Added "tutorial_" to filename patterns to be processed by Sphinx-gallery
Tutorial example filenames should now start with "tutorial_"
Renamed all tutorial examples
Regenerated documentation

Set default value of max_mem_mb to 1024 and cores to 1 in __init__

Rename sho functions to match names in pycroscopy
Use pycroscopy functions rather than local ones

Swap w_vec and resp_vec in function and call.  

mem now defaults to 1024 Mb

Cades dev

Updated example and setup