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21767
disaster_events
drd-figureeight-multimedia
Staff at our feeding centre say chronic malnourishment can cause long-term developmental damage and is often difficult to spot in Afghanistan because while children's faces may look reasonably healthy their bodies are wasting away.
en
1
requests_or_needs
324921639701716993
2013_west_texas
crisislext6
@johnnyjeff05 you comin down for the summer semesters right
en
1
not_humanitarian
262348997677686785
2012_sandy_hurricane-ontopic
crisislext6
@Nooram_M yea it's upstate I'm like a few hours away.
en
1
not_humanitarian
508341453676756992
2014_pakistan_floods
crisisnlp-cf
RT @GDLanglands: Teach every Pakistani that it is not enough to solve our own personal problems, country's problems are our problems too. H…
en
1
not_humanitarian
540037166374866944
2014_philippines_typhoon
crisisnlp-cf
RT @TedWinnerCNN: Stay with @CNN for live cvg as Typhoon Hagupit slams into Philippines, huge storm surge expected, 600k + evacuated. http:…
en
1
displaced_and_evacuations
296874290358390785
2013_queensland_floods-ontopic
crisislext6
All the details on the Tourism Minister's whirlwind trip to #mackay and the #whitsundays #7localnews at 6pm
en
1
not_humanitarian
18883
disaster_events
drd-figureeight-multimedia
The French Emergency Response Unit is active along the northeast coast, providing water to 14,000 IDPs in 10 camps (in Samalanga).
en
1
requests_or_needs
24681
disaster_events
drd-figureeight-multimedia
In Killinochchi Oxfam will start a campaign to get public support to construct compost toilets in villages.
en
1
requests_or_needs
592913370891886592
2015_nepal_earthquake
crisisnlp-volunteers
#Kashmiris in #Nepal say Indian authorities left them unattended http://t.co/R7wSAfpJwD��_
en
NA
not_humanitarian
909437923703054336
hurricane_irma
crisismmd
#TropicalStormMaria and #tropicalstormlee follow in wakes of #Irma , #Jose | https://t.co/XHKInciuiL https://t.co/GPSPru4bHd
en
NA
other_relevant_information
591902867637678081
2015_nepal_earthquake
crisisnlp-cf
RT @OCHAAsiaPac: Some 70,000 houses estimated to be destroyed and 530,000 damaged during the #NepalQuake: http://t.co/1LK4f9JCva http://t.c‰Û_
en
NA
infrastructure_and_utilities_damage
325185221316186112
2013_boston_bombings-ontopic
crisislext6
Police searching vehicles near #bostonmarathon bomb site, 10 miles away from shoot out in #watertown earlier this morning #theblaze #lbrnews
en
1
other_relevant_information
325391753886703616
2013_boston_bombings-ontopic
crisislext6
RT @K_Gregoire2012: “ They think this funny? Well let's get this pic trending. Show just how funny they are. #PrayForBoston #RT http://t.co…
en
1
other_relevant_information
451300025834827777
2014_chile_earthquake
crisisnlp-volunteers
If a tsunami wave is going to hit Hawaii as a result of Tuesday's magnitude 8.2 quake in Chile, it should happen around 9:30 a.m. Eastern
en
NA
caution_and_advice
327892034650255360
2013_bangladesh_savar-building-collapse
crisislext26
RT @big_picture: Factory collapse in Bangladesh: photos of destruction, despair, rescue - http://t.co/uZVLvZ0yqo #photojournalism
en
1
infrastructure_and_utilities_damage
325113236926103552
2013_boston_bombings-ontopic
crisislext6
@Brandeness @qqueenb that's subjective lol. Usually I'd argue the most morally sound people
en
1
not_humanitarian
324582393770037248
2013_west_texas
crisislext6
The DM I sent oomf
en
1
not_humanitarian
910242983676608512
hurricane_irma
crisismmd
CR 218 bridge is closed, after Black Creek flooded during Hurricane Irma. Live at 5. @ActionNewsJax https://t.co/MDbNr7HnTh
en
NA
infrastructure_and_utilities_damage
218052910158856192
2012_colorado_wildfires
crisislext26
New Blog Post: Spruce Pool! - Quick note to those of you following our disruptions because of the fires in Boulder. ... http://t.co/4lJZ76e6
