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
ABM
2013-08-02
240,033
522,963
0.482459
0.313149
0.658157
0.028695
ABM
2013-08-09
193,322
327,642
0.617301
0.298799
0.670629
0.030572
ABM
2013-08-16
218,867
526,932
0.575565
0.248395
0.72968
0.021925
ABM
2013-08-23
233,548
486,876
0.519042
0.277028
0.656253
0.066719
ABM
2013-08-30
253,454
483,420
0.586731
0.261816
0.713883
0.024302
ABM
2013-09-06
451,008
765,543
0.615915
0.444983
0.549564
0.005452
ABM
2013-09-13
300,691
606,334
0.498703
0.488375
0.503411
0.008214
ABM
2013-09-20
393,153
1,039,153
0.419434
0.401849
0.591476
0.006674
ABM
2013-09-27
163,051
783,408
0.249037
0.357765
0.626046
0.016188
ABM
2013-10-04
232,509
577,925
0.382363
0.210171
0.777313
0.012516
ABM
2013-10-11
361,924
742,045
0.509769
0.263954
0.716084
0.019962
ABM
2013-10-18
391,390
1,212,286
0.317352
0.287411
0.70989
0.0027
ABM
2013-10-25
536,530
1,498,598
0.4715
0.427401
0.56916
0.003439
ABM
2013-11-01
388,089
1,133,821
0.373592
0.270603
0.715155
0.014242
ABM
2013-11-08
295,674
900,129
0.319228
0.376931
0.604285
0.018785
ABM
2013-11-15
174,388
609,417
0.337267
0.362086
0.62077
0.017144
ABM
2013-11-22
175,593
653,404
0.324722
0.253051
0.72335
0.023598
ABM
2013-11-29
113,382
483,903
0.27907
0.201194
0.758187
0.040619
ABM
2013-12-06
244,924
987,885
0.228116
0.296137
0.691523
0.01234
ABM
2013-12-13
501,491
1,503,086
0.361991
0.405873
0.586452
0.007675
ABM
2013-12-20
287,840
1,391,069
0.237708
0.329799
0.665836
0.004365
ABM
2013-12-27
139,833
478,114
0.298403
0.440997
0.55654
0.002463
ABM
2014-01-03
230,652
566,464
0.3965
0.381189
0.587933
0.030877
ABM
2014-01-10
289,689
734,889
0.425141
0.371156
0.582804
0.046039
ABM
2014-01-17
229,804
664,467
0.388316
0.326964
0.648877
0.024159
ABM
2014-01-24
241,230
488,441
0.431572
0.291373
0.698195
0.010433
ABM
2014-01-31
248,569
575,353
0.450963
0.260002
0.689849
0.050149
ABM
2014-02-07
462,633
818,381
0.524176
0.192264
0.793639
0.014096
ABM
2014-02-14
386,982
661,395
0.589545
0.24534
0.742342
0.012318
ABM
2014-02-21
399,346
772,658
0.524857
0.245114
0.746722
0.008164
ABM
2014-02-28
493,473
994,111
0.456362
0.27654
0.64131
0.082151
ABM
2014-03-07
778,733
1,529,939
0.527316
0.359085
0.626221
0.014694
ABM
2014-03-14
441,414
731,909
0.613068
0.366313
0.609596
0.024091
ABM
2014-03-21
426,230
955,589
0.466741
0.303972
0.68234
0.013688
ABM
2014-03-28
319,625
940,945
0.408819
0.280349
0.70717
0.012481
ABM
2014-04-04
428,032
810,354
0.505231
0.222395
0.76373
0.013874
ABM
2014-04-11
420,188
864,959
0.599058
0.318547
0.665337
0.016116
ABM
2014-04-18
164,712
500,281
0.385513
0.182483
0.807352
0.010166
ABM
2014-04-25
231,577
561,881
0.431724
0.191812
0.783281
0.024908
ABM
2014-05-02
419,938
734,959
0.623701
0.297402
0.674345
0.028253
ABM
2014-05-09
390,188
772,417
0.483972
0.294271
0.572022
0.133707
ABM
2014-05-16
323,464
645,631
0.495199
0.19848
0.684347
0.117173
ABM
2014-05-23
338,343
726,957
0.560707
0.271239
0.705257
0.023504
ABM
2014-05-30
194,657
390,734
0.515708
0.256272
0.728071
0.015657
ABM
2014-06-06
450,597
1,169,087
0.387091
0.280453
0.679406
0.040141
ABM
2014-06-13
261,453
1,086,112
0.297212
0.3722
0.612356
0.015444
ABM
2014-06-20
365,263
1,070,157
0.346853
0.242328
0.746594
0.011078
ABM
2014-06-27
279,674
673,497
0.394005
0.296399
0.687096
0.016505
ABM
2014-07-04
239,817
584,003
0.427612
0.295451
0.648982
0.055567
ABM
2014-07-11
259,214
783,737
0.348581
