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
Uganda	2,020	rural	female	65	55+	middle	none	self_employed	143.25	6	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,024	urban	female	44	35-44	fourth	secondary	employed_informal	129.63	8	good	0	260	1	informal_lender	9,743.53	none	business	0	0	0	0	0	not_applicable	no_collateral	low_burden
Rwanda	2,018	rural	male	49	45-54	fourth	tertiary	employed_informal	166.68	6	good	0	561	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,021	urban	male	36	35-44	lowest	primary	employed_formal	87.63	10	none	1	130	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,024	rural	female	64	55+	lowest	tertiary	farmer	64.67	1	none	1	268	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,025	urban	female	21	18-24	fourth	secondary	self_employed	825.77	4	limited	0	241	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,020	rural	female	32	25-34	highest	tertiary	farmer	1,169.03	7	limited	1	525	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,023	urban	female	69	55+	highest	primary	unemployed	335.5	1	none	1	120	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,019	urban	female	43	35-44	highest	none	self_employed	1,290.22	6	excellent	1	382	1	commercial_bank	5,307.51	savings	agriculture	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Uganda	2,018	rural	female	27	25-34	middle	none	unemployed	333.05	1	good	1	850	1	microfinance	4,925.17	guarantor	agriculture	1	4,350.51	0.361	24	246.79	late_60_days	not_applicable	low_burden
Zambia	2,020	urban	female	39	35-44	highest	secondary	self_employed	1,154.66	5	excellent	0	532	1	informal_lender	28,604.99	none	business	0	0	0	0	0	not_applicable	no_collateral	low_burden
South Africa	2,025	urban	female	31	25-34	second	tertiary	self_employed	257.24	7	none	0	489	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,023	rural	female	45	35-44	fourth	primary	self_employed	85.25	10	none	1	0	1	informal_lender	1,542.95	vehicle	education	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Mali	2,021	urban	male	30	25-34	highest	none	employed_informal	495.3	1	none	1	94	1	commercial_bank	8,899.72	none	agriculture	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Niger	2,020	rural	male	38	35-44	fourth	none	employed_informal	857.95	6	none	1	570	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,019	rural	male	65	55+	second	secondary	self_employed	99.74	6	none	0	203	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,020	urban	female	22	18-24	second	tertiary	employed_formal	857.9	4	none	0	155	1	family_friends	4,867.25	guarantor	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Uganda	2,019	rural	female	57	55+	second	primary	employed_informal	49.57	7	limited	0	146	1	family_friends	3,056.36	none	agriculture	0	0	0	0	0	not_applicable	employment_status	low_burden
DRC	2,019	urban	male	22	18-24	second	secondary	farmer	540.75	1	none	0	126	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,023	rural	female	41	35-44	fourth	secondary	self_employed	215.04	7	none	1	99	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,019	urban	male	52	45-54	fourth	tertiary	employed_formal	899.67	6	limited	1	678	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,018	urban	male	67	55+	lowest	secondary	employed_formal	73.08	5	limited	0	799	1	informal_lender	11,355.41	equipment	housing	1	9,681.79	0.78	36	478.81	current	not_applicable	low_burden
Nigeria	2,022	urban	female	31	25-34	fourth	primary	unemployed	533.41	1	good	1	109	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mozambique	2,020	rural	male	20	18-24	second	secondary	unemployed	184.05	1	limited	1	116	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,021	rural	male	57	55+	middle	secondary	self_employed	130.19	3	none	1	433	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,019	rural	female	64	55+	second	tertiary	employed_informal	212.53	5	limited	0	748	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,019	rural	male	47	45-54	middle	secondary	self_employed	166.04	9	limited	0	269	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,021	rural	female	21	18-24	fourth	none	employed_informal	373.51	9	none	0	616	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,023	rural	female	44	35-44	fourth	secondary	farmer	51.76	8	none	1	0	1	sacco	3,927.94	property	agriculture	1	3,734.89	0.309	6	815.08	late_30_days	not_applicable	low_burden
Malawi	2,021	rural	female	38	35-44	fourth	secondary	self_employed	260.39	5	good	0	712	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,022	rural	female	41	35-44	second	primary	farmer	293.77	2	none	0	702	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,022	urban	male	20	18-24	fourth	tertiary	self_employed	799.98	5	none	0	322	1	commercial_bank	7,943.11	none	agriculture	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Uganda	2,020	rural	female	34	25-34	lowest	primary	farmer	112.04	1	none	0	397	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,020	rural	male	69	55+	middle	tertiary	self_employed	207.61	2	good	0	299	1	family_friends	2,392.54	guarantor	emergency	1	2,086.47	0.087	12	189.08	paid_off	not_applicable	low_burden
