Feature Interpretability
Tested Use Cases
Tensorflow Coupon Models
Pytorch Nested Cylinder Models
Scripts
Plot Features
Plot Features Over Fields
Feature Sensitivity
Field Sensitivity
Field Autocorrelation
Feature - Field Correlation
Feature - Field Standard Deviation Correlation
Feature - Prediction Correlation
Feature Derivatives
Introduction
Derivatives on Tensorflow Coupon Models
Derivatives on Pytorch Nested Cylinder Models
Helper Functions
Outer Functions
Setup
Coupon Data
Nested Cylinder Data
Tensorflow Custom
Pytorch Custom
Developer Tools
Environments
Testing with Pytest
Test Scripts
Script
Documentation
Feature Interpretability
Index
Index
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A
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C
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E
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F
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G
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H
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L
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M
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N
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P
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R
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S
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T
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W
_
__getitem__() (fns.derivatives.pyt_nestedcyl_calico_dataloader.calico_DataSet method)
(fns.derivatives.tf_coupon_calico_seq.calicoSEQ method)
__len__() (fns.derivatives.pyt_nestedcyl_calico_dataloader.calico_DataSet method)
(fns.derivatives.tf_coupon_calico_seq.calicoSEQ method)
A
argument() (in module fns.setup.args)
C
calico_dataloader() (in module fns.derivatives.pyt_nestedcyl_calico_dataloader)
calico_DataSet (class in fns.derivatives.pyt_nestedcyl_calico_dataloader)
calicoSEQ (class in fns.derivatives.tf_coupon_calico_seq)
check_calico_features() (in module fns.pytorchcustom.calico)
(in module fns.tfcustom.calico)
check_calico_layer() (in module fns.pytorchcustom.calico)
(in module fns.tfcustom.calico)
check_features() (in module fns.pytorchcustom.checks)
(in module fns.tfcustom.checks)
check_fields() (in module fns.setup.data_checks)
check_key() (in module fns.setup.data_checks)
check_layer() (in module fns.pytorchcustom.checks)
(in module fns.tfcustom.checks)
check_samples() (in module fns.setup.data_checks)
CNN_Interpretability_Module (class in fns.pytorchcustom.field2PTW_model_definition)
CNN_Reduction_Module (class in fns.pytorchcustom.field2PTW_model_definition)
concat_avg() (in module fns.mat)
conv2d_shape() (in module fns.pytorchcustom.field2PTW_model_definition)
csv2dcj() (in module fns.coupondata.process)
csv2scalePTW() (in module fns.nestedcylinderdata.process)
custom_colormap() (in module fns.plot)
E
eval_layer() (in module fns.pytorchcustom.calico)
F
feature_extractor() (in module fns.pytorchcustom.fts)
(in module fns.tfcustom.fts)
feature_field_corr
module
feature_fieldstd_corr
module
feature_over_field
module
feature_plot() (in module fns.plot)
feature_pred_corr
module
feature_sensitivity
module
features2npz() (in module fns.save)
field2PTW (class in fns.pytorchcustom.field2PTW_model_definition)
field_autocorr
module
field_sensitivity
module
fields2npz() (in module fns.save)
find_path() (in module fns.misc)
findkey() (in module fns.coupondata.process)
(in module fns.nestedcylinderdata.process)
fns.coupondata.prints
module
fns.coupondata.process
module
fns.derivatives.pyt_nestedcyl_calico_dataloader
module
fns.derivatives.pyt_nestedcyl_calico_model
module
fns.derivatives.tf_coupon_calico_model
module
fns.derivatives.tf_coupon_calico_seq
module
fns.mat
module
fns.misc
module
