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
2014-10-24
10,000
44,848
0.223009
1
0
0
ZYXI
2014-10-31
16,451
40,079
0.352328
1
0
0
ZYXI
2014-11-07
112,784
209,668
0.489723
1
0
0
ZYXI
2014-11-14
7,000
27,114
0.258169
1
0
0
ZYXI
2014-11-21
31,548
78,103
0.471953
1
0
0
ZYXI
2014-11-28
13,500
21,500
0.592391
1
0
0
ZYXI
2014-12-05
4,500
6,781
0.609621
1
0
0
ZYXI
2014-12-12
44,825
117,336
0.357278
1
0
0
ZYXI
2014-12-19
34,719
44,847
0.829178
1
0
0
ZYXI
2014-12-26
12,143
61,700
0.184394
1
0
0
ZYXI
2015-01-02
13,323
203,369
0.070323
1
0
0
ZYXI
2015-01-09
15,000
33,236
0.451318
1
0
0
ZYXI
2015-01-16
33,238
71,554
0.601539
1
0
0
ZYXI
2015-01-23
4,923
15,331
0.3443
1
0
0
ZYXI
2015-01-30
1,664
9,054
0.19876
1
0
0
ZYXI
2015-02-06
5,000
14,000
0.357143
1
0
0
ZYXI
2015-02-13
13,775
20,575
0.732995
1
0
0
ZYXI
2015-02-27
22,208
51,610
0.398746
1
0
0
ZYXI
2015-03-06
1,000
1,047
0.95511
1
0
0
ZYXI
2015-03-13
4,675
13,255
0.589522
1
0
0
ZYXI
2015-03-20
30,000
61,246
0.610085
1
0
0
ZYXI
2015-03-27
16,077
53,777
0.298957
1
0
0
ZYXI
2015-04-03
9,437
13,069
0.588128
1
0
0
ZYXI
2015-04-10
7,100
22,132
0.491634
1
0
0
ZYXI
2015-04-17
71,536
152,695
0.597757
1
0
0
ZYXI
2015-04-24
33,898
35,028
0.967865
1
0
0
ZYXI
2015-05-01
3,600
19,850
0.312931
1
0
0
ZYXI
2015-05-08
2,504
3,404
0.732392
1
0
0
ZYXI
2015-05-15
24,438
39,747
0.754736
1
0
0
ZYXI
2015-05-22
34,292
53,038
0.492779
1
0
0
ZYXI
2015-05-29
7,306
17,733
0.586176
1
0
0
ZYXI
2015-06-05
7,000
11,000
0.636364
1
0
0
ZYXI
2015-06-12
39,300
82,079
0.665547
1
0
0
ZYXI
2015-06-19
3,700
18,027
0.335944
1
0
0
ZYXI
2015-06-26
6,537
8,537
0.809524
1
0
0
ZYXI
2015-07-03
4,885
7,485
0.722506
1
0
0
ZYXI
2015-07-10
8,450
9,685
0.913725
1
0
0
ZYXI
2015-07-17
18,994
43,873
0.577094
1
0
0
ZYXI
2015-07-24
1,000
2,777
0.360101
1
0
0
ZYXI
2015-07-31
4,750
12,150
0.515805
1
0
0
ZYXI
2015-08-07
1,500
17,128
0.310847
1
0
0
ZYXI
2015-08-14
2,200
11,190
0.237403
1
0
0
ZYXI
2015-08-21
500
14,273
0.035031
1
0
0
ZYXI
2015-08-28
2,585
3,555
0.834696
1
0
0
ZYXI
2015-09-04
4,100
5,600
0.744048
1
0
0
ZYXI
2015-09-11
7,283
10,508
0.570677
1
0
0
ZYXI
2015-09-18
22,694
28,843
0.896737
1
0
0
ZYXI
2015-09-25
22,525
54,690
0.411399
1
0
0
ZYXI
2015-10-02
5,000
9,582
0.521812
1
0
0
ZYXI
2015-10-09
25,325
64,625
0.460474
1
0
0
ZYXI
2015-10-16
15,500
19,605
0.871627
1
0
0
ZYXI
2015-10-23
1,500
6,000
0.35
1
0
0
ZYXI
2015-11-06
13,100
16,000
0.516667
1
0
0
ZYXI
2015-11-13
182,409
408,739
0.527262
1
0
0
ZYXI
2015-11-20
29,500
36,708
0.807539
1
0
0
ZYXI
2015-11-27
13,812
22,176
0.431748
1
0
0
ZYXI
2015-12-04
80,371
158,022
0.463909
1
0
0
ZYXI
2015-12-11
16,606
40,734
0.352271
1
0
0
ZYXI
2015-12-18
108,583
140,015
0.745955
1
0
0
ZYXI
2015-12-25
101,137
165,843
0.647635
1
0
0
ZYXI
2016-01-01
49,632
105,961
0.539394
1
0
0
ZYXI
2016-01-08
63,257
128,536
0.593558
1
0
0
ZYXI
2016-01-15
28,350
36,044
0.892343
1
0
0
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