CrisisMMD — California_Wildfires

A Twitter dataset of 1,486 tweets referencing 1,590 images by URL, collected by Alam et al. for the California Wildfires 2017 crisis. Each record contains tweet text, engagement metrics (retweets, favorites, replies, quotes), user metadata, media attachments, crisis code. The dataset is notable for its multimodal dataset from the California Wildfires 2017 crisis, collected from Twitter during the event with full Twitter API metadata. Intended for research into crisis informatics, multimodal learning, disaster response, image classification, tweet filtering, engagement analysis. This copy (the SocialED redistribution) holds the tweet objects only: the images are referenced by URL and the image files are not included, and neither are CrisisMMD's human annotations (informativeness, humanitarian category, damage severity).

#California#Crisis informatics#Multimodal

Download data BibTeX JSONSimilar datasets

Analytics

Content metrics

1,486 records scored

hashtag countavg 0.62 / 7
0std 1.177
1.5K
With media
100.0%
Visual density
11.9
Flesch–Kincaid grade
US school grade level
12.5
Automated readability index
Frequent terms
californiawildfiresfirewildfirenorthernvictimswinenewsampdeadlycountryhelphomefiresdeadvideofamilydogreliefnewpeoplefirefighterssmoketrumpsantatollweatherphotosoutherncannabisdestroyeddevastatingcrewslikenapakilledravagedburneddeathstatewatchburnscouplelostsonomatodayamidleavesantarosasays
Topic clusters

Topic 0

victim
help
relief
fire
california
crew
aid
donate

Topic 1

wine
country
tubbs
industry
california
wildfire
fire
napa

Topic 2

video
footage
watch
crazy
california
escape
wildfire
news

Topic 3

dog
family
rescue
survive
animal
alive
find
pound

Topic 4

fire
god
church
pray
right
california
stop
stand

Topic 5

disneyland
northern
like
look
acre
sky
map
late

Topic 6

farm
industry
harvest
grower
legal
burn
damage
california

Topic 7

photo
devastation
image
leave
aftermath
north
space
saved

Topic 8

weather
southern
record
heat
condition
critical
break
bring

Topic 9

santa
rosa
santarosa
cruz
bear
park
fire
destroy

Topic 10

trump
president
visit
moron
response
california
send
disaster

Topic 11

know
utility
line
power
start
wildfire
probe
authority
Show all 21 topics

Topic 12

burn
fire
evacuation
station
door
highway
hill
entire

Topic 13

destroy
glass
house
school
ash
destruction
iconic
entire

Topic 14

bad
climate
expert
change
number
wildfire
california
week

Topic 15

kill
history
people
deadly
sweep
wildfire
dead
season

Topic 16

insurance
loss
billion
cost
commissioner
rise
expect
late

Topic 17

nasa
satellite
space
image
scar
visible
science
smoke

Topic 18

couple
year
elderly
die
kill
husband
victim
wildfire

Topic 19

toll
death
dozen
rise
dead
reach
kill
miss

Topic 20

start
immigrant
sheriff
alien
arrest
director
link
wildfires
Top hashtags
#california107
#wildfires74
#fire46
#news25
#wildfire20
#santarosa17
#usrc11
#californiawildfires9
#usa9
#usnews8
#animals6
#travel6
#victims6
#cannabis5
#fires5
#insurance5
#napa5
#socialmedia5
#tubbsfire5
#wine5

Computed over the full corpus.

Record

Catalog key
crisismmd-California_Wildfires
Authors
Alam, Firoj; Ofli, Ferda; Imran, Muhammad
Year
2018
Source paper
CrisisMMD: Multimodal Twitter Datasets from Natural Disasters
DOI / arXiv
10.1609/icwsm.v12i1.14983
License
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) (CC-BY-NC-SA-4.0)
Records
1,486
Text corpus
tweet text
Languages
en
Collected
2017 (2010s)
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://github.com/ChenBeici/SocialED_datasets/tree/main/raw_data/CrisisMMD link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 6.7 MB across 2 files. Checksums in MANIFEST.json.

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}
}

@inproceedings{alam2018crisismmd,
  author    = {Alam, Firoj and Ofli, Ferda and Imran, Muhammad},
  title     = {CrisisMMD: Multimodal Twitter Datasets from Natural Disasters},
  year      = {2018},
  booktitle = {Proceedings of the 12th International AAAI Conference on Web and Social Media},
  series    = {ICWSM '18},
  publisher = {AAAI Press}
}

APA

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

Alam, F., Ofli, F., & Imran, M. (2018). CrisisMMD — California_Wildfires [Data set]. https://doi.org/10.1609/icwsm.v12i1.14983

MLA

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

Alam, Firoj, et al. CrisisMMD — California_Wildfires. 2018, doi.org/10.1609/icwsm.v12i1.14983.

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →