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
Ethiopia	2,023	urban	male	56	55+	middle	secondary	farmer	332.18	4	limited	1	537	1	employer	4,034.76	savings	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Mozambique	2,023	rural	female	25	18-24	highest	primary	unemployed	1,772.4	2	none	1	796	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,020	urban	male	68	55+	highest	primary	employed_informal	1,452.92	8	none	1	263	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,019	rural	female	40	35-44	fourth	none	self_employed	71.84	10	none	1	209	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,020	rural	male	64	55+	highest	none	employed_informal	1,045.61	9	none	0	501	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,024	rural	male	39	35-44	lowest	primary	farmer	44.21	3	limited	0	42	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,025	urban	male	39	35-44	fourth	secondary	self_employed	702.67	7	none	0	455	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,025	urban	male	49	45-54	highest	tertiary	farmer	892.18	4	good	0	295	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,019	rural	female	27	25-34	lowest	none	employed_formal	32.98	10	none	1	481	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,022	urban	female	49	45-54	lowest	none	farmer	85.48	1	none	1	658	1	commercial_bank	2,911.12	vehicle	business	1	2,415.58	0.138	18	152.68	current	not_applicable	low_burden
Ghana	2,019	rural	male	69	55+	fourth	none	employed_informal	242.08	10	limited	0	779	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,023	urban	female	51	45-54	middle	secondary	farmer	370.08	4	none	1	27	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,021	rural	female	21	18-24	lowest	primary	employed_informal	32.4	8	none	1	408	1	digital_lender	1,257.27	none	education	0	0	0	0	0	not_applicable	no_collateral	low_burden
Malawi	2,023	urban	female	54	45-54	second	primary	farmer	82.35	7	none	0	280	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,023	rural	male	19	18-24	second	tertiary	employed_informal	202.51	4	limited	1	417	1	informal_lender	2,071.21	none	education	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Tanzania	2,025	urban	male	23	18-24	second	tertiary	farmer	393.27	10	none	0	488	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,021	rural	female	32	25-34	highest	secondary	farmer	996.61	3	limited	1	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,020	urban	female	33	25-34	middle	none	self_employed	189.46	8	none	0	388	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,022	rural	male	18	18-24	fourth	primary	employed_informal	196.42	10	none	1	371	1	informal_lender	4,730.77	vehicle	agriculture	1	4,039.69	0.784	18	400.29	current	not_applicable	low_burden
Mozambique	2,019	rural	female	18	18-24	lowest	primary	employed_informal	37.36	2	none	0	456	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,018	urban	male	59	55+	second	secondary	employed_informal	337.51	10	none	0	329	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,022	urban	female	41	35-44	second	secondary	self_employed	101.57	9	good	0	376	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,024	urban	male	28	25-34	highest	none	employed_formal	1,839.31	7	none	1	700	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ghana	2,022	urban	female	40	35-44	highest	tertiary	employed_formal	1,547.12	10	limited	1	663	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Niger	2,024	urban	male	54	45-54	second	primary	employed_informal	430.4	1	good	0	561	1	microfinance	17,585.55	guarantor	agriculture	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Tanzania	2,019	rural	male	56	55+	highest	secondary	employed_informal	1,397.62	2	none	0	7	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,021	rural	female	32	25-34	lowest	none	employed_informal	88.07	8	good	1	314	1	commercial_bank	5,200.33	guarantor	agriculture	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Senegal	2,022	urban	male	26	25-34	second	primary	farmer	64.73	10	limited	1	224	1	commercial_bank	5,748.87	guarantor	agriculture	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Senegal	2,020	rural	female	67	55+	fourth	none	employed_formal	505.43	5	limited	0	552	1	sacco	2,769.71	none	business	1	2,605.38	0.352	12	293.51	current	not_applicable	low_burden
