NumPy where() method

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stroke="current" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M3.5 1H17v20H3.5A2.5 2.5 0 0 1 1 18.5v-15A2.5 2.5 0 0 1 3.5 1v0Z" stroke="current" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></svg></div></div><div class="ml-4 flex flex-col text-left"><span class="m-0 flex h-max items-center"><span style="letter-spacing:0.5px" class="mb-1 text-base font-bold leading-6 text-gray-A900 dark:text-dark-contrastText">Courses</span></span><span style="letter-spacing:0.5px" class="text-xs font-semibold leading-5 text-gray-800 dark:text-gray-600">World class courses</span></div></div></div><div id="Assessments" class="group flex w-full cursor-pointer items-center bg-white px-4 py-3 hover:bg-gray-100 dark:bg-dark-60 dark:hover:bg-gray-A400 "><div class="flex flex-row w-full items-start dark:text-dark-contrastText"><div class="flex h-10 w-10 items-center justify-center rounded bg-gray-50 group-hover:bg-primary-lightP2 dark:bg-gray-A200 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dark:bg-gray-A200 dark:group-hover:bg-primary-lightP1"><div class="flex h-6 w-6 items-center justify-center fill-current stroke-current text-gray-A200 group-hover:text-primary dark:text-gray-500 dark:group-hover:text-black"><svg viewbox="0 0 22 22" fill="current" stroke="none" xmlns="http://www.w3.org/2000/svg" class="w-full"><path fill-rule="evenodd" clip-rule="evenodd" d="M5.5 2.1C6.1 1.1 7.2.5 9 .5c1.7 0 2.8.6 3.5 1.6.2.4.4 1 .4 1.4H16.3c.3 0 .8.2 1.2.5.3.4.4.9.5 1.2v3.3c.4.1 1 .2 1.5.5.5.2 1 .7 1.3 1.3.4.6.5 1.3.5 2.2 0 .9-.1 1.6-.5 2.2-.3.6-.8 1-1.3 1.3-.5.2-1 .4-1.5.4V19.8c0 .3-.2.8-.5 1.2a2 2 0 0 1-1.2.5H2a2 2 0 0 1-1.2-.3c-.4-.3-.6-.6-.7-1l-.2-.9v-4.8h1c.5 0 1.1 0 1.6-.3.2 0 .4-.2.5-.5.2-.2.3-.6.3-1.2s-.1-1-.3-1.3c0-.2-.3-.3-.5-.4-.4-.3-1-.3-1.6-.3H0V5.2C0 5 .2 4.4.5 4a2 2 0 0 1 1.2-.5H5c.1-.4.2-1 .5-1.4Zm1.7 1C7 3.5 7 4 7 4.5v1H2v3c.5 0 1 .2 1.6.5.5.3 1 .7 1.3 1.3.3.6.5 1.3.5 2.2 0 .9-.2 1.6-.5 2.2-.4.6-.9 1-1.4 1.3-.5.3-1 .4-1.5.4v3.1h14v-5h1c.5 0 1 0 1.6-.3l.5-.5.2-1.2c0-.6 0-1-.2-1.2l-.5-.5c-.5-.3-1.1-.3-1.6-.3h-1v-5h-5v-1c0-.5 0-1-.2-1.4-.2-.2-.6-.6-1.8-.6-1.3 0-1.6.4-1.8.6Zm9 16.4Zm-14.3 0Z" fill="current"/><path fill-rule="evenodd" clip-rule="evenodd" d="m9.2 8 4.4 4.4L9.3 17 8 15.5l3-3-3.1-3L9.2 8Z" fill="current"/></svg></div></div><div class="ml-4 flex flex-col text-left"><span class="m-0 flex h-max items-center"><span style="letter-spacing:0.5px" class="mb-1 text-base font-bold leading-6 text-gray-A900 dark:text-dark-contrastText">Projects</span></span><span style="letter-spacing:0.5px" class="text-xs font-semibold leading-5 text-gray-800 dark:text-gray-600">Build real world applications</span></div></div></div><div id="Answers" class="group flex w-full cursor-pointer items-center bg-white px-4 py-3 hover:bg-gray-100 dark:bg-dark-60 dark:hover:bg-gray-A400 "><div class="flex flex-row w-full items-start dark:text-dark-contrastText"><div class="flex h-10 w-10 items-center justify-center rounded bg-gray-50 group-hover:bg-primary-lightP2 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style="max-width:59.5rem;min-width:320px"><h1 class="heading-one mb-9 mt-0 break-words text-left">NumPy where() method</h1><div class="w-full"><div class="rounded-md dark:border dark:border-solid dark:border-dark-70"><div class="rounded-md rounded-b-none" style="background:linear-gradient(105.48deg, rgba(85, 83, 255, 0.9) 1.36%, rgba(25, 24, 146, 0.9) 100%)"><p class="eyebrow text-left h-1.5 mb-0 uppercase text-white"/></div><div class="relative overflow-hidden bg-gradient-to-b from-primary-lightP2 via-primary-lightP2 to-primary-lightP1 p-4 dark:from-dark-90 dark:to-dark-90 