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 |
|---|---|---|---|---|---|---|---|
ZIP | 2023-06-30 | 1,005,592 | 1,336,232 | 0.598482 | 0.170224 | 0.829326 | 0.00045 |
ZIP | 2023-07-07 | 410,376 | 595,882 | 0.687795 | 0.006473 | 0.991628 | 0.001899 |
ZIP | 2023-07-14 | 542,980 | 800,780 | 0.639805 | 0.008063 | 0.99032 | 0.001617 |
ZIP | 2023-07-21 | 522,850 | 739,237 | 0.617735 | 0.018794 | 0.978927 | 0.002279 |
ZIP | 2023-07-28 | 553,547 | 688,520 | 0.778506 | 0.012639 | 0.984343 | 0.003018 |
ZIP | 2023-08-04 | 506,763 | 665,190 | 0.761679 | 0.012382 | 0.985196 | 0.002422 |
ZIP | 2023-08-11 | 887,505 | 1,237,714 | 0.661743 | 0.013403 | 0.983845 | 0.002753 |
ZIP | 2023-08-18 | 447,540 | 627,002 | 0.712892 | 0.007833 | 0.990501 | 0.001666 |
ZIP | 2023-08-25 | 397,626 | 734,643 | 0.558463 | 0.027753 | 0.971478 | 0.00077 |
ZIP | 2023-09-01 | 940,068 | 2,139,935 | 0.373853 | 0.007371 | 0.990468 | 0.002161 |
ZIP | 2023-09-08 | 711,730 | 1,590,176 | 0.496492 | 0.025189 | 0.973068 | 0.001742 |
ZIP | 2023-09-15 | 1,590,204 | 2,808,475 | 0.590072 | 0.037853 | 0.959409 | 0.002738 |
ZIP | 2023-09-22 | 1,139,449 | 2,561,438 | 0.545734 | 0.071317 | 0.920998 | 0.007686 |
ZIP | 2023-09-29 | 1,381,353 | 2,260,990 | 0.552231 | 0.025647 | 0.970288 | 0.004065 |
ZIP | 2023-10-06 | 1,156,589 | 2,081,326 | 0.574399 | 0.010726 | 0.985981 | 0.003293 |
ZIP | 2023-10-13 | 1,007,765 | 1,574,260 | 0.569615 | 0.019014 | 0.97889 | 0.002095 |
ZIP | 2023-10-20 | 894,566 | 1,471,750 | 0.628062 | 0.012773 | 0.985846 | 0.001381 |
ZIP | 2023-10-27 | 621,180 | 1,133,736 | 0.53953 | 0.013799 | 0.984769 | 0.001431 |
ZIP | 2023-11-03 | 703,453 | 1,403,503 | 0.459548 | 0.008012 | 0.99109 | 0.000897 |
ZIP | 2023-11-10 | 1,048,869 | 1,816,242 | 0.574229 | 0.011984 | 0.983655 | 0.004361 |
ZIP | 2023-11-17 | 776,388 | 1,425,369 | 0.548194 | 0.011512 | 0.987826 | 0.000662 |
ZIP | 2023-11-24 | 390,619 | 845,030 | 0.370372 | 0.015866 | 0.981866 | 0.002268 |
ZIP | 2023-12-01 | 801,230 | 1,666,820 | 0.462914 | 0.011 | 0.988189 | 0.000811 |
ZIP | 2023-12-08 | 544,984 | 1,168,119 | 0.515285 | 0.011166 | 0.986243 | 0.00259 |
ZIP | 2023-12-15 | 685,296 | 1,520,221 | 0.514763 | 0.011169 | 0.986477 | 0.002354 |
ZIP | 2023-12-22 | 514,963 | 1,060,861 | 0.402748 | 0.008546 | 0.990665 | 0.000789 |
ZIP | 2023-12-29 | 234,538 | 584,637 | 0.380593 | 0.004982 | 0.993052 | 0.001966 |
ZIP | 2024-01-05 | 515,642 | 1,073,952 | 0.513564 | 0.00945 | 0.988527 | 0.002023 |
ZIP | 2024-01-12 | 573,170 | 1,097,588 | 0.44814 | 0.007177 | 0.989374 | 0.003449 |
ZIP | 2024-01-19 | 739,583 | 1,113,421 | 0.619845 | 0.009911 | 0.987092 | 0.002997 |
ZIP | 2024-01-26 | 453,480 | 791,135 | 0.529096 | 0.011881 | 0.984752 | 0.003367 |
ZIP | 2024-02-02 | 425,215 | 944,623 | 0.417832 | 0.009985 | 0.98918 | 0.000835 |
ZIP | 2024-02-09 | 543,858 | 1,198,355 | 0.346847 | 0.01632 | 0.98348 | 0.0002 |
