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
450
36,326
2015-03-25T16:51:05Z
35
true
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450
36,326
2015-03-26T15:07:15Z
45
true
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26
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80,170
1
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450
36,326
2015-03-26T15:07:15Z
41
false
19
26
471,643
0
1
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36,326
2015-03-26T15:07:57Z
50
false
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471,685
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1
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450
36,326
2015-03-26T15:10:00Z
55
false
22
26
471,808
123
1
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450
36,326
2015-03-26T16:19:44Z
60
true
24
26
475,992
4,184
1
7,933.2
132.22
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23
0
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1
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1
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1
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450
36,326
2015-03-26T16:19:45Z
60
false
23
26
475,993
1
1
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450
36,326
2015-03-26T16:19:56Z
65
false
25
26
476,004
11
1
7,933.4
132.223333
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450
36,326
2015-03-26T16:20:43Z
70
false
26
26
476,051
47
1
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26
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43.038462
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1
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4
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1
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1
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450
36,327
2015-03-24T14:30:36Z
1
false
1
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450
36,327
2015-03-25T16:28:54Z
2
false
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93,498
93,498
1
1,558.3
25.971667
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0
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450
36,327
2015-03-25T21:36:57Z
4
true
4
19
111,981
18,483
1
1,866.35
31.105833
308.05
3
0
1
1
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1
4
1
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450
36,327
2015-03-25T21:36:57Z
3
false
3
19
111,981
0
1
1,866.35
31.105833
0
4
0
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2
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450
36,327
2015-03-25T22:18:12Z
7
true
6
19
114,456
2,475
1
1,907.6
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5
0
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450
36,327
2015-03-25T22:18:12Z
6
false
5
19
114,456
0
1
1,907.6
31.793333
0
6
0
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450
36,327
2015-03-25T22:18:27Z
11
true
8
19
114,471
15
1
1,907.85
31.7975
0.25
7
0
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1
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3
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15
450
36,327
2015-03-25T22:18:27Z
10
false
7
19
114,471
0
1
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450
36,327
2015-03-26T14:18:37Z
13
false
10
19
172,081
57,610
1
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450
36,327
2015-03-26T14:18:37Z
12
true
9
19
172,081
0
1
2,868.016667
47.800278
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12
1
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2
1
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450
36,327
2015-03-26T14:45:36Z
14
false
11
19
173,700
1,619
1
2,895
48.25
26.983333
11
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450
36,327
2015-03-26T15:19:45Z
26
false
13
19
175,749
2,049
1
2,929.15
48.819167
34.15
12
0
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1
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1
26
3
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26
1
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1
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450
36,327
2015-03-26T15:19:45Z
25
true
12
19
175,749
0
1
2,929.15
48.819167
0
13
0
2
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1
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0
92.307692
14.692308
15
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25
3
13
1
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0.961538
0
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2
1
0
450
36,327
2015-03-26T16:11:45Z
