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798,064,896,545,996,800 | I feel a little uneasy about the idea of work tomorrow when the aftershocks are still so strong. #eqnz #wellingtonearthquake | other_relevant_information |
797,913,886,527,602,700 | #eqnz Interislander ferry docking aborted after huge 7.5 magnitude quake, sailings on hold | caution_and_advice |
797,867,944,546,025,500 | Much of New Zealand felt the earthquake after midnight; waking to discover how much damage | other_relevant_information |
797,958,935,126,773,800 | Noticing a lot of aftershocks on eqnz site, but we seem not to be feeling them. What about the rest of Wellington? | sympathy_and_support |
797,813,020,567,056,400 | RT @E2NZ: Mike Clements, NZ police, says obvious damage in places like Wellington, it would take time to check buildings #eqnz | infrastructure_and_utility_damage |
798,087,856,237,314,000 | RT @NZAustralia: New Zealand Earthquake information #eqnz | other_relevant_information |
797,865,461,991,940,100 | Seems it was actually pretty bad in the South Island. Thoughts with all those affected. #eqnz | sympathy_and_support |
798,594,044,343,353,300 | RT @SimonMakker: Feedback on the @NZRedCross team here in #Kaikoura has been overwhelmingly positive; everyone grateful for their help and | rescue_volunteering_or_donation_effort |
798,833,931,084,697,600 | RT @corinneambler: Some appreciative people out there #eqnz New Zealand Red Cross - Earthquake evacuees say Red Cross is wonderful | rescue_volunteering_or_donation_effort |
797,911,172,305,387,500 | #Marlborough residents told to stay away from coast #eqnz | caution_and_advice |
798,383,302,466,007,000 | RT @ashsparkle: Ok I will donate to any kickstarter that will rescue these poor sweet stranded cows whos with me #eqnz | rescue_volunteering_or_donation_effort |
797,888,775,049,199,600 | Our thoughts go out to all those affected by the earthquake and aftershocks #StaySafe check @NZcivildefence for updates. Hope you all are ok | sympathy_and_support |
797,925,449,187,758,100 | Building quarantined from damage on Taranaki St & Manners St. #eqnz @ Courtenay Place, Wellington | infrastructure_and_utility_damage |
798,027,556,041,560,000 | Its great to see celebrities giving out their prayers for the earthquake that happened in New Zealand! | sympathy_and_support |
797,796,814,149,648,400 | RT @keahicory: TSUNAMI SIRENS HAVE JUST GONE OFF IN LOWER HUTT #eqnz | caution_and_advice |
797,915,816,972,795,900 | Hope no more victims #eqnz | sympathy_and_support |
797,990,642,244,694,000 | Our prayers are to those who are badly affected with that powerful earthquake. Stay strong New Zealand. #nzearthquake #eqnz #nzquake #NZ | sympathy_and_support |
798,059,444,533,792,800 | RT @MetService: ICYMI: Heres Georgina talking to John Campbell @CheckpointRNZ about severe weather in #eqnz affected areas | other_relevant_information |
798,598,862,621,421,600 | 61 Molesworth St, now looking about to collapse, was not on WCCs EQ prone buildings list #eqnz | infrastructure_and_utility_damage |
798,148,696,508,506,100 | Surveillance video from inside a New Zealand golf store gives a sense of 7.8-magnitude earthquakes power. | other_relevant_information |
798,011,839,233,675,300 | Thank god South Auckland was not hit by the earthquake last night. Prayers to the rest of New Zealand 3F❤️ | sympathy_and_support |
797,877,041,760,604,200 | RT @ignis_fatum: #Breaking Cheviot earthquake upgraded to 7.9 (!!!) #NewZealand #eqnz | other_relevant_information |
797,865,038,165,852,200 | My thoughts are with everyone experiencing the earthquakes and the after effects. Keep safe #eqnz | sympathy_and_support |
771,477,690,972,942,300 | The tsunami alert has finally lifted after the 7.1 magnitude earthquake. All our surfer friends on the east cost #staysafe | caution_and_advice |
797,882,225,207,353,300 | Update on the tsunami warning following #EQNZ. | caution_and_advice |
