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<div id="app" data-page="{"component":"web/courses/lessons/theory_unit","props":{"errors":{},"locale":"en","language":"en","httpsHost":"https://hexlet.io","host":"hexlet.io","colorScheme":"light","auth":{"user":{"id":null,"last_viewed_notification_id":null,"email":null,"state":null,"first_name":"","last_name":"","current_program":null,"current_team":null,"full_name":"","guest":true,"can_use_paid_features":false,"is_hexlet_employee":false,"sanitized_phone_number":"","can_subscribe":true,"can_renew_education":false}},"cloudflareTurnstileSiteKey":"0x4AAAAAAA15KmeFXzd2H0Xo","vkIdClientId":"51586979","yandexIdClientId":null,"formAuthToken":"MGimfQDEafkBpIOjATAUb2Whlo43ZVZxmH4o5uaaxadjrstLIa9SGWaufEuzriOuaQsY1ft7TH06--L1q0YafA","topics":[],"lesson":{"exercise":null,"units":[{"id":9072,"name":"theory","url":"/courses/python-declarative-programming/lessons/set-and-dict-comprehensions/theory_unit"}],"links":[],"ordered_units":[{"id":9072,"name":"theory","url":"/courses/python-declarative-programming/lessons/set-and-dict-comprehensions/theory_unit"}],"id":4040,"slug":"set-and-dict-comprehensions","state":"approved","name":"Sets and dictionary generators","course_order":400,"goal":"Finding out how to describe sets and dictionaries declaratively","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Imagine a Python programmer. With a list of pairs of values to hand, they can always get a set of unique pairs by applying `set()`. It's easy to get a dictionary from this set by applying the `dict()` function. It seems that with list generators, we can describe dictionaries and sets as declarative, like lists.\n\nHowever, this isn't an optimal solution in most cases: the entire intermediate list will be created and stored in memory. It'll be annoying to waste extra memory if there are many repeated values or keys when generating elements of a set or dictionary.\n\nPython comes to our rescue — **set generators** and **dictionary generators**, which we'll look at in this lesson.\n\n## Set generators\n\nWith these generators, everything is super simple. It only takes two actions:\n\n* Take the expression that defines the list generator\n* Replace the square brackets with curly brackets\n\nLet's see how it works:\n\n```python\nsquares = {x * x for x in range(10)}\nsquares\n# {0, 1, 64, 4, 36, 9, 16, 49, 81, 25}\n5 * 5 in squares\n# True\n```\n\nYou get all the same features that are available for list generation. There is an additional advantage: when you create a set, you can also check that the list doesn't include duplicates. You can save memory that way.\n\n## Dictionary generators\n\nDictionary generators look very similar to set generators. The difference lies in the way we describe the vocabulary element. We should generate not only the value but also the key. We can specify the key with a colon, like when writing a dictionary.\n\nLet's look at an example:\n\n```python\nchar_positions = {char: pos for pos, char in enumerate(\"Hello, World!\")}\nchar_positions\n# {'H': 0, 'e': 1, 'l': 10, 'o': 8, ',': 5, ' ': 6, 'W': 7, 'r': 9, 'd': 11, '!': 12}\nchar_positions['o']\n# 8\n```\n\nNote that the key `'l'` has a value of `10` in this example.\n\nLet's see the values of `char` and `pos` during the generation process. For simplicity, we'll look only at the position of the `'l'` symbol:\n\n```python\n[(char, pos) for pos, char in enumerate(\"Hello, World!\") if char == 'l']\n# [('l', 2), ('l', 3), ('l', 10)]\n```\n\nIn the original line, the `'l'` occurs three times, including the last time at position `10`.\n\nWhen generating the dictionary, we use the last value for each of the keys, as if we filled the dictionary using a similar loop:\n\n```python\nchar_positions = {}\nfor pos, char in enumerate(\"Hello, World!\"):\n char_positions[char] = pos\n\nchar_positions\n# {'H': 0, 'e': 1, 'l': 10, 'o': 8, ',': 5, ' ': 6, 'W': 7, 'r': 9, 'd': 11, '!': 12}\n```\n\nIn the example above, the order of keys is the same. It is the order of the first occurrence of the corresponding character in the string. Subsequent overwriting of values will not change this order. Python dictionaries remember the order in which we added keys but not the order of value changes.\n\nIn set generators, the first unique values go into the resulting set. It isn't critical in most cases, but it is worth remembering.\n"},"lessonMember":null,"courseMember":null,"course":{"start_lesson":{"exercise":null,"units":[{"id":9069,"name":"theory","url":"/courses/python-declarative-programming/lessons/declarative-way/theory_unit"}],"links":[],"ordered_units":[{"id":9069,"name":"theory","url":"/courses/python-declarative-programming/lessons/declarative-way/theory_unit"}],"id":4037,"slug":"declarative-way","state":"approved","name":"Declarative approach","course_order":100,"goal":"Getting to know declarative programming","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"We can write almost any code in any language in different ways. You can split the code into functions differently, name variables in different ways, or change the nesting depth of conditional constructs. These are all metrics of code quality and the individual components that make **coding style**.\n\nHowever, coding style has almost no effect on the specific task and the solution architecture. We determine these properties by choosing the [programming paradigm](https://en.wikipedia.org/wiki/Programming_paradigm).\n\n**A programming paradigm** is a set of ideas about how to solve a problem. We start applying the paradigm even before we start writing code. The code in a particular language merely allows us to write our thoughts in a program with a greater or lesser degree of convenience.