COVID-19 Instagram数据集

包含5300个COVID-19相关Instagram帖子的多语言数据集,用于研究疫情信息传播和错误信息。

法国国立科学研究中心5157实验室,南巴黎电信学院,巴黎综合理工学院法国国立科学研究中心5157实验室,南巴黎电信学院,巴黎综合理工学院
arXiv
2020-04-26 更新
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文本COVID-19社交媒体

基本信息

模态
文本
创建/更新时间
2020-04-26

资源简介

该数据集由法国国立科学研究中心5157实验室等机构创建,收集了2020年1月5日至3月30日期间与COVID-19相关的Instagram公开帖子,包含5300个帖子、18.5K条评论和329K个点赞,主要使用英语。数据通过Instagram官方API和特定标签爬取,旨在研究社交媒体在疫情信息传播中的作用,特别是错误信息的传播。

原始链接

https://github.com/kooshazarei/COVID-19-InstaPostIDs

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使用方式

数据集获取

git clone https://github.com/kooshazarei/COVID-19-InstaPostIDs.git

curl -L -o repo.zip https://github.com/kooshazarei/COVID-19-InstaPostIDs/archive/refs/heads/master.zip
unzip repo.zip

源站 README 摘录(使用方式)

COVID19 Instagram Post IDs

The repository includes an ongoing collection of Instagram Posts IDs correlated with the new coronavirus COVID-19. The first version of this data collection process started on January 5, 2020 and continued until March 30, 2020. The data gathering is still running as the lockdown has not been finished in many countries around the world (at the time of writing this paper).
We hope that the dataset can support diverse research activities. Below we list a subset of potential topics, we believe the dataset could support:

  • Fake news, misinformation and rumors spreading.
  • Behavioral change analysis during the pandemic.
  • Information sharing related Covid-19.
  • etc.
    The linked paper to this dataset (arxiv): A First Instagram Dataset on COVID-19

Data Collection

We have collected public posts from Instagram by crawling all posts associated with a set of COVID-19 hashtags including #coronavirus, #covid19, #covid_19, and #corona.

Release v1.0 (April 20, 2020).

The first version of this data collection process started on January 5, 2020 and continued until March 30, 2020. The data gathering is still running. During this time 18.5K comments and 329K likes from 5.3K public posts have been collected. These posts are distributed by 2.5K publishers.

language code of. #post total %
Egnlish en 3.1K 58.3%
Spanish es 530 9.9%
Portuguese pt 378 7.1%
Italian it 199 3.7%
French fr 120 2.2%
Russian ru 98 1.8%
Farsi fa 96 1.8%
Arabic ar 79 1.4%
Turkish tr 68 1.2%
Other & non-detected - 643 12.1%

Inquiries

For any further question, please contact Koosha Zarei at koosha.zarei@telecom-sudparis.eu.

Licensing

This dataset is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License (CC BY-NC-SA 4.0) and we publish in agreement with Instagram’'s Terms & Conditions.

By usi

数据加载示例(表格/文本类)

import pandas as pd, glob, os

files = (glob.glob(os.path.join(path, "**", "*.csv"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tsv"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.xlsx"), recursive=True))
print("数据文件:", files)
df = pd.read_csv(files[0])
print(df.shape); print(df.columns.tolist()); print(df.head(3))

完整仓库:github.com/kooshazarei/COVID-19-InstaPostIDs

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