From ae477fc3df7a555c2851e25239541963b99a711c Mon Sep 17 00:00:00 2001
From: Lorenzo Iovino <lorenzo.iovino@lorenzo.iovino>
Date: Fri, 3 May 2019 01:33:31 +0200
Subject: [PATCH] Feat: implemented mongo store/retrieve datas for webservice
 and imagecreator; Feat: parallel execution of Puppets with random flow

---
 .gitignore                                    |   3 +-
 .idea/workspace.xml                           | 360 ++++++++++--------
 DataGeneratorPuppets/src/Puppet.ts            |   5 +-
 DataGeneratorPuppets/src/main.ts              |  33 +-
 .../PredictorWebService/package-lock.json     | 186 +++++++++
 Predictor/PredictorWebService/package.json    |   3 +
 .../src/image-creator/ImageCreatorService.ts  |  76 ++--
 .../src/image-creator/main.ts                 |   4 -
 .../PredictorWebService.ts                    |  42 +-
 .../src/predictor-web-service/main.ts         |   3 +-
 .../src/predictor-web-service/models/Data.ts  |  14 +
 11 files changed, 506 insertions(+), 223 deletions(-)
 create mode 100644 Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts

diff --git a/.gitignore b/.gitignore
index 578eda5..81e9bd4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,4 @@
 datas
 node_modules/
-dist/
\ No newline at end of file
+dist/
+trainingImages/
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 2a7d5c0..d252720 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -5,27 +5,17 @@
   </component>
   <component name="ChangeListManager">
     <list default="true" id="603d916b-6d0f-43a7-809c-21ce2bcb2533" name="Default Changelist" comment="">
-      <change afterPath="$PROJECT_DIR$/DataGatherer/src/shared/Data.ts" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/DataGeneratorPuppets/src/event-flow/MouseEventFlow.ts" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/DataGeneratorPuppets/src/main.ts" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/DataGeneratorPuppets/tsconfig.json" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts" afterDir="false" />
-      <change afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/main.ts" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/.idea/vcs.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/vcs.xml" afterDir="false" />
+      <change afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.gitignore" beforeDir="false" afterPath="$PROJECT_DIR$/.gitignore" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/data/Data.ts" beforeDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/gatherer/Gatherer.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGatherer/src/gatherer/Gatherer.ts" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/index.html" beforeDir="false" afterPath="$PROJECT_DIR$/DataGatherer/src/index.html" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/main.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGatherer/src/main.ts" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/sender/Sender.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGatherer/src/sender/Sender.ts" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/source/Source.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGatherer/src/source/Source.ts" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/source/mouse/Mouse.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGatherer/src/source/mouse/Mouse.ts" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/DataGatherer/src/source/screen/Screen.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGatherer/src/source/screen/Screen.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/DataGeneratorPuppets/src/main.ts" beforeDir="false" afterPath="$PROJECT_DIR$/DataGeneratorPuppets/src/main.ts" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/Predictor/PredictorWebService/package-lock.json" beforeDir="false" afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/package-lock.json" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/Predictor/PredictorWebService/package.json" beforeDir="false" afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/package.json" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/Predictor/PredictorWebService/src/main.ts" beforeDir="false" afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts" beforeDir="false" afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/main.ts" beforeDir="false" afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/main.ts" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts" beforeDir="false" afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts" beforeDir="false" afterPath="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/.tmp/" />
     <ignored path="$PROJECT_DIR$/temp/" />
@@ -44,8 +34,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/main.ts">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="170">
-              <caret line="10" column="1" selection-start-line="10" selection-start-column="1" selection-end-line="10" selection-end-column="1" />
+            <state relative-caret-position="136">
+              <caret line="8" column="21" lean-forward="true" selection-start-line="8" selection-start-column="21" selection-end-line="8" selection-end-column="21" />
               <folding>
                 <element signature="e#0#32#0" expanded="true" />
               </folding>
@@ -53,11 +43,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/datas/flow.ts">
+      <file pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/.gitignore">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="425">
-              <caret line="25" column="22" selection-start-line="25" selection-start-column="22" selection-end-line="25" selection-end-column="22" />
+            <state relative-caret-position="51">
+              <caret line="3" column="15" lean-forward="true" selection-start-line="3" selection-start-column="15" selection-end-line="3" selection-end-column="15" />
             </state>
           </provider>
         </entry>
@@ -65,17 +55,11 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="191">
-              <caret line="122" column="35" selection-start-line="122" selection-start-column="35" selection-end-line="122" selection-end-column="35" />
-            </state>
-          </provider>
-        </entry>
-      </file>
-      <file pinned="false" current-in-tab="true">
-        <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/main.ts">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="187">
-              <caret line="11" selection-start-line="11" selection-end-line="11" />
+            <state relative-caret-position="-391">
+              <caret line="16" column="22" selection-start-line="16" selection-start-column="22" selection-end-line="16" selection-end-column="22" />
+              <folding>
+                <element signature="e#0#62#0" expanded="true" />
+              </folding>
             </state>
           </provider>
         </entry>
@@ -83,52 +67,55 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="170">
-              <caret line="10" column="32" selection-start-line="10" selection-start-column="32" selection-end-line="10" selection-end-column="32" />
+            <state relative-caret-position="119">
+              <caret line="7" selection-start-line="7" selection-end-line="7" />
             </state>
           </provider>
         </entry>
       </file>
       <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts">
+        <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/main.ts">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="777">
-              <caret line="77" column="20" selection-start-line="77" selection-start-column="20" selection-end-line="77" selection-end-column="20" />
+            <state relative-caret-position="51">
+              <caret line="3" column="47" selection-start-line="3" selection-start-column="47" selection-end-line="3" selection-end-column="47" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="51">
+              <caret line="3" column="49" selection-start-line="3" selection-start-column="49" selection-end-line="3" selection-end-column="49" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/package.json">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="255">
+              <caret line="15" column="36" selection-start-line="15" selection-start-column="36" selection-end-line="15" selection-end-column="36" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/DataGatherer/package.json">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="391">
