Aperture or iPhoto or another application???

I am working on a large family picture project.  Right now, that collection consists of about 50,000 pictures of our family history.
I was using iPhoto originally, then, went to Aperture.  Encoountering all kinds of problems.
When I assign names to faces - then revisit the pictures, the faces ID rectangle has moved completely off the face.  So, It is unreliable.
When I try to assign location, Aperture appears to show the correct location, but assigns something else entirely.
For esample:
I assign:   Phoenix Zoo
Aperture Assigns:  E Laguna Dr, Phoenix Zoo, E Laguna Dr, E Laguna Dr, E Laguna Dr, Phoenix Zoo, phoenix zoo, Phoenix Zoo, E Laguna Dr, Phoenix Zoo, E Laguna Dr, E Laguna Dr, E Laguna Dr, Phoenix, Arizona, United States
What the heck is this.  We used to live on Laguna Drive, There's no zoo at that location.
When searching for a location Aperture often gives 3 or 4 hits that look exactly alike.  Which, does one choose. 
It appears that the only reliable part of Aperture right now is key words.
I sure could use some advice.  I am now 76yrs.  Would like to complete this project before. . . .

Thank you for your reply
I am currently using Aperture 3.5 build 711.2 and OS X OS X 10.9 (13A603)
I originally started this project in iPhoto I think about 3 years ago.  When it seemed that I had out grown iPhoto, I converted to Aperture.
I made my conversion to aperture using the method described by Apple in their documentation.  Since then, there have been imports from various camera's, iPads, iPhones, and files of scanned photos.  An estimated 70% of this collection of 46013 photos have been scanned.  Most files are JPEG there are a few files in TIFF, and PSD formats.
Trouble shooting:  I regularly run Apertures Repair Library or Rebuild Library functions.  I am not aware of other troubleshooting methods that are available.  I had hoped that these rebuilds would take care of the face recognition/location problems that I was experiencing.  So far, I have seen no positive result.  I hope I have provided sufficient info.  Suggestions?  Ready to try anything!

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