You already know how to work with single elements. Now it's time to move on to a new tool. Python provides it for dealing with entire subsets of list items called slices.
The slice syntax
Slices are built into the language and have their syntax, so you can tell how widely used they are. They are written in the same way as references to list items by index are written:
Slices have a total of three parameters:
- START is the index of the first element
- STOP is the index of the element before which the slice stops (this example does not include the STOP index)
- STEP is the incremental step of the selected indexes
Mathematically speaking, the set will include the indices of the elements to be selected:
For example, a slice of [3:20:5] means a sample of values with the indexes 3, 8, 13, and 18.
In this case, we can omit any of the three slice parameters and select a default value instead of the corresponding parameter:
- Default START means from the beginning of the list
- Default STOP means up to and including the end of the list
- Default STEP means take every element
Here are some examples with different sets of parameters:
- [:] / [::] are whole lists
- [::2] are odd-numbered elements
- [1::2] are even-numbered elements
- [::-1] are all elements in reverse order
- [5:] are all elements beginning with the sixth
- [:5] are all elements up to but not including the sixth
- [-2:1:-1] are all elements from the penultimate to third in reverse order. In all cases of selecting from a larger index to a smaller one, you need to specify the step/increment
Slices can work in two ways: selection and assignment.
Selecting items
Selections work with lists, tuples, and strings. The result of applying it is always a new value of the appropriate type:
There are a few things that we need to mention about selecting straight away:
- Tuples most often contain heterogeneous elements, so slicing is less useful for them than unpacking and repacking: it's hard to keep both element types and indexes in your head at the same time
- Selecting by the slice [:] creates a new copy of the list, so this is how we usually copy the list
- A slice generates a new list or tuple, but we copy only the link for each selected item
Assigning slices
Unlike strings and tuples, lists can change in place. One way of modifying them is by assigning a slice. We can do it using a list containing the corresponding number of new elements:
If you try to assign the wrong number of elements to a slice with a step, you'll get an error:
We have more freedom if the indices are consecutive and the slice is continuous, meaning its step is not specified. This slice can be assigned either more items (the list will grow) or less (it results in a truncated list):
First, the list grows, then it shrinks, and at the end, it becomes empty altogether — all with the help of the compact but powerful slice syntax.
Slices as values
In Python, we can create slices and use them as regular values.
We can construct a slice value using the slice() function:
The slice() function takes between one and three parameters:
When we call a function with a parameter, we pass the STOP parameter to it.
If we want to skip one of the parameters, we substitute None. You can also use None in the bracketed slice entry — it means the same.
We can use any expression as a slice parameter if we compute it as an integer or None.
The START and STOP ratio
In the slice, the element with index STOP is not included in the sample, unlike the element with index START.
This behavior has one peculiarity. Whichever non-negative index n we choose, the equation given will be satisfied for any list:
Let's look at this example:
This property is convenient to use when parsing some text. You have to move the slice position of the string to the beginning and the remainder without worrying that any information on the slice boundary will be lost.
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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":"bDBG6a7wQJx6xwDKlV1wG6Dgw2VqVOE33C9Eo9wu4ao_9ivfj5t7fB3N_yInw0farEpNPqZK-zt-qo6wkfI-cQ","topics":[],"lesson":{"exercise":null,"units":[{"id":9026,"name":"theory","url":"/courses/python-lists/lessons/slices/theory_unit"},{"id":9754,"name":"quiz","url":"/courses/python-lists/lessons/slices/quiz_unit"}],"links":[],"ordered_units":[{"id":9026,"name":"theory","url":"/courses/python-lists/lessons/slices/theory_unit"},{"id":9754,"name":"quiz","url":"/courses/python-lists/lessons/slices/quiz_unit"}],"id":3994,"slug":"slices","state":"approved","name":"Slices","course_order":500,"goal":"Inroducing slices — one of the main ways of manipulating lists","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"You already know how to work with single elements. Now it's time to move on to a new tool. Python provides it for dealing with entire subsets of list items called **slices**.\n\n## The slice syntax\n\nSlices are built into the language and have their syntax, so you can tell how widely used they are. They are written in the same way as references to list items by index are written:\n\n```python\nsome_list[START:STOP:STEP]\n```\n\nSlices have a total of three parameters:\n\n- `START` is the index of the first element\n- `STOP` is the index of the element before which the slice stops (this example does not include the `STOP` index)\n- `STEP` is the incremental step of the selected indexes\n\nMathematically speaking, the set will include the indices of the elements to be selected:\n\n```text\n(START, START + STEP, START + 2 * STEP, .., STOP) # STOP does not enter the slice\n```\n\nFor example, a slice of `[3:20:5]` means a sample of values with the indexes 3, 8, 13, and 18.