Mozambique	2,021	urban	male	20	18-24	middle	primary	self_employed	964.6	4	limited	0	668	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Kenya	2,018	urban	female	65	55+	fourth	none	self_employed	601.98	7	excellent	1	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,023	urban	male	44	35-44	highest	secondary	self_employed	624.06	8	good	1	850	1	informal_lender	5,910.55	none	housing	1	5,264.67	0.777	24	389.72	current	not_applicable	low_burden
DRC	2,022	rural	female	48	45-54	second	secondary	unemployed	220.72	3	good	0	789	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,020	urban	male	66	55+	fourth	tertiary	self_employed	938.36	3	none	0	0	1	commercial_bank	5,505.34	none	housing	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Rwanda	2,020	rural	female	29	25-34	second	secondary	unemployed	188.49	4	none	0	347	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,020	rural	male	69	55+	middle	none	self_employed	150.85	10	good	0	513	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,023	rural	male	32	25-34	fourth	tertiary	employed_informal	401.56	7	excellent	1	190	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,024	urban	female	36	35-44	fourth	secondary	employed_informal	1,304.59	8	good	0	761	1	family_friends	3,692.43	guarantor	business	1	3,589.61	0.093	18	217.89	late_30_days	not_applicable	low_burden
Ethiopia	2,018	rural	male	41	35-44	highest	primary	employed_formal	927.6	10	excellent	1	414	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,021	rural	female	49	45-54	fourth	tertiary	farmer	117.2	8	limited	1	361	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,018	urban	male	34	25-34	second	none	employed_formal	116.53	10	limited	0	47	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,021	urban	female	59	55+	highest	none	employed_informal	617.47	3	limited	0	771	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mozambique	2,019	urban	female	19	18-24	highest	secondary	employed_informal	584.23	4	limited	0	253	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,020	urban	female	52	45-54	second	secondary	farmer	41.28	2	none	1	339	1	commercial_bank	623.28	none	consumption	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Mali	2,021	rural	female	52	45-54	lowest	secondary	unemployed	226.27	1	none	0	332	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,020	rural	male	45	35-44	second	tertiary	farmer	65.69	6	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,021	rural	female	49	45-54	fourth	primary	employed_informal	187.83	10	none	0	626	1	family_friends	2,471.73	savings	business	1	2,051.38	0.014	12	173.36	paid_off	not_applicable	low_burden
Ethiopia	2,024	rural	female	56	55+	highest	tertiary	self_employed	170.57	3	none	1	5	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,024	rural	female	65	55+	fourth	none	employed_informal	604.75	8	limited	1	555	1	sacco	6,363.08	savings	business	1	5,810.33	0.295	12	627.13	late_30_days	not_applicable	low_burden
Zambia	2,018	rural	female	29	25-34	second	none	unemployed	113.83	1	limited	0	146	1	digital_lender	6,526.22	none	agriculture	0	0	0	0	0	not_applicable	existing_debt	low_burden
Kenya	2,021	rural	female	42	35-44	lowest	primary	employed_formal	47.12	10	limited	1	511	1	family_friends	1,511.97	savings	emergency	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Senegal	2,024	urban	female	47	45-54	middle	none	unemployed	242.19	2	limited	0	192	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,022	rural	male	35	25-34	second	primary	farmer	183.05	5	none	1	536	1	sacco	4,517.29	guarantor	business	0	0	0	0	0	not_applicable	no_collateral	low_burden
Mali	2,019	urban	female	68	55+	lowest	tertiary	farmer	64.22	4	none	0	379	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,022	rural	female	44	35-44	lowest	secondary	farmer	14.97	10	limited	0	544	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mozambique	2,019	rural	female	48	45-54	lowest	secondary	employed_informal	24.39	5	none	0	740	1	commercial_bank	656.98	none	agriculture	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Mali	2,018	rural	male	28	25-34	lowest	none	employed_informal	23.52	2	limited	0	377	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,023	urban	female	39	35-44	fourth	tertiary	self_employed	596.48	6	good	1	725	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,022	rural	female	50	45-54	second	primary	employed_informal	232.6	6	none	1	593	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,024	urban	female	40	35-44	second	secondary	farmer	504.91	8	good	0	356	1	family_friends	3,732.79	savings	business	0	0	0	0	0	not_applicable	employment_status	low_burden
Tanzania	2,020	rural	male	58	55+	middle	secondary	self_employed	63.68	5	none	0	163	1	microfinance	610.33	savings	business	1	500.95	0.274	12	53.17	paid_off	not_applicable	low_burden
Mozambique	2,024	urban	male	25	18-24	highest	none	unemployed	1,529.21	1	limited	0	700	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,021	rural	male	25	18-24	fourth	secondary	unemployed	214.38	1	good	1	850	1	family_friends	16,383.85	property	agriculture	1	16,311.29	0.009	18	914.66	current	not_applicable	low_burden
