Datasets:

electricsheepafrica
/

africa-synth-financial-inclusion-credit-access-patterns-africa-all

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	monthly_income_usd float64	income_stability int64	credit_history string	has_bank_account int64	credit_score int64	credit_need int64	preferred_credit_source string	loan_amount_requested_usd float64	collateral_available string	loan_purpose string	approved int64	loan_disbursed_usd float64	interest_rate float64	loan_term_months int64	monthly_payment_usd float64	repayment_status string	rejection_reason string	scenario string
DRC	2,018	urban	male	37	35-44	lowest	primary	farmer	80.48	1	limited	1	94	1	commercial_bank	3,749.73	none	business	0	0	0	0	0	not_applicable	existing_debt	low_burden
Nigeria	2,025	rural	male	44	35-44	lowest	secondary	employed_formal	324.39	6	none	1	565	1	digital_lender	2,373.29	equipment	business	1	2,041.25	0.412	36	80.07	current	not_applicable	low_burden
DRC	2,019	rural	female	48	45-54	highest	none	unemployed	2,587.3	1	limited	0	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Kenya	2,018	urban	female	25	18-24	highest	primary	self_employed	405.23	8	good	0	850	1	informal_lender	6,031.45	guarantor	education	1	5,682.3	0.833	18	578.53	defaulted	not_applicable	low_burden
Mali	2,018	rural	female	29	25-34	highest	primary	employed_informal	658.12	9	limited	0	515	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,021	urban	male	22	18-24	second	secondary	farmer	199.05	6	limited	0	483	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,018	rural	male	28	25-34	fourth	none	self_employed	441.37	10	none	0	510	1	employer	3,982.11	savings	housing	1	3,327.89	0.049	36	96.95	current	not_applicable	low_burden
Rwanda	2,024	rural	female	40	35-44	lowest	primary	employed_formal	146.96	7	none	0	87	1	informal_lender	2,306.28	vehicle	education	1	2,134.6	0.759	12	312.89	paid_off	not_applicable	low_burden
Zambia	2,022	rural	female	66	55+	second	secondary	farmer	439.54	5	good	1	439	1	commercial_bank	3,245.46	none	housing	0	0	0	0	0	not_applicable	documentation_issues	low_burden
Niger	2,020	rural	female	65	55+	fourth	secondary	farmer	338.49	7	good	0	400	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,018	urban	male	57	55+	highest	secondary	self_employed	2,172.66	2	good	1	412	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,021	rural	male	47	45-54	second	tertiary	farmer	190.96	5	none	0	368	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,019	rural	female	28	25-34	middle	secondary	employed_formal	197.06	10	good	1	437	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,025	rural	female	36	35-44	lowest	primary	employed_informal	18.35	5	none	1	0	1	informal_lender	2,782.75	savings	business	1	2,651.9	0.821	18	268.25	paid_off	not_applicable	low_burden
Zambia	2,020	rural	male	57	55+	second	primary	farmer	247.46	10	limited	0	77	1	digital_lender	3,679.32	vehicle	agriculture	1	3,171.82	0.408	18	248.05	paid_off	not_applicable	low_burden
Senegal	2,021	urban	female	65	55+	lowest	none	employed_informal	137.27	7	limited	0	544	1	family_friends	3,216.22	none	housing	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Kenya	2,018	rural	female	68	55+	highest	primary	self_employed	872.21	2	none	0	469	1	digital_lender	9,698.42	vehicle	housing	1	7,956.73	0.497	48	248.23	paid_off	not_applicable	low_burden
Nigeria	2,019	rural	male	38	35-44	lowest	none	unemployed	30.31	1	limited	0	727	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,019	urban	male	43	35-44	fourth	primary	farmer	1,938.58	4	limited	0	62	1	family_friends	20,471.61	equipment	business	0	0	0	0	0	not_applicable	no_collateral	low_burden
Uganda	2,018	rural	female	44	35-44	second	secondary	self_employed	134.97	10	good	1	357	1	microfinance	2,050.07	property	agriculture	0	0	0	0	0	not_applicable	employment_status	low_burden
Malawi	2,023	rural	male	20	18-24	middle	secondary	self_employed	89.96	4	none	0	229	1	digital_lender	3,467.39	guarantor	business	1	3,187.64	0.445	6	767.88	defaulted	not_applicable	low_burden
Niger	2,025	rural	female	24	18-24	second	primary	unemployed	48.75	1	none	1	478	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,025	rural	female	20	18-24	second	secondary	farmer	194.91	7	limited	0	371	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,020	urban	male	56	55+	middle	primary	employed_formal	489.5	10	none	1	311	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,024	rural	female	29	25-34	middle	secondary	self_employed	144.63	6	none	0	683	1	family_friends	2,124.42	none	emergency	1	1,755.35	0.038	6	303.76	current	not_applicable	low_burden
