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	2,019	rural	female	57	55+	second	none	self_employed	80.97	3	none	1	589	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Senegal	2,020	urban	male	31	25-34	lowest	secondary	employed_formal	43.85	10	none	0	0	1	commercial_bank	832.27	vehicle	consumption	0	0	0	0	0	not_applicable	employment_status	moderate_burden
DRC	2,024	urban	female	63	55+	second	tertiary	employed_informal	93.22	6	none	1	577	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Ghana	2,023	rural	female	51	45-54	middle	none	unemployed	217.87	4	none	0	183	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mozambique	2,024	rural	female	55	45-54	second	none	employed_formal	66.9	8	none	1	586	1	commercial_bank	4,693.65	none	agriculture	0	0	0	0	0	not_applicable	no_credit_history	moderate_burden
Senegal	2,025	rural	female	52	45-54	middle	tertiary	self_employed	338.12	1	excellent	0	567	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Niger	2,025	rural	male	47	45-54	second	secondary	farmer	99.24	8	good	0	213	1	informal_lender	1,754.93	property	business	0	0	0	0	0	not_applicable	existing_debt	moderate_burden
Malawi	2,018	rural	male	65	55+	lowest	secondary	employed_informal	32.42	8	none	1	248	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
South Africa	2,023	rural	male	30	25-34	middle	none	employed_informal	170.08	4	none	1	382	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Nigeria	2,023	rural	female	58	55+	second	none	farmer	28.93	1	good	0	136	1	family_friends	2,866.05	guarantor	agriculture	0	0	0	0	0	not_applicable	no_credit_history	moderate_burden
Ethiopia	2,023	rural	male	63	55+	second	tertiary	employed_informal	135.04	9	none	0	600	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mali	2,025	urban	female	29	25-34	lowest	primary	unemployed	75.4	1	none	1	699	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Niger	2,024	urban	male	62	55+	lowest	primary	employed_formal	98.47	9	limited	1	414	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Malawi	2,024	urban	male	35	25-34	lowest	primary	farmer	59.2	7	none	0	0	1	informal_lender	2,986.41	none	asset_purchase	0	0	0	0	0	not_applicable	no_credit_history	moderate_burden
Mali	2,022	rural	male	44	35-44	lowest	primary	self_employed	23.53	1	limited	1	584	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mali	2,020	urban	female	44	35-44	lowest	secondary	employed_informal	77.68	9	limited	1	157	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Kenya	2,021	rural	male	39	35-44	second	tertiary	employed_informal	37.84	6	limited	0	550	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mali	2,019	rural	male	68	55+	second	none	employed_informal	55.95	2	good	1	682	1	digital_lender	2,836.8	none	consumption	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Ethiopia	2,018	rural	female	31	25-34	highest	primary	self_employed	628.14	9	none	0	624	1	family_friends	7,058.53	guarantor	emergency	0	0	0	0	0	not_applicable	no_credit_history	moderate_burden
South Africa	2,018	rural	female	28	25-34	second	secondary	employed_formal	31.12	5	none	0	609	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Zambia	2,020	rural	male	58	55+	highest	none	self_employed	436.54	10	limited	1	666	1	microfinance	4,058	savings	business	1	3,269.53	0.36	24	185.26	paid_off	not_applicable	moderate_burden
Mozambique	2,025	rural	male	59	55+	second	primary	employed_formal	78.55	7	none	0	436	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Kenya	2,023	rural	female	34	25-34	second	primary	employed_informal	46.31	7	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mozambique	2,018	rural	male	28	25-34	lowest	tertiary	employed_informal	45.89	4	good	0	847	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Senegal	2,019	urban	female	31	25-34	second	tertiary	employed_informal	202.4	4	good	0	691	1	family_friends	10,039.6	vehicle	education	1	9,774.41	0.043	24	424.72	current	not_applicable	moderate_burden
Zambia	2,020	urban	male	53	45-54	second	tertiary	employed_formal	229.05	5	limited	1	612	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Senegal	2,022	urban	female	66	55+	second	none	unemployed	413.11	4	none	0	276	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Rwanda	2,022	urban	female	20	18-24	second	none	unemployed	76.67	2	limited	1	419	1	digital_lender	1,415.69	savings	housing	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Tanzania	2,022	rural	male	35	25-34	middle	tertiary	self_employed	430.32	7	none	0	407	1	family_friends	7,495.64	savings	business	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Malawi	2,024	rural	female	58	55+	middle	tertiary	farmer	192.66	8	none	1	719	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Rwanda	2,023	rural	male	45	35-44	highest	secondary	self_employed	740.37	3	none	1	329	1	commercial_bank	6,055.53	none	asset_purchase	0	0	0	0	0	not_applicable	existing_debt	moderate_burden
Kenya	2,021	urban	male	43	35-44	fourth	primary	employed_informal	1,425.33	7	none	1	641	1	microfinance	9,789.01	none	business	1	8,651.88	0.335	12	962.59	current	not_applicable	moderate_burden
DRC	2,020	urban	female	63	55+	second	none	self_employed	186.52	8	limited	0	682	1	family_friends	1,516.16	none	housing	0	0	0	0	0	not_applicable	insufficient_income	moderate_burden
Ethiopia	2,018	rural	male	33	25-34	lowest	none	employed_formal	231.29	5	limited	0	533	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Rwanda	2,019	rural	male	63	55+	highest	secondary	employed_informal	566.31	4	none	0	22	1	informal_lender	6,988.95	equipment	consumption	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Mali	2,023	rural	female	53	45-54	second	tertiary	farmer	78.09	9	none	1	530	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Kenya	2,022	rural	female	61	55+	second	primary	unemployed	40.08	2	limited	0	696	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Malawi	2,025	urban	female	46	45-54	second	none	employed_informal	210.11	4	good	0	184	1	informal_lender	6,005.42	guarantor	agriculture	1	5,884.83	0.796	12	880.89	late_60_days	not_applicable	moderate_burden
South Africa	2,022	rural	male	29	25-34	second	tertiary	unemployed	258.03	4	limited	0	369	1	microfinance	4,070.26	none	emergency	0	0	0	0	0	not_applicable	employment_status	moderate_burden
Ghana	2,018	rural	female	29	25-34	highest	secondary	farmer	576.15	8	limited	0	491	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mozambique	2,025	rural	male	46	45-54	lowest	none	self_employed	80.13	8	none	1	49	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mozambique	2,021	urban	female	56	55+	second	primary	employed_formal	106.56	10	excellent	0	801	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
South Africa	2,023	rural	male	67	55+	second	secondary	farmer	16.97	2	limited	1	394	1	microfinance	1,585.04	savings	agriculture	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Uganda	2,022	rural	male	50	45-54	fourth	primary	self_employed	302.48	5	limited	1	144	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Kenya	2,025	urban	female	20	18-24	lowest	none	unemployed	40.91	2	none	0	409	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mozambique	2,020	rural	male	47	45-54	middle	secondary	employed_formal	197.34	10	limited	0	524	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
South Africa	2,023	rural	female	37	35-44	second	tertiary	farmer	74.41	5	limited	0	416	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Tanzania	2,023	rural	male	23	18-24	middle	none	farmer	955.96	4	limited	1	191	1	family_friends	4,420.88	guarantor	consumption	1	4,038.49	0.048	24	176.39	current	not_applicable	moderate_burden
Senegal	2,023	rural	male	57	55+	lowest	secondary	self_employed	79.1	4	none	0	671	1	employer	3,293.82	guarantor	education	0	0	0	0	0	not_applicable	employment_status	moderate_burden
Ethiopia	2,020	rural	male	64	55+	highest	secondary	farmer	1,266.67	6	none	1	628	1	commercial_bank	14,013.39	none	business	1	13,489.97	0.19	6	2,674.83	late_30_days	not_applicable	moderate_burden
