Population Models
This notebook demonstrates how to work with population models. See xforms Demo for details on xforms.
[1]:
from pathlib import Path
import nems0.uri
import nems0.xforms as xforms
import nems0.recording as recording
[nems.configs.defaults INFO] Saving log messages to /tmp/nems\NEMS 2020-05-29 110208.log
Configuration
[2]:
# get the data and results paths
results_dir = nems.get_setting('NEMS_RESULTS_DIR')
signals_dir = nems.get_setting('NEMS_RECORDINGS_DIR')
[3]:
# download some demo data
recording.get_demo_recordings(signals_dir, 'TAR010c.NAT.fs100.tgz')
datafile = Path(signals_dir) / 'TAR010c.NAT.fs100.tgz'
Data Loading and Preprocessing
[4]:
load_command = 'nems.demo.loaders.demo_loader'
exptid = 'TAR010c'
batch = 271
siteid = 'TAR010c'
In pop models, you can specify a variable number of outputs using R, and the model will determine the proper number of output channels.
[5]:
modelspec_name = 'dlog-wc.18x3.g-fir.1x10x3-relu.3-wc.3xR-lvl.R'
Generate the Modelspec
[6]:
meta = {'siteid': siteid, 'batch': batch, 'modelname': modelspec_name,
'recording': exptid}
xforms_init_context = {'siteid': siteid, 'batch': int(batch)}
xforms_init_context['keywordstring'] = modelspec_name
xforms_init_context['meta'] = meta
xforms_init_context['recording_uri_list'] = [str(datafile)]
[7]:
xfspec = []
[8]:
xfspec.append(['nems.xforms.init_context', xforms_init_context])
xfspec.append(['nems.xforms.load_recordings', {}])
xfspec.append(['nems.preprocessing.resp_to_pc',
{'pc_source': 'psth', 'overwrite_resp': False,
'pc_count': 2}])
xfspec.append(['nems.xforms.split_by_occurrence_counts',
{'epoch_regex': '^STIM_'}])
xfspec.append(['nems.xforms.average_away_stim_occurrences', {}])
xfspec.append(['nems.xforms.init_from_keywords', {}])
[9]:
xfspec.append(['nems.analysis.fit_pop_model.init_pop_pca', {'flip_pcs': True}])
xfspec.append(['nems.analysis.fit_pop_model.fit_population_iteratively',
{'fitter': 'scipy_minimize', 'tolerances': [1e-4, 3e-5],
'tol_iter': 50, 'fit_iter': 10}])
[10]:
xfspec.append(['nems.xforms.predict', {}])
xfspec.append(['nems.analysis.api.standard_correlation', {},
['est', 'val', 'modelspec', 'rec'], ['modelspec']])
xfspec.append(['nems.xforms.plot_summary', {}])
Run the Analysis
[11]:
ctx = {}
for xfa in xfspec:
ctx = xforms.evaluate_step(xfa, ctx)
[nems.xforms INFO] Evaluating: nems.xforms.init_context
[nems.xforms INFO] Evaluating: nems.xforms.load_recordings
[nems.xforms INFO] Extracting cellid(s) None
[nems.preprocessing INFO] Adding to epoch_onsets: TRIAL with shift = 0
[nems.xforms INFO] Evaluating: nems.preprocessing.resp_to_pc
[nems.preprocessing INFO] generating PSTHs for 93 epochs
[nems.xforms INFO] Evaluating: nems.xforms.split_by_occurrence_counts
[nems.xforms INFO] Evaluating: nems.xforms.average_away_stim_occurrences
[nems.xforms INFO] Evaluating: nems.xforms.init_from_keywords
[nems.initializers INFO] kw: dlog
[nems.initializers INFO] kw: wc.18x3.g
[nems.initializers INFO] kw: fir.1x10x3
[nems.initializers INFO] kw: relu.3
[nems.initializers INFO] kw: dynamically subbing wc.3xR with wc.3x55
[nems.initializers INFO] kw: dynamically subbing lvl.R with lvl.55
[nems.initializers INFO] Setting modelspec[0] input to stim
[nems.utils INFO] model save destination: C:\Users\Alex\PycharmProjects\NEMS\results\271\TAR010c\TAR010c.dlog_wc.18x3.g_fir.1x10x3_relu.3_wc.3x55_lvl.55.unknown_fitter.2020-05-29T180229
[nems.xforms INFO] Evaluating: nems.analysis.fit_pop_model.init_pop_pca
[nems.analysis.fit_pop_model INFO] Initializing 3 subspace channels with signal pca
[nems.analysis.fit_pop_model INFO] Initializing filter 0
[nems.analysis.fit_pop_model INFO] Temporarily converting relu to lvl
[nems.initializers INFO] prefit_LN parameters: tol=1.00e-04 max_iter=700
[nems.initializers INFO] target_module: ['levelshift', 'relu'] found at modelspec[3].
[nems.initializers INFO] Mod 3 (nems.modules.levelshift.levelshift) initializing level to resp mean -0.000
[nems.initializers INFO] resp has 1 channels
[nems.initializers INFO] Fit: [0 1 2 3]
[nems.initializers INFO] Freeze: []
[nems.initializers INFO] Exclude: []
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=0
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 700, 'maxfun': 7000}
[nems.fitters.fitter INFO] Start sigma: [ 0. 0.5 0.3192 0. 0.1 -0.05 0. 0. 0.
0. 0. 0. 0. 0. ]
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.analysis.cost_functions INFO] Eval #100. E=0.712659
[nems.analysis.cost_functions INFO] Eval #200. E=0.669269
[nems.analysis.cost_functions INFO] Eval #300. E=0.658241
[nems.analysis.cost_functions INFO] Eval #400. E=0.656082
[nems.fitters.fitter INFO] Starting error: 0.980655 -- Final error: 0.655754
[nems.fitters.fitter INFO] Final sigma: [-0.667 0.2013 0.0837 0.0357 0.484 0.2673 -0.0306 -0.0555 0.0311
0.0262 0.0095 -0.0446 -0.1568 -0.5761]
[nems.analysis.fit_basic INFO] Delta error: 0.980655 - 0.655754 = -3.249008e-01
[nems.analysis.fit_pop_model INFO] Initializing filter 1
[nems.analysis.fit_pop_model INFO] Temporarily converting relu to lvl
[nems.initializers INFO] prefit_LN parameters: tol=1.00e-04 max_iter=700
[nems.initializers INFO] target_module: ['levelshift', 'relu'] found at modelspec[3].
[nems.initializers INFO] Mod 3 (nems.modules.levelshift.levelshift) initializing level to resp mean 0.000
[nems.initializers INFO] resp has 1 channels
[nems.initializers INFO] Fit: [0 1 2 3]
[nems.initializers INFO] Freeze: []
[nems.initializers INFO] Exclude: []
[nems.initializers INFO] Intializing phi for module 0 (nems.modules.nonlinearity.dlog)
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 700, 'maxfun': 7000}
[nems.fitters.fitter INFO] Start sigma: [ 0.5 0.3192 0. 0.1 -0.05 0. 0. 0. 0.
0. 0. 0. 0. ]
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.analysis.cost_functions INFO] Eval #100. E=0.951017
[nems.analysis.cost_functions INFO] Eval #200. E=0.942893
[nems.fitters.fitter INFO] Starting error: 0.996649 -- Final error: 0.942228
[nems.fitters.fitter INFO] Final sigma: [ 0.2898 0.3081 -0.2259 0.2664 0.7422 0.1107 -0.2714 -0.2229 -0.0619
0.0158 -0.0107 -0.3364 -0.0068]
[nems.analysis.fit_basic INFO] Delta error: 0.996649 - 0.942228 = -5.442093e-02
[nems.analysis.fit_pop_model INFO] First fit per cell slice 0
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.284894 -- Final error: 0.983365
[nems.fitters.fitter INFO] Final sigma: [ 0.0778 -0.0463 -0.0861 0.2073]
[nems.analysis.fit_basic INFO] Delta error: 1.284894 - 0.983365 = -3.015288e-01
[nems.analysis.fit_pop_model INFO] dError (1.284894 - 0.983365) = 0.301529 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 1
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.277084 -- Final error: 0.984109
[nems.fitters.fitter INFO] Final sigma: [-0.0151 -0.1297 0.1121 0.2522]
[nems.analysis.fit_basic INFO] Delta error: 1.277084 - 0.984109 = -2.929751e-01
[nems.analysis.fit_pop_model INFO] dError (1.277084 - 0.984109) = 0.292975 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 2
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.058381 -- Final error: 0.950449
[nems.fitters.fitter INFO] Final sigma: [-0.0014 -0.179 -0.0695 0.123 ]
[nems.analysis.fit_basic INFO] Delta error: 1.058381 - 0.950449 = -1.079321e-01
[nems.analysis.fit_pop_model INFO] dError (1.058381 - 0.950449) = 0.107932 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 3
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.151333 -- Final error: 0.989516
[nems.fitters.fitter INFO] Final sigma: [ 0.0049 -0.1168 -0.0459 0.1738]
[nems.analysis.fit_basic INFO] Delta error: 1.151333 - 0.989516 = -1.618172e-01
[nems.analysis.fit_pop_model INFO] dError (1.151333 - 0.989516) = 0.161817 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.257892 -- Final error: 0.987482
[nems.fitters.fitter INFO] Final sigma: [0.1183 0.0815 0.0301 0.2336]
[nems.analysis.fit_basic INFO] Delta error: 1.257892 - 0.987482 = -2.704107e-01
[nems.analysis.fit_pop_model INFO] dError (1.257892 - 0.987482) = 0.270411 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 5
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 0.987304 -- Final error: 0.924000
[nems.fitters.fitter INFO] Final sigma: [ 0.0233 0.031 0.1557 -0.0154]
[nems.analysis.fit_basic INFO] Delta error: 0.987304 - 0.924000 = -6.330425e-02
[nems.analysis.fit_pop_model INFO] dError (0.987304 - 0.924000) = 0.063304 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 6
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.007985 -- Final error: 0.997718
[nems.fitters.fitter INFO] Final sigma: [-0.0038 0.0121 -0.0021 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 1.007985 - 0.997718 = -1.026720e-02
[nems.analysis.fit_pop_model INFO] dError (1.007985 - 0.997718) = 0.010267 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 7
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.041001 -- Final error: 0.928216
[nems.fitters.fitter INFO] Final sigma: [ 0.0713 -0.0705 0.1094 0.0574]
[nems.analysis.fit_basic INFO] Delta error: 1.041001 - 0.928216 = -1.127850e-01
[nems.analysis.fit_pop_model INFO] dError (1.041001 - 0.928216) = 0.112785 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 8
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.130405 -- Final error: 0.991147
[nems.fitters.fitter INFO] Final sigma: [-0.0441 0.0199 -0.0115 0.1272]
[nems.analysis.fit_basic INFO] Delta error: 1.130405 - 0.991147 = -1.392573e-01
[nems.analysis.fit_pop_model INFO] dError (1.130405 - 0.991147) = 0.139257 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 9
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.001071 -- Final error: 0.999170
[nems.fitters.fitter INFO] Final sigma: [0.006 0.0067 0.0009 0.0032]
[nems.analysis.fit_basic INFO] Delta error: 1.001071 - 0.999170 = -1.901079e-03
[nems.analysis.fit_pop_model INFO] dError (1.001071 - 0.999170) = 0.001901 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 10
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.045822 -- Final error: 0.997954
[nems.fitters.fitter INFO] Final sigma: [ 0.0234 0.0206 -0.047 0.0537]
[nems.analysis.fit_basic INFO] Delta error: 1.045822 - 0.997954 = -4.786759e-02
[nems.analysis.fit_pop_model INFO] dError (1.045822 - 0.997954) = 0.047868 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 11
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.125231 -- Final error: 0.861313
[nems.fitters.fitter INFO] Final sigma: [0.2095 0.038 0.5105 0.0875]
[nems.analysis.fit_basic INFO] Delta error: 1.125231 - 0.861313 = -2.639181e-01
[nems.analysis.fit_pop_model INFO] dError (1.125231 - 0.861313) = 0.263918 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 12
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.105703 -- Final error: 0.981622
[nems.fitters.fitter INFO] Final sigma: [-0.0547 0.0251 0.0092 0.0959]
[nems.analysis.fit_basic INFO] Delta error: 1.105703 - 0.981622 = -1.240813e-01
[nems.analysis.fit_pop_model INFO] dError (1.105703 - 0.981622) = 0.124081 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 13
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.066535 -- Final error: 0.992339
[nems.fitters.fitter INFO] Final sigma: [-0.0574 -0.0665 0.0645 0.1106]
[nems.analysis.fit_basic INFO] Delta error: 1.066535 - 0.992339 = -7.419592e-02
[nems.analysis.fit_pop_model INFO] dError (1.066535 - 0.992339) = 0.074196 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 14
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.186533 -- Final error: 0.994538
[nems.fitters.fitter INFO] Final sigma: [0.0351 0.1061 0.0114 0.0959]
[nems.analysis.fit_basic INFO] Delta error: 1.186533 - 0.994538 = -1.919947e-01
[nems.analysis.fit_pop_model INFO] dError (1.186533 - 0.994538) = 0.191995 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 15
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.103009 -- Final error: 0.985531
[nems.fitters.fitter INFO] Final sigma: [-0.0317 -0.1505 0.0394 0.1633]
[nems.analysis.fit_basic INFO] Delta error: 1.103009 - 0.985531 = -1.174780e-01
[nems.analysis.fit_pop_model INFO] dError (1.103009 - 0.985531) = 0.117478 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 16
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.002330 -- Final error: 0.816602
[nems.fitters.fitter INFO] Final sigma: [ 0.197 0.1181 0.0992 -0.0674]
[nems.analysis.fit_basic INFO] Delta error: 1.002330 - 0.816602 = -1.857272e-01
[nems.analysis.fit_pop_model INFO] dError (1.002330 - 0.816602) = 0.185727 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 17
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 0.997558 -- Final error: 0.960821
[nems.fitters.fitter INFO] Final sigma: [-0.0013 0.0087 0.1143 0.0063]
[nems.analysis.fit_basic INFO] Delta error: 0.997558 - 0.960821 = -3.673676e-02
[nems.analysis.fit_pop_model INFO] dError (0.997558 - 0.960821) = 0.036737 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 18
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.02 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 0.972626 -- Final error: 0.931741
[nems.fitters.fitter INFO] Final sigma: [ 0.0306 0.0383 0.1137 -0.0207]
[nems.analysis.fit_basic INFO] Delta error: 0.972626 - 0.931741 = -4.088504e-02
[nems.analysis.fit_pop_model INFO] dError (0.972626 - 0.931741) = 0.040885 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 19
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.096171 -- Final error: 0.994021
[nems.fitters.fitter INFO] Final sigma: [0.0012 0.0913 0.047 0.0713]
[nems.analysis.fit_basic INFO] Delta error: 1.096171 - 0.994021 = -1.021502e-01
[nems.analysis.fit_pop_model INFO] dError (1.096171 - 0.994021) = 0.102150 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 20
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.026909 -- Final error: 0.991092
[nems.fitters.fitter INFO] Final sigma: [ 0.0336 0.0067 -0.0408 0.0256]
[nems.analysis.fit_basic INFO] Delta error: 1.026909 - 0.991092 = -3.581709e-02
[nems.analysis.fit_pop_model INFO] dError (1.026909 - 0.991092) = 0.035817 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 21
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.187242 -- Final error: 0.812726
[nems.fitters.fitter INFO] Final sigma: [ 0.4104 -0.0304 -0.2033 0.1381]
[nems.analysis.fit_basic INFO] Delta error: 1.187242 - 0.812726 = -3.745158e-01
[nems.analysis.fit_pop_model INFO] dError (1.187242 - 0.812726) = 0.374516 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 22
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.102179 -- Final error: 0.922992
[nems.fitters.fitter INFO] Final sigma: [ 0.2759 -0.0739 -0.2502 0.1414]
[nems.analysis.fit_basic INFO] Delta error: 1.102179 - 0.922992 = -1.791877e-01
[nems.analysis.fit_pop_model INFO] dError (1.102179 - 0.922992) = 0.179188 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 23
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.078214 -- Final error: 0.998243
[nems.fitters.fitter INFO] Final sigma: [-0.0159 -0.0368 -0.02 0.0867]
[nems.analysis.fit_basic INFO] Delta error: 1.078214 - 0.998243 = -7.997129e-02
[nems.analysis.fit_pop_model INFO] dError (1.078214 - 0.998243) = 0.079971 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 24
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.195243 -- Final error: 0.842074
[nems.fitters.fitter INFO] Final sigma: [ 0.3014 -0.0489 -0.1256 0.1362]
[nems.analysis.fit_basic INFO] Delta error: 1.195243 - 0.842074 = -3.531685e-01
[nems.analysis.fit_pop_model INFO] dError (1.195243 - 0.842074) = 0.353169 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 25
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.297773 -- Final error: 0.878276
[nems.fitters.fitter INFO] Final sigma: [ 0.2786 -0.0785 -0.0987 0.2252]
[nems.analysis.fit_basic INFO] Delta error: 1.297773 - 0.878276 = -4.194975e-01
[nems.analysis.fit_pop_model INFO] dError (1.297773 - 0.878276) = 0.419498 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 26
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.036105 -- Final error: 0.952383
[nems.fitters.fitter INFO] Final sigma: [-0.1053 -0.3241 0.0517 0.202 ]
[nems.analysis.fit_basic INFO] Delta error: 1.036105 - 0.952383 = -8.372220e-02
[nems.analysis.fit_pop_model INFO] dError (1.036105 - 0.952383) = 0.083722 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 27
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.120841 -- Final error: 0.837025
[nems.fitters.fitter INFO] Final sigma: [ 0.3676 -0.0199 -0.1431 0.0885]
[nems.analysis.fit_basic INFO] Delta error: 1.120841 - 0.837025 = -2.838167e-01
[nems.analysis.fit_pop_model INFO] dError (1.120841 - 0.837025) = 0.283817 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 28
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.114096 -- Final error: 0.982741
[nems.fitters.fitter INFO] Final sigma: [-0.0295 0.0697 -0.0025 0.0811]
[nems.analysis.fit_basic INFO] Delta error: 1.114096 - 0.982741 = -1.313553e-01
[nems.analysis.fit_pop_model INFO] dError (1.114096 - 0.982741) = 0.131355 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 29
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.273867 -- Final error: 0.926619
[nems.fitters.fitter INFO] Final sigma: [-0.0286 -0.3118 0.4023 0.3823]
[nems.analysis.fit_basic INFO] Delta error: 1.273867 - 0.926619 = -3.472472e-01
[nems.analysis.fit_pop_model INFO] dError (1.273867 - 0.926619) = 0.347247 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 30
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.266347 -- Final error: 0.898777
[nems.fitters.fitter INFO] Final sigma: [ 0.0096 -0.0543 0.7136 0.2823]
[nems.analysis.fit_basic INFO] Delta error: 1.266347 - 0.898777 = -3.675700e-01
[nems.analysis.fit_pop_model INFO] dError (1.266347 - 0.898777) = 0.367570 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 31
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.203096 -- Final error: 0.976289
[nems.fitters.fitter INFO] Final sigma: [ 0.0153 -0.2081 -0.079 0.2609]
[nems.analysis.fit_basic INFO] Delta error: 1.203096 - 0.976289 = -2.268067e-01
[nems.analysis.fit_pop_model INFO] dError (1.203096 - 0.976289) = 0.226807 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 32
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.156710 -- Final error: 0.991069
[nems.fitters.fitter INFO] Final sigma: [-0.0346 0.0517 -0.0403 0.1598]
[nems.analysis.fit_basic INFO] Delta error: 1.156710 - 0.991069 = -1.656403e-01
[nems.analysis.fit_pop_model INFO] dError (1.156710 - 0.991069) = 0.165640 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 33
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.209480 -- Final error: 0.923442
[nems.fitters.fitter INFO] Final sigma: [-0.1985 -0.4426 0.5016 0.442 ]
[nems.analysis.fit_basic INFO] Delta error: 1.209480 - 0.923442 = -2.860377e-01
[nems.analysis.fit_pop_model INFO] dError (1.209480 - 0.923442) = 0.286038 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 34
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.072762 -- Final error: 0.994146
[nems.fitters.fitter INFO] Final sigma: [-0.0103 -0.0475 -0.0963 0.1133]
[nems.analysis.fit_basic INFO] Delta error: 1.072762 - 0.994146 = -7.861596e-02
[nems.analysis.fit_pop_model INFO] dError (1.072762 - 0.994146) = 0.078616 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 35
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.195693 -- Final error: 0.996956
[nems.fitters.fitter INFO] Final sigma: [-0.0494 -0.0574 0.0023 0.2044]
[nems.analysis.fit_basic INFO] Delta error: 1.195693 - 0.996956 = -1.987371e-01
[nems.analysis.fit_pop_model INFO] dError (1.195693 - 0.996956) = 0.198737 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 36
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.02 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.104946 -- Final error: 0.997872
[nems.fitters.fitter INFO] Final sigma: [-0.0202 0.01 0.0421 0.0979]
[nems.analysis.fit_basic INFO] Delta error: 1.104946 - 0.997872 = -1.070742e-01
[nems.analysis.fit_pop_model INFO] dError (1.104946 - 0.997872) = 0.107074 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 37
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.260380 -- Final error: 0.996878
[nems.fitters.fitter INFO] Final sigma: [ 0.011 -0.0613 0.0075 0.2414]
[nems.analysis.fit_basic INFO] Delta error: 1.260380 - 0.996878 = -2.635017e-01
[nems.analysis.fit_pop_model INFO] dError (1.260380 - 0.996878) = 0.263502 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 38
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.272398 -- Final error: 0.893899
[nems.fitters.fitter INFO] Final sigma: [ 0.142 -0.5605 -0.4438 0.5261]
[nems.analysis.fit_basic INFO] Delta error: 1.272398 - 0.893899 = -3.784993e-01
[nems.analysis.fit_pop_model INFO] dError (1.272398 - 0.893899) = 0.378499 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 39
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.122774 -- Final error: 0.991352
[nems.fitters.fitter INFO] Final sigma: [ 0.008 -0.0758 -0.0681 0.1247]
[nems.analysis.fit_basic INFO] Delta error: 1.122774 - 0.991352 = -1.314221e-01
[nems.analysis.fit_pop_model INFO] dError (1.122774 - 0.991352) = 0.131422 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 40
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.069692 -- Final error: 0.959891
[nems.fitters.fitter INFO] Final sigma: [ 0.0955 -0.0733 -0.1244 0.0938]
[nems.analysis.fit_basic INFO] Delta error: 1.069692 - 0.959891 = -1.098009e-01
[nems.analysis.fit_pop_model INFO] dError (1.069692 - 0.959891) = 0.109801 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 41
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.430951 -- Final error: 0.982976
[nems.fitters.fitter INFO] Final sigma: [-0.0478 -0.2805 0.0454 0.4858]
[nems.analysis.fit_basic INFO] Delta error: 1.430951 - 0.982976 = -4.479742e-01
[nems.analysis.fit_pop_model INFO] dError (1.430951 - 0.982976) = 0.447974 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 42
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.041183 -- Final error: 0.999454
[nems.fitters.fitter INFO] Final sigma: [-0.0019 0.0002 -0.0146 0.043 ]
[nems.analysis.fit_basic INFO] Delta error: 1.041183 - 0.999454 = -4.172933e-02
[nems.analysis.fit_pop_model INFO] dError (1.041183 - 0.999454) = 0.041729 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 43
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.139926 -- Final error: 0.994667
[nems.fitters.fitter INFO] Final sigma: [-0.0062 -0.0559 -0.1149 0.174 ]
[nems.analysis.fit_basic INFO] Delta error: 1.139926 - 0.994667 = -1.452588e-01
[nems.analysis.fit_pop_model INFO] dError (1.139926 - 0.994667) = 0.145259 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 44
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.046366 -- Final error: 0.992965
[nems.fitters.fitter INFO] Final sigma: [-0.0112 0.0368 -0.0004 0.0363]
[nems.analysis.fit_basic INFO] Delta error: 1.046366 - 0.992965 = -5.340067e-02
[nems.analysis.fit_pop_model INFO] dError (1.046366 - 0.992965) = 0.053401 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 45
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.051786 -- Final error: 0.975561
[nems.fitters.fitter INFO] Final sigma: [-0.019 0.0792 -0.0022 0.0302]
[nems.analysis.fit_basic INFO] Delta error: 1.051786 - 0.975561 = -7.622565e-02
[nems.analysis.fit_pop_model INFO] dError (1.051786 - 0.975561) = 0.076226 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 46
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.353430 -- Final error: 0.940298
[nems.fitters.fitter INFO] Final sigma: [ 0.1096 -0.2392 -0.0425 0.3526]
[nems.analysis.fit_basic INFO] Delta error: 1.353430 - 0.940298 = -4.131323e-01
[nems.analysis.fit_pop_model INFO] dError (1.353430 - 0.940298) = 0.413132 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 47
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.101927 -- Final error: 0.993961
[nems.fitters.fitter INFO] Final sigma: [ 0.0183 -0.0793 -0.0713 0.1476]
[nems.analysis.fit_basic INFO] Delta error: 1.101927 - 0.993961 = -1.079656e-01
[nems.analysis.fit_pop_model INFO] dError (1.101927 - 0.993961) = 0.107966 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 48
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.034616 -- Final error: 0.989324
[nems.fitters.fitter INFO] Final sigma: [-0.0113 -0.0809 -0.0635 0.0777]
[nems.analysis.fit_basic INFO] Delta error: 1.034616 - 0.989324 = -4.529218e-02
[nems.analysis.fit_pop_model INFO] dError (1.034616 - 0.989324) = 0.045292 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 49
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.100129 -- Final error: 0.992791
[nems.fitters.fitter INFO] Final sigma: [-0.0408 -0.1212 -0.0708 0.1733]
[nems.analysis.fit_basic INFO] Delta error: 1.100129 - 0.992791 = -1.073383e-01
[nems.analysis.fit_pop_model INFO] dError (1.100129 - 0.992791) = 0.107338 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 50
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.039243 -- Final error: 0.981521
[nems.fitters.fitter INFO] Final sigma: [-0.0218 0.0464 0.0049 0.031 ]
[nems.analysis.fit_basic INFO] Delta error: 1.039243 - 0.981521 = -5.772140e-02
[nems.analysis.fit_pop_model INFO] dError (1.039243 - 0.981521) = 0.057721 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 51
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.038851 -- Final error: 0.974957
[nems.fitters.fitter INFO] Final sigma: [-0.0055 -0.1576 -0.0764 0.1156]
[nems.analysis.fit_basic INFO] Delta error: 1.038851 - 0.974957 = -6.389404e-02
[nems.analysis.fit_pop_model INFO] dError (1.038851 - 0.974957) = 0.063894 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 52
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.025991 -- Final error: 0.971429
[nems.fitters.fitter INFO] Final sigma: [ 0.0662 -0.0475 -0.0631 0.0495]
[nems.analysis.fit_basic INFO] Delta error: 1.025991 - 0.971429 = -5.456158e-02
[nems.analysis.fit_pop_model INFO] dError (1.025991 - 0.971429) = 0.054562 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 53
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.01 0. ]
[nems.fitters.fitter INFO] Starting error: 1.091154 -- Final error: 0.998200
[nems.fitters.fitter INFO] Final sigma: [ 0.002 0.0061 -0.0493 0.0931]
[nems.analysis.fit_basic INFO] Delta error: 1.091154 - 0.998200 = -9.295371e-02
[nems.analysis.fit_pop_model INFO] dError (1.091154 - 0.998200) = 0.092954 better. updating modelspec
[nems.analysis.fit_pop_model INFO] First fit per cell slice 54
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.analysis.fit_basic INFO] Data len pre-mask: 49500
[nems.analysis.fit_basic INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 20, 'maxfun': 200}
[nems.fitters.fitter INFO] Start sigma: [0.01 0.01 0.02 0. ]
[nems.fitters.fitter INFO] Starting error: 1.149997 -- Final error: 0.974867
[nems.fitters.fitter INFO] Final sigma: [-0.0814 -0.1524 0.2264 0.2199]
[nems.analysis.fit_basic INFO] Delta error: 1.149997 - 0.974867 = -1.751306e-01
[nems.analysis.fit_pop_model INFO] dError (1.149997 - 0.974867) = 0.175131 better. updating modelspec
[nems.xforms INFO] Evaluating: nems.analysis.fit_pop_model.fit_population_iteratively
[nems.analysis.fit_pop_model INFO] Data len pre-mask: 49500
[nems.analysis.fit_pop_model INFO] Data len post-mask: 49500
[nems.modelspec INFO] Freezing fast rec at start=0
[nems.analysis.fit_pop_model INFO] Fitting subsets with tol: 1.00E-04 fit_iter 10 tol_iter 50
[nems.analysis.fit_pop_model INFO] (0) Tol 1.00e-04: Loop 0/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=0
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.667 0.2013 0.0837 0.0357 0.484 0.2673 -0.0306 -0.0555 0.0311
0.0262 0.0095 -0.0446 -0.1568 0.5761]
[nems.fitters.fitter INFO] Starting error: 0.876768 -- Final error: 0.876471
[nems.fitters.fitter INFO] Final sigma: [-0.6655 0.1613 0.0883 0.0317 0.4811 0.2674 -0.0279 -0.0523 0.0333
0.0268 0.0091 -0.0457 -0.1584 0.577 ]
[nems.analysis.fit_basic INFO] Delta error: 0.876768 - 0.876471 = -2.969923e-04
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2013 0.0837 -0.0357 -0.484 -0.2673 0.0306 0.0555 -0.0311 -0.0262
-0.0095 0.0446 0.1568 -0.5761]
[nems.fitters.fitter INFO] Starting error: 0.876470 -- Final error: 0.875554
[nems.fitters.fitter INFO] Final sigma: [ 0.1874 0.1226 0.0021 -0.4559 -0.2484 0.0324 0.0425 -0.0536 -0.0572
-0.0494 -0.0068 0.099 -0.6237]
[nems.analysis.fit_basic INFO] Delta error: 0.876470 - 0.875554 = -9.168420e-04
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2898 0.3081 -0.2259 0.2664 0.7422 0.1107 -0.2714 -0.2229 -0.0619
0.0158 -0.0107 -0.3364 0.0068]
[nems.fitters.fitter INFO] Starting error: 0.875554 -- Final error: 0.875501
[nems.fitters.fitter INFO] Final sigma: [ 0.2926 0.3091 -0.2221 0.2687 0.7415 0.1078 -0.2734 -0.2245 -0.0632
0.0155 -0.0095 -0.334 0.0062]
[nems.analysis.fit_basic INFO] Delta error: 0.875554 - 0.875501 = -5.261637e-05
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0778 -0.0463 -0.0861 0.2073]
[nems.fitters.fitter INFO] Starting error: 0.982323 -- Final error: 0.982259
[nems.fitters.fitter INFO] Final sigma: [ 0.0793 -0.0489 -0.0846 0.2107]
[nems.analysis.fit_basic INFO] Delta error: 0.982323 - 0.982259 = -6.423129e-05
[nems.analysis.fit_pop_model INFO] dError (0.982323 - 0.982259) = 0.000064 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0151 -0.1297 0.1121 0.2522]
