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antonarhipov/demo.ipynb

Created July 16, 2025 10:16
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Kotlin Notebook demo
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demo.ipynb
{
"cells" : [ {
"cell_type" : "code",
"metadata" : {
"collapsed" : true,
"ExecuteTime" : {
"end_time" : "2025-07-16T10:13:24.886280Z",
"start_time" : "2025-07-16T10:13:24.445789Z"
}
},
"source" : [ "val name = \"Anton\"\n", "fun greeting(name: String) = \"hello, $name\"\n", "println(greeting(name))" ],
"id" : "fcbc633869037550",
"outputs" : [ {
"name" : "stdout",
"output_type" : "stream",
"text" : [ "hello, Anton\n" ]
} ],
"execution_count" : 1
}, {
"metadata" : { },
"cell_type" : "code",
"outputs" : [ ],
"execution_count" : null,
"source" : "",
"id" : "1c56df0caf26134"
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-07-16T10:13:38.224066Z",
"start_time" : "2025-07-16T10:13:30.293337Z"
}
},
"cell_type" : "code",
"source" : [ "%use dataframe\n", "val spotify2023 = DataFrame.readCsv(\"../data/spotify-2023.csv\", delimiter = ',')\n", "spotify2023" ],
"id" : "bcb97d3187d777be",
"outputs" : [ {
"data" : {
"text/html" : [ " <iframe onload=\"o_resize_iframe_out_1()\" style=\"width:100%;\" class=\"result_container\" id=\"iframe_out_1\" frameBorder=\"0\" srcdoc=\" &lt;html&gt;\n", " &lt;head&gt;\n", " &lt;style type=&quot;text&sol;css&quot;&gt;\n", " :root {\n", " --background: #fff;\n", " --background-odd: #f5f5f5;\n", " --background-hover: #d9edfd;\n", " --header-text-color: #474747;\n", " --text-color: #848484;\n", " --text-color-dark: #000;\n", " --text-color-medium: #737373;\n", " --text-color-pale: #b3b3b3;\n", " --inner-border-color: #aaa;\n", " --bold-border-color: #000;\n", " --link-color: #296eaa;\n", " --link-color-pale: #296eaa;\n", " --link-hover: #1a466c;\n", "}\n", "\n", ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;], .dataframe_dark{\n", " --background: #303030;\n", " --background-odd: #3c3c3c;\n", " --background-hover: #464646;\n", " --header-text-color: #dddddd;\n", " --text-color: #b3b3b3;\n", " --text-color-dark: #dddddd;\n", " --text-color-medium: #b2b2b2;\n", " --text-color-pale: #737373;\n", " --inner-border-color: #707070;\n", " --bold-border-color: #777777;\n", " --link-color: #008dc0;\n", " --link-color-pale: #97e1fb;\n", " --link-hover: #00688e;\n", "}\n", "\n", "p.dataframe_description {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe {\n", " font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, sans-serif;\n", " font-size: 12px;\n", " background-color: var(--background);\n", " color: var(--text-color-dark);\n", " border: none;\n", " border-collapse: collapse;\n", "}\n", "\n", "table.dataframe th, td {\n", " padding: 6px;\n", " border: 1px solid transparent;\n", " text-align: left;\n", "}\n", "\n", "table.dataframe th {\n", " background-color: var(--background);\n", " color: var(--header-text-color);\n", "}\n", "\n", "table.dataframe td {\n", " vertical-align: top;\n", " white-space: nowrap;\n", "}\n", "\n", "table.dataframe th.bottomBorder {\n", " border-bottom-color: var(--bold-border-color);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(odd) {\n", " background: var(--background-odd);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(even) {\n", " background: var(--background);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:hover {\n", " background: var(--background-hover);\n", "}\n", "\n", "table.dataframe a {\n", " cursor: pointer;\n", " color: var(--link-color);\n", " text-decoration: none;\n", "}\n", "\n", "table.dataframe tr:hover &gt; td a {\n", " color: var(--link-color-pale);\n", "}\n", "\n", "table.dataframe a:hover {\n", " color: var(--link-hover);\n", " text-decoration: underline;\n", "}\n", "\n", "table.dataframe img {\n", " max-width: fit-content;\n", "}\n", "\n", "table.dataframe th.complex {\n", " background-color: var(--background);\n", " border: 1px solid var(--background);\n", "}\n", "\n", "table.dataframe .leftBorder {\n", " border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "&sol;* formatting *&sol;\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", ":root {\n", " --scroll-bg: #f5f5f5;\n", " --scroll-fg: #b3b3b3;\n", "}\n", ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n", " --scroll-bg: #3c3c3c;\n", " --scroll-fg: #97e1fb;\n", "}\n", "body {\n", " scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n", "}\n", "body::-webkit-scrollbar {\n", " width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n", " height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n", "}\n", "body::-webkit-scrollbar-thumb {\n", " background-color: var(--scroll-fg);\n", "}\n", "body::-webkit-scrollbar-track {\n", " background-color: var(--scroll-bg);\n", "}\n", " &lt;&sol;style&gt;\n", " &lt;&sol;head&gt;\n", " &lt;body&gt;\n", " &lt;table class=&quot;dataframe&quot; id=&quot;df_1392508928&quot;&gt;&lt;&sol;table&gt;\n", "\n", "&lt;p class=&quot;dataframe_description&quot;&gt;... showing only top 20 of 953 rows&lt;&sol;p&gt;&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 953, columnsCount = 24&lt;&sol;p&gt;\n", "\n", " &lt;&sol;body&gt;\n", " &lt;script&gt;\n", " (function () {\n", " window.DataFrame = window.DataFrame || new (function () {\n", " this.addTable = function (df) {\n", " let cols = df.cols;\n", " for (let i = 0; i &lt; cols.length; i++) {\n", " for (let c of cols[i].children) {\n", " cols[c].parent = i;\n", " }\n", " }\n", " df.nrow = 0\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n", " }\n", " if (df.id === df.rootId) {\n", " df.expandedFrames = new Set()\n", " df.childFrames = {}\n", " const table = this.getTableElement(df.id)\n", " table.df = df\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " let col = df.cols[i]\n", " if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n", " }\n", " } else {\n", " const rootDf = this.getTableData(df.rootId)\n", " rootDf.childFrames[df.id] = df\n", " }\n", " }\n", "\n", " this.computeRenderData = function (df) {\n", " let result = []\n", " let pos = 0\n", " for (let col = 0; col &lt; df.cols.length; col++) {\n", " if (df.cols[col].parent === undefined)\n", " pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n", " }\n", " for (let i = 0; i &lt; result.length; i++) {\n", " let row = result[i]\n", " for (let j = 0; j &lt; row.length; j++) {\n", " let cell = row[j]\n", " if (j === 0)\n", " cell.leftBd = false\n", " if (j &lt; row.length - 1) {\n", " let nextData = row[j + 1]\n", " if (nextData.leftBd) cell.rightBd = true\n", " else if (cell.rightBd) nextData.leftBd = true\n", " } else cell.rightBd = false\n", " }\n", " }\n", " return result\n", " }\n", "\n", " this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n", " if (result.length === depth) {\n", " const array = [];\n", " if (pos &gt; 0) {\n", " let j = 0\n", " for (let i = 0; j &lt; pos; i++) {\n", " let c = result[depth - 1][i]\n", " j += c.span\n", " let copy = Object.assign({empty: true}, c)\n", " array.push(copy)\n", " }\n", " }\n", " result.push(array)\n", " }\n", " const col = cols[colId];\n", " let size = 0;\n", " if (col.expanded) {\n", " let childPos = pos\n", " for (let i = 0; i &lt; col.children.length; i++) {\n", " let child = col.children[i]\n", " let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n", " let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n", " let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n", " childPos += childSize\n", " size += childSize\n", " }\n", " } else {\n", " for (let i = depth + 1; i &lt; result.length; i++)\n", " result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n", " size = 1\n", " }\n", " let left = leftBorder\n", " let right = rightBorder\n", " if (size &gt; 1) {\n", " left = true\n", " right = true\n", " }\n", " result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n", " return size\n", " }\n", "\n", " this.getTableElement = function (id) {\n", " return document.getElementById(&quot;df_&quot; + id)\n", " }\n", "\n", " this.getTableData = function (id) {\n", " return this.getTableElement(id).df\n", " }\n", "\n", " this.createExpander = function (isExpanded) {\n", " const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n", " let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n", " svg.classList.add(&quot;expanderSvg&quot;)\n", " let path = document.createElementNS(svgNs, &quot;path&quot;)\n", " if (isExpanded) {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n", " } else {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n", " }\n", " path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n", " svg.appendChild(path)\n", " return svg\n", " }\n", "\n", " this.renderTable = function (id) {\n", "\n", " let table = this.getTableElement(id)\n", "\n", " if (table === null) return\n", "\n", " table.innerHTML = &quot;&quot;\n", "\n", " let df = table.df\n", " let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n", "\n", " &sol;&sol; header\n", " let header = document.createElement(&quot;thead&quot;)\n", " table.appendChild(header)\n", "\n", " let renderData = this.computeRenderData(df)\n", " for (let j = 0; j &lt; renderData.length; j++) {\n", " let rowData = renderData[j]\n", " let tr = document.createElement(&quot;tr&quot;);\n", " let isLastRow = j === renderData.length - 1\n", " header.appendChild(tr);\n", " for (let i = 0; i &lt; rowData.length; i++) {\n", " let cell = rowData[i]\n", " let th = document.createElement(&quot;th&quot;);\n", " th.setAttribute(&quot;colspan&quot;, cell.span)\n", " let colId = cell.id\n", " let col = df.cols[colId];\n", " if (!cell.empty) {\n", " if (col.children.length === 0) {\n", " th.innerHTML = col.name\n", " } else {\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " col.expanded = !col.expanded\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(col.expanded))\n", " link.innerHTML += col.name\n", " th.appendChild(link)\n", " }\n", " }\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (isLastRow)\n", " classes += &quot; bottomBorder&quot;\n", " if (classes.length &gt; 0)\n", " th.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(th)\n", " }\n", " }\n", "\n", " &sol;&sol; body\n", " let body = document.createElement(&quot;tbody&quot;)\n", " table.appendChild(body)\n", "\n", " let columns = renderData.pop()\n", " for (let row = 0; row &lt; df.nrow; row++) {\n", " let tr = document.createElement(&quot;tr&quot;);\n", " body.appendChild(tr)\n", " for (let i = 0; i &lt; columns.length; i++) {\n", " let cell = columns[i]\n", " let td = document.createElement(&quot;td&quot;);\n", " let colId = cell.id\n", " let col = df.cols[colId]\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (classes.length &gt; 0)\n", " td.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(td)\n", " let value = col.values[row]\n", " if (value.frameId !== undefined) {\n", " let frameId = value.frameId\n", " let expanded = rootDf.expandedFrames.has(frameId)\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " if (rootDf.expandedFrames.has(frameId))\n", " rootDf.expandedFrames.delete(frameId)\n", " else rootDf.expandedFrames.add(frameId)\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(expanded))\n", " link.innerHTML += value.value\n", " if (expanded) {\n", " td.appendChild(link)\n", " td.appendChild(document.createElement(&quot;p&quot;))\n", " const childTable = document.createElement(&quot;table&quot;)\n", " childTable.className = &quot;dataframe&quot;\n", " childTable.id = &quot;df_&quot; + frameId\n", " let childDf = rootDf.childFrames[frameId]\n", " childTable.df = childDf\n", " td.appendChild(childTable)\n", " this.renderTable(frameId)\n", " if (childDf.nrow !== childDf.totalRows) {\n", " const footer = document.createElement(&quot;p&quot;)\n", " footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n", " td.appendChild(footer)\n", " }\n", " } else {\n", " td.appendChild(link)\n", " }\n", " } else if (value.style !== undefined) {\n", " td.innerHTML = value.value\n", " td.setAttribute(&quot;style&quot;, value.style)\n", " } else td.innerHTML = value\n", " this.nodeScriptReplace(td)\n", " }\n", " }\n", " }\n", "\n", " this.nodeScriptReplace = function (node) {\n", " if (this.nodeScriptIs(node) === true) {\n", " node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n", " } else {\n", " let i = -1, children = node.childNodes;\n", " while (++i &lt; children.length) {\n", " this.nodeScriptReplace(children[i]);\n", " }\n", " }\n", "\n", " return node;\n", " }\n", "\n", " this.nodeScriptClone = function (node) {\n", " let script = document.createElement(&quot;script&quot;);\n", " script.text = node.innerHTML;\n", "\n", " let i = -1, attrs = node.attributes, attr;\n", " while (++i &lt; attrs.length) {\n", " script.setAttribute((attr = attrs[i]).name, attr.value);\n", " }\n", " return script;\n", " }\n", "\n", " this.nodeScriptIs = function (node) {\n", " return node.tagName === 'SCRIPT';\n", " }\n", " })()\n", "\n", " window.call_DataFrame = function (f) {\n", " return f();\n", " };\n", "\n", " let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n", " if (funQueue) {\n", " funQueue.forEach(function (f) {\n", " f();\n", " });\n", " funQueue = [];\n", " }\n", "})()\n", "\n", "&sol;*&lt;!--*&sol;\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;track_name: String&bsol;&quot;&gt;track_name&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;Seven (feat. Latto) (Explicit Ver.)&quot;,&quot;LALA&quot;,&quot;vampire&quot;,&quot;Cruel Summer&quot;,&quot;WHERE SHE GOES&quot;,&quot;Sprinter&quot;,&quot;Ella Baila Sola&quot;,&quot;Columbia&quot;,&quot;fukumean&quot;,&quot;La Bebe - Remix&quot;,&quot;un x100to&quot;,&quot;Super Shy&quot;,&quot;Flowers&quot;,&quot;Daylight&quot;,&quot;As It Was&quot;,&quot;Kill Bill&quot;,&quot;Cupid - Twin Ver.&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;What Was I Made For? [From The Motion Picture &amp;#34;Barbie&amp;#34;]&bsol;&quot;&gt;What Was I Made For? [From The Motion&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;Classy 101&quot;,&quot;Like Crazy&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;artist(s)_name: String&bsol;&quot;&gt;artist(s)_name&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;Latto, Jung Kook&quot;,&quot;Myke Towers&quot;,&quot;Olivia Rodrigo&quot;,&quot;Taylor Swift&quot;,&quot;Bad Bunny&quot;,&quot;Dave, Central Cee&quot;,&quot;Eslabon Armado, Peso Pluma&quot;,&quot;Quevedo&quot;,&quot;Gunna&quot;,&quot;Peso Pluma, Yng Lvcas&quot;,&quot;Bad Bunny, Grupo Frontera&quot;,&quot;NewJeans&quot;,&quot;Miley Cyrus&quot;,&quot;David Kushner&quot;,&quot;Harry Styles&quot;,&quot;SZA&quot;,&quot;Fifty Fifty&quot;,&quot;Billie Eilish&quot;,&quot;Feid, Young Miko&quot;,&quot;Jimin&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;artist_count: Int&bsol;&quot;&gt;artist_count&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span 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style=\"text-align:left\">track_name</th><th class=\"bottomBorder\" style=\"text-align:left\">artist(s)_name</th><th class=\"bottomBorder\" style=\"text-align:left\">artist_count</th><th class=\"bottomBorder\" style=\"text-align:left\">released_year</th><th class=\"bottomBorder\" style=\"text-align:left\">released_month</th><th class=\"bottomBorder\" style=\"text-align:left\">released_day</th><th class=\"bottomBorder\" style=\"text-align:left\">in_spotify_playlists</th><th class=\"bottomBorder\" style=\"text-align:left\">in_spotify_charts</th><th class=\"bottomBorder\" style=\"text-align:left\">streams</th><th class=\"bottomBorder\" style=\"text-align:left\">in_apple_playlists</th><th class=\"bottomBorder\" style=\"text-align:left\">in_apple_charts</th><th class=\"bottomBorder\" style=\"text-align:left\">in_deezer_playlists</th><th class=\"bottomBorder\" style=\"text-align:left\">in_deezer_charts</th><th class=\"bottomBorder\" style=\"text-align:left\">in_shazam_charts</th><th class=\"bottomBorder\" style=\"text-align:left\">bpm</th><th class=\"bottomBorder\" style=\"text-align:left\">key</th><th class=\"bottomBorder\" style=\"text-align:left\">mode</th><th class=\"bottomBorder\" style=\"text-align:left\">danceability_%</th><th class=\"bottomBorder\" style=\"text-align:left\">valence_%</th><th class=\"bottomBorder\" style=\"text-align:left\">energy_%</th><th class=\"bottomBorder\" style=\"text-align:left\">acousticness_%</th><th class=\"bottomBorder\" style=\"text-align:left\">instrumentalness_%</th><th class=\"bottomBorder\" style=\"text-align:left\">liveness_%</th><th class=\"bottomBorder\" style=\"text-align:left\">speechiness_%</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">Seven (feat. Latto) (Explicit Ver.)