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Powerful Ecuador quake kills at least 235: PORTOVIEJO - Rescuers in Ecuador raced to dig out people trapped un
injured_or_dead_people
Im at awe and saddened with the #EcuadorEarthquake Please any donations can help the most unfortunate!
rescue_volunteering_or_donation_effort
RT @RachelAndJun: Our hearts are with everyone in Kumamoto and Ecuador whos been affected by these earthquakes. :( This is has been a terr
sympathy_and_support
RT @noticias2000: Ecuador quake death toll has risen to 233. Correa just confirmed. #pedernales #ecuadorlisto
injured_or_dead_people
RT @pzf: BREAKING PHOTOS: Major damage reported in Ecuador after massive earthquake.
infrastructure_and_utility_damage
Official death toll now 233, says President Correa of Ecuador. Expect the number to keep rising. #EcuadorEarthquake
injured_or_dead_people
RT @thejpc: Israeli relief org already in Japan & Ecuador after earthquakes. And youre not surprise, right? Bravo,
rescue_volunteering_or_donation_effort
RT @SamaritansPurse: We are rushing aid to help #EcuadorEarthquake survivors. See how we are helping here:
rescue_volunteering_or_donation_effort
RT @GConnaughton: #Toronto & #Canadian first responders amongst first in, in #EquadorEarthquake #relief
rescue_volunteering_or_donation_effort
#Ecuador #earthquake in #USA, 272 people killed
injured_or_dead_people
RT @ReachOutWW: The impact of yesterdays magnitude 7.8 earthquake that destroyed buildings in Ecuador has become even more
infrastructure_and_utility_damage
RT @kikakhj: Dear Kunamoto earthquake victims, Wish I could visit there&be of any help,but cant now,feel frustrated&worried. HJ὇D
sympathy_and_support
Weve raised over $10,000 today from 36 donors. Humbled by the support, which will buy supplies in Quito that
rescue_volunteering_or_donation_effort
Retweeted Prashant Rao (@prashantrao): A strong earthquake has struck Ecuador, leaving at least 272 people dead
injured_or_dead_people
RT @Ajit_Dobhal: A Hotel Building In Shambles In Manta Area Of #Ecuador , After Magnitude 7.8 Earthquke Shook The Region #terremoto
infrastructure_and_utility_damage
RT @UNReliefChief: Concerned for people of #Ecuador affected by #earthquake, @UN is standing by to assist Govt in search & rescue, any othe
rescue_volunteering_or_donation_effort
RT @NicoleMDO: Im raising money for Support Ecuador through SCAD. Click to Donate: via @gofundme
rescue_volunteering_or_donation_effort
Ecuadors costal región has been extremely affected by last nights earthquake. We need help! #EarthquakeEcuador
requests_or_urgent_needs
Solidarity in Quito, Ecuador. Families giving donations. #IamwithEcuador #PraywithEcuador #Ecuador
rescue_volunteering_or_donation_effort
Death toll in Ecuador 7.8 earthquake continues to rise. Now at 272 says President Rafael Correa. #SismoEcuador
injured_or_dead_people
@LewisHamilton please!! Ecuador needs international help because the 7.8 earthquake!! Contributions in @cruzrojaecuador
requests_or_urgent_needs
RT @YahooNews: Death toll from earthquake that struck Ecuador rises to 262, government minister says
injured_or_dead_people
Lets donate whatever you can to Kumamoto, Japan, and Ecuador. #earthquakerelief
rescue_volunteering_or_donation_effort
RT @Habitat3UN: Our thoughts are with the people of Ecuador and neighbouring countries today in the aftermath of the earthquake #EcuadorEar
sympathy_and_support
238 Dead in Ecuador Earthquake. State of Emergency declared.
injured_or_dead_people
The @CeibaFoundation is collecting donations for #EcuadorEarthquake emergency supplies -
rescue_volunteering_or_donation_effort
RT @SGadiLondon: Our thoughts & prayers are with the people of #Ecuador. We pray for the families of those who lost their lives in the Eart
sympathy_and_support
RT Lucho_teleSUR: Ecuador continues to experience aftershocks, over 200 according to IGecuador, can really be felt here in coast, was awoke
other_relevant_information
PLEASE DONATE to #EcuadorEarthquake victims. My country needs you!! @TheStruts @UNICEF @UN @UN_Women @taylorswift13 @tokiohotel @TODAYshow
rescue_volunteering_or_donation_effort
Drone Video Captures Deadly Earthquake Aftermath in Ecuador: Drone video captured a collapsed highway overpass
infrastructure_and_utility_damage
RT @NBCLA: Here are ways you can help those affected by the devastating earthquake in #Ecuador this weekend:
rescue_volunteering_or_donation_effort
Earthquake along Ecuadors central coast takes 241 lives. We in Cuenca felt sharp tremors, no damage. Frayed nerves.
injured_or_dead_people
