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
Uganda	2,020	rural	female	61	55+	middle	none	self_employed	1	1	1	1	1	103.6	0.435	12	small_business	UML	0.96	12.39	2	0	0	1	low_burden
Mali	2,024	urban	female	42	35-44	fourth	secondary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,018	rural	male	46	45-54	fourth	tertiary	employed_informal	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,021	urban	male	34	25-34	lowest	primary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,024	rural	female	59	55+	lowest	tertiary	farmer	0	1	1	1	1	199.98	0.341	12	small_business	NBS	0.89	22.35	2	1	440.72	0	low_burden
DRC	2,025	urban	female	21	18-24	fourth	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,020	rural	female	30	25-34	highest	tertiary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,023	urban	female	64	55+	highest	primary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,019	urban	female	40	35-44	highest	none	self_employed	1	1	1	1	1	231.77	0.205	6	agriculture	Sinapi Aba	0.977	46.55	0	1	323.53	1	low_burden
Uganda	2,018	rural	female	26	25-34	middle	none	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	urban	female	37	35-44	highest	secondary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,025	urban	female	29	25-34	second	tertiary	self_employed	1	0	1	1	1	308.99	0.304	12	agriculture	Small Enterprise Foundation	0.975	33.58	0	1	161.22	1	low_burden
Mali	2,023	rural	female	42	35-44	fourth	primary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,021	urban	male	29	25-34	highest	none	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,020	rural	male	36	35-44	fourth	none	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,019	rural	male	60	55+	second	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	urban	female	21	18-24	second	tertiary	employed_formal	0	1	0	1	0	456.99	0.306	3	healthcare	Bayport	0.836	199.02	0	0	0	0	low_burden
Uganda	2,019	rural	female	53	45-54	second	primary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,019	urban	male	21	18-24	second	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,023	rural	female	39	35-44	fourth	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	49	45-54	fourth	tertiary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,018	urban	male	62	55+	lowest	secondary	employed_formal	0	1	0	1	1	132.83	0.399	12	small_business	Wisdom	0.921	15.48	0	1	610.56	1	low_burden
Nigeria	2,022	urban	female	29	25-34	fourth	primary	unemployed	1	1	1	1	0	698.03	0.272	12	agriculture	Fortis	0.967	73.97	0	0	0	0	low_burden
Mozambique	2,020	rural	male	20	18-24	second	secondary	unemployed	0	0	0	1	0	239.09	0.215	18	small_business	Gabinete	0.924	16.14	5	1	900.83	0	low_burden
Mali	2,021	rural	male	53	45-54	middle	secondary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,019	rural	female	60	55+	second	tertiary	employed_informal	0	0	1	1	1	207.89	0.27	12	small_business	UOB	0.975	22	0	1	125.03	1	low_burden
Malawi	2,019	rural	male	44	35-44	middle	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,021	rural	female	20	18-24	fourth	none	employed_informal	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,023	rural	female	41	35-44	fourth	secondary	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,021	rural	female	36	35-44	fourth	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,022	rural	female	39	35-44	second	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,022	urban	male	20	18-24	fourth	tertiary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,020	rural	female	32	25-34	lowest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,020	rural	male	64	55+	middle	tertiary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,021	urban	male	20	18-24	middle	primary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,018	urban	female	60	55+	fourth	none	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,023	urban	male	42	35-44	highest	secondary	self_employed	1	1	1	1	0	475.88	0.321	12	small_business	FINCA	0.989	52.37	0	1	389.29	0	low_burden
DRC	2,022	rural	female	45	35-44	second	secondary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,020	urban	male	61	55+	fourth	tertiary	self_employed	1	1	1	1	1	204.99	0.309	24	agriculture	BRAC	0.957	11.18	2	1	901.74	0	low_burden
Rwanda	2,020	rural	female	28	25-34	second	secondary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,020	rural	male	64	55+	middle	none	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,023	rural	male	31	25-34	fourth	tertiary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,024	urban	female	34	25-34	fourth	secondary	employed_informal	0	1	1	1	0	189.86	0.419	12	agriculture	MFI networks	0.972	22.46	1	0	0	0	low_burden
Ethiopia	2,018	rural	male	39	35-44	highest	primary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,021	rural	female	46	45-54	fourth	tertiary	farmer	0	1	0	1	1	125.84	0.304	12	small_business	UML	0.951	13.68	2	0	0	0	low_burden
South Africa	2,018	urban	male	33	25-34	second	none	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,021	urban	female	55	45-54	highest	none	employed_informal	1	1	1	1	0	293.42	0.314	6	emergency	NBS	0.964	64.25	0	1	490.65	1	low_burden
Mozambique	2,019	urban	female	19	18-24	highest	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,020	urban	female	49	45-54	second	secondary	farmer	0	1	1	1	0	738.85	0.395	12	small_business	Yikri	0.999	85.9	0	1	758.47	1	low_burden
Mali	2,021	rural	female	48	45-54	lowest	secondary	unemployed	0	0	1	1	1	61.9	0.313	12	healthcare	Kafo Jiginew	0.959	6.77	1	1	718.9	0	low_burden