Nigeria	2,018	urban	female	50	45-54	second	secondary	unemployed	196.2	4	good	0	185	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,018	rural	male	69	55+	highest	none	farmer	511.34	2	none	0	325	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,025	urban	male	33	25-34	lowest	primary	self_employed	233.19	8	limited	0	387	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Kenya	2,022	rural	female	23	18-24	fourth	secondary	farmer	296.6	9	limited	1	630	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,020	rural	female	37	35-44	lowest	secondary	self_employed	41.58	5	limited	0	124	1	commercial_bank	1,998.83	guarantor	housing	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Zambia	2,020	urban	female	35	25-34	lowest	secondary	self_employed	197.39	2	none	0	415	1	informal_lender	3,684.5	guarantor	consumption	1	3,423.09	0.805	18	343.2	late_30_days	not_applicable	low_burden
Niger	2,018	urban	male	55	45-54	second	secondary	employed_informal	136.29	3	none	1	365	1	digital_lender	8,437.89	vehicle	agriculture	0	0	0	0	0	not_applicable	no_collateral	low_burden
Rwanda	2,025	urban	female	55	45-54	highest	secondary	farmer	660.29	6	excellent	0	850	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,018	rural	female	21	18-24	middle	secondary	employed_informal	90.86	8	limited	1	153	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,024	rural	female	48	45-54	middle	primary	self_employed	112.64	6	none	1	410	1	commercial_bank	5,755.53	none	asset_purchase	0	0	0	0	0	not_applicable	no_collateral	low_burden
Rwanda	2,019	rural	male	35	25-34	lowest	none	employed_formal	36.03	8	none	0	252	1	informal_lender	1,921.34	guarantor	debt_consolidation	1	1,615.93	0.776	48	59.8	late_30_days	not_applicable	low_burden
Nigeria	2,020	rural	male	49	45-54	lowest	primary	self_employed	93.04	7	limited	1	220	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,020	rural	female	38	35-44	lowest	none	self_employed	29.52	10	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Uganda	2,024	rural	female	45	35-44	fourth	primary	employed_informal	89.82	8	none	1	224	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Rwanda	2,018	rural	male	55	45-54	lowest	primary	employed_informal	74.48	2	excellent	1	524	1	sacco	714.2	property	education	0	0	0	0	0	not_applicable	employment_status	low_burden
Rwanda	2,020	rural	female	33	25-34	second	none	farmer	77.83	2	none	0	0	1	microfinance	1,431.17	savings	consumption	0	0	0	0	0	not_applicable	no_collateral	low_burden
Uganda	2,020	urban	male	28	25-34	middle	secondary	employed_informal	294.99	4	none	1	587	1	commercial_bank	7,118.86	equipment	education	1	6,688.97	0.189	48	165.73	current	not_applicable	low_burden
Mali	2,020	rural	male	54	45-54	middle	secondary	employed_formal	490.79	6	limited	0	588	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,019	urban	male	67	55+	second	secondary	employed_informal	190.26	8	none	1	169	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,025	urban	male	41	35-44	lowest	tertiary	unemployed	258.54	6	none	0	0	1	sacco	3,811.32	guarantor	business	1	3,261.76	0.305	6	709.5	late_60_days	not_applicable	low_burden
Kenya	2,021	rural	male	69	55+	second	primary	farmer	115.66	6	limited	0	601	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,021	urban	male	27	25-34	fourth	primary	self_employed	995.44	9	limited	1	20	1	microfinance	7,406.83	vehicle	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Zambia	2,021	urban	male	60	55+	lowest	primary	farmer	61.26	5	none	1	262	1	sacco	3,771.81	none	agriculture	0	0	0	0	0	not_applicable	documentation_issues	low_burden
