Split (1)

train · 30k rows

country string	year int64	urban_rural string	gender string	age int64	age_group string	income_quintile string	account_ownership int64	active_use int64	provider string	n_transactions_monthly int64	avg_transaction_value_usd float64	transaction_types string	digital_literacy_score int64	years_active int64	scenario string
Uganda	2,019	rural	female	60	55+	second	1	1	Airtel Money	8	51.56	merchant_payment,savings	9	2	moderate_burden
Senegal	2,020	urban	male	30	25-34	lowest	0	0	none	0	0	none	5	0	moderate_burden
DRC	2,024	urban	female	67	55+	second	0	0	none	0	0	none	4	0	moderate_burden
Ghana	2,023	rural	female	54	45-54	middle	1	1	MTN Mobile Money	1	47.98	savings,international_remittance	6	6	moderate_burden
Mozambique	2,024	rural	female	58	55+	second	0	0	none	0	0	none	4	0	moderate_burden
Senegal	2,025	rural	female	54	45-54	middle	0	0	none	0	0	none	6	0	moderate_burden
Niger	2,025	rural	male	48	45-54	second	0	0	none	0	0	none	1	0	moderate_burden
Malawi	2,018	rural	male	69	55+	lowest	0	0	none	0	0	none	4	0	moderate_burden
South Africa	2,023	rural	male	29	25-34	middle	1	1	FNB eWallet	5	85.51	cash_withdrawal,loan_repayment,airtime_purchase	6	7	moderate_burden
Nigeria	2,023	rural	female	61	55+	second	0	0	none	0	0	none	2	0	moderate_burden
Ethiopia	2,023	rural	male	67	55+	second	0	0	none	0	0	none	5	0	moderate_burden
Mali	2,025	urban	female	27	25-34	lowest	1	0	Orange Money	0	0	none	7	16	moderate_burden
Niger	2,024	urban	male	66	55+	lowest	0	0	none	0	0	none	10	0	moderate_burden
Malawi	2,024	urban	male	34	25-34	lowest	1	1	Airtel Money	12	80.22	international_remittance,loan_repayment,bill_payment,cash_withdrawal,savings	7	2	moderate_burden
Mali	2,022	rural	male	45	35-44	lowest	0	0	none	0	0	none	1	0	moderate_burden
Mali	2,020	urban	female	46	45-54	lowest	0	0	none	0	0	none	10	0	moderate_burden
Kenya	2,021	rural	male	39	35-44	second	0	0	none	0	0	none	2	0	moderate_burden
Mali	2,019	rural	male	73	55+	second	1	1	Moov Money	4	74.45	airtime_purchase,bill_payment	7	4	moderate_burden
Ethiopia	2,018	rural	female	30	25-34	highest	1	1	telebirr	5	108.81	savings,cash_deposit,international_remittance	8	2	moderate_burden
South Africa	2,018	rural	female	27	25-34	second	0	0	none	0	0	none	2	0	moderate_burden
Zambia	2,020	rural	male	62	55+	highest	1	1	Airtel Money	9	75.07	international_remittance,airtime_purchase,loan_repayment,cash_deposit	1	6	moderate_burden
Mozambique	2,025	rural	male	62	55+	second	0	0	none	0	0	none	6	0	moderate_burden
Kenya	2,023	rural	female	34	25-34	second	1	1	M-Pesa	8	233.7	loan_repayment,person_to_person,cash_withdrawal	2	10	moderate_burden
Mozambique	2,018	rural	male	27	25-34	lowest	0	0	none	0	0	none	6	0	moderate_burden
Senegal	2,019	urban	female	30	25-34	second	0	0	none	0	0	none	7	0	moderate_burden
Zambia	2,020	urban	male	55	45-54	second	0	0	none	0	0	none	10	0	moderate_burden
Senegal	2,022	urban	female	71	55+	second	1	0	Orange Money	0	0	none	2	4	moderate_burden
Rwanda	2,022	urban	female	17	15-24	second	1	0	MTN Mobile Money	0	0	none	7	12	moderate_burden
Tanzania	2,022	rural	male	35	25-34	middle	0	0	none	0	0	none	3	0	moderate_burden
Malawi	2,024	rural	female	61	55+	middle	0	0	none	0	0	none	9	0	moderate_burden
Rwanda	2,023	rural	male	46	45-54	highest	1	0	MTN Mobile Money	0	0	none	3	5	moderate_burden
