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time_utc
timestamp[us, tz=UTC]
ret_1h
float64
ret_3h
float64
ret_6h
float64
ret_12h
float64
ret_24h
float64
ret_120h
float64
vol_24h
float64
vol_120h
float64
vol_ratio
float64
atr_pct
float64
atr_ratio_120
float64
range_atr
float64
body_atr
float64
upper_wick_atr
float64
lower_wick_atr
float64
dist_ema20_atr
float64
dist_ema50_atr
float64
dist_ema200_atr
float64
ema20_slope_atr
float64
rsi_14
float64
dist_high24_atr
float64
dist_low24_atr
float64
dist_high120_atr
float64
dist_low120_atr
float64
tick_volume_ratio
float64
hour_sin
float64
hour_cos
float64
day_of_week
int32
session_asia
int64
session_london
int64
session_london_ny_overlap
int64
session_ny_late
int64
news_any_window
float64
news_cpi_window
float64
news_nfp_window
float64
news_fomc_window
float64
hours_to_next_news
float64
hours_since_prev_news
float64
macro_DFII10
float64
macro_DGS10
float64
macro_T10YIE
float64
macro_DFF
float64
macro_VIXCLS
float64
macro_UNRATE
float64
macro_DFII10_chg7d
float64
macro_DFII10_chg30d
float64
macro_DGS10_chg7d
float64
macro_DGS10_chg30d
float64
macro_T10YIE_chg7d
float64
macro_T10YIE_chg30d
float64
macro_VIXCLS_chg7d
float64
macro_DFF_chg90d
float64
macro_UNRATE_chg90d
float64
macro_DTWEXBGS_pct7d
float64
macro_DTWEXBGS_pct30d
float64
macro_DCOILBRENTEU_pct7d
float64
macro_DCOILBRENTEU_pct30d
float64
macro_CPIAUCSL_yoy
float64
macro_CPILFESL_yoy
float64
macro_PAYEMS_chg90d
int64
open
float64
high
float64
low
float64
close
float64
atr_14
float64
spread
float64
label
large_string
planned_entry_price
float64
planned_stop_price
float64
planned_target_price
large_string
target
int64
2009-09-04T14:00:00
0.005778
0.002723
0.004816
0.004047
0.009879
0.043464
0.00268
0.002345
1.142628
0.003029
1.227339
2.277369
1.918309
0
0.35906
1.449955
3.601169
9.90555
0.222591
61.946839
-1.42294
3.271432
-1.42294
16.107813
1.686916
-0.5
-0.866025
4
0
0
1
0
1
0
1
0
286.5
1.5
1.69
3.33
1.64
0.15
27.1
9.5
-0.06
-0.12
-0.14
-0.37
-0.08
-0.25
2.42
-0.06
0.5
0.004665
-0.007554
-0.012346
0.106551
-0.019588
0.015271
-1,160
987.11
992.88
986.03
992.88
3.007857
0
no_trade
992.88
null
no_clear_edge
1
2009-09-04T15:00:00
0.001701
0.007803
0.00685
0.003818
0.004161
0.044019
0.002249
0.002347
0.95827
0.003314
1.32377
1.447334
0.509753
0.530993
0.406589
1.661232
3.650423
9.458102
0.303726
64.512067
-0.785869
2.794538
-0.785869
15.213697
1.992024
-0.707107
-0.707107
4
0
0
1
0
1
0
1
0
285.5
2.5
1.69
3.33
1.64
0.15
27.1
9.5
-0.06
-0.12
-0.14
-0.37
-0.08
-0.25
2.42
-0.06
0.5
0.004665
-0.007554
-0.012346
0.106551
-0.019588
0.015271
-1,160
992.89
996.32
991.55
994.57
3.295714
0
no_trade
994.57
null
no_clear_edge
1
2009-09-04T16:00:00
-0.002799
0.004679
0.001382
0.001362
0.002372
0.042302
0.002319
0.002361
0.981977
0.003515
1.37823
1.150174
-0.791641
0.246671
0.111862
0.699365
2.549307
8.06232
0.303748
57.62989
-1.540258
1.844294
-1.540258
13.584102
1.637795
-0.866025
-0.5
4
0
0
0
1
0
0
0
0
284.5
3.5
1.69
3.33
1.64
0.15
27.1
9.5
-0.06
-0.12
-0.14
-0.37
-0.08
-0.25
2.42
-0.06
0.5
0.004665
-0.007554
-0.012346
0.106551
-0.019588
0.015271
-1,160
994.55
995.41
991.4
991.79
3.486429
0
no_trade
991.79
null
no_clear_edge
1
2009-09-04T17:00:00
-0.000444
-0.001542
0.001181
0.001989
-0.003675
0.036048
0.002002
0.002308
0.867087
0.003507
1.354013
0.509143
-0.140949
0.097802
0.270392
0.520066
2.334776
7.879751
0.399163
56.600691
-1.429628
1.723033
-1.671255
13.49661
1.189633
-0.965926
-0.258819
4
0
0
0
1
0
0
0
0
283.5
4.5
1.69
3.33
1.64
0.15
27.1
9.5
-0.06
-0.12
-0.14
-0.37
-0.08
-0.25
2.42
-0.06
0.5
0.004665
-0.007554
-0.012346
0.106551
-0.019588
0.015271
-1,160
991.84
992.18
990.41
991.35
3.476429
0
no_trade
991.35
null
no_clear_edge
1
2009-09-04T18:00:00
0.002176
-0.001066
0.006736
0.006503
0.001783
0.038298
0.00194
0.002315
0.838112
0.003659
1.395859
0.811395
0.61336
0.162279
0.035756
0.987446
2.715746
8.047752
0.511665
60.344712
-0.772888
2.24165
-1.003929
13.499411
0.91326
-1
-0
4
0
0
0
1
0
0
0
0
282.5
5.5
1.69
3.33
1.64
0.15
27.1
9.5
-0.06
-0.12
-0.14
-0.37
-0.08
-0.25
2.42
-0.06
0.5
0.004665
-0.007554
-0.012346
0.106551
-0.019588
0.015271
-1,160
991.28
994.1
991.15
993.51
3.635714
0
no_trade
993.51
null
no_clear_edge
1
2009-09-04T19:00:00
-0.000141
0.001592
0.006271
0.004379
0.001138
0.037122
0.001938
0.002314
0.837563
0.003599
1.368795
0.265734
-0.044755
0.145455
0.075524
0.873145
2.615934
8.064219
0.48385
59.983513
-0.825175
2.240559
-1.06014
13.68951
0.293725
-0.965926
0.258819
4
0
0
0
1
0
0
0
0
281.5
6.5
1.69
3.33
1.64
0.15
27.1
9.5
-0.06
-0.12
-0.14
-0.37
-0.08
-0.25
2.42
-0.06
0.5
0.004665
-0.007554
-0.012346
0.106551
-0.019588
0.015271
-1,160
993.53
994.05
993.1
993.37
3.575
0
no_trade
993.37
null
no_clear_edge
1
2009-09-06T23:00:00
-0.001532
-0.001823
-0.00289
0.003961
0.000605
0.03838
0.001957
0.002309
0.847765
0.00343
1.281658
0.758505
-0.452751
0.026459
0.279294
0.310813
2.067954
7.822245
0.379569
55.423525
-1.358253
1.863923
-1.605208
13.897102
0.691096
-0.258819
0.965926
6
0
0
0
0
0
0
0
0
229.5
58.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.17
-0.01
-0.34
0.05
-0.17
0.5
-0.06
0.5
0.004665
0.002083
-0.012346
0.038813
-0.019588
0.015271
-1,160
993.24
993.33
990.75
991.7
3.401429
0
no_trade
991.7
null
no_clear_edge
1
2009-09-07T00:00:00
-0.000403
-0.002086
-0.000494
0.000888
0.000262
0.035172
0.001959
0.002298
0.852451
0.003331
1.244247
0.357344
-0.12719
0.175644
0.05451
0.18007
1.930214
7.857336
0.352303
54.350866
-1.520225
1.798832
-1.774605
14.193814
0.896864
0
1
0
1
0
0
0
0
0
0
0
228.5
59.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
991.72
992.3
991.12
991.3
3.302143
0
no_trade
991.3
null
no_clear_edge
1
2009-09-07T01:00:00
0.000968
-0.000967
0.000918
0.002098
0.001271
0.038598
0.001969
0.002285
0.861604
0.003351
1.25286
0.378947
0.273684
0.030075
0.075188
0.423025
2.11917
8.011526
0.280756
56.525557
-1.221053
2.075188
-1.473684
14.384962
0.498949
0.258819
0.965926
0
1
0
0
0
0
0
0
0
227.5
60.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
991.35
992.36
991.1
992.26
3.325
0
no_trade
992.26
null
no_clear_edge
1
2009-09-07T02:00:00
-0.000232
0.000333
-0.001491
0.005245
0.00217
0.037257
0.001954
0.002284
0.855264
0.003198
1.195532
0.198559
-0.075642
0.034669
0.088249
0.335504