[nems.fitters.fitter INFO] Starting error: 0.983421 -- Final error: 0.983395
[nems.fitters.fitter INFO] Final sigma: [-0.0161 -0.1287 0.1099 0.2542]
[nems.analysis.fit_basic INFO] Delta error: 0.983421 - 0.983395 = -2.618857e-05
[nems.analysis.fit_pop_model INFO] dError (0.983421 - 0.983395) = 0.000026 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0014 -0.179 -0.0695 0.123 ]
[nems.fitters.fitter INFO] Starting error: 0.948637 -- Final error: 0.948616
[nems.fitters.fitter INFO] Final sigma: [-0.003 -0.1764 -0.0692 0.1254]
[nems.analysis.fit_basic INFO] Delta error: 0.948637 - 0.948616 = -2.060522e-05
[nems.analysis.fit_pop_model INFO] dError (0.948637 - 0.948616) = 0.000021 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0049 -0.1168 -0.0459 0.1738]
[nems.fitters.fitter INFO] Starting error: 0.984954 -- Final error: 0.984476
[nems.fitters.fitter INFO] Final sigma: [-0.0056 -0.1444 -0.0408 0.1861]
[nems.analysis.fit_basic INFO] Delta error: 0.984954 - 0.984476 = -4.775967e-04
[nems.analysis.fit_pop_model INFO] dError (0.984954 - 0.984476) = 0.000478 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1183 0.0815 0.0301 0.2336]
[nems.fitters.fitter INFO] Starting error: 0.986501 -- Final error: 0.985910
[nems.fitters.fitter INFO] Final sigma: [0.151 0.1154 0.0056 0.2147]
[nems.analysis.fit_basic INFO] Delta error: 0.986501 - 0.985910 = -5.915318e-04
[nems.analysis.fit_pop_model INFO] dError (0.986501 - 0.985910) = 0.000592 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0233 0.031 0.1557 -0.0154]
[nems.fitters.fitter INFO] Starting error: 0.925097 -- Final error: 0.925084
[nems.fitters.fitter INFO] Final sigma: [ 0.023 0.0305 0.1558 -0.0156]
[nems.analysis.fit_basic INFO] Delta error: 0.925097 - 0.925084 = -1.251344e-05
[nems.analysis.fit_pop_model INFO] dError (0.925097 - 0.925084) = 0.000013 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0038 0.0121 -0.0021 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997633 -- Final error: 0.997632
[nems.fitters.fitter INFO] Final sigma: [-0.0038 0.012 -0.0021 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997633 - 0.997632 = -8.814677e-07
[nems.analysis.fit_pop_model INFO] dError (0.997633 - 0.997632) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0713 -0.0705 0.1094 0.0574]
[nems.fitters.fitter INFO] Starting error: 0.929915 -- Final error: 0.929903
[nems.fitters.fitter INFO] Final sigma: [ 0.0707 -0.0704 0.1098 0.0599]
[nems.analysis.fit_basic INFO] Delta error: 0.929915 - 0.929903 = -1.121123e-05
[nems.analysis.fit_pop_model INFO] dError (0.929915 - 0.929903) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0441 0.0199 -0.0115 0.1272]
[nems.fitters.fitter INFO] Starting error: 0.991418 -- Final error: 0.991412
[nems.fitters.fitter INFO] Final sigma: [-0.0439 0.0193 -0.0117 0.126 ]
[nems.analysis.fit_basic INFO] Delta error: 0.991418 - 0.991412 = -5.105190e-06
[nems.analysis.fit_pop_model INFO] dError (0.991418 - 0.991412) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.006 0.0067 0.0009 0.0032]
[nems.fitters.fitter INFO] Starting error: 0.999388 -- Final error: 0.999376
[nems.fitters.fitter INFO] Final sigma: [0.006 0.0066 0.0009 0.0035]
[nems.analysis.fit_basic INFO] Delta error: 0.999388 - 0.999376 = -1.174119e-05
[nems.analysis.fit_pop_model INFO] dError (0.999388 - 0.999376) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0234 0.0206 -0.047 0.0537]
[nems.fitters.fitter INFO] Starting error: 1.000251 -- Final error: 0.994473
[nems.fitters.fitter INFO] Final sigma: [-0.0031 -0.0659 -0.0565 0.0911]
[nems.analysis.fit_basic INFO] Delta error: 1.000251 - 0.994473 = -5.777912e-03
[nems.analysis.fit_pop_model INFO] dError (1.000251 - 0.994473) = 0.005778 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.2095 0.038 0.5105 0.0875]
[nems.fitters.fitter INFO] Starting error: 0.858800 -- Final error: 0.858626
[nems.fitters.fitter INFO] Final sigma: [0.217 0.0347 0.5129 0.0894]
[nems.analysis.fit_basic INFO] Delta error: 0.858800 - 0.858626 = -1.735720e-04
[nems.analysis.fit_pop_model INFO] dError (0.858800 - 0.858626) = 0.000174 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0547 0.0251 0.0092 0.0959]
[nems.fitters.fitter INFO] Starting error: 0.981206 -- Final error: 0.981192
[nems.fitters.fitter INFO] Final sigma: [-0.0555 0.0263 0.0083 0.0946]
[nems.analysis.fit_basic INFO] Delta error: 0.981206 - 0.981192 = -1.352643e-05
[nems.analysis.fit_pop_model INFO] dError (0.981206 - 0.981192) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0574 -0.0665 0.0645 0.1106]
[nems.fitters.fitter INFO] Starting error: 0.984325 -- Final error: 0.980003
[nems.fitters.fitter INFO] Final sigma: [-0.0821 -0.1416 0.0467 0.1434]
[nems.analysis.fit_basic INFO] Delta error: 0.984325 - 0.980003 = -4.322401e-03
[nems.analysis.fit_pop_model INFO] dError (0.984325 - 0.980003) = 0.004322 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0351 0.1061 0.0114 0.0959]
[nems.fitters.fitter INFO] Starting error: 0.996618 -- Final error: 0.996417
[nems.fitters.fitter INFO] Final sigma: [0.0384 0.0961 0.0125 0.0982]
[nems.analysis.fit_basic INFO] Delta error: 0.996618 - 0.996417 = -2.009792e-04
[nems.analysis.fit_pop_model INFO] dError (0.996618 - 0.996417) = 0.000201 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0317 -0.1505 0.0394 0.1633]
[nems.fitters.fitter INFO] Starting error: 0.982433 -- Final error: 0.982312
[nems.fitters.fitter INFO] Final sigma: [-0.0373 -0.1506 0.0378 0.1657]
[nems.analysis.fit_basic INFO] Delta error: 0.982433 - 0.982312 = -1.215876e-04
[nems.analysis.fit_pop_model INFO] dError (0.982433 - 0.982312) = 0.000122 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.197 0.1181 0.0992 -0.0674]
[nems.fitters.fitter INFO] Starting error: 0.820214 -- Final error: 0.820118
[nems.fitters.fitter INFO] Final sigma: [ 0.2019 0.1145 0.1019 -0.0628]
[nems.analysis.fit_basic INFO] Delta error: 0.820214 - 0.820118 = -9.604259e-05
[nems.analysis.fit_pop_model INFO] dError (0.820214 - 0.820118) = 0.000096 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0013 0.0087 0.1143 0.0063]
[nems.fitters.fitter INFO] Starting error: 0.960655 -- Final error: 0.960647
[nems.fitters.fitter INFO] Final sigma: [1.000e-04 9.200e-03 1.142e-01 5.100e-03]
[nems.analysis.fit_basic INFO] Delta error: 0.960655 - 0.960647 = -8.543219e-06
[nems.analysis.fit_pop_model INFO] dError (0.960655 - 0.960647) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0306 0.0383 0.1137 -0.0207]
[nems.fitters.fitter INFO] Starting error: 0.930140 -- Final error: 0.930059
[nems.fitters.fitter INFO] Final sigma: [ 0.0321 0.038 0.1139 -0.0203]
[nems.analysis.fit_basic INFO] Delta error: 0.930140 - 0.930059 = -8.090371e-05
[nems.analysis.fit_pop_model INFO] dError (0.930140 - 0.930059) = 0.000081 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0012 0.0913 0.047 0.0713]
[nems.fitters.fitter INFO] Starting error: 0.997130 -- Final error: 0.996369
[nems.fitters.fitter INFO] Final sigma: [-0.0099 0.0539 0.0423 0.0866]
[nems.analysis.fit_basic INFO] Delta error: 0.997130 - 0.996369 = -7.609974e-04
[nems.analysis.fit_pop_model INFO] dError (0.997130 - 0.996369) = 0.000761 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0336 0.0067 -0.0408 0.0256]
[nems.fitters.fitter INFO] Starting error: 0.991735 -- Final error: 0.991727
[nems.fitters.fitter INFO] Final sigma: [ 0.0336 0.0067 -0.0406 0.026 ]
[nems.analysis.fit_basic INFO] Delta error: 0.991735 - 0.991727 = -8.306786e-06
[nems.analysis.fit_pop_model INFO] dError (0.991735 - 0.991727) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.4104 -0.0304 -0.2033 0.1381]
[nems.fitters.fitter INFO] Starting error: 0.808799 -- Final error: 0.808483
[nems.fitters.fitter INFO] Final sigma: [ 0.4172 -0.0304 -0.1997 0.1421]
[nems.analysis.fit_basic INFO] Delta error: 0.808799 - 0.808483 = -3.159656e-04
[nems.analysis.fit_pop_model INFO] dError (0.808799 - 0.808483) = 0.000316 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2759 -0.0739 -0.2502 0.1414]
[nems.fitters.fitter INFO] Starting error: 0.920118 -- Final error: 0.919839
[nems.fitters.fitter INFO] Final sigma: [ 0.282 -0.0739 -0.2478 0.1468]
[nems.analysis.fit_basic INFO] Delta error: 0.920118 - 0.919839 = -2.783641e-04
[nems.analysis.fit_pop_model INFO] dError (0.920118 - 0.919839) = 0.000278 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0159 -0.0368 -0.02 0.0867]
[nems.fitters.fitter INFO] Starting error: 0.999079 -- Final error: 0.999032
[nems.fitters.fitter INFO] Final sigma: [-0.0141 -0.033 -0.0204 0.0865]
[nems.analysis.fit_basic INFO] Delta error: 0.999079 - 0.999032 = -4.710456e-05
[nems.analysis.fit_pop_model INFO] dError (0.999079 - 0.999032) = 0.000047 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3014 -0.0489 -0.1256 0.1362]
[nems.fitters.fitter INFO] Starting error: 0.841416 -- Final error: 0.841201
[nems.fitters.fitter INFO] Final sigma: [ 0.3054 -0.048 -0.1231 0.1393]
[nems.analysis.fit_basic INFO] Delta error: 0.841416 - 0.841201 = -2.148064e-04
[nems.analysis.fit_pop_model INFO] dError (0.841416 - 0.841201) = 0.000215 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2786 -0.0785 -0.0987 0.2252]
[nems.fitters.fitter INFO] Starting error: 0.879583 -- Final error: 0.879438
[nems.fitters.fitter INFO] Final sigma: [ 0.2815 -0.0765 -0.0961 0.228 ]
[nems.analysis.fit_basic INFO] Delta error: 0.879583 - 0.879438 = -1.455293e-04
[nems.analysis.fit_pop_model INFO] dError (0.879583 - 0.879438) = 0.000146 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.1053 -0.3241 0.0517 0.202 ]
[nems.fitters.fitter INFO] Starting error: 0.950185 -- Final error: 0.949937
[nems.fitters.fitter INFO] Final sigma: [-0.1097 -0.3153 0.0441 0.2 ]
[nems.analysis.fit_basic INFO] Delta error: 0.950185 - 0.949937 = -2.479749e-04
[nems.analysis.fit_pop_model INFO] dError (0.950185 - 0.949937) = 0.000248 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3676 -0.0199 -0.1431 0.0885]
[nems.fitters.fitter INFO] Starting error: 0.835528 -- Final error: 0.835301
[nems.fitters.fitter INFO] Final sigma: [ 0.3727 -0.0198 -0.1399 0.0921]
[nems.analysis.fit_basic INFO] Delta error: 0.835528 - 0.835301 = -2.272106e-04
[nems.analysis.fit_pop_model INFO] dError (0.835528 - 0.835301) = 0.000227 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0295 0.0697 -0.0025 0.0811]
[nems.fitters.fitter INFO] Starting error: 0.980531 -- Final error: 0.980015
[nems.fitters.fitter INFO] Final sigma: [-0.0192 0.0914 -0.0101 0.0708]
[nems.analysis.fit_basic INFO] Delta error: 0.980531 - 0.980015 = -5.152996e-04
[nems.analysis.fit_pop_model INFO] dError (0.980531 - 0.980015) = 0.000515 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0286 -0.3118 0.4023 0.3823]
[nems.fitters.fitter INFO] Starting error: 0.917557 -- Final error: 0.916796
[nems.fitters.fitter INFO] Final sigma: [-0.0513 -0.3706 0.3834 0.4118]
[nems.analysis.fit_basic INFO] Delta error: 0.917557 - 0.916796 = -7.610934e-04
[nems.analysis.fit_pop_model INFO] dError (0.917557 - 0.916796) = 0.000761 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0096 -0.0543 0.7136 0.2823]
[nems.fitters.fitter INFO] Starting error: 0.897229 -- Final error: 0.896588
[nems.fitters.fitter INFO] Final sigma: [-0.0221 -0.1054 0.7202 0.3083]
[nems.analysis.fit_basic INFO] Delta error: 0.897229 - 0.896588 = -6.411930e-04
[nems.analysis.fit_pop_model INFO] dError (0.897229 - 0.896588) = 0.000641 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0153 -0.2081 -0.079 0.2609]
[nems.fitters.fitter INFO] Starting error: 0.979425 -- Final error: 0.979351
[nems.fitters.fitter INFO] Final sigma: [ 0.0165 -0.2039 -0.0785 0.2634]
[nems.analysis.fit_basic INFO] Delta error: 0.979425 - 0.979351 = -7.478398e-05
[nems.analysis.fit_pop_model INFO] dError (0.979425 - 0.979351) = 0.000075 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0346 0.0517 -0.0403 0.1598]
[nems.fitters.fitter INFO] Starting error: 0.994600 -- Final error: 0.991267
[nems.fitters.fitter INFO] Final sigma: [-0.0679 -0.0431 -0.051 0.2013]
[nems.analysis.fit_basic INFO] Delta error: 0.994600 - 0.991267 = -3.333057e-03
[nems.analysis.fit_pop_model INFO] dError (0.994600 - 0.991267) = 0.003333 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.1985 -0.4426 0.5016 0.442 ]
[nems.fitters.fitter INFO] Starting error: 0.902635 -- Final error: 0.901248
[nems.fitters.fitter INFO] Final sigma: [-0.2358 -0.527 0.4724 0.4838]
[nems.analysis.fit_basic INFO] Delta error: 0.902635 - 0.901248 = -1.386875e-03
[nems.analysis.fit_pop_model INFO] dError (0.902635 - 0.901248) = 0.001387 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0103 -0.0475 -0.0963 0.1133]
[nems.fitters.fitter INFO] Starting error: 0.994845 -- Final error: 0.994758
[nems.fitters.fitter INFO] Final sigma: [-0.0055 -0.0397 -0.095 0.1107]
[nems.analysis.fit_basic INFO] Delta error: 0.994845 - 0.994758 = -8.620839e-05
[nems.analysis.fit_pop_model INFO] dError (0.994845 - 0.994758) = 0.000086 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0494 -0.0574 0.0023 0.2044]
[nems.fitters.fitter INFO] Starting error: 0.995691 -- Final error: 0.995667
[nems.fitters.fitter INFO] Final sigma: [-0.0501 -0.0598 0.0016 0.2034]
[nems.analysis.fit_basic INFO] Delta error: 0.995691 - 0.995667 = -2.393013e-05
[nems.analysis.fit_pop_model INFO] dError (0.995691 - 0.995667) = 0.000024 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0202 0.01 0.0421 0.0979]
[nems.fitters.fitter INFO] Starting error: 0.998229 -- Final error: 0.998217
[nems.fitters.fitter INFO] Final sigma: [-0.0198 0.0084 0.0417 0.097 ]
[nems.analysis.fit_basic INFO] Delta error: 0.998229 - 0.998217 = -1.163979e-05
[nems.analysis.fit_pop_model INFO] dError (0.998229 - 0.998217) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.011 -0.0613 0.0075 0.2414]
[nems.fitters.fitter INFO] Starting error: 0.996549 -- Final error: 0.996548
[nems.fitters.fitter INFO] Final sigma: [ 0.0111 -0.0614 0.0075 0.2419]
[nems.analysis.fit_basic INFO] Delta error: 0.996549 - 0.996548 = -8.044070e-07
[nems.analysis.fit_pop_model INFO] dError (0.996549 - 0.996548) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.142 -0.5605 -0.4438 0.5261]
[nems.fitters.fitter INFO] Starting error: 0.905804 -- Final error: 0.904621
[nems.fitters.fitter INFO] Final sigma: [ 0.1523 -0.4851 -0.3937 0.5003]
[nems.analysis.fit_basic INFO] Delta error: 0.905804 - 0.904621 = -1.182585e-03
[nems.analysis.fit_pop_model INFO] dError (0.905804 - 0.904621) = 0.001183 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.008 -0.0758 -0.0681 0.1247]
[nems.fitters.fitter INFO] Starting error: 0.991524 -- Final error: 0.991514
[nems.fitters.fitter INFO] Final sigma: [ 0.0073 -0.0748 -0.0672 0.1259]
[nems.analysis.fit_basic INFO] Delta error: 0.991524 - 0.991514 = -9.834566e-06
[nems.analysis.fit_pop_model INFO] dError (0.991524 - 0.991514) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0955 -0.0733 -0.1244 0.0938]
[nems.fitters.fitter INFO] Starting error: 0.960977 -- Final error: 0.960963
[nems.fitters.fitter INFO] Final sigma: [ 0.0964 -0.0721 -0.1235 0.0956]
[nems.analysis.fit_basic INFO] Delta error: 0.960977 - 0.960963 = -1.383964e-05
[nems.analysis.fit_pop_model INFO] dError (0.960977 - 0.960963) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0478 -0.2805 0.0454 0.4858]
[nems.fitters.fitter INFO] Starting error: 0.977938 -- Final error: 0.977923
[nems.fitters.fitter INFO] Final sigma: [-0.0471 -0.2811 0.0442 0.488 ]
[nems.analysis.fit_basic INFO] Delta error: 0.977938 - 0.977923 = -1.514385e-05
[nems.analysis.fit_pop_model INFO] dError (0.977938 - 0.977923) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0019 0.0002 -0.0146 0.043 ]
[nems.fitters.fitter INFO] Starting error: 0.999465 -- Final error: 0.999436
[nems.fitters.fitter INFO] Final sigma: [-0.0015 -0.0028 -0.0146 0.0429]
[nems.analysis.fit_basic INFO] Delta error: 0.999465 - 0.999436 = -2.827235e-05
[nems.analysis.fit_pop_model INFO] dError (0.999465 - 0.999436) = 0.000028 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0062 -0.0559 -0.1149 0.174 ]
[nems.fitters.fitter INFO] Starting error: 0.994018 -- Final error: 0.994003
[nems.fitters.fitter INFO] Final sigma: [-0.0064 -0.0583 -0.1142 0.1735]
[nems.analysis.fit_basic INFO] Delta error: 0.994018 - 0.994003 = -1.470864e-05
[nems.analysis.fit_pop_model INFO] dError (0.994018 - 0.994003) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0112 0.0368 -0.0004 0.0363]
[nems.fitters.fitter INFO] Starting error: 0.992877 -- Final error: 0.992844
[nems.fitters.fitter INFO] Final sigma: [-0.0096 0.0361 -0.0027 0.0346]
[nems.analysis.fit_basic INFO] Delta error: 0.992877 - 0.992844 = -3.274014e-05
[nems.analysis.fit_pop_model INFO] dError (0.992877 - 0.992844) = 0.000033 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.019 0.0792 -0.0022 0.0302]
[nems.fitters.fitter INFO] Starting error: 0.974458 -- Final error: 0.974453
[nems.fitters.fitter INFO] Final sigma: [-0.019 0.079 -0.0021 0.0298]
[nems.analysis.fit_basic INFO] Delta error: 0.974458 - 0.974453 = -5.435941e-06
[nems.analysis.fit_pop_model INFO] dError (0.974458 - 0.974453) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1096 -0.2392 -0.0425 0.3526]
[nems.fitters.fitter INFO] Starting error: 0.940978 -- Final error: 0.940940
[nems.fitters.fitter INFO] Final sigma: [ 0.1097 -0.2374 -0.0418 0.3557]
[nems.analysis.fit_basic INFO] Delta error: 0.940978 - 0.940940 = -3.786383e-05
[nems.analysis.fit_pop_model INFO] dError (0.940978 - 0.940940) = 0.000038 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0183 -0.0793 -0.0713 0.1476]
[nems.fitters.fitter INFO] Starting error: 0.993846 -- Final error: 0.993819
[nems.fitters.fitter INFO] Final sigma: [ 0.0207 -0.0781 -0.0708 0.1489]
[nems.analysis.fit_basic INFO] Delta error: 0.993846 - 0.993819 = -2.661729e-05
[nems.analysis.fit_pop_model INFO] dError (0.993846 - 0.993819) = 0.000027 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0113 -0.0809 -0.0635 0.0777]
[nems.fitters.fitter INFO] Starting error: 0.990172 -- Final error: 0.990146
[nems.fitters.fitter INFO] Final sigma: [-0.0127 -0.0783 -0.0632 0.0792]
[nems.analysis.fit_basic INFO] Delta error: 0.990172 - 0.990146 = -2.600120e-05
[nems.analysis.fit_pop_model INFO] dError (0.990172 - 0.990146) = 0.000026 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0408 -0.1212 -0.0708 0.1733]
[nems.fitters.fitter INFO] Starting error: 0.995994 -- Final error: 0.995284
[nems.fitters.fitter INFO] Final sigma: [-0.0279 -0.0825 -0.0676 0.1561]
[nems.analysis.fit_basic INFO] Delta error: 0.995994 - 0.995284 = -7.097288e-04
[nems.analysis.fit_pop_model INFO] dError (0.995994 - 0.995284) = 0.000710 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0218 0.0464 0.0049 0.031 ]
[nems.fitters.fitter INFO] Starting error: 0.979583 -- Final error: 0.978319
[nems.fitters.fitter INFO] Final sigma: [-0.0114 0.0719 0.0088 0.0184]
[nems.analysis.fit_basic INFO] Delta error: 0.979583 - 0.978319 = -1.263349e-03
[nems.analysis.fit_pop_model INFO] dError (0.979583 - 0.978319) = 0.001263 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0055 -0.1576 -0.0764 0.1156]
[nems.fitters.fitter INFO] Starting error: 0.977479 -- Final error: 0.977425
[nems.fitters.fitter INFO] Final sigma: [-0.0061 -0.1538 -0.076 0.1179]
[nems.analysis.fit_basic INFO] Delta error: 0.977479 - 0.977425 = -5.371598e-05
[nems.analysis.fit_pop_model INFO] dError (0.977479 - 0.977425) = 0.000054 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0662 -0.0475 -0.0631 0.0495]
[nems.fitters.fitter INFO] Starting error: 0.973156 -- Final error: 0.973135
[nems.fitters.fitter INFO] Final sigma: [ 0.0644 -0.0465 -0.062 0.0509]
[nems.analysis.fit_basic INFO] Delta error: 0.973156 - 0.973135 = -2.112532e-05
[nems.analysis.fit_pop_model INFO] dError (0.973156 - 0.973135) = 0.000021 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.002 0.0061 -0.0493 0.0931]
[nems.fitters.fitter INFO] Starting error: 0.998094 -- Final error: 0.998082
[nems.fitters.fitter INFO] Final sigma: [ 0.0037 0.0071 -0.0491 0.0933]
[nems.analysis.fit_basic INFO] Delta error: 0.998094 - 0.998082 = -1.157195e-05
[nems.analysis.fit_pop_model INFO] dError (0.998094 - 0.998082) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0814 -0.1524 0.2264 0.2199]
[nems.fitters.fitter INFO] Starting error: 0.970714 -- Final error: 0.970615
[nems.fitters.fitter INFO] Final sigma: [-0.0858 -0.1557 0.223 0.219 ]
[nems.analysis.fit_basic INFO] Delta error: 0.970714 - 0.970615 = -9.967681e-05
[nems.analysis.fit_pop_model INFO] dError (0.970714 - 0.970615) = 0.000100 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=1.00E-04, iter=0/50: deltaE=INF
[nems.analysis.fit_pop_model INFO] (0) Tol 1.00e-04: Loop 1/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=0
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.6655 0.1613 0.0883 0.0317 0.4811 0.2674 -0.0279 -0.0523 0.0333
0.0268 0.0091 -0.0457 -0.1584 0.577 ]
[nems.fitters.fitter INFO] Starting error: 0.875026 -- Final error: 0.875020
[nems.fitters.fitter INFO] Final sigma: [-0.6658 0.1622 0.0863 0.0314 0.4811 0.2683 -0.0264 -0.0508 0.0342
0.027 0.009 -0.0461 -0.159 0.5765]
[nems.analysis.fit_basic INFO] Delta error: 0.875026 - 0.875020 = -5.478445e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1874 0.1226 0.0021 -0.4559 -0.2484 0.0324 0.0425 -0.0536 -0.0572
-0.0494 -0.0068 0.099 -0.6237]
[nems.fitters.fitter INFO] Starting error: 0.875021 -- Final error: 0.875002
[nems.fitters.fitter INFO] Final sigma: [ 0.1873 0.1236 0.0036 -0.4548 -0.2475 0.0325 0.042 -0.0545 -0.0584
-0.0509 -0.0086 0.0969 -0.6252]
[nems.analysis.fit_basic INFO] Delta error: 0.875021 - 0.875002 = -1.885592e-05
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2926 0.3091 -0.2221 0.2687 0.7415 0.1078 -0.2734 -0.2245 -0.0632
0.0155 -0.0095 -0.334 0.0062]
[nems.fitters.fitter INFO] Starting error: 0.875002 -- Final error: 0.874970
[nems.fitters.fitter INFO] Final sigma: [ 0.2948 0.3093 -0.2169 0.2725 0.7423 0.1062 -0.2744 -0.2253 -0.0637
0.0158 -0.0078 -0.3312 0.0057]
[nems.analysis.fit_basic INFO] Delta error: 0.875002 - 0.874970 = -3.208294e-05
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0793 -0.0489 -0.0846 0.2107]
[nems.fitters.fitter INFO] Starting error: 0.982188 -- Final error: 0.982142
[nems.fitters.fitter INFO] Final sigma: [ 0.0778 -0.0517 -0.0841 0.2085]
[nems.analysis.fit_basic INFO] Delta error: 0.982188 - 0.982142 = -4.678506e-05
[nems.analysis.fit_pop_model INFO] dError (0.982188 - 0.982142) = 0.000047 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0161 -0.1287 0.1099 0.2542]
[nems.fitters.fitter INFO] Starting error: 0.983393 -- Final error: 0.983366
[nems.fitters.fitter INFO] Final sigma: [-0.0175 -0.1293 0.1087 0.252 ]
[nems.analysis.fit_basic INFO] Delta error: 0.983393 - 0.983366 = -2.711253e-05
[nems.analysis.fit_pop_model INFO] dError (0.983393 - 0.983366) = 0.000027 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.003 -0.1764 -0.0692 0.1254]
[nems.fitters.fitter INFO] Starting error: 0.948889 -- Final error: 0.948839
[nems.fitters.fitter INFO] Final sigma: [-0.0033 -0.1767 -0.069 0.1241]
[nems.analysis.fit_basic INFO] Delta error: 0.948889 - 0.948839 = -4.964721e-05
[nems.analysis.fit_pop_model INFO] dError (0.948889 - 0.948839) = 0.000050 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0056 -0.1444 -0.0408 0.1861]
[nems.fitters.fitter INFO] Starting error: 0.984299 -- Final error: 0.984294
[nems.fitters.fitter INFO] Final sigma: [-0.0061 -0.144 -0.0411 0.1872]
[nems.analysis.fit_basic INFO] Delta error: 0.984299 - 0.984294 = -4.407400e-06
[nems.analysis.fit_pop_model INFO] dError (0.984299 - 0.984294) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.151 0.1154 0.0056 0.2147]
[nems.fitters.fitter INFO] Starting error: 0.985875 -- Final error: 0.985868
[nems.fitters.fitter INFO] Final sigma: [0.1491 0.1164 0.0055 0.2143]
[nems.analysis.fit_basic INFO] Delta error: 0.985875 - 0.985868 = -6.768242e-06
[nems.analysis.fit_pop_model INFO] dError (0.985875 - 0.985868) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.023 0.0305 0.1558 -0.0156]
[nems.fitters.fitter INFO] Starting error: 0.925685 -- Final error: 0.925609
[nems.fitters.fitter INFO] Final sigma: [ 0.022 0.0304 0.1556 -0.0164]
[nems.analysis.fit_basic INFO] Delta error: 0.925685 - 0.925609 = -7.565443e-05
[nems.analysis.fit_pop_model INFO] dError (0.925685 - 0.925609) = 0.000076 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0038 0.012 -0.0021 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997631 -- Final error: 0.997631
[nems.fitters.fitter INFO] Final sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997631 - 0.997631 = -5.606992e-07
[nems.analysis.fit_pop_model INFO] dError (0.997631 - 0.997631) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0707 -0.0704 0.1098 0.0599]
[nems.fitters.fitter INFO] Starting error: 0.929852 -- Final error: 0.929730
[nems.fitters.fitter INFO] Final sigma: [ 0.0686 -0.0711 0.1096 0.0583]
[nems.analysis.fit_basic INFO] Delta error: 0.929852 - 0.929730 = -1.227653e-04
[nems.analysis.fit_pop_model INFO] dError (0.929852 - 0.929730) = 0.000123 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0439 0.0193 -0.0117 0.126 ]
[nems.fitters.fitter INFO] Starting error: 0.991416 -- Final error: 0.991409
[nems.fitters.fitter INFO] Final sigma: [-0.0428 0.0195 -0.0116 0.1273]
[nems.analysis.fit_basic INFO] Delta error: 0.991416 - 0.991409 = -6.488419e-06
[nems.analysis.fit_pop_model INFO] dError (0.991416 - 0.991409) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.006 0.0066 0.0009 0.0035]
[nems.fitters.fitter INFO] Starting error: 0.999374 -- Final error: 0.999365
[nems.fitters.fitter INFO] Final sigma: [0.0058 0.0064 0.0009 0.0034]
[nems.analysis.fit_basic INFO] Delta error: 0.999374 - 0.999365 = -9.341632e-06
[nems.analysis.fit_pop_model INFO] dError (0.999374 - 0.999365) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0031 -0.0659 -0.0565 0.0911]
[nems.fitters.fitter INFO] Starting error: 0.993993 -- Final error: 0.993989
[nems.fitters.fitter INFO] Final sigma: [-0.0022 -0.0661 -0.057 0.0919]
[nems.analysis.fit_basic INFO] Delta error: 0.993993 - 0.993989 = -4.263946e-06
[nems.analysis.fit_pop_model INFO] dError (0.993993 - 0.993989) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.217 0.0347 0.5129 0.0894]
[nems.fitters.fitter INFO] Starting error: 0.859498 -- Final error: 0.859358
[nems.fitters.fitter INFO] Final sigma: [0.2131 0.0343 0.5117 0.0855]
[nems.analysis.fit_basic INFO] Delta error: 0.859498 - 0.859358 = -1.406687e-04
[nems.analysis.fit_pop_model INFO] dError (0.859498 - 0.859358) = 0.000141 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0555 0.0263 0.0083 0.0946]
[nems.fitters.fitter INFO] Starting error: 0.981181 -- Final error: 0.981155
[nems.fitters.fitter INFO] Final sigma: [-0.0549 0.0268 0.0083 0.0954]
[nems.analysis.fit_basic INFO] Delta error: 0.981181 - 0.981155 = -2.659222e-05
[nems.analysis.fit_pop_model INFO] dError (0.981181 - 0.981155) = 0.000027 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0821 -0.1416 0.0467 0.1434]
[nems.fitters.fitter INFO] Starting error: 0.979693 -- Final error: 0.979687
[nems.fitters.fitter INFO] Final sigma: [-0.0814 -0.142 0.0453 0.1439]
[nems.analysis.fit_basic INFO] Delta error: 0.979693 - 0.979687 = -5.502585e-06
[nems.analysis.fit_pop_model INFO] dError (0.979693 - 0.979687) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0384 0.0961 0.0125 0.0982]
[nems.fitters.fitter INFO] Starting error: 0.996497 -- Final error: 0.996450
[nems.fitters.fitter INFO] Final sigma: [0.0349 0.095 0.0116 0.097 ]
[nems.analysis.fit_basic INFO] Delta error: 0.996497 - 0.996450 = -4.669945e-05
[nems.analysis.fit_pop_model INFO] dError (0.996497 - 0.996450) = 0.000047 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0373 -0.1506 0.0378 0.1657]
[nems.fitters.fitter INFO] Starting error: 0.982274 -- Final error: 0.982269
[nems.fitters.fitter INFO] Final sigma: [-0.0378 -0.152 0.0374 0.1655]
[nems.analysis.fit_basic INFO] Delta error: 0.982274 - 0.982269 = -5.619925e-06
[nems.analysis.fit_pop_model INFO] dError (0.982274 - 0.982269) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2019 0.1145 0.1019 -0.0628]
[nems.fitters.fitter INFO] Starting error: 0.820264 -- Final error: 0.819548
[nems.fitters.fitter INFO] Final sigma: [ 0.1985 0.1124 0.1018 -0.0666]
[nems.analysis.fit_basic INFO] Delta error: 0.820264 - 0.819548 = -7.156918e-04
[nems.analysis.fit_pop_model INFO] dError (0.820264 - 0.819548) = 0.000716 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [1.000e-04 9.200e-03 1.142e-01 5.100e-03]
[nems.fitters.fitter INFO] Starting error: 0.961025 -- Final error: 0.960947
[nems.fitters.fitter INFO] Final sigma: [-0.0012 0.01 0.1136 0.0046]
[nems.analysis.fit_basic INFO] Delta error: 0.961025 - 0.960947 = -7.801425e-05
[nems.analysis.fit_pop_model INFO] dError (0.961025 - 0.960947) = 0.000078 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0321 0.038 0.1139 -0.0203]
[nems.fitters.fitter INFO] Starting error: 0.931075 -- Final error: 0.930932
[nems.fitters.fitter INFO] Final sigma: [ 0.0314 0.0379 0.1134 -0.0214]
[nems.analysis.fit_basic INFO] Delta error: 0.931075 - 0.930932 = -1.433601e-04
