diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 40b8d80..23968bf 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -4,10 +4,9 @@
     <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/accent_classification/error_analysis.ipynb" afterPath="$PROJECT_DIR$/cnn/accent_classification/error_analysis.ipynb" />
-      <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/accent_classification/syllabled_letters/cnn.ipynb" afterPath="$PROJECT_DIR$/cnn/accent_classification/syllabled_letters/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/connected_text_accetuation.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/cnn_dictionary/connected_text_accetuation.ipynb" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/cnn/word_accetuation/error_analysis.ipynb" afterPath="$PROJECT_DIR$/cnn/word_accetuation/error_analysis.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" />
@@ -34,23 +33,22 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="prepare_data.py" pinned="false" current-in-tab="false">
+      <file leaf-file-name="prepare_data.py" pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/prepare_data.py">
           <provider selected="true" editor-type-id="text-editor">
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+            <state relative-caret-position="298">
+              <caret line="514" column="33" lean-forward="false" selection-start-line="514" selection-start-column="20" selection-end-line="514" selection-end-column="33" />
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+                <element signature="e#20194#22492#0" expanded="false" />
+                <element signature="e#30252#30393#0" expanded="false" />
               </folding>
             </state>
           </provider>
@@ -76,11 +74,11 @@
           </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://$PROJECT_DIR$/workbench.py">
           <provider selected="true" editor-type-id="text-editor">
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-              <caret line="69" column="22" lean-forward="true" selection-start-line="69" selection-start-column="22" selection-end-line="69" selection-end-column="22" />
+            <state relative-caret-position="1044">
+              <caret line="69" column="22" lean-forward="false" selection-start-line="69" selection-start-column="22" selection-end-line="69" selection-end-column="22" />
               <folding>
                 <element signature="e#24#63#0" expanded="true" />
               </folding>
@@ -167,11 +165,6 @@
   </component>
   <component name="FindInProjectRecents">
     <findStrings>
-      <find>size</find>
-      <find>decode_x</find>
-      <find>self._input_type ==</find>
-      <find>../</find>
-      <find>math</find>
       <find>predict</find>
       <find>_reverse_inputs</find>
       <find>_letter_generator</find>
@@ -186,7 +179,6 @@
       <find>_create_x_features</find>
       <find>force</find>
       <find>test_and_validation_size</find>
-      <find>_accent_classification</find>
       <find>self.y_train</find>
       <find>_additional_letter_attributes</find>
       <find>np.random.seed</find>
@@ -197,6 +189,12 @@
       <find>np.eye</find>
       <find>allow_shuffle_vector_generation</find>
       <find>accented_vowels</find>
+      <find>generate</find>
+      <find>generate_x_and</find>
+      <find>accentuate</find>
+      <find>_generator</find>
+      <find>_create_syllable_letters_translator</find>
+      <find>_accent_classification</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -217,16 +215,16 @@
         <option value="$PROJECT_DIR$/tex_hyphenation.py" />
         <option value="$PROJECT_DIR$/notes" />
         <option value="$PROJECT_DIR$/workbench.xrsl" />
-        <option value="$PROJECT_DIR$/prepare_data.py" />
         <option value="$PROJECT_DIR$/workbench.py" />
+        <option value="$PROJECT_DIR$/prepare_data.py" />
       </list>
     </option>
   </component>
   <component name="ProjectFrameBounds">
     <option name="x" value="65" />
-    <option name="y" value="-1176" />
+    <option name="y" value="144" />
     <option name="width" value="1855" />
-    <option name="height" value="1176" />
+    <option name="height" value="1056" />
   </component>
   <component name="ProjectView">
     <navigator currentView="ProjectPane" proportions="" version="1">
@@ -243,6 +241,8 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
+      <pane id="Scratches" />
+      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <PATH>
@@ -257,8 +257,6 @@
           </PATH>
         </subPane>
       </pane>
-      <pane id="Scope" />
-      <pane id="Scratches" />
     </panes>
   </component>
   <component name="PropertiesComponent">
@@ -521,7 +519,7 @@
     <servers />
   </component>
   <component name="ToolWindowManager">
-    <frame x="65" y="-1176" width="1855" height="1176" 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="0.12227074" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
@@ -542,6 +540,25 @@
       <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" />
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     </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" />
@@ -829,26 +846,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/prepare_data.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="18">
-          <caret line="477" column="34" lean-forward="false" selection-start-line="477" selection-start-column="25" selection-end-line="477" selection-end-column="34" />
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-            <element signature="e#24#63#0" expanded="true" />
-            <element signature="e#5979#7267#0" expanded="false" />
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-    </entry>
     <entry file="file://$PROJECT_DIR$/workbench.xrsl">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="216">
@@ -923,10 +920,29 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/workbench.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="828">
-          <caret line="69" column="22" lean-forward="true" selection-start-line="69" selection-start-column="22" selection-end-line="69" selection-end-column="22" />
+        <state relative-caret-position="1044">
+          <caret line="69" column="22" lean-forward="false" selection-start-line="69" selection-start-column="22" selection-end-line="69" selection-end-column="22" />
+          <folding>
+            <element signature="e#24#63#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/prepare_data.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="298">
+          <caret line="514" column="33" lean-forward="false" selection-start-line="514" selection-start-column="20" selection-end-line="514" selection-end-column="33" />
           <folding>
             <element signature="e#24#63#0" expanded="true" />
+            <element signature="e#5979#7267#0" expanded="false" />
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+            <element signature="e#20194#22492#0" expanded="false" />
+            <element signature="e#30252#30393#0" expanded="false" />
           </folding>
         </state>
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diff --git a/prepare_data.py b/prepare_data.py
index 487ad85..45f32e1 100644
--- a/prepare_data.py
+++ b/prepare_data.py
@@ -218,7 +218,10 @@ class Data:
             if self._reverse_inputs:
                 syllables = syllables[::-1]
             for syllable in syllables:
-                index = dictionary.index(syllable)
+                if syllable in dictionary:
+                    index = dictionary.index(syllable)
+                else:
+                    index = 0
                 x[i][j] = index
                 j += 1
             i += 1
@@ -964,6 +967,11 @@ class Data:
                                    wrong_word,
                                    correct_word
                                    ])
+        print(num_of_pred)
+        print(len(y))
+        print(num_of_correct_pred_words)
+        print(len(errors))
+        print(num_of_correct_pred_words + len(errors))
         return (num_of_correct_pred / float(num_of_pred)) * 100, (num_of_correct_pred_words / float(len(y))) * 100, errors
 
     def get_accentuated_letter(self, word, location, vowels, syllables=False, debug=False):