{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SimCAD Application Notebook\n",
    "## Experiment Type 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Name of Config File or System Description\n",
    "#### EMH, Herders, HODLers, and EIU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation Run 1\n",
      "\n",
      "single_proc: [<SimCAD.Configuration object at 0x00000207D0365F98>]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "\n",
    "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
    "from sandboxUX import config5 #, config2\n",
    "from SimCAD import configs\n",
    "\n",
    "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n",
    "\n",
    "exec_mode = ExecutionMode()\n",
    "\n",
    "print(\"Simulation Run 1\")\n",
    "print()\n",
    "single_config = [configs[0]]\n",
    "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n",
    "run1 = Executor(single_proc_ctx, single_config)\n",
    "run1_raw_result = run1.main()\n",
    "df = pd.DataFrame(run1_raw_result)\n",
    "# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
    "# print()\n",
    "\n",
    "# print(\"Simulation Run 2: Pairwise Execution\")\n",
    "# print()\n",
    "# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n",
    "# run2 = Executor(multi_proc_ctx, configs)\n",
    "# run2_raw_results = run2.main()\n",
    "# for raw_result in run2_raw_results:\n",
    "#     result = pd.DataFrame(raw_result)\n",
    "#     print(tabulate(result, headers='keys', tablefmt='psql'))\n",
    "# print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df = pd.DataFrame(run1_raw_result)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Buy_Log</th>\n",
       "      <th>P_Ext_Markets</th>\n",
       "      <th>Price</th>\n",
       "      <th>Price_Signal</th>\n",
       "      <th>Sell_Log</th>\n",
       "      <th>Trans</th>\n",
       "      <th>Z</th>\n",
       "      <th>mech_step</th>\n",
       "      <th>run</th>\n",
       "      <th>time_step</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>25000</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21000000</td>\n",
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       "      <td>2018-10-01 15:16:24</td>\n",
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       "      <td>0</td>\n",
       "      <td>21000000</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-10-01 15:16:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>25067.68105681930173034288600</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21000000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-10-01 15:16:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>25067.68105681930173034288600</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21000000</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-10-01 15:16:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5250000.000000000000000000000</td>\n",
       "      <td>25042.19120625054858919611433</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-10-01 15:16:26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Buy_Log                  P_Ext_Markets Price  \\\n",
       "0                              0                          25000   100   \n",
       "1                              0  25067.68105681930173034288600   100   \n",
       "2                              0  25067.68105681930173034288600   100   \n",
       "3                              0  25067.68105681930173034288600   100   \n",
       "4  5250000.000000000000000000000  25042.19120625054858919611433   100   \n",
       "\n",
       "  Price_Signal Sell_Log Trans         Z  mech_step  run  time_step  \\\n",
       "0          100        0     0  21000000          0    1          0   \n",
       "1          100        0     0  21000000          1    1          1   \n",
       "2          100        0     0  21000000          2    1          1   \n",
       "3       100.00        0     0  21000000          3    1          1   \n",
       "4       100.00        0     0  21000000          1    1          2   \n",
       "\n",
       "             timestamp  \n",
       "0  2018-10-01 15:16:24  \n",
       "1  2018-10-01 15:16:25  \n",
       "2  2018-10-01 15:16:25  \n",
       "3  2018-10-01 15:16:25  \n",
       "4  2018-10-01 15:16:26  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standard Library Imports\n",
    "#import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "#from tabulate import tabulate\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# SimCAD Specific\n",
    "# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
