Datasets:

QCRI
/

HumAID-events

tweet_id int64 1,061,135,047B 1,070,868,891B	tweet_text stringlengths 13 913	class_label stringclasses 10 values
1,061,651,759,158,853,600	Smoking ruins and a mobile DNA lab: California wildfire claims 23, but death toll could climb	injured_or_dead_people
1,064,599,072,151,990,300	California’s utility, PG&E was responsible for 16 of the fires that have ravaged CA. Victims of the CA Paradise fire are now suing the utility for the current fire. However, PG&E and the Cali. PUC want to pass the wildfire costs to customers. Read more:	other_relevant_information
1,061,239,977,282,072,600	At least 9 dead in California wildfires as tens of thousands flee homes Breaking News EmailsGet breaking news alerts and special reports. The news and stories that	injured_or_dead_people
1,063,608,886,995,898,400	RT @WGNNews: At least 66 dead in California wildfires; more than 600 names on missing list	injured_or_dead_people
1,064,157,198,350,086,100	25K - + homeless & from the #DeranfgedOrangeMan it couldve been less destructive if they would have raked up the leaves. #DonnyDipshit its called drought..‘Total devastation’: Trump visits California as wildfire death toll jumps to 76, with 1,276 missing	injured_or_dead_people
1,061,306,622,801,141,800	RT @GabbyVatistas: You’re a disgrace to humanity.	other_relevant_information
1,065,283,124,307,857,400	@CRUAdjusters Damage in November California wildfires now in the $14 billion rangenot to mention the horrific loss of life. Thoughts with all of the folks enduring this horrible hardship.	sympathy_and_support
1,062,448,607,515,701,200	A heartwarming story amid such tragedy in Butte County. I hope more families get positive news like this. The death toll of #CampFire now at 42.	injured_or_dead_people
1,064,795,683,234,795,500	2018 California Fires, Paradise, Malibu, 2017 California Fires, Dew Lase via @YouTube	other_relevant_information
1,065,263,414,052,671,500	California fire: Officials fear rains will wash away victims remains with 870 still missing @LATvives @corinaknoll @AleneTchek	missing_or_found_people
1,064,958,345,218,379,800	DOES ANYONE SEE A PROBLEM HERE ??? CALIFORNIA FIRE TENTS VS MEXICAN BORDER CAMPS .. THIS SURE DOESNT LOOK LIKE AMERICA FIRST TO ME ᾝ0☹️ @IntelOperations @Fuctupmind @YellowRose1776 @DavidChristoson	not_humanitarian
1,063,115,987,673,849,900	RT LasVegasSun Fire death toll at 56 and counting in Northern California. via LasVegasSun	injured_or_dead_people
1,063,463,324,879,208,400	This guy is demented & always has been. Everything WRONG in CA can be laid at this commies feet. But on the other hand the brain dead zombies of LaLa Land keep electing this piece of human waste. So I guess ultimately its their own damn fault. Yet they want OUR $ for fires	other_relevant_information
1,061,524,550,263,939,100	The native settlers 13,000 years ago killed off all the very large mammals in North America, created deserts and burned off prairie grass lands. Their cities often failed and were abandoned. Colonization started millennia before Europeans arrived, reuniting the human race.	not_humanitarian
1,061,679,982,802,583,600	【TakeOff News Search ver0.4】 California Wildfires Death Toll Hits 23 - Reports Source: #Crypto #Blockchain #TakeOff #TKO #ether #ethereum #bitcoin #cryptocurrency #btc	injured_or_dead_people
1,065,270,170,078,318,600	#anpFW NEVER TRUST BUREAUCRATIC GOVERNMENT. When BROWN vetoed the bill, he dismissed it as unnecessary and redundant to efforts the utility commission had already begun, arguing that it would gum up the process already underway.	not_humanitarian
1,062,113,987,406,389,200	I liked a @YouTube video Jeffree Star, Miley Cyrus, Trump and Everything California Fires, VA Trainwreck	not_humanitarian
1,061,720,700,367,634,400	Time to be serious. My best friend lost her home in Malibu Lake, California due to the wildfires + has started a GoFundme for #MalibuLakeside + #MalibuLake Community. Please donate whatever you can. This area was also affected by a mass shooting. ❤️	rescue_volunteering_or_donation_effort
1,065,450,714,078,609,400	RT @azcentral: APS is sending about 40 workers to California to repair power lines damaged by the Camp Fire.	rescue_volunteering_or_donation_effort
