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3 classes
hurricane_harvey
905960092822003712
905960092822003712_0
RT @tveitdal: Where Harvey is hitting hardest, 80 percent lack flood insurance https://t.co/p0xVVe3kNP https://t.co/xaHjtRRGMq
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california_wildfires
918008272363368448
918008272363368448_0
#NAPA #California #wildfires HORRIBLE, NO WORDS, why destroy our beautiful #Planet ? https://t.co/UvQgobCrys
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hurricane_irma
909396901254090752
909396901254090752_0
RT @business: Caribbean tax haven begins to bounce back after Irma https://t.co/GD2t473mAE https://t.co/TgIPV28IJD
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hurricane_maria
912097936200355841
912097936200355841_0
@StormReportWX Steve, have you seen this from Tim Marshall ... NWS San Juan WSR damage... #hurricanemaria https://t.co/Heslyucxnf
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hurricane_maria
922610290281402368
922610290281402368_1
Thanks for following! please share! https://t.co/dtkMVtB3oM https://t.co/oD9DeZ1yTk
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0little_or_no_damage
california_wildfires
919585500914208768
919585500914208768_0
Northern California wildfires expose emergency alert weaknesses in cellphone era https://t.co/CK58jwqAmS https://t.co/uTlzmd4cwz
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2severe_damage
hurricane_maria
914372204787355648
914372204787355648_0
RT @leylasantiago: Palm trees have very little left on them #SanJuan #PuertoRico #hurricanemaria #cnn https://t.co/Uj1ky3HrsC
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0little_or_no_damage
california_wildfires
921623155835224064
921623155835224064_1
Reuters-California wildfire aftermath from above https://t.co/wIpWeBL3CL @Reuters https://t.co/Ii02FTgdHL
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hurricane_harvey
906792024094986240
906792024094986240_0
Had to get to a safe place until tornado watch expires #BoyntonBeach #HurricaneIrma @WPBF25News https://t.co/aNiYXlIrrR
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hurricane_irma
910118839081472000
910118839081472000_0
Did your gate or commercial door get damaged by #Irma? Call Action 239-768-DOOR or email info@actiondoor.com https://t.co/EUtT4TgpSQ
data_image/hurricane_irma/19_9_2017/910118839081472000_0.jpg
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0little_or_no_damage
iraq_iran_earthquake
931898198569996288
931898198569996288_0
#Iran Daily: US Treasury Blocks Donations for Earthquake Survivors https://t.co/SvpZrkxsuc https://t.co/wZaAmD6aei
data_image/iraq_iran_earthquake/18_11_2017/931898198569996288_0.jpg
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2severe_damage
hurricane_harvey
905069428341174272
905069428341174272_0
Helping Harvey Victims Without Getting Scammed https://t.co/kA1oSO0tfW https://t.co/UqsdUJkhvD
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hurricane_irma
909796661756653569
909796661756653569_0
How Hurricane Irma could impact the food industry... https://t.co/OZHozgTkeu https://t.co/PIRkwdSN0l
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2severe_damage
hurricane_harvey
907345772823408642
907345772823408642_0
Hurricane #Harvey Blog: When No News is Good News https://t.co/YcXqqoOY0k https://t.co/7w2SiadFj1
data_image/hurricane_harvey/11_9_2017/907345772823408642_0.jpg
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1mild_damage
hurricane_maria
914928771865694209
914928771865694209_2
Survived #HurricaneMaria. Deep in island still no visible help from #FEMA nor #Army except guarding gas stations. https://t.co/N2wRw5MiwO
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1mild_damage
hurricane_irma
910170497689759744
910170497689759744_0
Kneemail from Scott...Irma Update https://t.co/EJSr32XidZ https://t.co/KLlqmuz955
data_image/hurricane_irma/19_9_2017/910170497689759744_0.jpg
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hurricane_harvey
908566528898895872
908566528898895872_2
Finally finished with walls! Now on to sorting losses #Harvey #HoustonStrong #NewSeason https://t.co/Sscz9aDQLl
data_image/hurricane_harvey/15_9_2017/908566528898895872_2.jpg
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0little_or_no_damage
hurricane_maria
911750614631243776
911750614631243776_2
