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Duplicate from mikex86/stackoverflow-posts
Browse filesCo-authored-by: Mike <mikex86@users.noreply.huggingface.co>
This view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +54 -0
- README.md +170 -0
- stackoverflow-posts-00000-of-00058.parquet +3 -0
- stackoverflow-posts-00001-of-00058.parquet +3 -0
- stackoverflow-posts-00002-of-00058.parquet +3 -0
- stackoverflow-posts-00003-of-00058.parquet +3 -0
- stackoverflow-posts-00004-of-00058.parquet +3 -0
- stackoverflow-posts-00005-of-00058.parquet +3 -0
- stackoverflow-posts-00006-of-00058.parquet +3 -0
- stackoverflow-posts-00007-of-00058.parquet +3 -0
- stackoverflow-posts-00008-of-00058.parquet +3 -0
- stackoverflow-posts-00009-of-00058.parquet +3 -0
- stackoverflow-posts-00010-of-00058.parquet +3 -0
- stackoverflow-posts-00011-of-00058.parquet +3 -0
- stackoverflow-posts-00012-of-00058.parquet +3 -0
- stackoverflow-posts-00013-of-00058.parquet +3 -0
- stackoverflow-posts-00014-of-00058.parquet +3 -0
- stackoverflow-posts-00015-of-00058.parquet +3 -0
- stackoverflow-posts-00016-of-00058.parquet +3 -0
- stackoverflow-posts-00017-of-00058.parquet +3 -0
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- stackoverflow-posts-00019-of-00058.parquet +3 -0
- stackoverflow-posts-00020-of-00058.parquet +3 -0
- stackoverflow-posts-00021-of-00058.parquet +3 -0
- stackoverflow-posts-00022-of-00058.parquet +3 -0
- stackoverflow-posts-00023-of-00058.parquet +3 -0
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- stackoverflow-posts-00025-of-00058.parquet +3 -0
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- stackoverflow-posts-00027-of-00058.parquet +3 -0
- stackoverflow-posts-00028-of-00058.parquet +3 -0
- stackoverflow-posts-00029-of-00058.parquet +3 -0
- stackoverflow-posts-00030-of-00058.parquet +3 -0
- stackoverflow-posts-00031-of-00058.parquet +3 -0
- stackoverflow-posts-00032-of-00058.parquet +3 -0
- stackoverflow-posts-00033-of-00058.parquet +3 -0
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- stackoverflow-posts-00035-of-00058.parquet +3 -0
- stackoverflow-posts-00036-of-00058.parquet +3 -0
- stackoverflow-posts-00037-of-00058.parquet +3 -0
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- stackoverflow-posts-00045-of-00058.parquet +3 -0
- stackoverflow-posts-00046-of-00058.parquet +3 -0
- stackoverflow-posts-00047-of-00058.parquet +3 -0
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README.md
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| 1 |
+
---
|
| 2 |
+
license: other
|
| 3 |
+
language:
|
| 4 |
+
- code
|
| 5 |
+
- en
|
| 6 |
+
task_categories:
|
| 7 |
+
- question-answering
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| 8 |
+
- text-generation
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| 9 |
+
- text2text-generation
|
| 10 |
+
tags:
|
| 11 |
+
- code
|
| 12 |
+
viewer: true
|
| 13 |
+
pretty_name: StackOverflow Posts Markdown
|
| 14 |
+
size_categories:
|
| 15 |
+
- 10M<n<100M
|
| 16 |
+
---
|
| 17 |
+
|
| 18 |
+
# StackOverflow Posts Markdown
|
| 19 |
+
|
| 20 |
+

|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
## Dataset Summary
|
| 24 |
+
|
| 25 |
+
This dataset contains all posts submitted to StackOverflow before the 14th of June 2023 formatted as **Markdown text**.<br>
|
| 26 |
+
The dataset contains ~60 Million posts, totaling ~35GB in size and ~65 billion characters of text.<br>
|
| 27 |
+
The data is sourced from [Internet Archive StackExchange Data Dump](https://archive.org/download/stackexchange).
|
| 28 |
+
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| 29 |
+
## Dataset Structure
|
| 30 |
+
|
| 31 |
+
Each record corresponds to one post of a particular type.
|
| 32 |
+
Original ordering from the data dump is not exactly preserved due to parallelism in the script used to process the data dump.
|
| 33 |
+
The markdown content of each post is contained in the `Body` field. The license for a particular post is contained in the `ContentLicense` field.