    "# from sandboxUX import config1 , config2\n",
    "# from SimCAD import configs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Convert data type of output to float. MPL works OK with strings, seaborn does not\n",
    "names = df.keys()[:-3] # [:-3] only affects state variables\n",
    "for n in names:\n",
    "    df[n]=df[n].apply(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Buy_Log</th>\n",
       "      <th>P_Ext_Markets</th>\n",
       "      <th>Price</th>\n",
       "      <th>Price_Signal</th>\n",
       "      <th>Sell_Log</th>\n",
       "      <th>Trans</th>\n",
       "      <th>Z</th>\n",
       "      <th>mech_step</th>\n",
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       "      <th>timestamp</th>\n",
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       "      <td>100.000</td>\n",
       "      <td>100.00000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>2</td>\n",
       "      <td>2018-10-01 15:16:26</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5250000.0</td>\n",
       "      <td>25042.191206</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-10-01 15:16:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5250000.0</td>\n",
       "      <td>25042.191206</td>\n",
       "      <td>100.025</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-10-01 15:16:26</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0</td>\n",
       "      <td>25020.184050</td>\n",
       "      <td>100.025</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2018-10-01 15:16:27</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.0</td>\n",
       "      <td>25020.184050</td>\n",
       "      <td>100.025</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2018-10-01 15:16:27</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.0</td>\n",
       "      <td>25020.184050</td>\n",
       "      <td>100.025</td>\n",
       "      <td>100.01675</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2018-10-01 15:16:27</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "     Buy_Log  P_Ext_Markets    Price  Price_Signal  Sell_Log  Trans  \\\n",
       "0        0.0   25000.000000  100.000     100.00000       0.0    0.0   \n",
       "1        0.0   25067.681057  100.000     100.00000       0.0    0.0   \n",
       "2        0.0   25067.681057  100.000     100.00000       0.0    0.0   \n",
       "3        0.0   25067.681057  100.000     100.00000       0.0    0.0   \n",
       "4  5250000.0   25042.191206  100.000     100.00000       0.0    0.0   \n",
       "5  5250000.0   25042.191206  100.000     100.00000       0.0    0.0   \n",
       "6  5250000.0   25042.191206  100.025     100.00000       0.0    0.0   \n",
       "7        0.0   25020.184050  100.025     100.00000       0.0    0.0   \n",
       "8        0.0   25020.184050  100.025     100.00000       0.0    0.0   \n",
       "9        0.0   25020.184050  100.025     100.01675       0.0    0.0   \n",
       "\n",
       "            Z  mech_step  run  time_step            timestamp  \n",
       "0  21000000.0        0.0    1          0  2018-10-01 15:16:24  \n",
       "1  21000000.0        1.0    1          1  2018-10-01 15:16:25  \n",
       "2  21000000.0        2.0    1          1  2018-10-01 15:16:25  \n",
       "3  21000000.0        3.0    1          1  2018-10-01 15:16:25  \n",
       "4  21000000.0        1.0    1          2  2018-10-01 15:16:26  \n",
       "5  21000000.0        2.0    1          2  2018-10-01 15:16:26  \n",
       "6  21000000.0        3.0    1          2  2018-10-01 15:16:26  \n",
       "7  21000000.0        1.0    1          3  2018-10-01 15:16:27  \n",
       "8  21000000.0        2.0    1          3  2018-10-01 15:16:27  \n",
       "9  21000000.0        3.0    1          3  2018-10-01 15:16:27  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "      <td>2018-10-01 15:19:10</td>\n",
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       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>0.0</td>\n",
       "      <td>25395.752598</td>\n",
       "      <td>100.150012</td>\n",
       "      <td>100.146396</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>167</td>\n",
       "      <td>2018-10-01 15:19:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>0.0</td>\n",
       "      <td>25395.752598</td>\n",
       "      <td>100.150012</td>\n",
       "      <td>100.146396</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>167</td>\n",
       "      <td>2018-10-01 15:19:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>0.0</td>\n",
