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
Senegal	2,018	rural	male	50	45-54	fourth	1	0	Orange Money	0	0	none	9	4	moderate_burden
Ghana	2,018	urban	male	25	15-24	middle	1	1	MTN Mobile Money	14	112.98	cash_deposit,merchant_payment,bill_payment	10	4	moderate_burden
Kenya	2,018	rural	male	67	55+	lowest	1	1	Airtel Money	9	100.31	bill_payment,merchant_payment,loan_repayment	3	7	moderate_burden
Niger	2,022	urban	male	25	15-24	highest	1	1	Airtel Money	10	343.66	merchant_payment,international_remittance,loan_repayment,savings,person_to_person	10	2	moderate_burden
Zambia	2,018	urban	male	61	55+	middle	0	0	none	0	0	none	6	0	moderate_burden
Nigeria	2,025	rural	female	16	15-24	lowest	0	0	none	0	0	none	8	0	moderate_burden
South Africa	2,018	rural	female	32	25-34	middle	1	0	Vodapay	0	0	none	7	7	moderate_burden
Ethiopia	2,024	urban	female	62	55+	lowest	1	1	telebirr	17	153.87	merchant_payment,international_remittance,loan_repayment,person_to_person,airtime_purchase	9	15	moderate_burden
Niger	2,025	rural	male	22	15-24	middle	0	0	none	0	0	none	2	0	moderate_burden
South Africa	2,019	rural	male	17	15-24	highest	0	0	none	0	0	none	6	0	moderate_burden
Kenya	2,021	urban	male	44	35-44	middle	1	0	Airtel Money	0	0	none	4	12	moderate_burden
Uganda	2,023	rural	male	50	45-54	second	0	0	none	0	0	none	9	0	moderate_burden
Malawi	2,021	rural	female	29	25-34	lowest	0	0	none	0	0	none	10	0	moderate_burden
Mozambique	2,019	rural	male	47	45-54	middle	0	0	none	0	0	none	7	0	moderate_burden
Ethiopia	2,024	urban	female	54	45-54	lowest	0	0	none	0	0	none	8	0	moderate_burden
Ghana	2,018	rural	female	21	15-24	middle	0	0	none	0	0	none	2	0	moderate_burden
Rwanda	2,018	rural	female	40	35-44	second	0	0	none	0	0	none	8	0	moderate_burden
Nigeria	2,020	urban	male	46	45-54	second	0	0	none	0	0	none	8	0	moderate_burden
Senegal	2,023	urban	female	48	45-54	fourth	1	1	Wave	9	107.2	cash_deposit,merchant_payment,loan_repayment,savings,cash_withdrawal	6	13	moderate_burden
Mozambique	2,020	urban	female	39	35-44	middle	0	0	none	0	0	none	6	0	moderate_burden
Senegal	2,018	urban	male	15	15-24	second	0	0	none	0	0	none	5	0	moderate_burden
Malawi	2,019	rural	female	32	25-34	middle	1	1	TNM Mpamba	7	43.55	savings,airtime_purchase,cash_deposit	7	4	moderate_burden
Senegal	2,022	urban	male	47	45-54	second	0	0	none	0	0	none	9	0	moderate_burden
Zambia	2,023	urban	male	18	15-24	second	0	0	none	0	0	none	10	0	moderate_burden
Ethiopia	2,024	urban	female	39	35-44	middle	0	0	none	0	0	none	9	0	moderate_burden
Uganda	2,023	rural	male	49	45-54	second	1	0	MTN Mobile Money	0	0	none	1	2	moderate_burden
Kenya	2,022	rural	female	67	55+	lowest	1	0	Airtel Money	0	0	none	1	11	moderate_burden
Tanzania	2,018	rural	male	70	55+	second	0	0	none	0	0	none	4	0	moderate_burden
Malawi	2,021	rural	female	63	55+	lowest	0	0	none	0	0	none	2	0	moderate_burden
Malawi	2,024	rural	female	65	55+	fourth	1	0	Airtel Money	0	0	none	7	12	moderate_burden
Kenya	2,018	urban	female	18	15-24	second	1	1	Airtel Money	6	108.72	cash_withdrawal,merchant_payment,bill_payment,international_remittance	7	10	moderate_burden
DRC	2,023	rural	male	60	55+	middle	0	0	none	0	0	none	7	0	moderate_burden
Mali	2,021	urban	male	19	15-24	middle	0	0	none	0	0	none	3	0	moderate_burden
