symbol
string
datetime
string
short_volume
int64
total_volume
int64
short_volume_ratio_exchange
float64
retail_short_ratio
float64
institutional_short_ratio
float64
market_maker_short_ratio
float64
ACCL
2013-03-01
124,658
275,240
0.471547
0.370361
0.4803
0.149339
ACCL
2013-03-08
106,254
409,256
0.311379
0.342902
0.531059
0.12604
ACCL
2013-03-15
100,660
202,772
0.520668
0.445377
0.442285
0.112338
ACCL
2013-03-22
53,315
126,456
0.438738
0.384011
0.490783
0.125206
ACCL
2013-03-29
54,537
124,453
0.477487
0.308083
0.619065
0.072852
ACCL
2013-04-05
193,829
486,985
0.605112
0.664448
0.21809
0.117463
ACCL
2013-04-12
160,056
479,834
0.484757
0.661203
0.284217
0.05458
ACCL
2013-04-19
218,089
505,026
0.483414
0.665627
0.215489
0.118884
ACCL
2013-04-26
137,603
434,038
0.489393
0.533777
0.354981
0.111242
ACCL
2013-05-03
509,306
1,508,151
0.520367
0.559052
0.392002
0.048946
ACCL
2013-05-10
162,648
475,996
0.443467
0.592347
0.383689
0.023964
ACCL
2013-05-17
204,247
693,966
0.471372
0.691875
0.26906
0.039065
ACCL
2013-05-24
101,169
338,734
0.44146
0.530846
0.439256
0.029898
ACCL
2013-05-31
49,195
181,481
0.378057
0.549273
0.398763
0.051964
ACCL
2013-06-07
255,232
1,181,506
0.405067
0.62626
0.295498
0.078243
ACCL
2013-06-14
91,999
223,403
0.522963
0.495455
0.42228
0.082265
ACCL
2013-06-21
112,227
409,689
0.488502
0.622578
0.278451
0.098971
ACCL
2013-06-28
92,636
218,940
0.449704
0.600549
0.258825
0.140626
ACCL
2013-07-05
76,027
176,173
0.438517
0.576123
0.319433
0.104444
ACCL
2013-07-12
89,453
424,824
0.321356
0.572051
0.249754
0.178195
ACCL
2013-07-19
39,724
401,703
0.223442
0.552158
0.154685
0.293158
ACCL
2013-07-26
62,537
291,699
0.242183
0.696673
0.13022
0.173108
ACCL
2013-08-02
113,008
548,186
0.260995
0.784725
0.194031
0.021244
ACCL
2013-08-09
72,460
291,938
0.269711
0.706855
0.264497
0.028648
ACCL
2013-08-16
98,123
309,611
0.358407
0.679332
0.301257
0.019411
ACCL
2013-08-23
80,425
210,373
0.464516
0.572936
0.236411
0.190653
ACCL
2013-08-30
111,392
307,169
0.526505
0.64714
0.319486
0.033374
ACCL
2013-09-06
91,515
270,614
0.618227
0.779034
0.199637
0.021329
ACCL
2013-09-13
135,073
341,445
0.430993
0.87082
0.120367
0.008814
ACCL
2013-09-20
69,372
336,648
0.277399
0.848945
0.122606
0.02845
ACCL
2013-09-27
161,259
473,380
0.392088
0.783784
0.184018
0.032198
ACCL
2013-10-04
65,792
196,476
0.404502
0.731438
0.235351
0.033211
ACCL
2013-10-11
91,780
309,126
0.432364
0.769838
0.199533
0.030629
ACCL
2013-10-18
153,857
396,683
0.324417
0.798178
0.158796
0.043025
ACCL
2013-10-25
53,024
247,640
0.269642
0.842315
0.139818
0.017867
ACCL
2013-11-01
93,991
334,618
0.313905
0.685909
0.273024
0.041066
ACCL
2013-11-08
122,656
308,871
0.45882
0.737699
0.218131
0.04417
ACCL
2013-11-15
78,969
162,592
0.539625
0.717353
0.230897
0.05175
ACCL
2013-11-22
117,368
475,172
0.397723
0.650621
0.288034
0.061345
ACCL
2013-11-29
61,050
162,381
0.413582
0.678093
0.20823
0.113677
ACCL
2013-12-06
80,290
441,233
0.292424
0.755124
0.208387
0.036489
ACCL
2013-12-13
86,980
268,699
0.419974
0.78733
0.148916
0.063754
ACCL
2013-12-20
110,476
259,232
0.573933
0.756216
0.203426
0.040358
ACCL
2013-12-27
42,036
147,779
0.410423
0.75097
0.186446
0.062584
ACCL
2014-01-03
55,118
187,141
0.478386
0.650812
0.297818
0.05137
ACCL
2014-01-10
196,898
1,007,054
0.510106
0.657646
0.314347
0.028007
ACCL
2014-01-17
125,108
477,598
0.563144
0.714274
0.250403
0.035323
ACCL
2014-01-24
133,616
557,832
0.452314
0.572314
0.359077
0.068608
ACCL
2014-01-31
7,326,236
17,034,158
0.501844
0.574169
0.371113
0.054718
ACCL
2014-02-07
2,563,578
6,267,006
0.449575
