odehaene
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Commit
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Parent(s):
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feat: Add dataset
Browse files- README.md +112 -0
- dataset.jsonl +3 -0
- requirements.txt +4 -0
- scrapper.py +204 -0
README.md
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| 1 |
+
---
|
| 2 |
+
annotations_creators: []
|
| 3 |
+
language_creators:
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| 4 |
+
- other
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| 5 |
+
languages:
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| 6 |
+
- en
|
| 7 |
+
licenses:
|
| 8 |
+
- cc-by-sa-3.0
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| 9 |
+
- cc-by-nc-2.5
|
| 10 |
+
multilinguality:
|
| 11 |
+
- monolingual
|
| 12 |
+
pretty_name: XKCD
|
| 13 |
+
size_categories:
|
| 14 |
+
- 1K<n<10K
|
| 15 |
+
source_datasets: []
|
| 16 |
+
task_categories:
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| 17 |
+
- image-to-text
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| 18 |
+
- feature-extraction
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| 19 |
+
task_ids: []
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| 20 |
+
---
|
| 21 |
+
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| 22 |
+
# Dataset Card for "XKCD"
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| 23 |
+
|
| 24 |
+
## Table of Contents
|
| 25 |
+
- [Table of Contents](#table-of-contents)
|
| 26 |
+
- [Dataset Description](#dataset-description)
|
| 27 |
+
- [Dataset Summary](#dataset-summary)
|
| 28 |
+
- [Dataset Structure](#dataset-structure)
|
| 29 |
+
- [Data Instances](#data-instances)
|
| 30 |
+
- [Data Fields](#data-fields)
|
| 31 |
+
- [Dataset Creation](#dataset-creation)
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| 32 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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| 33 |
+
- [Additional Information](#additional-information)
|
| 34 |
+
- [Licensing Information](#licensing-information)
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| 35 |
+
- [Contributions](#contributions)
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| 36 |
+
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| 37 |
+
## Dataset Description
|
| 38 |
+
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| 39 |
+
- **Homepage:** [https://xkcd.com/](https://xkcd.com/), [https://www.explainxkcd.com](https://www.explainxkcd.com)
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| 40 |
+
- **Repository:** [Hugging Face repository](https://huggingface.co/datasets/olivierdehaene/xkcd/tree/main)
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| 41 |
+
|
| 42 |
+
### Dataset Summary
|
| 43 |
+
|
| 44 |
+
XKCD is an export of all XKCD comics with their transcript and explanation scrapped from
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| 45 |
+
[https://explainxkcd.com](https://explainxkcd.com).
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| 46 |
+
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| 47 |
+
## Dataset Structure
|
| 48 |
+
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| 49 |
+
### Data Instances
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| 50 |
+
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| 51 |
+
- `id`: `1`
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| 52 |
+
- `title`: `Barrel - Part 1`
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| 53 |
+
- `image_title`: `Barrel - Part 1`
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| 54 |
+
- `url`: `https://www.xkcd.com/1`
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| 55 |
+
- `image_url`: `https://imgs.xkcd.com/comics/barrel_cropped_(1).jpg`
|
| 56 |
+
- `explained_url`: `https://www.explainxkcd.com/wiki/index.php/1:_Barrel_-_Part_1`
|
| 57 |
+
- `transcript`: `[A boy sits in a barrel which is floating in an ocean.] Boy: i wonder where i'll float next?
