diff --git a/.idea/crypto-arbitrage-bot.iml b/.idea/crypto-arbitrage-bot.iml
new file mode 100644
index 0000000..4577a78
--- /dev/null
+++ b/.idea/crypto-arbitrage-bot.iml
@@ -0,0 +1,12 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.5.2 virtualenv at C:\Users\det\64bitpython" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="TestRunnerService">
+    <option name="projectConfiguration" value="Nosetests" />
+    <option name="PROJECT_TEST_RUNNER" value="Nosetests" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 0000000..280893b
--- /dev/null
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,15 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyCompatibilityInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ourVersions">
+        <value>
+          <list size="2">
+            <item index="0" class="java.lang.String" itemvalue="2.7" />
+            <item index="1" class="java.lang.String" itemvalue="3.6" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..40adb60
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.5.2 virtualenv at C:\Users\det\64bitpython" project-jdk-type="Python SDK" />
+  <component name="PythonCompatibilityInspectionAdvertiser">
+    <option name="version" value="2" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..01aeb6c
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/crypto-arbitrage-bot.iml" filepath="$PROJECT_DIR$/.idea/crypto-arbitrage-bot.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 093d036..6f69d16 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,11 +1,16 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="6f37b47a-0ca7-46ea-a0fe-3607d36927b6" name="Default" comment="">
+    <list default="true" id="6f37b47a-0ca7-46ea-a0fe-3607d36927b6" name="Default" comment="Added Kraken support">
+      <change type="DELETED" beforePath="$PROJECT_DIR$/bot/market_data_analyzer.py" afterPath="" />
+      <change type="DELETED" beforePath="$PROJECT_DIR$/bot/market_data_crawler.py" afterPath="" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/.idea/workspace.xml" afterPath="$PROJECT_DIR$/.idea/workspace.xml" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/README.rst" afterPath="$PROJECT_DIR$/README.rst" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/bot/core.py" afterPath="$PROJECT_DIR$/bot/core.py" />
-      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/bot/market_data_crawler.py" afterPath="$PROJECT_DIR$/bot/market_data_crawler.py" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/bot/shared_config.py" afterPath="$PROJECT_DIR$/bot/shared_config.py" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/docs/conf.py" afterPath="$PROJECT_DIR$/docs/conf.py" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/requirements.txt" afterPath="$PROJECT_DIR$/requirements.txt" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/setup.py" afterPath="$PROJECT_DIR$/setup.py" />
     </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="TRACKING_ENABLED" value="true" />
@@ -15,23 +20,15 @@
     <option name="LAST_RESOLUTION" value="IGNORE" />
   </component>
   <component name="FileEditorManager">
-    <leaf>
-      <file leaf-file-name="Makefile" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/Makefile">
+    <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
+      <file leaf-file-name="test_advanced.py" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/tests/test_advanced.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="0">
-              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
-              <folding />
-            </state>
-          </provider>
-        </entry>
-      </file>
-      <file leaf-file-name="LICENSE" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/LICENSE">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="0">
-              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
-              <folding />
+            <state relative-caret-position="272">
+              <caret line="16" column="0" lean-forward="false" selection-start-line="16" selection-start-column="0" selection-end-line="16" selection-end-column="0" />
+              <folding>
+                <element signature="e#25#49#0" expanded="true" />
+              </folding>
             </state>
           </provider>
         </entry>
@@ -48,33 +45,13 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="__init__.py" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/tests/__init__.py">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="0">
-              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
-              <folding />
-            </state>
-          </provider>
-        </entry>
-      </file>
-      <file leaf-file-name="__init__.py" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/bot/__init__.py">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="0">
-              <caret line="0" column="18" lean-forward="false" selection-start-line="0" selection-start-column="18" selection-end-line="0" selection-end-column="18" />
-              <folding />
-            </state>
-          </provider>
-        </entry>
-      </file>
       <file leaf-file-name="core.py" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/bot/core.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="0">
-              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="17" />
+            <state relative-caret-position="204">
+              <caret line="12" column="0" lean-forward="true" selection-start-line="12" selection-start-column="0" selection-end-line="12" selection-end-column="0" />