0.437991
0.443894
0.118115
ACCL
2014-02-14
2,334,926
5,405,218
0.516857
0.633819
0.278598
0.087582
ACCL
2014-02-21
537,569
1,233,268
0.472601
0.529767
0.298922
0.171311
ACCL
2014-02-28
899,443
1,813,598
0.54533
0.478559
0.278729
0.242712
ACCL
2014-03-07
597,702
1,619,004
0.478063
0.640357
0.231547
0.128096
ACCL
2014-03-14
432,094
1,460,091
0.372639
0.738693
0.172341
0.088966
ACCL
2014-03-21
394,183
1,017,925
0.448625
0.538898
0.347483
0.11362
ACCL
2014-03-28
336,683
924,559
0.489001
0.611834
0.263551
0.124616
ACCL
2014-04-04
509,671
1,104,137
0.526054
0.831496
0.113448
0.055056
ACCL
2014-04-11
437,519
828,260
0.554712
0.745248
0.154315
0.100437
ACCL
2014-04-18
385,930
676,245
0.525176
0.771609
0.179061
0.04933
ACCL
2014-04-25
247,495
543,427
0.545472
0.717152
0.182291
0.100557
ACCL
2014-05-02
176,643
260,417
0.629805
0.651401
0.247435
0.101164
ACCO
2012-05-04
2,655,606
8,659,264
0.352894
0.168605
0.74634
0.085055
ACCO
2012-05-11
2,174,670
7,123,234
0.317183
0.128549
0.809841
0.06161
ACCO
2012-05-18
2,102,178
4,338,546
0.483626
0.115444
0.800891
0.083665
ACCO
2012-05-25
1,509,467
4,386,696
0.379723
0.176851
0.744929
0.07822
ACCO
2012-06-01
1,170,433
3,065,546
0.441414
0.174262
0.66854
0.157198
ACCO
2012-06-08
1,334,120
2,874,272
0.483965
0.183496
0.716928
0.099575
ACCO
2012-06-15
2,169,404
3,725,937
0.596094
0.157541
0.769023
0.073435
ACCO
2012-06-22
1,272,074
2,639,660
0.522439
0.172616
0.756144
0.071241
ACCO
2012-06-29
1,537,396
3,205,469
0.519974
0.190276
0.762553
0.047171
ACCO
2012-07-06
784,161
2,110,688
0.381811
0.105265
0.78458
0.110156
ACCO
2012-07-13
1,257,302
2,547,193
0.535595
0.187095
0.626183
0.186722
ACCO
2012-07-20
690,931
1,429,034
0.547784
0.159754
0.761138
0.079107
ACCO
2012-07-27
1,289,626
2,774,553
0.487899
0.20552
0.727501
0.066979
ACCO
2012-08-03
1,444,748
3,030,194
0.494017
0.2254
0.718906
0.055694
ACCO
2012-08-10
2,820,680
6,023,698
0.474482
0.235558
0.72057
0.043872
ACCO
2012-08-17
2,580,121
5,752,479
0.477443
0.2396
0.728718
0.031682
ACCO
2012-08-24
1,524,811
3,445,602
0.480774
0.26238
0.701216
0.036404
ACCO
2012-08-31
1,486,283
3,097,598
0.527895
0.262803
0.71445
0.022746
ACCO
2012-09-07
1,452,251
3,575,058
0.435612
0.219344
0.728651
0.052005
ACCO
2012-09-14
1,788,570
3,875,339
0.519491
0.203527
0.6928
0.103674
ACCO
2012-09-21
1,585,638
4,027,077
0.422989
0.209958
0.748916
0.041126
ACCO
2012-09-28
1,875,017
3,542,943
0.559644
0.200464
0.694777
0.104759
ACCO
2012-10-05
1,235,890
2,573,014
0.519103
0.198192
0.754739
0.04707
ACCO
2012-10-12
1,420,907
2,456,251
0.591163
0.196547
0.628228
0.175225
ACCO
2012-10-19
1,192,649
2,176,373
0.566559
0.154737
0.801316
0.043947
ACCO
2012-10-26
1,090,997
2,049,909
0.576989
0.176454
0.783073
0.040473
ACCO
2012-11-02
1,388,061
3,139,652
0.468571
0.236173
0.737388
0.026439
ACCO
2012-11-09
1,142,355
2,213,137
0.529932
0.248952
0.719751
0.031297
ACCO
2012-11-16
926,356
1,651,030
0.585606
0.248934
0.725888
0.025178
ACCO
2012-11-23
460,792
851,062
0.567578
0.197452
0.775846
0.026702
ACCO
2012-11-30
1,004,424
2,629,908
0.450052
0.210078
0.739922
0.05
ACCO
2012-12-07
835,358
1,791,080
0.496636
0.191834
0.773651
0.034514
ACCO
2012-12-14
731,891
1,424,021
0.548809
0.162088
0.802046
0.035866
ACCO
2012-12-21
1,112,194
2,265,519
0.529525
0.275015
0.629409
0.095576
ACCO
2012-12-28
460,756
832,347
0.575855
0.162928
0.791725
0.045348
ACCO
2013-01-04
872,661
1,634,323
0.583773
0.197354
0.707158
0.095488
ACCO
2013-01-11
1,103,050
1,935,888
0.55461
0.202244
0.674173
0.123583
ACCO
2013-01-18
1,784,528
3,677,090
0.525323
0.250103
0.71705
0.032847