[nems.analysis.fit_pop_model INFO] dError (0.931075 - 0.930932) = 0.000143 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0099 0.0539 0.0423 0.0866]
[nems.fitters.fitter INFO] Starting error: 0.996479 -- Final error: 0.996477
[nems.fitters.fitter INFO] Final sigma: [-0.0104 0.0539 0.042 0.0862]
[nems.analysis.fit_basic INFO] Delta error: 0.996479 - 0.996477 = -1.346283e-06
[nems.analysis.fit_pop_model INFO] dError (0.996479 - 0.996477) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0336 0.0067 -0.0406 0.026 ]
[nems.fitters.fitter INFO] Starting error: 0.991757 -- Final error: 0.991718
[nems.fitters.fitter INFO] Final sigma: [ 0.0324 0.0048 -0.0369 0.0271]
[nems.analysis.fit_basic INFO] Delta error: 0.991757 - 0.991718 = -3.896590e-05
[nems.analysis.fit_pop_model INFO] dError (0.991757 - 0.991718) = 0.000039 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.4172 -0.0304 -0.1997 0.1421]
[nems.fitters.fitter INFO] Starting error: 0.808243 -- Final error: 0.808211
[nems.fitters.fitter INFO] Final sigma: [ 0.4179 -0.0313 -0.1978 0.1391]
[nems.analysis.fit_basic INFO] Delta error: 0.808243 - 0.808211 = -3.147253e-05
[nems.analysis.fit_pop_model INFO] dError (0.808243 - 0.808211) = 0.000031 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.282 -0.0739 -0.2478 0.1468]
[nems.fitters.fitter INFO] Starting error: 0.919345 -- Final error: 0.919311
[nems.fitters.fitter INFO] Final sigma: [ 0.286 -0.0761 -0.2456 0.1455]
[nems.analysis.fit_basic INFO] Delta error: 0.919345 - 0.919311 = -3.386586e-05
[nems.analysis.fit_pop_model INFO] dError (0.919345 - 0.919311) = 0.000034 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0141 -0.033 -0.0204 0.0865]
[nems.fitters.fitter INFO] Starting error: 0.999027 -- Final error: 0.998989
[nems.fitters.fitter INFO] Final sigma: [-0.0142 -0.0331 -0.0205 0.0852]
[nems.analysis.fit_basic INFO] Delta error: 0.999027 - 0.998989 = -3.810271e-05
[nems.analysis.fit_pop_model INFO] dError (0.999027 - 0.998989) = 0.000038 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3054 -0.048 -0.1231 0.1393]
[nems.fitters.fitter INFO] Starting error: 0.841533 -- Final error: 0.841497
[nems.fitters.fitter INFO] Final sigma: [ 0.3055 -0.0481 -0.1204 0.1363]
[nems.analysis.fit_basic INFO] Delta error: 0.841533 - 0.841497 = -3.612698e-05
[nems.analysis.fit_pop_model INFO] dError (0.841533 - 0.841497) = 0.000036 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2815 -0.0765 -0.0961 0.228 ]
[nems.fitters.fitter INFO] Starting error: 0.879869 -- Final error: 0.879815
[nems.fitters.fitter INFO] Final sigma: [ 0.2808 -0.0751 -0.0926 0.2242]
[nems.analysis.fit_basic INFO] Delta error: 0.879869 - 0.879815 = -5.389817e-05
[nems.analysis.fit_pop_model INFO] dError (0.879869 - 0.879815) = 0.000054 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.1097 -0.3153 0.0441 0.2 ]
[nems.fitters.fitter INFO] Starting error: 0.949762 -- Final error: 0.949713
[nems.fitters.fitter INFO] Final sigma: [-0.1066 -0.3141 0.0441 0.2026]
[nems.analysis.fit_basic INFO] Delta error: 0.949762 - 0.949713 = -4.842093e-05
[nems.analysis.fit_pop_model INFO] dError (0.949762 - 0.949713) = 0.000048 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3727 -0.0198 -0.1399 0.0921]
[nems.fitters.fitter INFO] Starting error: 0.835388 -- Final error: 0.835362
[nems.fitters.fitter INFO] Final sigma: [ 0.3726 -0.0205 -0.138 0.0894]
[nems.analysis.fit_basic INFO] Delta error: 0.835388 - 0.835362 = -2.648794e-05
[nems.analysis.fit_pop_model INFO] dError (0.835388 - 0.835362) = 0.000026 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0192 0.0914 -0.0101 0.0708]
[nems.fitters.fitter INFO] Starting error: 0.979937 -- Final error: 0.979936
[nems.fitters.fitter INFO] Final sigma: [-0.0187 0.0913 -0.0097 0.0704]
[nems.analysis.fit_basic INFO] Delta error: 0.979937 - 0.979936 = -1.690128e-06
[nems.analysis.fit_pop_model INFO] dError (0.979937 - 0.979936) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0513 -0.3706 0.3834 0.4118]
[nems.fitters.fitter INFO] Starting error: 0.916775 -- Final error: 0.916745
[nems.fitters.fitter INFO] Final sigma: [-0.0535 -0.3706 0.3825 0.4093]
[nems.analysis.fit_basic INFO] Delta error: 0.916775 - 0.916745 = -2.963333e-05
[nems.analysis.fit_pop_model INFO] dError (0.916775 - 0.916745) = 0.000030 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0221 -0.1054 0.7202 0.3083]
[nems.fitters.fitter INFO] Starting error: 0.895841 -- Final error: 0.895743
[nems.fitters.fitter INFO] Final sigma: [-0.0258 -0.106 0.7189 0.3035]
[nems.analysis.fit_basic INFO] Delta error: 0.895841 - 0.895743 = -9.775955e-05
[nems.analysis.fit_pop_model INFO] dError (0.895841 - 0.895743) = 0.000098 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0165 -0.2039 -0.0785 0.2634]
[nems.fitters.fitter INFO] Starting error: 0.979295 -- Final error: 0.979235
[nems.fitters.fitter INFO] Final sigma: [ 0.0162 -0.2021 -0.0787 0.2591]
[nems.analysis.fit_basic INFO] Delta error: 0.979295 - 0.979235 = -6.003425e-05
[nems.analysis.fit_pop_model INFO] dError (0.979295 - 0.979235) = 0.000060 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0679 -0.0431 -0.051 0.2013]
[nems.fitters.fitter INFO] Starting error: 0.991130 -- Final error: 0.991124
[nems.fitters.fitter INFO] Final sigma: [-0.0669 -0.0433 -0.0511 0.2022]
[nems.analysis.fit_basic INFO] Delta error: 0.991130 - 0.991124 = -5.657013e-06
[nems.analysis.fit_pop_model INFO] dError (0.991130 - 0.991124) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2358 -0.527 0.4724 0.4838]
[nems.fitters.fitter INFO] Starting error: 0.900547 -- Final error: 0.900526
[nems.fitters.fitter INFO] Final sigma: [-0.2361 -0.5279 0.472 0.4811]
[nems.analysis.fit_basic INFO] Delta error: 0.900547 - 0.900526 = -2.065446e-05
[nems.analysis.fit_pop_model INFO] dError (0.900547 - 0.900526) = 0.000021 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0055 -0.0397 -0.095 0.1107]
[nems.fitters.fitter INFO] Starting error: 0.994395 -- Final error: 0.994389
[nems.fitters.fitter INFO] Final sigma: [-0.0057 -0.0398 -0.0952 0.109 ]
[nems.analysis.fit_basic INFO] Delta error: 0.994395 - 0.994389 = -6.162404e-06
[nems.analysis.fit_pop_model INFO] dError (0.994395 - 0.994389) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0501 -0.0598 0.0016 0.2034]
[nems.fitters.fitter INFO] Starting error: 0.995621 -- Final error: 0.995594
[nems.fitters.fitter INFO] Final sigma: [-0.0494 -0.0604 0.0015 0.2061]
[nems.analysis.fit_basic INFO] Delta error: 0.995621 - 0.995594 = -2.610159e-05
[nems.analysis.fit_pop_model INFO] dError (0.995621 - 0.995594) = 0.000026 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0198 0.0084 0.0417 0.097 ]
[nems.fitters.fitter INFO] Starting error: 0.998278 -- Final error: 0.998273
[nems.fitters.fitter INFO] Final sigma: [-0.0194 0.0083 0.0414 0.0985]
[nems.analysis.fit_basic INFO] Delta error: 0.998278 - 0.998273 = -4.876839e-06
[nems.analysis.fit_pop_model INFO] dError (0.998278 - 0.998273) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0111 -0.0614 0.0075 0.2419]
[nems.fitters.fitter INFO] Starting error: 0.996535 -- Final error: 0.996534
[nems.fitters.fitter INFO] Final sigma: [ 0.0108 -0.0617 0.0075 0.2416]
[nems.analysis.fit_basic INFO] Delta error: 0.996535 - 0.996534 = -7.325639e-07
[nems.analysis.fit_pop_model INFO] dError (0.996535 - 0.996534) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1523 -0.4851 -0.3937 0.5003]
[nems.fitters.fitter INFO] Starting error: 0.904825 -- Final error: 0.904809
[nems.fitters.fitter INFO] Final sigma: [ 0.154 -0.4849 -0.3932 0.5021]
[nems.analysis.fit_basic INFO] Delta error: 0.904825 - 0.904809 = -1.560758e-05
[nems.analysis.fit_pop_model INFO] dError (0.904825 - 0.904809) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0073 -0.0748 -0.0672 0.1259]
[nems.fitters.fitter INFO] Starting error: 0.991460 -- Final error: 0.991457
[nems.fitters.fitter INFO] Final sigma: [ 0.0071 -0.0752 -0.0666 0.1249]
[nems.analysis.fit_basic INFO] Delta error: 0.991460 - 0.991457 = -3.289933e-06
[nems.analysis.fit_pop_model INFO] dError (0.991460 - 0.991457) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0964 -0.0721 -0.1235 0.0956]
[nems.fitters.fitter INFO] Starting error: 0.960799 -- Final error: 0.960788
[nems.fitters.fitter INFO] Final sigma: [ 0.0962 -0.0721 -0.1228 0.0938]
[nems.analysis.fit_basic INFO] Delta error: 0.960799 - 0.960788 = -1.029679e-05
[nems.analysis.fit_pop_model INFO] dError (0.960799 - 0.960788) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0471 -0.2811 0.0442 0.488 ]
[nems.fitters.fitter INFO] Starting error: 0.977848 -- Final error: 0.977833
[nems.fitters.fitter INFO] Final sigma: [-0.0479 -0.2826 0.0427 0.4867]
[nems.analysis.fit_basic INFO] Delta error: 0.977848 - 0.977833 = -1.470465e-05
[nems.analysis.fit_pop_model INFO] dError (0.977848 - 0.977833) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0015 -0.0028 -0.0146 0.0429]
[nems.fitters.fitter INFO] Starting error: 0.999432 -- Final error: 0.999394
[nems.fitters.fitter INFO] Final sigma: [-0.0014 -0.0027 -0.0146 0.0438]
[nems.analysis.fit_basic INFO] Delta error: 0.999432 - 0.999394 = -3.805312e-05
[nems.analysis.fit_pop_model INFO] dError (0.999432 - 0.999394) = 0.000038 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0064 -0.0583 -0.1142 0.1735]
[nems.fitters.fitter INFO] Starting error: 0.993860 -- Final error: 0.993837
[nems.fitters.fitter INFO] Final sigma: [-0.0054 -0.0585 -0.1137 0.176 ]
[nems.analysis.fit_basic INFO] Delta error: 0.993860 - 0.993837 = -2.318819e-05
[nems.analysis.fit_pop_model INFO] dError (0.993860 - 0.993837) = 0.000023 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0096 0.0361 -0.0027 0.0346]
[nems.fitters.fitter INFO] Starting error: 0.992841 -- Final error: 0.992774
[nems.fitters.fitter INFO] Final sigma: [-0.0091 0.0366 -0.003 0.0358]
[nems.analysis.fit_basic INFO] Delta error: 0.992841 - 0.992774 = -6.680524e-05
[nems.analysis.fit_pop_model INFO] dError (0.992841 - 0.992774) = 0.000067 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.019 0.079 -0.0021 0.0298]
[nems.fitters.fitter INFO] Starting error: 0.974439 -- Final error: 0.974436
[nems.fitters.fitter INFO] Final sigma: [-0.0187 0.0788 -0.0021 0.03 ]
[nems.analysis.fit_basic INFO] Delta error: 0.974439 - 0.974436 = -2.967558e-06
[nems.analysis.fit_pop_model INFO] dError (0.974439 - 0.974436) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1097 -0.2374 -0.0418 0.3557]
[nems.fitters.fitter INFO] Starting error: 0.940997 -- Final error: 0.940980
[nems.fitters.fitter INFO] Final sigma: [ 0.1081 -0.2371 -0.0414 0.3538]
[nems.analysis.fit_basic INFO] Delta error: 0.940997 - 0.940980 = -1.681999e-05
[nems.analysis.fit_pop_model INFO] dError (0.940997 - 0.940980) = 0.000017 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0207 -0.0781 -0.0708 0.1489]
[nems.fitters.fitter INFO] Starting error: 0.993629 -- Final error: 0.993610
[nems.fitters.fitter INFO] Final sigma: [ 0.0215 -0.078 -0.0709 0.1465]
[nems.analysis.fit_basic INFO] Delta error: 0.993629 - 0.993610 = -1.903375e-05
[nems.analysis.fit_pop_model INFO] dError (0.993629 - 0.993610) = 0.000019 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0127 -0.0783 -0.0632 0.0792]
[nems.fitters.fitter INFO] Starting error: 0.989900 -- Final error: 0.989873
[nems.fitters.fitter INFO] Final sigma: [-0.0127 -0.0784 -0.0632 0.0782]
[nems.analysis.fit_basic INFO] Delta error: 0.989900 - 0.989873 = -2.716458e-05
[nems.analysis.fit_pop_model INFO] dError (0.989900 - 0.989873) = 0.000027 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0279 -0.0825 -0.0676 0.1561]
[nems.fitters.fitter INFO] Starting error: 0.995220 -- Final error: 0.995217
[nems.fitters.fitter INFO] Final sigma: [-0.0272 -0.0824 -0.0674 0.1568]
[nems.analysis.fit_basic INFO] Delta error: 0.995220 - 0.995217 = -2.900724e-06
[nems.analysis.fit_pop_model INFO] dError (0.995220 - 0.995217) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0114 0.0719 0.0088 0.0184]
[nems.fitters.fitter INFO] Starting error: 0.978261 -- Final error: 0.978261
[nems.fitters.fitter INFO] Final sigma: [-0.0115 0.0719 0.0089 0.0183]
[nems.analysis.fit_basic INFO] Delta error: 0.978261 - 0.978261 = -2.563852e-08
[nems.analysis.fit_pop_model INFO] dError (0.978261 - 0.978261) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0061 -0.1538 -0.076 0.1179]
[nems.fitters.fitter INFO] Starting error: 0.977243 -- Final error: 0.977227
[nems.fitters.fitter INFO] Final sigma: [-0.0066 -0.1536 -0.0759 0.1144]
[nems.analysis.fit_basic INFO] Delta error: 0.977243 - 0.977227 = -1.577607e-05
[nems.analysis.fit_pop_model INFO] dError (0.977243 - 0.977227) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0644 -0.0465 -0.062 0.0509]
[nems.fitters.fitter INFO] Starting error: 0.973354 -- Final error: 0.973349
[nems.fitters.fitter INFO] Final sigma: [ 0.0639 -0.0471 -0.0612 0.0494]
[nems.analysis.fit_basic INFO] Delta error: 0.973354 - 0.973349 = -4.408241e-06
[nems.analysis.fit_pop_model INFO] dError (0.973354 - 0.973349) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0037 0.0071 -0.0491 0.0933]
[nems.fitters.fitter INFO] Starting error: 0.997945 -- Final error: 0.997940
[nems.fitters.fitter INFO] Final sigma: [ 0.0039 0.0073 -0.0493 0.0919]
[nems.analysis.fit_basic INFO] Delta error: 0.997945 - 0.997940 = -5.494694e-06
[nems.analysis.fit_pop_model INFO] dError (0.997945 - 0.997940) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 0.0001, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0858 -0.1557 0.223 0.219 ]
[nems.fitters.fitter INFO] Starting error: 0.970612 -- Final error: 0.970542
[nems.fitters.fitter INFO] Final sigma: [-0.0866 -0.1563 0.221 0.2235]
[nems.analysis.fit_basic INFO] Delta error: 0.970612 - 0.970542 = -6.992866e-05
[nems.analysis.fit_pop_model INFO] dError (0.970612 - 0.970542) = 0.000070 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=1.00E-04, iter=1/50: deltaE=9.139594E-05
[nems.analysis.fit_pop_model INFO] Done with tol 1.00E-04 (i=2, max_error_reduction 0.0000914)
[nems.analysis.fit_pop_model INFO] Fitting subsets with tol: 3.00E-05 fit_iter 10 tol_iter 50
[nems.analysis.fit_pop_model INFO] (1) Tol 3.00e-05: Loop 0/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=0
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.6658 0.1622 0.0863 0.0314 0.4811 0.2683 -0.0264 -0.0508 0.0342
0.027 0.009 -0.0461 -0.159 0.5765]
[nems.fitters.fitter INFO] Starting error: 0.874935 -- Final error: 0.874931
[nems.fitters.fitter INFO] Final sigma: [-0.666 0.1625 0.086 0.0316 0.4814 0.2687 -0.0259 -0.0503 0.0347
0.0273 0.0091 -0.0459 -0.1589 0.5763]
[nems.analysis.fit_basic INFO] Delta error: 0.874935 - 0.874931 = -3.136176e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1873 0.1236 0.0036 -0.4548 -0.2475 0.0325 0.042 -0.0545 -0.0584
-0.0509 -0.0086 0.0969 -0.6252]
[nems.fitters.fitter INFO] Starting error: 0.874932 -- Final error: 0.874916
[nems.fitters.fitter INFO] Final sigma: [ 0.1873 0.1244 0.005 -0.4536 -0.2467 0.0326 0.0415 -0.0553 -0.0594
-0.0522 -0.0103 0.0949 -0.626 ]
[nems.analysis.fit_basic INFO] Delta error: 0.874932 - 0.874916 = -1.548228e-05
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2948 0.3093 -0.2169 0.2725 0.7423 0.1062 -0.2744 -0.2253 -0.0637
0.0158 -0.0078 -0.3312 0.0057]
[nems.fitters.fitter INFO] Starting error: 0.874916 -- Final error: 0.874904
[nems.fitters.fitter INFO] Final sigma: [ 0.2968 0.3095 -0.2145 0.2733 0.7402 0.1019 -0.2779 -0.2286 -0.0667
0.0137 -0.0085 -0.3307 0.0065]
[nems.analysis.fit_basic INFO] Delta error: 0.874916 - 0.874904 = -1.217468e-05
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0778 -0.0517 -0.0841 0.2085]
[nems.fitters.fitter INFO] Starting error: 0.982188 -- Final error: 0.981897
[nems.fitters.fitter INFO] Final sigma: [ 0.0653 -0.0735 -0.0757 0.2201]
[nems.analysis.fit_basic INFO] Delta error: 0.982188 - 0.981897 = -2.902788e-04
[nems.analysis.fit_pop_model INFO] dError (0.982188 - 0.981897) = 0.000290 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0175 -0.1293 0.1087 0.252 ]
[nems.fitters.fitter INFO] Starting error: 0.983568 -- Final error: 0.983516
[nems.fitters.fitter INFO] Final sigma: [-0.0162 -0.1292 0.1077 0.254 ]
[nems.analysis.fit_basic INFO] Delta error: 0.983568 - 0.983516 = -5.202277e-05
[nems.analysis.fit_pop_model INFO] dError (0.983568 - 0.983516) = 0.000052 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0033 -0.1767 -0.069 0.1241]
[nems.fitters.fitter INFO] Starting error: 0.948463 -- Final error: 0.948449
[nems.fitters.fitter INFO] Final sigma: [-0.0037 -0.1765 -0.0689 0.1235]
[nems.analysis.fit_basic INFO] Delta error: 0.948463 - 0.948449 = -1.366493e-05
[nems.analysis.fit_pop_model INFO] dError (0.948463 - 0.948449) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0061 -0.144 -0.0411 0.1872]
[nems.fitters.fitter INFO] Starting error: 0.984257 -- Final error: 0.984251
[nems.fitters.fitter INFO] Final sigma: [-0.007 -0.1443 -0.0414 0.186 ]
[nems.analysis.fit_basic INFO] Delta error: 0.984257 - 0.984251 = -5.913175e-06
[nems.analysis.fit_pop_model INFO] dError (0.984257 - 0.984251) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1491 0.1164 0.0055 0.2143]
[nems.fitters.fitter INFO] Starting error: 0.985877 -- Final error: 0.985875
[nems.fitters.fitter INFO] Final sigma: [0.1481 0.1173 0.0056 0.2147]
[nems.analysis.fit_basic INFO] Delta error: 0.985877 - 0.985875 = -2.530697e-06
[nems.analysis.fit_pop_model INFO] dError (0.985877 - 0.985875) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.022 0.0304 0.1556 -0.0164]
[nems.fitters.fitter INFO] Starting error: 0.923692 -- Final error: 0.923538
[nems.fitters.fitter INFO] Final sigma: [ 0.0228 0.0302 0.1561 -0.015 ]
[nems.analysis.fit_basic INFO] Delta error: 0.923692 - 0.923538 = -1.546047e-04
[nems.analysis.fit_pop_model INFO] dError (0.923692 - 0.923538) = 0.000155 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997632 -- Final error: 0.997632
[nems.fitters.fitter INFO] Final sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997632 - 0.997632 = -1.853424e-07
[nems.analysis.fit_pop_model INFO] dError (0.997632 - 0.997632) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0686 -0.0711 0.1096 0.0583]
[nems.fitters.fitter INFO] Starting error: 0.930374 -- Final error: 0.930371
[nems.fitters.fitter INFO] Final sigma: [ 0.069 -0.0712 0.1098 0.0602]
[nems.analysis.fit_basic INFO] Delta error: 0.930374 - 0.930371 = -3.352735e-06
[nems.analysis.fit_pop_model INFO] dError (0.930374 - 0.930371) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0428 0.0195 -0.0116 0.1273]
[nems.fitters.fitter INFO] Starting error: 0.991408 -- Final error: 0.991405
[nems.fitters.fitter INFO] Final sigma: [-0.0429 0.019 -0.0118 0.1261]
[nems.analysis.fit_basic INFO] Delta error: 0.991408 - 0.991405 = -3.700346e-06
[nems.analysis.fit_pop_model INFO] dError (0.991408 - 0.991405) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0058 0.0064 0.0009 0.0034]
[nems.fitters.fitter INFO] Starting error: 0.999365 -- Final error: 0.999357
[nems.fitters.fitter INFO] Final sigma: [0.0058 0.0063 0.0009 0.0037]
[nems.analysis.fit_basic INFO] Delta error: 0.999365 - 0.999357 = -8.049692e-06
[nems.analysis.fit_pop_model INFO] dError (0.999365 - 0.999357) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0022 -0.0661 -0.057 0.0919]
[nems.fitters.fitter INFO] Starting error: 0.994211 -- Final error: 0.994191
[nems.fitters.fitter INFO] Final sigma: [-0.0027 -0.0664 -0.0571 0.091 ]
[nems.analysis.fit_basic INFO] Delta error: 0.994211 - 0.994191 = -2.008272e-05
[nems.analysis.fit_pop_model INFO] dError (0.994211 - 0.994191) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.2131 0.0343 0.5117 0.0855]
[nems.fitters.fitter INFO] Starting error: 0.858183 -- Final error: 0.858092
[nems.fitters.fitter INFO] Final sigma: [0.2159 0.034 0.5131 0.0889]
[nems.analysis.fit_basic INFO] Delta error: 0.858183 - 0.858092 = -9.075344e-05
[nems.analysis.fit_pop_model INFO] dError (0.858183 - 0.858092) = 0.000091 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0549 0.0268 0.0083 0.0954]
[nems.fitters.fitter INFO] Starting error: 0.981157 -- Final error: 0.981141
[nems.fitters.fitter INFO] Final sigma: [-0.0528 0.028 0.0075 0.0953]
[nems.analysis.fit_basic INFO] Delta error: 0.981157 - 0.981141 = -1.629493e-05
[nems.analysis.fit_pop_model INFO] dError (0.981157 - 0.981141) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0814 -0.142 0.0453 0.1439]
[nems.fitters.fitter INFO] Starting error: 0.979000 -- Final error: 0.978995
[nems.fitters.fitter INFO] Final sigma: [-0.0804 -0.1426 0.0456 0.1444]
[nems.analysis.fit_basic INFO] Delta error: 0.979000 - 0.978995 = -4.827198e-06
[nems.analysis.fit_pop_model INFO] dError (0.979000 - 0.978995) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0349 0.095 0.0116 0.097 ]
[nems.fitters.fitter INFO] Starting error: 0.996489 -- Final error: 0.996460
[nems.fitters.fitter INFO] Final sigma: [0.0351 0.095 0.0118 0.1004]
[nems.analysis.fit_basic INFO] Delta error: 0.996489 - 0.996460 = -2.874103e-05
[nems.analysis.fit_pop_model INFO] dError (0.996489 - 0.996460) = 0.000029 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0378 -0.152 0.0374 0.1655]
[nems.fitters.fitter INFO] Starting error: 0.982328 -- Final error: 0.982319
[nems.fitters.fitter INFO] Final sigma: [-0.037 -0.1521 0.0374 0.1672]
[nems.analysis.fit_basic INFO] Delta error: 0.982328 - 0.982319 = -8.645233e-06
[nems.analysis.fit_pop_model INFO] dError (0.982328 - 0.982319) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1985 0.1124 0.1018 -0.0666]
[nems.fitters.fitter INFO] Starting error: 0.819610 -- Final error: 0.819153
[nems.fitters.fitter INFO] Final sigma: [ 0.1898 0.0975 0.1091 -0.0591]
[nems.analysis.fit_basic INFO] Delta error: 0.819610 - 0.819153 = -4.572514e-04
[nems.analysis.fit_pop_model INFO] dError (0.819610 - 0.819153) = 0.000457 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0012 0.01 0.1136 0.0046]
[nems.fitters.fitter INFO] Starting error: 0.960178 -- Final error: 0.960022
[nems.fitters.fitter INFO] Final sigma: [-1.000e-04 1.030e-02 1.139e-01 5.700e-03]
[nems.analysis.fit_basic INFO] Delta error: 0.960178 - 0.960022 = -1.562265e-04
[nems.analysis.fit_pop_model INFO] dError (0.960178 - 0.960022) = 0.000156 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0314 0.0379 0.1134 -0.0214]
[nems.fitters.fitter INFO] Starting error: 0.929534 -- Final error: 0.929448
[nems.fitters.fitter INFO] Final sigma: [ 0.0322 0.0378 0.1136 -0.0207]
[nems.analysis.fit_basic INFO] Delta error: 0.929534 - 0.929448 = -8.655047e-05
[nems.analysis.fit_pop_model INFO] dError (0.929534 - 0.929448) = 0.000087 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0104 0.0539 0.042 0.0862]
[nems.fitters.fitter INFO] Starting error: 0.996505 -- Final error: 0.996502
[nems.fitters.fitter INFO] Final sigma: [-0.0098 0.054 0.042 0.0872]
[nems.analysis.fit_basic INFO] Delta error: 0.996505 - 0.996502 = -3.293932e-06
[nems.analysis.fit_pop_model INFO] dError (0.996505 - 0.996502) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0324 0.0048 -0.0369 0.0271]
[nems.fitters.fitter INFO] Starting error: 0.991671 -- Final error: 0.991634
[nems.fitters.fitter INFO] Final sigma: [ 0.0316 0.0048 -0.0371 0.0265]
[nems.analysis.fit_basic INFO] Delta error: 0.991671 - 0.991634 = -3.674900e-05
[nems.analysis.fit_pop_model INFO] dError (0.991671 - 0.991634) = 0.000037 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.4179 -0.0313 -0.1978 0.1391]
[nems.fitters.fitter INFO] Starting error: 0.808521 -- Final error: 0.808302
[nems.fitters.fitter INFO] Final sigma: [ 0.4136 -0.0159 -0.1726 0.1318]
[nems.analysis.fit_basic INFO] Delta error: 0.808521 - 0.808302 = -2.194149e-04
[nems.analysis.fit_pop_model INFO] dError (0.808521 - 0.808302) = 0.000219 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.286 -0.0761 -0.2456 0.1455]
[nems.fitters.fitter INFO] Starting error: 0.919725 -- Final error: 0.919659
[nems.fitters.fitter INFO] Final sigma: [ 0.2821 -0.0751 -0.2454 0.1432]
[nems.analysis.fit_basic INFO] Delta error: 0.919725 - 0.919659 = -6.688327e-05
[nems.analysis.fit_pop_model INFO] dError (0.919725 - 0.919659) = 0.000067 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0142 -0.0331 -0.0205 0.0852]
[nems.fitters.fitter INFO] Starting error: 0.999028 -- Final error: 0.998918
[nems.fitters.fitter INFO] Final sigma: [-0.0096 -0.0245 -0.0211 0.0807]
[nems.analysis.fit_basic INFO] Delta error: 0.999028 - 0.998918 = -1.097444e-04
[nems.analysis.fit_pop_model INFO] dError (0.999028 - 0.998918) = 0.000110 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3055 -0.0481 -0.1204 0.1363]
[nems.fitters.fitter INFO] Starting error: 0.841018 -- Final error: 0.840935
[nems.fitters.fitter INFO] Final sigma: [ 0.3009 -0.0416 -0.1165 0.1361]
[nems.analysis.fit_basic INFO] Delta error: 0.841018 - 0.840935 = -8.388430e-05
[nems.analysis.fit_pop_model INFO] dError (0.841018 - 0.840935) = 0.000084 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2808 -0.0751 -0.0926 0.2242]
[nems.fitters.fitter INFO] Starting error: 0.879370 -- Final error: 0.879144
[nems.fitters.fitter INFO] Final sigma: [ 0.2833 -0.0521 -0.0739 0.2149]
[nems.analysis.fit_basic INFO] Delta error: 0.879370 - 0.879144 = -2.256821e-04
[nems.analysis.fit_pop_model INFO] dError (0.879370 - 0.879144) = 0.000226 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.1066 -0.3141 0.0441 0.2026]
[nems.fitters.fitter INFO] Starting error: 0.950033 -- Final error: 0.949795
[nems.fitters.fitter INFO] Final sigma: [-0.0953 -0.3038 0.0295 0.1947]
[nems.analysis.fit_basic INFO] Delta error: 0.950033 - 0.949795 = -2.377046e-04
[nems.analysis.fit_pop_model INFO] dError (0.950033 - 0.949795) = 0.000238 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3726 -0.0205 -0.138 0.0894]
[nems.fitters.fitter INFO] Starting error: 0.835317 -- Final error: 0.835251
[nems.fitters.fitter INFO] Final sigma: [ 0.3685 -0.0179 -0.1351 0.088 ]
[nems.analysis.fit_basic INFO] Delta error: 0.835317 - 0.835251 = -6.665008e-05
[nems.analysis.fit_pop_model INFO] dError (0.835317 - 0.835251) = 0.000067 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0187 0.0913 -0.0097 0.0704]
[nems.fitters.fitter INFO] Starting error: 0.979875 -- Final error: 0.979875
[nems.fitters.fitter INFO] Final sigma: [-0.0187 0.0916 -0.0095 0.0707]
[nems.analysis.fit_basic INFO] Delta error: 0.979875 - 0.979875 = -3.317933e-07
[nems.analysis.fit_pop_model INFO] dError (0.979875 - 0.979875) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0535 -0.3706 0.3825 0.4093]
[nems.fitters.fitter INFO] Starting error: 0.916186 -- Final error: 0.916090
[nems.fitters.fitter INFO] Final sigma: [-0.0503 -0.3703 0.3832 0.4128]
[nems.analysis.fit_basic INFO] Delta error: 0.916186 - 0.916090 = -9.686548e-05
[nems.analysis.fit_pop_model INFO] dError (0.916186 - 0.916090) = 0.000097 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0258 -0.106 0.7189 0.3035]
[nems.fitters.fitter INFO] Starting error: 0.895038 -- Final error: 0.894767
[nems.fitters.fitter INFO] Final sigma: [-0.0202 -0.1059 0.7203 0.3097]
[nems.analysis.fit_basic INFO] Delta error: 0.895038 - 0.894767 = -2.705957e-04
[nems.analysis.fit_pop_model INFO] dError (0.895038 - 0.894767) = 0.000271 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0162 -0.2021 -0.0787 0.2591]
[nems.fitters.fitter INFO] Starting error: 0.979672 -- Final error: 0.979126
[nems.fitters.fitter INFO] Final sigma: [ 0.0296 -0.1631 -0.0681 0.2421]
[nems.analysis.fit_basic INFO] Delta error: 0.979672 - 0.979126 = -5.456345e-04
[nems.analysis.fit_pop_model INFO] dError (0.979672 - 0.979126) = 0.000546 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0669 -0.0433 -0.0511 0.2022]
[nems.fitters.fitter INFO] Starting error: 0.991139 -- Final error: 0.991134
[nems.fitters.fitter INFO] Final sigma: [-0.0672 -0.0439 -0.0513 0.2012]
[nems.analysis.fit_basic INFO] Delta error: 0.991139 - 0.991134 = -4.557145e-06
[nems.analysis.fit_pop_model INFO] dError (0.991139 - 0.991134) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2361 -0.5279 0.472 0.4811]
[nems.fitters.fitter INFO] Starting error: 0.900003 -- Final error: 0.899775
[nems.fitters.fitter INFO] Final sigma: [-0.2266 -0.531 0.4736 0.4837]
[nems.analysis.fit_basic INFO] Delta error: 0.900003 - 0.899775 = -2.287437e-04
[nems.analysis.fit_pop_model INFO] dError (0.900003 - 0.899775) = 0.000229 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0057 -0.0398 -0.0952 0.109 ]
[nems.fitters.fitter INFO] Starting error: 0.994904 -- Final error: 0.994882
[nems.fitters.fitter INFO] Final sigma: [-0.007 -0.0368 -0.0949 0.1086]
[nems.analysis.fit_basic INFO] Delta error: 0.994904 - 0.994882 = -2.120976e-05
[nems.analysis.fit_pop_model INFO] dError (0.994904 - 0.994882) = 0.000021 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0494 -0.0604 0.0015 0.2061]
[nems.fitters.fitter INFO] Starting error: 0.995547 -- Final error: 0.995525
[nems.fitters.fitter INFO] Final sigma: [-0.0502 -0.0625 0.0008 0.2047]
[nems.analysis.fit_basic INFO] Delta error: 0.995547 - 0.995525 = -2.206191e-05
[nems.analysis.fit_pop_model INFO] dError (0.995547 - 0.995525) = 0.000022 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0194 0.0083 0.0414 0.0985]
