continue
# print 'Doing ', exp
dat = load_PopData(exp)
dat_c = dat['dat_c'].mean(2)
dat_c = normalize(dat_c, axis=0)
dat_w = dat['dat_w'].mean(2)
dat_w = normalize(dat_w, axis=0)
active = dat['active']
d = np.where(active[:, 1])[0]
lum_mask, con_mask, flow_mask, four_mask, four_mask_shape,\
freq_mask, orient_mask,\
lum_surr, con_surr, flow_surr, four_surr, four_surr_shape,\
freq_surr, orient_surr,\
lum_whole, con_whole, flow_whole, four_whole, four_whole_shape,\
freq_whole, orient_whole = load_parsed_movie_dat(exp, 'POP', None)
all_dat = {'Data': {'Centre': dat_c, 'Whole': dat_w}, 'Movie': {}}
all_dat['Movie']['Contrast'] = con_mask
all_dat['Movie']['Luminence'] = lum_mask
all_dat['Movie']['Fourier'] = np.append(four_mask.real,
four_mask.imag,
axis=2).astype(np.float)
all_dat['Movie']['Frequency'] = freq_mask
all_dat['Movie']['Orientation'] = orient_mask
for d in all_dat['Data']:
# print d
X = all_dat['Data'][d]
for m in all_dat['Movie']:
# print m
ys = all_dat['Movie'][m]
def get_mov_data(comb,
targ_type,
src_type,
e,
cellid,
exp_type,
four_downsample=None,
shift=0,
randomise=None):
lum_mask, con_mask, flow_mask, four_mask, four_mask_shape,\
freq_mask, orient_mask,\
lum_surr, con_surr, flow_surr, four_surr, four_surr_shape,\
freq_surr, orient_surr,\
lum_whole, con_whole, flow_whole, four_whole, four_whole_shape,\
freq_whole, orient_whole\
= load_parsed_movie_dat(cellid, exp_type, four_downsample)
flow_mask = bin_flow(flow_mask)
flow_surr = bin_flow(flow_surr)
flow_whole = bin_flow(flow_whole)
idx_bar = []
idx_flow = []
idx_four = []
idx_freq = []
idx_orient = []
lbl_bar = []
four_shape = []
all_dat = None
if randomise is None:
if targ_type == 'Center':
source = e['psth_c_shift'][shift]
elif targ_type == 'Surround':
source = e['psth_s_shift'][shift]
elif targ_type == 'Whole':
source = e['psth_w_shift'][shift]
elif randomise == 'random':
if targ_type == 'Center':
source = e['psth_c_rand']
elif targ_type == 'Surround':
source = e['psth_s_rand']
elif targ_type == 'Whole':
source = e['psth_w_rand']
elif randomise == 'generated':
if targ_type == 'Center':
source = e['psth_c_gen']
elif targ_type == 'Surround':
source = e['psth_s_gen']
elif targ_type == 'Whole':
source = e['psth_w_gen']
source = source.mean(0)
edge = e['edge']
if src_type == 'Center':
if 'Luminance' in comb:
for l in lum_mask:
all_dat = append_Nones(all_dat, l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_mask:
all_dat = append_Nones(all_dat, c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_mask:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
f = np.append(f.real, f.imag, 1)
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
if 'Frequency' in comb:
for f in freq_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_freq += [range(pre_len, all_dat.shape[1])]
if 'Orientation' in comb:
for f in orient_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_orient += [range(pre_len, all_dat.shape[1])]
elif src_type == 'Surround':
if 'Luminance' in comb:
for l in lum_surr:
all_dat = append_Nones(all_dat, l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_surr:
all_dat = append_Nones(all_dat, c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_surr:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_surr_shape)
if 'Frequency' in comb:
for f in freq_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_freq += [range(pre_len, all_dat.shape[1])]
if 'Orientation' in comb:
for f in orient_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_orient += [range(pre_len, all_dat.shape[1])]
elif src_type == 'Whole':
if 'Luminance' in comb:
for l in lum_whole:
all_dat = append_Nones(all_dat, l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_whole:
all_dat = append_Nones(all_dat, c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_whole:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_whole_shape)
if 'Frequency' in comb:
for f in freq_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_freq += [range(pre_len, all_dat.shape[1])]
