Datasets:
jpearce610
/
engineered_bid_data

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auction_id
int64
item_id
int64
bid_time
timestamp[us, tz=UTC]
bid_amount
float64
bid_is_proxy
bool
bid_id
int64
bid_count
int64
time_since_first_bid_seconds
float64
time_since_last_bid_seconds
float64
elapsed_time_fraction
float64
time_since_first_bid_minutes
float64
time_since_first_bid_hours
float64
time_since_last_bid_minutes
float64
number_of_bids_so_far
int64
is_first_bid
int64
rolling_bid_count_1min
int64
rolling_bid_count_5min
int64
bid_velocity_5min
float64
bid_acceleration
float64
time_weighted_bid_velocity
float64
bid_increment
float64
bid_increment_pct
float64
is_unusual_increment
int64
increment_deviation_ratio
float64
proxy_bid_flag
int64
bid_amount_percentile_so_far
float64
bid_amount_relative_to_mean
float64
bid_amount_relative_to_median
float64
bid_amount_relative_to_max
float64
cumulative_bid_increment_sum
float64
rolling_avg_increment_5
float64
bid_number
int64
bid_number_normalized
float64
current_to_starting_bid_ratio
float64
current_to_highest_ratio
float64
is_new_high
int64
bid_momentum
float64
bid_cluster_size_so_far
int64
is_in_bid_cluster
int64
time_since_cluster_start_seconds
float64
409
31,303
2015-03-09T00:46:16Z
31
true
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409
31,303
2015-03-09T01:47:37Z
45
false
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409
31,303
2015-03-09T01:47:37Z
40
true
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409
31,303
2015-03-11T15:48:42Z
51
false
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409
31,303
2015-03-11T15:48:42Z
50
true
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0
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409
31,303
2015-03-11T15:52:03Z
56
false
20
24
582,895
201
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409
31,303
2015-03-11T15:57:43Z
61
true
22
24
583,235
340
1
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5.666667
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409
31,303
2015-03-11T15:57:44Z
61
false
21
24
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1
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409
31,303
2015-03-11T15:58:13Z
66
false
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24
583,265
29
1
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409
31,303
2015-03-11T15:58:57Z
71
false
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44
1
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409
31,304
2015-03-05T07:16:12Z
1
false
1
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409
31,304
2015-03-11T00:52:44Z
2
false
2
19
495,392
495,392
1
8,256.533333
137.608889
8,256.533333
2
0
1
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1
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1
2
1
2
1
1
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409
31,304
2015-03-11T15:56:27Z
3
false
3
19
549,615
54,223
1
9,160.25
152.670833
903.716667
3
0
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409
31,304
2015-03-11T15:57:07Z
5
true
5
19
549,655
40
1
9,160.916667
152.681944
0.666667
4
0
2
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409
31,304
2015-03-11T15:57:08Z
5
false
4
19
549,656
1
1
9,160.933333
152.682222
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409
31,304
2015-03-11T15:59:30Z
6
false
6
19
549,798
142
1
9,163.3
152.721667
2.366667
6
0
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6
1
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1
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409
31,304
2015-03-11T15:59:51Z
7
false
7
19
549,819
21
1
9,163.65
152.7275
0.35
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0
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7
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409
31,304
2015-03-11T16:00:09Z
9
true
9
19
549,837
18
1
9,163.95
152.7325
0.3
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409
31,304
2015-03-11T16:00:10Z
9
false
8
19
549,838
1
1
9,163.966667
152.732778
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0
4
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4
1
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0.8
9
1
9
1
1
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4
1
40
409
31,304
2015-03-11T16:01:09Z
10
false
10
19
549,897