[nems.fitters.fitter INFO] Starting error: 0.998230 -- Final error: 0.998224
[nems.fitters.fitter INFO] Final sigma: [-0.0194 0.007 0.041 0.0978]
[nems.analysis.fit_basic INFO] Delta error: 0.998230 - 0.998224 = -6.502077e-06
[nems.analysis.fit_pop_model INFO] dError (0.998230 - 0.998224) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0108 -0.0617 0.0075 0.2416]
[nems.fitters.fitter INFO] Starting error: 0.996530 -- Final error: 0.996530
[nems.fitters.fitter INFO] Final sigma: [ 0.0108 -0.0617 0.0074 0.242 ]
[nems.analysis.fit_basic INFO] Delta error: 0.996530 - 0.996530 = -5.172787e-07
[nems.analysis.fit_pop_model INFO] dError (0.996530 - 0.996530) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.154 -0.4849 -0.3932 0.5021]
[nems.fitters.fitter INFO] Starting error: 0.905879 -- Final error: 0.905797
[nems.fitters.fitter INFO] Final sigma: [ 0.1505 -0.4843 -0.3935 0.4983]
[nems.analysis.fit_basic INFO] Delta error: 0.905879 - 0.905797 = -8.134088e-05
[nems.analysis.fit_pop_model INFO] dError (0.905879 - 0.905797) = 0.000081 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0071 -0.0752 -0.0666 0.1249]
[nems.fitters.fitter INFO] Starting error: 0.991610 -- Final error: 0.991593
[nems.fitters.fitter INFO] Final sigma: [ 0.0055 -0.0738 -0.065 0.1253]
[nems.analysis.fit_basic INFO] Delta error: 0.991610 - 0.991593 = -1.754896e-05
[nems.analysis.fit_pop_model INFO] dError (0.991610 - 0.991593) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0962 -0.0721 -0.1228 0.0938]
[nems.fitters.fitter INFO] Starting error: 0.961003 -- Final error: 0.960944
[nems.fitters.fitter INFO] Final sigma: [ 0.0936 -0.0689 -0.1211 0.0929]
[nems.analysis.fit_basic INFO] Delta error: 0.961003 - 0.960944 = -5.902189e-05
[nems.analysis.fit_pop_model INFO] dError (0.961003 - 0.960944) = 0.000059 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0479 -0.2826 0.0427 0.4867]
[nems.fitters.fitter INFO] Starting error: 0.977735 -- Final error: 0.977719
[nems.fitters.fitter INFO] Final sigma: [-0.0469 -0.283 0.0421 0.4889]
[nems.analysis.fit_basic INFO] Delta error: 0.977735 - 0.977719 = -1.587293e-05
[nems.analysis.fit_pop_model INFO] dError (0.977735 - 0.977719) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0014 -0.0027 -0.0146 0.0438]
[nems.fitters.fitter INFO] Starting error: 0.999400 -- Final error: 0.999397
[nems.fitters.fitter INFO] Final sigma: [-0.0029 -0.0035 -0.015 0.0436]
[nems.analysis.fit_basic INFO] Delta error: 0.999400 - 0.999397 = -2.808952e-06
[nems.analysis.fit_pop_model INFO] dError (0.999400 - 0.999397) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0054 -0.0585 -0.1137 0.176 ]
[nems.fitters.fitter INFO] Starting error: 0.994179 -- Final error: 0.994133
[nems.fitters.fitter INFO] Final sigma: [-0.0068 -0.0595 -0.1136 0.1746]
[nems.analysis.fit_basic INFO] Delta error: 0.994179 - 0.994133 = -4.645705e-05
[nems.analysis.fit_pop_model INFO] dError (0.994179 - 0.994133) = 0.000046 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0091 0.0366 -0.003 0.0358]
[nems.fitters.fitter INFO] Starting error: 0.992779 -- Final error: 0.992691
[nems.fitters.fitter INFO] Final sigma: [-0.0082 0.038 -0.0096 0.0355]
[nems.analysis.fit_basic INFO] Delta error: 0.992779 - 0.992691 = -8.771620e-05
[nems.analysis.fit_pop_model INFO] dError (0.992779 - 0.992691) = 0.000088 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0187 0.0788 -0.0021 0.03 ]
[nems.fitters.fitter INFO] Starting error: 0.974427 -- Final error: 0.974426
[nems.fitters.fitter INFO] Final sigma: [-0.0184 0.0785 -0.002 0.0297]
[nems.analysis.fit_basic INFO] Delta error: 0.974427 - 0.974426 = -3.738227e-07
[nems.analysis.fit_pop_model INFO] dError (0.974427 - 0.974426) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1081 -0.2371 -0.0414 0.3538]
[nems.fitters.fitter INFO] Starting error: 0.941010 -- Final error: 0.940986
[nems.fitters.fitter INFO] Final sigma: [ 0.1058 -0.234 -0.04 0.3545]
[nems.analysis.fit_basic INFO] Delta error: 0.941010 - 0.940986 = -2.331319e-05
[nems.analysis.fit_pop_model INFO] dError (0.941010 - 0.940986) = 0.000023 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0215 -0.078 -0.0709 0.1465]
[nems.fitters.fitter INFO] Starting error: 0.993855 -- Final error: 0.993839
[nems.fitters.fitter INFO] Final sigma: [ 0.0223 -0.0756 -0.0705 0.147 ]
[nems.analysis.fit_basic INFO] Delta error: 0.993855 - 0.993839 = -1.687471e-05
[nems.analysis.fit_pop_model INFO] dError (0.993855 - 0.993839) = 0.000017 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0127 -0.0784 -0.0632 0.0782]
[nems.fitters.fitter INFO] Starting error: 0.990353 -- Final error: 0.990351
[nems.fitters.fitter INFO] Final sigma: [-0.013 -0.0779 -0.0628 0.0768]
[nems.analysis.fit_basic INFO] Delta error: 0.990353 - 0.990351 = -2.463077e-06
[nems.analysis.fit_pop_model INFO] dError (0.990353 - 0.990351) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0272 -0.0824 -0.0674 0.1568]
[nems.fitters.fitter INFO] Starting error: 0.995504 -- Final error: 0.995498
[nems.fitters.fitter INFO] Final sigma: [-0.0278 -0.0825 -0.0674 0.1556]
[nems.analysis.fit_basic INFO] Delta error: 0.995504 - 0.995498 = -5.461623e-06
[nems.analysis.fit_pop_model INFO] dError (0.995504 - 0.995498) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0115 0.0719 0.0089 0.0183]
[nems.fitters.fitter INFO] Starting error: 0.978176 -- Final error: 0.978174
[nems.fitters.fitter INFO] Final sigma: [-0.0114 0.0719 0.009 0.0185]
[nems.analysis.fit_basic INFO] Delta error: 0.978176 - 0.978174 = -2.023775e-06
[nems.analysis.fit_pop_model INFO] dError (0.978176 - 0.978174) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0066 -0.1536 -0.0759 0.1144]
[nems.fitters.fitter INFO] Starting error: 0.977787 -- Final error: 0.977765
[nems.fitters.fitter INFO] Final sigma: [-0.0057 -0.151 -0.0751 0.1165]
[nems.analysis.fit_basic INFO] Delta error: 0.977787 - 0.977765 = -2.206334e-05
[nems.analysis.fit_pop_model INFO] dError (0.977787 - 0.977765) = 0.000022 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0639 -0.0471 -0.0612 0.0494]
[nems.fitters.fitter INFO] Starting error: 0.973138 -- Final error: 0.973128
[nems.fitters.fitter INFO] Final sigma: [ 0.0629 -0.0463 -0.0604 0.0505]
[nems.analysis.fit_basic INFO] Delta error: 0.973138 - 0.973128 = -9.550759e-06
[nems.analysis.fit_pop_model INFO] dError (0.973138 - 0.973128) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0039 0.0073 -0.0493 0.0919]
[nems.fitters.fitter INFO] Starting error: 0.998126 -- Final error: 0.998119
[nems.fitters.fitter INFO] Final sigma: [ 0.0042 0.0087 -0.0491 0.0924]
[nems.analysis.fit_basic INFO] Delta error: 0.998126 - 0.998119 = -6.847348e-06
[nems.analysis.fit_pop_model INFO] dError (0.998126 - 0.998119) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0866 -0.1563 0.221 0.2235]
[nems.fitters.fitter INFO] Starting error: 0.970044 -- Final error: 0.969589
[nems.fitters.fitter INFO] Final sigma: [-0.0934 -0.1891 0.2022 0.2383]
[nems.analysis.fit_basic INFO] Delta error: 0.970044 - 0.969589 = -4.547146e-04
[nems.analysis.fit_pop_model INFO] dError (0.970044 - 0.969589) = 0.000455 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=3.00E-05, iter=0/50: deltaE=1.253496E-04
[nems.analysis.fit_pop_model INFO] (1) Tol 3.00e-05: Loop 1/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
[nems.modelspec INFO] Freezing fast rec at start=0
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.666 0.1625 0.086 0.0316 0.4814 0.2687 -0.0259 -0.0503 0.0347
0.0273 0.0091 -0.0459 -0.1589 0.5763]
[nems.fitters.fitter INFO] Starting error: 0.874809 -- Final error: 0.874807
[nems.fitters.fitter INFO] Final sigma: [-0.6661 0.1625 0.0855 0.0316 0.4815 0.269 -0.0254 -0.0497 0.0351
0.0275 0.0093 -0.0458 -0.1588 0.5761]
[nems.analysis.fit_basic INFO] Delta error: 0.874809 - 0.874807 = -2.285396e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1873 0.1244 0.005 -0.4536 -0.2467 0.0326 0.0415 -0.0553 -0.0594
-0.0522 -0.0103 0.0949 -0.626 ]
[nems.fitters.fitter INFO] Starting error: 0.874807 -- Final error: 0.874790
[nems.fitters.fitter INFO] Final sigma: [ 0.1874 0.1253 0.0064 -0.4526 -0.2459 0.0327 0.0408 -0.0563 -0.0607
-0.0537 -0.0121 0.0928 -0.627 ]
[nems.analysis.fit_basic INFO] Delta error: 0.874807 - 0.874790 = -1.690195e-05
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2968 0.3095 -0.2145 0.2733 0.7402 0.1019 -0.2779 -0.2286 -0.0667
0.0137 -0.0085 -0.3307 0.0065]
[nems.fitters.fitter INFO] Starting error: 0.874790 -- Final error: 0.874767
[nems.fitters.fitter INFO] Final sigma: [ 0.2987 0.3096 -0.2093 0.2772 0.7414 0.1007 -0.2785 -0.229 -0.0669
0.0142 -0.0066 -0.3279 0.0059]
[nems.analysis.fit_basic INFO] Delta error: 0.874790 - 0.874767 = -2.341867e-05
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0653 -0.0735 -0.0757 0.2201]
[nems.fitters.fitter INFO] Starting error: 0.981803 -- Final error: 0.981801
[nems.fitters.fitter INFO] Final sigma: [ 0.0658 -0.0735 -0.0757 0.2206]
[nems.analysis.fit_basic INFO] Delta error: 0.981803 - 0.981801 = -1.726902e-06
[nems.analysis.fit_pop_model INFO] dError (0.981803 - 0.981801) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0162 -0.1292 0.1077 0.254 ]
[nems.fitters.fitter INFO] Starting error: 0.983490 -- Final error: 0.983476
[nems.fitters.fitter INFO] Final sigma: [-0.0171 -0.1296 0.1064 0.2526]
[nems.analysis.fit_basic INFO] Delta error: 0.983490 - 0.983476 = -1.388476e-05
[nems.analysis.fit_pop_model INFO] dError (0.983490 - 0.983476) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0037 -0.1765 -0.0689 0.1235]
[nems.fitters.fitter INFO] Starting error: 0.948831 -- Final error: 0.948812
[nems.fitters.fitter INFO] Final sigma: [-0.0033 -0.1761 -0.0686 0.1241]
[nems.analysis.fit_basic INFO] Delta error: 0.948831 - 0.948812 = -1.974897e-05
[nems.analysis.fit_pop_model INFO] dError (0.948831 - 0.948812) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.007 -0.1443 -0.0414 0.186 ]
[nems.fitters.fitter INFO] Starting error: 0.984081 -- Final error: 0.984075
[nems.fitters.fitter INFO] Final sigma: [-0.0065 -0.1441 -0.0413 0.1875]
[nems.analysis.fit_basic INFO] Delta error: 0.984081 - 0.984075 = -6.042107e-06
[nems.analysis.fit_pop_model INFO] dError (0.984081 - 0.984075) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1481 0.1173 0.0056 0.2147]
[nems.fitters.fitter INFO] Starting error: 0.985874 -- Final error: 0.985872
[nems.fitters.fitter INFO] Final sigma: [0.1475 0.1174 0.0056 0.214 ]
[nems.analysis.fit_basic INFO] Delta error: 0.985874 - 0.985872 = -2.003473e-06
[nems.analysis.fit_pop_model INFO] dError (0.985874 - 0.985872) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0228 0.0302 0.1561 -0.015 ]
[nems.fitters.fitter INFO] Starting error: 0.924405 -- Final error: 0.924270
[nems.fitters.fitter INFO] Final sigma: [ 0.0214 0.0299 0.1559 -0.0158]
[nems.analysis.fit_basic INFO] Delta error: 0.924405 - 0.924270 = -1.349686e-04
[nems.analysis.fit_pop_model INFO] dError (0.924405 - 0.924270) = 0.000135 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997631 -- Final error: 0.997630
[nems.fitters.fitter INFO] Final sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997631 - 0.997630 = -2.646136e-07
[nems.analysis.fit_pop_model INFO] dError (0.997631 - 0.997630) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.069 -0.0712 0.1098 0.0602]
[nems.fitters.fitter INFO] Starting error: 0.930245 -- Final error: 0.930154
[nems.fitters.fitter INFO] Final sigma: [ 0.0673 -0.0719 0.1095 0.0588]
[nems.analysis.fit_basic INFO] Delta error: 0.930245 - 0.930154 = -9.074619e-05
[nems.analysis.fit_pop_model INFO] dError (0.930245 - 0.930154) = 0.000091 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0429 0.019 -0.0118 0.1261]
[nems.fitters.fitter INFO] Starting error: 0.991404 -- Final error: 0.991400
[nems.fitters.fitter INFO] Final sigma: [-0.0422 0.0192 -0.0118 0.1273]
[nems.analysis.fit_basic INFO] Delta error: 0.991404 - 0.991400 = -4.363638e-06
[nems.analysis.fit_pop_model INFO] dError (0.991404 - 0.991400) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0058 0.0063 0.0009 0.0037]
[nems.fitters.fitter INFO] Starting error: 0.999355 -- Final error: 0.999348
[nems.fitters.fitter INFO] Final sigma: [0.0056 0.0062 0.0009 0.0036]
[nems.analysis.fit_basic INFO] Delta error: 0.999355 - 0.999348 = -7.519325e-06
[nems.analysis.fit_pop_model INFO] dError (0.999355 - 0.999348) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0027 -0.0664 -0.0571 0.091 ]
[nems.fitters.fitter INFO] Starting error: 0.993659 -- Final error: 0.993656
[nems.fitters.fitter INFO] Final sigma: [-0.0022 -0.0668 -0.0573 0.092 ]
[nems.analysis.fit_basic INFO] Delta error: 0.993659 - 0.993656 = -3.692361e-06
[nems.analysis.fit_pop_model INFO] dError (0.993659 - 0.993656) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.2159 0.034 0.5131 0.0889]
[nems.fitters.fitter INFO] Starting error: 0.859148 -- Final error: 0.859013
[nems.fitters.fitter INFO] Final sigma: [0.2117 0.0339 0.5118 0.0854]
[nems.analysis.fit_basic INFO] Delta error: 0.859148 - 0.859013 = -1.351727e-04
[nems.analysis.fit_pop_model INFO] dError (0.859148 - 0.859013) = 0.000135 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0528 0.028 0.0075 0.0953]
[nems.fitters.fitter INFO] Starting error: 0.981111 -- Final error: 0.981102
[nems.fitters.fitter INFO] Final sigma: [-0.053 0.028 0.0074 0.0946]
[nems.analysis.fit_basic INFO] Delta error: 0.981111 - 0.981102 = -9.850959e-06
[nems.analysis.fit_pop_model INFO] dError (0.981111 - 0.981102) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0804 -0.1426 0.0456 0.1444]
[nems.fitters.fitter INFO] Starting error: 0.978692 -- Final error: 0.978691
[nems.fitters.fitter INFO] Final sigma: [-0.0809 -0.1432 0.0453 0.1434]
[nems.analysis.fit_basic INFO] Delta error: 0.978692 - 0.978691 = -1.820091e-06
[nems.analysis.fit_pop_model INFO] dError (0.978692 - 0.978691) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0351 0.095 0.0118 0.1004]
[nems.fitters.fitter INFO] Starting error: 0.996550 -- Final error: 0.996521
[nems.fitters.fitter INFO] Final sigma: [0.0333 0.0932 0.0113 0.0981]
[nems.analysis.fit_basic INFO] Delta error: 0.996550 - 0.996521 = -2.911960e-05
[nems.analysis.fit_pop_model INFO] dError (0.996550 - 0.996521) = 0.000029 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.037 -0.1521 0.0374 0.1672]
[nems.fitters.fitter INFO] Starting error: 0.982286 -- Final error: 0.982278
[nems.fitters.fitter INFO] Final sigma: [-0.0377 -0.1529 0.037 0.1658]
[nems.analysis.fit_basic INFO] Delta error: 0.982286 - 0.982278 = -7.929840e-06
[nems.analysis.fit_pop_model INFO] dError (0.982286 - 0.982278) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1898 0.0975 0.1091 -0.0591]
[nems.fitters.fitter INFO] Starting error: 0.819520 -- Final error: 0.819449
[nems.fitters.fitter INFO] Final sigma: [ 0.1878 0.0978 0.1085 -0.0597]
[nems.analysis.fit_basic INFO] Delta error: 0.819520 - 0.819449 = -7.122938e-05
[nems.analysis.fit_pop_model INFO] dError (0.819520 - 0.819449) = 0.000071 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-1.000e-04 1.030e-02 1.139e-01 5.700e-03]
[nems.fitters.fitter INFO] Starting error: 0.960511 -- Final error: 0.960442
[nems.fitters.fitter INFO] Final sigma: [-0.0007 0.0104 0.1136 0.0049]
[nems.analysis.fit_basic INFO] Delta error: 0.960511 - 0.960442 = -6.956917e-05
[nems.analysis.fit_pop_model INFO] dError (0.960511 - 0.960442) = 0.000070 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0322 0.0378 0.1136 -0.0207]
[nems.fitters.fitter INFO] Starting error: 0.930640 -- Final error: 0.930538
[nems.fitters.fitter INFO] Final sigma: [ 0.0314 0.0379 0.1132 -0.0215]
[nems.analysis.fit_basic INFO] Delta error: 0.930640 - 0.930538 = -1.019016e-04
[nems.analysis.fit_pop_model INFO] dError (0.930640 - 0.930538) = 0.000102 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0098 0.054 0.042 0.0872]
[nems.fitters.fitter INFO] Starting error: 0.996613 -- Final error: 0.996608
[nems.fitters.fitter INFO] Final sigma: [-0.0103 0.0536 0.0417 0.0861]
[nems.analysis.fit_basic INFO] Delta error: 0.996613 - 0.996608 = -4.517024e-06
[nems.analysis.fit_pop_model INFO] dError (0.996613 - 0.996608) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0316 0.0048 -0.0371 0.0265]
[nems.fitters.fitter INFO] Starting error: 0.991660 -- Final error: 0.991657
[nems.fitters.fitter INFO] Final sigma: [ 0.0316 0.0049 -0.037 0.0268]
[nems.analysis.fit_basic INFO] Delta error: 0.991660 - 0.991657 = -3.115314e-06
[nems.analysis.fit_pop_model INFO] dError (0.991660 - 0.991657) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.4136 -0.0159 -0.1726 0.1318]
[nems.fitters.fitter INFO] Starting error: 0.808074 -- Final error: 0.808074
[nems.fitters.fitter INFO] Final sigma: [ 0.414 -0.0159 -0.1724 0.1321]
[nems.analysis.fit_basic INFO] Delta error: 0.808074 - 0.808074 = -5.549910e-07
[nems.analysis.fit_pop_model INFO] dError (0.808074 - 0.808074) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2821 -0.0751 -0.2454 0.1432]
[nems.fitters.fitter INFO] Starting error: 0.919167 -- Final error: 0.919156
[nems.fitters.fitter INFO] Final sigma: [ 0.2826 -0.0743 -0.2448 0.1449]
[nems.analysis.fit_basic INFO] Delta error: 0.919167 - 0.919156 = -1.064324e-05
[nems.analysis.fit_pop_model INFO] dError (0.919167 - 0.919156) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0096 -0.0245 -0.0211 0.0807]
[nems.fitters.fitter INFO] Starting error: 0.998918 -- Final error: 0.998915
[nems.fitters.fitter INFO] Final sigma: [-0.0096 -0.0243 -0.0211 0.081 ]
[nems.analysis.fit_basic INFO] Delta error: 0.998918 - 0.998915 = -2.321029e-06
[nems.analysis.fit_pop_model INFO] dError (0.998918 - 0.998915) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3009 -0.0416 -0.1165 0.1361]
[nems.fitters.fitter INFO] Starting error: 0.841307 -- Final error: 0.841142
[nems.fitters.fitter INFO] Final sigma: [ 0.3028 -0.0325 -0.0968 0.1301]
[nems.analysis.fit_basic INFO] Delta error: 0.841307 - 0.841142 = -1.652368e-04
[nems.analysis.fit_pop_model INFO] dError (0.841307 - 0.841142) = 0.000165 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2833 -0.0521 -0.0739 0.2149]
[nems.fitters.fitter INFO] Starting error: 0.879467 -- Final error: 0.879463
[nems.fitters.fitter INFO] Final sigma: [ 0.2824 -0.0519 -0.073 0.2141]
[nems.analysis.fit_basic INFO] Delta error: 0.879467 - 0.879463 = -4.154995e-06
[nems.analysis.fit_pop_model INFO] dError (0.879467 - 0.879463) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0953 -0.3038 0.0295 0.1947]
[nems.fitters.fitter INFO] Starting error: 0.949628 -- Final error: 0.949624
[nems.fitters.fitter INFO] Final sigma: [-0.0955 -0.3033 0.03 0.1956]
[nems.analysis.fit_basic INFO] Delta error: 0.949628 - 0.949624 = -3.853432e-06
[nems.analysis.fit_pop_model INFO] dError (0.949628 - 0.949624) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3685 -0.0179 -0.1351 0.088 ]
[nems.fitters.fitter INFO] Starting error: 0.835346 -- Final error: 0.835327
[nems.fitters.fitter INFO] Final sigma: [ 0.3689 -0.0167 -0.1326 0.0894]
[nems.analysis.fit_basic INFO] Delta error: 0.835346 - 0.835327 = -1.957987e-05
[nems.analysis.fit_pop_model INFO] dError (0.835346 - 0.835327) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0187 0.0916 -0.0095 0.0707]
[nems.fitters.fitter INFO] Starting error: 0.979791 -- Final error: 0.979791
[nems.fitters.fitter INFO] Final sigma: [-0.0186 0.0916 -0.0094 0.0704]
[nems.analysis.fit_basic INFO] Delta error: 0.979791 - 0.979791 = -2.696914e-07
[nems.analysis.fit_pop_model INFO] dError (0.979791 - 0.979791) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0503 -0.3703 0.3832 0.4128]
[nems.fitters.fitter INFO] Starting error: 0.916095 -- Final error: 0.916049
[nems.fitters.fitter INFO] Final sigma: [-0.0523 -0.3703 0.3822 0.4104]
[nems.analysis.fit_basic INFO] Delta error: 0.916095 - 0.916049 = -4.570772e-05
[nems.analysis.fit_pop_model INFO] dError (0.916095 - 0.916049) = 0.000046 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0202 -0.1059 0.7203 0.3097]
[nems.fitters.fitter INFO] Starting error: 0.894113 -- Final error: 0.893966
[nems.fitters.fitter INFO] Final sigma: [-0.0243 -0.1061 0.7189 0.3053]
[nems.analysis.fit_basic INFO] Delta error: 0.894113 - 0.893966 = -1.468875e-04
[nems.analysis.fit_pop_model INFO] dError (0.894113 - 0.893966) = 0.000147 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0296 -0.1631 -0.0681 0.2421]
[nems.fitters.fitter INFO] Starting error: 0.979049 -- Final error: 0.979047
[nems.fitters.fitter INFO] Final sigma: [ 0.0302 -0.1631 -0.0682 0.2426]
[nems.analysis.fit_basic INFO] Delta error: 0.979049 - 0.979047 = -1.859540e-06
[nems.analysis.fit_pop_model INFO] dError (0.979049 - 0.979047) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0672 -0.0439 -0.0513 0.2012]
[nems.fitters.fitter INFO] Starting error: 0.990990 -- Final error: 0.990981
[nems.fitters.fitter INFO] Final sigma: [-0.0662 -0.0441 -0.0513 0.2027]
[nems.analysis.fit_basic INFO] Delta error: 0.990990 - 0.990981 = -9.507530e-06
[nems.analysis.fit_pop_model INFO] dError (0.990990 - 0.990981) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2266 -0.531 0.4736 0.4837]
[nems.fitters.fitter INFO] Starting error: 0.899155 -- Final error: 0.899105
[nems.fitters.fitter INFO] Final sigma: [-0.2293 -0.5307 0.4722 0.4816]
[nems.analysis.fit_basic INFO] Delta error: 0.899155 - 0.899105 = -4.966039e-05
[nems.analysis.fit_pop_model INFO] dError (0.899155 - 0.899105) = 0.000050 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.007 -0.0368 -0.0949 0.1086]
[nems.fitters.fitter INFO] Starting error: 0.994491 -- Final error: 0.994475
[nems.fitters.fitter INFO] Final sigma: [-0.0049 -0.0365 -0.0945 0.1095]
[nems.analysis.fit_basic INFO] Delta error: 0.994491 - 0.994475 = -1.586606e-05
[nems.analysis.fit_pop_model INFO] dError (0.994491 - 0.994475) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0502 -0.0625 0.0008 0.2047]
[nems.fitters.fitter INFO] Starting error: 0.995475 -- Final error: 0.995453
[nems.fitters.fitter INFO] Final sigma: [-0.0495 -0.0631 0.0007 0.2073]
[nems.analysis.fit_basic INFO] Delta error: 0.995475 - 0.995453 = -2.239528e-05
[nems.analysis.fit_pop_model INFO] dError (0.995475 - 0.995453) = 0.000022 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0194 0.007 0.041 0.0978]
[nems.fitters.fitter INFO] Starting error: 0.998279 -- Final error: 0.998274
[nems.fitters.fitter INFO] Final sigma: [-0.0193 0.0069 0.0406 0.099 ]
[nems.analysis.fit_basic INFO] Delta error: 0.998279 - 0.998274 = -4.509465e-06
[nems.analysis.fit_pop_model INFO] dError (0.998279 - 0.998274) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0108 -0.0617 0.0074 0.242 ]
[nems.fitters.fitter INFO] Starting error: 0.996516 -- Final error: 0.996516
[nems.fitters.fitter INFO] Final sigma: [ 0.0106 -0.062 0.0074 0.2418]
[nems.analysis.fit_basic INFO] Delta error: 0.996516 - 0.996516 = -5.814644e-07
[nems.analysis.fit_pop_model INFO] dError (0.996516 - 0.996516) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1505 -0.4843 -0.3935 0.4983]
[nems.fitters.fitter INFO] Starting error: 0.905922 -- Final error: 0.905895
[nems.fitters.fitter INFO] Final sigma: [ 0.1522 -0.4833 -0.3927 0.501 ]
[nems.analysis.fit_basic INFO] Delta error: 0.905922 - 0.905895 = -2.694213e-05
[nems.analysis.fit_pop_model INFO] dError (0.905922 - 0.905895) = 0.000027 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0055 -0.0738 -0.065 0.1253]
[nems.fitters.fitter INFO] Starting error: 0.991547 -- Final error: 0.991530
[nems.fitters.fitter INFO] Final sigma: [ 0.0074 -0.0743 -0.0637 0.1254]
[nems.analysis.fit_basic INFO] Delta error: 0.991547 - 0.991530 = -1.647922e-05
[nems.analysis.fit_pop_model INFO] dError (0.991547 - 0.991530) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0936 -0.0689 -0.1211 0.0929]
[nems.fitters.fitter INFO] Starting error: 0.960845 -- Final error: 0.960829
[nems.fitters.fitter INFO] Final sigma: [ 0.0954 -0.0684 -0.12 0.0941]
[nems.analysis.fit_basic INFO] Delta error: 0.960845 - 0.960829 = -1.627686e-05
[nems.analysis.fit_pop_model INFO] dError (0.960845 - 0.960829) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0469 -0.283 0.0421 0.4889]
[nems.fitters.fitter INFO] Starting error: 0.977666 -- Final error: 0.977654
[nems.fitters.fitter INFO] Final sigma: [-0.0474 -0.2843 0.0408 0.4877]
[nems.analysis.fit_basic INFO] Delta error: 0.977666 - 0.977654 = -1.197283e-05
[nems.analysis.fit_pop_model INFO] dError (0.977666 - 0.977654) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0029 -0.0035 -0.015 0.0436]
[nems.fitters.fitter INFO] Starting error: 0.999396 -- Final error: 0.999340
[nems.fitters.fitter INFO] Final sigma: [-0.0026 -0.0046 -0.0149 0.0448]
[nems.analysis.fit_basic INFO] Delta error: 0.999396 - 0.999340 = -5.595567e-05
[nems.analysis.fit_pop_model INFO] dError (0.999396 - 0.999340) = 0.000056 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0068 -0.0595 -0.1136 0.1746]
[nems.fitters.fitter INFO] Starting error: 0.993941 -- Final error: 0.993929
[nems.fitters.fitter INFO] Final sigma: [-0.0061 -0.0599 -0.113 0.1763]
[nems.analysis.fit_basic INFO] Delta error: 0.993941 - 0.993929 = -1.143906e-05
[nems.analysis.fit_pop_model INFO] dError (0.993941 - 0.993929) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0082 0.038 -0.0096 0.0355]
[nems.fitters.fitter INFO] Starting error: 0.992680 -- Final error: 0.992674
[nems.fitters.fitter INFO] Final sigma: [-0.0069 0.0374 -0.0096 0.0354]
[nems.analysis.fit_basic INFO] Delta error: 0.992680 - 0.992674 = -5.406621e-06
[nems.analysis.fit_pop_model INFO] dError (0.992680 - 0.992674) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0184 0.0785 -0.002 0.0297]
[nems.fitters.fitter INFO] Starting error: 0.974418 -- Final error: 0.974415
[nems.fitters.fitter INFO] Final sigma: [-0.0183 0.0785 -0.002 0.0299]
[nems.analysis.fit_basic INFO] Delta error: 0.974418 - 0.974415 = -2.574875e-06
[nems.analysis.fit_pop_model INFO] dError (0.974418 - 0.974415) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1058 -0.234 -0.04 0.3545]
[nems.fitters.fitter INFO] Starting error: 0.941049 -- Final error: 0.941042
[nems.fitters.fitter INFO] Final sigma: [ 0.1057 -0.2339 -0.0392 0.353 ]
[nems.analysis.fit_basic INFO] Delta error: 0.941049 - 0.941042 = -6.781093e-06
[nems.analysis.fit_pop_model INFO] dError (0.941049 - 0.941042) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0223 -0.0756 -0.0705 0.147 ]
[nems.fitters.fitter INFO] Starting error: 0.993627 -- Final error: 0.993615
[nems.fitters.fitter INFO] Final sigma: [ 0.0227 -0.0751 -0.0706 0.1451]
[nems.analysis.fit_basic INFO] Delta error: 0.993627 - 0.993615 = -1.155399e-05
[nems.analysis.fit_pop_model INFO] dError (0.993627 - 0.993615) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.013 -0.0779 -0.0628 0.0768]
[nems.fitters.fitter INFO] Starting error: 0.990119 -- Final error: 0.990056
[nems.fitters.fitter INFO] Final sigma: [-0.012 -0.0773 -0.0624 0.0777]
[nems.analysis.fit_basic INFO] Delta error: 0.990119 - 0.990056 = -6.266783e-05
[nems.analysis.fit_pop_model INFO] dError (0.990119 - 0.990056) = 0.000063 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0278 -0.0825 -0.0674 0.1556]
[nems.fitters.fitter INFO] Starting error: 0.995417 -- Final error: 0.995408
[nems.fitters.fitter INFO] Final sigma: [-0.0269 -0.082 -0.0671 0.157 ]
[nems.analysis.fit_basic INFO] Delta error: 0.995417 - 0.995408 = -9.086743e-06
[nems.analysis.fit_pop_model INFO] dError (0.995417 - 0.995408) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0114 0.0719 0.009 0.0185]
[nems.fitters.fitter INFO] Starting error: 0.978118 -- Final error: 0.978118
[nems.fitters.fitter INFO] Final sigma: [-0.0114 0.0719 0.009 0.0184]
[nems.analysis.fit_basic INFO] Delta error: 0.978118 - 0.978118 = -1.532089e-07
[nems.analysis.fit_pop_model INFO] dError (0.978118 - 0.978118) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0057 -0.151 -0.0751 0.1165]
[nems.fitters.fitter INFO] Starting error: 0.977552 -- Final error: 0.977535
[nems.fitters.fitter INFO] Final sigma: [-0.0059 -0.1507 -0.0749 0.1132]
[nems.analysis.fit_basic INFO] Delta error: 0.977552 - 0.977535 = -1.658607e-05
[nems.analysis.fit_pop_model INFO] dError (0.977552 - 0.977535) = 0.000017 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0629 -0.0463 -0.0604 0.0505]
[nems.fitters.fitter INFO] Starting error: 0.973366 -- Final error: 0.973361
[nems.fitters.fitter INFO] Final sigma: [ 0.0626 -0.0468 -0.0596 0.0494]
[nems.analysis.fit_basic INFO] Delta error: 0.973366 - 0.973361 = -4.841371e-06
[nems.analysis.fit_pop_model INFO] dError (0.973366 - 0.973361) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0042 0.0087 -0.0491 0.0924]
[nems.fitters.fitter INFO] Starting error: 0.997961 -- Final error: 0.997957
[nems.fitters.fitter INFO] Final sigma: [ 0.0045 0.009 -0.0492 0.0912]
[nems.analysis.fit_basic INFO] Delta error: 0.997961 - 0.997957 = -4.780334e-06
[nems.analysis.fit_pop_model INFO] dError (0.997961 - 0.997957) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0934 -0.1891 0.2022 0.2383]
[nems.fitters.fitter INFO] Starting error: 0.969666 -- Final error: 0.969650
[nems.fitters.fitter INFO] Final sigma: [-0.0949 -0.1892 0.2017 0.2366]