RT @usvirginislands: Major Flooding on St. Thomas #HurricaneMaria #USVI #VirginIslands https://t.co/oCsp3iihxO
data_image/hurricane_maria/24_9_2017/911750614631243776_2.jpg
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hurricane_harvey
905498554332000256
905498554332000256_3
Day 2 of DHS Boys soccer helping out our local community!ἰAὪ8ὄDἿB #DHSRedSea #Hurricaneharvey @Dulles_Soccer https://t.co/JYxFJG6A5s
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0little_or_no_damage
hurricane_harvey
904814892095598592
904814892095598592_0
Gov. Abbott adds Bastrop, Lee counties to list of Disaster Declaration after Harvey https://t.co/x6kPFFxt5y https://t.co/PFAHM5GK95
data_image/hurricane_harvey/4_9_2017/904814892095598592_0.jpg
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1mild_damage
hurricane_maria
913100773264957447
913100773264957447_0
Hurricane Maria pushes Puerto Rico's struggling hospitals to crisis point https://t.co/1iQRGBbgdZ https://t.co/KXuJrJ49gY
data_image/hurricane_maria/27_9_2017/913100773264957447_0.jpg
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2severe_damage
hurricane_irma
910213017681281024
910213017681281024_0
Head to @shoreclubchi on Sunday for an amazing #HurricaneIrma Disaster Relief Event! It is truly such a great cause… https://t.co/Pen1G2FZjK
data_image/hurricane_irma/19_9_2017/910213017681281024_0.jpg
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1mild_damage
hurricane_maria
922560865144012803
922560865144012803_1
Visiting family in Puerto Rico amid devastation https://t.co/mEN9ooUt5E via @yahoophoto https://t.co/68kT8Alnnu
data_image/hurricane_maria/23_10_2017/922560865144012803_1.jpg
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1mild_damage
iraq_iran_earthquake
930712268416753664
930712268416753664_0
Iran's Earthquake Leaves Thousands Without Home https://t.co/ECtqT7eArG #Middle_East https://t.co/CgAqJlrJm7
data_image/iraq_iran_earthquake/15_11_2017/930712268416753664_0.jpg
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2severe_damage
hurricane_harvey
904221225072836608
904221225072836608_0
RT @NavyTimes: Drones, disaster teams helping address Hurricane Harvey insurance claims: https://t.co/MsrprlbPBC https://t.co/fTlgiQlf9p
data_image/hurricane_harvey/3_9_2017/904221225072836608_0.jpg
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hurricane_irma
905733262173102081
905733262173102081_0
Haiti Still Hasn’t Recovered From Hurricane Matthew. Now Here Comes Irma. https://t.co/RuhNUdWBz4 https://t.co/adpfnB5bJS
data_image/hurricane_irma/7_9_2017/905733262173102081_0.jpg
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2severe_damage
hurricane_harvey
907292737057079297
907292737057079297_0
National flood insurance will help clean up after Irma and Harvey. And that's a problem. https://t.co/yLPzJJJ7Ec https://t.co/nP3JtQJfbx
data_image/hurricane_harvey/11_9_2017/907292737057079297_0.jpg
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hurricane_irma
909914772816179201
909914772816179201_3
Post Irma pics. https://t.co/snfsTR3Nkp
data_image/hurricane_irma/18_9_2017/909914772816179201_3.jpg
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hurricane_harvey
905766482503663617
905766482503663617_0
Trump actively participating in #HurricaneHarvey rescue efforts. #nowthatsapresident https://t.co/ZVyiIBcoGk
data_image/hurricane_harvey/7_9_2017/905766482503663617_0.jpg
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california_wildfires
921767804860235776
921767804860235776_0
Islamic State celebrates, but does not claim responsibility for, California wildfires https://t.co/G3oIPcXtxO https://t.co/3HppfO0tUm
data_image/california_wildfires/21_10_2017/921767804860235776_0.jpg
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mexico_earthquake
912346493809577984
912346493809577984_2
἞A἟AECHO Daily Flash ⚡| #MexicoEarthquake: situation update. https://t.co/rc7IWZUVUB https://t.co/TNqLsXTraJ
data_image/mexico_earthquake/25_9_2017/912346493809577984_2.jpg
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hurricane_maria
914271884253986817
914271884253986817_0
95% of customers are without electricity service in Puerto Rico 10 days after… https://t.co/cJR9KN9rjZ https://t.co/hAakYdTz5i
data_image/hurricane_maria/30_9_2017/914271884253986817_0.jpg
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hurricane_harvey
901655097293377536