Mali	2,020	rural	male	43	35-44	second	tertiary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,021	rural	female	46	45-54	fourth	primary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,024	rural	female	53	45-54	highest	tertiary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,024	rural	female	60	55+	fourth	none	employed_informal	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,018	rural	female	28	25-34	second	none	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,021	rural	female	40	35-44	lowest	primary	employed_formal	1	1	0	1	0	74.85	0.337	24	consumption	Jamii Bora	0.928	4.17	1	0	0	1	low_burden
Senegal	2,024	urban	female	44	35-44	middle	none	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,022	rural	male	34	25-34	second	primary	farmer	0	0	1	1	1	126.23	0.449	12	small_business	AB Microfinance	0.885	15.24	2	0	0	1	low_burden
Mali	2,019	urban	female	63	55+	lowest	tertiary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,022	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	45	35-44	lowest	secondary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,018	rural	male	27	25-34	lowest	none	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,023	urban	female	37	35-44	fourth	tertiary	self_employed	1	0	0	1	1	214.06	0.229	6	small_business	Amhara Credit	0.999	43.84	0	1	459.41	1	low_burden
South Africa	2,022	rural	female	47	45-54	second	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,024	urban	female	38	35-44	second	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,020	rural	male	54	45-54	middle	secondary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,024	urban	male	24	18-24	highest	none	unemployed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,021	rural	male	25	18-24	fourth	secondary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,023	rural	male	33	25-34	middle	tertiary	employed_informal	0	1	1	1	1	293.85	0.315	6	small_business	Uganda Finance Trust	0.983	64.39	0	0	0	0	low_burden
Zambia	2,018	urban	female	32	25-34	fourth	primary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,018	urban	male	56	55+	fourth	secondary	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,024	rural	female	58	55+	fourth	tertiary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,024	urban	male	40	35-44	middle	primary	farmer	1	1	1	1	0	173.19	0.324	6	consumption	NBS	0.949	38.22	1	1	639.48	0	low_burden
Uganda	2,025	urban	male	41	35-44	middle	primary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,020	urban	female	31	25-34	second	primary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,018	urban	female	42	35-44	second	secondary	self_employed	1	0	1	1	1	181.7	0.259	9	agriculture	FINCA	0.992	25.42	0	1	200.9	0	low_burden
Tanzania	2,025	rural	male	51	45-54	second	primary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,022	rural	male	51	45-54	second	primary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,019	urban	female	63	55+	second	primary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,024	rural	female	45	35-44	middle	tertiary	farmer	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,025	urban	male	33	25-34	middle	tertiary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,020	urban	female	21	18-24	lowest	secondary	employed_informal	0	1	0	1	1	91.08	0.402	12	small_business	FINCA	0.951	10.64	1	1	514.51	0	low_burden
Nigeria	2,024	rural	male	50	45-54	second	tertiary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,024	urban	female	55	45-54	second	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,022	rural	male	43	35-44	fourth	tertiary	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,023	rural	female	61	55+	second	none	self_employed	1	1	1	1	0	153.9	0.29	6	small_business	ACEP	0.94	33.08	0	0	0	1	low_burden
Uganda	2,020	rural	female	32	25-34	lowest	primary	employed_informal	1	1	0	1	1	146.3	0.428	6	small_business	FINCA	0.905	34.83	1	1	153.21	0	low_burden
Tanzania	2,025	rural	male	20	18-24	lowest	tertiary	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,025	urban	male	47	45-54	middle	primary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,025	urban	male	23	18-24	lowest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,023	urban	male	21	18-24	middle	secondary	farmer	1	0	1	1	0	230.61	0.284	6	education	FINCA	0.94	49.33	0	1	181.5	1	low_burden
DRC	2,018	rural	male	50	45-54	middle	secondary	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,020	rural	male	38	35-44	highest	primary	farmer	0	1	0	1	1	1,495.06	0.229	12	healthcare	FINCA	0.943	153.11	1	0	0	0	low_burden
Ethiopia	2,021	urban	female	46	45-54	middle	primary	self_employed	1	0	1	1	1	245.81	0.249	6	agriculture	Buusaa Gonofaa	0.987	51.18	0	1	348.98	0	low_burden
Mozambique	2,025	urban	male	53	45-54	lowest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,022	urban	female	35	25-34	second	none	self_employed	1	0	1	1	1	180.48	0.417	3	small_business	Yosefa	0.966	85.22	0	1	738.47	0	low_burden
Ghana	2,022	rural	male	46	45-54	fourth	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	43	35-44	second	secondary	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,024	rural	male	45	35-44	highest	secondary	unemployed	0	1	1	1	0	101.83	0.325	9	housing	UOB	0.921	14.99	0	0	0	0	low_burden
Nigeria	2,020	rural	female	51	45-54	middle	primary	employed_formal	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden

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