[nems.analysis.fit_basic INFO] Delta error: 0.969666 - 0.969650 = -1.594245e-05
[nems.analysis.fit_pop_model INFO] dError (0.969666 - 0.969650) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=3.00E-05, iter=1/50: deltaE=7.106669E-05
[nems.analysis.fit_pop_model INFO] (1) Tol 3.00e-05: Loop 2/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=0
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.6661 0.1625 0.0855 0.0316 0.4815 0.269 -0.0254 -0.0497 0.0351
0.0275 0.0093 -0.0458 -0.1588 0.5761]
[nems.fitters.fitter INFO] Starting error: 0.874738 -- Final error: 0.874736
[nems.fitters.fitter INFO] Final sigma: [-0.6662 0.1626 0.0851 0.0316 0.4816 0.2693 -0.0249 -0.0492 0.0355
0.0277 0.0094 -0.0457 -0.1587 0.5759]
[nems.analysis.fit_basic INFO] Delta error: 0.874738 - 0.874736 = -1.875531e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1874 0.1253 0.0064 -0.4526 -0.2459 0.0327 0.0408 -0.0563 -0.0607
-0.0537 -0.0121 0.0928 -0.627 ]
[nems.fitters.fitter INFO] Starting error: 0.874736 -- Final error: 0.874723
[nems.fitters.fitter INFO] Final sigma: [ 0.1874 0.1261 0.0078 -0.4515 -0.2451 0.0328 0.0404 -0.0571 -0.0617
-0.0549 -0.0137 0.0909 -0.6278]
[nems.analysis.fit_basic INFO] Delta error: 0.874736 - 0.874723 = -1.356537e-05
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2987 0.3096 -0.2093 0.2772 0.7414 0.1007 -0.2785 -0.229 -0.0669
0.0142 -0.0066 -0.3279 0.0059]
[nems.fitters.fitter INFO] Starting error: 0.874723 -- Final error: 0.874699
[nems.fitters.fitter INFO] Final sigma: [ 0.3005 0.3096 -0.2066 0.2785 0.7399 0.0971 -0.2813 -0.2316 -0.0694
0.0126 -0.007 -0.3271 0.0066]
[nems.analysis.fit_basic INFO] Delta error: 0.874723 - 0.874699 = -2.409103e-05
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0658 -0.0735 -0.0757 0.2206]
[nems.fitters.fitter INFO] Starting error: 0.981847 -- Final error: 0.981842
[nems.fitters.fitter INFO] Final sigma: [ 0.0651 -0.0738 -0.0758 0.2195]
[nems.analysis.fit_basic INFO] Delta error: 0.981847 - 0.981842 = -5.474940e-06
[nems.analysis.fit_pop_model INFO] dError (0.981847 - 0.981842) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0171 -0.1296 0.1064 0.2526]
[nems.fitters.fitter INFO] Starting error: 0.983621 -- Final error: 0.983600
[nems.fitters.fitter INFO] Final sigma: [-0.0158 -0.1292 0.1057 0.2548]
[nems.analysis.fit_basic INFO] Delta error: 0.983621 - 0.983600 = -2.165456e-05
[nems.analysis.fit_pop_model INFO] dError (0.983621 - 0.983600) = 0.000022 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0033 -0.1761 -0.0686 0.1241]
[nems.fitters.fitter INFO] Starting error: 0.948575 -- Final error: 0.948561
[nems.fitters.fitter INFO] Final sigma: [-0.0036 -0.1759 -0.0685 0.1234]
[nems.analysis.fit_basic INFO] Delta error: 0.948575 - 0.948561 = -1.356897e-05
[nems.analysis.fit_pop_model INFO] dError (0.948575 - 0.948561) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0065 -0.1441 -0.0413 0.1875]
[nems.fitters.fitter INFO] Starting error: 0.984031 -- Final error: 0.984025
[nems.fitters.fitter INFO] Final sigma: [-0.0072 -0.1446 -0.0415 0.1862]
[nems.analysis.fit_basic INFO] Delta error: 0.984031 - 0.984025 = -5.467731e-06
[nems.analysis.fit_pop_model INFO] dError (0.984031 - 0.984025) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1475 0.1174 0.0056 0.214 ]
[nems.fitters.fitter INFO] Starting error: 0.985873 -- Final error: 0.985871
[nems.fitters.fitter INFO] Final sigma: [0.1465 0.118 0.0057 0.2138]
[nems.analysis.fit_basic INFO] Delta error: 0.985873 - 0.985871 = -2.004327e-06
[nems.analysis.fit_pop_model INFO] dError (0.985873 - 0.985871) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0214 0.0299 0.1559 -0.0158]
[nems.fitters.fitter INFO] Starting error: 0.922806 -- Final error: 0.922738
[nems.fitters.fitter INFO] Final sigma: [ 0.0218 0.0297 0.1564 -0.0149]
[nems.analysis.fit_basic INFO] Delta error: 0.922806 - 0.922738 = -6.871325e-05
[nems.analysis.fit_pop_model INFO] dError (0.922806 - 0.922738) = 0.000069 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997632 -- Final error: 0.997632
[nems.fitters.fitter INFO] Final sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997632 - 0.997632 = -8.432069e-08
[nems.analysis.fit_pop_model INFO] dError (0.997632 - 0.997632) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0673 -0.0719 0.1095 0.0588]
[nems.fitters.fitter INFO] Starting error: 0.930637 -- Final error: 0.930635
[nems.fitters.fitter INFO] Final sigma: [ 0.0674 -0.072 0.1094 0.0602]
[nems.analysis.fit_basic INFO] Delta error: 0.930637 - 0.930635 = -2.326388e-06
[nems.analysis.fit_pop_model INFO] dError (0.930637 - 0.930635) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0422 0.0192 -0.0118 0.1273]
[nems.fitters.fitter INFO] Starting error: 0.991400 -- Final error: 0.991398
[nems.fitters.fitter INFO] Final sigma: [-0.0423 0.0188 -0.012 0.1263]
[nems.analysis.fit_basic INFO] Delta error: 0.991400 - 0.991398 = -2.462801e-06
[nems.analysis.fit_pop_model INFO] dError (0.991400 - 0.991398) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0056 0.0062 0.0009 0.0036]
[nems.fitters.fitter INFO] Starting error: 0.999349 -- Final error: 0.999342
[nems.fitters.fitter INFO] Final sigma: [0.0055 0.006 0.0008 0.0038]
[nems.analysis.fit_basic INFO] Delta error: 0.999349 - 0.999342 = -7.016548e-06
[nems.analysis.fit_pop_model INFO] dError (0.999349 - 0.999342) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0022 -0.0668 -0.0573 0.092 ]
[nems.fitters.fitter INFO] Starting error: 0.993770 -- Final error: 0.993766
[nems.fitters.fitter INFO] Final sigma: [-0.003 -0.0676 -0.0575 0.0906]
[nems.analysis.fit_basic INFO] Delta error: 0.993770 - 0.993766 = -3.767288e-06
[nems.analysis.fit_pop_model INFO] dError (0.993770 - 0.993766) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.2117 0.0339 0.5118 0.0854]
[nems.fitters.fitter INFO] Starting error: 0.858141 -- Final error: 0.858103
[nems.fitters.fitter INFO] Final sigma: [0.213 0.0339 0.5126 0.0877]
[nems.analysis.fit_basic INFO] Delta error: 0.858141 - 0.858103 = -3.732206e-05
[nems.analysis.fit_pop_model INFO] dError (0.858141 - 0.858103) = 0.000037 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.053 0.028 0.0074 0.0946]
[nems.fitters.fitter INFO] Starting error: 0.981101 -- Final error: 0.981098
[nems.fitters.fitter INFO] Final sigma: [-0.0524 0.0287 0.0071 0.095 ]
[nems.analysis.fit_basic INFO] Delta error: 0.981101 - 0.981098 = -2.742512e-06
[nems.analysis.fit_pop_model INFO] dError (0.981101 - 0.981098) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0809 -0.1432 0.0453 0.1434]
[nems.fitters.fitter INFO] Starting error: 0.978155 -- Final error: 0.978149
[nems.fitters.fitter INFO] Final sigma: [-0.0798 -0.1432 0.0455 0.1453]
[nems.analysis.fit_basic INFO] Delta error: 0.978155 - 0.978149 = -5.514681e-06
[nems.analysis.fit_pop_model INFO] dError (0.978155 - 0.978149) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0333 0.0932 0.0113 0.0981]
[nems.fitters.fitter INFO] Starting error: 0.996557 -- Final error: 0.996533
[nems.fitters.fitter INFO] Final sigma: [0.0337 0.0931 0.0115 0.1012]
[nems.analysis.fit_basic INFO] Delta error: 0.996557 - 0.996533 = -2.466107e-05
[nems.analysis.fit_pop_model INFO] dError (0.996557 - 0.996533) = 0.000025 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0377 -0.1529 0.037 0.1658]
[nems.fitters.fitter INFO] Starting error: 0.982324 -- Final error: 0.982315
[nems.fitters.fitter INFO] Final sigma: [-0.0369 -0.1528 0.0369 0.1676]
[nems.analysis.fit_basic INFO] Delta error: 0.982324 - 0.982315 = -9.535960e-06
[nems.analysis.fit_pop_model INFO] dError (0.982324 - 0.982315) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1878 0.0978 0.1085 -0.0597]
[nems.fitters.fitter INFO] Starting error: 0.819454 -- Final error: 0.819448
[nems.fitters.fitter INFO] Final sigma: [ 0.1877 0.0979 0.1085 -0.0592]
[nems.analysis.fit_basic INFO] Delta error: 0.819454 - 0.819448 = -6.212831e-06
[nems.analysis.fit_pop_model INFO] dError (0.819454 - 0.819448) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0007 0.0104 0.1136 0.0049]
[nems.fitters.fitter INFO] Starting error: 0.959820 -- Final error: 0.959777
[nems.fitters.fitter INFO] Final sigma: [-1.000e-04 1.060e-02 1.137e-01 5.400e-03]
[nems.analysis.fit_basic INFO] Delta error: 0.959820 - 0.959777 = -4.303089e-05
[nems.analysis.fit_pop_model INFO] dError (0.959820 - 0.959777) = 0.000043 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0314 0.0379 0.1132 -0.0215]
[nems.fitters.fitter INFO] Starting error: 0.929534 -- Final error: 0.929499
[nems.fitters.fitter INFO] Final sigma: [ 0.0319 0.0379 0.1133 -0.021 ]
[nems.analysis.fit_basic INFO] Delta error: 0.929534 - 0.929499 = -3.463435e-05
[nems.analysis.fit_pop_model INFO] dError (0.929534 - 0.929499) = 0.000035 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0103 0.0536 0.0417 0.0861]
[nems.fitters.fitter INFO] Starting error: 0.996644 -- Final error: 0.996639
[nems.fitters.fitter INFO] Final sigma: [-0.0097 0.0537 0.0417 0.0875]
[nems.analysis.fit_basic INFO] Delta error: 0.996644 - 0.996639 = -5.338398e-06
[nems.analysis.fit_pop_model INFO] dError (0.996644 - 0.996639) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0316 0.0049 -0.037 0.0268]
[nems.fitters.fitter INFO] Starting error: 0.991612 -- Final error: 0.991604
[nems.fitters.fitter INFO] Final sigma: [ 0.0313 0.0049 -0.0371 0.0265]
[nems.analysis.fit_basic INFO] Delta error: 0.991612 - 0.991604 = -7.070808e-06
[nems.analysis.fit_pop_model INFO] dError (0.991612 - 0.991604) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.414 -0.0159 -0.1724 0.1321]
[nems.fitters.fitter INFO] Starting error: 0.808257 -- Final error: 0.808227
[nems.fitters.fitter INFO] Final sigma: [ 0.4116 -0.016 -0.1727 0.1295]
[nems.analysis.fit_basic INFO] Delta error: 0.808257 - 0.808227 = -2.990347e-05
[nems.analysis.fit_pop_model INFO] dError (0.808257 - 0.808227) = 0.000030 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2826 -0.0743 -0.2448 0.1449]
[nems.fitters.fitter INFO] Starting error: 0.919417 -- Final error: 0.919368
[nems.fitters.fitter INFO] Final sigma: [ 0.2795 -0.0736 -0.2444 0.1427]
[nems.analysis.fit_basic INFO] Delta error: 0.919417 - 0.919368 = -4.934269e-05
[nems.analysis.fit_pop_model INFO] dError (0.919417 - 0.919368) = 0.000049 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0096 -0.0243 -0.0211 0.081 ]
[nems.fitters.fitter INFO] Starting error: 0.998939 -- Final error: 0.998939
[nems.fitters.fitter INFO] Final sigma: [-0.0099 -0.0242 -0.0211 0.0807]
[nems.analysis.fit_basic INFO] Delta error: 0.998939 - 0.998939 = -3.278337e-07
[nems.analysis.fit_pop_model INFO] dError (0.998939 - 0.998939) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3028 -0.0325 -0.0968 0.1301]
[nems.fitters.fitter INFO] Starting error: 0.840885 -- Final error: 0.840865
[nems.fitters.fitter INFO] Final sigma: [ 0.3011 -0.0325 -0.0975 0.128 ]
[nems.analysis.fit_basic INFO] Delta error: 0.840885 - 0.840865 = -2.028946e-05
[nems.analysis.fit_pop_model INFO] dError (0.840885 - 0.840865) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2824 -0.0519 -0.073 0.2141]
[nems.fitters.fitter INFO] Starting error: 0.879232 -- Final error: 0.879223
[nems.fitters.fitter INFO] Final sigma: [ 0.2808 -0.0513 -0.0732 0.2133]
[nems.analysis.fit_basic INFO] Delta error: 0.879232 - 0.879223 = -9.084075e-06
[nems.analysis.fit_pop_model INFO] dError (0.879232 - 0.879223) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0955 -0.3033 0.03 0.1956]
[nems.fitters.fitter INFO] Starting error: 0.949776 -- Final error: 0.949775
[nems.fitters.fitter INFO] Final sigma: [-0.0954 -0.3033 0.0301 0.1952]
[nems.analysis.fit_basic INFO] Delta error: 0.949776 - 0.949775 = -3.144897e-07
[nems.analysis.fit_pop_model INFO] dError (0.949776 - 0.949775) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3689 -0.0167 -0.1326 0.0894]
[nems.fitters.fitter INFO] Starting error: 0.835352 -- Final error: 0.835272
[nems.fitters.fitter INFO] Final sigma: [ 0.3663 -0.0161 -0.1315 0.0866]
[nems.analysis.fit_basic INFO] Delta error: 0.835352 - 0.835272 = -8.041758e-05
[nems.analysis.fit_pop_model INFO] dError (0.835352 - 0.835272) = 0.000080 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0186 0.0916 -0.0094 0.0704]
[nems.fitters.fitter INFO] Starting error: 0.979736 -- Final error: 0.979736
[nems.fitters.fitter INFO] Final sigma: [-0.0185 0.0918 -0.0093 0.0707]
[nems.analysis.fit_basic INFO] Delta error: 0.979736 - 0.979736 = -2.308368e-07
[nems.analysis.fit_pop_model INFO] dError (0.979736 - 0.979736) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0523 -0.3703 0.3822 0.4104]
[nems.fitters.fitter INFO] Starting error: 0.915577 -- Final error: 0.915548
[nems.fitters.fitter INFO] Final sigma: [-0.0503 -0.3699 0.3825 0.4129]
[nems.analysis.fit_basic INFO] Delta error: 0.915577 - 0.915548 = -2.874313e-05
[nems.analysis.fit_pop_model INFO] dError (0.915577 - 0.915548) = 0.000029 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0243 -0.1061 0.7189 0.3053]
[nems.fitters.fitter INFO] Starting error: 0.893216 -- Final error: 0.893123
[nems.fitters.fitter INFO] Final sigma: [-0.0209 -0.1062 0.7198 0.3088]
[nems.analysis.fit_basic INFO] Delta error: 0.893216 - 0.893123 = -9.279351e-05
[nems.analysis.fit_pop_model INFO] dError (0.893216 - 0.893123) = 0.000093 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0302 -0.1631 -0.0682 0.2426]
[nems.fitters.fitter INFO] Starting error: 0.979311 -- Final error: 0.979308
[nems.fitters.fitter INFO] Final sigma: [ 0.0298 -0.1632 -0.0682 0.2416]
[nems.analysis.fit_basic INFO] Delta error: 0.979311 - 0.979308 = -3.395731e-06
[nems.analysis.fit_pop_model INFO] dError (0.979311 - 0.979308) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0662 -0.0441 -0.0513 0.2027]
[nems.fitters.fitter INFO] Starting error: 0.990979 -- Final error: 0.990973
[nems.fitters.fitter INFO] Final sigma: [-0.0665 -0.0451 -0.0515 0.2016]
[nems.analysis.fit_basic INFO] Delta error: 0.990979 - 0.990973 = -6.356093e-06
[nems.analysis.fit_pop_model INFO] dError (0.990979 - 0.990973) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2293 -0.5307 0.4722 0.4816]
[nems.fitters.fitter INFO] Starting error: 0.898559 -- Final error: 0.898494
[nems.fitters.fitter INFO] Final sigma: [-0.2263 -0.5308 0.4723 0.4844]
[nems.analysis.fit_basic INFO] Delta error: 0.898559 - 0.898494 = -6.464357e-05
[nems.analysis.fit_pop_model INFO] dError (0.898559 - 0.898494) = 0.000065 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0049 -0.0365 -0.0945 0.1095]
[nems.fitters.fitter INFO] Starting error: 0.994841 -- Final error: 0.994828
[nems.fitters.fitter INFO] Final sigma: [-0.0057 -0.0368 -0.0946 0.107 ]
[nems.analysis.fit_basic INFO] Delta error: 0.994841 - 0.994828 = -1.390881e-05
[nems.analysis.fit_pop_model INFO] dError (0.994841 - 0.994828) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0495 -0.0631 0.0007 0.2073]
[nems.fitters.fitter INFO] Starting error: 0.995411 -- Final error: 0.995391
[nems.fitters.fitter INFO] Final sigma: [-0.0504 -0.065 0. 0.206 ]
[nems.analysis.fit_basic INFO] Delta error: 0.995411 - 0.995391 = -1.964892e-05
[nems.analysis.fit_pop_model INFO] dError (0.995411 - 0.995391) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0193 0.0069 0.0406 0.099 ]
[nems.fitters.fitter INFO] Starting error: 0.998250 -- Final error: 0.998245
[nems.fitters.fitter INFO] Final sigma: [-0.0195 0.0059 0.0401 0.0983]
[nems.analysis.fit_basic INFO] Delta error: 0.998250 - 0.998245 = -4.584463e-06
[nems.analysis.fit_pop_model INFO] dError (0.998250 - 0.998245) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0106 -0.062 0.0074 0.2418]
[nems.fitters.fitter INFO] Starting error: 0.996511 -- Final error: 0.996510
[nems.fitters.fitter INFO] Final sigma: [ 0.0106 -0.062 0.0074 0.2421]
[nems.analysis.fit_basic INFO] Delta error: 0.996511 - 0.996510 = -3.835065e-07
[nems.analysis.fit_pop_model INFO] dError (0.996511 - 0.996510) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1522 -0.4833 -0.3927 0.501 ]
[nems.fitters.fitter INFO] Starting error: 0.906728 -- Final error: 0.906678
[nems.fitters.fitter INFO] Final sigma: [ 0.1496 -0.4822 -0.3923 0.4978]
[nems.analysis.fit_basic INFO] Delta error: 0.906728 - 0.906678 = -5.048734e-05
[nems.analysis.fit_pop_model INFO] dError (0.906728 - 0.906678) = 0.000050 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0074 -0.0743 -0.0637 0.1254]
[nems.fitters.fitter INFO] Starting error: 0.991658 -- Final error: 0.991637
[nems.fitters.fitter INFO] Final sigma: [ 0.0067 -0.0744 -0.0636 0.1245]
[nems.analysis.fit_basic INFO] Delta error: 0.991658 - 0.991637 = -2.028409e-05
[nems.analysis.fit_pop_model INFO] dError (0.991658 - 0.991637) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0954 -0.0684 -0.12 0.0941]
[nems.fitters.fitter INFO] Starting error: 0.961008 -- Final error: 0.960980
[nems.fitters.fitter INFO] Final sigma: [ 0.0938 -0.0687 -0.1198 0.0908]
[nems.analysis.fit_basic INFO] Delta error: 0.961008 - 0.960980 = -2.763946e-05
[nems.analysis.fit_pop_model INFO] dError (0.961008 - 0.960980) = 0.000028 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0474 -0.2843 0.0408 0.4877]
[nems.fitters.fitter INFO] Starting error: 0.977577 -- Final error: 0.977565
[nems.fitters.fitter INFO] Final sigma: [-0.0465 -0.2847 0.0401 0.4896]
[nems.analysis.fit_basic INFO] Delta error: 0.977577 - 0.977565 = -1.168174e-05
[nems.analysis.fit_pop_model INFO] dError (0.977577 - 0.977565) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0026 -0.0046 -0.0149 0.0448]
[nems.fitters.fitter INFO] Starting error: 0.999341 -- Final error: 0.999338
[nems.fitters.fitter INFO] Final sigma: [-0.0034 -0.0054 -0.0152 0.0447]
[nems.analysis.fit_basic INFO] Delta error: 0.999341 - 0.999338 = -3.187467e-06
[nems.analysis.fit_pop_model INFO] dError (0.999341 - 0.999338) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0061 -0.0599 -0.113 0.1763]
[nems.fitters.fitter INFO] Starting error: 0.994160 -- Final error: 0.994143
[nems.fitters.fitter INFO] Final sigma: [-0.0074 -0.0609 -0.1129 0.1745]
[nems.analysis.fit_basic INFO] Delta error: 0.994160 - 0.994143 = -1.664175e-05
[nems.analysis.fit_pop_model INFO] dError (0.994160 - 0.994143) = 0.000017 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0069 0.0374 -0.0096 0.0354]
[nems.fitters.fitter INFO] Starting error: 0.992688 -- Final error: 0.992684
[nems.fitters.fitter INFO] Final sigma: [-0.0072 0.0374 -0.0098 0.0353]
[nems.analysis.fit_basic INFO] Delta error: 0.992688 - 0.992684 = -3.174504e-06
[nems.analysis.fit_pop_model INFO] dError (0.992688 - 0.992684) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0183 0.0785 -0.002 0.0299]
[nems.fitters.fitter INFO] Starting error: 0.974406 -- Final error: 0.974406
[nems.fitters.fitter INFO] Final sigma: [-0.0182 0.0783 -0.002 0.0301]
[nems.analysis.fit_basic INFO] Delta error: 0.974406 - 0.974406 = -2.964278e-07
[nems.analysis.fit_pop_model INFO] dError (0.974406 - 0.974406) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1057 -0.2339 -0.0392 0.353 ]
[nems.fitters.fitter INFO] Starting error: 0.941075 -- Final error: 0.941061
[nems.fitters.fitter INFO] Final sigma: [ 0.1054 -0.231 -0.0369 0.3533]
[nems.analysis.fit_basic INFO] Delta error: 0.941075 - 0.941061 = -1.394109e-05
[nems.analysis.fit_pop_model INFO] dError (0.941075 - 0.941061) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0227 -0.0751 -0.0706 0.1451]
[nems.fitters.fitter INFO] Starting error: 0.993781 -- Final error: 0.993769
[nems.fitters.fitter INFO] Final sigma: [ 0.0233 -0.0731 -0.0703 0.1456]
[nems.analysis.fit_basic INFO] Delta error: 0.993781 - 0.993769 = -1.220381e-05
[nems.analysis.fit_pop_model INFO] dError (0.993781 - 0.993769) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.012 -0.0773 -0.0624 0.0777]
[nems.fitters.fitter INFO] Starting error: 0.990391 -- Final error: 0.990380
[nems.fitters.fitter INFO] Final sigma: [-0.0122 -0.0771 -0.0622 0.0771]
[nems.analysis.fit_basic INFO] Delta error: 0.990391 - 0.990380 = -1.076157e-05
[nems.analysis.fit_pop_model INFO] dError (0.990391 - 0.990380) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0269 -0.082 -0.0671 0.157 ]
[nems.fitters.fitter INFO] Starting error: 0.995619 -- Final error: 0.995612
[nems.fitters.fitter INFO] Final sigma: [-0.0274 -0.0822 -0.0671 0.1555]
[nems.analysis.fit_basic INFO] Delta error: 0.995619 - 0.995612 = -7.402940e-06
[nems.analysis.fit_pop_model INFO] dError (0.995619 - 0.995612) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0114 0.0719 0.009 0.0184]
[nems.fitters.fitter INFO] Starting error: 0.978048 -- Final error: 0.978048
[nems.fitters.fitter INFO] Final sigma: [-0.0113 0.0719 0.009 0.0185]
[nems.analysis.fit_basic INFO] Delta error: 0.978048 - 0.978048 = -6.953638e-07
[nems.analysis.fit_pop_model INFO] dError (0.978048 - 0.978048) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0059 -0.1507 -0.0749 0.1132]
[nems.fitters.fitter INFO] Starting error: 0.977939 -- Final error: 0.977921
[nems.fitters.fitter INFO] Final sigma: [-0.0047 -0.1485 -0.0741 0.1153]
[nems.analysis.fit_basic INFO] Delta error: 0.977939 - 0.977921 = -1.760467e-05
[nems.analysis.fit_pop_model INFO] dError (0.977939 - 0.977921) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0626 -0.0468 -0.0596 0.0494]
[nems.fitters.fitter INFO] Starting error: 0.973238 -- Final error: 0.973233
[nems.fitters.fitter INFO] Final sigma: [ 0.0621 -0.0462 -0.0589 0.0503]
[nems.analysis.fit_basic INFO] Delta error: 0.973238 - 0.973233 = -5.114009e-06
[nems.analysis.fit_pop_model INFO] dError (0.973238 - 0.973233) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0045 0.009 -0.0492 0.0912]
[nems.fitters.fitter INFO] Starting error: 0.998083 -- Final error: 0.998079
[nems.fitters.fitter INFO] Final sigma: [ 0.0048 0.01 -0.049 0.0917]
[nems.analysis.fit_basic INFO] Delta error: 0.998083 - 0.998079 = -4.164650e-06
[nems.analysis.fit_pop_model INFO] dError (0.998083 - 0.998079) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0949 -0.1892 0.2017 0.2366]
[nems.fitters.fitter INFO] Starting error: 0.969325 -- Final error: 0.969282
[nems.fitters.fitter INFO] Final sigma: [-0.0935 -0.1888 0.2019 0.2384]
[nems.analysis.fit_basic INFO] Delta error: 0.969325 - 0.969282 = -4.253095e-05
[nems.analysis.fit_pop_model INFO] dError (0.969325 - 0.969282) = 0.000043 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=3.00E-05, iter=2/50: deltaE=6.314758E-05
[nems.analysis.fit_pop_model INFO] (1) Tol 3.00e-05: Loop 3/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
[nems.modelspec INFO] Freezing fast rec at start=0
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.6662 0.1626 0.0851 0.0316 0.4816 0.2693 -0.0249 -0.0492 0.0355
0.0277 0.0094 -0.0457 -0.1587 0.5759]
[nems.fitters.fitter INFO] Starting error: 0.874675 -- Final error: 0.874673
[nems.fitters.fitter INFO] Final sigma: [-0.6663 0.1627 0.0846 0.0316 0.4817 0.2696 -0.0243 -0.0486 0.0359
0.0279 0.0095 -0.0456 -0.1587 0.5757]
[nems.analysis.fit_basic INFO] Delta error: 0.874675 - 0.874673 = -1.857823e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1874 0.1261 0.0078 -0.4515 -0.2451 0.0328 0.0404 -0.0571 -0.0617
-0.0549 -0.0137 0.0909 -0.6278]
[nems.fitters.fitter INFO] Starting error: 0.874673 -- Final error: 0.874661
[nems.fitters.fitter INFO] Final sigma: [ 0.1873 0.1267 0.0092 -0.4503 -0.2442 0.0331 0.04 -0.0577 -0.0625
-0.0559 -0.015 0.0894 -0.629 ]
[nems.analysis.fit_basic INFO] Delta error: 0.874673 - 0.874661 = -1.174537e-05
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3005 0.3096 -0.2066 0.2785 0.7399 0.0971 -0.2813 -0.2316 -0.0694
0.0126 -0.007 -0.3271 0.0066]
[nems.fitters.fitter INFO] Starting error: 0.874661 -- Final error: 0.874633
[nems.fitters.fitter INFO] Final sigma: [ 0.3023 0.3095 -0.2021 0.2817 0.7405 0.0956 -0.2822 -0.2324 -0.0699
0.0128 -0.0055 -0.3247 0.0064]
[nems.analysis.fit_basic INFO] Delta error: 0.874661 - 0.874633 = -2.825998e-05
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0651 -0.0738 -0.0758 0.2195]
[nems.fitters.fitter INFO] Starting error: 0.981782 -- Final error: 0.981778
[nems.fitters.fitter INFO] Final sigma: [ 0.0654 -0.0735 -0.0757 0.2206]
[nems.analysis.fit_basic INFO] Delta error: 0.981782 - 0.981778 = -3.807428e-06
[nems.analysis.fit_pop_model INFO] dError (0.981782 - 0.981778) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0158 -0.1292 0.1057 0.2548]
[nems.fitters.fitter INFO] Starting error: 0.983604 -- Final error: 0.983583
[nems.fitters.fitter INFO] Final sigma: [-0.0167 -0.1298 0.1044 0.2527]
[nems.analysis.fit_basic INFO] Delta error: 0.983604 - 0.983583 = -2.100753e-05
[nems.analysis.fit_pop_model INFO] dError (0.983604 - 0.983583) = 0.000021 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0036 -0.1759 -0.0685 0.1234]
[nems.fitters.fitter INFO] Starting error: 0.948815 -- Final error: 0.948800
[nems.fitters.fitter INFO] Final sigma: [-0.0032 -0.1755 -0.0681 0.1239]
[nems.analysis.fit_basic INFO] Delta error: 0.948815 - 0.948800 = -1.487603e-05
[nems.analysis.fit_pop_model INFO] dError (0.948815 - 0.948800) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0072 -0.1446 -0.0415 0.1862]
[nems.fitters.fitter INFO] Starting error: 0.983922 -- Final error: 0.983917
[nems.fitters.fitter INFO] Final sigma: [-0.0066 -0.1444 -0.0414 0.1877]
[nems.analysis.fit_basic INFO] Delta error: 0.983922 - 0.983917 = -5.503321e-06
[nems.analysis.fit_pop_model INFO] dError (0.983922 - 0.983917) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1465 0.118 0.0057 0.2138]
[nems.fitters.fitter INFO] Starting error: 0.985864 -- Final error: 0.985864
[nems.fitters.fitter INFO] Final sigma: [0.1459 0.1182 0.0058 0.2135]
[nems.analysis.fit_basic INFO] Delta error: 0.985864 - 0.985864 = -8.782778e-07
[nems.analysis.fit_pop_model INFO] dError (0.985864 - 0.985864) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0218 0.0297 0.1564 -0.0149]
[nems.fitters.fitter INFO] Starting error: 0.923161 -- Final error: 0.923089
[nems.fitters.fitter INFO] Final sigma: [ 0.0208 0.0294 0.1563 -0.0155]
[nems.analysis.fit_basic INFO] Delta error: 0.923161 - 0.923089 = -7.159859e-05
[nems.analysis.fit_pop_model INFO] dError (0.923161 - 0.923089) = 0.000072 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0037 0.012 -0.0021 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997632 -- Final error: 0.997632
[nems.fitters.fitter INFO] Final sigma: [-0.0036 0.012 -0.0021 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997632 - 0.997632 = -1.529908e-07
[nems.analysis.fit_pop_model INFO] dError (0.997632 - 0.997632) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0674 -0.072 0.1094 0.0602]
[nems.fitters.fitter INFO] Starting error: 0.930592 -- Final error: 0.930545
[nems.fitters.fitter INFO] Final sigma: [ 0.0662 -0.0725 0.109 0.0592]
[nems.analysis.fit_basic INFO] Delta error: 0.930592 - 0.930545 = -4.688850e-05
[nems.analysis.fit_pop_model INFO] dError (0.930592 - 0.930545) = 0.000047 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0423 0.0188 -0.012 0.1263]
[nems.fitters.fitter INFO] Starting error: 0.991396 -- Final error: 0.991393
[nems.fitters.fitter INFO] Final sigma: [-0.0417 0.0189 -0.012 0.1273]
[nems.analysis.fit_basic INFO] Delta error: 0.991396 - 0.991393 = -2.840139e-06
[nems.analysis.fit_pop_model INFO] dError (0.991396 - 0.991393) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0055 0.006 0.0008 0.0038]
[nems.fitters.fitter INFO] Starting error: 0.999341 -- Final error: 0.999334
[nems.fitters.fitter INFO] Final sigma: [0.0054 0.0059 0.0008 0.0037]
[nems.analysis.fit_basic INFO] Delta error: 0.999341 - 0.999334 = -6.743212e-06
[nems.analysis.fit_pop_model INFO] dError (0.999341 - 0.999334) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.003 -0.0676 -0.0575 0.0906]
[nems.fitters.fitter INFO] Starting error: 0.993420 -- Final error: 0.993413
[nems.fitters.fitter INFO] Final sigma: [-0.0021 -0.0676 -0.0575 0.0929]
[nems.analysis.fit_basic INFO] Delta error: 0.993420 - 0.993413 = -6.588093e-06
[nems.analysis.fit_pop_model INFO] dError (0.993420 - 0.993413) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.213 0.0339 0.5126 0.0877]
[nems.fitters.fitter INFO] Starting error: 0.858792 -- Final error: 0.858720
[nems.fitters.fitter INFO] Final sigma: [0.2096 0.034 0.5116 0.0854]
[nems.analysis.fit_basic INFO] Delta error: 0.858792 - 0.858720 = -7.229881e-05
[nems.analysis.fit_pop_model INFO] dError (0.858792 - 0.858720) = 0.000072 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0524 0.0287 0.0071 0.095 ]
[nems.fitters.fitter INFO] Starting error: 0.981075 -- Final error: 0.981074
[nems.fitters.fitter INFO] Final sigma: [-0.0524 0.0287 0.0068 0.0939]
[nems.analysis.fit_basic INFO] Delta error: 0.981075 - 0.981074 = -1.211913e-06
[nems.analysis.fit_pop_model INFO] dError (0.981075 - 0.981074) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0798 -0.1432 0.0455 0.1453]
[nems.fitters.fitter INFO] Starting error: 0.977957 -- Final error: 0.977953
[nems.fitters.fitter INFO] Final sigma: [-0.0805 -0.1442 0.0452 0.1435]
[nems.analysis.fit_basic INFO] Delta error: 0.977957 - 0.977953 = -4.614165e-06
[nems.analysis.fit_pop_model INFO] dError (0.977957 - 0.977953) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0337 0.0931 0.0115 0.1012]
