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d="M22 6.92 20.59 5.5l-2.85 3.22C15.68 6.4 12.83 5 9.61 5 6.72 5 4.07 6.16 2 8l1.42 1.42C5.12 7.93 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 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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--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_5> <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=false> <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=../../../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=../../../base/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=../../../base/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=../../../base/combining/index.html class=md-nav__link> <span class=md-ellipsis> combining </span> </a> </li> <li class=md-nav__item> <a href=../../../base/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=../../../base/flex_indexing/index.html class=md-nav__link> <span class=md-ellipsis> flex_indexing </span> </a> </li> <li class=md-nav__item> <a href=../../../base/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=../../../base/indexing/index.html class=md-nav__link> <span class=md-ellipsis> indexing </span> </a> </li> <li class=md-nav__item> <a href=../../../base/merging/index.html class=md-nav__link> <span class=md-ellipsis> merging </span> </a> </li> <li class=md-nav__item> <a href=../../../base/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=../../../base/reshaping/index.html class=md-nav__link> <span class=md-ellipsis> reshaping </span> </a> </li> <li class=md-nav__item> <a href=../../../base/wrapping/index.html class=md-nav__link> <span class=md-ellipsis> wrapping </span> </a> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../../base/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=../../../base/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--active md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_7 checked> <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=true> <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=../../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=../../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=../../analyzable/index.html class=md-nav__link> <span class=md-ellipsis> analyzable </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=../../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=../../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=../../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=../../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=../../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=../../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=../../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--active md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5_7_12 checked> <label class=md-nav__link for=__nav_5_7_12 id=__nav_5_7_12_label tabindex=0> <span class=md-ellipsis> nb </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=3 aria-labelledby=__nav_5_7_12_label aria-expanded=true> <label class=md-nav__title for=__nav_5_7_12> <span class="md-nav__icon md-icon"></span> nb </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="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=../apply_reduce/index.html class=md-nav__link> <span class=md-ellipsis> apply_reduce </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> base </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> base </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.generic.nb.base.ol_bshift_1d_nb class=md-nav__link> <span class=md-ellipsis> ol_bshift_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_bshift_nb class=md-nav__link> <span class=md-ellipsis> ol_bshift_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_fshift_1d_nb class=md-nav__link> <span class=md-ellipsis> ol_fshift_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_fshift_nb class=md-nav__link> <span class=md-ellipsis> ol_fshift_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_nancumprod_nb class=md-nav__link> <span class=md-ellipsis> ol_nancumprod_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_nancumsum_nb class=md-nav__link> <span class=md-ellipsis> ol_nancumsum_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_nanprod_nb class=md-nav__link> <span class=md-ellipsis> ol_nanprod_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_nansum_nb class=md-nav__link> <span class=md-ellipsis> ol_nansum_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_realign_1d_nb class=md-nav__link> <span class=md-ellipsis> ol_realign_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_realign_nb class=md-nav__link> <span class=md-ellipsis> ol_realign_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_select_indices_1d_nb class=md-nav__link> <span class=md-ellipsis> ol_select_indices_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_select_indices_nb class=md-nav__link> <span class=md-ellipsis> ol_select_indices_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_set_by_mask_1d_nb class=md-nav__link> <span class=md-ellipsis> ol_set_by_mask_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_set_by_mask_mult_1d_nb class=md-nav__link> <span class=md-ellipsis> ol_set_by_mask_mult_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_set_by_mask_mult_nb class=md-nav__link> <span class=md-ellipsis> ol_set_by_mask_mult_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ol_set_by_mask_nb class=md-nav__link> <span class=md-ellipsis> ol_set_by_mask_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.bfill_1d_nb class=md-nav__link> <span class=md-ellipsis> bfill_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.bfill_nb class=md-nav__link> <span class=md-ellipsis> bfill_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.bshift_1d_nb class=md-nav__link> <span class=md-ellipsis> bshift_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.bshift_nb class=md-nav__link> <span class=md-ellipsis> bshift_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.crossed_above_1d_nb class=md-nav__link> <span class=md-ellipsis> crossed_above_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.crossed_above_nb class=md-nav__link> <span class=md-ellipsis> crossed_above_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.crossed_below_1d_nb class=md-nav__link> <span class=md-ellipsis> crossed_below_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.crossed_below_nb class=md-nav__link> <span class=md-ellipsis> crossed_below_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.demean_nb class=md-nav__link> <span class=md-ellipsis> demean_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.diff_1d_nb class=md-nav__link> <span class=md-ellipsis> diff_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.diff_nb class=md-nav__link> <span class=md-ellipsis> diff_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.fbfill_nb class=md-nav__link> <span class=md-ellipsis> fbfill_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ffill_1d_nb class=md-nav__link> <span class=md-ellipsis> ffill_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.ffill_nb class=md-nav__link> <span class=md-ellipsis> ffill_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.fillna_1d_nb class=md-nav__link> <span class=md-ellipsis> fillna_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.fillna_nb class=md-nav__link> <span class=md-ellipsis> fillna_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.first_valid_index_1d_nb class=md-nav__link> <span class=md-ellipsis> first_valid_index_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.first_valid_index_nb class=md-nav__link> <span class=md-ellipsis> first_valid_index_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.fshift_1d_nb class=md-nav__link> <span class=md-ellipsis> fshift_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.fshift_nb class=md-nav__link> <span class=md-ellipsis> fshift_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.last_valid_index_1d_nb class=md-nav__link> <span class=md-ellipsis> last_valid_index_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.last_valid_index_nb class=md-nav__link> <span class=md-ellipsis> last_valid_index_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancnt_1d_nb class=md-nav__link> <span class=md-ellipsis> nancnt_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancnt_nb class=md-nav__link> <span class=md-ellipsis> nancnt_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancorr_1d_nb class=md-nav__link> <span class=md-ellipsis> nancorr_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancorr_nb class=md-nav__link> <span class=md-ellipsis> nancorr_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancov_1d_nb class=md-nav__link> <span class=md-ellipsis> nancov_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancov_nb class=md-nav__link> <span class=md-ellipsis> nancov_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancumprod_nb class=md-nav__link> <span class=md-ellipsis> nancumprod_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nancumsum_nb class=md-nav__link> <span class=md-ellipsis> nancumsum_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanmax_nb class=md-nav__link> <span class=md-ellipsis> nanmax_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanmean_nb class=md-nav__link> <span class=md-ellipsis> nanmean_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanmedian_nb class=md-nav__link> <span class=md-ellipsis> nanmedian_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanmin_nb class=md-nav__link> <span class=md-ellipsis> nanmin_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanpartition_mean_noarr_1d_nb class=md-nav__link> <span class=md-ellipsis> nanpartition_mean_noarr_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanpercentile_noarr_1d_nb class=md-nav__link> <span class=md-ellipsis> nanpercentile_noarr_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanprod_nb class=md-nav__link> <span class=md-ellipsis> nanprod_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanstd_1d_nb class=md-nav__link> <span class=md-ellipsis> nanstd_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanstd_nb class=md-nav__link> <span class=md-ellipsis> nanstd_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nansum_nb class=md-nav__link> <span class=md-ellipsis> nansum_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.nanvar_1d_nb class=md-nav__link> <span class=md-ellipsis> nanvar_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.pct_change_1d_nb class=md-nav__link> <span class=md-ellipsis> pct_change_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.pct_change_nb class=md-nav__link> <span class=md-ellipsis> pct_change_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.rank_1d_nb class=md-nav__link> <span class=md-ellipsis> rank_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.rank_nb class=md-nav__link> <span class=md-ellipsis> rank_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.realign_1d_nb class=md-nav__link> <span class=md-ellipsis> realign_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.realign_nb