901655097293377536_1
RT @JMilesKHOU: Rockport, TX damage via @StormVisuals. Feeling for those folks #HurricaneHarvey #khou11 https://t.co/uoOuBEzPl0
data_image/hurricane_harvey/27_8_2017/901655097293377536_1.jpg
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hurricane_irma
905766123907407872
905766123907407872_0
Irma most enduring super-storm on record: French weather service https://t.co/49fGWOoDEW https://t.co/TQyaeE2fCR
data_image/hurricane_irma/7_9_2017/905766123907407872_0.jpg
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hurricane_irma
909428648796704768
909428648796704768_0
Hey @JordynJournals I just saw you on @amjoyshow w/ @JoyAnnReid discussing Hurricane Irma. Good job. #NABJ https://t.co/GrADhX5Gak
data_image/hurricane_irma/17_9_2017/909428648796704768_0.jpg
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hurricane_irma
910122015993995264
910122015993995264_1
RT @steadicam305: #Irma minor damage at @univision's parking lot - @UniNoticias @Univision23 https://t.co/XO0tWG1d9y
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hurricane_irma
905740321966891008
905740321966891008_0
Barbuda suffers '95% damage' in Hurricane Irma https://t.co/SlFeO4OWUY https://t.co/EGxYjoh60E
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california_wildfires
921485785517494272
921485785517494272_0
NEWS: Artists Grapple with Devastation Caused by California Wildfires https://t.co/Tjiu2KD2tf https://t.co/OhRdV4uf2n
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hurricane_harvey
906343879909179392
906343879909179392_0
I saw this in Houston today while doing #HurricaneHarvey cleanup. I ❤️ Texas. https://t.co/eSxtC1RrX6
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hurricane_maria
916086364285923329
916086364285923329_0
IATSE’s Puerto Rico Office Reopens With Backup Generator, No Electricity https://t.co/YMnBXhxZeV https://t.co/maFzsibFnQ
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hurricane_harvey
907877049779539968
907877049779539968_0
Jaw-dropping images show WAVES rolling over Texas highway after Harvey https://t.co/Q3ojDZ0rfu https://t.co/8ssvwzXPOJ
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hurricane_irma
909806996878061568
909806996878061568_0
Here’s how to get rid of your Tropical Storm Irma debris https://t.co/qQnPUQTsT6 https://t.co/QhGHEqZDzz
data_image/hurricane_irma/18_9_2017/909806996878061568_0.jpg
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hurricane_harvey
908031796092252162
908031796092252162_0
Girl Scout Troops Seek Donations for Harvey, Irma Relief https://t.co/xOo4VdYtVp https://t.co/E4jqlmARgc
data_image/hurricane_harvey/13_9_2017/908031796092252162_0.jpg
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srilanka_floods
870176000109182977
870176000109182977_1
These are the peoples were affected by the Flood #SriLankaFloods #SriLanka #lka @MaithripalaS https://t.co/2Geg2Jkw4H
data_image/srilanka_floods/1_6_2017/870176000109182977_1.jpg
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1mild_damage
hurricane_irma
909824644420694018
909824644420694018_0
Treating employees as family and your community as home is the fastest way to recover from c https://t.co/Qbg93DZIwz https://t.co/dh8dbGBEa3
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california_wildfires
917975647116513280
917975647116513280_0
Haunting drone footage shows damage from Tubbs Fire in Northern California https://t.co/xrrPzuiGrq https://t.co/JVIj2XjD8b
data_image/california_wildfires/11_10_2017/917975647116513280_0.jpg
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hurricane_harvey
905276630486196224
905276630486196224_0
RT @TedFowler361: Wind blown debris from another house, slicing thru the roof- #really#harvey https://t.co/dRrQ4hIKRe
data_image/hurricane_harvey/6_9_2017/905276630486196224_0.jpg
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1mild_damage
hurricane_maria
923357285497401344
923357285497401344_0
Puerto Rico mayor and Montana firm feud on Twitter over restoring power https://t.co/p3qWRJMqZr https://t.co/rleefPuiRG
data_image/hurricane_maria/26_10_2017/923357285497401344_0.jpg
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hurricane_irma
910147498873950208
910147498873950208_0
Tree fell from #hurricane #Irma. #OddlySatisfying #PicsBae via https://t.co/NOhfVtYh3H https://t.co/W82IzllJnD
data_image/hurricane_irma/19_9_2017/910147498873950208_0.jpg
