{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SRUP Experiment\n",
    "\n",
    "## This notebook will calculate performance data for the MQTT experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "experiments = [1, 2, 3, 5, 9]\n",
    "devices = [1, 2, 3, 4, 5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Wrangling...\n",
    "### Next we need to read the C2 log for all of the experiment runs...\n",
    "We didnt' run a full set of MQTT experiments – so the valid experiment runs are listed in `experiments[]`\n",
    "\n",
    "As we have five devices, the size should be (250 * 5) + 5 + 1 = 1256\n",
    "(1250 operations, plus 5 terminations + shutdown)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C2 Log size = 1250 rows.\n",
      "C2 Log size = 1250 rows.\n",
      "C2 Log size = 1250 rows.\n",
      "C2 Log size = 1250 rows.\n",
      "C2 Log size = 1250 rows.\n"
     ]
    },
    {
     "data": {
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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>Print_Timestamp</th>\n",
       "      <th>Level</th>\n",
       "      <th>Device</th>\n",
       "      <th>Operation</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Counter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-13 12:00:29.853</td>\n",
       "      <td>[INFO]</td>\n",
       "      <td>Device 5</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:29.852443</td>\n",
       "      <td>(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-13 12:00:30.151</td>\n",
       "      <td>[INFO]</td>\n",
       "      <td>Device 2</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:30.150667</td>\n",
       "      <td>(1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-10-13 12:00:30.614</td>\n",
       "      <td>[INFO]</td>\n",
       "      <td>Device 4</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:30.613272</td>\n",
       "      <td>(2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-10-13 12:00:30.989</td>\n",
       "      <td>[INFO]</td>\n",
       "      <td>Device 3</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:30.988788</td>\n",
       "      <td>(3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10-13 12:00:31.393</td>\n",
       "      <td>[INFO]</td>\n",
       "      <td>Device 2</td>\n",
       "      <td>OFF</td>\n",
       "      <td>2020-10-13 12:00:31.392102</td>\n",
       "      <td>(4)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Print_Timestamp     Level     Device Operation  \\\n",
       "0  2020-10-13 12:00:29.853    [INFO]    Device 5        ON   \n",
       "1  2020-10-13 12:00:30.151    [INFO]    Device 2        ON   \n",
       "2  2020-10-13 12:00:30.614    [INFO]    Device 4        ON   \n",
       "3  2020-10-13 12:00:30.989    [INFO]    Device 3        ON   \n",
       "4  2020-10-13 12:00:31.393    [INFO]    Device 2       OFF   \n",
       "\n",
       "                    Timestamp Counter  \n",
       "0  2020-10-13 12:00:29.852443     (0)  \n",
       "1  2020-10-13 12:00:30.150667     (1)  \n",
       "2  2020-10-13 12:00:30.613272     (2)  \n",
       "3  2020-10-13 12:00:30.988788     (3)  \n",
       "4  2020-10-13 12:00:31.392102     (4)  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c2df = {}\n",
    "for _ in experiments:\n",
    "    c2filename = \"ex1_mqtt_c2_s{}.tsv\".format(_)\n",
    "    c2df[_] = pd.read_csv(c2filename, sep=\"\\t\", header=None, skiprows=12, names=['Print_Timestamp', 'Level', 'Device', 'Operation', 'Timestamp', 'Counter'])\n",
    "    print(\"C2 Log size = {} rows.\".format(len(c2df[_].index)))\n",
    "\n",
    "c2df[1].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Next we need to manipulate the data – into a usable form.\n",
    "First off we'll drop the 0th column (the timestamp of when the message was printed), and the 1st column (the logging level indicator). We'll also drop the final column, the counter – as we don't need that here either.\n",
    "\n",
    "Then we'll do a very simple regex to drop the word \"Device\" from the Device column.\n",
    "\n",
    "Unlike the SRUP experiments, we don't need to drop the last six rows – as there aren't any terminate or shutdown messages here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Device</th>\n",
       "      <th>Operation</th>\n",
       "      <th>Timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:29.852443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:30.150667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:30.613272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:00:30.988788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>OFF</td>\n",
