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	business_ownership int64	mfi_branch_access int64	mfi_awareness int64	mfi_membership int64	group_lending int64	loan_amount_usd float64	interest_rate float64	loan_term_months int64	loan_purpose string	mfi_name string	repayment_rate float64	monthly_repayment_usd float64	missed_payments int64	savings_with_mfi int64	savings_balance_usd float64	training_received int64	scenario string
South Africa	2,021	rural	female	44	35-44	lowest	secondary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,018	rural	male	58	55+	second	primary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,021	urban	female	30	25-34	highest	none	farmer	0	1	1	1	0	292.34	0.367	9	consumption	Pride	0.973	44.4	1	1	2,109.02	1	low_burden
South Africa	2,025	urban	female	53	45-54	fourth	none	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	rural	female	34	25-34	highest	primary	self_employed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,025	rural	female	47	45-54	highest	secondary	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,020	rural	male	41	35-44	second	primary	farmer	0	1	0	1	0	135.25	0.281	12	education	Opportunity Bank	0.954	14.43	0	1	1,400.71	0	low_burden
Nigeria	2,019	urban	female	60	55+	middle	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,020	rural	female	30	25-34	second	none	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,020	urban	female	42	35-44	fourth	secondary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,018	urban	female	25	18-24	second	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,022	urban	female	47	45-54	lowest	secondary	farmer	0	1	1	1	1	75.56	0.26	9	emergency	Sinapi Aba	0.917	10.58	0	1	996.49	1	low_burden
Tanzania	2,020	rural	female	19	18-24	lowest	tertiary	farmer	0	1	0	1	0	848.67	0.201	24	small_business	Yosefa	0.991	42.48	0	1	410.45	0	low_burden
Uganda	2,023	urban	male	37	35-44	fourth	none	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,021	urban	male	18	18-24	lowest	none	employed_informal	0	0	0	1	1	47	0.349	12	healthcare	Rafiki	0.959	5.28	0	0	0	1	low_burden
Niger	2,021	rural	female	33	25-34	middle	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,021	rural	female	40	35-44	highest	primary	unemployed	0	0	1	1	1	252.9	0.364	24	agriculture	Maruleng	0.958	14.37	0	1	300.05	0	low_burden
Uganda	2,019	urban	female	33	25-34	fourth	secondary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,023	urban	male	36	35-44	second	secondary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,018	rural	male	24	18-24	lowest	none	employed_formal	1	1	0	1	0	216.82	0.334	9	agriculture	FINCA	0.951	32.14	0	1	227.62	0	low_burden
Mozambique	2,023	urban	male	51	45-54	highest	tertiary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,025	urban	female	55	45-54	middle	none	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,024	rural	female	39	35-44	second	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,021	urban	female	20	18-24	highest	primary	self_employed	1	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,020	rural	male	20	18-24	lowest	secondary	farmer	0	1	1	1	0	100.75	0.448	6	education	NBS	0.982	24.32	0	1	561.41	1	low_burden
Nigeria	2,024	urban	female	49	45-54	second	none	farmer	0	1	1	1	1	165.74	0.372	24	housing	AB Microfinance	0.994	9.47	1	1	318.76	1	low_burden
DRC	2,020	urban	female	61	55+	lowest	tertiary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,021	urban	male	58	55+	lowest	tertiary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,024	urban	female	37	35-44	second	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,025	urban	female	41	35-44	fourth	secondary	farmer	0	1	1	1	0	427.77	0.302	3	small_business	Yikri	0.988	185.62	0	0	0	1	low_burden
Uganda	2,025	urban	male	25	18-24	second	secondary	self_employed	1	1	1	1	0	380.27	0.316	18	agriculture	Pride	0.998	27.81	0	0	0	0	low_burden
Mali	2,018	rural	male	21	18-24	fourth	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,025	rural	female	53	45-54	fourth	secondary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,018	urban	female	38	35-44	highest	secondary	farmer	0	1	0	1	0	386.61	0.376	3	healthcare	FINCA	0.993	177.38	0	0	0	0	low_burden
Malawi	2,022	rural	female	41	35-44	lowest	tertiary	self_employed	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,025	rural	female	34	25-34	fourth	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,023	rural	male	32	25-34	lowest	primary	employed_informal	1	0	1	1	1	263.66	0.203	12	agriculture	PAMECAS	0.993	26.43	0	1	858.56	0	low_burden
Mozambique	2,025	urban	female	64	55+	fourth	tertiary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,020	urban	female	56	55+	second	primary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,020	urban	male	50	45-54	fourth	none	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,020	urban	female	36	35-44	lowest	tertiary	employed_formal	0	0	1	1	1	54.76	0.343	12	small_business	Maruleng	0.924	6.13	0	1	603.98	1	low_burden
Tanzania	2,020	urban	male	51	45-54	middle	primary	unemployed	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,023	rural	male	33	25-34	lowest	none	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,021	rural	male	42	35-44	lowest	secondary	farmer	1	0	0	1	1	105.41	0.332	12	small_business	Zambia National Building Society	0.99	11.7	1	0	0	0	low_burden
Zambia	2,023	urban	female	24	18-24	middle	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,021	rural	male	51	45-54	second	none	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,020	urban	male	20	18-24	fourth	primary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,019	rural	female	51	45-54	fourth	none	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,022	rural	male	46	45-54	middle	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,025	urban	female	21	18-24	fourth	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,024	rural	female	41	35-44	fourth	none	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,020	rural	male	28	25-34	highest	tertiary	self_employed	0	1	1	1	0	612.99	0.391	12	small_business	SOCREMOS	0.978	71.04	0	1	835.74	1	low_burden
