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	2,019	rural	female	53	45-54	second	none	self_employed	1	1	0	1	1	260.04	0.368	9	emergency	Uganda Finance Trust	0.992	39.52	0	0	0	0	moderate_burden
Senegal	2,020	urban	male	30	25-34	lowest	secondary	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
DRC	2,024	urban	female	58	55+	second	tertiary	employed_informal	0	1	1	1	1	568.48	0.375	24	small_business	FINCA	0.994	32.57	0	1	533.95	1	moderate_burden
Ghana	2,023	rural	female	48	45-54	middle	none	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,024	rural	female	52	45-54	second	none	employed_formal	1	1	1	1	1	747.9	0.295	12	healthcare	SOCREMOS	1	80.7	0	1	869.79	0	moderate_burden
Senegal	2,025	rural	female	48	45-54	middle	tertiary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Niger	2,025	rural	male	44	35-44	second	secondary	farmer	0	0	1	1	0	896.58	0.288	12	small_business	Yikri	0.984	96.27	0	1	1,764.94	0	moderate_burden
Malawi	2,018	rural	male	60	55+	lowest	secondary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
South Africa	2,023	rural	male	29	25-34	middle	none	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Nigeria	2,023	rural	female	54	45-54	second	none	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ethiopia	2,023	rural	male	59	55+	second	tertiary	employed_informal	1	1	1	1	0	181.32	0.291	18	emergency	Wisdom	0.99	13.01	0	1	1,091.36	1	moderate_burden
Mali	2,025	urban	female	28	25-34	lowest	primary	unemployed	0	1	1	1	1	104.1	0.301	9	emergency	ACEP	0.941	15.05	0	0	0	1	moderate_burden
Niger	2,024	urban	male	58	55+	lowest	primary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Malawi	2,024	urban	male	33	25-34	lowest	primary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mali	2,022	rural	male	42	35-44	lowest	primary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mali	2,020	urban	female	42	35-44	lowest	secondary	employed_informal	0	0	1	1	1	142.53	0.392	6	small_business	NYESIGISO	1	33.06	0	1	1,118.07	1	moderate_burden
Kenya	2,021	rural	male	37	35-44	second	tertiary	employed_informal	1	0	1	1	1	155.28	0.268	9	education	Jamii Bora	0.942	21.87	1	1	498.44	1	moderate_burden
Mali	2,019	rural	male	63	55+	second	none	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ethiopia	2,018	rural	female	30	25-34	highest	primary	self_employed	1	0	0	1	1	282.89	0.251	18	small_business	Amhara Credit	0.997	19.67	0	0	0	0	moderate_burden
South Africa	2,018	rural	female	27	25-34	second	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Zambia	2,020	rural	male	55	45-54	highest	none	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,025	rural	male	55	45-54	second	primary	employed_formal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Kenya	2,023	rural	female	33	25-34	second	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,018	rural	male	27	25-34	lowest	tertiary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Senegal	2,019	urban	female	30	25-34	second	tertiary	employed_informal	0	0	1	1	0	377.12	0.327	12	consumption	Caurie	0.862	41.69	1	0	0	1	moderate_burden
Zambia	2,020	urban	male	49	45-54	second	tertiary	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Senegal	2,022	urban	female	62	55+	second	none	unemployed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,022	urban	female	20	18-24	second	none	unemployed	1	1	0	1	1	183.47	0.356	6	small_business	RIM	0.853	41.47	0	1	244.48	1	moderate_burden
Tanzania	2,022	rural	male	33	25-34	middle	tertiary	self_employed	1	0	1	1	1	606.87	0.201	18	small_business	Pride	0.991	40.48	0	1	1,119.74	0	moderate_burden
Malawi	2,024	rural	female	54	45-54	middle	tertiary	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,023	rural	male	42	35-44	highest	secondary	self_employed	0	1	1	1	0	668.58	0.28	18	consumption	Duterimbere	0.932	47.55	0	1	427.13	1	moderate_burden
Kenya	2,021	urban	male	40	35-44	fourth	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
DRC	2,020	urban	female	58	55+	second	none	self_employed	1	0	0	1	0	85.73	0.3	12	small_business	FINCA	0.997	9.29	0	0	0	0	moderate_burden
