Github user MaheshIBM commented on the issue:

    https://github.com/apache/spark/pull/15821
  
    That lends me to believe that the download request could be resolving to 
different hosts every time, can it happen if there is a CDN working in the 
background?  Not all hosts are configured to use the bad certificate. While one 
(or more possibly) are using a certificate with DN of conda.binstar.org and 
responding to the domain name in the hostname of the url from where the package 
download is attempted. 
    
    If there is a way for configuring pip to ignore ssl errors (only for 
purpose of troubleshooting and find root cause of the problem here), then that 
is one possible direction to take. I am looking for ways to ignore ssl errors 
when using pip, will update the comment if i find something. 



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