               <folding>
-                <element signature="e#18#51#0" expanded="true" />
+                <element signature="e#18#29#0" expanded="true" />
               </folding>
             </state>
           </provider>
@@ -90,35 +67,61 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="test_advanced.py" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/tests/test_advanced.py">
+      <file leaf-file-name="shared_config.py" pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/bot/shared_config.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="272">
-              <caret line="16" column="0" lean-forward="false" selection-start-line="16" selection-start-column="0" selection-end-line="16" selection-end-column="0" />
-              <folding>
-                <element signature="e#25#49#0" expanded="true" />
-              </folding>
+            <state relative-caret-position="595">
+              <caret line="35" column="0" lean-forward="false" selection-start-line="35" selection-start-column="0" selection-end-line="35" selection-end-column="0" />
+              <folding />
             </state>
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="market_data_crawler.py" pinned="false" current-in-tab="true">
-        <entry file="file://$PROJECT_DIR$/bot/market_data_crawler.py">
+      <file leaf-file-name="__init__.py" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/tests/__init__.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="269">
-              <caret line="22" column="11" lean-forward="true" selection-start-line="22" selection-start-column="11" selection-end-line="22" selection-end-column="11" />
-              <folding>
-                <element signature="e#19#60#0" expanded="true" />
-              </folding>
+            <state relative-caret-position="0">
+              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
+              <folding />
             </state>
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="requirements.txt" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/requirements.txt">
+      <file leaf-file-name="conf.py" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/docs/conf.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="34">
-              <caret line="2" column="7" lean-forward="true" selection-start-line="2" selection-start-column="7" selection-end-line="2" selection-end-column="7" />
+            <state relative-caret-position="575">
+              <caret line="42" column="39" lean-forward="false" selection-start-line="42" selection-start-column="39" selection-end-line="42" selection-end-column="39" />
+              <folding />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file leaf-file-name="index.rst" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/docs/index.rst">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="0">
+              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
+              <folding />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file leaf-file-name="make.bat" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/docs/make.bat">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="0">
+              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
+              <folding />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file leaf-file-name="Makefile" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/docs/Makefile">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="0">
+              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
               <folding />
             </state>
           </provider>
@@ -133,6 +136,14 @@
       </list>
     </option>
   </component>
+  <component name="FindInProjectRecents">
+    <findStrings>
+      <find>bids</find>
+      <find>order_book</find>
+      <find>symbol</find>
+      <find>ask</find>
+    </findStrings>
+  </component>
   <component name="Git.Settings">
     <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
   </component>
@@ -142,24 +153,51 @@
         <option value="$PROJECT_DIR$/__init__.py" />
         <option value="$PROJECT_DIR$/README.md" />
         <option value="$PROJECT_DIR$/__main__.py" />
-        <option value="$PROJECT_DIR$/README.rst" />
         <option value="$PROJECT_DIR$/LICENSE" />
         <option value="$PROJECT_DIR$/bot/__init__.py" />
         <option value="$PROJECT_DIR$/tests/context.py" />
         <option value="$PROJECT_DIR$/tests/test_advanced.py" />
         <option value="$PROJECT_DIR$/bot/market_data.py" />
-        <option value="$PROJECT_DIR$/requirements.txt" />
-        <option value="$PROJECT_DIR$/bot/core.py" />
+        <option value="$PROJECT_DIR$/bot/arbitrage_pairs.py" />
+        <option value="$PROJECT_DIR$/market_data.txt" />
+        <option value="$PROJECT_DIR$/bot/market_data_analyzer.py" />
         <option value="$PROJECT_DIR$/bot/market_data_crawler.py" />
+        <option value="$PROJECT_DIR$/market_analyzation.txt" />
+        <option value="$PROJECT_DIR$/requirements.txt" />
+        <option value="$PROJECT_DIR$/bot/shared_config.py" />
+        <option value="$PROJECT_DIR$/bot/core.py" />
+        <option value="$PROJECT_DIR$/README.rst" />
+        <option value="$PROJECT_DIR$/setup.py" />
+        <option value="$PROJECT_DIR$/docs/conf.py" />
       </list>
     </option>
   </component>
   <component name="ProjectFrameBounds" extendedState="6">
-    <option name="x" value="545" />
-    <option name="y" value="78" />