class=md-nav__link> <span class=md-ellipsis> realign_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.repartition_nb class=md-nav__link> <span class=md-ellipsis> repartition_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.select_indices_1d_nb class=md-nav__link> <span class=md-ellipsis> select_indices_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.select_indices_nb class=md-nav__link> <span class=md-ellipsis> select_indices_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.set_by_mask_1d_nb class=md-nav__link> <span class=md-ellipsis> set_by_mask_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.set_by_mask_mult_1d_nb class=md-nav__link> <span class=md-ellipsis> set_by_mask_mult_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.set_by_mask_mult_nb class=md-nav__link> <span class=md-ellipsis> set_by_mask_mult_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.set_by_mask_nb class=md-nav__link> <span class=md-ellipsis> set_by_mask_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.shuffle_1d_nb class=md-nav__link> <span class=md-ellipsis> shuffle_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.shuffle_nb class=md-nav__link> <span class=md-ellipsis> shuffle_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.to_renko_1d_nb class=md-nav__link> <span class=md-ellipsis> to_renko_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.to_renko_ohlc_1d_nb class=md-nav__link> <span class=md-ellipsis> to_renko_ohlc_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.value_counts_1d_nb class=md-nav__link> <span class=md-ellipsis> value_counts_1d_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.value_counts_nb class=md-nav__link> <span class=md-ellipsis> value_counts_nb() </span> </a> </li> <li class=md-nav__item> <a href=#vectorbtpro.generic.nb.base.value_counts_per_row_nb class=md-nav__link> <span class=md-ellipsis> value_counts_per_row_nb() </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=../iter_/index.html class=md-nav__link> <span class=md-ellipsis> iter_ </span> </a> </li> <li class=md-nav__item> <a href=../patterns/index.html class=md-nav__link> <span class=md-ellipsis> patterns </span> </a> </li> <li class=md-nav__item> <a href=../records/index.html class=md-nav__link> <span class=md-ellipsis> records </span> </a> </li> <li class=md-nav__item> <a href=../rolling/index.html class=md-nav__link> <span class=md-ellipsis> rolling </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--pruned md-nav__item--nested"> <a href=../../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 class=md-nav__link> <span class=md-ellipsis> mapping </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/math_/index.html class=md-nav__link> <span class=md-ellipsis> math_ </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/merging/index.html class=md-nav__link> <span class=md-ellipsis> merging </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/module_/index.html class=md-nav__link> <span class=md-ellipsis> module_ </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/path_/index.html class=md-nav__link> <span class=md-ellipsis> path_ </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/params/index.html class=md-nav__link> <span class=md-ellipsis> params </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/parsing/index.html class=md-nav__link> <span class=md-ellipsis> parsing </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/pbar/index.html class=md-nav__link> <span class=md-ellipsis> pbar </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/pickling/index.html class=md-nav__link> <span class=md-ellipsis> pickling </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/profiling/index.html class=md-nav__link> <span class=md-ellipsis> profiling </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/random_/index.html class=md-nav__link> <span class=md-ellipsis> random_ </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/requests_/index.html class=md-nav__link> <span class=md-ellipsis> requests_ </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/schedule_/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> schedule_ </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/search/index.html class=md-nav__link> <span class=md-ellipsis> search </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/selection/index.html class=md-nav__link> <span class=md-ellipsis> selection </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/tagging/index.html class=md-nav__link> <span class=md-ellipsis> tagging </span> </a> </li> <li class=md-nav__item> <a href=../../../utils/template/index.html class=md-nav__link> <span class=md-ellipsis> template </span> </a> </li> </ul> </nav> </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_6> <label class=md-nav__link for=__nav_6 id=__nav_6_label tabindex> <span class=md-ellipsis> Cookbook </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_6_label aria-expanded=false> <label class=md-nav__title for=__nav_6> <span class="md-nav__icon md-icon"></span> Cookbook </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../../../cookbook/overview/index.html class=md-nav__link> <span class=md-ellipsis> Overview </span> </a> </li> <li class=md-nav__item> <a href=../../../../cookbook/discovery/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M3 3h6v4H3V3m12 7h6v4h-6v-4m0 7h6v4h-6v-4m-2-4H7v5h6v2H5V9h2v2h6v2Z"/></svg> <span class=md-ellipsis> Discovery </span> </a> </li> <li class=md-nav__item> <a href=../../../../cookbook/configuration/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 15.5A3.5 3.5 0 0 1 8.5 12 3.5 3.5 0 0 1 12 8.5a3.5 3.5 0 0 1 3.5 3.5 3.5 3.5 0 0 1-3.5 3.5m7.43-2.53c.04-.32.07-.64.07-.97 0-.33-.03-.66-.07-1l2.11-1.63c.19-.15.24-.42.12-.64l-2-3.46c-.12-.22-.39-.31-.61-.22l-2.49 1c-.52-.39-1.06-.73-1.69-.98l-.37-2.65A.506.506 0 0 0 14 2h-4c-.25 0-.46.18-.5.42l-.37 2.65c-.63.25-1.17.59-1.69.98l-2.49-1c-.22-.09-.49 0-.61.22l-2 3.46c-.13.22-.07.49.12.64L4.57 11c-.04.34-.07.67-.07 1 0 .33.03.65.07.97l-2.11 1.66c-.19.15-.25.42-.12.64l2 3.46c.12.22.39.3.61.22l2.49-1.01c.52.4 1.06.74 1.69.99l.37 2.65c.04.24.25.42.5.42h4c.25 0 .46-.18.5-.42l.37-2.65c.63-.26 1.17-.59 1.69-.99l2.49 1.01c.22.08.49 0 .61-.22l2-3.46c.12-.22.07-.49-.12-.64l-2.11-1.66Z"/></svg> <span class=md-ellipsis> Configuration </span> </a> </li> <li class=md-nav__item> <a href=../../../../cookbook/persistence/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M2 12h2v5h16v-5h2v5c0 1.11-.89 2-2 2H4a2 2 0 0 1-2-2v-5m10 3 5.55-5.46-1.42-1.41L13 11.25V2h-2v9.25L7.88 8.13 6.46 9.55 12 15Z"/></svg> <span class=md-ellipsis> Persistence </span> </a> </li> <li class=md-nav__item> <a href=../../../../cookbook/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=../../../../cookbook/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=../../../../cookbook/compilation/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> 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 2-2m0 4v4h6V6H7m8 0v4h6V6h-6m-8 6v4h6v-4H7m8 0v4h6v-4h-6M3 20V6H1v14c0 1.11.89 2 2 2h16v-2H3Z"/></svg> <span class=md-ellipsis> Arrays </span> </a> </li> <li class=md-nav__item> <a href=../../../../cookbook/indexing/index.html class=md-nav__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M20 20.5c0 .8-.7 1.5-1.5 1.5H13c-.4 0-.7-.1-1-.4l-4-4.2.7-.8c.2-.2.5-.3.8-.3h.2L12 18V9c0-.6.4-1 1-1s1 .4 1 1v4.5l1.2.1 3.9 2.2c.5.2.9.8.9 1.3v3.4M20 2H4c-1.1 0-2 .9-2 2v8c0 1.1.9 2 2 2h4v-2H4V4h16v8h-2v2h2c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2Z"/></svg> <span class=md-ellipsis> Indexing </span> </a> </li> <li class=md-nav__item> <a href=../../../../cookbook/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=../../../../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> generic </span> </a> </li> <li class=md-path__item> <a href=../index.html class=md-path__link> <span class=md-ellipsis> nb </span> </a> </li> </ol> </nav> <article class="md-content__inner md-typeset"> <nav class=md-tags> <span class=md-tag>base</span> <span class=md-tag>numba</span> <span class=md-tag>nb</span> </nav> <h1 id=vectorbtpro.generic.nb.base>base <span class=dobjtype>module</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.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.generic.nb.base title="Permanent link">&para;</a></h1> <p>Generic Numba-compiled functions for base operations.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_bshift_1d_nb>ol_bshift_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L336-L361 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.generic.nb.base.ol_bshift_1d_nb title="Permanent link">&para;</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>_bshift_1d_nb</span><span class=p>(</span>
</span><span id=__span-0-2><a id=__codelineno-0-2 name=__codelineno-0-2 href=#__codelineno-0-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-0-3><a id=__codelineno-0-3 name=__codelineno-0-3 href=#__codelineno-0-3></a>    <span class=n>n</span><span class=p>,</span>
</span><span id=__span-0-4><a id=__codelineno-0-4 name=__codelineno-0-4 href=#__codelineno-0-4></a>    <span class=n>fill_value</span>
</span><span id=__span-0-5><a id=__codelineno-0-5 name=__codelineno-0-5 href=#__codelineno-0-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_bshift_nb>ol_bshift_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L378-L400 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.generic.nb.base.ol_bshift_nb title="Permanent link">&para;</a></h2> <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>_bshift_nb</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=n>arr</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=n>n</span><span class=p>,</span>
</span><span id=__span-1-4><a id=__codelineno-1-4 name=__codelineno-1-4 href=#__codelineno-1-4></a>    <span class=n>fill_value</span>
</span><span id=__span-1-5><a id=__codelineno-1-5 name=__codelineno-1-5 href=#__codelineno-1-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_fshift_1d_nb>ol_fshift_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L417-L442 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.generic.nb.base.ol_fshift_1d_nb title="Permanent link">&para;</a></h2> <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>_fshift_1d_nb</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=n>arr</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>n</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>fill_value</span>
</span><span id=__span-2-5><a id=__codelineno-2-5 name=__codelineno-2-5 href=#__codelineno-2-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_fshift_nb>ol_fshift_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L456-L478 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.generic.nb.base.ol_fshift_nb title="Permanent link">&para;</a></h2> <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>_fshift_nb</span><span class=p>(</span>
</span><span id=__span-3-2><a id=__codelineno-3-2 name=__codelineno-3-2 href=#__codelineno-3-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-3-3><a id=__codelineno-3-3 name=__codelineno-3-3 href=#__codelineno-3-3></a>    <span class=n>n</span><span class=p>,</span>
