I installed the following packages are recommended by the Installation Guide.  
This was sufficient for installing Sage 5.0:

sudo apt-get install build-essential m4 gfortran perl dpkg-dev make tar dvipng 
ffmpeg imagemagick openssh-client texlive texlive-latex-extra
============================================================

Installation appears to fail here in install.log:

Processing pyOpenSSL-0.12.tar.gz
Running pyOpenSSL-0.12/setup.py -q bdist_egg --dist-dir 
/tmp/easy_install-0JNKte/pyOpenSSL-0.12/egg-dist-tmp-3tB67I
warning: no files found matching 'COPYING'
warning: no previously-included files matching '*.pyc' found anywhere in 
distribution
In file included from 
/opt/sage/sage-5.2.rc0/local/include/python2.7/Python.h:8:0,
                 from OpenSSL/crypto/crypto.c:14:
/opt/sage/sage-5.2.rc0/local/include/python2.7/pyconfig.h:1183:0: warning: 
"_XOPEN_SOURCE" redefined [enabled by default]
<command-line>:0:0: note: this is the location of the previous definition
In file included from OpenSSL/crypto/crypto.h:17:0,
                 from OpenSSL/crypto/crypto.c:16:
OpenSSL/crypto/x509.h:17:25: fatal error: openssl/ssl.h: No such file or 
directory
compilation terminated.
error: Setup script exited with error: command 'gcc' failed with exit status 1
Error installing pyOpenSSL-0.12.tar.gz.

============================================================
'openssl' and 'python-openssl' are installed on this machine.

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