< Back to examples

Spam Detection

Given email titles, identify if the email is spam or not spam

Topic Classification
Classify Data
Try it in the playground
Read about Classify in docs

Examples

  • Spam
    • Dermatologists don't like her!
    • Hello, open to this?
    • I need help please wire me $1000 right now
    • Hot new investment, don’t miss this!
    • Nice to know you ;)
    • Please help me?
  • Not Spam
    • Your parcel will be delivered today
    • Review changes to our Terms and Conditions
    • Weekly sync notes
    • Re: Follow up from today’s meeting
    • Pre-read for tomorrow

Request

Confirm your email address

Value

Confidence level

Not Spam

76%

API Request

1import cohere
2from cohere.classify import Example
3co = cohere.Client('{apiKey}')
4response = co.classify(
5  model='embed-english-v2.0',
6  inputs=["Confirm your email address", "hey i need u to send some $"],
7  examples=[Example("Dermatologists don\'t like her!", "Spam"), Example("Hello, open to this?", "Spam"), Example("I need help please wire me $1000 right now", "Spam"), Example("Hot new investment, don’t miss this!", "Spam"), Example("Nice to know you ;)", "Spam"), Example("Please help me?", "Spam"), Example("Your parcel will be delivered today", "Not spam"), Example("Review changes to our Terms and Conditions", "Not spam"), Example("Weekly sync notes", "Not spam"), Example("Re: Follow up from today’s meeting", "Not spam"), Example("Pre-read for tomorrow", "Not spam")])
8print('The confidence levels of the labels are: {}'.format(response.classifications))