---
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](https://archive.ics.uci.edu/dataset/228/sms+spam+collection); [SMS Spam Collection Dataset](https://www.kaggle.com/datasets/uciml/sms-spam-collection-dataset) | ham: 4827; spam: 747 | 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) |
| spam_assassin  |  英语  |  垃圾邮件分类  | [datasets-spam-assassin](https://github.com/stdlib-js/datasets-spam-assassin); [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)  | ham: 3795; spam: 6954 |  这是一组邮件消息，适合用于测试垃圾邮件过滤系统。备注：text 很乱，不推荐使用。  | [talby/SpamAssassin](https://huggingface.co/datasets/talby/spamassassin) |
| 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)  | ham: 16545; spam: 17171 |  Enron-Spam 数据集是 V. Metsis、I. Androutsopoulos 和 G. Paliouras 收集的绝佳资源  | [SetFit/enron_spam](https://huggingface.co/datasets/SetFit/enron_spam) |
| spam_detection |  英语  |  垃圾短信分类  |  [Deysi/spam-detection-dataset](https://huggingface.co/datasets/Deysi/spam-detection-dataset)  | ham: 5400; spam: 5500  |  |  |
| email_spam |  英语  |  垃圾短信分类  |  [NotShrirang/email-spam-filter](https://huggingface.co/datasets/NotShrirang/email-spam-filter)  | ham: 3672; spam: 1499  |  |  |


### 样本示例

<details>
<summary>sms_spam 样本示例</summary>
<pre><code>------------
She's borderline but yeah whatever.
ham
------------
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
------------
I got a call from a landline number. . . I am asked to come to anna nagar . . . I will go in the afternoon
ham
------------
Free Msg: get Gnarls Barkleys "Crazy" ringtone TOTALLY FREE just reply GO to this message right now!
spam
------------
I will be gentle princess! We will make sweet gentle love...
ham
------------
Refused a loan? Secured or Unsecured? Can't get credit? Call free now 0800 195 6669 or text back 'help' & we will!
spam
------------
Sorry, went to bed early, nightnight
ham
------------
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
------------
HMM yeah if your not too grooved out! And im looking forward to my pound special :)
ham
------------
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
------------
Hi dude hw r u da realy mising u today
ham
------------
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
------------
</code></pre>
</details>


### 参考来源

<details>
<summary>参考的数据来源,展开查看</summary>
<pre><code>

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

</code></pre>
</details>