+              <caret line="23" selection-start-line="23" selection-end-line="23" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="136">
+              <caret line="8" column="24" selection-start-line="8" selection-start-column="24" selection-end-line="8" selection-end-column="24" />
               <folding>
-                <element signature="e#0#30#0" expanded="true" />
-              </folding>
-            </state>
-          </provider>
-        </entry>
-      </file>
-      <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/DataGatherer/src/source/Source.ts">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="85">
-              <caret line="5" column="33" selection-start-line="5" selection-start-column="33" selection-end-line="5" selection-end-column="33" />
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-          </provider>
-        </entry>
-      </file>
-      <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/DataGatherer/src/main.ts">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="497">
-              <caret line="44" column="39" selection-start-line="44" selection-start-column="39" selection-end-line="44" selection-end-column="39" />
-              <folding>
-                <element signature="e#0#41#0" expanded="true" />
-              </folding>
-            </state>
-          </provider>
-        </entry>
-      </file>
-      <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/DataGatherer/src/sender/Sender.ts">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="510">
-              <caret line="30" column="48" selection-start-line="30" selection-start-column="48" selection-end-line="30" selection-end-column="48" />
-              <folding>
-                <element signature="e#0#48#0" expanded="true" />
+                <element signature="e#0#37#0" expanded="true" />
               </folding>
             </state>
           </provider>
@@ -175,6 +162,10 @@
       <find>.style</find>
       <find>new Data</find>
       <find>flowName</find>
+      <find>atetime</find>
+      <find>connect</find>
+      <find>console</find>
+      <find>constructor</find>
     </findStrings>
     <replaceStrings>
       <replace />
@@ -188,7 +179,6 @@
       <list>
         <option value="$PROJECT_DIR$/great-big-angular2-example/README.md" />
         <option value="$PROJECT_DIR$/great-big-angular2-example/src/index.html" />
-        <option value="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts" />
         <option value="$PROJECT_DIR$/Predictor/PredictorWebService/package.json" />
         <option value="$PROJECT_DIR$/DataGatherer/src/data/Data.ts" />
         <option value="$PROJECT_DIR$/DataGatherer/src/source/generator/Generator.ts" />
@@ -207,23 +197,26 @@
         <option value="$PROJECT_DIR$/DataGatherer/src/shared/Data.ts" />
         <option value="$PROJECT_DIR$/DataGatherer/src/source/keyboard/Keyboard.ts" />
         <option value="$PROJECT_DIR$/DataGatherer/src/source/Source.ts" />
-        <option value="$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts" />
         <option value="$PROJECT_DIR$/DataGatherer/src/source/screen/Screen.ts" />
         <option value="$PROJECT_DIR$/DataGatherer/src/source/mouse/Mouse.ts" />
         <option value="$PROJECT_DIR$/DataGatherer/src/main.ts" />
         <option value="$PROJECT_DIR$/DataGatherer/src/sender/Sender.ts" />
+        <option value="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts" />
+        <option value="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts" />
         <option value="$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts" />
         <option value="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/main.ts" />
-        <option value="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts" />
+        <option value="$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts" />
         <option value="$PROJECT_DIR$/DataGeneratorPuppets/src/main.ts" />
+        <option value="$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts" />
+        <option value="$PROJECT_DIR$/.gitignore" />
       </list>
     </option>
   </component>
-  <component name="ProjectFrameBounds">
+  <component name="ProjectFrameBounds" extendedState="6">
     <option name="x" value="1981" />
-    <option name="y" value="263" />
+    <option name="y" value="-310" />
     <option name="width" value="1936" />
-    <option name="height" value="1130" />
+    <option name="height" value="1160" />
   </component>
   <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
   <component name="ProjectView">
@@ -231,6 +224,7 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
+      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <expand>
@@ -349,7 +343,6 @@
           <select />
         </subPane>
       </pane>
-      <pane id="Scope" />
     </panes>
   </component>
   <component name="PropertiesComponent">
@@ -385,7 +378,7 @@
       </list>
     </option>
   </component>
-  <component name="RunManager" selected="npm.dev:puppet">
+  <component name="RunManager" selected="npm.dev:imageCreator">
     <configuration name="build" type="js.build_tools.npm" temporary="true" nameIsGenerated="true">
       <package-json value="$PROJECT_DIR$/DataGatherer/package.json" />
       <command value="run" />
@@ -441,8 +434,8 @@
         <item itemvalue="npm.dev:imageCreator" />
         <item itemvalue="npm.dev:puppet" />
         <item itemvalue="npm.dev:ws" />
-        <item itemvalue="npm.build" />
         <item itemvalue="npm.build:puppet" />
+        <item itemvalue="npm.build" />
       </list>
     </recent_temporary>
   </component>
@@ -465,6 +458,9 @@
       <workItem from="1555518427859" duration="877000" />
       <workItem from="1555582279420" duration="45000" />
       <workItem from="1556285810803" duration="12320000" />
+      <workItem from="1556523841979" duration="654000" />
+      <workItem from="1556826362124" duration="2509000" />
+      <workItem from="1556828935019" duration="10937000" />
     </task>
     <task id="LOCAL-00001" summary="Feat: Added websocket comm. for DataGatherer and PredictorWebService">
       <created>1554992034761</created>
@@ -477,17 +473,18 @@
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="71501000" />
+    <option name="totallyTimeSpent" value="85601000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="1912" y="-318" width="1936" height="1176" extended-state="6" />
+    <editor active="true" />
     <layout>
-      <window_info content_ui="combo" id="Project" order="0" sideWeight="0.49818182" visible="true" weight="0.19125395" />
+      <window_info active="true" content_ui="combo" id="Project" order="0" sideWeight="0.49818182" visible="true" weight="0.19125395" />
       <window_info id="Structure" order="1" sideWeight="0.5018182" side_tool="true" weight="0.19125395" />
       <window_info id="Favorites" order="2" sideWeight="0.50060606" side_tool="true" weight="0.24868283" />
       <window_info anchor="bottom" id="Message" order="0" />
       <window_info anchor="bottom" id="Find" order="1" />
-      <window_info active="true" anchor="bottom" id="Run" order="2" visible="true" weight="0.20901246" />
+      <window_info anchor="bottom" id="Run" order="2" visible="true" weight="0.36049855" />
       <window_info anchor="bottom" id="Debug" order="3" weight="0.4" />
       <window_info anchor="bottom" id="Cvs" order="4" weight="0.25" />
       <window_info anchor="bottom" id="Inspection" order="5" weight="0.4" />
@@ -592,27 +589,6 @@
     <entry file="file://$PROJECT_DIR$/Predictor/PredictorNeuralNetwork/datas/train/cat/cat.445.jpg">
       <provider selected="true" editor-type-id="images" />
     </entry>
-    <entry file="file://$PROJECT_DIR$/DataGatherer/package.json">
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-    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/package.json">
-      <provider selected="true" editor-type-id="text-editor">
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-    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/package.json">
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     <entry file="file://$PROJECT_DIR$/DataGatherer/src/gatherer/Gatherer.ts">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="323">