Kenya	2,021	urban	male	44	35-44	fourth	1	1	Airtel Money	13	141	bill_payment,merchant_payment,airtime_purchase,international_remittance	10	4	moderate_burden
DRC	2,020	urban	female	66	55+	second	0	0	none	0	0	none	5	0	moderate_burden
Ethiopia	2,018	rural	male	33	25-34	lowest	0	0	none	0	0	none	9	0	moderate_burden
Rwanda	2,019	rural	male	68	55+	highest	0	0	none	0	0	none	1	0	moderate_burden
Mali	2,023	rural	female	55	45-54	second	0	0	none	0	0	none	10	0	moderate_burden
Kenya	2,022	rural	female	65	55+	second	1	1	Airtel Money	7	80.62	cash_deposit,merchant_payment,airtime_purchase,bill_payment,person_to_person	2	6	moderate_burden
Malawi	2,025	urban	female	48	45-54	second	1	0	Airtel Money	0	0	none	6	15	moderate_burden
South Africa	2,022	rural	male	27	25-34	second	0	0	none	0	0	none	6	0	moderate_burden
Ghana	2,018	rural	female	28	25-34	highest	0	0	none	0	0	none	8	0	moderate_burden
Mozambique	2,025	rural	male	47	45-54	lowest	1	0	M-Pesa	0	0	none	6	8	moderate_burden
Mozambique	2,021	urban	female	59	55+	second	0	0	none	0	0	none	2	0	moderate_burden
South Africa	2,023	rural	male	71	55+	second	0	0	none	0	0	none	6	0	moderate_burden
Uganda	2,022	rural	male	52	45-54	fourth	1	0	MTN Mobile Money	0	0	none	8	11	moderate_burden
Kenya	2,025	urban	female	17	15-24	lowest	1	0	M-Pesa	0	0	none	10	1	moderate_burden
Mozambique	2,020	rural	male	48	45-54	middle	0	0	none	0	0	none	8	0	moderate_burden
South Africa	2,023	rural	female	37	35-44	second	0	0	none	0	0	none	6	0	moderate_burden
Tanzania	2,023	rural	male	21	15-24	middle	1	0	Tigo Pesa	0	0	none	7	6	moderate_burden
Senegal	2,023	rural	male	60	55+	lowest	0	0	none	0	0	none	4	0	moderate_burden
Ethiopia	2,020	rural	male	68	55+	highest	0	0	none	0	0	none	2	0	moderate_burden
Uganda	2,023	rural	female	30	25-34	lowest	1	1	Airtel Money	8	179.9	merchant_payment,cash_deposit,savings,airtime_purchase	10	15	moderate_burden
Kenya	2,021	urban	male	22	15-24	highest	1	0	M-Pesa	0	0	none	10	11	moderate_burden
Kenya	2,019	rural	male	22	15-24	lowest	1	0	Airtel Money	0	0	none	2	10	moderate_burden
Kenya	2,024	rural	male	58	55+	middle	1	1	Airtel Money	10	36.75	person_to_person,cash_deposit,merchant_payment	1	7	moderate_burden
Mali	2,018	urban	female	24	15-24	fourth	0	0	none	0	0	none	8	0	moderate_burden
Mozambique	2,021	rural	female	32	25-34	lowest	0	0	none	0	0	none	10	0	moderate_burden
DRC	2,020	urban	male	35	25-34	fourth	0	0	none	0	0	none	2	0	moderate_burden
Uganda	2,021	urban	female	29	25-34	lowest	0	0	none	0	0	none	6	0	moderate_burden
Mozambique	2,019	rural	male	38	35-44	second	1	0	e-Mola	0	0	none	7	2	moderate_burden
Tanzania	2,025	urban	male	50	45-54	lowest	1	1	M-Pesa	10	219.55	merchant_payment,loan_repayment,cash_deposit	3	2	moderate_burden
Rwanda	2,024	rural	male	22	15-24	second	1	0	Airtel Money	0	0	none	9	11	moderate_burden
Niger	2,021	rural	female	42	35-44	fourth	0	0	none	0	0	none	7	0	moderate_burden
Zambia	2,022	rural	male	63	55+	second	0	0	none	0	0	none	3	0	moderate_burden
Tanzania	2,020	urban	male	39	35-44	middle	1	1	M-Pesa	12	72.91	person_to_person,airtime_purchase,cash_deposit,cash_withdrawal	8	2	moderate_burden
Ghana	2,020	rural	female	49	45-54	fourth	0	0	none	0	0	none	2	0	moderate_burden
Ethiopia	2,019	urban	female	72	55+	fourth	0	0	none	0	0	none	8	0	moderate_burden
Ethiopia	2,020	rural	male	51	45-54	highest	0	0	none	0	0	none	10	0	moderate_burden
Ethiopia	2,023	urban	male	35	25-34	fourth	0	0	none	0	0	none	5	0	moderate_burden