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| 34 |
+
|
| 35 |
+
|
| 36 |
+
### Data Fields
|
| 37 |
+
```typescript
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| 38 |
+
{
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| 39 |
+
Id: long,
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| 40 |
+
PostTypeId: long, // 1=Question, 2=Answer, 3=Orphaned tag wiki, 4=Tag wiki excerpt, 5=Tag wiki, 6=Moderator nomination, 7=Wiki Placeholder, 8=Privilige Wiki
|
| 41 |
+
AcceptedAnswerId: long | null, // only present if PostTypeId=1
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| 42 |
+
ParentId: long | null, // only present if PostTypeId=2
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| 43 |
+
Score: long,
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| 44 |
+
ViewCount: long | null,
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| 45 |
+
Body: string | null,
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| 46 |
+
Title: string | null,
|
| 47 |
+
ContentLicense: string | null,
|
| 48 |
+
FavoriteCount: long | null,
|
| 49 |
+
CreationDate: string | null,
|
| 50 |
+
LastActivityDate: string | null,
|
| 51 |
+
LastEditDate: string | null,
|
| 52 |
+
LastEditorUserId: long | null,
|
| 53 |
+
OwnerUserId: long | null,
|
| 54 |
+
Tags: array<string> | null
|
| 55 |
+
}
|
| 56 |
+
```
|
| 57 |
+
Also consider the [StackExchange Datadump Schema Documentation](https://meta.stackexchange.com/questions/2677/database-schema-documentation-for-the-public-data-dump-and-sede), as all fields
|
| 58 |
+
have analogs in the original dump format.
|
| 59 |
+
|
| 60 |
+
## How to use?
|
| 61 |
+
|
| 62 |
+
```python
|
| 63 |
+
from datasets import load_dataset
|
| 64 |
+
|
| 65 |
+
# predownload full dataset
|
| 66 |
+
ds = load_dataset('mikex86/stackoverflow-posts', split='train')
|
| 67 |
+
|
| 68 |
+
# dataset streaming (will only download the data as needed)
|
| 69 |
+
ds = load_dataset('mikex86/stackoverflow-posts', split='train', streaming=True)
|
| 70 |
+
|
| 71 |
+
for sample in iter(ds): print(sample["Body"])
|
| 72 |
+
```
|
| 73 |
+
|
| 74 |
+
## How is the text stored?
|
| 75 |
+
|
| 76 |
+
The original Data Dump formats the "Body" field as HTML, using tags such as `<code>`, `<h1>`, `<ul>`, etc.
|
| 77 |
+
This HTML format has been converted to Markdown.
|
| 78 |
+
|
| 79 |
+
### Markdown format
|
| 80 |
+
|
| 81 |
+
For reference, [this post on StackOverflow](https://stackoverflow.com/questions/53253940/make-react-useeffect-hook-not-run-on-initial-render) is formatted as follows:
|
| 82 |
+
|
| 83 |
+
#### Title: Make React useEffect hook not run on initial render
|
| 84 |
+
|
| 85 |
+
```markdown
|
| 86 |
+
According to the docs:
|
| 87 |
+
|
| 88 |
+
> `componentDidUpdate()` is invoked immediately after updating occurs. This method is not called for the initial render.
|
| 89 |
+
|
| 90 |
+
We can use the new `useEffect()` hook to simulate `componentDidUpdate()`, but it seems like `useEffect()` is being ran after every render, even the first time. How do I get it to not run on initial render?
|
| 91 |
+
|
| 92 |
+
As you can see in the example below, `componentDidUpdateFunction` is printed during the initial render but `componentDidUpdateClass` was not printed during the initial render.
|
| 93 |
+
|
| 94 |
+
```
|
| 95 |
+
function ComponentDidUpdateFunction() {
|
| 96 |
+
const [count, setCount] = React.useState(0);
|
| 97 |
+
React.useEffect(() => {
|
| 98 |
+
console.log(""componentDidUpdateFunction"");
|
| 99 |
+
});
|
| 100 |
+
|
| 101 |
+
return (
|
| 102 |
+
<div>
|
| 103 |
+
<p>componentDidUpdateFunction: {count} times</p>
|
| 104 |
+
<button
|
| 105 |
+
onClick={() => {
|
| 106 |
+
setCount(count + 1);
|
| 107 |
+
}}
|
| 108 |
+
>
|
| 109 |
+
Click Me
|
| 110 |
+
</button>
|
| 111 |
+
</div>
|
| 112 |
+
);
|
| 113 |
+
}
|
| 114 |
+
```
|
| 115 |
+
|
| 116 |
+
rest of the post omitted for brevity
|
| 117 |
+
|
| 118 |
+
```
|
| 119 |
+
|
| 120 |
+
|
| 121 |
+
## Details on the HTML to Markdown conversion
|
| 122 |
+
|
| 123 |
+
Using Jsoup, the original Body field was converted into a Jsoup Document. The child **nodes** (has special meaning in context of Jsoup) of this document were recursively traversed in a depth-first order.
