diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index ec9b006..7335d64 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,11 +2,14 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="8a8ba9af-e1a4-433a-9968-475192610776" name="Default" comment="">
+      <change type="DELETED" beforePath="$PROJECT_DIR$/cnn/accent_classification/letters/60_epoch.h5" afterPath="" />
+      <change type="DELETED" beforePath="$PROJECT_DIR$/cnn/accent_classification/letters/60_epoch_history.pkl" afterPath="" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/.idea/workspace.xml" afterPath="$PROJECT_DIR$/.idea/workspace.xml" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/accent_classification/letters/cnn.ipynb" afterPath="$PROJECT_DIR$/cnn/accent_classification/letters/cnn.ipynb" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/cnn.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/cnn.ipynb" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/results_presentation.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/results_presentation.ipynb" />
-      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v3_4/notes" afterPath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v3_4/notes" />
-      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v3_7/cnn.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v3_7/cnn.ipynb" />
-      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v4_0/cnn.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v4_0/cnn.ipynb" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/syllabled_letters/cnn.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/syllabled_letters/cnn.ipynb" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/syllables/cnn.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/syllables/cnn.ipynb" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/workbench.py" afterPath="$PROJECT_DIR$/workbench.py" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/workbench.xrsl" afterPath="$PROJECT_DIR$/workbench.xrsl" />
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@@ -38,18 +41,16 @@
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         <entry file="file://$PROJECT_DIR$/prepare_data.py">
           <provider selected="true" editor-type-id="text-editor">
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-              <caret line="14" column="121" lean-forward="false" selection-start-line="14" selection-start-column="102" selection-end-line="14" selection-end-column="121" />
+            <state relative-caret-position="298">
+              <caret line="397" column="8" lean-forward="false" selection-start-line="397" selection-start-column="8" selection-end-line="397" selection-end-column="8" />
               <folding>
                 <element signature="e#24#63#0" expanded="true" />
                 <element signature="e#5979#7267#0" expanded="false" />
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                 <element signature="e#19349#19996#0" expanded="false" />
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                 <element signature="e#30153#30294#0" expanded="false" />
@@ -72,8 +73,8 @@
       <file leaf-file-name="workbench.py" pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/workbench.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="188">
-              <caret line="53" column="20" lean-forward="false" selection-start-line="53" selection-start-column="20" selection-end-line="53" selection-end-column="20" />
+            <state relative-caret-position="716">
+              <caret line="59" column="19" lean-forward="false" selection-start-line="59" selection-start-column="16" selection-end-line="59" selection-end-column="19" />
               <folding>
                 <element signature="e#24#63#0" expanded="true" />
               </folding>
@@ -81,6 +82,16 @@
           </provider>
         </entry>
       </file>
+      <file leaf-file-name="notes" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/notes">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="18">
+              <caret line="1" column="0" lean-forward="false" selection-start-line="1" selection-start-column="0" selection-end-line="1" selection-end-column="0" />
+              <folding />
+            </state>
+          </provider>
+        </entry>
+      </file>
       <file leaf-file-name="logistic_regression.py" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/theano_tutorial/logistic_regression.py">
           <provider selected="true" editor-type-id="text-editor">
@@ -150,9 +161,6 @@
   </component>
   <component name="FindInProjectRecents">
     <findStrings>
-      <find>orig_X</find>
-      <find>vowels</find>
-      <find>_create_syllable_letters_translator</find>
       <find>_get_unresonant_silent_consonants</find>
       <find>el[0]</find>
       <find>max_num_vowels</find>
@@ -170,7 +178,6 @@
       <find>predict</find>
       <find>_reverse_inputs</find>
       <find>_letter_generator</find>
-      <find>_accent_classification</find>
       <find>_create_feature_dictionary</find>
       <find>generate_data</find>
       <find>Data</find>
@@ -180,6 +187,10 @@
       <find>../../../data/</find>
       <find>self.x_other_features_train</find>
       <find>_create_x_features</find>
+      <find>force</find>
+      <find>test_and_validation_size</find>
+      <find>_accent_classification</find>