\n\nIn this case, we can omit any of the three slice parameters and select a default value instead of the corresponding parameter:\n\n- Default `START` means from the beginning of the list\n- Default `STOP` means up to and including the end of the list\n- Default `STEP` means take every element\n\nHere are some examples with different sets of parameters:\n\n- `[:]` / `[::]` are whole lists\n- `[::2]` are odd-numbered elements\n- `[1::2]` are even-numbered elements\n- `[::-1]` are all elements in reverse order\n- `[5:]` are all elements beginning with the sixth\n- `[:5]` are all elements up to but not including the sixth\n- `[-2:1:-1]` are all elements from the penultimate to third in reverse order. In all cases of selecting from a larger index to a smaller one, you need to specify the step/increment\n\nSlices can work in two ways: selection and assignment.\n\n## Selecting items\n\nSelections work with lists, tuples, and strings. The result of applying it is always a new value of the appropriate type:\n\n```python\n'hello'[2:] # 'llo'\n(1, \"foo\", True, None)[2:] # (True, None)\n[1, 2, 3, 4, 5][2:] # [3, 4, 5]\n```\n\nThere are a few things that we need to mention about selecting straight away:\n\n- Tuples most often contain heterogeneous elements, so slicing is less useful for them than unpacking and repacking: it's hard to keep both element types and indexes in your head at the same time\n- Selecting by the slice `[:]` creates a new copy of the list, so this is how we usually copy the list\n- A slice generates a new list or tuple, but we copy only the link for each selected item\n\n## Assigning slices\n\nUnlike strings and tuples, lists can change in place. One way of modifying them is by assigning a slice. We can do it using a list containing the corresponding number of new elements:\n\n```python\nl = [1, 2, 3, 4, 5, 6]\nl[::2] = [0, 0, 0]\nprint(l) # => [0, 2, 0, 4, 0, 6]\n```\n\nIf you try to assign the wrong number of elements to a slice with a step, you'll get an error:\n\n```python\nl = [1, 2, 3, 4]\nl[::2] = [5, 6, 7]\n# Traceback (most recent call last):\n# File \"<stdin>\", line 1, in <module>\n# ValueError: attempt to assign a sequence of size 3 to an extended slice of size 2\n```\n\nWe have more freedom if the indices are consecutive and the slice is continuous, meaning its step is not specified. This slice can be assigned either more items (the list will grow) or less (it results in a truncated list):\n\n```python\nl = [1, 2, 3]\nl[2:] = [4, 5]\nprint(l) # => [1, 2, 4, 5]\nl[1:-1] = [100]\nprint(l) # => [1, 100, 5]\nl[:] = []\nprint(l) # => []\n```\n\nFirst, the list grows, then it shrinks, and at the end, it becomes empty altogether — all with the help of the compact but powerful slice syntax.\n\n## Slices as values\n\nIn Python, we can create slices and use them as regular values.\n\nWe can construct a slice value using the `slice()` function:\n\n```python\nfirst_two = slice(2)\neach_odd = slice(None, None, 2)\nprint(each_odd) # => slice(None, None, 2)\nl = [1, 2, 3, 4, 5]\nprint(l[first_two]) # => [1, 2]\nprint(l[each_odd]) # => [1, 3, 5]\n```\n\nThe `slice()` function takes between one and three parameters:\n\n* `START`\n* `STOP`\n* `STEP`\n\nWhen we call a function with a parameter, we pass the `STOP` parameter to it.\n\nIf we want to skip one of the parameters, we substitute `None`. You can also use `None` in the bracketed slice entry — it means the same.\n\nWe can use any expression as a slice parameter if we compute it as an integer or `None`.\n\n## The `START` and `STOP` ratio\n\nIn the slice, the element with index `STOP` is not included in the sample, unlike the element with index `START`.\n\nThis behavior has one peculiarity. Whichever non-negative index `n` we choose, the equation given will be satisfied for any list:\n\n```python\nl == l[:n] + l[n:]\n```\n\nLet's look at this example:\n\n```python\ns = 'Hello!'\nprint(s[:2] + s[2:]) # => 'Hello!'\nprint(s[:4] + s[4:]) # => 'Hello!'\nprint(s[:0] + s[0:] == s) # => True\nprint(s[:100] + s[100:] == s) # => True\n```\n\nThis property is convenient to use when parsing some text. You have to move the slice position of the string to the beginning and the remainder without worrying that any information on the slice boundary will be lost.\n"},"lessonMember":null,"courseMember":null,"course":{"start_lesson":{"exercise":null,"units":[{"id":9020,"name":"theory","url":"/courses/python-lists/lessons/about/theory_unit"}],"links":[],"ordered_units":[{"id":9020,"name":"theory","url":"/courses/python-lists/lessons/about/theory_unit"}],"id":3988,"slug":"about","state":"approved","name":"About the course","course_order":1,"goal":"Learning about the course, its structure, objectives, and goals","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Programming becomes interesting when you can work with sets of elements.