|
| 124 |
+
|
| 125 |
+
Jsoup defines `.text()` as follows:
|
| 126 |
+
> ... the normalized, combined text of this element and all its children. Whitespace is normalized and trimmed. For example, given HTML <code><p>Hello <b>there</b> now! </p><code>, p.text() returns "Hello there now!"
|
| 127 |
+
|
| 128 |
+
Jsoup defines a `Node` as follows:
|
| 129 |
+
> The base, abstract Node model. Elements, Documents, Comments etc are all Node instances.
|
| 130 |
+
|
| 131 |
+
Additionally the existence of the `TextNode` should be noted, which represents floating text inside an HTML document that is not itself an HTML element.
|
| 132 |
+
Thus this text tag `<p>Hello<code>World</code></p>` would have two Jsoup child nodes `TextNode(value="Hello")` and `Element(tag="code", value="World")`.
|
| 133 |
+
The value `field` of a `TextNode` contains the free standing text without any further treatment (no whitespace stripping, etc.)
|
| 134 |
+
|
| 135 |
+
### Traversing Rules
|
| 136 |
+
|
| 137 |
+
- When ecountering a html tag for which a rule exists, children are not further traversed, **unless explicitly stated otherwise**.
|
| 138 |
+
- When encountering an `<a>` tag, `[${element.text()}](${element.attr("href")})` is emitted.
|
| 139 |
+
|
| 140 |
+
- When encountering an `<h1>` tag, `\n# ${element.text()}\n\n` is emitted.
|
| 141 |
+
- When encountering an `<h2>` tag, `\n## ${element.text()}\n\n` is emitted.
|
| 142 |
+
- When encountering an `<h3>` tag, `\n### ${element.text()}\n\n` is emitted.
|
| 143 |
+
- When encountering an `<h4>` tag, `\n#### ${element.text()}\n\n` is emitted.
|
| 144 |
+
- When encountering an `<h5>` tag, `\n##### ${element.text()}\n\n` is emitted.
|
| 145 |
+
- When encountering an `<h6>` tag, `\n###### ${element.text()}\n\n` is emitted.
|
| 146 |
+
|
| 147 |
+
- When encountering a `<code>` tag, `` `${element.text()}` ``is emitted
|
| 148 |
+
- When encountering a `<pre>` tag and said element **has** a `<code>` child tag, `` ```\n${element.text()}`\n```\n`` is emitted.
|
| 149 |
+
- When encountering a `<pre>` tag and said element **does not** have a `<code>` child tag, **children are traversed further**.
|
| 150 |
+
- When encountering an `<li>` tag, `- ` is emitted and **children are traversed further**.
|
| 151 |
+
- When encountering a `<blockquote>` tag, `> ` is emitted and **children are traversed further**.
|
| 152 |
+
- When encountering an `<hr>` tag, `\n---\n\n` is emitted
|
| 153 |
+
- When encountering an `<img>` tag, `})` is emitted.
|
| 154 |
+
- When encountering a `<table>` tag
|
| 155 |
+
- `\n| ` is emitted
|
| 156 |
+
- For each element of `element.select("th")`
|
| 157 |
+
- `${element.text()} | ` is emitted
|
| 158 |
+
- After the loop `\n| ` is emitted
|
| 159 |
+
- For each element of `element.select("th")`
|
| 160 |
+
- For each character of the `th.text()`
|
| 161 |
+
- `-` is emitted
|
| 162 |
+
- After the loop over each character of th ` | ` is emitted
|
| 163 |
+
- `\n` is emitted
|
| 164 |
+
- For each element of `element.select("tr")` with more than one children of tag type `td`
|
| 165 |
+
- `| ` is emitted
|
| 166 |
+
- For each element of `element.select("td")`
|
| 167 |
+
- `${td.text()} | ` is emitted
|
| 168 |
+
- After the loop over `<td>` elements, `\n` is emitted
|
| 169 |
+
- After the loop over `<tr>` elements, `\n` is emitted
|
| 170 |
+
- When encountering a jsoup `TextNode`, `${node.attr(node.nodeName())}` (which is equivalent to accessing the private field `node.value`) is emitted.
|
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