Senegal	2,022	urban	male	54	45-54	highest	secondary	employed_informal	1,369.44	9	none	1	3	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,018	rural	male	37	35-44	second	primary	employed_formal	193.57	5	none	0	660	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,018	rural	female	59	55+	middle	primary	employed_informal	220.58	9	limited	0	241	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,022	rural	female	24	18-24	highest	tertiary	self_employed	406.42	3	excellent	1	284	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,021	rural	male	34	25-34	second	secondary	farmer	237.76	8	good	0	529	1	microfinance	3,942.95	none	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Senegal	2,018	rural	female	28	25-34	highest	secondary	unemployed	1,193.52	2	limited	1	280	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,025	rural	female	40	35-44	highest	none	self_employed	988.01	7	none	0	616	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,023	rural	female	47	45-54	fourth	primary	self_employed	183.96	1	limited	0	646	1	microfinance	7,644.26	none	emergency	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Senegal	2,022	rural	female	26	25-34	middle	primary	employed_informal	78.77	6	limited	1	342	1	informal_lender	705.33	guarantor	emergency	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Mali	2,025	rural	male	52	45-54	fourth	tertiary	employed_informal	347.89	1	good	0	744	1	digital_lender	2,989.26	none	education	0	0	0	0	0	not_applicable	documentation_issues	low_burden
Tanzania	2,025	urban	male	68	55+	middle	none	employed_formal	571.93	9	limited	0	158	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,025	rural	female	20	18-24	middle	primary	unemployed	414.3	1	limited	0	285	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Kenya	2,020	rural	male	22	18-24	highest	tertiary	employed_informal	999.63	3	none	0	51	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,025	rural	female	67	55+	second	primary	farmer	88.5	5	good	1	626	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,022	rural	male	51	45-54	fourth	primary	employed_informal	187.8	3	good	1	688	1	commercial_bank	3,540.72	none	emergency	1	2,834.42	0.161	24	137.17	paid_off	not_applicable	low_burden
South Africa	2,023	urban	male	65	55+	middle	secondary	self_employed	294.86	1	none	1	549	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,024	rural	male	54	45-54	lowest	primary	unemployed	59.93	1	excellent	0	460	1	informal_lender	3,251.47	none	business	0	0	0	0	0	not_applicable	employment_status	low_burden
Tanzania	2,019	urban	male	55	45-54	middle	tertiary	unemployed	647.7	1	none	1	613	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,021	urban	male	26	25-34	fourth	none	employed_informal	351.61	8	none	1	450	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,019	rural	female	44	35-44	middle	secondary	unemployed	151.51	2	good	1	569	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,020	urban	female	36	35-44	fourth	primary	employed_informal	2,073.12	2	limited	0	188	1	sacco	22,056.81	savings	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Kenya	2,021	urban	male	61	55+	second	secondary	farmer	536.02	5	none	0	616	1	employer	2,232	none	agriculture	0	0	0	0	0	not_applicable	employment_status	low_burden
Ghana	2,024	rural	male	20	18-24	highest	secondary	employed_formal	357.94	9	none	1	642	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,024	rural	female	18	18-24	middle	secondary	self_employed	559.16	3	none	0	645	1	family_friends	14,693.91	property	housing	1	12,139.32	0.045	6	2,114.25	current	not_applicable	low_burden
Kenya	2,021	urban	male	46	45-54	fourth	tertiary	farmer	224.3	2	none	0	193	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,020	urban	female	68	55+	second	secondary	farmer	133.55	3	limited	0	469	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,022	rural	female	69	55+	second	none	farmer	96.95	1	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mozambique	2,025	rural	female	48	45-54	highest	none	employed_informal	628.92	3	limited	1	609	1	family_friends	9,003.06	guarantor	debt_consolidation	0	0	0	0	0	not_applicable	employment_status	low_burden
Tanzania	2,025	rural	female	40	35-44	lowest	primary	farmer	92.96	6	limited	1	434	1	informal_lender	2,663.43	none	agriculture	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Malawi	2,019	rural	female	32	25-34	second	primary	employed_informal	130.69	9	limited	1	696	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,019	urban	female	69	55+	fourth	primary	employed_informal	756.44	9	excellent	0	772	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,023	rural	female	27	25-34	fourth	secondary	employed_formal	248.89	10	none	1	742	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,020	urban	male	24	18-24	highest	secondary	employed_informal	1,287.26	4	none	0	793	1	family_friends	3,632.25	none	business	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Zambia	2,019	rural	male	44	35-44	fourth	tertiary	employed_formal	348.48	10	none	0	42	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,018	urban	male	38	35-44	highest	primary	farmer	374.84	10	none	0	826	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,021	rural	male	43	35-44	middle	secondary	employed_informal	280.46	4	limited	1	25	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,021	urban	female	64	55+	middle	secondary	self_employed	319.12	1	none	0	288	1	digital_lender	3,563.93	none	business	0	0	0	0	0	not_applicable	employment_status	low_burden
Malawi	2,022	rural	male	32	25-34	fourth	tertiary	employed_informal	200.05	5	limited	0	793	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,019	urban	male	63	55+	fourth	secondary	farmer	365.38	5	excellent	0	670	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,023	rural	male	29	25-34	lowest	primary	employed_informal	45.52	7	none	0	744	1	family_friends	4,296.92	savings	agriculture	1	3,666.69	0.078	36	109.81	paid_off	not_applicable	low_burden
