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Top 50 Spam Words

We recently analyzed 200,000 tokens, or words, in the bayesian spam filter on our mail server. We analyzed many factors within this data. The most compelling was the spam to ham (legitimate email) ratios. We compiled a list of over 50 words with the highest spam to ham ratio.

Words like click and here don't show up as high, since they are used often in legitimate email. It also delinerates that words like madam which is rarely found in legitimate email, while readily found in spam email, had very high ratios. Using this method we created a superior list of words found in spam email. The words are ordered from highest to lowest Spam to Ham ratio...

  1. homeowner
  2. discreet
  3. madam
  4. materially
  5. unclaimed
  6. anticipates
  7. soma
  8. preapproved
  9. unconditionally
  10. beneficiary
  11. refinance
  12. intercourse
  13. tsunami
  14. stocks
  15. filings
  16. petroleum
  17. pertaining
  18. pill
  19. dissolve
  20. insured
  21. prescription
  22. verge
  23. consultation
  24. predictions
  25. pills
  26. bankruptcy
  27. recharge
  28. bronx
  29. speculative
  30. strive
  31. shareholder
  32. tongue
  33. advises
  34. kin
  35. preapproval
  36. lion
  37. poised
  38. symbol
  39. fifteen
  40. favorable
  41. replica
  42. ingredient
  43. saint
  44. alcohol
  45. qualifies
  46. slepping
  47. obligation
  48. dispatch
  49. medication
  50. generic

If you would like more detailed access to our research please contact us.


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