       "      <td>25395.752598</td>\n",
       "      <td>100.150012</td>\n",
       "      <td>100.148819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>167</td>\n",
       "      <td>2018-10-01 15:19:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>5250000.0</td>\n",
       "      <td>25404.649844</td>\n",
       "      <td>100.150012</td>\n",
       "      <td>100.148819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>168</td>\n",
       "      <td>2018-10-01 15:19:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>5250000.0</td>\n",
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       "      <td>168</td>\n",
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       "    <tr>\n",
       "      <th>504</th>\n",
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       "      <td>2018-10-01 15:19:12</td>\n",
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       "       Buy_Log  P_Ext_Markets       Price  Price_Signal  Sell_Log  Trans  \\\n",
       "495        0.0   25361.934597  100.150012    100.139053       0.0    0.0   \n",
       "496        0.0   25354.655299  100.150012    100.139053       0.0    0.0   \n",
       "497        0.0   25354.655299  100.150012    100.139053       0.0    0.0   \n",
       "498        0.0   25354.655299  100.150012    100.146396       0.0    0.0   \n",
       "499        0.0   25395.752598  100.150012    100.146396       0.0    0.0   \n",
       "500        0.0   25395.752598  100.150012    100.146396       0.0    0.0   \n",
       "501        0.0   25395.752598  100.150012    100.148819       0.0    0.0   \n",
       "502  5250000.0   25404.649844  100.150012    100.148819       0.0    0.0   \n",
       "503  5250000.0   25404.649844  100.150012    100.148819       0.0    0.0   \n",
       "504  5250000.0   25404.649844  100.174975    100.149618       0.0    0.0   \n",
       "\n",
       "              Z  mech_step  run  time_step            timestamp  \n",
       "495  21000000.0        3.0    1        165  2018-10-01 15:19:09  \n",
       "496  21000000.0        1.0    1        166  2018-10-01 15:19:10  \n",
       "497  21000000.0        2.0    1        166  2018-10-01 15:19:10  \n",
       "498  21000000.0        3.0    1        166  2018-10-01 15:19:10  \n",
       "499  21000000.0        1.0    1        167  2018-10-01 15:19:11  \n",
       "500  21000000.0        2.0    1        167  2018-10-01 15:19:11  \n",
       "501  21000000.0        3.0    1        167  2018-10-01 15:19:11  \n",
       "502  21000000.0        1.0    1        168  2018-10-01 15:19:12  \n",
       "503  21000000.0        2.0    1        168  2018-10-01 15:19:12  \n",
       "504  21000000.0        3.0    1        168  2018-10-01 15:19:12  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[495:505]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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       "          Buy_Log  P_Ext_Markets      Price  Price_Signal   Sell_Log  Trans  \\\n",
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       "300099  5250000.0   27847.328313  99.725950     99.715207  5250000.0    0.0   \n",
       "\n",
       "                 Z  mech_step  run  time_step            timestamp  \n",
       "300090  21000000.0        3.0  100        997  2018-10-01 15:33:01  \n",
       "300091  21000000.0        1.0  100        998  2018-10-01 15:33:02  \n",
       "300092  21000000.0        2.0  100        998  2018-10-01 15:33:02  \n",
       "300093  21000000.0        3.0  100        998  2018-10-01 15:33:02  \n",
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       "300099  21000000.0        3.0  100       1000  2018-10-01 15:33:04  "
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     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df.tail(10)"
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  },
  {
   "cell_type": "code",
   "execution_count": 10,
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       "      <td>4.061200e-05</td>\n",
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       "      <td>-4.290779e-02</td>\n",
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       "      <th>time_step</th>\n",
       "      <td>-0.035702</td>\n",
       "      <td>0.045983</td>\n",
       "      <td>0.080699</td>\n",
       "      <td>0.080443</td>\n",
       "      <td>-0.042908</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.413037e-03</td>\n",
       "      <td>3.603741e-18</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Buy_Log  P_Ext_Markets     Price  Price_Signal  Sell_Log  \\\n",