797,919,910,726,729,700 | Kiwis, please be okay. Thoughts go out to Wellington, Christchurch & Kaikoura. 7.8 earthquake & tsunami. So scary. | sympathy_and_support |
798,770,009,589,698,600 | RT @KlynchStuff: Really good read on quakes and buildings #eqnz #earthquake . | other_relevant_information |
798,356,607,763,554,300 | Most of the dramatic damage to buildings looks to be again masonry brick construction. #eqnz #wellington | infrastructure_and_utility_damage |
800,833,072,014,901,200 | RT @WREMOinfo: Hi weve seen the reports about the recent Earthquake in Japan. Civil Defence advise there is NO Tsunami threat to New Zeala | other_relevant_information |
797,877,572,155,494,400 | Massive earthquake struck New Zealand overnight. I felt the quake here in Auckland, but the affected areas are a long way south of us. | other_relevant_information |
798,043,551,401,582,600 | As you can see a lot of damage to infrastructure | infrastructure_and_utility_damage |
771,440,566,953,513,000 | An oufful earthquake. 7.1! I pray for NZ. God defend New Zealand. #PrayForNewZealand @geonet @johnkeypm @ONENewsNZ | sympathy_and_support |
798,064,160,101,699,600 | Five-metre high tsunami wave wrecks 100-year-old historic cottage. Its a write-off, owner says. #eqnz | infrastructure_and_utility_damage |
797,898,486,830,145,500 | Didnt feel it. Thoughts with those who were affected #eqnz | sympathy_and_support |
797,873,628,154,970,100 | @EthanDolan Im so tired because weve had massive earthquakes and tsunami warnings in New Zealand, I have work soon as well ὢD | caution_and_advice |
797,798,476,906,045,400 | RT @keahicory: Lower Hutt evacuation map #tsunami #eqnz #lowerhutt #civildefence | displaced_people_and_evacuations |
797,797,312,441,352,200 | RT @tfnow: Prayers & thoughts to the people of New Zealand affected by the earthquake & tsunami. Stay safe! ❤️3F3F3F3F#eqnz | sympathy_and_support |
797,963,881,406,550,000 | Some of these aftershocks are terrifying ὣ0 #eqnz #newzealandquake | caution_and_advice |
797,963,854,789,505,000 | RT @BeeFaerie: Really, @nzherald? The rescue efforts are deadly? #GetMoreSubbies #eqnz | not_humanitarian |
797,871,762,776,019,000 | The Latest: New Zealand downgrades tsunami warnings | caution_and_advice |
798,249,949,733,359,600 | The damage to my work space. #eqnz | infrastructure_and_utility_damage |
797,974,840,925,749,200 | RT @TheRickyDavila: Just heard about the 7.8 Earthquake in New Zealand. Tsunami warning as well. Sending my love and prayers. Please get to | sympathy_and_support |
797,851,086,279,147,500 | #NewZealand #earthquake Tsunami warning now downgraded to coastal watch - Radio New Zealand reports - | caution_and_advice |
797,793,237,767,319,600 | RT @SquirrelyRon: Remember folks, the 2011 Japan tsunami started out at 3 meters. So 2 meters could still escalate higher. #eqnz | caution_and_advice |
798,645,104,349,040,600 | Great spirit in face of #eqnz Our thoughts are with you all | sympathy_and_support |
798,347,803,973,980,200 | I am extremely proud of my partner who is part of MFATs emergency response team and went a second successive night without sleep. #eqnz | rescue_volunteering_or_donation_effort |
798,073,550,384,992,300 | Im trying to play earthquake bingo with Wellingtonians but they arent biting. Need more Wgtn dwelling Cantabs #eqnz | not_humanitarian |
799,872,348,291,633,200 | When disaster hits, we need to look out for each other. Need someone to talk to? Earthquake Support Line 0800 777 846 #eqnz | sympathy_and_support |
798,687,700,844,822,500 | Sad to hear about the damage to the Oahu waterfall. We were there on Saturday with one resident seal pup #eqnz | infrastructure_and_utility_damage |
798,049,123,685,449,700 | RT @pjf: #eqnz radio: Those buildings are munted. Theyre munted for life. | infrastructure_and_utility_damage |
798,277,386,928,328,700 | musadellamusica: Please send your good vibes and prayers to New Zealand after our biggest earthquake yet. | sympathy_and_support |
