In [ ]:
## Testing importing and running the new structure tensor script in the pipeline.
In [1]:
import tractography as tract
In [2]:
result = tract.tiff_stack_to_array('line_tiff_folder/')
(10, 10, 10)
In [3]:
struct_tensor = tract.generate_FSL_structure_tensor(result, 'output_test')
Start DoG Sigma on 1
GA SHAPE:
(10, 10, 10)
GV SHAPE:
(10, 10, 10, 3)
Start Gauss Sigma with gausigma = 2.3
Generating Gaussian kernel...
Blurring gradient products...
tractography.py:214: RuntimeWarning: invalid value encountered in divide
gv = np.divide(gv, np.tile(ga[..., None], [1, 1, 1, 3]));
Saving a copy for this Gaussian sigma...
Completed computing structure tensor on output_test!
In [4]:
print struct_tensor
[[[[ 3.14489453e+01 1.91570425e+00 1.48278023e+00 3.14489453e+01
1.48278023e+00 3.42161451e+00]
[ 4.21877437e+01 2.56985525e+00 1.43805017e+00 4.21877437e+01
1.43805017e+00 3.17728173e+00]
[ 5.13175355e+01 3.12599411e+00 1.14647961e+00 5.13175355e+01
1.14647961e+00 2.48784984e+00]
...,
[ 5.13175355e+01 3.12599411e+00 -1.14647961e+00 5.13175355e+01
-1.14647961e+00 2.48784984e+00]
[ 4.21877437e+01 2.56985525e+00 -1.43805017e+00 4.21877437e+01
-1.43805017e+00 3.17728173e+00]
[ 3.14489453e+01 1.91570425e+00 -1.48278023e+00 3.14489453e+01
-1.48278023e+00 3.42161451e+00]]
[[ 4.07545113e+01 1.24015195e+00 1.92152648e+00 3.88486802e+01
9.59893912e-01 4.43405099e+00]
[ 5.46708596e+01 1.66362370e+00 1.86356101e+00 5.21142489e+01
9.30937413e-01 4.11742153e+00]
[ 6.65021054e+01 2.02364620e+00 1.48571645e+00 6.33922221e+01
7.42186044e-01 3.22399063e+00]
...,
[ 6.65021054e+01 2.02364620e+00 -1.48571645e+00 6.33922221e+01
-7.42186044e-01 3.22399063e+00]
[ 5.46708596e+01 1.66362370e+00 -1.86356101e+00 5.21142489e+01
-9.30937413e-01 4.11742153e+00]
[ 4.07545113e+01 1.24015195e+00 -1.92152648e+00 3.88486802e+01
-9.59893912e-01 4.43405099e+00]]
[[ 4.44329123e+01 -1.46995460e-03 2.09495870e+00 4.16690699e+01
-1.13776410e-03 4.83425740e+00]
[ 5.96053156e+01 -1.97189660e-03 2.03176138e+00 5.58977105e+01
-1.10344189e-03 4.48904976e+00]
[ 7.25044203e+01 -2.39863204e-03 1.61981349e+00 6.79944575e+01
-8.79714500e-04 3.51498002e+00]
...,
[ 7.25044203e+01 -2.39863204e-03 -1.61981349e+00 6.79944575e+01
8.79714500e-04 3.51498002e+00]
[ 5.96053156e+01 -1.97189660e-03 -2.03176138e+00 5.58977105e+01
1.10344189e-03 4.48904976e+00]
[ 4.44329123e+01 -1.46995460e-03 -2.09495870e+00 4.16690699e+01
1.13776410e-03 4.83425740e+00]]
...,
[[ 5.12767179e+00 -7.84358946e-01 2.41763607e-01 6.82129942e+00
-6.07104090e-01 5.57885681e-01]
[ 6.87860597e+00 -1.05219218e+00 2.34470479e-01 9.15055270e+00
-5.88789973e-01 5.18047830e-01]
[ 8.36719566e+00 -1.27989565e+00 1.86930628e-01 1.11308113e+01
-4.69410397e-01 4.05637693e-01]
...,
[ 8.36719566e+00 -1.27989565e+00 -1.86930628e-01 1.11308113e+01
4.69410397e-01 4.05637693e-01]
[ 6.87860597e+00 -1.05219218e+00 -2.34470479e-01 9.15055270e+00
5.88789973e-01 5.18047830e-01]
[ 5.12767179e+00 -7.84358946e-01 -2.41763607e-01 6.82129942e+00
6.07104090e-01 5.57885681e-01]]
[[ 1.98207897e+00 -3.65136740e-01 9.34526588e-02 2.96657080e+00
-2.82620621e-01 2.15648256e-01]
[ 2.65889488e+00 -4.89819136e-01 9.06335315e-02 3.97955885e+00
-2.74094982e-01 2.00249109e-01]
[ 3.23430268e+00 -5.95820223e-01 7.22572112e-02 4.84076972e+00
-2.18521099e-01 1.56797464e-01]
...,
[ 3.23430268e+00 -5.95820223e-01 -7.22572112e-02 4.84076972e+00
2.18521099e-01 1.56797464e-01]
[ 2.65889488e+00 -4.89819136e-01 -9.06335315e-02 3.97955885e+00
2.74094982e-01 2.00249109e-01]
[ 1.98207897e+00 -3.65136740e-01 -9.34526588e-02 2.96657080e+00
2.82620621e-01 2.15648256e-01]]
[[ 6.22425819e-01 -1.46636172e-01 2.93466349e-02 1.04875808e+00
-1.13498317e-01 6.77193207e-02]
[ 8.34964119e-01 -1.96707684e-01 2.84613535e-02 1.40687506e+00
-1.10074486e-01 6.28835773e-02]