|
| 58 |
+
[A smaller frame with a zoom out of the boy in the barrel seen from afar. The barrel drifts into the distance. Nothing
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| 59 |
+
else can be seen.]`
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| 60 |
+
- `explanation`: `The comic shows a young boy floating in a barrel in an ocean that doesn't have a visible end. It
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| 61 |
+
comments on the unlikely optimism and perhaps naïveté people sometimes display. The boy is completely lost and seems
|
| 62 |
+
hopelessly alone, without any plan or control of the situation. Yet, rather than afraid or worried, he is instead
|
| 63 |
+
quietly curious: "I wonder where I'll float next?" Although not necessarily the situation in this comic, this is a
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| 64 |
+
behavior people often exhibit when there is nothing they can do about a problematic situation for a long time; they may
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| 65 |
+
have given up hope or developed a cavalier attitude as a coping mechanism. The title text expands on the philosophical
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| 66 |
+
content, with the boy representing the average human being: wandering through life with no real plan, quietly
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| 67 |
+
optimistic, always opportunistic and clueless as to what the future may hold. The isolation of the boy may also
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| 68 |
+
represent the way in which we often feel lost through life, never knowing quite where we are, believing that there is
|
| 69 |
+
no one to whom to turn. This comic could also reflect on Randall's feelings towards creating xkcd in the first place;
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| 70 |
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unsure of what direction the web comic would turn towards, but hopeful that it would eventually become the popular web
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| 71 |
+
comic that we know today. This is the first in a six-part series of comics whose parts were randomly published during
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| 72 |
+
the first several dozen strips. The series features a character that is not consistent with what would quickly become
|
| 73 |
+
the xkcd stick figure style. The character is in a barrel. In 1110: Click and Drag there is a reference to this comic
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| 74 |
+
at 1 North, 48 East . After Randall released the full The Boy and his Barrel story on xkcd, it has been clear that the
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| 75 |
+
original Ferret story should also be included as part of the barrel series. The full series can be found here . They
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| 76 |
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are listed below in the order Randall chose for the short story above: `
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| 77 |
+
|
| 78 |
+
### Data Fields
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| 79 |
+
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| 80 |
+
- `id`
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| 81 |
+
- `title`
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| 82 |
+
- `url`: xkcd.com URL
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| 83 |
+
- `image_url`
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| 84 |
+
- `explained_url`: explainxkcd.com URL
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| 85 |
+
- `transcript`: english text transcript of the comic
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| 86 |
+
- `explanation`: english explanation of the comic
|
| 87 |
+
|
| 88 |
+
## Dataset Creation
|
| 89 |
+
|
| 90 |
+
The dataset was scrapped from both explainxkcd.com and xkcd.com.
|
| 91 |
+
The dataset is therefore licensed under the Creative Commons Attribution-ShareAlike 3.0 license for
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| 92 |
+
the `transcript` and `explanation` fields, while the image itself is licensed under the
|
| 93 |
+
Creative Commons Attribution-NonCommercial 2.5 license.
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| 94 |
+
|
| 95 |
+
See the [Copyrights](https://www.explainxkcd.com/wiki/index.php/explain_xkcd:Copyrights) page from
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| 96 |
+
explainxkcd.com for more explanations.
|
| 97 |
+
|
| 98 |
+
## Considerations for Using the Data
|
| 99 |
+
|
| 100 |
+
As the data was scrapped, it is entirely possible that some fields are missing part of the original data.
|
| 101 |
+
|
| 102 |
+
## Additional Information
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| 103 |
+
|
| 104 |
+
### Licensing Information
|
| 105 |
+
|
| 106 |
+
The dataset is licensed under the Creative Commons Attribution-ShareAlike 3.0 license for
|
| 107 |
+
the `transcript` and `explanation` fields, while the images are licensed under the
|
| 108 |
+
Creative Commons Attribution-NonCommercial 2.5 license.
|
| 109 |
+
|
| 110 |
+
### Contributions
|
| 111 |
+
|
| 112 |
+
Thanks to [@OlivierDehaene](https://github.com/OlivierDehaene) for adding this dataset.
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dataset.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:3f864e9d3d5e1e49531994b22e7e963bd54958c2789aa76e273d7e312b90c4b4
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size 12874573
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requirements.txt
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aiolimiter==1.0.0
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| 2 |
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aiohttp==3.8.1
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| 3 |
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beautifulsoup4==4.11.1
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| 4 |
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pandas==1.4.2
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scrapper.py
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| 1 |
+
import aiohttp
|
| 2 |
+
import asyncio
|
| 3 |
+
import re
|
| 4 |
+
|
| 5 |
+
import pandas as pd
|
| 6 |
+
|
| 7 |
+
from pathlib import Path
|
| 8 |
+
from aiolimiter import AsyncLimiter
|
| 9 |
+
from typing import Dict, List
|
| 10 |
+
from bs4 import BeautifulSoup
|
| 11 |
+
from bs4.element import Tag
|
| 12 |
+
|
| 13 |
+
LIST_COMICS_500_URL = (
|
| 14 |
+
"https://www.explainxkcd.com/wiki/index.php/List_of_all_comics_(1-500)"
|
| 15 |
+
)
|
| 16 |
+
LIST_COMICS_FULL_URL = (
|
| 17 |
+
"https://www.explainxkcd.com/wiki/index.php/List_of_all_comics_(full)"
|
| 18 |
+
)
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
def walk_tag(initial_tag: Tag, end_tag_name: str) -> str:
|
| 22 |
+
"""
|
| 23 |
+
Walk the HTML tree and aggregates all text between an
|
| 24 |
+
initial tag and an end tag.