Ethiopia	2,018	rural	male	32	25-34	lowest	none	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,019	rural	male	59	55+	highest	secondary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mali	2,023	rural	female	49	45-54	second	tertiary	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Kenya	2,022	rural	female	57	55+	second	primary	unemployed	1	1	0	1	1	210.46	0.275	6	education	KWFT	0.971	44.73	0	1	232.06	1	moderate_burden
Malawi	2,025	urban	female	43	35-44	second	none	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
South Africa	2,022	rural	male	28	25-34	second	tertiary	unemployed	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ghana	2,018	rural	female	28	25-34	highest	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,025	rural	male	43	35-44	lowest	none	self_employed	1	1	1	1	1	114.95	0.307	12	small_business	SOCREMOS	0.906	12.52	1	1	214	0	moderate_burden
Mozambique	2,021	urban	female	52	45-54	second	primary	employed_formal	1	0	1	1	1	59.02	0.368	9	consumption	BIM	0.949	8.97	1	1	662.49	1	moderate_burden
South Africa	2,023	rural	male	62	55+	second	secondary	farmer	0	1	1	1	0	192.99	0.449	24	small_business	Small Enterprise Foundation	0.984	11.65	0	1	186.2	1	moderate_burden
Uganda	2,022	rural	male	47	45-54	fourth	primary	self_employed	1	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Kenya	2,025	urban	female	20	18-24	lowest	none	unemployed	0	1	1	1	1	144.91	0.386	9	small_business	KWFT	0.992	22.32	0	1	140.74	0	moderate_burden
Mozambique	2,020	rural	male	44	35-44	middle	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
South Africa	2,023	rural	female	35	25-34	second	tertiary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Tanzania	2,023	rural	male	22	18-24	middle	none	farmer	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Senegal	2,023	rural	male	53	45-54	lowest	secondary	self_employed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ethiopia	2,020	rural	male	59	55+	highest	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Uganda	2,023	rural	female	29	25-34	lowest	primary	employed_informal	0	1	0	1	1	155.67	0.403	6	agriculture	Uganda Finance Trust	0.981	36.4	0	1	184.59	0	moderate_burden
Kenya	2,021	urban	male	24	18-24	highest	tertiary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Kenya	2,019	rural	male	23	18-24	lowest	secondary	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Kenya	2,024	rural	male	52	45-54	middle	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mali	2,018	urban	female	25	18-24	fourth	secondary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,021	rural	female	31	25-34	lowest	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
DRC	2,020	urban	male	34	25-34	fourth	secondary	employed_informal	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Uganda	2,021	urban	female	29	25-34	lowest	secondary	unemployed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,019	rural	male	36	35-44	second	none	farmer	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Tanzania	2,025	urban	male	46	45-54	lowest	none	employed_formal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,024	rural	male	23	18-24	second	primary	employed_formal	0	1	0	1	1	93.48	0.378	3	small_business	UOB	0.978	42.93	0	1	203.03	0	moderate_burden
Niger	2,021	rural	female	39	35-44	fourth	tertiary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Zambia	2,022	rural	male	56	55+	second	secondary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Tanzania	2,020	urban	male	37	35-44	middle	secondary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ghana	2,020	rural	female	45	35-44	fourth	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ethiopia	2,019	urban	female	63	55+	fourth	secondary	employed_informal	0	1	1	1	1	177.19	0.438	12	agriculture	Wisdom	0.97	21.24	0	1	1,129.04	1	moderate_burden