Rwanda	2,024	rural	male	68	55+	lowest	0	0	none	0	0	none	2	0	moderate_burden
Rwanda	2,022	rural	female	20	15-24	middle	0	0	none	0	0	none	3	0	moderate_burden
Zambia	2,021	rural	male	35	25-34	lowest	1	0	Zamtel Kwacha	0	0	none	5	8	moderate_burden
Senegal	2,023	rural	male	31	25-34	lowest	1	1	Wave	14	62.52	cash_deposit,merchant_payment	10	8	moderate_burden
Rwanda	2,025	rural	female	63	55+	lowest	1	1	MTN Mobile Money	6	141.83	merchant_payment,airtime_purchase	8	17	moderate_burden
Niger	2,025	rural	male	50	45-54	lowest	0	0	none	0	0	none	1	0	moderate_burden
Mozambique	2,023	rural	male	41	35-44	middle	0	0	none	0	0	none	7	0	moderate_burden
Mozambique	2,024	urban	female	18	15-24	lowest	0	0	none	0	0	none	3	0	moderate_burden
Uganda	2,023	urban	female	74	55+	middle	1	1	Airtel Money	11	108.35	airtime_purchase,cash_deposit	10	8	moderate_burden
Rwanda	2,020	rural	male	23	15-24	fourth	1	0	Airtel Money	0	0	none	3	2	moderate_burden
DRC	2,025	urban	male	59	55+	fourth	1	0	Airtel Money	0	0	none	7	15	moderate_burden
Ethiopia	2,025	urban	male	20	15-24	lowest	1	1	telebirr	15	157.77	savings,cash_withdrawal,loan_repayment,airtime_purchase	9	13	moderate_burden
Senegal	2,022	rural	male	17	15-24	second	1	1	Wari	8	93.75	merchant_payment,savings,person_to_person,bill_payment,loan_repayment	9	11	moderate_burden
Malawi	2,021	urban	male	70	55+	second	1	1	TNM Mpamba	15	85.94	cash_withdrawal,person_to_person	9	1	moderate_burden
Tanzania	2,022	urban	male	71	55+	fourth	1	1	Tigo Pesa	5	36.37	bill_payment,savings,international_remittance,cash_withdrawal	9	14	moderate_burden
Senegal	2,023	rural	male	20	15-24	lowest	1	0	Wave	0	0	none	3	13	moderate_burden
Mozambique	2,021	urban	male	51	45-54	fourth	1	0	M-Pesa	0	0	none	10	11	moderate_burden
Mozambique	2,020	rural	female	16	15-24	fourth	1	0	e-Mola	0	0	none	10	6	moderate_burden
Nigeria	2,024	urban	male	37	35-44	second	0	0	none	0	0	none	6	0	moderate_burden
Zambia	2,021	rural	male	32	25-34	fourth	1	0	MTN Mobile Money	0	0	none	2	7	moderate_burden
DRC	2,024	urban	male	66	55+	lowest	0	0	none	0	0	none	6	0	moderate_burden
Uganda	2,025	urban	male	66	55+	middle	1	1	MTN Mobile Money	10	218.32	merchant_payment,cash_withdrawal	6	9	moderate_burden
South Africa	2,024	rural	male	29	25-34	fourth	1	1	FNB eWallet	6	71.72	airtime_purchase,savings,cash_withdrawal,loan_repayment,person_to_person	5	6	moderate_burden
Zambia	2,024	rural	female	54	45-54	fourth	1	1	MTN Mobile Money	3	54.61	international_remittance,person_to_person,savings	6	6	moderate_burden
Uganda	2,025	rural	female	44	35-44	fourth	1	0	MTN Mobile Money	0	0	none	9	12	moderate_burden
Uganda	2,023	urban	male	40	35-44	lowest	0	0	none	0	0	none	10	0	moderate_burden
Rwanda	2,022	rural	female	56	55+	lowest	0	0	none	0	0	none	2	0	moderate_burden
Mali	2,025	urban	female	22	15-24	fourth	1	1	Orange Money	14	150.86	bill_payment,loan_repayment,savings,person_to_person	4	8	moderate_burden
Senegal	2,022	rural	female	17	15-24	fourth	1	0	Wave	0	0	none	5	14	moderate_burden
Uganda	2,019	urban	female	15	15-24	second	1	0	MTN Mobile Money	0	0	none	7	11	moderate_burden
Senegal	2,018	rural	female	43	35-44	highest	1	1	Wari	7	146.8	savings,airtime_purchase	6	8	moderate_burden
Niger	2,018	rural	female	19	15-24	second	0	0	none	0	0	none	8	0	moderate_burden

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