\n\nAn experienced programmer knows how to:\n\n* Think in the right way and various paradigms\n* Apply different paradigms\n* Choose the right paradigm for specific tasks\n* Write their thoughts in code in different programming languages\n\nWe can say that the paradigm is suitable for any programming language when you don't need to battle with the language and change your approach to solve a problem. If the paradigm fits the language, the programmer writes down their thoughts as they are.\n\nPython and most modern high-level programming languages are considered multiparadigms. In other words, you can use many different paradigms. It won't be any less convenient.\n\nC and other low-level languages cannot afford this freedom because code in these languages must be efficient. In these languages, solutions are tied as much as possible to how the task is understood by the computer, not by the developer.\n\n## Imperative programming\n\nLet's imagine that we need to solve a complex problem. We cannot solve it in one computer action, so we describe **a sequence of steps** to be performed.\n\nWe break down the broad steps into smaller ones until the interpreter or compiler of the chosen language can understand each step. Simply put, we think through and describe **how to achieve the desired result**. This description of a sequence of steps is called [imperative programming](https://en.wikipedia.org/wiki/Imperative_programming).\n\nImperative programming involves changing the state of the computer. Large programs constantly modify global and local variables:\n\n* Write things to the disk\n* Send and receive from the network\n* Run individual subroutines and procedures\n\nSuch a code ensures the highest possible efficiency. But there is a disadvantage: it forces the programmer to remember everything that changes with each step.\n\nMost low-level languages assume you'll be coding only in this paradigm — after all, all the computer does is sequentially execute machine language commands and change the memory state. Many high-level languages also involve imperative problem-solving.\n\n## Declarative programming\n\nWhen we work on problems, the first thing we do is imagine the desired outcome. Then, we think of a way to get there. Programmers also use this approach. Sometimes, a programmer can describe the result, and the computer will find ways to achieve it.\n\n[Declarative programming](https://en.wikipedia.org/wiki/Declarative_programming) works this way. When solving a problem in a declarative style, we describe how the result relates to the input data. We can refine the details until the interpreter has enough information to proceed. By specifying our requirements, we still don't tell the computer exactly how to do the job — we describe the ratio of inputs to outputs more precisely.\n\nDeclarative programming is often like writing a formula or combining individual processes into a pipeline that generates output data from input data. We break complicated expressions into simpler ones and divide complex operations into chains of simpler ones. When you break it down, you don't have to think about how the state of the computer will change and how it will store intermediate data.\n\nWriting and reading the code are easier this way, but it complicates the interpreter or compiler itself. And the more difficult it becomes to make interpreters and compilers that will allow the computer to run efficiently.\n\nIt is why low-level languages have almost no tools for declarative programming because, for such languages, the main thing is efficiency. However, not every high-level language provides the means to solve any problem strictly declaratively. Usually, we only talk about the elements of declarative programming.\n\n## No silver bullet\n\nIt's human nature to think in declarative terms. Take mathematics as an example: we know the axioms and theorems, for example:\n\n```md\nThe square of the hypotenuse is equal to the sum of the squares of the other two sides\n```\n\nWe usually reason in these declarative terms. The same thought would go like this imperatively:\n\n```md\nTake the first side, multiply by itself, memorize, add, and memorize the result,\nand extract the root from the previous result\n```\n\nIf our computers were infinitely productive and comprehensible, any code would be declarative.\n\nHowever, we don't have such efficient computers and cannot describe every task declaratively. There is no perfect solution — a point made by software engineer Frederick Brooks in his famous article [«No Silver Bullet»](https://en.wikipedia.org/wiki/No_Silver_Bullet).\n\nSince we don't have a perfect solution, we have to be happy with:\n\n* Purely declarative problem-solving in limited subject areas — for example, when working with [SQL language](https://en.wikipedia.org/wiki/SQL) and [subject-oriented languages](https://en.wikipedia.org/wiki/Domain-specific_language)\n* Declarative style with elements of imperative style\n\nWe can use Python to implement declarative subject-oriented languages to suit the task. But that's not all — you can write declaratively with elements of imperative writing. That's what this course is all about.\n\n## The confusing terminology\n\nIn different sources, you can encounter the term **functional style**. In such cases, people talk about the programming paradigm, not the coding style. So, focus on the adjective \"functional\" rather than the noun \"style\".\n\nThere are also variations, like \"in a functional way\". We need to pay attention to the adjective here, too.\n\n## How to prepare for this course\n\nTo prepare for the declarative approach, you need to master the basics of programming language syntax, functions, and working with collections. We covered these topics in detail in the following courses:\n\n* [Python Basics](https://hexlet.io/courses/python-basics)\n* [Lists](https://hexlet.io/courses/python-lists)\n* [Dictionaries](https://hexlet.io/courses/python-dicts)\n* [Functions](https://hexlet.io/courses/python-functions)\n\nYou can find the correct sequence of courses in the syllabus for the [Python Developer](https://hexlet.io/programs/python).