Another type of task that needs loops involves aggregating data. These tasks include:
- Finding the maximum or minimum value
- Finding the sum of something
- Finding the average
With these tasks, the result depends on the whole data set.
To calculate the sum, you add up all the numbers. To calculate the maximum, you compare them. Accountants and marketers will be familiar with such tasks. They work in Microsoft Excel or Google Tables.
In this lesson, we will look at how aggregation applies to numbers and strings.
Numbers
Suppose we need to find the sum of a set of numbers. Let us implement a function that adds numbers in a specified range, including bounds. A range is a series of numbers from a particular beginning to a specific end. For example, the range [1, 10] includes integers from one to ten.
Example:
Adding numbers is an iterative process, meaning we repeat it for every number. So, we need a loop to implement this code.
The number of iterations depends on the size of the range. Check out the code below:
The structure of the loop here is standard. Here we see:
- A counter we initialize with the initial value of the range
- A loop with a condition that requires to stop at the end of the range, and the counter changes at the end of the loop body
The number of iterations in such a loop is end - start + 1. It is three iterations 7 - 5 + 1 for the range [5, 7].
The main difference from the usual way of processing is the logic of calculating the result. In aggregation tasks, there is always a variable that stores the results of the loop. In the code above, it is sum.
It changes at each iteration of the loop. We add the following number in this range: sum = sum + i.
The process looks like this:
The variable sum has an initial value — the starting point of any repetitive operation. In the example above, it is 0.
In mathematics, we have the concept of a neutral element, and each operation has its neutral element.
An operation with this element does not change the value it is working on. For example, when we use addition, any number plus zero gives the number itself. It is the same for subtraction. Concatenation also has a neutral element. It is an empty string, so '' + 'one' will become 'one'.
Next, we will see how to apply aggregation to strings.
Strings
Like in the case of number aggregation, string aggregation involves not knowing what the strings contain and how big they are.
Imagine a function that knows how to multiply a string; it repeats it a specified number of times:
In the loop, we increment the string a specified number of times:
We will break down the code execution into steps:
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These tasks include:\n\n* Finding the maximum or minimum value\n* Finding the sum of something\n* Finding the average\n\nWith these tasks, the result depends on the whole data set.\n\nTo calculate the sum, you add up all the numbers. To calculate the maximum, you compare them. Accountants and marketers will be familiar with such tasks. They work in Microsoft Excel or Google Tables.\n\nIn this lesson, we will look at how aggregation applies to numbers and strings.\n\n## Numbers\n\nSuppose we need to find the sum of a set of numbers. Let us implement a function that adds numbers in a specified range, including bounds. **A range** is a series of numbers from a particular beginning to a specific end. For example, the range `[1, 10]` includes integers from one to ten.\n\nExample:\n\n```python\nsum_numbers_from_range(5, 7) # 5 + 6 + 7 = 18\nsum_numbers_from_range(1, 2) # 1 + 2 = 3\n\n# `[1, 1]` is the range with the same beginning\n# And the end is also a range\n# It includes one number, which is the range boundary\nsum_numbers_from_range(1, 1) # 1\nsum_numbers_from_range(100, 100) # 100\n```\n\nAdding numbers is an iterative process, meaning we repeat it for every number. So, we need a loop to implement this code.\n\nThe number of iterations depends on the size of the range. Check out the code below:\n\n```python\ndef sum_numbers_from_range(start, finish):\n # It is technically possible to change the start\n # But the input arguments must be left at their original value\n # It will make the code easier to analyze\n i = start\n sum = 0 # Initializing the `sum`\n while i <= finish: # Moving to the end of the range\n sum = sum + i # Counting the sum for each number\n i = i + 1 # Moving to the next number in the range\n # Returning the result\n return sum\n```\n\nThe structure of the loop here is standard. Here we see:\n\n* A counter we initialize with the initial value of the range\n* A loop with a condition that requires to stop at the end of the range, and the counter changes at the end of the loop body\n\nThe number of iterations in such a loop is `end - start + 1`. It is three iterations `7 - 5 + 1` for the range `[5, 7]`.\n\nThe main difference from the usual way of processing is the logic of calculating the result. In aggregation tasks, there is always a variable that stores the results of the loop. In the code above, it is `sum`.\n\nIt changes at each iteration of the loop. We add the following number in this range: `sum = sum + i`.\n\nThe process looks like this:\n\n```python\n# Here we call `sum_numbers_from_range(2, 5)`\nsum = 0\nsum = sum + 2 # 2\nsum = sum + 3 # 5\nsum = sum + 4 # 9\nsum = sum + 5 # 14\n# `14` is the result of adding numbers in the range `[2, 5]`\n```\n\nThe variable `sum` has an initial value — the starting point of any repetitive operation. In the example above, it is `0`.\n\nIn mathematics, we have the concept of a **neutral element**, and each operation has its neutral element.\n\nAn operation with this element does not change the value it is working on. For example, when we use addition, any number plus zero gives the number itself. It is the same for subtraction. Concatenation also has a neutral element. 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<p>Another type of task that needs loops involves <strong>aggregating data</strong>. These tasks include:</p>
<ul>
<li>Finding the maximum or minimum value</li>
<li>Finding the sum of something</li>