[ 1.01565756e+00 -2.39276924e-01 2.26906973e-02 1.71133497e+00
-8.77564319e-02 4.92385982e-02]
...,
[ 1.01565756e+00 -2.39276924e-01 -2.26906973e-02 1.71133497e+00
8.77564319e-02 4.92385982e-02]
[ 8.34964119e-01 -1.96707684e-01 -2.84613535e-02 1.40687506e+00
1.10074486e-01 6.28835773e-02]
[ 6.22425819e-01 -1.46636172e-01 -2.93466349e-02 1.04875808e+00
1.13498317e-01 6.77193207e-02]]]
[[[ 3.88486802e+01 1.24015195e+00 9.59893912e-01 4.07545113e+01
1.92152648e+00 4.43405099e+00]
[ 5.21142489e+01 1.66362370e+00 9.30937413e-01 5.46708596e+01
1.86356101e+00 4.11742153e+00]
[ 6.33922221e+01 2.02364620e+00 7.42186044e-01 6.65021054e+01
1.48571645e+00 3.22399063e+00]
...,
[ 6.33922221e+01 2.02364620e+00 -7.42186044e-01 6.65021054e+01
-1.48571645e+00 3.22399063e+00]
[ 5.21142489e+01 1.66362370e+00 -9.30937413e-01 5.46708596e+01
-1.86356101e+00 4.11742153e+00]
[ 3.88486802e+01 1.24015195e+00 -9.59893912e-01 4.07545113e+01
-1.92152648e+00 4.43405099e+00]]
[[ 5.03437863e+01 8.02825903e-01 1.24392112e+00 5.03437863e+01
1.24392112e+00 5.74606169e+00]
[ 6.75345622e+01 1.07696503e+00 1.20639649e+00 6.75345622e+01
1.20639649e+00 5.33574330e+00]
[ 8.21496242e+01 1.31002954e+00 9.61794691e-01 8.21496242e+01
9.61794691e-01 4.17795135e+00]
...,
[ 8.21496242e+01 1.31002954e+00 -9.61794691e-01 8.21496242e+01
-9.61794691e-01 4.17795135e+00]
[ 6.75345622e+01 1.07696503e+00 -1.20639649e+00 6.75345622e+01
-1.20639649e+00 5.33574330e+00]
[ 5.03437863e+01 8.02825903e-01 -1.24392112e+00 5.03437863e+01
-1.24392112e+00 5.74606169e+00]]
[[ 5.48876915e+01 -9.51591140e-04 1.35619442e+00 5.39987131e+01
-1.47442212e-03 6.26468698e+00]
[ 7.36300642e+01 -1.27652876e-03 1.31528289e+00 7.24375281e+01
-1.42994416e-03 5.81733422e+00]
[ 8.95642454e+01 -1.55278062e-03 1.04860389e+00 8.81136343e+01
-1.14001710e-03 4.55504285e+00]
...,
[ 8.95642454e+01 -1.55278062e-03 -1.04860389e+00 8.81136343e+01
1.14001710e-03 4.55504285e+00]
[ 7.36300642e+01 -1.27652876e-03 -1.31528289e+00 7.24375281e+01
1.42994416e-03 5.81733422e+00]
[ 5.48876915e+01 -9.51591140e-04 -1.35619442e+00 5.39987131e+01
1.47442212e-03 6.26468698e+00]]
...,
[[ 6.33418007e+00 -5.07763264e-01 1.56508297e-01 8.83968352e+00
-7.86742774e-01 7.22960912e-01]
[ 8.49709783e+00 -6.81148010e-01 1.51787013e-01 1.18581497e+01
-7.63009609e-01 6.71335269e-01]
[ 1.03359431e+01 -8.28554316e-01 1.21011575e-01 1.44243557e+01
-6.08306289e-01 5.25663604e-01]
...,
[ 1.03359431e+01 -8.28554316e-01 -1.21011575e-01 1.44243557e+01
6.08306289e-01 5.25663604e-01]
[ 8.49709783e+00 -6.81148010e-01 -1.51787013e-01 1.18581497e+01
7.63009609e-01 6.71335269e-01]
[ 6.33418007e+00 -5.07763264e-01 -1.56508297e-01 8.83968352e+00
7.86742774e-01 7.22960912e-01]]
[[ 2.44844944e+00 -2.36375248e-01 6.04975937e-02 3.84436242e+00
-3.66246471e-01 2.79457361e-01]
[ 3.28451579e+00 -3.17089753e-01 5.86726029e-02 5.15708794e+00
-3.55198148e-01 2.59501695e-01]
[ 3.99531335e+00 -3.85710712e-01 4.67764932e-02 6.27312627e+00
-2.83180264e-01 2.03192953e-01]
...,
[ 3.99531335e+00 -3.85710712e-01 -4.67764932e-02 6.27312627e+00
2.83180264e-01 2.03192953e-01]
[ 3.28451579e+00 -3.17089753e-01 -5.86726029e-02 5.15708794e+00
3.55198148e-01 2.59501695e-01]
[ 2.44844944e+00 -2.36375248e-01 -6.04975937e-02 3.84436242e+00
3.66246471e-01 2.79457361e-01]]
[[ 7.68878623e-01 -9.49265208e-02 1.89978637e-02 1.35907969e+00
-1.47081830e-01 8.77570871e-02]
[ 1.03142582e+00 -1.27340859e-01 1.84247670e-02 1.82316148e+00
-1.42644906e-01 8.14904741e-02]
[ 1.25463527e+00 -1.54898520e-01 1.46890699e-02 2.21770936e+00
-1.13723067e-01 6.38080227e-02]
...,
[ 1.25463527e+00 -1.54898520e-01 -1.46890699e-02 2.21770936e+00
1.13723067e-01 6.38080227e-02]
[ 1.03142582e+00 -1.27340859e-01 -1.84247670e-02 1.82316148e+00
1.42644906e-01 8.14904741e-02]
[ 7.68878623e-01 -9.49265208e-02 -1.89978637e-02 1.35907969e+00
1.47081830e-01 8.77570871e-02]]]