[nems.fitters.fitter INFO] Starting error: 0.996590 -- Final error: 0.996565
[nems.fitters.fitter INFO] Final sigma: [0.0322 0.0914 0.0111 0.0991]
[nems.analysis.fit_basic INFO] Delta error: 0.996590 - 0.996565 = -2.489663e-05
[nems.analysis.fit_pop_model INFO] dError (0.996590 - 0.996565) = 0.000025 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0369 -0.1528 0.0369 0.1676]
[nems.fitters.fitter INFO] Starting error: 0.982303 -- Final error: 0.982296
[nems.fitters.fitter INFO] Final sigma: [-0.0375 -0.1536 0.0364 0.1663]
[nems.analysis.fit_basic INFO] Delta error: 0.982303 - 0.982296 = -6.942473e-06
[nems.analysis.fit_pop_model INFO] dError (0.982303 - 0.982296) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1877 0.0979 0.1085 -0.0592]
[nems.fitters.fitter INFO] Starting error: 0.819681 -- Final error: 0.819620
[nems.fitters.fitter INFO] Final sigma: [ 0.1861 0.098 0.1081 -0.0599]
[nems.analysis.fit_basic INFO] Delta error: 0.819681 - 0.819620 = -6.123738e-05
[nems.analysis.fit_pop_model INFO] dError (0.819681 - 0.819620) = 0.000061 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-1.000e-04 1.060e-02 1.137e-01 5.400e-03]
[nems.fitters.fitter INFO] Starting error: 0.960063 -- Final error: 0.960027
[nems.fitters.fitter INFO] Final sigma: [-0.0005 0.0108 0.1134 0.0048]
[nems.analysis.fit_basic INFO] Delta error: 0.960063 - 0.960027 = -3.572932e-05
[nems.analysis.fit_pop_model INFO] dError (0.960063 - 0.960027) = 0.000036 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0319 0.0379 0.1133 -0.021 ]
[nems.fitters.fitter INFO] Starting error: 0.930256 -- Final error: 0.930202
[nems.fitters.fitter INFO] Final sigma: [ 0.0312 0.038 0.1129 -0.0215]
[nems.analysis.fit_basic INFO] Delta error: 0.930256 - 0.930202 = -5.311773e-05
[nems.analysis.fit_pop_model INFO] dError (0.930256 - 0.930202) = 0.000053 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0097 0.0537 0.0417 0.0875]
[nems.fitters.fitter INFO] Starting error: 0.996718 -- Final error: 0.996712
[nems.fitters.fitter INFO] Final sigma: [-0.0103 0.053 0.0413 0.0862]
[nems.analysis.fit_basic INFO] Delta error: 0.996718 - 0.996712 = -5.488429e-06
[nems.analysis.fit_pop_model INFO] dError (0.996718 - 0.996712) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0313 0.0049 -0.0371 0.0265]
[nems.fitters.fitter INFO] Starting error: 0.991617 -- Final error: 0.991614
[nems.fitters.fitter INFO] Final sigma: [ 0.0313 0.005 -0.0371 0.0267]
[nems.analysis.fit_basic INFO] Delta error: 0.991617 - 0.991614 = -2.222245e-06
[nems.analysis.fit_pop_model INFO] dError (0.991617 - 0.991614) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.4116 -0.016 -0.1727 0.1295]
[nems.fitters.fitter INFO] Starting error: 0.808078 -- Final error: 0.808067
[nems.fitters.fitter INFO] Final sigma: [ 0.4112 -0.0148 -0.1724 0.1312]
[nems.analysis.fit_basic INFO] Delta error: 0.808078 - 0.808067 = -1.081886e-05
[nems.analysis.fit_pop_model INFO] dError (0.808078 - 0.808067) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2795 -0.0736 -0.2444 0.1427]
[nems.fitters.fitter INFO] Starting error: 0.918999 -- Final error: 0.918994
[nems.fitters.fitter INFO] Final sigma: [ 0.2796 -0.0728 -0.2438 0.1439]
[nems.analysis.fit_basic INFO] Delta error: 0.918999 - 0.918994 = -5.836088e-06
[nems.analysis.fit_pop_model INFO] dError (0.918999 - 0.918994) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0099 -0.0242 -0.0211 0.0807]
[nems.fitters.fitter INFO] Starting error: 0.998938 -- Final error: 0.998934
[nems.fitters.fitter INFO] Final sigma: [-0.0097 -0.024 -0.021 0.081 ]
[nems.analysis.fit_basic INFO] Delta error: 0.998938 - 0.998934 = -3.465203e-06
[nems.analysis.fit_pop_model INFO] dError (0.998938 - 0.998934) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3011 -0.0325 -0.0975 0.128 ]
[nems.fitters.fitter INFO] Starting error: 0.841050 -- Final error: 0.841041
[nems.fitters.fitter INFO] Final sigma: [ 0.3009 -0.0315 -0.0975 0.1294]
[nems.analysis.fit_basic INFO] Delta error: 0.841050 - 0.841041 = -8.526593e-06
[nems.analysis.fit_pop_model INFO] dError (0.841050 - 0.841041) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2808 -0.0513 -0.0732 0.2133]
[nems.fitters.fitter INFO] Starting error: 0.879438 -- Final error: 0.879431
[nems.fitters.fitter INFO] Final sigma: [ 0.2801 -0.0502 -0.0725 0.2142]
[nems.analysis.fit_basic INFO] Delta error: 0.879438 - 0.879431 = -6.619696e-06
[nems.analysis.fit_pop_model INFO] dError (0.879438 - 0.879431) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0954 -0.3033 0.0301 0.1952]
[nems.fitters.fitter INFO] Starting error: 0.949685 -- Final error: 0.949683
[nems.fitters.fitter INFO] Final sigma: [-0.0951 -0.303 0.0304 0.1957]
[nems.analysis.fit_basic INFO] Delta error: 0.949685 - 0.949683 = -1.250084e-06
[nems.analysis.fit_pop_model INFO] dError (0.949685 - 0.949683) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3663 -0.0161 -0.1315 0.0866]
[nems.fitters.fitter INFO] Starting error: 0.835343 -- Final error: 0.835259
[nems.fitters.fitter INFO] Final sigma: [ 0.3602 -0.0099 -0.1202 0.0847]
[nems.analysis.fit_basic INFO] Delta error: 0.835343 - 0.835259 = -8.393551e-05
[nems.analysis.fit_pop_model INFO] dError (0.835343 - 0.835259) = 0.000084 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0185 0.0918 -0.0093 0.0707]
[nems.fitters.fitter INFO] Starting error: 0.979687 -- Final error: 0.979687
[nems.fitters.fitter INFO] Final sigma: [-0.0185 0.0917 -0.0092 0.0703]
[nems.analysis.fit_basic INFO] Delta error: 0.979687 - 0.979687 = -2.791549e-07
[nems.analysis.fit_pop_model INFO] dError (0.979687 - 0.979687) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0503 -0.3699 0.3825 0.4129]
[nems.fitters.fitter INFO] Starting error: 0.915546 -- Final error: 0.915517
[nems.fitters.fitter INFO] Final sigma: [-0.0517 -0.3705 0.3818 0.4102]
[nems.analysis.fit_basic INFO] Delta error: 0.915546 - 0.915517 = -2.839614e-05
[nems.analysis.fit_pop_model INFO] dError (0.915546 - 0.915517) = 0.000028 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0209 -0.1062 0.7198 0.3088]
[nems.fitters.fitter INFO] Starting error: 0.892454 -- Final error: 0.892386
[nems.fitters.fitter INFO] Final sigma: [-0.0238 -0.1064 0.7189 0.3058]
[nems.analysis.fit_basic INFO] Delta error: 0.892454 - 0.892386 = -6.752422e-05
[nems.analysis.fit_pop_model INFO] dError (0.892454 - 0.892386) = 0.000068 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0298 -0.1632 -0.0682 0.2416]
[nems.fitters.fitter INFO] Starting error: 0.979233 -- Final error: 0.979230
[nems.fitters.fitter INFO] Final sigma: [ 0.0302 -0.1628 -0.0682 0.2425]
[nems.analysis.fit_basic INFO] Delta error: 0.979233 - 0.979230 = -3.060508e-06
[nems.analysis.fit_pop_model INFO] dError (0.979233 - 0.979230) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0665 -0.0451 -0.0515 0.2016]
[nems.fitters.fitter INFO] Starting error: 0.990878 -- Final error: 0.990869
[nems.fitters.fitter INFO] Final sigma: [-0.0656 -0.0454 -0.0516 0.2031]
[nems.analysis.fit_basic INFO] Delta error: 0.990878 - 0.990869 = -9.676619e-06
[nems.analysis.fit_pop_model INFO] dError (0.990878 - 0.990869) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2263 -0.5308 0.4723 0.4844]
[nems.fitters.fitter INFO] Starting error: 0.898131 -- Final error: 0.898114
[nems.fitters.fitter INFO] Final sigma: [-0.2274 -0.5313 0.4715 0.4823]
[nems.analysis.fit_basic INFO] Delta error: 0.898131 - 0.898114 = -1.640593e-05
[nems.analysis.fit_pop_model INFO] dError (0.898131 - 0.898114) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0057 -0.0368 -0.0946 0.107 ]
[nems.fitters.fitter INFO] Starting error: 0.994565 -- Final error: 0.994547
[nems.fitters.fitter INFO] Final sigma: [-0.0042 -0.0358 -0.0943 0.1093]
[nems.analysis.fit_basic INFO] Delta error: 0.994565 - 0.994547 = -1.797056e-05
[nems.analysis.fit_pop_model INFO] dError (0.994565 - 0.994547) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0504 -0.065 0. 0.206 ]
[nems.fitters.fitter INFO] Starting error: 0.995365 -- Final error: 0.995345
[nems.fitters.fitter INFO] Final sigma: [-4.980e-02 -6.550e-02 -1.000e-04 2.084e-01]
[nems.analysis.fit_basic INFO] Delta error: 0.995365 - 0.995345 = -1.998969e-05
[nems.analysis.fit_pop_model INFO] dError (0.995365 - 0.995345) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0195 0.0059 0.0401 0.0983]
[nems.fitters.fitter INFO] Starting error: 0.998285 -- Final error: 0.998281
[nems.fitters.fitter INFO] Final sigma: [-0.0193 0.0057 0.0398 0.0995]
[nems.analysis.fit_basic INFO] Delta error: 0.998285 - 0.998281 = -3.791635e-06
[nems.analysis.fit_pop_model INFO] dError (0.998285 - 0.998281) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0106 -0.062 0.0074 0.2421]
[nems.fitters.fitter INFO] Starting error: 0.996500 -- Final error: 0.996500
[nems.fitters.fitter INFO] Final sigma: [ 0.0104 -0.0622 0.0073 0.2419]
[nems.analysis.fit_basic INFO] Delta error: 0.996500 - 0.996500 = -3.811298e-07
[nems.analysis.fit_pop_model INFO] dError (0.996500 - 0.996500) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1496 -0.4822 -0.3923 0.4978]
[nems.fitters.fitter INFO] Starting error: 0.906756 -- Final error: 0.906737
[nems.fitters.fitter INFO] Final sigma: [ 0.1509 -0.4809 -0.3913 0.4998]
[nems.analysis.fit_basic INFO] Delta error: 0.906756 - 0.906737 = -1.843711e-05
[nems.analysis.fit_pop_model INFO] dError (0.906756 - 0.906737) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0067 -0.0744 -0.0636 0.1245]
[nems.fitters.fitter INFO] Starting error: 0.991601 -- Final error: 0.991600
[nems.fitters.fitter INFO] Final sigma: [ 0.0069 -0.0739 -0.0632 0.1253]
[nems.analysis.fit_basic INFO] Delta error: 0.991601 - 0.991600 = -1.427723e-06
[nems.analysis.fit_pop_model INFO] dError (0.991601 - 0.991600) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0938 -0.0687 -0.1198 0.0908]
[nems.fitters.fitter INFO] Starting error: 0.960912 -- Final error: 0.960884
[nems.fitters.fitter INFO] Final sigma: [ 0.0952 -0.0672 -0.1188 0.0938]
[nems.analysis.fit_basic INFO] Delta error: 0.960912 - 0.960884 = -2.775027e-05
[nems.analysis.fit_pop_model INFO] dError (0.960912 - 0.960884) = 0.000028 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0465 -0.2847 0.0401 0.4896]
[nems.fitters.fitter INFO] Starting error: 0.977526 -- Final error: 0.977517
[nems.fitters.fitter INFO] Final sigma: [-0.047 -0.2859 0.0389 0.4886]
[nems.analysis.fit_basic INFO] Delta error: 0.977526 - 0.977517 = -8.893127e-06
[nems.analysis.fit_pop_model INFO] dError (0.977526 - 0.977517) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0034 -0.0054 -0.0152 0.0447]
[nems.fitters.fitter INFO] Starting error: 0.999334 -- Final error: 0.999316
[nems.fitters.fitter INFO] Final sigma: [-0.0032 -0.0054 -0.0151 0.0454]
[nems.analysis.fit_basic INFO] Delta error: 0.999334 - 0.999316 = -1.764928e-05
[nems.analysis.fit_pop_model INFO] dError (0.999334 - 0.999316) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0074 -0.0609 -0.1129 0.1745]
[nems.fitters.fitter INFO] Starting error: 0.994039 -- Final error: 0.994020
[nems.fitters.fitter INFO] Final sigma: [-0.0066 -0.0609 -0.1123 0.1769]
[nems.analysis.fit_basic INFO] Delta error: 0.994039 - 0.994020 = -1.874039e-05
[nems.analysis.fit_pop_model INFO] dError (0.994039 - 0.994020) = 0.000019 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0072 0.0374 -0.0098 0.0353]
[nems.fitters.fitter INFO] Starting error: 0.992676 -- Final error: 0.992675
[nems.fitters.fitter INFO] Final sigma: [-0.0072 0.0375 -0.0098 0.0354]
[nems.analysis.fit_basic INFO] Delta error: 0.992676 - 0.992675 = -1.059785e-06
[nems.analysis.fit_pop_model INFO] dError (0.992676 - 0.992675) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0182 0.0783 -0.002 0.0301]
[nems.fitters.fitter INFO] Starting error: 0.974393 -- Final error: 0.974393
[nems.fitters.fitter INFO] Final sigma: [-0.0182 0.0782 -0.002 0.03 ]
[nems.analysis.fit_basic INFO] Delta error: 0.974393 - 0.974393 = -4.013985e-07
[nems.analysis.fit_pop_model INFO] dError (0.974393 - 0.974393) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1054 -0.231 -0.0369 0.3533]
[nems.fitters.fitter INFO] Starting error: 0.941085 -- Final error: 0.941077
[nems.fitters.fitter INFO] Final sigma: [ 0.1051 -0.231 -0.0365 0.3517]
[nems.analysis.fit_basic INFO] Delta error: 0.941085 - 0.941077 = -7.572719e-06
[nems.analysis.fit_pop_model INFO] dError (0.941085 - 0.941077) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0233 -0.0731 -0.0703 0.1456]
[nems.fitters.fitter INFO] Starting error: 0.993616 -- Final error: 0.993607
[nems.fitters.fitter INFO] Final sigma: [ 0.0235 -0.0727 -0.0704 0.144 ]
[nems.analysis.fit_basic INFO] Delta error: 0.993616 - 0.993607 = -8.585930e-06
[nems.analysis.fit_pop_model INFO] dError (0.993616 - 0.993607) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0122 -0.0771 -0.0622 0.0771]
[nems.fitters.fitter INFO] Starting error: 0.990199 -- Final error: 0.990184
[nems.fitters.fitter INFO] Final sigma: [-0.0117 -0.0767 -0.062 0.0775]
[nems.analysis.fit_basic INFO] Delta error: 0.990199 - 0.990184 = -1.535527e-05
[nems.analysis.fit_pop_model INFO] dError (0.990199 - 0.990184) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0274 -0.0822 -0.0671 0.1555]
[nems.fitters.fitter INFO] Starting error: 0.995546 -- Final error: 0.995537
[nems.fitters.fitter INFO] Final sigma: [-0.0265 -0.0816 -0.0669 0.1569]
[nems.analysis.fit_basic INFO] Delta error: 0.995546 - 0.995537 = -8.469806e-06
[nems.analysis.fit_pop_model INFO] dError (0.995546 - 0.995537) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0113 0.0719 0.009 0.0185]
[nems.fitters.fitter INFO] Starting error: 0.978013 -- Final error: 0.978012
[nems.fitters.fitter INFO] Final sigma: [-0.0113 0.0718 0.0091 0.0184]
[nems.analysis.fit_basic INFO] Delta error: 0.978013 - 0.978012 = -2.961597e-07
[nems.analysis.fit_pop_model INFO] dError (0.978013 - 0.978012) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0047 -0.1485 -0.0741 0.1153]
[nems.fitters.fitter INFO] Starting error: 0.977758 -- Final error: 0.977744
[nems.fitters.fitter INFO] Final sigma: [-0.0051 -0.1482 -0.0739 0.1121]
[nems.analysis.fit_basic INFO] Delta error: 0.977758 - 0.977744 = -1.392835e-05
[nems.analysis.fit_pop_model INFO] dError (0.977758 - 0.977744) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0621 -0.0462 -0.0589 0.0503]
[nems.fitters.fitter INFO] Starting error: 0.973396 -- Final error: 0.973393
[nems.fitters.fitter INFO] Final sigma: [ 0.0616 -0.0465 -0.0583 0.0492]
[nems.analysis.fit_basic INFO] Delta error: 0.973396 - 0.973393 = -2.619462e-06
[nems.analysis.fit_pop_model INFO] dError (0.973396 - 0.973393) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0048 0.01 -0.049 0.0917]
[nems.fitters.fitter INFO] Starting error: 0.997975 -- Final error: 0.997972
[nems.fitters.fitter INFO] Final sigma: [ 0.005 0.0102 -0.049 0.0906]
[nems.analysis.fit_basic INFO] Delta error: 0.997975 - 0.997972 = -3.038914e-06
[nems.analysis.fit_pop_model INFO] dError (0.997975 - 0.997972) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0935 -0.1888 0.2019 0.2384]
[nems.fitters.fitter INFO] Starting error: 0.969295 -- Final error: 0.969290
[nems.fitters.fitter INFO] Final sigma: [-0.0941 -0.1889 0.2016 0.2373]
[nems.analysis.fit_basic INFO] Delta error: 0.969295 - 0.969290 = -4.635624e-06
[nems.analysis.fit_pop_model INFO] dError (0.969295 - 0.969290) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=3.00E-05, iter=3/50: deltaE=5.904570E-05
[nems.analysis.fit_pop_model INFO] (1) Tol 3.00e-05: Loop 4/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
[nems.modelspec INFO] Freezing fast rec at start=0
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.6663 0.1627 0.0846 0.0316 0.4817 0.2696 -0.0243 -0.0486 0.0359
0.0279 0.0095 -0.0456 -0.1587 0.5757]
[nems.fitters.fitter INFO] Starting error: 0.874616 -- Final error: 0.874614
[nems.fitters.fitter INFO] Final sigma: [-0.6664 0.1629 0.0842 0.0316 0.4817 0.2699 -0.0238 -0.048 0.0363
0.0281 0.0096 -0.0456 -0.1587 0.5754]
[nems.analysis.fit_basic INFO] Delta error: 0.874616 - 0.874614 = -1.677381e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
[nems.modelspec INFO] Freezing fast rec at start=1
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1873 0.1267 0.0092 -0.4503 -0.2442 0.0331 0.04 -0.0577 -0.0625
-0.0559 -0.015 0.0894 -0.629 ]
[nems.fitters.fitter INFO] Starting error: 0.874614 -- Final error: 0.874604
[nems.fitters.fitter INFO] Final sigma: [ 0.1873 0.1273 0.0106 -0.4491 -0.2433 0.0334 0.0398 -0.0582 -0.0632
-0.0567 -0.0161 0.088 -0.6299]
[nems.analysis.fit_basic INFO] Delta error: 0.874614 - 0.874604 = -1.003043e-05
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3023 0.3095 -0.2021 0.2817 0.7405 0.0956 -0.2822 -0.2324 -0.0699
0.0128 -0.0055 -0.3247 0.0064]
[nems.analysis.cost_functions INFO] Eval #100. E=0.874037
[nems.fitters.fitter INFO] Starting error: 0.874604 -- Final error: 0.874037
[nems.fitters.fitter INFO] Final sigma: [ 0.3395 0.2991 -0.0945 0.3442 0.7206 0.0139 -0.3298 -0.2737 -0.1082
-0.0037 0.0196 -0.2665 0.0245]
[nems.analysis.fit_basic INFO] Delta error: 0.874604 - 0.874037 = -5.677751e-04
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0654 -0.0735 -0.0757 0.2206]
[nems.fitters.fitter INFO] Starting error: 0.982317 -- Final error: 0.982290
[nems.fitters.fitter INFO] Final sigma: [ 0.0643 -0.0744 -0.0722 0.2193]
[nems.analysis.fit_basic INFO] Delta error: 0.982317 - 0.982290 = -2.665897e-05
[nems.analysis.fit_pop_model INFO] dError (0.982317 - 0.982290) = 0.000027 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0167 -0.1298 0.1044 0.2527]
[nems.fitters.fitter INFO] Starting error: 0.985338 -- Final error: 0.984687
[nems.fitters.fitter INFO] Final sigma: [-0.0097 -0.1314 0.0658 0.2553]
[nems.analysis.fit_basic INFO] Delta error: 0.985338 - 0.984687 = -6.510185e-04
[nems.analysis.fit_pop_model INFO] dError (0.985338 - 0.984687) = 0.000651 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0032 -0.1755 -0.0681 0.1239]
[nems.fitters.fitter INFO] Starting error: 0.948486 -- Final error: 0.948380
[nems.fitters.fitter INFO] Final sigma: [-0.0025 -0.1719 -0.0602 0.1217]
[nems.analysis.fit_basic INFO] Delta error: 0.948486 - 0.948380 = -1.056141e-04
[nems.analysis.fit_pop_model INFO] dError (0.948486 - 0.948380) = 0.000106 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0066 -0.1444 -0.0414 0.1877]
[nems.fitters.fitter INFO] Starting error: 0.984164 -- Final error: 0.984156
[nems.fitters.fitter INFO] Final sigma: [-0.007 -0.1451 -0.0405 0.1867]
[nems.analysis.fit_basic INFO] Delta error: 0.984164 - 0.984156 = -7.810024e-06
[nems.analysis.fit_pop_model INFO] dError (0.984164 - 0.984156) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1459 0.1182 0.0058 0.2135]
[nems.fitters.fitter INFO] Starting error: 0.985878 -- Final error: 0.985875
[nems.fitters.fitter INFO] Final sigma: [0.1451 0.1187 0.0048 0.2132]
[nems.analysis.fit_basic INFO] Delta error: 0.985878 - 0.985875 = -2.834175e-06
[nems.analysis.fit_pop_model INFO] dError (0.985878 - 0.985875) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0208 0.0294 0.1563 -0.0155]
[nems.fitters.fitter INFO] Starting error: 0.909051 -- Final error: 0.909004
[nems.fitters.fitter INFO] Final sigma: [ 0.02 0.0294 0.1569 -0.016 ]
[nems.analysis.fit_basic INFO] Delta error: 0.909051 - 0.909004 = -4.627196e-05
[nems.analysis.fit_pop_model INFO] dError (0.909051 - 0.909004) = 0.000046 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0036 0.012 -0.0021 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997648 -- Final error: 0.997647
[nems.fitters.fitter INFO] Final sigma: [-0.0034 0.0118 -0.0015 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997648 - 0.997647 = -1.021600e-06
[nems.analysis.fit_pop_model INFO] dError (0.997648 - 0.997647) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0662 -0.0725 0.109 0.0592]
[nems.fitters.fitter INFO] Starting error: 0.936160 -- Final error: 0.934834
[nems.fitters.fitter INFO] Final sigma: [ 0.0702 -0.0778 0.0706 0.0628]
[nems.analysis.fit_basic INFO] Delta error: 0.936160 - 0.934834 = -1.326000e-03
[nems.analysis.fit_pop_model INFO] dError (0.936160 - 0.934834) = 0.001326 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0417 0.0189 -0.012 0.1273]
[nems.fitters.fitter INFO] Starting error: 0.991441 -- Final error: 0.991439
[nems.fitters.fitter INFO] Final sigma: [-0.0417 0.0186 -0.0118 0.1266]
[nems.analysis.fit_basic INFO] Delta error: 0.991441 - 0.991439 = -1.700499e-06
[nems.analysis.fit_pop_model INFO] dError (0.991441 - 0.991439) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0054 0.0059 0.0008 0.0037]
[nems.fitters.fitter INFO] Starting error: 0.999358 -- Final error: 0.999298
[nems.fitters.fitter INFO] Final sigma: [ 0.0048 0.0046 -0.001 0.0046]
[nems.analysis.fit_basic INFO] Delta error: 0.999358 - 0.999298 = -6.018965e-05
[nems.analysis.fit_pop_model INFO] dError (0.999358 - 0.999298) = 0.000060 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0021 -0.0676 -0.0575 0.0929]
[nems.fitters.fitter INFO] Starting error: 0.993867 -- Final error: 0.993856
[nems.fitters.fitter INFO] Final sigma: [-0.0029 -0.0689 -0.0568 0.0912]
[nems.analysis.fit_basic INFO] Delta error: 0.993867 - 0.993856 = -1.139641e-05
[nems.analysis.fit_pop_model INFO] dError (0.993867 - 0.993856) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.2096 0.034 0.5116 0.0854]
[nems.fitters.fitter INFO] Starting error: 0.858005 -- Final error: 0.857680
[nems.fitters.fitter INFO] Final sigma: [0.2129 0.0373 0.4773 0.0844]
[nems.analysis.fit_basic INFO] Delta error: 0.858005 - 0.857680 = -3.245117e-04
[nems.analysis.fit_pop_model INFO] dError (0.858005 - 0.857680) = 0.000325 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0524 0.0287 0.0068 0.0939]
[nems.fitters.fitter INFO] Starting error: 0.981090 -- Final error: 0.981078
[nems.fitters.fitter INFO] Final sigma: [-0.052 0.029 0.0066 0.0945]
[nems.analysis.fit_basic INFO] Delta error: 0.981090 - 0.981078 = -1.149869e-05
[nems.analysis.fit_pop_model INFO] dError (0.981090 - 0.981078) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0805 -0.1442 0.0452 0.1435]
[nems.fitters.fitter INFO] Starting error: 0.977029 -- Final error: 0.977023
[nems.fitters.fitter INFO] Final sigma: [-0.0796 -0.1441 0.0458 0.1456]
[nems.analysis.fit_basic INFO] Delta error: 0.977029 - 0.977023 = -5.564856e-06
[nems.analysis.fit_pop_model INFO] dError (0.977029 - 0.977023) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0322 0.0914 0.0111 0.0991]
[nems.fitters.fitter INFO] Starting error: 0.996586 -- Final error: 0.996566
[nems.fitters.fitter INFO] Final sigma: [0.0326 0.0912 0.0112 0.1018]
[nems.analysis.fit_basic INFO] Delta error: 0.996586 - 0.996566 = -1.925017e-05
[nems.analysis.fit_pop_model INFO] dError (0.996586 - 0.996566) = 0.000019 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0375 -0.1536 0.0364 0.1663]
[nems.fitters.fitter INFO] Starting error: 0.982916 -- Final error: 0.982643
[nems.fitters.fitter INFO] Final sigma: [-0.0352 -0.1573 0.0165 0.1692]
[nems.analysis.fit_basic INFO] Delta error: 0.982916 - 0.982643 = -2.727747e-04
[nems.analysis.fit_pop_model INFO] dError (0.982916 - 0.982643) = 0.000273 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1861 0.098 0.1081 -0.0599]
[nems.fitters.fitter INFO] Starting error: 0.821023 -- Final error: 0.821000
[nems.fitters.fitter INFO] Final sigma: [ 0.1837 0.0982 0.1053 -0.0616]
[nems.analysis.fit_basic INFO] Delta error: 0.821023 - 0.821000 = -2.276214e-05
[nems.analysis.fit_pop_model INFO] dError (0.821023 - 0.821000) = 0.000023 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0005 0.0108 0.1134 0.0048]
[nems.fitters.fitter INFO] Starting error: 0.956840 -- Final error: 0.956811
[nems.fitters.fitter INFO] Final sigma: [-0.0007 0.0109 0.1129 0.0042]
[nems.analysis.fit_basic INFO] Delta error: 0.956840 - 0.956811 = -2.870362e-05
[nems.analysis.fit_pop_model INFO] dError (0.956840 - 0.956811) = 0.000029 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0312 0.038 0.1129 -0.0215]
[nems.fitters.fitter INFO] Starting error: 0.927677 -- Final error: 0.927466
[nems.fitters.fitter INFO] Final sigma: [ 0.0321 0.0394 0.1065 -0.0221]
[nems.analysis.fit_basic INFO] Delta error: 0.927677 - 0.927466 = -2.114913e-04
[nems.analysis.fit_pop_model INFO] dError (0.927677 - 0.927466) = 0.000211 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0103 0.053 0.0413 0.0862]
[nems.fitters.fitter INFO] Starting error: 0.997080 -- Final error: 0.997064
[nems.fitters.fitter INFO] Final sigma: [-0.0098 0.0531 0.0397 0.0878]
[nems.analysis.fit_basic INFO] Delta error: 0.997080 - 0.997064 = -1.593441e-05
[nems.analysis.fit_pop_model INFO] dError (0.997080 - 0.997064) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0313 0.005 -0.0371 0.0267]
[nems.fitters.fitter INFO] Starting error: 0.991315 -- Final error: 0.991313
[nems.fitters.fitter INFO] Final sigma: [ 0.0309 0.0052 -0.0367 0.027 ]
[nems.analysis.fit_basic INFO] Delta error: 0.991315 - 0.991313 = -1.210046e-06
[nems.analysis.fit_pop_model INFO] dError (0.991315 - 0.991313) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.4112 -0.0148 -0.1724 0.1312]
[nems.fitters.fitter INFO] Starting error: 0.808817 -- Final error: 0.808626
[nems.fitters.fitter INFO] Final sigma: [ 0.4035 -0.0122 -0.1496 0.1304]
[nems.analysis.fit_basic INFO] Delta error: 0.808817 - 0.808626 = -1.914625e-04
[nems.analysis.fit_pop_model INFO] dError (0.808817 - 0.808626) = 0.000191 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2796 -0.0728 -0.2438 0.1439]
[nems.fitters.fitter INFO] Starting error: 0.917661 -- Final error: 0.917645
[nems.fitters.fitter INFO] Final sigma: [ 0.2767 -0.0721 -0.241 0.1433]
[nems.analysis.fit_basic INFO] Delta error: 0.917661 - 0.917645 = -1.531914e-05
[nems.analysis.fit_pop_model INFO] dError (0.917661 - 0.917645) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0097 -0.024 -0.021 0.081 ]
[nems.fitters.fitter INFO] Starting error: 0.998841 -- Final error: 0.998841
[nems.fitters.fitter INFO] Final sigma: [-0.0096 -0.024 -0.021 0.081 ]
[nems.analysis.fit_basic INFO] Delta error: 0.998841 - 0.998841 = -4.052937e-07
[nems.analysis.fit_pop_model INFO] dError (0.998841 - 0.998841) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3009 -0.0315 -0.0975 0.1294]
[nems.fitters.fitter INFO] Starting error: 0.840381 -- Final error: 0.840369
[nems.fitters.fitter INFO] Final sigma: [ 0.2994 -0.0314 -0.0978 0.128 ]
[nems.analysis.fit_basic INFO] Delta error: 0.840381 - 0.840369 = -1.183701e-05
[nems.analysis.fit_pop_model INFO] dError (0.840381 - 0.840369) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2801 -0.0502 -0.0725 0.2142]
[nems.fitters.fitter INFO] Starting error: 0.878842 -- Final error: 0.878833
[nems.fitters.fitter INFO] Final sigma: [ 0.2789 -0.0501 -0.0729 0.2129]
[nems.analysis.fit_basic INFO] Delta error: 0.878842 - 0.878833 = -9.207225e-06
[nems.analysis.fit_pop_model INFO] dError (0.878842 - 0.878833) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0951 -0.303 0.0304 0.1957]
[nems.fitters.fitter INFO] Starting error: 0.950107 -- Final error: 0.950080
[nems.fitters.fitter INFO] Final sigma: [-0.0947 -0.303 0.0267 0.1944]
[nems.analysis.fit_basic INFO] Delta error: 0.950107 - 0.950080 = -2.699459e-05
[nems.analysis.fit_pop_model INFO] dError (0.950107 - 0.950080) = 0.000027 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3602 -0.0099 -0.1202 0.0847]
[nems.fitters.fitter INFO] Starting error: 0.835384 -- Final error: 0.835358
[nems.fitters.fitter INFO] Final sigma: [ 0.362 -0.0097 -0.1174 0.0861]
[nems.analysis.fit_basic INFO] Delta error: 0.835384 - 0.835358 = -2.604505e-05
[nems.analysis.fit_pop_model INFO] dError (0.835384 - 0.835358) = 0.000026 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0185 0.0917 -0.0092 0.0703]
[nems.fitters.fitter INFO] Starting error: 0.979685 -- Final error: 0.979684
[nems.fitters.fitter INFO] Final sigma: [-0.0181 0.092 -0.0086 0.0708]
[nems.analysis.fit_basic INFO] Delta error: 0.979685 - 0.979684 = -1.317156e-06
[nems.analysis.fit_pop_model INFO] dError (0.979685 - 0.979684) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0517 -0.3705 0.3818 0.4102]
[nems.fitters.fitter INFO] Starting error: 0.912663 -- Final error: 0.912643
[nems.fitters.fitter INFO] Final sigma: [-0.0528 -0.369 0.3784 0.4086]
[nems.analysis.fit_basic INFO] Delta error: 0.912663 - 0.912643 = -2.049971e-05
[nems.analysis.fit_pop_model INFO] dError (0.912663 - 0.912643) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0238 -0.1064 0.7189 0.3058]
[nems.fitters.fitter INFO] Starting error: 0.874076 -- Final error: 0.874050
[nems.fitters.fitter INFO] Final sigma: [-0.0255 -0.1062 0.7192 0.303 ]
[nems.analysis.fit_basic INFO] Delta error: 0.874076 - 0.874050 = -2.645357e-05
[nems.analysis.fit_pop_model INFO] dError (0.874076 - 0.874050) = 0.000026 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0302 -0.1628 -0.0682 0.2425]
[nems.fitters.fitter INFO] Starting error: 0.979791 -- Final error: 0.979716
[nems.fitters.fitter INFO] Final sigma: [ 0.03 -0.1611 -0.0551 0.2408]
[nems.analysis.fit_basic INFO] Delta error: 0.979791 - 0.979716 = -7.523070e-05
