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	2,020	rural	female	70	55+	middle	none	self_employed	3.5	3.4	0	none	none	0	0	0	other	0	0	0	low_burden
Mali	2,024	urban	female	47	45-54	fourth	secondary	employed_informal	4.7	0.6	1	current	Ecobank	0	8	0	none	0	0	0	low_burden
Rwanda	2,018	rural	male	53	45-54	fourth	tertiary	employed_informal	23.3	7.5	1	fixed_deposit	Equity Bank	0	24	0	none	0	0	0	low_burden
Malawi	2,021	urban	male	38	35-44	lowest	primary	employed_formal	8.3	4	1	savings	Standard Bank	2	0	371.22	none	0	0	1	low_burden
Malawi	2,024	rural	female	68	55+	lowest	tertiary	self_employed	31.9	13.4	0	none	none	0	0	0	trust	0	0	0	low_burden
DRC	2,025	urban	female	22	18-24	fourth	secondary	self_employed	0.2	0.3	1	savings	Rawbank	3	0	656.25	none	0	1	1	low_burden
Uganda	2,020	rural	female	33	25-34	highest	tertiary	self_employed	1	7.7	1	current	Centenary	3	0	1,189.35	none	0	0	0	low_burden
Niger	2,023	urban	female	74	55+	highest	primary	student	1	0.7	1	savings	BAK	2	0	1,982.5	none	0	0	0	low_burden
Ghana	2,019	urban	female	45	35-44	highest	none	self_employed	5.5	0.6	1	fixed_deposit	GCB	2	0	565.92	none	0	1	0	low_burden
Uganda	2,018	rural	female	27	25-34	middle	none	unemployed	6.2	4.9	0	none	none	0	0	0	religious	0	0	0	low_burden
Zambia	2,020	urban	female	41	35-44	highest	secondary	self_employed	2.7	0.2	1	savings	Zanaco	3	0	1,141.92	none	0	1	0	low_burden
South Africa	2,025	urban	female	32	25-34	second	tertiary	self_employed	0.2	3	1	savings	Standard Bank	2	0	547.1	none	0	0	0	low_burden
Mali	2,023	rural	female	47	45-54	fourth	primary	self_employed	1.8	15	1	savings	BMCD	1	0	1,497.65	none	1	1	0	low_burden
Mali	2,021	urban	male	31	25-34	highest	none	employed_informal	12.3	4.4	0	none	none	0	0	0	trust	0	0	0	low_burden
Niger	2,020	rural	male	40	35-44	fourth	none	employed_informal	14.5	16.9	0	none	none	0	0	0	cost	0	0	0	low_burden
Mali	2,019	rural	male	69	55+	second	secondary	self_employed	0.3	14.9	0	none	none	0	0	0	documentation	0	0	0	low_burden
Zambia	2,020	urban	female	22	18-24	second	tertiary	employed_formal	0.6	1.1	0	none	none	0	0	0	cost	0	0	0	low_burden
Uganda	2,019	rural	female	61	55+	second	primary	employed_informal	33.2	18.7	0	none	none	0	0	0	distance	0	0	0	low_burden
DRC	2,019	urban	male	22	18-24	second	secondary	unemployed	2.8	0	0	none	none	0	0	0	cost	0	0	0	low_burden
Malawi	2,023	rural	female	44	35-44	fourth	secondary	self_employed	5	2.3	1	current	National Bank	4	0	614.09	none	0	0	0	low_burden
Zambia	2,019	urban	male	56	55+	fourth	tertiary	employed_formal	0.9	0.1	1	savings	Zanaco	4	0	2,965.52	none	0	1	1	low_burden
Ethiopia	2,018	urban	male	72	55+	lowest	secondary	employed_formal	1.1	0.6	1	savings	Commercial Bank of Ethiopia	2	0	424.37	none	1	0	0	low_burden
Nigeria	2,022	urban	female	32	25-34	fourth	primary	student	0	0.4	1	current	Access Bank	2	0	445.68	none	0	0	0	low_burden
Mozambique	2,020	rural	male	21	18-24	second	secondary	student	7.9	2.9	1	savings	Moza Banco	4	0	120.78	none	0	1	0	low_burden