</span><span id=__span-3-4><a id=__codelineno-3-4 name=__codelineno-3-4 href=#__codelineno-3-4></a>    <span class=n>fill_value</span>
</span><span id=__span-3-5><a id=__codelineno-3-5 name=__codelineno-3-5 href=#__codelineno-3-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_nancumprod_nb>ol_nancumprod_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L680-L697 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.generic.nb.base.ol_nancumprod_nb title="Permanent link">&para;</a></h2> <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>_nancumprod_nb</span><span class=p>(</span>
</span><span id=__span-4-2><a id=__codelineno-4-2 name=__codelineno-4-2 href=#__codelineno-4-2></a>    <span class=n>arr</span>
</span><span id=__span-4-3><a id=__codelineno-4-3 name=__codelineno-4-3 href=#__codelineno-4-3></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_nancumsum_nb>ol_nancumsum_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L646-L663 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.generic.nb.base.ol_nancumsum_nb title="Permanent link">&para;</a></h2> <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>_nancumsum_nb</span><span class=p>(</span>
</span><span id=__span-5-2><a id=__codelineno-5-2 name=__codelineno-5-2 href=#__codelineno-5-2></a>    <span class=n>arr</span>
</span><span id=__span-5-3><a id=__codelineno-5-3 name=__codelineno-5-3 href=#__codelineno-5-3></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_nanprod_nb>ol_nanprod_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L612-L629 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.generic.nb.base.ol_nanprod_nb title="Permanent link">&para;</a></h2> <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>_nanprod_nb</span><span class=p>(</span>
</span><span id=__span-6-2><a id=__codelineno-6-2 name=__codelineno-6-2 href=#__codelineno-6-2></a>    <span class=n>arr</span>
</span><span id=__span-6-3><a id=__codelineno-6-3 name=__codelineno-6-3 href=#__codelineno-6-3></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_nansum_nb>ol_nansum_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L714-L731 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.generic.nb.base.ol_nansum_nb title="Permanent link">&para;</a></h2> <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>_nansum_nb</span><span class=p>(</span>
</span><span id=__span-7-2><a id=__codelineno-7-2 name=__codelineno-7-2 href=#__codelineno-7-2></a>    <span class=n>arr</span>
</span><span id=__span-7-3><a id=__codelineno-7-3 name=__codelineno-7-3 href=#__codelineno-7-3></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_realign_1d_nb>ol_realign_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1509-L1632 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.generic.nb.base.ol_realign_1d_nb title="Permanent link">&para;</a></h2> <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>_realign_1d_nb</span><span class=p>(</span>
</span><span id=__span-8-2><a id=__codelineno-8-2 name=__codelineno-8-2 href=#__codelineno-8-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-8-3><a id=__codelineno-8-3 name=__codelineno-8-3 href=#__codelineno-8-3></a>    <span class=n>source_index</span><span class=p>,</span>
</span><span id=__span-8-4><a id=__codelineno-8-4 name=__codelineno-8-4 href=#__codelineno-8-4></a>    <span class=n>target_index</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=n>source_freq</span><span class=p>,</span>
</span><span id=__span-8-6><a id=__codelineno-8-6 name=__codelineno-8-6 href=#__codelineno-8-6></a>    <span class=n>target_freq</span><span class=p>,</span>
</span><span id=__span-8-7><a id=__codelineno-8-7 name=__codelineno-8-7 href=#__codelineno-8-7></a>    <span class=n>source_rbound</span><span class=p>,</span>
</span><span id=__span-8-8><a id=__codelineno-8-8 name=__codelineno-8-8 href=#__codelineno-8-8></a>    <span class=n>target_rbound</span><span class=p>,</span>
</span><span id=__span-8-9><a id=__codelineno-8-9 name=__codelineno-8-9 href=#__codelineno-8-9></a>    <span class=n>nan_value</span><span class=p>,</span>
</span><span id=__span-8-10><a id=__codelineno-8-10 name=__codelineno-8-10 href=#__codelineno-8-10></a>    <span class=n>ffill</span>
</span><span id=__span-8-11><a id=__codelineno-8-11 name=__codelineno-8-11 href=#__codelineno-8-11></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_realign_nb>ol_realign_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1673-L1732 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.generic.nb.base.ol_realign_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>_realign_nb</span><span class=p>(</span>
</span><span id=__span-9-2><a id=__codelineno-9-2 name=__codelineno-9-2 href=#__codelineno-9-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-9-3><a id=__codelineno-9-3 name=__codelineno-9-3 href=#__codelineno-9-3></a>    <span class=n>source_index</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=n>target_index</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=n>source_freq</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 class=n>target_freq</span><span class=p>,</span>
</span><span id=__span-9-7><a id=__codelineno-9-7 name=__codelineno-9-7 href=#__codelineno-9-7></a>    <span class=n>source_rbound</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=n>target_rbound</span><span class=p>,</span>
</span><span id=__span-9-9><a id=__codelineno-9-9 name=__codelineno-9-9 href=#__codelineno-9-9></a>    <span class=n>nan_value</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=n>ffill</span>
</span><span id=__span-9-11><a id=__codelineno-9-11 name=__codelineno-9-11 href=#__codelineno-9-11></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_select_indices_1d_nb>ol_select_indices_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L20-L42 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.generic.nb.base.ol_select_indices_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>_select_indices_1d_nb</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=n>arr</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=n>indices</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=n>fill_value</span>
</span><span id=__span-10-5><a id=__codelineno-10-5 name=__codelineno-10-5 href=#__codelineno-10-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_select_indices_nb>ol_select_indices_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L54-L77 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.generic.nb.base.ol_select_indices_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>_select_indices_nb</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=n>arr</span><span class=p>,</span>
</span><span id=__span-11-3><a id=__codelineno-11-3 name=__codelineno-11-3 href=#__codelineno-11-3></a>    <span class=n>indices</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=n>fill_value</span>
</span><span id=__span-11-5><a id=__codelineno-11-5 name=__codelineno-11-5 href=#__codelineno-11-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_set_by_mask_1d_nb>ol_set_by_mask_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L116-L134 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.generic.nb.base.ol_set_by_mask_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>_set_by_mask_1d_nb</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=n>arr</span><span class=p>,</span>
</span><span id=__span-12-3><a id=__codelineno-12-3 name=__codelineno-12-3 href=#__codelineno-12-3></a>    <span class=n>mask</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=n>value</span>
</span><span id=__span-12-5><a id=__codelineno-12-5 name=__codelineno-12-5 href=#__codelineno-12-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_set_by_mask_mult_1d_nb>ol_set_by_mask_mult_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L177-L195 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.generic.nb.base.ol_set_by_mask_mult_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>_set_by_mask_mult_1d_nb</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=n>arr</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=n>mask</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=n>values</span>
</span><span id=__span-13-5><a id=__codelineno-13-5 name=__codelineno-13-5 href=#__codelineno-13-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_set_by_mask_mult_nb>ol_set_by_mask_mult_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L209-L228 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.generic.nb.base.ol_set_by_mask_mult_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>_set_by_mask_mult_nb</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=n>arr</span><span class=p>,</span>
</span><span id=__span-14-3><a id=__codelineno-14-3 name=__codelineno-14-3 href=#__codelineno-14-3></a>    <span class=n>mask</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=n>values</span>
</span><span id=__span-14-5><a id=__codelineno-14-5 name=__codelineno-14-5 href=#__codelineno-14-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.ol_set_by_mask_nb>ol_set_by_mask_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L146-L165 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.generic.nb.base.ol_set_by_mask_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>_set_by_mask_nb</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=n>arr</span><span class=p>,</span>
</span><span id=__span-15-3><a id=__codelineno-15-3 name=__codelineno-15-3 href=#__codelineno-15-3></a>    <span class=n>mask</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=n>value</span>
</span><span id=__span-15-5><a id=__codelineno-15-5 name=__codelineno-15-5 href=#__codelineno-15-5></a><span class=p>)</span>
</span></code></pre></div> <hr> <h2 id=vectorbtpro.generic.nb.base.bfill_1d_nb>bfill_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L551-L566 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.generic.nb.base.bfill_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python 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=n>bfill_1d_nb</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=n>arr</span>
</span><span id=__span-16-3><a id=__codelineno-16-3 name=__codelineno-16-3 href=#__codelineno-16-3></a><span class=p>)</span>
</span></code></pre></div> <p>Fill NaNs by propagating first valid observation backward.</p> <p>Numba equivalent to <code>pd.Series(arr).fillna(method='bfill')</code>.</p> <div class="admonition warning"> <p class=admonition-title>Warning</p> <p>This operation looks ahead.</p> </div> <hr> <h2 id=vectorbtpro.generic.nb.base.bfill_nb>bfill_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L569-L580 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.generic.nb.base.bfill_nb title="Permanent link">&para;</a></h2> <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>bfill_nb</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>arr</span>