[[[ 4.16690699e+01 -1.46995460e-03 -1.13776410e-03 4.44329123e+01
2.09495870e+00 4.83425740e+00]
[ 5.58977105e+01 -1.97189660e-03 -1.10344189e-03 5.96053156e+01
2.03176138e+00 4.48904976e+00]
[ 6.79944575e+01 -2.39863204e-03 -8.79714500e-04 7.25044203e+01
1.61981349e+00 3.51498002e+00]
...,
[ 6.79944575e+01 -2.39863204e-03 8.79714500e-04 7.25044203e+01
-1.61981349e+00 3.51498002e+00]
[ 5.58977105e+01 -1.97189660e-03 1.10344189e-03 5.96053156e+01
-2.03176138e+00 4.48904976e+00]
[ 4.16690699e+01 -1.46995460e-03 1.13776410e-03 4.44329123e+01
-2.09495870e+00 4.83425740e+00]]
[[ 5.39987131e+01 -9.51591140e-04 -1.47442212e-03 5.48876915e+01
1.35619442e+00 6.26468698e+00]
[ 7.24375281e+01 -1.27652876e-03 -1.42994416e-03 7.36300642e+01
1.31528289e+00 5.81733422e+00]
[ 8.81136343e+01 -1.55278062e-03 -1.14001710e-03 8.95642454e+01
1.04860389e+00 4.55504285e+00]
...,
[ 8.81136343e+01 -1.55278062e-03 1.14001710e-03 8.95642454e+01
-1.04860389e+00 4.55504285e+00]
[ 7.24375281e+01 -1.27652876e-03 1.42994416e-03 7.36300642e+01
-1.31528289e+00 5.81733422e+00]
[ 5.39987131e+01 -9.51591140e-04 1.47442212e-03 5.48876915e+01
-1.35619442e+00 6.26468698e+00]]
[[ 5.88725027e+01 1.12792271e-06 -1.60749979e-03 5.88725027e+01
-1.60749979e-03 6.83012215e+00]
[ 7.89755593e+01 1.51307185e-06 -1.55900738e-03 7.89755593e+01
-1.55900738e-03 6.34239236e+00]
[ 9.60665518e+01 1.84051365e-06 -1.24291222e-03 9.60665518e+01
-1.24291222e-03 4.96616969e+00]
...,
[ 9.60665518e+01 1.84051366e-06 1.24291222e-03 9.60665518e+01
1.24291222e-03 4.96616969e+00]
[ 7.89755593e+01 1.51307185e-06 1.55900738e-03 7.89755593e+01
1.55900738e-03 6.34239236e+00]
[ 5.88725027e+01 1.12792271e-06 1.60749979e-03 5.88725027e+01
1.60749979e-03 6.83012215e+00]]
...,
[[ 6.79403752e+00 6.01852788e-04 -1.85509584e-04 9.63753135e+00
-8.57752226e-01 7.88213566e-01]
[ 9.11398174e+00 8.07366059e-04 -1.79913435e-04 1.29284368e+01
-8.31876956e-01 7.31928321e-01]
[ 1.10863260e+01 9.82087042e-04 -1.43435248e-04 1.57262621e+01
-6.63210497e-01 5.73108696e-01]
...,
[ 1.10863260e+01 9.82087042e-04 1.43435248e-04 1.57262621e+01
6.63210497e-01 5.73108696e-01]
[ 9.11398174e+00 8.07366059e-04 1.79913435e-04 1.29284368e+01
8.31876956e-01 7.31928321e-01]
[ 6.79403752e+00 6.01852788e-04 1.85509584e-04 9.63753135e+00
8.57752226e-01 7.88213566e-01]]
[[ 2.62620531e+00 2.80176023e-04 -7.17079142e-05 4.19134503e+00
-3.99302965e-01 3.04680487e-01]
[ 3.52296955e+00 3.75847079e-04 -6.95447476e-05 5.62255389e+00
-3.87257450e-01 2.82923673e-01]
[ 4.28537056e+00 4.57183629e-04 -5.54442643e-05 6.83932307e+00
-3.08739414e-01 2.21532645e-01]
...,
[ 4.28537056e+00 4.57183629e-04 5.54442643e-05 6.83932307e+00
3.08739414e-01 2.21532645e-01]
[ 3.52296955e+00 3.75847079e-04 6.95447476e-05 5.62255389e+00
3.87257450e-01 2.82923673e-01]
[ 2.62620531e+00 2.80176023e-04 7.17079142e-05 4.19134503e+00
3.99302965e-01 3.04680487e-01]]
[[ 8.24698721e-01 1.12516584e-04 -2.25182032e-05 1.48174685e+00
-1.60357071e-01 9.56778241e-02]
[ 1.10630668e+00 1.50937361e-04 -2.18389110e-05 1.98771551e+00
-1.55519681e-01 8.88456018e-02]
[ 1.34572099e+00 1.83601509e-04 -1.74109822e-05 2.41787430e+00
-1.23987428e-01 6.95671764e-02]
...,
[ 1.34572099e+00 1.83601509e-04 1.74109822e-05 2.41787430e+00
1.23987428e-01 6.95671764e-02]
[ 1.10630668e+00 1.50937361e-04 2.18389110e-05 1.98771551e+00
1.55519681e-01 8.88456018e-02]
[ 8.24698721e-01 1.12516584e-04 2.25182032e-05 1.48174685e+00
1.60357071e-01 9.56778241e-02]]]
...,
[[[ 6.82129942e+00 -7.84358946e-01 -6.07104090e-01 5.12767179e+00
2.41763607e-01 5.57885681e-01]
[ 9.15055270e+00 -1.05219218e+00 -5.88789973e-01 6.87860597e+00
2.34470479e-01 5.18047830e-01]
[ 1.11308113e+01 -1.27989565e+00 -4.69410397e-01 8.36719566e+00
1.86930628e-01 4.05637693e-01]
...,
[ 1.11308113e+01 -1.27989565e+00 4.69410397e-01 8.36719566e+00