28
true
15
19
178,869
3,120
1
2,981.15
49.685833
52
14
0
1
1
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1
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1
28
3
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1
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1
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1
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0
450
36,327
2015-03-26T16:11:45Z
27
false
14
19
178,869
0
1
2,981.15
49.685833
0
15
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450
36,327
2015-03-26T16:15:07Z
30
true
17
19
179,071
202
1
2,984.516667
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3.366667
16
0
1
3
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18.5
1
30
3.2
16
1
30
1
1
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1
0
0
450
36,327
2015-03-26T16:15:07Z
29
false
16
19
179,071
0
1
2,984.516667
49.741944
0
17
0
2
4
0.8
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17
0.966667
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0.6
17
1
29
0.966667
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1
0
450
36,327
2015-03-26T16:22:46Z
32
true
19
19
179,530
459
1
2,992.166667
49.869444
7.65
18
0
1
1
0.2
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1.18506
3
10.344828
0
1
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100
16.444444
19.5
1
32
1.4
18
1
32
1
1
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1
0
0
450
36,327
2015-03-26T16:22:46Z
31
false
18
19
179,530
0
1
2,992.166667
49.869444
0
19
0
2
2
0.4
0
2.18506
-1
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1
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14.631579
18
0.96875
31
0.6
19
1
31
0.96875
0
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2
1
0
450
36,328
2015-03-21T04:19:46Z
1
false
1
21
0
0
0
0
0
0
1
1
1
1
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1
1
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1
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1
1
1
1
1
0
1
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450
36,328
2015-03-22T17:54:54Z
3
true
3
21
135,308
135,308
1
2,255.133333
37.585556
2,255.133333
2
0
1
1
0.2
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1
2
200
0
2
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100
1
1
1
3
1.5
2
1
3
1
1
0
1
0
0
450
36,328
2015-03-22T17:54:54Z
2
false
2
21
135,308
0
1
2,255.133333
37.585556
0
3
0
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2
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2
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1
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1
2
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450
36,328
2015-03-22T18:46:53Z
11
false
5
21
138,427
3,119
1
2,307.116667
38.451944
51.983333
4
0
1
1
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1
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450
1
9
0
100
6.75
8.5
1
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2.75
4
1
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1
1
0.066667
1
0
0
450
36,328
2015-03-22T18:46:53Z
10
true
4
21
138,427
0
1
2,307.116667
38.451944
0
5
0
2
2
0.4
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2
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1
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0
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4.6
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0.909091
10
2
5
1
10
0.909091
0
0.481481
2
1
0
450
36,328
2015-03-22T23:50:23Z
12
false
6
21
156,637
18,210
1
2,610.616667
43.510278
303.5
6
0
1
1
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20
1
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5.5
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1
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2.2
6
1
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1
1
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1
0
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450
36,328
2015-03-23T02:46:15Z
21
true
8
21
167,189
10,552
1
2,786.483333
46.441389
175.866667
7
0
1
1
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12.428571
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1
21
3.6
7
1
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1
1
0.283333
1
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450
36,328
2015-03-23T02:46:15Z
20
false
7
21
167,189
0
1
2,786.483333
46.441389
0
8
0
2
2
0.4
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2
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87.5
10
9.5
0.952381