RT @ydanis: Praying for those impacted by the tragic earthquake in #Ecuador yesterday. Hoping we in NYC can rally to provide aid to those i
sympathy_and_support
@iambeckyg please Ecuador is broken right now if you will help us #PrayForEcuador
requests_or_urgent_needs
RT @mercealvaro: #Ecuador #Quake Death Toll Rises as World Leaders Offer Support vía @business
injured_or_dead_people
@nbc Please need help in Ecuador the situation of the country is catastrophic , we need Rescuers please
rescue_volunteering_or_donation_effort
Still cant believe I lived an earthquake. There are almost 233 killed and around 1557 injured. #Ecuador
injured_or_dead_people
RT @RehamKhan1: 235 dead in Ecuador in the strongest earthquake in South America since 1979. Dreadful news.
injured_or_dead_people
RT @SebCevallos: Seeing people from all over the world sending prayers and positive vibes to Ecuador warms my heart! thank you for your con
sympathy_and_support
RT @Naija_PR: #WePosted Currently, the earthquake has devastated buildings, shops, homes and cars. 2/2 Read More:
infrastructure_and_utility_damage
RT @breakingweather: Death toll continues to climb after 7.8-magnitude quake in Ecuador:
injured_or_dead_people
RT @earthquakesfeed: Top Stories: Ecuador earthquake: Death toll jumps to 238; more than 1500 injured - CNN: CNNEcuador earthquake: http
injured_or_dead_people
Condolences to the loved ones of the victims from the #EcuadorEarthquake.
sympathy_and_support
RT @RipplesNG: 41 feared dead in powerful Ecuador earthquake
injured_or_dead_people
RT @JohnKerry: My heartfelt condolences to victims of earthquake in Ecuador. US stands ready to assist & support Ecuadorian people in this
sympathy_and_support
sending prayers, and good energy to all the people affected in Ecuador by the earthquake! #PrayForEcuador #SolidaridadEcuador #FuerzaEcuador
sympathy_and_support
RT @debrapalermo: Praying for #Ecuador and #Japan. These recent earthquakes are DEVASTATING & SCARY! ὢ2ὤFἿB #earthquake
sympathy_and_support
RT @CanadianPM: Canada sends its deepest condolences to the loved ones of victims of last nights horrific earthquake in Ecuador.
sympathy_and_support
RT @FINCA: Our thoughts and prayers are with our clients, staff and the people of #Ecuador following the #EcuadorEarthquake.
sympathy_and_support
RT @freethechildren: #Ecuador, we are standing with you in this difficult time. Our hearts and thoughts go out to all those affected by the
sympathy_and_support
RT @Diplomacy_Notes: Please help our friends in #Ecuador! Give something for #EcuadorEarthquake! With sympathy @EmbajadaEcuUSA
requests_or_urgent_needs
RT @RobertGlasserUN: 750,000 #earthquake dead in last 20 years #JapanEarthquake #EcuadorEarthquake #switch2sendai h
injured_or_dead_people
RT @telesurenglish: Palestine Sends Humanitarian Aid to Ecuador Earthquake Victims
rescue_volunteering_or_donation_effort
RT @PlanGlobal: At least 272 people confirmed dead & more than 1,500 people injured after this weekends powerful #EcuadorEarthquake :
injured_or_dead_people
RT @BGEAC: Pray For Ecuador, Relief Efforts After 7.8 Earthquake - asks @Franklin_Graham
sympathy_and_support
RT @Franklin_Graham: .@SamaritansPurse is transporting a portable field hospital to #Ecuador to help treat the many injured. Please pray. h
rescue_volunteering_or_donation_effort
RT @CBSEveningNews: WATCH: 7.8 earthquake rocks Ecuador leaving more than 350 dead & several hundred injured.
injured_or_dead_people
RT @WFP_Media: Loading trucks with @WFP food for the quake-stricken town of #Pedernales in #Ecuador.
rescue_volunteering_or_donation_effort
RT @alwaleed_philan: Our thoughts are with the people affected by the #JapanEarthquake & #EcuadorEarthquake and the rescue, relief, and med
rescue_volunteering_or_donation_effort
#EcuadorEarthquake #PrayForEcuador If you want to help from abroad here some options.
rescue_volunteering_or_donation_effort
RT @PeaceCorps: All Peace Corps Ecuador Volunteers are safe & accounted for. Staff in Ecuador are in close contact w/ Volunteers regarding
rescue_volunteering_or_donation_effort
Ecuador earthquake death toll rises to 246; 2,527 injured : (Andes Info - andesecuador)
injured_or_dead_people
Really bad earthquake here in Ecuador houses destroyed 77 people died ,magnitude of the earthquake was 7.8 #prayforecuador ὤF἞A἞8❤️
injured_or_dead_people
Earthquake in Ecuador: A rescue operation is underway in Ecuador after the South American nation was hit by it
rescue_volunteering_or_donation_effort
RT @telesurenglish: Ecuadors biggest earthquake in decades leaves 233 dead, extensive damage to coastal region htt
injured_or_dead_people