</span><span id=__span-17-3><a id=__codelineno-17-3 name=__codelineno-17-3 href=#__codelineno-17-3></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.bfill_1d_nb title=vectorbtpro.generic.nb.base.bfill_1d_nb>bfill_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.bshift_1d_nb>bshift_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L367-L375 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.generic.nb.base.bshift_1d_nb title="Permanent link">&para;</a></h2> <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>bshift_1d_nb</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=n>arr</span><span class=p>,</span>
</span><span id=__span-18-3><a id=__codelineno-18-3 name=__codelineno-18-3 href=#__codelineno-18-3></a>    <span class=n>n</span><span class=o>=</span><span class=mi>1</span><span class=p>,</span>
</span><span id=__span-18-4><a id=__codelineno-18-4 name=__codelineno-18-4 href=#__codelineno-18-4></a>    <span class=n>fill_value</span><span class=o>=</span><span class=n>nan</span>
</span><span id=__span-18-5><a id=__codelineno-18-5 name=__codelineno-18-5 href=#__codelineno-18-5></a><span class=p>)</span>
</span></code></pre></div> <p>Shift backward by <code>n</code> positions.</p> <p>Numba equivalent to <code>pd.Series(arr).shift(-n)</code>.</p> <div class="admonition warning"> <p class=admonition-title>Warning</p> <p>This operation looks ahead.</p> </div> <hr> <h2 id=vectorbtpro.generic.nb.base.bshift_nb>bshift_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L406-L414 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.generic.nb.base.bshift_nb title="Permanent link">&para;</a></h2> <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>bshift_nb</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>arr</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=n>n</span><span class=o>=</span><span class=mi>1</span><span class=p>,</span>
</span><span id=__span-19-4><a id=__codelineno-19-4 name=__codelineno-19-4 href=#__codelineno-19-4></a>    <span class=n>fill_value</span><span class=o>=</span><span class=n>nan</span>
</span><span id=__span-19-5><a id=__codelineno-19-5 name=__codelineno-19-5 href=#__codelineno-19-5></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.bshift_1d_nb title=vectorbtpro.generic.nb.base.bshift_1d_nb>bshift_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.crossed_above_1d_nb>crossed_above_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1200-L1233 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.generic.nb.base.crossed_above_1d_nb title="Permanent link">&para;</a></h2> <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>crossed_above_1d_nb</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>arr1</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>arr2</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>wait</span><span class=o>=</span><span class=mi>0</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>dropna</span><span class=o>=</span><span class=kc>False</span>
</span><span id=__span-20-6><a id=__codelineno-20-6 name=__codelineno-20-6 href=#__codelineno-20-6></a><span class=p>)</span>
</span></code></pre></div> <p>Get the crossover of the first array going above the second array.</p> <p>If <code>dropna</code> is True, produces the same results as if all rows with at least one NaN were dropped.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.crossed_above_nb>crossed_above_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1236-L1254 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.generic.nb.base.crossed_above_nb title="Permanent link">&para;</a></h2> <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>crossed_above_nb</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>arr1</span><span class=p>,</span>
</span><span id=__span-21-3><a id=__codelineno-21-3 name=__codelineno-21-3 href=#__codelineno-21-3></a>    <span class=n>arr2</span><span class=p>,</span>
</span><span id=__span-21-4><a id=__codelineno-21-4 name=__codelineno-21-4 href=#__codelineno-21-4></a>    <span class=n>wait</span><span class=o>=</span><span class=mi>0</span><span class=p>,</span>
</span><span id=__span-21-5><a id=__codelineno-21-5 name=__codelineno-21-5 href=#__codelineno-21-5></a>    <span class=n>dropna</span><span class=o>=</span><span class=kc>False</span>
</span><span id=__span-21-6><a id=__codelineno-21-6 name=__codelineno-21-6 href=#__codelineno-21-6></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.crossed_above_1d_nb title=vectorbtpro.generic.nb.base.crossed_above_1d_nb>crossed_above_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.crossed_below_1d_nb>crossed_below_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1257-L1290 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.generic.nb.base.crossed_below_1d_nb title="Permanent link">&para;</a></h2> <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>crossed_below_1d_nb</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=n>arr1</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=n>arr2</span><span class=p>,</span>
</span><span id=__span-22-4><a id=__codelineno-22-4 name=__codelineno-22-4 href=#__codelineno-22-4></a>    <span class=n>wait</span><span class=o>=</span><span class=mi>0</span><span class=p>,</span>
</span><span id=__span-22-5><a id=__codelineno-22-5 name=__codelineno-22-5 href=#__codelineno-22-5></a>    <span class=n>dropna</span><span class=o>=</span><span class=kc>False</span>
</span><span id=__span-22-6><a id=__codelineno-22-6 name=__codelineno-22-6 href=#__codelineno-22-6></a><span class=p>)</span>
</span></code></pre></div> <p>Get the crossover of the first array going below the second array.</p> <p>If <code>dropna</code> is True, produces the same results as if all rows with at least one NaN were dropped.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.crossed_below_nb>crossed_below_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1293-L1311 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.generic.nb.base.crossed_below_nb title="Permanent link">&para;</a></h2> <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>crossed_below_nb</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=n>arr1</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=n>arr2</span><span class=p>,</span>
</span><span id=__span-23-4><a id=__codelineno-23-4 name=__codelineno-23-4 href=#__codelineno-23-4></a>    <span class=n>wait</span><span class=o>=</span><span class=mi>0</span><span class=p>,</span>
</span><span id=__span-23-5><a id=__codelineno-23-5 name=__codelineno-23-5 href=#__codelineno-23-5></a>    <span class=n>dropna</span><span class=o>=</span><span class=kc>False</span>
</span><span id=__span-23-6><a id=__codelineno-23-6 name=__codelineno-23-6 href=#__codelineno-23-6></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.crossed_below_1d_nb title=vectorbtpro.generic.nb.base.crossed_below_1d_nb>crossed_below_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.demean_nb>demean_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1317-L1350 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.generic.nb.base.demean_nb title="Permanent link">&para;</a></h2> <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>demean_nb</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=n>arr</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=n>group_map</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>Demean each value within its group.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.diff_1d_nb>diff_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L495-L506 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.generic.nb.base.diff_1d_nb title="Permanent link">&para;</a></h2> <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>diff_1d_nb</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=n>arr</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=n>n</span><span class=o>=</span><span class=mi>1</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>Compute the 1-th discrete difference.</p> <p>Numba equivalent to <code>pd.Series(arr).diff()</code>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.diff_nb>diff_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L509-L520 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.generic.nb.base.diff_nb title="Permanent link">&para;</a></h2> <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>diff_nb</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>arr</span><span class=p>,</span>
</span><span id=__span-26-3><a id=__codelineno-26-3 name=__codelineno-26-3 href=#__codelineno-26-3></a>    <span class=n>n</span><span class=o>=</span><span class=mi>1</span>
</span><span id=__span-26-4><a id=__codelineno-26-4 name=__codelineno-26-4 href=#__codelineno-26-4></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.diff_1d_nb title=vectorbtpro.generic.nb.base.diff_1d_nb>diff_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.fbfill_nb>fbfill_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L295-L333 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.generic.nb.base.fbfill_nb title="Permanent link">&para;</a></h2> <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>fbfill_nb</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>arr</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>Forward and backward fill NaN values.</p> <div class="admonition note"> <p class=admonition-title>Note</p> <p>If there are no NaN (or any) values, will return <code>arr</code>.</p> </div> <hr> <h2 id=vectorbtpro.generic.nb.base.ffill_1d_nb>ffill_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L583-L595 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.generic.nb.base.ffill_1d_nb title="Permanent link">&para;</a></h2> <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>ffill_1d_nb</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=n>arr</span>
</span><span id=__span-28-3><a id=__codelineno-28-3 name=__codelineno-28-3 href=#__codelineno-28-3></a><span class=p>)</span>
</span></code></pre></div> <p>Fill NaNs by propagating last valid observation forward.</p> <p>Numba equivalent to <code>pd.Series(arr).fillna(method='ffill')</code>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.ffill_nb>ffill_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L598-L609 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.generic.nb.base.ffill_nb title="Permanent link">&para;</a></h2> <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>ffill_nb</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=n>arr</span>
</span><span id=__span-29-3><a id=__codelineno-29-3 name=__codelineno-29-3 href=#__codelineno-29-3></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.ffill_1d_nb title=vectorbtpro.generic.nb.base.ffill_1d_nb>ffill_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.fillna_1d_nb>fillna_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L276-L281 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.generic.nb.base.fillna_1d_nb title="Permanent link">&para;</a></h2> <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>fillna_1d_nb</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>arr</span><span class=p>,</span>
