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    "path": "/pandas-apply-method/",
    "result": {"data":{"markdownRemark":{"html":"<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: 463px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/51e7e48f9b145fd8ce1395722b6431b2/11b02/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: 73.00000000000001%; 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/51e7e48f9b145fd8ce1395722b6431b2/11b02/budget.png\"\n        srcset=\"/static/51e7e48f9b145fd8ce1395722b6431b2/56d15/budget.png 200w,\n/static/51e7e48f9b145fd8ce1395722b6431b2/d9f49/budget.png 400w,\n/static/51e7e48f9b145fd8ce1395722b6431b2/11b02/budget.png 463w\"\n        sizes=\"(max-width: 463px) 100vw, 463px\"\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>Let's say we want to grade different stores based on their revenue.</p>\n<p>First, we will write a function that contains the grading logic:</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=\"mtk10\">def</span><span class=\"mtk15\"> </span><span class=\"mtk6\">grade</span><span class=\"mtk15\">(</span><span class=\"mtk3 mtki\">num</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 class=\"mtk15\">    </span><span class=\"mtk10\">if</span><span class=\"mtk15\"> num </span><span class=\"mtk10\">&gt;</span><span class=\"mtk15\"> </span><span class=\"mtk5\">1000000</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=\"3\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">        </span><span class=\"mtk10\">return</span><span class=\"mtk15\"> </span><span class=\"mtk16\">&quot;Grade A&quot;</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 class=\"mtk15\">    </span><span class=\"mtk10\">elif</span><span class=\"mtk15\"> num </span><span class=\"mtk10\">&gt;</span><span class=\"mtk15\"> </span><span class=\"mtk5\">500000</span><span class=\"mtk15\"> </span><span class=\"mtk10\">and</span><span class=\"mtk15\"> num </span><span class=\"mtk10\">&lt;</span><span class=\"mtk15\"> </span><span class=\"mtk5\">1000000</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=\"5\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">        </span><span class=\"mtk10\">return</span><span class=\"mtk15\"> </span><span class=\"mtk16\">&quot;Grade B&quot;</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=\"6\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">    </span><span class=\"mtk10\">else</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=\"7\"></span><span class=\"grvsc-source\"><span class=\"mtk15\">        </span><span class=\"mtk10\">return</span><span class=\"mtk15\"> </span><span class=\"mtk16\">&quot;Grade C&quot;</span></span></span></code></pre>\n<p>Next, we will pass the <del>grade</del> function to the <del>apply()</del> method, which we will call on the <del>Revenue</del> column.</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=\"mtk16\">&quot;Store Grade&quot;</span><span class=\"mtk15\">] </span><span class=\"mtk12\">=</span><span class=\"mtk15\"> budget1[</span><span class=\"mtk16\">&quot;Revenue&quot;</span><span class=\"mtk15\">].</span><span class=\"mtk6\">apply</span><span class=\"mtk15\">(grade)</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: 526px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/0397823db7e691b9ff3944b877a38698/55e98/grade.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: 63.5%; 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=\"Store Grade\"\n        title=\"Store Grade\"\n        src=\"/static/0397823db7e691b9ff3944b877a38698/55e98/grade.png\"\n        srcset=\"/static/0397823db7e691b9ff3944b877a38698/56d15/grade.png 200w,\n/static/0397823db7e691b9ff3944b877a38698/d9f49/grade.png 400w,\n/static/0397823db7e691b9ff3944b877a38698/55e98/grade.png 526w\"\n        sizes=\"(max-width: 526px) 100vw, 526px\"\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 .mtk3 { color: #FF7EDB; }\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":"Pandas apply() Method","date":"2021-08-14"}}},"pageContext":{"slug":"/pandas-apply-method/","prev":{"fields":{"slug":"/pandas-series-split-strings-by-characters/"},"frontmatter":{"modules":null}},"next":{"fields":{"slug":"/pandas-series-broadcasting-operations/"},"frontmatter":{"modules":null}}}},
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