diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 06c23ab..b24b1e2 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,10 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="8a8ba9af-e1a4-433a-9968-475192610776" name="Default" comment="">
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/.idea/workspace.xml" afterPath="$PROJECT_DIR$/.idea/workspace.xml" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v5_0/workbench.py" afterPath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v5_0/workbench.py" />
+      <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="$PROJECT_DIR$/prepare_data.py" afterPath="$PROJECT_DIR$/prepare_data.py" />
     </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="TRACKING_ENABLED" value="true" />
@@ -32,22 +35,41 @@
       <file leaf-file-name="prepare_data.py" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/prepare_data.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="252">
-              <caret line="53" column="112" lean-forward="false" selection-start-line="53" selection-start-column="98" selection-end-line="53" selection-end-column="112" />
+            <state relative-caret-position="298">
+              <caret line="338" column="107" lean-forward="false" selection-start-line="338" selection-start-column="107" selection-end-line="338" selection-end-column="107" />
               <folding>
                 <element signature="e#24#63#0" expanded="true" />
                 <element signature="e#6821#8109#0" expanded="false" />
                 <element signature="e#9765#10060#0" expanded="false" />
-                <element signature="e#13592#14199#0" expanded="false" />
-                <element signature="e#16771#17073#0" expanded="false" />
-                <element signature="e#18046#18392#0" expanded="false" />
-                <element signature="e#22808#23455#0" expanded="false" />
-                <element signature="e#34768#34909#0" expanded="false" />
+                <element signature="e#17366#17668#0" expanded="false" />
+                <element signature="e#18641#18987#0" expanded="false" />
+                <element signature="e#23403#24050#0" expanded="false" />
+                <element signature="e#35363#35504#0" expanded="false" />
               </folding>
             </state>
           </provider>
         </entry>
       </file>
+      <file leaf-file-name="workbench.py" pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/cnn/word_accetuation/syllables/v3_0/workbench.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="594">
+              <caret line="44" column="18" lean-forward="true" selection-start-line="44" selection-start-column="18" selection-end-line="44" selection-end-column="18" />
+              <folding />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file leaf-file-name="workbench.py" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/cnn/word_accetuation/syllables/v2_4/workbench.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="414">
+              <caret line="34" column="11" lean-forward="false" selection-start-line="34" selection-start-column="11" selection-end-line="34" selection-end-column="11" />
+              <folding />
+            </state>
+          </provider>
+        </entry>
+      </file>
       <file leaf-file-name="sloleks_accentuation.py" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/sloleks_accentuation.py">
           <provider selected="true" editor-type-id="text-editor">
@@ -92,11 +114,11 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="workbench.py" pinned="false" current-in-tab="true">
+      <file leaf-file-name="workbench.py" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v5_0/workbench.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="676">
-              <caret line="80" column="65" lean-forward="true" selection-start-line="80" selection-start-column="65" selection-end-line="80" selection-end-column="65" />
+            <state relative-caret-position="190">
+              <caret line="32" column="67" lean-forward="false" selection-start-line="32" selection-start-column="20" selection-end-line="32" selection-end-column="67" />
               <folding />
             </state>
           </provider>
@@ -181,10 +203,6 @@
   </component>
   <component name="FindInProjectRecents">
     <findStrings>
-      <find>generate_x_and</find>
-      <find>accentuate</find>
-      <find>_generator</find>
-      <find>_create_syllable_letters_translator</find>
       <find>_accent_classification</find>
       <find>wrong</find>
       <find>wrong_word</find>
@@ -211,6 +229,10 @@
       <find>_generate_x_and_y</find>
       <find>content</find>
       <find>number_of_syllables</find>
+      <find>_create_syllables</find>
+      <find>reverse_inputs</find>
+      <find>index</find>
+      <find>x_sy</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -232,9 +254,10 @@
         <option value="$PROJECT_DIR$/notes" />
         <option value="$PROJECT_DIR$/workbench.xrsl" />
         <option value="$PROJECT_DIR$/sloleks_accentuation.py" />
-        <option value="$PROJECT_DIR$/prepare_data.py" />
         <option value="$PROJECT_DIR$/workbench.py" />