20
3.6
8
1
20
0.952381
0
0.122807
2
1
0
450
36,328
2015-03-23T11:56:50Z
23
true
10
21
200,224
33,035
1
3,337.066667
55.617778
550.583333
9
0
1
1
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1
23
2.4
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1
23
1
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1
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450
36,328
2015-03-23T11:56:50Z
22
false
9
21
200,224
0
1
3,337.066667
55.617778
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22
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450
36,328
2015-03-23T11:57:01Z
28
true
12
21
200,235
11
1
3,337.25
55.620833
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3.2
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1
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3
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450
36,328
2015-03-23T11:57:01Z
27
false
11
21
200,235
0
1
3,337.25
55.620833
0
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450
36,328
2015-03-23T11:58:01Z
31
false
14
21
200,295
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1
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1
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2.2
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1
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450
36,328
2015-03-23T11:58:01Z
30
true
13
21
200,295
0
1
3,338.25
55.6375
0
14
0
4
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9.5
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30
1.4
14
1
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0.967742
0
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2
1
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450
36,328
2015-03-24T03:44:25Z
33
false
16
21
257,079
56,784
1
4,284.65
71.410833
946.4
15
0
1
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2.2
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36,328
2015-03-24T03:44:25Z
32
true
15
21
257,079
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4,284.65
71.410833
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32
0.8
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0.969697
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450
36,328
2015-03-24T17:30:55Z
51
true
18
21
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49,590
1
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17
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36,328
2015-03-24T17:30:55Z
50
false
17
21
306,669
0
1
5,111.15
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0.4
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1
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0
94.444444
27.388889
27.5
0.980392
50
3.8
18
1
50
0.980392
0
1.204082
2
1
0
450
36,328
2015-03-26T13:29:20Z
56
false
19
21
464,974
158,305
1
7,749.566667
129.159444
2,638.416667
19
0
1
1
0.2
0.2
1
6
12
0
1.2
0
100
31.631579
33
1
56
5.2
19
1
56
1
1
-0.424242
1
0
0
450
36,328
2015-03-26T16:18:53Z
65
false
21
21
475,147
10,173
1
7,919.116667
131.985278
169.55
20
0
1
1
0.2
0.2
1
9
16.071429
0
1.8
0
100
38.6
40
1
65
6.4
20
1
65
1
1
0.5625
1
0
0
450
36,328
2015-03-26T16:18:53Z
60
true
20
21
475,147
0
1
7,919.116667
131.985278
0
21
0
2
2
0.4
0.4
2
-5
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1
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0
95.238095
32
33
0.923077
60
5.6
21
1
60
0.923077
0
-0.525424
2
1
0
450
36,329
2015-03-22T18:07:16Z
1
false
1
20
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
450
36,329
2015-03-22T19:17:38Z
2
false
2
20
4,222
4,222
1
70.366667
1.172778
70.366667
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
450
36,329
2015-03-22T20:18:28Z
11
false
4
20
7,872
3,650
1
131.2
2.186667
60.833333
3
0
1
1
0.2
0.2
1
9
450
1
9
0
100
6.333333
9
1
11
3.666667
3
1
11
1
1
0
1
0
0
450
36,329
2015-03-22T20:18:28Z
10
true
3
20
7,872
0
1
131.2
2.186667
0
4
0
2
2
0.4
0.4
2
-1
-9.090909
1
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0
75
4
4
0.909091
10
2.5
4
1
10
0.909091
0
0.185185
2
1
0
450
36,329
2015-03-22T20:20:32Z
12
false
5
20
7,996
124
1
133.266667
2.221111
2.066667
5
0
1
3
0.6
0.6
1.97716
2
20
1
0.666667
0
100
4.8
2
1
12
2.4
5
1
12
1
1
-0.848485
1
0
0
450
36,329
2015-03-22T21:37:30Z
14
true
7
20
12,614
4,618
1
210.233333
3.503889
76.966667
6
0
1
1
0.2
0.2
1
2
16.666667
1
0.666667
0
100
5.666667
3.5
1
14
2.6
6
1
14
1
1
-0.384615
1
0
0
450
36,329
2015-03-22T21:37:30Z
13
false
6
20
12,614
0
1
210.233333
3.503889
0
7
0
2
2
0.4
0.4
2
-1
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1
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0