@@ -620,13 +596,6 @@
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       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts">
-      <provider selected="true" editor-type-id="text-editor">
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-    </entry>
     <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/event-flow/MouseEventFlow.ts">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="153">
@@ -634,13 +603,6 @@
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     </entry>
-    <entry file="file://$PROJECT_DIR$/DataGatherer/src/shared/Data.ts">
-      <provider selected="true" editor-type-id="text-editor">
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     <entry file="file://$PROJECT_DIR$/DataGatherer/src/source/keyboard/Keyboard.ts">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="68">
@@ -680,23 +642,10 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/DataGatherer/src/source/mouse/Mouse.ts">
+    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/datas/flow.ts">
       <provider selected="true" editor-type-id="text-editor">
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-          <folding>
-            <element signature="e#0#41#0" expanded="true" />
-          </folding>
+        <state relative-caret-position="425">
+          <caret line="25" column="22" selection-start-line="25" selection-start-column="22" selection-end-line="25" selection-end-column="22" />
         </state>
       </provider>
     </entry>
@@ -707,44 +656,34 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts">
+    <entry file="file://$PROJECT_DIR$/DataGatherer/src/main.ts">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="777">
-          <caret line="77" column="20" selection-start-line="77" selection-start-column="20" selection-end-line="77" selection-end-column="20" />
+        <state relative-caret-position="680">
+          <caret line="44" column="39" selection-start-line="44" selection-start-column="39" selection-end-line="44" selection-end-column="39" />
           <folding>
-            <element signature="e#0#30#0" expanded="true" />
+            <element signature="e#0#41#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts">
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/node_modules/mongodb/lib/mongo_client.js">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="191">
-          <caret line="122" column="35" selection-start-line="122" selection-start-column="35" selection-end-line="122" selection-end-column="35" />
+        <state relative-caret-position="134">
+          <caret line="22" column="20" lean-forward="true" selection-start-line="22" selection-start-column="20" selection-end-line="22" selection-end-column="20" />
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/main.ts">
+    <entry file="file://$PROJECT_DIR$/DataGatherer/src/shared/Data.ts">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="170">
-          <caret line="10" column="1" selection-start-line="10" selection-start-column="1" selection-end-line="10" selection-end-column="1" />
-          <folding>
-            <element signature="e#0#32#0" expanded="true" />
-          </folding>
+        <state relative-caret-position="153">
+          <caret line="9" column="4" selection-start-line="9" selection-start-column="4" selection-end-line="9" selection-end-column="4" />
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/datas/flow.ts">
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/node_modules/@types/node/globals.d.ts">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="425">
-          <caret line="25" column="22" selection-start-line="25" selection-start-column="22" selection-end-line="25" selection-end-column="22" />
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="170">
-          <caret line="10" column="32" selection-start-line="10" selection-start-column="32" selection-end-line="10" selection-end-column="32" />
+        <state relative-caret-position="266">
+          <caret line="162" column="12" selection-start-line="162" selection-start-column="12" selection-end-line="162" selection-end-column="12" />
         </state>
       </provider>
     </entry>
@@ -758,10 +697,109 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/DataGatherer/src/source/mouse/Mouse.ts">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="85">
+          <caret line="5" column="54" selection-start-line="5" selection-start-column="54" selection-end-line="5" selection-end-column="54" />
+          <folding>
+            <element signature="e#0#35#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/dist/main.js">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="102">
+          <caret line="6" column="24" selection-start-line="6" selection-start-column="24" selection-end-line="6" selection-end-column="24" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/DataGatherer/package.json">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="391">
+          <caret line="23" selection-start-line="23" selection-end-line="23" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="136">
+          <caret line="8" column="24" selection-start-line="8" selection-start-column="24" selection-end-line="8" selection-end-column="24" />
+          <folding>
+            <element signature="e#0#37#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="284">
+          <caret line="52" column="74" lean-forward="true" selection-start-line="52" selection-start-column="74" selection-end-line="52" selection-end-column="74" />
+          <folding>
+            <element signature="e#0#30#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/package.json">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="255">
+          <caret line="15" column="36" selection-start-line="15" selection-start-column="36" selection-end-line="15" selection-end-column="36" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/package.json">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="238">
+          <caret line="14" column="41" selection-start-line="14" selection-start-column="41" selection-end-line="14" selection-end-column="41" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/predictor-web-service/main.ts">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="51">
+          <caret line="3" column="49" selection-start-line="3" selection-start-column="49" selection-end-line="3" selection-end-column="49" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/Puppet.ts">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="119">
+          <caret line="7" selection-start-line="7" selection-end-line="7" />
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/main.ts">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="187">
-          <caret line="11" selection-start-line="11" selection-end-line="11" />
+        <state relative-caret-position="51">
+          <caret line="3" column="47" selection-start-line="3" selection-start-column="47" selection-end-line="3" selection-end-column="47" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="-391">
+          <caret line="16" column="22" selection-start-line="16" selection-start-column="22" selection-end-line="16" selection-end-column="22" />
+          <folding>
+            <element signature="e#0#62#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/DataGeneratorPuppets/src/main.ts">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="136">
+          <caret line="8" column="21" lean-forward="true" selection-start-line="8" selection-start-column="21" selection-end-line="8" selection-end-column="21" />
+          <folding>
+            <element signature="e#0#32#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/.gitignore">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="51">
+          <caret line="3" column="15" lean-forward="true" selection-start-line="3" selection-start-column="15" selection-end-line="3" selection-end-column="15" />
         </state>
       </provider>
     </entry>
diff --git a/DataGeneratorPuppets/src/Puppet.ts b/DataGeneratorPuppets/src/Puppet.ts
index 8e86df4..8c6e81f 100644
--- a/DataGeneratorPuppets/src/Puppet.ts
+++ b/DataGeneratorPuppets/src/Puppet.ts
@@ -18,8 +18,6 @@ export class Puppet {
     async execMovements(page, flow: {type: string; target: {x: number, y: number, width: number, height: number} }[]){
 
