Dataset Viewer
borrow_block_number
int64 7.71M
18.3M
| borrow_timestamp
float64 1.56B
1.7B
| wallet_address
stringlengths 42
42
| first_tx_timestamp
float64 1.44B
1.7B
| last_tx_timestamp
float64 1.56B
1.7B
| wallet_age
float64 0
255M
| incoming_tx_count
int64 0
198k
| outgoing_tx_count
int64 0
1M
| net_incoming_tx_count
int64 -996,456
196k
| total_gas_paid_eth
float64 0
9.95k
| avg_gas_paid_per_tx_eth
float64 0
2.59
| risky_tx_count
int64 0
10.4k
| risky_unique_contract_count
int64 0
843
| risky_first_tx_timestamp
int64 1,000M
1.7B
| risky_last_tx_timestamp
int64 1,000M
1.7B
| risky_first_last_tx_timestamp_diff
int64 0
104M
| risky_sum_outgoing_amount_eth
float64 0
12.9M
| outgoing_tx_sum_eth
float64 0
20.2M
| incoming_tx_sum_eth
float64 0
20.1M
| outgoing_tx_avg_eth
float64 0
30.2k
| incoming_tx_avg_eth
float64 0
58.7k
| max_eth_ever
float64 0
699k
| min_eth_ever
float64 0
528k
| total_balance_eth
float64 0
699k
| risk_factor
float64 0
5.49
| total_collateral_eth
float64 0
10.5M
| total_collateral_avg_eth
float64 0
6.65M
| total_available_borrows_eth
float64 -8,454.85
4.26M
| total_available_borrows_avg_eth
float64 -664.64
2.06M
| avg_weighted_risk_factor
float64 0
4.61B
| risk_factor_above_threshold_daily_count
float64 0
3.95M
| avg_risk_factor
float64 0
47.6M
| max_risk_factor
float64 0
446M
| borrow_amount_sum_eth
float64 0
22.2M
| borrow_amount_avg_eth
float64 0
202k
| borrow_count
int64 0
7.5k
| repay_amount_sum_eth
float64 0
21M
| repay_amount_avg_eth
float64 0
85.2k
| repay_count
int64 0
6.26k
| borrow_repay_diff_eth
float64 0
3.33M
| deposit_count
int64 0
8.6k
| deposit_amount_sum_eth
float64 0
26.3M
| time_since_first_deposit
float64 0
134M
| withdraw_amount_sum_eth
float64 0
50.7M
| withdraw_deposit_diff_if_positive_eth
float64 0
37.6M
| liquidation_count
int64 0
204
| time_since_last_liquidated
float64 8
1,000M
| liquidation_amount_sum_eth
float64 0
96.4k
| market_adx
float64 11.9
73.9
| market_adxr
float64 12.6
71.6
| market_apo
float64 -644.18
640
| market_aroonosc
float64 -100
100
| market_aroonup
float64 0
100
| market_atr
float64 7.94
243
| market_cci
float64 -329.3
344
| market_cmo
float64 -61.34
80.6
| market_correl
float64 -0.42
0.99
| market_dx
float64 0.02
91.8
| market_fastk
float64 0
100
| market_fastd
float64 3.1
99
| market_ht_trendmode
int64 0
1
| market_linearreg_slope
float64 -159.21
114
| market_macd_macdext
float64 -644.18
640
| market_macd_macdfix
float64 -307.96
432
| market_macd
float64 -323.65
454
| market_macdsignal_macdext
float64 -533.22
571
| market_macdsignal_macdfix
float64 -274.79
373
| market_macdsignal
float64 -288.69
392
| market_max_drawdown_365d
float64 -0.99
-0.36
| market_natr
float64 2.84
15.1
| market_plus_di
float64 4.67
56.7
| market_plus_dm
float64 5.41
807k
| market_ppo
float64 -29.25
28.4
| market_rocp
float64 -0.55
0.77
| market_rocr
float64 0.45
1.77
| unique_borrow_protocol_count
int64 0
4
| unique_lending_protocol_count
int64 0
2
| target
int64 0
1
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7,711,117
| 1,557,197,308
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,197,074
| 19,973,049
| 199
| 438
| -239
| 0.397391
| 0.000981
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 975.686105
| 958.353127
| 1.174111
| 1.153253
| 61.680231
| 0.060948
| 58.317987
| 0.000001
| 44.479139
| 0
| 31.57527
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 6
| 44.410991
| 4,026
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 0
| 1
| 1
|
7,711,123
| 1,557,197,447
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,197,308
| 19,973,188
| 200
| 439
| -239
| 0.399063
| 0.000983