Mali	2,021	rural	male	60	55+	middle	secondary	self_employed	29.8	0.9	0	none	none	0	0	0	no_need	0	0	0	low_burden
Rwanda	2,019	rural	female	68	55+	second	tertiary	employed_informal	2.1	22.5	0	none	none	0	0	0	cost	0	0	0	low_burden
Malawi	2,019	rural	male	50	45-54	middle	secondary	employed_informal	5.9	0.2	0	none	none	0	0	0	cost	0	0	0	low_burden
DRC	2,021	rural	female	21	18-24	fourth	none	employed_informal	19.9	4.3	0	none	none	0	0	0	distance	0	0	0	low_burden
Senegal	2,023	rural	female	46	45-54	fourth	secondary	unemployed	20.7	1.1	0	none	none	0	0	0	documentation	0	0	0	low_burden
Malawi	2,021	rural	female	40	35-44	fourth	secondary	self_employed	17.8	9.9	0	none	none	0	0	0	cost	0	0	0	low_burden
Malawi	2,022	rural	female	43	35-44	second	primary	unemployed	93.7	10.8	0	none	none	0	0	0	other	0	0	0	low_burden
Ghana	2,022	urban	male	21	18-24	fourth	tertiary	employed_informal	0.4	1.6	1	savings	Absa	2	0	1,326.45	none	0	1	0	low_burden
Uganda	2,020	rural	female	36	35-44	lowest	primary	unemployed	0.9	0.4	0	none	none	0	0	0	cost	0	0	0	low_burden
Senegal	2,020	rural	male	74	55+	middle	tertiary	employed_informal	1.9	14.3	1	savings	CBAO	0	4	0	none	1	1	0	low_burden
Mozambique	2,021	urban	male	20	18-24	middle	primary	employed_informal	1.3	0.4	0	none	none	0	0	0	religious	0	0	0	low_burden
Kenya	2,018	urban	female	70	55+	fourth	none	self_employed	0.2	2.9	0	none	none	0	0	0	religious	0	0	0	low_burden
DRC	2,023	urban	male	47	45-54	highest	secondary	self_employed	3.9	0.2	1	savings	Equity BCDC	4	0	1,158.12	none	0	0	0	low_burden
DRC	2,022	rural	female	51	45-54	second	secondary	unemployed	0.9	0.5	0	none	none	0	0	0	cost	0	0	0	low_burden
Tanzania	2,020	urban	male	71	55+	fourth	tertiary	self_employed	1.1	1	1	savings	NMB	2	0	494.02	none	1	1	0	low_burden
Rwanda	2,020	rural	female	30	25-34	second	secondary	student	19.5	5.8	0	none	none	0	0	0	cost	0	0	0	low_burden
Nigeria	2,020	rural	male	74	55+	middle	none	employed_informal	11.6	5.6	0	none	none	0	0	0	distance	0	0	0	low_burden
Mali	2,023	rural	male	33	25-34	fourth	tertiary	employed_informal	28.1	5.6	1	savings	BDM	2	0	985.27	none	0	0	0	low_burden
Niger	2,024	urban	female	37	35-44	fourth	secondary	employed_informal	2.9	0.1	0	none	none	0	0	0	no_need	0	0	0	low_burden
Ethiopia	2,018	rural	male	43	35-44	highest	primary	employed_formal	26.5	0.7	1	savings	Awash Bank	1	0	2,951.63	none	0	0	0	low_burden
Uganda	2,021	rural	female	52	45-54	fourth	tertiary	unemployed	8.7	11.9	0	none	none	0	0	0	religious	0	0	0	low_burden
South Africa	2,018	urban	male	36	35-44	second	none	employed_formal	0.2	1.3	1	salary_account	FNB	0	23	0	none	0	1	0	low_burden
Malawi	2,021	urban	female	63	55+	highest	none	employed_informal	5.8	0.7	0	none	none	0	0	0	documentation	0	0	0	low_burden
Mozambique	2,019	urban	female	19	18-24	highest	secondary	employed_informal	1.7	2	1	savings	Millennium BIM	1	0	3,128	none	1	1	0	low_burden
Niger	2,020	urban	female	55	45-54	second	secondary	unemployed	4.9	0.4	0	none	none	0	0	0	cost	0	0	0	low_burden
Mali	2,021	rural	female	55	45-54	lowest	secondary	student	3	15.9	0	none	none	0	0	0	distance	0	0	0	low_burden