if 'Orientation' in comb:
for f in orient_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_orient += [range(pre_len, all_dat.shape[1])]
#all_dat = np.tile(all_dat, [source.shape[0], 1, 1])
plot_params = {}
plot_params['idx_bar'] = idx_bar
plot_params['idx_flow'] = idx_flow
plot_params['idx_four'] = idx_four
plot_params['lbl_bar'] = lbl_bar
plot_params['four_shape'] = four_shape
return all_dat, source, plot_params
def get_mov_data(comb, targ_type, src_type, e, cellid, exp_type,
four_downsample=None, shift=0, randomise=None):
lum_mask, con_mask, flow_mask, four_mask, four_mask_shape,\
freq_mask, orient_mask,\
lum_surr, con_surr, flow_surr, four_surr, four_surr_shape,\
freq_surr, orient_surr,\
lum_whole, con_whole, flow_whole, four_whole, four_whole_shape,\
freq_whole, orient_whole\
= load_parsed_movie_dat(cellid, exp_type, four_downsample)
flow_mask = bin_flow(flow_mask)
flow_surr = bin_flow(flow_surr)
flow_whole = bin_flow(flow_whole)
idx_bar = []
idx_flow = []
idx_four = []
idx_freq = []
idx_orient = []
lbl_bar = []
four_shape = []
all_dat = None
if randomise is None:
if targ_type == 'Center':
source = e['psth_c_shift'][shift]
elif targ_type == 'Surround':
source = e['psth_s_shift'][shift]
elif targ_type == 'Whole':
source = e['psth_w_shift'][shift]
elif randomise == 'random':
if targ_type == 'Center':
source = e['psth_c_rand']
elif targ_type == 'Surround':
source = e['psth_s_rand']
elif targ_type == 'Whole':
source = e['psth_w_rand']
elif randomise == 'generated':
if targ_type == 'Center':
source = e['psth_c_gen']
elif targ_type == 'Surround':
source = e['psth_s_gen']
elif targ_type == 'Whole':
source = e['psth_w_gen']
source = source.mean(0)
edge = e['edge']
if src_type == 'Center':
if 'Luminance' in comb:
for l in lum_mask:
all_dat = append_Nones(all_dat,
l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_mask:
all_dat = append_Nones(all_dat,
c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat,
f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_mask:
all_dat = append_Nones(all_dat,
f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
f = np.append(f.real, f.imag, 1)
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
if 'Frequency' in comb:
for f in freq_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_freq += [range(pre_len, all_dat.shape[1])]
if 'Orientation' in comb:
for f in orient_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_orient += [range(pre_len, all_dat.shape[1])]
elif src_type == 'Surround':
if 'Luminance' in comb:
for l in lum_surr:
all_dat = append_Nones(all_dat,
l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_surr:
all_dat = append_Nones(all_dat,
c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_surr:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_surr_shape)
if 'Frequency' in comb:
for f in freq_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_freq += [range(pre_len, all_dat.shape[1])]
if 'Orientation' in comb:
for f in orient_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_orient += [range(pre_len, all_dat.shape[1])]
elif src_type == 'Whole':
if 'Luminance' in comb:
for l in lum_whole:
all_dat = append_Nones(all_dat,
l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_whole:
all_dat = append_Nones(all_dat,
c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat,
f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_whole:
all_dat = append_Nones(all_dat,
f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_whole_shape)
if 'Frequency' in comb:
for f in freq_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_freq += [range(pre_len, all_dat.shape[1])]
if 'Orientation' in comb:
for f in orient_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_orient += [range(pre_len, all_dat.shape[1])]
#all_dat = np.tile(all_dat, [source.shape[0], 1, 1])
plot_params = {}
plot_params['idx_bar'] = idx_bar
plot_params['idx_flow'] = idx_flow
plot_params['idx_four'] = idx_four
plot_params['lbl_bar'] = lbl_bar
