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license: apache-2.0 |
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## 垃圾信息检测 |
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垃圾邮件, 垃圾短信息, 广告识别. |
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### 数据来源 |
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数据集从网上收集整理如下: |
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| 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 | |
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| :--- | :---: | :---: | :---: | :---: | :---: | :---: | |
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| sms_spam | 英语 | 垃圾短信分类 | [SMS Spam Collection](https://archive.ics.uci.edu/dataset/228/sms+spam+collection); [SMS Spam Collection Dataset](https://www.kaggle.com/datasets/uciml/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](https://huggingface.co/datasets/sms_spam) | |
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| spam_assassin | 英语 | 垃圾邮件分类 | [Apache SpamAssassin’s public datasets](https://spamassassin.apache.org/old/publiccorpus/); [Spam or Not Spam Dataset](https://www.kaggle.com/datasets/ozlerhakan/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](https://huggingface.co/datasets/talby/spamassassin) | |
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| enron_spam | 英语 | 垃圾邮件分类 | [enron_spam_data](https://github.com/MWiechmann/enron_spam_data); [Enron-Spam](https://www2.aueb.gr/users/ion/data/enron-spam/); [spam-mails-dataset](https://www.kaggle.com/datasets/venky73/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](https://huggingface.co/datasets/SetFit/enron_spam) | |
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### 样本示例 |
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<details> |
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<summary>sms_spam 样本示例</summary> |
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<pre><code>------------ |
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She's borderline but yeah whatever. |
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ham |
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------------ |
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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 |
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spam |
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------------ |
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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 |
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ham |
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Free Msg: get Gnarls Barkleys "Crazy" ringtone TOTALLY FREE just reply GO to this message right now! |
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spam |
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------------ |
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I will be gentle princess! We will make sweet gentle love... |
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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! |
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spam |
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Sorry, went to bed early, nightnight |
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ham |
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------------ |
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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 |
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spam |
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HMM yeah if your not too grooved out! And im looking forward to my pound special :) |
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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 |
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spam |
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Hi dude hw r u da realy mising u today |
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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. |
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spam |
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------------ |
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</code></pre> |
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</details> |
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### 参考来源 |
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<details> |
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<summary>参考的数据来源,展开查看</summary> |
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<pre><code> |
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https://huggingface.co/datasets/FredZhang7/all-scam-spam |
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https://huggingface.co/datasets/Deysi/spam-detection-dataset |
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https://huggingface.co/datasets/autoevaluate/autoeval-staging-eval-project-sms_spam-216c1ded-12215630 |
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https://huggingface.co/datasets/NotShrirang/email-spam-filter |
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https://huggingface.co/datasets/sms_spam |
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</code></pre> |
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</details> |
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