85.714286
4
2
0.928571
13
2.2
7
1
13
0.928571
0
-0.805556
2
1
0
450
36,329
2015-03-22T21:37:39Z
16
true
9
20
12,623
9
1
210.383333
3.506389
0.15
8
0
3
3
0.6
0.6
2.898684
3
23.076923
0
1
0
100
6.125
4.5
1
16
1
8
1
16
1
1
-0.644444
3
1
9
450
36,329
2015-03-22T21:37:39Z
15
false
8
20
12,623
0
1
210.383333
3.506389
0
9
0
4
4
0.8
0.8
3.898684
-1
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1
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0
88.888889
4.555556
3
0.9375
15
1
9
1
15
0.9375
0
-0.571429
4
1
9
450
36,329
2015-03-22T23:44:30Z
20
true
11
20
20,234
7,611
1
337.233333
5.620556
126.85
10
0
1
1
0.2
0.2
1
5
33.333333
0
1.666667
0
100
8.6
7.5
1
20
1.6
10
1
20
1
1
-0.298246
1
0
0
450
36,329
2015-03-22T23:44:30Z
19
false
10
20
20,234
0
1
337.233333
5.620556
0
11
0
2
2
0.4
0.4
2
-1
-5
1
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0
90.909091
6.909091
6
0.95
19
1
11
1
19
0.95
0
-0.185185
2
1
0
450
36,329
2015-03-22T23:44:52Z
24
true
13
20
20,256
22
1
337.6
5.626667
0.366667
12
0
3
3
0.6
0.6
2.761332
5
26.315789
0
1.666667
0
100
10.916667
10.5
1
24
2.2
12
1
24
1
1
-0.304348
3
1
22
450
36,329
2015-03-22T23:44:52Z
23
false
12
20
20,256
0
1
337.6
5.626667
0
13
0
4
4
0.8
0.8
3.761332
-1
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1
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0
92.307692
9.153846
9
0.958333
23
1.4
13
1
23
0.958333
0
-0.212121
4
1
22
450
36,329
2015-03-22T23:45:50Z
30
true
15
20
20,314
58
1
338.566667
5.642778
0.966667
14
0
3
5
1
1
3.690567
7
30.434783
0
2.333333
0
100
15
15.5
1
30
3
14
1
30
1
1
-0.034483
1
0
0
450
36,329
2015-03-22T23:45:51Z
30
false
14
20
20,315
1
1
338.583333
5.643056
0.016667
15
0
4
6
1.2
1.2
4.669311
0
0
1
0
0
100
14
15
1
30
2
15
1
30
1
1
0.206897
2
1
1
450
36,329
2015-03-23T11:58:24Z
31
false
16
20
64,268
43,953
1
1,071.133333
17.852222
732.55
16
0
1
1
0.2
0.2
1
1
3.333333
1
0.333333
0
100
14.0625
15.5
1
31
2.4
16
1
31
1
1
-0.822222
1
0
0
450
36,329
2015-03-25T23:18:33Z
33
false
18
20
277,877
213,609
1
4,631.283333
77.188056
3,560.15
17
0
1
1
0.2
0.2
1
2
6.451613
1
0.666667
0
100
15.117647
17
1
33
1.8
17
1
33
1
1
-0.46875
1
0
0
450
36,329
2015-03-25T23:18:33Z
32
true
17
20
277,877
0
1
4,631.283333
77.188056
0
18
0
2
2
0.4
0.4
2
-1
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1
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0
94.444444
13.333333
14.5
0.969697
32
1.8
18
1
32
0.969697
0
-0.806452
2
1
0
450
36,329
2015-03-26T16:22:25Z
42.5
true
20
20
339,309
61,432
1
5,655.15
94.2525
1,023.866667
19
0
1
1
0.2
0.2
1
10.5
32.8125
1
3.5
0
100
22.578947
23.5
1
42.5
2.5
19
1
42.5
1
1
0.449799
1
0
0
450
36,329
2015-03-26T16:22:25Z
37.5
false
19
20
339,309
0
1
5,655.15
94.2525
0
20
0
2
2
0.4
0.4
2
-5
-11.764706
1
-1
0
95
16.7
18
0.882353
37.5
1.5
20
1
37.5
0.882353
0
0.004566
2
1
0
450
36,330
2015-03-22T18:07:37Z
1
false
1
27
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
450
36,330
2015-03-23T00:26:30Z
2
false
2
27
22,733
22,733
1
378.883333
6.314722
378.883333
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
450
36,330
2015-03-23T11:55:02Z
3
false
3
27
64,045
41,312
1
1,067.416667
17.790278
688.533333
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
450
36,330
2015-03-24T13:07:23Z
4
false
4
27
154,786
90,741
1
2,579.766667
42.996111
1,512.35
4
0
1
1
0.2
0.2
1
1
33.333333
0
1
0
100
1.5
1.5
1
4
1
4
1
4
1
1
-0.111111
1
0
0
450
36,330
2015-03-24T21:41:33Z
5
true
6
27
185,636
30,850
1
3,093.933333
51.565556
514.166667
5
0
1
1
0.2
0.2
1
1
25
0
1
0
100
2
2
1
5
1
5
1
5
1
1
-0.166667
1
0
0
450
36,330
2015-03-24T21:41:34Z
5
false
5
27
185,637
1
1
3,093.95
51.565833
0.016667
6
0
2
2
0.4
0.4
1.99424
0
0
1
0
0
100
1.666667
1.5
1
5
0.8
6
1
5
1
1
-0.5
2
1
1
450
36,330
2015-03-24T21:41:39Z
6
false
7
27
185,642
5
1
3,094.033333
51.567222
0.083333
7
0
3
3
0.6
0.6
2.937468
1
20
0
1
0
100
2.285714
2
1
6
0.8
7
1
6
1
1
-0.533333
3
1
6
450
36,330
2015-03-25T01:15:05Z
7
true
9
27
198,448
12,806
1
3,307.466667
55.124444
213.433333
8
0
1
1
0.2
0.2
1
1
16.666667
0
1
0
100
2.875
2.5
1
7
0.8
8
1
7
1
1
-0.111111
1
0
0
450
36,330
2015-03-25T01:15:06Z
7
false
8
27
198,449
1
1
3,307.483333
55.124722
0.016667
9
0
2
2
0.4
0.4
1.99424
0
0
1
0
0
100
2.555556
2
1
7
0.6
9
1
7
1
1
-0.5
2
1
1
450
36,330
2015-03-25T01:15:17Z
8
false
10
27
198,460
11
1
3,307.666667
55.127778
0.183333
10
0
3
3
0.6
0.6
2.871471
1
14.285714
0
1
0
100
3.2
3
1
8
0.6
10
1
8
1
1
-0.52381
3
1
12
450
36,330
2015-03-25T16:55:13Z
10
true
12
27
254,856
56,396
1
4,247.6
70.793333
939.933333
11
0
1
1
0.2
0.2
1
2
25
0
2
0
