3941387
doi
10.17605/OSF.IO/7PEYQ
oai:zenodo.org:3941387
user-covid-19
user-natural-language-processing
user-medicalnlp
Rumker, Laurie
Harvard Medical School
Talker, Tanya
Harvard Medical School & MIT Lincoln Labs
Torous, John
Beth Israel Deaconess Medical Center, Harvard Medical School
Cecchi, Guillermo
IBM
Ghosh, Satrajit S.
MIT & Harvard Medical School
Reddit Mental Health Dataset
Low, Daniel M.
Harvard Medical School & MIT
doi:10.17605/OSF.IO/7PEYQ
doi:10.31234/osf.io/xvwcy
info:eu-repo/semantics/openAccess
ODC Public Domain Dedication & License 1.0
http://opendatacommons.org/licenses/pddl/1.0/
Natural Language Processing
Mental Health
Psychiatry
COVID-19
Reddit
Social Media
<div> </div>
<p> </p>
<p>This dataset contains posts from 28 subreddits (15 mental health support groups) from 2018-2020. We used this dataset to understand the impact of COVID-19 on mental health support groups from January to April, 2020 and included older timeframes to obtain baseline posts before COVID-19.</p>
<p><strong>Please cite if you use this dataset:</strong></p>
<p>Low, D. M., Rumker, L., Torous, J., Cecchi, G., Ghosh, S. S., & Talkar, T. (2020). Natural Language Processing Reveals Vulnerable Mental Health Support Groups and Heightened Health Anxiety on Reddit During COVID-19: Observational Study. <em>Journal of medical Internet research</em>, <em>22</em>(10), e22635.</p>
<pre>@article{low2020natural,
title={Natural Language Processing Reveals Vulnerable Mental Health Support Groups and Heightened Health Anxiety on Reddit During COVID-19: Observational Study},
author={Low, Daniel M and Rumker, Laurie and Torous, John and Cecchi, Guillermo and Ghosh, Satrajit S and Talkar, Tanya},
journal={Journal of medical Internet research},
volume={22},
number={10},
pages={e22635},
year={2020},
publisher={JMIR Publications Inc., Toronto, Canada}
}</pre>
<p><br>
<strong>License</strong></p>
<p>This dataset is made available under the Public Domain Dedication and License v1.0 whose full text can be found at: <a href="http://www.opendatacommons.org/licenses/pddl/1.0/">http://www.opendatacommons.org/licenses/pddl/1.0/</a></p>
<p>It was downloaded using pushshift API. Re-use of this data is subject to Reddit API terms.</p>
<p> </p>
<p><strong>Reddit Mental Health Dataset</strong></p>
<p>Contains posts and text features for the following timeframes from 28 mental health and non-mental health subreddits:</p>
<ul>
<li><strong>15 specific mental health support groups</strong> (r/EDAnonymous, r/addiction, r/alcoholism, r/adhd, r/anxiety, r/autism, r/bipolarreddit, r/bpd, r/depression, r/healthanxiety, r/lonely, r/ptsd, r/schizophrenia, r/socialanxiety, and r/suicidewatch)</li>
<li><strong>2 broad mental health</strong> subreddits (r/mentalhealth, r/COVID19_support)</li>
<li><strong>11 non-mental health subreddits</strong> (r/conspiracy, r/divorce, r/fitness, r/guns, r/jokes, r/legaladvice, r/meditation, r/parenting, r/personalfinance, r/relationships, r/teaching).</li>
</ul>
<p><code>filenames</code> and corresponding timeframes:</p>
<ul>
<li><code>post:</code> Jan 1 to April 20, 2020 (called "mid-pandemic" in manuscript; r/COVID19_support appears). Unique users: 320,364. </li>
<li><code>pre:</code> Dec 2018 to Dec 2019. A full year which provides more data for a baseline of Reddit posts. Unique users: 327,289.</li>
<li><code>2019:</code> Jan 1 to April 20, 2019 (r/EDAnonymous appears). A control for seasonal fluctuations to match <code>post</code> data. Unique users: 282,560.</li>
<li><code>2018:</code> Jan 1 to April 20, 2018. A control for seasonal fluctuations to match <code>post</code> data. Unique users: 177,089</li>
</ul>
<p>Unique users across all time windows (pre and 2019 overlap): 826,961.</p>
<p>See manuscript Supplementary Materials (https://doi.org/10.31234/osf.io/xvwcy) for more information.</p>
<p>Note: if subsampling (e.g., to balance subreddits), we recommend bootstrapping analyses for unbiased results.</p>
<p> </p>
Zenodo
2020-07-13
info:eu-repo/semantics/other
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public
10.17605/OSF.IO/7PEYQ
Is identical to
doi
10.31234/osf.io/xvwcy
Is documented by
doi