Mali	2,020	rural	male	48	45-54	second	tertiary	unemployed	11.1	3.5	0	none	none	0	0	0	distance	0	0	0	low_burden
Nigeria	2,021	rural	female	52	45-54	fourth	primary	employed_informal	7.5	7.8	0	none	none	0	0	0	documentation	0	0	0	low_burden
Ethiopia	2,024	rural	female	60	55+	highest	tertiary	self_employed	15.1	8	1	fixed_deposit	Dashen Bank	1	0	1,734.99	none	1	1	0	low_burden
Zambia	2,024	rural	female	69	55+	fourth	none	employed_informal	39.9	7	0	none	none	0	0	0	trust	0	0	0	low_burden
Zambia	2,018	rural	female	30	25-34	second	none	student	8.1	4.5	0	none	none	0	0	0	other	0	0	0	low_burden
Kenya	2,021	rural	female	45	35-44	lowest	primary	employed_formal	16.4	3.6	0	none	none	0	0	0	no_need	0	0	0	low_burden
Senegal	2,024	urban	female	50	45-54	middle	none	student	1.8	2	0	none	none	0	0	0	trust	0	0	0	low_burden
Nigeria	2,022	rural	male	37	35-44	second	primary	unemployed	3.7	10.1	0	none	none	0	0	0	other	0	0	0	low_burden
Mali	2,019	urban	female	73	55+	lowest	tertiary	unemployed	3.7	1.1	0	none	none	0	0	0	documentation	0	0	0	low_burden
Niger	2,022	rural	female	47	45-54	lowest	secondary	unemployed	35.4	2.7	0	none	none	0	0	0	cost	0	0	0	low_burden
Mozambique	2,019	rural	female	51	45-54	lowest	secondary	employed_informal	104.1	23.8	0	none	none	0	0	0	documentation	0	0	0	low_burden
Mali	2,018	rural	male	29	25-34	lowest	none	employed_informal	31.3	1	0	none	none	0	0	0	trust	0	0	0	low_burden
Ethiopia	2,023	urban	female	41	35-44	fourth	tertiary	employed_informal	3	1.1	1	current	Commercial Bank of Ethiopia	1	0	131.56	none	0	1	0	low_burden
South Africa	2,022	rural	female	53	45-54	second	primary	employed_informal	0.1	2.6	0	none	none	0	0	0	no_need	0	0	0	low_burden
Malawi	2,024	urban	female	42	35-44	second	secondary	unemployed	1.6	0.9	0	none	none	0	0	0	no_need	0	0	0	low_burden
Tanzania	2,020	rural	male	61	55+	middle	secondary	self_employed	2.1	4.5	1	savings	CRDB	2	0	1,072.93	none	0	0	0	low_burden
Mozambique	2,024	urban	male	25	18-24	highest	none	unemployed	9.9	1	0	none	none	0	0	0	distance	0	0	0	low_burden
Ethiopia	2,021	rural	male	26	25-34	fourth	secondary	unemployed	19.3	5	0	none	none	0	0	0	documentation	0	0	0	low_burden
Uganda	2,023	rural	male	37	35-44	middle	tertiary	employed_informal	40.7	12.1	1	savings	Equity Bank	1	0	262.37	none	0	1	0	low_burden
Zambia	2,018	urban	female	36	35-44	fourth	primary	employed_informal	5.1	0.9	1	current	Absa	1	0	1,055.02	none	0	0	0	low_burden
Mali	2,018	urban	male	64	55+	fourth	secondary	employed_informal	1.1	0.2	0	none	none	0	0	0	cost	0	0	0	low_burden
Nigeria	2,024	rural	female	67	55+	fourth	tertiary	employed_formal	8.9	1.6	1	savings	First Bank	0	6	0	none	0	1	0	low_burden
Malawi	2,024	urban	male	44	35-44	middle	primary	unemployed	1.1	0.9	1	savings	National Bank	2	0	453.45	none	0	1	0	low_burden
Uganda	2,025	urban	male	46	45-54	middle	primary	unemployed	1.6	3.3	0	none	none	0	0	0	distance	0	0	0	low_burden
Niger	2,020	urban	female	34	25-34	second	primary	unemployed	0.7	0.1	0	none	none	0	0	0	trust	0	0	0	low_burden
