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7.27 7 9.61 7c2.74 0 5.09 1.26 6.77 3.24L13.5 13.5l-4-4L2 17l1.5 1.5 6-6 4 4 4.05-4.57c.75 1.35 1.25 2.9 1.45 4.57h2c-.22-2.32-.95-4.41-2.04-6.16L22 6.92Z"/></svg> <span class=md-ellipsis> Pairs trading </span> </a> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_3_8> <label class=md-nav__link for=__nav_3_8 id=__nav_3_8_label tabindex> <span class=md-ellipsis> Patterns and projections </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_3_8_label aria-expanded=false> <label class=md-nav__title for=__nav_3_8> <span class="md-nav__icon md-icon"></span> Patterns and projections </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../tutorials/patterns-and-projections/patterns/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m23 7.5-6.47-.54L14 1l-2.53 5.96L5 7.5l4.9 4.27-1.46 6.33L14 14.74l5.56 3.36-1.47-6.33L23 7.5m-6.86 4.73.4 1.71-1.51-.91-1.03-.62-1.03.62-1.51.91.39-1.71.28-1.18-.91-.79L9.88 9.1l1.76-.15 1.2-.1.47-1.11.69-1.62.69 1.62.47 1.11 1.2.1 1.75.15-1.33 1.16-.92.79.28 1.18M1.16 12c-.299-.5-.171-1.11.29-1.41l2.73-1.8 1.57 1.36-3.2 2.11c-.17.11-.36.17-.55.17-.32 0-.64-.16-.84-.43m.29 8.16 5.86-3.85L7 17.76l-.34 1.37-4.11 2.71c-.17.11-.36.16-.55.16-.32 0-.64-.16-.84-.45a1.013 1.013 0 0 1 .29-1.39m5.87-8.66.92.81-.27 1.19-5.42 3.55c-.17.11-.36.16-.55.16-.32 0-.64-.15-.84-.45a1 1 0 0 1 .29-1.38l5.87-3.88Z"/></svg> <span class=md-ellipsis> Patterns </span> </a> </li> <li class=md-nav__item> <a href=../../../tutorials/patterns-and-projections/projections/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m23 7.5-6.47-.54L14 1l-2.53 5.96L5 7.5l4.9 4.27-1.46 6.33L14 14.74l5.56 3.36-1.47-6.33L23 7.5m-6.86 4.73.4 1.71-1.51-.91-1.03-.62-1.03.62-1.51.91.39-1.71.28-1.18-.91-.79L9.88 9.1l1.76-.15 1.2-.1.47-1.11.69-1.62.69 1.62.47 1.11 1.2.1 1.75.15-1.33 1.16-.92.79.28 1.18M1.16 12c-.299-.5-.171-1.11.29-1.41l2.73-1.8 1.57 1.36-3.2 2.11c-.17.11-.36.17-.55.17-.32 0-.64-.16-.84-.43m.29 8.16 5.86-3.85L7 17.76l-.34 1.37-4.11 2.71c-.17.11-.36.16-.55.16-.32 0-.64-.16-.84-.45a1.013 1.013 0 0 1 .29-1.39m5.87-8.66.92.81-.27 1.19-5.42 3.55c-.17.11-.36.16-.55.16-.32 0-.64-.15-.84-.45a1 1 0 0 1 .29-1.38l5.87-3.88Z"/></svg> <span class=md-ellipsis> Projections </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_3_9> <label class=md-nav__link for=__nav_3_9 id=__nav_3_9_label tabindex> <span class=md-ellipsis> Cross-validation </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_3_9_label aria-expanded=false> <label class=md-nav__title for=__nav_3_9> <span class="md-nav__icon md-icon"></span> Cross-validation </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../tutorials/cross-validation/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M.41 13.41 6 19l1.41-1.42L1.83 12m20.41-6.42L11.66 16.17 7.5 12l-1.43 1.41L11.66 19l12-12M18 7l-1.41-1.42-6.35 6.35 1.42 1.41L18 7Z"/></svg> <span class=md-ellipsis> Cross-validation </span> </a> </li> <li class=md-nav__item> <a href=../../../tutorials/cross-validation/splitter/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M.41 13.41 6 19l1.41-1.42L1.83 12m20.41-6.42L11.66 16.17 7.5 12l-1.43 1.41L11.66 19l12-12M18 7l-1.41-1.42-6.35 6.35 1.42 1.41L18 7Z"/></svg> <span class=md-ellipsis> Splitter </span> </a> </li> <li class=md-nav__item> <a href=../../../tutorials/cross-validation/applications/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M.41 13.41 6 19l1.41-1.42L1.83 12m20.41-6.42L11.66 16.17 7.5 12l-1.43 1.41L11.66 19l12-12M18 7l-1.41-1.42-6.35 6.35 1.42 1.41L18 7Z"/></svg> <span class=md-ellipsis> Applications </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=../../../tutorials/more-tutorials/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M10.6 13.4a1 1 0 0 1-1.4 1.4 4.8 4.8 0 0 1 0-7l3.5-3.6a5.1 5.1 0 0 1 7.1 0 5.1 5.1 0 0 1 0 7.1l-1.5 1.5a6.4 6.4 0 0 0-.4-2.4l.5-.5a3.2 3.2 0 0 0 0-4.3 3.2 3.2 0 0 0-4.3 0l-3.5 3.6a2.9 2.9 0 0 0 0 4.2M23 18v2h-3v3h-2v-3h-3v-2h3v-3h2v3m-3.8-4.3a4.8 4.8 0 0 0-1.4-4.5 1 1 0 0 0-1.4 1.4 2.9 2.9 0 0 1 0 4.2l-3.5 3.6a3.2 3.2 0 0 1-4.3 0 3.2 3.2 0 0 1 0-4.3l.5-.4a7.3 7.3 0 0 1-.4-2.5l-1.5 1.5a5.1 5.1 0 0 0 0 7.1 5.1 5.1 0 0 0 7.1 0l1.8-1.8a6 6 0 0 1 3.1-4.3Z"/></svg> <span class=md-ellipsis> More tutorials </span> </a> </li> <li class=md-nav__item> <a href=../../../tutorials/to-be-continued/index.html class=md-nav__link> <span class=md-ellipsis> To be continued... </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_4> <label class=md-nav__link for=__nav_4 id=__nav_4_label tabindex> <span class=md-ellipsis> Documentation </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_4_label aria-expanded=false> <label class=md-nav__title for=__nav_4> <span class="md-nav__icon md-icon"></span> Documentation </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../documentation/fundamentals/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M3 7a2 2 0 0 0-2 2v8h2v-4h2v4h2V9a2 2 0 0 0-2-2H3m0 2h2v2H3m12-.5V9a2 2 0 0 0-2-2H9v10h4a2 2 0 0 0 2-2v-1.5a1.54 1.54 0 0 0-1.5-1.5 1.54 1.54 0 0 0 1.5-1.5M13 15h-2v-2h2v2m0-4h-2V9h2m6-2a2 2 0 0 0-2 2v6a2 2 0 0 0 2 2h2a2 2 0 0 0 2-2v-1h-2v1h-2V9h2v1h2V9a2 2 0 0 0-2-2Z"/></svg> <span class=md-ellipsis> Fundamentals </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/building-blocks/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M21 16.5c0 .38-.21.71-.53.88l-7.9 4.44c-.16.12-.36.18-.57.18-.21 0-.41-.06-.57-.18l-7.9-4.44A.991.991 0 0 1 3 16.5v-9c0-.38.21-.71.53-.88l7.9-4.44c.16-.12.36-.18.57-.18.21 0 .41.06.57.18l7.9 4.44c.32.17.53.5.53.88v9M12 4.15 6.04 7.5 12 10.85l5.96-3.35L12 4.15M5 15.91l6 3.38v-6.71L5 9.21v6.7m14 0v-6.7l-6 3.37v6.71l6-3.38Z"/></svg> <span class=md-ellipsis> Building blocks </span> </a> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_4_3> <label class=md-nav__link for=__nav_4_3 id=__nav_4_3_label tabindex> <span class=md-ellipsis> Data </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_4_3_label aria-expanded=false> <label class=md-nav__title for=__nav_4_3> <span class="md-nav__icon md-icon"></span> Data </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../documentation/data/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 3C7.58 3 4 4.79 4 7s3.58 4 8 4 8-1.79 8-4-3.58-4-8-4M4 9v3c0 2.21 3.58 4 8 4s8-1.79 8-4V9c0 2.21-3.58 4-8 4s-8-1.79-8-4m0 5v3c0 2.21 3.58 4 8 4s8-1.79 8-4v-3c0 2.21-3.58 4-8 4s-8-1.79-8-4Z"/></svg> <span class=md-ellipsis> Data </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/data/local/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M19 20H4a2 2 0 0 1-2-2V6c0-1.11.89-2 2-2h6l2 2h7a2 2 0 0 1 2 2H4v10l2.14-8h17.07l-2.28 8.5c-.23.87-1.01 1.5-1.93 1.5Z"/></svg> <span class=md-ellipsis> Local </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/data/remote/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M16.36 14c.08-.66.14-1.32.14-2 0-.68-.06-1.34-.14-2h3.38c.16.64.26 1.31.26 2s-.1 1.36-.26 2m-5.15 5.56c.6-1.11 1.06-2.31 1.38-3.56h2.95a8.03 8.03 0 0 1-4.33 3.56M14.34 14H9.66c-.1-.66-.16-1.32-.16-2 0-.68.06-1.35.16-2h4.68c.09.65.16 1.32.16 2 0 .68-.07 1.34-.16 2M12 19.96c-.83-1.2-1.5-2.53-1.91-3.96h3.82c-.41 1.43-1.08 2.76-1.91 3.96M8 8H5.08A7.923 7.923 0 0 1 9.4 4.44C8.8 5.55 8.35 6.75 8 8m-2.92 8H8c.35 1.25.8 2.45 1.4 3.56A8.008 8.008 0 0 1 5.08 16m-.82-2C4.1 13.36 4 12.69 4 12s.1-1.36.26-2h3.38c-.08.66-.14 1.32-.14 2 0 .68.06 1.34.14 2M12 4.03c.83 1.2 1.5 2.54 1.91 3.97h-3.82c.41-1.43 1.08-2.77 1.91-3.97M18.92 8h-2.95a15.65 15.65 0 0 0-1.38-3.56c1.84.63 3.37 1.9 4.33 3.56M12 2C6.47 2 2 6.5 2 12a10 10 0 0 0 10 10 10 10 0 0 0 10-10A10 10 0 0 0 12 2Z"/></svg> <span class=md-ellipsis> Remote </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/data/synthetic/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m19 1-1.26 2.75L15 5l2.74 1.26L19 9l1.25-2.74L23 5l-2.75-1.25M9 4 6.5 9.5 1 12l5.5 2.5L9 20l2.5-5.5L17 12l-5.5-2.5M19 15l-1.26 2.74L15 19l2.74 1.25L19 23l1.25-2.75L23 19l-2.75-1.26"/></svg> <span class=md-ellipsis> Synthetic </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/data/scheduling/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 20a7 7 0 0 1-7-7 7 7 0 0 1 7-7 7 7 0 0 1 7 7 7 7 0 0 1-7 7m7.03-12.61 1.42-1.42c-.45-.51-.9-.97-1.41-1.41L17.62 6c-1.55-1.26-3.5-2-5.62-2a9 9 0 0 0-9 9 9 9 0 0 0 9 9c5 0 9-4.03 9-9 0-2.12-.74-4.07-1.97-5.61M11 14h2V8h-2m4-7H9v2h6V1Z"/></svg> <span class=md-ellipsis> Scheduling </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_4_4> <label class=md-nav__link for=__nav_4_4 id=__nav_4_4_label tabindex> <span class=md-ellipsis> Indicators </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_4_4_label aria-expanded=false> <label class=md-nav__title for=__nav_4_4> <span class="md-nav__icon md-icon"></span> Indicators </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../documentation/indicators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m3 14 .5.07L8.07 9.5a1.95 1.95 0 0 1 .52-1.91c.78-.79 2.04-.79 2.82 0 .53.52.7 1.26.52 1.91l2.57 2.57.5-.07c.18 0 .35 0 .5.07l3.57-3.57C19 8.35 19 8.18 19 8a2 2 0 0 1 2-2 2 2 0 0 1 2 2 2 2 0 0 1-2 2c-.18 0-.35 0-.5-.07l-3.57 3.57c.07.15.07.32.07.5a2 2 0 0 1-2 2 2 2 0 0 1-2-2l.07-.5-2.57-2.57c-.32.07-.68.07-1 0L4.93 15.5 5 16a2 2 0 0 1-2 2 2 2 0 0 1-2-2 2 2 0 0 1 2-2Z"/></svg> <span class=md-ellipsis> Indicators </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/indicators/development/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M4 3c-1.11 0-2 .89-2 2v4c0 1.11.89 2 2 2h4c1.11 0 2-.89 2-2V5c0-1.11-.89-2-2-2m.2 1.5 1.06 1.05L5.27 9.5 2.74 6.95 3.81 5.9l1.47 1.49M4 13c-1.11 0-2 .89-2 2v4c0 1.11.89 2 2 2h4c1.11 0 2-.89 2-2v-4c0-1.11-.89-2-2-2m-4 2h4v4H4m8-14h10v2H12m0 12v-2h10v2m-10-8h10v2H12Z"/></svg> <span class=md-ellipsis> Development </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/indicators/analysis/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M21 8c-1.5 0-2.3 1.4-1.9 2.5l-3.6 3.6c-.3-.1-.7-.1-1 0l-2.6-2.6c.4-1.1-.4-2.5-1.9-2.5-1.4 0-2.3 1.4-1.9 2.5L3.5 16c-1.1-.3-2.5.5-2.5 2 0 1.1.9 2 2 2 1.4 0 2.3-1.4 1.9-2.5l4.5-4.6c.3.1.7.1 1 0l2.6 2.6c-.3 1 .5 2.5 2 2.5s2.3-1.4 1.9-2.5l3.6-3.6c1.1.3 2.5-.5 2.5-1.9 0-1.1-.9-2-2-2m-6 1 .9-2.1L18 6l-2.1-.9L15 3l-.9 2.1L12 6l2.1.9L15 9M3.5 11 4 9l2-.5L4 8l-.5-2L3 8l-2 .5L3 9l.5 2Z"/></svg> <span class=md-ellipsis> Analysis </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/indicators/parsers/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m14.6 16.6 4.6-4.6-4.6-4.6L16 6l6 6-6 6-1.4-1.4m-5.2 0L4.8 12l4.6-4.6L8 6l-6 6 6 6 1.4-1.4Z"/></svg> <span class=md-ellipsis> Parsers </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_4_5> <label class=md-nav__link for=__nav_4_5 id=__nav_4_5_label tabindex> <span class=md-ellipsis> Portfolio </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_4_5_label aria-expanded=false> <label class=md-nav__title for=__nav_4_5> <span class="md-nav__icon md-icon"></span> Portfolio </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../documentation/portfolio/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M17.45 15.18 22 7.31V21H2V3h2v12.54L9.5 6 16 9.78l4.24-7.33 1.73 1-5.23 9.05-6.51-3.75L4.31 19h2.26l4.39-7.56 6.49 3.74Z"/></svg> <span class=md-ellipsis> Portfolio </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/portfolio/from-orders/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 2v20h20V2H2m18 10h-4v4h4v4h-4v-4h-4v4H8v-4H4v-4h4V8H4V4h4v4h4V4h4v4h4v4m-4-4v4h-4V8h4m-4 4v4H8v-4h4Z"/></svg> <span class=md-ellipsis> From orders </span> </a> </li> <li class=md-nav__item> <a href=../../../documentation/portfolio/from-signals/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 10c-1.1 0-2 .9-2 2s.9 2 2 2 2-.9 2-2-.9-2-2-2m6 2c0-3.3-2.7-6-6-6s-6 2.7-6 6c0 2.2 1.2 4.1 3 5.2l1-1.7c-1.2-.7-2-2-2-3.4 0-2.2 1.8-4 4-4s4 1.8 4 4c0 1.5-.8 2.8-2 3.4l1 1.7c1.8-1 3-3 3-5.2M12 2C6.5 2 2 6.5 2 12c0 3.7 2 6.9 5 8.6l1-1.7c-2.4-1.4-4-4-4-6.9 0-4.4 3.6-8 8-8s8 3.6 8 8c0 3-1.6 5.5-4 6.9l1 1.7c3-1.7 5-4.9 5-8.6 0-5.5-4.5-10-10-10Z"/></svg> <span class=md-ellipsis> From signals </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=../../../documentation/to-be-continued/index.html class=md-nav__link> <span class=md-ellipsis> To be continued... </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5 checked> <label class=md-nav__link for=__nav_5 id=__nav_5_label tabindex> <span class=md-ellipsis> API </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_5_label aria-expanded=true> <label class=md-nav__title for=__nav_5> <span class="md-nav__icon md-icon"></span> API </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../index.html class=md-nav__link> <span class=md-ellipsis> API </span> </a> </li> <li class=md-nav__item> <a href=../../_settings/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M6 2c-1.11 0-2 .89-2 2v16a2 2 0 0 0 2 2h6.68a7 7 0 0 1-.68-3 7 7 0 0 1 7-7 7 7 0 0 1 1 .08V8l-6-6H6m7 1.5L18.5 9H13V3.5M18 14a.26.26 0 0 0-.26.21l-.19 1.32c-.3.13-.59.29-.85.47l-1.24-.5c-.11 0-.24 0-.31.13l-1 1.73c-.06.11-.04.24.06.32l1.06.82a4.193 4.193 0 0 0 0 1l-1.06.82a.26.26 0 0 0-.06.32l1 1.73c.06.13.19.13.31.13l1.24-.5c.26.18.54.35.85.47l.19 1.32c.02.12.12.21.26.21h2c.11 0 .22-.09.24-.21l.19-1.32c.3-.13.57-.29.84-.47l1.23.5c.13 0 .26 0 .33-.13l1-1.73a.26.26 0 0 0-.06-.32l-1.07-.82c.02-.17.04-.33.04-.5 0-.17-.01-.33-.04-.5l1.06-.82a.26.26 0 0 0 .06-.32l-1-1.73c-.06-.13-.19-.13-.32-.13l-1.23.5c-.27-.18-.54-.35-.85-.47l-.19-1.32A.236.236 0 0 0 20 14h-2m1 3.5c.83 0 1.5.67 1.5 1.5s-.67 1.5-1.5 1.5c-.84 0-1.5-.67-1.5-1.5s.67-1.5 1.5-1.5Z"/></svg> <span class=md-ellipsis> _settings </span> </a> </li> <li class=md-nav__item> <a href=../../_opt_deps/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M6 2c-1.11 0-2 .89-2 2v16a2 2 0 0 0 2 2h6.68a7 7 0 0 1-.68-3 7 7 0 0 1 7-7 7 7 0 0 1 1 .08V8l-6-6H6m7 1.5L18.5 9H13V3.5M18 14a.26.26 0 0 0-.26.21l-.19 1.32c-.3.13-.59.29-.85.47l-1.24-.5c-.11 0-.24 0-.31.13l-1 1.73c-.06.11-.04.24.06.32l1.06.82a4.193 4.193 0 0 0 0 1l-1.06.82a.26.26 0 0 0-.06.32l1 1.73c.06.13.19.13.31.13l1.24-.5c.26.18.54.35.85.47l.19 1.32c.02.12.12.21.26.21h2c.11 0 .22-.09.24-.21l.19-1.32c.3-.13.57-.29.84-.47l1.23.5c.13 0 .26 0 .33-.13l1-1.73a.26.26 0 0 0-.06-.32l-1.07-.82c.02-.17.04-.33.04-.5 0-.17-.01-.33-.04-.5l1.06-.82a.26.26 0 0 0 .06-.32l-1-1.73c-.06-.13-.19-.13-.32-.13l-1.23.5c-.27-.18-.54-.35-.85-.47l-.19-1.32A.236.236 0 0 0 20 14h-2m1 3.5c.83 0 1.5.67 1.5 1.5s-.67 1.5-1.5 1.5c-.84 0-1.5-.67-1.5-1.5s.67-1.5 1.5-1.5Z"/></svg> <span class=md-ellipsis> _opt_deps </span> </a> </li> <li class=md-nav__item> <a href=../../accessors/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M11 5H8l4-4 4 4h-3v4.43c-.75.46-1.42 1.03-2 1.69V5m11 6-4-4v3a6.747 6.747 0 0 0-7 6.17A3.006 3.006 0 0 0 9.17 20 3.006 3.006 0 0 0 13 21.83 3.01 3.01 0 0 0 14.83 18c-.3-.86-.98-1.53-1.83-1.83.47-4 4.47-4.2 4.95-4.2v3L22 11m-11.37.59A7.632 7.632 0 0 0 6 10V7l-4 4 4 4v-3c1.34.03 2.63.5 3.64 1.4.25-.64.58-1.25.99-1.81Z"/></svg> <span class=md-ellipsis> accessors </span> </a> </li> <li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_5 checked> <label class=md-nav__link for=__nav_5_5 id=__nav_5_5_label tabindex> <span class=md-ellipsis> base </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_5_label aria-expanded=true> <label class=md-nav__title for=__nav_5_5> <span class="md-nav__icon md-icon"></span> base </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3M4 5h2v2H4m14 0h2v2h-2M8 17h2v2H8Z"/></svg> <span class=md-ellipsis> base </span> </a> </li> <li class=md-nav__item> <a href=../accessors/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M11 5H8l4-4 4 4h-3v4.43c-.75.46-1.42 1.03-2 1.69V5m11 6-4-4v3a6.747 6.747 0 0 0-7 6.17A3.006 3.006 0 0 0 9.17 20 3.006 3.006 0 0 0 13 21.83 3.01 3.01 0 0 0 14.83 18c-.3-.86-.98-1.53-1.83-1.83.47-4 4.47-4.2 4.95-4.2v3L22 11m-11.37.59A7.632 7.632 0 0 0 6 10V7l-4 4 4 4v-3c1.34.03 2.63.5 3.64 1.4.25-.64.58-1.25.99-1.81Z"/></svg> <span class=md-ellipsis> accessors </span> </a> </li> <li class=md-nav__item> <a href=../chunking/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 16v-3h-3v9h-2V2h2v9h3V8l4 4-4 4M2 12l4 4v-3h3v9h2V2H9v9H6V8l-4 4Z"/></svg> <span class=md-ellipsis> chunking </span> </a> </li> <li class=md-nav__item> <a href=../combining/index.html class=md-nav__link> <span class=md-ellipsis> combining </span> </a> </li> <li class=md-nav__item> <a href=../decorators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3H2m2 2h2v2H4V5m14 2h2v2h-2V7m0 8v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2M8 17h2v2H8v-2Z"/></svg> <span class=md-ellipsis> decorators </span> </a> </li> <li class=md-nav__item> <a href=../flex_indexing/index.html class=md-nav__link> <span class=md-ellipsis> flex_indexing </span> </a> </li> <li class=md-nav__item> <a href=../indexes/index.html class=md-nav__link> <span class=md-ellipsis> indexes <span class=dobjtype>module</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/indexes.py target=_blank title="Jump to source"><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></a> </span> </a> </li> <li class=md-nav__item> <a href=../indexing/index.html class=md-nav__link> <span class=md-ellipsis> indexing </span> </a> </li> <li class=md-nav__item> <a href=../merging/index.html class=md-nav__link> <span class=md-ellipsis> merging </span> </a> </li> <li class=md-nav__item> <a href=../preparing/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 4V3a1 1 0 0 0-1-1H5a1 1 0 0 0-1 1v4a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1V6h1v4H9v11a1 1 0 0 0 1 1h2a1 1 0 0 0 1-1v-9h8V4h-3Z"/></svg> <span class=md-ellipsis> preparing </span> </a> </li> <li class=md-nav__item> <a href=../reshaping/index.html class=md-nav__link> <span class=md-ellipsis> reshaping </span> </a> </li> <li class="md-nav__item md-nav__item--active"> <input class="md-nav__toggle md-toggle" type=checkbox id=__toc> <label class="md-nav__link md-nav__link--active" for=__toc> <span class=md-ellipsis> wrapping </span> <span class="md-nav__icon md-icon"></span> </label> <a href=index.html class="md-nav__link md-nav__link--active"> <span class=md-ellipsis> wrapping </span> </a> <nav class="md-nav md-nav--secondary" aria-label="Table of contents"> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> Table of contents </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper class=md-nav__link> <span class=md-ellipsis> ArrayWrapper() </span> </a> <nav class=md-nav aria-label=ArrayWrapper()> <ul class=md-nav__list> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.any_freq class=md-nav__link> <span class=md-ellipsis> any_freq </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.arr_to_timedelta class=md-nav__link> <span class=md-ellipsis> arr_to_timedelta() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.column_only_select class=md-nav__link> <span class=md-ellipsis> column_only_select </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.column_stack class=md-nav__link> <span class=md-ellipsis> column_stack() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.column_stack_arrs class=md-nav__link> <span class=md-ellipsis> column_stack_arrs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.columns class=md-nav__link> <span class=md-ellipsis> columns </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.concat_arrs class=md-nav__link> <span class=md-ellipsis> concat_arrs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.dt_period class=md-nav__link> <span class=md-ellipsis> dt_period </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.dummy class=md-nav__link> <span class=md-ellipsis> dummy() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.extract_init_kwargs class=md-nav__link> <span class=md-ellipsis> extract_init_kwargs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.fill class=md-nav__link> <span class=md-ellipsis> fill() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.fill_and_set class=md-nav__link> <span class=md-ellipsis> fill_and_set() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.fill_reduced class=md-nav__link> <span class=md-ellipsis> fill_reduced() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.flip class=md-nav__link> <span class=md-ellipsis> flip() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.freq class=md-nav__link> <span class=md-ellipsis> freq </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.from_obj class=md-nav__link> <span class=md-ellipsis> from_obj() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.from_shape class=md-nav__link> <span class=md-ellipsis> from_shape() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_columns class=md-nav__link> <span class=md-ellipsis> get_columns() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_freq class=md-nav__link> <span class=md-ellipsis> get_freq() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_index_grouper class=md-nav__link> <span class=md-ellipsis> get_index_grouper() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_index_points class=md-nav__link> <span class=md-ellipsis> get_index_points() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_index_ranges class=md-nav__link> <span class=md-ellipsis> get_index_ranges() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_name class=md-nav__link> <span class=md-ellipsis> get_name() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_ndim class=md-nav__link> <span class=md-ellipsis> get_ndim() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_period_ns_index class=md-nav__link> <span class=md-ellipsis> get_period_ns_index() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_resampler class=md-nav__link> <span class=md-ellipsis> get_resampler() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_shape class=md-nav__link> <span class=md-ellipsis> get_shape() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.get_shape_2d class=md-nav__link> <span class=md-ellipsis> get_shape_2d() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.group_select class=md-nav__link> <span class=md-ellipsis> group_select </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.grouped_ndim class=md-nav__link> <span class=md-ellipsis> grouped_ndim </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.grouper class=md-nav__link> <span class=md-ellipsis> grouper </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.index class=md-nav__link> <span class=md-ellipsis> index </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.index_acc class=md-nav__link> <span class=md-ellipsis> index_acc </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.indexing_func class=md-nav__link> <span class=md-ellipsis> indexing_func() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.indexing_func_meta class=md-nav__link> <span class=md-ellipsis> indexing_func_meta() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.name class=md-nav__link> <span class=md-ellipsis> name </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.ndim class=md-nav__link> <span class=md-ellipsis> ndim </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.ns_freq class=md-nav__link> <span class=md-ellipsis> ns_freq </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.ns_index class=md-nav__link> <span class=md-ellipsis> ns_index </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.parse_index class=md-nav__link> <span class=md-ellipsis> parse_index </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.period class=md-nav__link> <span class=md-ellipsis> period </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.range_only_select class=md-nav__link> <span class=md-ellipsis> range_only_select </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.regroup class=md-nav__link> <span class=md-ellipsis> regroup() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.resample class=md-nav__link> <span class=md-ellipsis> resample() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.resample_meta class=md-nav__link> <span class=md-ellipsis> resample_meta() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.resolve class=md-nav__link> <span class=md-ellipsis> resolve() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.resolve_stack_kwargs class=md-nav__link> <span class=md-ellipsis> resolve_stack_kwargs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.row_stack class=md-nav__link> <span class=md-ellipsis> row_stack() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.row_stack_arrs class=md-nav__link> <span class=md-ellipsis> row_stack_arrs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.select_from_flex_array class=md-nav__link> <span class=md-ellipsis> select_from_flex_array() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.shape class=md-nav__link> <span class=md-ellipsis> shape </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.shape_2d class=md-nav__link> <span class=md-ellipsis> shape_2d </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.split class=md-nav__link> <span class=md-ellipsis> split() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.wrap class=md-nav__link> <span class=md-ellipsis> wrap() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.ArrayWrapper.wrap_reduced class=md-nav__link> <span class=md-ellipsis> wrap_reduced() </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping class=md-nav__link> <span class=md-ellipsis> Wrapping() </span> </a> <nav class=md-nav aria-label=Wrapping()> <ul class=md-nav__list> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.column_only_select class=md-nav__link> <span class=md-ellipsis> column_only_select </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.column_stack class=md-nav__link> <span class=md-ellipsis> column_stack() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.group_select class=md-nav__link> <span class=md-ellipsis> group_select </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.indexing_func class=md-nav__link> <span class=md-ellipsis> indexing_func() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.range_only_select class=md-nav__link> <span class=md-ellipsis> range_only_select </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.regroup class=md-nav__link> <span