2.06405
8.240382
0.225975
55.839207
-1.352094
2.102206
-1.616839
15.002251
0.360196
0.5
0.866025
0
1
0
0
0
0
0
0
0
226.5
61.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
992.27
992.38
991.75
992.03
3.172857
0
no_trade
992.03
null
no_clear_edge
1
2009-09-07T03:00:00
0.000323
0.001059
-0.001027
0.005244
0.002361
0.038972
0.001954
0.002279
0.857532
0.002826
1.056655
0.167601
0.067753
0.021396
0.078451
0.44669
2.353386
9.343632
0.201779
56.628275
-1.41569
2.492613
-1.715232
17.08813
0.498248
0.707107
0.707107
0
1
0
0
0
0
0
0
0
225.5
62.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
992.16
992.41
991.94
992.35
2.804286
0
no_trade
992.35
null
no_clear_edge
1
2009-09-07T04:00:00
-0.001018
-0.000928
-0.001895
-0.001552
0.002495
0.033208
0.001951
0.002246
0.868735
0.002486
0.938137
0.450435
-0.389565
0.06087
0
0.089088
2.17928
10.121207
0.193837
53.385922
-2.02087
2.426667
-2.361739
19.035942
0.433777
0.866025
0.5
0
1
0
0
0
0
0
0
0
224.5
63.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
992.3
992.45
991.34
991.34
2.464286
0
buy
991.34
988.58
995.34
2
2009-09-07T05:00:00
0.002056
0.00136
0.001693
-0.001197
0.002621
0.034138
0.001956
0.00225
0.869328
0.002401
0.913543
1.408805
0.838574
0.42348
0.146751
0.857167
2.985227
11.20045
0.264265
58.548437
-1.232704
3.362683
-1.584906
20.524109
1.043902
0.965926
0.258819
0
1
0
0
0
0
0
0
0
223.5
64.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
991.38
994.39
991.03
993.38
2.385
0
no_trade
993.38
null
no_clear_edge
1
2009-09-07T06:00:00
0.001599
0.002637
0.003695
0.003201
0.004563
0.03917
0.001977
0.002227
0.887565
0.002058
0.797607
1.040112
0.766655
0
0.273457
1.605686
4.086323
13.683303
0.404492
62.074032
-0.659226
4.69271
-1.069411
24.679456
0.956794
1
0
0
1
0
0
0
0
0
0
0
222.5
65.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
993.4
994.97
992.84
994.97
2.047857
0
no_trade
994.97
null
no_clear_edge
1
2009-09-07T07:00:00
-0.001016
0.002639
0.001712
0.002629
0.004618
0.038939
0.001975
0.002228
0.886466
0.001924
0.765513
1.500934
-0.507284
0.831528
0.162122
1.077975
3.697239
13.985712
0.488071
58.660929
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4.497572
-1.673515
25.902876
1.20137
0.965926
-0.258819
0
0
1
0
0
0
0
0
0
221.5
66.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
994.93
996.52
993.65
993.96
1.912143
0
no_trade
993.96
null
no_clear_edge
1
2009-09-07T08:00:00
-0.000886
-0.000302
0.001058
-0.000433
0.00607
0.039121
0.001916
0.002227
0.860101
0.001796
0.725872
1.239087
-0.510212
0.442932
0.285943
0.599215
3.334275
14.356218
0.512401
55.782954
-1.928714
4.328394
-2.287545
27.276732
0.80274
0.866025
-0.5
0
0
1
0
0
0
0
0
0
220.5
67.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
993.99
994.78
992.57
993.08
1.783571
0
no_trade
993.08
null
no_clear_edge
1
2009-09-07T09:00:00
-0.000403
-0.002304
0.000332
-0.000695
0.003684
0.038823
0.001884
0.002228
0.845453
0.001754
0.712365
0.672138
-0.25277
0.407879
0.01149
0.347589
3.061612
14.335805
0.548329
54.474692
-2.205991
4.20517
-2.573656
27.718506
0.930137
0.707107
-0.707107
0
0
1
0
0
0
0
0
0
219.5
68.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
993.12
993.83
992.66
992.68
1.740714
0
buy
992.68
990.64
995.59
2
2009-09-07T10:00:00
0.000866
-0.000423
0.002217
0.000322
0.00548
0.03927
0.001874
0.002228
0.841085
0.001625
0.660626
0.730973
0.538938
0.136283
0.055752
0.821122
3.683778
15.832191
0.544401
56.819484
-1.846018
5.067257
-2.242478
30.422124
0.847945
0.5
-0.866025
0
0
1
0
0
0
0
0
0
218.5
69.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
992.67
993.76
992.58
993.54
1.614286
0
no_trade
993.54
null
no_clear_edge
1
2009-09-07T11:00:00
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3.429385
15.593394
0.397443
56.095884
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4.956522
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30.378882
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0
0
1
0
0
0
0
0
0
217.5
70.5
1.7
3.45
1.75
0.15
25.26
9.5
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0.05
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0.5
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0.5
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993.53
993.62
992.73
993.34
1.61
0
no_trade
993.34
null
no_clear_edge
1
2009-09-07T12:00:00
0.000694
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3.598114
15.398007
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58.079386
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5.22739
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29.905254
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0
-1
0
0
0
1
0
0
0
0
0
216.5
71.5
1.7
3.45
1.75
0.15
25.26
9.5
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0.05
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0.5
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0.5
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993.33
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1.658571
0
no_trade
994.03
null
no_clear_edge
1
2009-09-07T13:00:00
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1.47874
4.081132
15.656147
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5.84466
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30.032925
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0
0
0
1
0
0
0
0
0
215.5
72.5
1.7
3.45
1.75
0.15
25.26
9.5
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0.05
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0.5
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0.5
0.0073
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0.015271
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994.04
995.73
992.68
995.25
1.692143
0
no_trade
995.25
null
no_clear_edge
1
2009-09-07T14:00:00
-0.000452
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0.002788
0.008034
0.041396
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0.001718
0.699503
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3.628818
15.08426
0.50797
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29.46845
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0
0
0
1
0
0
0
0
0
214.5
73.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
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0.05