Nigeria	2,025	urban	female	69	55+	fourth	secondary	farmer	530.44	7	good	0	256	1	digital_lender	12,135.94	none	business	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Tanzania	2,020	rural	female	33	25-34	lowest	primary	farmer	31.35	8	good	1	279	1	commercial_bank	1,258.87	none	asset_purchase	1	1,175.39	0.152	12	112.87	paid_off	not_applicable	low_burden
Rwanda	2,020	rural	female	25	18-24	highest	tertiary	farmer	375.54	3	limited	1	742	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,020	urban	male	52	45-54	highest	primary	farmer	846.45	8	limited	0	358	1	sacco	10,577.59	savings	debt_consolidation	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Niger	2,020	urban	female	63	55+	lowest	primary	self_employed	35.46	6	good	1	289	1	commercial_bank	5,541.06	none	education	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Uganda	2,018	rural	male	22	18-24	second	secondary	employed_informal	135.62	6	none	0	157	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,022	rural	female	51	45-54	second	primary	employed_formal	98.14	6	limited	1	126	1	digital_lender	7,405.67	none	education	1	6,384.86	0.474	18	522.84	defaulted	not_applicable	low_burden
Senegal	2,018	urban	female	63	55+	fourth	secondary	employed_formal	579.71	7	none	0	531	1	family_friends	4,636.97	guarantor	asset_purchase	1	3,904.63	0.017	24	165.41	current	not_applicable	low_burden
Mali	2,019	rural	male	19	18-24	middle	secondary	self_employed	79.76	9	none	0	321	1	family_friends	3,456.98	guarantor	consumption	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Nigeria	2,019	rural	male	44	35-44	middle	secondary	unemployed	326.86	3	excellent	0	320	1	informal_lender	7,959.27	none	business	0	0	0	0	0	not_applicable	employment_status	low_burden
Tanzania	2,020	urban	female	22	18-24	lowest	secondary	farmer	294.9	2	none	0	162	1	sacco	4,928.11	none	asset_purchase	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Mozambique	2,024	rural	female	27	25-34	lowest	primary	farmer	170.53	6	none	1	732	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,022	rural	female	43	35-44	fourth	primary	farmer	1,250.19	7	none	1	392	1	commercial_bank	7,463.9	guarantor	education	1	6,709.81	0.188	12	664.54	defaulted	not_applicable	low_burden
Senegal	2,025	rural	female	35	25-34	middle	secondary	unemployed	206.03	4	limited	0	585	1	informal_lender	1,494.4	none	business	1	1,488.64	0.823	48	56.55	current	not_applicable	low_burden
Malawi	2,020	rural	female	22	18-24	fourth	primary	farmer	257.67	9	good	0	808	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Ethiopia	2,025	rural	male	59	55+	fourth	primary	employed_informal	463.88	7	none	0	241	1	family_friends	3,471.26	savings	business	1	3,225.91	0.006	12	270.48	current	not_applicable	low_burden
Rwanda	2,018	rural	female	28	25-34	middle	none	self_employed	169.28	1	good	0	376	1	family_friends	2,571.88	property	consumption	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Senegal	2,022	rural	male	63	55+	middle	secondary	self_employed	59.15	5	none	0	749	1	family_friends	1,207.72	none	business	1	1,051.12	0.07	12	93.69	current	not_applicable	low_burden
Tanzania	2,024	rural	female	27	25-34	highest	none	employed_informal	1,178.3	3	good	0	661	1	family_friends	9,039.66	none	emergency	1	8,169.04	0.001	24	340.77	current	not_applicable	low_burden
Kenya	2,022	rural	male	45	35-44	fourth	tertiary	employed_informal	279.85	1	good	0	263	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Nigeria	2,025	rural	female	55	45-54	highest	none	employed_informal	237.74	10	none	1	730	1	informal_lender	7,515.25	guarantor	consumption	1	6,671.45	0.831	18	678.7	defaulted	not_applicable	low_burden
South Africa	2,020	rural	female	42	35-44	highest	primary	employed_informal	465.22	2	good	1	829	1	digital_lender	4,541.17	property	business	1	3,661.4	0.428	36	145.22	defaulted	not_applicable	low_burden
