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
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
ZYXI
2021-07-30
674,753
1,353,948
0.562421
0.600695
0.336597
0.062708
ZYXI
2021-08-06
1,034,380
1,991,226
0.53471
0.748458
0.219347
0.032195
ZYXI
2021-08-13
372,476
721,606
0.602102
0.598344
0.347572
0.054085
ZYXI
2021-08-20
439,871
735,009
0.661527
0.65967
0.295719
0.044611
ZYXI
2021-08-27
216,743
516,866
0.575485
0.653624
0.293427
0.052949
ZYXI
2021-09-03
210,256
492,169
0.535612
0.60368
0.356568
0.039753
ZYXI
2021-09-10
225,994
572,742
0.569942
0.590658
0.315574
0.093768
ZYXI
2021-09-17
233,789
570,255
0.472895
0.665647
0.268174
0.066178
ZYXI
2021-09-24
200,171
429,692
0.597752
0.688947
0.279436
0.031617
ZYXI
2021-10-01
232,138
590,611
0.473047
0.620834
0.344563
0.034602
ZYXI
2021-10-08
163,927
588,472
0.457441
0.710016
0.246478
0.043506
ZYXI
2021-10-15
356,626
878,086
0.504438
0.724034
0.235233
0.040733
ZYXI
2021-10-22
126,533
352,382
0.472596
0.690147
0.251984
0.057869
ZYXI
2021-10-29
133,260
333,789
0.495835
0.624099
0.234544
0.141357
ZYXI
2021-11-05
529,908
1,107,639
0.559522
0.612784
0.340282
0.046934
ZYXI
2021-11-12
314,765
594,181
0.615528
0.662574
0.290201
0.047225
ZYXI
2021-11-19
301,753
568,081
0.601345
0.723564
0.232019
0.044416
ZYXI
2021-11-26
254,843
482,431
0.621317
0.694137
0.265803
0.040061
ZYXI
2021-12-03
230,113
500,984
0.52939
0.683256
0.262389
0.054355
ZYXI
2021-12-10
350,721
705,691
0.504346
0.723461
0.233858
0.042681
ZYXI
2021-12-17
548,919
1,365,009
0.424182
0.646352
0.317308
0.03634
ZYXI
2021-12-24
267,825
567,869
0.426433
0.720596
0.20989
0.069514
ZYXI
2021-12-31
331,539
677,650
0.590549
0.634987
0.327615
0.037399
ZYXI
2022-01-07
473,465
883,921
0.548439
0.65532
0.311142
0.033538
ZYXI
2022-01-14
331,411
596,757
0.561143
0.641277
0.322041
0.036682
ZYXI
2022-01-21
272,774
505,284
0.644622
0.753032
0.215361
0.031607
ZYXI
2022-01-28
778,268
1,093,316
0.735831
0.633841
0.333771
0.032388
ZYXI
2022-02-04
432,387
727,407
0.559136
0.659266
0.318122
0.022612
ZYXI
2022-02-11
348,742
553,235
0.530855
0.766577
0.206365
0.027058
ZYXI
2022-02-18
1,213,229
2,326,325
0.514578
0.631518
0.344837
0.023645
ZYXI
2022-02-25
494,630
1,058,816
0.494239
0.711521
0.25614
0.032339
ZYXI
2022-03-04
554,176
1,036,573
0.613117
0.658926
0.299456
0.041618
ZYXI
2022-03-11
602,395
979,184
0.596657
0.63117
0.344008
0.024822
ZYXI
2022-03-18
381,236
798,936
0.546405
0.698277
0.270137
0.031586
ZYXI
2022-03-25
592,123
1,043,899
0.627232
0.720868
0.247028
0.032104
ZYXI
2022-04-01
458,458
809,866
0.596901
0.707289
0.257301
0.035409
ZYXI
2022-04-08
538,758
932,697
0.642809
0.699344
0.273989
0.026666
ZYXI
2022-04-15
818,191
1,574,357
0.591539
0.706362
0.281481
0.012157
ZYXI
2022-04-22
569,959
988,063
0.612708
0.665627
0.309634
0.024738