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0.5
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0.5
0.0073
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-1,160
995.19
995.77
994.35
994.8
1.709286
0
buy
994.8
992.79
997.66
2
2009-09-07T15:00:00
-0.000101
0.000674
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0.002365
0.007609
0.041998
0.001656
0.002223
0.745057
0.001733
0.705349
0.847078
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0.615002
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3.40187
14.752945
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59.095545
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5.030253
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29.166183
0.944183
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0
0
0
1
0
0
0
0
0
213.5
74.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
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-0.015126
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0.015271
-1,160
994.79
995.85
994.39
994.7
1.723571
0
buy
994.7
992.68
997.59
2
2009-09-07T16:00:00
-0.00005
-0.000603
0.001117
0.003333
0.001781
0.042147
0.001179
0.002222
0.530517
0.001794
0.730196
0.829464
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0.577262
0.21297
0.780625
3.130323
14.081399
0.524284
58.865825
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2.376301
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28.145717
0.278413
-0.866025
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0
0
0
0
1
0
0
0
0
212.5
75.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
994.72
995.75
994.27
994.65
1.784286
0
buy
994.65
992.57
997.63
2
2009-09-07T17:00:00
-0.000231
-0.000382
0.001087
0.001046
-0.000151
0.047679
0.001128
0.002151
0.524472
0.001777
0.72318
0.073565
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0.016977
0
0.595374
2.911692
13.94767
0.499973
57.753671
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27.270008
0.009589
-0.965926
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0
0
0
0
1
0
0
0
0
211.5
76.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
0.0039
-0.071563
-0.015126
-0.019588
0.015271
-1,160
994.52
994.55
994.42
994.42
1.767143
0
buy
994.42
992.35
997.37
2
2009-09-07T18:00:00
0.00008
-0.000201
0.000473
-0.000472
0.002729
0.048645
0.000958
0.002148
0.446242
0.001703
0.693072
0.035428
0.035428
0
0
0.604811
2.964421
14.455534
0.429831
58.050547
-1.192746
2.415015
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28.501898
0.003484
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-0
0
0
0
0
1
0
0
0
0
210.5
77.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
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0.05
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0.5
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0.015271
-1,160
994.44
994.5
994.44
994.5
1.693571
0
buy
994.5
992.51
997.34
2
2009-09-07T20:00:00
0
-0.000151
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0.003172
0.045199
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0.44675
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0
0.62678
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16.392771
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32.646377
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0.5
0
0
0
0
1
0
0
0
0
208.5
79.5
1.7
3.45
1.75
0.15
25.26
9.5
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994.55
994.85
994.5
994.5
1.478571
0
buy
994.5
992.72
997.02
2
2009-09-07T22:00:00
0.001146
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0.000844
0.002575
0.002142
0.046629
0.000875
0.00213
0.410971
0.00143
0.582578
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0.119418
0.154541
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1.313532
4.024886
17.64953
0.46332
62.415493
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3.435023
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34.70848
0.673462
-0.5
0.866025
0
0
0
0
0
0
0
0
0
206.5
81.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
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0.05
-0.26
0.5
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0.5
0.0073
0.0039
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0.015271
-1,160
995.47
995.86
995.25
995.64
1.423571
0
no_trade
995.64
null
no_clear_edge
1
2009-09-07T23:00:00
0.001415
0.002561
0.00236
0.004393
0.003698
0.047581
0.000914
0.002132
0.428859
0.001401
0.571763
1.789366
1.002045
0.501022
0.286299
2.124002
4.909823
18.803613
0.590723
66.990488
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4.509202
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36.374233
0.998944
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0.965926
0
0
0
0
0
0
0
0
0
205.5
82.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
-0.01
-0.44
0.05
-0.26
0.5
-0.06
0.5
0.0073
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-0.015126
-0.019588
0.015271
-1,160
995.65
997.75
995.25
997.05
1.397143
0
sell
997.05
998.75
994.65
0
2009-09-08T00:00:00
-0.00242
0.000141
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0.001107
0.001429
0.0439
0.001054
0.002146
0.491136
0.001499
0.610056
2.361284
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0.241495
0.523239
0.338385
2.867903
15.847374
0.514971
54.728107
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2.609487
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32.474365
1.07075
0
1
1
1
0
0
0
0
0
0
0
204.5
83.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
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-0.019588
0.015271
-1,160
997.02
997.38
993.86
994.64
1.490714
0
buy
994.64
992.85
997.18
2
2009-09-08T01:00:00
0.001236
0.000231
0.001457
0.002544
0.004196
0.046302
0.001023
0.002143
0.47754
0.001545
0.62964
1.195915
0.864438
0.318477
0.012999
1.019941
3.437821
15.993151
0.536237
58.866486
-1.221913
3.145775
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32.263695
0.604717
0.258819
0.965926
1
1
0
0
0
0
0
0
0
203.5
84.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
994.54
996.36
994.52
995.87
1.538571
0
buy
995.87
994.03
998.48
2
2009-09-08T02:00:00
0.000371
-0.000813
0.001748
0.002221
0.004971
0.046558
0.001016
0.002142
