diff --git a/.github/workflows/build-sldes.yaml b/.github/workflows/build-sldes.yaml index 3efce87..ea589e8 100644 --- a/.github/workflows/build-sldes.yaml +++ b/.github/workflows/build-sldes.yaml @@ -19,12 +19,11 @@ jobs: - name: Run Marp to generate HTML slides run: | - cd talk docker run --rm --init \ -v ${{ github.workspace }}:/home/marp/app \ -e LANG=${{ secrets.LANG }} \ -p 8080:8080 -p 37717:37717 \ - marpteam/marp-cli:v3.2.0 --theme ngi-theme.css slides.md --html . + marpteam/marp-cli:v3.2.0 --theme talk/ngi-theme.css talk/slides.md --html . - name: Commit and Push HTML slides to gh-pages run: | diff --git a/talk/slides.html b/talk/slides.html index b293090..a412472 100755 --- a/talk/slides.html +++ b/talk/slides.html @@ -12,17 +12,49 @@ /* content:""; 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blockquote>:first-child{margin-top:0}div#\:\$p>svg>foreignObject>section blockquote>:last-child{margin-bottom:0}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1) .octicon-link,div#\:\$p>svg>foreignObject>section :is(h2,marp-h2) .octicon-link,div#\:\$p>svg>foreignObject>section :is(h3,marp-h3) .octicon-link,div#\:\$p>svg>foreignObject>section :is(h4,marp-h4) .octicon-link,div#\:\$p>svg>foreignObject>section :is(h5,marp-h5) .octicon-link,div#\:\$p>svg>foreignObject>section :is(h6,marp-h6) .octicon-link{color:var(--color-fg-default);vertical-align:middle;visibility:hidden}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1):hover .anchor,div#\:\$p>svg>foreignObject>section :is(h2,marp-h2):hover .anchor,div#\:\$p>svg>foreignObject>section :is(h3,marp-h3):hover .anchor,div#\:\$p>svg>foreignObject>section :is(h4,marp-h4):hover .anchor,div#\:\$p>svg>foreignObject>section :is(h5,marp-h5):hover .anchor,div#\:\$p>svg>foreignObject>section :is(h6,marp-h6):hover 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ul{margin-bottom:0;margin-top:0}div#\:\$p>svg>foreignObject>section li>p{margin-top:16px}div#\:\$p>svg>foreignObject>section li+li{margin-top:.25em}div#\:\$p>svg>foreignObject>section dl{padding:0}div#\:\$p>svg>foreignObject>section dl dt{font-size:1em;font-style:italic;font-weight:var(--base-text-weight-semibold,600);margin-top:16px;padding:0}div#\:\$p>svg>foreignObject>section dl dd{margin-bottom:16px;padding:0 16px}div#\:\$p>svg>foreignObject>section table th{font-weight:var(--base-text-weight-semibold,600)}div#\:\$p>svg>foreignObject>section table td,div#\:\$p>svg>foreignObject>section table th{border:1px solid var(--color-border-default);padding:6px 13px}div#\:\$p>svg>foreignObject>section table tr{background-color:var(--color-canvas-default);border-top:1px solid var(--color-border-muted)}div#\:\$p>svg>foreignObject>section table tr:nth-child(2n){background-color:var(--color-canvas-subtle)}div#\:\$p>svg>foreignObject>section table img{background-color:transparent}div#\:\$p>svg>foreignObject>section img[align=right]{padding-left:20px}div#\:\$p>svg>foreignObject>section img[align=left]{padding-right:20px}div#\:\$p>svg>foreignObject>section .emoji{background-color:transparent;max-width:none;vertical-align:text-top}div#\:\$p>svg>foreignObject>section :is(span,marp-span).frame,div#\:\$p>svg>foreignObject>section :is(span,marp-span).frame>:is(span,marp-span){display:block;overflow:hidden}div#\:\$p>svg>foreignObject>section :is(span,marp-span).frame>:is(span,marp-span){border:1px solid var(--color-border-default);float:left;margin:13px 0 0;padding:7px;width:auto}div#\:\$p>svg>foreignObject>section :is(span,marp-span).frame :is(span,marp-span) img{display:block;float:left}div#\:\$p>svg>foreignObject>section :is(span,marp-span).frame :is(span,marp-span) :is(span,marp-span){clear:both;color:var(--color-fg-default);display:block;padding:5px 0 0}div#\:\$p>svg>foreignObject>section 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:is(span,marp-span).float-right{display:block;float:right;margin-left:13px;overflow:hidden}div#\:\$p>svg>foreignObject>section :is(span,marp-span).float-right>:is(span,marp-span){display:block;margin:13px auto 0;overflow:hidden;text-align:right}div#\:\$p>svg>foreignObject>section code,div#\:\$p>svg>foreignObject>section tt{background-color:var(--color-neutral-muted);border-radius:6px;font-size:85%;margin:0;padding:.2em .4em;white-space:break-spaces}div#\:\$p>svg>foreignObject>section code br,div#\:\$p>svg>foreignObject>section tt br{display:none}div#\:\$p>svg>foreignObject>section del code{text-decoration:inherit}div#\:\$p>svg>foreignObject>section samp{font-size:85%}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) code{font-size:100%}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre)>code{background:transparent;border:0;margin:0;padding:0;white-space:pre;word-break:normal}div#\:\$p>svg>foreignObject>section .highlight{margin-bottom:16px}div#\:\$p>svg>foreignObject>section 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th{background:var(--color-canvas-subtle);border-top:0;font-weight:var(--base-text-weight-semibold,600)}div#\:\$p>svg>foreignObject>section [data-footnote-ref]:before{content:"["}div#\:\$p>svg>foreignObject>section [data-footnote-ref]:after{content:"]"}div#\:\$p>svg>foreignObject>section .footnotes{border-top:1px solid var(--color-border-default);color:var(--color-fg-muted);font-size:12px}div#\:\$p>svg>foreignObject>section div#\:\$p>svg>foreignObject>section section.footnotes{--marpit-root-font-size:12px}div#\:\$p>svg>foreignObject>section .footnotes ol{padding-left:16px}div#\:\$p>svg>foreignObject>section .footnotes ol ul{display:inline-block;margin-top:16px;padding-left:16px}div#\:\$p>svg>foreignObject>section .footnotes li{position:relative}div#\:\$p>svg>foreignObject>section .footnotes li:target:before{border:2px solid var(--color-accent-emphasis);border-radius:6px;bottom:-8px;content:"";left:-24px;pointer-events:none;position:absolute;right:-8px;top:-8px}div#\:\$p>svg>foreignObject>section .footnotes li:target{color:var(--color-fg-default)}div#\:\$p>svg>foreignObject>section .footnotes .data-footnote-backref g-emoji{font-family:monospace}div#\:\$p>svg>foreignObject>section .pl-c{color:var(--color-prettylights-syntax-comment)}div#\:\$p>svg>foreignObject>section .pl-c1,div#\:\$p>svg>foreignObject>section .pl-s .pl-v{color:var(--color-prettylights-syntax-constant)}div#\:\$p>svg>foreignObject>section .pl-e,div#\:\$p>svg>foreignObject>section .pl-en{color:var(--color-prettylights-syntax-entity)}div#\:\$p>svg>foreignObject>section .pl-s .pl-s1,div#\:\$p>svg>foreignObject>section .pl-smi{color:var(--color-prettylights-syntax-storage-modifier-import)}div#\:\$p>svg>foreignObject>section .pl-ent{color:var(--color-prettylights-syntax-entity-tag)}div#\:\$p>svg>foreignObject>section 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.pl-c2{background-color:var(--color-prettylights-syntax-carriage-return-bg);color:var(--color-prettylights-syntax-carriage-return-text)}div#\:\$p>svg>foreignObject>section .pl-sr .pl-cce{color:var(--color-prettylights-syntax-string-regexp);font-weight:700}div#\:\$p>svg>foreignObject>section .pl-ml{color:var(--color-prettylights-syntax-markup-list)}div#\:\$p>svg>foreignObject>section .pl-mh,div#\:\$p>svg>foreignObject>section .pl-mh .pl-en,div#\:\$p>svg>foreignObject>section .pl-ms{color:var(--color-prettylights-syntax-markup-heading);font-weight:700}div#\:\$p>svg>foreignObject>section .pl-mi{color:var(--color-prettylights-syntax-markup-italic);font-style:italic}div#\:\$p>svg>foreignObject>section .pl-mb{color:var(--color-prettylights-syntax-markup-bold);font-weight:700}div#\:\$p>svg>foreignObject>section .pl-md{background-color:var(--color-prettylights-syntax-markup-deleted-bg);color:var(--color-prettylights-syntax-markup-deleted-text)}div#\:\$p>svg>foreignObject>section 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g-emoji{display:inline-block;font-family:Apple Color Emoji,Segoe UI Emoji,Segoe UI Symbol;font-size:1em;font-style:normal!important;font-weight:var(--base-text-weight-normal,400);line-height:1;min-width:1ch;vertical-align:-.075em}div#\:\$p>svg>foreignObject>section g-emoji img{height:1em;width:1em}div#\:\$p>svg>foreignObject>section .task-list-item{list-style-type:none}div#\:\$p>svg>foreignObject>section .task-list-item label{font-weight:var(--base-text-weight-normal,400)}div#\:\$p>svg>foreignObject>section .task-list-item.enabled label{cursor:pointer}div#\:\$p>svg>foreignObject>section .task-list-item+.task-list-item{margin-top:4px}div#\:\$p>svg>foreignObject>section .task-list-item .handle{display:none}div#\:\$p>svg>foreignObject>section .task-list-item-checkbox{margin:0 .2em .25em -1.4em;vertical-align:middle}div#\:\$p>svg>foreignObject>section .contains-task-list:dir(rtl) .task-list-item-checkbox{margin:0 -1.6em .25em .2em}div#\:\$p>svg>foreignObject>section .contains-task-list{position:relative}div#\:\$p>svg>foreignObject>section .contains-task-list:focus-within .task-list-item-convert-container,div#\:\$p>svg>foreignObject>section .contains-task-list:hover .task-list-item-convert-container{clip:auto;display:block;height:24px;overflow:visible;width:auto}div#\:\$p>svg>foreignObject>section ::-webkit-calendar-picker-indicator{filter:invert(50%)}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1){color:var(--h1-color);font-size:1.6em}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1),div#\:\$p>svg>foreignObject>section :is(h2,marp-h2){border-bottom:none}div#\:\$p>svg>foreignObject>section :is(h2,marp-h2){font-size:1.3em}div#\:\$p>svg>foreignObject>section :is(h3,marp-h3){font-size:1.1em}div#\:\$p>svg>foreignObject>section :is(h4,marp-h4){font-size:1.05em}div#\:\$p>svg>foreignObject>section :is(h5,marp-h5){font-size:1em}div#\:\$p>svg>foreignObject>section :is(h6,marp-h6){font-size:.9em}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1) strong,div#\:\$p>svg>foreignObject>section :is(h2,marp-h2) strong,div#\:\$p>svg>foreignObject>section :is(h3,marp-h3) strong,div#\:\$p>svg>foreignObject>section :is(h4,marp-h4) strong,div#\:\$p>svg>foreignObject>section :is(h5,marp-h5) strong,div#\:\$p>svg>foreignObject>section :is(h6,marp-h6) strong{color:var(--heading-strong-color);font-weight:inherit}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1)::part(auto-scaling),div#\:\$p>svg>foreignObject>section :is(h2,marp-h2)::part(auto-scaling),div#\:\$p>svg>foreignObject>section :is(h3,marp-h3)::part(auto-scaling),div#\:\$p>svg>foreignObject>section :is(h4,marp-h4)::part(auto-scaling),div#\:\$p>svg>foreignObject>section :is(h5,marp-h5)::part(auto-scaling),div#\:\$p>svg>foreignObject>section :is(h6,marp-h6)::part(auto-scaling){max-height:563px}div#\:\$p>svg>foreignObject>section hr{height:0;padding-top:.25em}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre){border:1px solid var(--color-border-default);line-height:1.15;overflow:visible}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre)::part(auto-scaling){max-height:529px}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs){color:var(--color-prettylights-syntax-storage-modifier-import)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-doctag),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-keyword),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-meta .hljs-keyword),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-template-tag),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-template-variable),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-type),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-variable.language_){color:var(--color-prettylights-syntax-keyword)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-title),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-title.class_),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-title.class_.inherited__),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-title.function_){color:var(--color-prettylights-syntax-entity)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-attr),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-attribute),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-literal),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-meta),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-number),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-operator),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-selector-attr),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-selector-class),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-selector-id),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-variable){color:var(--color-prettylights-syntax-constant)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-meta .hljs-string),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-regexp),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-string){color:var(--color-prettylights-syntax-string)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-built_in),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-symbol){color:var(--color-prettylights-syntax-variable)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-code),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-comment),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-formula){color:var(--color-prettylights-syntax-comment)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-name),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-quote),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-selector-pseudo),div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-selector-tag){color:var(--color-prettylights-syntax-entity-tag)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-subst){color:var(--color-prettylights-syntax-storage-modifier-import)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-section){color:var(--color-prettylights-syntax-markup-heading);font-weight:700}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-bullet){color:var(--color-prettylights-syntax-markup-list)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-emphasis){color:var(--color-prettylights-syntax-markup-italic);font-style:italic}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-strong){color:var(--color-prettylights-syntax-markup-bold);font-weight:700}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-addition){background-color:var(--color-prettylights-syntax-markup-inserted-bg);color:var(--color-prettylights-syntax-markup-inserted-text)}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre) :where(.hljs-deletion){background-color:var(--color-prettylights-syntax-markup-deleted-bg);color:var(--color-prettylights-syntax-markup-deleted-text)}div#\:\$p>svg>foreignObject>section footer,div#\:\$p>svg>foreignObject>section header{color:var(--header-footer-color);font-size:18px;left:30px;margin:0;position:absolute}div#\:\$p>svg>foreignObject>section header{top:21px}div#\:\$p>svg>foreignObject>section footer{bottom:21px}div#\:\$p>svg>foreignObject>section{--h1-color:#246;--header-footer-color:hsla(0,0%,40%,.75);--heading-strong-color:#48c;--paginate-color:#777;align-items:stretch;display:flex;flex-flow:column nowrap;font-size:29px;height:720px;justify-content:center;padding:78.5px;width:1280px}div#\:\$p>svg>foreignObject>section{--marpit-root-font-size:29px}div#\:\$p>svg>foreignObject>section:where(.invert){--h1-color:#cee7ff;--header-footer-color:hsla(0,0%,60%,.75);--heading-strong-color:#7bf;--paginate-color:#999}div#\:\$p>svg>foreignObject>section>:last-child,div#\:\$p>svg>foreignObject>section[data-footer]>:nth-last-child(2){margin-bottom:0}div#\:\$p>svg>foreignObject>section>:first-child,div#\:\$p>svg>foreignObject>section>header:first-child+*{margin-top:0}div#\:\$p>svg>foreignObject>section:after{bottom:21px;color:var(--paginate-color);font-size:24px;padding:0;position:absolute;right:30px}div#\:\$p>svg>foreignObject>section:after{--marpit-root-font-size:24px}div#\:\$p>svg>foreignObject>section[data-color] :is(h1,marp-h1),div#\:\$p>svg>foreignObject>section[data-color] :is(h2,marp-h2),div#\:\$p>svg>foreignObject>section[data-color] :is(h3,marp-h3),div#\:\$p>svg>foreignObject>section[data-color] :is(h4,marp-h4),div#\:\$p>svg>foreignObject>section[data-color] :is(h5,marp-h5),div#\:\$p>svg>foreignObject>section[data-color] :is(h6,marp-h6){color:currentcolor}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG]{direction:ltr}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG]>svg{overflow:visible;min-height:1px;min-width:1px}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG]>svg a{fill:blue;stroke:blue}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG][display=true]{display:block;text-align:center;margin:1em 0}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG][display=true][width=full]{display:flex}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG][justify=left]{text-align:left}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG][justify=right]{text-align:right}div#\:\$p>svg>foreignObject>section