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license: apache-2.0

垃圾信息检测

垃圾邮件, 垃圾短信息, 广告识别.

数据来源

数据集从网上收集整理如下:

数据 语言 任务类型 原始数据/项目地址 样本个数 原始数据描述 替代数据下载地址
sms_spam 英语 垃圾短信分类 SMS Spam Collection; SMS Spam Collection Dataset 5,574 SMS 垃圾邮件集合是一组公开的 SMS 标记消息,为移动电话垃圾邮件研究而收集。 sms_spam
spam_assassin 英语 垃圾邮件分类 Apache SpamAssassin’s public datasets; Spam or Not Spam Dataset 10.7K 这是一组邮件消息,适合用于测试垃圾邮件过滤系统。 SpamAssassin
enron_spam 英语 垃圾邮件分类 enron_spam_data; Enron-Spam; spam-mails-dataset 17,171 spam; 16,545 ham Enron-Spam 数据集是 V. Metsis、I. Androutsopoulos 和 G. Paliouras 收集的绝佳资源 enron_spam

样本示例

sms_spam 样本示例
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She's borderline but yeah whatever.
ham
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URGENT! You have won a 1 week FREE membership in our £100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18
spam
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I got a call from a landline number. . . I am asked to come to anna nagar . . . I will go in the afternoon
ham
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Free Msg: get Gnarls Barkleys "Crazy" ringtone TOTALLY FREE just reply GO to this message right now!
spam
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I will be gentle princess! We will make sweet gentle love...
ham
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Refused a loan? Secured or Unsecured? Can't get credit? Call free now 0800 195 6669 or text back 'help' & we will!
spam
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Sorry, went to bed early, nightnight
ham
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Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's
spam
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HMM yeah if your not too grooved out! And im looking forward to my pound special :)
ham
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FreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv
spam
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Hi dude hw r u da realy mising u today
ham
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WINNER!! As a valued network customer you have been selected to receivea £900 prize reward! To claim call 09061701461. Claim code KL341. Valid 12 hours only.
spam
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参考来源

参考的数据来源,展开查看


https://huggingface.co/datasets/FredZhang7/all-scam-spam https://huggingface.co/datasets/Deysi/spam-detection-dataset https://huggingface.co/datasets/autoevaluate/autoeval-staging-eval-project-sms_spam-216c1ded-12215630 https://huggingface.co/datasets/NotShrirang/email-spam-filter https://huggingface.co/datasets/sms_spam