1,062,220,613,123,821,600	At least 42 people were confirmed dead in cars and homes as a result of the wildfire in the Northern California town of Paradise and its outlying areas: #mcj11/12	injured_or_dead_people
1,062,857,229,563,387,900	@SenKamalaHarris @RonWyden That is totally true, but we have a genuine housing crisis in #California and it is getting worse with every wildfire destroying entire communities at a time. Please do something to address our needs! Rent control cant help when the supply of housing literally cannot meet demand	infrastructure_and_utility_damage
1,065,606,670,460,616,700	RT @CBSNews: Green Bay Packers Aaron Rodgers donating $1 million to California wildfire victims	rescue_volunteering_or_donation_effort
1,064,132,640,536,711,200	#CampFire Evacuees Finding Comfort and Hope in Oroville Walmart #ParkingLot	displaced_people_and_evacuations
1,063,094,107,092,979,700	NOTHING TO SEE HERE!! JUST #Agenda21 #Agenda2030 CONTINUING! PREDICTED #FakeVirus #Chemtrails #Geoengineering #WeatherWarfare Norovirus Outbreak Reported in California Fire Shelter as Death Toll Hits 56- Via - @NeonNettle #NeonNettle	injured_or_dead_people
1,061,270,533,679,902,700	Trump to sexual assault victims: its your own fault Trump to mass shooting victims: its your own fault Trump to California wildfire victims: its your own fault me to Trump, after he lands his colluding ass in prison: its your own faultasshole	other_relevant_information
1,064,816,292,916,383,700	Thank you to all the women and men fighting the fires, saving lives, homes and animals here in #california We are all so #grateful for your #courageous #dedication	sympathy_and_support
1,063,018,879,125,925,900	Death toll rises in California’s worst ever wildfire outbreak via @YouTube	injured_or_dead_people
1,063,993,468,152,799,200	Please pray for those affected by this tragedy. We are seeing unprecedented devastation with the death toll now at 76 & 1,276 still missing as of today. #CaliforniaFires #CaliforniaFire	sympathy_and_support
1,063,169,817,795,067,900	The Local Assistance Center will host local, state, and federal agencies along with community organizations, to answer questions about disaster assistance. The center at 1982 E. 20th St. will be open 9 a.m. to 7 p.m. daily. #ParadiseFire #ParadiseCA	other_relevant_information
1,062,908,396,599,304,200	RT @WalshFreedom: These California wildfires have now killed 59 people. 59 lives lost. Just horrible.	injured_or_dead_people
1,061,706,893,083,791,400	Fred Dursts Home Destroyed, TOOLs Adam Jones & RHCPs Flea Evacuated From Their Homes In California Wildfires :	infrastructure_and_utility_damage
1,065,301,253,226,459,100	RT @jen_burs: Please give ὤFὉ5.. Grass Valley , Nevada City, Marysville area for Camp Fire victims . Thank you @Radiokvmr ὄD	rescue_volunteering_or_donation_effort
1,063,365,381,404,921,900	RT @JacloPac: Camp Fire Update: More Than 600 People Missing, 63 Dead in California’s Deadliest Wildfire.	injured_or_dead_people
1,061,296,648,721,117,200	#CaliforniaFires & #Qpost 1762 What happens when CA is in serious debt and lost priority aid from the FED gov due to sanctuary status (illegal)? Light fires. Declare State of Emergency and req billions from FED. Why did POTUS reject in the past? Sick people! The more you know.	not_humanitarian
1,061,172,567,766,196,200	Heartfelt prayers for people in California as the wildfires rage; consuming the precious property, forests and even innocent lives. May it come to halt, with peace and prosperity afterwards. #CaliforniaFires #PrayersForCalifornia	sympathy_and_support
1,064,259,105,316,134,900	@andrewjgregor Also these were not Forrest fires. An expert in California called them chaparral fires spread by dry grasses, brush, wind	not_humanitarian
1,065,069,764,706,541,600	This week Im doing my best not to spiral into hopelessness at the news about the wildfires in California, where 1600+ people are still missing. Or yesterdays shootings. Or the DOW. Or the emails. If	missing_or_found_people
1,067,204,968,237,711,400	@KayaJones Those people at the border are treated better, have better temporary housing than the Americans displaced by the California fires, it is not right	displaced_people_and_evacuations
1,061,669,882,742,407,200	RT @_Proud_American: Death Toll Climbs to 23 Amid Ongoing Horrific California Wildfires \| The Last Refuge	injured_or_dead_people
