Datasets:

electricsheepafrica
/

africa-synth-financial-inclusion-digital-payments-usage-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	account_ownership int64	digital_literacy int64	smartphone_ownership int64	internet_access int64	digital_payment_use int64	merchant_acceptance_rate float64	payment_frequency_monthly int64	avg_transaction_value_usd float64	preferred_payment_method string	payment_types_used string	payment_purposes string	primary_barrier string	payment_success_rate float64	cash_usage_ratio float64	scenario string
Ethiopia	2,023	urban	male	55	45-54	middle	secondary	0	7	1	1	0	0.452	0	0	cash	none	none	high_fees	0	0.306	low_burden
Mozambique	2,023	rural	female	23	15-24	highest	primary	0	2	1	0	1	0.145	8	52.65	mobile_money	bank_transfer,qr_code	government_services,bill_split,online_shopping,utilities	none	0.837	0.346	low_burden
Zambia	2,020	urban	male	68	55+	highest	primary	1	10	1	1	1	0.379	5	44.55	online_payment	bank_transfer	healthcare,entertainment,online_shopping,utilities	none	0.842	0.382	low_burden
Niger	2,019	rural	female	38	35-44	fourth	none	0	9	1	1	1	0.089	0	45.8	ussd_payment	digital_wallet,ussd_payment	bill_split,government_services,entertainment,healthcare,utilities	none	0.767	0.354	low_burden
Malawi	2,020	rural	male	63	55+	highest	none	1	8	1	0	1	0.056	4	529.96	ussd_payment	mobile_money	transport,education,bill_split,entertainment,healthcare	none	0.753	0.287	low_burden
Ghana	2,024	rural	male	37	35-44	lowest	primary	0	3	0	1	1	0.206	5	23.94	qr_code	ussd_payment,qr_code,bank_transfer	healthcare,utilities,online_shopping,business_to_business,transport	none	0.921	0.541	low_burden
Mali	2,025	urban	male	37	35-44	fourth	secondary	1	9	0	1	1	0.569	6	67.03	mobile_money	ussd_payment,digital_wallet,card_payment	utilities,groceries	none	0.88	0.552	low_burden
South Africa	2,025	urban	male	48	45-54	highest	tertiary	0	7	0	1	1	0.511	11	143.87	ussd_payment	online_payment,qr_code	entertainment,education,healthcare	none	0.855	0.661	low_burden
Ghana	2,019	rural	female	25	15-24	lowest	none	1	8	0	1	1	0.05	3	28.19	mobile_money	mobile_money	utilities,healthcare,business_to_business,bill_split	none	0.923	0.53	low_burden
Mali	2,022	urban	female	48	45-54	lowest	none	0	4	0	1	0	0.351	0	0	cash	none	none	merchant_refusal	0	0.789	low_burden
Ghana	2,019	rural	male	69	55+	fourth	none	1	5	1	0	1	0.087	4	61.73	mobile_money	digital_wallet	groceries,education,transport,online_shopping,entertainment	none	0.839	0.206	low_burden
Niger	2,023	urban	female	50	45-54	middle	secondary	0	10	1	0	0	0.303	0	0	cash	none	none	high_fees	0	0.876	low_burden
Mali	2,021	rural	female	18	15-24	lowest	primary	1	3	1	1	1	0.071	3	15.32	mobile_money	ussd_payment	groceries,business_to_business,bill_split,utilities	none	0.771	0.513	low_burden
Malawi	2,023	urban	female	53	45-54	second	primary	0	5	1	1	0	0.443	0	0	cash	none	none	no_account	0	0.842	low_burden
Mali	2,023	rural	male	16	15-24	second	tertiary	1	5	0	0	0	0.181	0	0	cash	none	none	preference_cash	0	0.89	low_burden
Tanzania	2,025	urban	male	20	15-24	second	tertiary	0	5	1	1	1	0.582	6	19.42	mobile_money	card_payment	entertainment,bill_split,groceries,online_shopping	none	0.887	0.568	low_burden
Uganda	2,021	rural	female	30	25-34	highest	secondary	0	5	0	0	0	0.139	0	0	cash	none	none	no_internet	0	0.867	low_burden