+      <find>self.y_train</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -199,13 +210,14 @@
         <option value="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/character_based_ffnn_keras.ipynb" />
         <option value="$PROJECT_DIR$/tex_hyphenation.py" />
         <option value="$PROJECT_DIR$/prepare_data.py" />
+        <option value="$PROJECT_DIR$/notes" />
         <option value="$PROJECT_DIR$/workbench.py" />
       </list>
     </option>
   </component>
   <component name="ProjectFrameBounds">
     <option name="x" value="65" />
-    <option name="y" value="24" />
+    <option name="y" value="144" />
     <option name="width" value="1855" />
     <option name="height" value="1056" />
   </component>
@@ -224,7 +236,6 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
-      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <PATH>
@@ -239,6 +250,7 @@
           </PATH>
         </subPane>
       </pane>
+      <pane id="Scope" />
       <pane id="Scratches" />
     </panes>
   </component>
@@ -502,7 +514,7 @@
     <servers />
   </component>
   <component name="ToolWindowManager">
-    <frame x="65" y="24" width="1855" height="1056" extended-state="6" />
+    <frame x="65" y="144" width="1855" height="1056" extended-state="6" />
     <editor active="true" />
     <layout>
       <window_info id="Project" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.16375546" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
@@ -538,16 +550,6 @@
     <watches-manager />
   </component>
   <component name="editorHistoryManager">
-    <entry file="file://$PROJECT_DIR$/theano_tutorial/test.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="1368">
-          <caret line="76" column="6" lean-forward="false" selection-start-line="76" selection-start-column="2" selection-end-line="76" selection-end-column="6" />
-          <folding>
-            <element signature="e#0#18#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/theano_tutorial/logistic_regression.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="846">
@@ -886,20 +888,26 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/notes">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="18">
+          <caret line="1" column="0" lean-forward="false" selection-start-line="1" selection-start-column="0" selection-end-line="1" selection-end-column="0" />
+          <folding />
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/prepare_data.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="108">
-          <caret line="14" column="121" lean-forward="false" selection-start-line="14" selection-start-column="102" selection-end-line="14" selection-end-column="121" />
+        <state relative-caret-position="298">
+          <caret line="397" column="8" lean-forward="false" selection-start-line="397" selection-start-column="8" selection-end-line="397" selection-end-column="8" />
           <folding>
             <element signature="e#24#63#0" expanded="true" />
             <element signature="e#5979#7267#0" expanded="false" />
-            <element signature="e#7428#8835#0" expanded="false" />
             <element signature="e#8923#9218#0" expanded="false" />
             <element signature="e#13669#13971#0" expanded="false" />
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@@ -910,8 +918,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/workbench.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="188">
-          <caret line="53" column="20" lean-forward="false" selection-start-line="53" selection-start-column="20" selection-end-line="53" selection-end-column="20" />
+        <state relative-caret-position="716">
+          <caret line="59" column="19" lean-forward="false" selection-start-line="59" selection-start-column="16" selection-end-line="59" selection-end-column="19" />
           <folding>
             <element signature="e#24#63#0" expanded="true" />
           </folding>
diff --git a/notes b/notes
new file mode 100644
index 0000000..9d39815
--- /dev/null
+++ b/notes
@@ -0,0 +1 @@
+256(0.3)-512(0.3)-512(0.3):115(3)-46(3) - [LETTERS ACCENT TYPE] One layer less
diff --git a/workbench.py b/workbench.py
index ba03c2b..b64a6f9 100644
--- a/workbench.py
+++ b/workbench.py
@@ -27,7 +27,11 @@ from prepare_data import *
 # save_inputs('../../internal_representations/inputs/shuffeled_matrix_validate_inputs_other_features_output_11.h5', X_validate, y_validate,  other_features = X_other_features_validate)
 # X_train, X_other_features_train, y_train = load_inputs('cnn/internal_representations/inputs/shuffeled_matrix_train_inputs_other_features_output_11.h5', other_features=True)
 # X_validate, X_other_features_validate, y_validate = load_inputs('cnn/internal_representations/inputs/shuffeled_matrix_validate_inputs_other_features_output_11.h5', other_features=True)
-data = Data('l', save_generated_data=False, number_of_syllables=True)
+# letters
+# data = Data('l', save_generated_data=False, number_of_syllables=True)
+
+# syllabled letters
+data = Data('l', save_generated_data=False, accent_classification=True)
 data.generate_data('letters_word_accetuation_train',
                    'letters_word_accetuation_test',
                    'letters_word_accetuation_validate', content_name='SlovarIJS_BESEDE_utf8.lex',
@@ -36,7 +40,7 @@ data.generate_data('letters_word_accetuation_train',
 
