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
ABAT
2014-01-10
210,826
1,019,497
0.260031
1
0
0
ABAT
2014-01-17
92,356
336,365
0.267036
1
0
0
ABAT
2014-01-24
29,595
232,025
0.165965
1
0
0
ABAT
2014-01-31
144,065
424,722
0.250568
1
0
0
ABAT
2014-02-07
63,660
500,959
0.100227
1
0
0
ABAT
2014-02-14
61,028
231,327
0.214163
1
0
0
ABAT
2014-02-21
87,021
416,219
0.16779
1
0
0
ABAT
2014-02-28
127,981
813,665
0.094142
1
0
0
ABAT
2014-03-07
2,975,965
9,624,057
0.318007
1
0
0
ABAT
2014-03-14
477,499
1,680,510
0.263408
1
0
0
ABAT
2014-03-21
328,479
1,269,261
0.28231
1
0
0
ABAT
2014-03-28
401,958
999,904
0.363373
1
0
0
ABAT
2014-04-04
245,327
454,411
0.508543
1
0
0
ABAT
2014-04-11
241,114
531,411
0.420149
1
0
0
ABAT
2014-04-18
592,238
1,249,241
0.477132
1
0
0
ABAT
2014-04-25
185,931
417,775
0.429742
1
0
0
ABAT
2014-05-02
122,696
302,459
0.47982
1
0
0
ABAT
2014-05-09
102,938
678,256
0.270463
1
0
0
ABAT
2014-05-16
279,403
1,032,234
0.261067
1
0
0
ABAT
2014-05-23
73,428
200,109
0.351948
1
0
0
ABAT
2014-05-30
45,479
106,523
0.373303
1
0
0
ABAT
2014-06-06
45,414
171,915
0.25771
1
0
0
ABAT
2014-06-13
64,020
139,002
0.45264
1
0
0
ABAT
2014-06-20
58,660
184,829
0.354351
1
0
0
ABAT
2014-06-27
47,216
177,312
0.26204
1
0
0
ABAT
2014-07-04
299,579
803,093
0.327111
1
0
0
ABAT
2014-07-11
84,695
324,664
0.348684
1
0
0
ABAT
2014-07-18
71,113
277,469
0.269789
1
0
0
ABAT
2014-07-25
126,522
326,379
0.376186
1
0
0
ABAT
2014-08-01
90,449
267,327
0.297561
1
0
0
ABAT
2014-08-08
424,276
833,605
0.529722
1
0
0
ABAT
2014-08-15
213,922
450,963
0.475831
1
0
0
ABAT
2014-08-22
171,337
532,065
0.254019
1
0
0
ABAT
2014-08-29
169,244
389,782
0.319921
1
0
0
ABAT
2014-09-05
26,094
250,525
0.116696
1
0
0
ABAT
2014-09-12
292,386
641,361
0.421227
1
0
0
ABAT
2014-09-19
104,148
312,302
0.305674
1
0
0
ABAT
2014-09-26
32,925
123,771
0.261797
1
0
0
ABAT
2014-10-03
126,687
486,291
0.297404
1
0
0
ABAT
2014-10-10
53,610
207,641
0.316361
1
0
0
ABAT
2014-10-17
36,772
182,378
0.223582
1
0
0
ABAT
2014-10-24
261,478
399,358
0.595076
1
0
0
ABAT
2014-10-31
228,149
470,258
0.35751
1
0
0
ABAT
2014-11-07
437,617
871,085
0.573575
1
0
0
ABAT
2014-11-14
289,088
521,769
0.520652
1
0
0
ABAT
2014-11-21
644,181
1,142,842
0.570394
1
0
0
ABAT
2014-11-28
625,536
998,304
0.558092
1
0
0
ABAT
2014-12-05
218,530
486,194
0.436367
1
0
0
ABAT
2014-12-12
183,192
550,921
0.293131
1
0