class=md-ellipsis> regroup() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.resample class=md-nav__link> <span class=md-ellipsis> resample() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.resolve_column_stack_kwargs class=md-nav__link> <span class=md-ellipsis> resolve_column_stack_kwargs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.resolve_row_stack_kwargs class=md-nav__link> <span class=md-ellipsis> resolve_row_stack_kwargs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.resolve_self class=md-nav__link> <span class=md-ellipsis> resolve_self() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.resolve_stack_kwargs class=md-nav__link> <span class=md-ellipsis> resolve_stack_kwargs() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.row_stack class=md-nav__link> <span class=md-ellipsis> row_stack() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.select_col class=md-nav__link> <span class=md-ellipsis> select_col() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.select_col_from_obj class=md-nav__link> <span class=md-ellipsis> select_col_from_obj() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.split class=md-nav__link> <span class=md-ellipsis> split() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.base.wrapping.Wrapping.wrapper class=md-nav__link> <span class=md-ellipsis> wrapper </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../grouping/index.html class=md-nav__link> <span class=md-ellipsis> grouping </span> <span class="md-nav__icon md-icon"></span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../resampling/index.html class=md-nav__link> <span class=md-ellipsis> resampling </span> <span class="md-nav__icon md-icon"></span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_6> <label class=md-nav__link for=__nav_5_6 id=__nav_5_6_label tabindex> <span class=md-ellipsis> data </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_6_label aria-expanded=false> <label class=md-nav__title for=__nav_5_6> <span class="md-nav__icon md-icon"></span> data </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../data/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 3C7.58 3 4 4.79 4 7s3.58 4 8 4 8-1.79 8-4-3.58-4-8-4M4 9v3c0 2.21 3.58 4 8 4s8-1.79 8-4V9c0 2.21-3.58 4-8 4s-8-1.79-8-4m0 5v3c0 2.21 3.58 4 8 4s8-1.79 8-4v-3c0 2.21-3.58 4-8 4s-8-1.79-8-4Z"/></svg> <span class=md-ellipsis> data </span> </a> </li> <li class=md-nav__item> <a href=../../data/base/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3M4 5h2v2H4m14 0h2v2h-2M8 17h2v2H8Z"/></svg> <span class=md-ellipsis> base </span> </a> </li> <li class=md-nav__item> <a href=../../data/decorators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3H2m2 2h2v2H4V5m14 2h2v2h-2V7m0 8v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2M8 17h2v2H8v-2Z"/></svg> <span class=md-ellipsis> decorators </span> </a> </li> <li class=md-nav__item> <a href=../../data/nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m6 20 4.16-12.09L9.34 6H8V4h2c.42 0 .78.26.93.63L16.66 18H18v2h-2c-.43 0-.79-.27-.93-.64l-3.74-8.71L8.12 20H6Z"/></svg> <span class=md-ellipsis> nb </span> </a> </li> <li class=md-nav__item> <a href=../../data/saver/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 20a7 7 0 0 1-7-7 7 7 0 0 1 7-7 7 7 0 0 1 7 7 7 7 0 0 1-7 7m7.03-12.61 1.42-1.42c-.45-.51-.9-.97-1.41-1.41L17.62 6c-1.55-1.26-3.5-2-5.62-2a9 9 0 0 0-9 9 9 9 0 0 0 9 9c5 0 9-4.03 9-9 0-2.12-.74-4.07-1.97-5.61M11 14h2V8h-2m4-7H9v2h6V1Z"/></svg> <span class=md-ellipsis> saver </span> </a> </li> <li class=md-nav__item> <a href=../../data/updater/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 20a7 7 0 0 1-7-7 7 7 0 0 1 7-7 7 7 0 0 1 7 7 7 7 0 0 1-7 7m7.03-12.61 1.42-1.42c-.45-.51-.9-.97-1.41-1.41L17.62 6c-1.55-1.26-3.5-2-5.62-2a9 9 0 0 0-9 9 9 9 0 0 0 9 9c5 0 9-4.03 9-9 0-2.12-.74-4.07-1.97-5.61M11 14h2V8h-2m4-7H9v2h6V1Z"/></svg> <span class=md-ellipsis> updater </span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../data/custom/index.html class=md-nav__link> <span class=md-ellipsis> custom </span> <span class="md-nav__icon md-icon"></span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_7> <label class=md-nav__link for=__nav_5_7 id=__nav_5_7_label tabindex> <span class=md-ellipsis> generic </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_7_label aria-expanded=false> <label class=md-nav__title for=__nav_5_7> <span class="md-nav__icon md-icon"></span> generic </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../generic/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 2h4v2H4v16h2v2H2V2m18 2h-2V2h4v20h-4v-2h2V4M9 5h1v5h1v1H8v-1h1V6l-1 .5v-1L9 5m6 8h1v5h1v1h-3v-1h1v-4l-1 .5v-1l1-.5m-6 0c1.1 0 2 1.34 2 3s-.9 3-2 3-2-1.34-2-3 .9-3 2-3m0 1c-.55 0-1 .9-1 2s.45 2 1 2 1-.9 1-2-.45-2-1-2m6-9c1.1 0 2 1.34 2 3s-.9 3-2 3-2-1.34-2-3 .9-3 2-3m0 1c-.55 0-1 .9-1 2s.45 2 1 2 1-.9 1-2-.45-2-1-2Z"/></svg> <span class=md-ellipsis> generic </span> </a> </li> <li class=md-nav__item> <a href=../../generic/accessors/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M11 5H8l4-4 4 4h-3v4.43c-.75.46-1.42 1.03-2 1.69V5m11 6-4-4v3a6.747 6.747 0 0 0-7 6.17A3.006 3.006 0 0 0 9.17 20 3.006 3.006 0 0 0 13 21.83 3.01 3.01 0 0 0 14.83 18c-.3-.86-.98-1.53-1.83-1.83.47-4 4.47-4.2 4.95-4.2v3L22 11m-11.37.59A7.632 7.632 0 0 0 6 10V7l-4 4 4 4v-3c1.34.03 2.63.5 3.64 1.4.25-.64.58-1.25.99-1.81Z"/></svg> <span class=md-ellipsis> accessors </span> </a> </li> <li class=md-nav__item> <a href=../../generic/analyzable/index.html class=md-nav__link> <span class=md-ellipsis> analyzable </span> </a> </li> <li class=md-nav__item> <a href=../../generic/decorators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3H2m2 2h2v2H4V5m14 2h2v2h-2V7m0 8v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2M8 17h2v2H8v-2Z"/></svg> <span class=md-ellipsis> decorators </span> </a> </li> <li class=md-nav__item> <a href=../../generic/drawdowns/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2h8a2 2 0 0 1 2 2v16a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2m0 8v4h8v-4H8m0 6v4h8v-4H8M8 4v4h8V4H8Z"/></svg> <span class=md-ellipsis> drawdowns </span> </a> </li> <li class=md-nav__item> <a href=../../generic/enums/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M5 3h2v2H5v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5h2v2H5c-1.07-.27-2-.9-2-2v-4a2 2 0 0 0-2-2H0v-2h1a2 2 0 0 0 2-2V5a2 2 0 0 1 2-2m14 0a2 2 0 0 1 2 2v4a2 2 0 0 0 2 2h1v2h-1a2 2 0 0 0-2 2v4a2 2 0 0 1-2 2h-2v-2h2v-5a2 2 0 0 1 2-2 2 2 0 0 1-2-2V5h-2V3h2m-7 12a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m-4 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m8 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1Z"/></svg> <span class=md-ellipsis> enums </span> </a> </li> <li class=md-nav__item> <a href=../../generic/plots_builder/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M13.04 19.61a2.682 2.682 0 0 0-2.54-1.81c-1.5 0-2.7 1.2-2.7 2.7V22H4a2 2 0 0 1-2-2v-3.8h1.5c1.5 0 2.7-1.2 2.7-2.7S5 10.8 3.5 10.8H2V7c0-1.1.9-2 2-2h4V3.5a2.5 2.5 0 0 1 5 0V5h4a2 2 0 0 1 2 2v4h1.5a2.5 2.5 0 0 1 2.5 2.5c0 .32-.06.62-.17.89A5.991 5.991 0 0 0 19 13c-3.31 0-6 2.69-6 6 0 .2 0 .41.04.61M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg> <span class=md-ellipsis> plots_builder </span> </a> </li> <li class=md-nav__item> <a href=../../generic/plotting/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M7.2 11.2c1.77 0 3.2 1.43 3.2 3.2 0 1.77-1.43 3.2-3.2 3.2-1.77 0-3.2-1.43-3.2-3.2 0-1.77 1.43-3.2 3.2-3.2m7.6 4.8a2 2 0 0 1 2 2 2 2 0 0 1-2 2 2 2 0 0 1-2-2 2 2 0 0 1 2-2m.4-12A4.8 4.8 0 0 1 20 8.8c0 2.65-2.15 4.8-4.8 4.8a4.8 4.8 0 0 1-4.8-4.8c0-2.65 2.15-4.8 4.8-4.8Z"/></svg> <span class=md-ellipsis> plotting </span> </a> </li> <li class=md-nav__item> <a href=../../generic/price_records/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2h8a2 2 0 0 1 2 2v16a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2m0 8v4h8v-4H8m0 6v4h8v-4H8M8 4v4h8V4H8Z"/></svg> <span class=md-ellipsis> price_records </span> </a> </li> <li class=md-nav__item> <a href=../../generic/ranges/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2h8a2 2 0 0 1 2 2v16a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2m0 8v4h8v-4H8m0 6v4h8v-4H8M8 4v4h8V4H8Z"/></svg> <span class=md-ellipsis> ranges </span> </a> </li> <li class=md-nav__item> <a href=../../generic/stats_builder/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M13.04 19.61a2.682 2.682 0 0 0-2.54-1.81c-1.5 0-2.7 1.2-2.7 2.7V22H4a2 2 0 0 1-2-2v-3.8h1.5c1.5 0 2.7-1.2 2.7-2.7S5 10.8 3.5 10.8H2V7c0-1.1.9-2 2-2h4V3.5a2.5 2.5 0 0 1 5 0V5h4a2 2 0 0 1 2 2v4h1.5a2.5 2.5 0 0 1 2.5 2.5c0 .32-.06.62-.17.89A5.991 5.991 0 0 0 19 13c-3.31 0-6 2.69-6 6 0 .2 0 .41.04.61M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg> <span class=md-ellipsis> stats_builder </span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../generic/nb/index.html class=md-nav__link> <span class=md-ellipsis> nb </span> <span class="md-nav__icon md-icon"></span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../generic/splitting/index.html class=md-nav__link> <span class=md-ellipsis> splitting </span> <span class="md-nav__icon md-icon"></span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_8> <label class=md-nav__link for=__nav_5_8 id=__nav_5_8_label tabindex> <span class=md-ellipsis> indicators </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_8_label aria-expanded=false> <label class=md-nav__title for=__nav_5_8> <span class="md-nav__icon md-icon"></span> indicators </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../indicators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m3 14 .5.07L8.07 9.5a1.95 1.95 0 0 1 .52-1.91c.78-.79 2.04-.79 2.82 0 .53.52.7 1.26.52 1.91l2.57 2.57.5-.07c.18 0 .35 0 .5.07l3.57-3.57C19 8.35 19 8.18 19 8a2 2 0 0 1 2-2 2 2 0 0 1 2 2 2 2 0 0 1-2 2c-.18 0-.35 0-.5-.07l-3.57 3.57c.07.15.07.32.07.5a2 2 0 0 1-2 2 2 2 0 0 1-2-2l.07-.5-2.57-2.57c-.32.07-.68.07-1 0L4.93 15.5 5 16a2 2 0 0 1-2 2 2 2 0 0 1-2-2 2 2 0 0 1 2-2Z"/></svg> <span class=md-ellipsis> indicators </span> </a> </li> <li class=md-nav__item> <a href=../../indicators/configs/index.html class=md-nav__link> <span class=md-ellipsis> configs </span> </a> </li> <li class=md-nav__item> <a href=../../indicators/enums/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M5 3h2v2H5v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5h2v2H5c-1.07-.27-2-.9-2-2v-4a2 2 0 0 0-2-2H0v-2h1a2 2 0 0 0 2-2V5a2 2 0 0 1 2-2m14 0a2 2 0 0 1 2 2v4a2 2 0 0 0 2 2h1v2h-1a2 2 0 0 0-2 2v4a2 2 0 0 1-2 2h-2v-2h2v-5a2 2 0 0 1 2-2 2 2 0 0 1-2-2V5h-2V3h2m-7 12a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m-4 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m8 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1Z"/></svg> <span class=md-ellipsis> enums </span> </a> </li> <li class=md-nav__item> <a href=../../indicators/expr/index.html class=md-nav__link> <span class=md-ellipsis> expr </span> </a> </li> <li class=md-nav__item> <a href=../../indicators/factory/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M4 18v2h4v-2H4m0-4v2h10v-2H4m6 4v2h4v-2h-4m6-4v2h4v-2h-4m0 4v2h4v-2h-4M2 22V8l5 4V8l5 4V8l5 4 1-10h3l1 10v10H2Z"/></svg> <span class=md-ellipsis> factory </span> </a> </li> <li class=md-nav__item> <a href=../../indicators/nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m6 20 4.16-12.09L9.34 6H8V4h2c.42 0 .78.26.93.63L16.66 18H18v2h-2c-.43 0-.79-.27-.93-.64l-3.74-8.71L8.12 20H6Z"/></svg> <span class=md-ellipsis> nb </span> </a> </li> <li class=md-nav__item> <a href=../../indicators/talib_/index.html class=md-nav__link> <span class=md-ellipsis> talib_ </span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../indicators/custom/index.html class=md-nav__link> <span class=md-ellipsis> custom </span> <span class="md-nav__icon md-icon"></span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_9> <label class=md-nav__link for=__nav_5_9 id=__nav_5_9_label tabindex> <span class=md-ellipsis> labels </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_9_label aria-expanded=false> <label class=md-nav__title for=__nav_5_9> <span class="md-nav__icon md-icon"></span> labels </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../labels/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M4 18h9l-2 2H4c-.5 0-1.03-.21-1.41-.59C2.21 19.03 2 18.5 2 18V8h2v10M17.63 4.84C17.27 4.33 16.67 4 16 4H8c-1.1 0-2 .9-2 2v8c0 1.1.9 2 2 2h8c.67 0 1.27-.34 1.63-.85L22 10l-4.37-5.16M16 14H8V6h8l3.55 4Z"/></svg> <span class=md-ellipsis> labels </span> </a> </li> <li class=md-nav__item> <a href=../../labels/enums/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M5 3h2v2H5v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5h2v2H5c-1.07-.27-2-.9-2-2v-4a2 2 0 0 0-2-2H0v-2h1a2 2 0 0 0 2-2V5a2 2 0 0 1 2-2m14 0a2 2 0 0 1 2 2v4a2 2 0 0 0 2 2h1v2h-1a2 2 0 0 0-2 2v4a2 2 0 0 1-2 2h-2v-2h2v-5a2 2 0 0 1 2-2 2 2 0 0 1-2-2V5h-2V3h2m-7 12a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m-4 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m8 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1Z"/></svg> <span class=md-ellipsis> enums </span> </a> </li> <li class=md-nav__item> <a href=../../labels/nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m6 20 4.16-12.09L9.34 6H8V4h2c.42 0 .78.26.93.63L16.66 18H18v2h-2c-.43 0-.79-.27-.93-.64l-3.74-8.71L8.12 20H6Z"/></svg> <span class=md-ellipsis> nb </span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../labels/generators/index.html class=md-nav__link> <span class=md-ellipsis> generators </span> <span class="md-nav__icon md-icon"></span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_10> <label class=md-nav__link for=__nav_5_10 id=__nav_5_10_label tabindex> <span class=md-ellipsis> messaging </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_10_label aria-expanded=false> <label class=md-nav__title for=__nav_5_10> <span class="md-nav__icon md-icon"></span> messaging </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../messaging/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M20 2a2 2 0 0 1 2 2v12a2 2 0 0 1-2 2H6l-4 4V4a2 2 0 0 1 2-2h16M4 4v13.17L5.17 16H20V4H4m2 3h12v2H6V7m0 4h9v2H6v-2Z"/></svg> <span class=md-ellipsis> messaging </span> </a> </li> <li class=md-nav__item> <a href=../../messaging/telegram/index.html class=md-nav__link> <span class=md-ellipsis> telegram </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_11> <label class=md-nav__link for=__nav_5_11 id=__nav_5_11_label tabindex> <span class=md-ellipsis> ohlcv </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_11_label aria-expanded=false> <label class=md-nav__title for=__nav_5_11> <span class="md-nav__icon md-icon"></span> ohlcv </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../ohlcv/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2v3h2v14H8v3H6v-3H4V5h2V2h2m8 0v5h-2v10h2v5h2v-5h2V7h-2V2h-2Z"/></svg> <span class=md-ellipsis> ohlcv </span> </a> </li> <li class=md-nav__item> <a href=../../ohlcv/accessors/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M11 5H8l4-4 4 4h-3v4.43c-.75.46-1.42 1.03-2 1.69V5m11 6-4-4v3a6.747 6.747 0 0 0-7 6.17A3.006 3.006 0 0 0 9.17 20 3.006 3.006 0 0 0 13 21.83 3.01 3.01 0 0 0 14.83 18c-.3-.86-.98-1.53-1.83-1.83.47-4 4.47-4.2 4.95-4.2v3L22 11m-11.37.59A7.632 7.632 0 0 0 6 10V7l-4 4 4 4v-3c1.34.03 2.63.5 3.64 1.4.25-.64.58-1.25.99-1.81Z"/></svg> <span class=md-ellipsis> accessors </span> </a> </li> <li class=md-nav__item> <a href=../../ohlcv/nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m6 20 4.16-12.09L9.34 6H8V4h2c.42 0 .78.26.93.63L16.66 18H18v2h-2c-.43 0-.79-.27-.93-.64l-3.74-8.71L8.12 20H6Z"/></svg> <span class=md-ellipsis> nb </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_12> <label class=md-nav__link for=__nav_5_12 id=__nav_5_12_label tabindex> <span class=md-ellipsis> portfolio </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_12_label aria-expanded=false> <label class=md-nav__title for=__nav_5_12> <span class="md-nav__icon md-icon"></span> portfolio </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../portfolio/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M17.45 15.18 22 7.31V21H2V3h2v12.54L9.5 6 16 9.78l4.24-7.33 1.73 1-5.23 9.05-6.51-3.75L4.31 19h2.26l4.39-7.56 6.49 3.74Z"/></svg> <span class=md-ellipsis> portfolio </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/base/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3M4 5h2v2H4m14 0h2v2h-2M8 17h2v2H8Z"/></svg> <span class=md-ellipsis> base </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/call_seq/index.html class=md-nav__link> <span class=md-ellipsis> call_seq </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/chunking/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 16v-3h-3v9h-2V2h2v9h3V8l4 4-4 4M2 12l4 4v-3h3v9h2V2H9v9H6V8l-4 4Z"/></svg> <span class=md-ellipsis> chunking </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/decorators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3H2m2 2h2v2H4V5m14 2h2v2h-2V7m0 8v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2M8 17h2v2H8v-2Z"/></svg> <span class=md-ellipsis> decorators </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/enums/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M5 3h2v2H5v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5h2v2H5c-1.07-.27-2-.9-2-2v-4a2 2 0 0 0-2-2H0v-2h1a2 2 0 0 0 2-2V5a2 2 0 0 1 2-2m14 0a2 2 0 0 1 2 2v4a2 2 0 0 0 2 2h1v2h-1a2 2 0 0 0-2 2v4a2 2 0 0 1-2 2h-2v-2h2v-5a2 2 0 0 1 2-2 2 2 0 0 1-2-2V5h-2V3h2m-7 12a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m-4 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m8 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1Z"/></svg> <span class=md-ellipsis> enums </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/logs/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2h8a2 2 0 0 1 2 2v16a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2m0 8v4h8v-4H8m0 6v4h8v-4H8M8 4v4h8V4H8Z"/></svg> <span class=md-ellipsis> logs </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/orders/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2h8a2 2 0 0 1 2 2v16a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2m0 8v4h8v-4H8m0 6v4h8v-4H8M8 4v4h8V4H8Z"/></svg> <span class=md-ellipsis> orders </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/preparing/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 4V3a1 1 0 0 0-1-1H5a1 1 0 0 0-1 1v4a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1V6h1v4H9v11a1 1 0 0 0 1 1h2a1 1 0 0 0 1-1v-9h8V4h-3Z"/></svg> <span class=md-ellipsis> preparing </span> </a> </li> <li class=md-nav__item> <a href=../../portfolio/trades/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2h8a2 2 0 0 1 2 2v16a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2m0 8v4h8v-4H8m0 6v4h8v-4H8M8 4v4h8V4H8Z"/></svg> <span class=md-ellipsis> trades </span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../portfolio/nb/index.html class=md-nav__link> <span class=md-ellipsis> nb </span> <span class="md-nav__icon md-icon"></span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../portfolio/pfopt/index.html class=md-nav__link> <span class=md-ellipsis> pfopt </span> <span class="md-nav__icon md-icon"></span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_13> <label class=md-nav__link for=__nav_5_13 id=__nav_5_13_label tabindex> <span class=md-ellipsis> px </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_13_label aria-expanded=false> <label class=md-nav__title for=__nav_5_13> <span class="md-nav__icon md-icon"></span> px </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../px/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M7.2 11.2c1.77 0 3.2 1.43 3.2 3.2 0 1.77-1.43 3.2-3.2 3.2-1.77 0-3.2-1.43-3.2-3.2 0-1.77 1.43-3.2 3.2-3.2m7.6 4.8a2 2 0 0 1 2 2 2 2 0 0 1-2 2 2 2 0 0 1-2-2 2 2 0 0 1 2-2m.4-12A4.8 4.8 0 0 1 20 8.8c0 2.65-2.15 4.8-4.8 4.8a4.8 4.8 0 0 1-4.8-4.8c0-2.65 2.15-4.8 4.8-4.8Z"/></svg> <span class=md-ellipsis> px </span> </a> </li> <li class=md-nav__item> <a href=../../px/accessors/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M11 5H8l4-4 4 4h-3v4.43c-.75.46-1.42 1.03-2 1.69V5m11 6-4-4v3a6.747 6.747 0 0 0-7 6.17A3.006 3.006 0 0 0 9.17 20 3.006 3.006 0 0 0 13 21.83 3.01 3.01 0 0 0 14.83 18c-.3-.86-.98-1.53-1.83-1.83.47-4 4.47-4.2 4.95-4.2v3L22 11m-11.37.59A7.632 7.632 0 0 0 6 10V7l-4 4 4 4v-3c1.34.03 2.63.5 3.64 1.4.25-.64.58-1.25.99-1.81Z"/></svg> <span class=md-ellipsis> accessors </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_14> <label class=md-nav__link for=__nav_5_14 id=__nav_5_14_label tabindex> <span class=md-ellipsis> records </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_14_label aria-expanded=false> <label class=md-nav__title for=__nav_5_14> <span class="md-nav__icon md-icon"></span> records </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../records/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M8 2h8a2 2 0 0 1 2 2v16a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2m0 8v4h8v-4H8m0 6v4h8v-4H8M8 4v4h8V4H8Z"/></svg> <span class=md-ellipsis> records </span> </a> </li> <li class=md-nav__item> <a href=../../records/base/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3M4 5h2v2H4m14 0h2v2h-2M8 17h2v2H8Z"/></svg> <span class=md-ellipsis> base </span> </a> </li> <li class=md-nav__item> <a href=../../records/chunking/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 16v-3h-3v9h-2V2h2v9h3V8l4 4-4 4M2 12l4 4v-3h3v9h2V2H9v9H6V8l-4 4Z"/></svg> <span class=md-ellipsis> chunking </span> </a> </li> <li class=md-nav__item> <a href=../../records/col_mapper/index.html class=md-nav__link> <span class=md-ellipsis> col_mapper </span> </a> </li> <li class=md-nav__item> <a href=../../records/decorators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3H2m2 2h2v2H4V5m14 2h2v2h-2V7m0 8v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2M8 17h2v2H8v-2Z"/></svg> <span class=md-ellipsis> decorators </span> </a> </li> <li class=md-nav__item> <a href=../../records/mapped_array/index.html class=md-nav__link> <span class=md-ellipsis> mapped_array </span> </a> </li> <li class=md-nav__item> <a href=../../records/nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m6 20 4.16-12.09L9.34 6H8V4h2c.42 0 .78.26.93.63L16.66 18H18v2h-2c-.43 0-.79-.27-.93-.64l-3.74-8.71L8.12 20H6Z"/></svg> <span class=md-ellipsis> nb </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_15> <label class=md-nav__link for=__nav_5_15 id=__nav_5_15_label tabindex> <span class=md-ellipsis> registries </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_15_label aria-expanded=false> <label class=md-nav__title for=__nav_5_15> <span class="md-nav__icon md-icon"></span> registries </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../registries/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m17 21-2.75-3 1.16-1.16L17 18.43l3.59-3.59 1.16 1.41M12.8 21H5a2 2 0 0 1-2-2V5c0-1.11.89-2 2-2h14a2 2 0 0 1 2 2v7.8c-.88-.51-1.91-.8-3-.8l-1 .08V11H7v2h7.69A5.983 5.983 0 0 0 12 18c0 1.09.29 2.12.8 3m-.8-6H7v2h5m5-10H7v2h10"/></svg> <span class=md-ellipsis> registries </span> </a> </li> <li class=md-nav__item> <a href=../../registries/ca_registry/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m19 8-4 4h3a6 6 0 0 1-6 6c-1 0-1.97-.25-2.8-.7l-1.46 1.46A7.93 7.93 0 0 0 12 20a8 8 0 0 0 8-8h3M6 12a6 6 0 0 1 6-6c1 0 1.97.25 2.8.7l1.46-1.46A7.93 7.93 0 0 0 12 4a8 8 0 0 0-8 8H1l4 4 4-4"/></svg> <span class=md-ellipsis> ca_registry </span> </a> </li> <li class=md-nav__item> <a href=../../registries/ch_registry/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 16v-3h-3v9h-2V2h2v9h3V8l4 4-4 4M2 12l4 4v-3h3v9h2V2H9v9H6V8l-4 4Z"/></svg> <span class=md-ellipsis> ch_registry </span> </a> </li> <li class=md-nav__item> <a href=../../registries/jit_registry/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 16a3 3 0 0 1-3-3c0-1.12.61-2.1 1.5-2.61l9.71-5.62-5.53 9.58c-.5.98-1.51 1.65-2.68 1.65m0-13c1.81 0 3.5.5 4.97 1.32l-2.1 1.21C14 5.19 13 5 12 5a8 8 0 0 0-8 8c0 2.21.89 4.21 2.34 5.65h.01c.39.39.39 1.02 0 1.41-.39.39-1.03.39-1.42.01A9.969 9.969 0 0 1 2 13 10 10 0 0 1 12 3m10 10c0 2.76-1.12 5.26-2.93 7.07-.39.38-1.02.38-1.41-.01a.996.996 0 0 1 0-1.41A7.95 7.95 0 0 0 20 13c0-1-.19-2-.54-2.9L20.67 8C21.5 9.5 22 11.18 22 13Z"/></svg> <span class=md-ellipsis> jit_registry </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_16> <label class=md-nav__link for=__nav_5_16 id=__nav_5_16_label tabindex> <span class=md-ellipsis> returns </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_16_label aria-expanded=false> <label class=md-nav__title for=__nav_5_16> <span class="md-nav__icon md-icon"></span> returns </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../returns/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m16 11.78 4.24-7.33 1.73 1-5.23 9.05-6.51-3.75L5.46 19H22v2H2V3h2v14.54L9.5 8l6.5 3.78Z"/></svg> <span class=md-ellipsis> returns </span> </a> </li> <li class=md-nav__item> <a href=../../returns/accessors/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M11 5H8l4-4 4 4h-3v4.43c-.75.46-1.42 1.03-2 1.69V5m11 6-4-4v3a6.747 6.747 0 0 0-7 6.17A3.006 3.006 0 0 0 9.17 20 3.006 3.006 0 0 0 13 21.83 3.01 3.01 0 0 0 14.83 18c-.3-.86-.98-1.53-1.83-1.83.47-4 4.47-4.2 4.95-4.2v3L22 11m-11.37.59A7.632 7.632 0 0 0 6 10V7l-4 4 4 4v-3c1.34.03 2.63.5 3.64 1.4.25-.64.58-1.25.99-1.81Z"/></svg> <span class=md-ellipsis> accessors </span> </a> </li> <li class=md-nav__item> <a href=../../returns/enums/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M5 3h2v2H5v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5h2v2H5c-1.07-.27-2-.9-2-2v-4a2 2 0 0 0-2-2H0v-2h1a2 2 0 0 0 2-2V5a2 2 0 0 1 2-2m14 0a2 2 0 0 1 2 2v4a2 2 0 0 0 2 2h1v2h-1a2 2 0 0 0-2 2v4a2 2 0 0 1-2 2h-2v-2h2v-5a2 2 0 0 1 2-2 2 2 0 0 1-2-2V5h-2V3h2m-7 12a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m-4 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m8 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1Z"/></svg> <span class=md-ellipsis> enums </span> </a> </li> <li class=md-nav__item> <a href=../../returns/nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m6 