-    <option name="width" value="1405" />
-    <option name="height" value="1056" />
+    <option name="x" value="-8" />
+    <option name="y" value="-8" />
+    <option name="width" value="2576" />
+    <option name="height" value="1416" />
   </component>
+  <component name="ProjectInspectionProfilesVisibleTreeState">
+    <entry key="Project Default">
+      <profile-state>
+        <expanded-state>
+          <State>
+            <id />
+          </State>
+          <State>
+            <id>Python</id>
+          </State>
+        </expanded-state>
+        <selected-state>
+          <State>
+            <id>PyCompatibilityInspection</id>
+          </State>
+        </selected-state>
+      </profile-state>
+    </entry>
+  </component>
+  <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
   <component name="ProjectView">
     <navigator currentView="ProjectPane" proportions="" version="1">
       <flattenPackages />
@@ -175,26 +213,47 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
-      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <expand>
             <path>
-              <item name="crypto-arbitrage-bot" type="b2602c69:ProjectViewProjectNode" />
-              <item name="crypto-arbitrage-bot" type="462c0819:PsiDirectoryNode" />
+              <item name="crypto-tensor" type="b2602c69:ProjectViewProjectNode" />
+              <item name="crypto-tensor" type="462c0819:PsiDirectoryNode" />
             </path>
             <path>
-              <item name="crypto-arbitrage-bot" type="b2602c69:ProjectViewProjectNode" />
-              <item name="crypto-arbitrage-bot" type="462c0819:PsiDirectoryNode" />
+              <item name="crypto-tensor" type="b2602c69:ProjectViewProjectNode" />
+              <item name="crypto-tensor" type="462c0819:PsiDirectoryNode" />
               <item name="bot" type="462c0819:PsiDirectoryNode" />
             </path>
+            <path>
+              <item name="crypto-tensor" type="b2602c69:ProjectViewProjectNode" />
+              <item name="crypto-tensor" type="462c0819:PsiDirectoryNode" />
+              <item name="dist" type="462c0819:PsiDirectoryNode" />
+            </path>
+            <path>
+              <item name="crypto-tensor" type="b2602c69:ProjectViewProjectNode" />
+              <item name="crypto-tensor" type="462c0819:PsiDirectoryNode" />
+              <item name="docs" type="462c0819:PsiDirectoryNode" />
+            </path>
           </expand>
           <select />
         </subPane>
       </pane>
       <pane id="Scratches" />
+      <pane id="Scope" />
     </panes>
   </component>
+  <component name="PropertiesComponent">
+    <property name="last_opened_file_path" value="$PROJECT_DIR$" />
+    <property name="run.code.analysis.last.selected.profile" value="pProject Default" />
+    <property name="settings.editor.selected.configurable" value="com.jetbrains.python.configuration.PyActiveSdkModuleConfigurable" />
+  </component>
+  <component name="RecentsManager">
+    <key name="CopyFile.RECENT_KEYS">
+      <recent name="C:\Repos\priv\crypto-tensor\bot" />
+      <recent name="C:\Repos\priv\crypto-arbitrage-bot\bot" />
+    </key>
+  </component>
   <component name="RunDashboard">
     <option name="ruleStates">
       <list>
@@ -222,60 +281,43 @@
   </component>
   <component name="ToolWindowManager">
     <frame x="-8" y="-8" width="2576" height="1416" extended-state="6" />
+    <editor active="true" />
     <layout>
-      <window_info id="Project" active="true" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.13554688" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
+      <window_info id="Project" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.15078124" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
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+      <window_info id="Event Log" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="7" side_tool="true" content_ui="tabs" />
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+      <window_info id="Version Control" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="7" side_tool="false" content_ui="tabs" />
+      <window_info id="Python Console" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="7" side_tool="false" content_ui="tabs" />
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+      <window_info id="Terminal" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="7" side_tool="false" content_ui="tabs" />
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+      <window_info id="Favorites" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="2" side_tool="true" content_ui="tabs" />
+      <window_info id="Data View" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="3" side_tool="false" content_ui="tabs" />
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@@ -283,15 +325,185 @@
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@@ -307,25 +519,31 @@
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@@ -359,25 +569,25 @@
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       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/bot/shared_config.py">
+      <provider selected="true" editor-type-id="text-editor">
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+    </entry>
   </component>
 </project>
\ No newline at end of file
diff --git a/README.rst b/README.rst
index 1b41922..023b54a 100644
--- a/README.rst
+++ b/README.rst
@@ -1,7 +1,7 @@
-Crypto Arbitrage Bot
+Crypto Tensor Bot
 ========================
 