0
ABAT
2014-12-19
157,847
591,155
0.219117
1
0
0
ABAT
2014-12-26
94,468
271,484
0.329017
1
0
0
ABAT
2015-01-02
80,874
542,855
0.20821
1
0
0
ABAT
2015-01-09
84,620
199,810
0.453037
1
0
0
ABAT
2015-01-16
369,195
668,650
0.53832
1
0
0
ABAT
2015-01-23
48,843
146,170
0.289946
1
0
0
ABAT
2015-01-30
63,713
208,893
0.347056
1
0
0
ABAT
2015-02-06
80,333
227,295
0.387091
1
0
0
ABAT
2015-02-13
46,087
99,131
0.443024
1
0
0
ABAT
2015-02-20
36,143
118,802
0.304579
1
0
0
ABAT
2015-02-27
126,387
635,057
0.278332
1
0
0
ABAT
2015-03-06
79,932
149,907
0.455978
1
0
0
ABAT
2015-03-13
123,434
277,343
0.495495
1
0
0
ABAT
2015-03-20
98,204
197,851
0.517353
1
0
0
ABAT
2015-03-27
451,505
1,028,227
0.47013
1
0
0
ABAT
2015-04-03
39,569
144,003
0.223435
1
0
0
ABAT
2015-04-10
195,753
487,846
0.344344
1
0
0
ABAT
2015-04-17
56,474
373,816
0.146385
1
0
0
ABAT
2015-04-24
55,766
218,347
0.265319
1
0
0
ABAT
2015-05-01
85,697
415,848
0.205879
1
0
0
ABAT
2015-05-08
164,018
483,005
0.373534
1
0
0
ABAT
2015-05-15
125,187
508,919
0.319147
1
0
0
ABAT
2015-05-22
116,334
414,909
0.277114
1
0
0
ABAT
2015-05-29
132,099
298,516
0.38499
1
0
0
ABAT
2015-06-05
69,886
110,145
0.57359
1
0
0
ABAT
2015-06-12
35,125
175,903
0.266699
1
0
0
ABAT
2015-06-19
59,828
196,406
0.243204
1
0
0
ABAT
2015-06-26
29,920
108,168
0.277032
1
0
0
ABAT
2015-07-03
39,881
82,339
0.380144
1
0
0
ABAT
2015-07-10
8,717
143,982
0.120176
1
0
0
ABAT
2015-07-17
23,380
59,863
0.379555
1
0
0
ABAT
2015-07-24
36,203
174,393
0.280713
1
0
0
ABAT
2015-07-31
126,154
312,364
0.34896
1
0
0
ABAT
2015-08-07
90,218
412,069
0.198516
1
0
0
ABAT
2015-08-14
103,450
157,665
0.677404
1
0
0
ABAT
2015-08-21
42,100
86,081
0.417794
1
0
0
ABAT
2015-08-28
45,150
108,226
0.492062
1
0
0
ABAT
2015-09-04
30,656
60,146
0.534081
1
0
0
ABAT
2015-09-11
62,893
196,411
0.386002
1
0
0
ABAT
2015-09-18
49,671
106,339
0.413664
1
0
0
ABAT
2015-09-25
56,299
256,247
0.285929
1
0
0
ABAT
2015-10-02
335,281
1,287,634
0.219261
1
0
0
ABAT
2015-10-09
57,310
292,548
0.281759
1
0
0
ABAT
2015-10-16
41,450
315,205
0.083707
1
0
0
ABAT
2015-10-23
88,923
176,472
0.33578
1
0
0
ABAT
2015-10-30
1,000
51,413
0.01945
1
0
0
ABAT
2015-11-06
33,000
125,185
0.379713
1
0
0
ABAT
2015-11-13
38,630
440,079
0.136778
1
0
0
ABAT
2015-11-20
159,237
922,747
0.206364
1
0
0
ABAT
2015-11-27
1,650
66,889
0.024668
1
0
0
ABAT
2015-12-04
45,041
487,399
0.088134
1
0
0