1,064,131,487,505,756,200	SADLYᾑ4 Forensic recovery teams searched for more victims in the charred wreckage of the northern California town of Paradise on Saturday as the number of people listed as missing in the states deadliest wildfire topped 1,000.	missing_or_found_people
1,062,788,464,444,354,600	@Madeleine_1115 @07506m @carolconnor123 @CatchouFiloute2 @janulka242 @JohnNewmanMusic @JacquieNewman @FranLouise7 @JOHN_NEWMAN_FAN @JandricRadmila @_ania_an @laura_chaillou Yes, unfortunately at this time the California Wildfires has jumped onto the Hwy at several places catching numerous vehicles on fire, And the Death Toll has risen to 50ὤF( With 48 being from the Campfire) ὤFὉBὤF #CaliforniaFires #CaliforniaFireFighters	injured_or_dead_people
1,064,901,012,090,056,700	Firefighters from #Utah have been in #California helping to fight the #wildfires burning across the state. They are due to return home this week. We would like to thank them for their valiant efforts. Photo credit to Wasatch County firefighter.	rescue_volunteering_or_donation_effort
1,066,309,071,819,690,000	Great reporting on the fire trends in CA - 50% less fires over past 30 years, but number of homes has grown from 607k (1940) to 6.7 million (2010) - greater home property losses/fire. Well worth the 5 min read, points to further study.	other_relevant_information
1,064,259,232,139,173,900	RT @atetheSandwich: Beautiful #ukulele by @QuietAmerMusic to benefit #CaliforniaWildfire victims!	rescue_volunteering_or_donation_effort
1,062,834,145,813,061,600	48 dead; sheriffs department releases names of 100+ still missing in California wildfires	injured_or_dead_people
1,064,629,337,901,752,300	Check it out! I donated to BMK Raising Money for Camp Fire Victims - via @gofundme	rescue_volunteering_or_donation_effort
1,064,371,410,578,083,800	Saw this alert in time to update our story just nowthe death toll is now at 77 in the horrific Northern #California #CampFire. Its difficult for us to truly appreciate the scale of this disaster. The stories of heroism and heartache are incredible	injured_or_dead_people
1,064,653,278,883,934,200	To make the housing crisis worse in California, the recent fires have destroyed 6,522 residences and 260 commercial structures. Estimated rebuild costs are in excess of $18 Billion. If you want to learn more, check out this article!	infrastructure_and_utility_damage
1,067,745,836,304,543,700	Sunrise over Base Camp, the @Cal_OES staging area for emergency managers, first responders and resources for response to the Camp Fire	rescue_volunteering_or_donation_effort
1,061,319,817,280,376,800	People suffering here in the fires in California, along with our fire fighters and police, our lands, the environment, school systems, families and children and their homesand Trump makes a comment like this	not_humanitarian
1,065,558,361,842,860,000	California wildfires death toll reaches 86, more than 500 still unaccounted for - @ABC News In the morning	injured_or_dead_people
1,062,120,186,306,814,000	Demands for Real Climate Action as Death Toll From California Wildfires Hits Grim Record - via @commondreams	injured_or_dead_people
1,066,007,976,325,013,500	California High Speed Rail national forest Land Grab after wild fires #Agenda21 America 2050 #DEW #geoengineering weaponized weather #firenado	not_humanitarian
1,064,105,673,716,314,100	RT @Reuters: Rain on the way as search for missing continues after California wildfires	missing_or_found_people
1,061,358,850,228,404,200	Trump blames poor forest management for California fires, threatens to revoke funding – The Mercury News #TheLatest	not_humanitarian
1,067,470,174,519,930,900	Ashland is re-evaluating its evacuation processes after 84 people died in California’s deadliest wildfire. #Ashland #evacuation	injured_or_dead_people
1,061,617,017,566,969,900	@SusanWBrooks 23 people have died in California wildfires, and your President is siding with the fire.excuse me while I vomit	injured_or_dead_people
1,062,122,513,814,249,500	RT @business: Authorities have more than doubled their estimates of buildings destroyed in Southern Californias huge wildfire	infrastructure_and_utility_damage