g[data-mml-node=merror]>g{fill:red;stroke:red}div#\:\$p>svg>foreignObject>section g[data-mml-node=merror]>rect[data-background]{fill:yellow;stroke:none}div#\:\$p>svg>foreignObject>section g[data-mml-node=mtable]>line[data-line],div#\:\$p>svg>foreignObject>section svg[data-table]>g>line[data-line]{stroke-width:70px;fill:none}div#\:\$p>svg>foreignObject>section g[data-mml-node=mtable]>rect[data-frame],div#\:\$p>svg>foreignObject>section svg[data-table]>g>rect[data-frame]{stroke-width:70px;fill:none}div#\:\$p>svg>foreignObject>section g[data-mml-node=mtable]>.mjx-dashed,div#\:\$p>svg>foreignObject>section svg[data-table]>g>.mjx-dashed{stroke-dasharray:140}div#\:\$p>svg>foreignObject>section g[data-mml-node=mtable]>.mjx-dotted,div#\:\$p>svg>foreignObject>section svg[data-table]>g>.mjx-dotted{stroke-linecap:round;stroke-dasharray:0,140}div#\:\$p>svg>foreignObject>section g[data-mml-node=mtable]>g>svg{overflow:visible}div#\:\$p>svg>foreignObject>section [jax=SVG] mjx-tool{display:inline-block;position:relative;width:0;height:0}div#\:\$p>svg>foreignObject>section [jax=SVG] mjx-tool>mjx-tip{position:absolute;top:0;left:0}div#\:\$p>svg>foreignObject>section mjx-tool>mjx-tip{display:inline-block;padding:.2em;border:1px solid #888;font-size:70%;background-color:#F8F8F8;color:black;box-shadow:2px 2px 5px #AAAAAA}div#\:\$p>svg>foreignObject>section g[data-mml-node=maction][data-toggle]{cursor:pointer}div#\:\$p>svg>foreignObject>section mjx-status{display:block;position:fixed;left:1em;bottom:1em;min-width:25%;padding:.2em .4em;border:1px solid #888;font-size:90%;background-color:#F8F8F8;color:black}div#\:\$p>svg>foreignObject>section foreignObject[data-mjx-xml]{font-family:initial;line-height:normal;overflow:visible}div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG] path[data-c],div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG] use[data-c]{stroke-width:3}@media print{div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG] path[data-c],div#\:\$p>svg>foreignObject>section mjx-container[jax=SVG] use[data-c]{stroke-width:0}}div#\:\$p>svg>foreignObject>section img[data-marp-twemoji]{background:transparent;height:1em;margin:0 .05em 0 .1em;vertical-align:-.1em;width:1em} /* ngi-theme.css*/ /* @theme ngi-theme */div#\:\$p>svg>foreignObject>section{ - /* Override default background */background-color:#F5F5F5;color:black;font-family:'Times New Roman' - /*justify-content: flex-start;*/}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1){color:#B22222}div#\:\$p>svg>foreignObject>section slide{font-family:'Times New Roman',serif!important}div#\:\$p>svg>foreignObject>section:after{content:attr(data-marpit-pagination) ' / ' attr(data-marpit-pagination-total)}div#\:\$p>svg>foreignObject>section td,div#\:\$p>svg>foreignObject>section th{border:none!important} + /* Override default background */background-color:#F5F5F5;color:black;font-family:'Times New Roman' + /*justify-content: flex-start;*/}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1){color:#B22222}div#\:\$p>svg>foreignObject>section slide{font-family:'Times New Roman',serif!important}div#\:\$p>svg>foreignObject>section:after{content:attr(data-marpit-pagination) ' / ' attr(data-marpit-pagination-total)}div#\:\$p>svg>foreignObject>section td,div#\:\$p>svg>foreignObject>section th{border:none!important} /* Reset table styling provided by theme */div#\:\$p>svg>foreignObject>section table,div#\:\$p>svg>foreignObject>section td,div#\:\$p>svg>foreignObject>section th,div#\:\$p>svg>foreignObject>section tr{all:unset; /* Override contextual styling */border:0!important;background:transparent!important}div#\:\$p>svg>foreignObject>section table{display:table}div#\:\$p>svg>foreignObject>section tr{display:table-row} -/* ...and layout freely :) */div#\:\$p>svg>foreignObject>section table{width:100%}div#\:\$p>svg>foreignObject>section td{text-align:center;vertical-align:middle}div#\:\$p>svg>foreignObject>section td,div#\:\$p>svg>foreignObject>section th{display:table-cell}div#\:\$p>svg>foreignObject>section ul{list-style-type:none;margin-left:0.2px}div#\:\$p>svg>foreignObject>section