20 4.16-12.09L9.34 6H8V4h2c.42 0 .78.26.93.63L16.66 18H18v2h-2c-.43 0-.79-.27-.93-.64l-3.74-8.71L8.12 20H6Z"/></svg> <span class=md-ellipsis> nb </span> </a> </li> <li class=md-nav__item> <a href=../../returns/qs_adapter/index.html class=md-nav__link> <span class=md-ellipsis> qs_adapter </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_17> <label class=md-nav__link for=__nav_5_17 id=__nav_5_17_label tabindex> <span class=md-ellipsis> signals </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_17_label aria-expanded=false> <label class=md-nav__title for=__nav_5_17> <span class="md-nav__icon md-icon"></span> signals </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../signals/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 10c-1.1 0-2 .9-2 2s.9 2 2 2 2-.9 2-2-.9-2-2-2m6 2c0-3.3-2.7-6-6-6s-6 2.7-6 6c0 2.2 1.2 4.1 3 5.2l1-1.7c-1.2-.7-2-2-2-3.4 0-2.2 1.8-4 4-4s4 1.8 4 4c0 1.5-.8 2.8-2 3.4l1 1.7c1.8-1 3-3 3-5.2M12 2C6.5 2 2 6.5 2 12c0 3.7 2 6.9 5 8.6l1-1.7c-2.4-1.4-4-4-4-6.9 0-4.4 3.6-8 8-8s8 3.6 8 8c0 3-1.6 5.5-4 6.9l1 1.7c3-1.7 5-4.9 5-8.6 0-5.5-4.5-10-10-10Z"/></svg> <span class=md-ellipsis> signals </span> </a> </li> <li class=md-nav__item> <a href=../../signals/accessors/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M11 5H8l4-4 4 4h-3v4.43c-.75.46-1.42 1.03-2 1.69V5m11 6-4-4v3a6.747 6.747 0 0 0-7 6.17A3.006 3.006 0 0 0 9.17 20 3.006 3.006 0 0 0 13 21.83 3.01 3.01 0 0 0 14.83 18c-.3-.86-.98-1.53-1.83-1.83.47-4 4.47-4.2 4.95-4.2v3L22 11m-11.37.59A7.632 7.632 0 0 0 6 10V7l-4 4 4 4v-3c1.34.03 2.63.5 3.64 1.4.25-.64.58-1.25.99-1.81Z"/></svg> <span class=md-ellipsis> accessors </span> </a> </li> <li class=md-nav__item> <a href=../../signals/enums/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M5 3h2v2H5v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5h2v2H5c-1.07-.27-2-.9-2-2v-4a2 2 0 0 0-2-2H0v-2h1a2 2 0 0 0 2-2V5a2 2 0 0 1 2-2m14 0a2 2 0 0 1 2 2v4a2 2 0 0 0 2 2h1v2h-1a2 2 0 0 0-2 2v4a2 2 0 0 1-2 2h-2v-2h2v-5a2 2 0 0 1 2-2 2 2 0 0 1-2-2V5h-2V3h2m-7 12a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m-4 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m8 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1Z"/></svg> <span class=md-ellipsis> enums </span> </a> </li> <li class=md-nav__item> <a href=../../signals/factory/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M4 18v2h4v-2H4m0-4v2h10v-2H4m6 4v2h4v-2h-4m6-4v2h4v-2h-4m0 4v2h4v-2h-4M2 22V8l5 4V8l5 4V8l5 4 1-10h3l1 10v10H2Z"/></svg> <span class=md-ellipsis> factory </span> </a> </li> <li class=md-nav__item> <a href=../../signals/nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m6 20 4.16-12.09L9.34 6H8V4h2c.42 0 .78.26.93.63L16.66 18H18v2h-2c-.43 0-.79-.27-.93-.64l-3.74-8.71L8.12 20H6Z"/></svg> <span class=md-ellipsis> nb </span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../signals/generators/index.html class=md-nav__link> <span class=md-ellipsis> generators </span> <span class="md-nav__icon md-icon"></span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_18> <label class=md-nav__link for=__nav_5_18 id=__nav_5_18_label tabindex> <span class=md-ellipsis> utils </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=2 aria-labelledby=__nav_5_18_label aria-expanded=false> <label class=md-nav__title for=__nav_5_18> <span class="md-nav__icon md-icon"></span> utils </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../utils/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m21.71 20.29-1.42 1.42a1 1 0 0 1-1.41 0L7 9.85A3.81 3.81 0 0 1 6 10a4 4 0 0 1-3.78-5.3l2.54 2.54.53-.53 1.42-1.42.53-.53L4.7 2.22A4 4 0 0 1 10 6a3.81 3.81 0 0 1-.15 1l11.86 11.88a1 1 0 0 1 0 1.41M2.29 18.88a1 1 0 0 0 0 1.41l1.42 1.42a1 1 0 0 0 1.41 0l5.47-5.46-2.83-2.83M20 2l-4 2v2l-2.17 2.17 2 2L18 8h2l2-4Z"/></svg> <span class=md-ellipsis> utils </span> </a> </li> <li class=md-nav__item> <a href=../../utils/annotations/index.html class=md-nav__link> <span class=md-ellipsis> annotations </span> </a> </li> <li class=md-nav__item> <a href=../../utils/array_/index.html class=md-nav__link> <span class=md-ellipsis> array_ </span> </a> </li> <li class=md-nav__item> <a href=../../utils/attr_/index.html class=md-nav__link> <span class=md-ellipsis> attr_ </span> </a> </li> <li class=md-nav__item> <a href=../../utils/caching/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="m19 8-4 4h3a6 6 0 0 1-6 6c-1 0-1.97-.25-2.8-.7l-1.46 1.46A7.93 7.93 0 0 0 12 20a8 8 0 0 0 8-8h3M6 12a6 6 0 0 1 6-6c1 0 1.97.25 2.8.7l1.46-1.46A7.93 7.93 0 0 0 12 4a8 8 0 0 0-8 8H1l4 4 4-4"/></svg> <span class=md-ellipsis> caching </span> </a> </li> <li class=md-nav__item> <a href=../../utils/chaining/index.html class=md-nav__link> <span class=md-ellipsis> chaining </span> </a> </li> <li class=md-nav__item> <a href=../../utils/checks/index.html class=md-nav__link> <span class=md-ellipsis> checks </span> </a> </li> <li class=md-nav__item> <a href=../../utils/chunking/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 16v-3h-3v9h-2V2h2v9h3V8l4 4-4 4M2 12l4 4v-3h3v9h2V2H9v9H6V8l-4 4Z"/></svg> <span class=md-ellipsis> chunking </span> </a> </li> <li class=md-nav__item> <a href=../../utils/colors/index.html class=md-nav__link> <span class=md-ellipsis> colors </span> </a> </li> <li class=md-nav__item> <a href=../../utils/config/index.html class=md-nav__link> <span class=md-ellipsis> config </span> </a> </li> <li class=md-nav__item> <a href=../../utils/cutting/index.html class=md-nav__link> <span class=md-ellipsis> cutting </span> </a> </li> <li class=md-nav__item> <a href=../../utils/datetime_/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M19 19H5V8h14m-3-7v2H8V1H6v2H5c-1.11 0-2 .89-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2V5a2 2 0 0 0-2-2h-1V1m-1 11h-5v5h5v-5Z"/></svg> <span class=md-ellipsis> datetime_ </span> </a> </li> <li class=md-nav__item> <a href=../../utils/datetime_nb/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M19 19H5V8h14m-3-7v2H8V1H6v2H5c-1.11 0-2 .89-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2V5a2 2 0 0 0-2-2h-1V1m-1 11h-5v5h5v-5Z"/></svg> <span class=md-ellipsis> datetime_nb </span> </a> </li> <li class=md-nav__item> <a href=../../utils/decorators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3H2m2 2h2v2H4V5m14 2h2v2h-2V7m0 8v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2M8 17h2v2H8v-2Z"/></svg> <span class=md-ellipsis> decorators </span> </a> </li> <li class=md-nav__item> <a href=../../utils/enum_/index.html class=md-nav__link> <span class=md-ellipsis> enum_ </span> </a> </li> <li class=md-nav__item> <a href=../../utils/eval_/index.html class=md-nav__link> <span class=md-ellipsis> eval_ </span> </a> </li> <li class=md-nav__item> <a href=../../utils/execution/index.html class=md-nav__link> <span class=md-ellipsis> execution </span> </a> </li> <li class=md-nav__item> <a href=../../utils/figure/index.html class=md-nav__link> <span class=md-ellipsis> figure </span> </a> </li> <li class=md-nav__item> <a href=../../utils/formatting/index.html class=md-nav__link> <span class=md-ellipsis> formatting </span> </a> </li> <li class=md-nav__item> <a href=../../utils/hashing/index.html class=md-nav__link> <span class=md-ellipsis> hashing </span> </a> </li> <li class=md-nav__item> <a href=../../utils/image_/index.html class=md-nav__link> <span class=md-ellipsis> image_ </span> </a> </li> <li class=md-nav__item> <a href=../../utils/jitting/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 16a3 3 0 0 1-3-3c0-1.12.61-2.1 1.5-2.61l9.71-5.62-5.53 9.58c-.5.98-1.51 1.65-2.68 1.65m0-13c1.81 0 3.5.5 4.97 1.32l-2.1 1.21C14 5.19 13 5 12 5a8 8 0 0 0-8 8c0 2.21.89 4.21 2.34 5.65h.01c.39.39.39 1.02 0 1.41-.39.39-1.03.39-1.42.01A9.969 9.969 0 0 1 2 13 10 10 0 0 1 12 3m10 10c0 2.76-1.12 5.26-2.93 7.07-.39.38-1.02.38-1.41-.01a.996.996 0 0 1 0-1.41A7.95 7.95 0 0 0 20 13c0-1-.19-2-.54-2.9L20.67 8C21.5 9.5 22 11.18 22 13Z"/></svg> <span class=md-ellipsis> jitting </span> </a> </li> <li class=md-nav__item> <a href=../../utils/magic_decorators/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 3v6h2.95l2 6H6v6h6v-4.59L17.41 11H22V5h-6v4.57L10.59 15H9.06l-2-6H8V3H2m2 2h2v2H4V5m14 2h2v2h-2V7m0 8v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2M8 17h2v2H8v-2Z"/></svg> <span class=md-ellipsis> magic_decorators </span> </a> </li> <li class=md-nav__item> <a href=../../utils/mapping/index.html 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1.21C14 5.19 13 5 12 5a8 8 0 0 0-8 8c0 2.21.89 4.21 2.34 5.65h.01c.39.39.39 1.02 0 1.41-.39.39-1.03.39-1.42.01A9.969 9.969 0 0 1 2 13 10 10 0 0 1 12 3m10 10c0 2.76-1.12 5.26-2.93 7.07-.39.38-1.02.38-1.41-.01a.996.996 0 0 1 0-1.41A7.95 7.95 0 0 0 20 13c0-1-.19-2-.54-2.9L20.67 8C21.5 9.5 22 11.18 22 13Z"/></svg> <span class=md-ellipsis> Compilation </span> </a> </li> <li class=md-nav__item> <a href=../../../cookbook/data/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 3C7.58 3 4 4.79 4 7s3.58 4 8 4 8-1.79 8-4-3.58-4-8-4M4 9v3c0 2.21 3.58 4 8 4s8-1.79 8-4V9c0 2.21-3.58 4-8 4s-8-1.79-8-4m0 5v3c0 2.21 3.58 4 8 4s8-1.79 8-4v-3c0 2.21-3.58 4-8 4s-8-1.79-8-4Z"/></svg> <span class=md-ellipsis> Data </span> </a> </li> <li class=md-nav__item> <a href=../../../cookbook/arrays/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M7 2h14a2 2 0 0 1 2 2v12c0 1.11-.89 2-2 2H7a2 2 0 0 1-2-2V4c0-1.1.9-2 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3.57c.07.15.07.32.07.5a2 2 0 0 1-2 2 2 2 0 0 1-2-2l.07-.5-2.57-2.57c-.32.07-.68.07-1 0L4.93 15.5 5 16a2 2 0 0 1-2 2 2 2 0 0 1-2-2 2 2 0 0 1 2-2Z"/></svg> <span class=md-ellipsis> Indicators </span> </a> </li> <li class=md-nav__item> <a href=../../../cookbook/signals/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 10c-1.1 0-2 .9-2 2s.9 2 2 2 2-.9 2-2-.9-2-2-2m6 2c0-3.3-2.7-6-6-6s-6 2.7-6 6c0 2.2 1.2 4.1 3 5.2l1-1.7c-1.2-.7-2-2-2-3.4 0-2.2 1.8-4 4-4s4 1.8 4 4c0 1.5-.8 2.8-2 3.4l1 1.7c1.8-1 3-3 3-5.2M12 2C6.5 2 2 6.5 2 12c0 3.7 2 6.9 5 8.6l1-1.7c-2.4-1.4-4-4-4-6.9 0-4.4 3.6-8 8-8s8 3.6 8 8c0 3-1.6 5.5-4 6.9l1 1.7c3-1.7 5-4.9 5-8.6 0-5.5-4.5-10-10-10Z"/></svg> <span class=md-ellipsis> Signals </span> </a> </li> <li class=md-nav__item> <a href=../../../cookbook/portfolio/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M17.45 15.18 22 7.31V21H2V3h2v12.54L9.5 6 16 9.78l4.24-7.33 1.73 1-5.23 9.05-6.51-3.75L4.31 19h2.26l4.39-7.56 6.49 3.74Z"/></svg> <span class=md-ellipsis> Portfolio </span> </a> </li> <li class=md-nav__item> <a href=../../../cookbook/optimization/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 16h-.58l-.81-.81A7.07 7.07 0 0 0 18 11c0-3.87-3.13-7-7-7-1.5 0-3 .5-4.21 1.4-3.09 2.32-3.72 6.71-1.4 9.8 2.32 3.09 6.71 3.72 9.8 1.4l.81.81V18l5 5 2-2-5-5m-7 0c-2.76 0-5-2.24-5-5s2.24-5 5-5 5 2.24 5 5-2.24 5-5 5M3 6 1 8V1h7L6 3H3v3m18-5v7l-2-2V3h-3l-2-2h7M6 19l2 2H1v-7l2 2v3h3Z"/></svg> <span class=md-ellipsis> Optimization </span> </a> </li> <li class=md-nav__item> <a href=../../../cookbook/cross-validation/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M.41 13.41 6 19l1.41-1.42L1.83 12m20.41-6.42L11.66 16.17 7.5 12l-1.43 1.41L11.66 19l12-12M18 7l-1.41-1.42-6.35 6.35 1.42 1.41L18 7Z"/></svg> <span class=md-ellipsis> Cross-validation </span> </a> </li> <li class=md-nav__item> <a href=../../../cookbook/benchmarking/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M9 5a7 7 0 0 1 7 7h1v3h-1v4H9a7 7 0 0 1-7-7 7 7 0 0 1 7-7m0 3a4 4 0 0 0-4 4 4 4 0 0 0 4 4 4 4 0 0 0 4-4 4 4 0 0 0-4-4m8 9h5v4h-2v-2h-3v-2Z"/></svg> <span class=md-ellipsis> Benchmarking </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_7> <label class=md-nav__link for=__nav_7 id=__nav_7_label tabindex> <span class=md-ellipsis> Terms </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_7_label aria-expanded=false> <label class=md-nav__title for=__nav_7> <span class="md-nav__icon md-icon"></span> Terms </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../terms/terms-of-use/index.html class=md-nav__link> <span class=md-ellipsis> Terms of Use </span> </a> </li> <li class=md-nav__item> <a href=../../../terms/software-license/index.html class=md-nav__link> <span class=md-ellipsis> Software License </span> </a> </li> <li class=md-nav__item> <a href=../../../terms/remarks/index.html class=md-nav__link> <span class=md-ellipsis> Remarks </span> </a> </li> </ul> </nav> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <nav class=md-path aria-label=Navigation> <ol class=md-path__list> <li class=md-path__item> <a href=../../index.html class=md-path__link> <span class=md-ellipsis> API </span> </a> </li> <li class=md-path__item> <a href=../index.html class=md-path__link> <span class=md-ellipsis> base </span> </a> </li> </ol> </nav> <article class="md-content__inner md-typeset"> <nav class=md-tags> <span class=md-tag>wrapping</span> </nav> <h1 id=vectorbtpro.base.wrapping>wrapping <span class=dobjtype>module</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping title="Permanent link">¶</a></h1> <p>Classes for wrapping NumPy arrays into Series/DataFrames.</p> <hr> <h2 id=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper <span class=dobjtype>class</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L39-L1726 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper title="Permanent link">¶</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-0-1><a id=__codelineno-0-1 name=__codelineno-0-1 href=#__codelineno-0-1></a><span class=n>ArrayWrapper</span><span class=p>(</span>
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</span><span id=__span-0-2><a id=__codelineno-0-2 name=__codelineno-0-2 href=#__codelineno-0-2></a> <span class=n>index</span><span class=p>,</span>
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</span><span id=__span-0-3><a id=__codelineno-0-3 name=__codelineno-0-3 href=#__codelineno-0-3></a> <span class=n>columns</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-0-4><a id=__codelineno-0-4 name=__codelineno-0-4 href=#__codelineno-0-4></a> <span class=n>ndim</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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|
</span><span id=__span-0-5><a id=__codelineno-0-5 name=__codelineno-0-5 href=#__codelineno-0-5></a> <span class=n>freq</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-0-6><a id=__codelineno-0-6 name=__codelineno-0-6 href=#__codelineno-0-6></a> <span class=n>parse_index</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-0-7><a id=__codelineno-0-7 name=__codelineno-0-7 href=#__codelineno-0-7></a> <span class=n>column_only_select</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-0-8><a id=__codelineno-0-8 name=__codelineno-0-8 href=#__codelineno-0-8></a> <span class=n>range_only_select</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-0-9><a id=__codelineno-0-9 name=__codelineno-0-9 href=#__codelineno-0-9></a> <span class=n>group_select</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-0-10><a id=__codelineno-0-10 name=__codelineno-0-10 href=#__codelineno-0-10></a> <span class=n>grouped_ndim</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-0-11><a id=__codelineno-0-11 name=__codelineno-0-11 href=#__codelineno-0-11></a> <span class=n>grouper</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-0-12><a id=__codelineno-0-12 name=__codelineno-0-12 href=#__codelineno-0-12></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-0-13><a id=__codelineno-0-13 name=__codelineno-0-13 href=#__codelineno-0-13></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Class that stores index, columns, and shape metadata for wrapping NumPy arrays. Tightly integrated with <a href=../grouping/base/index.html#vectorbtpro.base.grouping.base.Grouper title=vectorbtpro.base.grouping.base.Grouper>Grouper</a> for grouping columns.</p> <p>If the underlying object is a Series, pass <code>[sr.name]</code> as <code>columns</code>.</p> <p><code>**kwargs</code> are passed to <a href=../grouping/base/index.html#vectorbtpro.base.grouping.base.Grouper title=vectorbtpro.base.grouping.base.Grouper>Grouper</a>.</p> <div class="admonition note"> <p class=admonition-title>Note</p> <p>This class is meant to be immutable. To change any attribute, use <a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.replace title=vectorbtpro.base.wrapping.ArrayWrapper.replace>Configured.replace()</a>.</p> <p>Use methods that begin with <code>get_</code> to get group-aware results.</p> </div> <p><strong>Superclasses</strong></p> <ul> <li><a href=../../utils/caching/index.html#vectorbtpro.utils.caching.Cacheable title=vectorbtpro.utils.caching.Cacheable>Cacheable</a></li> <li><a href=../../utils/chaining/index.html#vectorbtpro.utils.chaining.Chainable title=vectorbtpro.utils.chaining.Chainable>Chainable</a></li> <li><a href=../../utils/checks/index.html#vectorbtpro.utils.checks.Comparable title=vectorbtpro.utils.checks.Comparable>Comparable</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured title=vectorbtpro.utils.config.Configured>Configured</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.ExtPandasIndexer title=vectorbtpro.base.indexing.ExtPandasIndexer>ExtPandasIndexer</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings title=vectorbtpro.utils.config.HasSettings>HasSettings</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.IndexingBase title=vectorbtpro.base.indexing.IndexingBase>IndexingBase</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer title=vectorbtpro.base.indexing.PandasIndexer>PandasIndexer</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable title=vectorbtpro.utils.pickling.Pickleable>Pickleable</a></li> <li><a href=../../utils/formatting/index.html#vectorbtpro.utils.formatting.Prettified title=vectorbtpro.utils.formatting.Prettified>Prettified</a></li> </ul> <p><strong>Inherited members</strong></p> <ul> <li><a href=../../utils/caching/index.html#vectorbtpro.utils.caching.Cacheable.get_ca_setup title=vectorbtpro.utils.config.Configured.get_ca_setup>Cacheable.get_ca_setup()</a></li> <li><a href=../../utils/chaining/index.html#vectorbtpro.utils.chaining.Chainable.pipe title=vectorbtpro.utils.config.Configured.pipe>Chainable.pipe()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.config title=vectorbtpro.utils.config.Configured.config>Configured.config</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.copy title=vectorbtpro.utils.config.Configured.copy>Configured.copy()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.equals title=vectorbtpro.utils.config.Configured.equals>Configured.equals()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.get_writeable_attrs title=vectorbtpro.utils.config.Configured.get_writeable_attrs>Configured.get_writeable_attrs()</a></li> <li><a href=../../utils/formatting/index.html#vectorbtpro.utils.formatting.Prettified.prettify title=vectorbtpro.utils.config.Configured.prettify>Configured.prettify()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.rec_state title=vectorbtpro.utils.config.Configured.rec_state>Configured.rec_state</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.replace title=vectorbtpro.utils.config.Configured.replace>Configured.replace()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.resolve_merge_kwargs title=vectorbtpro.utils.config.Configured.resolve_merge_kwargs>Configured.resolve_merge_kwargs()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.update_config title=vectorbtpro.utils.config.Configured.update_config>Configured.update_config()</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.iloc title=vectorbtpro.base.indexing.ExtPandasIndexer.iloc>ExtPandasIndexer.iloc</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.indexing_kwargs title=vectorbtpro.base.indexing.ExtPandasIndexer.indexing_kwargs>ExtPandasIndexer.indexing_kwargs</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.loc title=vectorbtpro.base.indexing.ExtPandasIndexer.loc>ExtPandasIndexer.loc</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.ExtPandasIndexer.xloc title=vectorbtpro.base.indexing.ExtPandasIndexer.xloc>ExtPandasIndexer.xloc</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_path_setting title=vectorbtpro.utils.config.Configured.get_path_setting>HasSettings.get_path_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_path_settings title=vectorbtpro.utils.config.Configured.get_path_settings>HasSettings.get_path_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_setting title=vectorbtpro.utils.config.Configured.get_setting>HasSettings.get_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_settings title=vectorbtpro.utils.config.Configured.get_settings>HasSettings.get_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_path_setting title=vectorbtpro.utils.config.Configured.has_path_setting>HasSettings.has_path_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_path_settings title=vectorbtpro.utils.config.Configured.has_path_settings>HasSettings.has_path_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_setting title=vectorbtpro.utils.config.Configured.has_setting>HasSettings.has_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_settings title=vectorbtpro.utils.config.Configured.has_settings>HasSettings.has_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.reset_settings title=vectorbtpro.utils.config.Configured.reset_settings>HasSettings.reset_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.resolve_setting title=vectorbtpro.utils.config.Configured.resolve_setting>HasSettings.resolve_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.resolve_settings_paths title=vectorbtpro.utils.config.Configured.resolve_settings_paths>HasSettings.resolve_settings_paths()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.set_settings title=vectorbtpro.utils.config.Configured.set_settings>HasSettings.set_settings()</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.IndexingBase.indexing_setter_func title=vectorbtpro.base.indexing.ExtPandasIndexer.indexing_setter_func>IndexingBase.indexing_setter_func()</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.xs title=vectorbtpro.base.indexing.ExtPandasIndexer.xs>PandasIndexer.xs()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.decode_config title=vectorbtpro.utils.config.Configured.decode_config>Pickleable.decode_config()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.decode_config_node title=vectorbtpro.utils.config.Configured.decode_config_node>Pickleable.decode_config_node()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.dumps title=vectorbtpro.utils.config.Configured.dumps>Pickleable.dumps()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.encode_config title=vectorbtpro.utils.config.Configured.encode_config>Pickleable.encode_config()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.encode_config_node title=vectorbtpro.utils.config.Configured.encode_config_node>Pickleable.encode_config_node()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.file_exists title=vectorbtpro.utils.config.Configured.file_exists>Pickleable.file_exists()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.getsize title=vectorbtpro.utils.config.Configured.getsize>Pickleable.getsize()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.load title=vectorbtpro.utils.config.Configured.load>Pickleable.load()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.loads title=vectorbtpro.utils.config.Configured.loads>Pickleable.loads()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.modify_state title=vectorbtpro.utils.config.Configured.modify_state>Pickleable.modify_state()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.resolve_file_path title=vectorbtpro.utils.config.Configured.resolve_file_path>Pickleable.resolve_file_path()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.save title=vectorbtpro.utils.config.Configured.save>Pickleable.save()</a></li> </ul> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.any_freq>any_freq <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L949-L952 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.any_freq title="Permanent link">¶</a></h3> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.any_freq title=vectorbtpro.base.accessors.BaseIDXAccessor.any_freq>BaseIDXAccessor.any_freq</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.arr_to_timedelta>arr_to_timedelta <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L964-L966 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.arr_to_timedelta title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-1-1><a id=__codelineno-1-1 name=__codelineno-1-1 href=#__codelineno-1-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>arr_to_timedelta</span><span class=p>(</span>
|
|
</span><span id=__span-1-2><a id=__codelineno-1-2 name=__codelineno-1-2 href=#__codelineno-1-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-1-3><a id=__codelineno-1-3 name=__codelineno-1-3 href=#__codelineno-1-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-1-4><a id=__codelineno-1-4 name=__codelineno-1-4 href=#__codelineno-1-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.arr_to_timedelta title=vectorbtpro.base.accessors.BaseIDXAccessor.arr_to_timedelta>BaseIDXAccessor.arr_to_timedelta()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.column_only_select>column_only_select <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L975-L985 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.column_only_select title="Permanent link">¶</a></h3> <p>Whether to perform indexing on columns only.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.column_stack>column_stack <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L264-L421 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.column_stack title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-2-1><a id=__codelineno-2-1 name=__codelineno-2-1 href=#__codelineno-2-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>column_stack</span><span class=p>(</span>
|
|
</span><span id=__span-2-2><a id=__codelineno-2-2 name=__codelineno-2-2 href=#__codelineno-2-2></a> <span class=o>*</span><span class=n>wrappers</span><span class=p>,</span>
|
|
