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
ZYXI
2019-08-30
376,913
506,537
0.824582
0.746935
0.198344
0.054721
ZYXI
2019-09-06
293,763
425,965
0.685344
0.759281
0.163069
0.07765
ZYXI
2019-09-13
461,663
871,558
0.59269
0.67657
0.219636
0.103794
ZYXI
2019-09-20
410,641
712,376
0.631422
0.672688
0.290195
0.037117
ZYXI
2019-09-27
369,168
581,047
0.71828
0.669818
0.27512
0.055061
ZYXI
2019-10-04
1,690,509
2,664,756
0.67408
0.798393
0.168602
0.033005
ZYXI
2019-10-11
1,022,705
1,736,862
0.646187
0.815004
0.151429
0.033567
ZYXI
2019-10-18
958,831
1,595,225
0.706076
0.809839
0.121093
0.069068
ZYXI
2019-10-25
1,502,973
2,613,997
0.652268
0.759359
0.156653
0.083988
ZYXI
2019-11-01
825,053
1,281,244
0.688391
0.752065
0.178354
0.069581
ZYXI
2019-11-08
683,732
990,351
0.731149
0.823048
0.143534
0.033418
ZYXI
2019-11-15
262,416
446,630
0.663207
0.807317
0.143236
0.049447
ZYXI
2019-11-22
268,956
456,297
0.687243
0.680932
0.233164
0.085904
ZYXI
2019-11-29
712,794
1,421,047
0.557722
0.828426
0.148649
0.022925
ZYXI
2019-12-06
461,230
733,889
0.613308
0.794863
0.149172
0.055965
ZYXI
2019-12-13
591,858
1,057,428
0.542953
0.744997
0.141821
0.113183
ZYXI
2019-12-20
828,282
1,800,414
0.511284
0.7515
0.148936
0.099564
ZYXI
2019-12-27
254,549
507,773
0.562062
0.721048
0.241451
0.037502
ZYXI
2020-01-03
255,386
406,221
0.634383
0.784766
0.148353
0.066881
ZYXI
2020-01-10
1,120,686
2,099,781
0.609108
0.85887
0.111198
0.029933
ZYXI
2020-01-17
680,950
1,052,069
0.694381
0.759251
0.142607
0.098142
ZYXI
2020-01-24
292,972
593,185
0.514035
0.776893
0.184851
0.038255
ZYXI
2020-01-31
372,139
719,828
0.586183
0.684952
0.180183
0.134865
ZYXI
2020-02-07
207,039
432,129
0.61138
0.666932
0.273479
0.059589
ZYXI
2020-02-14
336,983
642,929
0.558089
0.69469
0.199452
0.105858
ZYXI
2020-02-21
539,868
993,844
0.590274
0.72737
0.230785
0.041845
ZYXI
2020-02-28
1,198,324
2,049,422
0.625368
0.70899
0.234449
0.056562
ZYXI
2020-03-06
1,348,396
2,315,479
0.659713
0.686807
0.228111
0.085083
ZYXI
2020-03-13
912,301
1,572,428
0.56938
0.686337
0.242687
0.070977
ZYXI
2020-03-20
489,279
988,947
0.516558
0.714791
0.240902
0.044307
ZYXI
2020-03-27
447,581
791,756
0.553931
0.691579
0.260356
0.048066
ZYXI
2020-04-03
422,782
768,683
0.580892
0.666169
0.284883
0.048947
ZYXI
2020-04-10
613,121
1,131,674
0.628963
0.721723
0.246251
0.032026
ZYXI
2020-04-17
659,962
1,240,185
0.627318
0.678519
0.277
0.044481
ZYXI
2020-04-24
770,761
1,338,211
0.669398
0.720115
0.199196
0.080689
ZYXI
2020-05-01
2,008,603
3,798,922
0.628261
0.693094
0.229034
0.077873
ZYXI
2020-05-08
3,366,494
5,192,266
0.701927
0.800425
0.179279
0.020296
ZYXI
2020-05-15
2,757,182
4,710,295
0.617742
0.775662
0.200134
0.024203
ZYXI
2020-05-22
1,506,416
2,688,838
0.618465
0.768927
0.207882
0.023191
ZYXI
2020-05-29
1,223,737
2,301,447
0.602448
0.73809
0.239411
0.022499
ZYXI
2020-06-05
1,650,828
2,969,033
0.665192
0.737711
0.238644
0.023645
ZYXI
2020-06-12
4,366,363
7,629,266
0.599655
0.686644
0.223363
0.089992
ZYXI
2020-06-19
3,223,603
5,469,287
0.655658
0.648283
0.309835
0.041882
ZYXI
2020-06-26
1,506,524
2,491,157
0.696107
0.646741
0.316831
0.036428
ZYXI
2020-07-03
1,196,233
2,087,548
0.645202
0.570681
0.38509
0.044229
ZYXI
2020-07-10
2,114,955
3,536,368
0.666267
0.689506
0.26812
0.042374
ZYXI
2020-07-17
3,283,598
6,464,515
0.61141
0.711498
0.246722
0.04178
ZYXI
2020-07-24
2,215,344
4,247,663
0.550632
0.61389
0.337848
0.048262
ZYXI
2020-07-31
2,832,349
5,203,195
0.580138
0.591168
0.366096
0.042736
ZYXI
2020-08-07
1,354,639
3,453,323