|
| 25 |
+
|
| 26 |
+
Parameters
|
| 27 |
+
----------
|
| 28 |
+
initial_tag: BeautifulSoup
|
| 29 |
+
end_tag_name: str
|
| 30 |
+
|
| 31 |
+
Returns
|
| 32 |
+
-------
|
| 33 |
+
aggregated_text: str
|
| 34 |
+
"""
|
| 35 |
+
result = []
|
| 36 |
+
current_tag = initial_tag
|
| 37 |
+
|
| 38 |
+
# Walk the HTML
|
| 39 |
+
while True:
|
| 40 |
+
if current_tag.name in ["p", "dl"]:
|
| 41 |
+
result.append(current_tag.get_text(separator=" ", strip=True))
|
| 42 |
+
elif current_tag.name == end_tag_name:
|
| 43 |
+
# We reached the end tag, break
|
| 44 |
+
break
|
| 45 |
+
current_tag = current_tag.next_sibling
|
| 46 |
+
return "\n".join(result)
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
async def parse_url_html(
|
| 50 |
+
session: aiohttp.ClientSession, url: str, throttler: AsyncLimiter
|
| 51 |
+
) -> BeautifulSoup:
|
| 52 |
+
"""
|
| 53 |
+
Parse the HTML content of a given URL.
|
| 54 |
+
The request is sent asynchronously and using a provided request throttler.
|
| 55 |
+
If the request fails, we retry up to 5 times.
|
| 56 |
+
|
| 57 |
+
Parameters
|
| 58 |
+
----------
|
| 59 |
+
session: aiohttp.ClientSession
|
| 60 |
+
url: str
|
| 61 |
+
throttler: AsyncLimiter
|
| 62 |
+
|
| 63 |
+
Returns
|
| 64 |
+
-------
|
| 65 |
+
BeautifulSoup
|
| 66 |
+
"""
|
| 67 |
+
for _ in range(5):
|
| 68 |
+
try:
|
| 69 |
+
# prevent issues with rate limiters
|
| 70 |
+
async with throttler:
|
| 71 |
+
async with session.get(url, raise_for_status=True) as resp:
|
| 72 |
+
html = await resp.text()
|
| 73 |
+
return BeautifulSoup(html, "html.parser")
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| 74 |
+
# request failed
|
| 75 |
+
except aiohttp.ClientError:
|
| 76 |
+
continue
|
| 77 |
+
|
| 78 |
+
|
| 79 |
+
async def scrap_comic(
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| 80 |
+
session: aiohttp.ClientSession, explained_url: str, throttler: AsyncLimiter
|
| 81 |
+
) -> Dict[str, str]:
|
| 82 |
+
"""
|
| 83 |
+
Try to scrap all information for a given XKCD comic using its `explainxkcd.com` URL
|
| 84 |
+
|
| 85 |
+
Parameters
|
| 86 |
+
----------
|
| 87 |
+
session: aiohttp.ClientSession
|
| 88 |
+
explained_url: str
|
| 89 |
+
throttler: AsyncLimiter
|
| 90 |
+
|
| 91 |
+
Returns
|
| 92 |
+
-------
|
| 93 |
+
Dict[str, str]
|
| 94 |
+
"""
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| 95 |
+
soup = await parse_url_html(session, explained_url, throttler)
|
| 96 |
+
|
| 97 |
+
# Parse id and title
|
| 98 |
+
title_splits = soup.find("h1").text.split(":")
|
| 99 |
+
if len(title_splits) > 1:
|
| 100 |
+
id = title_splits[0]
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| 101 |
+
title = "".join(title_splits[1:]).strip()
|
| 102 |
+
else:
|
| 103 |
+
id = None
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| 104 |
+
title = "".join(title_splits).strip()
|
| 105 |
+
|
| 106 |
+
# Parse explanation
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| 107 |
+
explanation_soup = soup.find("span", {"id": "Explanation"})
|
| 108 |
+
try:
|
| 109 |
+
explanation = walk_tag(explanation_soup.parent, "span")
|
| 110 |
+
except:
|
| 111 |