</span><span id=__span-2-3><a id=__codelineno-2-3 name=__codelineno-2-3 href=#__codelineno-2-3></a> <span class=n>index</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-2-4><a id=__codelineno-2-4 name=__codelineno-2-4 href=#__codelineno-2-4></a> <span class=n>columns</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-2-5><a id=__codelineno-2-5 name=__codelineno-2-5 href=#__codelineno-2-5></a> <span class=n>freq</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-2-6><a id=__codelineno-2-6 name=__codelineno-2-6 href=#__codelineno-2-6></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-2-7><a id=__codelineno-2-7 name=__codelineno-2-7 href=#__codelineno-2-7></a> <span class=n>union_index</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
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</span><span id=__span-2-8><a id=__codelineno-2-8 name=__codelineno-2-8 href=#__codelineno-2-8></a> <span class=n>col_concat_method</span><span class=o>=</span><span class=s1>'append'</span><span class=p>,</span>
|
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</span><span id=__span-2-9><a id=__codelineno-2-9 name=__codelineno-2-9 href=#__codelineno-2-9></a> <span class=n>group_concat_method</span><span class=o>=</span><span class=p>(</span><span class=s1>'append'</span><span class=p>,</span> <span class=s1>'factorize_each'</span><span class=p>),</span>
|
|
</span><span id=__span-2-10><a id=__codelineno-2-10 name=__codelineno-2-10 href=#__codelineno-2-10></a> <span class=n>keys</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-2-11><a id=__codelineno-2-11 name=__codelineno-2-11 href=#__codelineno-2-11></a> <span class=n>index_stack_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-2-12><a id=__codelineno-2-12 name=__codelineno-2-12 href=#__codelineno-2-12></a> <span class=n>verify_integrity</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
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</span><span id=__span-2-13><a id=__codelineno-2-13 name=__codelineno-2-13 href=#__codelineno-2-13></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-2-14><a id=__codelineno-2-14 name=__codelineno-2-14 href=#__codelineno-2-14></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Stack multiple <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a> instances along columns.</p> <p>If indexes are the same in each wrapper index, will use that index. If indexes differ and <code>union_index</code> is True, they will be merged into a single one by the set union operation. Otherwise, an error will be raised. The merged index must have no duplicates or mixed data, and must be monotonically increasing. A custom index can be provided via <code>index</code>.</p> <p>Frequency must be the same across all indexes. A custom frequency can be provided via <code>freq</code>.</p> <p>Concatenates columns and groups using <a href=../indexes/index.html#vectorbtpro.base.indexes.concat_indexes title=vectorbtpro.base.indexes.concat_indexes>concat_indexes()</a>.</p> <p>If any of the instances has <code>column_only_select</code> being enabled, the final wrapper will also enable it. If any of the instances has <code>group_select</code> or other grouping-related flags being disabled, the final wrapper will also disable them.</p> <p>All instances must contain the same keys and values in their configs and configs of their grouper instances, apart from those arguments provided explicitly via <code>kwargs</code>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.column_stack_arrs>column_stack_arrs <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1336-L1372 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.column_stack_arrs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-3-1><a id=__codelineno-3-1 name=__codelineno-3-1 href=#__codelineno-3-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>column_stack_arrs</span><span class=p>(</span>
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</span><span id=__span-3-2><a id=__codelineno-3-2 name=__codelineno-3-2 href=#__codelineno-3-2></a> <span class=o>*</span><span class=n>objs</span><span class=p>,</span>
|
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</span><span id=__span-3-3><a id=__codelineno-3-3 name=__codelineno-3-3 href=#__codelineno-3-3></a> <span class=n>reindex_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-3-4><a id=__codelineno-3-4 name=__codelineno-3-4 href=#__codelineno-3-4></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-3-5><a id=__codelineno-3-5 name=__codelineno-3-5 href=#__codelineno-3-5></a> <span class=n>wrap</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
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</span><span id=__span-3-6><a id=__codelineno-3-6 name=__codelineno-3-6 href=#__codelineno-3-6></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-3-7><a id=__codelineno-3-7 name=__codelineno-3-7 href=#__codelineno-3-7></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Stack objects along columns and wrap the final object.</p> <p><code>reindex_kwargs</code> will be passed to <a href=https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.reindex.html>pandas.DataFrame.reindex</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.columns>columns <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L882-L885 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.columns title="Permanent link">¶</a></h3> <p>Columns.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.concat_arrs>concat_arrs <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1283-L1305 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.concat_arrs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-4-1><a id=__codelineno-4-1 name=__codelineno-4-1 href=#__codelineno-4-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>concat_arrs</span><span class=p>(</span>
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</span><span id=__span-4-2><a id=__codelineno-4-2 name=__codelineno-4-2 href=#__codelineno-4-2></a> <span class=o>*</span><span class=n>objs</span><span class=p>,</span>
|
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</span><span id=__span-4-3><a id=__codelineno-4-3 name=__codelineno-4-3 href=#__codelineno-4-3></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-4-4><a id=__codelineno-4-4 name=__codelineno-4-4 href=#__codelineno-4-4></a> <span class=n>wrap</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
|
</span><span id=__span-4-5><a id=__codelineno-4-5 name=__codelineno-4-5 href=#__codelineno-4-5></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-4-6><a id=__codelineno-4-6 name=__codelineno-4-6 href=#__codelineno-4-6></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Stack reduced objects along columns and wrap the final object.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.dt_period>dt_period <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L959-L962 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.dt_period title="Permanent link">¶</a></h3> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.dt_period title=vectorbtpro.base.accessors.BaseIDXAccessor.dt_period>BaseIDXAccessor.dt_period</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.dummy>dummy <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1374-L1377 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.dummy title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-5-1><a id=__codelineno-5-1 name=__codelineno-5-1 href=#__codelineno-5-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>dummy</span><span class=p>(</span>
|
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</span><span id=__span-5-2><a id=__codelineno-5-2 name=__codelineno-5-2 href=#__codelineno-5-2></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-5-3><a id=__codelineno-5-3 name=__codelineno-5-3 href=#__codelineno-5-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-5-4><a id=__codelineno-5-4 name=__codelineno-5-4 href=#__codelineno-5-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Create a dummy Series/DataFrame.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.extract_init_kwargs>extract_init_kwargs <span class=dobjtype>static method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L94-L103 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.extract_init_kwargs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-6-1><a id=__codelineno-6-1 name=__codelineno-6-1 href=#__codelineno-6-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>extract_init_kwargs</span><span class=p>(</span>
|
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</span><span id=__span-6-2><a id=__codelineno-6-2 name=__codelineno-6-2 href=#__codelineno-6-2></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-6-3><a id=__codelineno-6-3 name=__codelineno-6-3 href=#__codelineno-6-3></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Extract keyword arguments that can be passed to <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a> or <code>Grouper</code>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.fill>fill <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1379-L1382 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.fill title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-7-1><a id=__codelineno-7-1 name=__codelineno-7-1 href=#__codelineno-7-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>fill</span><span class=p>(</span>
|
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</span><span id=__span-7-2><a id=__codelineno-7-2 name=__codelineno-7-2 href=#__codelineno-7-2></a> <span class=n>fill_value</span><span class=o>=</span><span class=n>nan</span><span class=p>,</span>
|
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</span><span id=__span-7-3><a id=__codelineno-7-3 name=__codelineno-7-3 href=#__codelineno-7-3></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-7-4><a id=__codelineno-7-4 name=__codelineno-7-4 href=#__codelineno-7-4></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-7-5><a id=__codelineno-7-5 name=__codelineno-7-5 href=#__codelineno-7-5></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Fill a Series/DataFrame.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.fill_and_set>fill_and_set <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1397-L1707 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.fill_and_set title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-8-1><a id=__codelineno-8-1 name=__codelineno-8-1 href=#__codelineno-8-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span>
|
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</span><span id=__span-8-2><a id=__codelineno-8-2 name=__codelineno-8-2 href=#__codelineno-8-2></a> <span class=n>idx_setter</span><span class=p>,</span>
|
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</span><span id=__span-8-3><a id=__codelineno-8-3 name=__codelineno-8-3 href=#__codelineno-8-3></a> <span class=n>keep_flex</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
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</span><span id=__span-8-4><a id=__codelineno-8-4 name=__codelineno-8-4 href=#__codelineno-8-4></a> <span class=n>fill_value</span><span class=o>=</span><span class=n>nan</span><span class=p>,</span>
|
|
</span><span id=__span-8-5><a id=__codelineno-8-5 name=__codelineno-8-5 href=#__codelineno-8-5></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-8-6><a id=__codelineno-8-6 name=__codelineno-8-6 href=#__codelineno-8-6></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Fill a new array using an index object such as <a href=../indexing/index.html#vectorbtpro.base.indexing.index_dict title=vectorbtpro.base.indexing.index_dict>index_dict</a>.</p> <p>Will be wrapped with <a href=../indexing/index.html#vectorbtpro.base.indexing.IdxSetter title=vectorbtpro.base.indexing.IdxSetter>IdxSetter</a> if not already.</p> <p>Will call <a href=../indexing/index.html#vectorbtpro.base.indexing.IdxSetter.fill_and_set title=vectorbtpro.base.indexing.IdxSetter.fill_and_set>IdxSetter.fill_and_set()</a>.</p> <p><strong>Usage</strong></p> <ul> <li>Set a single row:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-9-1><a id=__codelineno-9-1 name=__codelineno-9-1 href=#__codelineno-9-1></a><span class=gp>>>> </span><span class=kn>from</span> <span class=nn>vectorbtpro</span> <span class=kn>import</span> <span class=o>*</span>
|
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</span><span id=__span-9-2><a id=__codelineno-9-2 name=__codelineno-9-2 href=#__codelineno-9-2></a>
|
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</span><span id=__span-9-3><a id=__codelineno-9-3 name=__codelineno-9-3 href=#__codelineno-9-3></a><span class=gp>>>> </span><span class=n>index</span> <span class=o>=</span> <span class=n>pd</span><span class=o>.</span><span class=n>date_range</span><span class=p>(</span><span class=s2>"2020"</span><span class=p>,</span> <span class=n>periods</span><span class=o>=</span><span class=mi>5</span><span class=p>)</span>
|
|
</span><span id=__span-9-4><a id=__codelineno-9-4 name=__codelineno-9-4 href=#__codelineno-9-4></a><span class=gp>>>> </span><span class=n>columns</span> <span class=o>=</span> <span class=n>pd</span><span class=o>.</span><span class=n>Index</span><span class=p>([</span><span class=s2>"a"</span><span class=p>,</span> <span class=s2>"b"</span><span class=p>,</span> <span class=s2>"c"</span><span class=p>])</span>
|
|
</span><span id=__span-9-5><a id=__codelineno-9-5 name=__codelineno-9-5 href=#__codelineno-9-5></a><span class=gp>>>> </span><span class=n>wrapper</span> <span class=o>=</span> <span class=n>vbt</span><span class=o>.</span><span class=n>ArrayWrapper</span><span class=p>(</span><span class=n>index</span><span class=p>,</span> <span class=n>columns</span><span class=p>)</span>
|
|
</span><span id=__span-9-6><a id=__codelineno-9-6 name=__codelineno-9-6 href=#__codelineno-9-6></a>
|
|
</span><span id=__span-9-7><a id=__codelineno-9-7 name=__codelineno-9-7 href=#__codelineno-9-7></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-9-8><a id=__codelineno-9-8 name=__codelineno-9-8 href=#__codelineno-9-8></a><span class=gp>... </span> <span class=mi>1</span><span class=p>:</span> <span class=mi>2</span>
|
|
</span><span id=__span-9-9><a id=__codelineno-9-9 name=__codelineno-9-9 href=#__codelineno-9-9></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-9-10><a id=__codelineno-9-10 name=__codelineno-9-10 href=#__codelineno-9-10></a><span class=go> a b c</span>
|
|
</span><span id=__span-9-11><a id=__codelineno-9-11 name=__codelineno-9-11 href=#__codelineno-9-11></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-9-12><a id=__codelineno-9-12 name=__codelineno-9-12 href=#__codelineno-9-12></a><span class=go>2020-01-02 2.0 2.0 2.0</span>
|
|
</span><span id=__span-9-13><a id=__codelineno-9-13 name=__codelineno-9-13 href=#__codelineno-9-13></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-9-14><a id=__codelineno-9-14 name=__codelineno-9-14 href=#__codelineno-9-14></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-9-15><a id=__codelineno-9-15 name=__codelineno-9-15 href=#__codelineno-9-15></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-9-16><a id=__codelineno-9-16 name=__codelineno-9-16 href=#__codelineno-9-16></a>
|
|
</span><span id=__span-9-17><a id=__codelineno-9-17 name=__codelineno-9-17 href=#__codelineno-9-17></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-9-18><a id=__codelineno-9-18 name=__codelineno-9-18 href=#__codelineno-9-18></a><span class=gp>... </span> <span class=s2>"2020-01-02"</span><span class=p>:</span> <span class=mi>2</span>
|
|
</span><span id=__span-9-19><a id=__codelineno-9-19 name=__codelineno-9-19 href=#__codelineno-9-19></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-9-20><a id=__codelineno-9-20 name=__codelineno-9-20 href=#__codelineno-9-20></a><span class=go> a b c</span>
|
|
</span><span id=__span-9-21><a id=__codelineno-9-21 name=__codelineno-9-21 href=#__codelineno-9-21></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-9-22><a id=__codelineno-9-22 name=__codelineno-9-22 href=#__codelineno-9-22></a><span class=go>2020-01-02 2.0 2.0 2.0</span>
|
|
</span><span id=__span-9-23><a id=__codelineno-9-23 name=__codelineno-9-23 href=#__codelineno-9-23></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-9-24><a id=__codelineno-9-24 name=__codelineno-9-24 href=#__codelineno-9-24></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-9-25><a id=__codelineno-9-25 name=__codelineno-9-25 href=#__codelineno-9-25></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-9-26><a id=__codelineno-9-26 name=__codelineno-9-26 href=#__codelineno-9-26></a>
|
|
</span><span id=__span-9-27><a id=__codelineno-9-27 name=__codelineno-9-27 href=#__codelineno-9-27></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-9-28><a id=__codelineno-9-28 name=__codelineno-9-28 href=#__codelineno-9-28></a><span class=gp>... </span> <span class=s2>"2020-01-02"</span><span class=p>:</span> <span class=p>[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>,</span> <span class=mi>3</span><span class=p>]</span>
|
|
</span><span id=__span-9-29><a id=__codelineno-9-29 name=__codelineno-9-29 href=#__codelineno-9-29></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-9-30><a id=__codelineno-9-30 name=__codelineno-9-30 href=#__codelineno-9-30></a><span class=go> a b c</span>
|
|
</span><span id=__span-9-31><a id=__codelineno-9-31 name=__codelineno-9-31 href=#__codelineno-9-31></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-9-32><a id=__codelineno-9-32 name=__codelineno-9-32 href=#__codelineno-9-32></a><span class=go>2020-01-02 1.0 2.0 3.0</span>
|
|
</span><span id=__span-9-33><a id=__codelineno-9-33 name=__codelineno-9-33 href=#__codelineno-9-33></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-9-34><a id=__codelineno-9-34 name=__codelineno-9-34 href=#__codelineno-9-34></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-9-35><a id=__codelineno-9-35 name=__codelineno-9-35 href=#__codelineno-9-35></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span></code></pre></div> <ul> <li>Set multiple rows:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-10-1><a id=__codelineno-10-1 name=__codelineno-10-1 href=#__codelineno-10-1></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-10-2><a id=__codelineno-10-2 name=__codelineno-10-2 href=#__codelineno-10-2></a><span class=gp>... </span> <span class=p>(</span><span class=mi>1</span><span class=p>,</span> <span class=mi>3</span><span class=p>):</span> <span class=p>[</span><span class=mi>2</span><span class=p>,</span> <span class=mi>3</span><span class=p>]</span>
|
|
</span><span id=__span-10-3><a id=__codelineno-10-3 name=__codelineno-10-3 href=#__codelineno-10-3></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-10-4><a id=__codelineno-10-4 name=__codelineno-10-4 href=#__codelineno-10-4></a><span class=go> a b c</span>
|
|
</span><span id=__span-10-5><a id=__codelineno-10-5 name=__codelineno-10-5 href=#__codelineno-10-5></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-10-6><a id=__codelineno-10-6 name=__codelineno-10-6 href=#__codelineno-10-6></a><span class=go>2020-01-02 2.0 2.0 2.0</span>
|
|
</span><span id=__span-10-7><a id=__codelineno-10-7 name=__codelineno-10-7 href=#__codelineno-10-7></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-10-8><a id=__codelineno-10-8 name=__codelineno-10-8 href=#__codelineno-10-8></a><span class=go>2020-01-04 3.0 3.0 3.0</span>
|
|
</span><span id=__span-10-9><a id=__codelineno-10-9 name=__codelineno-10-9 href=#__codelineno-10-9></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-10-10><a id=__codelineno-10-10 name=__codelineno-10-10 href=#__codelineno-10-10></a>
|
|
</span><span id=__span-10-11><a id=__codelineno-10-11 name=__codelineno-10-11 href=#__codelineno-10-11></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-10-12><a id=__codelineno-10-12 name=__codelineno-10-12 href=#__codelineno-10-12></a><span class=gp>... </span> <span class=p>(</span><span class=s2>"2020-01-02"</span><span class=p>,</span> <span class=s2>"2020-01-04"</span><span class=p>):</span> <span class=p>[[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>,</span> <span class=mi>3</span><span class=p>],</span> <span class=p>[</span><span class=mi>4</span><span class=p>,</span> <span class=mi>5</span><span class=p>,</span> <span class=mi>6</span><span class=p>]]</span>
|
|
</span><span id=__span-10-13><a id=__codelineno-10-13 name=__codelineno-10-13 href=#__codelineno-10-13></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-10-14><a id=__codelineno-10-14 name=__codelineno-10-14 href=#__codelineno-10-14></a><span class=go> a b c</span>
|
|
</span><span id=__span-10-15><a id=__codelineno-10-15 name=__codelineno-10-15 href=#__codelineno-10-15></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-10-16><a id=__codelineno-10-16 name=__codelineno-10-16 href=#__codelineno-10-16></a><span class=go>2020-01-02 1.0 2.0 3.0</span>
|
|
</span><span id=__span-10-17><a id=__codelineno-10-17 name=__codelineno-10-17 href=#__codelineno-10-17></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-10-18><a id=__codelineno-10-18 name=__codelineno-10-18 href=#__codelineno-10-18></a><span class=go>2020-01-04 4.0 5.0 6.0</span>
|
|
</span><span id=__span-10-19><a id=__codelineno-10-19 name=__codelineno-10-19 href=#__codelineno-10-19></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-10-20><a id=__codelineno-10-20 name=__codelineno-10-20 href=#__codelineno-10-20></a>
|
|
</span><span id=__span-10-21><a id=__codelineno-10-21 name=__codelineno-10-21 href=#__codelineno-10-21></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-10-22><a id=__codelineno-10-22 name=__codelineno-10-22 href=#__codelineno-10-22></a><span class=gp>... </span> <span class=p>(</span><span class=s2>"2020-01-02"</span><span class=p>,</span> <span class=s2>"2020-01-04"</span><span class=p>):</span> <span class=p>[[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>,</span> <span class=mi>3</span><span class=p>]]</span>
|
|
</span><span id=__span-10-23><a id=__codelineno-10-23 name=__codelineno-10-23 href=#__codelineno-10-23></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-10-24><a id=__codelineno-10-24 name=__codelineno-10-24 href=#__codelineno-10-24></a><span class=go> a b c</span>
|
|
</span><span id=__span-10-25><a id=__codelineno-10-25 name=__codelineno-10-25 href=#__codelineno-10-25></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-10-26><a id=__codelineno-10-26 name=__codelineno-10-26 href=#__codelineno-10-26></a><span class=go>2020-01-02 1.0 2.0 3.0</span>
|
|
</span><span id=__span-10-27><a id=__codelineno-10-27 name=__codelineno-10-27 href=#__codelineno-10-27></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-10-28><a id=__codelineno-10-28 name=__codelineno-10-28 href=#__codelineno-10-28></a><span class=go>2020-01-04 1.0 2.0 3.0</span>
|
|
</span><span id=__span-10-29><a id=__codelineno-10-29 name=__codelineno-10-29 href=#__codelineno-10-29></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span></code></pre></div> <ul> <li>Set rows using slices:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-11-1><a id=__codelineno-11-1 name=__codelineno-11-1 href=#__codelineno-11-1></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-11-2><a id=__codelineno-11-2 name=__codelineno-11-2 href=#__codelineno-11-2></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>hslice</span><span class=p>(</span><span class=mi>1</span><span class=p>,</span> <span class=mi>3</span><span class=p>):</span> <span class=mi>2</span>
|
|
</span><span id=__span-11-3><a id=__codelineno-11-3 name=__codelineno-11-3 href=#__codelineno-11-3></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-11-4><a id=__codelineno-11-4 name=__codelineno-11-4 href=#__codelineno-11-4></a><span class=go> a b c</span>
|
|
</span><span id=__span-11-5><a id=__codelineno-11-5 name=__codelineno-11-5 href=#__codelineno-11-5></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-11-6><a id=__codelineno-11-6 name=__codelineno-11-6 href=#__codelineno-11-6></a><span class=go>2020-01-02 2.0 2.0 2.0</span>
|
|
</span><span id=__span-11-7><a id=__codelineno-11-7 name=__codelineno-11-7 href=#__codelineno-11-7></a><span class=go>2020-01-03 2.0 2.0 2.0</span>
|
|
</span><span id=__span-11-8><a id=__codelineno-11-8 name=__codelineno-11-8 href=#__codelineno-11-8></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-11-9><a id=__codelineno-11-9 name=__codelineno-11-9 href=#__codelineno-11-9></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-11-10><a id=__codelineno-11-10 name=__codelineno-11-10 href=#__codelineno-11-10></a>
|
|
</span><span id=__span-11-11><a id=__codelineno-11-11 name=__codelineno-11-11 href=#__codelineno-11-11></a><span class=go>```pycon</span>
|
|
</span><span id=__span-11-12><a id=__codelineno-11-12 name=__codelineno-11-12 href=#__codelineno-11-12></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-11-13><a id=__codelineno-11-13 name=__codelineno-11-13 href=#__codelineno-11-13></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>hslice</span><span class=p>(</span><span class=s2>"2020-01-02"</span><span class=p>,</span> <span class=s2>"2020-01-04"</span><span class=p>):</span> <span class=mi>2</span>
|
|
</span><span id=__span-11-14><a id=__codelineno-11-14 name=__codelineno-11-14 href=#__codelineno-11-14></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-11-15><a id=__codelineno-11-15 name=__codelineno-11-15 href=#__codelineno-11-15></a><span class=go> a b c</span>
|
|
</span><span id=__span-11-16><a id=__codelineno-11-16 name=__codelineno-11-16 href=#__codelineno-11-16></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-11-17><a id=__codelineno-11-17 name=__codelineno-11-17 href=#__codelineno-11-17></a><span class=go>2020-01-02 2.0 2.0 2.0</span>
|
|
</span><span id=__span-11-18><a id=__codelineno-11-18 name=__codelineno-11-18 href=#__codelineno-11-18></a><span class=go>2020-01-03 2.0 2.0 2.0</span>
|
|