fns.nestedcylinderdata.prints
module
fns.nestedcylinderdata.process
module
fns.plot
module
fns.pytorchcustom.calico
module
fns.pytorchcustom.checks
module
fns.pytorchcustom.field2PTW_model_definition
module
fns.pytorchcustom.fts
module
fns.pytorchcustom.prints
module
fns.save
module
fns.setup.args
module
fns.setup.data_checks
module
fns.setup.data_prints
module
fns.tfcustom.calico
module
fns.tfcustom.checks
module
fns.tfcustom.fts
module
fns.tfcustom.prints
module
forward() (fns.derivatives.pyt_nestedcyl_calico_model.make_calico method)
(fns.pytorchcustom.field2PTW_model_definition.CNN_Interpretability_Module method)
(fns.pytorchcustom.field2PTW_model_definition.CNN_Reduction_Module method)
(fns.pytorchcustom.field2PTW_model_definition.field2PTW method)
ftderivatives_pyt_nestedcyl
module
ftderivatives_tf_coupon
module
G
get_field() (in module fns.coupondata.process)
(in module fns.nestedcylinderdata.process)
get_statsig() (in module fns.mat)
get_ticks() (in module fns.coupondata.process)
(in module fns.nestedcylinderdata.process)
H
heatmap_plot() (in module fns.plot)
L
layer_copy() (in module fns.tfcustom.calico)
listkeys() (in module fns.coupondata.process)
(in module fns.nestedcylinderdata.process)
load_calico() (in module fns.derivatives.pyt_nestedcyl_calico_model)
load_filelist() (in module fns.misc)
M
make_calico (class in fns.derivatives.pyt_nestedcyl_calico_model)
make_calico() (in module fns.derivatives.tf_coupon_calico_model)
makefilelist() (in module fns.save)
matrix_cutting() (in module fns.mat)
matrix_padding() (in module fns.mat)
matrix_scale() (in module fns.mat)
module
feature_field_corr
feature_fieldstd_corr
feature_over_field
feature_pred_corr
feature_sensitivity
field_autocorr
field_sensitivity
fns.coupondata.prints
fns.coupondata.process
fns.derivatives.pyt_nestedcyl_calico_dataloader
fns.derivatives.pyt_nestedcyl_calico_model
fns.derivatives.tf_coupon_calico_model
fns.derivatives.tf_coupon_calico_seq
fns.mat
fns.misc
fns.nestedcylinderdata.prints
fns.nestedcylinderdata.process
fns.plot
fns.pytorchcustom.calico
fns.pytorchcustom.checks
fns.pytorchcustom.field2PTW_model_definition
fns.pytorchcustom.fts
fns.pytorchcustom.prints
fns.save
fns.setup.args
fns.setup.data_checks
fns.setup.data_prints
fns.tfcustom.calico
fns.tfcustom.checks
fns.tfcustom.fts
fns.tfcustom.prints
ftderivatives_pyt_nestedcyl
ftderivatives_tf_coupon
plot_features
test_scripts
tests.test_mat
tests.test_misc
tests.test_plots
tests.test_save
N
normalize01() (in module fns.mat)
normalize_mat() (in module fns.mat)
npz2idx() (in module fns.coupondata.process)
(in module fns.nestedcylinderdata.process)
npz2key() (in module fns.coupondata.process)
(in module fns.nestedcylinderdata.process)
P
parse_features() (in module fns.pytorchcustom.fts)
(in module fns.tfcustom.fts)
plot_features
module
print_features() (in module fns.pytorchcustom.prints)
(in module fns.tfcustom.prints)
print_fields() (in module fns.setup.data_prints)
print_keys() (in module fns.coupondata.prints)
(in module fns.nestedcylinderdata.prints)
print_layers() (in module fns.pytorchcustom.prints)
(in module fns.tfcustom.prints)
print_samples() (in module fns.setup.data_prints)
R
recurr_getattr() (in module fns.derivatives.pyt_nestedcyl_calico_model)
remove_fields() (in module fns.coupondata.process)
(in module fns.nestedcylinderdata.process)
S
scalar_2Dcorr() (in module fns.mat)
search_list() (in module fns.misc)
split_ticks() (in module fns.plot)
T
test_1D() (tests.test_mat.Test_normalize01 method)
test_2D() (tests.test_mat.Test_normalize01 method)
test_3D() (tests.test_mat.Test_normalize01 method)
test_all01() (tests.test_mat.Test_normalize_mat method)
Test_concat_avg (class in tests.test_mat)
test_correct_size() (tests.test_mat.Test_matrix_cutting method)