100
4.727273
5
1
10
1
11
1
10
1
1
0.222222
1
0
0
450
36,330
2015-03-25T16:55:13Z
9
false
11
27
254,856
0
1
4,247.6
70.793333
0
12
0
2
2
0.4
0.4
2
-1
-10
1
-0.333333
0
91.666667
3.416667
3.5
0.9
9
0.6
12
1
9
0.9
0
-0.5
2
1
0
450
36,330
2015-03-25T16:55:24Z
11
false
13
27
254,867
11
1
4,247.783333
70.796389
0.183333
13
0
3
3
0.6
0.6
2.876876
2
22.222222
0
2
0
100
5
5
1
11
0.8
13
1
11
1
1
-0.566667
3
1
11
450
36,330
2015-03-26T12:39:05Z
12
false
14
27
325,888
71,021
1
5,431.466667
90.524444
1,183.683333
14
0
1
1
0.2
0.2
1
1
9.090909
1
0.333333
0
100
5.571429
5.5
1
12
1
14
1
12
1
1
0.272727
1
0
0
450
36,330
2015-03-26T14:18:37Z
15
true
16
27
331,860
5,972
1
5,531
92.183333
99.533333
15
0
1
1
0.2
0.2
1
3
25
0
1
0
100
8
8
1
15
1.4
15
1
15
1
1
0.428571
1
0
0
450
36,330
2015-03-26T14:18:37Z
14
false
15
27
331,860
0
1
5,531
92.183333
0
16
0
2
2
0.4
0.4
2
-1
-6.666667
1
-0.333333
0
93.75
6.5625
7
0.933333
14
0.8
16
1
14
0.933333
0
-0.179487
2
1
0
450
36,330
2015-03-26T14:51:23Z
21
false
18
27
333,826
1,966
1
5,563.766667
92.729444
32.766667
17
0
1
1
0.2
0.2
1.000023
7
50
0
2.333333
0
100
12.764706
14
1
21
2.4
17
1
21
1
1
0.7
1
0
0
450
36,330
2015-03-26T14:51:23Z
20
true
17
27
333,826
0
1
5,563.766667
92.729444
0
18
0
2
2
0.4
0.4
2.000023
-1
-4.761905
1
-0.333333
0
94.444444
11.111111
12.5
0.952381
20
1.8
18
1
20
0.952381
0
0.894737
2
1
0
450
36,330
2015-03-26T15:19:45Z
27
true
20
27
335,528
1,702
1
5,592.133333
93.202222
28.366667
19
0
1
1
0.2
0.2
1.000108
7
35
0
2.333333
0
100
17.157895
19
1
27
3
19
1
27
1
1
0.461538
1
0
0
450
36,330
2015-03-26T15:19:45Z
26
false
19
27
335,528
0
1
5,592.133333
93.202222
0
20
0
2
2
0.4
0.4
2.000108
-1
-3.703704
1
-0.333333
0
95
15.35
17.5
0.962963
26
2.2
20
1
26
0.962963
0
0.6
2
1
0
450
36,330
2015-03-26T15:22:27Z
31
true
22
27
335,690
162
1
5,594.833333
93.247222
2.7
21
0
1
3
0.6
0.6
1.784626
5
19.230769
0
1.666667
0
100
19.380952
22
1
31
3.4
21
1
31
1
1
-0.066667
1
0
0
450
36,330
2015-03-26T15:22:27Z
30
false
21
27
335,690
0
1
5,594.833333
93.247222
0
22
0
2
4
0.8
0.8
2.784626
-1
-3.225806
1
-0.333333
0
95.454545
17.545455
20.5
0.967742
30
1.8
22
1
30
0.967742
0
0.011494
2
1
0
450
36,330
2015-03-26T16:04:17Z
45
true
24
27
338,200
2,510
1
5,636.666667
93.944444
41.833333
23
0
1
1
0.2
0.2
1.000001
15
50
1
5
0
100
31.130435
35
1
45
5
23
1
45
1
1
1.439394
1
0
0
450
36,330
2015-03-26T16:04:17Z
40
false
23
27
338,200
0
1
5,636.666667
93.944444
0
24
0
2
2
0.4
0.4
2.000001
-5
-11.111111
1
-1
0
95.833333
25.041667
29.5
0.888889
40
2.6
24
1
40
0.888889
0
1.051282
2
1
0
450
36,330
2015-03-26T16:04:50Z
55
false
26
27
338,233
33
1
5,637.216667
93.953611
0.55
25
0
3
3
0.6
0.6
2.652902
15
37.5
0
3
0
100
38.44
44
1
55
5.8
25
1
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1
1
0.54321
1
0
0
450
36,330
2015-03-26T16:04:50Z
50
true
25
27
338,233
0
1
5,637.216667
93.953611
0
26
0
4
4
0.8
0.8
3.652902
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450
36,330
2015-03-26T16:05:25Z
60
false
27
27
338,268
35
1
5,637.8
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0
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60
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450
36,331
2015-03-21T04:24:31Z
1
false
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24
0
0
0
0
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1
1
1
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1
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1
1
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1
1
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450
36,331
2015-03-21T15:11:43Z
4
true
3
24
38,832
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1
647.2
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2
0
1
1
0.2
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1
3
300
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0
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2
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1
0
1
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0
450
36,331
2015-03-21T15:11:43Z
3
false
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24
38,832
0
1
647.2
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0
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2
0.4
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3
1
3
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0
450
36,331
2015-03-21T15:29:57Z
6
true
5
24
39,926
1,094
1
665.433333
11.090556
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4
0
1
1
0.2
0.2
1.003603
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