plot_params['four_shape'] = four_shape
return all_dat, source, plot_params
continue
# print 'Doing ', exp
dat = load_PopData(exp)
dat_c = dat['dat_c'].mean(2)
dat_c = normalize(dat_c, axis=0)
dat_w = dat['dat_w'].mean(2)
dat_w = normalize(dat_w, axis=0)
active = dat['active']
d = np.where(active[:, 1])[0]
lum_mask, con_mask, flow_mask, four_mask, four_mask_shape,\
freq_mask, orient_mask,\
lum_surr, con_surr, flow_surr, four_surr, four_surr_shape,\
freq_surr, orient_surr,\
lum_whole, con_whole, flow_whole, four_whole, four_whole_shape,\
freq_whole, orient_whole = load_parsed_movie_dat(exp, 'POP', None)
all_dat = {'Data': {'Centre': dat_c, 'Whole': dat_w}, 'Movie': {}}
all_dat['Movie']['Contrast'] = con_mask
all_dat['Movie']['Luminence'] = lum_mask
all_dat['Movie']['Fourier'] = np.append(four_mask.real, four_mask.imag,
axis=2).astype(np.float)
all_dat['Movie']['Frequency'] = freq_mask
all_dat['Movie']['Orientation'] = orient_mask
for d in all_dat['Data']:
# print d
X = all_dat['Data'][d]
for m in all_dat['Movie']:
# print m
ys = all_dat['Movie'][m]
if len(ys.shape) < 3:
def get_mov_data(targ_type, e, expdate, exp_type, four_downsample=None):
lum_mask, con_mask, flow_mask,\
four_mask, four_mask_shape,\
lum_surr, con_surr, flow_surr,\
four_surr, four_surr_shape,\
lum_whole, con_whole, flow_whole,\
four_whole, four_whole_shape \
= load_parsed_movie_dat(expdate, exp_type, four_downsample)
flow_mask = bin_flow(flow_mask)
flow_surr = bin_flow(flow_surr)
flow_whole = bin_flow(flow_whole)
idx_bar = []
idx_flow = []
idx_four = []
lbl_bar = []
four_shape = []
all_dat = None
if targ_type == 'Center':
source = e['psth_c']
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
elif targ_type == 'Surround':
source = e['psth_s']
for f in four_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_surr_shape)
elif targ_type == 'Whole':
source = e['psth_w']
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
#
all_dat = np.tile(all_dat, [source.shape[0], 1, 1])
plot_params = {}
plot_params['idx_bar'] = idx_bar
plot_params['idx_flow'] = idx_flow
plot_params['idx_four'] = idx_four
plot_params['lbl_bar'] = lbl_bar
plot_params['four_shape'] = four_shape
return all_dat, source, plot_params
def get_mov_data(targ_type, e, expdate, exp_type, four_downsample=None):
lum_mask, con_mask, flow_mask,\
four_mask, four_mask_shape,\
lum_surr, con_surr, flow_surr,\
four_surr, four_surr_shape,\
lum_whole, con_whole, flow_whole,\
four_whole, four_whole_shape \
= load_parsed_movie_dat(expdate, exp_type, four_downsample)
flow_mask = bin_flow(flow_mask)
flow_surr = bin_flow(flow_surr)
flow_whole = bin_flow(flow_whole)
idx_bar = []
idx_flow = []
idx_four = []
lbl_bar = []
four_shape = []
all_dat = None
if targ_type == 'Center':
source = e['psth_c']
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
elif targ_type == 'Surround':
source = e['psth_s']
for f in four_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_surr_shape)
elif targ_type == 'Whole':
source = e['psth_w']
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
#
all_dat = np.tile(all_dat, [source.shape[0], 1, 1])
plot_params = {}
plot_params['idx_bar'] = idx_bar
plot_params['idx_flow'] = idx_flow
plot_params['idx_four'] = idx_four
plot_params['lbl_bar'] = lbl_bar
plot_params['four_shape'] = four_shape
return all_dat, source, plot_params
def get_mov_data(comb, targ_type, src_type, e, expdate, exp_type, four_downsample=None):
lum_mask, con_mask, flow_mask,\
four_mask, four_mask_shape,\
lum_surr, con_surr, flow_surr,\
four_surr, four_surr_shape,\
lum_whole, con_whole, flow_whole,\
four_whole, four_whole_shape \
= load_parsed_movie_dat(expdate, exp_type, four_downsample)
flow_mask = bin_flow(flow_mask)
flow_surr = bin_flow(flow_surr)
flow_whole = bin_flow(flow_whole)
idx_bar = []
idx_flow = []
idx_four = []
lbl_bar = []
four_shape = []
all_dat = None
if targ_type == 'Center':
source = e['psth_c']
elif targ_type == 'Surround':
source = e['psth_s']
elif targ_type == 'Whole':