Uganda	2,020	urban	female	31	25-34	middle	none	1	9	1	1	1	0.46	8	39.05	mobile_money	card_payment	government_services,utilities	none	0.779	0.393	low_burden
Malawi	2,022	rural	male	15	15-24	fourth	primary	1	2	1	0	1	0.155	5	92.53	online_payment	card_payment,mobile_money	healthcare,government_services,business_to_business,utilities,groceries	none	0.918	0.329	low_burden
Mozambique	2,019	rural	female	15	15-24	lowest	primary	1	4	0	1	0	0.069	0	0	cash	none	none	merchant_refusal	0	0.854	low_burden
Uganda	2,018	urban	male	58	55+	second	secondary	1	10	0	0	1	0.213	7	44.59	qr_code	digital_wallet,online_payment	transport,online_shopping,bill_split,groceries	none	0.814	0.166	low_burden
Malawi	2,022	urban	female	40	35-44	second	secondary	0	4	1	1	1	0.201	12	19.7	qr_code	digital_wallet,bank_transfer,qr_code	entertainment,government_services,business_to_business	none	0.814	0.515	low_burden
Niger	2,024	urban	male	25	15-24	highest	none	1	6	1	1	1	0.502	9	81.31	ussd_payment	digital_wallet	entertainment,online_shopping,education,government_services	none	0.916	0.297	low_burden
Ghana	2,022	urban	female	38	35-44	highest	tertiary	1	9	1	0	1	0.393	12	47.33	mobile_money	mobile_money	entertainment,business_to_business,groceries	none	0.712	0.646	low_burden
Niger	2,024	urban	male	53	45-54	second	primary	1	9	1	1	1	0.526	6	44.38	card_payment	online_payment,mobile_money,card_payment	bill_split,entertainment,utilities,online_shopping	none	0.774	0.177	low_burden
Tanzania	2,019	rural	male	55	45-54	highest	secondary	1	10	1	1	1	0.052	5	111.57	qr_code	digital_wallet,card_payment,bank_transfer	groceries,utilities,transport,entertainment	none	0.88	0.394	low_burden
DRC	2,021	rural	female	30	25-34	lowest	none	1	3	0	0	1	0.15	3	13.71	card_payment	digital_wallet,card_payment,bank_transfer	online_shopping,bill_split,utilities,entertainment,government_services	none	0.935	0.177	low_burden
Senegal	2,022	urban	male	24	15-24	second	primary	0	10	1	1	1	0.18	4	21	bank_transfer	bank_transfer	entertainment,bill_split,education	none	0.698	0.225	low_burden
Senegal	2,020	rural	female	67	55+	fourth	none	1	8	0	1	1	0.059	2	32.15	mobile_money	bank_transfer,qr_code,ussd_payment	utilities,groceries	none	0.982	0.189	low_burden
Nigeria	2,018	urban	female	49	45-54	second	secondary	0	3	1	1	1	0.387	5	27.02	mobile_money	digital_wallet	online_shopping,education,transport,utilities,business_to_business	none	0.969	0.539	low_burden
Malawi	2,018	rural	male	69	55+	highest	none	0	9	1	1	0	0.122	0	0	cash	none	none	high_fees	0	0.936	low_burden
DRC	2,025	urban	male	31	25-34	lowest	primary	1	6	0	1	0	0.379	0	0	cash	none	none	no_internet	0	0.97	low_burden
Kenya	2,022	rural	female	21	15-24	fourth	secondary	0	6	1	1	1	0.126	3	110.32	bank_transfer	online_payment,ussd_payment	transport,business_to_business,groceries,entertainment,education	none	0.604	0.798	low_burden
Mali	2,020	rural	female	36	35-44	lowest	secondary	0	8	0	1	0	0.057	0	0	cash	none	none	merchant_refusal	0	0.945	low_burden
Zambia	2,020	urban	female	33	25-34	lowest	secondary	0	8	0	0	0	0.458	0	0	cash	none	none	no_internet	0	0.783	low_burden
Niger	2,018	urban	male	54	45-54	second	secondary	1	4	1	1	1	0.317	7	17.53	mobile_money	bank_transfer,mobile_money	healthcare,government_services,groceries	none	0.804	0.204	low_burden
Rwanda	2,025	urban	female	54	45-54	highest	secondary	0	5	1	1	1	0.321	7	43.27	mobile_money	card_payment,digital_wallet,ussd_payment	entertainment,transport,bill_split,groceries	none	0.915	0.529	low_burden