         function humanize(val: number, bounduaries: {min: number, max: number}) {
-            console.log(val);
-            console.log(Math.random() * Math.abs(bounduaries.max));
             return val + (Math.random() * Math.abs(bounduaries.max));
         }
 
@@ -46,5 +44,8 @@ export class Puppet {
         const browser = await puppeteer.launch({headless: false});
         const page = await browser.newPage();
         await this.execMovements(page, this.flow);
+        await page.close();
+        await browser.close();
+        return 'end';
     }
 }
diff --git a/DataGeneratorPuppets/src/main.ts b/DataGeneratorPuppets/src/main.ts
index 821d95c..310d3be 100644
--- a/DataGeneratorPuppets/src/main.ts
+++ b/DataGeneratorPuppets/src/main.ts
@@ -3,11 +3,40 @@ import {flows} from "../../DataGeneratorPuppets/src/datas/flow";
 
 function main() {
 
-    for(let i = 0; i < 30; i++) {
+    /*for(let i = 1; i <= 5; i++) {
         let flowIndex = Math.floor(Math.random() * flows.length + 0);
         const puppet = new Puppet('', flows[flowIndex].name, 'bot_'+i, flows[flowIndex].data);
         puppet.run();
-    }
+    }*/
+
+    let puppetCounter = 0;
+    let loop = true;
+    let counter = 0;
+
+    setInterval(() =>{
+        let res = [];
+        if(counter < 10) {
+            loop = false;
+            counter++;
+            let flowIndex = Math.floor(Math.random() * flows.length + 0);
+
+            res.push(new Puppet('', flows[flowIndex].name, 'bot_' + puppetCounter++, flows[flowIndex].data).run());
+
+            Promise.race(res)
+                .then(val => {
+                    counter--;
+                    console.log('Adios');
+                    loop = true;
+                });
+        }
+    }, 50)
+
+    /*
+    const puppet2 = new Puppet('', flows[flowIndex].name, 'bot_'+puppetCounter++, flows[flowIndex].data).run();
+    const puppet3 = new Puppet('', flows[flowIndex].name, 'bot_'+puppetCounter++, flows[flowIndex].data).run();
+    const puppet4 = new Puppet('', flows[flowIndex].name, 'bot_'+puppetCounter++, flows[flowIndex].data).run();
+    const puppet5 = new Puppet('', flows[flowIndex].name, 'bot_'+puppetCounter++, flows[flowIndex].data).run('infinite');*/
+
 }
 
