Reddit r/teaching Community Sentiment Dataset (Pre/Post COVID)

A Reddit (r/teaching community) dataset of 1,304,575 comments from r/teaching with 5-class sentiment scores, pre/post COVID labels (438,027 pre, 866,548 post), and relational language detection, collected by Cai et al. via Reddit API (2024). Each record contains comment text, post title, post selftext, created_utc, score, reply_count, pandemic_period (0=pre/1=post COVID), predicted_rating (1-5), normalized_sentiment (-1 to +1), contains_relational_word, sentiment_probabilities. 1,304,575 r/teaching comments with fine-grained 5-class sentiment analysis spanning pre/post COVID — enabling longitudinal study of how teaching community discourse and emotional tone shifted during the pandemic. Suitable for community sentiment analysis, COVID-19 discourse shifts, longitudinal NLP, education community research, relational language detection, sentiment classification.

#Pandemic#R teaching#Relational language#Teacher

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Analytics

Content metrics

1,304,575 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

normalized sentimentμ -0.004 ± 0.466
min -0.991max 0.994
low 33%medium 34%high 33%
predicted ratingavg 2.96 / 5
1std 1.505
scoreμ 5.6K ± 13.4K
min 0max 100K
reply countμ 100.865 ± 184.974
min 1max 1K
is post covid66.4% true
true 66.4%false 33.6%
has relational word40.0% true
true 40.0%false 60.0%
7.0
Flesch–Kincaid grade
US school grade level
7.6
Automated readability index
Frequent terms
teachingschoolstudentslikedonteacheryearkidsworktimeteachersknowgoodteachclassjobwantneedstudentthinkdayyearsquestionswaygoingclassroompeoplethingsgradelotrememberusefeelgothelpdistrictrulesbetterfindthankcontactgreataskschoolsbesthighsurelovenewparents
Topic clusters

Topic 0

program
master
state
degree
certification
credential
education
teach

Topic 1

student
behavior
kid
class
like
expectation
work
need

Topic 2

grade
math
homework
student
rubric
multiplication
test
assignment

Topic 3

pay
live
salary
state
cost
living
year
area

Topic 4

book
read
series
reading
novel
comprehension
word
level

Topic 5

google
use
ipad
video
screen
zoom
slide
whiteboard

Topic 6

day
week
hour
school
district
wednesday
period
time

Topic 7

mask
covid
wear
pandemic
vaccinate
sick
day
week

Topic 8

teaching
bot
moderator
automatically
perform
welcome
action
concern

Topic 9

sub
job
teacher
substitute
school
plan
year
work

Topic 10

day
week
weekend
friday
thursday
half
lawyer
summer

Topic 11

teacher
student
people
male
school
admin
kid
like
Show all 32 topics

Topic 12

interview
job
position
candidate
ask
offer
know
hire

Topic 13

paper
color
poster
draw
art
pencil
print
use

Topic 14

kid
parent
student
gay
yell
tell
school
phone

Topic 15

teacher
student
lesson
teaching
experience
think
good
help

Topic 16

feel
year
anxiety
like
teacher
know
way
day

Topic 17

thank
awesome
share
advice
amazing
congrat
post
great

Topic 18

wear
dress
shirt
shoe
jean
pant
navy
casual

Topic 19

yes
answer
ask
question
post
interested
know
look

Topic 20

teaching
bot
moderator
automatically
perform
welcome
action
concern

Topic 21

game
play
video
team
fun
group
like
photo

Topic 22

middle
school
grader
elementary
grade
teach
schooler
high

Topic 23

union
rep
state
contract
protection
strike
join
district

Topic 24

lesson
curriculum
plan
student
chem
inquiry
research
lab

Topic 25

teaching
bot
moderator
automatically
perform
welcome
action
concern

Topic 26

language
spanish
english
speak
bilingual
learn
esl
student

Topic 27

paragraph
essay
write
writing
freshman
grade
thesis
sentence

Topic 28

charter
public
school
union
private
system
work
year

Topic 29

international
abroad
country
school
korea
visa
travel
china

Topic 30

dress
code
wear
enforce
sexist
girl
boy
short

Topic 31

year
teaching
job
work
teacher
teach
hard
life
Top hashtags
#x200b301
#217
#112
#35
#43
#justmy2cts2
#metoo2
#101
#371
#91
#calendar1306241
#ck1
#collection1
#current1
#depends1
#enough1
#imgrc1
#manipulation1
#mtbos1
#nerdsunite1
Top emoji
😂43
🏻39
🤷32
🙄21
👍20
😊18
😁16
👏12
💀12
🤦11
😭10
😅9
🙂9
🙃8
🏼7

Computed over the full corpus.

Record

Catalog key
reddit-teaching
Authors
Cai, Yuxuan; Wei, Ertong; Cai, Xintong
Year
2024
Source paper
Empathy and redemption: Exploring the narrative transformation of online support for mental health across communities before and after Covid-19
DOI / arXiv
10.1371/journal.pone.0307042
License
CC BY 4.0 (CC-BY-4.0)
Records
1,304,575
Languages
en
Collected
2018-2022 (2010s, 2020s)
Tasks
Rating prediction (regression; predicted_rating) inferred, Sentiment classification inferred
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://zenodo.org/records/12736756 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 2.5 GB across 1 files. Checksums in MANIFEST.json.

Citations

Empathy and redemption: Exploring the narrative transformation of online support for mental health across communities before and after Covid-19
Yuxuan Cai, Ertong Wei, Xintong Cai
Journal Article · PLoS ONE · 2024

6
citations
few citations so far
0
influential citations
0% of all citations

Cited by

Show all 6

Citation data from Semantic Scholar, retrieved 2026-10-19.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@article{Cai_2024,
  title     = {Empathy and redemption: Exploring the narrative transformation of online support for mental health across communities before and after Covid-19},
  volume    = {19},
  issn      = {1932-6203},
  url       = {http://dx.doi.org/10.1371/journal.pone.0307042},
  doi       = {10.1371/journal.pone.0307042},
  number    = {7},
  journal   = {PLOS ONE},
  publisher = {Public Library of Science (PLoS)},
  author    = {Cai, Yuxuan and Wei, Ertong and Cai, Xintong},
  editor    = {Baker, Rogis},
  year      = {2024},
  month     = July,
  pages     = {e0307042}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Cai, Y., Wei, E., & Cai, X. (2024). Reddit r/teaching Community Sentiment Dataset (Pre/Post COVID) [Data set]. https://doi.org/10.1371/journal.pone.0307042

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Cai, Yuxuan, et al. Reddit r/teaching Community Sentiment Dataset (Pre/Post COVID). 2024, doi.org/10.1371/journal.pone.0307042.

BibTeX · RIS · CSL-JSON

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