-This bot does arbitrage with crypto
+This bot predicts a stock shart trend
 
 ---------------
 
diff --git a/bot/core.py b/bot/core.py
index f1154eb..824ed14 100644
--- a/bot/core.py
+++ b/bot/core.py
@@ -1,71 +1,113 @@
 #!/usr/bin/python
-from . import market_data_crawler, market_data_analyzer, shared_config
+import time
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+import tensorflow as tf
+import urllib.request, json
 
-from tornado import gen
-from tornado.ioloop import IOLoop
-import tornado.web
-import json
-import sys
+from bot.shared_config import *
 
-class MainHandler(tornado.web.RequestHandler):
-    @gen.coroutine
-    def post(self):
-        print("POST received from IP {0}".format(self.request.remote_ip))
+def main():
+    start_time = time.time()
 
-        response = {'error': False, 'msg': "None"}
-        request = json.loads(self.request.body.decode('utf-8'))
+    dump(yellow("Retrieving market data from API"))
 
-        if "token" not in request or request["token"] != "den":
-            response["msg"] = "Wrong token - no access granted"
-            self.write(json.dumps(response))
-            return
+    with urllib.request.urlopen("https://api.kraken.com/0/public/OHLC?pair=ETHUSD&interval=15") as url:
+        data = json.loads(url.read().decode())
+        timestamps = []
+        prices = []
+        volumes = []
+        pricevol = []
 
-        if "command" in request:
-            print("Command received: {0}".format(request["command"]))
+        for set in data["result"]['XETHZUSD'][-601:]:
+            timestamps.append(int(set[0]))
+            prices.append(float(set[4]))
+            volumes.append(float(set[6]))
+            pricevol.append([float(set[4]), float(set[6])])
 
-            if request["command"] == "start_bot":
-                shared_config.run_bot = True
-            elif request["command"] == "stop_bot":
-                shared_config.run_bot = False
-            else:
-                response["msg"] = "Unknown command"
+    dump(green("Retrieved API in {0:.3f}ms sec".format((time.time() - start_time)*100)))
+    dump(yellow("Initialize Tensorflow"))
 
-        self.write(json.dumps(response))
+    f_horizon = 1  # forecast horizon, one period into the future
+    num_periods = 20  # number of periods per vector we are using to predict one period ahead
+    inputs = 2  # number of vectors submitted
+    hidden = 100  # number of neurons we will recursively work through, can be changed to improve accuracy
+    output = 1  # number of output vectors
 
-    @gen.coroutine
-    def delete(self):
-        print("Stopping server...")
+    TS = np.array(pricevol)
+    TSo = np.array(prices)
 
-        response_json = json.dumps({'error': False, 'msg': "Server stopped"})
-        self.write(response_json)
+    x_data = TS[:(len(TS) - (len(TS) % num_periods))]
+    x_batches = x_data.reshape(-1, 20, 2)
 
-        IOLoop.instance().stop()
+    y_data = TSo[1:(len(TSo) - (len(TSo) % num_periods)) + f_horizon]
+    y_batches = y_data.reshape(-1, 20, 1)
 
+    def test_data(forecast, num_periods):
+        test_x_setup = TS[-(num_periods + forecast):]
+        testX = test_x_setup[:num_periods].reshape(-1, 20, 2)
+        testY = TSo[-(num_periods):].reshape(-1, 20, 1)
+        return testX, testY
 