 main();
diff --git a/Predictor/PredictorWebService/package-lock.json b/Predictor/PredictorWebService/package-lock.json
index 5cca616..eb60339 100644
--- a/Predictor/PredictorWebService/package-lock.json
+++ b/Predictor/PredictorWebService/package-lock.json
@@ -13,6 +13,14 @@
         "@types/node": "*"
       }
     },
+    "@types/bson": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@types/bson/-/bson-4.0.0.tgz",
+      "integrity": "sha512-pq/rqJwJWkbS10crsG5bgnrisL8pML79KlMKQMoQwLUjlPAkrUHMvHJ3oGwE7WHR61Lv/nadMwXVAD2b+fpD8Q==",
+      "requires": {
+        "@types/node": "*"
+      }
+    },
     "@types/connect": {
       "version": "3.4.32",
       "resolved": "https://registry.npmjs.org/@types/connect/-/connect-3.4.32.tgz",
@@ -51,6 +59,24 @@
       "resolved": "https://registry.npmjs.org/@types/mime/-/mime-2.0.1.tgz",
       "integrity": "sha512-FwI9gX75FgVBJ7ywgnq/P7tw+/o1GUbtP0KzbtusLigAOgIgNISRK0ZPl4qertvXSIE8YbsVJueQ90cDt9YYyw=="
     },
+    "@types/mongodb": {
+      "version": "3.1.26",
+      "resolved": "https://registry.npmjs.org/@types/mongodb/-/mongodb-3.1.26.tgz",
+      "integrity": "sha512-i7+l95IbqnGLRW+AJ6F2nzqosLUgU022lDuoHhbQquMV7tgek0vNUg9RwC2Fn7ImBSQSFdCWeU394ciPEwSeaQ==",
+      "requires": {
+        "@types/bson": "*",
+        "@types/node": "*"
+      }
+    },
+    "@types/mongoose": {
+      "version": "5.3.27",
+      "resolved": "https://registry.npmjs.org/@types/mongoose/-/mongoose-5.3.27.tgz",
+      "integrity": "sha512-1bQcQaYw4kN9mMuJC54FcfjyYe2gtxbUj9OAvrUA/5G2rSv0fuvu2jplizXqyADgBcXzPVEglDNzT3YrztWLoQ==",
+      "requires": {
+        "@types/mongodb": "*",
+        "@types/node": "*"
+      }
+    },
     "@types/node": {
       "version": "11.13.0",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-11.13.0.tgz",
@@ -184,6 +210,14 @@
       "resolved": "https://registry.npmjs.org/assign-symbols/-/assign-symbols-1.0.0.tgz",
       "integrity": "sha1-WWZ/QfrdTyDMvCu5a41Pf3jsA2c="
     },
+    "async": {
+      "version": "2.6.1",
+      "resolved": "https://registry.npmjs.org/async/-/async-2.6.1.tgz",
+      "integrity": "sha512-fNEiL2+AZt6AlAw/29Cr0UDe4sRAHCpEHh54WMz+Bb7QfNcFw4h3loofyJpLeQs4Yx7yuqu/2dLgM5hKOs6HlQ==",
+      "requires": {
+        "lodash": "^4.17.10"
+      }
+    },
     "async-each": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/async-each/-/async-each-1.0.2.tgz",
@@ -259,6 +293,11 @@
       "resolved": "https://registry.npmjs.org/binary-extensions/-/binary-extensions-1.13.1.tgz",
       "integrity": "sha512-Un7MIEDdUC5gNpcGDV97op1Ywk748MpHcFTHoYs6qnj1Z3j7I53VG3nwZhKzoBZmbdRNnb6WRdFlwl7tSDuZGw=="
     },
+    "bluebird": {
+      "version": "3.5.1",
+      "resolved": "https://registry.npmjs.org/bluebird/-/bluebird-3.5.1.tgz",
+      "integrity": "sha512-MKiLiV+I1AA596t9w1sQJ8jkiSr5+ZKi0WKrYGUn6d1Fx+Ij4tIj+m2WMQSGczs5jZVxV339chE8iwk6F64wjA=="
+    },
     "body-parser": {
       "version": "1.18.3",
       "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-1.18.3.tgz",
@@ -326,6 +365,11 @@
         }
       }
     },
+    "bson": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/bson/-/bson-1.1.1.tgz",
+      "integrity": "sha512-jCGVYLoYMHDkOsbwJZBCqwMHyH4c+wzgI9hG7Z6SZJRXWr+x58pdIbm2i9a/jFGCkRJqRUr8eoI7lDWa0hTkxg=="
+    },
     "buffer-from": {
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/buffer-from/-/buffer-from-1.1.1.tgz",
@@ -1809,6 +1853,11 @@
       "resolved": "https://registry.npmjs.org/isobject/-/isobject-3.0.1.tgz",
       "integrity": "sha1-TkMekrEalzFjaqH5yNHMvP2reN8="
     },
+    "kareem": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/kareem/-/kareem-2.3.0.tgz",
+      "integrity": "sha512-6hHxsp9e6zQU8nXsP+02HGWXwTkOEw6IROhF2ZA28cYbUk4eJ6QbtZvdqZOdD9YPKghG3apk5eOCvs+tLl3lRg=="
+    },
     "kind-of": {
       "version": "6.0.2",
       "resolved": "https://registry.npmjs.org/kind-of/-/kind-of-6.0.2.tgz",
@@ -1822,6 +1871,11 @@
         "package-json": "^4.0.0"
       }
     },
+    "lodash": {
+      "version": "4.17.11",
+      "resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.11.tgz",
+      "integrity": "sha512-cQKh8igo5QUhZ7lg38DYWAxMvjSAKG0A8wGSVimP07SIUEK2UO+arSRKbRZWtelMtN5V0Hkwh5ryOto/SshYIg=="
+    },
     "lodash.unescape": {
       "version": "4.0.1",
       "resolved": "https://registry.npmjs.org/lodash.unescape/-/lodash.unescape-4.0.1.tgz",
@@ -1874,6 +1928,12 @@
       "resolved": "https://registry.npmjs.org/media-typer/-/media-typer-0.3.0.tgz",
       "integrity": "sha1-hxDXrwqmJvj/+hzgAWhUUmMlV0g="
     },
+    "memory-pager": {
+      "version": "1.5.0",
+      "resolved": "https://registry.npmjs.org/memory-pager/-/memory-pager-1.5.0.tgz",
+      "integrity": "sha512-ZS4Bp4r/Zoeq6+NLJpP+0Zzm0pR8whtGPf1XExKLJBAczGMnSi3It14OiNCStjQjM6NU1okjQGSxgEZN8eBYKg==",
+      "optional": true
+    },
     "merge-descriptors": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/merge-descriptors/-/merge-descriptors-1.0.1.tgz",
@@ -1993,6 +2053,85 @@
         }
       }
     },
+    "mongodb": {
+      "version": "3.2.3",
+      "resolved": "https://registry.npmjs.org/mongodb/-/mongodb-3.2.3.tgz",
+      "integrity": "sha512-jw8UyPsq4QleZ9z+t/pIVy3L++51vKdaJ2Q/XXeYxk/3cnKioAH8H6f5tkkDivrQL4PUgUOHe9uZzkpRFH1XtQ==",
+      "requires": {
+        "mongodb-core": "^3.2.3",
+        "safe-buffer": "^5.1.2"
+      }
+    },
+    "mongodb-core": {
+      "version": "3.2.3",
+      "resolved": "https://registry.npmjs.org/mongodb-core/-/mongodb-core-3.2.3.tgz",
+      "integrity": "sha512-UyI0rmvPPkjOJV8XGWa9VCTq7R4hBVipimhnAXeSXnuAPjuTqbyfA5Ec9RcYJ1Hhu+ISnc8bJ1KfGZd4ZkYARQ==",
+      "requires": {
+        "bson": "^1.1.1",
+        "require_optional": "^1.0.1",
+        "safe-buffer": "^5.1.2",
+        "saslprep": "^1.0.0"
+      }
+    },
+    "mongoose": {
+      "version": "5.5.5",
+      "resolved": "https://registry.npmjs.org/mongoose/-/mongoose-5.5.5.tgz",
+      "integrity": "sha512-rov43FpXDMoE22q8/iUoeSdg6zBtyTE/ZIIKRpQomASl0JOyD0479Weu9w5g0GjmP8fHmNjsWneoLIbnyGcnDQ==",
+      "requires": {
+        "async": "2.6.1",
+        "bson": "~1.1.1",
+        "kareem": "2.3.0",
+        "mongodb": "3.2.3",
+        "mongodb-core": "3.2.3",
+        "mongoose-legacy-pluralize": "1.0.2",
+        "mpath": "0.5.2",
+        "mquery": "3.2.0",