sm:bg-gradient-to-r lg:px-6 lg:py-4 &#10; w-full rounded-md rounded-t-none sm:flex sm:flex-row lg:block"> <div class="sm:flex sm:flex-1 sm:flex-col"><div class="mb-2 flex justify-between lg:justify-start"><div class="items-center tailwind-hidden lg:block "/><div class="flex flex-col justify-between mt-1"><div><p class="heading-five mb-2 text-left">Free System Design Interview Course</p><div class="mb-2 text-left 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Stand out in System Design Interviews and get hired in 2023 with this popular free course.</p> </div></div><div class="tailwind-hidden mt-2 lg:block"><button class="contained-primary h-9 w-full sm:w-max">Get Free Course</button></div></div><div class="items-center tailwind-hidden sm:block lg:hidden"/></div><div class="lg:hidden"><button class="contained-primary h-9 w-full sm:w-max">Get Free Course</button></div></div><div class="sm:hidden"/></div></div></div><div class="block " style="min-height:335px"><div class="mt-5 clear-both relative"><div><div><div tabindex="0" style="outline:none"><div><div class=""><div id="widget-parent-989f6d3e-7601-4089-9f5b-f850082bc976" class=""><div class="h-auto w-full whitespace-normal after:clear-both after:table after:content-none markdown-container-div"><div class="markdownViewer select-text markdown-default markdown-table markdown-viewer markdown-viewer-heading" role="none"><p>The <strong>NumPy <code>where()</code> method</strong> tells you where, in a <a href="https://www.educative.io/edpresso/how-to-create-an-array-in-numpy">NumPy array</a>, the given condition is met.</p> <h2>Types of arguments</h2> <h3>1. Single argument</h3> <p>If the <code>where()</code> is called with a single argument, this argument is the <em>condition</em>. Such a function call returns an array of <strong>indices</strong>.</p> <h4>Examples:</h4> <li>Indices where the array elements fulfill the given condition:</li> </div></div></div></div></div></div></div></div></div><div class="mt-5 clear-both relative"><div><div><div tabindex="0" style="outline:none"><div><div class=""><div id="widget-parent-a05ef87f-3a68-499b-9a28-183ca1e45e9a" class=""><div class="code-container "><div/><div class=""><div><pre class="overflow-scroll pl-0 pt-0 dark:border-dark-60" style="height:173px;background:#1e1e1e;color:#e9e9e9"><div style="height:21px;margin-left:59px;font-size:14px">import numpy as np</div><div style="height:21px;margin-left:59px;font-size:14px"/><div style="height:21px;margin-left:59px;font-size:14px">arr = np.array([1,3,5,7,11]) # creating an ndarray</div><div style="height:21px;margin-left:59px;font-size:14px"/><div style="height:21px;margin-left:59px;font-size:14px">index_arr = np.where(arr &lt; 6) #calling the where method</div><div style="height:21px;margin-left:59px;font-size:14px"/><div style="height:21px;margin-left:59px;font-size:14px">print(index_arr)</div></pre></div><span class="tailwind-hidden sm:inline "><div class="z-9 absolute right-3.5 top-1 flex cursor-pointer"><div aria-label="copy-code-button" role="button" class="flex h-6 items-center justify-center rounded border-none bg-white text-black opacity-30 shadow-md duration-200 hover:opacity-100 hover:shadow-lg focus:opacity-100 focus:shadow-lg dark:bg-dark-80 dark:text-dark-contrastText"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-7 h-7 hover:text-primary dark:hover:text-primary-light focus:text-primary dark:focus:text-primary-light p-2 duration-200" title="Copy To Clipboard" aria-hidden="true"><rect x="9" y="9" width="13" height="13" rx="2" ry="2"/><path d="M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1"/></svg></div></div></span></div><div><div><div class="sm:flex-no-wrap