0.288301
0.679018
0.032681
ABM
2014-07-18
299,534
618,124
0.479747
0.377382
0.588154
0.034464
ABM
2014-07-25
245,549
419,376
0.603979
0.368977
0.607539
0.023484
ABM
2014-08-01
368,807
629,025
0.592257
0.422063
0.549902
0.028036
ABM
2014-08-08
339,840
634,195
0.556515
0.434565
0.53806
0.027376
ABM
2014-08-15
303,359
662,054
0.443936
0.365399
0.611922
0.02268
ABM
2014-08-22
367,598
941,816
0.401993
0.471748
0.517504
0.010749
ABM
2014-08-29
272,881
580,689
0.486641
0.495533
0.487695
0.016772
ABM
2014-09-05
541,353
1,447,734
0.516702
0.511253
0.463184
0.025563
ABM
2014-09-12
441,159
972,684
0.487223
0.357294
0.578688
0.064018
ABM
2014-09-19
536,604
1,076,688
0.464987
0.351133
0.634498
0.014369
ABM
2014-09-26
317,439
801,558
0.429182
0.370426
0.595884
0.03369
ABM
2014-10-03
394,454
958,040
0.372822
0.300145
0.650012
0.049842
ABM
2014-10-10
369,610
875,670
0.402328
0.444243
0.528058
0.0277
ABM
2014-10-17
434,166
980,719
0.449134
0.331616
0.638212
0.030172
ABM
2014-10-24
219,862
602,135
0.399189
0.34292
0.627226
0.029854
ABM
2014-10-31
413,300
943,250
0.413106
0.430925
0.509326
0.059749
ABM
2014-11-07
156,701
589,205
0.268903
0.245449
0.722207
0.032344
ABM
2014-11-14
242,572
690,195
0.284439
0.452895
0.530097
0.017008
ABM
2014-11-21
208,457
778,097
0.365148
0.404769
0.56915
0.026081
ABM
2014-11-28
136,257
363,376
0.336384
0.286265
0.690041
0.023694
ABM
2014-12-05
316,935
796,334
0.434159
0.415362
0.557863
0.026775
ABM
2014-12-12
357,602
960,150
0.414328
0.419509
0.552332
0.028159
ABM
2014-12-19
467,065
1,551,229
0.304884
0.224591
0.754995
0.020414
ABM
2014-12-26
191,642
472,450
0.412131
0.350322
0.569569
0.080109
ABM
2015-01-02
209,519
467,536
0.435844
0.362136
0.610528
0.027335
ABM
2015-01-09
474,030
1,231,171
0.511358
0.416838
0.524383
0.058779
ABM
2015-01-16
409,479
938,027
0.482606
0.336252
0.602555
0.061193
ABM
2015-01-23
177,110
523,777
0.339817
0.25495
0.721887
0.023163
ABM
2015-01-30
302,977
709,221
0.395336
0.303448
0.653168
0.043384
ABM
2015-02-06
275,479
898,269
0.359009
0.295796
0.666442
0.037762
ABM
2015-02-13
212,759
560,543
0.394199
0.263782
0.712596
0.023623
ABM
2015-02-20
227,916
537,995
0.403116
0.356505
0.623798
0.019696
ABM
2015-02-27
260,680
591,942
0.43114
0.337391
0.620463
0.042146
ABM
2015-03-06
520,631
1,045,357
0.499261
0.363837
0.557863
0.0783
ABM
2015-03-13
382,589
765,668
0.488777
0.292973
0.617012
0.090015
ABM
2015-03-20
651,476
1,351,789
0.510546
0.3169
0.6359
0.0472
ABM
2015-03-27
375,300
773,504
0.499118
0.277708
0.695811
0.026481
ABM
2015-04-03
370,942
960,640
0.509232
0.41634
0.564646
0.019014
ABM
2015-04-10
510,512
2,095,003
0.337747
0.446263
0.51891
0.034827
ABM
2015-04-17
377,319
892,318
0.459174
0.363149
0.615065
0.021787
ABM
2015-04-24
258,520
716,242
0.383043
0.350436
0.593224
0.05634
ABM
2015-05-01
558,025
1,341,953
0.422451
0.345132
0.600275
0.054593
ABM
2015-05-08
493,582
1,113,900
0.467252
0.339929
0.644596
0.015475
ABM
2015-05-15
289,729
701,185
0.417731
0.354645
0.630635
0.01472
ABM
2015-05-22
380,955
1,216,998
0.395954
0.342062
0.642001
0.015937
ABM
2015-05-29
273,527
613,317
0.48422
0.318424
0.66416
0.017416
ABM
2015-06-05
565,665
1,124,531
0.489317
0.468892
0.510842
0.020266
ABM
2015-06-12
365,458
737,343
0.506414
0.360124
0.588001
0.051875
ABM
2015-06-19
407,641
732,028
0.531321
0.365705
0.624028
0.010267
ABM
2015-06-26
313,980
1,079,895
0.377211
0.336814
0.647854
0.015332