Uganda	2,023	rural	male	35	25-34	middle	tertiary	employed_informal	1,548.03	10	limited	1	12	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,018	urban	female	34	25-34	fourth	primary	employed_informal	1,295.7	2	limited	0	98	1	microfinance	9,901.43	savings	business	1	8,538.7	0.296	12	921.83	current	not_applicable	low_burden
Mali	2,018	urban	male	60	55+	fourth	secondary	self_employed	1,619.13	4	limited	0	143	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,024	rural	female	63	55+	fourth	tertiary	employed_formal	578.26	5	none	1	442	1	microfinance	7,038.54	savings	emergency	1	6,912.17	0.336	12	769.28	late_60_days	not_applicable	low_burden
Malawi	2,024	urban	male	42	35-44	middle	primary	farmer	389.8	3	limited	0	357	1	informal_lender	7,502.72	property	business	1	6,552.89	0.77	12	966.6	current	not_applicable	low_burden
Uganda	2,025	urban	male	44	35-44	middle	primary	farmer	225.09	1	limited	1	425	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,020	urban	female	33	25-34	second	primary	farmer	118.96	4	none	1	169	1	sacco	15,504.54	none	education	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Zambia	2,018	urban	female	45	35-44	second	secondary	self_employed	103.36	10	none	0	262	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,025	rural	male	54	45-54	second	primary	farmer	186.91	3	excellent	0	809	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,022	rural	male	55	45-54	second	primary	self_employed	361.62	10	none	1	265	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,019	urban	female	68	55+	second	primary	unemployed	140.97	3	good	0	414	1	informal_lender	2,795.29	none	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Niger	2,024	rural	female	48	45-54	middle	tertiary	farmer	120.62	9	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,025	urban	male	35	25-34	middle	tertiary	farmer	105.62	7	none	0	221	1	informal_lender	1,796.97	equipment	business	1	1,741.69	0.844	12	267.63	current	not_applicable	low_burden
Malawi	2,020	urban	female	21	18-24	lowest	secondary	employed_informal	106.66	10	limited	0	639	1	family_friends	10,789.09	none	agriculture	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Nigeria	2,024	rural	male	53	45-54	second	tertiary	farmer	286.81	6	limited	0	116	1	microfinance	2,300.75	guarantor	agriculture	0	0	0	0	0	not_applicable	no_collateral	low_burden
DRC	2,024	urban	female	59	55+	second	secondary	employed_informal	443.12	9	limited	1	299	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,022	rural	male	46	45-54	fourth	tertiary	self_employed	865.43	1	none	0	142	1	family_friends	16,305.15	vehicle	business	1	15,537.52	0.035	12	1,339.94	current	not_applicable	low_burden
Niger	2,023	rural	female	65	55+	second	none	self_employed	162.24	10	limited	1	405	1	commercial_bank	3,671.72	property	business	1	3,108.15	0.182	12	306.12	late_60_days	not_applicable	low_burden
Uganda	2,020	rural	female	34	25-34	lowest	primary	employed_informal	64.16	1	limited	1	698	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,025	rural	male	20	18-24	lowest	tertiary	employed_formal	147.81	5	none	1	621	1	informal_lender	4,796.64	none	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Mali	2,025	urban	male	50	45-54	middle	primary	employed_informal	137.18	8	limited	1	326	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,025	urban	male	24	18-24	lowest	primary	farmer	66	3	none	0	391	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,023	urban	male	22	18-24	middle	secondary	farmer	988.23	1	none	0	595	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,018	rural	male	54	45-54	middle	secondary	unemployed	94.26	5	none	1	624	1	digital_lender	1,306.67	property	consumption	1	1,214.4	0.466	18	98.94	defaulted	not_applicable	low_burden
DRC	2,020	rural	male	40	35-44	highest	primary	farmer	648.2	6	none	0	512	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,021	urban	female	49	45-54	middle	primary	self_employed	464.17	5	good	0	196	1	family_friends	27,659.22	none	emergency	1	23,418.19	0.014	48	494.53	late_30_days	not_applicable	low_burden
Mozambique	2,025	urban	male	56	55+	lowest	primary	farmer	95.22	4	excellent	1	470	1	commercial_bank	2,469.9	none	business	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Tanzania	2,022	urban	female	37	35-44	second	none	self_employed	404.6	8	none	0	139	1	family_friends	3,626.23	none	business	0	0	0	0	0	not_applicable	no_collateral	low_burden
Ghana	2,022	rural	male	49	45-54	fourth	primary	employed_informal	959.38	4	none	1	478	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,019	rural	female	46	45-54	second	secondary	unemployed	169.71	2	excellent	1	343	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,024	rural	male	48	45-54	highest	secondary	unemployed	1,757	1	none	0	29	1	family_friends	13,799.71	none	agriculture	0	0	0	0	0	not_applicable	documentation_issues	low_burden
Nigeria	2,020	rural	female	54	45-54	middle	primary	employed_formal	104.4	7	none	0	654	1	employer	2,187.99	vehicle	housing	1	1,758.7	0.069	12	156.64	paid_off	not_applicable	low_burden

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