-1.86930628e-01 4.05637693e-01]
[ 9.15055270e+00 -1.05219218e+00 5.88789973e-01 6.87860597e+00
-2.34470479e-01 5.18047830e-01]
[ 6.82129942e+00 -7.84358946e-01 6.07104090e-01 5.12767179e+00
-2.41763607e-01 5.57885681e-01]]
[[ 8.83968352e+00 -5.07763264e-01 -7.86742774e-01 6.33418007e+00
1.56508297e-01 7.22960912e-01]
[ 1.18581497e+01 -6.81148010e-01 -7.63009609e-01 8.49709783e+00
1.51787013e-01 6.71335269e-01]
[ 1.44243557e+01 -8.28554316e-01 -6.08306289e-01 1.03359431e+01
1.21011575e-01 5.25663604e-01]
...,
[ 1.44243557e+01 -8.28554316e-01 6.08306289e-01 1.03359431e+01
-1.21011575e-01 5.25663604e-01]
[ 1.18581497e+01 -6.81148010e-01 7.63009609e-01 8.49709783e+00
-1.51787013e-01 6.71335269e-01]
[ 8.83968352e+00 -5.07763264e-01 7.86742774e-01 6.33418007e+00
-1.56508297e-01 7.22960912e-01]]
[[ 9.63753135e+00 6.01852788e-04 -8.57752226e-01 6.79403752e+00
-1.85509584e-04 7.88213566e-01]
[ 1.29284368e+01 8.07366059e-04 -8.31876956e-01 9.11398174e+00
-1.79913435e-04 7.31928321e-01]
[ 1.57262621e+01 9.82087042e-04 -6.63210497e-01 1.10863260e+01
-1.43435248e-04 5.73108696e-01]
...,
[ 1.57262621e+01 9.82087042e-04 6.63210497e-01 1.10863260e+01
1.43435248e-04 5.73108696e-01]
[ 1.29284368e+01 8.07366059e-04 8.31876956e-01 9.11398174e+00
1.79913435e-04 7.31928321e-01]
[ 9.63753135e+00 6.01852788e-04 8.57752226e-01 6.79403752e+00
1.85509584e-04 7.88213566e-01]]
...,
[[ 1.11219579e+00 3.21145036e-01 -9.89868019e-02 1.11219579e+00
-9.89868019e-02 9.09618644e-02]
[ 1.49197470e+00 4.30805684e-01 -9.60007305e-02 1.49197470e+00
-9.60007305e-02 8.44664027e-02]
[ 1.81485090e+00 5.24035752e-01 -7.65361876e-02 1.81485090e+00
-7.65361876e-02 6.61382096e-02]
...,
[ 1.81485090e+00 5.24035752e-01 7.65361876e-02 1.81485090e+00
7.65361876e-02 6.61382096e-02]
[ 1.49197470e+00 4.30805684e-01 9.60007305e-02 1.49197470e+00
9.60007305e-02 8.44664027e-02]
[ 1.11219579e+00 3.21145036e-01 9.89868019e-02 1.11219579e+00
9.89868019e-02 9.09618644e-02]]
[[ 4.29914390e-01 1.49500244e-01 -3.82629135e-02 4.83691945e-01
-4.60805852e-02 3.51609088e-02]
[ 5.76716259e-01 2.00549747e-01 -3.71086602e-02 6.48857113e-01
-4.46905017e-02 3.26501162e-02]
[ 7.01522635e-01 2.43950442e-01 -2.95847268e-02 7.89275391e-01
-3.56293183e-02 2.55654343e-02]
...,
[ 7.01522635e-01 2.43950442e-01 2.95847268e-02 7.89275391e-01
3.56293183e-02 2.55654343e-02]
[ 5.76716259e-01 2.00549747e-01 3.71086602e-02 6.48857113e-01
4.46905017e-02 3.26501162e-02]
[ 4.29914390e-01 1.49500244e-01 3.82629135e-02 4.83691945e-01
4.60805852e-02 3.51609088e-02]]
[[ 1.35004619e-01 6.00381745e-02 -1.20155784e-02 1.70997380e-01
-1.85056167e-02 1.10414660e-02]
[ 1.81104333e-01 8.05392707e-02 -1.16531119e-02 2.29387458e-01
-1.79473694e-02 1.02530098e-02]
[ 2.20296874e-01 9.79686639e-02 -9.29039564e-03 2.79028884e-01
-1.43084667e-02 8.02823038e-03]
...,
[ 2.20296874e-01 9.79686639e-02 9.29039564e-03 2.79028884e-01
1.43084667e-02 8.02823038e-03]
[ 1.81104333e-01 8.05392707e-02 1.16531119e-02 2.29387458e-01
1.79473694e-02 1.02530098e-02]
[ 1.35004619e-01 6.00381745e-02 1.20155784e-02 1.70997380e-01
1.85056167e-02 1.10414660e-02]]]
[[[ 2.96657080e+00 -3.65136740e-01 -2.82620621e-01 1.98207897e+00
9.34526588e-02 2.15648256e-01]
[ 3.97955885e+00 -4.89819136e-01 -2.74094982e-01 2.65889488e+00
9.06335315e-02 2.00249109e-01]
[ 4.84076972e+00 -5.95820223e-01 -2.18521099e-01 3.23430268e+00
7.22572112e-02 1.56797464e-01]
...,
[ 4.84076972e+00 -5.95820223e-01 2.18521099e-01 3.23430268e+00
-7.22572112e-02 1.56797464e-01]
[ 3.97955885e+00 -4.89819136e-01 2.74094982e-01 2.65889488e+00
-9.06335315e-02 2.00249109e-01]
[ 2.96657080e+00 -3.65136740e-01 2.82620621e-01 1.98207897e+00
-9.34526588e-02 2.15648256e-01]]
[[ 3.84436242e+00 -2.36375248e-01 -3.66246471e-01 2.44844944e+00
6.04975937e-02 2.79457361e-01]
[ 5.15708794e+00 -3.17089753e-01 -3.55198148e-01 3.28451579e+00