Malawi	2,018	urban	male	39	35-44	second	primary	employed_informal	156.05	3	none	1	240	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,024	urban	male	57	55+	fourth	primary	unemployed	496.01	1	limited	1	230	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,018	urban	male	18	18-24	fourth	primary	employed_informal	500.2	5	none	0	458	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Mali	2,024	rural	female	60	55+	lowest	secondary	farmer	157.06	7	none	1	362	1	family_friends	1,009.87	none	agriculture	1	944.08	0.015	6	159.77	current	not_applicable	low_burden
Kenya	2,023	urban	female	53	45-54	middle	none	employed_formal	121.07	7	excellent	0	351	1	commercial_bank	3,182.46	none	education	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Uganda	2,024	rural	male	57	55+	second	primary	unemployed	109.05	4	good	0	126	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,021	urban	male	39	35-44	second	none	farmer	97.81	2	limited	0	697	1	microfinance	3,700.73	guarantor	business	1	3,112.68	0.283	6	665.61	current	not_applicable	low_burden
Zambia	2,025	urban	female	37	35-44	lowest	primary	unemployed	216.51	6	excellent	0	850	1	informal_lender	4,872.32	equipment	education	1	4,418.44	0.794	36	220.13	current	not_applicable	low_burden
Niger	2,019	rural	male	47	45-54	fourth	tertiary	self_employed	222.58	9	none	0	671	1	informal_lender	2,823.79	guarantor	debt_consolidation	1	2,299.08	0.779	12	340.8	paid_off	not_applicable	low_burden
Zambia	2,021	urban	female	51	45-54	fourth	primary	self_employed	386.7	6	none	1	211	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Malawi	2,018	rural	male	66	55+	middle	secondary	self_employed	417.01	1	good	0	679	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
South Africa	2,024	urban	male	62	55+	lowest	primary	self_employed	227.16	8	none	0	397	1	digital_lender	2,129.48	property	housing	0	0	0	0	0	not_applicable	no_credit_history	low_burden
Nigeria	2,023	rural	male	20	18-24	middle	primary	farmer	560.68	8	good	0	306	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,024	urban	female	25	18-24	lowest	secondary	employed_formal	28.45	10	none	0	689	1	family_friends	3,292.89	guarantor	education	1	3,154.79	0.047	12	275.22	current	not_applicable	low_burden
Senegal	2,024	rural	male	67	55+	second	none	employed_formal	170.1	6	none	1	185	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,020	rural	male	38	35-44	second	tertiary	unemployed	146.55	1	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,018	urban	female	48	45-54	highest	primary	employed_formal	955.71	8	none	0	140	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,025	urban	female	20	18-24	second	primary	farmer	189.6	7	none	1	723	1	sacco	5,042.79	none	emergency	0	0	0	0	0	not_applicable	no_collateral	low_burden
South Africa	2,021	urban	male	23	18-24	middle	tertiary	employed_informal	733.89	4	none	0	0	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,018	rural	male	39	35-44	highest	primary	self_employed	1,373.79	5	none	0	446	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Senegal	2,025	rural	female	55	45-54	second	tertiary	employed_informal	227.27	10	good	0	493	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Zambia	2,025	urban	male	58	55+	highest	tertiary	self_employed	1,145	5	limited	0	764	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
DRC	2,021	rural	female	64	55+	lowest	primary	farmer	295.22	6	none	0	598	1	informal_lender	3,236.71	none	asset_purchase	1	2,600.65	0.835	24	198.79	current	not_applicable	low_burden
Malawi	2,024	rural	male	28	25-34	second	primary	unemployed	91.64	6	none	0	302	0	none	0	none	none	0	0	0	0	0	not_applicable	null	low_burden
Tanzania	2,018	rural	male	28	25-34	lowest	secondary	employed_informal	19.44	10	none	1	437	1	commercial_bank	679.14	none	asset_purchase	0	0	0	0	0	not_applicable	insufficient_income	low_burden
Kenya	2,018	rural	male	46	45-54	middle	primary	employed_informal	166.11	6	none	1	594	1	microfinance	4,427.68	guarantor	business	1	3,826.81	0.28	48	102.09	paid_off	not_applicable	low_burden

Subsets and Splits

No community queries yet

The top public SQL queries from the community will appear here once available.