+        <option value="$PROJECT_DIR$/prepare_data.py" />
         <option value="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v5_0/workbench.py" />
+        <option value="$PROJECT_DIR$/cnn/word_accetuation/syllables/v3_0/workbench.py" />
       </list>
     </option>
   </component>
@@ -321,7 +344,7 @@
               <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
             </PATH_ELEMENT>
             <PATH_ELEMENT>
-              <option name="myItemId" value="cnn_dictionary" />
+              <option name="myItemId" value="syllables" />
               <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
             </PATH_ELEMENT>
           </PATH>
@@ -343,11 +366,11 @@
               <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
             </PATH_ELEMENT>
             <PATH_ELEMENT>
-              <option name="myItemId" value="cnn_dictionary" />
+              <option name="myItemId" value="syllables" />
               <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
             </PATH_ELEMENT>
             <PATH_ELEMENT>
-              <option name="myItemId" value="v5_0" />
+              <option name="myItemId" value="v2_4" />
               <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
             </PATH_ELEMENT>
           </PATH>
@@ -638,25 +661,6 @@
       <window_info id="Ant Build" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
       <window_info id="Debug" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.39979124" sideWeight="0.5" order="3" side_tool="false" content_ui="tabs" />
     </layout>
-    <layout-to-restore>
-      <window_info id="TODO" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="6" side_tool="false" content_ui="tabs" />
-      <window_info id="Cvs" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="4" side_tool="false" content_ui="tabs" />
-      <window_info id="Message" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="0" side_tool="false" content_ui="tabs" />
-      <window_info id="Commander" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="0" side_tool="false" content_ui="tabs" />
-      <window_info id="Event Log" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="7" side_tool="true" content_ui="tabs" />
-      <window_info id="Inspection" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="5" side_tool="false" content_ui="tabs" />
-      <window_info id="Version Control" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="10" side_tool="false" content_ui="tabs" />
-      <window_info id="Python Console" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.32985386" sideWeight="0.5" order="8" side_tool="false" content_ui="tabs" />
-      <window_info id="Run" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.32985386" sideWeight="0.5" order="2" side_tool="false" content_ui="tabs" />
-      <window_info id="Terminal" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.32985386" sideWeight="0.5" order="9" side_tool="false" content_ui="tabs" />
-      <window_info id="Project" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.12227074" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
-      <window_info id="Hierarchy" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="2" side_tool="false" content_ui="combo" />
-      <window_info id="Find" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
-      <window_info id="Structure" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
-      <window_info id="Ant Build" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
-      <window_info id="Favorites" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="2" side_tool="true" content_ui="tabs" />
-      <window_info id="Debug" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.39979124" sideWeight="0.5" order="3" side_tool="false" content_ui="tabs" />
-    </layout-to-restore>
   </component>
   <component name="VcsContentAnnotationSettings">
     <option name="myLimit" value="2678400000" />
@@ -667,31 +671,11 @@
   </component>
   <component name="XDebuggerManager">
     <breakpoint-manager>
-      <option name="time" value="6" />
+      <option name="time" value="7" />
     </breakpoint-manager>
     <watches-manager />
   </component>
   <component name="editorHistoryManager">
-    <entry file="file://$PROJECT_DIR$/theano_tutorial/logistic_regression.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="846">
-          <caret line="49" column="31" lean-forward="false" selection-start-line="49" selection-start-column="31" selection-end-line="49" selection-end-column="31" />
-          <folding>
-            <element signature="e#0#12#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/theano_tutorial/tutorial_derivates.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="0">
-          <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
-          <folding>
-            <element signature="e#0#18#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/theanoTest.py" />
     <entry file="file://$PROJECT_DIR$/theano_tutorial/test.py">
       <provider selected="true" editor-type-id="text-editor">
@@ -1018,25 +1002,40 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/prepare_data.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="252">