\n\nThere are just a few examples where they appear:\n\n* Paginated data output on the website\n* Calculate the order total based on the price of each item\n* Displaying a list of friends, messages, movies, and the like\n* Processing a set of DOM nodes (HTML, frontend development)\n\nEvery list we encounter in a real or virtual world is, from a programmer's point of view, a collection of items. Python uses **lists**, a data structure that allows you to work with the set as a single entity:\n\n```python\n// Defining a friends list\nfriends = ['petya', 'vasya', 'ivan']\n```\n\nUnlike primitive data types, lists can change in Python, both the contents and the size of the list itself. It affects how we handle them, adding more power but also responsibility.\n\nWith lists, we can solve the problem in many different ways. Only some will be good, while the rest will be inefficient and difficult to debug and analyze.\n\nIt is why we devote an entire course to lists, not just a few lessons.\n\nThis course covers many cases where programmers commonly use lists. 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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: Lists</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: Slices</h1><script type="application/ld+json">{"@context":"https://schema.org","@type":"LearningResource","name":"Slices","inLanguage":"en","isPartOf":{"@type":"LearningResource","name":"Python: Lists"},"isAccessibleForFree":"False","hasPart":{"@type":"WebPageElement","isAccessibleForFree":"False","cssSelector":".paywalled"}}</script><div 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class="m_698f4f23 mantine-Alert-label">Full access to materials</span></div><div id="mantine-_R_remqrdub_-body" class="m_7fa78076 mantine-Alert-message"><div style="--group-gap:var(--mantine-spacing-md);--group-align:center;--group-justify:space-between;--group-wrap:wrap" class="m_4081bf90 mantine-Group-root"><p class="mantine-focus-auto m_b6d8b162 mantine-Text-root">Sign up and get access to this and dozens of other courses</p><a style="--button-height:var(--button-height-xs);--button-padding-x:var(--button-padding-x-xs);--button-fz:var(--mantine-font-size-xs);--button-bg:linear-gradient(45deg, var(--mantine-color-blue-filled) 0%, var(--mantine-color-cyan-filled) 100%);--button-hover:linear-gradient(45deg, var(--mantine-color-blue-filled) 0%, var(--mantine-color-cyan-filled) 100%);--button-color:var(--mantine-color-white);--button-bd:none" class="mantine-focus-auto mantine-active m_77c9d27d mantine-Button-root m_87cf2631 mantine-UnstyledButton-root" data-variant="gradient" data-size="xs" href="/u/new"><span class="m_80f1301b mantine-Button-inner"><span class="m_811560b9 mantine-Button-label">Sign up</span></span></a></div></div></div></div></div><div class="paywalled m_d08caa0 mantine-Typography-root"><p>You already know how to work with single elements. Now it's time to move on to a new tool. Python provides it for dealing with entire subsets of list items called <strong>slices</strong>.</p>
<h2 id="heading-2-1">The slice syntax</h2>
<p>Slices are built into the language and have their syntax, so you can tell how widely used they are. They are written in the same way as references to list items by index are written:</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">some_list[START:STOP:STEP]</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>Slices have a total of three parameters:</p>
<ul>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">START</code> is the index of the first element</li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">STOP</code> is the index of the element before which the slice stops (this example does not include 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">STOP</code> index)</li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">STEP</code> is the incremental step of the selected indexes</li>
</ul>
<p>Mathematically speaking, the set will include the indices of the elements to be selected:</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">(START, START + STEP, START + 2 * STEP, .., STOP) # STOP does not enter the slice</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>For example, a slice 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">[3:20:5]</code> means a sample of values with the indexes 3, 8, 13, and 18.</p>
<p>In this case, we can omit any of the three slice parameters and select a default value instead of the corresponding parameter:</p>
<ul>
<li>Default <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">START</code> means from the beginning of the list</li>
<li>Default <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">STOP</code> means up to and including the end of the list</li>
<li>Default <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">STEP</code> means take every element</li>
</ul>
<p>Here are some examples with different sets of parameters:</p>
<ul>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">[:]</code> / <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">[::]</code> are whole lists</li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">[::2]</code> are odd-numbered elements</li>
<li><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::2]</code> are even-numbered elements</li>
<li><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]</code> are all elements in reverse order</li>
<li><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:]</code> are all elements beginning with the sixth</li>
