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
ABG
2016-05-27
359,435
626,617
0.596716
0.387332
0.591812
0.020856
ABG
2016-06-03
467,997
887,907
0.63339
0.484187
0.433743
0.082069
ABG
2016-06-10
710,311
1,050,074
0.682161
0.483523
0.47745
0.039027
ABG
2016-06-17
808,235
1,298,490
0.688094
0.397308
0.49314
0.109552
ABG
2016-06-24
656,676
1,052,924
0.661908
0.440238
0.542472
0.017289
ABG
2016-07-01
635,166
1,171,158
0.602949
0.436839
0.50844
0.054721
ABG
2016-07-08
376,847
796,773
0.547211
0.362018
0.617715
0.020267
ABG
2016-07-15
370,926
683,425
0.590438
0.350081
0.614114
0.035805
ABG
2016-07-22
507,342
830,487
0.646747
0.409031
0.56626
0.024709
ABG
2016-07-29
560,451
1,058,215
0.626705
0.422459
0.554654
0.022887
ABG
2016-08-05
565,890
1,086,882
0.571877
0.436449
0.477954
0.085597
ABG
2016-08-12
438,977
866,859
0.573499
0.483209
0.424153
0.092637
ABG
2016-08-19
313,330
599,371
0.581301
0.434728
0.513717
0.051555
ABG
2016-08-26
371,665
794,024
0.53756
0.494944
0.462397
0.042659
ABG
2016-09-02
370,703
627,271
0.593069
0.473814
0.490961
0.035225
ABG
2016-09-09
325,522
673,997
0.589622
0.415473
0.533801
0.050725
ABG
2016-09-16
616,102
1,108,975
0.665838
0.435936
0.516874
0.04719
ABG
2016-09-23
296,821
593,843
0.528885
0.375012
0.59557
0.029418
ABG
2016-09-30
417,311
660,329
0.616747
0.340787
0.643984
0.015229
ABG
2016-10-07
352,251
626,291
0.581887
0.41809
0.552199
0.029711
ABG
2016-10-14
225,124
463,596
0.509247
0.374741
0.555132
0.070127
ABG
2016-10-21
347,927
612,926
0.613122
0.395213
0.566039
0.038748
ABG
2016-10-28
1,011,181
1,608,938
0.631304
0.450652
0.521398
0.027951
ABG
2016-11-04
571,208
791,294
0.697929
0.354673
0.619164
0.026163
ABG
2016-11-11
698,877
1,087,451
0.643943
0.392505
0.577205
0.03029
ABG
2016-11-18
570,899
1,124,017
0.581664
0.381622
0.553649
0.064729
ABG
2016-11-25
290,311
774,612
0.462089
0.49746
0.461428
0.041112
ABG
2016-12-02
531,824
1,088,083
0.557046
0.457416
0.473381
0.069203
ABG
2016-12-09
483,027
907,100
0.591939
0.48058
0.475867
0.043554
ABG
2016-12-16
432,956
799,510
0.573899
0.421675
0.544969
0.033356
ABG
2016-12-23
314,069
519,426
0.682709
0.429777
0.535131
0.035092
ABG
2016-12-30
245,075
428,567
0.649979
0.494419
0.475513
0.030067
ABG
2017-01-06
357,861
953,641
0.504633
0.485567
0.475967
0.038466
ABG
2017-01-13
384,915
668,050
0.637065
0.473965
0.490168
0.035867
ABG
2017-01-20
338,548
644,413
0.602954
0.363386
0.592187
0.044427
ABG
2017-01-27
484,424
810,847
0.652736
0.57206
0.395354
0.032586
ABG
2017-02-03
587,717
1,042,929
0.553713
0.544101
0.436305
0.019594
ABG
2017-02-10
822,780
1,740,083
0.486571
0.417329
0.467417
0.115255
ABG
2017-02-17
590,465
1,226,664
0.591021
0.453281
0.468711
0.078008
ABG
2017-02-24
581,626
996,143
0.654566
0.525047
0.440889
0.034064
ABG
2017-03-03
515,713
734,412
0.754464
0.46661
0.500938
0.032452
ABG
2017-03-10
494,070
858,998
0.612971
0.474595
0.499833
0.025571
ABG
2017-03-17
397,481
872,176
0.58741
0.505739
0.468456
0.025805
ABG
2017-03-24
623,890
1,029,633
0.589856
0.407345
0.574205
0.018449
ABG
2017-03-31
563,383
1,043,604
0.59208
0.530166
0.444372
0.025461
ABG
2017-04-07
811,696
1,175,394
0.698875
0.492009
0.482115
0.025875
ABG
2017-04-14
474,374
700,656
0.673941
0.459406
0.515221
0.025372
ABG
2017-04-21
589,387
987,928
0.622004
0.497506
0.475004
0.02749
ABG
2017-04-28
586,381
1,036,280
0.660408
0.484739
0.494009
0.021252
ABG
2017-05-05
618,785