0.494057
0.645806
0.312237
0.041956
ZYXI
2020-08-14
797,129
2,346,516
0.435044
0.585438
0.353577
0.060985
ZYXI
2020-08-21
940,279
2,522,821
0.479918
0.563456
0.313619
0.122926
ZYXI
2020-08-28
1,001,428
2,581,350
0.443425
0.556152
0.313905
0.129943
ZYXI
2020-09-04
777,200
2,156,439
0.435333
0.578211
0.360255
0.061534
ZYXI
2020-09-11
1,529,451
2,497,060
0.575692
0.700463
0.260352
0.039185
ZYXI
2020-09-18
964,006
2,233,217
0.532197
0.658697
0.296618
0.044685
ZYXI
2020-09-25
514,354
1,327,272
0.555568
0.606478
0.336746
0.056776
ZYXI
2020-10-02
640,765
1,504,825
0.476618
0.603669
0.350953
0.045378
ZYXI
2020-10-09
569,313
1,644,128
0.475259
0.678284
0.282007
0.039709
ZYXI
2020-10-16
4,770,941
8,664,054
0.674871
0.739956
0.228825
0.031219
ZYXI
2020-10-23
949,579
2,014,629
0.619576
0.614118
0.340874
0.045008
ZYXI
2020-10-30
1,265,425
2,420,979
0.587671
0.606248
0.335826
0.057926
ZYXI
2020-11-06
712,088
1,684,936
0.48258
0.575036
0.296031
0.128933
ZYXI
2020-11-13
968,613
2,268,263
0.508403
0.618511
0.249769
0.131721
ZYXI
2020-11-20
675,736
1,533,674
0.53771
0.63244
0.329465
0.038095
ZYXI
2020-11-27
347,625
839,143
0.552972
0.623273
0.31933
0.057396
ZYXI
2020-12-04
629,836
1,535,954
0.552102
0.643157
0.311582
0.045261
ZYXI
2020-12-11
681,223
1,308,583
0.582831
0.692694
0.263829
0.043477
ZYXI
2020-12-18
636,091
1,381,166
0.594295
0.674171
0.273601
0.052229
ZYXI
2020-12-25
338,600
778,457
0.611568
0.730998
0.226915
0.042087
ZYXI
2021-01-01
552,310
1,062,779
0.573672
0.761684
0.199514
0.038802
ZYXI
2021-01-08
1,153,724
2,243,127
0.642464
0.744194
0.219225
0.036581
ZYXI
2021-01-15
1,425,185
2,514,954
0.692966
0.759694
0.211805
0.028501
ZYXI
2021-01-22
1,072,159
1,929,183
0.719164
0.736055
0.213081
0.050864
ZYXI
2021-01-29
1,854,665
3,539,467
0.676247
0.653599
0.30672
0.039681
ZYXI
2021-02-05
881,716
1,574,323
0.621752
0.647821
0.321137
0.031042
ZYXI
2021-02-12
629,637
1,073,258
0.662196
0.690679
0.272999
0.036322
ZYXI
2021-02-19
548,229
939,263
0.65595
0.615583
0.355685
0.028732
ZYXI
2021-02-26
1,249,333
2,557,526
0.612236
0.639422
0.28826
0.072318
ZYXI
2021-03-05
1,593,674
3,408,429
0.514068
0.595642
0.377447
0.026911
ZYXI
2021-03-12
1,146,047
2,159,523
0.634862
0.639886
0.331092
0.029021
ZYXI
2021-03-19
541,995
962,622
0.605816
0.612792
0.353743
0.033465
ZYXI
2021-03-26
699,243
1,035,366
0.701874
0.645164
0.325312
0.029524
ZYXI
2021-04-02
343,396
676,777
0.639696
0.5035
0.453746
0.042754
ZYXI
2021-04-09
293,137
611,743
0.606705
0.586239
0.313804
0.099957
ZYXI
2021-04-16
314,658
624,749
0.646251
0.614464
0.289348
0.096188
ZYXI
2021-04-23
514,341
946,685
0.671312
0.61718
0.317452
0.065367
ZYXI
2021-04-30
517,537
868,055
0.610067
0.538477
0.391517
0.070005
ZYXI
2021-05-07
523,854
779,138
0.750177
0.532721
0.306627
0.160652
ZYXI
2021-05-14
348,261
761,552
0.542866
0.515169
0.358845
0.125986
ZYXI
2021-05-21
205,964
504,175
0.53057
0.606642
0.333172
0.060186
ZYXI
2021-05-28
186,014
628,689
0.410899
0.632133
0.306504
0.061364
ZYXI
2021-06-04
148,934
370,900
0.510326
0.670494
0.252935
0.076571
ZYXI
2021-06-11
146,313
450,958
0.493299
0.643726
0.239248
0.117025
ZYXI
2021-06-18
181,476
417,768
0.511721
0.659108
0.253512
0.08738
ZYXI
2021-06-25
161,524
384,954
0.564565
0.601498
0.3161
0.082402
ZYXI
2021-07-02
375,801
873,994
0.564994
0.655061
0.254759
0.09018
ZYXI
2021-07-09
267,762
567,988
0.539861
0.66389
0.287455
0.048655
ZYXI
2021-07-16
639,407
1,186,254
0.68925
0.584642
0.334491
0.080868
ZYXI
2021-07-23
542,361
1,064,196
0.591286
0.627521
0.304339
0.06814