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srilanka_floods
870013706935119872
870013706935119872_0
RT @coconutsdotco: Cyclone Mora tears through homes in Rakhine State https://t.co/DwHMPx6yG6 https://t.co/oyZrQ6TNaj
data_image/srilanka_floods/31_5_2017/870013706935119872_0.jpg
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1mild_damage
hurricane_irma
910168623175557120
910168623175557120_0
Brixmor works to re-open 14 Irma-damaged properties https://t.co/S4WNyPUlHn https://t.co/m25mpNyA8C
data_image/hurricane_irma/19_9_2017/910168623175557120_0.jpg
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iraq_iran_earthquake
930379264201027584
930379264201027584_0
November 12, 2017 The strong earthquake on Iran-Iraq border killed about 450 people https://t.co/HCp7UcvPPY https://t.co/JiSbywYta8
data_image/iraq_iran_earthquake/14_11_2017/930379264201027584_0.jpg
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hurricane_maria
911784420734115840
911784420734115840_1
RT @rickycint: My family's hometown of Barranquitas, PR after Hurricane Maria. #HuracánMaría https://t.co/bahke587m7
data_image/hurricane_maria/24_9_2017/911784420734115840_1.jpg
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hurricane_harvey
906042646736510976
906042646736510976_0
How the footwear industry is supporting #HurricaneHarvey victims: https://t.co/87ZoTNqt5E https://t.co/cyvHfmchoQ
data_image/hurricane_harvey/8_9_2017/906042646736510976_0.jpg
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hurricane_irma
910154313422516226
910154313422516226_0
Hurricane Maria: Anguilla fears further devastation as island struggles with Irma clear-up https://t.co/esEmd2aDfY https://t.co/TWB81cYPts
data_image/hurricane_irma/19_9_2017/910154313422516226_0.jpg
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hurricane_harvey
907307308211982336
907307308211982336_0
#hurricane #irma #storm aftermath. Brand new all metal light post snapped in half from #tornado https://t.co/Ewg9NMS7G6
data_image/hurricane_harvey/11_9_2017/907307308211982336_0.jpg
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hurricane_harvey
907215000233635840
907215000233635840_0
Moore church dedicates new sanctuary 14 years after being destroyed in tornado https://t.co/FLyGQPNr4U https://t.co/8T8rsAKYbA
data_image/hurricane_harvey/11_9_2017/907215000233635840_0.jpg
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hurricane_harvey
906919855475097600
906919855475097600_1
Tornado activity in Palm Bay. A roof blew off a home and at least six mobile homes were destroyed https://t.co/rnQ9DM9SWD
data_image/hurricane_harvey/10_9_2017/906919855475097600_1.jpg
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1mild_damage
hurricane_irma
910170472658083840
910170472658083840_0
Cuba delays municipal elections due to Irma devastation https://t.co/YbpiPXIv8N ^ReutersWorld https://t.co/eYKTNBJfp6
data_image/hurricane_irma/19_9_2017/910170472658083840_0.jpg
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hurricane_harvey
905400874880704512
905400874880704512_0
Houston residents battle #Harvey's next wave: Fraud. Story NEXT @SquawkCNBC https://t.co/ovROFloPWG
data_image/hurricane_harvey/6_9_2017/905400874880704512_0.jpg
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1mild_damage
iraq_iran_earthquake
930932169798713345
930932169798713345_0
WHERE IS THE AID? ASK #IRANIAN #EARTHQUAKE SURVIVORS https://t.co/1mRkMYuoEV #Iran #HumanRights https://t.co/S42UdyDnYA
data_image/iraq_iran_earthquake/15_11_2017/930932169798713345_0.jpg
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mexico_earthquake
910694845949366272
910694845949366272_0
Man from KC in Mexico City captured these photos of devastation following yesterday's earthquake. 200+ dead https://t.co/vp6nQicNCj
data_image/mexico_earthquake/21_9_2017/910694845949366272_0.jpg
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california_wildfires
917869210499399680
917869210499399680_0
Sorry to see the round barn in Santa Rosa destroyed by fire https://t.co/gbokGRO50m https://t.co/tRKPVoLMms
data_image/california_wildfires/10_10_2017/917869210499399680_0.jpg
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hurricane_maria
922925964681666560
922925964681666560_0
@realDonaldTrump Hired to restore Electric on Puerto Rico? They only have 2 Employees!!! https://t.co/5gAlJtozgp https://t.co/ZUZUNro0ZH