59
1
9,164.95
152.749167
0.983333
10
0
3
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1.6
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4.311907
1
11.111111
0
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4.3
4.5
1
10
1
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1
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1
1
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1
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409
31,304
2015-03-11T16:01:31Z
12
false
12
19
549,919
22
1
9,165.316667
152.755278
0.366667
11
0
2
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1.6
1.4
4.797349
2
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0
100
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6
1
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1.2
11
1
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1
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22
409
31,304
2015-03-11T16:01:31Z
11
true
11
19
549,919
0
1
9,165.316667
152.755278
0
12
0
3
9
1.8
1.6
5.797349
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1
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0
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4.333333
4.5
0.916667
11
0.8
12
1
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0.916667
0
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3
1
22
409
31,304
2015-03-11T16:02:40Z
14
true
14
19
549,988
69
1
9,166.466667
152.774444
1.15
13
0
1
8
1.6
1
4.891681
3
27.272727
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7
1
14
1
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1
14
1
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409
31,304
2015-03-11T16:02:40Z
13
false
13
19
549,988
0
1
9,166.466667
152.774444
0
14
0
2
9
1.8
1.2
5.891681
-1
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14
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409
31,304
2015-03-11T16:03:02Z
15
true
16
19
550,010
22
1
9,166.833333
152.780556
0.366667
15
0
3
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2
1.4
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1
15
1
15
1
15
1
1
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3
1
22
409
31,304
2015-03-11T16:03:03Z
15
false
15
19
550,011
1
1
9,166.85
152.780833
0.016667
16
0
4
11
2.2
1.6
7.152959
0
0
1
0
0
100
6.4375
6
1
15
0.6
16
1
15
1
1
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4
1
23
409
31,304
2015-03-11T16:04:14Z
16
false
17
19
550,082
71
1
9,168.033333
152.800556
1.183333
17
0
1
12
2.4
1.8
5.746531
1
6.666667
1
0.333333
0
100
7
7
1
16
1
17
1
16
1
1
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1
0
0
409
31,304
2015-03-11T16:04:31Z
18
false
19
19
550,099
17
1
9,168.316667
152.805278
0.283333
18
0
2
12
2.4
1.6
6.209065
2
12.5
1
0.666667
0
100
8.5
8.5
1
18
0.8
18
1
18
1
1
0.058824
2
1
17
409
31,304
2015-03-11T16:04:31Z
17
true
18
19
550,099
0
1
9,168.316667
152.805278
0
19
0
3
13
2.6
1.8
7.209065
-1
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1
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0
94.736842
7.105263
7
0.944444
17
0.8
19
1
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0.944444
0
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3
1
17
409
31,305
2015-03-05T07:16:03Z
1
false
1
9
0
0
0
0
0
0
1
1
1
1
0.2
0.2
1
1
null
0
null
0
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0
0
1
1
1
1
1
1
1
1
0
1
0
0
409
31,305
2015-03-09T13:34:19Z
2
false
2
9
368,296
368,296
1
6,138.266667
102.304444
6,138.266667
2
0
1
1
0.2
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1
1
100
0
1
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1
2
1
2
1
2
1
1
0
1
0
0
409
31,305
2015-03-09T17:44:32Z
4
true
4
9
383,309
15,013
1
6,388.483333
106.474722
250.216667
3
0
1
1
0.2
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1
2
100
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100
1.666667
2
1
4
1.333333
3
1
4
1
1
0
1
0
0
409
31,305
2015-03-09T17:44:32Z
3
false
3
9
383,309
0
1
6,388.483333
106.474722
0
4
0
2
2
0.4
0.4
2
-1
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1
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0
75
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0.75
3
0.75
4
1
3
0.75
0
-0.333333
2
1
0
409
31,305
2015-03-09T17:45:16Z
11
true
6
9
383,353
44
1
6,389.216667
106.486944
0.733333
5
0
3
3
0.6
0.6
2.551145
8
