多语言灾难响应消息

与灾难响应相关的一组消息,涵盖多种语言,适用于文本分类和相关的自然语言处理任务。

概述

该数据集包含有 30,000 条消息,这些消息来自以下事件:2010 年海地地震、2010 年智利地震、2010 年巴基斯坦洪灾、2012 年美国超级风暴桑迪,以及数百年来新闻报道的各种灾难。

该数据集已根据灾难响应相关的 36 个不同类别进行了编码,而且全部剥离了包含敏感信息的消息。

一旦发布之后,将会成为 Udacity 新的数据科学课程及 AI4ALL 暑期学校的特色数据集,尤其适用于文本分析和自然语言处理 (NLP) 任务和模型。

 

该任务的输入数据包含有数千条与灾难相关的未翻译消息及其英语翻译文本。点击上方的“数据 (Data)”标签,您可以找到带标注的数据,其中包含 40 个意图和内容的类别标签。

idsplitmessageoriginal
9testUN reports Leogane 80-90 destroyed. Only Hospital St. Croix functioning. Needs supplies desperately.UN reports Leogane 80-90 destroyed. Only Hospital St. Croix functioning. Needs supplies desperately.
39testWe are at Gressier we needs assistance right away. ASAP, Come help us.Se gressier nou an difikilte tanpri vin ede nou
49testDelmas 33 in Silo, need water.Delma 33 silo gen problem dlo
79testSOS SOS, please provide police officers on the streets as they are very insecureEMGENCY EMGENCY SI POLIS LA TE KA BAY PREZANS LI SOU CHAK PLAS AK LARI LI TAP BON PASKE CHAK SWA YO F ANPIL DEGA MENM DETWI LAVI MOUN ENPOTAN
99testI am a driver, a mechanic ,. I want to helpMWEN SE YON NMALIEN, CHOF, MEKANISYEN MWEN BEZWEN BAY SEKOU
119testWe are at Fort Mercredi ( wednesday ) where can we find tents and treated water.Nous sommes Fort - Mercredi Ou on peux trouver des tentes et des eaux traites
129testOur imcomprehensibley of 9 member was repatriated incomprehensible - (Location) Duvivier, Fond Grangoasyon de 9 manb nou nan rapatriye zon la plan divivye fontan, grango
139testA cold front is on Cuba this morning. It could cross Haiti tomorrow. Isolated rain showers are expected for our region.Un front froid se retrouve sur Cuba ce matin. Il pourrait traverser Haiti demain. Des averses de pluie isolee sont encore prevues sur notre region ce soi
149testPlease Bo Gravel Vob Ta A 41 we are hungry. Need food.SVP BO GRAVEL VOB TAA 41 NOU GRANGOU

数据

disaster_response_messages_training.csv | 5.7 MB
disaster_response_messages_test.csv | 715 KB
disaster_response_messages_validation.csv | 740 KB

该数据集包含有以原始语言呈现的原始消息、它们的英文翻译以及数十个类别的消息内容。这些类别在列标题中以简单的二进制数字进行了说明,1 表示“是”,2 表示“否”。

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