</td><td style=\"vertical-align:top\">Latto, Jung Kook</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">7</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">553</td><td style=\"vertical-align:top\">147</td><td style=\"vertical-align:top\">141381703</td><td style=\"vertical-align:top\">43</td><td style=\"vertical-align:top\">263</td><td style=\"vertical-align:top\">45.000000</td><td style=\"vertical-align:top\">10</td><td style=\"vertical-align:top\">826.000000</td><td style=\"vertical-align:top\">125</td><td style=\"vertical-align:top\">B</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">80</td><td style=\"vertical-align:top\">89</td><td style=\"vertical-align:top\">83</td><td style=\"vertical-align:top\">31</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">8</td><td style=\"vertical-align:top\">4</td></tr><tr><td style=\"vertical-align:top\">LALA</td><td style=\"vertical-align:top\">Myke Towers</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">23</td><td style=\"vertical-align:top\">1474</td><td style=\"vertical-align:top\">48</td><td style=\"vertical-align:top\">133716286</td><td style=\"vertical-align:top\">48</td><td style=\"vertical-align:top\">126</td><td style=\"vertical-align:top\">58.000000</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">382.000000</td><td style=\"vertical-align:top\">92</td><td style=\"vertical-align:top\">C#</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">71</td><td style=\"vertical-align:top\">61</td><td style=\"vertical-align:top\">74</td><td style=\"vertical-align:top\">7</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">10</td><td style=\"vertical-align:top\">4</td></tr><tr><td style=\"vertical-align:top\">vampire</td><td style=\"vertical-align:top\">Olivia Rodrigo</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">6</td><td style=\"vertical-align:top\">30</td><td style=\"vertical-align:top\">1397</td><td style=\"vertical-align:top\">113</td><td style=\"vertical-align:top\">140003974</td><td style=\"vertical-align:top\">94</td><td style=\"vertical-align:top\">207</td><td style=\"vertical-align:top\">91.000000</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">949.000000</td><td style=\"vertical-align:top\">138</td><td style=\"vertical-align:top\">F</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">51</td><td style=\"vertical-align:top\">32</td><td style=\"vertical-align:top\">53</td><td style=\"vertical-align:top\">17</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">31</td><td style=\"vertical-align:top\">6</td></tr><tr><td style=\"vertical-align:top\">Cruel Summer</td><td style=\"vertical-align:top\">Taylor Swift</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2019</td><td style=\"vertical-align:top\">8</td><td style=\"vertical-align:top\">23</td><td style=\"vertical-align:top\">7858</td><td style=\"vertical-align:top\">100</td><td style=\"vertical-align:top\">800840817</td><td style=\"vertical-align:top\">116</td><td style=\"vertical-align:top\">207</td><td style=\"vertical-align:top\">125.000000</td><td style=\"vertical-align:top\">12</td><td style=\"vertical-align:top\">548.000000</td><td style=\"vertical-align:top\">170</td><td style=\"vertical-align:top\">A</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">55</td><td style=\"vertical-align:top\">58</td><td style=\"vertical-align:top\">72</td><td style=\"vertical-align:top\">11</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">11</td><td style=\"vertical-align:top\">15</td></tr><tr><td style=\"vertical-align:top\">WHERE SHE GOES</td><td style=\"vertical-align:top\">Bad Bunny</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">5</td><td style=\"vertical-align:top\">18</td><td style=\"vertical-align:top\">3133</td><td style=\"vertical-align:top\">50</td><td style=\"vertical-align:top\">303236322</td><td style=\"vertical-align:top\">84</td><td style=\"vertical-align:top\">133</td><td style=\"vertical-align:top\">87.000000</td><td style=\"vertical-align:top\">15</td><td style=\"vertical-align:top\">425.000000</td><td style=\"vertical-align:top\">144</td><td style=\"vertical-align:top\">A</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">65</td><td style=\"vertical-align:top\">23</td><td style=\"vertical-align:top\">80</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">63</td><td style=\"vertical-align:top\">11</td><td style=\"vertical-align:top\">6</td></tr><tr><td style=\"vertical-align:top\">Sprinter</td><td style=\"vertical-align:top\">Dave, Central Cee</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">6</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2186</td><td style=\"vertical-align:top\">91</td><td style=\"vertical-align:top\">183706234</td><td style=\"vertical-align:top\">67</td><td style=\"vertical-align:top\">213</td><td style=\"vertical-align:top\">88.000000</td><td style=\"vertical-align:top\">17</td><td style=\"vertical-align:top\">946.000000</td><td style=\"vertical-align:top\">141</td><td style=\"vertical-align:top\">C#</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">92</td><td style=\"vertical-align:top\">66</td><td style=\"vertical-align:top\">58</td><td style=\"vertical-align:top\">19</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">8</td><td style=\"vertical-align:top\">24</td></tr><tr><td style=\"vertical-align:top\">Ella Baila Sola</td><td style=\"vertical-align:top\">Eslabon Armado, Peso Pluma</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">16</td><td style=\"vertical-align:top\">3090</td><td style=\"vertical-align:top\">50</td><td style=\"vertical-align:top\">725980112</td><td style=\"vertical-align:top\">34</td><td style=\"vertical-align:top\">222</td><td style=\"vertical-align:top\">43.000000</td><td style=\"vertical-align:top\">13</td><td style=\"vertical-align:top\">418.000000</td><td style=\"vertical-align:top\">148</td><td style=\"vertical-align:top\">F</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">67</td><td style=\"vertical-align:top\">83</td><td style=\"vertical-align:top\">76</td><td style=\"vertical-align:top\">48</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">8</td><td style=\"vertical-align:top\">3</td></tr><tr><td style=\"vertical-align:top\">Columbia</td><td style=\"vertical-align:top\">Quevedo</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">7</td><td style=\"vertical-align:top\">7</td><td style=\"vertical-align:top\">714</td><td style=\"vertical-align:top\">43</td><td style=\"vertical-align:top\">58149378</td><td style=\"vertical-align:top\">25</td><td style=\"vertical-align:top\">89</td><td style=\"vertical-align:top\">30.000000</td><td style=\"vertical-align:top\">13</td><td style=\"vertical-align:top\">194.000000</td><td style=\"vertical-align:top\">100</td><td style=\"vertical-align:top\">F</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">67</td><td style=\"vertical-align:top\">26</td><td style=\"vertical-align:top\">71</td><td style=\"vertical-align:top\">37</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">11</td><td style=\"vertical-align:top\">4</td></tr><tr><td style=\"vertical-align:top\">fukumean</td><td style=\"vertical-align:top\">Gunna</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">5</td><td style=\"vertical-align:top\">15</td><td style=\"vertical-align:top\">1096</td><td style=\"vertical-align:top\">83</td><td style=\"vertical-align:top\">95217315</td><td style=\"vertical-align:top\">60</td><td style=\"vertical-align:top\">210</td><td style=\"vertical-align:top\">48.000000</td><td style=\"vertical-align:top\">11</td><td style=\"vertical-align:top\">953.000000</td><td style=\"vertical-align:top\">130</td><td style=\"vertical-align:top\">C#</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">85</td><td style=\"vertical-align:top\">22</td><td style=\"vertical-align:top\">62</td><td style=\"vertical-align:top\">12</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">28</td><td style=\"vertical-align:top\">9</td></tr><tr><td style=\"vertical-align:top\">La Bebe - Remix</td><td style=\"vertical-align:top\">Peso Pluma, Yng Lvcas</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">17</td><td style=\"vertical-align:top\">2953</td><td style=\"vertical-align:top\">44</td><td style=\"vertical-align:top\">553634067</td><td style=\"vertical-align:top\">49</td><td style=\"vertical-align:top\">110</td><td style=\"vertical-align:top\">66.000000</td><td style=\"vertical-align:top\">13</td><td style=\"vertical-align:top\">339.000000</td><td style=\"vertical-align:top\">170</td><td