-class Application(tornado.web.Application):
-    def __init__(self):
-        handlers = [
-            (r"/?", MainHandler)
-        ]
-        tornado.web.Application.__init__(self, handlers)
+    X_test, Y_test = test_data(f_horizon, num_periods)
 
+    tf.reset_default_graph()  # We didn't have any previous graph objects running, but this would reset the graphs
 
-@gen.coroutine
-def run_bot():
-    while True:
-        yield gen.sleep(30)
-        if shared_config.run_bot:
-            market_data_analyzer.calculate_arbitrage_opportunities(['kraken', 'bitfinex', 'binance', 'hitbtc', 'gdax', 'bittrex', 'poloniex'])
+    X = tf.placeholder(tf.float32, [None, num_periods, inputs])  # create variable objects
+    y = tf.placeholder(tf.float32, [None, num_periods, output])
 
+    basic_cell = tf.contrib.rnn.BasicRNNCell(num_units=hidden, activation=tf.nn.relu)  # create our RNN object
+    rnn_output, states = tf.nn.dynamic_rnn(basic_cell, X, dtype=tf.float32)  # choose dynamic over static
 
-def main(port):
-    app = Application()
-    app.listen(port)
-    run_bot()
-    IOLoop.instance().start()
+    learning_rate = 0.001  # small learning rate so we don't overshoot the minimum
+
+    stacked_rnn_output = tf.reshape(rnn_output, [-1, hidden])  # change the form into a tensor
+    stacked_outputs = tf.layers.dense(stacked_rnn_output, output)  # specify the type of layer (dense)
+    outputs = tf.reshape(stacked_outputs, [-1, num_periods, output])  # shape of results
+
+    loss = tf.reduce_sum(tf.square(outputs - y))  # define the cost function which evaluates the quality of our model
+    optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate)  # gradient descent method
+    training_op = optimizer.minimize(
+        loss)  # train the result of the application of the cost_function
+
+    init = tf.global_variables_initializer()  # initialize all the variables
+
+    epochs = 1000  # number of iterations or training cycles, includes both the FeedFoward and Backpropogation
+
+    with tf.Session() as sess:
+        init.run()
+        dump(green("Initialized Tensorflow in {0:.3f}ms sec".format((time.time() - start_time) * 100)))
+        dump(yellow("Start Training"))
+
+        for ep in range(epochs):
+            sess.run(training_op, feed_dict={X: x_batches, y: y_batches})
+            if ep % 100 == 0:
+                mse = loss.eval(feed_dict={X: x_batches, y: y_batches})
+                print(ep, "\tMSE:", mse)
+
+        dump(green("Finished training in {0:.3f}ms sec".format((time.time() - start_time) * 100)))
+
+        dump(yellow("Start Predicting"))
+        y_pred = sess.run(outputs, feed_dict={X: X_test})
+        dump(green("Prediction finished in {0:.3f}ms sec".format((time.time() - start_time) * 100)))
+
+    dump(yellow("Start Plotting and output"))
+
+    actual_series = pd.Series(np.concatenate([np.ravel(X_test)[::2],np.ravel(Y_test)]))
+    actual_prediction = pd.Series(np.concatenate([np.ravel(X_test)[::2],np.ravel(y_pred)]))
+
+    plt.title("Forecast vs Actual", fontsize=14)
+    plt.plot(actual_series, "b-", markersize=10, label="Actual")
+    # plt.plot(pd.Series(np.ravel(Y_test)), "w*", markersize=10)
+    plt.plot(actual_prediction, "r-", markersize=7, label="Forecast")
+    plt.legend(loc="upper left")
+    plt.xlabel("Time Periods")
+
+    dump(green("Finished complete program in {0:.3f}ms sec".format((time.time() - start_time) * 100)))
+    plt.show()
 