</span><span id=__span-30-3><a id=__codelineno-30-3 name=__codelineno-30-3 href=#__codelineno-30-3></a>    <span class=n>value</span>
</span><span id=__span-30-4><a id=__codelineno-30-4 name=__codelineno-30-4 href=#__codelineno-30-4></a><span class=p>)</span>
</span></code></pre></div> <p>Replace NaNs with value.</p> <p>Numba equivalent to <code>pd.Series(arr).fillna(value)</code>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.fillna_nb>fillna_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L284-L292 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.generic.nb.base.fillna_nb title="Permanent link">&para;</a></h2> <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>fillna_nb</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>arr</span><span class=p>,</span>
</span><span id=__span-31-3><a id=__codelineno-31-3 name=__codelineno-31-3 href=#__codelineno-31-3></a>    <span class=n>value</span>
</span><span id=__span-31-4><a id=__codelineno-31-4 name=__codelineno-31-4 href=#__codelineno-31-4></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.fillna_1d_nb title=vectorbtpro.generic.nb.base.fillna_1d_nb>fillna_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.first_valid_index_1d_nb>first_valid_index_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L240-L246 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.generic.nb.base.first_valid_index_1d_nb title="Permanent link">&para;</a></h2> <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>first_valid_index_1d_nb</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=n>arr</span>
</span><span id=__span-32-3><a id=__codelineno-32-3 name=__codelineno-32-3 href=#__codelineno-32-3></a><span class=p>)</span>
</span></code></pre></div> <p>Get the index of the first valid value.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.first_valid_index_nb>first_valid_index_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L249-L255 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.generic.nb.base.first_valid_index_nb title="Permanent link">&para;</a></h2> <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>first_valid_index_nb</span><span class=p>(</span>
</span><span id=__span-33-2><a id=__codelineno-33-2 name=__codelineno-33-2 href=#__codelineno-33-2></a>    <span class=n>arr</span>
</span><span id=__span-33-3><a id=__codelineno-33-3 name=__codelineno-33-3 href=#__codelineno-33-3></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.first_valid_index_1d_nb title=vectorbtpro.generic.nb.base.first_valid_index_1d_nb>first_valid_index_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.fshift_1d_nb>fshift_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L448-L453 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.generic.nb.base.fshift_1d_nb title="Permanent link">&para;</a></h2> <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>fshift_1d_nb</span><span class=p>(</span>
</span><span id=__span-34-2><a id=__codelineno-34-2 name=__codelineno-34-2 href=#__codelineno-34-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-34-3><a id=__codelineno-34-3 name=__codelineno-34-3 href=#__codelineno-34-3></a>    <span class=n>n</span><span class=o>=</span><span class=mi>1</span><span class=p>,</span>
</span><span id=__span-34-4><a id=__codelineno-34-4 name=__codelineno-34-4 href=#__codelineno-34-4></a>    <span class=n>fill_value</span><span class=o>=</span><span class=n>nan</span>
</span><span id=__span-34-5><a id=__codelineno-34-5 name=__codelineno-34-5 href=#__codelineno-34-5></a><span class=p>)</span>
</span></code></pre></div> <p>Shift forward by <code>n</code> positions.</p> <p>Numba equivalent to <code>pd.Series(arr).shift(n)</code>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.fshift_nb>fshift_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L484-L492 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.generic.nb.base.fshift_nb title="Permanent link">&para;</a></h2> <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>fshift_nb</span><span class=p>(</span>
</span><span id=__span-35-2><a id=__codelineno-35-2 name=__codelineno-35-2 href=#__codelineno-35-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-35-3><a id=__codelineno-35-3 name=__codelineno-35-3 href=#__codelineno-35-3></a>    <span class=n>n</span><span class=o>=</span><span class=mi>1</span><span class=p>,</span>
</span><span id=__span-35-4><a id=__codelineno-35-4 name=__codelineno-35-4 href=#__codelineno-35-4></a>    <span class=n>fill_value</span><span class=o>=</span><span class=n>nan</span>
</span><span id=__span-35-5><a id=__codelineno-35-5 name=__codelineno-35-5 href=#__codelineno-35-5></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.fshift_1d_nb title=vectorbtpro.generic.nb.base.fshift_1d_nb>fshift_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.last_valid_index_1d_nb>last_valid_index_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L258-L264 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.generic.nb.base.last_valid_index_1d_nb title="Permanent link">&para;</a></h2> <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>last_valid_index_1d_nb</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=n>arr</span>
</span><span id=__span-36-3><a id=__codelineno-36-3 name=__codelineno-36-3 href=#__codelineno-36-3></a><span class=p>)</span>
</span></code></pre></div> <p>Get the index of the last valid value.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.last_valid_index_nb>last_valid_index_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L267-L273 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.generic.nb.base.last_valid_index_nb title="Permanent link">&para;</a></h2> <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>last_valid_index_nb</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>arr</span>
</span><span id=__span-37-3><a id=__codelineno-37-3 name=__codelineno-37-3 href=#__codelineno-37-3></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.last_valid_index_1d_nb title=vectorbtpro.generic.nb.base.last_valid_index_1d_nb>last_valid_index_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancnt_1d_nb>nancnt_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L748-L755 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.generic.nb.base.nancnt_1d_nb title="Permanent link">&para;</a></h2> <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>nancnt_1d_nb</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=n>arr</span>
</span><span id=__span-38-3><a id=__codelineno-38-3 name=__codelineno-38-3 href=#__codelineno-38-3></a><span class=p>)</span>
</span></code></pre></div> <p>Compute count while ignoring NaNs and not allocating any arrays.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancnt_nb>nancnt_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L758-L769 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.generic.nb.base.nancnt_nb title="Permanent link">&para;</a></h2> <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>nancnt_nb</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=n>arr</span>
</span><span id=__span-39-3><a id=__codelineno-39-3 name=__codelineno-39-3 href=#__codelineno-39-3></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.nancnt_1d_nb title=vectorbtpro.generic.nb.base.nancnt_1d_nb>nancnt_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancorr_1d_nb>nancorr_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1015-L1043 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.generic.nb.base.nancorr_1d_nb title="Permanent link">&para;</a></h2> <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>nancorr_1d_nb</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=n>arr1</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>arr2</span>
</span><span id=__span-40-4><a id=__codelineno-40-4 name=__codelineno-40-4 href=#__codelineno-40-4></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.corrcoef</code> that ignores NaN values.</p> <p>Numerically stable.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancorr_nb>nancorr_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1046-L1057 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.generic.nb.base.nancorr_nb title="Permanent link">&para;</a></h2> <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>nancorr_nb</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>arr1</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>arr2</span>
</span><span id=__span-41-4><a id=__codelineno-41-4 name=__codelineno-41-4 href=#__codelineno-41-4></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.nancorr_1d_nb title=vectorbtpro.generic.nb.base.nancorr_1d_nb>nancorr_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancov_1d_nb>nancov_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L979-L998 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.generic.nb.base.nancov_1d_nb title="Permanent link">&para;</a></h2> <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>nancov_1d_nb</span><span class=p>(</span>
</span><span id=__span-42-2><a id=__codelineno-42-2 name=__codelineno-42-2 href=#__codelineno-42-2></a>    <span class=n>arr1</span><span class=p>,</span>
</span><span id=__span-42-3><a id=__codelineno-42-3 name=__codelineno-42-3 href=#__codelineno-42-3></a>    <span class=n>arr2</span><span class=p>,</span>
</span><span id=__span-42-4><a id=__codelineno-42-4 name=__codelineno-42-4 href=#__codelineno-42-4></a>    <span class=n>ddof</span><span class=o>=</span><span class=mi>0</span>
</span><span id=__span-42-5><a id=__codelineno-42-5 name=__codelineno-42-5 href=#__codelineno-42-5></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.cov</code> that ignores NaN values.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancov_nb>nancov_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1001-L1012 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.generic.nb.base.nancov_nb title="Permanent link">&para;</a></h2> <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>nancov_nb</span><span class=p>(</span>
</span><span id=__span-43-2><a id=__codelineno-43-2 name=__codelineno-43-2 href=#__codelineno-43-2></a>    <span class=n>arr1</span><span class=p>,</span>
</span><span id=__span-43-3><a id=__codelineno-43-3 name=__codelineno-43-3 href=#__codelineno-43-3></a>    <span class=n>arr2</span><span class=p>,</span>
</span><span id=__span-43-4><a id=__codelineno-43-4 name=__codelineno-43-4 href=#__codelineno-43-4></a>    <span class=n>ddof</span><span class=o>=</span><span class=mi>0</span>
</span><span id=__span-43-5><a id=__codelineno-43-5 name=__codelineno-43-5 href=#__codelineno-43-5></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.nancov_1d_nb title=vectorbtpro.generic.nb.base.nancov_1d_nb>nancov_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancumprod_nb>nancumprod_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L703-L711 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.generic.nb.base.nancumprod_nb title="Permanent link">&para;</a></h2> <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>nancumprod_nb</span><span class=p>(</span>