1,067,006,347,651,235,800	SUMPRI Camping Survival Gear - 36 Inch Pocket Chainsaw & Firestarter Emergency Kit -Magnesium Rod Fire Starter -Handsaw For Wood & Tree Cutting- Hiking, Picnic, Backpack Multitool Camp Saw #sumpri #pocket #chainsaw #saw #camping #hiking #boyscout	not_humanitarian
1,061,306,142,280,704,000	We donated $100 to help rescue and containment efforts for the California #CampFire. Not much on an absolute scale, but its a lot for a tiny startup. You can help, too:	rescue_volunteering_or_donation_effort
1,065,535,633,672,802,300	Scarred Landscape - nasa: With California wildfires still burning, the 2018 fire season continues to leave	other_relevant_information
1,066,014,969,735,581,700	RT @SirPatStew: The @ASPCA is in California helping with animal rescue for those affected by the wildfires. Learn more here:	rescue_volunteering_or_donation_effort
1,070,201,070,117,253,100	RT @bakersfieldnow: Death toll in Camp Fire in Butte County revised to 85 after thousands of people located.	injured_or_dead_people
1,062,897,353,823,154,200	RT @CBCAlerts: 8 more bodies found taking death toll to 56 in Northern California wildfire: sheriff. Background story:	injured_or_dead_people
1,064,823,003,798,749,200	Camp Fire Damage Seen from Above in Newly Released Images \| The Weather Channel	infrastructure_and_utility_damage
1,064,643,744,396,386,300	Absolutely heartbreaking coverage of the California fires.	sympathy_and_support
1,063,137,217,483,288,600	Camp Fire: They survived, their homes burned, where will Paradise residents go?	infrastructure_and_utility_damage
1,061,358,692,828,885,000	Beach conditions in #santa monica / unbelievable dense smoke from the fires being whisked southward as winds pick up. #california @ Santa Monica Pier	caution_and_advice
1,064,649,630,565,236,700	RT @JJTaylorFL: Sierra Nevada Brewing to Brew Resilience IPA for Camp Fire Relief via @brewbound	rescue_volunteering_or_donation_effort
1,066,926,945,957,425,200	.@nbcbayarea and @Telemundo48 teaming up with United Way of Northern California to host all-day fundraiser on Tuesday to assist relief and recovery operations for people impacted by devastating wildfires in California.	rescue_volunteering_or_donation_effort
1,065,627,756,463,943,700	Residents of Lincoln, California, will be cooking and serving meals to families living in shelters after losing their entire town to the raging wildfires.	rescue_volunteering_or_donation_effort
1,064,891,446,254,321,700	At least 82 people have died throughout the state of California since wildfires broke out earlier this month	injured_or_dead_people
1,063,384,953,612,877,800	Published on November 9, 2018@11:41pm: Nine killed, 35 missing in California wildfire; Malibu threatened #yahoo on	injured_or_dead_people
1,065,397,222,186,131,500	#retweet4good I’m not much for these commercial retweets, but if State Farm is going to donate to the California Fire victims, count me in!	rescue_volunteering_or_donation_effort
1,065,377,942,799,347,700	Take time to RT with #retweet4good. @StateFarm will donate 1-dollar for every retweet, and it’s for the relief and recovery efforts from the Camp Fire in California. It just takes a second y’all ᾑF#TexasLove	rescue_volunteering_or_donation_effort
1,061,705,841,248,743,400	The Latest: Historic footbridge destroyed in California fire	infrastructure_and_utility_damage
1,064,969,810,541,346,800	Four inches of rain could hit Paradise this week, which will help firefighters battling the Camp Fire but could make it hard to find human remains.	caution_and_advice
1,061,733,448,833,032,200	RT @tvkatesnow: This tore me up. We continue to cover the fires tonight @NBCNightlyNews	other_relevant_information
1,066,380,432,051,187,700	@trustrestored @emilie_anne @realDonaldTrump has to declass FISA, expose the truth about the California fires, the real degree of election fraud, why we have troops in Haiti as they are dying in protests against Clintons for stealing their $Americans need the TRUTH & let the chips fall! ALL OF IT!	not_humanitarian
1,064,315,320,712,736,800	RT @_HoboJohnson: people are losing theirs homes and lives. please help if you have the means	requests_or_urgent_needs
1,066,365,096,954,404,900	#Campfire 95% contained. Death tolll now 84. Over 13,000 single residences destroyed.	injured_or_dead_people