 
 num_examples = len(data.x_train)  # training set size
-nn_output_dim = 10
+nn_output_dim = 13
 nn_hdim = 516
 batch_size = 16
 # actual_epoch = 1
@@ -46,13 +50,23 @@ num_fake_epoch = 20
 
 
 
-
+# letters
 conv_input_shape=(23, 36)
-othr_input = (141, )
+
+# syllabled letters
+# conv_input_shape=(10, 5168)
+
+
+# othr_input = (140, )
+othr_input = (150, )
 
 conv_input = Input(shape=conv_input_shape, name='conv_input')
+# letters
 x_conv = Conv1D(115, (3), padding='same', activation='relu')(conv_input)
 x_conv = Conv1D(46, (3), padding='same', activation='relu')(x_conv)
+
+# syllabled letters
+# x_conv = Conv1D(200, (2), padding='same', activation='relu')(conv_input)
 x_conv = MaxPooling1D(pool_size=2)(x_conv)
 x_conv = Flatten()(x_conv)
 
@@ -62,10 +76,10 @@ x = concatenate([x_conv, othr_input])
 # x = Dense(1024, input_dim=(516 + 256), activation='relu')(x)
 x = Dense(256, activation='relu')(x)
 x = Dropout(0.3)(x)
-x = Dense(256, activation='relu')(x)
+x = Dense(512, activation='relu')(x)
+x = Dropout(0.3)(x)
+x = Dense(512, activation='relu')(x)
 x = Dropout(0.3)(x)
-x = Dense(256, activation='relu')(x)
-x = Dropout(0.2)(x)
 x = Dense(nn_output_dim, activation='sigmoid')(x)
 
 
diff --git a/workbench.xrsl b/workbench.xrsl
index c06e985..55ed2ee 100644
--- a/workbench.xrsl
+++ b/workbench.xrsl
@@ -2,13 +2,13 @@
 (jobName="accetuation_nn")
 (executable="workbench.sh")
 (inputfiles=
-  ("workbench.py" "")("prepare_data.py" "")("content_shuffle_vector.h5" "cnn/internal_representations/inputs/content_shuffle_vector.h5")("shuffle_vector_test.h5" "cnn/internal_representations/inputs/shuffle_vector_test.h5")("shuffle_vector_train.h5" "cnn/internal_representations/inputs/shuffle_vector_train.h5")("shuffle_vector_validate.h5" "cnn/internal_representations/inputs/shuffle_vector_validate.h5")("SlovarIJS_BESEDE_utf8.lex" "data/SlovarIJS_BESEDE_utf8.lex")("40_epoch.h5" "")("40_epoch_history.pkl" "")
+  ("workbench.py" "")("prepare_data.py" "")("content_shuffle_vector.h5" "cnn/internal_representations/inputs/content_shuffle_vector.h5")("shuffle_vector_test.h5" "cnn/internal_representations/inputs/shuffle_vector_test.h5")("shuffle_vector_train.h5" "cnn/internal_representations/inputs/shuffle_vector_train.h5")("shuffle_vector_validate.h5" "cnn/internal_representations/inputs/shuffle_vector_validate.h5")("SlovarIJS_BESEDE_utf8.lex" "data/SlovarIJS_BESEDE_utf8.lex")("40_epoch.h5" "")("40_epoch_history.pkl" "")("notes" "")
 )
-(outputfiles=("40_epoch.h5" "")("workbench.py" "")("workbench.sh" "")("40_epoch_history.pkl" "")
+(outputfiles=("40_epoch.h5" "")("workbench.py" "")("workbench.sh" "")("40_epoch_history.pkl" "")("notes" "")
 )
 (stdout="out.txt")
 (stderr="err.txt")
 (gmlog="gmlog")
 (runtimeenvironment="APPS/BASE/THEANO-GPU-0.9")
-(gridTime=2000)
+(gridTime=750)
 (memory=12000)