0.474381
0.001526
0.62204
0.585526
0.223684
0.361842
0
1.154316
3.577236
16.268475
0.600117
60.04954
-0.993421
3.427632
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32.901316
0.558254
0.5
0.866025
1
1
0
0
0
0
0
0
0
202.5
85.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
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-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
995.9
996.79
995.9
996.24
1.52
0
buy
996.24
994.42
998.82
2
2009-09-08T03:00:00
0.000823
0.00243
0.002571
0.001817
0.004826
0.047455
0.001012
0.002142
0.472385
0.001522
0.621163
0.553412
0.527059
0.026353
0
1.53464
3.960854
16.664198
0.632828
62.615762
-0.454588
3.972706
-0.454588
33.488
0.537135
0.707107
0.707107
1
1
0
0
0
0
0
0
0
201.5
86.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
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0.5
0.013987
0.010265
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-0.01855
-0.019588
0.015271
-1,160
996.26
997.1
996.26
997.06
1.517857
0
buy
997.06
995.24
999.64
2
2009-09-08T04:00:00
-0.000391
0.000803
0.001034
0.001878
0.004666
0.047274
0.001015
0.002143
0.473901
0.001458
0.594855
0.88059
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0.52973
0.068796
1.207139
3.716047
16.962408
0.572983
60.621267
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3.880098
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34.700737
0.934178
0.866025
0.5
1
1
0
0
0
0
0
0
0
200.5
87.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
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0.11
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0.5
0.013987
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-0.019588
0.015271
-1,160
997.08
997.85
996.57
996.67
1.453571
0
buy
996.67
994.92
999.15
2
2009-09-08T05:00:00
0.007686
0.008118
0.007305
0.009665
0.01203
0.053877
0.001836
0.002243
0.81871
0.001779
0.731073
4.315874
4.315874
0
0
4.783383
7.040945
17.926393
0.940012
76.509768
0
7.461815
0
32.539784
1.481898
0.965926
0.258819
1
1
0
0
0
0
0
0
0
199.5
88.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
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0.05
-0.44
0.11
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0.5
0.013987
0.010265
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0.015271
-1,160
996.65
1,004.36
996.65
1,004.36
1.786429
0
no_trade
1,004.36
null
no_clear_edge
1
2009-09-08T06:00:00
0.001065
0.00836
0.01079
0.01078
0.014113
0.056077
0.001811
0.002239
0.808632
0.002111
0.868752
2.887618
0.485195
0.800808
1.601615
4.097987
6.177017
15.434352
1.144595
77.849002
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6.783311
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27.886945
1.212334
1
0
1
1
0
0
0
0
0
0
0
198.5
89.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
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0.5
0.013987
0.010265
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-0.01855
-0.019588
0.015271
-1,160
1,004.4
1,007.13
1,001
1,005.43
2.122857
0
sell
1,005.43
1,007.85
1001.95
0
2009-09-08T07:00:00
-0.001822
0.006929
0.007732
0.009189
0.010236
0.052847
0.001847
0.002247
0.821771
0.002317
0.951476
1.845161
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0.903226
0.210753
2.673208
4.662562
13.172952
1.247033
70.451093
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4.744086
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24.675269
1.285017
0.965926
-0.258819
1
0
1
0
0
0
0
0
0
197.5
90.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
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0.5
0.013987
0.010265
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0.015271
-1,160
1,005.3
1,007.4
1,003.11
1,003.6
2.325
0
no_trade
1,003.6
null
no_clear_edge
1
2009-09-08T08:00:00
0.000797
0.00004
0.008157
0.009906
0.009433
0.053591
0.001832
0.002247
0.815133
0.002419
0.994154
1.210232
0.345781
0.629815
0.234637
2.612741
4.603809
12.808048
1.367592
71.716451
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4.869744
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23.94531
1.074658
0.866025
-0.5
1
0
1
0
0
0
0
0
0
196.5
91.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
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-0.03
0.5
0.013987
0.010265
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-0.019588
0.015271
-1,160
1,003.56
1,005.93
1,002.99
1,004.4
2.429286
0
sell
1,004.4
1,007.13
1000.46
0
2009-09-08T09:00:00
0.000249
-0.000776
0.007584
0.010154
0.010698
0.053693
0.001807
0.002247
0.804372
0.002503
1.023256
0.564773
0.115341
0.278409
0.171023
2.373954
4.369264
12.350356
1.497787
72.118266
-1.09375
4.804545
-1.09375
23.235227
1.119032
0.707107
-0.707107
1
0
1
0
0
0
0
0
0
195.5
92.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,004.36
1,005.35
1,003.93
1,004.65
2.514286
0
sell
1,004.65
1,007.46
1000.58
0
2009-09-08T10:00:00
-0.000817
0.000229
0.007158
0.008192
0.010767
0.052016
0.001805
0.002249
0.802472
0.002655
1.070588
0.821764
-0.311445
0.326454
0.183865
1.748006
3.664888
11.231334
1.259563
68.672136
-1.339587
4.221388
-1.339587
21.613508
1.377466
0.5
-0.866025
1
0
1
0
0
0
0
0
0
194.5
93.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,004.66
1,005.53
1,003.34
1,003.83
2.665
0
no_trade
1,003.83
null
no_clear_edge
1
2009-09-08T11:00:00
0.001971
0.001403
0.001443
0.008748
0.01314
0.053231
0.001821
0.002254
0.808195
0.003042
1.195534
1.918749
0.660285
0.127481
1.130983
1.96327
3.689183
10.32724
1.00456
72.134617
-0.519729
4.324539
-0.519729
19.475134
1.712096
0.258819
-0.965926
1
0
1
0
0
0
0
0
0
193.5
94.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,003.79
1,006.2
1,000.33
1,005.81
3.059286
0
sell
1,005.81
1,009.17
1000.92
0
2009-09-08T12:00:00
-0.004744
-0.00359
-0.004366
0.006424
0.00753
0.048435
0.002115
0.002303
0.918518
0.003508
1.34528
2.192394
-1.358145
0.449868
0.384381
0.321034
1.785329
7.56432
0.722547
56.086002
-1.808013
2.38316
-1.808013
15.608704
1.899634
0
-1
1
0
0
1
0
0
0
0
0
192.5
95.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,005.82
1,007.4
999.7
1,001.05
3.512143
0
sell
1,001.05
1,004.86
995.48
0
2009-09-08T13:00:00
0.001577
-0.001196
-0.000967
0.006765
0.009309
0.050179
0.002127
0.002305
0.923105
0.003763
1.436302
1.630064
0.437334