5.86726029e-02 2.59501695e-01]
[ 6.27312627e+00 -3.85710712e-01 -2.83180264e-01 3.99531335e+00
4.67764932e-02 2.03192953e-01]
...,
[ 6.27312627e+00 -3.85710712e-01 2.83180264e-01 3.99531335e+00
-4.67764932e-02 2.03192953e-01]
[ 5.15708794e+00 -3.17089753e-01 3.55198148e-01 3.28451579e+00
-5.86726029e-02 2.59501695e-01]
[ 3.84436242e+00 -2.36375248e-01 3.66246471e-01 2.44844944e+00
-6.04975937e-02 2.79457361e-01]]
[[ 4.19134503e+00 2.80176023e-04 -3.99302965e-01 2.62620531e+00
-7.17079142e-05 3.04680487e-01]
[ 5.62255389e+00 3.75847079e-04 -3.87257450e-01 3.52296955e+00
-6.95447476e-05 2.82923673e-01]
[ 6.83932307e+00 4.57183629e-04 -3.08739414e-01 4.28537056e+00
-5.54442643e-05 2.21532645e-01]
...,
[ 6.83932307e+00 4.57183629e-04 3.08739414e-01 4.28537056e+00
5.54442643e-05 2.21532645e-01]
[ 5.62255389e+00 3.75847079e-04 3.87257450e-01 3.52296955e+00
6.95447476e-05 2.82923673e-01]
[ 4.19134503e+00 2.80176023e-04 3.99302965e-01 2.62620531e+00
7.17079142e-05 3.04680487e-01]]
...,
[[ 4.83691945e-01 1.49500244e-01 -4.60805852e-02 4.29914390e-01
-3.82629135e-02 3.51609088e-02]
[ 6.48857113e-01 2.00549747e-01 -4.46905017e-02 5.76716259e-01
-3.71086602e-02 3.26501162e-02]
[ 7.89275391e-01 2.43950442e-01 -3.56293183e-02 7.01522635e-01
-2.95847268e-02 2.55654343e-02]
...,
[ 7.89275391e-01 2.43950442e-01 3.56293183e-02 7.01522635e-01
2.95847268e-02 2.55654343e-02]
[ 6.48857113e-01 2.00549747e-01 4.46905017e-02 5.76716259e-01
3.71086602e-02 3.26501162e-02]
[ 4.83691945e-01 1.49500244e-01 4.60805852e-02 4.29914390e-01
3.82629135e-02 3.51609088e-02]]
[[ 1.86968995e-01 6.95957290e-02 -1.78122474e-02 1.86968995e-01
-1.78122474e-02 1.35912946e-02]
[ 2.50812863e-01 9.33604216e-02 -1.72749167e-02 2.50812863e-01
-1.72749167e-02 1.26207589e-02]
[ 3.05090931e-01 1.13564422e-01 -1.37723564e-02 3.05090931e-01
-1.37723564e-02 9.88220627e-03]
...,
[ 3.05090931e-01 1.13564422e-01 1.37723564e-02 3.05090931e-01
1.37723564e-02 9.88220627e-03]
[ 2.50812863e-01 9.33604216e-02 1.72749167e-02 2.50812863e-01
1.72749167e-02 1.26207589e-02]
[ 1.86968995e-01 6.95957290e-02 1.78122474e-02 1.86968995e-01
1.78122474e-02 1.35912946e-02]]
[[ 5.87132661e-02 2.79491219e-02 -5.59352216e-03 6.60982853e-02
-7.15326475e-03 4.26803012e-03]
[ 7.87619487e-02 3.74928436e-02 -5.42478588e-03 8.86687135e-02
-6.93747674e-03 3.96325590e-03]
[ 9.58067141e-02 4.56066186e-02 -4.32488836e-03 1.07857388e-01
-5.53087487e-03 3.10327716e-03]
...,
[ 9.58067141e-02 4.56066186e-02 4.32488836e-03 1.07857388e-01
5.53087487e-03 3.10327716e-03]
[ 7.87619487e-02 3.74928436e-02 5.42478588e-03 8.86687135e-02
6.93747674e-03 3.96325590e-03]
[ 5.87132661e-02 2.79491219e-02 5.59352216e-03 6.60982853e-02
7.15326475e-03 4.26803012e-03]]]
[[[ 1.04875808e+00 -1.46636172e-01 -1.13498317e-01 6.22425819e-01
2.93466349e-02 6.77193207e-02]
[ 1.40687506e+00 -1.96707684e-01 -1.10074486e-01 8.34964119e-01
2.84613535e-02 6.28835773e-02]
[ 1.71133497e+00 -2.39276924e-01 -8.77564319e-02 1.01565756e+00
2.26906973e-02 4.92385982e-02]
...,
[ 1.71133497e+00 -2.39276924e-01 8.77564319e-02 1.01565756e+00
-2.26906973e-02 4.92385982e-02]
[ 1.40687506e+00 -1.96707684e-01 1.10074486e-01 8.34964119e-01
-2.84613535e-02 6.28835773e-02]
[ 1.04875808e+00 -1.46636172e-01 1.13498317e-01 6.22425819e-01
-2.93466349e-02 6.77193207e-02]]
[[ 1.35907969e+00 -9.49265208e-02 -1.47081830e-01 7.68878623e-01
1.89978637e-02 8.77570871e-02]
[ 1.82316148e+00 -1.27340859e-01 -1.42644906e-01 1.03142582e+00
1.84247670e-02 8.14904741e-02]
[ 2.21770936e+00 -1.54898520e-01 -1.13723067e-01 1.25463527e+00
1.46890699e-02 6.38080227e-02]
...,
[ 2.21770936e+00 -1.54898520e-01 1.13723067e-01 1.25463527e+00
-1.46890699e-02 6.38080227e-02]
[ 1.82316148e+00 -1.27340859e-01 1.42644906e-01 1.03142582e+00
-1.84247670e-02 8.14904741e-02]