Uganda	2,023	rural	female	31	25-34	lowest	primary	employed_informal	49.89	1	limited	1	773	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Kenya	2,021	urban	male	24	18-24	highest	tertiary	employed_informal	1,214.75	8	excellent	1	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Kenya	2,019	rural	male	24	18-24	lowest	secondary	farmer	89.56	5	good	1	850	1	microfinance	3,673.12	none	business	1	3,324.47	0.334	12	369.57	paid_off	not_applicable	moderate_burden
Kenya	2,024	rural	male	56	55+	middle	secondary	farmer	241.83	1	limited	0	389	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mali	2,018	urban	female	26	25-34	fourth	secondary	employed_informal	139.85	9	none	1	474	1	digital_lender	9,119.41	vehicle	housing	0	0	0	0	0	not_applicable	no_credit_history	moderate_burden
Mozambique	2,021	rural	female	32	25-34	lowest	secondary	farmer	89.5	4	limited	0	810	1	digital_lender	2,764.21	guarantor	asset_purchase	1	2,577.31	0.44	6	618.4	late_30_days	not_applicable	moderate_burden
DRC	2,020	urban	male	36	35-44	fourth	secondary	employed_informal	866.55	8	none	0	485	1	informal_lender	16,149.13	guarantor	debt_consolidation	0	0	0	0	0	not_applicable	insufficient_income	moderate_burden
Uganda	2,021	urban	female	30	25-34	lowest	secondary	unemployed	66.49	1	none	1	427	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mozambique	2,019	rural	male	38	35-44	second	none	farmer	180.68	3	none	1	394	1	commercial_bank	9,529.46	none	emergency	0	0	0	0	0	not_applicable	insufficient_income	moderate_burden
Tanzania	2,025	urban	male	49	45-54	lowest	none	employed_formal	78.64	9	none	0	238	1	microfinance	1,179.32	savings	education	0	0	0	0	0	not_applicable	insufficient_income	moderate_burden
Rwanda	2,024	rural	male	24	18-24	second	primary	employed_formal	66.78	10	none	1	347	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Niger	2,021	rural	female	41	35-44	fourth	tertiary	farmer	177.9	5	good	1	344	1	digital_lender	1,648.72	savings	business	0	0	0	0	0	not_applicable	insufficient_income	moderate_burden
Zambia	2,022	rural	male	60	55+	second	secondary	self_employed	162.09	1	none	1	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Tanzania	2,020	urban	male	39	35-44	middle	secondary	self_employed	223.84	6	good	0	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Ghana	2,020	rural	female	48	45-54	fourth	secondary	employed_informal	309.92	6	none	1	247	1	commercial_bank	5,238.75	savings	agriculture	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Ethiopia	2,019	urban	female	68	55+	fourth	secondary	employed_informal	312.92	2	none	1	264	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Ethiopia	2,020	rural	male	49	45-54	highest	primary	farmer	1,372.7	2	none	0	376	1	family_friends	7,502.43	none	agriculture	0	0	0	0	0	not_applicable	documentation_issues	moderate_burden
Ethiopia	2,023	urban	male	35	25-34	fourth	secondary	employed_informal	666.94	7	limited	0	551	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Rwanda	2,024	rural	male	63	55+	lowest	secondary	self_employed	89.15	9	limited	0	376	1	informal_lender	3,449.81	none	agriculture	0	0	0	0	0	not_applicable	existing_debt	moderate_burden
Rwanda	2,022	rural	female	22	18-24	middle	secondary	employed_formal	48.07	4	excellent	1	354	1	commercial_bank	1,902.47	none	business	0	0	0	0	0	not_applicable	no_credit_history	moderate_burden
Zambia	2,021	rural	male	35	25-34	lowest	primary	employed_informal	102.27	8	limited	0	101	1	sacco	1,638.12	savings	business	0	0	0	0	0	not_applicable	existing_debt	moderate_burden
Senegal	2,023	rural	male	32	25-34	lowest	primary	unemployed	44.2	3	excellent	0	821	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Rwanda	2,025	rural	female	59	55+	lowest	none	unemployed	25.23	1	good	0	251	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Niger	2,025	rural	male	49	45-54	lowest	secondary	employed_informal	110.42	3	good	0	419	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Mozambique	2,023	rural	male	41	35-44	middle	tertiary	self_employed	219.3	8	limited	1	154	1	family_friends	3,724.99	vehicle	emergency	1	3,236.09	0.076	36	96.74	paid_off	not_applicable	moderate_burden
