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
A
2016-10-07
3,295,245
6,827,102
0.519922
0.392697
0.566341
0.040962
A
2016-10-14
3,131,450
7,050,845
0.487491
0.334826
0.61607
0.049104
A
2016-10-21
2,682,673
6,129,233
0.480681
0.332826
0.624233
0.042941
A
2016-10-28
4,270,359
9,502,742
0.455873
0.341701
0.627228
0.031071
A
2016-11-04
4,340,379
8,103,428
0.526487
0.384121
0.585647
0.030232
A
2016-11-11
4,262,931
9,586,966
0.433885
0.306533
0.659196
0.034271
A
2016-11-18
6,507,980
14,521,516
0.467643
0.369373
0.552516
0.078111
A
2016-11-25
2,339,282
6,833,923
0.406863
0.375408
0.597548
0.027044
A
2016-12-02
3,896,767
10,005,774
0.41099
0.466648
0.459499
0.073853
A
2016-12-09
3,288,027
7,134,935
0.464905
0.428374
0.544135
0.027491
A
2016-12-16
2,700,113
6,986,630
0.409604
0.36663
0.604668
0.028702
A
2016-12-23
1,845,209
4,789,429
0.364177
0.429686
0.53678
0.033534
A
2016-12-30
1,350,126
3,383,804
0.404382
0.340338
0.623643
0.036019
A
2017-01-06
2,874,657
6,465,598
0.450575
0.394454
0.570696
0.03485
A
2017-01-13
5,689,975
11,510,482
0.491101
0.437164
0.530853
0.031983
A
2017-01-20
2,506,759
5,207,127
0.489206
0.449109
0.518076
0.032815
A
2017-01-27
4,265,542
9,083,262
0.453772
0.493863
0.487835
0.018302
A
2017-02-03
4,002,261
7,494,929
0.523647
0.347234
0.626736
0.02603
A
2017-02-10
3,941,248
7,979,277
0.498055
0.343719
0.567929
0.088351
A
2017-02-17
4,679,843
12,685,821
0.394687
0.370473
0.560301
0.069226
A
2017-02-24
1,662,352
4,377,769
0.393519
0.324815
0.638527
0.036659
A
2017-03-03
1,977,869
6,501,543
0.33805
0.371876
0.590887
0.037237
A
2017-03-10
2,217,270
6,436,637
0.340762
0.397484
0.566162
0.036354
A
2017-03-17
4,235,265
8,423,913
0.501189
0.43462
0.538904
0.026476
A
2017-03-24
2,511,817
5,894,153
0.472372
0.340092
0.634888
0.025021
A
2017-03-31
1,700,960
5,926,052
0.318236
0.356606
0.618948
0.024446
A
2017-04-07
2,588,871
6,233,214
0.455445
0.396303
0.579719
0.023979
A
2017-04-14
1,508,629
3,645,813
0.455048
0.430466
0.548088
0.021446
A
2017-04-21
2,666,594
6,752,114
0.448733
0.357137
0.611891
0.030972
A
2017-04-28
3,438,330
7,784,597
0.482574
0.440937
0.53612
0.022943
A
2017-05-05
3,696,107
7,165,513
0.534179
0.469827
0.499674
0.030499
A
2017-05-12
2,541,338
6,649,070
0.415508
0.410924
0.56559
0.023486
A
2017-05-19
2,588,239
6,038,127
0.46206
0.380185
0.585286
0.034529
A
2017-05-26
5,131,042
16,061,750
0.376731
0.450572
0.469048
0.08038
A
2017-06-02
3,140,886
6,997,419
0.503754
0.419901
0.552998
0.027101
A
2017-06-09
2,591,722
8,571,459
0.390108
0.382063
0.590231
0.027706
A
2017-06-16
2,542,897
6,650,801
0.425555
0.366093
0.598811
0.035096
A
2017-06-23
3,647,307
9,747,101
0.402121
0.406011
0.57406
0.019929
A
2017-06-30
1,976,759
5,032,849
0.401879
0.353171
0.611743
0.035087
A
2017-07-07
1,983,247
4,510,962
0.462191
0.485916
0.498873
0.015211
A
2017-07-14
2,810,895
6,588,414
0.498449
0.453726
0.52038
0.025893
A
2017-07-21
1,748,831
5,694,394
0.362977
0.37594
0.604307
0.019753
A
2017-07-28
2,128,200
6,286,541
0.370696
0.498545
0.485476
0.015979
A
2017-08-04
1,269,191
3,997,130
0.355071
0.361409
0.616278
0.022313
A
2017-08-11
2,137,906
6,072,038
0.391834
0.42424
0.553671
0.022089
A
2017-08-18
3,736,178
13,503,429
0.34576
0.405571
0.540451
0.053978
A
2017-08-25
1,907,880
5,454,099
0.378612
0.372127
0.600813
0.027059
A
2017-09-01
1,812,799
5,046,621
0.432184
0.366622
0.611096
0.022281
A
2017-09-08
1,216,173
3,423,263
0.397324
0.405689
0.562575
0.031736
A
2017-09-15
2,104,413
6,348,939
0.41192