0.580462
0.612268
0.649285
1.999142
7.386154
0.563879
59.321172
-1.264294
2.637259
-1.264294
14.948883
1.773373
-0.258819
-0.965926
1
0
0
1
0
0
0
0
0
191.5
96.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,000.98
1,004.82
998.67
1,002.63
3.772857
0
sell
1,002.63
1,006.7
996.67
0
2009-09-08T14:00:00
-0.006163
-0.009329
-0.007927
0.000231
0.002452
0.0462
0.00251
0.00237
1.059236
0.004214
1.584423
2.259908
-1.464535
0.235754
0.559619
-0.799416
0.316306
5.117755
0.27285
45.306992
-2.602824
0.902534
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11.963939
1.78923
-0.5
-0.866025
1
0
0
1
0
0
0
0
0
190.5
97.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,002.62
1,003.61
994.12
996.47
4.199286
0
no_trade
996.47
null
no_clear_edge
1
2009-09-08T15:00:00
0.000772
-0.003813
-0.007403
0.000181
0.001998
0.048698
0.002503
0.002362
1.05968
0.004507
1.684422
1.330367
0.177976
0.491657
0.660734
-0.520711
0.448493
4.903095
0.090997
46.992723
-2.260289
0.83871
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11.348165
1.813677
-0.707107
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1
0
0
1
0
0
0
0
0
189.5
98.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
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0.5
0.013987
0.010265
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-0.01855
-0.019588
0.015271
-1,160
996.44
999.45
993.47
997.24
4.495
0
no_trade
997.24
null
no_clear_edge
1
2009-09-08T16:00:00
0.001253
-0.004138
-0.005334
0.001824
0.003702
0.051605
0.002512
0.002356
1.066094
0.004761
1.768566
0.957031
0.271334
0.216647
0.46905
-0.207545
0.660015
4.849872
-0.068794
49.702933
-1.874099
1.055889
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10.992188
1.396017
-0.866025
-0.5
1
0
0
0
1
0
0
0
0
188.5
99.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
997.2
999.52
994.97
998.49
4.754286
0
no_trade
998.49
null
no_clear_edge
1
2009-09-08T17:00:00
-0.002166
-0.000141
-0.00947
-0.008027
0.001637
0.047469
0.002556
0.002363
1.08136
0.004939
1.80624
0.64828
-0.426767
0.044709
0.176804
-0.578583
0.190938
4.204621
-0.15149
45.384707
-2.249673
0.581216
-2.249673
9.789229
1.119817
-0.965926
-0.258819
1
0
0
0
1
0
0
0
0
187.5
100.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
998.43
998.65
995.46
996.33
4.920714
0
no_trade
996.33
null
no_clear_edge
1
2009-09-08T18:00:00
-0.003529
-0.004442
-0.008255
-0.012621
-0.001842
0.043035
0.002659
0.00239
1.112716
0.005175
1.864679
0.840817
-0.679272
0.085639
0.075907
-1.119457
-0.480677
3.310485
-0.313113
39.395036
-2.837759
0.075907
-2.837759
8.69234
1.183154
-1
-0
1
0
0
0
1
0
0
0
0
186.5
101.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
996.31
996.75
992.43
992.82
5.137857
0
buy
992.82
987.38
1000.83
2
2009-09-08T19:00:00
0.002002
-0.003692
-0.00783
-0.008797
0.000392
0.041857
0.002692
0.002381
1.131021
0.00478
1.707142
0.494217
0.416404
0.060988
0.016824
-0.715743
-0.096917
3.955784
-0.339351
43.914382
-2.647739
0.500526
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9.810726
0.705649
-0.965926
0.258819
1
0
0
0
1
0
0
0
0
185.5
102.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
992.83
995.1
992.75
994.81
4.755
0
buy
994.81
989.75
1002.24
2
2009-09-08T20:00:00
0.001386
-0.000141
-0.000281
-0.008208
0.001698
0.043285
0.002707
0.002382
1.136351
0.00449
1.584514
0.487384
0.295113
0.169914
0.022357
-0.409282
0.197439
4.468924
-0.348756
46.873028
-2.506228
0.840626
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10.738103
0.286474
-0.866025
0.5
1
0
0
0
1
0
0
0
0
184.5
103.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
994.87
996.95
994.77
996.19
4.472857
0
no_trade
996.19
null
no_clear_edge
1
2009-09-08T22:00:00
0.004137
0.007526
0.003084
-0.004319
0.005835
0.051287
0.002831
0.002375
1.192132
0.004619
1.610205
0.517236
-0.030298
0.452311
0.034627
0.450224
1.042376
5.167788
-0.267726
54.593066
-1.532231
1.707528
-1.532231
11.037255
0.936355
-0.5
0.866025
1
0
0
0
0
0
0
0
0
182.5
105.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,000.46
1,002.55
1,000.16
1,000.32
4.620714
0
no_trade
1,000.32
null
no_clear_edge
1
2009-09-08T23:00:00
0.002476
0.008
0.004307
-0.001027
0.007166
0.053626
0.002862
0.002382
1.201673
0.004637
1.596175
0.72043
0.531183
0
0.189247
0.88732
1.50761
5.612171
-0.108189
58.49345
-0.989247
2.230108
-0.989247
11.31828
0.879973
-0.258819
0.965926
1
0
0
0
0
0
0
0
0
181.5
106.5
1.7
3.45
1.75
0.15
25.26
9.5
-0.06
-0.18
0.05
-0.44
0.11
-0.26
-0.75
-0.03
0.5
0.013987
0.010265
-0.059097
-0.01855
-0.019588
0.015271
-1,160
1,000.33
1,002.8
999.45
1,002.8
4.65
0
no_trade
1,002.8
null
no_clear_edge
1
2009-09-09T00:00:00
-0.001797
0.004817
0.004676
-0.004794
0.003954
0.047284
0.002883
0.002361
1.221285
0.004712
1.618978
0.498258
-0.392246
0.008481
0.097531
0.446208
1.061408
5.100223
0.068671
54.813212
-1.356959
1.817053
-1.356959
10.543995
0.810368
0
1
2
1
0
0
0
0
0
0
0
180.5
107.5
1.66
3.47
1.81
0.15
25.62
9.5
-0.08
-0.22
0.09
-0.42
0.17
-0.2
-3.53
-0.03
0.5
0.003071
0.016281
-0.044388
-0.072702
-0.019588
0.015271
-1,160
1,002.85
1,002.89
1,000.54
1,001
4.716429
0
no_trade
1,001
null
no_clear_edge
1
2009-09-09T01:00:00
-0.00028
0.0004
0.007926
-0.00033
0.006094
0.046722
0.002832
0.002361
1.199378
0.004635
1.592007
0.235022
-0.058217
0.030186
0.146619
0.355929
0.979056
5.075247
0.184545
54.241509
-1.44032
1.787463
-1.44032
10.662252
0.531097
0.258819
0.965926
2
1
0
0
0
0
0
0
0
179.5
108.5
1.66
3.47
1.81
0.15
25.62
9.5
-0.08
-0.22
0.09
-0.42
0.17
-0.2
-3.53
-0.03
0.5
0.003071
0.016281
-0.044388
-0.072702
-0.019588
0.015271
-1,160
1,000.99
1,001.13
1,000.04
1,000.72
4.637857
0
sell
1,000.72
1,005.66
993.46
0
2009-09-09T02:00:00
-0.00047
-0.002546
0.005453
-0.002377
0.004389
0.045049
0.002828
0.002361
1.197504
0.004329
1.486331
0.360277
-0.127021
0.184758
0.048499
0.246719
0.903253
5.274535
0.26814
53.237749
-1.65127
1.806005
-1.65127
11.311778
0.656883
0.5
0.866025
2
1
0
0
0
0
0
0
0
178.5
109.5
1.66
3.47
1.81
0.15
25.62
9.5
-0.08
-0.22
0.09
-0.42
0.17
-0.2
-3.53
-0.03
0.5
0.003071
0.016281
-0.044388
-0.072702
-0.019588
0.015271
-1,160
1,000.8
1,001.6
1,000.04
1,000.25
4.33
0
sell
1,000.25
1,004.88
993.46
0
2009-09-09T03:00:00
-0.00101
-0.00176
0.003057
0.002776
0.003007
0.044467
0.002838
0.002364
1.200607
