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
DRC	2,018	urban	male	35	25-34	lowest	primary	farmer	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,025	rural	male	41	35-44	lowest	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,019	rural	female	45	35-44	highest	none	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,018	urban	female	24	18-24	highest	primary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,018	rural	female	27	25-34	highest	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,021	urban	male	22	18-24	second	secondary	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,018	rural	male	27	25-34	fourth	none	self_employed	1	1	1	1	1	389.72	0.251	3	consumption	ACEP	0.973	162.54	0	1	624.87	0	low_burden
Rwanda	2,024	rural	female	38	35-44	lowest	primary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,022	rural	female	62	55+	second	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,020	rural	female	61	55+	fourth	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,018	urban	male	53	45-54	highest	secondary	self_employed	1	1	1	1	1	139.27	0.3	12	agriculture	FINCA	0.966	15.09	0	0	0	1	low_burden
Mali	2,021	rural	male	44	35-44	second	tertiary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,019	rural	female	27	25-34	middle	secondary	employed_formal	0	1	1	1	0	348.1	0.317	12	healthcare	Caurie	0.979	38.19	0	1	308.08	0	low_burden
Malawi	2,025	rural	female	34	25-34	lowest	primary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	rural	male	54	45-54	second	primary	farmer	1	0	0	1	1	222.94	0.251	6	consumption	Zambia National Building Society	0.979	46.5	0	0	0	1	low_burden
Senegal	2,021	urban	female	60	55+	lowest	none	employed_informal	0	1	1	1	1	244.74	0.387	12	agriculture	Caurie	1	28.29	0	0	0	0	low_burden
Kenya	2,018	rural	female	63	55+	highest	primary	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,019	rural	male	36	35-44	lowest	none	unemployed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,019	urban	male	40	35-44	fourth	primary	farmer	0	1	1	1	0	230.63	0.21	12	small_business	Sinapi Aba	0.934	23.25	1	1	1,033.49	0	low_burden
Uganda	2,018	rural	female	41	35-44	second	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,023	rural	male	20	18-24	middle	secondary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,025	rural	female	23	18-24	second	primary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,025	rural	female	20	18-24	second	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,020	urban	male	52	45-54	middle	primary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,024	rural	female	28	25-34	middle	secondary	self_employed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,022	urban	male	50	45-54	highest	secondary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,018	rural	male	35	25-34	second	primary	employed_formal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,018	rural	female	55	45-54	middle	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,022	rural	female	23	18-24	highest	tertiary	self_employed	1	0	1	1	0	462.96	0.231	3	agriculture	Caurie	0.988	190	0	0	0	1	low_burden
Rwanda	2,021	rural	male	33	25-34	second	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,018	rural	female	27	25-34	highest	secondary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,025	rural	female	38	35-44	highest	none	self_employed	0	1	0	1	0	683.29	0.286	6	small_business	Caurie	0.986	146.43	0	1	914.78	1	low_burden
Uganda	2,023	rural	female	44	35-44	fourth	primary	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,022	rural	female	25	18-24	middle	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,025	rural	male	49	45-54	fourth	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	63	55+	middle	none	employed_formal	0	1	1	1	1	143.13	0.292	6	small_business	FINCA	0.99	30.81	0	0	0	1	low_burden
Rwanda	2,025	rural	female	20	18-24	middle	primary	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,020	rural	male	22	18-24	highest	tertiary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,025	rural	female	62	55+	second	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,022	rural	male	48	45-54	fourth	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,023	urban	male	61	55+	middle	secondary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,024	rural	male	51	45-54	lowest	primary	unemployed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,019	urban	male	51	45-54	middle	tertiary	unemployed	1	1	1	1	0	360.5	0.356	6	housing	FINCA	0.966	81.46	0	1	1,350.58	0	low_burden
Malawi	2,021	urban	male	25	18-24	fourth	none	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,019	rural	female	42	35-44	middle	secondary	unemployed	1	0	0	1	1	350.73	0.383	6	consumption	Small Enterprise Foundation	0.944	80.86	0	0	0	0	low_burden
DRC	2,020	urban	female	35	25-34	fourth	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,021	urban	male	57	55+	second	secondary	farmer	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ghana	2,024	rural	male	20	18-24	highest	secondary	employed_formal	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,024	rural	female	18	18-24	middle	secondary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,021	urban	male	44	35-44	fourth	tertiary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,020	urban	female	63	55+	second	secondary	farmer	0	1	1	1	1	188.77	0.37	18	education	FINCA	0.967	14.37	1	0	0	1	low_burden
Tanzania	2,022	rural	female	64	55+	second	none	farmer	0	1	1	1	1	527.73	0.371	6	consumption	Pride	0.976	120.57	0	0	0	1	low_burden
