'--skip',
default=[],
action='append',
type='string',
help='do NOT whiten these cols')
opts, args = parser.parse_args()
assert len(args) == 1, 'please supply exactly 1 input argument\n%s' % usage
pklNAME = args[0]
#-------------------------------------------------
### read data
h, d, kwargs = parseData.load_data(pklNAME,
verbose=opts.verbose,
timing=opts.time)
### whiten data
if opts.method == "zeroMean":
d = whitenData.zeroMean_whiten(h, d, skip=opts.skip)
elif opts.method == "minMax":
d = whitenData.minMax_whiten(h, d, skip=opts.skip)
else:
raise ValueError('--method=%s not understood' % opts.method)
### write data
pklOUT = pklNAME[:-4] + "_%s.pkl" % (opts.method)
parseData.write_data(h,
d,
pklOUT,
assert len(args) == 3, 'please supply exactly 3 input arguments\n%s' % usage
costFooKey, pklTRAIN, pklPREDICT = args
opts.exclude.append(costFooKey) ### always exclude costFooKey!
opts.verbose = opts.verbose or opts.Verbose or opts.time
if opts.tag:
opts.tag = "_" + opts.tag
#-------------------------------------------------
### read in training data
h, d, kw = parseData.load_data(pklTRAIN,
verbose=opts.verbose,
timing=opts.time)
### extract cost function data
if opts.verbose:
print "extracting costFooKey=%s" % costFooKey
assert np.sum(
h == costFooKey
) == 1, 'could not find a unique column matching costFooKey=%s' % costFooKey
costFoo = d[:, h == costFooKey].ravel()
### exclude variables
hsub, dsub = parseData.excludeCols(h,
d,
opts.exclude,
verbose=opts.verbose,
default=False,
action='store_true',
help='print how long important steps take')
opts, args = parser.parse_args()
#-----------
assert len(args) == 3, 'please supply exactly 3 input arguments\n%s' % usage
pklSHOT, pklPLYR, pklOUT = args
#-------------------------------------------------
### read player data
hplyr, dplyr, kwplyr = parseData.load_data(pklPLYR,
verbose=opts.verbose,
timing=opts.time)
### read in shot data
hshot, dshot, kwshot = parseData.load_data(pklSHOT,
verbose=opts.verbose,
timing=opts.time)
#-------------------------------------------------
### stich together data!
h, d = parseData.map_data(hplyr,
dplyr,
hshot,
dshot,
verbose=opts.verbose,
#-------------------------------------------------
parser = OptionParser(usage=usage, description=description)
parser.add_option('-v', '--verbose', default=False, action='store_true')
parser.add_option('-t',
'--time',
default=False,
action='store_true',
help='print how long important steps take')
opts, args = parser.parse_args()
assert len(args) == 2, 'please supply exactly 2 input arguments\n%s' % usage
pklDATA, pklBOOL = args
#-------------------------------------------------
### load header data
h, _, _ = parseData.load_data(pklDATA, verbose=opts.verbose, timing=opts.time)
### load bool data
b = parseData.load_bool(pklBOOL, verbose=opts.verbose, timing=opts.time)
### print command line
s = ""
for keep in h[b]:
s += " -e \"%s\"" % keep
print s