\n"},"id":363,"slug":"python-declarative-programming","challenges_count":0,"name":"Python: Declarative programming","allow_indexing":true,"state":"approved","course_state":"finished","pricing_type":"paid","description":"In this course, you will learn the tools of declarative programming. You will investigate the difference between the imperative and declarative paradigms. You'll comprehend generators, how to handle streaming data, how to use pending computations, and how to create and modify collections. The knowledge in this course will help you work with transformations. This course is appropriate for those who have mastered the basics of Python. 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stroke-linecap="round" stroke-linejoin="round" class="tabler-icon tabler-icon-lock "><path d="M5 13a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v6a2 2 0 0 1 -2 2h-10a2 2 0 0 1 -2 -2v-6"></path><path d="M11 16a1 1 0 1 0 2 0a1 1 0 0 0 -2 0"></path><path d="M8 11v-4a4 4 0 1 1 8 0v4"></path></svg></div><p style="font-size:var(--mantine-font-size-sm)" class="mantine-focus-auto m_b6d8b162 mantine-Text-root">Python: Declarative programming</p></div><h1 style="--title-fw:var(--mantine-h1-font-weight);--title-lh:var(--mantine-h1-line-height);--title-fz:var(--mantine-h1-font-size);margin-bottom:var(--mantine-spacing-xl)" class="m_8a5d1357 mantine-Title-root" data-order="1">Theory: Sets and dictionary generators</h1><script type="application/ld+json">{"@context":"https://schema.org","@type":"LearningResource","name":"Sets and dictionary generators","inLanguage":"en","isPartOf":{"@type":"LearningResource","name":"Python: Declarative 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With a list of pairs of values to hand, they can always get a set of unique pairs by applying <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">set()</code>. It's easy to get a dictionary from this set by applying the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">dict()</code> function. It seems that with list generators, we can describe dictionaries and sets as declarative, like lists.</p>
<p>However, this isn't an optimal solution in most cases: the entire intermediate list will be created and stored in memory. It'll be annoying to waste extra memory if there are many repeated values or keys when generating elements of a set or dictionary.</p>
<p>Python comes to our rescue — <strong>set generators</strong> and <strong>dictionary generators</strong>, which we'll look at in this lesson.</p>
<h2 id="heading-2-1">Set generators</h2>
<p>With these generators, everything is super simple. It only takes two actions:</p>
<ul>
<li>Take the expression that defines the list generator</li>
<li>Replace the square brackets with curly brackets</li>
</ul>
<p>Let's see how it works:</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">squares = {x * x for x in range(10)}
squares
# {0, 1, 64, 4, 36, 9, 16, 49, 81, 25}
5 * 5 in squares
# True</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>You get all the same features that are available for list generation. There is an additional advantage: when you create a set, you can also check that the list doesn't include duplicates. You can save memory that way.</p>
<h2 id="heading-2-2">Dictionary generators</h2>
<p>Dictionary generators look very similar to set generators. The difference lies in the way we describe the vocabulary element. We should generate not only the value but also the key. We can specify the key with a colon, like when writing a dictionary.</p>
<p>Let's look at an 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">char_positions = {char: pos for pos, char in enumerate("Hello, World!")}
char_positions
# {'H': 0, 'e': 1, 'l': 10, 'o': 8, ',': 5, ' ': 6, 'W': 7, 'r': 9, 'd': 11, '!': 12}
char_positions['o']
# 8</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>Note that the key <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">'l'</code> has a value of <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">10</code> in this example.</p>
<p>Let's see the values of <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">char</code> and <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">pos</code> during the generation process. For simplicity, we'll look only at the position of the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">'l'</code> symbol:</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">[(char, pos) for pos, char in enumerate("Hello, World!") if char == 'l']
# [('l', 2), ('l', 3), ('l', 10)]</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 original line, the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">'l'</code> occurs three times, including the last time at position <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">10</code>.</p>
<p>When generating the dictionary, we use the last value for each of the keys, as if we filled the dictionary using a similar loop:</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">char_positions = {}
for pos, char in enumerate("Hello, World!"):
char_positions[char] = pos
char_positions
# {'H': 0, 'e': 1, 'l': 10, 'o': 8, ',': 5, ' ': 6, 'W': 7, 'r': 9, 'd': 11, '!': 12}</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 example above, the order of keys is the same. It is the order of the first occurrence of the corresponding character in the string. Subsequent overwriting of values will not change this order. Python dictionaries remember the order in which we added keys but not the order of value changes.</p>
<p>In set generators, the first unique values go into the resulting set. It isn't critical in most cases, but it is worth remembering.</p></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 mantine-UnstyledButton-root m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" data-disabled="true" data-block="true" disabled="" type="button"><span class="m_80f1301b 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