More pictures of the destruction. Please pray for Ecuador! Also, pray for Joshua and me, we are leaving tonight
sympathy_and_support
RT @lukejoh01158045: First #JapanEarthquake now #EcuadorEarthquake. Pray for all of the suffering victims Especially the ones trapped. htt
sympathy_and_support
RT: @hannahdreier :Death toll from Ecuador earthquake jumps to 350. In some towns, 90% of buildings collapsed
injured_or_dead_people
RT @WorldVisionLAC: Photos From #Ecuador Show Devastation After The Deadly Earthquake Vía @HuffingtonPost
infrastructure_and_utility_damage
RT @FOX35Tom: #BREAKING Pics from #Ecuador after massive 7.8 #earthquake hit tonight. RT #FOX35
other_relevant_information
RT @naranjo_george: Please, all in #Ecuador need your help, #earthquakeEcuador #PrayForEcuador #TerremotoEcuador
sympathy_and_support
Our hearts are with the people of Ecuador
sympathy_and_support
Drone Video Captures Earthquake Aftermath in Ecuador - ABC News - vía @ABC
other_relevant_information
Praying for all who were affected by the earthquake in Ecuador. #PrayForEcuador #FuerzaEcuador
sympathy_and_support
RT @pzf: UPDATE: At least 350 dead after powerful 7.8 earthquake in Ecuador. Hundreds more injured.
injured_or_dead_people
The best .#Ecuador food Thinking of all our family in Ecuador during this difficult time a
sympathy_and_support
RT @GigiTonguet: @doctorheart00 Share this link to help the victims of Ecuadors Earthquake! Thank you!
rescue_volunteering_or_donation_effort
RT @OttawaCP: 2 Canadians killed in Ecuador earthquake, Global Affairs confirms
injured_or_dead_people
@channingtatum uve been in my country many times I know u care. Will u please encourage ur followers 2 donate 2 #EcuadorEarthquake victims?
rescue_volunteering_or_donation_effort
In quake-devastated Ecuador, loss piles up amid the rubble
injured_or_dead_people
RT @NBCNightlyNews: LATEST: At least 272 killed and 2,000 injured after magnitude 7.8 quake strikes Ecuador. :
injured_or_dead_people
@tim_cook Make donations to Red Cross Ecuador available through App Store.
rescue_volunteering_or_donation_effort
Donations Update! Thanks for helping #Ecuador ’s victims and the future of fine cacao.
rescue_volunteering_or_donation_effort
RT @NBCNews: UPDATE: At least 77 dead, 588 wounded in #Ecuador earthquake
injured_or_dead_people
RT @baldita: If youre interested in making donations from abroad for earthquake victims in Ecuador:
rescue_volunteering_or_donation_effort
RT @UNICEF_uk: #EcuadorEarthquake: We have emergency supplies like water kits & tents on standby in surrounding countries if rapid response
rescue_volunteering_or_donation_effort
Spanish Cooperation Agency @AECID ready to provide assistance to #EcuadorEarthquake
rescue_volunteering_or_donation_effort
RT @TIME: Death toll in the Ecuador earthquake has risen to at least 233, the countrys president said
injured_or_dead_people
RT @ITU: .@ITU emergency communications team being deployed to #EcuadorEarthquake to strengthen response efforts of Govn + aid teams on the
rescue_volunteering_or_donation_effort
Ecuador earthquake rescue operation – in pictures: The strongest earthquake to hit Ecuador in via @josephjett
other_relevant_information
6 Colombians killed in Ecuador earthquake, 75 still missing: At least six Colombians died in the earthquake th
injured_or_dead_people
Please help support Apoyo a Ecuador, add a #Twibbon now!
requests_or_urgent_needs
@Harry_Styles please tell me that everything will be allright. Dear Harry pray for Ecuador please I need you. We need all of you.
sympathy_and_support
ECUADOR GOVERNMENT REVEALING 238 DEATHS IN EARTHQUAKE 7,4 DEGREES LAST NIGHT.
injured_or_dead_people
RT @AlexanderXV: @AlexanderXV #Ecuador #Earthquake @andradivo My sister & others are injured without care at #Pedernales.Need help please t
requests_or_urgent_needs
RT @telesurenglish: #EcuadorEarthquake: Shocking images captured with a drone show the destruction caused by the 7.8 earthquake. .
infrastructure_and_utility_damage
Mindo comes together to help hose affected on the coast #EcuadorEarthquake #EcuadorListoYSolidario
rescue_volunteering_or_donation_effort
RT @Lucho_teleSUR: This team managed, 40 hours after the earthquake, to find a survivor under the debris here in Portoviejo, Ecuador :
rescue_volunteering_or_donation_effort
RT @kellcmurphy: Ecuador being marked the strongest earthquake of 2016. Absolutely crazy and scary. I hope everyone is ok ὤFἿB please stay sa
sympathy_and_support
Donate! your help is important. If you are in the UK, you can donate through OXFAM #Ecuador #UK #Donate
rescue_volunteering_or_donation_effort

