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
Ethiopia	2,023	urban	male	52	45-54	middle	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,023	rural	female	24	18-24	highest	primary	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	urban	male	63	55+	highest	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,019	rural	female	37	35-44	fourth	none	self_employed	1	1	0	1	1	135.59	0.331	12	agriculture	ACEP	0.983	15.04	0	1	145.73	0	low_burden
Malawi	2,020	rural	male	59	55+	highest	none	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,024	rural	male	37	35-44	lowest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,025	urban	male	37	35-44	fourth	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,025	urban	male	46	45-54	highest	tertiary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,019	rural	female	26	25-34	lowest	none	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,022	urban	female	46	45-54	lowest	none	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,019	rural	male	64	55+	fourth	none	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,023	urban	female	48	45-54	middle	secondary	farmer	1	1	1	1	1	298.53	0.284	9	small_business	ACEP	1	42.6	0	1	342.72	0	low_burden
Mali	2,021	rural	female	21	18-24	lowest	primary	employed_informal	0	0	0	1	1	241.03	0.327	9	education	Kafo Jiginew	0.993	35.53	0	1	477.55	1	low_burden
Malawi	2,023	urban	female	50	45-54	second	primary	farmer	0	1	1	1	0	320.6	0.38	12	emergency	Opportunity Bank	0.956	36.87	1	0	0	1	low_burden
Mali	2,023	rural	male	19	18-24	second	tertiary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,025	urban	male	22	18-24	second	tertiary	farmer	0	0	1	1	1	228.58	0.352	3	small_business	FINCA	1	103.01	0	1	224.02	1	low_burden
Uganda	2,021	rural	female	31	25-34	highest	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,020	urban	female	32	25-34	middle	none	self_employed	0	1	1	1	0	220.83	0.204	6	agriculture	Pride	0.986	44.33	0	0	0	0	low_burden
Malawi	2,022	rural	male	18	18-24	fourth	primary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,019	rural	female	18	18-24	lowest	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,018	urban	male	55	45-54	second	secondary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,022	urban	female	39	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	2,024	urban	male	27	25-34	highest	none	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,022	urban	female	38	35-44	highest	tertiary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,024	urban	male	50	45-54	second	primary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,019	rural	male	52	45-54	highest	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,021	rural	female	31	25-34	lowest	none	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,022	urban	male	25	18-24	second	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,020	rural	female	63	55+	fourth	none	employed_formal	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,018	urban	female	47	45-54	second	secondary	unemployed	0	1	1	1	1	147.15	0.279	6	small_business	Fortis	0.963	31.38	2	0	0	1	low_burden
Malawi	2,018	rural	male	64	55+	highest	none	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,025	urban	male	32	25-34	lowest	primary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,022	rural	female	23	18-24	fourth	secondary	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,020	rural	female	35	25-34	lowest	secondary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	urban	female	33	25-34	lowest	secondary	self_employed	1	0	1	1	1	72.82	0.323	6	small_business	Zambia National Building Society	0.968	16.05	0	1	1,145.46	1	low_burden
Niger	2,018	urban	male	51	45-54	second	secondary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,025	urban	female	51	45-54	highest	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,018	rural	female	21	18-24	middle	secondary	employed_informal	0	0	1	1	0	165.68	0.387	12	agriculture	Opportunity Bank	0.999	19.15	0	1	692.48	0	low_burden
Tanzania	2,024	rural	female	45	35-44	middle	primary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,019	rural	male	34	25-34	lowest	none	employed_formal	0	1	1	1	0	85.17	0.377	6	small_business	Duterimbere	0.985	19.54	0	1	1,584.37	1	low_burden
Nigeria	2,020	rural	male	46	45-54	lowest	primary	self_employed	1	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,020	rural	female	36	35-44	lowest	none	self_employed	0	1	0	1	1	77.19	0.351	6	education	Caurie	0.984	17.38	0	0	0	1	low_burden
Uganda	2,024	rural	female	43	35-44	fourth	primary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,018	rural	male	51	45-54	lowest	primary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,020	rural	female	31	25-34	second	none	farmer	0	0	0	1	1	604.07	0.286	12	small_business	UOB	0.961	64.74	0	1	1,285.48	0	low_burden
Uganda	2,020	urban	male	27	25-34	middle	secondary	employed_informal	0	1	1	1	0	89.1	0.408	12	housing	FINCA	0.952	10.45	0	1	126.23	1	low_burden
Mali	2,020	rural	male	51	45-54	middle	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,019	urban	male	62	55+	second	secondary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,025	urban	male	38	35-44	lowest	tertiary	unemployed	0	1	1	1	1	297.9	0.219	6	small_business	Kafo Jiginew	0.995	60.53	0	0	0	1	low_burden
Kenya	2,021	rural	male	64	55+	second	primary	farmer	1	0	1	1	1	97.47	0.369	3	consumption	Faulu	1	44.48	0	1	1,127.41	0	low_burden