data_image/hurricane_maria/24_10_2017/922925964681666560_0.jpg
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hurricane_harvey
906207349261651973
906207349261651973_0
Hurricane Harvey #Texas Electricity Update. https://t.co/ogGsXbvMKz #ERCOT https://t.co/UbVSgd32iw
data_image/hurricane_harvey/8_9_2017/906207349261651973_0.jpg
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california_wildfires
919935983314984960
919935983314984960_1
#Hotels #Destroyed by Killer #California #Wildfires https://t.co/Z6DqybUpqi #event #meeting #planner https://t.co/vFclzDzTxz
data_image/california_wildfires/16_10_2017/919935983314984960_1.jpg
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hurricane_irma
910122015993995264
910122015993995264_3
RT @steadicam305: #Irma minor damage at @univision's parking lot - @UniNoticias @Univision23 https://t.co/XO0tWG1d9y
data_image/hurricane_irma/19_9_2017/910122015993995264_3.jpg
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0little_or_no_damage
hurricane_harvey
906984251538776071
906984251538776071_0
Just a little breezy and rain is picking up. Just under a tornado warning now. Probably sleeping downstairs tonight. https://t.co/9SpMazjPm4
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hurricane_maria
913070687501344768
913070687501344768_0
RT @surfinchef61: #HurricaneMaria starting to show up #muchaloha to friends off hwy 12 https://t.co/Sn3jGErRRH
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hurricane_harvey
906187513101860864
906187513101860864_0
Hurricane blame: Harvey & Irma 'punishment' for Trump & gay mayor, internet says https://t.co/7ybAiTmy66 https://t.co/qdcbeUs3gn
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iraq_iran_earthquake
930193943408586752
930193943408586752_3
pray to #kermanshah #IRAN ὢ2ὢ2 #earthquake . . . . https://t.co/6pQBRZ17PD
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hurricane_irma
905664172809117697
905664172809117697_0
RT @FortuneMagazine: Hurricane Irma could hit Mar-a-Lago and these other Trump Properties https://t.co/llOV2UWmCr https://t.co/nlUY9ZjE0n
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hurricane_harvey
904288462441897984
904288462441897984_0
Beaumont-Port Arthur area floods by tropical storm Harvey, oil industry hit financially Watch Now ὄ9… https://t.co/qrMeqERsT2
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hurricane_irma
910262796935450624
910262796935450624_0
Hurricane Irma: State legislators grill Duke Energy about power outages https://t.co/hdu32MVqmv https://t.co/dp1zKZjRWK
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hurricane_harvey
904993803911790592
904993803911790592_0
Editorial: Harvey’s terrible impact spotlights the foolishness of ignoring climate change https://t.co/IKaQe3ln23 https://t.co/HGCYxAGkea
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hurricane_irma
909434397077753861
909434397077753861_1
RT @ThomasWenski: St Peter the Fisherman in Big Pine Key suffered major damage from Irma. We will rebuild!!! https://t.co/sWFb4XVx2W
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hurricane_irma
909719418887909376
909719418887909376_0
Hurricane Irma could cost insurers £150bn, analyst warns  https://t.co/ohxlmcDb1A https://t.co/6llXF6txL3
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hurricane_harvey
904393848356569088
904393848356569088_0
Harvey: Terror, heartbreak and heroism as five Houstonians brave America’s worst storm https://t.co/xaTcr2M33A https://t.co/HTGoBBrL1P
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hurricane_harvey
904710459814690816
904710459814690816_0
RT @CharlesPPierce: Undocumented workers will help rebuild Texas after Harvey https://t.co/ICnNijtgaX https://t.co/UGNZC4mPPG
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hurricane_irma
909455492438564864
909455492438564864_0
'We are still in survival mode': island of Tortola rebuilds after Hurricane Irma https://t.co/077k1BVuur ^Guardian https://t.co/StgnsY8sow
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hurricane_maria
911575707024859136
911575707024859136_3
dhs_jules: RT iamalikentish: The 'cultural capital' of Dominica - Grandbay, post Hurricane Maria. Pics from my fri… https://t.co/6JMeYy4M87
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hurricane_harvey
906234333555433473
906234333555433473_0