<li><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]</code> are all elements up to but not including the sixth</li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">[-2:1:-1]</code> are all elements from the penultimate to third in reverse order. In all cases of selecting from a larger index to a smaller one, you need to specify the step/increment</li>
</ul>
<p>Slices can work in two ways: selection and assignment.</p>
<h2 id="heading-2-2">Selecting items</h2>
<p>Selections work with lists, tuples, and strings. The result of applying it is always a new value of the appropriate type:</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">'hello'[2:] # 'llo'
(1, "foo", True, None)[2:] # (True, None)
[1, 2, 3, 4, 5][2:] # [3, 4, 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>There are a few things that we need to mention about selecting straight away:</p>
<ul>
<li>Tuples most often contain heterogeneous elements, so slicing is less useful for them than unpacking and repacking: it's hard to keep both element types and indexes in your head at the same time</li>
<li>Selecting by the slice <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">[:]</code> creates a new copy of the list, so this is how we usually copy the list</li>
<li>A slice generates a new list or tuple, but we copy only the link for each selected item</li>
</ul>
<h2 id="heading-2-3">Assigning slices</h2>
<p>Unlike strings and tuples, lists can change in place. One way of modifying them is by assigning a slice. We can do it using a list containing the corresponding number of new elements:</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">l = [1, 2, 3, 4, 5, 6]
l[::2] = [0, 0, 0]
print(l) # => [0, 2, 0, 4, 0, 6]</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>If you try to assign the wrong number of elements to a slice with a step, you'll get an error:</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">l = [1, 2, 3, 4]
l[::2] = [5, 6, 7]
# Traceback (most recent call last):
# File "<stdin>", line 1, in <module>
# ValueError: attempt to assign a sequence of size 3 to an extended slice of size 2</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 have more freedom if the indices are consecutive and the slice is continuous, meaning its step is not specified. This slice can be assigned either more items (the list will grow) or less (it results in a truncated list):</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">l = [1, 2, 3]
l[2:] = [4, 5]
print(l) # => [1, 2, 4, 5]
l[1:-1] = [100]
print(l) # => [1, 100, 5]
l[:] = []
print(l) # => []</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>First, the list grows, then it shrinks, and at the end, it becomes empty altogether — all with the help of the compact but powerful slice syntax.</p>
<h2 id="heading-2-4">Slices as values</h2>
<p>In Python, we can create slices and use them as regular values.</p>
<p>We can construct a slice value using 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">slice()</code> function:</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">first_two = slice(2)
each_odd = slice(None, None, 2)
print(each_odd) # => slice(None, None, 2)
l = [1, 2, 3, 4, 5]
print(l[first_two]) # => [1, 2]
print(l[each_odd]) # => [1, 3, 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 <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">slice()</code> function takes between one and three parameters:</p>
<ul>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">START</code></li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">STOP</code></li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">STEP</code></li>
</ul>
<p>When we call a function with a parameter, we pass 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">STOP</code> parameter to it.</p>
<p>If we want to skip one of the parameters, we substitute <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">None</code>. You can also use <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">None</code> in the bracketed slice entry — it means the same.</p>
<p>We can use any expression as a slice parameter if we compute it as an integer or <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">None</code>.</p>
<h2 id="heading-2-5">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">START</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">STOP</code> ratio</h2>
<p>In the slice, the element with index <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">STOP</code> is not included in the sample, unlike the element with index <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">START</code>.</p>
<p>This behavior has one peculiarity. Whichever non-negative index <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">n</code> we choose, the equation given will be satisfied for any list:</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">l == l[:n] + l[n:]</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>Let's look at this 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">s = 'Hello!'
print(s[:2] + s[2:]) # => 'Hello!'
print(s[:4] + s[4:]) # => 'Hello!'
print(s[:0] + s[0:] == s) # => True
print(s[:100] + s[100:] == s) # => 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>This property is convenient to use when parsing some text. You have to move the slice position of the string to the beginning and the remainder without worrying that any information on the slice boundary will be lost.</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" 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