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 975.686105
| 958.510238
| 1.171292
| 1.150673
| 61.680231
| 0.060948
| 58.317987
| 0.004953
| 44.479139
| 44.479139
| 31.418863
| 31.57527
| 0
| 0
| 0.000001
| 0.000001
| 0.15711
| 0.15711
| 1
| 0
| 0
| 0
| 0.15711
| 6
| 44.410991
| 4,165
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 1
| 1
| 1
|
7,711,126
| 1,557,197,497
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,197,447
| 19,973,238
| 201
| 440
| -239
| 0.400895
| 0.000985
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 975.686105
| 958.896402
| 1.168486
| 1.148379
| 61.680231
| 0.060948
| 58.317987
| 0.017103
| 44.479139
| 44.479139
| 31.035236
| 31.497067
| 0.000387
| 0
| 0.002477
| 0.004953
| 0.543275
| 0.271637
| 2
| 0
| 0
| 0
| 0.543275
| 6
| 44.410991
| 4,215
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 1
| 1
| 1
|
7,711,672
| 1,557,204,933
|
0xa7ff0d561cd15ed525e31bbe0af3fe34ac2059f6
| 1,557,191,011
| 1,557,197,545
| 13,922
| 8
| 56
| -48
| 0.604001
| 0.010786
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 0.103772
| 0.803077
| 0.001596
| 0.012355
| 0
| 0
| 0
| 0.000001
| 0.000767
| 0
| 0.00046
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 1
| 0.000772
| 7,661
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 0
| 1
| 0
|
7,712,572
| 1,557,217,208
|
0xbd9ed130a53cfafcf81502e4d35329a6c4d53410
| 1,557,216,944
| 1,557,217,154
| 264
| 2
| 3
| -1
| 0.003008
| 0.001003
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 0.01
| 0.05
| 0.002
| 0.01
| 0
| 0
| 0
| 0.000001
| 0.01
| 0
| 0.0075
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 1
| 0.01
| 174
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 0
| 1
| 0
|
7,715,069
| 1,557,250,486
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,197,497
| 20,026,227
| 202
| 441
| -239
| 0.402533
| 0.000987
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 975.686105
| 959.896402
| 1.165694
| 1.14683
| 61.680231
| 0.060948
| 58.317987
| 0.048606
| 44.488424
| 44.479139
| 30.059852
| 31.343123
| 0.003337
| 0
| 0.007353
| 0.017103
| 1.543275
| 0.514425
| 3
| 0
| 0
| 0
| 1.543275
| 6
| 44.410991
| 57,204
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 1
| 1
| 1
|
7,715,078
| 1,557,250,631
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,250,486
| 20,026,372
| 203
| 442
| -239
| 0.40422
| 0.000988
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 975.686105
| 960.013696
| 1.162916
| 1.144236
| 61.680231
| 0.060948
| 58.317987
| 0.052241
| 44.430545
| 44.48146
| 29.912079
| 31.022305
| 0.021164
| 0
| 0.017666
| 0.048606
| 1.543275
| 0.514425
| 4
| 0
| 0
| 0
| 1.543275
| 6
| 44.410991
| 57,349
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 1
| 1
| 1
|
7,715,985
| 1,557,263,239
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,263,048
| 20,038,980
| 205
| 446
| -241
| 0.406736
| 0.000985
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 982.84423
| 961.219505
| 1.161754
| 1.136193
| 61.680231
| 0.060948
| 58.317987
| 0.088052
| 51.316928
| 44.471277
| 28.781848
| 30.80026
| 0.034158
| 0
| 0.024581
| 0.052241
| 2.749083
| 0.687271
| 5
| 0
| 0
| 0
| 2.749083
| 7
| 51.369115
| 69,957
| 0
| 0
| 0
| 999,999,999
| 0
| 22.357432
| 31.489909
| -3.914837
| 67.777778
| 7.142857
| 9.047057
| 111.965749
| 19.928594
| 0.878363
| 31.02392
| 80.653832
| 57.459322
| 1
| 0.423859
| -3.914837
| 1.326453
| 1.406507
| -3.468973
| 1.163425
| 1.212219
| -0.895911
| 4.479356
| 33.216622
| 33.415526
| -2.370346
| 0.104294
| 1.104294
| 1
| 1
| 1
|
7,716,888
| 1,557,275,580
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,275,385
| 20,051,321
| 207
| 450
| -243
| 0.410259
| 0.000984
