diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index d1f22a3..20c4bc0 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +3,7 @@
   <component name="ChangeListManager">
     <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/train.py" beforeDir="false" afterPath="$PROJECT_DIR$/train.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2553" />
+          <entry key="py" value="2557" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2553" />
+          <entry key="Python" value="2557" />
         </counts>
       </usages-collector>
     </session>
@@ -91,11 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="167">
-              <caret line="106" column="40" lean-forward="true" selection-start-line="106" selection-start-column="40" selection-end-line="106" selection-end-column="40" />
-              <folding>
-                <element signature="e#0#28#0" expanded="true" />
-              </folding>
+            <state relative-caret-position="-1258">
+              <caret line="3" column="27" selection-start-line="3" selection-start-column="27" selection-end-line="3" selection-end-column="27" />
             </state>
           </provider>
         </entry>
@@ -223,7 +221,7 @@
   <component name="PropertiesComponent">
     <property name="WebServerToolWindowFactoryState" value="false" />
     <property name="aspect.path.notification.shown" value="true" />
-    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588384735776" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588384828302" />
     <property name="go.gopath.indexing.explicitly.defined" value="true" />
     <property name="nodejs_interpreter_path.stuck_in_default_project" value="undefined stuck path" />
     <property name="nodejs_npm_path_reset_for_default_project" value="true" />
@@ -264,12 +262,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="20451000" />
+      <workItem from="1588319878551" duration="20758000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="37424000" />
+    <option name="totallyTimeSpent" value="37731000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -394,11 +392,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="167">
-          <caret line="106" column="40" lean-forward="true" selection-start-line="106" selection-start-column="40" selection-end-line="106" selection-end-column="40" />
-          <folding>
-            <element signature="e#0#28#0" expanded="true" />
-          </folding>
+        <state relative-caret-position="-1258">
+          <caret line="3" column="27" selection-start-line="3" selection-start-column="27" selection-end-line="3" selection-end-column="27" />
         </state>
       </provider>
     </entry>
diff --git a/train.py b/train.py
index 4ae16b5..eff4ea1 100644
--- a/train.py
+++ b/train.py
@@ -60,6 +60,9 @@ def invert_scale(scaler, X, yhat):
 
 # fit an LSTM network to training data
 def fit_lstm(train, batch_size, nb_epoch, neurons):
+	t = train.shape[0] % batch_size
+	train = train[train.shape[0] - t * batch_size:]
+
 	X, y = train[:, 0:-1], train[:, -1]
 	X = X.reshape(X.shape[0], 1, X.shape[1])
 	model = Sequential()