diff --git a/08_cell_line_prediction/nn_diagnostics/nbconverted/nn_dropout_range.py b/08_cell_line_prediction/nn_analysis/nbconverted/nn_dropout_range.py
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nbconverted/nn_dropout_range.py
rename to 08_cell_line_prediction/nn_analysis/nbconverted/nn_dropout_range.py
diff --git a/08_cell_line_prediction/nn_diagnostics/nbconverted/nn_hsize_range.py b/08_cell_line_prediction/nn_analysis/nbconverted/nn_hsize_range.py
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nbconverted/nn_hsize_range.py
rename to 08_cell_line_prediction/nn_analysis/nbconverted/nn_hsize_range.py
diff --git a/08_cell_line_prediction/nn_diagnostics/nbconverted/nn_hsize_range_all.py b/08_cell_line_prediction/nn_analysis/nbconverted/nn_hsize_range_all.py
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nbconverted/nn_hsize_range_all.py
rename to 08_cell_line_prediction/nn_analysis/nbconverted/nn_hsize_range_all.py
diff --git a/08_cell_line_prediction/nn_diagnostics/nbconverted/nn_learning_curves.py b/08_cell_line_prediction/nn_analysis/nbconverted/nn_learning_curves.py
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nbconverted/nn_learning_curves.py
rename to 08_cell_line_prediction/nn_analysis/nbconverted/nn_learning_curves.py
diff --git a/08_cell_line_prediction/nn_diagnostics/nbconverted/nn_lr_range.py b/08_cell_line_prediction/nn_analysis/nbconverted/nn_lr_range.py
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nbconverted/nn_lr_range.py
rename to 08_cell_line_prediction/nn_analysis/nbconverted/nn_lr_range.py
diff --git a/08_cell_line_prediction/nn_diagnostics/nbconverted/nn_weight_decay_range.py b/08_cell_line_prediction/nn_analysis/nbconverted/nn_weight_decay_range.py
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nbconverted/nn_weight_decay_range.py
rename to 08_cell_line_prediction/nn_analysis/nbconverted/nn_weight_decay_range.py
diff --git a/08_cell_line_prediction/nn_diagnostics/nn_dropout_range.ipynb b/08_cell_line_prediction/nn_analysis/nn_dropout_range.ipynb
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nn_dropout_range.ipynb
rename to 08_cell_line_prediction/nn_analysis/nn_dropout_range.ipynb
diff --git a/08_cell_line_prediction/nn_diagnostics/nn_hsize_range.ipynb b/08_cell_line_prediction/nn_analysis/nn_hsize_range.ipynb
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nn_hsize_range.ipynb
rename to 08_cell_line_prediction/nn_analysis/nn_hsize_range.ipynb
diff --git a/08_cell_line_prediction/nn_diagnostics/nn_hsize_range_all.ipynb b/08_cell_line_prediction/nn_analysis/nn_hsize_range_all.ipynb
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nn_hsize_range_all.ipynb
rename to 08_cell_line_prediction/nn_analysis/nn_hsize_range_all.ipynb
diff --git a/08_cell_line_prediction/nn_diagnostics/nn_learning_curves.ipynb b/08_cell_line_prediction/nn_analysis/nn_learning_curves.ipynb
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nn_learning_curves.ipynb
rename to 08_cell_line_prediction/nn_analysis/nn_learning_curves.ipynb
diff --git a/08_cell_line_prediction/nn_diagnostics/nn_lr_range.ipynb b/08_cell_line_prediction/nn_analysis/nn_lr_range.ipynb
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nn_lr_range.ipynb
rename to 08_cell_line_prediction/nn_analysis/nn_lr_range.ipynb
diff --git a/08_cell_line_prediction/nn_diagnostics/nn_weight_decay_range.ipynb b/08_cell_line_prediction/nn_analysis/nn_weight_decay_range.ipynb
similarity index 100%
rename from 08_cell_line_prediction/nn_diagnostics/nn_weight_decay_range.ipynb
rename to 08_cell_line_prediction/nn_analysis/nn_weight_decay_range.ipynb