style=\"vertical-align:top\">D</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">81</td><td style=\"vertical-align:top\">56</td><td style=\"vertical-align:top\">48</td><td style=\"vertical-align:top\">21</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">8</td><td style=\"vertical-align:top\">33</td></tr><tr><td style=\"vertical-align:top\">un x100to</td><td style=\"vertical-align:top\">Bad Bunny, Grupo Frontera</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">4</td><td style=\"vertical-align:top\">17</td><td style=\"vertical-align:top\">2876</td><td style=\"vertical-align:top\">40</td><td style=\"vertical-align:top\">505671438</td><td style=\"vertical-align:top\">41</td><td style=\"vertical-align:top\">205</td><td style=\"vertical-align:top\">54.000000</td><td style=\"vertical-align:top\">12</td><td style=\"vertical-align:top\">251.000000</td><td style=\"vertical-align:top\">83</td><td style=\"vertical-align:top\">F#</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">57</td><td style=\"vertical-align:top\">56</td><td style=\"vertical-align:top\">72</td><td style=\"vertical-align:top\">23</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">27</td><td style=\"vertical-align:top\">5</td></tr><tr><td style=\"vertical-align:top\">Super Shy</td><td style=\"vertical-align:top\">NewJeans</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">7</td><td style=\"vertical-align:top\">7</td><td style=\"vertical-align:top\">422</td><td style=\"vertical-align:top\">55</td><td style=\"vertical-align:top\">58255150</td><td style=\"vertical-align:top\">37</td><td style=\"vertical-align:top\">202</td><td style=\"vertical-align:top\">21.000000</td><td style=\"vertical-align:top\">5</td><td style=\"vertical-align:top\">168.000000</td><td style=\"vertical-align:top\">150</td><td style=\"vertical-align:top\">F</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">78</td><td style=\"vertical-align:top\">52</td><td style=\"vertical-align:top\">82</td><td style=\"vertical-align:top\">18</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">15</td><td style=\"vertical-align:top\">7</td></tr><tr><td style=\"vertical-align:top\">Flowers</td><td style=\"vertical-align:top\">Miley Cyrus</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">12</td><td style=\"vertical-align:top\">12211</td><td style=\"vertical-align:top\">115</td><td style=\"vertical-align:top\">1316855716</td><td style=\"vertical-align:top\">300</td><td style=\"vertical-align:top\">215</td><td style=\"vertical-align:top\">745.000000</td><td style=\"vertical-align:top\">58</td><td style=\"vertical-align:top\">1021.000000</td><td style=\"vertical-align:top\">118</td><td style=\"vertical-align:top\">null</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">71</td><td style=\"vertical-align:top\">65</td><td style=\"vertical-align:top\">68</td><td style=\"vertical-align:top\">6</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">7</td></tr><tr><td style=\"vertical-align:top\">Daylight</td><td style=\"vertical-align:top\">David Kushner</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">4</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">3528</td><td style=\"vertical-align:top\">98</td><td style=\"vertical-align:top\">387570742</td><td style=\"vertical-align:top\">80</td><td style=\"vertical-align:top\">156</td><td style=\"vertical-align:top\">182.000000</td><td style=\"vertical-align:top\">24</td><td style=\"vertical-align:top\">1281.000000</td><td style=\"vertical-align:top\">130</td><td style=\"vertical-align:top\">D</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">51</td><td style=\"vertical-align:top\">32</td><td style=\"vertical-align:top\">43</td><td style=\"vertical-align:top\">83</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">9</td><td style=\"vertical-align:top\">3</td></tr><tr><td style=\"vertical-align:top\">As It Was</td><td style=\"vertical-align:top\">Harry Styles</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2022</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">31</td><td style=\"vertical-align:top\">23575</td><td style=\"vertical-align:top\">130</td><td style=\"vertical-align:top\">2513188493</td><td style=\"vertical-align:top\">403</td><td style=\"vertical-align:top\">198</td><td style=\"vertical-align:top\">863.000000</td><td style=\"vertical-align:top\">46</td><td style=\"vertical-align:top\">null</td><td style=\"vertical-align:top\">174</td><td style=\"vertical-align:top\">F#</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">52</td><td style=\"vertical-align:top\">66</td><td style=\"vertical-align:top\">73</td><td style=\"vertical-align:top\">34</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">31</td><td style=\"vertical-align:top\">6</td></tr><tr><td style=\"vertical-align:top\">Kill Bill</td><td style=\"vertical-align:top\">SZA</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2022</td><td style=\"vertical-align:top\">12</td><td style=\"vertical-align:top\">8</td><td style=\"vertical-align:top\">8109</td><td style=\"vertical-align:top\">77</td><td style=\"vertical-align:top\">1163093654</td><td style=\"vertical-align:top\">183</td><td style=\"vertical-align:top\">162</td><td style=\"vertical-align:top\">161.000000</td><td style=\"vertical-align:top\">12</td><td style=\"vertical-align:top\">187.000000</td><td style=\"vertical-align:top\">89</td><td style=\"vertical-align:top\">G#</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">64</td><td style=\"vertical-align:top\">43</td><td style=\"vertical-align:top\">73</td><td style=\"vertical-align:top\">5</td><td style=\"vertical-align:top\">17</td><td style=\"vertical-align:top\">16</td><td style=\"vertical-align:top\">4</td></tr><tr><td style=\"vertical-align:top\">Cupid - Twin Ver.</td><td style=\"vertical-align:top\">Fifty Fifty</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">24</td><td style=\"vertical-align:top\">2942</td><td style=\"vertical-align:top\">77</td><td style=\"vertical-align:top\">496795686</td><td style=\"vertical-align:top\">91</td><td style=\"vertical-align:top\">212</td><td style=\"vertical-align:top\">78.000000</td><td style=\"vertical-align:top\">6</td><td style=\"vertical-align:top\">0.000000</td><td style=\"vertical-align:top\">120</td><td style=\"vertical-align:top\">B</td><td style=\"vertical-align:top\">Minor</td><td style=\"vertical-align:top\">78</td><td style=\"vertical-align:top\">76</td><td style=\"vertical-align:top\">59</td><td style=\"vertical-align:top\">43</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">34</td><td style=\"vertical-align:top\">3</td></tr><tr><td style=\"vertical-align:top\">What Was I Made For? [From The Motion<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">Billie Eilish</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">7</td><td style=\"vertical-align:top\">13</td><td style=\"vertical-align:top\">873</td><td style=\"vertical-align:top\">104</td><td style=\"vertical-align:top\">30546883</td><td style=\"vertical-align:top\">80</td><td style=\"vertical-align:top\">227</td><td style=\"vertical-align:top\">95.000000</td><td style=\"vertical-align:top\">24</td><td style=\"vertical-align:top\">1173.000000</td><td style=\"vertical-align:top\">78</td><td style=\"vertical-align:top\">null</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">44</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">9</td><td style=\"vertical-align:top\">96</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">10</td><td style=\"vertical-align:top\">3</td></tr><tr><td style=\"vertical-align:top\">Classy 101</td><td style=\"vertical-align:top\">Feid, Young Miko</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">31</td><td style=\"vertical-align:top\">2610</td><td style=\"vertical-align:top\">40</td><td style=\"vertical-align:top\">335222234</td><td style=\"vertical-align:top\">43</td><td style=\"vertical-align:top\">100</td><td style=\"vertical-align:top\">54.000000</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">187.000000</td><td style=\"vertical-align:top\">100</td><td style=\"vertical-align:top\">B</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">86</td><td style=\"vertical-align:top\">67</td><td style=\"vertical-align:top\">66</td><td style=\"vertical-align:top\">14</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">12</td><td style=\"vertical-align:top\">16</td></tr><tr><td style=\"vertical-align:top\">Like Crazy</td><td style=\"vertical-align:top\">Jimin</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2023</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">24</td><td style=\"vertical-align:top\">596</td><td style=\"vertical-align:top\">68</td><td style=\"vertical-align:top\">363369738</td><td style=\"vertical-align:top\">8</td><td style=\"vertical-align:top\">104</td><td style=\"vertical-align:top\">23.000000</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">29.000000</td><td style=\"vertical-align:top\">120</td><td style=\"vertical-align:top\">G</td><td style=\"vertical-align:top\">Major</td><td style=\"vertical-align:top\">63</td><td style=\"vertical-align:top\">36</td><td style=\"vertical-align:top\">73</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">36</td><td style=\"vertical-align:top\">4</td></tr></tbody></table>\n", " </body>\n", " <script>\n", " document.getElementById(\"static_df_1392508929\").style.display = \"none\";\n", " </script>\n", " </html>" ],