[nems.analysis.fit_pop_model INFO] dError (0.979791 - 0.979716) = 0.000075 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0656 -0.0454 -0.0516 0.2031]
[nems.fitters.fitter INFO] Starting error: 0.990875 -- Final error: 0.990867
[nems.fitters.fitter INFO] Final sigma: [-0.0656 -0.047 -0.0513 0.2025]
[nems.analysis.fit_basic INFO] Delta error: 0.990875 - 0.990867 = -8.004313e-06
[nems.analysis.fit_pop_model INFO] dError (0.990875 - 0.990867) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2274 -0.5313 0.4715 0.4823]
[nems.fitters.fitter INFO] Starting error: 0.898140 -- Final error: 0.897734
[nems.fitters.fitter INFO] Final sigma: [-0.2183 -0.5288 0.4278 0.4819]
[nems.analysis.fit_basic INFO] Delta error: 0.898140 - 0.897734 = -4.054258e-04
[nems.analysis.fit_pop_model INFO] dError (0.898140 - 0.897734) = 0.000405 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0042 -0.0358 -0.0943 0.1093]
[nems.fitters.fitter INFO] Starting error: 0.994605 -- Final error: 0.994595
[nems.fitters.fitter INFO] Final sigma: [-0.0045 -0.0362 -0.0937 0.1074]
[nems.analysis.fit_basic INFO] Delta error: 0.994605 - 0.994595 = -9.951820e-06
[nems.analysis.fit_pop_model INFO] dError (0.994605 - 0.994595) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-4.980e-02 -6.550e-02 -1.000e-04 2.084e-01]
[nems.fitters.fitter INFO] Starting error: 0.995316 -- Final error: 0.995299
[nems.fitters.fitter INFO] Final sigma: [-0.0506 -0.0672 -0.0009 0.2072]
[nems.analysis.fit_basic INFO] Delta error: 0.995316 - 0.995299 = -1.772269e-05
[nems.analysis.fit_pop_model INFO] dError (0.995316 - 0.995299) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0193 0.0057 0.0398 0.0995]
[nems.fitters.fitter INFO] Starting error: 0.998531 -- Final error: 0.998519
[nems.fitters.fitter INFO] Final sigma: [-0.02 0.0048 0.0384 0.0982]
[nems.analysis.fit_basic INFO] Delta error: 0.998531 - 0.998519 = -1.151540e-05
[nems.analysis.fit_pop_model INFO] dError (0.998531 - 0.998519) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0104 -0.0622 0.0073 0.2419]
[nems.fitters.fitter INFO] Starting error: 0.996504 -- Final error: 0.996503
[nems.fitters.fitter INFO] Final sigma: [ 0.0103 -0.0623 0.0069 0.2424]
[nems.analysis.fit_basic INFO] Delta error: 0.996504 - 0.996503 = -8.155052e-07
[nems.analysis.fit_pop_model INFO] dError (0.996504 - 0.996503) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1509 -0.4809 -0.3913 0.4998]
[nems.fitters.fitter INFO] Starting error: 0.912552 -- Final error: 0.911376
[nems.fitters.fitter INFO] Final sigma: [ 0.1397 -0.4677 -0.3066 0.492 ]
[nems.analysis.fit_basic INFO] Delta error: 0.912552 - 0.911376 = -1.175864e-03
[nems.analysis.fit_pop_model INFO] dError (0.912552 - 0.911376) = 0.001176 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0069 -0.0739 -0.0632 0.1253]
[nems.fitters.fitter INFO] Starting error: 0.992207 -- Final error: 0.992038
[nems.fitters.fitter INFO] Final sigma: [ 0.0047 -0.0725 -0.0499 0.124 ]
[nems.analysis.fit_basic INFO] Delta error: 0.992207 - 0.992038 = -1.685096e-04
[nems.analysis.fit_pop_model INFO] dError (0.992207 - 0.992038) = 0.000169 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0952 -0.0672 -0.1188 0.0938]
[nems.fitters.fitter INFO] Starting error: 0.961339 -- Final error: 0.961056
[nems.fitters.fitter INFO] Final sigma: [ 0.0932 -0.0609 -0.0997 0.0891]
[nems.analysis.fit_basic INFO] Delta error: 0.961339 - 0.961056 = -2.831969e-04
[nems.analysis.fit_pop_model INFO] dError (0.961339 - 0.961056) = 0.000283 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.047 -0.2859 0.0389 0.4886]
[nems.fitters.fitter INFO] Starting error: 0.977423 -- Final error: 0.977415
[nems.fitters.fitter INFO] Final sigma: [-0.0465 -0.2862 0.0381 0.4901]
[nems.analysis.fit_basic INFO] Delta error: 0.977423 - 0.977415 = -7.490353e-06
[nems.analysis.fit_pop_model INFO] dError (0.977423 - 0.977415) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0032 -0.0054 -0.0151 0.0454]
[nems.fitters.fitter INFO] Starting error: 0.999294 -- Final error: 0.999277
[nems.fitters.fitter INFO] Final sigma: [-0.0031 -0.0078 -0.0148 0.0463]
[nems.analysis.fit_basic INFO] Delta error: 0.999294 - 0.999277 = -1.688652e-05
[nems.analysis.fit_pop_model INFO] dError (0.999294 - 0.999277) = 0.000017 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0066 -0.0609 -0.1123 0.1769]
[nems.fitters.fitter INFO] Starting error: 0.995667 -- Final error: 0.995272
[nems.fitters.fitter INFO] Final sigma: [-0.0145 -0.0678 -0.0849 0.1787]
[nems.analysis.fit_basic INFO] Delta error: 0.995667 - 0.995272 = -3.954799e-04
[nems.analysis.fit_pop_model INFO] dError (0.995667 - 0.995272) = 0.000395 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0072 0.0375 -0.0098 0.0354]
[nems.fitters.fitter INFO] Starting error: 0.992731 -- Final error: 0.992730
[nems.fitters.fitter INFO] Final sigma: [-0.0073 0.0374 -0.0092 0.0357]
[nems.analysis.fit_basic INFO] Delta error: 0.992731 - 0.992730 = -1.130033e-06
[nems.analysis.fit_pop_model INFO] dError (0.992731 - 0.992730) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0182 0.0782 -0.002 0.03 ]
[nems.fitters.fitter INFO] Starting error: 0.974391 -- Final error: 0.974390
[nems.fitters.fitter INFO] Final sigma: [-0.018 0.078 -0.0016 0.0303]
[nems.analysis.fit_basic INFO] Delta error: 0.974391 - 0.974390 = -5.923967e-07
[nems.analysis.fit_pop_model INFO] dError (0.974391 - 0.974390) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1051 -0.231 -0.0365 0.3517]
[nems.fitters.fitter INFO] Starting error: 0.941083 -- Final error: 0.941077
[nems.fitters.fitter INFO] Final sigma: [ 0.1054 -0.23 -0.0355 0.3524]
[nems.analysis.fit_basic INFO] Delta error: 0.941083 - 0.941077 = -6.274373e-06
[nems.analysis.fit_pop_model INFO] dError (0.941083 - 0.941077) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0235 -0.0727 -0.0704 0.144 ]
[nems.fitters.fitter INFO] Starting error: 0.993386 -- Final error: 0.993376
[nems.fitters.fitter INFO] Final sigma: [ 0.0243 -0.0716 -0.0701 0.1451]
[nems.analysis.fit_basic INFO] Delta error: 0.993386 - 0.993376 = -9.639691e-06
[nems.analysis.fit_pop_model INFO] dError (0.993386 - 0.993376) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0117 -0.0767 -0.062 0.0775]
[nems.fitters.fitter INFO] Starting error: 0.990521 -- Final error: 0.990403
[nems.fitters.fitter INFO] Final sigma: [-0.0102 -0.074 -0.0553 0.0754]
[nems.analysis.fit_basic INFO] Delta error: 0.990521 - 0.990403 = -1.183947e-04
[nems.analysis.fit_pop_model INFO] dError (0.990521 - 0.990403) = 0.000118 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0265 -0.0816 -0.0669 0.1569]
[nems.fitters.fitter INFO] Starting error: 0.995747 -- Final error: 0.995741
[nems.fitters.fitter INFO] Final sigma: [-0.0265 -0.0818 -0.0659 0.1557]
[nems.analysis.fit_basic INFO] Delta error: 0.995747 - 0.995741 = -6.758573e-06
[nems.analysis.fit_pop_model INFO] dError (0.995747 - 0.995741) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0113 0.0718 0.0091 0.0184]
[nems.fitters.fitter INFO] Starting error: 0.977956 -- Final error: 0.977955
[nems.fitters.fitter INFO] Final sigma: [-0.0111 0.0718 0.0091 0.0183]
[nems.analysis.fit_basic INFO] Delta error: 0.977956 - 0.977955 = -8.748447e-08
[nems.analysis.fit_pop_model INFO] dError (0.977956 - 0.977955) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0051 -0.1482 -0.0739 0.1121]
[nems.fitters.fitter INFO] Starting error: 0.978850 -- Final error: 0.978309
[nems.fitters.fitter INFO] Final sigma: [-0.0018 -0.1323 -0.055 0.106 ]
[nems.analysis.fit_basic INFO] Delta error: 0.978850 - 0.978309 = -5.413224e-04
[nems.analysis.fit_pop_model INFO] dError (0.978850 - 0.978309) = 0.000541 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0616 -0.0465 -0.0583 0.0492]
[nems.fitters.fitter INFO] Starting error: 0.973807 -- Final error: 0.973793
[nems.fitters.fitter INFO] Final sigma: [ 0.0621 -0.0458 -0.0564 0.0511]
[nems.analysis.fit_basic INFO] Delta error: 0.973807 - 0.973793 = -1.395073e-05
[nems.analysis.fit_pop_model INFO] dError (0.973807 - 0.973793) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.005 0.0102 -0.049 0.0906]
[nems.fitters.fitter INFO] Starting error: 0.998270 -- Final error: 0.998262
[nems.fitters.fitter INFO] Final sigma: [ 0.0057 0.0109 -0.048 0.0917]
[nems.analysis.fit_basic INFO] Delta error: 0.998270 - 0.998262 = -7.859769e-06
[nems.analysis.fit_pop_model INFO] dError (0.998270 - 0.998262) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0941 -0.1889 0.2016 0.2373]
[nems.fitters.fitter INFO] Starting error: 0.967074 -- Final error: 0.967065
[nems.fitters.fitter INFO] Final sigma: [-0.094 -0.1864 0.1993 0.2367]
[nems.analysis.fit_basic INFO] Delta error: 0.967074 - 0.967065 = -8.899952e-06
[nems.analysis.fit_pop_model INFO] dError (0.967074 - 0.967065) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=3.00E-05, iter=4/50: deltaE=7.333800E-04
[nems.analysis.fit_pop_model INFO] (1) Tol 3.00e-05: Loop 5/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
[nems.modelspec INFO] Freezing fast rec at start=0
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.6664 0.1629 0.0842 0.0316 0.4817 0.2699 -0.0238 -0.048 0.0363
0.0281 0.0096 -0.0456 -0.1587 0.5754]
[nems.fitters.fitter INFO] Starting error: 0.873883 -- Final error: 0.873881
[nems.fitters.fitter INFO] Final sigma: [-0.6665 0.1631 0.0839 0.0318 0.4819 0.2701 -0.0235 -0.0476 0.0366
0.0283 0.0098 -0.0454 -0.1585 0.5753]
[nems.analysis.fit_basic INFO] Delta error: 0.873883 - 0.873881 = -1.539886e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1873 0.1273 0.0106 -0.4491 -0.2433 0.0334 0.0398 -0.0582 -0.0632
-0.0567 -0.0161 0.088 -0.6299]
[nems.fitters.fitter INFO] Starting error: 0.873881 -- Final error: 0.873871
[nems.fitters.fitter INFO] Final sigma: [ 0.1872 0.1279 0.0121 -0.448 -0.2424 0.0336 0.0395 -0.0587 -0.0639
-0.0576 -0.0173 0.0866 -0.6307]
[nems.analysis.fit_basic INFO] Delta error: 0.873881 - 0.873871 = -9.929258e-06
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3395 0.2991 -0.0945 0.3442 0.7206 0.0139 -0.3298 -0.2737 -0.1082
-0.0037 0.0196 -0.2665 0.0245]
[nems.fitters.fitter INFO] Starting error: 0.873871 -- Final error: 0.873869
[nems.fitters.fitter INFO] Final sigma: [ 0.3385 0.2976 -0.094 0.3442 0.7197 0.0124 -0.3304 -0.2745 -0.1093
-0.0048 0.019 -0.2666 0.0254]
[nems.analysis.fit_basic INFO] Delta error: 0.873871 - 0.873869 = -1.932040e-06
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0643 -0.0744 -0.0722 0.2193]
[nems.fitters.fitter INFO] Starting error: 0.982292 -- Final error: 0.982281
[nems.fitters.fitter INFO] Final sigma: [ 0.0643 -0.0738 -0.0713 0.2208]
[nems.analysis.fit_basic INFO] Delta error: 0.982292 - 0.982281 = -1.108348e-05
[nems.analysis.fit_pop_model INFO] dError (0.982292 - 0.982281) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0097 -0.1314 0.0658 0.2553]
[nems.fitters.fitter INFO] Starting error: 0.984717 -- Final error: 0.984716
[nems.fitters.fitter INFO] Final sigma: [-0.0095 -0.1315 0.0658 0.2557]
[nems.analysis.fit_basic INFO] Delta error: 0.984717 - 0.984716 = -9.536798e-07
[nems.analysis.fit_pop_model INFO] dError (0.984717 - 0.984716) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0025 -0.1719 -0.0602 0.1217]
[nems.fitters.fitter INFO] Starting error: 0.948253 -- Final error: 0.948247
[nems.fitters.fitter INFO] Final sigma: [-0.0037 -0.1711 -0.0607 0.1213]
[nems.analysis.fit_basic INFO] Delta error: 0.948253 - 0.948247 = -6.253115e-06
[nems.analysis.fit_pop_model INFO] dError (0.948253 - 0.948247) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.007 -0.1451 -0.0405 0.1867]
[nems.fitters.fitter INFO] Starting error: 0.984116 -- Final error: 0.984110
[nems.fitters.fitter INFO] Final sigma: [-0.0069 -0.1449 -0.0396 0.1879]
[nems.analysis.fit_basic INFO] Delta error: 0.984116 - 0.984110 = -6.520470e-06
[nems.analysis.fit_pop_model INFO] dError (0.984116 - 0.984110) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1451 0.1187 0.0048 0.2132]
[nems.fitters.fitter INFO] Starting error: 0.985879 -- Final error: 0.985877
[nems.fitters.fitter INFO] Final sigma: [0.1446 0.1194 0.0037 0.2136]
[nems.analysis.fit_basic INFO] Delta error: 0.985879 - 0.985877 = -1.963914e-06
[nems.analysis.fit_pop_model INFO] dError (0.985879 - 0.985877) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.02 0.0294 0.1569 -0.016 ]
[nems.fitters.fitter INFO] Starting error: 0.908055 -- Final error: 0.907994
[nems.fitters.fitter INFO] Final sigma: [ 0.0204 0.0294 0.1579 -0.0153]
[nems.analysis.fit_basic INFO] Delta error: 0.908055 - 0.907994 = -6.154090e-05
[nems.analysis.fit_pop_model INFO] dError (0.908055 - 0.907994) = 0.000062 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0034 0.0118 -0.0015 0.0104]
[nems.fitters.fitter INFO] Starting error: 0.997648 -- Final error: 0.997646
[nems.fitters.fitter INFO] Final sigma: [-0.0036 0.0118 -0.0015 0.0103]
[nems.analysis.fit_basic INFO] Delta error: 0.997648 - 0.997646 = -1.918162e-06
[nems.analysis.fit_pop_model INFO] dError (0.997648 - 0.997646) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0702 -0.0778 0.0706 0.0628]
[nems.fitters.fitter INFO] Starting error: 0.934958 -- Final error: 0.934957
[nems.fitters.fitter INFO] Final sigma: [ 0.0701 -0.0781 0.0706 0.0633]
[nems.analysis.fit_basic INFO] Delta error: 0.934958 - 0.934957 = -1.067572e-06
[nems.analysis.fit_pop_model INFO] dError (0.934958 - 0.934957) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0417 0.0186 -0.0118 0.1266]
[nems.fitters.fitter INFO] Starting error: 0.991435 -- Final error: 0.991434
[nems.fitters.fitter INFO] Final sigma: [-0.0413 0.0186 -0.0115 0.1272]
[nems.analysis.fit_basic INFO] Delta error: 0.991435 - 0.991434 = -1.433454e-06
[nems.analysis.fit_pop_model INFO] dError (0.991435 - 0.991434) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0048 0.0046 -0.001 0.0046]
[nems.fitters.fitter INFO] Starting error: 0.999293 -- Final error: 0.999285
[nems.fitters.fitter INFO] Final sigma: [ 0.0051 0.0043 -0.001 0.0045]
[nems.analysis.fit_basic INFO] Delta error: 0.999293 - 0.999285 = -7.961911e-06
[nems.analysis.fit_pop_model INFO] dError (0.999293 - 0.999285) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0029 -0.0689 -0.0568 0.0912]
[nems.fitters.fitter INFO] Starting error: 0.993890 -- Final error: 0.993879
[nems.fitters.fitter INFO] Final sigma: [-0.0026 -0.0689 -0.0558 0.0934]
[nems.analysis.fit_basic INFO] Delta error: 0.993890 - 0.993879 = -1.129908e-05
[nems.analysis.fit_pop_model INFO] dError (0.993890 - 0.993879) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.2129 0.0373 0.4773 0.0844]
[nems.fitters.fitter INFO] Starting error: 0.857128 -- Final error: 0.857118
[nems.fitters.fitter INFO] Final sigma: [0.2141 0.0373 0.4779 0.0858]
[nems.analysis.fit_basic INFO] Delta error: 0.857128 - 0.857118 = -9.366283e-06
[nems.analysis.fit_pop_model INFO] dError (0.857128 - 0.857118) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.052 0.029 0.0066 0.0945]
[nems.fitters.fitter INFO] Starting error: 0.981070 -- Final error: 0.981048
[nems.fitters.fitter INFO] Final sigma: [-0.0495 0.0299 0.0041 0.0938]
[nems.analysis.fit_basic INFO] Delta error: 0.981070 - 0.981048 = -2.206278e-05
[nems.analysis.fit_pop_model INFO] dError (0.981070 - 0.981048) = 0.000022 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0796 -0.1441 0.0458 0.1456]
[nems.fitters.fitter INFO] Starting error: 0.976668 -- Final error: 0.976662
[nems.fitters.fitter INFO] Final sigma: [-0.08 -0.1452 0.0461 0.1441]
[nems.analysis.fit_basic INFO] Delta error: 0.976668 - 0.976662 = -5.890910e-06
[nems.analysis.fit_pop_model INFO] dError (0.976668 - 0.976662) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0326 0.0912 0.0112 0.1018]
[nems.fitters.fitter INFO] Starting error: 0.996593 -- Final error: 0.996575
[nems.fitters.fitter INFO] Final sigma: [0.0313 0.0897 0.0109 0.1 ]
[nems.analysis.fit_basic INFO] Delta error: 0.996593 - 0.996575 = -1.838871e-05
[nems.analysis.fit_pop_model INFO] dError (0.996593 - 0.996575) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0352 -0.1573 0.0165 0.1692]
[nems.fitters.fitter INFO] Starting error: 0.982645 -- Final error: 0.982643
[nems.fitters.fitter INFO] Final sigma: [-0.0348 -0.1574 0.0165 0.1698]
[nems.analysis.fit_basic INFO] Delta error: 0.982645 - 0.982643 = -1.444388e-06
[nems.analysis.fit_pop_model INFO] dError (0.982645 - 0.982643) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1837 0.0982 0.1053 -0.0616]
[nems.fitters.fitter INFO] Starting error: 0.820957 -- Final error: 0.820767
[nems.fitters.fitter INFO] Final sigma: [ 0.1856 0.0963 0.0951 -0.0587]
[nems.analysis.fit_basic INFO] Delta error: 0.820957 - 0.820767 = -1.892583e-04
[nems.analysis.fit_pop_model INFO] dError (0.820957 - 0.820767) = 0.000189 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0007 0.0109 0.1129 0.0042]
[nems.fitters.fitter INFO] Starting error: 0.956471 -- Final error: 0.956355
[nems.fitters.fitter INFO] Final sigma: [0.0019 0.0138 0.1094 0.0033]
[nems.analysis.fit_basic INFO] Delta error: 0.956471 - 0.956355 = -1.155847e-04
[nems.analysis.fit_pop_model INFO] dError (0.956471 - 0.956355) = 0.000116 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0321 0.0394 0.1065 -0.0221]
[nems.fitters.fitter INFO] Starting error: 0.926832 -- Final error: 0.926819
[nems.fitters.fitter INFO] Final sigma: [ 0.0324 0.0393 0.1066 -0.0218]
[nems.analysis.fit_basic INFO] Delta error: 0.926832 - 0.926819 = -1.205553e-05
[nems.analysis.fit_pop_model INFO] dError (0.926832 - 0.926819) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0098 0.0531 0.0397 0.0878]
[nems.fitters.fitter INFO] Starting error: 0.997070 -- Final error: 0.997059
[nems.fitters.fitter INFO] Final sigma: [-0.0102 0.0522 0.0386 0.0864]
[nems.analysis.fit_basic INFO] Delta error: 0.997070 - 0.997059 = -1.151806e-05
[nems.analysis.fit_pop_model INFO] dError (0.997070 - 0.997059) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0309 0.0052 -0.0367 0.027 ]
[nems.fitters.fitter INFO] Starting error: 0.991289 -- Final error: 0.991282
[nems.fitters.fitter INFO] Final sigma: [ 0.0307 0.0051 -0.0367 0.0267]
[nems.analysis.fit_basic INFO] Delta error: 0.991289 - 0.991282 = -7.529373e-06
[nems.analysis.fit_pop_model INFO] dError (0.991289 - 0.991282) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.4035 -0.0122 -0.1496 0.1304]
[nems.fitters.fitter INFO] Starting error: 0.808706 -- Final error: 0.808688
[nems.fitters.fitter INFO] Final sigma: [ 0.402 -0.0125 -0.1497 0.1281]
[nems.analysis.fit_basic INFO] Delta error: 0.808706 - 0.808688 = -1.787601e-05
[nems.analysis.fit_pop_model INFO] dError (0.808706 - 0.808688) = 0.000018 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2767 -0.0721 -0.241 0.1433]
[nems.fitters.fitter INFO] Starting error: 0.917900 -- Final error: 0.917889
[nems.fitters.fitter INFO] Final sigma: [ 0.2746 -0.0716 -0.2397 0.1423]
[nems.analysis.fit_basic INFO] Delta error: 0.917900 - 0.917889 = -1.120453e-05
[nems.analysis.fit_pop_model INFO] dError (0.917900 - 0.917889) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0096 -0.024 -0.021 0.081 ]
[nems.fitters.fitter INFO] Starting error: 0.998854 -- Final error: 0.998854
[nems.fitters.fitter INFO] Final sigma: [-0.0096 -0.024 -0.021 0.0809]
[nems.analysis.fit_basic INFO] Delta error: 0.998854 - 0.998854 = -2.864134e-07
[nems.analysis.fit_pop_model INFO] dError (0.998854 - 0.998854) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2994 -0.0314 -0.0978 0.128 ]
[nems.fitters.fitter INFO] Starting error: 0.840212 -- Final error: 0.840191
[nems.fitters.fitter INFO] Final sigma: [ 0.2966 -0.0297 -0.0987 0.128 ]
[nems.analysis.fit_basic INFO] Delta error: 0.840212 - 0.840191 = -2.174925e-05
[nems.analysis.fit_pop_model INFO] dError (0.840212 - 0.840191) = 0.000022 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2789 -0.0501 -0.0729 0.2129]
[nems.fitters.fitter INFO] Starting error: 0.878684 -- Final error: 0.878668
[nems.fitters.fitter INFO] Final sigma: [ 0.2766 -0.0487 -0.0741 0.2127]
[nems.analysis.fit_basic INFO] Delta error: 0.878684 - 0.878668 = -1.613040e-05
[nems.analysis.fit_pop_model INFO] dError (0.878684 - 0.878668) = 0.000016 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0947 -0.303 0.0267 0.1944]
[nems.fitters.fitter INFO] Starting error: 0.950195 -- Final error: 0.950174
[nems.fitters.fitter INFO] Final sigma: [-0.0933 -0.3022 0.0261 0.1967]
[nems.analysis.fit_basic INFO] Delta error: 0.950195 - 0.950174 = -2.052156e-05
[nems.analysis.fit_pop_model INFO] dError (0.950195 - 0.950174) = 0.000021 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.362 -0.0097 -0.1174 0.0861]
[nems.fitters.fitter INFO] Starting error: 0.835397 -- Final error: 0.835338
[nems.fitters.fitter INFO] Final sigma: [ 0.36 -0.0097 -0.1161 0.0836]
[nems.analysis.fit_basic INFO] Delta error: 0.835397 - 0.835338 = -5.955953e-05
[nems.analysis.fit_pop_model INFO] dError (0.835397 - 0.835338) = 0.000060 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0181 0.092 -0.0086 0.0708]
[nems.fitters.fitter INFO] Starting error: 0.979650 -- Final error: 0.979645
[nems.fitters.fitter INFO] Final sigma: [-0.0182 0.0919 -0.0085 0.0703]
[nems.analysis.fit_basic INFO] Delta error: 0.979650 - 0.979645 = -4.666161e-06
[nems.analysis.fit_pop_model INFO] dError (0.979650 - 0.979645) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0528 -0.369 0.3784 0.4086]
[nems.fitters.fitter INFO] Starting error: 0.912385 -- Final error: 0.912339
[nems.fitters.fitter INFO] Final sigma: [-0.0502 -0.3685 0.3779 0.4107]
[nems.analysis.fit_basic INFO] Delta error: 0.912385 - 0.912339 = -4.670611e-05
[nems.analysis.fit_pop_model INFO] dError (0.912385 - 0.912339) = 0.000047 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0255 -0.1062 0.7192 0.303 ]
[nems.fitters.fitter INFO] Starting error: 0.874031 -- Final error: 0.873968
[nems.fitters.fitter INFO] Final sigma: [-0.023 -0.1052 0.721 0.3055]
[nems.analysis.fit_basic INFO] Delta error: 0.874031 - 0.873968 = -6.336028e-05
[nems.analysis.fit_pop_model INFO] dError (0.874031 - 0.873968) = 0.000063 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.03 -0.1611 -0.0551 0.2408]
[nems.fitters.fitter INFO] Starting error: 0.979843 -- Final error: 0.979835
[nems.fitters.fitter INFO] Final sigma: [ 0.0287 -0.1606 -0.0551 0.24 ]
[nems.analysis.fit_basic INFO] Delta error: 0.979843 - 0.979835 = -7.283209e-06
[nems.analysis.fit_pop_model INFO] dError (0.979843 - 0.979835) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0656 -0.047 -0.0513 0.2025]
[nems.fitters.fitter INFO] Starting error: 0.990855 -- Final error: 0.990850
[nems.fitters.fitter INFO] Final sigma: [-0.0653 -0.0474 -0.051 0.2038]
[nems.analysis.fit_basic INFO] Delta error: 0.990855 - 0.990850 = -5.631060e-06
[nems.analysis.fit_pop_model INFO] dError (0.990855 - 0.990850) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2183 -0.5288 0.4278 0.4819]
[nems.fitters.fitter INFO] Starting error: 0.897510 -- Final error: 0.897487
[nems.fitters.fitter INFO] Final sigma: [-0.2163 -0.5288 0.4283 0.4842]
[nems.analysis.fit_basic INFO] Delta error: 0.897510 - 0.897487 = -2.356005e-05
[nems.analysis.fit_pop_model INFO] dError (0.897510 - 0.897487) = 0.000024 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0045 -0.0362 -0.0937 0.1074]
[nems.fitters.fitter INFO] Starting error: 0.994829 -- Final error: 0.994821
[nems.fitters.fitter INFO] Final sigma: [-0.004 -0.0354 -0.0928 0.1085]
[nems.analysis.fit_basic INFO] Delta error: 0.994829 - 0.994821 = -7.828692e-06
[nems.analysis.fit_pop_model INFO] dError (0.994829 - 0.994821) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0506 -0.0672 -0.0009 0.2072]
[nems.fitters.fitter INFO] Starting error: 0.995274 -- Final error: 0.995256
[nems.fitters.fitter INFO] Final sigma: [-0.0499 -0.0677 -0.0013 0.2095]
[nems.analysis.fit_basic INFO] Delta error: 0.995274 - 0.995256 = -1.893865e-05
[nems.analysis.fit_pop_model INFO] dError (0.995274 - 0.995256) = 0.000019 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.02 0.0048 0.0384 0.0982]
[nems.fitters.fitter INFO] Starting error: 0.998514 -- Final error: 0.998503
[nems.fitters.fitter INFO] Final sigma: [-0.0189 0.0051 0.0379 0.1006]
[nems.analysis.fit_basic INFO] Delta error: 0.998514 - 0.998503 = -1.128085e-05
[nems.analysis.fit_pop_model INFO] dError (0.998514 - 0.998503) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0103 -0.0623 0.0069 0.2424]
[nems.fitters.fitter INFO] Starting error: 0.996498 -- Final error: 0.996498
[nems.fitters.fitter INFO] Final sigma: [ 0.0101 -0.0626 0.0067 0.2421]
[nems.analysis.fit_basic INFO] Delta error: 0.996498 - 0.996498 = -6.190063e-07
[nems.analysis.fit_pop_model INFO] dError (0.996498 - 0.996498) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1397 -0.4677 -0.3066 0.492 ]
[nems.fitters.fitter INFO] Starting error: 0.911699 -- Final error: 0.911689
[nems.fitters.fitter INFO] Final sigma: [ 0.1384 -0.4672 -0.3069 0.4903]
[nems.analysis.fit_basic INFO] Delta error: 0.911699 - 0.911689 = -1.072758e-05
[nems.analysis.fit_pop_model INFO] dError (0.911699 - 0.911689) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0047 -0.0725 -0.0499 0.124 ]
[nems.fitters.fitter INFO] Starting error: 0.992093 -- Final error: 0.992093
[nems.fitters.fitter INFO] Final sigma: [ 0.0044 -0.0724 -0.0499 0.1236]
[nems.analysis.fit_basic INFO] Delta error: 0.992093 - 0.992093 = -3.576728e-07
[nems.analysis.fit_pop_model INFO] dError (0.992093 - 0.992093) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0932 -0.0609 -0.0997 0.0891]
[nems.fitters.fitter INFO] Starting error: 0.961133 -- Final error: 0.961129
[nems.fitters.fitter INFO] Final sigma: [ 0.0924 -0.0609 -0.0999 0.0881]
[nems.analysis.fit_basic INFO] Delta error: 0.961133 - 0.961129 = -3.661128e-06
[nems.analysis.fit_pop_model INFO] dError (0.961133 - 0.961129) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0465 -0.2862 0.0381 0.4901]
[nems.fitters.fitter INFO] Starting error: 0.977363 -- Final error: 0.977356
[nems.fitters.fitter INFO] Final sigma: [-0.0466 -0.2877 0.0366 0.4895]
[nems.analysis.fit_basic INFO] Delta error: 0.977363 - 0.977356 = -7.267069e-06
[nems.analysis.fit_pop_model INFO] dError (0.977363 - 0.977356) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0031 -0.0078 -0.0148 0.0463]
[nems.fitters.fitter INFO] Starting error: 0.999280 -- Final error: 0.999272
[nems.fitters.fitter INFO] Final sigma: [-0.0036 -0.0079 -0.0149 0.0461]
[nems.analysis.fit_basic INFO] Delta error: 0.999280 - 0.999272 = -8.566372e-06
[nems.analysis.fit_pop_model INFO] dError (0.999280 - 0.999272) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0145 -0.0678 -0.0849 0.1787]
[nems.fitters.fitter INFO] Starting error: 0.995345 -- Final error: 0.995344
[nems.fitters.fitter INFO] Final sigma: [-0.0148 -0.0678 -0.085 0.1784]
[nems.analysis.fit_basic INFO] Delta error: 0.995345 - 0.995344 = -7.667288e-07
[nems.analysis.fit_pop_model INFO] dError (0.995345 - 0.995344) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0073 0.0374 -0.0092 0.0357]
[nems.fitters.fitter INFO] Starting error: 0.992735 -- Final error: 0.992733
[nems.fitters.fitter INFO] Final sigma: [-0.0074 0.0373 -0.0092 0.0355]
[nems.analysis.fit_basic INFO] Delta error: 0.992735 - 0.992733 = -1.944332e-06
[nems.analysis.fit_pop_model INFO] dError (0.992735 - 0.992733) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.018 0.078 -0.0016 0.0303]
[nems.fitters.fitter INFO] Starting error: 0.974380 -- Final error: 0.974378
[nems.fitters.fitter INFO] Final sigma: [-0.0181 0.0779 -0.0016 0.0301]
[nems.analysis.fit_basic INFO] Delta error: 0.974380 - 0.974378 = -1.666419e-06
[nems.analysis.fit_pop_model INFO] dError (0.974380 - 0.974378) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1054 -0.23 -0.0355 0.3524]
[nems.fitters.fitter INFO] Starting error: 0.941085 -- Final error: 0.941076
[nems.fitters.fitter INFO] Final sigma: [ 0.1046 -0.2298 -0.0351 0.3509]
[nems.analysis.fit_basic INFO] Delta error: 0.941085 - 0.941076 = -8.778557e-06
[nems.analysis.fit_pop_model INFO] dError (0.941085 - 0.941076) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0243 -0.0716 -0.0701 0.1451]
[nems.fitters.fitter INFO] Starting error: 0.993515 -- Final error: 0.993505
[nems.fitters.fitter INFO] Final sigma: [ 0.0238 -0.0714 -0.07 0.1433]
[nems.analysis.fit_basic INFO] Delta error: 0.993515 - 0.993505 = -1.087846e-05
[nems.analysis.fit_pop_model INFO] dError (0.993515 - 0.993505) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0102 -0.074 -0.0553 0.0754]
[nems.fitters.fitter INFO] Starting error: 0.990590 -- Final error: 0.990570
[nems.fitters.fitter INFO] Final sigma: [-0.012 -0.0722 -0.055 0.0756]
[nems.analysis.fit_basic INFO] Delta error: 0.990590 - 0.990570 = -1.923768e-05
[nems.analysis.fit_pop_model INFO] dError (0.990590 - 0.990570) = 0.000019 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0265 -0.0818 -0.0659 0.1557]
[nems.fitters.fitter INFO] Starting error: 0.995881 -- Final error: 0.995875
[nems.fitters.fitter INFO] Final sigma: [-0.0262 -0.0811 -0.065 0.1565]
[nems.analysis.fit_basic INFO] Delta error: 0.995881 - 0.995875 = -6.214446e-06