       "Buy_Log        1.000000       0.036324 -0.262522     -0.277074 -0.019858   \n",
       "P_Ext_Markets  0.036324       1.000000 -0.117104     -0.116993  0.042629   \n",
       "Price         -0.262522      -0.117104  1.000000      0.998660 -0.288128   \n",
       "Price_Signal  -0.277074      -0.116993  0.998660      1.000000 -0.266050   \n",
       "Sell_Log      -0.019858       0.042629 -0.288128     -0.266050  1.000000   \n",
       "Trans               NaN            NaN       NaN           NaN       NaN   \n",
       "Z                   NaN            NaN       NaN           NaN       NaN   \n",
       "mech_step      0.000495       0.000125  0.000039      0.000041  0.000724   \n",
       "run            0.004713       0.050844  0.002184      0.001936 -0.000382   \n",
       "time_step     -0.035702       0.045983  0.080699      0.080443 -0.042908   \n",
       "\n",
       "               Trans   Z     mech_step           run     time_step  \n",
       "Buy_Log          NaN NaN  4.954695e-04  4.712999e-03 -3.570172e-02  \n",
       "P_Ext_Markets    NaN NaN  1.247637e-04  5.084417e-02  4.598328e-02  \n",
       "Price            NaN NaN  3.915390e-05  2.184386e-03  8.069863e-02  \n",
       "Price_Signal     NaN NaN  4.061200e-05  1.936288e-03  8.044309e-02  \n",
       "Sell_Log         NaN NaN  7.235705e-04 -3.815897e-04 -4.290779e-02  \n",
       "Trans            NaN NaN           NaN           NaN           NaN  \n",
       "Z                NaN NaN           NaN           NaN           NaN  \n",
       "mech_step        NaN NaN  1.000000e+00 -4.014956e-21  1.413037e-03  \n",
       "run              NaN NaN -4.014956e-21  1.000000e+00  3.603741e-18  \n",
       "time_step        NaN NaN  1.413037e-03  3.603741e-18  1.000000e+00  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buy_Log          2.329671e+06\n",
      "P_Ext_Markets    8.591588e+02\n",
      "Price            3.221821e-01\n",
      "Price_Signal     3.216262e-01\n",
      "Sell_Log         2.325145e+06\n",
      "Trans            0.000000e+00\n",
      "Z                0.000000e+00\n",
      "mech_step        8.171762e-01\n",
      "run              2.886607e+01\n",
      "time_step        2.887714e+02\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(np.std(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Animation\n",
    "from matplotlib import animation, rc\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 6652 characters]\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.set_xlim(( 0, 2))\n",
    "ax.set_ylim((-2, 2))\n",
    "\n",
    "line, = ax.plot([], [], lw=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def init():\n",
    "    line.set_data([], [])\n",
    "    return (line,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def animate(i):\n",
    "    x = np.linspace(0, 2, 1000)\n",
    "    y = np.sin(2 * np.pi * (x - 0.01 * i))\n",
    "    line.set_data(x, y)\n",
    "    return (line,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "anim = animation.FuncAnimation(fig, animate, init_func=init,\n",
    "                               frames=100, interval=20, \n",
    "                               blit=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    document.getElementById(this.slider_id).max = this.frames.length - 1;\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <img id=\"_anim_imgbdd675ffb14a4d82b1171a1df02e0b3b\">\n",
       "    <br>\n",
       "    <input id=\"_anim_sliderbdd675ffb14a4d82b1171a1df02e0b3b\" type=\"range\" style=\"width:350px\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           onchange=\"animbdd675ffb14a4d82b1171a1df02e0b3b.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.previous_frame()\">\n",
       "        <i class=\"fa fa-step-backward\"></i></button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.reverse_animation()\">\n",
       "        <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "        </i></button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "        </button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"animbdd675ffb14a4d82b1171a1df02e0b3b.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_selectbdd675ffb14a4d82b1171a1df02e0b3b\" class=\"anim_control\">\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"once\" > Once </input>\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"loop\" checked> Loop </input>\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"reflect\" > Reflect </input>\n",
       "  </form>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgbdd675ffb14a4d82b1171a1df02e0b3b\";\n",
