<!DOCTYPE html> <html> <head> <meta charset="utf-8" /> <title>HOME</title> <style>.markdown-preview:not([data-use-github-style]) { padding: 2em; font-size: 1.2em; color: rgb(197, 200, 198); background-color: rgb(29, 31, 33); overflow: auto; } .markdown-preview:not([data-use-github-style]) > :first-child { margin-top: 0px; } .markdown-preview:not([data-use-github-style]) h1, .markdown-preview:not([data-use-github-style]) h2, .markdown-preview:not([data-use-github-style]) h3, .markdown-preview:not([data-use-github-style]) h4, .markdown-preview:not([data-use-github-style]) h5, .markdown-preview:not([data-use-github-style]) h6 { line-height: 1.2; margin-top: 1.5em; margin-bottom: 0.5em; color: rgb(255, 255, 255); } .markdown-preview:not([data-use-github-style]) h1 { font-size: 2.4em; font-weight: 300; } .markdown-preview:not([data-use-github-style]) h2 { font-size: 1.8em; font-weight: 400; } .markdown-preview:not([data-use-github-style]) h3 { font-size: 1.5em; font-weight: 500; } .markdown-preview:not([data-use-github-style]) h4 { font-size: 1.2em; font-weight: 600; } .markdown-preview:not([data-use-github-style]) h5 { font-size: 1.1em; font-weight: 600; } .markdown-preview:not([data-use-github-style]) h6 { font-size: 1em; font-weight: 600; } .markdown-preview:not([data-use-github-style]) strong { color: rgb(255, 255, 255); } .markdown-preview:not([data-use-github-style]) del { color: rgb(155, 160, 157); } .markdown-preview:not([data-use-github-style]) a, .markdown-preview:not([data-use-github-style]) a code { color: white; } .markdown-preview:not([data-use-github-style]) img { max-width: 100%; } .markdown-preview:not([data-use-github-style]) > p { margin-top: 0px; margin-bottom: 1.5em; } .markdown-preview:not([data-use-github-style]) > ul, .markdown-preview:not([data-use-github-style]) > ol { margin-bottom: 1.5em; } .markdown-preview:not([data-use-github-style]) blockquote { margin: 1.5em 0px; font-size: inherit; color: rgb(155, 160, 157); border-color: rgb(67, 72, 76); border-width: 4px; } .markdown-preview:not([data-use-github-style]) hr { margin: 3em 0px; border-top: 2px dashed rgb(67, 72, 76); background: none; } .markdown-preview:not([data-use-github-style]) table { margin: 1.5em 0px; } .markdown-preview:not([data-use-github-style]) th { color: rgb(255, 255, 255); } .markdown-preview:not([data-use-github-style]) th, .markdown-preview:not([data-use-github-style]) td { padding: 0.66em 1em; border: 1px solid rgb(67, 72, 76); } .markdown-preview:not([data-use-github-style]) code { color: rgb(255, 255, 255); background-color: rgb(48, 51, 55); } .markdown-preview:not([data-use-github-style]) pre.editor-colors { margin: 1.5em 0px; padding: 1em; font-size: 0.92em; border-radius: 3px; background-color: rgb(39, 41, 44); } .markdown-preview:not([data-use-github-style]) kbd { color: rgb(255, 255, 255); border-width: 1px 1px 2px; border-style: solid; border-color: rgb(67, 72, 76) rgb(67, 72, 76) rgb(53, 57, 60); border-image: initial; background-color: rgb(48, 51, 55); } .markdown-preview[data-use-github-style] { font-family: "Helvetica Neue", Helvetica, "Segoe UI", Arial, freesans, sans-serif; line-height: 1.6; overflow-wrap: break-word; padding: 30px; font-size: 16px; color: rgb(51, 51, 51); background-color: rgb(255, 255, 255); overflow: scroll; } .markdown-preview[data-use-github-style] > :first-child { margin-top: 0px !important; } .markdown-preview[data-use-github-style] > :last-child { margin-bottom: 0px !important; } .markdown-preview[data-use-github-style] a:not([href]) { color: inherit; text-decoration: none; } .markdown-preview[data-use-github-style] .absent { color: rgb(204, 0, 0); } .markdown-preview[data-use-github-style] .anchor { position: absolute; top: 0px; left: 