+        "ms": "2.1.1",
+        "regexp-clone": "0.0.1",
+        "safe-buffer": "5.1.2",
+        "sift": "7.0.1",
+        "sliced": "1.0.1"
+      },
+      "dependencies": {
+        "ms": {
+          "version": "2.1.1",
+          "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.1.tgz",
+          "integrity": "sha512-tgp+dl5cGk28utYktBsrFqA7HKgrhgPsg6Z/EfhWI4gl1Hwq8B/GmY/0oXZ6nF8hDVesS/FpnYaD/kOWhYQvyg=="
+        }
+      }
+    },
+    "mongoose-legacy-pluralize": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/mongoose-legacy-pluralize/-/mongoose-legacy-pluralize-1.0.2.tgz",
+      "integrity": "sha512-Yo/7qQU4/EyIS8YDFSeenIvXxZN+ld7YdV9LqFVQJzTLye8unujAWPZ4NWKfFA+RNjh+wvTWKY9Z3E5XM6ZZiQ=="
+    },
+    "mpath": {
+      "version": "0.5.2",
+      "resolved": "https://registry.npmjs.org/mpath/-/mpath-0.5.2.tgz",
+      "integrity": "sha512-NOeCoW6AYc3hLi30npe7uzbD9b4FQZKH40YKABUCCvaKKL5agj6YzvHoNx8jQpDMNPgIa5bvSZQbQpWBAVD0Kw=="
+    },
+    "mquery": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/mquery/-/mquery-3.2.0.tgz",
+      "integrity": "sha512-qPJcdK/yqcbQiKoemAt62Y0BAc0fTEKo1IThodBD+O5meQRJT/2HSe5QpBNwaa4CjskoGrYWsEyjkqgiE0qjhg==",
+      "requires": {
+        "bluebird": "3.5.1",
+        "debug": "3.1.0",
+        "regexp-clone": "0.0.1",
+        "safe-buffer": "5.1.2",
+        "sliced": "1.0.1"
+      },
+      "dependencies": {
+        "debug": {
+          "version": "3.1.0",
+          "resolved": "https://registry.npmjs.org/debug/-/debug-3.1.0.tgz",
+          "integrity": "sha512-OX8XqP7/1a9cqkxYw2yXss15f26NKWBpDXQd0/uK/KPqdQhxbPa994hnzjcE2VqQpDslf55723cKPUOGSmMY3g==",
+          "requires": {
+            "ms": "2.0.0"
+          }
+        }
+      }
+    },
     "ms": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz",
@@ -2406,6 +2545,11 @@
         "safe-regex": "^1.1.0"
       }
     },
+    "regexp-clone": {
+      "version": "0.0.1",
+      "resolved": "https://registry.npmjs.org/regexp-clone/-/regexp-clone-0.0.1.tgz",
+      "integrity": "sha1-p8LgmJH9vzj7sQ03b7cwA+aKxYk="
+    },
     "registry-auth-token": {
       "version": "3.4.0",
       "resolved": "https://registry.npmjs.org/registry-auth-token/-/registry-auth-token-3.4.0.tgz",
@@ -2438,6 +2582,20 @@
       "resolved": "https://registry.npmjs.org/repeat-string/-/repeat-string-1.6.1.tgz",
       "integrity": "sha1-jcrkcOHIirwtYA//Sndihtp15jc="
     },
+    "require_optional": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/require_optional/-/require_optional-1.0.1.tgz",
+      "integrity": "sha512-qhM/y57enGWHAe3v/NcwML6a3/vfESLe/sGM2dII+gEO0BpKRUkWZow/tyloNqJyN6kXSl3RyyM8Ll5D/sJP8g==",
+      "requires": {
+        "resolve-from": "^2.0.0",
+        "semver": "^5.1.0"
+      }
+    },
+    "resolve-from": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/resolve-from/-/resolve-from-2.0.0.tgz",
+      "integrity": "sha1-lICrIOlP+h2egKgEx+oUdhGWa1c="
+    },
     "resolve-url": {
       "version": "0.2.1",
       "resolved": "https://registry.npmjs.org/resolve-url/-/resolve-url-0.2.1.tgz",
@@ -2474,6 +2632,15 @@
       "resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
       "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg=="
     },
+    "saslprep": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/saslprep/-/saslprep-1.0.3.tgz",
+      "integrity": "sha512-/MY/PEMbk2SuY5sScONwhUDsV2p77Znkb/q3nSVstq/yQzYJOH/Azh29p9oJLsl3LnQwSvZDKagDGBsBwSooag==",
+      "optional": true,
+      "requires": {
+        "sparse-bitfield": "^3.0.3"
+      }
+    },
     "sax": {
       "version": "1.2.4",
       "resolved": "https://registry.npmjs.org/sax/-/sax-1.2.4.tgz",
@@ -2567,11 +2734,21 @@
       "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-1.0.0.tgz",
       "integrity": "sha1-2kL0l0DAtC2yypcoVxyxkMmO/qM="
     },
+    "sift": {
+      "version": "7.0.1",
+      "resolved": "https://registry.npmjs.org/sift/-/sift-7.0.1.tgz",
+      "integrity": "sha512-oqD7PMJ+uO6jV9EQCl0LrRw1OwsiPsiFQR5AR30heR+4Dl7jBBbDLnNvWiak20tzZlSE1H7RB30SX/1j/YYT7g=="
+    },
     "signal-exit": {
       "version": "3.0.2",
       "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.2.tgz",
       "integrity": "sha1-tf3AjxKH6hF4Yo5BXiUTK3NkbG0="
     },
+    "sliced": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/sliced/-/sliced-1.0.1.tgz",
+      "integrity": "sha1-CzpmK10Ewxd7GSa+qCsD+Dei70E="
+    },
     "snapdragon": {
       "version": "0.8.2",
       "resolved": "https://registry.npmjs.org/snapdragon/-/snapdragon-0.8.2.tgz",
@@ -2709,6 +2886,15 @@
       "resolved": "https://registry.npmjs.org/source-map-url/-/source-map-url-0.4.0.tgz",
       "integrity": "sha1-PpNdfd1zYxuXZZlW1VEo6HtQhKM="
     },
+    "sparse-bitfield": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/sparse-bitfield/-/sparse-bitfield-3.0.3.tgz",
+      "integrity": "sha1-/0rm5oZWBWuks+eSqzM004JzyhE=",
+      "optional": true,
+      "requires": {
+        "memory-pager": "^1.0.2"
+      }
+    },
     "split-string": {
       "version": "3.1.0",
       "resolved": "https://registry.npmjs.org/split-string/-/split-string-3.1.0.tgz",
diff --git a/Predictor/PredictorWebService/package.json b/Predictor/PredictorWebService/package.json
index 3e7a8f2..9559202 100644
--- a/Predictor/PredictorWebService/package.json
+++ b/Predictor/PredictorWebService/package.json
@@ -5,10 +5,13 @@
   "main": "main.js",
   "dependencies": {
     "@types/express": "^4.16.1",
+    "@types/mongoose": "^5.3.27",
     "body-parser": "^1.18.3",
     "canvas": "^2.4.1",
     "cors": "^2.8.5",
     "express": "^4.16.4",
+    "mongodb": "^3.2.3",
+    "mongoose": "^5.5.5",
     "nodemon": "^1.18.10",
     "query-string-parser": "^0.2.3",
     "ws": "^6.2.1"
diff --git a/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts b/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts
index 638f300..c6d2978 100644
--- a/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts
+++ b/Predictor/PredictorWebService/src/image-creator/ImageCreatorService.ts
@@ -1,8 +1,25 @@
 import {Data} from "../../../../DataGatherer/src/shared/Data";
 import {createCanvas, Image} from "canvas";
 import fs from "fs";
+import mongoose from "mongoose";
+import {DataSchema} from "../predictor-web-service/models/Data";
 