797,890,233,266,114,600 | @wolfieraps pray for New Zealand please cause weve just had a massive earthquake throughout the whole country lmao, I mean so sad :( | sympathy_and_support |
797,909,819,512,344,600 | rocking and a rolling last night. Rather violently I must admit. Plenty of aftershocks to help us not forget | other_relevant_information |
797,959,015,577,882,600 | Winds are strengthening as storm force gales and heavy rain expected in quake-affected areas. Updates: #eqnz | caution_and_advice |
798,236,564,757,315,600 | Back to work Tuesday morning gift with torrential rain in Wellington and other parts of the southwest of the North Island! #earthquake #eqnz | other_relevant_information |
798,158,467,240,370,200 | Our heart goes out to #NewZealand and Everyone affected by this #Earthquake. Please Stay Safe and Help out in any way you can. #NZ | sympathy_and_support |
800,524,133,620,555,800 | As @Wellington_NZ starts a new week after #eqnz, thoughts on taking care of u & yr teams from @Sarb #pleaseshare | sympathy_and_support |
798,412,719,963,701,200 | Rescue efforts underway in #NewZealand following 7.5 #earthquake and aftershocks – The Guardian | rescue_volunteering_or_donation_effort |
797,872,214,833,971,200 | Sick of all these aftershocks tbh #EQNZ | not_humanitarian |
797,932,232,803,389,400 | Retweeting in the hope that someone in #Kaikoura sees this. Help a kiwi out. #NZeq #eqNZ #earthquake #NewZealand #help #KaikouraQuake | requests_or_urgent_needs |
798,342,891,508,678,700 | RT @NewshubNZ: Two strong aftershocks measuring 5.7 and 5.9 have struck on the East Coast of the South Island #eqnz | caution_and_advice |
800,571,809,821,139,000 | .@SECNAV addresses crew of #USSSampson congratulating them on their outstanding performance including earthquake relief in #Kaikoura #EQNZ | rescue_volunteering_or_donation_effort |
798,388,199,290,765,300 | With the Stats bldg issue & the 1 on Molesworth st looking marginal now is the time for Wellington to check ALL buildings pre the next #eqnz | other_relevant_information |
800,425,525,818,724,400 | Been a hard week, Im still a bit on edge but others far more affected by #eqnz so sharing my happy place I put together yesterday #garden | sympathy_and_support |
798,005,263,319,998,500 | RT @PSYCHICTWINS: @arisptx Yes, we predicted it! 7.8 and a tsunami hit New Zealand today. Prayers out. #earthquake | sympathy_and_support |
798,451,640,261,115,900 | Two killed as powerful earthquake hits New Zealand | injured_or_dead_people |
798,038,402,700,439,600 | RT @g0ttaWearShades: All these aftershocks got me like #eqnz | not_humanitarian |
797,855,552,206,295,000 | RT @guardianworld: Damage to room caused by New Zealand earthquake – video | infrastructure_and_utility_damage |
798,640,998,746,161,200 | RT @RHYTHMANDVINES: Get @hamishpinkham on the comedy stage. Donate to our #eqnz fundraiser here: #tumbleandweeds ht | rescue_volunteering_or_donation_effort |
797,815,388,037,779,500 | Hey @WgtnCC is the tap water safe to drink in Wgtn? Looks OK. No damage from #eqnz (so far) in southern hills. | other_relevant_information |
797,928,362,928,848,900 | Big damage in #NewZealand 3F from the #Earthquake - luckily we were in the North Island. Heading south next week though if ferry is open | infrastructure_and_utility_damage |
798,759,968,635,617,300 | Monday mornings devastating #eqnz upgraded from magnitude 7.5 to magnitude 7.8 | caution_and_advice |
798,315,818,131,955,700 | This is a useful resource to check which NZ roads are closed. #flooding #eqnz | infrastructure_and_utility_damage |
797,796,404,936,613,900 | This is surreal hearing the tsunami sirens. Stay safe everyone! #earthquake #eqnz | caution_and_advice |
797,962,975,805,980,700 | that one was a bit rolly - building swayed for aaaaages. Rated 6.6 by Geonet (at this stage) #eqnz #nzearthquake | other_relevant_information |
797,994,571,279,929,300 | PM flying over the scene surveying the damage #eqnz | infrastructure_and_utility_damage |