flex flex-wrap items-center justify-center px-4 border border-solid border-gray-300 dark:border-dark-70 bg-gray-100 dark:bg-dark-90 justify-between border-t-0" style="min-height:57px"><div class="flex items-center"><button class="contained-primary m-0 py-2" aria-label="run code" title=""><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-6 w-6 self-center sm:hidden"><polygon points="5 3 19 12 5 21 5 3"/></svg><div class="tailwind-hidden sm:flex">Run</div></button></div><div class="flex items-center"><div class="cursor-pointer dark:hover:text-primary-light hover:text-primary duration-200 flex hover:scale-110 ml-auto sm:block tailwind-hidden transform"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-4 w-4"><path d="M8 3H5a2 2 0 0 0-2 2v3m18 0V5a2 2 0 0 0-2-2h-3m0 18h3a2 2 0 0 0 2-2v-3M3 16v3a2 2 0 0 0 2 2h3"/></svg></div></div></div><div/></div></div></div></div></div></div></div></div></div></div><div class="mt-5 clear-both relative"><div><div><div tabindex="0" style="outline:none"><div><div class=""><div id="widget-parent-ac2af1db-1e9d-4e20-8817-571808af4204" class=""><div class="h-auto w-full whitespace-normal after:clear-both after:table after:content-none markdown-container-div"><div class="markdownViewer select-text markdown-default markdown-table markdown-viewer markdown-viewer-heading" role="none"><ol start="2"> <li>An array of elements <em>rather</em> than indices:</li> </div></div></div></div></div></div></div></div></div><div class="mt-5 clear-both relative"><div><div><div tabindex="0" style="outline:none"><div><div class=""><div id="widget-parent-4416bb67-cc8c-4423-b43f-ce843fb23062" class=""><div class="code-container "><div/><div class=""><div><pre class="overflow-scroll pl-0 pt-0 dark:border-dark-60" style="height:127px;background:#1e1e1e;color:#e9e9e9"><div style="height:21px;margin-left:59px;font-size:14px">arr = np.array([1,3,5,7,11]) # creating an ndarray</div><div style="height:21px;margin-left:59px;font-size:14px"/><div style="height:21px;margin-left:59px;font-size:14px">elements_arr = arr[np.where(arr &lt; 6)]</div><div style="height:21px;margin-left:59px;font-size:14px"/><div style="height:21px;margin-left:59px;font-size:14px">print(elements_arr)</div></pre></div><span class="tailwind-hidden sm:inline "><div class="z-9 absolute right-3.5 top-1 flex cursor-pointer"><div aria-label="copy-code-button" role="button" class="flex h-6 items-center justify-center rounded border-none bg-white text-black opacity-30 shadow-md duration-200 hover:opacity-100 hover:shadow-lg focus:opacity-100 focus:shadow-lg dark:bg-dark-80 dark:text-dark-contrastText"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-7 h-7 hover:text-primary dark:hover:text-primary-light focus:text-primary dark:focus:text-primary-light p-2 duration-200" title="Copy To Clipboard" aria-hidden="true"><rect x="9" y="9" width="13" height="13" rx="2" ry="2"/><path d="M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1"/></svg></div></div></span></div><div><div><div class="sm:flex-no-wrap flex flex-wrap items-center justify-center px-4 border border-solid border-gray-300 dark:border-dark-70 bg-gray-100 dark:bg-dark-90 justify-between border-t-0" style="min-height:57px"><div class="flex items-center"><button class="contained-primary m-0 py-2" aria-label="run code" title=""><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-6 w-6 self-center sm:hidden"><polygon points="5 3 19 12 5 21 5 3"/></svg><div class="tailwind-hidden sm:flex">Run</div></button></div><div class="flex items-center"><div class="cursor-pointer dark:hover:text-primary-light hover:text-primary duration-200 flex hover:scale-110 ml-auto sm:block tailwind-hidden