 
 if __name__ == '__main__':
-        port = int(sys.argv[1])
-        print("Starting arbitrage bot on port {0}...".format(port))
-        main(port)
+        print("Starting prediction ...")
+        main()
diff --git a/bot/market_data_analyzer.py b/bot/market_data_analyzer.py
deleted file mode 100644
index d98253e..0000000
--- a/bot/market_data_analyzer.py
+++ /dev/null
@@ -1,70 +0,0 @@
-#!/usr/bin/python
-from . import market_data_crawler
-from bot.shared_config import *
-
-import time
-import sys
-import operator
-import pprint
-
-
-def calculate_arbitrage_opportunities(exchanges):
-    start_time = time.time()
-    market_data = market_data_crawler.update_market_data_for_symbol_and_exchange(exchanges)
-    sorted_market_data = {}
-
-    for exchange_name, order_books in market_data.items():
-        for order_book in order_books:
-            symbol = order_book['symbol']
-            new_dictionary = {symbol:
-                                  {exchange_name:
-                                       {"bids": order_book['bids'][:5],
-                                        "asks": order_book['asks'][:5],
-                                        "timestamp": order_book['timestamp']}}}
-            if symbol not in sorted_market_data.keys():
-                sorted_market_data.update(new_dictionary)
-            else:
-                sorted_market_data[symbol].update(new_dictionary[symbol])
-
-    dump(green(str(len(sorted_market_data))), "possible symbols found in total:", ' '.join(sorted_market_data.keys()))
-
-    market_opport = {}
-    for symbol, exchanges in sorted_market_data.items():
-        lowest_ask = None
-        highest_bid = None
-        market_opport.update({symbol: {}})
-        for exchange_name, order_book in exchanges.items():
-            if lowest_ask is None or lowest_ask['value'] < order_book['asks'][0]:
-                lowest_ask = {"exchange_name":exchange_name,
-                               "value":order_book['asks'][0],
-                               "order_book": order_book['asks'][:3]}
-
-            if highest_bid is None or highest_bid['value'] > order_book['bids'][0]:
-                highest_bid = {"exchange_name": exchange_name,
-                               "value": order_book['bids'][0],
-                               "order_book": order_book['bids'][:3]}
-
-        spread = float(highest_bid['value'][0]) - float(lowest_ask['value'][0])
-
-        market_opport[symbol].update({"highest_bid": highest_bid,
-                                      "lowest_ask": lowest_ask,
-                                      "spread": spread,
-                                      "spread_perc": round((spread / float(highest_bid['value'][0])) * 100, 2),
-                                      "symbol": symbol})
-
-        if spread > 0:
-            with open("market_opportunity_found.txt", "a") as file:
-                file.write("\n+n--- Arbitrage oppportunity found! ---\n\n")
-                pprint.pprint(market_opport[symbol], stream=file)
-
-    sorted_list = sorted(market_opport.values(), key=operator.itemgetter("spread_perc"), reverse=True)
-
-    with open("market_analyzation.txt", "w") as file:
-        pprint.pprint(sorted_list, stream=file)
-
-    print("--- Arbitrage oportunities calculated in {0:.3f}ms ---".format((time.time() - start_time)*100))
-
-    return market_opport
-
-if __name__ == '__main__':
-    calculate_arbitrage_opportunities(sys.argv[1:])
diff --git a/bot/market_data_crawler.py b/bot/market_data_crawler.py
deleted file mode 100644
index e68e9a1..0000000
--- a/bot/market_data_crawler.py
+++ /dev/null
@@ -1,159 +0,0 @@
-#!/usr/bin/python
-from collections import defaultdict
-from bot.shared_config import *
-
-import sys
-import time
-import asyncio
-import ccxt.async as ccxt
-
-market_data = defaultdict(list)
-
-
-def update_market_data_for_symbol_and_exchange(exchanges):
-    if len(exchanges) > 1:
-        start_time = time.time()
-        ids = list(exchanges)
-        exchanges = {}
-
-        for id in ids:
-            # instantiate the exchange by id
-            exchange = getattr(ccxt, id)()
-
-            # save it in a dictionary under its id for future use
-            exchanges[id] = exchange
-
-        dump(yellow('Loading'), 'market data for following exchanges:', ' '.join(ids))
-        exchanges = fetch_all_markets(exchanges)
-
-        allSymbols = [symbol for id in ids for symbol in exchanges[id].symbols]
-
-        # get all unique symbols
-        uniqueSymbols = list(set(allSymbols))
-
-        # filter out symbols that are not present on at least two exchanges
-        arbitrableSymbols = sorted([symbol for symbol in uniqueSymbols if allSymbols.count(symbol) > 1])
-
-        # filter out symbols which have a different basecoin
-        arbitrableSymbols = sorted([symbol for symbol in arbitrableSymbols if '/'+basecoin in symbol])
-
-        dump(yellow('Loading'), 'order books for following exchanges:', ' '.join(ids))
-        exchanges = fetch_all_order_books(exchanges, arbitrableSymbols)
