Dataset Viewer
timestamp
timestamp[ns, tz=UTC]date 2025-01-01 00:00:00
2025-01-07 23:59:00
| transaction_id
stringlengths 4
10
| reference
stringlengths 16
16
| merchant_id
stringclasses 300
values | merchant_segment
stringclasses 3
values | rail_id
stringclasses 5
values | payment_channel
stringclasses 4
values | amount
int64 100
13.3k
| status
stringclasses 2
values | gateway_response
stringclasses 6
values | error_code
stringclasses 6
values | latency_ms
float64 50
6.89k
| region
stringclasses 1
value | country
stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025-01-01T00:00:00 |
tx_1
|
ref_bd039745697d
|
m_0037
|
ENT
|
rail_A
|
card
| 769 |
success
|
Approved
| 458.423222 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_2
|
ref_cde733981c8b
|
m_0058
|
ENT
|
rail_A
|
card
| 2,541 |
success
|
Approved
| 410.841526 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_3
|
ref_377ed40a8564
|
m_0273
|
ENT
|
rail_A
|
card
| 995 |
success
|
Approved
| 493.494045 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_4
|
ref_cf327ed2e0ce
|
m_0092
|
ENT
|
rail_A
|
card
| 479 |
success
|
Approved
| 564.418075 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_5
|
ref_653693680fbd
|
m_0213
|
MID
|
rail_A
|
card
| 381 |
success
|
Approved
| 541.074746 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_6
|
ref_2849863ce12b
|
m_0103
|
SME
|
rail_A
|
transfer
| 401 |
success
|
Approved
| 400.77546 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_7
|
ref_818c5c351115
|
m_0283
|
MID
|
rail_A
|
card
| 462 |
success
|
Approved
| 448.1913 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_8
|
ref_9f133cc68972
|
m_0299
|
SME
|
rail_A
|
mobile_money
| 652 |
success
|
Approved
| 368.645844 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_9
|
ref_d64259b2afa1
|
m_0102
|
ENT
|
rail_A
|
card
| 501 |
success
|
Approved
| 453.083408 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_10
|
ref_9a43d2d8da80
|
m_0076
|
SME
|
rail_A
|
ussd
| 1,478 |
success
|
Approved
| 767.147358 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_11
|
ref_5303810e3bb3
|
m_0126
|
SME
|
rail_A
|
card
| 1,202 |
success
|
Approved
| 527.273098 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_12
|
ref_79fb570355d4
|
m_0175
|
MID
|
rail_A
|
ussd
| 889 |
success
|
Approved
| 586.339714 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_13
|
ref_516d0447d27e
|
m_0209
|
ENT
|
rail_A
|
card
| 881 |
success
|
Approved
| 533.290594 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_14
|
ref_e8bc3642ebc0
|
m_0255
|
SME
|
rail_A
|
transfer
| 588 |
success
|
Approved
| 488.438887 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_15
|
ref_e7c8bedba2bc
|
m_0125
|
MID
|
rail_A
|
card
| 2,276 |
success
|
Approved
| 529.345733 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_16
|
ref_0e52bf8f1f10
|
m_0047
|
ENT
|
rail_A
|
card
| 538 |
success
|
Approved
| 532.751939 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_17
|
ref_5b73fe5b868b
|
m_0268
|
MID
|
rail_A
|
transfer
| 803 |
success
|
Approved
| 532.696049 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_18
|
ref_d5884b15fb17
|
m_0169
|
SME
|
rail_A
|
mobile_money
| 1,527 |
success
|
Approved
| 349.859658 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_19
|
ref_c6e5c2ebf46b
|
m_0273
|
ENT
|
rail_A
|
ussd
| 536 |
success
|
Approved
| 513.290733 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_20
|
ref_04a75f199009
|
m_0045
|
ENT
|
rail_A
|
card
| 1,491 |
success
|
Approved
| 499.323357 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_21
|
ref_d8f61fd9dacf
|
m_0250
|
SME
|
rail_A
|
card
| 846 |
success
|
Approved
| 503.303827 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_22
|
ref_434e753b2240
|
m_0058
|
ENT
|
rail_A
|
card
| 335 |
success
|
Approved
| 446.702699 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_23
|
ref_8c990f5802f3
|
m_0073
|
SME
|
rail_A
|
card
| 508 |
success
|
Approved
| 521.515001 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_24
|
ref_909c1a914885
|
m_0200
|
MID
|
rail_A
|
card
| 555 |
success
|
Approved
| 899.296674 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_25