</span><span id=__span-11-19><a id=__codelineno-11-19 name=__codelineno-11-19 href=#__codelineno-11-19></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-11-20><a id=__codelineno-11-20 name=__codelineno-11-20 href=#__codelineno-11-20></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-11-21><a id=__codelineno-11-21 name=__codelineno-11-21 href=#__codelineno-11-21></a>
|
|
</span><span id=__span-11-22><a id=__codelineno-11-22 name=__codelineno-11-22 href=#__codelineno-11-22></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-11-23><a id=__codelineno-11-23 name=__codelineno-11-23 href=#__codelineno-11-23></a><span class=gp>... </span> <span class=p>((</span><span class=mi>0</span><span class=p>,</span> <span class=mi>2</span><span class=p>),</span> <span class=p>(</span><span class=mi>3</span><span class=p>,</span> <span class=mi>5</span><span class=p>)):</span> <span class=p>[[</span><span class=mi>1</span><span class=p>],</span> <span class=p>[</span><span class=mi>2</span><span class=p>]]</span>
|
|
</span><span id=__span-11-24><a id=__codelineno-11-24 name=__codelineno-11-24 href=#__codelineno-11-24></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-11-25><a id=__codelineno-11-25 name=__codelineno-11-25 href=#__codelineno-11-25></a><span class=go> a b c</span>
|
|
</span><span id=__span-11-26><a id=__codelineno-11-26 name=__codelineno-11-26 href=#__codelineno-11-26></a><span class=go>2020-01-01 1.0 1.0 1.0</span>
|
|
</span><span id=__span-11-27><a id=__codelineno-11-27 name=__codelineno-11-27 href=#__codelineno-11-27></a><span class=go>2020-01-02 1.0 1.0 1.0</span>
|
|
</span><span id=__span-11-28><a id=__codelineno-11-28 name=__codelineno-11-28 href=#__codelineno-11-28></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-11-29><a id=__codelineno-11-29 name=__codelineno-11-29 href=#__codelineno-11-29></a><span class=go>2020-01-04 2.0 2.0 2.0</span>
|
|
</span><span id=__span-11-30><a id=__codelineno-11-30 name=__codelineno-11-30 href=#__codelineno-11-30></a><span class=go>2020-01-05 2.0 2.0 2.0</span>
|
|
</span><span id=__span-11-31><a id=__codelineno-11-31 name=__codelineno-11-31 href=#__codelineno-11-31></a>
|
|
</span><span id=__span-11-32><a id=__codelineno-11-32 name=__codelineno-11-32 href=#__codelineno-11-32></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-11-33><a id=__codelineno-11-33 name=__codelineno-11-33 href=#__codelineno-11-33></a><span class=gp>... </span> <span class=p>((</span><span class=mi>0</span><span class=p>,</span> <span class=mi>2</span><span class=p>),</span> <span class=p>(</span><span class=mi>3</span><span class=p>,</span> <span class=mi>5</span><span class=p>)):</span> <span class=p>[[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>,</span> <span class=mi>3</span><span class=p>],</span> <span class=p>[</span><span class=mi>4</span><span class=p>,</span> <span class=mi>5</span><span class=p>,</span> <span class=mi>6</span><span class=p>]]</span>
|
|
</span><span id=__span-11-34><a id=__codelineno-11-34 name=__codelineno-11-34 href=#__codelineno-11-34></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-11-35><a id=__codelineno-11-35 name=__codelineno-11-35 href=#__codelineno-11-35></a><span class=go> a b c</span>
|
|
</span><span id=__span-11-36><a id=__codelineno-11-36 name=__codelineno-11-36 href=#__codelineno-11-36></a><span class=go>2020-01-01 1.0 2.0 3.0</span>
|
|
</span><span id=__span-11-37><a id=__codelineno-11-37 name=__codelineno-11-37 href=#__codelineno-11-37></a><span class=go>2020-01-02 1.0 2.0 3.0</span>
|
|
</span><span id=__span-11-38><a id=__codelineno-11-38 name=__codelineno-11-38 href=#__codelineno-11-38></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-11-39><a id=__codelineno-11-39 name=__codelineno-11-39 href=#__codelineno-11-39></a><span class=go>2020-01-04 4.0 5.0 6.0</span>
|
|
</span><span id=__span-11-40><a id=__codelineno-11-40 name=__codelineno-11-40 href=#__codelineno-11-40></a><span class=go>2020-01-05 4.0 5.0 6.0</span>
|
|
</span></code></pre></div> <ul> <li>Set rows using index points:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-12-1><a id=__codelineno-12-1 name=__codelineno-12-1 href=#__codelineno-12-1></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-12-2><a id=__codelineno-12-2 name=__codelineno-12-2 href=#__codelineno-12-2></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>pointidx</span><span class=p>(</span><span class=n>every</span><span class=o>=</span><span class=s2>"2D"</span><span class=p>):</span> <span class=mi>2</span>
|
|
</span><span id=__span-12-3><a id=__codelineno-12-3 name=__codelineno-12-3 href=#__codelineno-12-3></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-12-4><a id=__codelineno-12-4 name=__codelineno-12-4 href=#__codelineno-12-4></a><span class=go> a b c</span>
|
|
</span><span id=__span-12-5><a id=__codelineno-12-5 name=__codelineno-12-5 href=#__codelineno-12-5></a><span class=go>2020-01-01 2.0 2.0 2.0</span>
|
|
</span><span id=__span-12-6><a id=__codelineno-12-6 name=__codelineno-12-6 href=#__codelineno-12-6></a><span class=go>2020-01-02 NaN NaN NaN</span>
|
|
</span><span id=__span-12-7><a id=__codelineno-12-7 name=__codelineno-12-7 href=#__codelineno-12-7></a><span class=go>2020-01-03 2.0 2.0 2.0</span>
|
|
</span><span id=__span-12-8><a id=__codelineno-12-8 name=__codelineno-12-8 href=#__codelineno-12-8></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-12-9><a id=__codelineno-12-9 name=__codelineno-12-9 href=#__codelineno-12-9></a><span class=go>2020-01-05 2.0 2.0 2.0</span>
|
|
</span></code></pre></div> <ul> <li>Set rows using index ranges:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-13-1><a id=__codelineno-13-1 name=__codelineno-13-1 href=#__codelineno-13-1></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-13-2><a id=__codelineno-13-2 name=__codelineno-13-2 href=#__codelineno-13-2></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>rangeidx</span><span class=p>(</span>
|
|
</span><span id=__span-13-3><a id=__codelineno-13-3 name=__codelineno-13-3 href=#__codelineno-13-3></a><span class=gp>... </span> <span class=n>start</span><span class=o>=</span><span class=p>(</span><span class=s2>"2020-01-01"</span><span class=p>,</span> <span class=s2>"2020-01-03"</span><span class=p>),</span>
|
|
</span><span id=__span-13-4><a id=__codelineno-13-4 name=__codelineno-13-4 href=#__codelineno-13-4></a><span class=gp>... </span> <span class=n>end</span><span class=o>=</span><span class=p>(</span><span class=s2>"2020-01-02"</span><span class=p>,</span> <span class=s2>"2020-01-05"</span><span class=p>)</span>
|
|
</span><span id=__span-13-5><a id=__codelineno-13-5 name=__codelineno-13-5 href=#__codelineno-13-5></a><span class=gp>... </span> <span class=p>):</span> <span class=mi>2</span>
|
|
</span><span id=__span-13-6><a id=__codelineno-13-6 name=__codelineno-13-6 href=#__codelineno-13-6></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-13-7><a id=__codelineno-13-7 name=__codelineno-13-7 href=#__codelineno-13-7></a><span class=go> a b c</span>
|
|
</span><span id=__span-13-8><a id=__codelineno-13-8 name=__codelineno-13-8 href=#__codelineno-13-8></a><span class=go>2020-01-01 2.0 2.0 2.0</span>
|
|
</span><span id=__span-13-9><a id=__codelineno-13-9 name=__codelineno-13-9 href=#__codelineno-13-9></a><span class=go>2020-01-02 NaN NaN NaN</span>
|
|
</span><span id=__span-13-10><a id=__codelineno-13-10 name=__codelineno-13-10 href=#__codelineno-13-10></a><span class=go>2020-01-03 2.0 2.0 2.0</span>
|
|
</span><span id=__span-13-11><a id=__codelineno-13-11 name=__codelineno-13-11 href=#__codelineno-13-11></a><span class=go>2020-01-04 2.0 2.0 2.0</span>
|
|
</span><span id=__span-13-12><a id=__codelineno-13-12 name=__codelineno-13-12 href=#__codelineno-13-12></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span></code></pre></div> <ul> <li>Set column indices:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-14-1><a id=__codelineno-14-1 name=__codelineno-14-1 href=#__codelineno-14-1></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-14-2><a id=__codelineno-14-2 name=__codelineno-14-2 href=#__codelineno-14-2></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>colidx</span><span class=p>(</span><span class=s2>"a"</span><span class=p>):</span> <span class=mi>2</span>
|
|
</span><span id=__span-14-3><a id=__codelineno-14-3 name=__codelineno-14-3 href=#__codelineno-14-3></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-14-4><a id=__codelineno-14-4 name=__codelineno-14-4 href=#__codelineno-14-4></a><span class=go> a b c</span>
|
|
</span><span id=__span-14-5><a id=__codelineno-14-5 name=__codelineno-14-5 href=#__codelineno-14-5></a><span class=go>2020-01-01 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-6><a id=__codelineno-14-6 name=__codelineno-14-6 href=#__codelineno-14-6></a><span class=go>2020-01-02 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-7><a id=__codelineno-14-7 name=__codelineno-14-7 href=#__codelineno-14-7></a><span class=go>2020-01-03 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-8><a id=__codelineno-14-8 name=__codelineno-14-8 href=#__codelineno-14-8></a><span class=go>2020-01-04 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-9><a id=__codelineno-14-9 name=__codelineno-14-9 href=#__codelineno-14-9></a><span class=go>2020-01-05 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-10><a id=__codelineno-14-10 name=__codelineno-14-10 href=#__codelineno-14-10></a>
|
|
</span><span id=__span-14-11><a id=__codelineno-14-11 name=__codelineno-14-11 href=#__codelineno-14-11></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-14-12><a id=__codelineno-14-12 name=__codelineno-14-12 href=#__codelineno-14-12></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>colidx</span><span class=p>((</span><span class=s2>"a"</span><span class=p>,</span> <span class=s2>"b"</span><span class=p>)):</span> <span class=p>[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>]</span>
|
|
</span><span id=__span-14-13><a id=__codelineno-14-13 name=__codelineno-14-13 href=#__codelineno-14-13></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-14-14><a id=__codelineno-14-14 name=__codelineno-14-14 href=#__codelineno-14-14></a><span class=go> a b c</span>
|
|
</span><span id=__span-14-15><a id=__codelineno-14-15 name=__codelineno-14-15 href=#__codelineno-14-15></a><span class=go>2020-01-01 1.0 2.0 NaN</span>
|
|
</span><span id=__span-14-16><a id=__codelineno-14-16 name=__codelineno-14-16 href=#__codelineno-14-16></a><span class=go>2020-01-02 1.0 2.0 NaN</span>
|
|
</span><span id=__span-14-17><a id=__codelineno-14-17 name=__codelineno-14-17 href=#__codelineno-14-17></a><span class=go>2020-01-03 1.0 2.0 NaN</span>
|
|
</span><span id=__span-14-18><a id=__codelineno-14-18 name=__codelineno-14-18 href=#__codelineno-14-18></a><span class=go>2020-01-04 1.0 2.0 NaN</span>
|
|
</span><span id=__span-14-19><a id=__codelineno-14-19 name=__codelineno-14-19 href=#__codelineno-14-19></a><span class=go>2020-01-05 1.0 2.0 NaN</span>
|
|
</span><span id=__span-14-20><a id=__codelineno-14-20 name=__codelineno-14-20 href=#__codelineno-14-20></a>
|
|
</span><span id=__span-14-21><a id=__codelineno-14-21 name=__codelineno-14-21 href=#__codelineno-14-21></a><span class=gp>>>> </span><span class=n>multi_columns</span> <span class=o>=</span> <span class=n>pd</span><span class=o>.</span><span class=n>MultiIndex</span><span class=o>.</span><span class=n>from_arrays</span><span class=p>(</span>
|
|
</span><span id=__span-14-22><a id=__codelineno-14-22 name=__codelineno-14-22 href=#__codelineno-14-22></a><span class=gp>... </span> <span class=p>[[</span><span class=s2>"a"</span><span class=p>,</span> <span class=s2>"a"</span><span class=p>,</span> <span class=s2>"b"</span><span class=p>,</span> <span class=s2>"b"</span><span class=p>],</span> <span class=p>[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>,</span> <span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>]],</span>
|
|
</span><span id=__span-14-23><a id=__codelineno-14-23 name=__codelineno-14-23 href=#__codelineno-14-23></a><span class=gp>... </span> <span class=n>names</span><span class=o>=</span><span class=p>[</span><span class=s2>"c1"</span><span class=p>,</span> <span class=s2>"c2"</span><span class=p>]</span>
|
|
</span><span id=__span-14-24><a id=__codelineno-14-24 name=__codelineno-14-24 href=#__codelineno-14-24></a><span class=gp>... </span><span class=p>)</span>
|
|
</span><span id=__span-14-25><a id=__codelineno-14-25 name=__codelineno-14-25 href=#__codelineno-14-25></a><span class=gp>>>> </span><span class=n>multi_wrapper</span> <span class=o>=</span> <span class=n>vbt</span><span class=o>.</span><span class=n>ArrayWrapper</span><span class=p>(</span><span class=n>index</span><span class=p>,</span> <span class=n>multi_columns</span><span class=p>)</span>
|
|
</span><span id=__span-14-26><a id=__codelineno-14-26 name=__codelineno-14-26 href=#__codelineno-14-26></a>
|
|
</span><span id=__span-14-27><a id=__codelineno-14-27 name=__codelineno-14-27 href=#__codelineno-14-27></a><span class=gp>>>> </span><span class=n>multi_wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-14-28><a id=__codelineno-14-28 name=__codelineno-14-28 href=#__codelineno-14-28></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>colidx</span><span class=p>((</span><span class=s2>"a"</span><span class=p>,</span> <span class=mi>2</span><span class=p>)):</span> <span class=mi>2</span>
|
|
</span><span id=__span-14-29><a id=__codelineno-14-29 name=__codelineno-14-29 href=#__codelineno-14-29></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-14-30><a id=__codelineno-14-30 name=__codelineno-14-30 href=#__codelineno-14-30></a><span class=go>c1 a b</span>
|
|
</span><span id=__span-14-31><a id=__codelineno-14-31 name=__codelineno-14-31 href=#__codelineno-14-31></a><span class=go>c2 1 2 1 2</span>
|
|
</span><span id=__span-14-32><a id=__codelineno-14-32 name=__codelineno-14-32 href=#__codelineno-14-32></a><span class=go>2020-01-01 NaN 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-33><a id=__codelineno-14-33 name=__codelineno-14-33 href=#__codelineno-14-33></a><span class=go>2020-01-02 NaN 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-34><a id=__codelineno-14-34 name=__codelineno-14-34 href=#__codelineno-14-34></a><span class=go>2020-01-03 NaN 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-35><a id=__codelineno-14-35 name=__codelineno-14-35 href=#__codelineno-14-35></a><span class=go>2020-01-04 NaN 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-36><a id=__codelineno-14-36 name=__codelineno-14-36 href=#__codelineno-14-36></a><span class=go>2020-01-05 NaN 2.0 NaN NaN</span>
|
|
</span><span id=__span-14-37><a id=__codelineno-14-37 name=__codelineno-14-37 href=#__codelineno-14-37></a>
|
|
</span><span id=__span-14-38><a id=__codelineno-14-38 name=__codelineno-14-38 href=#__codelineno-14-38></a><span class=gp>>>> </span><span class=n>multi_wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-14-39><a id=__codelineno-14-39 name=__codelineno-14-39 href=#__codelineno-14-39></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>colidx</span><span class=p>(</span><span class=s2>"b"</span><span class=p>,</span> <span class=n>level</span><span class=o>=</span><span class=s2>"c1"</span><span class=p>):</span> <span class=p>[</span><span class=mi>3</span><span class=p>,</span> <span class=mi>4</span><span class=p>]</span>
|
|
</span><span id=__span-14-40><a id=__codelineno-14-40 name=__codelineno-14-40 href=#__codelineno-14-40></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-14-41><a id=__codelineno-14-41 name=__codelineno-14-41 href=#__codelineno-14-41></a><span class=go>c1 a b</span>
|
|
</span><span id=__span-14-42><a id=__codelineno-14-42 name=__codelineno-14-42 href=#__codelineno-14-42></a><span class=go>c2 1 2 1 2</span>
|
|
</span><span id=__span-14-43><a id=__codelineno-14-43 name=__codelineno-14-43 href=#__codelineno-14-43></a><span class=go>2020-01-01 NaN NaN 3.0 4.0</span>
|
|
</span><span id=__span-14-44><a id=__codelineno-14-44 name=__codelineno-14-44 href=#__codelineno-14-44></a><span class=go>2020-01-02 NaN NaN 3.0 4.0</span>
|
|
</span><span id=__span-14-45><a id=__codelineno-14-45 name=__codelineno-14-45 href=#__codelineno-14-45></a><span class=go>2020-01-03 NaN NaN 3.0 4.0</span>
|
|
</span><span id=__span-14-46><a id=__codelineno-14-46 name=__codelineno-14-46 href=#__codelineno-14-46></a><span class=go>2020-01-04 NaN NaN 3.0 4.0</span>
|
|
</span><span id=__span-14-47><a id=__codelineno-14-47 name=__codelineno-14-47 href=#__codelineno-14-47></a><span class=go>2020-01-05 NaN NaN 3.0 4.0</span>
|
|
</span></code></pre></div> <ul> <li>Set row and column indices:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-15-1><a id=__codelineno-15-1 name=__codelineno-15-1 href=#__codelineno-15-1></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-15-2><a id=__codelineno-15-2 name=__codelineno-15-2 href=#__codelineno-15-2></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>idx</span><span class=p>(</span><span class=mi>2</span><span class=p>,</span> <span class=mi>2</span><span class=p>):</span> <span class=mi>2</span>
|
|
</span><span id=__span-15-3><a id=__codelineno-15-3 name=__codelineno-15-3 href=#__codelineno-15-3></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-15-4><a id=__codelineno-15-4 name=__codelineno-15-4 href=#__codelineno-15-4></a><span class=go> a b c</span>
|
|
</span><span id=__span-15-5><a id=__codelineno-15-5 name=__codelineno-15-5 href=#__codelineno-15-5></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-15-6><a id=__codelineno-15-6 name=__codelineno-15-6 href=#__codelineno-15-6></a><span class=go>2020-01-02 NaN NaN NaN</span>
|
|
</span><span id=__span-15-7><a id=__codelineno-15-7 name=__codelineno-15-7 href=#__codelineno-15-7></a><span class=go>2020-01-03 NaN NaN 2.0</span>
|
|
</span><span id=__span-15-8><a id=__codelineno-15-8 name=__codelineno-15-8 href=#__codelineno-15-8></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-15-9><a id=__codelineno-15-9 name=__codelineno-15-9 href=#__codelineno-15-9></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-15-10><a id=__codelineno-15-10 name=__codelineno-15-10 href=#__codelineno-15-10></a>
|
|
</span><span id=__span-15-11><a id=__codelineno-15-11 name=__codelineno-15-11 href=#__codelineno-15-11></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-15-12><a id=__codelineno-15-12 name=__codelineno-15-12 href=#__codelineno-15-12></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>idx</span><span class=p>((</span><span class=s2>"2020-01-01"</span><span class=p>,</span> <span class=s2>"2020-01-03"</span><span class=p>),</span> <span class=mi>2</span><span class=p>):</span> <span class=p>[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>]</span>
|
|
</span><span id=__span-15-13><a id=__codelineno-15-13 name=__codelineno-15-13 href=#__codelineno-15-13></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-15-14><a id=__codelineno-15-14 name=__codelineno-15-14 href=#__codelineno-15-14></a><span class=go> a b c</span>
|
|
</span><span id=__span-15-15><a id=__codelineno-15-15 name=__codelineno-15-15 href=#__codelineno-15-15></a><span class=go>2020-01-01 NaN NaN 1.0</span>
|
|
</span><span id=__span-15-16><a id=__codelineno-15-16 name=__codelineno-15-16 href=#__codelineno-15-16></a><span class=go>2020-01-02 NaN NaN NaN</span>
|
|
</span><span id=__span-15-17><a id=__codelineno-15-17 name=__codelineno-15-17 href=#__codelineno-15-17></a><span class=go>2020-01-03 NaN NaN 2.0</span>
|
|
</span><span id=__span-15-18><a id=__codelineno-15-18 name=__codelineno-15-18 href=#__codelineno-15-18></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-15-19><a id=__codelineno-15-19 name=__codelineno-15-19 href=#__codelineno-15-19></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-15-20><a id=__codelineno-15-20 name=__codelineno-15-20 href=#__codelineno-15-20></a>
|
|
</span><span id=__span-15-21><a id=__codelineno-15-21 name=__codelineno-15-21 href=#__codelineno-15-21></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-15-22><a id=__codelineno-15-22 name=__codelineno-15-22 href=#__codelineno-15-22></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>idx</span><span class=p>((</span><span class=s2>"2020-01-01"</span><span class=p>,</span> <span class=s2>"2020-01-03"</span><span class=p>),</span> <span class=p>(</span><span class=mi>0</span><span class=p>,</span> <span class=mi>2</span><span class=p>)):</span> <span class=p>[[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>],</span> <span class=p>[</span><span class=mi>3</span><span class=p>,</span> <span class=mi>4</span><span class=p>]]</span>
|
|
</span><span id=__span-15-23><a id=__codelineno-15-23 name=__codelineno-15-23 href=#__codelineno-15-23></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-15-24><a id=__codelineno-15-24 name=__codelineno-15-24 href=#__codelineno-15-24></a><span class=go> a b c</span>
|
|
</span><span id=__span-15-25><a id=__codelineno-15-25 name=__codelineno-15-25 href=#__codelineno-15-25></a><span class=go>2020-01-01 1.0 NaN 2.0</span>
|
|
</span><span id=__span-15-26><a id=__codelineno-15-26 name=__codelineno-15-26 href=#__codelineno-15-26></a><span class=go>2020-01-02 NaN NaN NaN</span>
|
|
</span><span id=__span-15-27><a id=__codelineno-15-27 name=__codelineno-15-27 href=#__codelineno-15-27></a><span class=go>2020-01-03 3.0 NaN 4.0</span>
|
|
</span><span id=__span-15-28><a id=__codelineno-15-28 name=__codelineno-15-28 href=#__codelineno-15-28></a><span class=go>2020-01-04 NaN NaN NaN</span>
|
|
</span><span id=__span-15-29><a id=__codelineno-15-29 name=__codelineno-15-29 href=#__codelineno-15-29></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span><span id=__span-15-30><a id=__codelineno-15-30 name=__codelineno-15-30 href=#__codelineno-15-30></a>
|
|
</span><span id=__span-15-31><a id=__codelineno-15-31 name=__codelineno-15-31 href=#__codelineno-15-31></a><span class=gp>>>> </span><span class=n>multi_wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-15-32><a id=__codelineno-15-32 name=__codelineno-15-32 href=#__codelineno-15-32></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>idx</span><span class=p>(</span>
|
|
</span><span id=__span-15-33><a id=__codelineno-15-33 name=__codelineno-15-33 href=#__codelineno-15-33></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>pointidx</span><span class=p>(</span><span class=n>every</span><span class=o>=</span><span class=s2>"2d"</span><span class=p>),</span>
|
|
</span><span id=__span-15-34><a id=__codelineno-15-34 name=__codelineno-15-34 href=#__codelineno-15-34></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>colidx</span><span class=p>(</span><span class=mi>1</span><span class=p>,</span> <span class=n>level</span><span class=o>=</span><span class=s2>"c2"</span><span class=p>)</span>
|
|
</span><span id=__span-15-35><a id=__codelineno-15-35 name=__codelineno-15-35 href=#__codelineno-15-35></a><span class=gp>... </span> <span class=p>):</span> <span class=p>[[</span><span class=mi>1</span><span class=p>,</span> <span class=mi>2</span><span class=p>]]</span>
|
|
</span><span id=__span-15-36><a id=__codelineno-15-36 name=__codelineno-15-36 href=#__codelineno-15-36></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-15-37><a id=__codelineno-15-37 name=__codelineno-15-37 href=#__codelineno-15-37></a><span class=go>c1 a b</span>
|
|
</span><span id=__span-15-38><a id=__codelineno-15-38 name=__codelineno-15-38 href=#__codelineno-15-38></a><span class=go>c2 1 2 1 2</span>
|
|
</span><span id=__span-15-39><a id=__codelineno-15-39 name=__codelineno-15-39 href=#__codelineno-15-39></a><span class=go>2020-01-01 1.0 NaN 2.0 NaN</span>
|
|
</span><span id=__span-15-40><a id=__codelineno-15-40 name=__codelineno-15-40 href=#__codelineno-15-40></a><span class=go>2020-01-02 NaN NaN NaN NaN</span>
|
|
</span><span id=__span-15-41><a id=__codelineno-15-41 name=__codelineno-15-41 href=#__codelineno-15-41></a><span class=go>2020-01-03 1.0 NaN 2.0 NaN</span>
|
|
</span><span id=__span-15-42><a id=__codelineno-15-42 name=__codelineno-15-42 href=#__codelineno-15-42></a><span class=go>2020-01-04 NaN NaN NaN NaN</span>
|
|
</span><span id=__span-15-43><a id=__codelineno-15-43 name=__codelineno-15-43 href=#__codelineno-15-43></a><span class=go>2020-01-05 1.0 NaN 2.0 NaN</span>
|
|
</span><span id=__span-15-44><a id=__codelineno-15-44 name=__codelineno-15-44 href=#__codelineno-15-44></a>
|
|
</span><span id=__span-15-45><a id=__codelineno-15-45 name=__codelineno-15-45 href=#__codelineno-15-45></a><span class=gp>>>> </span><span class=n>multi_wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-15-46><a id=__codelineno-15-46 name=__codelineno-15-46 href=#__codelineno-15-46></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>idx</span><span class=p>(</span>
|
|
</span><span id=__span-15-47><a id=__codelineno-15-47 name=__codelineno-15-47 href=#__codelineno-15-47></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>pointidx</span><span class=p>(</span><span class=n>every</span><span class=o>=</span><span class=s2>"2d"</span><span class=p>),</span>
|
|
</span><span id=__span-15-48><a id=__codelineno-15-48 name=__codelineno-15-48 href=#__codelineno-15-48></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>colidx</span><span class=p>(</span><span class=mi>1</span><span class=p>,</span> <span class=n>level</span><span class=o>=</span><span class=s2>"c2"</span><span class=p>)</span>
|
|
</span><span id=__span-15-49><a id=__codelineno-15-49 name=__codelineno-15-49 href=#__codelineno-15-49></a><span class=gp>... </span> <span class=p>):</span> <span class=p>[[</span><span class=mi>1</span><span class=p>],</span> <span class=p>[</span><span class=mi>2</span><span class=p>],</span> <span class=p>[</span><span class=mi>3</span><span class=p>]]</span>
|
|