Ethiopia	2,020	rural	male	46	45-54	highest	primary	farmer	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ethiopia	2,023	urban	male	33	25-34	fourth	secondary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,024	rural	male	59	55+	lowest	secondary	self_employed	1	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,022	rural	female	21	18-24	middle	secondary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Zambia	2,021	rural	male	33	25-34	lowest	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Senegal	2,023	rural	male	30	25-34	lowest	primary	unemployed	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,025	rural	female	55	45-54	lowest	none	unemployed	1	0	1	1	1	152.92	0.37	12	education	Duterimbere	0.987	17.46	1	1	254.83	1	moderate_burden
Niger	2,025	rural	male	46	45-54	lowest	secondary	employed_informal	0	1	0	1	1	241.05	0.223	12	education	MFI networks	0.92	24.57	1	0	0	0	moderate_burden
Mozambique	2,023	rural	male	38	35-44	middle	tertiary	self_employed	1	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,024	urban	female	20	18-24	lowest	secondary	self_employed	1	1	1	1	0	122.81	0.275	6	small_business	Gabinete	0.992	26.11	0	1	401.08	0	moderate_burden
Uganda	2,023	urban	female	64	55+	middle	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Rwanda	2,020	rural	male	24	18-24	fourth	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
DRC	2,025	urban	male	52	45-54	fourth	none	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Ethiopia	2,025	urban	male	22	18-24	lowest	none	self_employed	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Senegal	2,022	rural	male	19	18-24	second	primary	farmer	1	1	0	1	0	279.65	0.238	12	education	Caurie	0.996	28.86	0	0	0	0	moderate_burden
Malawi	2,021	urban	male	61	55+	second	primary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Tanzania	2,022	urban	male	62	55+	fourth	secondary	employed_informal	0	1	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Senegal	2,023	rural	male	22	18-24	lowest	primary	employed_informal	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,021	urban	male	46	45-54	fourth	none	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mozambique	2,020	rural	female	19	18-24	fourth	primary	employed_informal	0	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Nigeria	2,024	urban	male	35	25-34	second	secondary	unemployed	1	1	1	1	0	232.56	0.213	3	agriculture	AB Microfinance	0.99	94.05	0	0	0	0	moderate_burden
Zambia	2,021	rural	male	32	25-34	fourth	primary	employed_informal	0	1	1	1	0	542.19	0.344	9	healthcare	Zambia National Building Society	0.951	80.94	0	0	0	0	moderate_burden
DRC	2,024	urban	male	57	55+	lowest	tertiary	unemployed	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Uganda	2,025	urban	male	58	55+	middle	primary	employed_formal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
South Africa	2,024	rural	male	29	25-34	fourth	none	unemployed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Zambia	2,024	rural	female	48	45-54	fourth	primary	self_employed	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Uganda	2,025	rural	female	41	35-44	fourth	primary	unemployed	0	1	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Uganda	2,023	urban	male	37	35-44	lowest	tertiary	employed_informal	0	1	1	1	1	131.37	0.334	18	consumption	Pride	0.993	9.74	0	1	155.06	1	moderate_burden
Rwanda	2,022	rural	female	50	45-54	lowest	primary	employed_informal	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Mali	2,025	urban	female	23	18-24	fourth	secondary	self_employed	1	1	1	1	1	140.19	0.448	9	healthcare	NYESIGISO	0.991	22.56	0	1	663.41	1	moderate_burden
Senegal	2,022	rural	female	19	18-24	fourth	none	farmer	0	1	1	1	0	156.01	0.391	24	small_business	PAMECAS	0.976	9.04	1	1	206.14	1	moderate_burden
Uganda	2,019	urban	female	18	18-24	second	primary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Senegal	2,018	rural	female	40	35-44	highest	secondary	farmer	1	0	0	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden
Niger	2,018	rural	female	21	18-24	second	secondary	farmer	0	0	1	0	0	0	0	0	none	none	0	0	0	0	0	0	moderate_burden

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