0px; display: block; padding-right: 6px; padding-left: 30px; margin-left: -30px; } .markdown-preview[data-use-github-style] .anchor:focus { outline: none; } .markdown-preview[data-use-github-style] h1, .markdown-preview[data-use-github-style] h2, .markdown-preview[data-use-github-style] h3, .markdown-preview[data-use-github-style] h4, .markdown-preview[data-use-github-style] h5, .markdown-preview[data-use-github-style] h6 { position: relative; margin-top: 1em; margin-bottom: 16px; font-weight: bold; line-height: 1.4; } .markdown-preview[data-use-github-style] h1 .octicon-link, .markdown-preview[data-use-github-style] h2 .octicon-link, .markdown-preview[data-use-github-style] h3 .octicon-link, .markdown-preview[data-use-github-style] h4 .octicon-link, .markdown-preview[data-use-github-style] h5 .octicon-link, .markdown-preview[data-use-github-style] h6 .octicon-link { display: none; color: rgb(0, 0, 0); vertical-align: middle; } .markdown-preview[data-use-github-style] h1:hover .anchor, .markdown-preview[data-use-github-style] h2:hover .anchor, .markdown-preview[data-use-github-style] h3:hover .anchor, .markdown-preview[data-use-github-style] h4:hover .anchor, .markdown-preview[data-use-github-style] h5:hover .anchor, .markdown-preview[data-use-github-style] h6:hover .anchor { padding-left: 8px; margin-left: -30px; text-decoration: none; } .markdown-preview[data-use-github-style] h1:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h2:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h3:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h4:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h5:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h6:hover .anchor .octicon-link { display: inline-block; } .markdown-preview[data-use-github-style] h1 tt, .markdown-preview[data-use-github-style] h2 tt, .markdown-preview[data-use-github-style] h3 tt, .markdown-preview[data-use-github-style] h4 tt, .markdown-preview[data-use-github-style] h5 tt, .markdown-preview[data-use-github-style] h6 tt, .markdown-preview[data-use-github-style] h1 code, .markdown-preview[data-use-github-style] h2 code, .markdown-preview[data-use-github-style] h3 code, .markdown-preview[data-use-github-style] h4 code, .markdown-preview[data-use-github-style] h5 code, .markdown-preview[data-use-github-style] h6 code { font-size: inherit; } .markdown-preview[data-use-github-style] h1 { padding-bottom: 0.3em; font-size: 2.25em; line-height: 1.2; border-bottom: 1px solid rgb(238, 238, 238); } .markdown-preview[data-use-github-style] h1 .anchor { line-height: 1; } .markdown-preview[data-use-github-style] h2 { padding-bottom: 0.3em; font-size: 1.75em; line-height: 1.225; border-bottom: 1px solid rgb(238, 238, 238); } .markdown-preview[data-use-github-style] h2 .anchor { line-height: 1; } .markdown-preview[data-use-github-style] h3 { font-size: 1.5em; line-height: 1.43; } .markdown-preview[data-use-github-style] h3 .anchor { line-height: 1.2; } .markdown-preview[data-use-github-style] h4 { font-size: 1.25em; } .markdown-preview[data-use-github-style] h4 .anchor { line-height: 1.2; } .markdown-preview[data-use-github-style] h5 { font-size: 1em; } .markdown-preview[data-use-github-style] h5 .anchor { line-height: 1.1; } .markdown-preview[data-use-github-style] h6 { font-size: 1em; color: rgb(119, 119, 119); } .markdown-preview[data-use-github-style] h6 .anchor { line-height: 1.1; } .markdown-preview[data-use-github-style] p, .markdown-preview[data-use-github-style] blockquote, .markdown-preview[data-use-github-style] ul, .markdown-preview[data-use-github-style] ol, .markdown-preview[data-use-github-style] dl, .markdown-preview[data-use-github-style] table, .markdown-preview[data-use-github-style] pre { margin-top: 