Zambia	2,018	urban	female	48	45-54	second	secondary	self_employed	1.7	0.2	0	none	none	0	0	0	trust	0	0	0	low_burden
Tanzania	2,025	rural	male	58	55+	second	primary	unemployed	41	1.4	0	none	none	0	0	0	cost	0	0	0	low_burden
Ghana	2,022	rural	male	59	55+	second	primary	self_employed	13.4	6.7	0	none	none	0	0	0	documentation	0	0	0	low_burden
Senegal	2,019	urban	female	73	55+	second	primary	student	0.2	0.3	0	none	none	0	0	0	cost	0	0	0	low_burden
Niger	2,024	rural	female	50	45-54	middle	tertiary	unemployed	2	2.8	0	none	none	0	0	0	distance	0	0	0	low_burden
South Africa	2,025	urban	male	37	35-44	middle	tertiary	unemployed	2.1	6.5	1	savings	Standard Bank	2	0	3,010.47	none	0	1	0	low_burden
Malawi	2,020	urban	female	21	18-24	lowest	secondary	employed_formal	2.7	0.8	0	none	none	0	0	0	cost	0	0	0	low_burden
Nigeria	2,024	rural	male	57	55+	second	tertiary	unemployed	37.7	1.6	0	none	none	0	0	0	no_need	0	0	0	low_burden
DRC	2,024	urban	female	63	55+	second	secondary	employed_informal	10	2.1	0	none	none	0	0	0	no_need	0	0	0	low_burden
Rwanda	2,022	rural	male	49	45-54	fourth	tertiary	employed_informal	19.8	19.5	1	savings	Ecobank	1	0	4,276.65	none	0	0	0	low_burden
Niger	2,023	rural	female	70	55+	second	none	self_employed	12.8	11.2	0	none	none	0	0	0	religious	0	0	0	low_burden
Uganda	2,020	rural	female	36	35-44	lowest	primary	employed_informal	0.3	6.5	0	none	none	0	0	0	cost	0	0	0	low_burden
Tanzania	2,025	rural	male	21	18-24	lowest	tertiary	employed_formal	0.3	7.9	1	savings	Stanbic	0	22	0	none	0	0	1	low_burden
Mali	2,025	urban	male	54	45-54	middle	primary	employed_informal	9.6	3.3	1	savings	BMCD	0	12	0	none	0	1	1	low_burden
DRC	2,025	urban	male	24	18-24	lowest	primary	unemployed	0.7	1.2	0	none	none	0	0	0	documentation	0	0	0	low_burden
Malawi	2,023	urban	male	22	18-24	middle	secondary	self_employed	1.9	1.3	1	savings	FDH Bank	2	0	346.2	none	0	0	0	low_burden
DRC	2,018	rural	male	58	55+	middle	secondary	student	0.6	1.1	0	none	none	0	0	0	cost	0	0	0	low_burden
DRC	2,020	rural	male	42	35-44	highest	primary	unemployed	2.7	12.4	0	none	none	0	0	0	cost	0	0	0	low_burden
Ethiopia	2,021	urban	female	52	45-54	middle	primary	employed_informal	2.2	0.3	1	savings	Dashen Bank	2	0	170.53	none	0	1	0	low_burden
Mozambique	2,025	urban	male	60	55+	lowest	primary	unemployed	5.4	0.5	1	current	Moza Banco	2	0	66.78	none	0	1	1	low_burden
Tanzania	2,022	urban	female	39	35-44	second	none	self_employed	5	3.5	1	savings	Stanbic	3	0	416.49	none	0	1	0	low_burden
Ghana	2,022	rural	male	52	45-54	fourth	primary	employed_informal	25.5	4	1	current	Absa	2	0	535.29	none	1	1	0	low_burden
Niger	2,019	rural	female	48	45-54	second	secondary	student	5.4	29.8	0	none	none	0	0	0	documentation	0	0	0	low_burden
Rwanda	2,024	rural	male	51	45-54	highest	secondary	student	4.5	9.5	1	current	Bank of Kigali	1	0	682.46	none	0	0	1	low_burden
Nigeria	2,020	rural	female	58	55+	middle	primary	employed_formal	10.8	5.9	1	savings	UBA	1	0	328.87	none	0	1	0	low_burden

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