</span><span id=__span-15-50><a id=__codelineno-15-50 name=__codelineno-15-50 href=#__codelineno-15-50></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-15-51><a id=__codelineno-15-51 name=__codelineno-15-51 href=#__codelineno-15-51></a><span class=go>c1 a b</span>
|
|
</span><span id=__span-15-52><a id=__codelineno-15-52 name=__codelineno-15-52 href=#__codelineno-15-52></a><span class=go>c2 1 2 1 2</span>
|
|
</span><span id=__span-15-53><a id=__codelineno-15-53 name=__codelineno-15-53 href=#__codelineno-15-53></a><span class=go>2020-01-01 1.0 NaN 1.0 NaN</span>
|
|
</span><span id=__span-15-54><a id=__codelineno-15-54 name=__codelineno-15-54 href=#__codelineno-15-54></a><span class=go>2020-01-02 NaN NaN NaN NaN</span>
|
|
</span><span id=__span-15-55><a id=__codelineno-15-55 name=__codelineno-15-55 href=#__codelineno-15-55></a><span class=go>2020-01-03 2.0 NaN 2.0 NaN</span>
|
|
</span><span id=__span-15-56><a id=__codelineno-15-56 name=__codelineno-15-56 href=#__codelineno-15-56></a><span class=go>2020-01-04 NaN NaN NaN NaN</span>
|
|
</span><span id=__span-15-57><a id=__codelineno-15-57 name=__codelineno-15-57 href=#__codelineno-15-57></a><span class=go>2020-01-05 3.0 NaN 3.0 NaN</span>
|
|
</span></code></pre></div> <ul> <li>Set rows using a template:</li> </ul> <div class="language-pycon highlight"><pre><span></span><code><span id=__span-16-1><a id=__codelineno-16-1 name=__codelineno-16-1 href=#__codelineno-16-1></a><span class=gp>>>> </span><span class=n>wrapper</span><span class=o>.</span><span class=n>fill_and_set</span><span class=p>(</span><span class=n>vbt</span><span class=o>.</span><span class=n>index_dict</span><span class=p>({</span>
|
|
</span><span id=__span-16-2><a id=__codelineno-16-2 name=__codelineno-16-2 href=#__codelineno-16-2></a><span class=gp>... </span> <span class=n>vbt</span><span class=o>.</span><span class=n>RepEval</span><span class=p>(</span><span class=s2>"index.day % 2 == 0"</span><span class=p>):</span> <span class=mi>2</span>
|
|
</span><span id=__span-16-3><a id=__codelineno-16-3 name=__codelineno-16-3 href=#__codelineno-16-3></a><span class=gp>... </span><span class=p>}))</span>
|
|
</span><span id=__span-16-4><a id=__codelineno-16-4 name=__codelineno-16-4 href=#__codelineno-16-4></a><span class=go> a b c</span>
|
|
</span><span id=__span-16-5><a id=__codelineno-16-5 name=__codelineno-16-5 href=#__codelineno-16-5></a><span class=go>2020-01-01 NaN NaN NaN</span>
|
|
</span><span id=__span-16-6><a id=__codelineno-16-6 name=__codelineno-16-6 href=#__codelineno-16-6></a><span class=go>2020-01-02 2.0 2.0 2.0</span>
|
|
</span><span id=__span-16-7><a id=__codelineno-16-7 name=__codelineno-16-7 href=#__codelineno-16-7></a><span class=go>2020-01-03 NaN NaN NaN</span>
|
|
</span><span id=__span-16-8><a id=__codelineno-16-8 name=__codelineno-16-8 href=#__codelineno-16-8></a><span class=go>2020-01-04 2.0 2.0 2.0</span>
|
|
</span><span id=__span-16-9><a id=__codelineno-16-9 name=__codelineno-16-9 href=#__codelineno-16-9></a><span class=go>2020-01-05 NaN NaN NaN</span>
|
|
</span></code></pre></div> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.fill_reduced>fill_reduced <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1384-L1387 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.fill_reduced title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-17-1><a id=__codelineno-17-1 name=__codelineno-17-1 href=#__codelineno-17-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>fill_reduced</span><span class=p>(</span>
|
|
</span><span id=__span-17-2><a id=__codelineno-17-2 name=__codelineno-17-2 href=#__codelineno-17-2></a> <span class=n>fill_value</span><span class=o>=</span><span class=n>nan</span><span class=p>,</span>
|
|
</span><span id=__span-17-3><a id=__codelineno-17-3 name=__codelineno-17-3 href=#__codelineno-17-3></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-17-4><a id=__codelineno-17-4 name=__codelineno-17-4 href=#__codelineno-17-4></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-17-5><a id=__codelineno-17-5 name=__codelineno-17-5 href=#__codelineno-17-5></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Fill a reduced Series/DataFrame.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.flip>flip <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1041-L1045 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.flip title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-18-1><a id=__codelineno-18-1 name=__codelineno-18-1 href=#__codelineno-18-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>flip</span><span class=p>(</span>
|
|
</span><span id=__span-18-2><a id=__codelineno-18-2 name=__codelineno-18-2 href=#__codelineno-18-2></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-18-3><a id=__codelineno-18-3 name=__codelineno-18-3 href=#__codelineno-18-3></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Flip index and columns.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.freq>freq <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L939-L942 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.freq title="Permanent link">¶</a></h3> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.freq title=vectorbtpro.base.accessors.BaseIDXAccessor.freq>BaseIDXAccessor.freq</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.from_obj>from_obj <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L52-L72 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.from_obj title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-19-1><a id=__codelineno-19-1 name=__codelineno-19-1 href=#__codelineno-19-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>from_obj</span><span class=p>(</span>
|
|
</span><span id=__span-19-2><a id=__codelineno-19-2 name=__codelineno-19-2 href=#__codelineno-19-2></a> <span class=n>obj</span><span class=p>,</span>
|
|
</span><span id=__span-19-3><a id=__codelineno-19-3 name=__codelineno-19-3 href=#__codelineno-19-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-19-4><a id=__codelineno-19-4 name=__codelineno-19-4 href=#__codelineno-19-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Derive metadata from an object.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.from_shape>from_shape <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L74-L92 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.from_shape title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-20-1><a id=__codelineno-20-1 name=__codelineno-20-1 href=#__codelineno-20-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>from_shape</span><span class=p>(</span>
|
|
</span><span id=__span-20-2><a id=__codelineno-20-2 name=__codelineno-20-2 href=#__codelineno-20-2></a> <span class=n>shape</span><span class=p>,</span>
|
|
</span><span id=__span-20-3><a id=__codelineno-20-3 name=__codelineno-20-3 href=#__codelineno-20-3></a> <span class=n>index</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-20-4><a id=__codelineno-20-4 name=__codelineno-20-4 href=#__codelineno-20-4></a> <span class=n>columns</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-20-5><a id=__codelineno-20-5 name=__codelineno-20-5 href=#__codelineno-20-5></a> <span class=n>ndim</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-20-6><a id=__codelineno-20-6 name=__codelineno-20-6 href=#__codelineno-20-6></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-20-7><a id=__codelineno-20-7 name=__codelineno-20-7 href=#__codelineno-20-7></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-20-8><a id=__codelineno-20-8 name=__codelineno-20-8 href=#__codelineno-20-8></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Derive metadata from shape.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_columns>get_columns <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L887-L889 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_columns title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-21-1><a id=__codelineno-21-1 name=__codelineno-21-1 href=#__codelineno-21-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_columns</span><span class=p>(</span>
|
|
</span><span id=__span-21-2><a id=__codelineno-21-2 name=__codelineno-21-2 href=#__codelineno-21-2></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-21-3><a id=__codelineno-21-3 name=__codelineno-21-3 href=#__codelineno-21-3></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Get group-aware <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.columns title=vectorbtpro.base.wrapping.ArrayWrapper.columns>ArrayWrapper.columns</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_freq>get_freq <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L935-L937 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_freq title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-22-1><a id=__codelineno-22-1 name=__codelineno-22-1 href=#__codelineno-22-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_freq</span><span class=p>(</span>
|
|
</span><span id=__span-22-2><a id=__codelineno-22-2 name=__codelineno-22-2 href=#__codelineno-22-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-22-3><a id=__codelineno-22-3 name=__codelineno-22-3 href=#__codelineno-22-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-22-4><a id=__codelineno-22-4 name=__codelineno-22-4 href=#__codelineno-22-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.get_freq title=vectorbtpro.base.accessors.BaseIDXAccessor.get_freq>BaseIDXAccessor.get_freq()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_index_grouper>get_index_grouper <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1062-L1064 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_index_grouper title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-23-1><a id=__codelineno-23-1 name=__codelineno-23-1 href=#__codelineno-23-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_index_grouper</span><span class=p>(</span>
|
|
</span><span id=__span-23-2><a id=__codelineno-23-2 name=__codelineno-23-2 href=#__codelineno-23-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-23-3><a id=__codelineno-23-3 name=__codelineno-23-3 href=#__codelineno-23-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-23-4><a id=__codelineno-23-4 name=__codelineno-23-4 href=#__codelineno-23-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.get_grouper title=vectorbtpro.base.accessors.BaseIDXAccessor.get_grouper>BaseIDXAccessor.get_grouper()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_index_points>get_index_points <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1389-L1391 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_index_points title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-24-1><a id=__codelineno-24-1 name=__codelineno-24-1 href=#__codelineno-24-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_index_points</span><span class=p>(</span>
|
|
</span><span id=__span-24-2><a id=__codelineno-24-2 name=__codelineno-24-2 href=#__codelineno-24-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-24-3><a id=__codelineno-24-3 name=__codelineno-24-3 href=#__codelineno-24-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-24-4><a id=__codelineno-24-4 name=__codelineno-24-4 href=#__codelineno-24-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.get_points title=vectorbtpro.base.accessors.BaseIDXAccessor.get_points>BaseIDXAccessor.get_points()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_index_ranges>get_index_ranges <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1393-L1395 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_index_ranges title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-25-1><a id=__codelineno-25-1 name=__codelineno-25-1 href=#__codelineno-25-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_index_ranges</span><span class=p>(</span>
|
|
</span><span id=__span-25-2><a id=__codelineno-25-2 name=__codelineno-25-2 href=#__codelineno-25-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-25-3><a id=__codelineno-25-3 name=__codelineno-25-3 href=#__codelineno-25-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-25-4><a id=__codelineno-25-4 name=__codelineno-25-4 href=#__codelineno-25-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.get_ranges title=vectorbtpro.base.accessors.BaseIDXAccessor.get_ranges>BaseIDXAccessor.get_ranges()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_name>get_name <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L900-L902 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_name title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-26-1><a id=__codelineno-26-1 name=__codelineno-26-1 href=#__codelineno-26-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_name</span><span class=p>(</span>
|
|
</span><span id=__span-26-2><a id=__codelineno-26-2 name=__codelineno-26-2 href=#__codelineno-26-2></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-26-3><a id=__codelineno-26-3 name=__codelineno-26-3 href=#__codelineno-26-3></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Get group-aware <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.name title=vectorbtpro.base.wrapping.ArrayWrapper.name>ArrayWrapper.name</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_ndim>get_ndim <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L909-L911 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_ndim title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-27-1><a id=__codelineno-27-1 name=__codelineno-27-1 href=#__codelineno-27-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_ndim</span><span class=p>(</span>
|
|
</span><span id=__span-27-2><a id=__codelineno-27-2 name=__codelineno-27-2 href=#__codelineno-27-2></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-27-3><a id=__codelineno-27-3 name=__codelineno-27-3 href=#__codelineno-27-3></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Get group-aware <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.ndim title=vectorbtpro.base.wrapping.ArrayWrapper.ndim>ArrayWrapper.ndim</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_period_ns_index>get_period_ns_index <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L878-L880 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_period_ns_index title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-28-1><a id=__codelineno-28-1 name=__codelineno-28-1 href=#__codelineno-28-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_period_ns_index</span><span class=p>(</span>
|
|
</span><span id=__span-28-2><a id=__codelineno-28-2 name=__codelineno-28-2 href=#__codelineno-28-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-28-3><a id=__codelineno-28-3 name=__codelineno-28-3 href=#__codelineno-28-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-28-4><a id=__codelineno-28-4 name=__codelineno-28-4 href=#__codelineno-28-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.to_period_ns title=vectorbtpro.base.accessors.BaseIDXAccessor.to_period_ns>BaseIDXAccessor.to_period_ns()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_resampler>get_resampler <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L833-L835 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_resampler title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-29-1><a id=__codelineno-29-1 name=__codelineno-29-1 href=#__codelineno-29-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_resampler</span><span class=p>(</span>
|
|
</span><span id=__span-29-2><a id=__codelineno-29-2 name=__codelineno-29-2 href=#__codelineno-29-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-29-3><a id=__codelineno-29-3 name=__codelineno-29-3 href=#__codelineno-29-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-29-4><a id=__codelineno-29-4 name=__codelineno-29-4 href=#__codelineno-29-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.get_resampler title=vectorbtpro.base.accessors.BaseIDXAccessor.get_resampler>BaseIDXAccessor.get_resampler()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_shape>get_shape <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L920-L922 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_shape title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-30-1><a id=__codelineno-30-1 name=__codelineno-30-1 href=#__codelineno-30-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_shape</span><span class=p>(</span>
|
|
</span><span id=__span-30-2><a id=__codelineno-30-2 name=__codelineno-30-2 href=#__codelineno-30-2></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-30-3><a id=__codelineno-30-3 name=__codelineno-30-3 href=#__codelineno-30-3></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Get group-aware <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.shape title=vectorbtpro.base.wrapping.ArrayWrapper.shape>ArrayWrapper.shape</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.get_shape_2d>get_shape_2d <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L931-L933 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.get_shape_2d title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-31-1><a id=__codelineno-31-1 name=__codelineno-31-1 href=#__codelineno-31-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>get_shape_2d</span><span class=p>(</span>
|
|
</span><span id=__span-31-2><a id=__codelineno-31-2 name=__codelineno-31-2 href=#__codelineno-31-2></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-31-3><a id=__codelineno-31-3 name=__codelineno-31-3 href=#__codelineno-31-3></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Get group-aware <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.shape_2d title=vectorbtpro.base.wrapping.ArrayWrapper.shape_2d>ArrayWrapper.shape_2d</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.group_select>group_select <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L999-L1009 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.group_select title="Permanent link">¶</a></h3> <p>Whether to allow indexing on groups.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.grouped_ndim>grouped_ndim <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1016-L1023 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.grouped_ndim title="Permanent link">¶</a></h3> <p>Number of dimensions under column grouping.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.grouper>grouper <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1011-L1014 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.grouper title="Permanent link">¶</a></h3> <p>Column grouper.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.index>index <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L861-L864 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.index title="Permanent link">¶</a></h3> <p>Index.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.index_acc>index_acc <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.index_acc title="Permanent link">¶</a></h3> <p>Get index accessor of the type <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor title=vectorbtpro.base.accessors.BaseIDXAccessor>BaseIDXAccessor</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.indexing_func>indexing_func <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L785-L787 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.indexing_func title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-32-1><a id=__codelineno-32-1 name=__codelineno-32-1 href=#__codelineno-32-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>indexing_func</span><span class=p>(</span>
|
|
</span><span id=__span-32-2><a id=__codelineno-32-2 name=__codelineno-32-2 href=#__codelineno-32-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-32-3><a id=__codelineno-32-3 name=__codelineno-32-3 href=#__codelineno-32-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-32-4><a id=__codelineno-32-4 name=__codelineno-32-4 href=#__codelineno-32-4></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Perform indexing on <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.indexing_func_meta>indexing_func_meta <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L502-L783 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.indexing_func_meta title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-33-1><a id=__codelineno-33-1 name=__codelineno-33-1 href=#__codelineno-33-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>indexing_func_meta</span><span class=p>(</span>
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</span><span id=__span-33-2><a id=__codelineno-33-2 name=__codelineno-33-2 href=#__codelineno-33-2></a> <span class=n>pd_indexing_func</span><span class=p>,</span>
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</span><span id=__span-33-3><a id=__codelineno-33-3 name=__codelineno-33-3 href=#__codelineno-33-3></a> <span class=n>index</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-33-4><a id=__codelineno-33-4 name=__codelineno-33-4 href=#__codelineno-33-4></a> <span class=n>columns</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-33-5><a id=__codelineno-33-5 name=__codelineno-33-5 href=#__codelineno-33-5></a> <span class=n>column_only_select</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-33-6><a id=__codelineno-33-6 name=__codelineno-33-6 href=#__codelineno-33-6></a> <span class=n>range_only_select</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-33-7><a id=__codelineno-33-7 name=__codelineno-33-7 href=#__codelineno-33-7></a> <span class=n>group_select</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-33-8><a id=__codelineno-33-8 name=__codelineno-33-8 href=#__codelineno-33-8></a> <span class=n>return_slices</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
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</span><span id=__span-33-9><a id=__codelineno-33-9 name=__codelineno-33-9 href=#__codelineno-33-9></a> <span class=n>return_none_slices</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
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</span><span id=__span-33-10><a id=__codelineno-33-10 name=__codelineno-33-10 href=#__codelineno-33-10></a> <span class=n>return_scalars</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
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</span><span id=__span-33-11><a id=__codelineno-33-11 name=__codelineno-33-11 href=#__codelineno-33-11></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-33-12><a id=__codelineno-33-12 name=__codelineno-33-12 href=#__codelineno-33-12></a> <span class=n>wrapper_kwargs</span><span class=o>=</span><span class=kc>None</span>
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</span><span id=__span-33-13><a id=__codelineno-33-13 name=__codelineno-33-13 href=#__codelineno-33-13></a><span class=p>)</span>
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</span></code></pre></div> <p>Perform indexing on <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a> and also return metadata.</p> <p>Takes into account column grouping.</p> <p>Flipping rows and columns is not allowed. If one row is selected, the result will still be a Series when indexing a Series and a DataFrame when indexing a DataFrame.</p> <p>Set <code>column_only_select</code> to True to index the array wrapper as a Series of columns/groups. This way, selection of index (axis 0) can be avoided. Set <code>range_only_select</code> to True to allow selection of rows only using slices. Set <code>group_select</code> to True to allow selection of groups. Otherwise, indexing is performed on columns, even if grouping is enabled. Takes effect only if grouping is enabled.</p> <p>Returns the new array wrapper, row indices, column indices, and group indices. If <code>return_slices</code> is True (default), indices will be returned as a slice if they were identified as a range. If <code>return_none_slices</code> is True (default), indices will be returned as a slice <code>(None, None, None)</code> if the axis hasn't been changed.</p> <div class="admonition note"> <p class=admonition-title>Note</p> <p>If <code>column_only_select</code> is True, make sure to index the array wrapper as a Series of columns rather than a DataFrame. For example, the operation <code>.iloc[:, :2]</code> should become <code>.iloc[:2]</code>. Operations are not allowed if the object is already a Series and thus has only one column/group.</p> </div> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.name>name <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L891-L898 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.name title="Permanent link">¶</a></h3> <p>Name.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.ndim>ndim <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L904-L907 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.ndim title="Permanent link">¶</a></h3> <p>Number of dimensions.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.ns_freq>ns_freq <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L944-L947 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.ns_freq title="Permanent link">¶</a></h3> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.ns_freq title=vectorbtpro.base.accessors.BaseIDXAccessor.ns_freq>BaseIDXAccessor.ns_freq</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.ns_index>ns_index <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L873-L876 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.ns_index title="Permanent link">¶</a></h3> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.to_ns title=vectorbtpro.base.accessors.BaseIDXAccessor.to_ns>BaseIDXAccessor.to_ns()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.parse_index>parse_index <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L968-L973 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.parse_index title="Permanent link">¶</a></h3> <p>Whether to try to convert the index into a datetime index.</p> <p>Applied during the initialization and passed to <a href=../../utils/datetime_/index.html#vectorbtpro.utils.datetime_.prepare_dt_index title=vectorbtpro.utils.datetime_.prepare_dt_index>prepare_dt_index()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.period>period <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L954-L957 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.period title="Permanent link">¶</a></h3> <p>See <a href=../accessors/index.html#vectorbtpro.base.accessors.BaseIDXAccessor.period title=vectorbtpro.base.accessors.BaseIDXAccessor.period>BaseIDXAccessor.period</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.range_only_select>range_only_select <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L987-L997 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.range_only_select title="Permanent link">¶</a></h3> <p>Whether to perform indexing on rows using slices only.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.regroup>regroup <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1025-L1039 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.regroup title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-34-1><a id=__codelineno-34-1 name=__codelineno-34-1 href=#__codelineno-34-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>regroup</span><span class=p>(</span>
