.17	none	0	1	1	moderate_burden
DRC	2,024	urban	male	66	55+	lowest	tertiary	student	8.7	0	1	savings	BCDC	0	23	0	none	0	0	0	moderate_burden
Uganda	2,025	urban	male	67	55+	middle	primary	employed_formal	3.7	0.3	0	none	none	0	0	0	no_need	0	0	0	moderate_burden
South Africa	2,024	rural	male	31	25-34	fourth	none	student	34.2	11.2	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Zambia	2,024	rural	female	55	45-54	fourth	primary	self_employed	10.5	14.8	0	none	none	0	0	0	distance	0	0	0	moderate_burden
Uganda	2,025	rural	female	46	45-54	fourth	primary	student	3.5	6.2	1	current	KCB	1	0	1,701.81	none	0	1	0	moderate_burden
Uganda	2,023	urban	male	42	35-44	lowest	tertiary	employed_informal	2.7	0.5	1	salary_account	DFCU	1	0	398.4	none	0	0	1	moderate_burden
Rwanda	2,022	rural	female	57	55+	lowest	primary	employed_informal	12.7	0	0	none	none	0	0	0	cost	0	0	0	moderate_burden
Mali	2,025	urban	female	24	18-24	fourth	secondary	self_employed	1.3	0.2	1	current	BMCD	1	0	845.19	none	0	0	0	moderate_burden
Senegal	2,022	rural	female	20	18-24	fourth	none	unemployed	8.4	15.9	1	savings	Ecobank	1	0	1,542.85	none	0	0	1	moderate_burden
Uganda	2,019	urban	female	18	18-24	second	primary	unemployed	0.7	1	0	none	none	0	0	0	documentation	0	0	0	moderate_burden
Senegal	2,018	rural	female	45	35-44	highest	secondary	unemployed	41.5	0.3	1	salary_account	Ecobank	2	0	5,873.63	none	0	1	0	moderate_burden
Niger	2,018	rural	female	22	18-24	second	secondary	unemployed	15.8	20.7	0	none	none	0	0	0	other	0	0	0	moderate_burden

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