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
ABR
2017-10-20
983,372
1,777,772
0.518633
0.691401
0.299799
0.0088
ABR
2017-10-27
506,222
1,426,519
0.351059
0.585305
0.391471
0.023224
ABR
2017-11-03
886,164
1,553,418
0.480067
0.614962
0.368969
0.016068
ABR
2017-11-10
1,537,510
2,407,478
0.593002
0.614475
0.366929
0.018596
ABR
2017-11-17
1,524,361
2,121,574
0.710941
0.611584
0.364491
0.023925
ABR
2017-11-24
845,514
1,188,338
0.732657
0.582696
0.407136
0.010168
ABR
2017-12-01
859,462
1,759,930
0.446713
0.530453
0.441848
0.027698
ABR
2017-12-08
1,286,573
2,029,570
0.663646
0.625386
0.359264
0.01535
ABR
2017-12-15
3,636,285
5,603,488
0.542622
0.608722
0.381881
0.009397
ABR
2017-12-22
1,804,105
2,326,395
0.771613
0.589825
0.38945
0.020725
ABR
2017-12-29
478,961
931,613
0.551381
0.542733
0.435889
0.021379
ABR
2018-01-05
1,201,758
1,823,854
0.601393
0.608974
0.328461
0.062564
ABR
2018-01-12
1,226,462
1,860,210
0.666762
0.601392
0.383028
0.01558
ABR
2018-01-19
943,511
1,936,816
0.532872
0.57041
0.348912
0.080678
ABR
2018-01-26
715,073
1,144,784
0.61114
0.554682
0.425056
0.020262
ABR
2018-02-02
1,169,221
2,500,532
0.543132
0.546433
0.435266
0.018302
ABR
2018-02-09
1,354,695
2,376,625
0.565288
0.556944
0.420299
0.022758
ABR
2018-02-16
1,162,034
1,684,473
0.696255
0.493079
0.491397
0.015523
ABR
2018-02-23
1,299,303
2,015,355
0.703729
0.578294
0.397169
0.024538
ABR
2018-03-02
2,413,525
4,038,803
0.605142
0.559419
0.422251
0.01833
ABR
2018-03-09
3,957,213
5,252,320
0.69364
0.584102
0.332203
0.083695
ABR
2018-03-16
2,307,045
3,257,392
0.717396
0.454892
0.427932
0.117176
ABR
2018-03-23
1,562,478
2,438,872
0.626028
0.546324
0.438383
0.015293
ABR
2018-03-30
677,550
1,512,988
0.461845
0.450222
0.535685
0.014092
ABR
2018-04-06
811,004
2,223,759
0.34733
0.454222
0.535521
0.010257
ABR
2018-04-13
716,724
1,649,904
0.424019
0.55804
0.432367
0.009593
ABR
2018-04-20
598,633
1,197,590
0.415471
0.570448
0.424279
0.005272
ABR
2018-04-27
894,508
1,687,851
0.493199
0.489
0.412329
0.098671
ABR
2018-05-04
1,639,969
2,991,573
0.577828
0.547345
0.433208
0.019447
ABR
2018-05-11
2,909,022
4,758,363
0.551783
0.653527
0.335156
0.011317
ABR
2018-05-18
2,740,522
7,238,666
0.406846
0.605033
0.387702
0.007265
ABR
2018-05-25
1,330,496
3,317,779
0.375484
0.573141
0.419451
0.007408
ABR
2018-06-01
5,605,060
7,606,606
0.449857
0.617136
0.366507
0.016357
ABR
2018-06-08
1,625,736
3,411,254
0.437935
0.541442
0.449059
0.009499
ABR
2018-06-15
4,931,519
9,376,357
0.563264
0.630239
0.354341
0.01542
ABR
2018-06-22
5,398,420
8,929,570
0.60435
0.460327
0.527301
0.012372
ABR
2018-06-29
6,260,356
10,349,521
0.598262
0.533743
0.442199
0.024059
ABR
2018-07-06
2,856,293
4,663,611
0.507825
0.568974
0.418922
0.012104
ABR
2018-07-13
3,870,695
6,311,598
0.53197
0.565289
0.41035
0.024361
ABR
2018-07-20
7,033,580
12,574,741
0.511555
0.490073
0.494685
0.015242
ABR
2018-07-27
2,530,634
4,725,399
0.446347
0.464039
0.524077
0.011884
ABR
2018-08-03
3,573,591
6,131,189
0.556041
0.58911
0.394401
0.016489
ABR
2018-08-10
3,676,060
6,610,365
0.552088
0.562547
0.420226
0.017227
ABR
2018-08-17
3,593,940
6,268,904
0.550445
0.543814
0.441434
0.014751
ABR
2018-08-24
3,403,840
5,162,682
0.607815
0.600687
0.387566
0.011747
ABR
2018-08-31
1,887,784
3,568,970
0.539413
0.524246
0.45574
0.020014
ABR
2018-09-07
2,848,958
4,725,472
0.564059
0.558855
0.426985
0.01416
ABR
2018-09-14
1,505,454
2,948,308
0.495224
0.598407
0.385961
0.015632
ABR
2018-09-21
2,618,954
6,610,557
0.394492
0.439094
0.548498
0.012408
ABR
2018-09-28
1,390,790
3,903,147
0.359748
0.4109