266.666667
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0
100
6.8
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1
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2.2
5
1
11
1
1
0.166667
1
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0
409
31,305
2015-03-09T17:45:16Z
10
false
5
9
383,353
0
1
6,389.216667
106.486944
0
6
0
4
4
0.8
0.8
3.551145
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1
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4.833333
6.5
0.909091
10
1.8
6
1
10
0.909091
0
0.555556
2
1
0
409
31,305
2015-03-09T17:46:23Z
12
false
7
9
383,420
67
1
6,390.333333
106.505556
1.116667
7
0
1
5
1
1
3.411533
2
20
1
0.666667
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5.857143
8
1
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2
7
1
12
1
1
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1
0
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409
31,305
2015-03-11T15:57:09Z
16
false
9
9
549,666
166,246
1
9,161.1
152.685
2,770.766667
8
0
1
1
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1
4
33.333333
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8.625
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1
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2.4
8
1
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1
1
0.066667
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409
31,305
2015-03-11T15:57:09Z
15
true
8
9
549,666
0
1
9,161.1
152.685
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9
0
2
2
0.4
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0.9375
15
2.4
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409
31,306
2015-03-04T22:24:50Z
1
false
1
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409
31,306
2015-03-08T14:09:53Z
2
false
2
43
315,903
315,903
1
5,265.05
87.750833
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2
0
1
1
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1
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409
31,306
2015-03-08T15:11:37Z
3
false
3
43
319,607
3,704
1
5,326.783333
88.779722
61.733333
3
0
1
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1
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1
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409
31,306
2015-03-10T20:26:19Z
6
true
5
43
511,289
191,682
1
8,521.483333
142.024722
3,194.7
4
0
1
1
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1
3
100
0
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0
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3
3.5
1
6
1.5
4
1
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1
1
0.066667
1
0
0
409
31,306
2015-03-10T20:26:19Z
5
false
4
43
511,289
0
1
8,521.483333
142.024722
0
5
0
2
2
0.4
0.4
2
-1
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1
-1
0
80
1.6
2
0.833333
5
1
5
1
5
0.833333
0
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2
1
0
409
31,306
2015-03-10T20:29:04Z
8
false
7
43
511,454
165
1
8,524.233333
142.070556
2.75
6
0
1
3
0.6
0.6
1.771105
3
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3.833333
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1
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1.4
6
1
8
1
1
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1
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409
31,306
2015-03-10T20:29:04Z
7
true
6
43
511,454
0
1
8,524.233333
142.070556
0
7
0
2
4
0.8
0.8
2.771105
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1
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2.428571
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0.875
7
1
7
1
7
0.875
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409
31,306
2015-03-10T22:45:01Z
11
false
9
43
519,611
8,157
1
8,660.183333
144.336389
135.95
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0
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57.142857
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5.625
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1.6
8
1
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1
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0
0
409
31,306
2015-03-10T22:45:01Z
10
true
8
43
519,611
0
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8,660.183333
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0.909091
10
0.8
9
1
10
0.909091
0
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1
