{
    "componentChunkName": "component---src-templates-blog-post-js",
    "path": "/delete-rows-or-columns-from-a-pandas-dataframe/",
    "result": {"data":{"markdownRemark":{"html":"<div class=\"table-of-contents\">\n<ul>\n<li><a href=\"#drop\">drop()</a></li>\n<li><a href=\"#pop\">pop()</a></li>\n<li><a href=\"#del\">del</a></li>\n</ul>\n</div>\n<h3 id=\"drop\" style=\"position:relative;\"><a href=\"#drop\" aria-label=\"drop permalink\" class=\"anchor before\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>drop()</h3>\n<p>Let’s read the <del>budget.xlsx</del> file into a DataFrame:</p>\n<pre class=\"grvsc-container synthwave-84\" data-language=\"py\" data-index=\"0\"><code class=\"grvsc-code\"><span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"1\"></span><span class=\"grvsc-source\"><span class=\"mtk10\">import</span><span class=\"mtk15\"> pandas </span><span class=\"mtk10\">as</span><span class=\"mtk15\"> pd</span></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"2\"></span><span class=\"grvsc-source\"></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"3\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget </span><span class=\"mtk12\">=</span><span class=\"mtk15\"> pd.</span><span class=\"mtk6\">read_excel</span><span class=\"mtk15\">(</span><span class=\"mtk16\">&quot;budget.xlsx&quot;</span><span class=\"mtk15\">)</span></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"4\"></span><span class=\"grvsc-source\"></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"5\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget</span></span></span></code></pre>\n<p><strong>Output:</strong></p>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 554px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/80d3180f504f8b9998d1c78867dec5a9/b4bb7/budget.png\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 70%; position: relative; bottom: 0; left: 0; background-image: url('data:image/png;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"Budget\"\n        title=\"Budget\"\n        src=\"/static/80d3180f504f8b9998d1c78867dec5a9/b4bb7/budget.png\"\n        srcset=\"/static/80d3180f504f8b9998d1c78867dec5a9/56d15/budget.png 200w,\n/static/80d3180f504f8b9998d1c78867dec5a9/d9f49/budget.png 400w,\n/static/80d3180f504f8b9998d1c78867dec5a9/b4bb7/budget.png 554w\"\n        sizes=\"(max-width: 554px) 100vw, 554px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n        decoding=\"async\"\n      />\n  </a>\n    </span></p>\n<p>Note that we have a numeric index in our DataFrame.</p>\n<p>Let’s say we want to delete the row with index number <del>0</del>. We can use the <del>drop()</del> method, which by default, deletes rows.</p>\n<pre class=\"grvsc-container synthwave-84\" data-language=\"py\" data-index=\"1\"><code class=\"grvsc-code\"><span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"1\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget.</span><span class=\"mtk6\">drop</span><span class=\"mtk15\">(</span><span class=\"mtk8 mtki\">labels</span><span class=\"mtk12\">=</span><span class=\"mtk5\">0</span><span class=\"mtk15\">, </span><span class=\"mtk8 mtki\">inplace</span><span class=\"mtk12\">=</span><span class=\"mtk5\">True</span><span class=\"mtk15\">)</span></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"2\"></span><span class=\"grvsc-source\"></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"3\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget</span></span></span></code></pre>\n<p><strong>Output:</strong></p>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 553px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/63ab53c0dffdbd21326af685f33745c0/d35da/dropRow.png\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 64.99999999999999%; position: relative; bottom: 0; left: 0; background-image: url('data:image/png;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"Delete Row\"\n        title=\"Delete Row\"\n        src=\"/static/63ab53c0dffdbd21326af685f33745c0/d35da/dropRow.png\"\n        srcset=\"/static/63ab53c0dffdbd21326af685f33745c0/56d15/dropRow.png 200w,\n/static/63ab53c0dffdbd21326af685f33745c0/d9f49/dropRow.png 400w,\n/static/63ab53c0dffdbd21326af685f33745c0/d35da/dropRow.png 553w\"\n        sizes=\"(max-width: 553px) 100vw, 553px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n        decoding=\"async\"\n      />\n  </a>\n    </span></p>\n<p>To delete multiple rows, we have to pass a list to the <del>labels</del> parameter.</p>\n<p>Let’s delete rows <del>3</del> &#x26; <del>5</del>:</p>\n<pre class=\"grvsc-container synthwave-84\" data-language=\"py\" data-index=\"2\"><code class=\"grvsc-code\"><span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"1\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget.</span><span class=\"mtk6\">drop</span><span class=\"mtk15\">(</span><span class=\"mtk8 mtki\">labels</span><span class=\"mtk12\">=</span><span class=\"mtk15\">[</span><span class=\"mtk5\">3</span><span class=\"mtk15\">, </span><span class=\"mtk5\">5</span><span class=\"mtk15\">], </span><span class=\"mtk8 mtki\">inplace</span><span class=\"mtk12\">=</span><span class=\"mtk5\">True</span><span class=\"mtk15\">)</span></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"2\"></span><span class=\"grvsc-source\"></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"3\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget</span></span></span></code></pre>\n<p><strong>Output:</strong></p>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 549px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/03e36709d92ad0dd0d6a825bf31379b1/ffc28/dropRowMultiple.png\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 55.99999999999999%; position: relative; bottom: 0; left: 0; background-image: url('data:image/png;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"Delete Multiple Rows\"\n        title=\"Delete Multiple Rows\"\n        src=\"/static/03e36709d92ad0dd0d6a825bf31379b1/ffc28/dropRowMultiple.png\"\n        srcset=\"/static/03e36709d92ad0dd0d6a825bf31379b1/56d15/dropRowMultiple.png 200w,\n/static/03e36709d92ad0dd0d6a825bf31379b1/d9f49/dropRowMultiple.png 400w,\n/static/03e36709d92ad0dd0d6a825bf31379b1/ffc28/dropRowMultiple.png 549w\"\n        sizes=\"(max-width: 549px) 100vw, 549px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n        decoding=\"async\"\n      />\n  </a>\n    </span></p>\n<p>What if we want to delete columns?</p>\n<p>All we need to do is to pass <del>axis=1</del> to the <del>drop()</del> method.</p>\n<blockquote>\n<p>axis=1 represents columns. We can also pass <del>axis=”columns”</del>.</p>\n</blockquote>\n<p>Let’s delete the <del>City</del> column:</p>\n<pre class=\"grvsc-container synthwave-84\" data-language=\"py\" data-index=\"3\"><code class=\"grvsc-code\"><span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"1\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget.</span><span class=\"mtk6\">drop</span><span class=\"mtk15\">(</span><span class=\"mtk8 mtki\">labels</span><span class=\"mtk12\">=</span><span class=\"mtk16\">&quot;City&quot;</span><span class=\"mtk15\">, </span><span class=\"mtk8 mtki\">axis</span><span class=\"mtk12\">=</span><span class=\"mtk16\">&quot;columns&quot;</span><span class=\"mtk15\">, </span><span class=\"mtk8 mtki\">inplace</span><span class=\"mtk12\">=</span><span class=\"mtk5\">True</span><span class=\"mtk15\">)</span></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"2\"></span><span class=\"grvsc-source\"></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"3\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget</span></span></span></code></pre>\n<p><strong>Output:</strong></p>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 479px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/e07814ae6387341df2b96f478d35fd7e/001e3/cityColumn.png\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 64.5%; position: relative; bottom: 0; left: 0; background-image: url('data:image/png;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"Column Delete\"\n        title=\"Column Delete\"\n        src=\"/static/e07814ae6387341df2b96f478d35fd7e/001e3/cityColumn.png\"\n        srcset=\"/static/e07814ae6387341df2b96f478d35fd7e/56d15/cityColumn.png 200w,\n/static/e07814ae6387341df2b96f478d35fd7e/d9f49/cityColumn.png 400w,\n/static/e07814ae6387341df2b96f478d35fd7e/001e3/cityColumn.png 479w\"\n        sizes=\"(max-width: 479px) 100vw, 479px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n        decoding=\"async\"\n      />\n  </a>\n    </span></p>\n<p>Similarly, we can delete more than one column by passing the column labels to a list, like the way we did for rows.</p>\n<h3 id=\"pop\" style=\"position:relative;\"><a href=\"#pop\" aria-label=\"pop permalink\" class=\"anchor before\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>pop()</h3>\n<p>For deleting columns, we have access to another method named <del>pop()</del>, which removes the column from the DataFrame and also returns it.</p>\n<pre class=\"grvsc-container synthwave-84\" data-language=\"py\" data-index=\"4\"><code class=\"grvsc-code\"><span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"1\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget.</span><span class=\"mtk6\">pop</span><span class=\"mtk15\">(</span><span class=\"mtk16\">&quot;LTL Flag&quot;</span><span class=\"mtk15\">)</span></span></span></code></pre>\n<p><strong>Output:</strong></p>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 316px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/cb1e22523518cfddc2c36557f057b680/a8d06/pop.png\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 64%; position: relative; bottom: 0; left: 0; background-image: url('data:image/png;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"Pop\"\n        title=\"Pop\"\n        src=\"/static/cb1e22523518cfddc2c36557f057b680/a8d06/pop.png\"\n        srcset=\"/static/cb1e22523518cfddc2c36557f057b680/56d15/pop.png 200w,\n/static/cb1e22523518cfddc2c36557f057b680/a8d06/pop.png 316w\"\n        sizes=\"(max-width: 316px) 100vw, 316px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n        decoding=\"async\"\n      />\n  </a>\n    </span></p>\n<p>Note that we <em>can’t</em> delete multiple columns with the <del>pop()</del> method.