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
ACEL
2021-02-12
348,483
947,104
0.431994
0.350546
0.615967
0.033488
ACEL
2021-02-19
261,767
477,758
0.583915
0.341994
0.63374
0.024266
ACEL
2021-02-26
425,793
761,207
0.62506
0.365227
0.592535
0.042237
ACEL
2021-03-05
632,860
1,124,967
0.556754
0.361989
0.612582
0.025429
ACEL
2021-03-12
569,050
866,062
0.696653
0.304892
0.673479
0.021629
ACEL
2021-03-19
1,043,768
1,840,245
0.6163
0.373437
0.58878
0.037783
ACEL
2021-03-26
666,585
1,203,023
0.598163
0.334739
0.65384
0.01142
ACEL
2021-04-02
272,107
509,493
0.625874
0.300246
0.656207
0.043547
ACEL
2021-04-09
294,513
595,054
0.498366
0.325891
0.616788
0.057321
ACEL
2021-04-16
299,617
625,946
0.468136
0.435795
0.502048
0.062157
ACEL
2021-04-23
462,151
934,959
0.531524
0.379509
0.563738
0.056754
ACEL
2021-04-30
546,629
1,103,949
0.518863
0.420201
0.516454
0.063345
ACEL
2021-05-07
453,044
874,122
0.594854
0.280625
0.612138
0.107237
ACEL
2021-05-14
776,231
1,586,981
0.524288
0.515484
0.40807
0.076446
ACEL
2021-05-21
272,524
808,567
0.374624
0.447483
0.506919
0.045598
ACEL
2021-05-28
241,533
723,995
0.423977
0.433718
0.531619
0.034663
ACEL
2021-06-04
205,909
555,074
0.411506
0.274261
0.690578
0.03516
ACEL
2021-06-11
185,286
818,996
0.282962
0.257697
0.658245
0.084058
ACEL
2021-06-18
574,280
1,580,127
0.385288
0.244298
0.677725
0.077978
ACEL
2021-06-25
352,950
1,277,629
0.353432
0.237067
0.712104
0.050829
ACEL
2021-07-02
401,931
1,016,095
0.483158
0.301685
0.643035
0.055279
ACEL
2021-07-09
225,412
436,356
0.672885
0.358011
0.605095
0.036895
ACEL
2021-07-16
429,566
743,279
0.63114
0.362568
0.574181
0.063252
ACEL
2021-07-23
476,835
715,676
0.697363
0.364086
0.606817
0.029097
ACEL
2021-07-30
273,915
464,023
0.663352
0.360269
0.603011
0.03672
ACEL
2021-08-06
421,308
670,370
0.650565
0.430967
0.537277
0.031755
ACEL
2021-08-13
336,603
591,474
0.651203
0.3824
0.589576
0.028024
ACEL
2021-08-20
352,107
609,906
0.572679
0.318413
0.638312
0.043275
ACEL
2021-08-27
300,190
567,706
0.54922
0.300957
0.665293
0.033751
ACEL
2021-09-03
347,767
466,251
0.715994
0.364446
0.610634
0.02492
ACEL
2021-09-10
443,008
580,667
0.79506
0.323121
0.650486
0.026393
ACEL
2021-09-17
475,198
874,364
0.700784
0.256354
0.697732
0.045914
ACEL
2021-09-24
300,194
526,516
0.564301
0.270421
0.699613
0.029966
ACEL
2021-10-01
402,562
770,508
0.516313
0.301057
0.676755
0.022188
ACEL
2021-10-08
261,374
496,928
0.527426
0.26134
0.707655
0.031004
ACEL
2021-10-15
261,336
452,599
0.505504
0.261478
0.699586
0.038937
ACEL
2021-10-22
156,432
309,289
0.494688
0.244912
0.730745
0.024343
ACEL
2021-10-29
448,544
1,371,484
0.454255
0.435644
0.464543
0.099813
ACEL
2021-11-05
331,195
1,246,636
0.360798
0.343999
0.595475
0.060526
ACEL
2021-11-12
343,501
1,043,501
0.405692
0.318782
0.639348
0.04187
ACEL
2021-11-19
171,539
622,065
0.294743
0.339772
0.629609
0.030619
ACEL
2021-11-26
293,100
860,160
0.362039
0.310706
0.640957
0.048337
ACEL
2021-12-03
554,730
1,373,670
0.461104
0.235654
0.726435
0.037912
ACEL
2021-12-10
292,840
804,903
0.347883
0.194542
0.780972
0.024487
ACEL
2021-12-17
406,171
1,023,057
0.456295
0.220357
0.738791
0.040853
ACEL
2021-12-24
233,298
772,757
0.353373
0.213561
0.705689
0.08075
ACEL
2021-12-31
271,579
846,644
0.361656
0.289657
0.672168
0.038175
ACEL
2022-01-07
298,951
1,144,082
0.387544
0.282204
0.680639
0.037157
ACEL
2022-01-14
254,402
793,951
0.404379
0.287181
0.675556
0.037263
ACEL
2022-01-21
368,011
688,851
0.587638