-
-        dump(green('Finished!'), 'Responsetime:', red("{:.2f}ms".format((time.time() - start_time) * 100)))
-
-        with open("market_data.txt", "w") as file:
-            for exchange_name, order_books in market_data.items():
-                file.write("\nMarket: {}".format(exchange_name))
-
-                for order_book in order_books:
-                    file.write("\n    Order Book: {0}".format(order_book))
-
-        return market_data
-    else:
-        dump(red("Invalid number of arguments given"))
-        return None
-
-
-def fetch_all_order_books(exchanges, arbitrableSymbols):
-    ob_start_time = time.time()
-
-    async def fetch_single_order_books(exchange, arbitrableSymbols):
-        order_books = []
-        available_symbols = (symbol for symbol in arbitrableSymbols if symbol in exchange.symbols)
-
-        for symbol in available_symbols:
-            # basic round-robin proxy scheduler
-            currentProxy = -1
-            maxRetries = len(proxies)
-
-            for numRetries in range(0, maxRetries):
-                # try proxies in round-robin fashion
-                currentProxy = (currentProxy + 1) % len(proxies)
-
-                try:  # try to load exchange markets using current proxy
-
-                    tmp_order_book = await exchange.fetch_order_book(symbol)
-                    tmp_order_book['symbol'] = symbol
-                    order_books.append(tmp_order_book)
-                    break
-
-                except ccxt.DDoSProtection as e:
-                    dump(yellow(type(e).__name__), e.args)
-                    await asyncio.sleep(exchange.rateLimit / 500)
-                except ccxt.RequestTimeout as e:
-                    dump(yellow(type(e).__name__), e.args)
-                except ccxt.AuthenticationError as e:
-                    dump(yellow(type(e).__name__), e.args)
-                except ccxt.ExchangeNotAvailable as e:
-                    dump(yellow(type(e).__name__), e.args)
-                except ccxt.ExchangeError as e:
-                    dump(yellow(type(e).__name__), e.args)
-                except ccxt.NetworkError as e:
-                    dump(yellow(type(e).__name__), e.args)
-                except Exception as e:  # reraise all other exceptions
-                    raise
-
-        dump(' ', green(exchange.id), 'loaded', green(str(len(order_books))), 'order books in', red("{:.2f}ms".format((time.time() - ob_start_time) * 100)))
-        market_data[exchange.id] = order_books
-
-    async_executor = []
-    for exchange_name, exchange in exchanges.items():
-        # add future to list
-        async_executor.append(asyncio.ensure_future(fetch_single_order_books(exchange, arbitrableSymbols)))
-
-    # wait till all futures in list completed
-    asyncio.get_event_loop().run_until_complete(asyncio.gather(*async_executor))
-
-    return exchanges
-
-
-def fetch_all_markets(exchanges):
-    start_time_markets = time.time()
-
-    async def fetch_single_market(exchange):
-        # basic round-robin proxy scheduler
-        currentProxy = -1
-        maxRetries = len(proxies)
-
-        for numRetries in range(0, maxRetries):
-            # try proxies in round-robin fashion
-            currentProxy = (currentProxy + 1) % len(proxies)
-
-            try:  # try to load exchange markets using current proxy
-                exchange.proxy = proxies[currentProxy]
-                await exchange.load_markets()
-                break
-
-            except ccxt.DDoSProtection as e:
-                dump(yellow(type(e).__name__), e.args)
-            except ccxt.RequestTimeout as e:
-                dump(yellow(type(e).__name__), e.args)
-            except ccxt.AuthenticationError as e:
-                dump(yellow(type(e).__name__), e.args)
-            except ccxt.ExchangeNotAvailable as e:
-                dump(yellow(type(e).__name__), e.args)
-            except ccxt.ExchangeError as e:
-                dump(yellow(type(e).__name__), e.args)
-            except ccxt.NetworkError as e:
-                dump(yellow(type(e).__name__), e.args)
-            except Exception as e:  # reraise all other exceptions
-                raise
-
-        dump(' ', green(exchange.id), 'loaded', green(str(len(exchange.symbols))), 'markets')
-
-    async_executor = []
-    for exchange_name, exchange in exchanges.items():
-        # add future to list
-        async_executor.append(asyncio.ensure_future(fetch_single_market(exchange)))
-
-    # wait till all futures in list completed
-    asyncio.get_event_loop().run_until_complete(asyncio.gather(*async_executor))
-
-    dump(green('Loaded all markets!'), 'Responsetime:', red("{:.2f}ms".format((time.time() - start_time_markets) * 100)))
-
-    return exchanges
-
-
-if __name__ == '__main__':
-    update_market_data_for_symbol_and_exchange(sys.argv[1:])
diff --git a/bot/shared_config.py b/bot/shared_config.py
index df11daa..ee0b1c9 100644
--- a/bot/shared_config.py
+++ b/bot/shared_config.py
@@ -33,12 +33,3 @@ def underline(s):
 