0.003873
1.32843
0.325581
-0.250646
0.023256
0.05168
0.013629
0.720237
5.584376
0.244861
51.051428
-2.108527
1.75969
-2.108527
12.395349
0.810622
0.707107
0.707107
2
1
0
0
0
0
0
0
0
177.5
110.5
1.66
3.47
1.81
0.15
25.62
9.5
-0.08
-0.22
0.09
-0.42
0.17
-0.2
-3.53
-0.03
0.5
0.003071
0.016281
-0.044388
-0.072702
-0.019588
0.015271
-1,160
1,000.21
1,000.3
999.04
999.24
3.87
0
sell
999.24
1,003.41
993.13
0
2009-09-09T04:00:00
0.002798
0.001318
0.001718
0.004802
0.004982
0.046147
0.002887
0.002373
1.216627
0.003635
1.250215
0.812708
0.779761
0.027456
0.005491
0.708663
1.473914
6.635828
0.215528
56.397415
-1.471661
2.638557
-1.471661
13.939596
0.886094
0.866025
0.5
2
1
0
0
0
0
0
0
0
176.5
111.5
1.66
3.47
1.81
0.15
25.62
9.5
-0.08
-0.22
0.09
-0.42
0.17
-0.2
-3.53
-0.03
0.5
0.003071
0.016281
-0.044388
-0.072702
-0.019588
0.015271
-1,160
999.2
1,002.14
999.18
1,002.04
3.642143
0
sell
1,002.04
1,005.98
996.28
0
2009-09-09T05:00:00
-0.002738
-0.00095
-0.003496
0.000811
0.002635
0.046622
0.002948
0.002367
1.245001
0.003202
1.098198
1.028355
-0.859567
0.118777
0.050011
-0.044951
0.789282
6.631297
0.171388
50.576229
-2.531815
2.147354
-2.531815
15.012726
1.060709
0.965926
0.258819
2
1
0
0
0
0
0
0
0
175.5
112.5
1.66
3.47
1.81
0.15
25.62
9.5
-0.08
-0.22
0.09
-0.42
0.17
-0.2
-3.53
-0.03
0.5
0.003071
0.016281
-0.044388
-0.072702
-0.019588
0.015271
-1,160
1,002.05
1,002.43
999.14
999.3
3.199286
0
sell
999.3
1,002.8
994.20
0
2009-09-09T06:00:00
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0
2
1
0
0
0
0
0
0
0
174.5
113.5
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0.15
25.62
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1,001.1
996.34
998.56
3.112143
0
sell
998.56
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993.59
0
2009-09-09T07:00:00
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2
0
1
0
0
0
0
0
0
173.5
114.5
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3.47
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0.15
25.62
9.5
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998.57
999.28
996.08
996.46
3.015714
0
no_trade
996.46
null
no_clear_edge
1
2009-09-09T08:00:00
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0.416529
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2
0
1
0
0
0
0
0
0
172.5
115.5
1.66
3.47
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0.15
25.62
9.5
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996.48
997.74
994.42
995.27
3.025
0
buy
995.27
991.95
1000.11
2
2009-09-09T09:00:00
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0
1
0
0
0
0
0
0
171.5
116.5
1.66
3.47
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0.15
25.62
9.5
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0.5
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995.24
995.47
992.66
993.58
2.917143
0
buy
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990.36
998.26
2
2009-09-09T10:00:00
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1.083364
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0
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0
1
0
0
0
0
0
0
170.5
117.5
1.66
3.47
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0.15
25.62
9.5
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993.6
997.81
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997.25
3.051429
0
no_trade
997.25
null
no_clear_edge
1
2009-09-09T11:00:00
0.000251
0.002238
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0
1
0
0
0
0
0
0
169.5
118.5
1.66
3.47
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0.15
25.62
9.5
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997.5
3.286429
0
no_trade
997.5
null
no_clear_edge
1
2009-09-09T12:00:00
0.000511
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0
-1
2
0
0
1
0
0
0
0
0
168.5
119.5
1.66
3.47
1.81
0.15
25.62
9.5
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0.09
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0.17
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0.5
0.003071
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997.48
1,001.02
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998.01
3.268571
0
no_trade
998.01
null
no_clear_edge
1
2009-09-09T13:00:00
0.001352
0.002114
0.002906
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1.002107
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5.881321
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2
0
0
1
0
0
0
0
0
167.5
120.5
1.66
3.47
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0.15
25.62
9.5
-0.08
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0.09
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0.17
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0.5
0.003071
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997.98
1,001.84
997.07
999.36
3.37
0
sell
999.36
1,003.03
994.01
0
2009-09-09T14:00:00
-0.001021
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0
0
1
0
0
0
0
0
166.5
121.5
1.66
3.47
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0.15
25.62
9.5
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0.09
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0.5
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999.39
1,000.87
996.01
998.34
3.549286
0
sell
998.34
1,002.19
992.72
0
2009-09-09T15:00:00
-0.002066
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2
0
0
1
0
0
0
0
0
165.5
122.5
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0.15
25.62
9.5
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998.33
998.76
995.61
996.28
3.696429
0
sell
996.28
1,000.28
990.44
0
2009-09-09T16:00:00
-0.002643
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0
0
0
1
0
0
0
0
164.5
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9.5
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993.07
993.65
3.822857
0
sell
993.65
997.77
987.62
0
2009-09-09T17:00:00
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2
0
0
0
1
0
0
0
0
163.5
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9.5
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4.109286
0
no_trade
990.03
null
no_clear_edge
1
2009-09-09T18:00:00
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2
0
0
0
1
0
0
0
0
162.5
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9.5