[nems.analysis.fit_pop_model INFO] dError (0.995881 - 0.995875) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0111 0.0718 0.0091 0.0183]
[nems.fitters.fitter INFO] Starting error: 0.977905 -- Final error: 0.977904
[nems.fitters.fitter INFO] Final sigma: [-0.0111 0.0718 0.0091 0.0184]
[nems.analysis.fit_basic INFO] Delta error: 0.977905 - 0.977904 = -2.452266e-07
[nems.analysis.fit_pop_model INFO] dError (0.977905 - 0.977904) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0018 -0.1323 -0.055 0.106 ]
[nems.fitters.fitter INFO] Starting error: 0.978488 -- Final error: 0.978488
[nems.fitters.fitter INFO] Final sigma: [-0.0018 -0.1323 -0.055 0.1056]
[nems.analysis.fit_basic INFO] Delta error: 0.978488 - 0.978488 = -1.732458e-07
[nems.analysis.fit_pop_model INFO] dError (0.978488 - 0.978488) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0621 -0.0458 -0.0564 0.0511]
[nems.fitters.fitter INFO] Starting error: 0.973741 -- Final error: 0.973553
[nems.fitters.fitter INFO] Final sigma: [ 0.0585 -0.0445 -0.0453 0.0491]
[nems.analysis.fit_basic INFO] Delta error: 0.973741 - 0.973553 = -1.886108e-04
[nems.analysis.fit_pop_model INFO] dError (0.973741 - 0.973553) = 0.000189 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0057 0.0109 -0.048 0.0917]
[nems.fitters.fitter INFO] Starting error: 0.998347 -- Final error: 0.998337
[nems.fitters.fitter INFO] Final sigma: [ 0.0049 0.0108 -0.0475 0.0897]
[nems.analysis.fit_basic INFO] Delta error: 0.998347 - 0.998337 = -9.833315e-06
[nems.analysis.fit_pop_model INFO] dError (0.998347 - 0.998337) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.094 -0.1864 0.1993 0.2367]
[nems.fitters.fitter INFO] Starting error: 0.966877 -- Final error: 0.966863
[nems.fitters.fitter INFO] Final sigma: [-0.0923 -0.1864 0.1996 0.2379]
[nems.analysis.fit_basic INFO] Delta error: 0.966877 - 0.966863 = -1.374257e-05
[nems.analysis.fit_pop_model INFO] dError (0.966877 - 0.966863) = 0.000014 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=3.00E-05, iter=5/50: deltaE=3.069257E-05
[nems.analysis.fit_pop_model INFO] (1) Tol 3.00e-05: Loop 6/50 (max)
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.dlog: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.gaussian: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.fir.filter_bank: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.nonlinearity.relu: fitting
[nems.analysis.fit_pop_model INFO] nems.modules.weight_channels.basic: frozen
[nems.analysis.fit_pop_model INFO] nems.modules.levelshift.levelshift: frozen
[nems.analysis.fit_pop_model INFO] Updating dim 1/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=0
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.6665 0.1631 0.0839 0.0318 0.4819 0.2701 -0.0235 -0.0476 0.0366
0.0283 0.0098 -0.0454 -0.1585 0.5753]
[nems.fitters.fitter INFO] Starting error: 0.873852 -- Final error: 0.873850
[nems.fitters.fitter INFO] Final sigma: [-0.6666 0.1633 0.0836 0.0319 0.482 0.2704 -0.0232 -0.0473 0.0369
0.0285 0.01 -0.0452 -0.1583 0.5751]
[nems.analysis.fit_basic INFO] Delta error: 0.873852 - 0.873850 = -1.721416e-06
[nems.analysis.fit_pop_model INFO] Updating dim 2/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1872 0.1279 0.0121 -0.448 -0.2424 0.0336 0.0395 -0.0587 -0.0639
-0.0576 -0.0173 0.0866 -0.6307]
[nems.fitters.fitter INFO] Starting error: 0.873850 -- Final error: 0.873841
[nems.fitters.fitter INFO] Final sigma: [ 0.1872 0.1284 0.0136 -0.4467 -0.2414 0.034 0.0393 -0.0591 -0.0644
-0.0582 -0.0182 0.0854 -0.6319]
[nems.analysis.fit_basic INFO] Delta error: 0.873850 - 0.873841 = -9.452560e-06
[nems.analysis.fit_pop_model INFO] Updating dim 3/3
nems.modules.nonlinearity.dlog
nems.modules.weight_channels.gaussian
nems.modules.fir.filter_bank
nems.modules.nonlinearity.relu
[nems.modelspec INFO] Freezing fast rec at start=1
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.3385 0.2976 -0.094 0.3442 0.7197 0.0124 -0.3304 -0.2745 -0.1093
-0.0048 0.019 -0.2666 0.0254]
[nems.fitters.fitter INFO] Starting error: 0.873841 -- Final error: 0.873836
[nems.fitters.fitter INFO] Final sigma: [ 0.3377 0.2961 -0.0925 0.3452 0.7199 0.0118 -0.3302 -0.2744 -0.1095
-0.0048 0.0194 -0.2658 0.0259]
[nems.analysis.fit_basic INFO] Delta error: 0.873841 - 0.873836 = -4.841492e-06
[nems.analysis.fit_pop_model INFO] Slice 0 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0643 -0.0738 -0.0713 0.2208]
[nems.fitters.fitter INFO] Starting error: 0.982245 -- Final error: 0.982236
[nems.fitters.fitter INFO] Final sigma: [ 0.0634 -0.0741 -0.0706 0.2196]
[nems.analysis.fit_basic INFO] Delta error: 0.982245 - 0.982236 = -8.786226e-06
[nems.analysis.fit_pop_model INFO] dError (0.982245 - 0.982236) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 1 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0095 -0.1315 0.0658 0.2557]
[nems.fitters.fitter INFO] Starting error: 0.984699 -- Final error: 0.984698
[nems.fitters.fitter INFO] Final sigma: [-0.0097 -0.1317 0.0658 0.2554]
[nems.analysis.fit_basic INFO] Delta error: 0.984699 - 0.984698 = -6.689855e-07
[nems.analysis.fit_pop_model INFO] dError (0.984699 - 0.984698) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 2 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0037 -0.1711 -0.0607 0.1213]
[nems.fitters.fitter INFO] Starting error: 0.948336 -- Final error: 0.948324
[nems.fitters.fitter INFO] Final sigma: [-0.0033 -0.1709 -0.0606 0.1218]
[nems.analysis.fit_basic INFO] Delta error: 0.948336 - 0.948324 = -1.235785e-05
[nems.analysis.fit_pop_model INFO] dError (0.948336 - 0.948324) = 0.000012 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 3 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0069 -0.1449 -0.0396 0.1879]
[nems.fitters.fitter INFO] Starting error: 0.984050 -- Final error: 0.984045
[nems.fitters.fitter INFO] Final sigma: [-0.0075 -0.1454 -0.039 0.187 ]
[nems.analysis.fit_basic INFO] Delta error: 0.984050 - 0.984045 = -5.175495e-06
[nems.analysis.fit_pop_model INFO] dError (0.984050 - 0.984045) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 4 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.1446 0.1194 0.0037 0.2136]
[nems.fitters.fitter INFO] Starting error: 0.985880 -- Final error: 0.985879
[nems.fitters.fitter INFO] Final sigma: [0.1443 0.1193 0.0035 0.2129]
[nems.analysis.fit_basic INFO] Delta error: 0.985880 - 0.985879 = -1.759129e-06
[nems.analysis.fit_pop_model INFO] dError (0.985880 - 0.985879) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 5 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0204 0.0294 0.1579 -0.0153]
[nems.fitters.fitter INFO] Starting error: 0.908035 -- Final error: 0.908006
[nems.fitters.fitter INFO] Final sigma: [ 0.02 0.0292 0.1581 -0.0159]
[nems.analysis.fit_basic INFO] Delta error: 0.908035 - 0.908006 = -2.845400e-05
[nems.analysis.fit_pop_model INFO] dError (0.908035 - 0.908006) = 0.000028 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 6 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0036 0.0118 -0.0015 0.0103]
[nems.fitters.fitter INFO] Starting error: 0.997646 -- Final error: 0.997645
[nems.fitters.fitter INFO] Final sigma: [-0.0036 0.0119 -0.0014 0.0104]
[nems.analysis.fit_basic INFO] Delta error: 0.997646 - 0.997645 = -5.410135e-07
[nems.analysis.fit_pop_model INFO] dError (0.997646 - 0.997645) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 7 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0701 -0.0781 0.0706 0.0633]
[nems.fitters.fitter INFO] Starting error: 0.934944 -- Final error: 0.934938
[nems.fitters.fitter INFO] Final sigma: [ 0.0697 -0.0783 0.0705 0.0629]
[nems.analysis.fit_basic INFO] Delta error: 0.934944 - 0.934938 = -6.582967e-06
[nems.analysis.fit_pop_model INFO] dError (0.934944 - 0.934938) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 8 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0413 0.0186 -0.0115 0.1272]
[nems.fitters.fitter INFO] Starting error: 0.991427 -- Final error: 0.991427
[nems.fitters.fitter INFO] Final sigma: [-0.0414 0.0184 -0.0114 0.1268]
[nems.analysis.fit_basic INFO] Delta error: 0.991427 - 0.991427 = -8.659024e-07
[nems.analysis.fit_pop_model INFO] dError (0.991427 - 0.991427) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 9 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0051 0.0043 -0.001 0.0045]
[nems.fitters.fitter INFO] Starting error: 0.999284 -- Final error: 0.999282
[nems.fitters.fitter INFO] Final sigma: [ 0.0049 0.0042 -0.001 0.0047]
[nems.analysis.fit_basic INFO] Delta error: 0.999284 - 0.999282 = -1.603460e-06
[nems.analysis.fit_pop_model INFO] dError (0.999284 - 0.999282) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 10 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0026 -0.0689 -0.0558 0.0934]
[nems.fitters.fitter INFO] Starting error: 0.993702 -- Final error: 0.993692
[nems.fitters.fitter INFO] Final sigma: [-0.0036 -0.0701 -0.0553 0.0916]
[nems.analysis.fit_basic INFO] Delta error: 0.993702 - 0.993692 = -9.915958e-06
[nems.analysis.fit_pop_model INFO] dError (0.993702 - 0.993692) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 11 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.2141 0.0373 0.4779 0.0858]
[nems.fitters.fitter INFO] Starting error: 0.857423 -- Final error: 0.857403
[nems.fitters.fitter INFO] Final sigma: [0.2126 0.0367 0.4777 0.0835]
[nems.analysis.fit_basic INFO] Delta error: 0.857423 - 0.857403 = -2.038066e-05
[nems.analysis.fit_pop_model INFO] dError (0.857423 - 0.857403) = 0.000020 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 12 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0495 0.0299 0.0041 0.0938]
[nems.fitters.fitter INFO] Starting error: 0.981026 -- Final error: 0.981023
[nems.fitters.fitter INFO] Final sigma: [-0.0502 0.0304 0.0036 0.0934]
[nems.analysis.fit_basic INFO] Delta error: 0.981026 - 0.981023 = -3.143688e-06
[nems.analysis.fit_pop_model INFO] dError (0.981026 - 0.981023) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 13 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.08 -0.1452 0.0461 0.1441]
[nems.fitters.fitter INFO] Starting error: 0.976498 -- Final error: 0.976493
[nems.fitters.fitter INFO] Final sigma: [-0.0792 -0.1451 0.0466 0.1462]
[nems.analysis.fit_basic INFO] Delta error: 0.976498 - 0.976493 = -5.121231e-06
[nems.analysis.fit_pop_model INFO] dError (0.976498 - 0.976493) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 14 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0313 0.0897 0.0109 0.1 ]
[nems.fitters.fitter INFO] Starting error: 0.996599 -- Final error: 0.996584
[nems.fitters.fitter INFO] Final sigma: [0.0316 0.0894 0.011 0.1024]
[nems.analysis.fit_basic INFO] Delta error: 0.996599 - 0.996584 = -1.490717e-05
[nems.analysis.fit_pop_model INFO] dError (0.996599 - 0.996584) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 15 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0348 -0.1574 0.0165 0.1698]
[nems.fitters.fitter INFO] Starting error: 0.982627 -- Final error: 0.982627
[nems.fitters.fitter INFO] Final sigma: [-0.0349 -0.1577 0.0165 0.1695]
[nems.analysis.fit_basic INFO] Delta error: 0.982627 - 0.982627 = -5.715805e-07
[nems.analysis.fit_pop_model INFO] dError (0.982627 - 0.982627) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 16 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1856 0.0963 0.0951 -0.0587]
[nems.fitters.fitter INFO] Starting error: 0.820870 -- Final error: 0.820853
[nems.fitters.fitter INFO] Final sigma: [ 0.1849 0.0962 0.095 -0.0593]
[nems.analysis.fit_basic INFO] Delta error: 0.820870 - 0.820853 = -1.666200e-05
[nems.analysis.fit_pop_model INFO] dError (0.820870 - 0.820853) = 0.000017 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 17 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [0.0019 0.0138 0.1094 0.0033]
[nems.fitters.fitter INFO] Starting error: 0.956479 -- Final error: 0.956473
[nems.fitters.fitter INFO] Final sigma: [0.0017 0.0138 0.1093 0.0031]
[nems.analysis.fit_basic INFO] Delta error: 0.956479 - 0.956473 = -5.903059e-06
[nems.analysis.fit_pop_model INFO] dError (0.956479 - 0.956473) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 18 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0324 0.0393 0.1066 -0.0218]
[nems.fitters.fitter INFO] Starting error: 0.927053 -- Final error: 0.927040
[nems.fitters.fitter INFO] Final sigma: [ 0.0322 0.0392 0.1066 -0.0222]
[nems.analysis.fit_basic INFO] Delta error: 0.927053 - 0.927040 = -1.329164e-05
[nems.analysis.fit_pop_model INFO] dError (0.927053 - 0.927040) = 0.000013 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 19 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0102 0.0522 0.0386 0.0864]
[nems.fitters.fitter INFO] Starting error: 0.997092 -- Final error: 0.997082
[nems.fitters.fitter INFO] Final sigma: [-0.0095 0.0523 0.0379 0.0881]
[nems.analysis.fit_basic INFO] Delta error: 0.997092 - 0.997082 = -1.043123e-05
[nems.analysis.fit_pop_model INFO] dError (0.997092 - 0.997082) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 20 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0307 0.0051 -0.0367 0.0267]
[nems.fitters.fitter INFO] Starting error: 0.991280 -- Final error: 0.991278
[nems.fitters.fitter INFO] Final sigma: [ 0.0303 0.0053 -0.0362 0.0268]
[nems.analysis.fit_basic INFO] Delta error: 0.991280 - 0.991278 = -1.293297e-06
[nems.analysis.fit_pop_model INFO] dError (0.991280 - 0.991278) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 21 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.402 -0.0125 -0.1497 0.1281]
[nems.fitters.fitter INFO] Starting error: 0.808621 -- Final error: 0.808611
[nems.fitters.fitter INFO] Final sigma: [ 0.4004 -0.0108 -0.1493 0.129 ]
[nems.analysis.fit_basic INFO] Delta error: 0.808621 - 0.808611 = -1.051264e-05
[nems.analysis.fit_pop_model INFO] dError (0.808621 - 0.808611) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 22 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2746 -0.0716 -0.2397 0.1423]
[nems.fitters.fitter INFO] Starting error: 0.917724 -- Final error: 0.917718
[nems.fitters.fitter INFO] Final sigma: [ 0.2746 -0.0709 -0.2387 0.1434]
[nems.analysis.fit_basic INFO] Delta error: 0.917724 - 0.917718 = -5.963118e-06
[nems.analysis.fit_pop_model INFO] dError (0.917724 - 0.917718) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 23 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0096 -0.024 -0.021 0.0809]
[nems.fitters.fitter INFO] Starting error: 0.998852 -- Final error: 0.998852
[nems.fitters.fitter INFO] Final sigma: [-0.0095 -0.0239 -0.021 0.081 ]
[nems.analysis.fit_basic INFO] Delta error: 0.998852 - 0.998852 = -4.740713e-07
[nems.analysis.fit_pop_model INFO] dError (0.998852 - 0.998852) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 24 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2966 -0.0297 -0.0987 0.128 ]
[nems.fitters.fitter INFO] Starting error: 0.840250 -- Final error: 0.840248
[nems.fitters.fitter INFO] Final sigma: [ 0.2958 -0.029 -0.0987 0.1278]
[nems.analysis.fit_basic INFO] Delta error: 0.840250 - 0.840248 = -2.344967e-06
[nems.analysis.fit_pop_model INFO] dError (0.840250 - 0.840248) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 25 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.2766 -0.0487 -0.0741 0.2127]
[nems.fitters.fitter INFO] Starting error: 0.878748 -- Final error: 0.878744
[nems.fitters.fitter INFO] Final sigma: [ 0.2758 -0.0476 -0.0745 0.213 ]
[nems.analysis.fit_basic INFO] Delta error: 0.878748 - 0.878744 = -3.054998e-06
[nems.analysis.fit_pop_model INFO] dError (0.878748 - 0.878744) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 26 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0933 -0.3022 0.0261 0.1967]
[nems.fitters.fitter INFO] Starting error: 0.950152 -- Final error: 0.950141
[nems.fitters.fitter INFO] Final sigma: [-0.0935 -0.3027 0.0251 0.195 ]
[nems.analysis.fit_basic INFO] Delta error: 0.950152 - 0.950141 = -1.077100e-05
[nems.analysis.fit_pop_model INFO] dError (0.950152 - 0.950141) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 27 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.36 -0.0097 -0.1161 0.0836]
[nems.fitters.fitter INFO] Starting error: 0.835363 -- Final error: 0.835301
[nems.fitters.fitter INFO] Final sigma: [ 0.3553 -0.0061 -0.1093 0.0832]
[nems.analysis.fit_basic INFO] Delta error: 0.835363 - 0.835301 = -6.240017e-05
[nems.analysis.fit_pop_model INFO] dError (0.835363 - 0.835301) = 0.000062 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 28 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0182 0.0919 -0.0085 0.0703]
[nems.fitters.fitter INFO] Starting error: 0.979617 -- Final error: 0.979615
[nems.fitters.fitter INFO] Final sigma: [-0.0178 0.0921 -0.0077 0.0705]
[nems.analysis.fit_basic INFO] Delta error: 0.979617 - 0.979615 = -2.367089e-06
[nems.analysis.fit_pop_model INFO] dError (0.979617 - 0.979615) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 29 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0502 -0.3685 0.3779 0.4107]
[nems.fitters.fitter INFO] Starting error: 0.912339 -- Final error: 0.912333
[nems.fitters.fitter INFO] Final sigma: [-0.0504 -0.3684 0.3768 0.4095]
[nems.analysis.fit_basic INFO] Delta error: 0.912339 - 0.912333 = -6.245696e-06
[nems.analysis.fit_pop_model INFO] dError (0.912339 - 0.912333) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 30 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.023 -0.1052 0.721 0.3055]
[nems.fitters.fitter INFO] Starting error: 0.873819 -- Final error: 0.873807
[nems.fitters.fitter INFO] Final sigma: [-0.0241 -0.1051 0.7214 0.3035]
[nems.analysis.fit_basic INFO] Delta error: 0.873819 - 0.873807 = -1.265733e-05
[nems.analysis.fit_pop_model INFO] dError (0.873819 - 0.873807) = 0.000013 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 31 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0287 -0.1606 -0.0551 0.24 ]
[nems.fitters.fitter INFO] Starting error: 0.979818 -- Final error: 0.979814
[nems.fitters.fitter INFO] Final sigma: [ 0.0289 -0.16 -0.0549 0.241 ]
[nems.analysis.fit_basic INFO] Delta error: 0.979818 - 0.979814 = -4.092389e-06
[nems.analysis.fit_pop_model INFO] dError (0.979818 - 0.979814) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 32 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0653 -0.0474 -0.051 0.2038]
[nems.fitters.fitter INFO] Starting error: 0.990791 -- Final error: 0.990785
[nems.fitters.fitter INFO] Final sigma: [-0.0657 -0.0489 -0.0509 0.2034]
[nems.analysis.fit_basic INFO] Delta error: 0.990791 - 0.990785 = -6.400287e-06
[nems.analysis.fit_pop_model INFO] dError (0.990791 - 0.990785) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 33 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.2163 -0.5288 0.4283 0.4842]
[nems.fitters.fitter INFO] Starting error: 0.897330 -- Final error: 0.897326
[nems.fitters.fitter INFO] Final sigma: [-0.2164 -0.5295 0.4282 0.4831]
[nems.analysis.fit_basic INFO] Delta error: 0.897330 - 0.897326 = -4.275752e-06
[nems.analysis.fit_pop_model INFO] dError (0.897330 - 0.897326) = 0.000004 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 34 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.004 -0.0354 -0.0928 0.1085]
[nems.fitters.fitter INFO] Starting error: 0.994711 -- Final error: 0.994705
[nems.fitters.fitter INFO] Final sigma: [-0.0043 -0.0354 -0.0922 0.1072]
[nems.analysis.fit_basic INFO] Delta error: 0.994711 - 0.994705 = -5.963413e-06
[nems.analysis.fit_pop_model INFO] dError (0.994711 - 0.994705) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 35 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0499 -0.0677 -0.0013 0.2095]
[nems.fitters.fitter INFO] Starting error: 0.995234 -- Final error: 0.995218
[nems.fitters.fitter INFO] Final sigma: [-0.0507 -0.0693 -0.002 0.2084]
[nems.analysis.fit_basic INFO] Delta error: 0.995234 - 0.995218 = -1.528121e-05
[nems.analysis.fit_pop_model INFO] dError (0.995234 - 0.995218) = 0.000015 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 36 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0189 0.0051 0.0379 0.1006]
[nems.fitters.fitter INFO] Starting error: 0.998519 -- Final error: 0.998508
[nems.fitters.fitter INFO] Final sigma: [-0.0198 0.0039 0.0369 0.0984]
[nems.analysis.fit_basic INFO] Delta error: 0.998519 - 0.998508 = -1.128989e-05
[nems.analysis.fit_pop_model INFO] dError (0.998519 - 0.998508) = 0.000011 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 37 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0101 -0.0626 0.0067 0.2421]
[nems.fitters.fitter INFO] Starting error: 0.996492 -- Final error: 0.996491
[nems.fitters.fitter INFO] Final sigma: [ 0.0102 -0.0626 0.0065 0.2425]
[nems.analysis.fit_basic INFO] Delta error: 0.996492 - 0.996491 = -4.764570e-07
[nems.analysis.fit_pop_model INFO] dError (0.996492 - 0.996491) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 38 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1384 -0.4672 -0.3069 0.4903]
[nems.fitters.fitter INFO] Starting error: 0.911726 -- Final error: 0.911719
[nems.fitters.fitter INFO] Final sigma: [ 0.1388 -0.466 -0.3067 0.4914]
[nems.analysis.fit_basic INFO] Delta error: 0.911726 - 0.911719 = -6.805130e-06
[nems.analysis.fit_pop_model INFO] dError (0.911726 - 0.911719) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 39 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0044 -0.0724 -0.0499 0.1236]
[nems.fitters.fitter INFO] Starting error: 0.992082 -- Final error: 0.992079
[nems.fitters.fitter INFO] Final sigma: [ 0.0045 -0.0722 -0.0499 0.1239]
[nems.analysis.fit_basic INFO] Delta error: 0.992082 - 0.992079 = -2.844825e-06
[nems.analysis.fit_pop_model INFO] dError (0.992082 - 0.992079) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 40 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0924 -0.0609 -0.0999 0.0881]
[nems.fitters.fitter INFO] Starting error: 0.961097 -- Final error: 0.961094
[nems.fitters.fitter INFO] Final sigma: [ 0.0926 -0.0603 -0.0998 0.0891]
[nems.analysis.fit_basic INFO] Delta error: 0.961097 - 0.961094 = -2.507269e-06
[nems.analysis.fit_pop_model INFO] dError (0.961097 - 0.961094) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 41 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0466 -0.2877 0.0366 0.4895]
[nems.fitters.fitter INFO] Starting error: 0.977326 -- Final error: 0.977319
[nems.fitters.fitter INFO] Final sigma: [-0.0461 -0.2877 0.0361 0.491 ]
[nems.analysis.fit_basic INFO] Delta error: 0.977326 - 0.977319 = -6.891594e-06
[nems.analysis.fit_pop_model INFO] dError (0.977326 - 0.977319) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 42 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0036 -0.0079 -0.0149 0.0461]
[nems.fitters.fitter INFO] Starting error: 0.999267 -- Final error: 0.999263
[nems.fitters.fitter INFO] Final sigma: [-0.0037 -0.0078 -0.0149 0.0464]
[nems.analysis.fit_basic INFO] Delta error: 0.999267 - 0.999263 = -3.417260e-06
[nems.analysis.fit_pop_model INFO] dError (0.999267 - 0.999263) = 0.000003 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 43 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0148 -0.0678 -0.085 0.1784]
[nems.fitters.fitter INFO] Starting error: 0.995308 -- Final error: 0.995307
[nems.fitters.fitter INFO] Final sigma: [-0.0146 -0.0677 -0.0849 0.179 ]
[nems.analysis.fit_basic INFO] Delta error: 0.995308 - 0.995307 = -1.194082e-06
[nems.analysis.fit_pop_model INFO] dError (0.995308 - 0.995307) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 44 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0074 0.0373 -0.0092 0.0355]
[nems.fitters.fitter INFO] Starting error: 0.992730 -- Final error: 0.992730
[nems.fitters.fitter INFO] Final sigma: [-0.0073 0.0373 -0.009 0.0356]
[nems.analysis.fit_basic INFO] Delta error: 0.992730 - 0.992730 = -1.900352e-07
[nems.analysis.fit_pop_model INFO] dError (0.992730 - 0.992730) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 45 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0181 0.0779 -0.0016 0.0301]
[nems.fitters.fitter INFO] Starting error: 0.974366 -- Final error: 0.974366
[nems.fitters.fitter INFO] Final sigma: [-0.018 0.0776 -0.0012 0.0303]
[nems.analysis.fit_basic INFO] Delta error: 0.974366 - 0.974366 = -7.161775e-07
[nems.analysis.fit_pop_model INFO] dError (0.974366 - 0.974366) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 46 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.1046 -0.2298 -0.0351 0.3509]
[nems.fitters.fitter INFO] Starting error: 0.941072 -- Final error: 0.941065
[nems.fitters.fitter INFO] Final sigma: [ 0.1046 -0.2285 -0.0343 0.3517]
[nems.analysis.fit_basic INFO] Delta error: 0.941072 - 0.941065 = -6.815800e-06
[nems.analysis.fit_pop_model INFO] dError (0.941072 - 0.941065) = 0.000007 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 47 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0238 -0.0714 -0.07 0.1433]
[nems.fitters.fitter INFO] Starting error: 0.993458 -- Final error: 0.993449
[nems.fitters.fitter INFO] Final sigma: [ 0.0245 -0.0703 -0.0697 0.1444]
[nems.analysis.fit_basic INFO] Delta error: 0.993458 - 0.993449 = -8.827548e-06
[nems.analysis.fit_pop_model INFO] dError (0.993458 - 0.993449) = 0.000009 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 48 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.012 -0.0722 -0.055 0.0756]
[nems.fitters.fitter INFO] Starting error: 0.990518 -- Final error: 0.990510
[nems.fitters.fitter INFO] Final sigma: [-0.0104 -0.0723 -0.0544 0.0756]
[nems.analysis.fit_basic INFO] Delta error: 0.990518 - 0.990510 = -7.873158e-06
[nems.analysis.fit_pop_model INFO] dError (0.990518 - 0.990510) = 0.000008 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 49 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0262 -0.0811 -0.065 0.1565]
[nems.fitters.fitter INFO] Starting error: 0.995866 -- Final error: 0.995861
[nems.fitters.fitter INFO] Final sigma: [-0.0264 -0.081 -0.0643 0.1555]
[nems.analysis.fit_basic INFO] Delta error: 0.995866 - 0.995861 = -4.929336e-06
[nems.analysis.fit_pop_model INFO] dError (0.995866 - 0.995861) = 0.000005 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 50 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0111 0.0718 0.0091 0.0184]
[nems.fitters.fitter INFO] Starting error: 0.977874 -- Final error: 0.977874
[nems.fitters.fitter INFO] Final sigma: [-0.0111 0.0718 0.0092 0.0183]
[nems.analysis.fit_basic INFO] Delta error: 0.977874 - 0.977874 = -9.608655e-08
[nems.analysis.fit_pop_model INFO] dError (0.977874 - 0.977874) = 0.000000 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 51 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0018 -0.1323 -0.055 0.1056]
[nems.fitters.fitter INFO] Starting error: 0.978463 -- Final error: 0.978460
[nems.fitters.fitter INFO] Final sigma: [-0.0017 -0.1321 -0.055 0.1059]
[nems.analysis.fit_basic INFO] Delta error: 0.978463 - 0.978460 = -2.410075e-06
[nems.analysis.fit_pop_model INFO] dError (0.978463 - 0.978460) = 0.000002 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 52 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0585 -0.0445 -0.0453 0.0491]
[nems.fitters.fitter INFO] Starting error: 0.973603 -- Final error: 0.973602
[nems.fitters.fitter INFO] Final sigma: [ 0.0588 -0.0447 -0.0451 0.0488]
[nems.analysis.fit_basic INFO] Delta error: 0.973603 - 0.973602 = -6.371852e-07
[nems.analysis.fit_pop_model INFO] dError (0.973603 - 0.973602) = 0.000001 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 53 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [ 0.0049 0.0108 -0.0475 0.0897]
[nems.fitters.fitter INFO] Starting error: 0.998304 -- Final error: 0.998294
[nems.fitters.fitter INFO] Final sigma: [ 0.0058 0.0117 -0.0467 0.0915]
[nems.analysis.fit_basic INFO] Delta error: 0.998304 - 0.998294 = -9.637235e-06
[nems.analysis.fit_pop_model INFO] dError (0.998304 - 0.998294) = 0.000010 better. updating modelspec
[nems.analysis.fit_pop_model INFO] Slice 54 set [4, 5]
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.modelspec INFO] Freezing fast rec at start=4
[nems.fitters.fitter INFO] options {'ftol': 3e-05, 'maxiter': 10, 'maxfun': 100}
[nems.fitters.fitter INFO] Start sigma: [-0.0923 -0.1864 0.1996 0.2379]
[nems.fitters.fitter INFO] Starting error: 0.966822 -- Final error: 0.966816
[nems.fitters.fitter INFO] Final sigma: [-0.0924 -0.1869 0.1995 0.2366]
[nems.analysis.fit_basic INFO] Delta error: 0.966822 - 0.966816 = -5.853587e-06
[nems.analysis.fit_pop_model INFO] dError (0.966822 - 0.966816) = 0.000006 better. updating modelspec
[nems.analysis.fit_pop_model INFO] tol=3.00E-05, iter=6/50: deltaE=2.372827E-05
[nems.analysis.fit_pop_model INFO] Done with tol 3.00E-05 (i=7, max_error_reduction 0.0000237)
[nems.xforms INFO] Evaluating: nems.xforms.predict
[nems.xforms INFO] Evaluating: nems.analysis.api.standard_correlation
[nems.xforms INFO] Evaluating: nems.xforms.plot_summary
[nems.modelspec INFO] Quickplot: no epoch specified, falling back to "REFERENCE"
[nems.modelspec INFO] plotting row 1/6
[nems.modelspec INFO] plotting row 2/6
[nems.modelspec INFO] plotting row 3/6
[nems.modelspec INFO] plotting row 4/6
[nems.modelspec INFO] plotting row 5/6
[nems.modelspec INFO] plotting row 6/6
[nems.plots.scatter WARNING] sig1 or sig2 chancount > 1, using chan 0
[nems.modelspec INFO] Quickplot: generated fig with title "Cell: UNKNOWN, Batch: 271, REFERENCE #0 dlog-wc.18x3.g-fir.1x10x3-relu.3-wc.3xR-lvl.R"