|
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</span><span id=__span-34-2><a id=__codelineno-34-2 name=__codelineno-34-2 href=#__codelineno-34-2></a> <span class=n>group_by</span><span class=p>,</span>
|
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</span><span id=__span-34-3><a id=__codelineno-34-3 name=__codelineno-34-3 href=#__codelineno-34-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-34-4><a id=__codelineno-34-4 name=__codelineno-34-4 href=#__codelineno-34-4></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Regroup this object.</p> <p>Only creates a new instance if grouping has changed, otherwise returns itself.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.resample>resample <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L855-L859 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.resample title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-35-1><a id=__codelineno-35-1 name=__codelineno-35-1 href=#__codelineno-35-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>resample</span><span class=p>(</span>
|
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</span><span id=__span-35-2><a id=__codelineno-35-2 name=__codelineno-35-2 href=#__codelineno-35-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
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</span><span id=__span-35-3><a id=__codelineno-35-3 name=__codelineno-35-3 href=#__codelineno-35-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-35-4><a id=__codelineno-35-4 name=__codelineno-35-4 href=#__codelineno-35-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Perform resampling on <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a>.</p> <p>Uses <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.resample_meta title=vectorbtpro.base.wrapping.ArrayWrapper.resample_meta>ArrayWrapper.resample_meta()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.resample_meta>resample_meta <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L837-L853 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.resample_meta title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-36-1><a id=__codelineno-36-1 name=__codelineno-36-1 href=#__codelineno-36-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>resample_meta</span><span class=p>(</span>
|
|
</span><span id=__span-36-2><a id=__codelineno-36-2 name=__codelineno-36-2 href=#__codelineno-36-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-36-3><a id=__codelineno-36-3 name=__codelineno-36-3 href=#__codelineno-36-3></a> <span class=n>wrapper_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-36-4><a id=__codelineno-36-4 name=__codelineno-36-4 href=#__codelineno-36-4></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-36-5><a id=__codelineno-36-5 name=__codelineno-36-5 href=#__codelineno-36-5></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Perform resampling on <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a> and also return metadata.</p> <p><code>*args</code> and <code>**kwargs</code> are passed to <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.get_resampler title=vectorbtpro.base.wrapping.ArrayWrapper.get_resampler>ArrayWrapper.get_resampler()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.resolve>resolve <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1047-L1060 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.resolve title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-37-1><a id=__codelineno-37-1 name=__codelineno-37-1 href=#__codelineno-37-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>resolve</span><span class=p>(</span>
|
|
</span><span id=__span-37-2><a id=__codelineno-37-2 name=__codelineno-37-2 href=#__codelineno-37-2></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-37-3><a id=__codelineno-37-3 name=__codelineno-37-3 href=#__codelineno-37-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-37-4><a id=__codelineno-37-4 name=__codelineno-37-4 href=#__codelineno-37-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Resolve this object.</p> <p>Replaces columns and other metadata with groups.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.resolve_stack_kwargs>resolve_stack_kwargs <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L105-L145 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.resolve_stack_kwargs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-38-1><a id=__codelineno-38-1 name=__codelineno-38-1 href=#__codelineno-38-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>resolve_stack_kwargs</span><span class=p>(</span>
|
|
</span><span id=__span-38-2><a id=__codelineno-38-2 name=__codelineno-38-2 href=#__codelineno-38-2></a> <span class=o>*</span><span class=n>wrappers</span><span class=p>,</span>
|
|
</span><span id=__span-38-3><a id=__codelineno-38-3 name=__codelineno-38-3 href=#__codelineno-38-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-38-4><a id=__codelineno-38-4 name=__codelineno-38-4 href=#__codelineno-38-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Resolve keyword arguments for initializing <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a> after stacking.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.row_stack>row_stack <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L147-L262 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.row_stack title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-39-1><a id=__codelineno-39-1 name=__codelineno-39-1 href=#__codelineno-39-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>row_stack</span><span class=p>(</span>
|
|
</span><span id=__span-39-2><a id=__codelineno-39-2 name=__codelineno-39-2 href=#__codelineno-39-2></a> <span class=o>*</span><span class=n>wrappers</span><span class=p>,</span>
|
|
</span><span id=__span-39-3><a id=__codelineno-39-3 name=__codelineno-39-3 href=#__codelineno-39-3></a> <span class=n>index</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-39-4><a id=__codelineno-39-4 name=__codelineno-39-4 href=#__codelineno-39-4></a> <span class=n>columns</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-39-5><a id=__codelineno-39-5 name=__codelineno-39-5 href=#__codelineno-39-5></a> <span class=n>freq</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-39-6><a id=__codelineno-39-6 name=__codelineno-39-6 href=#__codelineno-39-6></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-39-7><a id=__codelineno-39-7 name=__codelineno-39-7 href=#__codelineno-39-7></a> <span class=n>stack_columns</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
|
</span><span id=__span-39-8><a id=__codelineno-39-8 name=__codelineno-39-8 href=#__codelineno-39-8></a> <span class=n>index_concat_method</span><span class=o>=</span><span class=s1>'append'</span><span class=p>,</span>
|
|
</span><span id=__span-39-9><a id=__codelineno-39-9 name=__codelineno-39-9 href=#__codelineno-39-9></a> <span class=n>keys</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-39-10><a id=__codelineno-39-10 name=__codelineno-39-10 href=#__codelineno-39-10></a> <span class=n>index_stack_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-39-11><a id=__codelineno-39-11 name=__codelineno-39-11 href=#__codelineno-39-11></a> <span class=n>verify_integrity</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
|
</span><span id=__span-39-12><a id=__codelineno-39-12 name=__codelineno-39-12 href=#__codelineno-39-12></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-39-13><a id=__codelineno-39-13 name=__codelineno-39-13 href=#__codelineno-39-13></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Stack multiple <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a> instances along rows.</p> <p>Concatenates indexes using <a href=../indexes/index.html#vectorbtpro.base.indexes.concat_indexes title=vectorbtpro.base.indexes.concat_indexes>concat_indexes()</a>.</p> <p>Frequency must be the same across all indexes. A custom frequency can be provided via <code>freq</code>.</p> <p>If column levels in some instances differ, they will be stacked upon each other. Custom columns can be provided via <code>columns</code>.</p> <p>If <code>group_by</code> is None, all instances must be either grouped or not, and they must contain the same group values and labels.</p> <p>All instances must contain the same keys and values in their configs and configs of their grouper instances, apart from those arguments provided explicitly via <code>kwargs</code>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.row_stack_arrs>row_stack_arrs <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1307-L1334 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.row_stack_arrs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-40-1><a id=__codelineno-40-1 name=__codelineno-40-1 href=#__codelineno-40-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>row_stack_arrs</span><span class=p>(</span>
|
|
</span><span id=__span-40-2><a id=__codelineno-40-2 name=__codelineno-40-2 href=#__codelineno-40-2></a> <span class=o>*</span><span class=n>objs</span><span class=p>,</span>
|
|
</span><span id=__span-40-3><a id=__codelineno-40-3 name=__codelineno-40-3 href=#__codelineno-40-3></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-40-4><a id=__codelineno-40-4 name=__codelineno-40-4 href=#__codelineno-40-4></a> <span class=n>wrap</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
|
</span><span id=__span-40-5><a id=__codelineno-40-5 name=__codelineno-40-5 href=#__codelineno-40-5></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-40-6><a id=__codelineno-40-6 name=__codelineno-40-6 href=#__codelineno-40-6></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Stack objects along rows and wrap the final object.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.select_from_flex_array>select_from_flex_array <span class=dobjtype>static method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L789-L831 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.select_from_flex_array title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-41-1><a id=__codelineno-41-1 name=__codelineno-41-1 href=#__codelineno-41-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>select_from_flex_array</span><span class=p>(</span>
|
|
</span><span id=__span-41-2><a id=__codelineno-41-2 name=__codelineno-41-2 href=#__codelineno-41-2></a> <span class=n>arr</span><span class=p>,</span>
|
|
</span><span id=__span-41-3><a id=__codelineno-41-3 name=__codelineno-41-3 href=#__codelineno-41-3></a> <span class=n>row_idxs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-41-4><a id=__codelineno-41-4 name=__codelineno-41-4 href=#__codelineno-41-4></a> <span class=n>col_idxs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-41-5><a id=__codelineno-41-5 name=__codelineno-41-5 href=#__codelineno-41-5></a> <span class=n>rows_changed</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
|
</span><span id=__span-41-6><a id=__codelineno-41-6 name=__codelineno-41-6 href=#__codelineno-41-6></a> <span class=n>columns_changed</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
|
</span><span id=__span-41-7><a id=__codelineno-41-7 name=__codelineno-41-7 href=#__codelineno-41-7></a> <span class=n>rotate_rows</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
|
</span><span id=__span-41-8><a id=__codelineno-41-8 name=__codelineno-41-8 href=#__codelineno-41-8></a> <span class=n>rotate_cols</span><span class=o>=</span><span class=kc>True</span>
|
|
</span><span id=__span-41-9><a id=__codelineno-41-9 name=__codelineno-41-9 href=#__codelineno-41-9></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Select rows and columns from a flexible array.</p> <p>Always returns a 2-dim NumPy array.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.shape>shape <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L913-L918 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.shape title="Permanent link">¶</a></h3> <p>Shape.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.shape_2d>shape_2d <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L924-L929 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.shape_2d title="Permanent link">¶</a></h3> <p>Shape as if the object was two-dimensional.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.split>split <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1709-L1726 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.split title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-42-1><a id=__codelineno-42-1 name=__codelineno-42-1 href=#__codelineno-42-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>split</span><span class=p>(</span>
|
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</span><span id=__span-42-2><a id=__codelineno-42-2 name=__codelineno-42-2 href=#__codelineno-42-2></a> <span class=n>splitter</span><span class=p>,</span>
|
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</span><span id=__span-42-3><a id=__codelineno-42-3 name=__codelineno-42-3 href=#__codelineno-42-3></a> <span class=n>splitter_cls</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-42-4><a id=__codelineno-42-4 name=__codelineno-42-4 href=#__codelineno-42-4></a> <span class=n>splitter_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-42-5><a id=__codelineno-42-5 name=__codelineno-42-5 href=#__codelineno-42-5></a> <span class=n>template_context</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-42-6><a id=__codelineno-42-6 name=__codelineno-42-6 href=#__codelineno-42-6></a> <span class=o>**</span><span class=n>take_kwargs</span>
|
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</span><span id=__span-42-7><a id=__codelineno-42-7 name=__codelineno-42-7 href=#__codelineno-42-7></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Split using <a href=../../generic/splitting/base/index.html#vectorbtpro.generic.splitting.base.Splitter title=vectorbtpro.generic.splitting.base.Splitter>Splitter</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.wrap>wrap <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1066-L1181 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.wrap title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-43-1><a id=__codelineno-43-1 name=__codelineno-43-1 href=#__codelineno-43-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>wrap</span><span class=p>(</span>
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</span><span id=__span-43-2><a id=__codelineno-43-2 name=__codelineno-43-2 href=#__codelineno-43-2></a> <span class=n>arr</span><span class=p>,</span>
|
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</span><span id=__span-43-3><a id=__codelineno-43-3 name=__codelineno-43-3 href=#__codelineno-43-3></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-43-4><a id=__codelineno-43-4 name=__codelineno-43-4 href=#__codelineno-43-4></a> <span class=n>index</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-43-5><a id=__codelineno-43-5 name=__codelineno-43-5 href=#__codelineno-43-5></a> <span class=n>columns</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-43-6><a id=__codelineno-43-6 name=__codelineno-43-6 href=#__codelineno-43-6></a> <span class=n>zero_to_none</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-43-7><a id=__codelineno-43-7 name=__codelineno-43-7 href=#__codelineno-43-7></a> <span class=n>force_2d</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
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</span><span id=__span-43-8><a id=__codelineno-43-8 name=__codelineno-43-8 href=#__codelineno-43-8></a> <span class=n>fillna</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-43-9><a id=__codelineno-43-9 name=__codelineno-43-9 href=#__codelineno-43-9></a> <span class=n>dtype</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-43-10><a id=__codelineno-43-10 name=__codelineno-43-10 href=#__codelineno-43-10></a> <span class=n>min_precision</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-43-11><a id=__codelineno-43-11 name=__codelineno-43-11 href=#__codelineno-43-11></a> <span class=n>max_precision</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-43-12><a id=__codelineno-43-12 name=__codelineno-43-12 href=#__codelineno-43-12></a> <span class=n>prec_float_only</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-43-13><a id=__codelineno-43-13 name=__codelineno-43-13 href=#__codelineno-43-13></a> <span class=n>prec_check_bounds</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-43-14><a id=__codelineno-43-14 name=__codelineno-43-14 href=#__codelineno-43-14></a> <span class=n>prec_strict</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-43-15><a id=__codelineno-43-15 name=__codelineno-43-15 href=#__codelineno-43-15></a> <span class=n>to_timedelta</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
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</span><span id=__span-43-16><a id=__codelineno-43-16 name=__codelineno-43-16 href=#__codelineno-43-16></a> <span class=n>to_index</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
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</span><span id=__span-43-17><a id=__codelineno-43-17 name=__codelineno-43-17 href=#__codelineno-43-17></a> <span class=n>silence_warnings</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-43-18><a id=__codelineno-43-18 name=__codelineno-43-18 href=#__codelineno-43-18></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Wrap a NumPy array using the stored metadata.</p> <p>Runs the following pipeline:</p> <p>1) Converts to NumPy array 2) Fills NaN (optional) 3) Wraps using index, columns, and dtype (optional) 4) Converts to index (optional) 5) Converts to timedelta using <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.arr_to_timedelta title=vectorbtpro.base.wrapping.ArrayWrapper.arr_to_timedelta>ArrayWrapper.arr_to_timedelta()</a> (optional)</p> <hr> <h3 id=vectorbtpro.base.wrapping.ArrayWrapper.wrap_reduced>wrap_reduced <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1183-L1281 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.ArrayWrapper.wrap_reduced title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-44-1><a id=__codelineno-44-1 name=__codelineno-44-1 href=#__codelineno-44-1></a><span class=n>ArrayWrapper</span><span class=o>.</span><span class=n>wrap_reduced</span><span class=p>(</span>
|
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</span><span id=__span-44-2><a id=__codelineno-44-2 name=__codelineno-44-2 href=#__codelineno-44-2></a> <span class=n>arr</span><span class=p>,</span>
|
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</span><span id=__span-44-3><a id=__codelineno-44-3 name=__codelineno-44-3 href=#__codelineno-44-3></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-44-4><a id=__codelineno-44-4 name=__codelineno-44-4 href=#__codelineno-44-4></a> <span class=n>name_or_index</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-44-5><a id=__codelineno-44-5 name=__codelineno-44-5 href=#__codelineno-44-5></a> <span class=n>columns</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-44-6><a id=__codelineno-44-6 name=__codelineno-44-6 href=#__codelineno-44-6></a> <span class=n>force_1d</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
|
</span><span id=__span-44-7><a id=__codelineno-44-7 name=__codelineno-44-7 href=#__codelineno-44-7></a> <span class=n>fillna</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-44-8><a id=__codelineno-44-8 name=__codelineno-44-8 href=#__codelineno-44-8></a> <span class=n>dtype</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-44-9><a id=__codelineno-44-9 name=__codelineno-44-9 href=#__codelineno-44-9></a> <span class=n>to_timedelta</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
|
</span><span id=__span-44-10><a id=__codelineno-44-10 name=__codelineno-44-10 href=#__codelineno-44-10></a> <span class=n>to_index</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
|
</span><span id=__span-44-11><a id=__codelineno-44-11 name=__codelineno-44-11 href=#__codelineno-44-11></a> <span class=n>silence_warnings</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-44-12><a id=__codelineno-44-12 name=__codelineno-44-12 href=#__codelineno-44-12></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Wrap result of reduction.</p> <p><code>name_or_index</code> can be the name of the resulting series if reducing to a scalar per column, or the index of the resulting series/dataframe if reducing to an array per column. <code>columns</code> can be set to override object's default columns.</p> <p>See <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.wrap title=vectorbtpro.base.wrapping.ArrayWrapper.wrap>ArrayWrapper.wrap()</a> for the pipeline.</p> <hr> <h2 id=vectorbtpro.base.wrapping.Wrapping>Wrapping <span class=dobjtype>class</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1732-L2029 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping title="Permanent link">¶</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-45-1><a id=__codelineno-45-1 name=__codelineno-45-1 href=#__codelineno-45-1></a><span class=n>Wrapping</span><span class=p>(</span>
|
|
</span><span id=__span-45-2><a id=__codelineno-45-2 name=__codelineno-45-2 href=#__codelineno-45-2></a> <span class=n>wrapper</span><span class=p>,</span>
|
|