|
ref_91c5e796deb4
|
m_0275
|
MID
|
rail_A
|
card
| 704 |
success
|
Approved
| 504.449998 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_26
|
ref_83f8e800721f
|
m_0296
|
ENT
|
rail_A
|
mobile_money
| 603 |
success
|
Approved
| 395.283644 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_27
|
ref_f795c784a743
|
m_0024
|
ENT
|
rail_A
|
ussd
| 454 |
success
|
Approved
| 627.550326 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_28
|
ref_f72708ff566a
|
m_0041
|
ENT
|
rail_A
|
card
| 616 |
success
|
Approved
| 502.87454 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_29
|
ref_2062be0e5815
|
m_0032
|
SME
|
rail_A
|
mobile_money
| 623 |
success
|
Approved
| 453.46725 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_30
|
ref_ec41dde1a541
|
m_0115
|
MID
|
rail_A
|
transfer
| 454 |
success
|
Approved
| 770.640802 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_31
|
ref_3ccfa83a0ff2
|
m_0265
|
MID
|
rail_A
|
transfer
| 922 |
success
|
Approved
| 665.883585 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_32
|
ref_6a26e0d91585
|
m_0268
|
MID
|
rail_A
|
ussd
| 473 |
success
|
Approved
| 378.140986 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_33
|
ref_1b9e5d60ed93
|
m_0083
|
ENT
|
rail_A
|
card
| 571 |
success
|
Approved
| 484.736921 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_34
|
ref_c0938fa4bc5c
|
m_0243
|
MID
|
rail_A
|
card
| 380 |
success
|
Approved
| 395.331347 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_35
|
ref_1b0158e2993d
|
m_0033
|
MID
|
rail_A
|
card
| 920 |
success
|
Approved
| 662.108772 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_36
|
ref_e0bb72007e79
|
m_0215
|
SME
|
rail_A
|
card
| 356 |
success
|
Approved
| 724.386617 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_37
|
ref_c5f0ed61496e
|
m_0289
|
MID
|
rail_A
|
mobile_money
| 275 |
success
|
Approved
| 568.856625 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_38
|
ref_58811dc26489
|
m_0275
|
MID
|
rail_A
|
card
| 471 |
success
|
Approved
| 581.728769 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_39
|
ref_42ecd67031d5
|
m_0032
|
SME
|
rail_A
|
ussd
| 731 |
success
|
Approved
| 654.112472 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_40
|
ref_828625f59d6c
|
m_0246
|
ENT
|
rail_A
|
card
| 260 |
success
|
Approved
| 424.0332 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_41
|
ref_9edd4d5b4780
|
m_0057
|
SME
|
rail_A
|
card
| 1,187 |
success
|
Approved
| 564.505486 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_42
|
ref_c918bbf0f672
|
m_0162
|
MID
|
rail_A
|
card
| 776 |
success
|
Approved
| 666.333252 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_43
|
ref_0d48c592bcdb
|
m_0147
|
SME
|
rail_A
|
card
| 956 |
success
|
Approved
| 653.848941 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_44
|
ref_9a141fb2f33c
|
m_0194
|
ENT
|
rail_A
|
card
| 579 |
success
|
Approved
| 694.87058 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_45
|
ref_f969850f9975
|
m_0003
|
MID
|
rail_A
|
card
| 423 |
success
|
Approved
| 366.674285 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_46
|
ref_6feeaa569bcd
|
m_0093
|
MID
|
rail_A
|
transfer
| 347 |
success
|
Approved
| 412.033299 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_47
|
ref_be4cb4cdc9e6
|
m_0140
|
ENT
|
rail_A
|
card
| 213 |
success
|
Approved
| 682.255785 |
NG
|
NG
|
|
2025-01-01T00:00:00 |
tx_48
|
ref_5c6eca855150
|
m_0137
|
SME
|
rail_A
|
card
| 1,131 |
success
|
Approved
| 834.520407 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_49
|
ref_eb6c6ac28b1b
|
m_0284
|
MID
|
rail_A
|
mobile_money
| 626 |
success
|
Approved
| 504.661962 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_50
|
ref_a5af38a239ea
|
m_0155
|
MID
|
rail_A
|
mobile_money
| 369 |
success
|
Approved
| 410.197518 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_51
|
ref_825f0d874a4a
|
m_0122
|
MID
|
rail_A
|
ussd
| 1,016 |
success
|
Approved
| 495.310627 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_52
|
ref_43e920f8f3aa
|
m_0212
|
ENT
|
rail_A
|
card
| 603 |
success
|
Approved