 export class ImageCreatorService {
+    private mongoEndpoint = 'mongodb://localhost:27017/predictorDatas';
+
+    constructor() {
+        mongoose.Promise = global.Promise;
+        mongoose.connect(this.mongoEndpoint, { useNewUrlParser: true },
+            err => {
+                if (err) {
+                    console.log(err);
+                }
+                else {
+                    console.log('Connected to MongoDb');
+                    this.startProcessing(6, 200);
+                }
+            });
+    }
 
     createImageFromData(data: Array<Data>, name: string) {
         return new Promise((resolve, reject) => {
@@ -124,35 +141,40 @@ export class ImageCreatorService {
     }
 
 
-    public startProcessing(srcPath: string, destPath: string) {
+    public startProcessing(flows: number, agents: number, threshold: number = 5) {
         const that = this;
-        fs.readdir(srcPath, function(err, items) {
-
-            for (var i=0; i<items.length; i++) {
-                const data = fs.readFileSync(srcPath + '/' + items[i]);
-                try {
-                    const jsonData = JSON.parse(data.toString('utf8'));
-                    fs.mkdirSync('./trainingImages/virtual/' + destPath, {recursive: true});
-                    that.createImageFromData(jsonData, items[i].split('.')[0])
-                        .then(res => {
-                            if(res) {
-                                console.log('virtual image ' + ' processed');
-                                that.saveImage(res['data'], './trainingImages/virtual/' + destPath + '/' + res['name'] + '.png');
-                            }
-                        });
-
-                    that.applyDataToImage(jsonData, items[i].split('.')[0])
-                        .then(res => {
-                            if(res) {
-                                console.log('real image ' + ' processed');
-                                that.saveImage(res['data'], './trainingImages/real/' + destPath + '/' + res['name'] + '.png');
-                            }
-                        });
-                } catch (e) {
-                    console.log('file not valid');
-                }
+        const orderedByFlows = [];
+        const promises = [];
+        for(let i=0; i<flows; i++) {
+            for (let j = 0; j < agents; j++) {
+                promises.push(DataSchema.find({
+                    flowName: 'flow'+(i + 1).toString(),
+                    agentName: 'bot_'+(j+1).toString()
+                }, function (error, ids) {
+                    orderedByFlows.push(ids);
+                }));
             }
-        });
+        }
+
+        Promise.all(promises)
+            .then(() => {
+                for(let i = 0; i< flows; i++){
+                    fs.mkdirSync('./trainingImages/virtual/' + 'flow'+(i+1), {recursive: true});
+                }
+                for(let i = 0; i < orderedByFlows.length; i++) {
+                    for (let j of orderedByFlows[i]) {
+                        if(j.data.length > threshold) {
+                            that.createImageFromData(j.data, j.agentName + '_' + j.counter)
+                                .then(res => {
+                                    if (res) {
+                                        console.log('virtual image ' + ' processed');
+                                        that.saveImage(res['data'], './trainingImages/virtual/' + j.flowName + '/' + res['name'] + '.png');
+                                    }
+                                });
+                        }
+                    }
+                }
+            })
 