Tornado throws woman and child from home in Richland County Watch Now ὄ9https://t.co/uvEOQQTlgj https://t.co/AyczMKkyPB
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hurricane_irma
905630591437197313
905630591437197313_0
Florida sheriff offers jail as ‘secure shelter’ for those with warrants fleeing… https://t.co/qxa0NK2h3o https://t.co/41FlTqrXoq
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hurricane_irma
909920437479624704
909920437479624704_0
TN Guardsman Lt. Col. Scott Fouch was on vacation in St. Martin when Irma hit. He put his skills to work. See… https://t.co/728QkBKyeD
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mexico_earthquake
910694845949366272
910694845949366272_1
Man from KC in Mexico City captured these photos of devastation following yesterday's earthquake. 200+ dead https://t.co/vp6nQicNCj
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hurricane_irma
909779011320078339
909779011320078339_0
Cuban Goverment Announces Aid to People Affected by #HurricaneIrma #Cuba https://t.co/XMysl9YAkk https://t.co/z2wGh5iDSz
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hurricane_irma
909839453010702338
909839453010702338_0
Our crews continue restoring power for storm-weary Floridians. #Irma restoration work for @insideFPL now neighborho… https://t.co/RqIsHK8itX
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hurricane_maria
914453846470119424
914453846470119424_0
They have forgotten us #life after disaster in #PuertoRico https://t.co/89Jo4q8NTC https://t.co/cHxnTWiNVD
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california_wildfires
920048735400456193
920048735400456193_0
California Wildfire Containment Slowly Increases https://t.co/QYnZrtY2MU https://t.co/SskILEAcVf
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hurricane_irma
909754364989923328
909754364989923328_0
The psychological impact of Hurricane Irma https://t.co/Xd30uBSGvT https://t.co/4km8wlY050
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hurricane_maria
929059311501881344
929059311501881344_0
A road is seen washed away by Hurricane Maria outside the municipality of Barranquitas, Puerto Rico https://t.co/IPRIss5BDz
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california_wildfires
920349606717792256
920349606717792256_0
#California #Wildfires: Local #Pastors Identify 3 Best Ways to Help https://t.co/aM0wZt0tHz #SantaRosa #Christian https://t.co/TG46u0DyBl
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hurricane_harvey
907288972459732992
907288972459732992_0
Buffalo Bayou Cleanup Moves Forward After Hurricane Harvey https://t.co/VNDq6ZXDYx https://t.co/PQ3wlFlW30
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hurricane_maria
911584878172540929
911584878172540929_1
@CNN Help St. Croix United States Virgin Islands. Hurricane Maria hit them too! https://t.co/VE7xCTPR99
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iraq_iran_earthquake
930496652506533892
930496652506533892_0
Buildings investigation launched in wake of Iran earthquake https://t.co/zVR4tGU0ad https://t.co/Y8tIR82ufy
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mexico_earthquake
910706631800889344
910706631800889344_0
Today you have the chance to support #MexicoEarthquake victims with a retweet https://t.co/6vF83o0WYE https://t.co/1YFctNOrhR
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hurricane_harvey
905215758917144584
905215758917144584_0
RT @KPRC2: Cleaning up in some of Houston's hardest-hit neighborhoods after Harvey https://t.co/5mFwjoBofx #kprc2 https://t.co/Z4XBBgHz9J
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hurricane_maria
911546967473442816
911546967473442816_0
Hurricane Maria lashed Turks and Caicos as it barreled toward the Bahamas https://t.co/YL6Zhk91Sa https://t.co/mLb7JJbVqY
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hurricane_irma
910180940801904641
910180940801904641_0
You could have money coming to you if you couldn't work during Hurricane Irma: https://t.co/D7Mnyduxrv https://t.co/2dMYvFaRnx
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hurricane_irma
905642249706340352
905642249706340352_0
Sheriff tweets that anyone with a warrant seeking shelter from Hurricane Irma will be jailed https://t.co/68dECfgtPU https://t.co/ptHw3iMaRM
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CrisisMMD: Multimodal Twitter Datasets from Natural Disasters