en
1
other_relevant_information
378195434033782784
2013_colorado_floods
crisislext26
#boulder I hope you're okay. #boulderflood
en
1
sympathy_and_support
325390043516649472
2013_boston_bombings-ontopic
crisislext6
RT @donkeyarguing: An armed terrorist is running around Boston. If he attacks you, poop yourself and blow your rape whistle. #DemApproved #…
en
1
other_relevant_information
324226011984166912
2013_boston_bombings-ontopic
crisislext6
After the #boston tragedy, realized I need to update our orgs crisis plan which currently has no #socialmedia component. #prayerstoboston
en
1
other_relevant_information
348178936007630848
2013_alberta_floods-ontopic
crisislext6
@CouncillorKeats Stay safe! I saw the view from Cranston earlier today - the Bow looks incredibly powerful.
en
1
other_relevant_information
591903256063815680
2015_nepal_earthquake
crisisnlp-cf
Please retweet! Clean Water for Nepal! follow this link http://t.co/WNOouka4Ix #MondayMotivation #NepalQuake http://t.co/ujcM9hhjSO
en
NA
donation_and_volunteering
498498142774382592
2014_india_floods
crisisnlp-cf
RT @Aghorii2: #RapeJihad in UP continues. #FaizabadGangRape 17 year old Hindu girl Gang Raped and killed @HDLindiaOrg http://t.co/BL6vGoXj28
en
0.9893038868904114
injured_or_dead_people
324259221791178752
2013_boston_bombings-ontopic
crisislext6
Second Boston Marathon victim identified, Krystle Campbell http://t.co/uhkjq1AWe8
en
1
other_relevant_information
324582733718384640
2013_boston_bombings-ontopic
crisislext6
Spring has finally sprung. Dropping boys at Lax. (@ Gillette Stadium) http://t.co/rzZGbYvpSS Jealous they are going on Pats field.
en
1
not_humanitarian
924334070359838720
disaster_events
aidr_system
"Sayville, N.Y.: A Walkable Downtown and Victorians by the Bay https://t.co/v3wRYZ7St5"
en
NA
other_relevant_information
346507647656267776
2013_singapore_haze
crisislext26
RT @alvarofong: If only we could transform all the haze in Singapore to cold, fresh mist. Ahhh, that would be amazing.
en
1
not_humanitarian
588883448145829888
disaster_events
aidr_system
"UN special envoy for Yemen quits http://t.co/ghfJ21UYx9"
en
NA
other_relevant_information
588885740773371904
disaster_events
aidr_system
"Saudi-Iran Rivalry Over Yemen Deepens Mideast Sectarianism - Saudi Arabia’s government insists it is not at... http://t.co/8aFBl7h3sM"
en
NA
other_relevant_information
916351632287215616
hurricane_maria
crisismmd
#startup Elon Musk: Tesla can help fix Puerto Rico's ruined electrical grid https://t.co/hO04xcIB1I #elonmusk https://t.co/XGLnJQEMlT
en
NA
donation_and_volunteering
18756
disaster_events
drd-figureeight-multimedia
Floodwater in the area is passing through 30 small bridges built over the waterway serving as stormwater drain.
en
1
infrastructure_and_utilities_damage
870295706384318464
srilanka_floods
crisismmd
RT @BangkokPostNews: Rohingya refugee hovels flattened by Cyclone Mora https://t.co/7D0G7cKT8i https://t.co/qmmNEIgHUJ
en
NA
infrastructure_and_utilities_damage
476572897126150144
2014-2015_worldwide_landslides
crisisnlp-volunteers
Now Playing, Sprague Brothers ��� Battle of the Bands from Let the Chicks Fall Where They May #music #Rock
en
NA
not_humanitarian
325123546265317376
2013_boston_bombings-ontopic
crisislext6
Get me the fuck out of this city!!!!!!
en
1
not_humanitarian
905133260526714880
hurricane_harvey
crisismmd
἟9἟7 Turks in Texas care ὄF Turkish-Americans continue helping those who were affected by #Harvey ὤF https://t.co/rGiLYV2vJx
en
NA
donation_and_volunteering
2191
disaster_events
drd-figureeight-multimedia
We have no food or water. Please come to Carrefour. Save us
en
1
requests_or_needs
295947454728265729
2013_queensland_floods-ontopic
crisislext6
'Major flood crisis' hits Queensland, Australia http://t.co/oKNaTYV5 #environment #climate #green #eco #sustainability
en
1
other_relevant_information
349923422966521857
2013_alberta_floods-ontopic
crisislext6
@Nohungerinyyc Food Bank has been hit hard. Please donate now and often! #abflood #yychelps #yyc #alberta #charity
en
1
other_relevant_information
592703879604744192
2015_nepal_earthquake
crisisnlp-volunteers
So glad you are safe and sound. https://t.co/BX34xr2mHO
en
NA
not_humanitarian
353706306445647872
2013_canada_lac-megantic-train-crash
crisislext26
RT @VirginRadio96: Thoughts & prayers for Lac Mégantic. 1 dead, 80 still missing...
en
1
sympathy_and_support
262931583491796992
2012_sandy_hurricane-ontopic
crisislext6
First tree down. @ Clinton Hill, Brooklyn http://t.co/AePe0uwu
en
1
not_humanitarian
295894894139019265
2013_queensland_floods-ontopic
crisislext6
@katycat4life1 sis is there a flood in australia??are you okay?
en
1
other_relevant_information
348133653517303808
2013_alberta_floods
crisislext26
RT @KaleighRogers: A 15-year-old High River boy is missing due to the flood. Call police if you see Eric St. Denis #abflood #yycflood http:…
en
1
affected_individual
369623778231611392
2013_manila_floods
crisislext26
Emergency kit or kikay kit? #waterproof #MaringPH #habagat http://t.co/9WqZXAFVEw
tl
0.9731503129005432
not_humanitarian
263069204410953728
2012_sandy_hurricane-ontopic
crisislext6
Is the sharks in New Jersey for real or a hoax?!
en
1
not_humanitarian
591903214775115777
2015_nepal_earthquake
crisisnlp-cf
Nepal Earthquake Toll Could Reach 10,000, Government on 'War Footing': PM Sushil Koirala: The death toll in Ne... http://t.co/eiXbL9IyRl
en
NA
injured_or_dead_people
339227684511043584
2013_oklahoma_tornado-ontopic
crisislext6
Now you feel our pain.. #OKC #KdNation
en
1
other_relevant_information
402797107360575488
2013_italy_sardinia
crisislext26
RT @CONTROLACRISI: #controlacrisi Alluvione Sardegna. I geologi: “Oltre 6 milioni gli italiani a rischio” http://t.co/BN2NPdrpnA
it
0.9342235922813416
caution_and_advice
325028348055142402
2013_west_texas
crisislext6
every song somehow reminds me of you
en
1
not_humanitarian
3486
disaster_events
drd-figureeight-multimedia
in the road ducoste behind the plaza there are about 20 people who don't have water or food. please help them
en
1
requests_or_needs
542028536224428032
2014_philippines_typhoon-hagupit
crisisnlp-volunteers
Typhoon Hagupit: Singapore Red Cross Deploys Team, Donates Over US$45000 - Bernama http://t.co/vt9Q58Byor #sgbr... http://t.co/NWoMHF6bmy
en
NA
response_efforts
12818
disaster_events
drd-figureeight-multimedia
@Rockaway100 : @redcrossny @fema Rockaway has been devastated and is in dire need of assistance with first aid supplies and basic necessities
en
1
requests_or_needs
336897751407263744
2013_oklahoma_tornado-ontopic
crisislext6
If you're seeing the photos & videos from Oklahoma, you know they need our help. Text REDCROSS to 90999 to donate $10.
en
1
other_relevant_information
325295162538479616
2013_west_texas
crisislext6
Was lax oversight to blame for the Texas fertilizer facility explosion? http://t.co/KVgMR7dZ4v
en
1
other_relevant_information
722335858825629696
disaster_events
aidr_system
"Dateline’s episode Rebuilding Nepal airs tonight on SBS at 9.30pm - Long Road to recovery https://t.co/lb9kAsdMNp"
en
NA
not_humanitarian
348543944147210240
2013_alberta_floods-ontopic
crisislext6
RT @EmergencyInfoBC: Update: #BC offers aid to Alberta in wake of record floods http://t.co/cYFkWtSWUB #abfloods #yyc @DriveBC
en
1
other_relevant_information
326781516921307136
2013_west_texas
crisislext6
@Xman813: @JakeV_BU13 I be omw when my pop corn is done! Ill be at the bank like get this cash off me!
en
1
not_humanitarian
390011061044117504
2013_bohol_earthquake
crisislext26
RT @veabomed: I don't know what to say. #PrayForVisayas
en
1
sympathy_and_support
263298343302725632