[ 1.35907969e+00 -9.49265208e-02 1.47081830e-01 7.68878623e-01
-1.89978637e-02 8.77570871e-02]]
[[ 1.48174685e+00 1.12516584e-04 -1.60357071e-01 8.24698721e-01
-2.25182032e-05 9.56778241e-02]
[ 1.98771551e+00 1.50937361e-04 -1.55519681e-01 1.10630668e+00
-2.18389110e-05 8.88456018e-02]
[ 2.41787430e+00 1.83601509e-04 -1.23987428e-01 1.34572099e+00
-1.74109822e-05 6.95671764e-02]
...,
[ 2.41787430e+00 1.83601509e-04 1.23987428e-01 1.34572099e+00
1.74109822e-05 6.95671764e-02]
[ 1.98771551e+00 1.50937361e-04 1.55519681e-01 1.10630668e+00
2.18389110e-05 8.88456018e-02]
[ 1.48174685e+00 1.12516584e-04 1.60357071e-01 8.24698721e-01
2.25182032e-05 9.56778241e-02]]
...,
[[ 1.70997380e-01 6.00381745e-02 -1.85056167e-02 1.35004619e-01
-1.20155784e-02 1.10414660e-02]
[ 2.29387458e-01 8.05392707e-02 -1.79473694e-02 1.81104333e-01
-1.16531119e-02 1.02530098e-02]
[ 2.79028884e-01 9.79686639e-02 -1.43084667e-02 2.20296874e-01
-9.29039564e-03 8.02823038e-03]
...,
[ 2.79028884e-01 9.79686639e-02 1.43084667e-02 2.20296874e-01
9.29039564e-03 8.02823038e-03]
[ 2.29387458e-01 8.05392707e-02 1.79473694e-02 1.81104333e-01
1.16531119e-02 1.02530098e-02]
[ 1.70997380e-01 6.00381745e-02 1.85056167e-02 1.35004619e-01
1.20155784e-02 1.10414660e-02]]
[[ 6.60982853e-02 2.79491219e-02 -7.15326475e-03 5.87132661e-02
-5.59352216e-03 4.26803012e-03]
[ 8.86687135e-02 3.74928436e-02 -6.93747674e-03 7.87619487e-02
-5.42478588e-03 3.96325590e-03]
[ 1.07857388e-01 4.56066186e-02 -5.53087487e-03 9.58067141e-02
-4.32488836e-03 3.10327716e-03]
...,
[ 1.07857388e-01 4.56066186e-02 5.53087487e-03 9.58067141e-02
4.32488836e-03 3.10327716e-03]
[ 8.86687135e-02 3.74928436e-02 6.93747674e-03 7.87619487e-02
5.42478588e-03 3.96325590e-03]
[ 6.60982853e-02 2.79491219e-02 7.15326475e-03 5.87132661e-02
5.59352216e-03 4.26803012e-03]]
[[ 2.07566299e-02 1.12241574e-02 -2.24631651e-03 2.07566299e-02
-2.24631651e-03 1.34027565e-03]
[ 2.78443482e-02 1.50568444e-02 -2.17855330e-03 2.78443482e-02
-2.17855330e-03 1.24456839e-03]
[ 3.38701054e-02 1.83152754e-02 -1.73684268e-03 3.38701054e-02
-1.73684268e-03 9.74512047e-04]
...,
[ 3.38701054e-02 1.83152754e-02 1.73684268e-03 3.38701054e-02
1.73684268e-03 9.74512047e-04]
[ 2.78443482e-02 1.50568444e-02 2.17855330e-03 2.78443482e-02
2.17855330e-03 1.24456839e-03]
[ 2.07566299e-02 1.12241574e-02 2.24631651e-03 2.07566299e-02
2.24631651e-03 1.34027565e-03]]]]
In [5]:
import nibabel as nib
import numpy as np
In [6]:
previous_result = nib.load("dogsigma_0gausigma_0tensorfsl.nii")
In [7]:
previous_result_data = previous_result.get_data()
In [8]:
print previous_result_data
[[[[ 3.14489453e+01 1.91570425e+00 1.48278023e+00 3.14489453e+01
1.48278023e+00 3.42161451e+00]
[ 4.21877437e+01 2.56985525e+00 1.43805017e+00 4.21877437e+01
1.43805017e+00 3.17728173e+00]
[ 5.13175355e+01 3.12599411e+00 1.14647961e+00 5.13175355e+01
1.14647961e+00 2.48784984e+00]
...,
[ 5.13175355e+01 3.12599411e+00 -1.14647961e+00 5.13175355e+01
-1.14647961e+00 2.48784984e+00]
[ 4.21877437e+01 2.56985525e+00 -1.43805017e+00 4.21877437e+01
-1.43805017e+00 3.17728173e+00]
[ 3.14489453e+01 1.91570425e+00 -1.48278023e+00 3.14489453e+01
-1.48278023e+00 3.42161451e+00]]
[[ 4.07545113e+01 1.24015195e+00 1.92152648e+00 3.88486802e+01
9.59893912e-01 4.43405099e+00]
[ 5.46708596e+01 1.66362370e+00 1.86356101e+00 5.21142489e+01
9.30937413e-01 4.11742153e+00]
[ 6.65021054e+01 2.02364620e+00 1.48571645e+00 6.33922221e+01
7.42186044e-01 3.22399063e+00]
...,
[ 6.65021054e+01 2.02364620e+00 -1.48571645e+00 6.33922221e+01
-7.42186044e-01 3.22399063e+00]
[ 5.46708596e+01 1.66362370e+00 -1.86356101e+00 5.21142489e+01
-9.30937413e-01 4.11742153e+00]
[ 4.07545113e+01 1.24015195e+00 -1.92152648e+00 3.88486802e+01
-9.59893912e-01 4.43405099e+00]]
[[ 4.44329123e+01 -1.46995460e-03 2.09495870e+00 4.16690699e+01