0.317345
0.652671
0.029984
ACEL
2022-01-28
433,243
1,059,583
0.555419
0.271022
0.693751
0.035228
ACEL
2022-02-04
397,097
1,031,858
0.479798
0.316624
0.65313
0.030246
ACEL
2022-02-11
388,259
838,117
0.514306
0.31986
0.636269
0.043871
ACEL
2022-02-18
355,058
842,760
0.451357
0.346309
0.628112
0.025579
ACEL
2022-02-25
242,963
529,764
0.536892
0.248352
0.716396
0.035253
ACEL
2022-03-04
384,233
828,340
0.573693
0.324462
0.643062
0.032475
ACEL
2022-03-11
550,769
1,140,725
0.481895
0.301401
0.667815
0.030784
ACEL
2022-03-18
324,289
1,020,552
0.34224
0.220923
0.7504
0.028677
ACEL
2022-03-25
205,809
551,937
0.439068
0.318222
0.632604
0.049174
ACEL
2022-04-01
312,838
728,236
0.468344
0.332988
0.645304
0.021708
ACEL
2022-04-08
253,774
751,844
0.384554
0.344499
0.597966
0.057535
ACEL
2022-04-15
179,194
424,040
0.562615
0.295173
0.660944
0.043883
ACEL
2022-04-22
175,504
472,270
0.453033
0.270855
0.694752
0.034394
ACEL
2022-04-29
321,852
636,375
0.587554
0.34926
0.615789
0.03495
ACEL
2022-05-06
601,983
1,192,467
0.492136
0.383377
0.580989
0.035634
ACEL
2022-05-13
489,339
1,020,514
0.425398
0.30998
0.657823
0.032197
ACEL
2022-05-20
306,608
642,373
0.517534
0.264939
0.699871
0.035189
ACEL
2022-05-27
394,419
821,434
0.461602
0.3086
0.626592
0.064808
ACEL
2022-06-03
343,763
695,678
0.505983
0.259031
0.685363
0.055606
ACEL
2022-06-10
284,386
584,099
0.455129
0.257408
0.692614
0.049979
ACEL
2022-06-17
562,923
875,216
0.667355
0.247162
0.709401
0.043436
ACEL
2022-06-24
287,471
572,038
0.595829
0.224251
0.696422
0.079327
ACEL
2022-07-01
367,494
711,932
0.551804
0.218672
0.730525
0.050803
ACEL
2022-07-08
304,562
627,924
0.594648
0.255487
0.692593
0.05192
ACEL
2022-07-15
294,688
506,067
0.676511
0.249839
0.727646
0.022515
ACEL
2022-07-22
339,026
902,916
0.473432
0.270445
0.684969
0.044586
ACEL
2022-07-29
325,925
833,938
0.427202
0.311269
0.665021
0.02371
ACEL
2022-08-05
251,490
601,893
0.538693
0.308616
0.675321
0.016064
ACEL
2022-08-12
789,249
1,504,694
0.541511
0.442194
0.539118
0.018688
ACEL
2022-08-19
487,633
866,380
0.62226
0.297804
0.679779
0.022417
ACEL
2022-08-26
450,919
924,852
0.607719
0.285636
0.682323
0.032041
ACEL
2022-09-02
534,673
849,665
0.721974
0.355002
0.610821
0.034177
ACEL
2022-09-09
454,684
935,751
0.502276
0.367657
0.603803
0.028541
ACEL
2022-09-16
632,736
1,179,161
0.576398
0.266867
0.704964
0.02817
ACEL
2022-09-23
631,684
1,310,031
0.575082
0.370227
0.612111
0.017662
ACEL
2022-09-30
731,332
1,562,219
0.505191
0.331674
0.591724
0.076602
ACEL
2022-10-07
438,780
842,869
0.501594
0.292263
0.644918
0.062819
ACEL
2022-10-14
612,312
979,997
0.630287
0.357645
0.502232
0.140123
ACEL
2022-10-21
560,176
841,778
0.620698
0.340082
0.636064
0.023854
ACEL
2022-10-28
446,224
712,003
0.640561
0.32144
0.649632
0.028927
ACEL
2022-11-04
347,794
670,256
0.497704
0.267478
0.715109
0.017413
ACEL
2022-11-11
499,749
899,979
0.506773
0.356671
0.594688
0.048641
ACEL
2022-11-18
417,033
860,208
0.467801
0.305213
0.658572
0.036215
ACEL
2022-11-25
230,376
394,701
0.667355
0.386887
0.585756
0.027356
ACEL
2022-12-02
604,963
1,948,159
0.51964
0.319328
0.649973
0.030699
ACEL
2022-12-09
368,477
761,900
0.537911
0.358108
0.598356
0.043535
ACEL
2022-12-16
572,513
1,103,893
0.598359
0.238191
0.73845
0.023359
ACEL
2022-12-23
492,135
853,243
0.500552
0.356994
0.611764
0.031242
ACEL
2022-12-30
224,834
423,173
0.523822
0.247086
0.680614
0.0723
ACEL
2023-01-06
311,641
574,497
0.66059
0.270793
0.687009
0.042198