2012_sandy_hurricane-ontopic
crisislext6
5 Things Hurricane Sandy Reveals About Global Warming http://t.co/DqE0xM0Q
en
1
other_relevant_information
337769277732057088
2013_oklahoma_tornado-ontopic
crisislext6
@jackwkinsey offsides in hockey is like offsides in soccer. Icing is more like cherry picking
en
1
not_humanitarian
575778084219125760
2015_vanuatu_cyclone
crisisnlp-cf
RT @NewstalkZB: PHOTOS: Devastation in Vanuatu from Cyclone Pam http://t.co/HFWA0ILQaK
en
NA
infrastructure_and_utilities_damage
336885586008870912
2013_oklahoma_tornado-ontopic
crisislext6
RT @BlueRidgePBS: In light of the horrible tragedy in #Oklahoma, PBS Parents is sharing advice from child psychologist Jamie Howard.. http:…
en
1
other_relevant_information
930501165887959041
iraq_iran_earthquake
crisismmd
#Iran calls off earthquake rescue, shifts to providing aid for thousands left homeless https://t.co/p9VMVDkB4u https://t.co/cDwm9x1ik3
en
NA
donation_and_volunteering
296191681760464897
2013_queensland_floods-ontopic
crisislext6
Haha very good @gavspartan didn't click to what you were on about!! #GreekGodsfearme
en
1
not_humanitarian
326189591440814080
2013_west_texas
crisislext6
Ima start telling these girls to bring them so food when they come over my house cause everytime we smoke, she always in my damn kitchen lol
en
1
not_humanitarian
336623575157055489
2013_oklahoma_tornado-ontopic
crisislext6
@LeAnnRobin @dee_d_cee2 @kimbas238 it's just too close for comfort. It's devastating.
en
1
other_relevant_information
297197785193791488
2013_queensland_floods-ontopic
crisislext6
@Melpomuse @simonpalomares You 2 are both in Melbourne, and r both wogs! :) Si created WOGS OUT OF WORK. You should meet! #ishouldbeanagent
en
1
not_humanitarian
262375012001001472
2012_sandy_hurricane-ontopic
crisislext6
A much needed roomie night out @AndreaDruml @Ali_Jane322 @kris10wood @nora @tom
en
1
not_humanitarian
262553968822087680
2012_sandy_hurricane-ontopic
crisislext6
Hurricane sandy please don't wash away my shore house! #thanks
en
1
other_relevant_information
476572032000196610
2014-2015_worldwide_landslides
crisisnlp-volunteers
if Miley Cyrus vs. Selena Gomez is happening, Miley is gonna win by a landslide lol. Selena doesn't have a chance
en
NA
not_humanitarian
233236378719236098
2012_philipinnes_floods
crisislext26
RT @ericingalla: Marcos Hiway near Filinvest -still not passable to light vehicles, flood water about 3ft deep.. #floodsPH @MMDA
en
0.9677280783653259
infrastructure_and_utilities_damage
540018909588369408
2014_philippines_typhoon
crisisnlp-cf
RT @OnesBurning: Never underestimate ↓ the #Power of #GAIA #Hagupit #Philippines #TyphoonHagupit #supercell http://t.co/SCVvRLsnFK
en
0.6330468654632568
other_relevant_information
497087014895095808
2014_worldwide_ebola
crisisnlp-cf
RT @gatesfoundation: Nearly 22 million children are not vaccinated against preventable diseases. Why that could be worse than #Ebola: htt…
en
1
disease_related
591903280571244544
2015_nepal_earthquake
crisisnlp-cf
RT @sanpokh: Nepal is learning a lesson: large scale disasters also come with challenges to national security and sovereignty.+
en
NA
other_relevant_information
511439415541919744
2014_mexico_hurricane-odile
crisisnlp-cf
RT @stevemacweather: Odile might be weakening, but dangerous & deadly rains are still expected. 5-10 possible in the SW United States. h…
en
NA
caution_and_advice
348946658672906240
2013_alberta_floods-ontopic
crisislext6
So many diapers. I fucking love my city. @ Lakeview Community Hall http://t.co/TiIIzGdXe1
en
1
not_humanitarian
541853513240690688
2014_philippines_typhoon-hagupit
crisisnlp-volunteers
im getting really nervous #RubyPH
en
NA
not_humanitarian
498512318221672448
2014_india_floods
crisisnlp-cf
THE NATIONAL WEATHER SERVICE IN NORTHERN INDIANA HAS ISSUED AN FLOOD ADVISORY FOR WABASH COUNTY UNTIL 2:30 PM. http://t.co/x6wDR8YrtR