</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><span id=__span-44-3><a id=__codelineno-44-3 name=__codelineno-44-3 href=#__codelineno-44-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nancumprod</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nancumsum_nb>nancumsum_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L669-L677 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.generic.nb.base.nancumsum_nb title="Permanent link">&para;</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>nancumsum_nb</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>arr</span>
</span><span id=__span-45-3><a id=__codelineno-45-3 name=__codelineno-45-3 href=#__codelineno-45-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nancumsum</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanmax_nb>nanmax_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L786-L797 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.generic.nb.base.nanmax_nb title="Permanent link">&para;</a></h2> <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>nanmax_nb</span><span class=p>(</span>
</span><span id=__span-46-2><a id=__codelineno-46-2 name=__codelineno-46-2 href=#__codelineno-46-2></a>    <span class=n>arr</span>
</span><span id=__span-46-3><a id=__codelineno-46-3 name=__codelineno-46-3 href=#__codelineno-46-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nanmax</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanmean_nb>nanmean_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L800-L811 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.generic.nb.base.nanmean_nb title="Permanent link">&para;</a></h2> <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>nanmean_nb</span><span class=p>(</span>
</span><span id=__span-47-2><a id=__codelineno-47-2 name=__codelineno-47-2 href=#__codelineno-47-2></a>    <span class=n>arr</span>
</span><span id=__span-47-3><a id=__codelineno-47-3 name=__codelineno-47-3 href=#__codelineno-47-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nanmean</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanmedian_nb>nanmedian_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L814-L825 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.generic.nb.base.nanmedian_nb title="Permanent link">&para;</a></h2> <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>nanmedian_nb</span><span class=p>(</span>
</span><span id=__span-48-2><a id=__codelineno-48-2 name=__codelineno-48-2 href=#__codelineno-48-2></a>    <span class=n>arr</span>
</span><span id=__span-48-3><a id=__codelineno-48-3 name=__codelineno-48-3 href=#__codelineno-48-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nanmedian</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanmin_nb>nanmin_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L772-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.generic.nb.base.nanmin_nb title="Permanent link">&para;</a></h2> <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>nanmin_nb</span><span class=p>(</span>
</span><span id=__span-49-2><a id=__codelineno-49-2 name=__codelineno-49-2 href=#__codelineno-49-2></a>    <span class=n>arr</span>
</span><span id=__span-49-3><a id=__codelineno-49-3 name=__codelineno-49-3 href=#__codelineno-49-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nanmin</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanpartition_mean_noarr_1d_nb>nanpartition_mean_noarr_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L896-L938 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.generic.nb.base.nanpartition_mean_noarr_1d_nb title="Permanent link">&para;</a></h2> <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>nanpartition_mean_noarr_1d_nb</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=n>arr</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=n>q</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>Average of <code>np.partition</code> that ignores NaN values and does not allocate any arrays.</p> <div class="admonition note"> <p class=admonition-title>Note</p> <p>Has worst case time complexity of O(N^2), which makes it much slower than <code>np.partition</code>, but still faster if used in rolling calculations, especially for <code>q</code> near 0.</p> </div> <hr> <h2 id=vectorbtpro.generic.nb.base.nanpercentile_noarr_1d_nb>nanpercentile_noarr_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L828-L893 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.generic.nb.base.nanpercentile_noarr_1d_nb title="Permanent link">&para;</a></h2> <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>nanpercentile_noarr_1d_nb</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=n>arr</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=n>q</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>Numba equivalent of <code>np.nanpercentile</code> that does not allocate any arrays.</p> <div class="admonition note"> <p class=admonition-title>Note</p> <p>Has worst case time complexity of O(N^2), which makes it much slower than <code>np.nanpercentile</code>, but still faster if used in rolling calculations, especially for <code>q</code> near 0 and 100.</p> </div> <hr> <h2 id=vectorbtpro.generic.nb.base.nanprod_nb>nanprod_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L635-L643 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.generic.nb.base.nanprod_nb title="Permanent link">&para;</a></h2> <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>nanprod_nb</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>arr</span>
</span><span id=__span-52-3><a id=__codelineno-52-3 name=__codelineno-52-3 href=#__codelineno-52-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nanprod</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanstd_1d_nb>nanstd_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.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.generic.nb.base.nanstd_1d_nb title="Permanent link">&para;</a></h2> <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>nanstd_1d_nb</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=n>arr</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=n>ddof</span><span class=o>=</span><span class=mi>0</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>Numba equivalent of <code>np.nanstd</code>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanstd_nb>nanstd_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L965-L976 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.generic.nb.base.nanstd_nb title="Permanent link">&para;</a></h2> <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>nanstd_nb</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=n>arr</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>ddof</span><span class=o>=</span><span class=mi>0</span>
</span><span id=__span-54-4><a id=__codelineno-54-4 name=__codelineno-54-4 href=#__codelineno-54-4></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.nanstd_1d_nb title=vectorbtpro.generic.nb.base.nanstd_1d_nb>nanstd_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nansum_nb>nansum_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L737-L745 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.generic.nb.base.nansum_nb title="Permanent link">&para;</a></h2> <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>nansum_nb</span><span class=p>(</span>
</span><span id=__span-55-2><a id=__codelineno-55-2 name=__codelineno-55-2 href=#__codelineno-55-2></a>    <span class=n>arr</span>
</span><span id=__span-55-3><a id=__codelineno-55-3 name=__codelineno-55-3 href=#__codelineno-55-3></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nansum</code> along axis 0.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.nanvar_1d_nb>nanvar_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L941-L956 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.generic.nb.base.nanvar_1d_nb title="Permanent link">&para;</a></h2> <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>nanvar_1d_nb</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>arr</span><span class=p>,</span>
</span><span id=__span-56-3><a id=__codelineno-56-3 name=__codelineno-56-3 href=#__codelineno-56-3></a>    <span class=n>ddof</span><span class=o>=</span><span class=mi>0</span>
</span><span id=__span-56-4><a id=__codelineno-56-4 name=__codelineno-56-4 href=#__codelineno-56-4></a><span class=p>)</span>
</span></code></pre></div> <p>Numba equivalent of <code>np.nanvar</code> that does not allocate any arrays.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.pct_change_1d_nb>pct_change_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L523-L534 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.generic.nb.base.pct_change_1d_nb title="Permanent link">&para;</a></h2> <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>pct_change_1d_nb</span><span class=p>(</span>
</span><span id=__span-57-2><a id=__codelineno-57-2 name=__codelineno-57-2 href=#__codelineno-57-2></a>    <span class=n>arr</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>n</span><span class=o>=</span><span class=mi>1</span>
</span><span id=__span-57-4><a id=__codelineno-57-4 name=__codelineno-57-4 href=#__codelineno-57-4></a><span class=p>)</span>
</span></code></pre></div> <p>Compute the percentage change.</p> <p>Numba equivalent to <code>pd.Series(arr).pct_change()</code>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.pct_change_nb>pct_change_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L537-L548 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.generic.nb.base.pct_change_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-58-1><a id=__codelineno-58-1 name=__codelineno-58-1 href=#__codelineno-58-1></a><span class=n>pct_change_nb</span><span class=p>(</span>
</span><span id=__span-58-2><a id=__codelineno-58-2 name=__codelineno-58-2 href=#__codelineno-58-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-58-3><a id=__codelineno-58-3 name=__codelineno-58-3 href=#__codelineno-58-3></a>    <span class=n>n</span><span class=o>=</span><span class=mi>1</span>
</span><span id=__span-58-4><a id=__codelineno-58-4 name=__codelineno-58-4 href=#__codelineno-58-4></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.pct_change_1d_nb title=vectorbtpro.generic.nb.base.pct_change_1d_nb>pct_change_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.rank_1d_nb>rank_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1060-L1106 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.generic.nb.base.rank_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-59-1><a id=__codelineno-59-1 name=__codelineno-59-1 href=#__codelineno-59-1></a><span class=n>rank_1d_nb</span><span class=p>(</span>
</span><span id=__span-59-2><a id=__codelineno-59-2 name=__codelineno-59-2 href=#__codelineno-59-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-59-3><a id=__codelineno-59-3 name=__codelineno-59-3 href=#__codelineno-59-3></a>    <span class=n>argsorted</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-59-4><a id=__codelineno-59-4 name=__codelineno-59-4 href=#__codelineno-59-4></a>    <span class=n>pct</span><span class=o>=</span><span class=kc>False</span>
</span><span id=__span-59-5><a id=__codelineno-59-5 name=__codelineno-59-5 href=#__codelineno-59-5></a><span class=p>)</span>