Zambia	2,021	rural	male	40	35-44	lowest	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,023	rural	female	18	18-24	middle	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,022	rural	male	51	45-54	fourth	tertiary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,018	urban	male	41	35-44	lowest	tertiary	farmer	0	1	1	1	0	495.4	0.237	3	agriculture	PAMECAS	0.982	204.35	0	1	1,330.13	0	low_burden
Nigeria	2,022	urban	female	35	25-34	second	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,018	rural	female	59	55+	second	primary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,018	urban	female	48	45-54	middle	secondary	employed_formal	0	1	1	1	1	140.08	0.255	6	agriculture	MFI cooperative networks	0.984	29.3	0	0	0	1	low_burden
Uganda	2,023	rural	female	46	45-54	second	secondary	unemployed	0	1	0	1	1	103.19	0.376	6	small_business	UML	0.983	23.67	0	1	246.28	0	low_burden
Niger	2,018	rural	female	24	18-24	middle	primary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,020	urban	female	41	35-44	middle	primary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,022	urban	female	50	45-54	middle	primary	self_employed	1	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,023	rural	female	61	55+	second	primary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,021	urban	female	46	45-54	fourth	secondary	employed_informal	0	1	1	1	1	414.18	0.325	24	housing	Faulu	1	22.87	0	1	191.58	1	low_burden
South Africa	2,018	urban	female	26	25-34	middle	primary	farmer	0	0	1	1	1	258.11	0.264	9	healthcare	Maruleng	0.979	36.25	0	0	0	0	low_burden
Nigeria	2,024	urban	male	49	45-54	lowest	primary	farmer	0	0	1	1	1	98.53	0.358	3	small_business	Baobab	0.962	44.6	1	0	0	0	low_burden
Senegal	2,025	rural	female	21	18-24	lowest	none	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,025	rural	female	32	25-34	second	tertiary	employed_informal	1	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,023	urban	male	61	55+	highest	primary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,021	rural	male	55	45-54	second	primary	employed_formal	1	1	1	1	0	98.64	0.369	6	small_business	ACEP	0.883	22.51	1	1	231.58	0	low_burden
DRC	2,025	urban	female	60	55+	lowest	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,021	rural	male	34	25-34	lowest	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,019	urban	male	50	45-54	lowest	secondary	employed_informal	0	1	1	1	1	111.4	0.321	12	consumption	Bayport	0.996	12.26	0	0	0	0	low_burden
Rwanda	2,024	rural	male	50	45-54	second	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,020	rural	male	29	25-34	fourth	primary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,025	rural	female	62	55+	second	tertiary	self_employed	1	0	0	1	1	279.84	0.284	18	consumption	FINCA	0.952	19.96	0	1	1,086.61	0	low_burden
Kenya	2,020	urban	male	63	55+	fourth	secondary	self_employed	0	1	0	1	0	276.31	0.228	18	asset_purchase	KWFT	0.985	18.86	1	0	0	1	low_burden
Rwanda	2,024	rural	male	23	18-24	lowest	secondary	self_employed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,022	rural	female	53	45-54	second	none	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,021	rural	male	39	35-44	fourth	secondary	unemployed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,020	rural	male	49	45-54	fourth	primary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,024	rural	female	44	35-44	highest	primary	self_employed	0	1	1	1	1	919.8	0.354	6	education	Opportunity International	0.991	207.6	0	1	3,461.01	1	low_burden
Mali	2,018	urban	female	28	25-34	second	secondary	farmer	0	0	0	1	1	188.64	0.328	12	emergency	NYESIGISO	0.973	20.87	0	0	0	1	low_burden
Malawi	2,021	rural	female	22	18-24	middle	secondary	self_employed	1	1	1	1	0	358.66	0.329	9	small_business	NBS	0.964	52.97	0	0	0	1	low_burden
Ghana	2,020	urban	female	42	35-44	fourth	primary	employed_informal	1	1	1	1	0	398.83	0.285	12	small_business	Opportunity International	0.983	42.72	0	1	2,020.24	1	low_burden
Ethiopia	2,022	rural	female	57	55+	lowest	tertiary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	urban	male	56	55+	fourth	primary	self_employed	1	0	1	1	1	264.88	0.232	12	small_business	Zambia National Building Society	0.968	27.2	0	1	467.05	0	low_burden
Mali	2,023	urban	female	30	25-34	second	secondary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,021	rural	female	58	55+	lowest	none	farmer	1	1	1	1	1	249.97	0.34	6	agriculture	Duterimbere	0.94	55.83	0	1	1,162.42	0	low_burden
Mozambique	2,019	rural	male	34	25-34	fourth	primary	farmer	1	0	1	1	0	162.57	0.333	9	small_business	BIM	0.94	24.09	0	1	156.41	1	low_burden
Mozambique	2,019	rural	female	44	35-44	fourth	tertiary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,023	rural	male	33	25-34	highest	none	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,020	urban	female	42	35-44	highest	tertiary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,020	urban	female	42	35-44	second	primary	unemployed	0	1	0	1	1	146.84	0.287	6	agriculture	FINCA	0.932	31.5	1	1	1,590.03	0	low_burden
Malawi	2,023	urban	female	50	45-54	middle	secondary	farmer	0	1	1	1	1	195.02	0.437	9	small_business	Opportunity Bank	0.993	31.13	0	1	764.61	0	low_burden
Uganda	2,020	rural	male	40	35-44	highest	none	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,021	rural	female	42	35-44	lowest	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,019	rural	female	48	45-54	middle	tertiary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,020	rural	male	37	35-44	highest	secondary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden

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