li:before{content:"";background-image:url(./figures/logo/NGI/NGI_pil_RGB_dark_grey_medium.png);width:15px;height:15px;display:inline-block;background-size:contain;margin-right:calc(var(--marpit-root-font-size, 1rem) * 0.25)}div#\:\$p>svg>foreignObject>section :is(h2,marp-h2){color:gray}div#\:\$p>svg>foreignObject>section img{background-color:transparent!important;box-sizing:initial;max-width:100%}div#\:\$p>svg>foreignObject>section figure{border:thin #c0c0c0 solid;display:flex;flex-flow:column;padding:5px;max-width:220px;margin:auto}div#\:\$p>svg>foreignObject>section.title{--title-height:130px;--subtitle-height:70px;--subsubtitle-height:50px;overflow:visible;display:grid;grid-template-columns:1fr;grid-template-rows:1fr var(--title-height) var(--subtitle-height) var(--subsubtitle-height) 1fr;grid-template-areas:"." "title" "subtitle" "subsubtitle" "."}div#\:\$p>svg>foreignObject>section.title :is(h1,marp-h1),div#\:\$p>svg>foreignObject>section.title :is(h2,marp-h2),div#\:\$p>svg>foreignObject>section.title :is(h3,marp-h3){margin:0;padding:0;text-align:center;height:var(--area-height);line-height:var(--area-height);font-size:calc(var(--area-height) * 0.7);border:0px dashed gray /* debug */}div#\:\$p>svg>foreignObject>section.title :is(h1,marp-h1){grid-area:title;--area-height:var(--title-height)}div#\:\$p>svg>foreignObject>section.title :is(h2,marp-h2){grid-area:subtitle;--area-height:var(--subtitle-height)}div#\:\$p>svg>foreignObject>section.title :is(h3,marp-h3){grid-area:subsubtitle;text-align:center;--area-height:var(--subsubtitle-height)}div#\:\$p>svg>foreignObject>section.split-text{overflow:visible;display:grid;grid-template-columns:500px 500px;grid-template-rows:100px auto;grid-template-areas:"slideheading slideheading" "leftpanel rightpanel"} -/* debug */div#\:\$p>svg>foreignObject>section.split-text .ldiv,div#\:\$p>svg>foreignObject>section.split-text .rdiv,div#\:\$p>svg>foreignObject>section.split-text :is(h3,marp-h3){border:none}div#\:\$p>svg>foreignObject>section.split-text :is(h3,marp-h3){grid-area:slideheading;font-size:50px}div#\:\$p>svg>foreignObject>section.split-text .ldiv{grid-area:leftpanel;text-align:left}div#\:\$p>svg>foreignObject>section.split-text .rdiv{grid-area:rightpanel;text-align:left}div#\:\$p>svg>foreignObject>section.split-text-image{overflow:visible;display:grid;grid-template-columns:500px 500px;grid-template-rows:100px auto;grid-template-areas:"slideheading slideheading" "leftpanel rightpanel"} -/* debug */div#\:\$p>svg>foreignObject>section.split-text-image .ldiv,div#\:\$p>svg>foreignObject>section.split-text-image .rdiv,div#\:\$p>svg>foreignObject>section.split-text-image :is(h3,marp-h3){border:none}div#\:\$p>svg>foreignObject>section.split-text-image :is(h3,marp-h3){grid-area:slideheading;font-size:50px}div#\:\$p>svg>foreignObject>section.split-text-image .ldiv{grid-area:leftpanel;text-align:left}div#\:\$p>svg>foreignObject>section.split-text-image .rdiv{grid-area:rightpanel;text-align:right}div#\:\$p>svg>foreignObject>section.body-quote{margin:1em;font:calc(var(--marpit-root-font-size, 1rem) * 1.2)/1.4 Georgia,serif}div#\:\$p>svg>foreignObject>section.body-quote{margin:0;background:#eee;padding:1em;border-radius:1em}div#\:\$p>svg>foreignObject>section figcaption{position:right;bottom:0;padding:15px;color:black;background-color:#F5F5F5;text-align:right;font-size:calc(var(--marpit-root-font-size, 1rem) * 1);width:100%}div#\:\$p>svg>foreignObject>section div.twocols{margin-top:35px;column-count:2}div#\:\$p>svg>foreignObject>section div.twocols :is(h1,marp-h1):first-child,div#\:\$p>svg>foreignObject>section div.twocols :is(h2,marp-h2):first-child,div#\:\$p>svg>foreignObject>section div.twocols p:first-child,div#\:\$p>svg>foreignObject>section div.twocols ul li p:first-child,div#\:\$p>svg>foreignObject>section div.twocols ul li:first-child,div#\:\$p>svg>foreignObject>section div.twocols ul:first-child{margin-top:0!important}div#\:\$p>svg>foreignObject>section div.twocols p.break{break-before:column;margin-top:0} -/* @theme 9127mw0v1aa60ya31jxrvpved83w2s404ewrxe4u8p2 */div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background]{columns:initial!important;display:block!important;padding:0!important}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background]:after,div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background]:before,div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=content]:after,div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=content]:before{display:none!important}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background]>div[data-marpit-advanced-background-container]{all:initial;display:flex;flex-direction:row;height:100%;overflow:hidden;width:100%}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background]>div[data-marpit-advanced-background-container][data-marpit-advanced-background-direction=vertical]{flex-direction:column}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background][data-marpit-advanced-background-split]>div[data-marpit-advanced-background-container]{width:var(--marpit-advanced-background-split,50%)}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background][data-marpit-advanced-background-split=right]>div[data-marpit-advanced-background-container]{margin-left:calc(100% - var(--marpit-advanced-background-split, 50%))}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=background]>div[data-marpit-advanced-background-container]>figure{all:initial;background-position:center;background-repeat:no-repeat;background-size:cover;flex:auto;margin:0}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=content],div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=pseudo]{background:transparent!important}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background=pseudo],div#\:\$p>svg[data-marpit-svg]>foreignObject[data-marpit-advanced-background=pseudo]{pointer-events:none!important}div#\:\$p>svg>foreignObject>section[data-marpit-advanced-background-split]{width:100%;height:100%}
+/* ...and layout freely :) */div#\:\$p>svg>foreignObject>section table{width:100%}div#\:\$p>svg>foreignObject>section td{text-align:center;vertical-align:middle}div#\:\$p>svg>foreignObject>section td,div#\:\$p>svg>foreignObject>section th{display:table-cell}div#\:\$p>svg>foreignObject>section ul{list-style-type:none;margin-left:0.2px}div#\:\$p>svg>foreignObject>section li:before{content:"";background-image:url(./figures/logo/NGI/NGI_pil_RGB_dark_grey_medium.png);width:15px;height:15px;display:inline-block;background-size:contain;margin-right:calc(var(--marpit-root-font-size, 1rem) * 0.25)}div#\:\$p>svg>foreignObject>section :is(h2,marp-h2){color:gray}div#\:\$p>svg>foreignObject>section img{background-color:transparent!important;box-sizing:initial;max-width:100%}div#\:\$p>svg>foreignObject>section figure{border:thin #c0c0c0 solid;display:flex;flex-flow:column;padding:5px;max-width:220px;margin:auto}div#\:\$p>svg>foreignObject>section.title{--title-height:130px;--subtitle-height:70px;--subsubtitle-height:50px;overflow:visible;display:grid;grid-template-columns:1fr;grid-template-rows:1fr var(--title-height) var(--subtitle-height) var(--subsubtitle-height) 1fr;grid-template-areas:"." 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+ /* Use fractions for responsive columns */grid-template-rows:auto auto; + /* Automatically adjust row heights */grid-template-areas:"slideheading slideheading" "leftpanel rightpanel" + /* Panels for images */} + +/* Debug */div#\:\$p>svg>foreignObject>section.split-text-image .ldiv,div#\:\$p>svg>foreignObject>section.split-text-image .rdiv,div#\:\$p>svg>foreignObject>section.split-text-image :is(h3,marp-h3){border:none + /* No border for debug mode */}div#\:\$p>svg>foreignObject>section.split-text-image{overflow:visible;display:grid;grid-template-columns:1fr 1fr; + /* Use fractions for responsive columns */grid-template-rows:auto auto; + /* Automatically adjust row heights */grid-template-areas:"slideheading slideheading" "leftpanel rightpanel" + /* Panels for images */} + +/* Debug */div#\:\$p>svg>foreignObject>section.split-text-image .ldiv,div#\:\$p>svg>foreignObject>section.split-text-image .rdiv,div#\:\$p>svg>foreignObject>section.split-text-image :is(h1,marp-h1){border:none + /* No border for debug mode */}div#\:\$p>svg>foreignObject>section.split-text-image :is(h1,marp-h1){grid-area:slideheading; 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24.10.2024