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0
no_trade
989.48
null
no_clear_edge
1
2009-09-09T19:00:00
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0
0
0
1
0
0
0
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161.5
126.5
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9.5
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0
no_trade
991.84
null
no_clear_edge
1
2009-09-09T20:00:00
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0
0
0
1
0
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160.5
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0
no_trade
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no_clear_edge
1
2009-09-09T22:00:00
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0
0
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158.5
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0
no_trade
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no_clear_edge
1
2009-09-09T23:00:00
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0
0
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157.5
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0
no_trade
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no_clear_edge
1
2009-09-10T00:00:00
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1
3
1
0
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156.5
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0
no_trade
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no_clear_edge
1
2009-09-10T01:00:00
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1
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0
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no_trade
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no_clear_edge
1
2009-09-10T02:00:00
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1
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154.5
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992.02
993
3.015714
0
no_trade
993
null
no_clear_edge
1
2009-09-10T03:00:00
0.001037
0.001893
0.001893
-0.004327
-0.006238
0.016309
0.001823
0.002172
0.839507
0.002678
0.843308
0.398175
0.349343
0.048833
0
-0.119376
-0.471003
4.824641
-0.338086
47.479285
-3.155353
2.621948
-5.02227
7.475181
0.624956
0.707107
0.707107
3
1
0
0
0
0
0
0
0
153.5
134.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
993.1
994.16
993.1
994.03
2.662143
0
sell
994.03
996.99
989.74
0
2009-09-10T04:00:00
0.000624
0.002446
0.001066
-0.001637
-0.004604
0.01729
0.001824
0.002172
0.8401
0.002424
0.769318
0.518519
0.244741
0.165926
0.107852
0.113419
-0.252631
5.529446
-0.277346
49.239215
-3.227259
3.152593
-5.288889
8.512
0.918805
0.866025
0.5
3
1
0
0
0
0
0
0
0
152.5
135.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
994.06
995.05
993.8
994.65
2.410714
0
sell
994.65
997.36
990.73
0
2009-09-10T05:00:00
-0.00008
0.00158
0.001459
0.000925
-0.007483
0.018704
0.00171
0.002166
0.789443
0.002216
0.714269
0.893714
-0.02722
0.834738
0.031756
0.079391
-0.300324
5.951168
-0.169873
49.011002
-3.565781
3.411536
-5.82048
9.272845
0.88717
0.965926
0.258819
3
1
0
0
0
0
0
0
0
151.5
136.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
994.63
996.47
994.5
994.57
2.204286
0
sell
994.57
997.07
990.96
0
2009-09-10T06:00:00
-0.002013
-0.00147
0.000423
0.002562
-0.006757
0.017901
0.001672
0.002172
0.7696
0.002317
0.751722
1.952174
-0.873913
0.591304
0.486957
-0.717909
-1.112003
4.785847
-0.132806
43.573744
-4.030435
2.4
-6.447826
8.017391
1.249913
1
0
3
1
0
0
0
0
0
0
0
150.5
137.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
994.58
995.94
991.45
992.57
2.3
0
sell
992.57
995.17
988.82
0
2009-09-10T07:00:00
-0.000423
-0.002517
-0.000071
0.002695
-0.00644
0.016975
0.001669
0.002172
0.768297
0.002295
0.745295
1.321832
-0.18005
0.614806
0.526976
-0.822932
-1.256328
4.603181
-0.156914
42.507262
-4.255332
2.239649
-6.696989
7.913425
1.177358
0.965926
-0.258819
3
0
1
0
0
0
0
0
0
149.5
138.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
992.56
993.96
990.95
992.15
2.277143
0
sell
992.15
994.73
988.43
0
2009-09-10T08:00:00
-0.005012
-0.007448
-0.005868
-0.004699
-0.009346
0.012897
0.001898
0.002221
0.85463
0.002348
0.762901
2.519569
-2.118336
0.060401
0.340832
-2.667586
-3.241848
2.35871
-0.420524
32.416716
-6.320493
0.340832
-8.71926
5.634515
0.908405
0.866025
-0.5
3
0
1
0
0
0
0
0
0
148.5
139.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
992.1
992.24
986.4
987.19
2.317857
0
sell
987.19
989.81
983.41
0
2009-09-10T09:00:00
-0.002322
-0.007757
-0.009227
-0.007334
-0.010474
0.010749
0.001932
0.002232
0.865884
0.002446
0.797682
1.930033
-0.942188
0.020753
0.967092
-3.181907
-3.909733
1.30559
-0.751449
28.994513
-7.03113
0.967092
-9.338867
4.366439
1.422074
0.707107
-0.707107
3
0
1
0
0
0
0
0
0
147.5
140.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
987.17
987.22
982.57
984.9
2.409286
0
buy
984.9
982.19
988.81
2
2009-09-10T10:00:00
0.004023
-0.003311
-0.005828
-0.004762
-0.004752
0.013674
0.002114
0.002259
0.936081
0.002662
0.871467
2.249118
1.515875
0.015197
0.718046
-1.27049
-1.989235
2.676427
-0.82856
40.68519
-4.927544
2.393487
-7.039891
5.17829
1.476461
0.5
-0.866025
3
0
1
0
0
0
0
0
0
146.5
141.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
984.88
988.91
982.99
988.87
2.632143
0
no_trade
988.87
null
no_clear_edge
1
2009-09-10T11:00:00
0.000738
0.002438
-0.00501
-0.003551
-0.007701
0.013244
0.001959
0.002257
0.867687
0.003196
1.041025
2.693767
0.218157
0.885276
1.590334
-0.747788
-1.368777
2.433679
-0.713292
42.558002
-3.869919
2.222674
-5.627823
4.157633
1.752254
0.258819
-0.965926
3
0
1
0
0
0
0
0
0
145.5
142.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
988.91
992.4
983.88
989.6
3.162857
0
buy
989.6
986.14
994.64
2
2009-09-10T12:00:00
0.000788
0.005549
-0.002209
-0.001786
-0.007163
0.011721
0.001968
0.002249
0.875242
0.00342
1.108591
1.384648
0.236187
0.490089
0.658372
-0.423419
-1.006766
2.477907
-0.652394
44.571811
-3.383383
2.305778
-5.024884
3.911852
1.744908
0
-1
3
0
0
1
0
0
0
0
0
144.5
143.5
1.66
3.48
1.82
0.15
24.32
9.5
-0.05
-0.17
0.19
-0.32
0.24
-0.15
-4.58
-0.02
0.5
0.001737
0.013133
-0.055178
-0.095367
-0.019588
0.015271
-1,160
989.58
992.04
987.35
990.38
3.387143
0
buy
990.38
986.69
995.76
2
End of preview. Expand in Data Studio