DRC	2,023	urban	female	34	25-34	second	none	employed_informal	152.46	2	none	1	374	1	family_friends	3,804.07	guarantor	housing	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Tanzania	2,021	urban	female	18	18-24	middle	tertiary	self_employed	1,022.07	6	good	0	660	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,019	urban	female	53	45-54	fourth	secondary	unemployed	2,124.93	1	good	0	534	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,022	rural	male	62	55+	middle	secondary	unemployed	29.67	1	none	0	688	1	family_friends	1,764.14	none	education	1	1,650.31	0.052	6	289.36	late_30_days	not_applicable	low_burden
Kenya	2,023	rural	male	64	55+	fourth	secondary	self_employed	464.07	1	limited	1	97	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,020	rural	female	26	25-34	fourth	secondary	unemployed	643.41	2	none	1	231	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,020	rural	female	57	55+	second	secondary	self_employed	104.28	1	limited	1	570	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,022	rural	female	25	18-24	middle	tertiary	unemployed	382.98	5	limited	0	419	1	employer	3,016.81	savings	emergency	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Niger	2,020	urban	female	50	45-54	middle	tertiary	employed_formal	949.78	10	none	1	721	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,021	rural	male	54	45-54	lowest	primary	employed_formal	23.06	10	none	1	395	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,020	rural	female	25	18-24	middle	none	employed_formal	219.63	10	limited	0	107	1	family_friends	6,727.69	property	business	0	0	0	0	0	not_applicable	no_collateral	low_burden
Niger	2,020	rural	female	23	18-24	middle	none	farmer	786.85	10	limited	1	522	1	commercial_bank	6,584.72	guarantor	education	1	5,705.78	0.194	6	1,135.77	current	not_applicable	low_burden
Nigeria	2,023	rural	female	21	18-24	fourth	primary	employed_informal	138.64	3	good	1	345	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mozambique	2,021	rural	female	54	45-54	second	secondary	employed_informal	111.91	1	limited	0	399	1	informal_lender	2,873.41	none	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Zambia	2,021	rural	male	49	45-54	lowest	secondary	self_employed	44.01	10	good	1	145	1	commercial_bank	2,165.12	guarantor	housing	1	2,129.86	0.136	12	201.58	current	not_applicable	low_burden
South Africa	2,023	rural	male	24	18-24	middle	primary	unemployed	417.65	3	limited	0	739	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,020	urban	female	44	35-44	fourth	primary	self_employed	1,132.51	7	limited	1	342	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,018	rural	female	59	55+	middle	secondary	farmer	224.07	3	none	0	586	1	family_friends	2,963.18	property	consumption	1	2,810.44	0.085	24	127.07	current	not_applicable	low_burden
Niger	2,024	rural	male	30	25-34	second	secondary	employed_informal	124.07	4	none	1	309	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,018	rural	male	49	45-54	highest	secondary	unemployed	199.32	3	limited	0	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,022	rural	female	33	25-34	lowest	none	employed_formal	163.11	8	none	1	204	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,020	urban	male	31	25-34	second	primary	employed_informal	141.33	1	none	1	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,019	urban	male	38	35-44	second	secondary	self_employed	163.81	3	none	0	305	1	family_friends	2,362.18	none	education	0	0	0	0	0	not_applicable	employment_status	low_burden
Ghana	2,018	urban	female	36	35-44	fourth	secondary	employed_informal	971.11	4	good	0	109	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,025	rural	female	43	35-44	fourth	secondary	farmer	378.66	9	limited	0	683	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,021	urban	female	28	25-34	lowest	tertiary	farmer	181.45	4	good	0	850	1	informal_lender	1,612.42	none	agriculture	1	1,608.38	0.803	18	161.09	late_60_days	not_applicable	low_burden
Rwanda	2,020	rural	female	38	35-44	fourth	none	employed_informal	503.06	5	excellent	1	332	1	commercial_bank	4,154.73	none	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Rwanda	2,023	rural	male	50	45-54	fourth	primary	employed_formal	380.3	9	limited	0	45	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,018	rural	female	38	35-44	highest	primary	employed_formal	825.2	5	limited	0	745	1	digital_lender	2,493.01	equipment	asset_purchase	1	2,326.13	0.452	36	93.85	late_60_days	not_applicable	low_burden
South Africa	2,022	urban	female	52	45-54	highest	primary	employed_formal	451.41	9	limited	0	686	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,021	rural	female	24	18-24	fourth	primary	unemployed	297.09	1	limited	1	675	1	commercial_bank	6,535.38	equipment	housing	1	5,256.26	0.155	18	337.35	current	not_applicable	low_burden
Ethiopia	2,022	urban	female	25	18-24	lowest	none	self_employed	191.93	9	good	0	564	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,018	rural	male	63	55+	second	none	employed_informal	64.67	3	good	1	574	1	microfinance	1,786.25	guarantor	consumption	0	0	0	0	0	not_applicable	employment_status	low_burden
Ethiopia	2,025	urban	male	42	35-44	highest	secondary	employed_formal	600.42	7	limited	1	330	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,019	urban	male	49	45-54	middle	none	farmer	161.19	5	good	0	348	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden

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