en
1
caution_and_advice
390131466912292864
2013_bohol_earthquake
crisislext26
At least 93 people dead after 7.2 earthquake hits central Philippines | Fox News http://t.co/cfCxncJKLM via @foxnews #coe215
en
1
affected_individual
503645244035186689
2014_california_earthquake
crisisnlp-cf
Strong California Quake Shakes Famed Wine Country – ABC News http://t.co/1iFijLxzpz #news
en
NA
other_relevant_information
296930836404637696
2013_queensland_floods-ontopic
crisislext6
As new ladies black heels shoes size 7 $15.00 Robina http://t.co/x5p0PmEN
en
1
not_humanitarian
349422945325690881
2013_alberta_floods-ontopic
crisislext6
And we really don't have time to discuss it, Axlon interrupted. I've alerted the mechanics to start #removing the mark
en
1
not_humanitarian
324281816615890945
2013_boston_bombings-ontopic
crisislext6
UM Coach: Bomb Sniffing Dogs, Spotters on Roofs Before Boston Marathon Explosions | Global Researc http://t.co/PMIvdWiktz
en
1
other_relevant_information
907551935796039681
hurricane_harvey
crisismmd
Harvey Over Texas https://t.co/gZNdrm0wMd Rain, floods, deaths, and thinking about evacuations. https://t.co/qIkYGm1ZgM
en
NA
other_relevant_information
382835659867963392
2013_pakistan_earthquake
crisisnlp-cf
The destruction in Labach, a village in #Awaran district. 3 ppl were killed and 52 injured http://t.co/0YY6fgKaC4
en
1
injured_or_dead_people
460
disaster_events
drd-figureeight-multimedia
Please We need help at the Altidor Center at Thomassin 32.
en
1
requests_or_needs
575736076087644160
2015_vanuatu_cyclone
crisisnlp-cf
Vanuatu ‰_ #RT Cyclone Pam Lashes Vanuatu with Category 4 Winds | The Weather Channel - The Weather Channel http://t.co/trEGs05JnN
en
NA
other_relevant_information
324146482401931264
2013_boston_bombings-ontopic
crisislext6
RT @richterfritz: We've just prayed for Boston and now we need to pray for Iran. What's next? Who's next? #PrayForBoston #PrayForIran
en
1
other_relevant_information
327988307751493632
2013_west_texas
crisislext6
Perkins funny as hell man, I miss him
en
1
not_humanitarian
929051206705733634
hurricane_maria
crisismmd
RT @Hiimalexok: OOOOOOOOHHHHHH WHO LIVES AS A COLONY UNDER THE SEA? PUERTO RICO! https://t.co/Y39OKwR9zc
en
NA
other_relevant_information
626694556403286018
disaster_events
aidr_system
"A cyclone set to hit the Bangladesh coast later Thursday has already killed three people and forced the evacuation… http://t.co/qLhvq6vPjs"
en
NA
injured_or_dead_people
324300115969974273
2013_boston_bombings-ontopic
crisislext6
@shelby_snapshot is making me a yummy southern dinner nomz
en
0.9789460301399231
not_humanitarian
338842571927334912
2013_oklahoma_tornado-ontopic
crisislext6
Apparently it depends who you're seeing the movie with I suppose.
en
1
not_humanitarian
910165486653939717
hurricane_irma
crisismmd
Hurricane Irma: FEMA to hold town hall meeting Friday in Bonita Springs https://t.co/NXY6fSlftf https://t.co/y25Etl1Cq3
en
NA
other_relevant_information
326397702139174912
2013_west_texas
crisislext6
So proud of SIGHT members who defended global health honors theses this week! Simar, Robert, Alex, Jolene, Stephanie http://t.co/ZR9cboBpZH
en
1
not_humanitarian
325323403814912000
2013_boston_bombings-ontopic
crisislext6
#TMZReports that the Boston Bombing suspect asked cops for two pairs so he can get to stomping in his Air Force ones
en
1
other_relevant_information
337272851512041473
2013_oklahoma_tornado-ontopic
crisislext6
We encourage you to like our friends, Community Health Charities of Oklahoma! https://t.co/i4USYAoLRM
en
1
other_relevant_information
508342659702718464
2014_pakistan_floods
crisisnlp-cf
RT @a_truthsayer: The Abdullahs are certainly handling something, but the Kashmir-Flood-Crisis, they're not ! @abdullah_omar http://t.co/…
en
1
other_relevant_information