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 988.84423
| 961.790508
| 1.160615
| 1.128862
| 61.680231
| 0.060948
| 3.127926
| 0.081422
| 58.791139
| 47.494922
| 38.667542
| 31.635813
| 0.099222
| 0
| 0.041768
| 0.088052
| 3.320086
| 0.664017
| 6
| 0
| 0
| 0
| 3.320086
| 8
| 57.369115
| 82,298
| 0
| 0
| 0
| 999,999,999
| 0
| 23.415574
| 31.072211
| -2.802012
| 67.777778
| 100
| 9.06542
| 170.875758
| 13.289768
| 0.88357
| 37.171428
| 48.797363
| 54.651639
| 1
| 0.939672
| -2.802012
| 1.625048
| 1.723603
| -3.674681
| 1.25575
| 1.314496
| -0.893019
| 4.579614
| 34.25418
| 35.663011
| -1.694858
| 0.071725
| 1.071725
| 1
| 1
| 1
|
7,717,003
| 1,557,277,482
|
0x502cb8985b2c92a8d4bf309cdaa89de9be442708
| 1,537,224,259
| 1,557,275,580
| 20,053,223
| 208
| 451
| -243
| 0.411663
| 0.000985
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 988.84423
| 967.717891
| 1.157897
| 1.133159
| 61.680231
| 0.060948
| 3.127926
| 0.221625
| 60.268602
| 48.906949
| 33.574491
| 32.514779
| 0.121703
| 0
| 0.046725
| 0.088052
| 9.24747
| 1.541245
| 7
| 0
| 0
| 0
| 9.24747
| 8
| 57.369115
| 84,200
| 0
| 0
| 0
| 999,999,999
| 0
| 23.415574
| 31.072211
| -2.802012
| 67.777778
| 100
| 9.06542
| 170.875758
| 13.289768
| 0.88357
| 37.171428
| 48.797363
| 54.651639
| 1
| 0.939672
| -2.802012
| 1.625048
| 1.723603
| -3.674681
| 1.25575
| 1.314496
| -0.893019
| 4.579614
| 34.25418
| 35.663011
| -1.694858
| 0.071725
| 1.071725
| 1
| 1
| 1
|
7,717,013
| 1,557,277,571
|
0xb3fbe25be2e8ca097e9ac924e94af000dd3a5663
| 1,548,613,443
| 1,557,277,499
| 8,664,128
| 478
| 793
| -315
| 1.651275
| 0.002167
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 110.741434
| 101.42526
| 0.064799
| 0.059348
| 6.253709
| 0.040824
| 1.223648
| 0.000001
| 0.01
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| 0.0075
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| 0
| 0
| 0
| 0
| 0
| 0
| 0
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| 1
| 0.01
| 72
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| 999,999,999
| 0
| 23.415574
| 31.072211
| -2.802012
| 67.777778
| 100
| 9.06542
| 170.875758
| 13.289768
| 0.88357
| 37.171428
| 48.797363
| 54.651639
| 1
| 0.939672
| -2.802012
| 1.625048
| 1.723603
| -3.674681
| 1.25575
| 1.314496
| -0.893019
| 4.579614
| 34.25418
| 35.663011
| -1.694858
| 0.071725
| 1.071725
| 0
| 1
| 1
|
7,717,026
| 1,557,277,700
|
0xb3fbe25be2e8ca097e9ac924e94af000dd3a5663
| 1,548,613,443
| 1,557,277,571
| 8,664,257
| 479
| 794
| -315
| 1.652795
| 0.002166
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 110.741434
| 101.431875
| 0.064723
| 0.059282
| 6.253709
| 0.040824
| 1.223648
| 0.9
| 0.01
| 0.01
| 0.00075
| 0.0075
| 0
| 0
| 0.000001
| 0.000001
| 0.006615
| 0.006615
| 1
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| 0
| 0
| 0.006615
| 1
| 0.01
| 201
| 0
| 0
| 0
| 999,999,999
| 0
| 23.415574
| 31.072211
| -2.802012
| 67.777778
| 100
| 9.06542
| 170.875758
| 13.289768
| 0.88357
| 37.171428
| 48.797363
| 54.651639
| 1
| 0.939672
| -2.802012
| 1.625048
| 1.723603
| -3.674681
| 1.25575
| 1.314496
| -0.893019
| 4.579614
| 34.25418
| 35.663011
| -1.694858
| 0.071725
| 1.071725
| 1
| 1
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|
7,718,070
| 1,557,291,996
|
0xb3fbe25be2e8ca097e9ac924e94af000dd3a5663
| 1,548,613,443
| 1,557,291,904
| 8,678,553
| 482
| 802
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| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 1
| 0.96
| 3,121
| 0
| 0
| 0
| 999,999,999
| 0
| 47.564193
| 35.87208
| 36.780295
| 81.111111
| 57.142857
| 10.785555
| 57.855695
| 28.136472
| 0.984249
| 54.952798
| 37.854527
| 52.816512
| 1
| 7.01404
| 36.780295