Malawi	2,018	rural	female	18	15-24	middle	secondary	1	9	0	0	1	0.097	5	37.15	card_payment	ussd_payment,online_payment	healthcare,business_to_business,entertainment,government_services,utilities	none	0.869	0.476	low_burden
Tanzania	2,024	rural	female	47	45-54	middle	primary	0	2	0	1	0	0.203	0	0	cash	none	none	limited_acceptance	0	0.902	low_burden
Rwanda	2,019	rural	male	33	25-34	lowest	none	1	6	0	1	1	0.066	1	28.41	mobile_money	digital_wallet	online_shopping,business_to_business	none	0.723	0.252	low_burden
Nigeria	2,020	rural	male	48	45-54	lowest	primary	1	8	1	1	1	0.072	5	25.42	card_payment	ussd_payment,digital_wallet	utilities,bill_split,education	none	0.803	0.3	low_burden
Senegal	2,020	rural	female	36	35-44	lowest	none	0	9	1	1	0	0.156	0	0	cash	none	none	limited_acceptance	0	0.695	low_burden
Uganda	2,024	rural	female	44	35-44	fourth	primary	1	9	1	1	1	0.197	3	95.94	mobile_money	ussd_payment,qr_code,digital_wallet	groceries,government_services,healthcare	none	0.742	0.6	low_burden
Rwanda	2,018	rural	male	54	45-54	lowest	primary	1	4	0	1	0	0.088	0	0	cash	none	none	merchant_refusal	0	0.686	low_burden
Rwanda	2,020	rural	female	31	25-34	second	none	0	3	1	0	0	0.089	0	0	cash	none	none	no_internet	0	0.897	low_burden
Uganda	2,020	urban	male	25	15-24	middle	secondary	1	10	1	0	1	0.365	14	27.04	mobile_money	bank_transfer	education,bill_split,entertainment,utilities,online_shopping	none	0.91	0.334	low_burden
Mali	2,020	rural	male	53	45-54	middle	secondary	1	6	0	1	0	0.11	0	0	cash	none	none	preference_cash	0	0.724	low_burden
Malawi	2,019	urban	male	67	55+	second	secondary	1	6	1	1	1	0.339	6	40.41	ussd_payment	qr_code,mobile_money,bank_transfer	government_services,bill_split	none	0.857	0.368	low_burden
Mali	2,025	urban	male	39	35-44	lowest	tertiary	0	10	0	0	0	0.458	0	0	cash	none	none	preference_cash	0	0.817	low_burden
Kenya	2,021	rural	male	69	55+	second	primary	0	8	1	0	0	0.154	0	0	cash	none	none	preference_cash	0	0.92	low_burden
Nigeria	2,021	urban	male	25	15-24	fourth	primary	0	7	1	1	0	0.345	0	0	cash	none	none	trust_issues	0	0.926	low_burden
Zambia	2,021	urban	male	60	55+	lowest	primary	0	3	0	0	0	0.486	0	0	cash	none	none	trust_issues	0	0.907	low_burden
Nigeria	2,025	urban	female	69	55+	fourth	secondary	0	2	1	1	1	0.361	10	62.91	ussd_payment	bank_transfer,ussd_payment	utilities,business_to_business,bill_split	none	0.968	0.202	low_burden
Tanzania	2,020	rural	female	31	25-34	lowest	primary	0	7	1	0	1	0.09	6	13.79	mobile_money	qr_code,online_payment,ussd_payment	entertainment,bill_split	none	0.961	0.386	low_burden
Rwanda	2,020	rural	female	23	15-24	highest	tertiary	0	4	0	0	0	0.124	0	0	cash	none	none	merchant_refusal	0	0.896	low_burden
Nigeria	2,020	urban	male	51	45-54	highest	primary	0	5	0	1	1	0.306	9	87.35	mobile_money	qr_code	government_services,groceries	none	0.818	0.316	low_burden
Niger	2,020	urban	female	62	55+	lowest	primary	0	8	0	1	0	0.254	0	0	cash	none	none	no_account	0	0.369	low_burden
Uganda	2,018	rural	male	19	15-24	second	secondary	1	2	1	0	0	0.073	0	0	cash	none	none	no_account	0	0.799	low_burden
Nigeria	2,022	rural	female	50	45-54	second	primary	1	10	1	0	1	0.173	2	39.07	bank_transfer	digital_wallet,card_payment,mobile_money	transport,healthcare,bill_split	none	0.745	0.349	low_burden