Uganda	2,021	rural	male	38	35-44	middle	1	0	MTN Mobile Money	0	0	none	1	13	moderate_burden
Malawi	2,022	rural	female	47	45-54	highest	0	0	none	0	0	none	3	0	moderate_burden
Ghana	2,019	rural	male	21	15-24	middle	1	0	MTN Mobile Money	0	0	none	10	6	moderate_burden
Zambia	2,025	urban	female	69	55+	second	0	0	none	0	0	none	2	0	moderate_burden
South Africa	2,020	urban	male	40	35-44	middle	1	1	Vodapay	19	84.97	loan_repayment,cash_deposit,person_to_person,merchant_payment,cash_withdrawal	10	5	moderate_burden
Niger	2,025	rural	male	35	25-34	middle	0	0	none	0	0	none	1	0	moderate_burden
South Africa	2,023	rural	male	53	45-54	highest	0	0	none	0	0	none	8	0	moderate_burden
Ethiopia	2,021	urban	female	36	35-44	highest	0	0	none	0	0	none	2	0	moderate_burden
Mozambique	2,024	rural	female	65	55+	middle	0	0	none	0	0	none	1	0	moderate_burden
Ethiopia	2,019	urban	female	44	35-44	lowest	1	0	M-Birr	0	0	none	6	4	moderate_burden
Zambia	2,022	rural	male	65	55+	lowest	0	0	none	0	0	none	10	0	moderate_burden
Ethiopia	2,020	urban	male	34	25-34	lowest	0	0	none	0	0	none	10	0	moderate_burden
Malawi	2,023	rural	female	40	35-44	highest	0	0	none	0	0	none	8	0	moderate_burden
South Africa	2,021	rural	female	35	25-34	fourth	0	0	none	0	0	none	1	0	moderate_burden
Ghana	2,019	rural	female	33	25-34	highest	1	0	MTN Mobile Money	0	0	none	7	9	moderate_burden
Kenya	2,018	rural	male	38	35-44	second	1	1	M-Pesa	5	51.26	bill_payment,cash_deposit,person_to_person	9	2	moderate_burden
DRC	2,020	urban	male	54	45-54	lowest	0	0	none	0	0	none	7	0	moderate_burden
Ghana	2,024	rural	male	61	55+	lowest	0	0	none	0	0	none	3	0	moderate_burden
Zambia	2,019	urban	male	38	35-44	middle	1	1	Airtel Money	9	82.73	airtime_purchase,cash_deposit	10	11	moderate_burden
Tanzania	2,020	urban	male	35	25-34	middle	1	0	Tigo Pesa	0	0	none	3	11	moderate_burden
Ghana	2,018	rural	male	50	45-54	middle	0	0	none	0	0	none	8	0	moderate_burden
Kenya	2,021	rural	male	60	55+	fourth	1	1	Airtel Money	6	137.58	person_to_person,savings,cash_deposit	9	11	moderate_burden
Mali	2,021	rural	female	23	15-24	fourth	1	0	Orange Money	0	0	none	10	13	moderate_burden
Ghana	2,020	urban	male	45	35-44	second	1	1	AirtelTigo Money	10	85.57	merchant_payment,bill_payment	5	9	moderate_burden
Uganda	2,025	rural	male	28	25-34	second	1	1	MTN Mobile Money	5	152.18	loan_repayment,merchant_payment,cash_withdrawal,cash_deposit,savings	5	9	moderate_burden
Uganda	2,021	rural	female	69	55+	second	0	0	none	0	0	none	7	0	moderate_burden
DRC	2,018	urban	male	52	45-54	highest	0	0	none	0	0	none	7	0	moderate_burden
Rwanda	2,023	urban	male	30	25-34	lowest	1	0	MTN Mobile Money	0	0	none	10	5	moderate_burden
Ghana	2,020	urban	male	51	45-54	fourth	1	1	AirtelTigo Money	12	77.8	bill_payment,cash_withdrawal	8	8	moderate_burden
Malawi	2,022	urban	female	27	25-34	second	0	0	none	0	0	none	8	0	moderate_burden
Niger	2,020	urban	male	29	25-34	middle	1	0	Moov Money	0	0	none	10	9	moderate_burden
Mali	2,024	rural	female	74	55+	fourth	1	0	Moov Money	0	0	none	5	13	moderate_burden
Malawi	2,023	rural	female	34	25-34	second	0	0	none	0	0	none	3	0	moderate_burden
Kenya	2,023	rural	female	70	55+	middle	1	1	M-Pesa	5	71.92	cash_withdrawal,person_to_person,cash_deposit,merchant_payment,international_remittance	10	12	moderate_burden
Malawi	2,024	rural	male	47	45-54	fourth	0	0	none	0	0	none	6	0	moderate_burden