(tests.test_mat.Test_matrix_padding method)
test_correct_size_biggerer() (tests.test_mat.Test_matrix_scale method)
test_correct_size_smaller() (tests.test_mat.Test_matrix_scale method)
Test_custom_colormap (class in tests.test_plots)
test_fail_resize_none() (tests.test_plots.Test_feature_plot method)
test_feature_larger_than_field() (tests.test_plots.Test_feature_plot method)
Test_feature_plot (class in tests.test_plots)
Test_features2npz (class in tests.test_save)
Test_fields2npz (class in tests.test_save)
test_ft01() (tests.test_mat.Test_normalize_mat method)
Test_get_statsig (class in tests.test_mat)
Test_heatmap_plot (class in tests.test_plots)
test_high_pvals() (tests.test_mat.Test_get_statsig method)
test_identical_corr() (tests.test_mat.Test_scalar_2Dcorr method)
test_invalid() (tests.test_mat.Test_normalize_mat method)
test_invalid_alpha1() (tests.test_plots.Test_custom_colormap method)
test_invalid_alpha2() (tests.test_plots.Test_custom_colormap method)
test_invalid_axis() (tests.test_mat.Test_concat_avg method)
test_invalid_cmap() (tests.test_plots.Test_feature_plot method)
test_invalid_color1() (tests.test_plots.Test_custom_colormap method)
test_invalid_color2() (tests.test_plots.Test_custom_colormap method)
test_invalid_resize() (tests.test_plots.Test_feature_plot method)
test_low_pvals() (tests.test_mat.Test_get_statsig method)
Test_matrix_cutting (class in tests.test_mat)
Test_matrix_padding (class in tests.test_mat)
Test_matrix_scale (class in tests.test_mat)
test_none() (tests.test_mat.Test_normalize_mat method)
Test_normalize01 (class in tests.test_mat)
Test_normalize_mat (class in tests.test_mat)
test_registed_my_cmap() (tests.test_plots.Test_custom_colormap method)
test_registed_new_cmap() (tests.test_plots.Test_custom_colormap method)
test_return_all() (tests.test_misc.Test_search_list method)
test_return_empty() (tests.test_misc.Test_search_list method)
test_runs() (tests.test_save.Test_features2npz method)
(tests.test_save.Test_fields2npz method)
test_runs_grid_true() (tests.test_plots.Test_heatmap_plot method)
test_runs_lowclim_neg() (tests.test_plots.Test_heatmap_plot method)
test_runs_resize_cut() (tests.test_plots.Test_feature_plot method)
test_runs_resize_none() (tests.test_plots.Test_feature_plot method)
test_runs_resize_pad() (tests.test_plots.Test_feature_plot method)
test_runs_resize_scale() (tests.test_plots.Test_feature_plot method)
test_runs_RMinorTicks() (tests.test_plots.Test_feature_plot method)
test_runs_upclim05() (tests.test_plots.Test_heatmap_plot method)
test_runs_upclim10() (tests.test_plots.Test_heatmap_plot method)
test_runs_ZMinorTicks() (tests.test_plots.Test_feature_plot method)
(tests.test_plots.Test_split_ticks method)
Test_scalar_2Dcorr (class in tests.test_mat)
test_scripts
module
Test_search_list (class in tests.test_misc)
test_size_axis0_spacerFalse() (tests.test_mat.Test_concat_avg method)
test_size_axis0_spacerTrue() (tests.test_mat.Test_concat_avg method)
test_size_axis1_spacerFalse() (tests.test_mat.Test_concat_avg method)
test_size_axis1_spacerTrue() (tests.test_mat.Test_concat_avg method)
Test_split_ticks (class in tests.test_plots)
test_x_not_symmetric() (tests.test_mat.Test_matrix_cutting method)
(tests.test_mat.Test_matrix_padding method)
test_x_too_big() (tests.test_mat.Test_matrix_cutting method)
test_x_too_small() (tests.test_mat.Test_matrix_padding method)
test_y_not_symmetric() (tests.test_mat.Test_matrix_cutting method)
(tests.test_mat.Test_matrix_padding method)
test_y_too_big() (tests.test_mat.Test_matrix_cutting method)
test_y_too_small() (tests.test_mat.Test_matrix_padding method)
tests.test_mat
module
tests.test_misc
module
tests.test_plots
module
tests.test_save
module
W
warning_on_one_line() (in module fns.misc)