Senegal	2,018	urban	female	62	55+	fourth	secondary	1	6	1	0	1	0.356	10	69.51	mobile_money	card_payment,ussd_payment,mobile_money	entertainment,government_services,business_to_business,healthcare	none	0.84	0.474	low_burden
Mali	2,019	rural	male	16	15-24	middle	secondary	0	10	1	1	0	0.07	0	0	cash	none	none	no_internet	0	0.881	low_burden
Nigeria	2,019	rural	male	43	35-44	middle	secondary	0	2	0	0	0	0.084	0	0	cash	none	none	merchant_refusal	0	0.931	low_burden
Tanzania	2,020	urban	female	19	15-24	lowest	secondary	0	7	1	1	0	0.418	0	0	cash	none	none	high_fees	0	0.957	low_burden
Mozambique	2,024	rural	female	24	15-24	lowest	primary	0	10	0	0	1	0.133	6	20.7	mobile_money	ussd_payment,card_payment	transport,groceries,entertainment	none	0.746	0.399	low_burden
South Africa	2,022	rural	female	41	35-44	fourth	primary	0	7	1	1	1	0.092	6	73.07	digital_wallet	online_payment	education,government_services,transport	none	0.817	0.294	low_burden
Senegal	2,025	rural	female	33	25-34	middle	secondary	0	10	0	0	1	0.261	3	28.58	ussd_payment	online_payment,ussd_payment	government_services,utilities,business_to_business,entertainment	none	0.923	0.653	low_burden
Malawi	2,020	rural	female	19	15-24	fourth	primary	0	8	1	0	0	0.081	0	0	cash	none	none	limited_acceptance	0	0.952	low_burden
Ethiopia	2,025	rural	male	59	55+	fourth	primary	1	8	1	1	1	0.214	0	26.92	mobile_money	online_payment,bank_transfer	government_services,groceries,entertainment,education	none	0.91	0.205	low_burden
Rwanda	2,018	rural	female	26	25-34	middle	none	0	5	1	1	1	0.05	2	24.77	mobile_money	mobile_money,bank_transfer	entertainment,bill_split,government_services,healthcare,groceries	none	0.678	0.355	low_burden
Senegal	2,022	rural	male	62	55+	middle	secondary	1	5	0	1	0	0.14	0	0	cash	none	none	high_fees	0	0.871	low_burden
Tanzania	2,024	rural	female	24	15-24	highest	none	1	2	1	0	1	0.151	4	133.89	mobile_money	bank_transfer,online_payment,card_payment	government_services,entertainment,groceries,bill_split,healthcare	none	0.57	0.416	low_burden
Kenya	2,022	rural	male	43	35-44	fourth	tertiary	1	4	0	0	1	0.127	5	25.61	qr_code	digital_wallet,online_payment	education,transport,bill_split,online_shopping	none	0.679	0.21	low_burden
Nigeria	2,025	rural	female	54	45-54	highest	none	1	1	1	0	0	0.152	0	0	cash	none	none	preference_cash	0	0.56	low_burden
South Africa	2,020	rural	female	41	35-44	highest	primary	1	4	0	0	1	0.093	4	86.53	mobile_money	card_payment,bank_transfer,online_payment	bill_split,online_shopping,utilities,transport,business_to_business	none	0.716	0.559	low_burden
Malawi	2,018	urban	male	37	35-44	second	primary	1	9	0	0	1	0.359	10	27.95	online_payment	digital_wallet	business_to_business,government_services,bill_split,entertainment	none	0.906	0.318	low_burden
Zambia	2,024	urban	male	56	55+	fourth	primary	0	4	1	1	0	0.538	0	0	cash	none	none	trust_issues	0	0.605	low_burden
Zambia	2,018	urban	male	15	15-24	fourth	primary	1	7	1	1	1	0.415	12	75.07	ussd_payment	digital_wallet	transport,education,bill_split	none	0.986	0.183	low_burden
Mali	2,024	rural	female	60	55+	lowest	secondary	0	6	0	0	0	0.176	0	0	cash	none	none	trust_issues	0	0.863	low_burden
Kenya	2,023	urban	female	52	45-54	middle	none	1	3	0	0	1	0.274	12	18.51	bank_transfer	online_payment,mobile_money	groceries,education,government_services,healthcare,entertainment	none	0.906	0.327	low_burden
