Conclusion

 
 

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When looking at demographic information and correlating those attributes with the AIDS rates, some wards stand out and show a greater relationship with AIDS rates. Although these are not the causes of the rates, but by understanding this information we could conclude that if we change some of the traits in the wards it could result in the AIDS rate to decrease.

 
     

Appendix