CrisisBench: Benchmarking Crisis-related Social Media Datasets for Humanitarian Information Processing

The crisis benchmark dataset consists of data from several different sources, such as CrisisLex (CrisisLex26, CrisisLex6), CrisisNLP, SWDM2013, ISCRAM13, Disaster Response Data (DRD), Disasters on Social Media (DSM), CrisisMMD, and data from AIDR.

The purpose of this work was to map the class labels, remove duplicates, and provide benchmark results for the community.

Dataset

This is the set with multiple languages of the whole CrisisBench dataset. Please check the CrisisBench Collection

Data format

Each JSON object contains the following fields:

  • id: Corresponds to the user tweet ID from Twitter.
  • event: Event name associated with the respective dataset.
  • source: Source of the dataset.
  • text: Tweet text.
  • lang: Language tag obtained either from Twitter or from the Google Language Detection API.
  • lang_conf: Confidence score obtained from the Google Language Detection API. In some cases, the tag is marked as "NA," indicating that the language tag was obtained from Twitter rather than the API.
  • class_label: Class label assigned to a given tweet text.

Downloads (Alternate Links)

Labeled data and other resources

Experimental Scripts:

Source code to run the experiments is available at https://github.com/firojalam/crisis_datasets_benchmarks

License

This version of the dataset is distributed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0). The full license text can be found in the accompanying licenses_by-nc-sa_4.0_legalcode.txt file.