DRC	2,025	urban	female	62	55+	second	1	0	Orange Money	0	0	none	8	8	moderate_burden
South Africa	2,019	urban	female	30	25-34	second	0	0	none	0	0	none	10	0	moderate_burden
Malawi	2,024	rural	male	37	35-44	fourth	1	1	Airtel Money	8	225.27	international_remittance,cash_withdrawal,merchant_payment	5	7	moderate_burden
Malawi	2,023	urban	female	71	55+	fourth	1	1	Airtel Money	10	369.85	bill_payment,merchant_payment,international_remittance,person_to_person	2	6	moderate_burden
South Africa	2,025	rural	female	45	35-44	highest	1	1	FNB eWallet	6	84.2	bill_payment,person_to_person,airtime_purchase	5	3	moderate_burden
Senegal	2,018	rural	female	57	55+	fourth	1	0	Wari	0	0	none	8	7	moderate_burden
DRC	2,023	rural	male	48	45-54	middle	1	0	Orange Money	0	0	none	10	9	moderate_burden
Ethiopia	2,021	rural	female	19	15-24	lowest	0	0	none	0	0	none	9	0	moderate_burden
Nigeria	2,024	rural	male	60	55+	lowest	0	0	none	0	0	none	8	0	moderate_burden
Tanzania	2,024	rural	male	19	15-24	lowest	0	0	none	0	0	none	4	0	moderate_burden
Ethiopia	2,018	urban	male	19	15-24	fourth	0	0	none	0	0	none	10	0	moderate_burden
Ethiopia	2,020	rural	female	32	25-34	highest	1	1	M-Birr	9	28.09	person_to_person,merchant_payment,international_remittance,bill_payment	2	10	moderate_burden
Kenya	2,021	urban	female	71	55+	lowest	1	1	M-Pesa	11	25.05	loan_repayment,cash_withdrawal,person_to_person,bill_payment,merchant_payment	3	4	moderate_burden
Mali	2,024	urban	female	73	55+	highest	1	1	Moov Money	10	96.87	cash_withdrawal,international_remittance	7	10	moderate_burden
Zambia	2,025	urban	female	46	45-54	middle	1	1	Zamtel Kwacha	7	28.88	merchant_payment,cash_withdrawal	6	11	moderate_burden
Rwanda	2,024	rural	male	48	45-54	highest	1	0	Airtel Money	0	0	none	9	5	moderate_burden
Zambia	2,025	rural	male	32	25-34	second	1	0	MTN Mobile Money	0	0	none	9	12	moderate_burden
Kenya	2,021	rural	female	63	55+	lowest	1	1	M-Pesa	5	127.84	international_remittance,loan_repayment,merchant_payment	2	13	moderate_burden
Niger	2,022	rural	male	49	45-54	second	0	0	none	0	0	none	6	0	moderate_burden
Mozambique	2,025	rural	female	19	15-24	fourth	0	0	none	0	0	none	6	0	moderate_burden
Nigeria	2,018	rural	female	22	15-24	fourth	0	0	none	0	0	none	4	0	moderate_burden
Uganda	2,020	rural	male	23	15-24	lowest	1	0	Airtel Money	0	0	none	4	5	moderate_burden
Mozambique	2,023	rural	male	74	55+	lowest	0	0	none	0	0	none	7	0	moderate_burden
Ghana	2,019	rural	female	18	15-24	middle	0	0	none	0	0	none	4	0	moderate_burden
Senegal	2,023	rural	male	15	15-24	lowest	0	0	none	0	0	none	2	0	moderate_burden
Rwanda	2,019	urban	female	25	15-24	second	1	0	MTN Mobile Money	0	0	none	5	11	moderate_burden
Ethiopia	2,020	urban	female	60	55+	lowest	0	0	none	0	0	none	3	0	moderate_burden
Ethiopia	2,018	urban	male	43	35-44	second	0	0	none	0	0	none	4	0	moderate_burden
DRC	2,024	urban	male	18	15-24	fourth	0	0	none	0	0	none	6	0	moderate_burden
Nigeria	2,023	urban	female	54	45-54	middle	1	1	Paga	10	50.83	person_to_person,bill_payment,cash_withdrawal,loan_repayment	9	6	moderate_burden
Nigeria	2,019	rural	male	62	55+	middle	0	0	none	0	0	none	7	0	moderate_burden
Senegal	2,020	urban	female	28	25-34	middle	0	0	none	0	0	none	10	0	moderate_burden

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