transform"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-4 w-4"><path d="M8 3H5a2 2 0 0 0-2 2v3m18 0V5a2 2 0 0 0-2-2h-3m0 18h3a2 2 0 0 0 2-2v-3M3 16v3a2 2 0 0 0 2 2h3"/></svg></div></div></div><div/></div></div></div></div></div></div></div></div></div></div><div class="mt-5 clear-both relative"><div><div><div tabindex="0" style="outline:none"><div><div class=""><div id="widget-parent-e4409ec4-6497-4213-b83c-1e777677f239" class=""><div class="h-auto w-full whitespace-normal after:clear-both after:table after:content-none markdown-container-div"><div class="markdownViewer select-text markdown-default markdown-table markdown-viewer markdown-viewer-heading" role="none"><ol start="3"> <li>Multi-dimensional arrays:</li> </div></div></div></div></div></div></div></div></div><div class="mt-5 clear-both relative"><div><div><div tabindex="0" style="outline:none"><div><div class=""><div id="widget-parent-fa73413c-437a-4450-ba00-76e169410941" class=""><div class="code-container "><div/><div class=""><div><pre class="overflow-scroll pl-0 pt-0 dark:border-dark-60" style="height:127px;background:#1e1e1e;color:#e9e9e9"><div style="height:21px;margin-left:59px;font-size:14px">arr = np.array([[1,2,3],[11,22,33]])</div><div style="height:21px;margin-left:59px;font-size:14px"/><div style="height:21px;margin-left:59px;font-size:14px">index_multi_arr = np.where(arr &lt; 15)</div><div style="height:21px;margin-left:59px;font-size:14px"/><div style="height:21px;margin-left:59px;font-size:14px">print(index_multi_arr)</div></pre></div><span class="tailwind-hidden sm:inline "><div class="z-9 absolute right-3.5 top-1 flex cursor-pointer"><div aria-label="copy-code-button" role="button" class="flex h-6 items-center justify-center rounded border-none bg-white text-black opacity-30 shadow-md duration-200 hover:opacity-100 hover:shadow-lg focus:opacity-100 focus:shadow-lg dark:bg-dark-80 dark:text-dark-contrastText"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-7 h-7 hover:text-primary dark:hover:text-primary-light focus:text-primary dark:focus:text-primary-light p-2 duration-200" title="Copy To Clipboard" aria-hidden="true"><rect x="9" y="9" width="13" height="13" rx="2" ry="2"/><path d="M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1"/></svg></div></div></span></div><div><div><div class="sm:flex-no-wrap flex flex-wrap items-center justify-center px-4 border border-solid border-gray-300 dark:border-dark-70 bg-gray-100 dark:bg-dark-90 justify-between border-t-0" style="min-height:57px"><div class="flex items-center"><button class="contained-primary m-0 py-2" aria-label="run code" title=""><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-6 w-6 self-center sm:hidden"><polygon points="5 3 19 12 5 21 5 3"/></svg><div class="tailwind-hidden sm:flex">Run</div></button></div><div class="flex items-center"><div class="cursor-pointer dark:hover:text-primary-light hover:text-primary duration-200 flex hover:scale-110 ml-auto sm:block tailwind-hidden transform"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-4 w-4"><path d="M8 3H5a2 2 0 0 0-2 2v3m18 0V5a2 2 0 0 0-2-2h-3m0 18h3a2 2 0 0 0 2-2v-3M3 16v3a2 2 0 0 0 2 2h3"/></svg></div></div></div><div/></div></div></div></div></div></div></div></div></div></div><div class="mt-5 clear-both relative"><div><div><div tabindex="0" style="outline:none"><div><div class=""><div id="widget-parent-a2ad6297-f42e-4c69-ae80-c71732bffbfd" class=""><div class="h-auto w-full whitespace-normal after:clear-both after:table after:content-none markdown-container-div"><div class="markdownViewer select-text markdown-default markdown-table markdown-viewer markdown-viewer-heading" role="none"><h3>2. Multiple arguments</h3>