0.573781
0.01532
ABR
2018-10-05
1,550,888
3,156,272
0.469078
0.563973
0.415147
0.020881
ABR
2018-10-12
2,177,853
3,635,785
0.603414
0.496036
0.482224
0.02174
ABR
2018-10-19
1,724,182
2,835,871
0.610989
0.450995
0.52094
0.028066
ABR
2018-10-26
2,058,149
3,655,849
0.596012
0.494513
0.48962
0.015867
ABR
2018-11-02
3,719,144
5,083,102
0.722299
0.545553
0.438995
0.015452
ABR
2018-11-09
3,048,269
4,790,113
0.616876
0.541121
0.405884
0.052995
ABR
2018-11-16
4,054,966
7,272,708
0.606728
0.536132
0.424603
0.039266
ABR
2018-11-23
1,142,621
3,659,830
0.451869
0.441556
0.541233
0.017211
ABR
2018-11-30
3,777,864
8,067,917
0.587059
0.464777
0.517234
0.017989
ABR
2018-12-07
2,377,562
5,368,136
0.445772
0.505295
0.475273
0.019432
ABR
2018-12-14
2,147,767
5,602,725
0.469596
0.557965
0.426485
0.01555
ABR
2018-12-21
2,996,678
10,519,351
0.368832
0.477276
0.499774
0.02295
ABR
2018-12-28
1,851,465
4,808,542
0.491687
0.473661
0.511358
0.014981
ABR
2019-01-04
1,797,095
3,793,234
0.511226
0.611811
0.366637
0.021552
ABR
2019-01-11
3,537,587
4,847,571
0.73678
0.5139
0.465483
0.020617
ABR
2019-01-18
1,932,762
2,922,059
0.704005
0.478082
0.495065
0.026853
ABR
2019-01-25
1,702,425
2,724,533
0.68902
0.610154
0.364185
0.025661
ABR
2019-02-01
3,070,439
4,107,129
0.798071
0.527283
0.451067
0.02165
ABR
2019-02-08
2,076,358
2,771,539
0.76184
0.564198
0.414486
0.021316
ABR
2019-02-15
3,167,862
4,125,821
0.827316
0.531108
0.445395
0.023497
ABR
2019-02-22
5,160,753
7,328,893
0.683056
0.586074
0.351248
0.062679
ABR
2019-03-01
3,554,409
5,770,304
0.624175
0.56088
0.384845
0.054275
ABR
2019-03-08
1,917,508
3,783,847
0.590534
0.430809
0.539271
0.029921
ABR
2019-03-15
1,977,765
4,752,081
0.494032
0.44673
0.525614
0.027656
ABR
2019-03-22
1,773,756
3,538,544
0.553297
0.517078
0.46831
0.014612
ABR
2019-03-29
1,865,368
2,970,278
0.64833
0.533724
0.443405
0.022871
ABR
2019-04-05
2,985,827
4,557,206
0.623548
0.582439
0.39684
0.020722
ABR
2019-04-12
2,886,023
3,611,401
0.814413
0.526886
0.453185
0.019929
ABR
2019-04-19
1,910,732
2,803,545
0.731561
0.578229
0.407034
0.014737
ABR
2019-04-26
3,055,611
4,179,296
0.745222
0.615317
0.36541
0.019272
ABR
2019-05-03
2,761,414
4,419,043
0.710738
0.505019
0.481058
0.013923
ABR
2019-05-10
3,947,427
9,439,513
0.481656
0.488348
0.47491
0.036741
ABR
2019-05-17
3,875,999
10,438,120
0.442336
0.53297
0.44943
0.0176
ABR
2019-05-24
2,883,687
6,928,594
0.529883
0.403299
0.571639
0.025062
ABR
2019-05-31
2,657,236
5,360,215
0.597199
0.466834
0.51252
0.020647
ABR
2019-06-07
2,542,648
4,670,619
0.627781
0.446167
0.537574
0.016259
ABR
2019-06-14
4,603,427
7,493,871
0.686784
0.55458
0.412445
0.032976
ABR
2019-06-21
3,888,766
5,550,562
0.773547
0.488698
0.481526
0.029776
ABR
2019-06-28
6,195,221
12,073,565
0.720094
0.447796
0.506022
0.046183
ABR
2019-07-05
1,778,157
3,211,347
0.540263
0.536657
0.437822
0.025521
ABR
2019-07-12
2,060,717
4,171,050
0.544987
0.57623
0.396718
0.027052
ABR
2019-07-19
1,811,473
3,478,094
0.564937
0.538297
0.429163
0.03254
ABR
2019-07-26
1,607,290
2,866,458
0.569419
0.47807
0.494338
0.027592
ABR
2019-08-02
2,504,123
4,716,147
0.573335
0.519653
0.448986
0.031361
ABR
2019-08-09
3,046,815
5,659,308
0.563082
0.571824
0.412828
0.015348
ABR
2019-08-16
3,010,836
4,691,739
0.665814
0.653226
0.331527
0.015247
ABR
2019-08-23
2,193,712
3,467,962
0.702184
0.634048
0.344519
0.021433
ABR
2019-08-30
1,826,926
3,021,774
0.660049
0.681434
0.297252
0.021314
ABR
2019-09-06
1,864,780
2,730,215
0.664268
0.684791
0.260418
0.054792
ABR
2019-09-13
2,749,741
4,215,313
0.701111
0.628285
0.309757
0.061958