Citation

If you use this data in your research, please consider citing the following paper:

[1] Firoj Alam, Hassan Sajjad, Muhammad Imran and Ferda Ofli, CrisisBench: Benchmarking Crisis-related Social Media Datasets for Humanitarian Information Processing, In ICWSM, 2021. Paper

@inproceedings{firojalamcrisisbenchmark2020,
Author = {Firoj Alam, Hassan Sajjad, Muhammad Imran, Ferda Ofli},
Keywords = {Social Media, Crisis Computing, Tweet Text Classification, Disaster Response},
Booktitle = {15th International Conference on Web and Social Media (ICWSM)},
Title = {{CrisisBench:} Benchmarking Crisis-related Social Media Datasets for Humanitarian Information Processing},
Year = {2021}
}
  • and the following associated papers

  • Muhammad Imran, Prasenjit Mitra, Carlos Castillo. Twitter as a Lifeline: Human-annotated Twitter Corpora for NLP of Crisis-related Messages. In Proceedings of the 10th Language Resources and Evaluation Conference (LREC), 2016, Slovenia.

  • A. Olteanu, S. Vieweg, C. Castillo. 2015. What to Expect When the Unexpected Happens: Social Media Communications Across Crises. In Proceedings of the ACM 2015 Conference on Computer Supported Cooperative Work and Social Computing (CSCW '15). ACM, Vancouver, BC, Canada.

  • A. Olteanu, C. Castillo, F. Diaz, S. Vieweg. 2014. CrisisLex: A Lexicon for Collecting and Filtering Microblogged Communications in Crises. In Proceedings of the AAAI Conference on Weblogs and Social Media (ICWSM'14). AAAI Press, Ann Arbor, MI, USA.

  • Muhammad Imran, Shady Elbassuoni, Carlos Castillo, Fernando Diaz and Patrick Meier. Practical Extraction of Disaster-Relevant Information from Social Media. In Social Web for Disaster Management (SWDM'13) - Co-located with WWW, May 2013, Rio de Janeiro, Brazil.

  • Muhammad Imran, Shady Elbassuoni, Carlos Castillo, Fernando Diaz and Patrick Meier. Extracting Information Nuggets from Disaster-Related Messages in Social Media. In Proceedings of the 10th International Conference on Information Systems for Crisis Response and Management (ISCRAM), May 2013, Baden-Baden, Germany.

@inproceedings{imran2016lrec,
  author = {Muhammad Imran and Prasenjit Mitra and Carlos Castillo},
  title = {Twitter as a Lifeline: Human-annotated Twitter Corpora for NLP of Crisis-related Messages},
  booktitle = {Proc. of the LREC, 2016},
  year = {2016},
  month = {5},
  publisher = {ELRA},
  address = {Paris, France},
  isbn = {978-2-9517408-9-1},
  language = {english}
 }
 @inproceedings{olteanu2015expect,
  title={What to expect when the unexpected happens: Social media communications across crises},
  author={Olteanu, Alexandra and Vieweg, Sarah and Castillo, Carlos},
  booktitle={Proc. of the 18th ACM Conference on Computer Supported Cooperative Work \& Social Computing},
  pages={994--1009},
  year={2015},
  organization={ACM}
}
@inproceedings{olteanu2014crisislex,
  title={CrisisLex: A Lexicon for Collecting and Filtering Microblogged Communications in Crises.},
  author={Olteanu, Alexandra and Castillo, Carlos and Diaz, Fernando and Vieweg, Sarah},
  booktitle = "Proc. of the 8th ICWSM, 2014",
  publisher = "AAAI press",
  year={2014}
}
@inproceedings{imran2013practical,
  title={Practical extraction of disaster-relevant information from social media},
  author={Imran, Muhammad and Elbassuoni, Shady and Castillo, Carlos and Diaz, Fernando and Meier, Patrick},
  booktitle={Proc. of the 22nd WWW},
  pages={1021--1024},
  year={2013},
  organization={ACM}
}
@inproceedings{imran2013extracting,
  title={Extracting information nuggets from disaster-related messages in social media},
  author={Imran, Muhammad and Elbassuoni, Shady Mamoon and Castillo, Carlos and Diaz, Fernando and Meier, Patrick},
  booktitle={Proc. of the 12th ISCRAM},
  year={2013}
}
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