"application/kotlindataframe+json" : "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"track_name\",\"artist(s)_name\",\"artist_count\",\"released_year\",\"released_month\",\"released_day\",\"in_spotify_playlists\",\"in_spotify_charts\",\"streams\",\"in_apple_playlists\",\"in_apple_charts\",\"in_deezer_playlists\",\"in_deezer_charts\",\"in_shazam_charts\",\"bpm\",\"key\",\"mode\",\"danceability_%\",\"valence_%\",\"energy_%\",\"acousticness_%\",\"instrumentalness_%\",\"liveness_%\",\"speechiness_%\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double?\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double?\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String?\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":953,\"ncol\":24},\"kotlin_dataframe\":[{\"track_name\":\"Seven (feat. Latto) (Explicit Ver.)\",\"artist(s)_name\":\"Latto, Jung Kook\",\"artist_count\":2,\"released_year\":2023,\"released_month\":7,\"released_day\":14,\"in_spotify_playlists\":553,\"in_spotify_charts\":147,\"streams\":\"141381703\",\"in_apple_playlists\":43,\"in_apple_charts\":263,\"in_deezer_playlists\":45.0,\"in_deezer_charts\":10,\"in_shazam_charts\":826.0,\"bpm\":125,\"key\":\"B\",\"mode\":\"Major\",\"danceability_%\":80,\"valence_%\":89,\"energy_%\":83,\"acousticness_%\":31,\"instrumentalness_%\":0,\"liveness_%\":8,\"speechiness_%\":4},{\"track_name\":\"LALA\",\"artist(s)_name\":\"Myke Towers\",\"artist_count\":1,\"released_year\":2023,\"released_month\":3,\"released_day\":23,\"in_spotify_playlists\":1474,\"in_spotify_charts\":48,\"streams\":\"133716286\",\"in_apple_playlists\":48,\"in_apple_charts\":126,\"in_deezer_playlists\":58.0,\"in_deezer_charts\":14,\"in_shazam_charts\":382.0,\"bpm\":92,\"key\":\"C#\",\"mode\":\"Major\",\"danceability_%\":71,\"valence_%\":61,\"energy_%\":74,\"acousticness_%\":7,\"instrumentalness_%\":0,\"liveness_%\":10,\"speechiness_%\":4},{\"track_name\":\"vampire\",\"artist(s)_name\":\"Olivia Rodrigo\",\"artist_count\":1,\"released_year\":2023,\"released_month\":6,\"released_day\":30,\"in_spotify_playlists\":1397,\"in_spotify_charts\":113,\"streams\":\"140003974\",\"in_apple_playlists\":94,\"in_apple_charts\":207,\"in_deezer_playlists\":91.0,\"in_deezer_charts\":14,\"in_shazam_charts\":949.0,\"bpm\":138,\"key\":\"F\",\"mode\":\"Major\",\"danceability_%\":51,\"valence_%\":32,\"energy_%\":53,\"acousticness_%\":17,\"instrumentalness_%\":0,\"liveness_%\":31,\"speechiness_%\":6},{\"track_name\":\"Cruel Summer\",\"artist(s)_name\":\"Taylor Swift\",\"artist_count\":1,\"released_year\":2019,\"released_month\":8,\"released_day\":23,\"in_spotify_playlists\":7858,\"in_spotify_charts\":100,\"streams\":\"800840817\",\"in_apple_playlists\":116,\"in_apple_charts\":207,\"in_deezer_playlists\":125.0,\"in_deezer_charts\":12,\"in_shazam_charts\":548.0,\"bpm\":170,\"key\":\"A\",\"mode\":\"Major\",\"danceability_%\":55,\"valence_%\":58,\"energy_%\":72,\"acousticness_%\":11,\"instrumentalness_%\":0,\"liveness_%\":11,\"speechiness_%\":15},{\"track_name\":\"WHERE SHE GOES\",\"artist(s)_name\":\"Bad Bunny\",\"artist_count\":1,\"released_year\":2023,\"released_month\":5,\"released_day\":18,\"in_spotify_playlists\":3133,\"in_spotify_charts\":50,\"streams\":\"303236322\",\"in_apple_playlists\":84,\"in_apple_charts\":133,\"in_deezer_playlists\":87.0,\"in_deezer_charts\":15,\"in_shazam_charts\":425.0,\"bpm\":144,\"key\":\"A\",\"mode\":\"Minor\",\"danceability_%\":65,\"valence_%\":23,\"energy_%\":80,\"acousticness_%\":14,\"instrumentalness_%\":63,\"liveness_%\":11,\"speechiness_%\":6},{\"track_name\":\"Sprinter\",\"artist(s)_name\":\"Dave, Central Cee\",\"artist_count\":2,\"released_year\":2023,\"released_month\":6,\"released_day\":1,\"in_spotify_playlists\":2186,\"in_spotify_charts\":91,\"streams\":\"183706234\",\"in_apple_playlists\":67,\"in_apple_charts\":213,\"in_deezer_playlists\":88.0,\"in_deezer_charts\":17,\"in_shazam_charts\":946.0,\"bpm\":141,\"key\":\"C#\",\"mode\":\"Major\",\"danceability_%\":92,\"valence_%\":66,\"energy_%\":58,\"acousticness_%\":19,\"instrumentalness_%\":0,\"liveness_%\":8,\"speechiness_%\":24},{\"track_name\":\"Ella Baila Sola\",\"artist(s)_name\":\"Eslabon Armado, Peso Pluma\",\"artist_count\":2,\"released_year\":2023,\"released_month\":3,\"released_day\":16,\"in_spotify_playlists\":3090,\"in_spotify_charts\":50,\"streams\":\"725980112\",\"in_apple_playlists\":34,\"in_apple_charts\":222,\"in_deezer_playlists\":43.0,\"in_deezer_charts\":13,\"in_shazam_charts\":418.0,\"bpm\":148,\"key\":\"F\",\"mode\":\"Minor\",\"danceability_%\":67,\"valence_%\":83,\"energy_%\":76,\"acousticness_%\":48,\"instrumentalness_%\":0,\"liveness_%\":8,\"speechiness_%\":3},{\"track_name\":\"Columbia\",\"artist(s)_name\":\"Quevedo\",\"artist_count\":1,\"released_year\":2023,\"released_month\":7,\"released_day\":7,\"in_spotify_playlists\":714,\"in_spotify_charts\":43,\"streams\":\"58149378\",\"in_apple_playlists\":25,\"in_apple_charts\":89,\"in_deezer_playlists\":30.0,\"in_deezer_charts\":13,\"in_shazam_charts\":194.0,\"bpm\":100,\"key\":\"F\",\"mode\":\"Major\",\"danceability_%\":67,\"valence_%\":26,\"energy_%\":71,\"acousticness_%\":37,\"instrumentalness_%\":0,\"liveness_%\":11,\"speechiness_%\":4},{\"track_name\":\"fukumean\",\"artist(s)_name\":\"Gunna\",\"artist_count\":1,\"released_year\":2023,\"released_month\":5,\"released_day\":15,\"in_spotify_playlists\":1096,\"in_spotify_charts\":83,\"streams\":\"95217315\",\"in_apple_playlists\":60,\"in_apple_charts\":210,\"in_deezer_playlists\":48.0,\"in_deezer_charts\":11,\"in_shazam_charts\":953.0,\"bpm\":130,\"key\":\"C#\",\"mode\":\"Minor\",\"danceability_%\":85,\"valence_%\":22,\"energy_%\":62,\"acousticness_%\":12,\"instrumentalness_%\":0,\"liveness_%\":28,\"speechiness_%\":9},{\"track_name\":\"La Bebe - Remix\",\"artist(s)_name\":\"Peso Pluma, Yng Lvcas\",\"artist_count\":2,\"released_year\":2023,\"released_month\":3,\"released_day\":17,\"in_spotify_playlists\":2953,\"in_spotify_charts\":44,\"streams\":\"553634067\",\"in_apple_playlists\":49,\"in_apple_charts\":110,\"in_deezer_playlists\":66.0,\"in_deezer_charts\":13,\"in_shazam_charts\":339.0,\"bpm\":170,\"key\":\"D\",\"mode\":\"Minor\",\"danceability_%\":81,\"valence_%\":56,\"energy_%\":48,\"acousticness_%\":21,\"instrumentalness_%\":0,\"liveness_%\":8,\"speechiness_%\":33},{\"track_name\":\"un x100to\",\"artist(s)_name\":\"Bad Bunny, Grupo Frontera\",\"artist_count\":2,\"released_year\":2023,\"released_month\":4,\"released_day\":17,\"in_spotify_playlists\":2876,\"in_spotify_charts\":40,\"streams\":\"505671438\",\"in_apple_playlists\":41,\"in_apple_charts\":205,\"in_deezer_playlists\":54.0,\"in_deezer_charts\":12,\"in_shazam_charts\":251.0,\"bpm\":83,\"key\":\"F#\",\"mode\":\"Minor\",\"danceability_%\":57,\"valence_%\":56,\"energy_%\":72,\"acousticness_%\":23,\"instrumentalness_%\":0,\"liveness_%\":27,\"speechiness_%\":5},{\"track_name\":\"Super Shy\",\"artist(s)_name\":\"NewJeans\",\"artist_count\":1,\"released_year\":2023,\"released_month\":7,\"released_day\":7,\"in_spotify_playlists\":422,\"in_spotify_charts\":55,\"streams\":\"58255150\",\"in_apple_playlists\":37,\"in_apple_charts\":202,\"in_deezer_playlists\":21.0,\"in_deezer_charts\":5,\"in_shazam_charts\":168.0,\"bpm\":150,\"key\":\"F\",\"mode\":\"Minor\",\"danceability_%\":78,\"valence_%\":52,\"energy_%\":82,\"acousticness_%\":18,\"instrumentalness_%\":0,\"liveness_%\":15,\"speechiness_%\":7},{\"track_name\":\"Flowers\",\"artist(s)_name\":\"Miley