| 430.440037 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_53
|
ref_c9d0888f45dd
|
m_0127
|
ENT
|
rail_A
|
card
| 801 |
success
|
Approved
| 620.553304 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_54
|
ref_20af3683e056
|
m_0257
|
SME
|
rail_A
|
mobile_money
| 751 |
success
|
Approved
| 498.338553 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_55
|
ref_c17cdd418f98
|
m_0000
|
SME
|
rail_A
|
mobile_money
| 187 |
success
|
Approved
| 466.963359 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_56
|
ref_b1e13ee30758
|
m_0119
|
SME
|
rail_A
|
transfer
| 664 |
success
|
Approved
| 589.025173 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_57
|
ref_6c2a68894a85
|
m_0000
|
SME
|
rail_A
|
card
| 273 |
success
|
Approved
| 459.195677 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_58
|
ref_000f5ab3bed1
|
m_0139
|
MID
|
rail_A
|
card
| 858 |
success
|
Approved
| 631.677634 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_59
|
ref_d11a3b70ff19
|
m_0200
|
MID
|
rail_A
|
card
| 795 |
success
|
Approved
| 451.948651 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_60
|
ref_4eaecccb82b5
|
m_0042
|
ENT
|
rail_A
|
card
| 137 |
success
|
Approved
| 541.543394 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_61
|
ref_945f755e6004
|
m_0263
|
ENT
|
rail_A
|
card
| 644 |
success
|
Approved
| 397.587419 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_62
|
ref_29562caede0e
|
m_0248
|
ENT
|
rail_A
|
card
| 204 |
success
|
Approved
| 303.314119 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_63
|
ref_1cd645f69ade
|
m_0006
|
SME
|
rail_A
|
card
| 823 |
success
|
Approved
| 448.08198 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_64
|
ref_c93990f4ccd5
|
m_0197
|
SME
|
rail_A
|
mobile_money
| 509 |
success
|
Approved
| 511.164417 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_65
|
ref_ba4099470d2d
|
m_0107
|
MID
|
rail_A
|
card
| 477 |
success
|
Approved
| 699.105849 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_66
|
ref_497f950e89f1
|
m_0133
|
MID
|
rail_A
|
card
| 644 |
success
|
Approved
| 478.899512 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_67
|
ref_657de95e0cb3
|
m_0154
|
MID
|
rail_A
|
ussd
| 626 |
success
|
Approved
| 76.350908 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_68
|
ref_ce90c60937ff
|
m_0212
|
ENT
|
rail_A
|
card
| 1,264 |
success
|
Approved
| 625.716185 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_69
|
ref_8252bb18532e
|
m_0198
|
MID
|
rail_A
|
mobile_money
| 247 |
success
|
Approved
| 534.513282 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_70
|
ref_db5d076c19de
|
m_0270
|
SME
|
rail_A
|
card
| 228 |
success
|
Approved
| 560.020841 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_71
|
ref_460e7f692ffc
|
m_0266
|
MID
|
rail_A
|
card
| 937 |
success
|
Approved
| 480.775431 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_72
|
ref_dcaaa691ef10
|
m_0168
|
MID
|
rail_A
|
card
| 588 |
success
|
Approved
| 459.506977 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_73
|
ref_1a58cf0e4236
|
m_0011
|
ENT
|
rail_A
|
card
| 1,824 |
success
|
Approved
| 837.372426 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_74
|
ref_d3f5d61ea290
|
m_0226
|
ENT
|
rail_A
|
ussd
| 1,433 |
success
|
Approved
| 451.292499 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_75
|
ref_157cfe3be5e9
|
m_0143
|
MID
|
rail_A
|
card
| 2,334 |
success
|
Approved
| 318.367903 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_76
|
ref_aa7755f62f2a
|
m_0120
|
MID
|
rail_A
|
card
| 353 |
success
|
Approved
| 529.144505 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_77
|
ref_fca3e749836b
|
m_0170
|
SME
|
rail_A
|
ussd
| 1,302 |
success
|
Approved
| 450.039597 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_78
|
ref_f4c92150e5fa
|
m_0008
|
SME
|
rail_A
|
card
| 1,089 |
success
|
Approved
| 496.907042 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_79
|
ref_8ab46c19629c
|
m_0176
|
ENT
|
rail_A
|
card
| 659 |
success
|
Approved
| 466.502313 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_80
|
ref_6f2851c77a09
|
m_0259
|
MID
|
rail_A
|
ussd
| 456 |
success