       "    var slider_id = \"_anim_sliderbdd675ffb14a4d82b1171a1df02e0b3b\";\n",
       "    var loop_select_id = \"_anim_loop_selectbdd675ffb14a4d82b1171a1df02e0b3b\";\n",
       "    var frames = new Array(0);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBo\\\n",
       "dHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XlAVGXDBfAzwzAsw6Is7qKCoiii\\\n",
       "grnkQoqmuaRpgpJoapalaWpmmZ+Z+WpZ9laWbb6ZUblXLlnmmmmmASqK4MLmjiCyzMAw2/3+GJ0k\\\n",
       "UUFh7r1wfn8xc4E5jsycee597nMVgiAIICIikhml2AGIiIjuBwuMiIhkiQVGRESyxAIjIiJZYoER\\\n",
       "EZEsscCIiEiWWGBERCRLLDAiIpIlFhgREckSC4yIiGSJBUZERLLEAiMiIlligRERkSyxwIiISJZY\\\n",
       "YEREJEssMCIikiUWGBERyRILjIiIZIkFRkREssQCIyIiWWKBERGRLLHAiIhIllhgREQkSywwIiKS\\\n",
       "JRYYERHJEguMiIhkiQVGRESyxAIjIiJZYoEREZEsscCIiEiWVGIHKIvRaMScOXNw8eJFGAwGPP/8\\\n",
       "84iIiLBt3717Nz755BOoVCoMHz4ckZGRIqYlIiIxSLLANm/ejFq1auHdd9/F9evX8cQTT9gKzGg0\\\n",
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       "  })()\n",
       "</script>\n"
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(anim.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26120d0eb38>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 43808 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(df['time_step'],df['P_Ext_Markets'], color = 'orange') #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
    "#plt.plot(df['time_step'],df['Zeus_LT'])\n",
    "#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26120d95898>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 7932 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
    "#plt.plot(df['time_step'],df['Zeus_LT'])\n",
    "#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26120d67a20>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 35556 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "# plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
    "# plt.plot(df['time_step'],df['Demand'])\n",
    "plt.plot(df['time_step'],df['Price']) #, logy=True)\n",
    "#plt.plot(df['time_step'],df['TDR_Ext'])\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26120e05be0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 46424 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(df['time_step'][1:],df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
    "plt.plot(df['time_step'][1:],(1/250)*df['P_Ext_Markets'][1:])\n",
    "#plt.plot(df['time_step'],df['Zeus_LT'])\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26121fdf5c0>]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 40836 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(df['time_step'][1:],df['Price'][1:]-df['Price_Signal'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
    "#plt.plot(df['time_step'][1:],df['Price_Signal'][1:])\n",
    "#plt.plot(df['time_step'],df['Zeus_LT'])\n",
    "#plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x261226d9828>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 108104 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(df['time_step'][1:],df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
    "plt.plot(df['time_step'][1:],df['Sell_Log'][1:])\n",
    "#plt.plot(df['time_step'],df['Zeus_LT'])\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           NaN\n",
       "1           0.0\n",
       "2           0.0\n",
       "3           0.0\n",
       "4           0.0\n",
       "5     5250000.0\n",
       "6           0.0\n",
       "7           0.0\n",
       "8    -5250000.0\n",
       "9           0.0\n",
       "10          0.0\n",
       "11          0.0\n",
       "12          0.0\n",
       "13          0.0\n",
       "14          0.0\n",
       "15          0.0\n",
       "16          0.0\n",
       "17          0.0\n",
       "18          0.0\n",
       "19          0.0\n",
       "Name: Sell_Log, dtype: float64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buy_delta = df['Buy_Log'].diff()\n",
    "sell_delta = df['Sell_Log'].diff()\n",
    "ext_delta = df['P_Ext_Markets'].diff()\n",
    "# df_delta['Buy_Log'] = buy_delta\n",
    "# df_delta['Sell_Log'] = sell_delta\n",
    "# df_delta = df_delta.append(ext_delta)\n",
    "# df_delta.head()\n",
    "sell_delta.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x261221fd898>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 64620 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
    "plt.plot(df['time_step'][1:],sell_delta[1:])\n",
    "plt.plot(df['time_step'][1:],ext_delta[1:])\n",
    "plt.ylim(-400,400)\n",