+
explanation = None
|
| 112 |
+
|
| 113 |
+
# Parse transcript
|
| 114 |
+
transcript_soup = soup.find("span", {"id": "Transcript"})
|
| 115 |
+
try:
|
| 116 |
+
transcript = walk_tag(transcript_soup.parent, "span")
|
| 117 |
+
except:
|
| 118 |
+
transcript = None
|
| 119 |
+
|
| 120 |
+
xkcd_url = f"https://www.xkcd.com/{id}"
|
| 121 |
+
xkcd_soup = await parse_url_html(session, xkcd_url, throttler)
|
| 122 |
+
|
| 123 |
+
# Parse image title
|
| 124 |
+
try:
|
| 125 |
+
image = xkcd_soup.find("div", {"id": "comic"}).img
|
| 126 |
+
if title in image:
|
| 127 |
+
image_title = image["title"]
|
| 128 |
+
else:
|
| 129 |
+
image_title = image["alt"]
|
| 130 |
+
except:
|
| 131 |
+
image_title = None
|
| 132 |
+
|
| 133 |
+
# Parse image url
|
| 134 |
+
try:
|
| 135 |
+
image_url = xkcd_soup.find(text=re.compile("https://imgs.xkcd.com"))
|
| 136 |
+
except:
|
| 137 |
+
image_url = None
|
| 138 |
+
|
| 139 |
+
return dict(
|
| 140 |
+
id=id,
|
| 141 |
+
title=title,
|
| 142 |
+
image_title=image_title,
|
| 143 |
+
url=xkcd_url,
|
| 144 |
+
image_url=image_url,
|
| 145 |
+
explained_url=explained_url,
|
| 146 |
+
transcript=transcript,
|
| 147 |
+
explanation=explanation,
|
| 148 |
+
)
|
| 149 |
+
|
| 150 |
+
|
| 151 |
+
async def scap_comic_urls(
|
| 152 |
+
session: aiohttp.ClientSession, comic_list_url: str
|
| 153 |
+
) -> List[str]:
|
| 154 |
+
"""
|
| 155 |
+
Scrap all XKCD comic URLs from the `explainxkcd.com` website.
|
| 156 |
+
|
| 157 |
+
Parameters
|
| 158 |
+
----------
|
| 159 |
+
session: aiohttp.ClientSession
|
| 160 |
+
comic_list_url: str
|
| 161 |
+
|
| 162 |
+
Returns
|
| 163 |
+
-------
|
| 164 |
+
urls: List[str]
|
| 165 |
+
"""
|
| 166 |
+
async with session.get(comic_list_url) as resp:
|
| 167 |
+
html = await resp.text()
|
| 168 |
+
soup = BeautifulSoup(html, "html.parser")
|
| 169 |
+
|
| 170 |
+
# Hack to easily find comics
|
| 171 |
+
create_spans = soup.find_all("span", {"class": "create"})
|
| 172 |
+
return [
|
| 173 |
+
"https://www.explainxkcd.com" + span.parent.a["href"] for span in create_spans
|
| 174 |
+
]
|
| 175 |
+
|
| 176 |
+
|
| 177 |
+
async def main():
|
| 178 |
+
"""
|
| 179 |
+
Scrap XKCD dataset
|
| 180 |
+
"""
|
| 181 |
+
# Throttle to 10 requests per second
|
| 182 |
+
throttler = AsyncLimiter(max_rate=10, time_period=1)
|
| 183 |
+
async with aiohttp.ClientSession() as session:
|
| 184 |
+
# Get all comic urls
|
| 185 |
+
comic_urls = await scap_comic_urls(
|
| 186 |
+
session, LIST_COMICS_500_URL
|
| 187 |
+
) + await scap_comic_urls(session, LIST_COMICS_FULL_URL)
|
| 188 |
+
|
| 189 |
+
# Scrap all comics asynchronously
|
| 190 |
+
data = await asyncio.gather(
|
| 191 |
+
*[scrap_comic(session, url, throttler) for url in comic_urls]
|
| 192 |
+
)
|
| 193 |
+
|
| 194 |
+
df = (
|
| 195 |
+
pd.DataFrame.from_records(data)
|
| 196 |
+
.dropna(subset=["id"])
|
| 197 |
+
.astype({"id": "int32"})
|
| 198 |
+
.sort_values("id")
|
| 199 |
+
)
|
| 200 |
+
df.to_json(Path(__file__).parent / "dataset.jsonl", orient="records", lines=True)
|
| 201 |
+
|
| 202 |
+
|
| 203 |
+
if __name__ == "__main__":
|
| 204 |
+
asyncio.run(main())
|