Cyrus\",\"artist_count\":1,\"released_year\":2023,\"released_month\":1,\"released_day\":12,\"in_spotify_playlists\":12211,\"in_spotify_charts\":115,\"streams\":\"1316855716\",\"in_apple_playlists\":300,\"in_apple_charts\":215,\"in_deezer_playlists\":745.0,\"in_deezer_charts\":58,\"in_shazam_charts\":1021.0,\"bpm\":118,\"key\":null,\"mode\":\"Major\",\"danceability_%\":71,\"valence_%\":65,\"energy_%\":68,\"acousticness_%\":6,\"instrumentalness_%\":0,\"liveness_%\":3,\"speechiness_%\":7},{\"track_name\":\"Daylight\",\"artist(s)_name\":\"David Kushner\",\"artist_count\":1,\"released_year\":2023,\"released_month\":4,\"released_day\":14,\"in_spotify_playlists\":3528,\"in_spotify_charts\":98,\"streams\":\"387570742\",\"in_apple_playlists\":80,\"in_apple_charts\":156,\"in_deezer_playlists\":182.0,\"in_deezer_charts\":24,\"in_shazam_charts\":1281.0,\"bpm\":130,\"key\":\"D\",\"mode\":\"Minor\",\"danceability_%\":51,\"valence_%\":32,\"energy_%\":43,\"acousticness_%\":83,\"instrumentalness_%\":0,\"liveness_%\":9,\"speechiness_%\":3},{\"track_name\":\"As It Was\",\"artist(s)_name\":\"Harry Styles\",\"artist_count\":1,\"released_year\":2022,\"released_month\":3,\"released_day\":31,\"in_spotify_playlists\":23575,\"in_spotify_charts\":130,\"streams\":\"2513188493\",\"in_apple_playlists\":403,\"in_apple_charts\":198,\"in_deezer_playlists\":863.0,\"in_deezer_charts\":46,\"in_shazam_charts\":null,\"bpm\":174,\"key\":\"F#\",\"mode\":\"Minor\",\"danceability_%\":52,\"valence_%\":66,\"energy_%\":73,\"acousticness_%\":34,\"instrumentalness_%\":0,\"liveness_%\":31,\"speechiness_%\":6},{\"track_name\":\"Kill Bill\",\"artist(s)_name\":\"SZA\",\"artist_count\":1,\"released_year\":2022,\"released_month\":12,\"released_day\":8,\"in_spotify_playlists\":8109,\"in_spotify_charts\":77,\"streams\":\"1163093654\",\"in_apple_playlists\":183,\"in_apple_charts\":162,\"in_deezer_playlists\":161.0,\"in_deezer_charts\":12,\"in_shazam_charts\":187.0,\"bpm\":89,\"key\":\"G#\",\"mode\":\"Major\",\"danceability_%\":64,\"valence_%\":43,\"energy_%\":73,\"acousticness_%\":5,\"instrumentalness_%\":17,\"liveness_%\":16,\"speechiness_%\":4},{\"track_name\":\"Cupid - Twin Ver.\",\"artist(s)_name\":\"Fifty Fifty\",\"artist_count\":1,\"released_year\":2023,\"released_month\":2,\"released_day\":24,\"in_spotify_playlists\":2942,\"in_spotify_charts\":77,\"streams\":\"496795686\",\"in_apple_playlists\":91,\"in_apple_charts\":212,\"in_deezer_playlists\":78.0,\"in_deezer_charts\":6,\"in_shazam_charts\":0.0,\"bpm\":120,\"key\":\"B\",\"mode\":\"Minor\",\"danceability_%\":78,\"valence_%\":76,\"energy_%\":59,\"acousticness_%\":43,\"instrumentalness_%\":0,\"liveness_%\":34,\"speechiness_%\":3},{\"track_name\":\"What Was I Made For? [From The Motion Picture \\\"Barbie\\\"]\",\"artist(s)_name\":\"Billie Eilish\",\"artist_count\":1,\"released_year\":2023,\"released_month\":7,\"released_day\":13,\"in_spotify_playlists\":873,\"in_spotify_charts\":104,\"streams\":\"30546883\",\"in_apple_playlists\":80,\"in_apple_charts\":227,\"in_deezer_playlists\":95.0,\"in_deezer_charts\":24,\"in_shazam_charts\":1173.0,\"bpm\":78,\"key\":null,\"mode\":\"Major\",\"danceability_%\":44,\"valence_%\":14,\"energy_%\":9,\"acousticness_%\":96,\"instrumentalness_%\":0,\"liveness_%\":10,\"speechiness_%\":3},{\"track_name\":\"Classy 101\",\"artist(s)_name\":\"Feid, Young Miko\",\"artist_count\":2,\"released_year\":2023,\"released_month\":3,\"released_day\":31,\"in_spotify_playlists\":2610,\"in_spotify_charts\":40,\"streams\":\"335222234\",\"in_apple_playlists\":43,\"in_apple_charts\":100,\"in_deezer_playlists\":54.0,\"in_deezer_charts\":14,\"in_shazam_charts\":187.0,\"bpm\":100,\"key\":\"B\",\"mode\":\"Major\",\"danceability_%\":86,\"valence_%\":67,\"energy_%\":66,\"acousticness_%\":14,\"instrumentalness_%\":0,\"liveness_%\":12,\"speechiness_%\":16},{\"track_name\":\"Like Crazy\",\"artist(s)_name\":\"Jimin\",\"artist_count\":1,\"released_year\":2023,\"released_month\":3,\"released_day\":24,\"in_spotify_playlists\":596,\"in_spotify_charts\":68,\"streams\":\"363369738\",\"in_apple_playlists\":8,\"in_apple_charts\":104,\"in_deezer_playlists\":23.0,\"in_deezer_charts\":2,\"in_shazam_charts\":29.0,\"bpm\":120,\"key\":\"G\",\"mode\":\"Major\",\"danceability_%\":63,\"valence_%\":36,\"energy_%\":73,\"acousticness_%\":0,\"instrumentalness_%\":0,\"liveness_%\":36,\"speechiness_%\":4}]}"
},
"execution_count" : 2,
"metadata" : { },
"output_type" : "execute_result"
} ],
"execution_count" : 2
}, {
"metadata" : { },
"cell_type" : "markdown",
"source" : "To find the top 5 popular artists, I'll analyze the dataset by grouping artists and counting their appearances, then sort by frequency.",
"id" : "9cefa7ace7bc114"
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-07-16T10:14:32.359920Z",
"start_time" : "2025-07-16T10:14:30.821603Z"
}
},
"cell_type" : "code",
"source" : [ "// Count occurrences of each artist\n", "val artistCounts = spotify2023\n", " .groupBy { `artist(s)_name` }\n", " .count()\n", " .sortByDesc { it[\"count\"] }\n", " .take(5)\n", "\n", "artistCounts" ],
"id" : "a259e13405c0a184",
"outputs" : [ {
"data" : {
"text/html" : [ " <iframe onload=\"o_resize_iframe_out_3()\" style=\"width:100%;\" class=\"result_container\" id=\"iframe_out_3\" frameBorder=\"0\" srcdoc=\" &lt;html&gt;\n", " &lt;head&gt;\n", " &lt;style type=&quot;text&sol;css&quot;&gt;\n", " :root {\n", " --background: #fff;\n", " --background-odd: #f5f5f5;\n", " --background-hover: #d9edfd;\n", " --header-text-color: #474747;\n", " --text-color: #848484;\n", " --text-color-dark: #000;\n", " --text-color-medium: #737373;\n", " --text-color-pale: #b3b3b3;\n", " --inner-border-color: #aaa;\n", " --bold-border-color: #000;\n", " --link-color: #296eaa;\n", " --link-color-pale: #296eaa;\n", " --link-hover: #1a466c;\n", "}\n", "\n", ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;], .dataframe_dark{\n", " --background: #303030;\n", " --background-odd: #3c3c3c;\n", " --background-hover: #464646;\n", " --header-text-color: #dddddd;\n", " --text-color: #b3b3b3;\n", " --text-color-dark: #dddddd;\n", " --text-color-medium: #b2b2b2;\n", " --text-color-pale: #737373;\n", " --inner-border-color: #707070;\n", " --bold-border-color: #777777;\n", " --link-color: #008dc0;\n", " --link-color-pale: #97e1fb;\n", " --link-hover: #00688e;\n", "}\n", "\n", "p.dataframe_description {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe {\n", " font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, sans-serif;\n", " font-size: 12px;\n", " background-color: var(--background);\n", " color: var(--text-color-dark);\n", " border: none;\n", " border-collapse: collapse;\n", "}\n", "\n", "table.dataframe th, td {\n", " padding: 6px;\n", " border: 1px solid transparent;\n", " text-align: left;\n", "}\n", "\n", "table.dataframe th {\n", " background-color: var(--background);\n", " color: var(--header-text-color);\n", "}\n", "\n", "table.dataframe td {\n", " vertical-align: top;\n", " white-space: nowrap;\n", "}\n", "\n", "table.dataframe th.bottomBorder {\n", " border-bottom-color: var(--bold-border-color);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(odd) {\n", " background: var(--background-odd);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(even) {\n", " background: var(--background);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:hover {\n", " background: var(--background-hover);\n", "}\n", "\n", "table.dataframe a {\n", " cursor: pointer;\n", " color: var(--link-color);\n", " text-decoration: none;\n", "}\n", "\n", "table.dataframe tr:hover &gt; td a {\n", " color: var(--link-color-pale);\n", "}\n", "\n", "table.dataframe a:hover {\n", " color: var(--link-hover);\n", " text-decoration: underline;\n", "}\n", "\n", "table.dataframe img {\n", " max-width: fit-content;\n", "}\n", "\n", "table.dataframe th.complex {\n", " background-color: var(--background);\n", " border: 1px solid var(--background);\n", "}\n", "\n", "table.dataframe .leftBorder {\n", " border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "&sol;* formatting *&sol;\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", ":root {\n", " 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window.DataFrame || new (function () {\n", " this.addTable = function (df) {\n", " let cols = df.cols;\n", " for (let i = 0; i &lt; cols.length; i++) {\n", " for (let c of cols[i].children) {\n", " cols[c].parent = i;\n", " }\n", " }\n", " df.nrow = 0\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n", " }\n", " if (df.id === df.rootId) {\n", " df.expandedFrames = new Set()\n", " df.childFrames = {}\n", " const table = this.getTableElement(df.id)\n", " table.df = df\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " let col = df.cols[i]\n", " if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n", " }\n", " } else {\n", " const rootDf = this.getTableData(df.rootId)\n", " rootDf.childFrames[df.id] = df\n", " }\n", " }\n", "\n", " this.computeRenderData = function (df) {\n", " let result = []\n", " let pos = 0\n", " for (let col = 0; col &lt; df.cols.length; col++) {\n", " if (df.cols[col].parent === undefined)\n", " pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n", " }\n", " for (let i = 0; i &lt; result.length; i++) {\n", " let row = result[i]\n", " for (let j = 0; j &lt; row.length; j++) {\n", " let cell = row[j]\n", " if (j === 0)\n", " cell.leftBd = false\n", " if (j &lt; row.length - 1) {\n", " let nextData = row[j + 1]\n", " if (nextData.leftBd) cell.rightBd = true\n", " else if (cell.rightBd) nextData.leftBd = true\n", " } else cell.rightBd = false\n", " }\n", " }\n", " return result\n", " }\n", "\n", " this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n", " if (result.length === depth) {\n", " const array = [];\n", " if (pos &gt; 0) {\n", " let j = 0\n", " for (let i = 0; j &lt; pos; i++) {\n", " let c = result[depth - 1][i]\n", " j += c.span\n", " let copy = Object.assign({empty: true}, c)\n", " array.push(copy)\n", " }\n", " }\n", " result.push(array)\n", " }\n", " const col = cols[colId];\n", " let size = 0;\n", " if (col.expanded) {\n", " let childPos = pos\n", " for (let i = 0; i &lt; col.children.length; i++) {\n", " let child = col.children[i]\n", " let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n", " let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n", " let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n", " childPos += childSize\n", " size += childSize\n", " }\n", " } else {\n", " for (let i = depth + 1; i &lt; result.length; i++)\n", " result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n", " size = 1\n", " }\n", " let left = leftBorder\n", " let right = rightBorder\n", " if (size &gt; 1) {\n", " left = true\n", " right = true\n", " }\n", " result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n", " return size\n", " }\n", "\n", " this.getTableElement = function (id) {\n", " return document.getElementById(&quot;df_&quot; + id)\n", " }\n", "\n", " this.getTableData = function (id) {\n", " return this.getTableElement(id).df\n", " }\n", "\n", " this.createExpander = function (isExpanded) {\n", " const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n", " let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n", " svg.classList.add(&quot;expanderSvg&quot;)\n", " let path = document.createElementNS(svgNs, &quot;path&quot;)\n", " if (isExpanded) {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n", " } else {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n", " }\n", " path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n", " svg.appendChild(path)\n", " return svg\n", " }\n", "\n", " this.renderTable = function (id) {\n", "\n", " let table = this.getTableElement(id)\n", "\n", " if (table === null) return\n", "\n", " table.innerHTML = &quot;&quot;\n", "\n", " let df = table.df\n", " let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n", "\n", " &sol;&sol; header\n", " let header = document.createElement(&quot;thead&quot;)\n", " table.appendChild(header)\n", "\n", " let renderData = this.computeRenderData(df)\n", " for (let j = 0; j &lt; renderData.length; j++) {\n", " let rowData = renderData[j]\n", " let tr = document.createElement(&quot;tr&quot;);\n", " let isLastRow = j === renderData.length - 1\n", " header.appendChild(tr);\n", " for (let i = 0; i &lt; rowData.length; i++) {\n", " let cell = rowData[i]\n", " let th = document.createElement(&quot;th&quot;);\n", " th.setAttribute(&quot;colspan&quot;, cell.span)\n", " let colId = cell.id\n", " let col = df.cols[colId];\n", " if (!cell.empty) {\n", " if (col.children.length === 0) {\n", " th.innerHTML = col.name\n", " } else {\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " col.expanded = !col.expanded\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(col.expanded))\n", " link.innerHTML += col.name\n", " th.appendChild(link)\n", " }\n", " }\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (isLastRow)\n", " classes += &quot; bottomBorder&quot;\n", " if (classes.length &gt; 0)\n", " th.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(th)\n", " }\n", " }\n", "\n", " &sol;&sol; body\n", " let body = document.createElement(&quot;tbody&quot;)\n", " table.appendChild(body)\n", "\n", " let columns = renderData.pop()\n", " for (let row = 0; row &lt; df.nrow; row++) {\n", " let tr = document.createElement(&quot;tr&quot;);\n", " body.appendChild(tr)\n", " for (let i = 0; i &lt; columns.length; i++) {\n", " let cell = columns[i]\n", " let td = document.createElement(&quot;td&quot;);\n", " let colId = cell.id\n", " let col = df.cols[colId]\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (classes.length &gt; 0)\n", " td.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(td)\n", " let value = col.values[row]\n", " if (value.frameId !== undefined) {\n", " let frameId = value.frameId\n", " let expanded = rootDf.expandedFrames.has(frameId)\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " if (rootDf.expandedFrames.has(frameId))\n", " rootDf.expandedFrames.delete(frameId)\n", " else rootDf.expandedFrames.add(frameId)\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(expanded))\n", " link.innerHTML += value.value\n", " if (expanded) {\n", " td.appendChild(link)\n", " td.appendChild(document.createElement(&quot;p&quot;))\n", " const childTable = document.createElement(&quot;table&quot;)\n", " childTable.className = &quot;dataframe&quot;\n", " childTable.id = &quot;df_&quot; + frameId\n", " let childDf = rootDf.childFrames[frameId]\n", " childTable.df = childDf\n", " td.appendChild(childTable)\n", " this.renderTable(frameId)\n", " if (childDf.nrow !== childDf.totalRows) {\n", " const footer = document.createElement(&quot;p&quot;)\n", " footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n", " td.appendChild(footer)\n", " }\n", " } else {\n", " td.appendChild(link)\n", " }\n", " } else if (value.style !== undefined) {\n", " td.innerHTML = value.value\n", " td.setAttribute(&quot;style&quot;, value.style)\n", " } else td.innerHTML = value\n", " this.nodeScriptReplace(td)\n", " }\n", " }\n", " }\n", "\n", " this.nodeScriptReplace = function (node) {\n", " if (this.nodeScriptIs(node) === true) {\n", " node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n", " } else {\n", " let i = -1, children = node.childNodes;\n", " while (++i &lt; children.length) {\n", " this.nodeScriptReplace(children[i]);\n", " }\n", " }\n", "\n", " return node;\n", " }\n", "\n", " this.nodeScriptClone = function (node) {\n", " let script = document.createElement(&quot;script&quot;);\n", " script.text = node.innerHTML;\n", "\n", " let i = -1, attrs = node.attributes, attr;\n", " while (++i &lt; attrs.length) {\n", " script.setAttribute((attr = attrs[i]).name, attr.value);\n", " }\n", " return script;\n", " }\n", "\n", " this.nodeScriptIs = function (node) {\n", " return node.tagName === 'SCRIPT';\n", " }\n", " })()\n", "\n", " window.call_DataFrame = function (f) {\n", " return f();\n", " };\n", "\n", " let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n", " if (funQueue) {\n", " funQueue.forEach(function (f) {\n", " f();\n", " });\n", " funQueue = [];\n", " }\n", "})()\n", "\n", "&sol;*&lt;!