0
409
31,306
2015-03-11T15:11:49Z
13
true
11
43
578,819
59,208
1
9,646.983333
160.783056
986.8
10
0
1
1
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100
6.4
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1
13
1.6
10
1
13
1
1
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1
0
0
409
31,306
2015-03-11T15:11:49Z
12
false
10
43
578,819
0
1
9,646.983333
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90.909091
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0.923077
12
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11
1
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0.923077
0
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1
0
409
31,306
2015-03-11T15:11:59Z
15
true
13
43
578,829
10
1
9,647.15
160.785833
0.166667
12
0
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3
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100
7.25
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1
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1.6
12
1
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1
1
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3
1
10
409
31,306
2015-03-11T15:11:59Z
14
false
12
43
578,829
0
1
9,647.15
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0.8
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0.933333
14
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13
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0.933333
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1
10
409
31,306
2015-03-11T15:12:09Z
17
true
15
43
578,839
10
1
9,647.316667
160.788611
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14
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100
8.142857
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1
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1.4
14
1
17
1
1
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5
1
20
409
31,306
2015-03-11T15:12:09Z
16
false
14
43
578,839
0
1
9,647.316667
160.788611
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0
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93.333333
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0.941176
16
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1
16
0.941176
0
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6
1
20
409
31,306
2015-03-11T15:12:18Z
21
true
17
43
578,848
9
1
9,647.466667
160.791111
0.15
16
0
7
7
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10.9375
10.5
1
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1.8
16
1
21
1
1
0.066667
7
1
29
409
31,306
2015-03-11T15:12:18Z
20
false
16
43
578,848
0
1
9,647.466667
160.791111
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0
8
8
1.6
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7.382339
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94.117647
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0.952381
20
1
17
1
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0.952381
0
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8
1
29
409
31,306
2015-03-11T15:12:54Z
26
true
19
43
578,884
36
1
9,648.066667
160.801111
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0
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1.8
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6
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100
14.5
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1
26
2.4
18
1
26
1
1
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1
0
0
409
31,306
2015-03-11T15:12:54Z
25
false
18
43
578,884
0
1
9,648.066667
160.801111
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0
8
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2
2
7.996322
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25
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19
1
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0.961538
0
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2
1
0
409
31,306
2015-03-11T15:13:04Z
31
true
21
43
578,894
10
1
9,648.233333
160.803889
0.166667
20
0
7
11
2.2
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6
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0
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100
17.85
18.5
1
31
3
20
1
31
1
1
0.111111
3
1
10
409
31,306
2015-03-11T15:13:04Z
30
false
20
43
578,894
0
1
9,648.233333
160.803889
0
21
0
8