HumAID: Human-Annotated Disaster Incidents Data from Twitter

Dataset Summary

The HumAID Twitter dataset consists of several thousands of manually annotated tweets that has been collected during 19 major natural disaster events including earthquakes, hurricanes, wildfires, and floods, which happened from 2016 to 2019 across different parts of the World. The annotations in the provided datasets consists of following humanitarian categories. The dataset consists only english tweets and it is the largest dataset for crisis informatics so far. ** Humanitarian categories **

  • Caution and advice
  • Displaced people and evacuations
  • Dont know cant judge
  • Infrastructure and utility damage
  • Injured or dead people
  • Missing or found people
  • Not humanitarian
  • Other relevant information
  • Requests or urgent needs
  • Rescue volunteering or donation effort
  • Sympathy and support

The resulting annotated dataset consists of 11 labels.

Supported Tasks and Benchmark

The dataset can be used to train a model for multiclass tweet classification for disaster response. The benchmark results can be found in https://ojs.aaai.org/index.php/ICWSM/article/view/18116/17919.

Dataset is also released with event-wise and JSON objects for further research. Full set of the dataset can be found in https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/A7NVF7

Languages

English

Dataset Structure

Data Instances

{

"tweet_text": "@RT_com: URGENT: Death toll in #Ecuador #quake rises to 233 \u2013 President #Correa #1 in #Pakistan",

"class_label": "injured_or_dead_people"

}

Data Fields

  • tweet_text: corresponds to the tweet text.
  • class_label: corresponds to a label assigned to a given tweet text

Data Splits

  • Train
  • Development
  • Test

Dataset Creation

Source Data

Initial Data Collection and Normalization

Tweets has been collected during several disaster events.

Annotations

Annotation process

AMT has been used to annotate the dataset. Please check the paper for a more detail.

Who are the annotators?

  • crowdsourced

Additional Information

Dataset Curators

Authors of the paper.

Licensing Information

  • cc-by-nc-4.0

Citation Information

@inproceedings{humaid2020,
Author = {Firoj Alam, Umair Qazi, Muhammad Imran, Ferda Ofli},
booktitle={Proceedings of the Fifteenth International AAAI Conference on Web and Social Media},
series={ICWSM~'21},
Keywords = {Social Media, Crisis Computing, Tweet Text Classification, Disaster Response},
Title = {HumAID: Human-Annotated Disaster Incidents Data from Twitter},
Year = {2021},
publisher={AAAI},
address={Online},
}
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