XAUUSD Cleaned H1 Training Dataset (2009-2026)

Gold (XAUUSD) hourly bars with scale-free features, a verified US news calendar, lagged macro data and buy / sell / no-trade labels, ready for walk-forward model training. All timestamps are real UTC. Everything is real recorded market or official data; nothing is simulated.

Generated 2026-09-24T13:25:03+00:00. Total size 183 MB.

Files

File Rows Content
data/training/xauusd_H1_train.parquet 98,634 Main training table: 60 features + target, 2009-09-04 to 2026-09-24
data/training/xauusd_H1_labeled.parquet 100,000 Full H1 table before feature engineering: MT5 OHLC, spread, news flags, FRED values, labels
data/training/feature_list.json - Feature names, target classes, build stats
data/training/xauusd_H1_walk_forward.json - Walk-forward folds (test 2018...2025) and the 2026 final holdout
data/events/high_impact_events.parquet (+ .csv) 637 CPI, NFP, FOMC 2009-2027 in UTC
data/bars_reference/xauusd_M1.parquet 5,942,606 UTC reference M1 bars (HistData + Pcitycrypto)
data/bars_reference/xauusd_M5.parquet 1,196,624 UTC reference M5 bars (HistData + Pcitycrypto)
data/bars_reference/xauusd_M15.parquet 399,965 UTC reference M15 bars (HistData + Pcitycrypto)
data/bars_reference/xauusd_M30.parquet 200,527 UTC reference M30 bars (HistData + Pcitycrypto)
data/bars_reference/xauusd_H1.parquet 100,861 UTC reference H1 bars (HistData + Pcitycrypto)
data/bars_reference/xauusd_H4.parquet 26,007 UTC reference H4 bars (HistData + Pcitycrypto)
data/bars_reference/xauusd_D1.parquet 4,355 UTC reference D1 bars (HistData + Pcitycrypto)
reports/ - Data quality report for the reference bars
manifest.json - Row counts, date ranges and SHA-256 of every file

data/bars_reference/ is the UTC reference series built from two public Hugging Face datasets (HistData M1 and a broker M1 feed). It was used to verify the MT5 timestamps; the model trains on MT5 data.

Quick start

from datasets import load_dataset

train = load_dataset("<your-user>/<this-repo>", "h1_training", split="train").to_pandas()

or with pandas after downloading: pd.read_parquet("data/training/xauusd_H1_train.parquet").

Main training table

  • Column time_utc: H1 bar open time, UTC (first column; D1 bars use session_date).
  • Target target: 0 = sell, 1 = no trade, 2 = buy. Share: sell 28.9%, no trade 42.6%, buy 28.5%.
  • Features (60): ret_1h, ret_3h, ret_6h, ret_12h, ret_24h, ret_120h, vol_24h, vol_120h, vol_ratio, atr_pct, atr_ratio_120, range_atr, body_atr, upper_wick_atr, lower_wick_atr, dist_ema20_atr, dist_ema50_atr, dist_ema200_atr, ema20_slope_atr, rsi_14, dist_high24_atr, dist_low24_atr, dist_high120_atr, dist_low120_atr, tick_volume_ratio, hour_sin, hour_cos, day_of_week, session_asia, session_london, session_london_ny_overlap, session_ny_late, news_any_window, news_cpi_window, news_nfp_window, news_fomc_window, hours_to_next_news, hours_since_prev_news, macro_DFII10, macro_DGS10, macro_T10YIE, macro_DFF, macro_VIXCLS, macro_UNRATE, macro_DFII10_chg7d, macro_DFII10_chg30d, macro_DGS10_chg7d, macro_DGS10_chg30d, macro_T10YIE_chg7d, macro_T10YIE_chg30d, macro_VIXCLS_chg7d, macro_DFF_chg90d, macro_UNRATE_chg90d, macro_DTWEXBGS_pct7d, macro_DTWEXBGS_pct30d, macro_DCOILBRENTEU_pct7d, macro_DCOILBRENTEU_pct30d, macro_CPIAUCSL_yoy, macro_CPILFESL_yoy, macro_PAYEMS_chg90d
  • Backtest-only columns (never use as features): open, high, low, close, atr_14, spread, label, planned_entry_price, planned_stop_price, planned_target_price.

Label rule

Entry at the H1 close. Buy if price reaches +1.5 x ATR14 + $0.30 before -1.0 x ATR14 - $0.30 within 8 bars; sell is the mirror; otherwise no trade. When stop and target are both touched in one bar, the stop counts first. $0.30 covers spread and slippage (the MT5 bar spread is the minimum of the hour and too optimistic).

No-lookahead rules

  • Every price feature uses only past bars (returns, EMA/ATR distances, RSI, rolling highs/lows).
  • FRED values are joined only after publication: daily series +1 day, dollar index and Brent +7 days, monthly series +45 days.
  • News windows (1 h before to 3 h after) come from official schedules published in advance.
  • Walk-forward folds end 8 bars before each test year so no label window crosses into the test data.

Sources and processing

Data Source Processing
XAUUSD H1 MetaTrader 5 broker history (100,000 bars) Broker server time is Eastern European time (UTC+2/+3, EU DST); converted to UTC and verified 0 h offset against the reference bars
Reference M1 fokan/xauusd-2009-2026 (HistData), Pcitycrypto/xauusd Clock offsets verified on FOMC 14:00 NY price spikes; duplicates removed; merged; resampled to M5-D1 aligned to the 18:00 NY session open
Macro FRED: DFII10, DGS10, T10YIE, DFF, VIXCLS, UNRATE, DTWEXBGS, DCOILBRENTEU, CPIAUCSL, CPILFESL, PAYEMS Publication lags as above; changes instead of trending levels
CPI, NFP dates BLS release archives 89% show a gold spike at exactly 08:30 NY
FOMC dates Federal Reserve 94% show a spike at the statement minute; 2026-10 onward are scheduled, not yet held

Known limitations

  • PCE releases and Fed speeches are not in the calendar.
  • MT5 spread is the minimum spread per hour; real costs are higher.
  • One broker's price feed; other brokers differ by a few cents.
  • atr_14 is a simple 14-bar average of the true range.
  • Gold's 2018-2025 uptrend means "always buy" was profitable (+0.022 R per trade after costs); compare models against that baseline.

Expected model performance

On 2018-2025, always-buy wins 45.0% of trades and always-no-trade scores 42.0% 3-class accuracy. A realistic good model reaches 47-52% win rate on the trades it takes. Accuracy above about 60% usually means lookahead.

License

See LICENSE.md. Mixed sources: check each provider's terms before public or commercial use. Not financial advice.


πŸ“Œ Citation / Attribution Requirements

If you use this dataset, models trained on it, or any derivatives/code derived from it in your research, articles, open-source projects, or commercial applications, you must properly cite it.

BibTeX citation:

@dataset{kao_vichet_xauusd_2026,
  author       = {Kao Vichet},
  title        = {XAUUSD Cleaned H1 Training Dataset (2009-2026)},
  year         = {2026},
  publisher    = {Hugging Face},
  url          = {https://huggingface.co/datasets/vichetkao/xauusd_dataset_2026}
}
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