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
2016-01-22
14,117
31,175
0.600744
1
0
0
ZYXI
2016-01-29
19,085
31,577
0.704429
1
0
0
ZYXI
2016-02-05
32,107
52,059
0.74687
1
0
0
ZYXI
2016-02-12
10,571
12,871
0.84428
1
0
0
ZYXI
2016-02-19
28,250
58,750
0.652474
1
0
0
ZYXI
2016-02-26
19,350
71,272
0.463085
1
0
0
ZYXI
2016-03-04
17,750
17,750
1
1
0
0
ZYXI
2016-03-11
13,150
20,216
0.671418
1
0
0
ZYXI
2016-03-18
1,800
2,800
0.807692
1
0
0
ZYXI
2016-03-25
1,950
5,918
0.497893
1
0
0
ZYXI
2016-04-01
2,301
2,801
0.920635
1
0
0
ZYXI
2016-04-08
4,100
29,646
0.409681
1
0
0
ZYXI
2016-04-15
1,662
3,099
0.76042
1
0
0
ZYXI
2016-04-29
250
450
0.555556
1
0
0
ZYXI
2016-05-06
24,468
42,777
0.688218
1
0
0
ZYXI
2016-05-13
5,050
34,758
0.700898
1
0
0
ZYXI
2016-05-20
27,120
72,531
0.635696
1
0
0
ZYXI
2016-05-27
1,800
10,300
0.543011
1
0
0
ZYXI
2016-06-03
3,500
4,001
0.916528
1
0
0
ZYXI
2016-06-10
25,672
42,240
0.627339
1
0
0
ZYXI
2016-06-17
10,253
39,816
0.301775
1
0
0
ZYXI
2016-06-24
2,448
8,628
0.283727
1
0
0
ZYXI
2016-07-15
4,060
7,370
0.599168
1
0
0
ZYXI
2016-08-19
5,000
5,000
1
1
0
0
ZYXI
2016-08-26
7,100
22,900
0.310044
1
0
0
ZYXI
2016-09-02
8,000
8,000
1
1
0
0
ZYXI
2016-09-09
15,600
39,910
0.641473
1
0
0
ZYXI
2016-09-16
1,316
9,990
0.2752
1
0
0
ZYXI
2016-09-23
50,695
121,274
0.360599
1
0
0
ZYXI
2016-09-30
15,101
25,417
0.561116
1
0
0
ZYXI
2016-10-07
1,899
9,198
0.436841
1
0
0
ZYXI
2016-10-14
3,500
3,510
0.997151
1
0
0
ZYXI
2016-10-21
10,200
15,200
0.671053
1
0
0
ZYXI
2016-10-28
5,950
6,950
0.856115
1
0
0
ZYXI
2016-11-04
1,000
1,645
0.607903
1
0
0
ZYXI
2016-11-11
67,343
231,242
0.398685
1
0
0
ZYXI
2016-11-18
34,643
119,933
0.497511
1
0
0
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