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
2016-11-25
15,750
36,754
0.708715
1
0
0
ZYXI
2016-12-02
22,260
44,760
0.673798
1
0
0
ZYXI
2016-12-09
16,368
26,979
0.520566
1
0
0
ZYXI
2016-12-16
11,590
47,664
0.440436
1
0
0
ZYXI
2016-12-23
200
2,200
0.090909
1
0
0
ZYXI
2016-12-30
34,544
83,741
0.34594
1
0
0
ZYXI
2017-01-13
4,800
26,489
0.181207
1
0
0
ZYXI
2017-01-20
28,018
76,418
0.33776
1
0
0
ZYXI
2017-01-27
11,100
17,100
0.656837
1
0
0
ZYXI
2017-02-03
3,969
9,169
0.610136
1
0
0
ZYXI
2017-02-10
54,556
133,069
0.302799
1
0
0
ZYXI
2017-02-17
2,300
3,488
0.471726
1
0
0
ZYXI
2017-02-24
22,712
26,912
0.843936
1
0
0
ZYXI
2017-03-03
16,207
26,747
0.637704
1
0
0
ZYXI
2017-03-10
19,200
53,027
0.46402
1
0
0
ZYXI
2017-03-17
6,150
10,117
0.76149
1
0
0
ZYXI
2017-03-24
17,577
77,052
0.176039
1
0
0
ZYXI
2017-03-31
9,587
13,927
0.771854
1
0
0
ZYXI
2017-04-07
23,087
86,331
0.447476
1
0
0
ZYXI
2017-04-21
23,850
28,125
0.859608
1
0
0
ZYXI
2017-04-28
16,500
73,901
0.337324
1
0
0
ZYXI
2017-05-05
6,450
24,008
0.340475
1
0
0
ZYXI
2017-05-12
8,300
69,768
0.274553
1
0
0
ZYXI
2017-05-19
58,930
98,992
0.566323
1
0
0
ZYXI
2017-05-26
7,800
9,823
0.660063
1
0
0
ZYXI
2017-06-02
35,383
57,075
0.568084
1
0
0
ZYXI
2017-06-09
67,694
116,139
0.600207
1
0
0
ZYXI
2017-06-16
33,360
50,046
0.557343
1
0
0
ZYXI
2017-06-23
30,489
56,474
0.62746
1
0
0
ZYXI
2017-06-30
45,481
153,790
0.294985
1
0
0
ZYXI
2017-07-07
48,787
118,240
0.374513
1
0
0
ZYXI
2017-07-14
84,486
206,822
0.336578
1
0
0
ZYXI
2017-07-21
177,927
334,371
0.620123
1
0
0
ZYXI
2017-07-28
105,703
172,717
0.576348
1
0
0
ZYXI
2017-08-04
41,699
130,671
0.255938
1
0
0
ZYXI
2017-08-11
58,321
104,674
0.494538
1
0
0
ZYXI
2017-08-18
401,708
818,761
0.537988
1
0
0
ZYXI
2017-08-25
213,842
573,981
0.361464
1
0
0
ZYXI
2017-09-01
72,489
215,496
0.418564
1
0
0
ZYXI
2017-09-08
231,155
439,024
0.584936
1
0
0
ZYXI
2017-09-15
67,517
164,167
0.404669
1
0
0
ZYXI
2017-09-22
99,103
172,175
0.583157
1
0
0
ZYXI
2017-09-29
80,711
142,937
0.615189
1
0
0
ZYXI
2017-10-06
41,661
106,558
0.37783
1
0
0
ZYXI
2017-10-13
95,177
169,374
0.485805
1
0
0
ZYXI
2017-10-20
61,369
179,235
0.302893
1
0
0
ZYXI
2017-10-27
171,273
267,695
0.648915
1
0
0
ZYXI
2017-11-03
107,638
187,531
0.607151
1
0
0
ZYXI
2017-11-10
71,159
134,189
0.557203
1
0
0
ZYXI
2017-11-17
142,372
306,081
0.461285
1
0
0
ZYXI
2017-11-24
38,474
93,609
0.488811
1
0
0
ZYXI
2017-12-01
91,649
184,556
0.419586
1
0
0
ZYXI
2017-12-08
260,143
539,133
0.462554
1
0
0
ZYXI
2017-12-15
58,342
182,016
0.30787
1
0
0
ZYXI
2017-12-22
55,347
132,119
0.417599
1
0
0
ZYXI
2017-12-29
22,964
82,228
0.265503
1
0
0
ZYXI
2018-01-05
73,996
203,195
0.34066
1
0
0
ZYXI
2018-01-12
120,242
244,480
0.469728
1
0
0
ZYXI
2018-01-19
142,785
349,771
0.364472
1
0
0
ZYXI
2018-01-26
251,120
434,838
0.511848
1
0
0
ZYXI
2018-02-02
200,028
508,760
0.423641
1
0
0
ZYXI
2018-02-09
121,185
189,434
0.679494
1
0
0
ZYXI
2018-02-16
142,237
286,003
0.512305
1
0
0
ZYXI
2018-02-23
31,139
87,465
0.325506
1
0
0
ZYXI
2018-03-02
120,988
243,740
0.412084
1
0
0
ZYXI
2018-03-09
101,302
265,909
0.385627
1
0
0
ZYXI
2018-03-16
63,376
109,445
0.557772
1
0
0
ZYXI
2018-03-23
67,317
109,854
0.542672
1
0
0
ZYXI
2018-03-30
18,904
69,652
0.326068
1
0
0
ZYXI
2018-04-06
33,940
104,165
0.353867
1
0
0
ZYXI
2018-04-13
23,107
57,156
0.545304
1
0
0
ZYXI
2018-04-20
58,897
127,279
0.460528
1
0
0
ZYXI
2018-04-27
45,905
70,586
0.589671
1
0
0
ZYXI
2018-05-04
49,914
97,710
0.476443
1
0
0
ZYXI
2018-05-11
95,909
182,829
0.507141
1
0
0
ZYXI
2018-05-18
65,562
126,002
0.56271
1
0
0
ZYXI
2018-05-25
58,205
128,131
0.508371
1
0
0
ZYXI
2018-06-01
28,458
78,586
0.302552
1
0
0
ZYXI
2018-06-08
84,474
149,157
0.590935
1
0
0
ZYXI
2018-06-15
35,540
121,137
0.29358
1
0
0
ZYXI
2018-06-22
27,488
88,501
0.458426
1
0
0
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