ZIP | 2024-02-16 | 829,585 | 1,406,626 | 0.70825 | 0.014435 | 0.984904 | 0.000661 |
ZIP | 2024-02-23 | 684,184 | 1,172,026 | 0.608417 | 0.029105 | 0.965746 | 0.005149 |
ZIP | 2024-03-01 | 708,826 | 1,646,821 | 0.434469 | 0.019586 | 0.979464 | 0.000951 |
ZIP | 2024-03-08 | 537,157 | 1,152,362 | 0.549368 | 0.015074 | 0.984731 | 0.000195 |
ZIP | 2024-03-15 | 793,252 | 1,527,693 | 0.721587 | 0.011273 | 0.988414 | 0.000314 |
ZIP | 2024-03-22 | 489,118 | 941,979 | 0.541851 | 0.009013 | 0.989387 | 0.0016 |
ZIP | 2024-03-29 | 434,461 | 645,446 | 0.64156 | 0.009808 | 0.989963 | 0.000229 |
ZIP | 2024-04-05 | 365,526 | 760,359 | 0.599851 | 0.006167 | 0.993558 | 0.000274 |
ZIP | 2024-04-12 | 410,447 | 768,142 | 0.630957 | 0.00434 | 0.994713 | 0.000947 |
ZIP | 2024-04-19 | 596,450 | 1,042,516 | 0.585979 | 0.010576 | 0.987902 | 0.001522 |
ZIP | 2024-04-26 | 330,206 | 634,832 | 0.653418 | 0.008302 | 0.987439 | 0.004259 |
ZIP | 2024-05-03 | 554,538 | 1,186,674 | 0.602842 | 0.002254 | 0.99565 | 0.002096 |
ZIP | 2024-05-10 | 650,364 | 1,498,223 | 0.49965 | 0.017106 | 0.980497 | 0.002397 |
ZIP | 2024-05-17 | 565,148 | 1,119,868 | 0.509439 | 0.008065 | 0.989481 | 0.002454 |
ZIP | 2024-05-24 | 436,905 | 912,714 | 0.468075 | 0.008879 | 0.987919 | 0.003202 |
ZIP | 2024-05-31 | 491,231 | 998,162 | 0.604918 | 0.020247 | 0.971585 | 0.008169 |
ZIP | 2024-06-07 | 565,372 | 1,062,268 | 0.570892 | 0.014415 | 0.979102 | 0.006483 |
ZIP | 2024-06-14 | 474,648 | 887,972 | 0.626999 | 0.015039 | 0.976744 | 0.008217 |
ZIP | 2024-06-21 | 480,450 | 1,460,149 | 0.446052 | 0.005695 | 0.991417 | 0.002889 |
ZIP | 2024-06-28 | 683,526 | 1,886,679 | 0.439306 | 0.00294 | 0.982866 | 0.014194 |
ZIP | 2024-07-05 | 275,008 | 551,366 | 0.658048 | 0.007757 | 0.974197 | 0.018046 |
ZIP | 2024-07-12 | 501,016 | 922,854 | 0.552466 | 0.010264 | 0.976399 | 0.013337 |
ZIP | 2024-07-19 | 435,370 | 768,380 | 0.431714 | 0.001979 | 0.986894 | 0.011127 |
ZIP | 2024-07-26 | 470,016 | 930,400 | 0.418988 | 0.00261 | 0.986978 | 0.010412 |
ZIP | 2024-08-02 | 486,462 | 829,151 | 0.509668 | 0.005304 | 0.99051 | 0.004187 |
ZIP | 2024-08-09 | 1,003,643 | 1,668,381 | 0.682025 | 0.014097 | 0.980602 | 0.005302 |
ZIP | 2024-08-16 | 629,626 | 1,136,944 | 0.567358 | 0.010737 | 0.981588 | 0.007675 |
ZIP | 2024-08-23 | 746,324 | 1,172,617 | 0.613459 | 0.012004 | 0.978592 | 0.009403 |
ZIP | 2024-08-30 | 527,660 | 895,838 | 0.619959 | 0.014197 | 0.980838 | 0.004966 |
ZIP | 2024-09-06 | 451,018 | 762,732 | 0.595491 | 0.014745 | 0.979208 | 0.006047 |
ZIP | 2024-09-13 | 661,546 | 1,074,498 | 0.610353 | 0.008384 | 0.982828 | 0.008788 |
ZIP | 2024-09-20 | 926,930 | 1,763,818 | 0.576936 | 0.0025 | 0.993604 | 0.003896 |
ZIP | 2024-09-27 | 857,127 | 1,145,024 | 0.809871 | 0.004773 | 0.989407 | 0.00582 |