--*&sol;\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;artist(s)_name: String&bsol;&quot;&gt;artist(s)_name&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;Taylor Swift&quot;,&quot;The Weeknd&quot;,&quot;Bad Bunny&quot;,&quot;SZA&quot;,&quot;Harry Styles&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;count: Int&bsol;&quot;&gt;count&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;34&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;22&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;19&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;19&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;17&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "], id: 1392508932, rootId: 1392508932, totalRows: 5 } ) });\n", "&sol;*--&gt;*&sol;\n", "\n", "call_DataFrame(function() { DataFrame.renderTable(1392508932) });\n", "\n", "\n", " &lt;&sol;script&gt;\n", " &lt;&sol;html&gt;\"></iframe>\n", " <script>\n", " function o_resize_iframe_out_3() {\n", " let elem = document.getElementById(\"iframe_out_3\");\n", " resize_iframe_out_3(elem);\n", " setInterval(resize_iframe_out_3, 5000, elem);\n", " }\n", " function resize_iframe_out_3(el) {\n", " let h = el.contentWindow.document.body.scrollHeight;\n", " el.height = h === 0 ? 0 : h + 41;\n", " }\n", " </script> <html>\n", " <head>\n", " <style type=\"text/css\">\n", " :root {\n", " --background: #fff;\n", " --background-odd: #f5f5f5;\n", " --background-hover: #d9edfd;\n", " --header-text-color: #474747;\n", " --text-color: #848484;\n", " --text-color-dark: #000;\n", " --text-color-medium: #737373;\n", " --text-color-pale: #b3b3b3;\n", " --inner-border-color: #aaa;\n", " --bold-border-color: #000;\n", " --link-color: #296eaa;\n", " --link-color-pale: #296eaa;\n", " --link-hover: #1a466c;\n", "}\n", "\n", ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n", " --background: #303030;\n", " --background-odd: #3c3c3c;\n", " --background-hover: #464646;\n", " --header-text-color: #dddddd;\n", " --text-color: #b3b3b3;\n", " --text-color-dark: #dddddd;\n", " --text-color-medium: #b2b2b2;\n", " --text-color-pale: #737373;\n", " --inner-border-color: #707070;\n", " --bold-border-color: #777777;\n", " --link-color: #008dc0;\n", " --link-color-pale: #97e1fb;\n", " --link-hover: #00688e;\n", "}\n", "\n", "p.dataframe_description {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe {\n", " font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n", " font-size: 12px;\n", " background-color: var(--background);\n", " color: var(--text-color-dark);\n", " border: none;\n", " border-collapse: collapse;\n", "}\n", "\n", "table.dataframe th, td {\n", " padding: 6px;\n", " border: 1px solid transparent;\n", " text-align: left;\n", "}\n", "\n", "table.dataframe th {\n", " background-color: var(--background);\n", " color: var(--header-text-color);\n", "}\n", "\n", "table.dataframe td {\n", " vertical-align: top;\n", " white-space: nowrap;\n", "}\n", "\n", "table.dataframe th.bottomBorder {\n", " border-bottom-color: var(--bold-border-color);\n", "}\n", "\n", "table.dataframe tbody > tr:nth-child(odd) {\n", " background: var(--background-odd);\n", "}\n", "\n", "table.dataframe tbody > tr:nth-child(even) {\n", " background: var(--background);\n", "}\n", "\n", "table.dataframe tbody > tr:hover {\n", " background: var(--background-hover);\n", "}\n", "\n", "table.dataframe a {\n", " cursor: pointer;\n", " color: var(--link-color);\n", " text-decoration: none;\n", "}\n", "\n", "table.dataframe tr:hover > td a {\n", " color: var(--link-color-pale);\n", "}\n", "\n", "table.dataframe a:hover {\n", " color: var(--link-hover);\n", " text-decoration: underline;\n", "}\n", "\n", "table.dataframe img {\n", " max-width: fit-content;\n", "}\n", "\n", "table.dataframe th.complex {\n", " background-color: var(--background);\n", " border: 1px solid var(--background);\n", "}\n", "\n", "table.dataframe .leftBorder {\n", " border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "/* formatting */\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", " </style>\n", " </head>\n", " <body>\n", " <table class=\"dataframe\" id=\"static_df_1392508933\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">artist(s)_name</th><th class=\"bottomBorder\" style=\"text-align:left\">count</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">Taylor Swift</td><td style=\"vertical-align:top\">34</td></tr><tr><td style=\"vertical-align:top\">The Weeknd</td><td style=\"vertical-align:top\">22</td></tr><tr><td style=\"vertical-align:top\">Bad Bunny</td><td style=\"vertical-align:top\">19</td></tr><tr><td style=\"vertical-align:top\">SZA</td><td style=\"vertical-align:top\">19</td></tr><tr><td style=\"vertical-align:top\">Harry Styles</td><td style=\"vertical-align:top\">17</td></tr></tbody></table>\n", " </body>\n", " <script>\n", " document.getElementById(\"static_df_1392508933\").style.display = \"none\";\n", " </script>\n", " </html>" ],
"application/kotlindataframe+json" : "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"artist(s)_name\",\"count\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":5,\"ncol\":2},\"kotlin_dataframe\":[{\"artist(s)_name\":\"Taylor Swift\",\"count\":34},{\"artist(s)_name\":\"The Weeknd\",\"count\":22},{\"artist(s)_name\":\"Bad Bunny\",\"count\":19},{\"artist(s)_name\":\"SZA\",\"count\":19},{\"artist(s)_name\":\"Harry Styles\",\"count\":17}]}"
},
"execution_count" : 3,
"metadata" : { },
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"cell_type" : "code",
"source" : "%use spring-ai-openai",
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"outputs" : [ ],
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"cell_type" : "code",
"source" : "val apiKey = System.getenv(\"OPENAI_API_KEY\")",
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"cell_type" : "code",
"source" : [ "import org.springframework.ai.openai.api.OpenAiApi\n", "import org.springframework.ai.chat.model.ChatModel\n", "import org.springframework.ai.openai.OpenAiChatModel\n", "import org.springframework.ai.openai.OpenAiChatOptions\n", "\n", "val openAiApi = OpenAiApi.builder().apiKey(apiKey).build()\n", "\n", "val openAiOptions = OpenAiChatOptions.builder()\n", " .model(OpenAiApi.ChatModel.CHATGPT_4_O_LATEST)\n", " .temperature(0.9)\n", " .build()\n", "\n", "val openAiChat: ChatModel = OpenAiChatModel.builder()\n", " .openAiApi(openAiApi)\n", " .defaultOptions(openAiOptions)\n", " .build()" ],
"id" : "616641c992943331",
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"execution_count" : 6
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"cell_type" : "code",
"source" : [ "val chat = ChatClient.create(openAiChat)\n", "\n", "chat.prompt(\"suggest tabs for the bass line to play along this song: ${spotify2023.get(1)}\").call().content()" ],
"id" : "cd15772fbe82491e",
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"data" : {
"text/plain" : [ "Based on the information provided for the song \"LALA\" by Myke Towers, especially its key (C# Major), tempo (92 BPM), and overall groove (danceability 71%, energy 74%), the bass line is likely smooth, rhythmic, and supportive of a reggaeton or Latin trap beat. Below is a suggested bass tab you can play along with, matching the general harmonic content and groove of the track:\n", "\n", "🎵 Suggested Bass Tab for \"LALA\" – Myke Towers \n", "Key: C# Major \n", "Tempo: 92 BPM \n", "Tuning: Standard (E A D G)\n", "\n", "Bass Groove (4-bar loop – simple foundational pattern that you can build upon):\n", "\n", "G|---------------------------|---------------------------| \n", "D|---------------------------|---------------------------| \n", "A|--4---------4----------6--|--4---------4----------6--| \n", "E|-----2---2----2--4--------|-----2---2----2--4--------| \n", "\n", "Breakdown:\n", "\n", "- Bar 1 & 2 are repeated, focusing on the root (C# on A string, 4th fret), with passing notes to E♭ (6th fret, A string) and B (2nd fret, E string).\n", "- Adds bounce and matches the reggaeton style groove.\n", "\n", "You can also experiment with this variation, emphasizing syncopation and groove:\n", "\n", "G|-----------------------------| \n", "D|-----------------------------| \n", "A|--4-4-------6-6-4------------| \n", "E|------2-2---------4---2--4---| \n", "\n", "Feel free to adjust this pattern depending on whether you're playing along with a live band or backing track. You can also add slides, ghost notes, or syncopated rhythms that match the percussive elements of the beat.\n", "\n", "Let me know if you’d like a more advanced version or breakdown by song sections (verse, chorus, etc.)." ]
},
"execution_count" : 7,
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"execution_count" : 7
}, {
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"cell_type" : "code",
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"execution_count" : null,
"source" : "",
"id" : "87514f0716065b06"
} ],
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