Mozambique	2,025	rural	female	45	35-44	highest	none	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Tanzania	2,025	rural	female	38	35-44	lowest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,019	rural	female	30	25-34	second	primary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,019	urban	female	64	55+	fourth	primary	employed_informal	0	1	0	1	0	459.8	0.36	18	emergency	Duterimbere	0.976	34.74	0	0	0	1	low_burden
Uganda	2,023	rural	female	26	25-34	fourth	secondary	employed_formal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Senegal	2,020	urban	male	23	18-24	highest	secondary	employed_informal	0	1	1	1	0	166.83	0.282	9	education	PAMECAS	0.999	23.76	0	1	228.03	1	low_burden
Zambia	2,019	rural	male	41	35-44	fourth	tertiary	employed_formal	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mali	2,018	urban	male	36	35-44	highest	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,021	rural	male	41	35-44	middle	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Rwanda	2,021	urban	female	60	55+	middle	secondary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,022	rural	male	30	25-34	fourth	tertiary	employed_informal	1	1	1	1	0	610.74	0.216	9	consumption	NBS	0.975	82.49	2	0	0	0	low_burden
Malawi	2,019	urban	male	59	55+	fourth	secondary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,023	rural	male	27	25-34	lowest	primary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
DRC	2,023	urban	female	33	25-34	second	none	employed_informal	0	1	1	1	1	137.91	0.376	12	consumption	FINCA	0.929	15.81	0	1	1,384.02	0	low_burden
Tanzania	2,021	urban	female	18	18-24	middle	tertiary	self_employed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,019	urban	female	49	45-54	fourth	secondary	unemployed	0	1	1	1	1	544.61	0.397	12	small_business	AB Microfinance	0.997	63.38	0	1	2,347.9	1	low_burden
Ethiopia	2,022	rural	male	58	55+	middle	secondary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Kenya	2,023	rural	male	59	55+	fourth	secondary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,020	rural	female	25	18-24	fourth	secondary	unemployed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,020	rural	female	54	45-54	second	secondary	self_employed	1	0	0	1	1	244.39	0.366	24	emergency	FINCA	0.998	13.91	0	1	1,080.67	0	low_burden
Mali	2,022	rural	female	24	18-24	middle	tertiary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,020	urban	female	47	45-54	middle	tertiary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,021	rural	male	51	45-54	lowest	primary	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Malawi	2,020	rural	female	25	18-24	middle	none	employed_formal	0	1	1	1	1	51.23	0.373	3	asset_purchase	NBS	0.997	23.45	0	1	484.05	0	low_burden
Niger	2,020	rural	female	23	18-24	middle	none	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,023	rural	female	21	18-24	fourth	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Mozambique	2,021	rural	female	51	45-54	second	secondary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,021	rural	male	46	45-54	lowest	secondary	self_employed	1	1	0	1	0	217.97	0.222	6	small_business	FINCA	0.99	44.4	0	0	0	0	low_burden
South Africa	2,023	rural	male	23	18-24	middle	primary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Nigeria	2,020	urban	female	41	35-44	fourth	primary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,018	rural	female	55	45-54	middle	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,024	rural	male	29	25-34	second	secondary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Zambia	2,018	rural	male	46	45-54	highest	secondary	unemployed	0	1	1	1	0	398.8	0.356	6	education	FINCA	0.975	90.13	0	0	0	1	low_burden
Malawi	2,022	rural	female	31	25-34	lowest	none	employed_formal	1	1	0	1	0	115.1	0.387	6	small_business	FINCA	0.992	26.6	0	0	0	0	low_burden
Nigeria	2,020	urban	male	30	25-34	second	primary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,019	urban	male	36	35-44	second	secondary	self_employed	1	1	1	1	0	158.88	0.437	6	agriculture	Wisdom	0.996	38.05	0	1	681.74	1	low_burden
Ghana	2,018	urban	female	34	25-34	fourth	secondary	employed_informal	0	0	1	1	1	541.74	0.342	12	education	Grameen Ghana	0.952	60.58	0	0	0	1	low_burden
Tanzania	2,025	rural	female	41	35-44	fourth	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Niger	2,021	urban	female	27	25-34	lowest	tertiary	farmer	0	0	1	1	1	87.24	0.271	3	small_business	ACEP	0.932	36.95	0	1	499.56	1	low_burden
Rwanda	2,020	rural	female	36	35-44	fourth	none	employed_informal	0	1	0	1	0	658.15	0.322	12	education	Duterimbere	0.973	72.5	0	0	0	1	low_burden
Rwanda	2,023	rural	male	47	45-54	fourth	primary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,018	rural	female	36	35-44	highest	primary	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,022	urban	female	48	45-54	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	23	18-24	fourth	primary	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,022	urban	female	24	18-24	lowest	none	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Uganda	2,018	rural	male	58	55+	second	none	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
Ethiopia	2,025	urban	male	39	35-44	highest	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden
South Africa	2,019	urban	male	46	45-54	middle	none	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	low_burden

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