The CrisisMMD multimodal Twitter dataset consists of several thousand manually annotated tweets and images collected during seven major natural disasters, including earthquakes, hurricanes, wildfires, and floods from 2017. The dataset includes three types of annotations:

On HuggingFace, we hosted version 2.0 of the CrisisMMD dataset. Please see further information below.

Disaster Response Tasks

  1. Task 1: Informative vs Not Informative

    • Informative
    • Not informative
    • "Don't know or can't judge" → Removed in version 2.0
  2. Task 2: Humanitarian Categories

    • Affected individuals
    • Infrastructure and utility damage
    • Injured or dead people
    • Missing or found people
    • Rescue, volunteering, or donation effort
    • Vehicle damage
    • Other relevant information
    • "Not relevant or can't judge" → Updated to "Not humanitarian" in version 2.0
  3. Task 3: Damage Severity Assessment

    • Severe damage
    • Mild damage
    • Little or no damage
    • "Don't know or can't judge"

Datasets Details

The keywords used for collecting tweets, along with the start and end dates for each event, are outlined in the following table.

Crisis Name Keywords Start Date End Date
Hurricane Irma Hurricane Irma, Irma storm, Storm Irma, etc. Sep 6, 2017 Sep 21, 2017
Hurricane Harvey Hurricane Harvey, Tornado, etc. August 25, 2017 September 20, 2017
Hurricane Maria Hurricane Maria, Maria Storm, etc. September 20, 2017 November 13, 2017
California wildfires California fire, USA Wildfire, etc. October 10, 2017 October 27, 2017

Event-wise data distribution

For each event, we collected tweets and associated images, filtered and sampled them for the annotation.