797,871,056,685,932,500 | RT @NewshubNZ: CCTV footage shows the moment this mornings quake hit a supermarket in Nelson #eqnz | other_relevant_information |
798,659,687,231,033,300 | Great work from our volunteers in Kaikoura looking after evacuees #RedCross #eqnz | rescue_volunteering_or_donation_effort |
798,674,074,805,436,400 | Wellington City Councils Mike Scott says the damaged building on Molesworth St is at risk from another major aftershock. @NZStuff #eqnz | infrastructure_and_utility_damage |
797,818,601,264,644,100 | The #Kaikoura tsunami gauge appears to have stopped? #eqnz | not_humanitarian |
797,805,152,040,194,000 | RT @LucanLeBlanc: #BREAKING: St John has just received reports of injuries from the earthquake area, including Culverden and Kaikoura areas | injured_or_dead_people |
798,037,491,949,256,700 | Our thoughts go out to all those affected by the New Zealand earthquake overnight. Important advice: | sympathy_and_support |
798,220,714,432,024,600 | RT @1NewsNZ: Roads, rail and ports: What you need to know a day after the earthquake: | other_relevant_information |
798,024,685,908,672,500 | Sending good thoughts to everyone affected by the earthquake in New Zealand. Such a wonderful | sympathy_and_support |
800,206,435,334,299,600 | and thank you to all concerned for your assistance with #eqnz @nznavy @USNavy @Australian_Navy @CanadianForces | sympathy_and_support |
797,965,901,622,411,300 | Some more major road damage! #eqnz | infrastructure_and_utility_damage |
798,348,492,984,827,900 | @SBSENZ My family was a recipient of @NZRedCross aid post #chch #eqnz Our claim had been fraudulently collected by a tenant. They sorted it. | not_humanitarian |
797,878,812,348,325,900 | Doing a site inspection in parkland. All I can hear are birds and the tsunami sirens, very very unsettling. #eqnz | other_relevant_information |
798,059,628,961,480,700 | @lianzaoffice our thoughts are with you all affected by the earthquake #hikuwai16 | sympathy_and_support |
798,666,915,073,753,100 | RT @JimRose69872629: How to get back to the eastern suburbs from the CBD after an earthquake #eqnz | not_humanitarian |
798,333,169,921,445,900 | Match between Wellington Phoenix and Melbourne Victory postponed after Westpac Stadium was damaged by quake #eqnz | infrastructure_and_utility_damage |
797,803,360,581,627,900 | RT @AnnaESmaill: Water receding Waikanae Beach. Second trip to higher ground this weird night #eqnz | other_relevant_information |
798,029,701,994,266,600 | PM not ruled out creating Minister to oversee quake recovery. Told @CheckpointRNZ damage so significant cant be left to locals #eqnz | infrastructure_and_utility_damage |
797,833,562,615,517,200 | 5am and still havent been to bed. This is one long night ὣ4 #Eqnz #tsunami | not_humanitarian |
797,790,664,259,833,900 | @abcnews New Zealand quake revised from magnitude-7.4 to magnitude-7.8; plus entire east coast under tsunami threat | other_relevant_information |
797,804,567,781,965,800 | magnitude 7.5 severe earthquake has struck 15 km north-east of Culverden at 12:02am. Woke us up in Lower Hutt! Tsunami alarm just stopped. | caution_and_advice |
798,001,950,394,462,200 | just arrived home, suburb is like a ghost town, no damage here #eqnz #NewZealand | other_relevant_information |
771,430,900,957,536,300 | #Tsunami threat to NZs South Is. lifted. Several surges after 7.1 #earthquake 130km NE of Te Araroa. Stay off North Is. east coast beaches. | caution_and_advice |
797,907,979,366,371,300 | #Prayers to those in #NewZealand struck by a powerful 7.8 #earthquake! Now a #tsunami ὣ1please be safe! pray for #NewZealand | sympathy_and_support |
797,812,997,179,711,500 | Ringing in my ears as if I can hear the tsunami warnings from here, stay safe everyone! #evacuate drive slowly, #worried #eqnz #resilience | sympathy_and_support |
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},
}
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