Optimize your curves,

@@ -32,11 +64,11 @@

Oslo Python MeetUp

Sunniva Indrehus

-
echo $(whoami)
+
echo $(whoami)
 
-
+

Agenda

Curve Fitting

    @@ -54,12 +86,12 @@

    Curve Fitting

-
+

Start with a data set coming in, with a known model, how does it look like?

#TODO include picture of plot

-
+

Optimization: an act, process, or methodology of making something (such as a design, system, or decision) as fully perfect, functional, or effective as possible
specifically : the mathematical procedures (such as finding the maximum of a function) involved in this

@@ -70,7 +102,7 @@

-
+

What is Curve Fitting?

  • Identify the best-fit curve for a dataset with a known model @@ -87,7 +119,7 @@

    What is Curve Fitting?

-
+

Minimize the difference between observed and predicted values


@@ -99,11 +131,11 @@

Minimize

-
+

Real life examples

-
+

Curve fitting vs. model optimization

@@ -138,18 +170,19 @@

Curve fitting vs. model optimizatio

-
+

📈 + 💪 + 🐍 = ❓

-
+

📈 + 💪 + 🐍 = ❤️

-
+

Curve fitting in Python

lmfit

-

GitHub ⭐ 1.1k

+

GitHub ⭐ 1.1k
+Latest commit (22.10.2024): 13.10.2024

  • High-level interface to non-linear optimization and curve fitting problems
  • Built on SciPy’s curve_fit
  • @@ -163,7 +196,52 @@

    lmfit

-
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TopicDetails
Library Namelmfit
GitHub Stars⭐ 1.1k
Latest Commit Date22.10.2024 (Last Update: 13.10.2024)
DescriptionHigh-level interface to non-linear optimization and curve fitting problems
Built OnSciPy’s curve_fit
Supports- Uncertainties and parameter correlations estimates
- Functionality for handling bounds
- Easy change of the fitting algorithm
+
+
+

Demo: Curve Fitting with lmfit**

Step 1: Problem Setup

import numpy as np
@@ -185,7 +263,7 @@ 

Step 1: Problem Setup

-
+

Interpreting the Results

  • Parameter Estimates: Best-fit values for a, b, and c
  • @@ -194,7 +272,7 @@

    Interpreting the Results

-
+

Extending the Example

  • Adding Constraints: @@ -215,10 +293,10 @@

    Extending the Example

-
+

✨ 👩‍💻 Let's see some code 👩‍💻 ✨

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`lmfit` | +| **GitHub Stars** | ⭐ 1.1k | +| **Latest Commit Date** | 22.10.2024 (Last Update: 13.10.2024) | +| **Description** | High-level interface to non-linear optimization and curve fitting problems | +| **Built On** | SciPy’s [`curve_fit`](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.curve_fit.html) | +| **Supports** | - Uncertainties and parameter correlations estimates | +| | - Functionality for handling [bounds](https://lmfit.github.io/lmfit-py/bounds.html) | +| | - Easy change of the fitting algorithm | + +--- # Demo: Curve Fitting with `lmfit`**