-1.13776410e-03 4.83425740e+00]
[ 5.96053156e+01 -1.97189660e-03 2.03176138e+00 5.58977105e+01
-1.10344189e-03 4.48904976e+00]
[ 7.25044203e+01 -2.39863204e-03 1.61981349e+00 6.79944575e+01
-8.79714500e-04 3.51498002e+00]
...,
[ 7.25044203e+01 -2.39863204e-03 -1.61981349e+00 6.79944575e+01
8.79714500e-04 3.51498002e+00]
[ 5.96053156e+01 -1.97189660e-03 -2.03176138e+00 5.58977105e+01
1.10344189e-03 4.48904976e+00]
[ 4.44329123e+01 -1.46995460e-03 -2.09495870e+00 4.16690699e+01
1.13776410e-03 4.83425740e+00]]
...,
[[ 5.12767179e+00 -7.84358946e-01 2.41763607e-01 6.82129942e+00
-6.07104090e-01 5.57885681e-01]
[ 6.87860597e+00 -1.05219218e+00 2.34470479e-01 9.15055270e+00
-5.88789973e-01 5.18047830e-01]
[ 8.36719566e+00 -1.27989565e+00 1.86930628e-01 1.11308113e+01
-4.69410397e-01 4.05637693e-01]
...,
[ 8.36719566e+00 -1.27989565e+00 -1.86930628e-01 1.11308113e+01
4.69410397e-01 4.05637693e-01]
[ 6.87860597e+00 -1.05219218e+00 -2.34470479e-01 9.15055270e+00
5.88789973e-01 5.18047830e-01]
[ 5.12767179e+00 -7.84358946e-01 -2.41763607e-01 6.82129942e+00
6.07104090e-01 5.57885681e-01]]
[[ 1.98207897e+00 -3.65136740e-01 9.34526588e-02 2.96657080e+00
-2.82620621e-01 2.15648256e-01]
[ 2.65889488e+00 -4.89819136e-01 9.06335315e-02 3.97955885e+00
-2.74094982e-01 2.00249109e-01]
[ 3.23430268e+00 -5.95820223e-01 7.22572112e-02 4.84076972e+00
-2.18521099e-01 1.56797464e-01]
...,
[ 3.23430268e+00 -5.95820223e-01 -7.22572112e-02 4.84076972e+00
2.18521099e-01 1.56797464e-01]
[ 2.65889488e+00 -4.89819136e-01 -9.06335315e-02 3.97955885e+00
2.74094982e-01 2.00249109e-01]
[ 1.98207897e+00 -3.65136740e-01 -9.34526588e-02 2.96657080e+00
2.82620621e-01 2.15648256e-01]]
[[ 6.22425819e-01 -1.46636172e-01 2.93466349e-02 1.04875808e+00
-1.13498317e-01 6.77193207e-02]
[ 8.34964119e-01 -1.96707684e-01 2.84613535e-02 1.40687506e+00
-1.10074486e-01 6.28835773e-02]
[ 1.01565756e+00 -2.39276924e-01 2.26906973e-02 1.71133497e+00
-8.77564319e-02 4.92385982e-02]
...,
[ 1.01565756e+00 -2.39276924e-01 -2.26906973e-02 1.71133497e+00
8.77564319e-02 4.92385982e-02]
[ 8.34964119e-01 -1.96707684e-01 -2.84613535e-02 1.40687506e+00
1.10074486e-01 6.28835773e-02]
[ 6.22425819e-01 -1.46636172e-01 -2.93466349e-02 1.04875808e+00
1.13498317e-01 6.77193207e-02]]]
[[[ 3.88486802e+01 1.24015195e+00 9.59893912e-01 4.07545113e+01
1.92152648e+00 4.43405099e+00]
[ 5.21142489e+01 1.66362370e+00 9.30937413e-01 5.46708596e+01
1.86356101e+00 4.11742153e+00]
[ 6.33922221e+01 2.02364620e+00 7.42186044e-01 6.65021054e+01
1.48571645e+00 3.22399063e+00]
...,
[ 6.33922221e+01 2.02364620e+00 -7.42186044e-01 6.65021054e+01
-1.48571645e+00 3.22399063e+00]
[ 5.21142489e+01 1.66362370e+00 -9.30937413e-01 5.46708596e+01
-1.86356101e+00 4.11742153e+00]
[ 3.88486802e+01 1.24015195e+00 -9.59893912e-01 4.07545113e+01
-1.92152648e+00 4.43405099e+00]]
[[ 5.03437863e+01 8.02825903e-01 1.24392112e+00 5.03437863e+01
1.24392112e+00 5.74606169e+00]
[ 6.75345622e+01 1.07696503e+00 1.20639649e+00 6.75345622e+01
1.20639649e+00 5.33574330e+00]
[ 8.21496242e+01 1.31002954e+00 9.61794691e-01 8.21496242e+01
9.61794691e-01 4.17795135e+00]
...,
[ 8.21496242e+01 1.31002954e+00 -9.61794691e-01 8.21496242e+01
-9.61794691e-01 4.17795135e+00]
[ 6.75345622e+01 1.07696503e+00 -1.20639649e+00 6.75345622e+01
-1.20639649e+00 5.33574330e+00]
[ 5.03437863e+01 8.02825903e-01 -1.24392112e+00 5.03437863e+01
-1.24392112e+00 5.74606169e+00]]
[[ 5.48876915e+01 -9.51591140e-04 1.35619442e+00 5.39987131e+01
-1.47442212e-03 6.26468698e+00]
[ 7.36300642e+01 -1.27652876e-03 1.31528289e+00 7.24375281e+01
-1.42994416e-03 5.81733422e+00]
[ 8.95642454e+01 -1.55278062e-03 1.04860389e+00 8.81136343e+01
-1.14001710e-03 4.55504285e+00]
...,
[ 8.95642454e+01 -1.55278062e-03 -1.04860389e+00 8.81136343e+01
1.14001710e-03 4.55504285e+00]
[ 7.36300642e+01 -1.27652876e-03 -1.31528289e+00 7.24375281e+01