Mozambique	2,024	urban	female	20	18-24	lowest	secondary	self_employed	38.62	6	none	1	558	1	digital_lender	4,424.53	property	business	1	4,168.66	0.462	24	254.01	paid_off	not_applicable	moderate_burden
Uganda	2,023	urban	female	69	55+	middle	secondary	farmer	661.53	9	none	0	590	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Rwanda	2,020	rural	male	25	18-24	fourth	primary	farmer	333.5	4	limited	1	126	1	microfinance	6,293.48	none	consumption	0	0	0	0	0	not_applicable	no_credit_history	moderate_burden
DRC	2,025	urban	male	56	55+	fourth	none	unemployed	331.27	1	limited	1	406	1	sacco	3,535.81	none	asset_purchase	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Ethiopia	2,025	urban	male	22	18-24	lowest	none	self_employed	137.79	2	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Senegal	2,022	rural	male	20	18-24	second	primary	farmer	202.09	4	limited	0	301	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Malawi	2,021	urban	male	66	55+	second	primary	employed_formal	100.66	5	limited	0	73	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Tanzania	2,022	urban	male	66	55+	fourth	secondary	employed_informal	592.31	1	none	1	287	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Senegal	2,023	rural	male	22	18-24	lowest	primary	employed_informal	42.08	4	limited	1	552	1	microfinance	3,512.29	none	housing	0	0	0	0	0	not_applicable	documentation_issues	moderate_burden
Mozambique	2,021	urban	male	50	45-54	fourth	none	farmer	475.5	5	none	1	340	1	employer	20,752.08	guarantor	asset_purchase	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Mozambique	2,020	rural	female	19	18-24	fourth	primary	employed_informal	664.51	5	good	1	755	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Nigeria	2,024	urban	male	37	35-44	second	secondary	unemployed	180.02	1	limited	1	449	1	sacco	5,432.83	equipment	housing	1	4,533.57	0.367	18	344.33	current	not_applicable	moderate_burden
Zambia	2,021	rural	male	33	25-34	fourth	primary	employed_informal	301.48	5	good	0	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
DRC	2,024	urban	male	62	55+	lowest	tertiary	unemployed	175.84	5	limited	0	14	1	sacco	12,587.5	none	business	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Uganda	2,025	urban	male	63	55+	middle	primary	employed_formal	113.97	6	limited	0	394	1	family_friends	2,426.4	equipment	housing	0	0	0	0	0	not_applicable	insufficient_income	moderate_burden
South Africa	2,024	rural	male	30	25-34	fourth	none	unemployed	379.27	6	none	1	580	1	family_friends	3,134.66	none	consumption	0	0	0	0	0	not_applicable	employment_status	moderate_burden
Zambia	2,024	rural	female	52	45-54	fourth	primary	self_employed	1,145.11	9	none	0	239	1	informal_lender	14,749.41	savings	agriculture	1	14,492.45	0.807	24	1,090.89	current	not_applicable	moderate_burden
Uganda	2,025	rural	female	43	35-44	fourth	primary	unemployed	546.91	3	good	1	827	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Uganda	2,023	urban	male	39	35-44	lowest	tertiary	employed_informal	79.21	3	limited	1	558	1	commercial_bank	4,520.61	none	agriculture	1	4,469.86	0.176	12	438.08	paid_off	not_applicable	moderate_burden
Rwanda	2,022	rural	female	53	45-54	lowest	primary	employed_informal	72.23	10	limited	1	723	1	microfinance	9,119.46	none	consumption	1	8,205.51	0.352	6	1,848.69	current	not_applicable	moderate_burden
Mali	2,025	urban	female	24	18-24	fourth	secondary	self_employed	62.27	8	none	0	332	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Senegal	2,022	rural	female	20	18-24	fourth	none	farmer	331.19	6	none	0	79	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Uganda	2,019	urban	female	18	18-24	second	primary	farmer	220.68	4	limited	0	133	1	commercial_bank	3,370.17	none	agriculture	0	0	0	0	0	not_applicable	no_collateral	moderate_burden
Senegal	2,018	rural	female	42	35-44	highest	secondary	farmer	472.86	8	excellent	0	754	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden
Niger	2,018	rural	female	21	18-24	second	secondary	farmer	154.96	9	none	0	655	0	none	0	none	none	0	0	0	0	0	not_applicable	null	moderate_burden

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