</span></code></pre></div> <p>Compute numerical data ranks.</p> <p>Numba equivalent to <code>pd.Series(arr).rank(pct=pct)</code>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.rank_nb>rank_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1109-L1123 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.generic.nb.base.rank_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-60-1><a id=__codelineno-60-1 name=__codelineno-60-1 href=#__codelineno-60-1></a><span class=n>rank_nb</span><span class=p>(</span>
</span><span id=__span-60-2><a id=__codelineno-60-2 name=__codelineno-60-2 href=#__codelineno-60-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-60-3><a id=__codelineno-60-3 name=__codelineno-60-3 href=#__codelineno-60-3></a>    <span class=n>argsorted</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-60-4><a id=__codelineno-60-4 name=__codelineno-60-4 href=#__codelineno-60-4></a>    <span class=n>pct</span><span class=o>=</span><span class=kc>False</span>
</span><span id=__span-60-5><a id=__codelineno-60-5 name=__codelineno-60-5 href=#__codelineno-60-5></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.rank_1d_nb title=vectorbtpro.generic.nb.base.rank_1d_nb>rank_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.realign_1d_nb>realign_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1638-L1670 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.generic.nb.base.realign_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-61-1><a id=__codelineno-61-1 name=__codelineno-61-1 href=#__codelineno-61-1></a><span class=n>realign_1d_nb</span><span class=p>(</span>
</span><span id=__span-61-2><a id=__codelineno-61-2 name=__codelineno-61-2 href=#__codelineno-61-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-61-3><a id=__codelineno-61-3 name=__codelineno-61-3 href=#__codelineno-61-3></a>    <span class=n>source_index</span><span class=p>,</span>
</span><span id=__span-61-4><a id=__codelineno-61-4 name=__codelineno-61-4 href=#__codelineno-61-4></a>    <span class=n>target_index</span><span class=p>,</span>
</span><span id=__span-61-5><a id=__codelineno-61-5 name=__codelineno-61-5 href=#__codelineno-61-5></a>    <span class=n>source_freq</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-61-6><a id=__codelineno-61-6 name=__codelineno-61-6 href=#__codelineno-61-6></a>    <span class=n>target_freq</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-61-7><a id=__codelineno-61-7 name=__codelineno-61-7 href=#__codelineno-61-7></a>    <span class=n>source_rbound</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
</span><span id=__span-61-8><a id=__codelineno-61-8 name=__codelineno-61-8 href=#__codelineno-61-8></a>    <span class=n>target_rbound</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-61-9><a id=__codelineno-61-9 name=__codelineno-61-9 href=#__codelineno-61-9></a>    <span class=n>nan_value</span><span class=o>=</span><span class=n>nan</span><span class=p>,</span>
</span><span id=__span-61-10><a id=__codelineno-61-10 name=__codelineno-61-10 href=#__codelineno-61-10></a>    <span class=n>ffill</span><span class=o>=</span><span class=kc>True</span>
</span><span id=__span-61-11><a id=__codelineno-61-11 name=__codelineno-61-11 href=#__codelineno-61-11></a><span class=p>)</span>
</span></code></pre></div> <p>Get the latest in <code>arr</code> at each index in <code>target_index</code> based on <code>source_index</code>.</p> <p>If <code>source_rbound</code> is True, then each element in <code>source_index</code> is effectively located at the right bound, which is the frequency or the next element (excluding) if the frequency is None. The same for <code>target_rbound</code> and <code>target_index</code>.</p> <div class="admonition note"> <p class=admonition-title>Note</p> <p>Both index arrays must be increasing. Repeating values are allowed.</p> <p>If <code>arr</code> contains bar data, both indexes must represent the opening time.</p> </div> <hr> <h2 id=vectorbtpro.generic.nb.base.realign_nb>realign_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1738-L1776 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.generic.nb.base.realign_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-62-1><a id=__codelineno-62-1 name=__codelineno-62-1 href=#__codelineno-62-1></a><span class=n>realign_nb</span><span class=p>(</span>
</span><span id=__span-62-2><a id=__codelineno-62-2 name=__codelineno-62-2 href=#__codelineno-62-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-62-3><a id=__codelineno-62-3 name=__codelineno-62-3 href=#__codelineno-62-3></a>    <span class=n>source_index</span><span class=p>,</span>
</span><span id=__span-62-4><a id=__codelineno-62-4 name=__codelineno-62-4 href=#__codelineno-62-4></a>    <span class=n>target_index</span><span class=p>,</span>
</span><span id=__span-62-5><a id=__codelineno-62-5 name=__codelineno-62-5 href=#__codelineno-62-5></a>    <span class=n>source_freq</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-62-6><a id=__codelineno-62-6 name=__codelineno-62-6 href=#__codelineno-62-6></a>    <span class=n>target_freq</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-62-7><a id=__codelineno-62-7 name=__codelineno-62-7 href=#__codelineno-62-7></a>    <span class=n>source_rbound</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
</span><span id=__span-62-8><a id=__codelineno-62-8 name=__codelineno-62-8 href=#__codelineno-62-8></a>    <span class=n>target_rbound</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
</span><span id=__span-62-9><a id=__codelineno-62-9 name=__codelineno-62-9 href=#__codelineno-62-9></a>    <span class=n>nan_value</span><span class=o>=</span><span class=n>nan</span><span class=p>,</span>
</span><span id=__span-62-10><a id=__codelineno-62-10 name=__codelineno-62-10 href=#__codelineno-62-10></a>    <span class=n>ffill</span><span class=o>=</span><span class=kc>True</span>
</span><span id=__span-62-11><a id=__codelineno-62-11 name=__codelineno-62-11 href=#__codelineno-62-11></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.realign_1d_nb title=vectorbtpro.generic.nb.base.realign_1d_nb>realign_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.repartition_nb>repartition_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1184-L1194 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.generic.nb.base.repartition_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-63-1><a id=__codelineno-63-1 name=__codelineno-63-1 href=#__codelineno-63-1></a><span class=n>repartition_nb</span><span class=p>(</span>
</span><span id=__span-63-2><a id=__codelineno-63-2 name=__codelineno-63-2 href=#__codelineno-63-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-63-3><a id=__codelineno-63-3 name=__codelineno-63-3 href=#__codelineno-63-3></a>    <span class=n>counts</span>
</span><span id=__span-63-4><a id=__codelineno-63-4 name=__codelineno-63-4 href=#__codelineno-63-4></a><span class=p>)</span>
</span></code></pre></div> <p>Repartition a 2-dimensional array into a 1-dimensional by removing empty elements.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.select_indices_1d_nb>select_indices_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L48-L51 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.generic.nb.base.select_indices_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-64-1><a id=__codelineno-64-1 name=__codelineno-64-1 href=#__codelineno-64-1></a><span class=n>select_indices_1d_nb</span><span class=p>(</span>
</span><span id=__span-64-2><a id=__codelineno-64-2 name=__codelineno-64-2 href=#__codelineno-64-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-64-3><a id=__codelineno-64-3 name=__codelineno-64-3 href=#__codelineno-64-3></a>    <span class=n>indices</span><span class=p>,</span>
</span><span id=__span-64-4><a id=__codelineno-64-4 name=__codelineno-64-4 href=#__codelineno-64-4></a>    <span class=n>fill_value</span>
</span><span id=__span-64-5><a id=__codelineno-64-5 name=__codelineno-64-5 href=#__codelineno-64-5></a><span class=p>)</span>
</span></code></pre></div> <p>Set each element to a value by boolean mask.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.select_indices_nb>select_indices_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L83-L86 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.generic.nb.base.select_indices_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-65-1><a id=__codelineno-65-1 name=__codelineno-65-1 href=#__codelineno-65-1></a><span class=n>select_indices_nb</span><span class=p>(</span>
</span><span id=__span-65-2><a id=__codelineno-65-2 name=__codelineno-65-2 href=#__codelineno-65-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-65-3><a id=__codelineno-65-3 name=__codelineno-65-3 href=#__codelineno-65-3></a>    <span class=n>indices</span><span class=p>,</span>
</span><span id=__span-65-4><a id=__codelineno-65-4 name=__codelineno-65-4 href=#__codelineno-65-4></a>    <span class=n>fill_value</span>
</span><span id=__span-65-5><a id=__codelineno-65-5 name=__codelineno-65-5 href=#__codelineno-65-5></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.select_indices_1d_nb title=vectorbtpro.generic.nb.base.select_indices_1d_nb>select_indices_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.set_by_mask_1d_nb>set_by_mask_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L140-L143 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.generic.nb.base.set_by_mask_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-66-1><a id=__codelineno-66-1 name=__codelineno-66-1 href=#__codelineno-66-1></a><span class=n>set_by_mask_1d_nb</span><span class=p>(</span>
</span><span id=__span-66-2><a id=__codelineno-66-2 name=__codelineno-66-2 href=#__codelineno-66-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-66-3><a id=__codelineno-66-3 name=__codelineno-66-3 href=#__codelineno-66-3></a>    <span class=n>mask</span><span class=p>,</span>
</span><span id=__span-66-4><a id=__codelineno-66-4 name=__codelineno-66-4 href=#__codelineno-66-4></a>    <span class=n>value</span>
</span><span id=__span-66-5><a id=__codelineno-66-5 name=__codelineno-66-5 href=#__codelineno-66-5></a><span class=p>)</span>
</span></code></pre></div> <p>Set each element to a value by boolean mask.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.set_by_mask_mult_1d_nb>set_by_mask_mult_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L201-L206 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.generic.nb.base.set_by_mask_mult_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-67-1><a id=__codelineno-67-1 name=__codelineno-67-1 href=#__codelineno-67-1></a><span class=n>set_by_mask_mult_1d_nb</span><span class=p>(</span>
</span><span id=__span-67-2><a id=__codelineno-67-2 name=__codelineno-67-2 href=#__codelineno-67-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-67-3><a id=__codelineno-67-3 name=__codelineno-67-3 href=#__codelineno-67-3></a>    <span class=n>mask</span><span class=p>,</span>
</span><span id=__span-67-4><a id=__codelineno-67-4 name=__codelineno-67-4 href=#__codelineno-67-4></a>    <span class=n>values</span>