Uganda	2,024	rural	male	57	55+	second	primary	0	9	0	0	1	0.163	2	8.41	mobile_money	ussd_payment,qr_code	utilities,education,entertainment,online_shopping,government_services	none	0.653	0.42	low_burden
Tanzania	2,021	urban	male	38	35-44	second	none	0	9	1	1	1	0.402	15	19.5	mobile_money	mobile_money	healthcare,education,transport,government_services,entertainment	none	0.811	0.553	low_burden
Zambia	2,025	urban	female	36	35-44	lowest	primary	0	3	1	1	0	0.434	0	0	cash	none	none	preference_cash	0	0.909	low_burden
Niger	2,019	rural	male	46	45-54	fourth	tertiary	0	2	1	1	0	0.07	0	0	cash	none	none	limited_acceptance	0	0.955	low_burden
Zambia	2,021	urban	female	50	45-54	fourth	primary	0	2	1	1	1	0.401	6	69.12	mobile_money	card_payment	groceries,online_shopping	none	0.942	0.462	low_burden
Malawi	2,018	rural	male	65	55+	middle	secondary	1	3	0	0	0	0.05	0	0	cash	none	none	preference_cash	0	0.935	low_burden
South Africa	2,024	urban	male	62	55+	lowest	primary	1	3	1	1	1	0.417	9	31.51	online_payment	mobile_money	utilities,groceries,business_to_business	none	0.672	0.235	low_burden
Nigeria	2,023	rural	male	17	15-24	middle	primary	0	2	0	1	0	0.141	0	0	cash	none	none	no_account	0	0.941	low_burden
Senegal	2,024	urban	female	23	15-24	lowest	secondary	1	7	1	1	1	0.394	13	11.26	qr_code	online_payment,bank_transfer	groceries,bill_split,education	none	0.898	0.417	low_burden
Senegal	2,024	rural	male	67	55+	second	none	1	6	0	1	1	0.218	5	17.04	bank_transfer	ussd_payment,qr_code	business_to_business,utilities,entertainment,groceries,government_services	none	0.875	0.404	low_burden
Zambia	2,020	rural	male	36	35-44	second	tertiary	0	2	0	0	0	0.094	0	0	cash	none	none	high_fees	0	0.868	low_burden
DRC	2,018	urban	female	46	45-54	highest	primary	1	7	1	1	1	0.164	7	97.33	bank_transfer	ussd_payment,bank_transfer,mobile_money	entertainment,healthcare,business_to_business,transport	none	0.87	0.362	low_burden
Tanzania	2,025	urban	female	18	15-24	second	primary	0	7	1	1	1	0.463	8	73.57	qr_code	online_payment,qr_code,ussd_payment	healthcare,utilities	none	0.758	0.687	low_burden
South Africa	2,021	urban	male	20	15-24	middle	tertiary	1	6	1	1	0	0.306	0	0	cash	none	none	merchant_refusal	0	0.75	low_burden
Tanzania	2,018	rural	male	37	35-44	highest	primary	1	2	1	1	1	0.133	1	108.48	online_payment	digital_wallet,bank_transfer,qr_code	business_to_business,transport,groceries	none	0.862	0.116	low_burden
Senegal	2,025	rural	female	54	45-54	second	tertiary	1	9	0	1	1	0.184	6	33.9	bank_transfer	mobile_money,digital_wallet,card_payment	business_to_business,education	none	0.85	0.26	low_burden
Zambia	2,025	urban	male	57	55+	highest	tertiary	0	4	0	1	0	0.39	0	0	cash	none	none	merchant_refusal	0	0.97	low_burden
DRC	2,021	rural	female	64	55+	lowest	primary	0	3	1	1	0	0.124	0	0	cash	none	none	merchant_refusal	0	0.953	low_burden
Malawi	2,024	rural	male	25	15-24	second	primary	0	9	0	0	0	0.203	0	0	cash	none	none	preference_cash	0	0.601	low_burden
Tanzania	2,018	rural	male	26	25-34	lowest	secondary	1	8	0	0	1	0.15	3	41.87	card_payment	online_payment	utilities,government_services	none	0.942	0.292	low_burden
Kenya	2,018	rural	male	44	35-44	middle	primary	1	10	0	1	1	0.05	3	55.8	digital_wallet	card_payment,mobile_money,qr_code	online_shopping,entertainment,utilities	none	0.672	0.514	low_burden

Subsets and Splits

No community queries yet

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