1.42994416e-03 5.81733422e+00]
[ 5.48876915e+01 -9.51591140e-04 -1.35619442e+00 5.39987131e+01
1.47442212e-03 6.26468698e+00]]
...,
[[ 6.33418007e+00 -5.07763264e-01 1.56508297e-01 8.83968352e+00
-7.86742774e-01 7.22960912e-01]
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[ 1.98771551e+00 1.50937361e-04 -1.55519681e-01 1.10630668e+00
-2.18389110e-05 8.88456018e-02]
[ 2.41787430e+00 1.83601509e-04 -1.23987428e-01 1.34572099e+00
-1.74109822e-05 6.95671764e-02]
...,
[ 2.41787430e+00 1.83601509e-04 1.23987428e-01 1.34572099e+00
1.74109822e-05 6.95671764e-02]
[ 1.98771551e+00 1.50937361e-04 1.55519681e-01 1.10630668e+00
2.18389110e-05 8.88456018e-02]
[ 1.48174685e+00 1.12516584e-04 1.60357071e-01 8.24698721e-01
2.25182032e-05 9.56778241e-02]]
...,
[[ 1.70997380e-01 6.00381745e-02 -1.85056167e-02 1.35004619e-01
-1.20155784e-02 1.10414660e-02]
[ 2.29387458e-01 8.05392707e-02 -1.79473694e-02 1.81104333e-01
-1.16531119e-02 1.02530098e-02]
[ 2.79028884e-01 9.79686639e-02 -1.43084667e-02 2.20296874e-01
-9.29039564e-03 8.02823038e-03]
...,
[ 2.79028884e-01 9.79686639e-02 1.43084667e-02 2.20296874e-01
9.29039564e-03 8.02823038e-03]
[ 2.29387458e-01 8.05392707e-02 1.79473694e-02 1.81104333e-01
1.16531119e-02 1.02530098e-02]
[ 1.70997380e-01 6.00381745e-02 1.85056167e-02 1.35004619e-01
1.20155784e-02 1.10414660e-02]]
[[ 6.60982853e-02 2.79491219e-02 -7.15326475e-03 5.87132661e-02
-5.59352216e-03 4.26803012e-03]
[ 8.86687135e-02 3.74928436e-02 -6.93747674e-03 7.87619487e-02
-5.42478588e-03 3.96325590e-03]
[ 1.07857388e-01 4.56066186e-02 -5.53087487e-03 9.58067141e-02
-4.32488836e-03 3.10327716e-03]
...,
[ 1.07857388e-01 4.56066186e-02 5.53087487e-03 9.58067141e-02
4.32488836e-03 3.10327716e-03]
[ 8.86687135e-02 3.74928436e-02 6.93747674e-03 7.87619487e-02
5.42478588e-03 3.96325590e-03]
[ 6.60982853e-02 2.79491219e-02 7.15326475e-03 5.87132661e-02
5.59352216e-03 4.26803012e-03]]
[[ 2.07566299e-02 1.12241574e-02 -2.24631651e-03 2.07566299e-02
-2.24631651e-03 1.34027565e-03]
[ 2.78443482e-02 1.50568444e-02 -2.17855330e-03 2.78443482e-02
-2.17855330e-03 1.24456839e-03]
[ 3.38701054e-02 1.83152754e-02 -1.73684268e-03 3.38701054e-02
-1.73684268e-03 9.74512047e-04]
...,
[ 3.38701054e-02 1.83152754e-02 1.73684268e-03 3.38701054e-02
1.73684268e-03 9.74512047e-04]
[ 2.78443482e-02 1.50568444e-02 2.17855330e-03 2.78443482e-02
2.17855330e-03 1.24456839e-03]
[ 2.07566299e-02 1.12241574e-02 2.24631651e-03 2.07566299e-02
2.24631651e-03 1.34027565e-03]]]]
In [9]:
truth_boolean = np.isclose(struct_tensor, previous_result_data, rtol=1e-4)
In [10]:
print truth_boolean
[[[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
...,
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]]
[[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
...,
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]]
[[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
...,
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]]
...,
[[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
...,
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]]
[[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
...,
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]]
[[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
...,
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]
[[ True True True True True True]
[ True True True True True True]
[ True True True True True True]
...,
[ True True True True True True]
[ True True True True True True]
[ True True True True True True]]]]
In [11]:
correct_number = np.sum(truth_boolean == True); # Total possible = 6000
In [12]:
print correct_number / 6000.0; # Percentage correct (compared to old outputs)
1.0
In [ ]:
Content source: NeuroDataDesign/seelviz
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