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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 | data_image/hurricane_harvey/8_9_2017/905960092822003712_0.jpg | Not supported with pagination yet | 2severe_damage
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california_wildfires | 918008272363368448 | 918008272363368448_0 | #NAPA #California #wildfires HORRIBLE, NO WORDS, why destroy our beautiful #Planet ? https://t.co/UvQgobCrys | data_image/california_wildfires/11_10_2017/918008272363368448_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/17_9_2017/909396901254090752_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_maria/24_9_2017/912097936200355841_0.jpg | Not supported with pagination yet | 2severe_damage
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hurricane_maria | 922610290281402368 | 922610290281402368_1 | Thanks for following! please share! https://t.co/dtkMVtB3oM https://t.co/oD9DeZ1yTk | data_image/hurricane_maria/23_10_2017/922610290281402368_1.jpg | Not supported with pagination yet | 0little_or_no_damage
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california_wildfires | 919585500914208768 | 919585500914208768_0 | Northern California wildfires expose emergency alert weaknesses in cellphone era https://t.co/CK58jwqAmS https://t.co/uTlzmd4cwz | data_image/california_wildfires/15_10_2017/919585500914208768_0.jpg | Not supported with pagination yet | 2severe_damage
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hurricane_maria | 914372204787355648 | 914372204787355648_0 | RT @leylasantiago: Palm trees have very little left on them #SanJuan #PuertoRico #hurricanemaria #cnn https://t.co/Uj1ky3HrsC | data_image/hurricane_maria/1_10_2017/914372204787355648_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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california_wildfires | 921623155835224064 | 921623155835224064_1 | Reuters-California wildfire aftermath from above https://t.co/wIpWeBL3CL @Reuters https://t.co/Ii02FTgdHL | data_image/california_wildfires/21_10_2017/921623155835224064_1.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/10_9_2017/906792024094986240_0.jpg | Not supported with pagination yet | 1mild_damage
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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 [email protected] https://t.co/EUtT4TgpSQ | data_image/hurricane_irma/19_9_2017/910118839081472000_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 2severe_damage
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hurricane_harvey | 905069428341174272 | 905069428341174272_0 | Helping Harvey Victims Without Getting Scammed https://t.co/kA1oSO0tfW https://t.co/UqsdUJkhvD | data_image/hurricane_harvey/5_9_2017/905069428341174272_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/18_9_2017/909796661756653569_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | data_image/hurricane_maria/2_10_2017/914928771865694209_2.jpg | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/6_9_2017/905498554332000256_3.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/19_9_2017/910122015993995264_1.jpg | Not supported with pagination yet | 1mild_damage
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hurricane_irma | 905740321966891008 | 905740321966891008_0 | Barbuda suffers '95% damage' in Hurricane Irma https://t.co/SlFeO4OWUY https://t.co/EGxYjoh60E | data_image/hurricane_irma/7_9_2017/905740321966891008_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/california_wildfires/20_10_2017/921485785517494272_0.jpg | Not supported with pagination yet | 2severe_damage
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hurricane_harvey | 906343879909179392 | 906343879909179392_0 | I saw this in Houston today while doing #HurricaneHarvey cleanup. I â¤ï¸ Texas. https://t.co/eSxtC1RrX6 | data_image/hurricane_harvey/9_9_2017/906343879909179392_0.jpg | Not supported with pagination yet | 1mild_damage
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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 | data_image/hurricane_maria/5_10_2017/916086364285923329_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/13_9_2017/907877049779539968_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | data_image/hurricane_irma/18_9_2017/909824644420694018_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 0little_or_no_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 1mild_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 2severe_damage
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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 | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_harvey/10_9_2017/906984251538776071_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_maria/27_9_2017/913070687501344768_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/8_9_2017/906187513101860864_0.jpg | Not supported with pagination yet | 2severe_damage
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iraq_iran_earthquake | 930193943408586752 | 930193943408586752_3 | pray to #kermanshah #IRAN ὢ2ὢ2 #earthquake . . . . https://t.co/6pQBRZ17PD | data_image/iraq_iran_earthquake/13_11_2017/930193943408586752_3.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/7_9_2017/905664172809117697_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_harvey/3_9_2017/904288462441897984_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/19_9_2017/910262796935450624_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/5_9_2017/904993803911790592_0.jpg | Not supported with pagination yet | 1mild_damage
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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 | data_image/hurricane_irma/17_9_2017/909434397077753861_1.jpg | Not supported with pagination yet | 1mild_damage
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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 | data_image/hurricane_irma/18_9_2017/909719418887909376_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/3_9_2017/904393848356569088_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/4_9_2017/904710459814690816_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/17_9_2017/909455492438564864_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_maria/23_9_2017/911575707024859136_3.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/8_9_2017/906234333555433473_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/7_9_2017/905630591437197313_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_irma/18_9_2017/909920437479624704_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/mexico_earthquake/21_9_2017/910694845949366272_1.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/18_9_2017/909779011320078339_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/18_9_2017/909839453010702338_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_maria/1_10_2017/914453846470119424_0.jpg | Not supported with pagination yet | 2severe_damage
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california_wildfires | 920048735400456193 | 920048735400456193_0 | California Wildfire Containment Slowly Increases https://t.co/QYnZrtY2MU https://t.co/SskILEAcVf | data_image/california_wildfires/16_10_2017/920048735400456193_0.jpg | Not supported with pagination yet | 2severe_damage
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hurricane_irma | 909754364989923328 | 909754364989923328_0 | The psychological impact of Hurricane Irma https://t.co/Xd30uBSGvT https://t.co/4km8wlY050 | data_image/hurricane_irma/18_9_2017/909754364989923328_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_maria/10_11_2017/929059311501881344_0.jpg | Not supported with pagination yet | 1mild_damage
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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 | data_image/california_wildfires/17_10_2017/920349606717792256_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_harvey/11_9_2017/907288972459732992_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_maria/23_9_2017/911584878172540929_1.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/iraq_iran_earthquake/14_11_2017/930496652506533892_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/mexico_earthquake/21_9_2017/910706631800889344_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_harvey/5_9_2017/905215758917144584_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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 | data_image/hurricane_maria/23_9_2017/911546967473442816_0.jpg | Not supported with pagination yet | 1mild_damage
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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 | data_image/hurricane_irma/19_9_2017/910180940801904641_0.jpg | Not supported with pagination yet | 2severe_damage
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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 | data_image/hurricane_irma/7_9_2017/905642249706340352_0.jpg | Not supported with pagination yet | 0little_or_no_damage
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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
Task 1: Informative vs Not Informative
- Informative
- Not informative
- "Don't know or can't judge" → Removed in version 2.0
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
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)
- CrisisMMD dataset version v2.0: Download labeled images and tweets (~1.8GB)
- Datasplit: Annotations Download
- Datasplit for multimodal baseline with agreed labels: Annotations Download
Citation
Please cite the following papers if you use any of these resources in your research.
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.
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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