diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index fe9a205..bb534a9 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,8 +3,6 @@
   <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="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" 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" />
@@ -68,7 +66,7 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/main.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-153">
+            <state relative-caret-position="176">
               <caret line="199" column="32" lean-forward="true" selection-start-line="199" selection-start-column="32" selection-end-line="199" selection-end-column="32" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
@@ -93,8 +91,8 @@
       <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="65">
-              <caret line="92" column="22" selection-start-line="92" selection-start-column="22" selection-end-line="92" selection-end-column="22" />
+            <state relative-caret-position="100">
+              <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -228,7 +226,7 @@
   <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="1588392335270" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588393271689" />
     <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" />
@@ -269,15 +267,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="24630000" />
+      <workItem from="1588319878551" duration="25154000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="41603000" />
+    <option name="totallyTimeSpent" value="42127000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
+    <editor active="true" />
     <layout>
       <window_info id="Designer" order="0" />
       <window_info id="UI Designer" order="1" />
@@ -389,7 +388,7 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/main.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-153">
+        <state relative-caret-position="176">
           <caret line="199" column="32" lean-forward="true" selection-start-line="199" selection-start-column="32" selection-end-line="199" selection-end-column="32" />
           <folding>
             <element signature="e#0#19#0" expanded="true" />
@@ -399,8 +398,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="65">
-          <caret line="92" column="22" selection-start-line="92" selection-start-column="22" selection-end-line="92" selection-end-column="22" />
+        <state relative-caret-position="100">
+          <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 1ab36ce..dfc06b9 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 3000, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])