</p>\n<h3 id=\"del\" style=\"position:relative;\"><a href=\"#del\" aria-label=\"del permalink\" class=\"anchor before\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>del</h3>\n<p>Another way we can delete a column is by using the <del>del</del> keyword:</p>\n<pre class=\"grvsc-container synthwave-84\" data-language=\"py\" data-index=\"5\"><code class=\"grvsc-code\"><span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"1\"></span><span class=\"grvsc-source\"><span class=\"mtk10\">del</span><span class=\"mtk15\"> budget[</span><span class=\"mtk16\">&quot;July&#39;19 Achievement&quot;</span><span class=\"mtk15\">]</span></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"2\"></span><span class=\"grvsc-source\"></span></span>\n<span class=\"grvsc-line\"><span class=\"grvsc-gutter-pad\"></span><span class=\"grvsc-gutter grvsc-line-number\" aria-hidden=\"true\" data-content=\"3\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">budget</span></span></span></code></pre>\n<p><strong>Output:</strong></p>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 289px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/9f7c8a093e0402401e0f8f58e1da9b86/3b5c2/del.png\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 108.5%; position: relative; bottom: 0; left: 0; background-image: url('data:image/png;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"Del\"\n        title=\"Del\"\n        src=\"/static/9f7c8a093e0402401e0f8f58e1da9b86/3b5c2/del.png\"\n        srcset=\"/static/9f7c8a093e0402401e0f8f58e1da9b86/56d15/del.png 200w,\n/static/9f7c8a093e0402401e0f8f58e1da9b86/3b5c2/del.png 289w\"\n        sizes=\"(max-width: 289px) 100vw, 289px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n        decoding=\"async\"\n      />\n  </a>\n    </span></p>\n<style class=\"grvsc-styles\">\n  .grvsc-container {\n    overflow: auto;\n    position: relative;\n    -webkit-overflow-scrolling: touch;\n    padding-top: 1rem;\n    padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem));\n    padding-bottom: 1rem;\n    padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem));\n    border-radius: 8px;\n    border-radius: var(--grvsc-border-radius, 8px);\n    font-feature-settings: normal;\n    line-height: 1.4;\n  }\n  \n  .grvsc-code {\n    display: table;\n  }\n  \n  .grvsc-line {\n    display: table-row;\n    box-sizing: border-box;\n    width: 100%;\n    position: relative;\n  }\n  \n  .grvsc-line > * {\n    position: relative;\n  }\n  \n  .grvsc-gutter-pad {\n    display: table-cell;\n    padding-left: 0.75rem;\n    padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2);\n  }\n  \n  .grvsc-gutter {\n    display: table-cell;\n    -webkit-user-select: none;\n    -moz-user-select: none;\n    user-select: none;\n  }\n  \n  .grvsc-gutter::before {\n    content: attr(data-content);\n  }\n  \n  .grvsc-source {\n    display: table-cell;\n    padding-left: 1.5rem;\n    padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem));\n    padding-right: 1.5rem;\n    padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem));\n  }\n  \n  .grvsc-source:empty::after {\n    content: ' ';\n    -webkit-user-select: none;\n    -moz-user-select: none;\n    user-select: none;\n  }\n  \n  .grvsc-gutter + .grvsc-source {\n    padding-left: 0.75rem;\n    padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2);\n  }\n  \n  /* Line transformer styles */\n  \n  .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before {\n    content: ' ';\n    position: absolute;\n    width: 100%;\n  }\n  \n  .grvsc-line-diff-add::before {\n    background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2));\n  }\n  \n  .grvsc-line-diff-del::before {\n    background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2));\n  }\n  \n  .grvsc-line-number {\n    padding: 0 2px;\n    text-align: right;\n    opacity: 0.7;\n  }\n  \n  .synthwave-84 { background-color: #262335; }\n  .synthwave-84 .mtki { font-style: italic; }\n  .synthwave-84 .mtk10 { color: #FEDE5D; }\n  .synthwave-84 .mtk15 { color: #FF7EDBFF; }\n  .synthwave-84 .mtk12 { color: #FFFFFFEE; }\n  .synthwave-84 .mtk6 { color: #36F9F6; }\n  .synthwave-84 .mtk16 { color: #FF8B39; }\n  .synthwave-84 .mtk8 { color: #72F1B8; }\n  .synthwave-84 .mtk5 { color: #F97E72; }\n  .synthwave-84 .grvsc-line-highlighted::before {\n    background-color: var(--grvsc-line-highlighted-background-color, rgba(255, 255, 255, 0.1));\n    box-shadow: inset var(--grvsc-line-highlighted-border-width, 4px) 0 0 0 var(--grvsc-line-highlighted-border-color, rgba(255, 255, 255, 0.5));\n  }\n</style>","frontmatter":{"title":"Delete Rows or Columns From a Pandas DataFrame","date":"2021-08-10"}}},"pageContext":{"slug":"/delete-rows-or-columns-from-a-pandas-dataframe/","prev":{"fields":{"slug":"/copy-a-range-using-excel-vba/"},"frontmatter":{"modules":null}},"next":{"fields":{"slug":"/find-values-within-a-range-in-a-pandas-series/"},"frontmatter":{"modules":null}}}},
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