</span><span id=__span-45-3><a id=__codelineno-45-3 name=__codelineno-45-3 href=#__codelineno-45-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-45-4><a id=__codelineno-45-4 name=__codelineno-45-4 href=#__codelineno-45-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Class that uses <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a> globally.</p> <p><strong>Superclasses</strong></p> <ul> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin title=vectorbtpro.utils.attr_.AttrResolverMixin>AttrResolverMixin</a></li> <li><a href=../../utils/caching/index.html#vectorbtpro.utils.caching.Cacheable title=vectorbtpro.utils.caching.Cacheable>Cacheable</a></li> <li><a href=../../utils/chaining/index.html#vectorbtpro.utils.chaining.Chainable title=vectorbtpro.utils.chaining.Chainable>Chainable</a></li> <li><a href=../../utils/checks/index.html#vectorbtpro.utils.checks.Comparable title=vectorbtpro.utils.checks.Comparable>Comparable</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured title=vectorbtpro.utils.config.Configured>Configured</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.ExtPandasIndexer title=vectorbtpro.base.indexing.ExtPandasIndexer>ExtPandasIndexer</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings title=vectorbtpro.utils.config.HasSettings>HasSettings</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.IndexingBase title=vectorbtpro.base.indexing.IndexingBase>IndexingBase</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer title=vectorbtpro.base.indexing.PandasIndexer>PandasIndexer</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable title=vectorbtpro.utils.pickling.Pickleable>Pickleable</a></li> <li><a href=../../utils/formatting/index.html#vectorbtpro.utils.formatting.Prettified title=vectorbtpro.utils.formatting.Prettified>Prettified</a></li> </ul> <p><strong>Inherited members</strong></p> <ul> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin.cls_dir title=vectorbtpro.utils.attr_.AttrResolverMixin.cls_dir>AttrResolverMixin.cls_dir</a></li> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin.deep_getattr title=vectorbtpro.utils.attr_.AttrResolverMixin.deep_getattr>AttrResolverMixin.deep_getattr()</a></li> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin.post_resolve_attr title=vectorbtpro.utils.attr_.AttrResolverMixin.post_resolve_attr>AttrResolverMixin.post_resolve_attr()</a></li> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin.pre_resolve_attr title=vectorbtpro.utils.attr_.AttrResolverMixin.pre_resolve_attr>AttrResolverMixin.pre_resolve_attr()</a></li> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin.resolve_attr title=vectorbtpro.utils.attr_.AttrResolverMixin.resolve_attr>AttrResolverMixin.resolve_attr()</a></li> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin.resolve_shortcut_attr title=vectorbtpro.utils.attr_.AttrResolverMixin.resolve_shortcut_attr>AttrResolverMixin.resolve_shortcut_attr()</a></li> <li><a href=../../utils/attr_/index.html#vectorbtpro.utils.attr_.AttrResolverMixin.self_aliases title=vectorbtpro.utils.attr_.AttrResolverMixin.self_aliases>AttrResolverMixin.self_aliases</a></li> <li><a href=../../utils/caching/index.html#vectorbtpro.utils.caching.Cacheable.get_ca_setup title=vectorbtpro.utils.config.Configured.get_ca_setup>Cacheable.get_ca_setup()</a></li> <li><a href=../../utils/chaining/index.html#vectorbtpro.utils.chaining.Chainable.pipe title=vectorbtpro.utils.config.Configured.pipe>Chainable.pipe()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.config title=vectorbtpro.utils.config.Configured.config>Configured.config</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.copy title=vectorbtpro.utils.config.Configured.copy>Configured.copy()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.equals title=vectorbtpro.utils.config.Configured.equals>Configured.equals()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.get_writeable_attrs title=vectorbtpro.utils.config.Configured.get_writeable_attrs>Configured.get_writeable_attrs()</a></li> <li><a href=../../utils/formatting/index.html#vectorbtpro.utils.formatting.Prettified.prettify title=vectorbtpro.utils.config.Configured.prettify>Configured.prettify()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.rec_state title=vectorbtpro.utils.config.Configured.rec_state>Configured.rec_state</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.replace title=vectorbtpro.utils.config.Configured.replace>Configured.replace()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.resolve_merge_kwargs title=vectorbtpro.utils.config.Configured.resolve_merge_kwargs>Configured.resolve_merge_kwargs()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.Configured.update_config title=vectorbtpro.utils.config.Configured.update_config>Configured.update_config()</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.iloc title=vectorbtpro.base.indexing.ExtPandasIndexer.iloc>ExtPandasIndexer.iloc</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.indexing_kwargs title=vectorbtpro.base.indexing.ExtPandasIndexer.indexing_kwargs>ExtPandasIndexer.indexing_kwargs</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.loc title=vectorbtpro.base.indexing.ExtPandasIndexer.loc>ExtPandasIndexer.loc</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.ExtPandasIndexer.xloc title=vectorbtpro.base.indexing.ExtPandasIndexer.xloc>ExtPandasIndexer.xloc</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_path_setting title=vectorbtpro.utils.config.Configured.get_path_setting>HasSettings.get_path_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_path_settings title=vectorbtpro.utils.config.Configured.get_path_settings>HasSettings.get_path_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_setting title=vectorbtpro.utils.config.Configured.get_setting>HasSettings.get_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.get_settings title=vectorbtpro.utils.config.Configured.get_settings>HasSettings.get_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_path_setting title=vectorbtpro.utils.config.Configured.has_path_setting>HasSettings.has_path_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_path_settings title=vectorbtpro.utils.config.Configured.has_path_settings>HasSettings.has_path_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_setting title=vectorbtpro.utils.config.Configured.has_setting>HasSettings.has_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.has_settings title=vectorbtpro.utils.config.Configured.has_settings>HasSettings.has_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.reset_settings title=vectorbtpro.utils.config.Configured.reset_settings>HasSettings.reset_settings()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.resolve_setting title=vectorbtpro.utils.config.Configured.resolve_setting>HasSettings.resolve_setting()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.resolve_settings_paths title=vectorbtpro.utils.config.Configured.resolve_settings_paths>HasSettings.resolve_settings_paths()</a></li> <li><a href=../../utils/config/index.html#vectorbtpro.utils.config.HasSettings.set_settings title=vectorbtpro.utils.config.Configured.set_settings>HasSettings.set_settings()</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.IndexingBase.indexing_setter_func title=vectorbtpro.base.indexing.ExtPandasIndexer.indexing_setter_func>IndexingBase.indexing_setter_func()</a></li> <li><a href=../indexing/index.html#vectorbtpro.base.indexing.PandasIndexer.xs title=vectorbtpro.base.indexing.ExtPandasIndexer.xs>PandasIndexer.xs()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.decode_config title=vectorbtpro.utils.config.Configured.decode_config>Pickleable.decode_config()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.decode_config_node title=vectorbtpro.utils.config.Configured.decode_config_node>Pickleable.decode_config_node()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.dumps title=vectorbtpro.utils.config.Configured.dumps>Pickleable.dumps()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.encode_config title=vectorbtpro.utils.config.Configured.encode_config>Pickleable.encode_config()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.encode_config_node title=vectorbtpro.utils.config.Configured.encode_config_node>Pickleable.encode_config_node()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.file_exists title=vectorbtpro.utils.config.Configured.file_exists>Pickleable.file_exists()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.getsize title=vectorbtpro.utils.config.Configured.getsize>Pickleable.getsize()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.load title=vectorbtpro.utils.config.Configured.load>Pickleable.load()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.loads title=vectorbtpro.utils.config.Configured.loads>Pickleable.loads()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.modify_state title=vectorbtpro.utils.config.Configured.modify_state>Pickleable.modify_state()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.resolve_file_path title=vectorbtpro.utils.config.Configured.resolve_file_path>Pickleable.resolve_file_path()</a></li> <li><a href=../../utils/pickling/index.html#vectorbtpro.utils.pickling.Pickleable.save title=vectorbtpro.utils.config.Configured.save>Pickleable.save()</a></li> </ul> <p><strong>Subclasses</strong></p> <ul> <li><a href=../../generic/analyzable/index.html#vectorbtpro.generic.analyzable.Analyzable title=vectorbtpro.generic.analyzable.Analyzable>Analyzable</a></li> <li><a href=../accessors/index.html#vectorbtpro.base.accessors.BaseAccessor title=vectorbtpro.base.accessors.BaseAccessor>BaseAccessor</a></li> <li><a href=../../records/col_mapper/index.html#vectorbtpro.records.col_mapper.ColumnMapper title=vectorbtpro.records.col_mapper.ColumnMapper>ColumnMapper</a></li> </ul> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.column_only_select>column_only_select <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1811-L1817 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.column_only_select title="Permanent link">¶</a></h3> <p>Overrides <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.column_only_select title=vectorbtpro.base.wrapping.ArrayWrapper.column_only_select>ArrayWrapper.column_only_select</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.column_stack>column_stack <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1764-L1774 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.column_stack title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-46-1><a id=__codelineno-46-1 name=__codelineno-46-1 href=#__codelineno-46-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>column_stack</span><span class=p>(</span>
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</span><span id=__span-46-2><a id=__codelineno-46-2 name=__codelineno-46-2 href=#__codelineno-46-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
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</span><span id=__span-46-3><a id=__codelineno-46-3 name=__codelineno-46-3 href=#__codelineno-46-3></a> <span class=n>wrapper_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
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</span><span id=__span-46-4><a id=__codelineno-46-4 name=__codelineno-46-4 href=#__codelineno-46-4></a> <span class=o>**</span><span class=n>kwargs</span>
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</span><span id=__span-46-5><a id=__codelineno-46-5 name=__codelineno-46-5 href=#__codelineno-46-5></a><span class=p>)</span>
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</span></code></pre></div> <p>Stack multiple <a href=index.html#vectorbtpro.base.wrapping.Wrapping title=vectorbtpro.base.wrapping.Wrapping>Wrapping</a> instances along columns.</p> <p>Should use <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.column_stack title=vectorbtpro.base.wrapping.ArrayWrapper.column_stack>ArrayWrapper.column_stack()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.group_select>group_select <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1827-L1833 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.group_select title="Permanent link">¶</a></h3> <p>Overrides <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.group_select title=vectorbtpro.base.wrapping.ArrayWrapper.group_select>ArrayWrapper.group_select</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.indexing_func>indexing_func <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1788-L1797 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.indexing_func title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-47-1><a id=__codelineno-47-1 name=__codelineno-47-1 href=#__codelineno-47-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>indexing_func</span><span class=p>(</span>
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</span><span id=__span-47-2><a id=__codelineno-47-2 name=__codelineno-47-2 href=#__codelineno-47-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
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</span><span id=__span-47-3><a id=__codelineno-47-3 name=__codelineno-47-3 href=#__codelineno-47-3></a> <span class=o>**</span><span class=n>kwargs</span>
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</span><span id=__span-47-4><a id=__codelineno-47-4 name=__codelineno-47-4 href=#__codelineno-47-4></a><span class=p>)</span>
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</span></code></pre></div> <p>Perform indexing on <a href=index.html#vectorbtpro.base.wrapping.Wrapping title=vectorbtpro.base.wrapping.Wrapping>Wrapping</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.range_only_select>range_only_select <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1819-L1825 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.range_only_select title="Permanent link">¶</a></h3> <p>Overrides <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.range_only_select title=vectorbtpro.base.wrapping.ArrayWrapper.range_only_select>ArrayWrapper.range_only_select</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.regroup>regroup <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1835-L1844 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.regroup title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-48-1><a id=__codelineno-48-1 name=__codelineno-48-1 href=#__codelineno-48-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>regroup</span><span class=p>(</span>
|
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</span><span id=__span-48-2><a id=__codelineno-48-2 name=__codelineno-48-2 href=#__codelineno-48-2></a> <span class=n>group_by</span><span class=p>,</span>
|
|
</span><span id=__span-48-3><a id=__codelineno-48-3 name=__codelineno-48-3 href=#__codelineno-48-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-48-4><a id=__codelineno-48-4 name=__codelineno-48-4 href=#__codelineno-48-4></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Regroup this object.</p> <p>Only creates a new instance if grouping has changed, otherwise returns itself.</p> <p><code>**kwargs</code> will be passed to <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.regroup title=vectorbtpro.base.wrapping.ArrayWrapper.regroup>ArrayWrapper.regroup()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.resample>resample <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1799-L1804 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.resample title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-49-1><a id=__codelineno-49-1 name=__codelineno-49-1 href=#__codelineno-49-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>resample</span><span class=p>(</span>
|
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</span><span id=__span-49-2><a id=__codelineno-49-2 name=__codelineno-49-2 href=#__codelineno-49-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
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</span><span id=__span-49-3><a id=__codelineno-49-3 name=__codelineno-49-3 href=#__codelineno-49-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-49-4><a id=__codelineno-49-4 name=__codelineno-49-4 href=#__codelineno-49-4></a><span class=p>)</span>
|
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</span></code></pre></div> <p>Perform resampling on <a href=index.html#vectorbtpro.base.wrapping.Wrapping title=vectorbtpro.base.wrapping.Wrapping>Wrapping</a>.</p> <p>When overriding, make sure to create a resampler by passing <code>*args</code> and <code>**kwargs</code> to <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.get_resampler title=vectorbtpro.base.wrapping.ArrayWrapper.get_resampler>ArrayWrapper.get_resampler()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.resolve_column_stack_kwargs>resolve_column_stack_kwargs <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1740-L1743 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.resolve_column_stack_kwargs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-50-1><a id=__codelineno-50-1 name=__codelineno-50-1 href=#__codelineno-50-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>resolve_column_stack_kwargs</span><span class=p>(</span>
|
|
</span><span id=__span-50-2><a id=__codelineno-50-2 name=__codelineno-50-2 href=#__codelineno-50-2></a> <span class=o>*</span><span class=n>wrappings</span><span class=p>,</span>
|
|
</span><span id=__span-50-3><a id=__codelineno-50-3 name=__codelineno-50-3 href=#__codelineno-50-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-50-4><a id=__codelineno-50-4 name=__codelineno-50-4 href=#__codelineno-50-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Resolve keyword arguments for initializing <a href=index.html#vectorbtpro.base.wrapping.Wrapping title=vectorbtpro.base.wrapping.Wrapping>Wrapping</a> after stacking along columns.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.resolve_row_stack_kwargs>resolve_row_stack_kwargs <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1735-L1738 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.resolve_row_stack_kwargs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-51-1><a id=__codelineno-51-1 name=__codelineno-51-1 href=#__codelineno-51-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>resolve_row_stack_kwargs</span><span class=p>(</span>
|
|
</span><span id=__span-51-2><a id=__codelineno-51-2 name=__codelineno-51-2 href=#__codelineno-51-2></a> <span class=o>*</span><span class=n>wrappings</span><span class=p>,</span>
|
|
</span><span id=__span-51-3><a id=__codelineno-51-3 name=__codelineno-51-3 href=#__codelineno-51-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-51-4><a id=__codelineno-51-4 name=__codelineno-51-4 href=#__codelineno-51-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Resolve keyword arguments for initializing <a href=index.html#vectorbtpro.base.wrapping.Wrapping title=vectorbtpro.base.wrapping.Wrapping>Wrapping</a> after stacking along rows.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.resolve_self>resolve_self <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1846-L1885 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.resolve_self title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-52-1><a id=__codelineno-52-1 name=__codelineno-52-1 href=#__codelineno-52-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>resolve_self</span><span class=p>(</span>
|
|
</span><span id=__span-52-2><a id=__codelineno-52-2 name=__codelineno-52-2 href=#__codelineno-52-2></a> <span class=n>cond_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-52-3><a id=__codelineno-52-3 name=__codelineno-52-3 href=#__codelineno-52-3></a> <span class=n>custom_arg_names</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-52-4><a id=__codelineno-52-4 name=__codelineno-52-4 href=#__codelineno-52-4></a> <span class=n>impacts_caching</span><span class=o>=</span><span class=kc>True</span><span class=p>,</span>
|
|
</span><span id=__span-52-5><a id=__codelineno-52-5 name=__codelineno-52-5 href=#__codelineno-52-5></a> <span class=n>silence_warnings</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-52-6><a id=__codelineno-52-6 name=__codelineno-52-6 href=#__codelineno-52-6></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Resolve self.</p> <p>Creates a copy of this instance if a different <code>freq</code> can be found in <code>cond_kwargs</code>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.resolve_stack_kwargs>resolve_stack_kwargs <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1745-L1750 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.resolve_stack_kwargs title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-53-1><a id=__codelineno-53-1 name=__codelineno-53-1 href=#__codelineno-53-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>resolve_stack_kwargs</span><span class=p>(</span>
|
|
</span><span id=__span-53-2><a id=__codelineno-53-2 name=__codelineno-53-2 href=#__codelineno-53-2></a> <span class=o>*</span><span class=n>wrappings</span><span class=p>,</span>
|
|
</span><span id=__span-53-3><a id=__codelineno-53-3 name=__codelineno-53-3 href=#__codelineno-53-3></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-53-4><a id=__codelineno-53-4 name=__codelineno-53-4 href=#__codelineno-53-4></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Resolve keyword arguments for initializing <a href=index.html#vectorbtpro.base.wrapping.Wrapping title=vectorbtpro.base.wrapping.Wrapping>Wrapping</a> after stacking.</p> <p>Should be called after <a href=index.html#vectorbtpro.base.wrapping.Wrapping.resolve_row_stack_kwargs title=vectorbtpro.base.wrapping.Wrapping.resolve_row_stack_kwargs>Wrapping.resolve_row_stack_kwargs()</a> or <a href=index.html#vectorbtpro.base.wrapping.Wrapping.resolve_column_stack_kwargs title=vectorbtpro.base.wrapping.Wrapping.resolve_column_stack_kwargs>Wrapping.resolve_column_stack_kwargs()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.row_stack>row_stack <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1752-L1762 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.row_stack title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-54-1><a id=__codelineno-54-1 name=__codelineno-54-1 href=#__codelineno-54-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>row_stack</span><span class=p>(</span>
|
|
</span><span id=__span-54-2><a id=__codelineno-54-2 name=__codelineno-54-2 href=#__codelineno-54-2></a> <span class=o>*</span><span class=n>args</span><span class=p>,</span>
|
|
</span><span id=__span-54-3><a id=__codelineno-54-3 name=__codelineno-54-3 href=#__codelineno-54-3></a> <span class=n>wrapper_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-54-4><a id=__codelineno-54-4 name=__codelineno-54-4 href=#__codelineno-54-4></a> <span class=o>**</span><span class=n>kwargs</span>
|
|
</span><span id=__span-54-5><a id=__codelineno-54-5 name=__codelineno-54-5 href=#__codelineno-54-5></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Stack multiple <a href=index.html#vectorbtpro.base.wrapping.Wrapping title=vectorbtpro.base.wrapping.Wrapping>Wrapping</a> instances along rows.</p> <p>Should use <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper.row_stack title=vectorbtpro.base.wrapping.ArrayWrapper.row_stack>ArrayWrapper.row_stack()</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.select_col>select_col <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1887-L1934 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.select_col title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-55-1><a id=__codelineno-55-1 name=__codelineno-55-1 href=#__codelineno-55-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>select_col</span><span class=p>(</span>
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</span><span id=__span-55-2><a id=__codelineno-55-2 name=__codelineno-55-2 href=#__codelineno-55-2></a> <span class=n>column</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-55-3><a id=__codelineno-55-3 name=__codelineno-55-3 href=#__codelineno-55-3></a> <span class=n>group_by</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-55-4><a id=__codelineno-55-4 name=__codelineno-55-4 href=#__codelineno-55-4></a> <span class=o>**</span><span class=n>kwargs</span>
|
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</span><span id=__span-55-5><a id=__codelineno-55-5 name=__codelineno-55-5 href=#__codelineno-55-5></a><span class=p>)</span>
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</span></code></pre></div> <p>Select one column/group.</p> <p><code>column</code> can be a label-based position as well as an integer position (if label fails).</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.select_col_from_obj>select_col_from_obj <span class=dobjtype>class method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1936-L2010 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.select_col_from_obj title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-56-1><a id=__codelineno-56-1 name=__codelineno-56-1 href=#__codelineno-56-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>select_col_from_obj</span><span class=p>(</span>
|
|
</span><span id=__span-56-2><a id=__codelineno-56-2 name=__codelineno-56-2 href=#__codelineno-56-2></a> <span class=n>obj</span><span class=p>,</span>
|
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</span><span id=__span-56-3><a id=__codelineno-56-3 name=__codelineno-56-3 href=#__codelineno-56-3></a> <span class=n>column</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-56-4><a id=__codelineno-56-4 name=__codelineno-56-4 href=#__codelineno-56-4></a> <span class=n>obj_ungrouped</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
|
|
</span><span id=__span-56-5><a id=__codelineno-56-5 name=__codelineno-56-5 href=#__codelineno-56-5></a> <span class=n>wrapper</span><span class=o>=</span><span class=kc>None</span>
|
|
</span><span id=__span-56-6><a id=__codelineno-56-6 name=__codelineno-56-6 href=#__codelineno-56-6></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Select one column/group from a pandas object.</p> <p><code>column</code> can be a label-based position as well as an integer position (if label fails).</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.split>split <span class=dobjtype>method</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L2012-L2029 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.split title="Permanent link">¶</a></h3> <div class="language-python highlight"><pre><span></span><code><span id=__span-57-1><a id=__codelineno-57-1 name=__codelineno-57-1 href=#__codelineno-57-1></a><span class=n>Wrapping</span><span class=o>.</span><span class=n>split</span><span class=p>(</span>
|
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</span><span id=__span-57-2><a id=__codelineno-57-2 name=__codelineno-57-2 href=#__codelineno-57-2></a> <span class=n>splitter</span><span class=p>,</span>
|
|
</span><span id=__span-57-3><a id=__codelineno-57-3 name=__codelineno-57-3 href=#__codelineno-57-3></a> <span class=n>splitter_cls</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
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</span><span id=__span-57-4><a id=__codelineno-57-4 name=__codelineno-57-4 href=#__codelineno-57-4></a> <span class=n>splitter_kwargs</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-57-5><a id=__codelineno-57-5 name=__codelineno-57-5 href=#__codelineno-57-5></a> <span class=n>template_context</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
|
|
</span><span id=__span-57-6><a id=__codelineno-57-6 name=__codelineno-57-6 href=#__codelineno-57-6></a> <span class=o>**</span><span class=n>take_kwargs</span>
|
|
</span><span id=__span-57-7><a id=__codelineno-57-7 name=__codelineno-57-7 href=#__codelineno-57-7></a><span class=p>)</span>
|
|
</span></code></pre></div> <p>Split using <a href=../../generic/splitting/base/index.html#vectorbtpro.generic.splitting.base.Splitter title=vectorbtpro.generic.splitting.base.Splitter>Splitter</a>.</p> <hr> <h3 id=vectorbtpro.base.wrapping.Wrapping.wrapper>wrapper <span class=dobjtype>property</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/base/wrapping.py#L1806-L1809 target=_blank title="Jump to source"><span class=twemoji><svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33.85 0 1.71.11 2.5.33 1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2Z"/></svg></span></a><a class=headerlink href=#vectorbtpro.base.wrapping.Wrapping.wrapper title="Permanent link">¶</a></h3> <p>Array wrapper of the type <a href=index.html#vectorbtpro.base.wrapping.ArrayWrapper title=vectorbtpro.base.wrapping.ArrayWrapper>ArrayWrapper</a>.</p> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type=button class="md-top md-icon" data-md-component=top hidden> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12Z"/></svg> Back to top </button> </main> <footer class=md-footer> <nav class="md-footer__inner md-grid" aria-label=Footer> <a href=../reshaping/index.html class="md-footer__link md-footer__link--prev" aria-label="Previous: reshaping"> <div class="md-footer__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg> </div> <div class=md-footer__title> <span class=md-footer__direction> Previous </span> <div class=md-ellipsis> reshaping </div> </div> </a> <a href=../grouping/index.html class="md-footer__link md-footer__link--next" aria-label="Next: grouping"> <div class=md-footer__title> <span class=md-footer__direction> Next </span> <div class=md-ellipsis> grouping </div> </div> <div class="md-footer__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg> </div> </a> </nav> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <div class=md-copyright> <div class=md-copyright__highlight> Copyright © 2021-2024 Oleg Polakow. 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