-          <caret line="53" column="112" lean-forward="false" selection-start-line="53" selection-start-column="98" selection-end-line="53" selection-end-column="112" />
+        <state relative-caret-position="298">
+          <caret line="338" column="107" lean-forward="false" selection-start-line="338" selection-start-column="107" selection-end-line="338" selection-end-column="107" />
           <folding>
             <element signature="e#24#63#0" expanded="true" />
             <element signature="e#6821#8109#0" expanded="false" />
             <element signature="e#9765#10060#0" expanded="false" />
-            <element signature="e#13592#14199#0" expanded="false" />
-            <element signature="e#16771#17073#0" expanded="false" />
-            <element signature="e#18046#18392#0" expanded="false" />
-            <element signature="e#22808#23455#0" expanded="false" />
-            <element signature="e#34768#34909#0" expanded="false" />
+            <element signature="e#17366#17668#0" expanded="false" />
+            <element signature="e#18641#18987#0" expanded="false" />
+            <element signature="e#23403#24050#0" expanded="false" />
+            <element signature="e#35363#35504#0" expanded="false" />
           </folding>
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/cnn/word_accetuation/syllables/v2_4/workbench.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="414">
+          <caret line="34" column="11" lean-forward="false" selection-start-line="34" selection-start-column="11" selection-end-line="34" selection-end-column="11" />
+          <folding />
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/v5_0/workbench.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="676">
-          <caret line="80" column="65" lean-forward="true" selection-start-line="80" selection-start-column="65" selection-end-line="80" selection-end-column="65" />
+        <state relative-caret-position="190">
+          <caret line="32" column="67" lean-forward="false" selection-start-line="32" selection-start-column="20" selection-end-line="32" selection-end-column="67" />
+          <folding />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/cnn/word_accetuation/syllables/v3_0/workbench.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="594">
+          <caret line="44" column="18" lean-forward="true" selection-start-line="44" selection-start-column="18" selection-end-line="44" selection-end-column="18" />
           <folding />
         </state>
       </provider>
diff --git a/prepare_data.py b/prepare_data.py
index 4c12ed8..3d37371 100644
--- a/prepare_data.py
+++ b/prepare_data.py
@@ -261,25 +261,37 @@ class Data:
             #i += 1
         return x
 
-    def _x_syllable_input(self, content, dictionary, max_num_vowels, vowels):
-        x = np.zeros((len(content), max_num_vowels), dtype=int)
+    def _x_syllable_input(self, content, dictionary, max_num_vowels, vowels, shuffle_vector_location):
+        if not self._bidirectional_basic_input:
+            x = np.zeros((len(content), max_num_vowels), dtype=int)
+        else:
+            x = np.zeros((len(content), 2 * max_num_vowels), dtype=int)
 
-        i = 0
-        for el in content:
+        if self._shuffle_all_inputs:
+            s = self._load_shuffle_vector(shuffle_vector_location, len(content))
+        else:
+            s = None
+
+        for i in range(len(content)):
+            if self._shuffle_all_inputs:
+                mod_i = s[i]
+            else:
+                mod_i = i
             j = 0
-            syllables = self._create_syllables(el[0], vowels)
+            syllables = self._create_syllables(content[mod_i][0], vowels)
             if self._reverse_inputs:
                 syllables = syllables[::-1]
             for syllable in syllables:
                 if j >= max_num_vowels:
                     continue
                 if syllable in dictionary:
-                    index = dictionary.index(syllable)
+                    x[i][j] = dictionary.index(syllable)
+                    if self._bidirectional_basic_input:
+                        x[i][max_num_vowels + (len(syllables) - j - 1)] = dictionary.index(syllable)
                 else:
-                    index = 0
-                x[i][j] = index
+                    x[i][j] = 0
                 j += 1
-            i += 1
+            #i += 1
         return x
 
     def _y_output(self, content, max_num_vowels, vowels, accentuated_vowels, shuffle_vector_location):
@@ -324,7 +336,7 @@ class Data:
         if self._input_type == 'l':
             x = self._x_letter_input(content, dictionary, max_word, vowels, shuffle_vector_location)
         elif self._input_type == 's' or self._input_type == 'sl':
-            x = self._x_syllable_input(content, dictionary, max_num_vowels, vowels)
+            x = self._x_syllable_input(content, dictionary, max_num_vowels, vowels, shuffle_vector_location)
         else:
             raise ValueError('No input_type provided. It could be \'l\', \'s\' or \'sl\'.')
         y = self._y_output(content, max_num_vowels, vowels, accentuated_vowels, shuffle_vector_location)