1,061,458,593,977,901,000	Good Friend Geoff Reed who lived in Paradise California was evacuated on Thursday from the fires with his two girls. They have lost everything in the Camp Fire in Paradise. Current assistance is needed for housing, clothing, food for Geoff and the kids	requests_or_urgent_needs
1,065,645,659,745,861,600	Blanket statements that its all about climate and fire-unwise WUI are as wrong as assertions it’s all about fuels & bad forest management. These are causal in different degrees in different areas. We need better policies AND more managed fires AND chainsaws to live with wildfire.	other_relevant_information
1,061,258,388,737,351,700	Camp Fire, Butte county , CA, 9 fatalities, 90,000 acres, 5% contained, 6454 homes destroyed, 15,000 structures threatened.	infrastructure_and_utility_damage
1,067,599,770,833,825,800	Dear Liberals, this is what the US Department of Agriculture Forestry Service calls a brush rake, for clearing underbrush & debris from forest floors that builds up & creates fuel for wildfires. You look stupid trying to make fun of Trump for telling California to rake the forest	other_relevant_information
1,065,248,166,948,130,800	A Lil Positivity”: Kanye West And Kim Kardashian Donate $500,000 To California Fire Relief Effort	rescue_volunteering_or_donation_effort
1,062,079,725,290,418,200	RT @AJ_CFD: 53 CA Firefighters Lose Homes to Blaze	infrastructure_and_utility_damage
1,070,753,798,606,516,200	@SenSchumer None of these things are due to so-called climate change, and the fires in California are the result of poor decisions by government officials to prohibit the clearing of dried brush and dead trees, claiming concern for the environment. Storms and hurricanes occur naturally.	other_relevant_information
1,061,394,323,621,720,000	California wildfires roar unchecked, drive 250,000 people from homes, 11 people have been left dead.	injured_or_dead_people
1,064,876,226,064,597,000	Lets not forget this story. The death toll keeps climbing.	injured_or_dead_people
1,063,357,255,104,380,900	California wildfires: At least 66 dead, over 600 missing #CaliforniaFires #Wildfires #DonaldTrump @BBCWorld @DailyMirror @cnni @CNBC	injured_or_dead_people
1,061,314,311,455,301,600	Paradise fire ὒ5 becomes one of California’s worst: 6,700 structures lost; at least nine dead - Los Angeles Times @paigestjohn @LouisSahagun @andreamcastillo @TarynLuna @annamphillips	infrastructure_and_utility_damage
1,065,702,928,424,542,200	Please help my friend Paris Lincoln .. her house was burned down in LA fires she was only able to get out with a suitcase	requests_or_urgent_needs
1,061,216,095,351,169,000	Firefighters, inmates work to battle California wildfires @msnbcLockup #lockup	rescue_volunteering_or_donation_effort
1,062,712,674,189,000,700	Canadians affected by destructive California wildfires speak out. 48 people have been killed, making this the deadliest wildfire in California’s history.	injured_or_dead_people
1,065,038,545,008,521,200	How much did the California fires Cost your husband has the contract for the new Rail link the exact same path as the fire I guess it doesn’t cost as much to buy out burned up places,,DEW	not_humanitarian
1,062,914,874,693,611,500	Death toll rises -56 in Northern Californias Camp Fire At a loss for words- UNREAL! Stop calling it a CampFire!ὤ4	injured_or_dead_people
1,064,304,304,276,848,600	@shannonrwatts Imagine if the president* — instead of sending thousands of highly-trained, highly-motivated soldiers to waste their valuable time camping out near the southern border — had deployed them to assist the battle against California’s deadly wildfires.	not_humanitarian
1,065,682,133,568,708,600	RT @CNBC: Hundreds volunteer to spend Thanksgiving searching for California wildfire victims	rescue_volunteering_or_donation_effort
1,065,533,022,072,647,700	@EmluvsSPNMarvel (Read entire thread) Please help. I know I’m not losing my home to the fires in California, but my financial situation is dire, and I have no family around. Christmas just isn’t going to happen. I need all the help I can get ὉC	requests_or_urgent_needs

End of preview. Expand in Dataset Viewer.

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

Tweets has been collected during several disaster events.

Annotations

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

Who are the annotators?

crowdsourced

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},
}