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2.4
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0.967742
30
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21
1
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0.967742
0
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4
1
10
409
31,306
2015-03-11T15:13:13Z
36
true
23
43
578,903
9
1
9,648.383333
160.806389
0.15
22
0
7
13
2.6
2.6
10.063866
6
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0
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100
21.045455
22.5
1
36
3.2
22
1
36
1
1
0.047619
5
1
19
409
31,306
2015-03-11T15:13:13Z
35
false
22
43
578,903
0
1
9,648.383333
160.806389
0
23
0
8
14
2.8
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11.063866
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1
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95.652174
19.173913
21
0.972222
35
1.8
23
1
35
0.972222
0
0.127451
6
1
19
409
31,306
2015-03-11T15:13:37Z
46
true
25
43
578,927
24
1
9,648.783333
160.813056
0.4
24
0
7
15
3
3
10.631655
11
31.428571
1
3.666667
0
100
28.916667
31.5
1
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4.2
24
1
46
1
1
0.777778
7
1
43
409
31,306
2015-03-11T15:13:37Z
41
false
24
43
578,927
0
1
9,648.783333
160.813056
0
25
0
8
16
3.2
3.2
11.631655
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1
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0
96
22.96
26
0.891304
41
2
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1
41
0.891304
0
0.25
8
1
43
409
31,306
2015-03-11T15:14:20Z
56
true
27
43
578,970
43
1
9,649.5
160.825
0.716667
26
0
3
17
3.4
3.4
10.073449
15
36.585366
0
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100
36.5
40.5
1
56
5.2
26
1
56
1
1
0.575758
1
0
0
409
31,306
2015-03-11T15:14:20Z
51
false
26
43
578,970
0
1
9,649.5
160.825
0
27
0
4
18
3.6
3.6
11.073449
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1
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0
96.296296
30.333333
35
0.910714
51
3
27
1
51
0.910714
0
0.8
2
1
0
409
31,306
2015-03-11T15:16:15Z
66
true
29
43
579,085
115
1
9,651.416667
160.856944
1.916667
28
0
1
19
3.8
3.8
6.698963
15
29.411765
0
3
0
100
43.714286
49.5
1
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6.2
28
1
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1
1
0.435897
1
0
0
409
31,306
2015-03-11T15:16:15Z
61
false
28
43
579,085
0
1
9,651.416667
160.856944
0
29
0
2
20
4
4
7.698963
-5
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1
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0
96.551724
37.37931
44
0.924242
61
3
29
1
61
0.924242
0
0.611111
2
1
0
409
31,306
2015-03-11T15:16:27Z
76
true
31
43
579,097
12
1
9,651.616667
160.860278
0.2
30
0
3
21
4.2
4.2
8.183387
15
24.590164
0
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0
100
50.633333
57.5
1
76
7
30
1
76
1
1
0.333333
3
1
12
409
31,306
2015-03-11T15:16:27Z
71
false
30
43
579,097
0
1
9,651.616667
160.860278
0
31
0
4
22
4.4
4.4
9.183387
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1
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0
96.774194
44.16129
51
0.934211
71
3
31
1
71
0.934211
0
0.47619
4
1
12
409
31,306
2015-03-11T15:16:58Z
85
true
33
43
579,128
31
1
9,652.133333
160.868889
0.516667
32
0
5
21
4.2
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8.6778
14
19.71831
0
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0
100
56.34375
64.5
1
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6.8
32
1
85
1
1
0.142857
1
0
0
409
31,306
2015-03-11T15:16:58Z
81
false
32
43
579,128
0
1
9,652.133333
160.868889
0
33
0
6
22
4.4
4
9.6778
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1
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0
96.969697
50.757576
60
0.952941
81
3
33
1
81
0.952941
0
0.375
2
1
0
409
31,306
2015-03-11T15:17:16Z
90
false
34
43
579,146
18
1
9,652.433333
160.873889
0.3
34
0
5
19
3.8
2.6
9.722122
9
11.111111
0
1.8
0
100
58
67
1
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5.8
34
1
90
1
1
-0.363296
3
1
18
409
31,306
2015-03-11T15:34:01Z
95
false
35
43
580,151
1,005
1
9,669.183333
161.153056
16.75
35
0
1
1
0.2
0.2
1.029284
5
5.555556
0
1
0
100
61.2
70
1
95
3.8
35
1
95
1
1
0.737589
1
0
0
409
31,306
2015-03-11T15:49:17Z
105
true
37
43
581,067
916
1
9,684.45
161.4075
15.266667
36
0
1
1
0.2
0.2
1.005184
10
10.526316
0
2
0
100
69.222222
79.5
1
105
6.8
36
1
105
1