0.370252
0.604989
0.024759
A
2017-09-22
1,464,104
4,470,419
0.422402
0.395077
0.588871
0.016051
A
2017-09-29
1,489,667
5,488,531
0.311504
0.333561
0.582106
0.084333
A
2017-10-06
1,468,704
4,779,019
0.32186
0.34178
0.640116
0.018104
A
2017-10-13
1,600,724
4,973,639
0.373819
0.31125
0.595081
0.09367
A
2017-10-20
1,391,328
5,216,613
0.314006
0.381077
0.575737
0.043185
A
2017-10-27
1,401,959
5,836,107
0.277908
0.337221
0.643321
0.019458
A
2017-11-03
1,462,541
4,915,626
0.368706
0.346191
0.625948
0.027861
A
2017-11-10
1,142,253
4,432,325
0.284817
0.359291
0.61335
0.027359
A
2017-11-17
1,588,236
6,144,011
0.273665
0.379773
0.600178
0.020048
A
2017-11-24
3,843,390
10,501,194
0.41117
0.45522
0.52134
0.02344
A
2017-12-01
2,071,203
6,857,731
0.314217
0.313898
0.666268
0.019834
A
2017-12-08
1,552,091
8,101,477
0.234319
0.348958
0.633096
0.017946
A
2017-12-15
2,047,379
7,832,426
0.312758
0.354348
0.627503
0.018149
A
2017-12-22
1,746,498
6,059,658
0.356789
0.364146
0.619574
0.016279
A
2017-12-29
683,080
2,318,377
0.341669
0.355971
0.621953
0.022076
A
2018-01-05
1,388,915
4,911,770
0.3354
0.414252
0.520381
0.065367
A
2018-01-12
1,689,698
6,798,007
0.29847
0.382711
0.578953
0.038336
A
2018-01-19
1,489,992
5,398,903
0.316279
0.395862
0.532939
0.071198
A
2018-01-26
1,312,040
5,831,786
0.238891
0.322462
0.661595
0.015943
A
2018-02-02
1,658,009
6,481,107
0.277671
0.315375
0.668521
0.016105
A
2018-02-09
3,815,898
11,633,662
0.332618
0.376789
0.604926
0.018284
A
2018-02-16
3,214,189
10,317,698
0.343676
0.431153
0.546548
0.022299
A
2018-02-23
1,609,374
6,865,824
0.331813
0.35091
0.636146
0.012944
A
2018-03-02
3,373,900
10,831,612
0.357952
0.345573
0.639993
0.014435
A
2018-03-09
3,011,620
9,492,963
0.368292
0.394656
0.475768
0.129576
A
2018-03-16
2,055,378
7,734,637
0.31962
0.251702
0.620738
0.12756
A
2018-03-23
1,883,402
7,242,856
0.324432
0.325818
0.655848
0.018334
A
2018-03-30
1,825,438
5,982,653
0.33692
0.345052
0.635851
0.019097
A
2018-04-06
2,657,408
9,784,201
0.317089
0.350298
0.636053
0.013648
A
2018-04-13
2,168,997
6,618,298
0.375411
0.381427
0.59072
0.027853
A
2018-04-20
2,590,120
7,503,086
0.379581
0.339456
0.638968
0.021576
A
2018-04-27
2,651,048
9,657,920
0.300539
0.300718
0.557249
0.142033
A
2018-05-04
2,442,680
7,262,552
0.380915
0.288908
0.693362
0.017729
A
2018-05-11
2,090,541
5,763,261
0.378015
0.341068
0.633832
0.0251
A
2018-05-18
6,777,758
24,305,716
0.309075
0.509799
0.471933
0.018268
A
2018-05-25
3,149,237
9,634,373
0.34977
0.305451
0.674496
0.020053
A
2018-06-01
2,196,565
7,325,419
0.353705
0.309819
0.667107
0.023074
A
2018-06-08
3,110,147
10,219,446
0.343504
0.455352
0.525373
0.019275
A
2018-06-15
4,048,116
11,878,070
0.350404
0.528043
0.456982
0.014975
A
2018-06-22
3,198,051
13,182,237
0.286239
0.371173
0.616504
0.012324
A
2018-06-29
1,896,018
7,376,547
0.343374
0.357452
0.612431
0.030117
A
2018-07-06
1,725,886
4,679,309
0.384471
0.393027
0.577512
0.029461
A
2018-07-13
1,623,370
4,651,260
0.351757
0.340194
0.642014
0.017792
A
2018-07-20
1,607,222
4,610,310
0.386423
0.452846
0.531499
0.015655
A
2018-07-27
2,879,506
7,852,299
0.395208
0.466066
0.511205
0.02273
A
2018-08-03
2,379,912
7,643,165
0.340965
0.373689
0.594317
0.031994
A
2018-08-10
2,953,909
7,573,631
0.391354
0.347156
0.634128
0.018716
A
2018-08-17
4,457,909
12,416,957
0.395491
0.448477
0.508931
0.042592
A
2018-08-24
2,536,141
8,250,559
0.329783
0.436967
0.544839
0.018193
A
2018-08-31
2,218,910
6,209,725
0.399754
0.413236
0.567636
0.019128