diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 52e725a..1f02c39 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2182" />
+          <entry key="py" value="2192" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2182" />
+          <entry key="Python" value="2192" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="207">
-              <caret line="330" column="101" selection-start-line="330" selection-start-column="47" selection-end-line="330" selection-end-column="101" />
+            <state relative-caret-position="-1677">
+              <caret line="50" column="18" selection-start-line="50" selection-start-column="8" selection-end-line="50" selection-end-column="18" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588344725125" expanded="true" signature="5630:5632" ph="..." />
+                <marker date="1588351385710" expanded="true" signature="5576:5578" ph="..." />
               </folding>
             </state>
           </provider>
@@ -122,8 +122,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="358">
-              <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
+            <state relative-caret-position="157">
+              <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -147,6 +147,8 @@
       <find>mean</find>
       <find>std</find>
       <find>usecol</find>
+      <find>valid_data_rate</find>
+      <find>batch_size</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -206,7 +208,7 @@
   <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="1588342234577" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588352062214" />
     <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" />
@@ -247,12 +249,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="11497000" />
+      <workItem from="1588319878551" duration="12250000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="28470000" />
+    <option name="totallyTimeSpent" value="29223000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -328,16 +330,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="358">
-          <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
-          <folding>
-            <element signature="e#0#23#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -365,13 +357,23 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="157">
+          <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
+          <folding>
+            <element signature="e#0#23#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="207">
-          <caret line="330" column="101" selection-start-line="330" selection-start-column="47" selection-end-line="330" selection-end-column="101" />
+        <state relative-caret-position="-1677">
+          <caret line="50" column="18" selection-start-line="50" selection-start-column="8" selection-end-line="50" selection-end-column="18" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588344725125" expanded="true" signature="5630:5632" ph="..." />
+            <marker date="1588351385710" expanded="true" signature="5576:5578" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 6ab531e..0767392 100644
--- a/serve.py
+++ b/serve.py
@@ -11,8 +11,6 @@ import os
 from sklearn.model_selection import train_test_split
 from model_tensorflow import train, predict
 import csv
-from collections import deque
-from io import StringIO
 
 
 class Config:
@@ -182,6 +180,7 @@ def train_models():
 	train_X, valid_X, train_Y, valid_Y = data_gainer.get_train_and_valid_data()
 
 	print(train_X, valid_X, train_Y, valid_Y)
+	print(train_X.shape)
 
 	train(config, train_X, train_Y, valid_X, valid_Y)