 def dump(*args):
     print(' '.join([str(arg) for arg in args]))
-
-proxies = [
-    '',  # no proxy by default
-    'https://cors-anywhere.herokuapp.com/',
-]
-
-basecoin = "ETH"
-
-run_bot = False
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index ac03bd0..794a00a 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -40,8 +40,8 @@ source_suffix = '.rst'
 master_doc = 'index'
 
 # General information about the project.
-project = u'sample'
-copyright = u'2012, Kenneth Reitz'
+project = u'Crypto-Tensor Documentation'
+copyright = u'2017, Dennis Thiessen'
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -183,8 +183,8 @@ latex_elements = {
 # Grouping the document tree into LaTeX files. List of tuples
 # (source start file, target name, title, author, documentclass [howto/manual]).
 latex_documents = [
-  ('index', 'sample.tex', u'sample Documentation',
-   u'Kenneth Reitz', 'manual'),
+  ('index', 'sample.tex', u'Crypto-Tensor Documentation',
+   u'Dennis Thiessen', 'manual'),
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
@@ -213,8 +213,8 @@ latex_documents = [
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
 man_pages = [
-    ('index', 'sample', u'sample Documentation',
-     [u'Kenneth Reitz'], 1)
+    ('index', 'sample', u'Crypto-Tensor Documentation',
+     [u'Dennis Thiessen'], 1)
 ]
 
 # If true, show URL addresses after external links.
@@ -227,8 +227,8 @@ man_pages = [
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-  ('index', 'sample', u'sample Documentation',
-   u'Kenneth Reitz', 'sample', 'One line description of project.',
+  ('index', 'sample', u'Crypto-Tensor Documentation',
+   u'Dennis Thiessen', 'crypto-tensor', 'Predicts the future.',
    'Miscellaneous'),
 ]
 
diff --git a/requirements.txt b/requirements.txt
index 4ed9441..5c63207 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-nose
-sphinx
-tornado
-ccxt
\ No newline at end of file
+numpy
+matplotlib
+tensorflow
+pandas
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 12af806..5108c74 100644
--- a/setup.py
+++ b/setup.py
@@ -12,13 +12,13 @@ with open('LICENSE') as f:
     license = f.read()
 
 setup(
-    name='sample',
+    name='crypto-tensor',
     version='0.1.0',
-    description='Sample package for Python-Guide.org',
+    description='Package for Crypto-Tensor bot',
     long_description=readme,
-    author='Kenneth Reitz',
-    author_email='me@kennethreitz.com',
-    url='https://github.com/kennethreitz/samplemod',
+    author='Dennis Thiessen',
+    author_email='dennis.thiessen@riskahead.de',
+    url='https://gitlab.riskahead.de/root/crypto-prediction',
     license=license,
     packages=find_packages(exclude=('tests', 'docs'))
 )