0px; margin-bottom: 16px; } .markdown-preview[data-use-github-style] hr { height: 4px; padding: 0px; margin: 16px 0px; background-color: rgb(231, 231, 231); border: 0px none; } .markdown-preview[data-use-github-style] ul, .markdown-preview[data-use-github-style] ol { padding-left: 2em; } .markdown-preview[data-use-github-style] ul.no-list, .markdown-preview[data-use-github-style] ol.no-list { padding: 0px; list-style-type: none; } .markdown-preview[data-use-github-style] ul ul, .markdown-preview[data-use-github-style] ul ol, .markdown-preview[data-use-github-style] ol ol, .markdown-preview[data-use-github-style] ol ul { margin-top: 0px; margin-bottom: 0px; } .markdown-preview[data-use-github-style] li > p { margin-top: 16px; } .markdown-preview[data-use-github-style] dl { padding: 0px; } .markdown-preview[data-use-github-style] dl dt { padding: 0px; margin-top: 16px; font-size: 1em; font-style: italic; font-weight: bold; } .markdown-preview[data-use-github-style] dl dd { padding: 0px 16px; margin-bottom: 16px; } .markdown-preview[data-use-github-style] blockquote { padding: 0px 15px; color: rgb(119, 119, 119); border-left: 4px solid rgb(221, 221, 221); } .markdown-preview[data-use-github-style] blockquote > :first-child { margin-top: 0px; } .markdown-preview[data-use-github-style] blockquote > :last-child { margin-bottom: 0px; } .markdown-preview[data-use-github-style] table { display: block; width: 100%; overflow: auto; word-break: keep-all; } .markdown-preview[data-use-github-style] table th { font-weight: bold; } .markdown-preview[data-use-github-style] table th, .markdown-preview[data-use-github-style] table td { padding: 6px 13px; border: 1px solid rgb(221, 221, 221); } .markdown-preview[data-use-github-style] table tr { background-color: rgb(255, 255, 255); border-top: 1px solid rgb(204, 204, 204); } .markdown-preview[data-use-github-style] table tr:nth-child(2n) { background-color: rgb(248, 248, 248); } .markdown-preview[data-use-github-style] img { max-width: 100%; box-sizing: border-box; } .markdown-preview[data-use-github-style] .emoji { max-width: none; } .markdown-preview[data-use-github-style] span.frame { display: block; overflow: hidden; } .markdown-preview[data-use-github-style] span.frame > span { display: block; float: left; width: auto; padding: 7px; margin: 13px 0px 0px; overflow: hidden; border: 1px solid rgb(221, 221, 221); } .markdown-preview[data-use-github-style] span.frame span img { display: block; float: left; } .markdown-preview[data-use-github-style] span.frame span span { display: block; padding: 5px 0px 0px; clear: both; color: rgb(51, 51, 51); } .markdown-preview[data-use-github-style] span.align-center { display: block; overflow: hidden; clear: both; } .markdown-preview[data-use-github-style] span.align-center > span { display: block; margin: 13px auto 0px; overflow: hidden; text-align: center; } .markdown-preview[data-use-github-style] span.align-center span img { margin: 0px auto; text-align: center; } .markdown-preview[data-use-github-style] span.align-right { display: block; overflow: hidden; clear: both; } .markdown-preview[data-use-github-style] span.align-right > span { display: block; margin: 13px 0px 0px; overflow: hidden; text-align: right; } .markdown-preview[data-use-github-style] span.align-right span img { margin: 0px; text-align: right; } .markdown-preview[data-use-github-style] span.float-left { display: block; float: left; margin-right: 13px; overflow: hidden; } .markdown-preview[data-use-github-style] span.float-left span { margin: 13px 0px 0px; } .markdown-preview[data-use-github-style] span.float-right { display: block; float: right; margin-left: 13px; overflow: hidden; } .markdown-preview[data-use-github-style] span.float-right > span { display: block; margin: 13px auto 0px; overflow: hidden; text-align: right; } .markdown-preview[data-use-github-style] code, .markdown-preview[data-use-github-style] tt { padding: 0.2em 0px; margin: 0px; font-size: 85%; background-color: rgba(0, 0, 0, 0.04); border-radius: 3px; } .markdown-preview[data-use-github-style] code::before, .markdown-preview[data-use-github-style] tt::before, .markdown-preview[data-use-github-style] code::after, .markdown-preview[data-use-github-style] tt::after { letter-spacing: -0.2em; content: " "; } .markdown-preview[data-use-github-style] code br, .markdown-preview[data-use-github-style] tt br { display: none; } .markdown-preview[data-use-github-style] del code { text-decoration: inherit; } .markdown-preview[data-use-github-style] pre > code { padding: 0px; margin: 0px; font-size: 100%; word-break: normal; white-space: pre; background: transparent; border: 0px; } .markdown-preview[data-use-github-style] .highlight { margin-bottom: 16px; } .markdown-preview[data-use-github-style] .highlight pre, .markdown-preview[data-use-github-style] pre { padding: 16px; overflow: auto; font-size: 85%; line-height: 1.45; background-color: rgb(247, 247, 247); border-radius: 3px; } .markdown-preview[data-use-github-style] .highlight pre { margin-bottom: 0px; word-break: normal; } .markdown-preview[data-use-github-style] pre { overflow-wrap: normal; } .markdown-preview[data-use-github-style] pre code, .markdown-preview[data-use-github-style] pre tt { display: inline; max-width: initial; padding: 0px; margin: 0px; overflow: initial; line-height: inherit; overflow-wrap: normal; background-color: transparent; border: 0px; } .markdown-preview[data-use-github-style] pre code::before, .markdown-preview[data-use-github-style] pre tt::before, .markdown-preview[data-use-github-style] pre code::after, .markdown-preview[data-use-github-style] pre tt::after { content: normal; } .markdown-preview[data-use-github-style] kbd { display: inline-block; padding: 3px 5px; font-size: 11px; line-height: 10px; color: rgb(85, 85, 85); vertical-align: middle; background-color: rgb(252, 252, 252); border-width: 1px; border-style: solid; border-color: rgb(204, 204, 204) rgb(204, 204, 204) rgb(187, 187, 187); border-image: initial; border-radius: 3px; box-shadow: rgb(187, 187, 187) 0px -1px 0px inset; } .markdown-preview[data-use-github-style] a { color: rgb(51, 122, 183); } .markdown-preview[data-use-github-style] code { color: inherit; } .markdown-preview[data-use-github-style] pre.editor-colors { padding: 0.8em 1em; margin-bottom: 1em; font-size: 0.85em; border-radius: 4px; overflow: auto; } .markdown-preview pre.editor-colors { user-select: auto; } .scrollbars-visible-always .markdown-preview pre.editor-colors .vertical-scrollbar, .scrollbars-visible-always .markdown-preview pre.editor-colors .horizontal-scrollbar { visibility: hidden; } .scrollbars-visible-always .markdown-preview pre.editor-colors:hover .vertical-scrollbar, .scrollbars-visible-always .markdown-preview pre.editor-colors:hover .horizontal-scrollbar { visibility: visible; } .markdown-preview .task-list-item input[type="checkbox"] { position: absolute; margin: 0.25em 0px 0px -1.4em; } .markdown-preview .task-list-item { list-style-type: none; } @keyframes RotatingBackground { 0% { background-position-x: 0%; } 100% { background-position-x: 100%; } } .debugger-breakpoint-icon::before, .debugger-shadow-breakpoint-icon::before { font-family: 'Octicons Regular'; font-weight: normal; font-style: normal; display: inline-block; line-height: 1; -webkit-font-smoothing: antialiased; text-decoration: none; font-size: 130%; width: 130%; height: 130%; content: "\f052"; } .debugger-breakpoint-icon, .debugger-breakpoint-icon-disabled, .debugger-breakpoint-icon-unresolved, .debugger-breakpoint-icon-conditional, .debugger-shadow-breakpoint-icon { text-align: center; display: block; width: 0.8em; cursor: pointer; } .debugger-breakpoint-icon-nonconditional { color: #6494ed; } .debugger-breakpoint-icon-conditional { color: #e2c08d; } .debugger-breakpoint-icon-disabled { position: relative; top: -4px; left: 2px; } .debugger-breakpoint-icon-disabled::before { font-family: 'Octicons Regular'; font-weight: normal; font-style: normal; display: inline-block; line-height: 1; -webkit-font-smoothing: antialiased; text-decoration: none; font-size: 78%; width: 78%; height: 78%; content: "\f084"; } .debugger-breakpoint-icon-unresolved { position: relative; top: -2px; } .debugger-breakpoint-icon-unresolved::before { font-family: 'Octicons Regular'; font-weight: normal; font-style: normal; display: inline-block; line-height: 1; -webkit-font-smoothing: antialiased; text-decoration: none; font-size: 80%; width: 80%; height: 80%; content: "\f0e8"; } .debugger-shadow-breakpoint-icon { color: rgba(100, 148, 237, 0.4); } .debugger-current-line-highlight { background: linear-gradient(to bottom, rgba(15, 130, 230, 0.8) 0%, rgba(15, 130, 230, 0.8) 5%, rgba(15, 130, 230, 0.3) 5%, rgba(15, 130, 230, 0.3) 95%, rgba(15, 130, 230, 0.8) 95%, rgba(15, 130, 230, 0.8) 100%); } .gutter[gutter-name=diagnostics-gutter] { width: 0.7em; } .diagnostics-gutter-ui-item { display: flex; } .diagnostics-gutter-ui-item .icon { display: flex; width: 0.7em; height: 0.7em; font-size: 0.7em; align-self: center; } .diagnostics-gutter-ui-item .icon::before { width: 1em; height: 1em; font-size: 1em; margin: 0; align-self: center; } .diagnostics-gutter-ui-item.diagnostics-gutter-ui-gutter-info, .diagnostics-gutter-ui-item.diagnostics-gutter-ui-gutter-review { color: #6494ed; } .diagnostics-gutter-ui-item.diagnostics-gutter-ui-gutter-error { color: #ff6347; } .diagnostics-gutter-ui-item.diagnostics-gutter-ui-gutter-action, .diagnostics-gutter-ui-item.diagnostics-gutter-ui-gutter-warning { color: #e2c08d; } .bracket-matcher .region { border-bottom: 1px dotted lime; position: absolute; } .line-number.bracket-matcher.bracket-matcher { color: #c5c8c6; background-color: rgba(255, 255, 255, 0.14); } .spell-check-misspelling .region { border-bottom: 2px dotted rgba(255, 51, 51, 0.75); } .spell-check-corrections { width: 25em !important; } pre.editor-colors { background-color: #1d1f21; color: #c5c8c6; } pre.editor-colors .invisible-character { color: rgba(197, 200, 198, 0.2); } pre.editor-colors .indent-guide { color: rgba(197, 200, 198, 0.2); } pre.editor-colors .wrap-guide { background-color: rgba(197, 200, 198, 0.1); } pre.editor-colors .gutter { background-color: #292c2f; } pre.editor-colors .gutter .cursor-line { background-color: rgba(255, 255, 255, 0.14); } pre.editor-colors .line-number.cursor-line-no-selection { background-color: rgba(255, 255, 255, 0.14); } pre.editor-colors .gutter .line-number.folded, pre.editor-colors .gutter .line-number:after, pre.editor-colors .fold-marker:after { color: #fba0e3; } pre.editor-colors .invisible { color: #c5c8c6; } pre.editor-colors .cursor { border-color: white; } pre.editor-colors .selection .region { background-color: #444; } pre.editor-colors .bracket-matcher .region { border-bottom: 1px solid #f8de7e; margin-top: -1px; opacity: .7; } .syntax--comment { color: #8a8a8a; } .syntax--entity { color: #FFD2A7; } .syntax--entity.syntax--name.syntax--type { text-decoration: underline; color: #FFFFB6; } .syntax--entity.syntax--other.syntax--inherited-class { color: #9B5C2E; } .syntax--keyword { color: #96CBFE; } .syntax--keyword.syntax--control { color: #96CBFE; } .syntax--keyword.syntax--operator { color: #EDEDED; } .syntax--storage { color: #CFCB90; } .syntax--storage.syntax--modifier { color: #96CBFE; } .syntax--constant { color: #99CC99; } .syntax--constant.syntax--numeric { color: #FF73FD; } .syntax--variable { color: #C6C5FE; } .syntax--invalid.syntax--deprecated { text-decoration: underline; color: #FD5FF1; } .syntax--invalid.syntax--illegal { color: #FD5FF1; background-color: rgba(86, 45, 86, 0.75); } .syntax--string .syntax--source, .syntax--string .syntax--meta.syntax--embedded.syntax--line { color: #EDEDED; } .syntax--string .syntax--punctuation.syntax--section.syntax--embedded { color: #00A0A0; } .syntax--string .syntax--punctuation.syntax--section.syntax--embedded .syntax--source { color: #00A0A0; } .syntax--string { color: #A8FF60; } .syntax--string .syntax--constant { color: #00A0A0; } .syntax--string.syntax--regexp { color: #E9C062; } .syntax--string.syntax--regexp .syntax--constant.syntax--character.syntax--escape, .syntax--string.syntax--regexp .syntax--source.syntax--ruby.syntax--embedded, .syntax--string.syntax--regexp .syntax--string.syntax--regexp.syntax--arbitrary-repetition { color: #FF8000; } .syntax--string.syntax--regexp.syntax--group { color: #C6A24F; background-color: rgba(255, 255, 255, 0.06); } .syntax--string.syntax--regexp.syntax--character-class { color: #B18A3D; } .syntax--string .syntax--variable { color: #8A9A95; } .syntax--support { color: #FFFFB6; } .syntax--support.syntax--function { color: #DAD085; } .syntax--support.syntax--constant { color: #FFD2A7; } .syntax--support.syntax--type.syntax--property-name.syntax--css { color: #EDEDED; } .syntax--source .syntax--entity.syntax--name.syntax--tag, .syntax--source .syntax--punctuation.syntax--tag { color: #96CBFE; } .syntax--source .syntax--entity.syntax--other.syntax--attribute-name { color: #FF73FD; } .syntax--entity.syntax--other.syntax--attribute-name { color: #FF73FD; } .syntax--entity.syntax--name.syntax--tag.syntax--namespace, .syntax--entity.syntax--other.syntax--attribute-name.syntax--namespace { color: #E18964; } .syntax--meta.syntax--preprocessor.syntax--c { color: #8996A8; } .syntax--meta.syntax--preprocessor.syntax--c .syntax--keyword { color: #AFC4DB; } .syntax--meta.syntax--cast { color: #676767; } .syntax--meta.syntax--sgml.syntax--html .syntax--meta.syntax--doctype, .syntax--meta.syntax--sgml.syntax--html .syntax--meta.syntax--doctype .syntax--entity, .syntax--meta.syntax--sgml.syntax--html .syntax--meta.syntax--doctype .syntax--string, .syntax--meta.syntax--xml-processing, .syntax--meta.syntax--xml-processing .syntax--entity, .syntax--meta.syntax--xml-processing .syntax--string { color: #8a8a8a; } .syntax--meta.syntax--tag .syntax--entity, .syntax--meta.syntax--tag > .syntax--punctuation, .syntax--meta.syntax--tag.syntax--inline .syntax--entity { color: #FF73FD; } .syntax--meta.syntax--tag .syntax--name, .syntax--meta.syntax--tag.syntax--inline .syntax--name, .syntax--meta.syntax--tag > .syntax--punctuation { color: #96CBFE; } .syntax--meta.syntax--selector.syntax--css .syntax--entity.syntax--name.syntax--tag { text-decoration: underline; color: #96CBFE; } .syntax--meta.syntax--selector.syntax--css .syntax--entity.syntax--other.syntax--attribute-name.syntax--tag.syntax--pseudo-class { color: #8F9D6A; } .syntax--meta.syntax--selector.syntax--css .syntax--entity.syntax--other.syntax--attribute-name.syntax--id { color: #8B98AB; } .syntax--meta.syntax--selector.syntax--css .syntax--entity.syntax--other.syntax--attribute-name.syntax--class { color: #62B1FE; } .syntax--meta.syntax--property-group .syntax--support.syntax--constant.syntax--property-value.syntax--css, .syntax--meta.syntax--property-value .syntax--support.syntax--constant.syntax--property-value.syntax--css { color: #F9EE98; 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} .syntax--gfm .syntax--link .syntax--entity { color: #ddd; } .syntax--gfm .syntax--raw { color: #aaa; } .syntax--markdown .syntax--paragraph { color: #999; } .syntax--markdown .syntax--heading { color: #eee; } .syntax--markdown .syntax--raw { color: #aaa; } .syntax--markdown .syntax--link { color: #555; } .syntax--markdown .syntax--link .syntax--string { color: #555; } .syntax--markdown .syntax--link .syntax--string.syntax--title { color: #ddd; } .button { border: none; color: white; padding: 15px 32px; text-align: center; text-decoration: none; display: inline-block; font-size: 16px; margin: 4px 2px; cursor: pointer; } .button1 {background-color: #008CBA;} </style> </head> <body class='markdown-preview' data-use-github-style><h1 id="thyroid-classification">Thyroid Classification</h1> <p>This application builds a multi-class classification methodology to predict the type of <a href="https://www.healthline.com/health/hypothyroidism-primary">Hypothyroidism</a> based on the given training data. Refer to the <b>application workflow</b> below for details. The code for this app can be found <a href="https://gitfront.io/r/mohitagr18/da8c53c48426d8092e7403e82946f7e91965d3c3/thyroid-detection/"><b>here</b></a>.</p> <p style="text-align:center;"><img alt="image" src="https://user-images.githubusercontent.com/8663281/140558083-4037b01a-8e03-4a33-9f73-9f54f952b514.png"></p></body> <p style="text-align:center;"><a href="https://www.osmosis.org/learn/Hypothyroidism">Image source</a> </html> <h4>Dataset details:</h4> <p>The <a href="https://www.kaggle.com/yasserhessein/thyroid-disease-data-set">dataset</a> contains 30 columns with features such as age, sex, TSH, T3, T4 etc. The <b>target</b> variable contains the following <b>three classes:</b> "negative, compensated hypothyroid, primary hypothyroid". Datasets for training and prediction are downloaded from an S3 bucket and can be found in the <a href="https://gitfront.io/r/mohitagr18/da8c53c48426d8092e7403e82946f7e91965d3c3/thyroid-detection/tree/Raw_Data/">Raw_Data</a> folder. A 'schema' file is used to verify the data format. Logging is performed frequently and logs are stored in the specific log files.</p> <p><b>Exploratory Data Analysis</b> performed on the data can be found in the notebook file <a href="https://gitfront.io/r/mohitagr18/da8c53c48426d8092e7403e82946f7e91965d3c3/thyroid-detection/tree/EDA/"><b>here</b></a>.</p> <br> <h4>Build Models and Generate Predictions:</h4> <p><strong>Generate Predictions:</strong></p> <p>Various machine learning models (KNN, SVM, Random Forest, AdaBoost and XGBoost) have already been built using training data. Click the button to generate predictions instantly.</p> <div class="form"> <form action="/predict" method="POST"> <button name="folderpath" value="Raw_Data/Prediction_Batch_Files/" class="button button1">Click to Predict</button> </form> </div> <br> <p>The table below shows a subset of the data used for generating predictions.</p> <body> {% for table in tables %} {{ table|safe }} {% endfor %} </body> <br> <p><strong>Train the Models:</strong></p> <div class="form"> <form action="/train" method="GET"> <button class="button button1">Click to Train</button> </form> </div> <br> <br> <h4>Application Details:</h4> <h6>Libraries Used:</h6> <ul> <li>App framework - flask, wsgiref</li> <li>DB operations - sqlite3</li> <li>Data processing and ML - numpy, pandas, matplotlib, sklearn, xgboost, boto3, kneed, pickle</li> <li>General operations - os, shutil, csv, json, re, datetime, time</li> </ul> <p><img alt="image" src="https://user-images.githubusercontent.com/8663281/146311178-ed40ba9e-7c9d-4051-b49c-1dc5617ae676.png"></p></body> </html>