Nigeria	2,021	urban	male	26	25-34	fourth	primary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,021	urban	male	56	55+	lowest	primary	farmer	1	1	1	1	0	82.12	0.412	3	agriculture	FINCA	0.97	38.64	0	1	262.63	1	low_burden
Nigeria	2,025	urban	female	64	55+	fourth	secondary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,020	rural	female	32	25-34	lowest	primary	farmer	0	0	1	1	1	81.32	0.304	9	small_business	Pride	0.811	11.79	1	0	0	0	low_burden
Rwanda	2,020	rural	female	24	18-24	highest	tertiary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,020	urban	male	49	45-54	highest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,020	urban	female	58	55+	lowest	primary	self_employed	0	0	1	1	1	77.88	0.29	9	small_business	ACEP	0.947	11.17	2	1	1,104.53	0	low_burden
Uganda	2,018	rural	male	21	18-24	second	secondary	employed_informal	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,022	rural	female	48	45-54	second	primary	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,018	urban	female	58	55+	fourth	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,019	rural	male	19	18-24	middle	secondary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,019	rural	male	42	35-44	middle	secondary	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,020	urban	female	21	18-24	lowest	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,024	rural	female	26	25-34	lowest	primary	farmer	0	1	0	1	1	263.8	0.335	12	agriculture	SOCREMOS	0.995	29.34	0	0	0	1	low_burden
South Africa	2,022	rural	female	40	35-44	fourth	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,025	rural	female	33	25-34	middle	secondary	unemployed	0	1	0	1	1	355.84	0.235	3	consumption	Caurie	0.979	146.5	0	1	1,948.52	1	low_burden
Malawi	2,020	rural	female	22	18-24	fourth	primary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,025	rural	male	55	45-54	fourth	primary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,018	rural	female	27	25-34	middle	none	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,022	rural	male	58	55+	middle	secondary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,024	rural	female	26	25-34	highest	none	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,022	rural	male	42	35-44	fourth	tertiary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,025	rural	female	52	45-54	highest	none	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,020	rural	female	40	35-44	highest	primary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,018	urban	male	37	35-44	second	primary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,024	urban	male	53	45-54	fourth	primary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,018	urban	male	18	18-24	fourth	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,024	rural	female	56	55+	lowest	secondary	farmer	0	0	1	1	1	131.88	0.348	12	agriculture	Kafo Jiginew	0.956	14.81	2	1	1,278.39	1	low_burden
Kenya	2,023	urban	female	50	45-54	middle	none	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,024	rural	male	53	45-54	second	primary	unemployed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,021	urban	male	37	35-44	second	none	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,025	urban	female	36	35-44	lowest	primary	unemployed	1	0	1	1	1	769.6	0.385	6	agriculture	FINCA	0.995	177.59	0	0	0	0	low_burden
Niger	2,019	rural	male	44	35-44	fourth	tertiary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,021	urban	female	48	45-54	fourth	primary	self_employed	0	1	1	1	0	334.09	0.212	6	housing	FINCA	0.873	67.49	0	1	1,350.47	1	low_burden
Malawi	2,018	rural	male	61	55+	middle	secondary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,024	urban	male	58	55+	lowest	primary	self_employed	1	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,023	rural	male	20	18-24	middle	primary	farmer	0	1	0	1	0	259.14	0.382	18	small_business	Fortis	0.977	19.89	1	1	750.13	1	low_burden
Senegal	2,024	urban	female	25	18-24	lowest	secondary	employed_formal	0	1	1	1	1	100.49	0.288	12	education	U-IMCEC	0.989	10.79	0	1	396.59	1	low_burden
Senegal	2,024	rural	male	62	55+	second	none	employed_formal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	rural	male	36	35-44	second	tertiary	unemployed	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,018	urban	female	45	35-44	highest	primary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,025	urban	female	20	18-24	second	primary	farmer	0	1	1	1	0	126.3	0.346	9	small_business	Pride	0.982	18.89	0	0	0	0	low_burden
South Africa	2,021	urban	male	22	18-24	middle	tertiary	employed_informal	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,018	rural	male	37	35-44	highest	primary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,025	rural	female	51	45-54	second	tertiary	employed_informal	0	0	0	1	1	148.65	0.276	3	housing	ACEP	1	63.25	0	1	2,029.89	0	low_burden
Zambia	2,025	urban	male	54	45-54	highest	tertiary	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,021	rural	female	60	55+	lowest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,024	rural	male	27	25-34	second	primary	unemployed	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,018	rural	male	27	25-34	lowest	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,018	rural	male	43	35-44	middle	primary	employed_informal	1	1	1	1	0	416.75	0.342	12	consumption	Faulu	0.98	46.61	0	1	760.17	1	low_burden

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