1
0.730769
1
0
0
409
31,306
2015-03-11T15:49:17Z
100
false
36
43
581,067
0
1
9,684.45
161.4075
0
37
0
2
2
0.4
0.4
2.005184
-5
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1
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0
97.297297
62.486486
74
0.952381
100
3
37
1
100
0.952381
0
-0.377104
2
1
0
409
31,306
2015-03-11T15:52:57Z
125
true
39
43
581,287
220
1
9,688.116667
161.468611
3.666667
38
0
1
3
0.6
0.6
1.562686
25
25
0
2.5
0
100
85.184211
97
1
125
8.8
38
1
125
1
1
1.043011
1
0
0
409
31,306
2015-03-11T15:52:57Z
115
false
38
43
581,287
0
1
9,688.116667
161.468611
0
39
0
2
4
0.8
0.8
2.562686
-10
-8
1
-1
0
97.435897
73.25641
85
0.92
115
5
39
1
115
0.92
0
0.710526
2
1
0
409
31,306
2015-03-11T15:53:46Z
145
true
41
43
581,336
49
1
9,688.933333
161.482222
0.816667
40
0
3
5
1
1
2.930967
30
26.086957
0
3
0
100
100.675
114.5
1
145
10
40
1
145
1
1
0.851852
1
0
0
409
31,306
2015-03-11T15:53:46Z
135
false
40
43
581,336
0
1
9,688.933333
161.482222
0
41
0
4
6
1.2
1.2
3.930967
-10
-6.896552
1
-1
0
97.560976
88.463415
104
0.931034
135
6
41
1
135
0.931034
0
1.039801
2
1
0
409
31,306
2015-03-11T15:55:28Z
165
true
43
43
581,438
102
1
9,690.633333
161.510556
1.7
42
0
1
5
1
0.6
3.18084
30
22.222222
0
3
0
100
115.642857
132
1
165
13
42
1
165
1
1
0.707317
1
0
0
409
31,306
2015-03-11T15:55:28Z
155
false
42
43
581,438
0
1
9,690.633333
161.510556
0
43
0
2
6
1.2
0.8
4.18084
-10
-6.060606
1
-1
0
97.674419
103.186047
120
0.939394
155
6
43
1
155
0.939394
0
0.861472
2
1
0
409
31,307
2015-03-05T13:10:33Z
1
false
1
30
0
0
0
0
0
0
1
1
1
1
0.2
0.2
1
1
null
0
null
0
100
0
0
1
1
1
1
1
1
1
1
0
1
0
0
409
31,307
2015-03-05T14:25:58Z
2
false
2
30
4,525
4,525
1
75.416667
1.256944
75.416667
2
0
1
1
0.2
0.2
1
1
100
0
1
0
100
0.5
0.5
1
2
1
2
1
2
1
1
0
1
0
0
409
31,307
2015-03-06T04:13:28Z
3
false
3
30
54,175
49,650
1
902.916667
15.048611
827.5
3
0
1
1
0.2
0.2
1
1
50
0
1
0
100
1
1
1
3
1
3
1
3
1
1
0
1
0
0
409
31,307
2015-03-06T23:49:52Z
5
true
5
30
124,759
70,584
1
2,079.316667
34.655278
1,176.4
4
0
1
1
0.2
0.2
1
2
66.666667
0
2
0
100
2.25
2.5
1
5
1.25
4
1
5
1
1
0
1
0
0
409
31,307
2015-03-06T23:49:52Z
4
false
4
30
124,759
0
1
2,079.316667
34.655278
0
5
0
2
2
0.4
0.4
2
-1
-20
1
-1
0
80
1
1
0.8
4
0.8
5
1
4
0.8
0
-0.444444
2
1
0
409
31,307
2015-03-06T23:50:35Z
6
false
6
30
124,802
43
1
2,080.033333
34.667222
0.716667
6
0
3
3
0.6
0.6
2.56013
2
50
0
2
0
100
2.5
2.5
1
6
1
6
1
6
1
1
-0.6
1
0
0
409
31,307
2015-03-07T04:24:19Z
11
true
8
30
141,226
16,424
1
2,353.766667
39.229444
273.733333
7
0
1
1
0.2
0.2
1
5
83.333333
1
5
0
100
6.428571
7
1
11
1.8
7
1
11
1
1
0.633333
1
0
0
409
31,307
2015-03-07T04:24:19Z
10
false
7
30
141,226
0
1
2,353.766667
39.229444
0
8
0
2
2
0.4
0.4
2
-1
-9.090909
1
-0.333333
0
87.5
4.75
5.5
0.909091
10
1.4
8
1
10
0.909091
0
0.185185
2
1
0
409
31,307
2015-03-07T04:24:40Z
14
true
10
30
141,247
21
1
2,354.116667
39.235278
0.35
9
0
3
3
0.6
0.6
2.771535
4
40
0
1.333333
0
100
7.777778
9
1
14
1.8
9
1
14
1
1
-0.307692
3
1
21
409
31,307
2015-03-07T04:24:40Z
13
false
9
30
141,247
0
1
2,354.116667
39.235278
0
10
0
4
4
0.8
0.8
3.771535
-1
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1
-0.333333
0
90
6.1
7.5
0.928571
13
1.8
10
1
13
0.928571
0
-0.166667
4
1
21
409
31,307
2015-03-08T14:58:25Z
16
true
12
30
265,672
124,425
1
4,427.866667
73.797778
2,073.75
11
0
1
1
0.2
0.2
1
3
23.076923
0
1
0
100
8.272727
10
1
16
2
11
1
16
1
1
-0.511111
1
0
0
409
31,307
2015-03-08T14:58:25Z
15
false
11
30
265,672
0
1
4,427.866667
73.797778
0
12
0
2
2
0.4
0.4
2
-1
-6.25
1
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0
91.666667
6.666667
7
0.9375
15
0.8
12
1
15
0.9375
0
-0.428571
2
1
0
409
31,307
2015-03-08T14:58:48Z
19
false
14
30
265,695
23
1
4,428.25
73.804167
0.383333
13
0
3
3
0.6
0.6
2.751187
4
26.666667
0
1.333333
0
100
9.846154
9
1
19
1.8
13
1
19
1
1
-0.277778
3
1
23
409
31,307
2015-03-08T14:58:48Z
18
true
13
30
265,695
0
1
4,428.25
73.804167
0
14
0
4
4
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2015-03-08T19:42:36Z
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2015-03-08T19:42:36Z
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2015-03-10T01:16:02Z
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2015-03-10T01:16:02Z
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2015-03-10T01:16:14Z
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