</span><span id=__span-67-5><a id=__codelineno-67-5 name=__codelineno-67-5 href=#__codelineno-67-5></a><span class=p>)</span>
</span></code></pre></div> <p>Set each element in one array to the corresponding element in another by boolean mask.</p> <p><code>values</code> must be of the same shape as in the array.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.set_by_mask_mult_nb>set_by_mask_mult_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L234-L237 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.generic.nb.base.set_by_mask_mult_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-68-1><a id=__codelineno-68-1 name=__codelineno-68-1 href=#__codelineno-68-1></a><span class=n>set_by_mask_mult_nb</span><span class=p>(</span>
</span><span id=__span-68-2><a id=__codelineno-68-2 name=__codelineno-68-2 href=#__codelineno-68-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-68-3><a id=__codelineno-68-3 name=__codelineno-68-3 href=#__codelineno-68-3></a>    <span class=n>mask</span><span class=p>,</span>
</span><span id=__span-68-4><a id=__codelineno-68-4 name=__codelineno-68-4 href=#__codelineno-68-4></a>    <span class=n>values</span>
</span><span id=__span-68-5><a id=__codelineno-68-5 name=__codelineno-68-5 href=#__codelineno-68-5></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.set_by_mask_mult_1d_nb title=vectorbtpro.generic.nb.base.set_by_mask_mult_1d_nb>set_by_mask_mult_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.set_by_mask_nb>set_by_mask_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L171-L174 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.generic.nb.base.set_by_mask_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-69-1><a id=__codelineno-69-1 name=__codelineno-69-1 href=#__codelineno-69-1></a><span class=n>set_by_mask_nb</span><span class=p>(</span>
</span><span id=__span-69-2><a id=__codelineno-69-2 name=__codelineno-69-2 href=#__codelineno-69-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-69-3><a id=__codelineno-69-3 name=__codelineno-69-3 href=#__codelineno-69-3></a>    <span class=n>mask</span><span class=p>,</span>
</span><span id=__span-69-4><a id=__codelineno-69-4 name=__codelineno-69-4 href=#__codelineno-69-4></a>    <span class=n>value</span>
</span><span id=__span-69-5><a id=__codelineno-69-5 name=__codelineno-69-5 href=#__codelineno-69-5></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.set_by_mask_1d_nb title=vectorbtpro.generic.nb.base.set_by_mask_1d_nb>set_by_mask_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.shuffle_1d_nb>shuffle_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L89-L96 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.generic.nb.base.shuffle_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-70-1><a id=__codelineno-70-1 name=__codelineno-70-1 href=#__codelineno-70-1></a><span class=n>shuffle_1d_nb</span><span class=p>(</span>
</span><span id=__span-70-2><a id=__codelineno-70-2 name=__codelineno-70-2 href=#__codelineno-70-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-70-3><a id=__codelineno-70-3 name=__codelineno-70-3 href=#__codelineno-70-3></a>    <span class=n>seed</span><span class=o>=</span><span class=kc>None</span>
</span><span id=__span-70-4><a id=__codelineno-70-4 name=__codelineno-70-4 href=#__codelineno-70-4></a><span class=p>)</span>
</span></code></pre></div> <p>Shuffle each column in the array.</p> <p>Specify <code>seed</code> to make output deterministic.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.shuffle_nb>shuffle_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L99-L113 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.generic.nb.base.shuffle_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-71-1><a id=__codelineno-71-1 name=__codelineno-71-1 href=#__codelineno-71-1></a><span class=n>shuffle_nb</span><span class=p>(</span>
</span><span id=__span-71-2><a id=__codelineno-71-2 name=__codelineno-71-2 href=#__codelineno-71-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-71-3><a id=__codelineno-71-3 name=__codelineno-71-3 href=#__codelineno-71-3></a>    <span class=n>seed</span><span class=o>=</span><span class=kc>None</span>
</span><span id=__span-71-4><a id=__codelineno-71-4 name=__codelineno-71-4 href=#__codelineno-71-4></a><span class=p>)</span>
</span></code></pre></div> <p>2-dim version of <a href=index.html#vectorbtpro.generic.nb.base.shuffle_1d_nb title=vectorbtpro.generic.nb.base.shuffle_1d_nb>shuffle_1d_nb()</a>.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.to_renko_1d_nb>to_renko_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1353-L1422 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.generic.nb.base.to_renko_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-72-1><a id=__codelineno-72-1 name=__codelineno-72-1 href=#__codelineno-72-1></a><span class=n>to_renko_1d_nb</span><span class=p>(</span>
</span><span id=__span-72-2><a id=__codelineno-72-2 name=__codelineno-72-2 href=#__codelineno-72-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-72-3><a id=__codelineno-72-3 name=__codelineno-72-3 href=#__codelineno-72-3></a>    <span class=n>brick_size</span><span class=p>,</span>
</span><span id=__span-72-4><a id=__codelineno-72-4 name=__codelineno-72-4 href=#__codelineno-72-4></a>    <span class=n>relative</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
</span><span id=__span-72-5><a id=__codelineno-72-5 name=__codelineno-72-5 href=#__codelineno-72-5></a>    <span class=n>start_value</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-72-6><a id=__codelineno-72-6 name=__codelineno-72-6 href=#__codelineno-72-6></a>    <span class=n>max_out_len</span><span class=o>=</span><span class=kc>None</span>
</span><span id=__span-72-7><a id=__codelineno-72-7 name=__codelineno-72-7 href=#__codelineno-72-7></a><span class=p>)</span>
</span></code></pre></div> <p>Convert to Renko format.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.to_renko_ohlc_1d_nb>to_renko_ohlc_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1425-L1503 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.generic.nb.base.to_renko_ohlc_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-73-1><a id=__codelineno-73-1 name=__codelineno-73-1 href=#__codelineno-73-1></a><span class=n>to_renko_ohlc_1d_nb</span><span class=p>(</span>
</span><span id=__span-73-2><a id=__codelineno-73-2 name=__codelineno-73-2 href=#__codelineno-73-2></a>    <span class=n>arr</span><span class=p>,</span>
</span><span id=__span-73-3><a id=__codelineno-73-3 name=__codelineno-73-3 href=#__codelineno-73-3></a>    <span class=n>brick_size</span><span class=p>,</span>
</span><span id=__span-73-4><a id=__codelineno-73-4 name=__codelineno-73-4 href=#__codelineno-73-4></a>    <span class=n>relative</span><span class=o>=</span><span class=kc>False</span><span class=p>,</span>
</span><span id=__span-73-5><a id=__codelineno-73-5 name=__codelineno-73-5 href=#__codelineno-73-5></a>    <span class=n>start_value</span><span class=o>=</span><span class=kc>None</span><span class=p>,</span>
</span><span id=__span-73-6><a id=__codelineno-73-6 name=__codelineno-73-6 href=#__codelineno-73-6></a>    <span class=n>max_out_len</span><span class=o>=</span><span class=kc>None</span>
</span><span id=__span-73-7><a id=__codelineno-73-7 name=__codelineno-73-7 href=#__codelineno-73-7></a><span class=p>)</span>
</span></code></pre></div> <p>Convert to Renko OHLC format.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.value_counts_1d_nb>value_counts_1d_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1156-L1163 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.generic.nb.base.value_counts_1d_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-74-1><a id=__codelineno-74-1 name=__codelineno-74-1 href=#__codelineno-74-1></a><span class=n>value_counts_1d_nb</span><span class=p>(</span>
</span><span id=__span-74-2><a id=__codelineno-74-2 name=__codelineno-74-2 href=#__codelineno-74-2></a>    <span class=n>codes</span><span class=p>,</span>
</span><span id=__span-74-3><a id=__codelineno-74-3 name=__codelineno-74-3 href=#__codelineno-74-3></a>    <span class=n>n_uniques</span>
</span><span id=__span-74-4><a id=__codelineno-74-4 name=__codelineno-74-4 href=#__codelineno-74-4></a><span class=p>)</span>
</span></code></pre></div> <p>Compute value counts.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.value_counts_nb>value_counts_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1129-L1153 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.generic.nb.base.value_counts_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-75-1><a id=__codelineno-75-1 name=__codelineno-75-1 href=#__codelineno-75-1></a><span class=n>value_counts_nb</span><span class=p>(</span>
</span><span id=__span-75-2><a id=__codelineno-75-2 name=__codelineno-75-2 href=#__codelineno-75-2></a>    <span class=n>codes</span><span class=p>,</span>
</span><span id=__span-75-3><a id=__codelineno-75-3 name=__codelineno-75-3 href=#__codelineno-75-3></a>    <span class=n>n_uniques</span><span class=p>,</span>
</span><span id=__span-75-4><a id=__codelineno-75-4 name=__codelineno-75-4 href=#__codelineno-75-4></a>    <span class=n>group_map</span>
</span><span id=__span-75-5><a id=__codelineno-75-5 name=__codelineno-75-5 href=#__codelineno-75-5></a><span class=p>)</span>
</span></code></pre></div> <p>Compute value counts per column/group.</p> <hr> <h2 id=vectorbtpro.generic.nb.base.value_counts_per_row_nb>value_counts_per_row_nb <span class=dobjtype>function</span><a class=githublink href=https://github.com/drew2323/vbtpro/blob/main/vectorbtpro/generic/nb/base.py#L1166-L1178 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.generic.nb.base.value_counts_per_row_nb title="Permanent link">&para;</a></h2> <div class="language-python highlight"><pre><span></span><code><span id=__span-76-1><a id=__codelineno-76-1 name=__codelineno-76-1 href=#__codelineno-76-1></a><span class=n>value_counts_per_row_nb</span><span class=p>(</span>
</span><span id=__span-76-2><a id=__codelineno-76-2 name=__codelineno-76-2 href=#__codelineno-76-2></a>    <span class=n>codes</span><span class=p>,</span>
</span><span id=__span-76-3><a id=__codelineno-76-3 name=__codelineno-76-3 href=#__codelineno-76-3></a>    <span class=n>n_uniques</span>
</span><span id=__span-76-4><a id=__codelineno-76-4 name=__codelineno-76-4 href=#__codelineno-76-4></a><span class=p>)</span>
</span></code></pre></div> <p>Compute value counts per row.</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=../apply_reduce/index.html class="md-footer__link md-footer__link--prev" aria-label="Previous: apply_reduce"> <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> apply_reduce </div> </div> </a> <a href=../iter_/index.html class="md-footer__link md-footer__link--next" aria-label="Next: iter_"> <div class=md-footer__title> <span class=md-footer__direction> Next </span> <div class=md-ellipsis> iter_ </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 &copy; 2021-2024 Oleg Polakow. 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