|
Approved
| 656.666352 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_81
|
ref_279ea4854cb4
|
m_0169
|
SME
|
rail_A
|
card
| 1,155 |
success
|
Approved
| 599.809801 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_82
|
ref_cc34057f41c8
|
m_0217
|
SME
|
rail_A
|
card
| 720 |
success
|
Approved
| 322.51867 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_83
|
ref_2c735fe84e0d
|
m_0059
|
ENT
|
rail_A
|
mobile_money
| 263 |
success
|
Approved
| 573.224357 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_84
|
ref_7fd940a593e8
|
m_0263
|
ENT
|
rail_A
|
ussd
| 250 |
success
|
Approved
| 435.370866 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_85
|
ref_38f5dc4214a5
|
m_0199
|
ENT
|
rail_A
|
card
| 563 |
success
|
Approved
| 497.790233 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_86
|
ref_fd5a5629b829
|
m_0013
|
ENT
|
rail_A
|
ussd
| 453 |
success
|
Approved
| 672.106542 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_87
|
ref_df9dc56fdaec
|
m_0250
|
SME
|
rail_A
|
card
| 532 |
success
|
Approved
| 408.546477 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_88
|
ref_76c0ba2d0955
|
m_0077
|
SME
|
rail_A
|
transfer
| 1,333 |
success
|
Approved
| 442.264284 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_89
|
ref_4f3d9df200e4
|
m_0279
|
SME
|
rail_A
|
card
| 937 |
success
|
Approved
| 523.253822 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_90
|
ref_7c23a743de41
|
m_0220
|
SME
|
rail_A
|
mobile_money
| 1,644 |
success
|
Approved
| 281.802642 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_91
|
ref_2ee862a6b67f
|
m_0282
|
ENT
|
rail_A
|
card
| 335 |
success
|
Approved
| 519.296138 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_92
|
ref_8f4061db1123
|
m_0027
|
ENT
|
rail_A
|
transfer
| 719 |
success
|
Approved
| 831.32141 |
NG
|
NG
|
|
2025-01-01T00:01:00 |
tx_93
|
ref_5d9c32a27c39
|
m_0121
|
ENT
|
rail_A
|
card
| 781 |
success
|
Approved
| 527.152796 |
NG
|
NG
|
|
2025-01-01T00:02:00 |
tx_94
|
ref_b7640c7b371b
|
m_0102
|
ENT
|
rail_A
|
card
| 415 |
success
|
Approved
| 530.612536 |
NG
|
NG
|
|
2025-01-01T00:02:00 |
tx_95
|
ref_3884c220d77e
|
m_0176
|
ENT
|
rail_A
|
transfer
| 905 |
success
|
Approved
| 316.343161 |
NG
|
NG
|
|
2025-01-01T00:02:00 |
tx_96
|
ref_f8198ace7570
|
m_0249
|
SME
|
rail_A
|
card
| 561 |
success
|
Approved
| 403.333515 |
NG
|
NG
|
|
2025-01-01T00:02:00 |
tx_97
|
ref_0f927a80080f
|
m_0105
|
ENT
|
rail_A
|
ussd
| 3,778 |
success
|
Approved
| 651.33356 |
NG
|
NG
|
|
2025-01-01T00:02:00 |
tx_98
|
ref_624b8d762fb8
|
m_0082
|
SME
|
rail_A
|
card
| 1,412 |
success
|
Approved
| 416.06532 |
NG
|
NG
|
|
2025-01-01T00:02:00 |
tx_99
|
ref_e35e0ede984c
|
m_0251
|
MID
|
rail_A
|
card
| 309 |
success
|
Approved
| 583.307748 |
NG
|
NG
|
|
2025-01-01T00:02:00 |
tx_100
|
ref_a53db7f49e72
|
m_0177
|
SME
|
rail_A
|
card
| 287 |
success
|
Approved
| 455.874012 |
NG
|
NG
|
End of preview. Expand
in Data Studio
Predictive Routing Nigeria-only Synthetic Dataset (7-day-period)
Synthetic Nigeria-only card-payment dataset for evaluating early-failure classification and proactive routing.
Summary
- Scope: 7 consecutive days of synthetic transactions (Nigeria).
- Purpose: Offline evaluation of short-horizon risk scoring and bounded rerouting.
- Status: Synthetic; no real customer or merchant data.
Features (columns)
- timestamp (UTC)
- transaction_id, merchant_id
- rail_id, payment_channel, amount
- status, gateway_response, error_code
- latency_ms
- Optional: country, region, merchant_segment, merchant_category, upstream_api_status
Splits
- Single table (parquet). Consumers can derive per-minute aggregations downstream.
Intended Use
- Model training and offline evaluation for early-failure classification and proactive routing simulations.
Limitations
- Synthetic optimism: separability and uplift likely higher than in real production traffic.
- Alternative-rail performance in simulations may not reflect specific destination constraints.
Ethics & Privacy
- No PII or real merchant/customer data.
- Generated solely for research/demonstration.
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