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
2018-06-29
40,743
76,706
0.534315
1
0
0
ZYXI
2018-07-06
74,941
154,553
0.51012
1
0
0
ZYXI
2018-07-13
44,804
85,843
0.311414
1
0
0
ZYXI
2018-07-20
25,380
90,563
0.285329
1
0
0
ZYXI
2018-07-27
100,694
286,079
0.268244
1
0
0
ZYXI
2018-08-03
77,128
219,267
0.360896
1
0
0
ZYXI
2018-08-10
153,818
281,388
0.528983
1
0
0
ZYXI
2018-08-17
191,207
260,998
0.656507
1
0
0
ZYXI
2018-08-24
87,096
159,155
0.529527
1
0
0
ZYXI
2018-08-31
62,975
200,790
0.30152
1
0
0
ZYXI
2018-09-07
35,413
81,312
0.51287
1
0
0
ZYXI
2018-09-14
62,564
89,671
0.714158
1
0
0
ZYXI
2018-09-21
95,474
115,775
0.778764
1
0
0
ZYXI
2018-09-28
39,261
50,391
0.773329
1
0
0
ZYXI
2018-10-05
88,731
167,305
0.596748
1
0
0
ZYXI
2018-10-12
56,278
84,612
0.633089
1
0
0
ZYXI
2018-10-19
63,307
86,750
0.769679
1
0
0
ZYXI
2018-10-26
43,904
65,683
0.737509
1
0
0
ZYXI
2018-11-02
42,549
69,635
0.551665
1
0
0
ZYXI
2018-11-09
71,478
103,816
0.632198
1
0
0
ZYXI
2018-11-16
17,282
44,444
0.3012
1
0
0
ZYXI
2018-11-23
18,449
34,710
0.504569
1
0
0
ZYXI
2018-11-30
13,499
23,957
0.489411
1
0
0
ZYXI
2018-12-07
55,213
110,138
0.529118
1
0
0
ZYXI
2018-12-14
12,688
24,600
0.568345
1
0
0
ZYXI
2018-12-21
26,147
97,912
0.335103
1
0
0
ZYXI
2018-12-28
19,022
71,602
0.302021
1
0
0
ZYXI
2019-01-04
28,235
40,320
0.681976
1
0
0
ZYXI
2019-01-11
28,406
48,429
0.450678
1
0
0
ZYXI
2019-01-18
117,522
220,777
0.593795
1
0
0
ZYXI
2019-01-25
134,912
187,918
0.630099
1
0
0
ZYXI
2019-02-01
72,176
125,309
0.582808
1
0
0
ZYXI
2019-02-08
96,265
212,123
0.388394
1
0
0
ZYXI
2019-02-15
98,717
204,760
0.518278
0.865819
0.134181
0
ZYXI
2019-02-22
77,995
187,333
0.600213
0.882664
0.115054
0.002282
ZYXI
2019-03-01
146,923
320,790
0.595768
0.821142
0.094912
0.083945
ZYXI
2019-03-08
70,669
199,590
0.485887
0.890149
0.106523
0.003328
ZYXI
2019-03-15
40,118
113,853
0.473321
0.933602
0.063159
0.003239
ZYXI
2019-03-22
50,533
112,889
0.554245
0.847327
0.152673
0
ZYXI
2019-03-29
20,126
59,698
0.404415
0.909447
0.090553
0
ZYXI
2019-04-05
45,038
104,261
0.467795
0.896485
0.100918
0.002597
ZYXI
2019-04-12
139,053
320,746
0.475996
0.896202
0.102966
0.000832
ZYXI
2019-04-19
63,490
126,009
0.500336
0.897887
0.094186
0.007928
ZYXI
2019-04-26
122,711
210,596
0.545883
0.88396
0.10562
0.01042
ZYXI
2019-05-03
548,874
1,004,631
0.605441
0.842102
0.152637
0.005261
ZYXI
2019-05-10
288,136
632,552
0.471256
0.823041
0.136419
0.04054
ZYXI
2019-05-17
370,345
734,273
0.542619
0.856569
0.135243
0.008188
ZYXI
2019-05-24
278,623
578,589
0.611335
0.894751
0.102274
0.002975
ZYXI
2019-05-31
120,595
217,843
0.626043
0.830651
0.166558
0.002792
ZYXI
2019-06-07
441,202
1,045,912
0.550757
0.788082
0.185388
0.02653
ZYXI
2019-06-14
552,619
1,139,746
0.541774
0.79673
0.184061
0.019209
ZYXI
2019-06-21
1,076,628
1,917,211
0.600847
0.758909
0.216936
0.024154
ZYXI
2019-06-28
1,417,379
2,690,349
0.666555
0.790001
0.170064
0.039936
ZYXI
2019-07-05
533,876
795,457
0.764465
0.736228
0.205789
0.057983
ZYXI
2019-07-12
796,318
1,131,643
0.775862
0.687991
0.238382
0.073627
ZYXI
2019-07-19
555,653
967,421
0.641382
0.725639
0.226192
0.048169
ZYXI
2019-07-26
397,358
529,250
0.772348
0.797353
0.147606
0.05504
ZYXI
2019-08-02
772,924
1,064,093
0.746164
0.734259
0.226662
0.039079
ZYXI
2019-08-09
314,724
475,222
0.74957
0.746646
0.208447
0.044908
ZYXI
2019-08-16
809,148
1,199,508
0.717147
0.737412
0.222966
0.039622
ZYXI
2019-08-23
901,257
1,634,919
0.686538
0.740326
0.216572
0.043102
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