**Data distribution from the CrisisMMD version v1.0**

Crisis Name # Tweets # Images # Filtered Tweets # Sampled Tweets # Sampled Images
Hurricane Irma 3,517,280 176,972 5,739 4,041 4,525
Hurricane Harvey 6,664,349 321,435 19,967 4,000 4,443
Hurricane Maria 2,953,322 52,231 6,597 4,000 4,562
California wildfires 455,311 10,130 1,488 1,486 1,589
Mexico earthquake 383,341 7,111 1,241 1,239 1,382
Iraq-Iran earthquake 207,729 6,307 501 499 600
Sri Lanka floods 41,809 2,108 870 832 1,025
Total 14,223,141 576,294 36,403 16,097 18,126

Data preparation for multimodal baseline

For the multimodal baseline experiments, we first combined the tweet text and image from all events. It resulted in 24 duplicate entries (tweet ids: text and associated images). We manually checked these duplicate entries and kept the one, which were annotated properly. We changed the label “Not relevant or can’t judge” to “Not humanitarian”. In addition, as the annotation consists of a label - “don't know or can't not judge”, we also removed them for the classification experiments. Hence, this preprocessing part filtered out 39 tweets and associated 44 images. The resulted total dataset consists of 16058 and 18082 tweet texts and images, respectively as shown in the following table. This version of this dataset is released as version 2.0 and is available for download.

**Data distribution from the CrisisMMD version v2.0**

In this version, the "Not relevant or can't judge" label has been mapped to "Not humanitarian" for the humanitarian task. Additionally, the "Not informative" label from the informative task has also been mapped to "Not humanitarian" for the humanitarian task. Duplicate entries from different events have been removed.

Informativeness

Text Image
Informative 11,509 9,374
Not informative 4,549 8,708
Total 16,058 18,082

Humanitarian

Text Image
Affected individuals 472 562
Infrastructure and utility damage 1,210 3,624
Injured or dead people 486 110
Missing or found people 40 14
Not humanitarian 4,549 8,708
Other relevant information 5,954 2,529
Rescue, volunteering, or donation effort 3,293 2,231
Vehicle damage 54 304
Total 16,058 18,082

Damage Severity

Text Image
Little or no damage - 475
Mild damage - 839
Severe damage - 2,212
Total - 3,526

Downloads (Alternate options)

Citation

Please cite the following papers if you use any of these resources in your research.

  1. Ferda Ofli, Firoj Alam, and Muhammad Imran, Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response, In Proceedings of the 17th International Conference on Information Systems for Crisis Response and Management (ISCRAM), 2020, USA.

  2. Firoj Alam, Ferda Ofli, and Muhammad Imran, CrisisMMD: Multimodal Twitter Datasets from Natural Disasters, In Proceedings of the 12th International AAAI Conference on Web and Social Media (ICWSM), 2018, Stanford, California, USA.

@InProceedings{crisismmd2018icwsm,
  author = {Alam, Firoj and Ofli, Ferda and Imran, Muhammad},
  title = {{CrisisMMD}: Multimodal Twitter Datasets from Natural Disasters},
  booktitle = {Proceedings of the 12th International AAAI Conference on Web and Social Media (ICWSM)},
  year = {2018},
  month = {June},
  date = {23-28},
  location = {USA}
}
@inproceedings{multimodalbaseline2020,
Author = {Ferda Ofli and Firoj Alam and Muhammad Imran},
Booktitle = {17th International Conference on Information Systems for Crisis Response and Management},
Keywords = {Multimodal deep learning, Multimedia content, Natural disasters, Crisis Computing, Social media},
Month = {May},
Organization = {ISCRAM},
Publisher = {ISCRAM},
Title = {Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response},
Year = {2020}
}
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