1,153,222
0.625455
0.538677
0.436011
0.025312
ABG
2017-05-12
462,835
689,792
0.704566
0.498065
0.47626
0.025675
ABG
2017-05-19
502,699
923,342
0.601387
0.481637
0.487327
0.031037
ABG
2017-05-26
446,220
736,678
0.659802
0.44411
0.492694
0.063196
ABG
2017-06-02
378,627
587,903
0.67394
0.464177
0.518614
0.017209
ABG
2017-06-09
431,325
637,241
0.697502
0.420227
0.551456
0.028317
ABG
2017-06-16
515,148
843,736
0.668192
0.381633
0.599153
0.019214
ABG
2017-06-23
652,369
1,254,174
0.623395
0.499724
0.479074
0.021202
ABG
2017-06-30
403,921
702,376
0.588984
0.482536
0.493004
0.02446
ABG
2017-07-07
227,958
411,416
0.61535
0.39151
0.580023
0.028467
ABG
2017-07-14
400,205
867,633
0.534734
0.489635
0.49457
0.015796
ABG
2017-07-21
274,087
810,913
0.546088
0.443086
0.538013
0.018902
ABG
2017-07-28
743,488
1,706,688
0.547887
0.484512
0.499826
0.015662
ABG
2017-08-04
456,810
744,615
0.688778
0.500511
0.47104
0.028448
ABG
2017-08-11
300,859
534,655
0.628414
0.48379
0.492748
0.023461
ABG
2017-08-18
394,903
729,268
0.642078
0.501679
0.480654
0.017668
ABG
2017-08-25
275,663
502,117
0.657878
0.525297
0.452109
0.022594
ABG
2017-09-01
259,026
468,895
0.630046
0.477319
0.499149
0.023532
ABG
2017-09-08
267,218
503,921
0.555055
0.577516
0.391991
0.030493
ABG
2017-09-15
411,534
861,693
0.619275
0.437609
0.535351
0.02704
ABG
2017-09-22
251,139
567,219
0.563708
0.442972
0.538979
0.018049
ABG
2017-09-29
247,586
568,452
0.482966
0.472817
0.461522
0.065661
ABG
2017-10-06
328,306
672,694
0.527385
0.590205
0.38719
0.022605
ABG
2017-10-13
317,229
618,163
0.534946
0.519229
0.440325
0.040446
ABG
2017-10-20
381,747
838,650
0.456554
0.476851
0.50365
0.019499
ABG
2017-10-27
390,688
1,200,762
0.36443
0.542863
0.441863
0.015275
ABG
2017-11-03
498,600
1,063,652
0.482887
0.450258
0.529853
0.019888
ABG
2017-11-10
271,493
647,815
0.510448
0.449931
0.527565
0.022504
ABG
2017-11-17
342,053
733,635
0.525706
0.469805
0.505419
0.024776
ABG
2017-11-24
250,943
503,584
0.516338
0.488377
0.494801
0.016822
ABG
2017-12-01
326,272
714,188
0.512439
0.326414
0.658775
0.014811
ABG
2017-12-08
324,415
661,697
0.52449
0.388596
0.590511
0.020893
ABG
2017-12-15
583,930
1,193,301
0.596558
0.370615
0.615885
0.0135
ABG
2017-12-22
278,103
543,335
0.607035
0.467523
0.505744
0.026733
ABG
2017-12-29
411,611
752,005
0.632634
0.577222
0.409751
0.013027
ABG
2018-01-05
373,284
805,950
0.504458
0.385282
0.566064
0.048654
ABG
2018-01-12
512,702
1,084,334
0.586625
0.43744
0.540116
0.022444
ABG
2018-01-19
319,028
565,094
0.587694
0.402097
0.537611
0.060292
ABG
2018-01-26
366,214
779,240
0.470407
0.485136
0.499019
0.015844
ABG
2018-02-02
453,745
800,582
0.636976
0.438784
0.541718
0.019498
ABG
2018-02-09
608,242
1,125,420
0.575567
0.464598
0.511131
0.024271
ABG
2018-02-16
356,604
636,957
0.630316
0.455776
0.519276
0.024948
ABG
2018-02-23
297,513
512,182
0.574493
0.464817
0.519026
0.016157
ABG
2018-03-02
468,735
785,118
0.687501
0.480118
0.498695
0.021186
ABG
2018-03-09
298,804
481,699
0.636493
0.387732
0.519537
0.09273
ABG
2018-03-16
459,510
851,669
0.590655
0.35638
0.528645
0.114975
ABG
2018-03-23
524,953
830,329
0.662838
0.453538
0.532463
0.013999
ABG
2018-03-30
330,603
478,825
0.706293
0.392448
0.591553
0.015999
ABG
2018-04-06
495,828
738,951
0.703316
0.507497
0.477327
0.015176
ABG
2018-04-13
424,564
637,642
0.672173
0.43088
0.554979
0.014141
ABG
2018-04-20
420,239
570,050
0.752518
0.436671
0.536923
0.026406