source = e['psth_w']
if src_type == 'Center':
if 'Luminance' in comb:
for l in lum_mask:
all_dat = append_Nones(all_dat,
l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_mask:
all_dat = append_Nones(all_dat,
c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat,
f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_mask:
all_dat = append_Nones(all_dat,
f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
elif src_type == 'Surround':
if 'Luminance' in comb:
for l in lum_surr:
all_dat = append_Nones(all_dat,
l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_surr:
all_dat = append_Nones(all_dat,
c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_surr:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_surr_shape)
elif src_type == 'Whole':
if 'Luminance' in comb:
for l in lum_whole:
all_dat = append_Nones(all_dat,
l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_whole:
all_dat = append_Nones(all_dat,
c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat,
f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_whole:
all_dat = append_Nones(all_dat,
f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_whole_shape)
all_dat = np.tile(all_dat, [source.shape[0], 1, 1])
plot_params = {}
plot_params['idx_bar'] = idx_bar
plot_params['idx_flow'] = idx_flow
plot_params['idx_four'] = idx_four
plot_params['lbl_bar'] = lbl_bar
plot_params['four_shape'] = four_shape
return all_dat, source, plot_params
def get_mov_data(comb,
targ_type,
src_type,
e,
expdate,
exp_type,
four_downsample=None):
lum_mask, con_mask, flow_mask,\
four_mask, four_mask_shape,\
lum_surr, con_surr, flow_surr,\
four_surr, four_surr_shape,\
lum_whole, con_whole, flow_whole,\
four_whole, four_whole_shape \
= load_parsed_movie_dat(expdate, exp_type, four_downsample)
flow_mask = bin_flow(flow_mask)
flow_surr = bin_flow(flow_surr)
flow_whole = bin_flow(flow_whole)
idx_bar = []
idx_flow = []
idx_four = []
lbl_bar = []
four_shape = []
all_dat = None
if targ_type == 'Center':
source = e['psth_c']
elif targ_type == 'Surround':
source = e['psth_s']
elif targ_type == 'Whole':
source = e['psth_w']
if src_type == 'Center':
if 'Luminance' in comb:
for l in lum_mask:
all_dat = append_Nones(all_dat, l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_mask:
all_dat = append_Nones(all_dat, c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_mask:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_mask:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_mask_shape)
elif src_type == 'Surround':
if 'Luminance' in comb:
for l in lum_surr:
all_dat = append_Nones(all_dat, l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_surr:
all_dat = append_Nones(all_dat, c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_surr:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_surr:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_surr_shape)
elif src_type == 'Whole':
if 'Luminance' in comb:
for l in lum_whole:
all_dat = append_Nones(all_dat, l[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Luminance']
if 'Contrast' in comb:
for c in con_whole:
all_dat = append_Nones(all_dat, c[:, np.newaxis], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Contrast']
if 'Flow' in comb:
for f in flow_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f[:, :-1], 1)
idx_flow += [range(pre_len, all_dat.shape[1])]
for f in flow_whole:
all_dat = append_Nones(all_dat, f[:, -1:], 1)
idx_bar += [all_dat.shape[1] - 1]
lbl_bar += ['Flow Vel']
if 'Fourier' in comb:
for f in four_whole:
if all_dat != None:
pre_len = all_dat.shape[1]
else:
pre_len = 0
all_dat = append_Nones(all_dat, f, 1)
idx_four += [range(pre_len, all_dat.shape[1])]
four_shape.append(four_whole_shape)
all_dat = np.tile(all_dat, [source.shape[0], 1, 1])
plot_params = {}
plot_params['idx_bar'] = idx_bar
plot_params['idx_flow'] = idx_flow
plot_params['idx_four'] = idx_four
plot_params['lbl_bar'] = lbl_bar
plot_params['four_shape'] = four_shape
return all_dat, source, plot_params