     }
 }
diff --git a/Predictor/PredictorWebService/src/image-creator/main.ts b/Predictor/PredictorWebService/src/image-creator/main.ts
index dad304a..676e254 100644
--- a/Predictor/PredictorWebService/src/image-creator/main.ts
+++ b/Predictor/PredictorWebService/src/image-creator/main.ts
@@ -2,10 +2,6 @@ import {ImageCreatorService} from "./ImageCreatorService";
 
 function main() { 
     const imageCreatorService = new ImageCreatorService();
-    imageCreatorService.startProcessing('./trainingDatas/flow1', 'flow1');
-    imageCreatorService.startProcessing('./trainingDatas/flow2', 'flow2');
-    imageCreatorService.startProcessing('./trainingDatas/flow3', 'flow3');
-
 }
 
 main();
diff --git a/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts b/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts
index 591da60..e524348 100644
--- a/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts
+++ b/Predictor/PredictorWebService/src/predictor-web-service/PredictorWebService.ts
@@ -3,9 +3,10 @@ import * as WebSocket from 'ws';
 import * as http from 'http';
 import cors from 'cors';
 import * as bodyParser from "body-parser";
-import fs from 'fs';
 import {Data} from "../../../../DataGatherer/src/shared/Data";
 import parser from 'query-string-parser';
+import mongoose from "mongoose";
+import {DataSchema} from './models/Data';
 
 export class PredictorWebService {
 
@@ -15,6 +16,7 @@ export class PredictorWebService {
     private app: express.Application;
     private httpServer: http.Server; 
     private wss: WebSocket.Server;
+    private mongoEndpoint = 'mongodb://localhost:27017/predictorDatas';
 
     private counter: number = 0;
 
@@ -22,6 +24,18 @@ export class PredictorWebService {
         this.url = url;
         this.portApi = portApi;
         this.portWebSocket = portWebSocket;
+        mongoose.Promise = global.Promise;
+        mongoose.connect(this.mongoEndpoint, { useNewUrlParser: true },
+                err => {
+                if (err) {
+                    console.log(err);
+                }
+                else {
+                    console.log('Connected to MongoDb');
+                    this.startPredictor();
+                    this.startTrainer();
+                }
+            });
     }
 
     public startTrainer() {
@@ -38,9 +52,7 @@ export class PredictorWebService {
                 that.counter++;
                 that.saveData(data, queryObj.flowName, queryObj.agentName)
                     .then( (msg) => {
-                        if(msg === 'ok') {
-                            ws.send('trainer - Data saved');
-                        }
+                        ws.send('trainer - Data saved');
                     })
                     .catch( (err) => {
                         ws.send('trainer - Error while saving data');
@@ -71,26 +83,8 @@ export class PredictorWebService {
 
     saveData(data: Array<Data>, flowName: string, agentName: string) {
         return new Promise((resolve, reject) => {
-            console.log(flowName);
-            console.log(agentName);
-            if(flowName && agentName) {
-                fs.mkdirSync('./trainingDatas/' + flowName + '/', { recursive: true });
-            } else {
-                fs.mkdirSync('./trainingDatas/undefined', { recursive: true });
-            }
-            if(!flowName && !agentName) {
-                fs.writeFile('./trainingDatas/undefined/' + this.counter + '.json', JSON.stringify(data), 'utf8', function (err) {
-                    if (err) reject('err');
-                    console.log('Data saved');
-                    resolve('ok');
-                });
-            } else {
-                fs.writeFile('./trainingDatas/' + flowName + '/' + agentName + '_' + this.counter + '.json', JSON.stringify(data), 'utf8', function (err) {
-                    if (err) reject('err');
-                    console.log('Data saved');
-                    resolve('ok');
-                });
-            }
+            const dataSchema = new DataSchema({flowName: flowName, agentName: agentName, counter: this.counter, data: data});
+            resolve(dataSchema.save());
         });
     }
 }
diff --git a/Predictor/PredictorWebService/src/predictor-web-service/main.ts b/Predictor/PredictorWebService/src/predictor-web-service/main.ts
index 10b107d..710203a 100644
--- a/Predictor/PredictorWebService/src/predictor-web-service/main.ts
+++ b/Predictor/PredictorWebService/src/predictor-web-service/main.ts
@@ -2,8 +2,7 @@ import { PredictorWebService } from "./PredictorWebService";
 
 function main() { 
     const predictorWebService = new PredictorWebService('/', 4000, 4100);
-    predictorWebService.startPredictor();
-    predictorWebService.startTrainer();
+
 }
 
 main();
diff --git a/Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts b/Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts
new file mode 100644
index 0000000..4e8dcb9
--- /dev/null
+++ b/Predictor/PredictorWebService/src/predictor-web-service/models/Data.ts
@@ -0,0 +1,14 @@
+import mongoose from "mongoose";
+import {Data} from "../../../../../DataGatherer/src/shared/Data";
+import {Schema} from "mongoose";
+
+const DataSchema_:Schema = new Schema(
+    {
+        flowName: String,
+        agentName: String,
+        counter: Number,
+        data: Array<Data>()
+    }
+);
+
+export const DataSchema: any = mongoose.model('Data', DataSchema_, 'datas');