diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index ee4b821..c388adc 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -5,9 +5,7 @@
   </component>
   <component name="ChangeListManager">
     <list default="true" id="98c4e5b0-4f90-4540-b87f-9bd6d2ddc583" name="Default" comment="">
-      <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" afterPath="$PROJECT_DIR$/.idea/workspace.xml" />
-      <change beforePath="$PROJECT_DIR$/ReadMe.md" afterPath="$PROJECT_DIR$/ReadMe.md" />
-      <change beforePath="$PROJECT_DIR$/candidate_1.0.0.45.py" afterPath="$PROJECT_DIR$/old_models/candidate_1.0.0.45.py" />
+      <change beforePath="$PROJECT_DIR$/vgg_16.3.py" afterPath="$PROJECT_DIR$/vgg_16.3.py" />
     </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="TRACKING_ENABLED" value="true" />
@@ -64,11 +62,11 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="vgg_16.3.py" pinned="false" current-in-tab="false">
+      <file leaf-file-name="vgg_16.3.py" pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/vgg_16.3.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="2277">
-              <caret line="121" column="0" lean-forward="true" selection-start-line="121" selection-start-column="0" selection-end-line="121" selection-end-column="0" />
+            <state relative-caret-position="1221">
+              <caret line="107" column="69" lean-forward="false" selection-start-line="107" selection-start-column="69" selection-end-line="107" selection-end-column="69" />
               <folding>
                 <element signature="e#0#18#0" expanded="true" />
               </folding>
@@ -86,7 +84,7 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="ReadMe.md" pinned="false" current-in-tab="true">
+      <file leaf-file-name="ReadMe.md" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/ReadMe.md">
           <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
             <state split_layout="SPLIT">
@@ -186,13 +184,13 @@
         <option value="$PROJECT_DIR$/candidate_1.0.0.45.py" />
         <option value="$PROJECT_DIR$/candidate_1.0.0.28.2.py" />
         <option value="$PROJECT_DIR$/model_1.0.0.29.py" />
-        <option value="$PROJECT_DIR$/vgg_16.3.py" />
         <option value="$PROJECT_DIR$/candidate_1.0.3.02.py" />
         <option value="$PROJECT_DIR$/inception_v4.05.py" />
         <option value="$PROJECT_DIR$/candidate_1.0.4.01.py" />
         <option value="$PROJECT_DIR$/candidate_1.0.0.35.py" />
         <option value="$PROJECT_DIR$/training_utils.py" />
         <option value="$PROJECT_DIR$/ReadMe.md" />
+        <option value="$PROJECT_DIR$/vgg_16.3.py" />
       </list>
     </option>
   </component>
@@ -674,16 +672,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/vgg_16.3.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="2277">
-          <caret line="121" column="0" lean-forward="true" selection-start-line="121" selection-start-column="0" selection-end-line="121" selection-end-column="0" />
-          <folding>
-            <element signature="e#0#18#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/inception_v4.05.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="396">
@@ -749,5 +737,15 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/vgg_16.3.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="1221">
+          <caret line="107" column="69" lean-forward="false" selection-start-line="107" selection-start-column="69" selection-end-line="107" selection-end-column="69" />
+          <folding>
+            <element signature="e#0#18#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
   </component>
 </project>
\ No newline at end of file
diff --git a/vgg_16.3.py b/vgg_16.3.py
index 8c311a9..3674397 100644
--- a/vgg_16.3.py
+++ b/vgg_16.3.py
@@ -95,7 +95,7 @@
 
 # whether to retrain model from scratch or use saved model
 init = True
-model_name = "vgg_16.3.05" + model_label + "." + str(dataset) + str(version)
+model_name = "vgg_16.3.06" + model_label + "." + str(dataset) + str(version)
 # vgg_19.01 - attempting to recreate vgg 19 architecture
 # vgg_16.02 - went to vgg 16 architecture, reducing units in fc layers
 # vgg_16.2.01 - changing first conv layers to stride 2 to get dimensions down to reasonable size
@@ -105,6 +105,7 @@
 # vgg_16.3.03 - tweaks to inputs
 # vgg_16.3.04 - increased x-entropy weighting
 # vgg_16.3.05 - not centering input data, just scaling it
+# vgg_16.3.06 - added online data augmentation, updated training code
 
 with graph.as_default():
     training = tf.placeholder(dtype=tf.bool, name="is_training")