| 22.336379
| 23.486442
| 23.397283
| 18.292772
| 19.282614
| -0.872889
| 4.167802
| 36.603546
| 84.103707
| 18.726798
| 0.306278
| 1.306278
| 0
| 1
| 0
|
7,817,314
| 1,558,632,694
|
0x07326cbe4792e8e3c1f61c66fefee8253eb2db0c
| 1,552,725,860
| 1,558,632,493
| 5,906,834
| 828
| 1,380
| -552
| 1.919734
| 0.001391
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 639.176115
| 633.004131
| 0.220406
| 0.218277
| 2.172702
| 0.000434
| 0.065382
| 0.653441
| 18.818334
| 9.687453
| 4.360316
| 2.766495
| 2.482965
| 0
| 0.527613
| 0.682428
| 8.393441
| 1.398907
| 6
| 0
| 0
| 0
| 8.393441
| 25
| 19.452918
| 26,120
| 2.236284
| 0
| 0
| 999,999,999
| 0
| 47.564193
| 35.87208
| 36.780295
| 81.111111
| 57.142857
| 10.785555
| 57.855695
| 28.136472
| 0.984249
| 54.952798
| 37.854527
| 52.816512
| 1
| 7.01404
| 36.780295
| 22.336379
| 23.486442
| 23.397283
| 18.292772
| 19.282614
| -0.872889
| 4.167802
| 36.603546
| 84.103707
| 18.726798
| 0.306278
| 1.306278
| 1
| 1
| 1
|
7,817,509
| 1,558,635,282
|
0x07326cbe4792e8e3c1f61c66fefee8253eb2db0c
| 1,552,725,860
| 1,558,635,157
| 5,909,422
| 846
| 1,402
| -556
| 1.941549
| 0.001385
| 0
| 0
| 999,999,999
| 999,999,999
| 0
| 0
| 654.07714
| 655.123401
| 0.221871
| 0.222226
| 2.172702
| 0.000434
| 0.065382
| 0.689469
| 23.758344
| 10.991864
| 5.052457
| 2.994184
| 2.895713
| 0
| 0.545588
| 0.682428
| 11.331146
| 1.618735
| 7
| 0
| 0
| 0
| 11.331146
| 30
| 25.510004
| 28,708
| 3.48337
| 0
| 0
| 999,999,999
| 0
| 47.564193
| 35.87208
| 36.780295
| 81.111111
| 57.142857
| 10.785555
| 57.855695
| 28.136472
| 0.984249
| 54.952798
| 37.854527
| 52.816512
| 1
| 7.01404
| 36.780295
| 22.336379
| 23.486442
| 23.397283
| 18.292772
| 19.282614
| -0.872889
| 4.167802
| 36.603546
| 84.103707
| 18.726798
| 0.306278
| 1.306278
| 1
| 1
| 1
|
End of preview. Expand
in Data Studio
The training dataset includes all addresses that had undertaken at least one borrow transaction on Aave v2 Ethereum or Compound v2 Ethereum any time between 7 May 2019 and 31 August 2023, inclusive (called the observation window).
Data Structure & Shape There are almost 0.5 million observations with each representing a single borrow event. Therefore, all feature values are calculated as at the timestamp of a borrow event and represent the cumulative positions just before the borrow event's timestamp.
Given that the data is at the borrow transaction level, an address with 10 borrow events during the observation window will appear 10 times in the dataset with different feature values across the 10 borrow timestamps.
As an example, if address 0xa initiated the following transactions on Aave v2 Ethereum:
At block_0: deposit 100 ETH
At block_1: borrow 25 ETH
At block_3: repay 10 ETH
At block_4: borrow 10 ETH
then 0xa will appear twice in the dataset as follows:
At block_1: all feature values will be calculated using all Ethereum and wallet transactions up to block_0, i.e., excluding the borrow event and other transactions at block_1
At block_4: all feature values will be calculated using all Ethereum and wallet transactions up to block_3, i.e., excluding the borrow event and other transactions at block_4
The dataset has 79 features in total, including the target label, transaction block number, transaction timestamp, and ETH address of the borrower.
Features Other than counts related features, all feature values are denominated in ETH. All price conversions of the underlying tokens to ETH were done with the applicable rates as obtained from Transpose, Coinpaprika, CoinGecko, and Compound and Aave's price feeds at the respective event timestamps.
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