    "#plt.plot(df['time_step'],df['Zeus_LT'])\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x261221a0d30>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 376944 characters]\n",
      "text/plain": [
       "<Figure size 1800x1800 with 110 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Z per External Stock Market Price')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 51932 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(df['time_step'],df['Z']/df['P_Ext_Markets'])\n",
    "plt.title('Z per External Stock Market Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.figure(figsize=(12,8))\n",
    "# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n",
    "# plt.title('Availability of TDR arbitrage opportunity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.figure(figsize=(12,8))\n",
    "# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n",
    "# plt.title('Availability of LT vs ST arbitrage opportunity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Buy_Log</th>\n",
       "      <th>P_Ext_Markets</th>\n",
       "      <th>Price</th>\n",
       "      <th>Price_Signal</th>\n",
       "      <th>Sell_Log</th>\n",
       "      <th>Trans</th>\n",
       "      <th>Z</th>\n",
       "      <th>mech_step</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>9.333333e+06</td>\n",
       "      <td>24899.318719</td>\n",
       "      <td>103.750000</td>\n",
       "      <td>103.145613</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>1.952381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>9.500000e+06</td>\n",
       "      <td>24895.879641</td>\n",
       "      <td>103.896825</td>\n",
       "      <td>103.280592</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>9.666667e+06</td>\n",
       "      <td>24894.384097</td>\n",
       "      <td>104.043651</td>\n",
       "      <td>103.415572</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>9.833333e+06</td>\n",
       "      <td>24892.888553</td>\n",
       "      <td>104.190476</td>\n",
       "      <td>103.550552</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>24891.393008</td>\n",
       "      <td>104.345238</td>\n",
       "      <td>103.693469</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Buy_Log  P_Ext_Markets       Price  Price_Signal  Sell_Log  Trans  \\\n",
       "63  9.333333e+06   24899.318719  103.750000    103.145613  250000.0    0.0   \n",
       "64  9.500000e+06   24895.879641  103.896825    103.280592  250000.0    0.0   \n",
       "65  9.666667e+06   24894.384097  104.043651    103.415572  250000.0    0.0   \n",
       "66  9.833333e+06   24892.888553  104.190476    103.550552  250000.0    0.0   \n",
       "67  1.000000e+07   24891.393008  104.345238    103.693469  250000.0    0.0   \n",
       "\n",
       "             Z  mech_step  \n",
       "63  21000000.0   1.952381  \n",
       "64  21000000.0   2.000000  \n",
       "65  21000000.0   2.000000  \n",
       "66  21000000.0   2.000000  \n",
       "67  21000000.0   2.000000  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# vol_df = df.rolling(window = 21).mean()\n",
    "vol_df = pd.DataFrame()\n",
    "rolling_days = 63  # days = number * mechanisms\n",
    "for n in names:\n",
    "    vol_df[n] = df[n].rolling(rolling_days).mean().shift()\n",
    "    \n",
    "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n",
    "# vol_df[n].iloc[:rolling_days], axis=1)\n",
    "vol_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Rolling Average of Z')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 9580 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(vol_df['Z'])\n",
    "plt.title('Rolling Average of Z')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Rolling Average of External Stock Market Price')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 37472 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(vol_df['P_Ext_Markets'])\n",
    "plt.title('Rolling Average of External Stock Market Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Rolling Average of Zeus Price')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 45168 characters]\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(vol_df['Price'])\n",
    "plt.plot(vol_df['P_Ext_Markets']/250)\n",
    "plt.legend()\n",
    "plt.title('Rolling Average of Zeus Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43.75"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Price\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "152.25"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Price\"].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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