ZIP | 2024-10-04 | 652,044 | 849,275 | 0.777882 | 0.007193 | 0.981317 | 0.01149 |
ZIP | 2024-10-11 | 500,380 | 675,320 | 0.701531 | 0.003252 | 0.977577 | 0.019172 |
ZIP | 2024-10-18 | 369,841 | 562,488 | 0.746575 | 0.002843 | 0.995644 | 0.001513 |
ZIP | 2024-10-25 | 380,466 | 624,903 | 0.698671 | 0.002485 | 0.996667 | 0.000848 |
ZIP | 2024-11-01 | 574,244 | 902,350 | 0.732799 | 0.002657 | 0.996505 | 0.000838 |
ZIP | 2024-11-08 | 686,754 | 1,040,513 | 0.608766 | 0.003053 | 0.995596 | 0.001351 |
ZIP | 2024-11-15 | 602,000 | 988,348 | 0.60373 | 0.003483 | 0.996161 | 0.000356 |
ZIP | 2024-11-22 | 398,668 | 696,342 | 0.480616 | 0.004248 | 0.995752 | 0 |
ZIP | 2024-11-29 | 390,866 | 978,351 | 0.286601 | 0.02219 | 0.977698 | 0.000112 |
ZIP | 2024-12-06 | 658,717 | 1,125,432 | 0.653791 | 0.004948 | 0.995049 | 0.000003 |
ZIP | 2024-12-13 | 497,453 | 879,101 | 0.62669 | 0.004405 | 0.994944 | 0.000651 |
ZIP | 2024-12-20 | 798,288 | 1,587,349 | 0.769223 | 0.00322 | 0.996141 | 0.000639 |
ZIP | 2024-12-27 | 224,056 | 501,769 | 0.413715 | 0.001731 | 0.997622 | 0.000647 |
ZIP | 2025-01-03 | 224,898 | 484,342 | 0.426569 | 0.002832 | 0.997168 | 0 |
ZIP | 2025-01-10 | 300,329 | 651,910 | 0.505954 | 0.007951 | 0.991953 | 0.000095 |
ZIP | 2025-01-17 | 285,355 | 620,308 | 0.449429 | 0.003764 | 0.996236 | 0 |
ZIP | 2025-01-24 | 194,352 | 594,606 | 0.53879 | 0.010054 | 0.970489 | 0.019456 |
ZIP | 2025-01-31 | 400,367 | 800,709 | 0.418659 | 0.004033 | 0.995967 | 0 |
ZIP | 2025-02-07 | 614,554 | 1,098,473 | 0.577533 | 0.002132 | 0.997441 | 0.000427 |
ZIP | 2025-02-14 | 437,381 | 794,739 | 0.425949 | 0.004361 | 0.995639 | 0 |
ZIP | 2025-02-21 | 398,447 | 675,220 | 0.56964 | 0.012607 | 0.986986 | 0.000407 |
ZIP | 2025-02-28 | 1,071,011 | 2,034,641 | 0.588538 | 0.016155 | 0.983022 | 0.000823 |
ZIP | 2025-03-07 | 1,085,389 | 1,658,732 | 0.683476 | 0.018821 | 0.980882 | 0.000297 |
ZIP | 2025-03-14 | 888,894 | 1,422,016 | 0.697636 | 0.014156 | 0.985382 | 0.000462 |
ZIP | 2025-03-21 | 1,225,159 | 2,805,981 | 0.580799 | 0.03952 | 0.960188 | 0.000292 |
ZIP | 2025-03-28 | 839,874 | 2,044,901 | 0.501416 | 0.017056 | 0.982944 | 0 |
ZIP | 2025-04-04 | 743,751 | 1,189,699 | 0.636693 | 0.023685 | 0.975496 | 0.000819 |
ZIP | 2025-04-11 | 1,285,290 | 2,319,123 | 0.516004 | 0.035889 | 0.962466 | 0.001646 |
ZIP | 2025-04-18 | 687,505 | 1,346,598 | 0.319328 | 0.014038 | 0.985833 | 0.000128 |
ZIP | 2025-04-25 | 736,749 | 1,496,069 | 0.538379 | 0.029718 | 0.969016 | 0.001266 |
ZIP | 2025-05-02 | 856,119 | 1,444,625 | 0.629579 | 0.019875 | 0.979904 | 0.000221 |
ZIP | 2025-05-09 | 866,375 | 1,911,455 | 0.455237 | 0.02939 | 0.97061 | 0 |
ZIP | 2025-05-16 | 1,334,127 | 2,525,485 | 0.411734 | 0.018923 | 0.981077 | 0 |
ZIP | 2025-05-23 | 1,033,277 | 1,552,378 | 0.686598 | 0.018088 | 0.981908 | 0.000004 |
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