<li>Finding the average</li>
</ul>
<p>With these tasks, the result depends on the whole data set.</p>
<p>To calculate the sum, you add up all the numbers. To calculate the maximum, you compare them. Accountants and marketers will be familiar with such tasks. They work in Microsoft Excel or Google Tables.</p>
<p>In this lesson, we will look at how aggregation applies to numbers and strings.</p>
<h2 id="heading-2-1">Numbers</h2>
<p>Suppose we need to find the sum of a set of numbers. Let us implement a function that adds numbers in a specified range, including bounds. <strong>A range</strong> is a series of numbers from a particular beginning to a specific end. For example, the range <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">[1, 10]</code> includes integers from one to ten.</p>
<p>Example:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">sum_numbers_from_range(5, 7) # 5 + 6 + 7 = 18
sum_numbers_from_range(1, 2) # 1 + 2 = 3
# `[1, 1]` is the range with the same beginning
# And the end is also a range
# It includes one number, which is the range boundary
sum_numbers_from_range(1, 1) # 1
sum_numbers_from_range(100, 100) # 100</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>Adding numbers is an iterative process, meaning we repeat it for every number. So, we need a loop to implement this code.</p>
<p>The number of iterations depends on the size of the range. Check out the code below:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">def sum_numbers_from_range(start, finish):
# It is technically possible to change the start
# But the input arguments must be left at their original value
# It will make the code easier to analyze
i = start
sum = 0 # Initializing the `sum`
while i <= finish: # Moving to the end of the range
sum = sum + i # Counting the sum for each number
i = i + 1 # Moving to the next number in the range
# Returning the result
return sum</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>The structure of the loop here is standard. Here we see:</p>
<ul>
<li>A counter we initialize with the initial value of the range</li>
<li>A loop with a condition that requires to stop at the end of the range, and the counter changes at the end of the loop body</li>
</ul>
<p>The number of iterations in such a loop is <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">end - start + 1</code>. It is three iterations <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">7 - 5 + 1</code> for the range <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">[5, 7]</code>.</p>
<p>The main difference from the usual way of processing is the logic of calculating the result. In aggregation tasks, there is always a variable that stores the results of the loop. In the code above, it is <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">sum</code>.</p>
<p>It changes at each iteration of the loop. We add the following number in this range: <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">sum = sum + i</code>.</p>
<p>The process looks like this:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code"># Here we call `sum_numbers_from_range(2, 5)`
sum = 0
sum = sum + 2 # 2
sum = sum + 3 # 5
sum = sum + 4 # 9
sum = sum + 5 # 14
# `14` is the result of adding numbers in the range `[2, 5]`</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>The variable <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">sum</code> has an initial value — the starting point of any repetitive operation. In the example above, it is <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">0</code>.</p>
<p>In mathematics, we have the concept of a <strong>neutral element</strong>, and each operation has its neutral element.</p>
<p>An operation with this element does not change the value it is working on. For example, when we use addition, any number plus zero gives the number itself. It is the same for subtraction. Concatenation also has a neutral element. It is an empty string, so <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">'' + 'one'</code> will become <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">'one'</code>.</p>
<p>Next, we will see how to apply aggregation to strings.</p>
<h2 id="heading-2-2">Strings</h2>
<p>Like in the case of number aggregation, string aggregation involves not knowing what the strings contain and how big they are.</p>
<p>Imagine a function that knows how to multiply a string; it repeats it a specified number of times:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">repeat('hexlet', 3) # 'hexlethexlethexlet'</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>In the loop, we increment the string a specified number of times:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">def repeat(text, times):
# The neutral element for strings is the result of the empty string
result = ''
i = 1
while i <= times:
# We add the string to the result each time
result = result + text
i = i + 1
return result</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>We will break down the code execution into steps:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code"># Here we call `repeat('hexlet', 3)`
result = ''
result = result + 'hexlet' # hexlet
result = result + 'hexlet' # hexlethexlet
result = result + 'hexlet' # hexlethexlethexlet</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div></div></div></div></div><style data-mantine-styles="inline">.__m__-_R_1bdub_{--col-flex-grow:auto;--col-flex-basis:8.333333333333334%;--col-max-width:8.333333333333334%;}@media(min-width: 48em){.__m__-_R_1bdub_{--col-flex-grow:auto;--col-flex-basis:16.666666666666668%;--col-max-width:16.666666666666668%;}}</style><div style="min-width:0rem;height:100%;min-height:0rem" class="m_96bdd299 mantine-Grid-col __m__-_R_1bdub_"><div style="margin-inline:var(--mantine-spacing-xs)" class="mantine-visible-from-sm"><button style="--button-color:var(--mantine-color-white);margin-bottom:var(--mantine-spacing-lg);text-decoration:none" class="mantine-focus-auto m_849cf0da mantine-focus-auto m_77c9d27d mantine-Button-root m_87cf2631 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