       "      <td>2020-10-13 12:00:31.392102</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Device Operation                   Timestamp\n",
       "0      5        ON  2020-10-13 12:00:29.852443\n",
       "1      2        ON  2020-10-13 12:00:30.150667\n",
       "2      4        ON  2020-10-13 12:00:30.613272\n",
       "3      3        ON  2020-10-13 12:00:30.988788\n",
       "4      2       OFF  2020-10-13 12:00:31.392102"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for _ in experiments:\n",
    "    c2df[_] = c2df[_].drop('Print_Timestamp', 1)\n",
    "    c2df[_] = c2df[_].drop('Level', 1)\n",
    "    c2df[_] = c2df[_].drop('Counter', 1)\n",
    "    c2df[_]['Device'].replace(inplace = True, regex=True, to_replace=r'Device ', value=r'')\n",
    "\n",
    "c2df[1].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now we will load all of the *device* data for these experiments into a list of dictionaries of dataframes\n",
    "\n",
    "(The index will be the device number).\n",
    "As a part of this, we'll drop the columns we don't need (as above) – here the \"Print_Timestamp\", the \"Level\" and the \"Type\" (which is the SRUP message type)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "dev_df={}\n",
    "for _ in devices:\n",
    "    dev_df[_] = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ex1_mqtt_d1_s1.tsv\n",
      "ex1_mqtt_d1_s2.tsv\n",
      "ex1_mqtt_d1_s3.tsv\n",
      "ex1_mqtt_d1_s5.tsv\n",
      "ex1_mqtt_d1_s9.tsv\n",
      "ex1_mqtt_d2_s1.tsv\n",
      "ex1_mqtt_d2_s2.tsv\n",
      "ex1_mqtt_d2_s3.tsv\n",
      "ex1_mqtt_d2_s5.tsv\n",
      "ex1_mqtt_d2_s9.tsv\n",
      "ex1_mqtt_d3_s1.tsv\n",
      "ex1_mqtt_d3_s2.tsv\n",
      "ex1_mqtt_d3_s3.tsv\n",
      "ex1_mqtt_d3_s5.tsv\n",
      "ex1_mqtt_d3_s9.tsv\n",
      "ex1_mqtt_d4_s1.tsv\n",
      "ex1_mqtt_d4_s2.tsv\n",
      "ex1_mqtt_d4_s3.tsv\n",
      "ex1_mqtt_d4_s5.tsv\n",
      "ex1_mqtt_d4_s9.tsv\n",
      "ex1_mqtt_d5_s1.tsv\n",
      "ex1_mqtt_d5_s2.tsv\n",
      "ex1_mqtt_d5_s3.tsv\n",
      "ex1_mqtt_d5_s5.tsv\n",
      "ex1_mqtt_d5_s9.tsv\n"
     ]
    }
   ],
   "source": [
    "for device in devices:\n",
    "    for _ in experiments:\n",
    "        filename = \"ex1_mqtt_d{}_s{}.tsv\".format(device, _)\n",
    "        print(filename)\n",
    "        dev_df[device][_] = pd.read_csv(filename, sep=\"\\t\", header = None, skiprows=2, names = ['Print_Timestamp', 'Level', 'Type', 'Operation', 'Timestamp'])\n",
    "        dev_df[device][_] = dev_df[device][_].drop('Print_Timestamp', 1)\n",
    "        dev_df[device][_] = dev_df[device][_].drop('Level', 1)\n",
    "        dev_df[device][_] = dev_df[device][_].drop('Type', 1)\n",
    "        dev_df[device][_].reset_index(level=0, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now let's check that data\n",
    "They should all be the same size – 250 rows (250 on/off operations, now we've dropped the terminate at the end of the experiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Device 1 Experiment 1 Log size = 250 rows.\n",
      "Device 1 Experiment 2 Log size = 250 rows.\n",
      "Device 1 Experiment 3 Log size = 250 rows.\n",
      "Device 1 Experiment 5 Log size = 250 rows.\n",
      "Device 1 Experiment 9 Log size = 250 rows.\n",
      "Device 2 Experiment 1 Log size = 250 rows.\n",
      "Device 2 Experiment 2 Log size = 250 rows.\n",
      "Device 2 Experiment 3 Log size = 250 rows.\n",
      "Device 2 Experiment 5 Log size = 250 rows.\n",
      "Device 2 Experiment 9 Log size = 250 rows.\n",
      "Device 3 Experiment 1 Log size = 250 rows.\n",
      "Device 3 Experiment 2 Log size = 250 rows.\n",
      "Device 3 Experiment 3 Log size = 250 rows.\n",
      "Device 3 Experiment 5 Log size = 250 rows.\n",
      "Device 3 Experiment 9 Log size = 250 rows.\n",
      "Device 4 Experiment 1 Log size = 250 rows.\n",
      "Device 4 Experiment 2 Log size = 250 rows.\n",
      "Device 4 Experiment 3 Log size = 250 rows.\n",
      "Device 4 Experiment 5 Log size = 250 rows.\n",
      "Device 4 Experiment 9 Log size = 250 rows.\n",
      "Device 5 Experiment 1 Log size = 250 rows.\n",
      "Device 5 Experiment 2 Log size = 250 rows.\n",
      "Device 5 Experiment 3 Log size = 250 rows.\n",
      "Device 5 Experiment 5 Log size = 250 rows.\n",
      "Device 5 Experiment 9 Log size = 250 rows.\n"
     ]
    }
   ],
   "source": [
    "for devs in devices:\n",
    "    for exps in experiments:\n",
    "        dev_df[devs][exps] = dev_df[devs][exps][:-1]\n",
    "        print(\"Device {} Experiment {} Log size = {} rows.\".format(devs, exps, len(dev_df[devs][exps].index)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Operation</th>\n",
       "      <th>Timestamp</th>\n",
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       "      <th>0</th>\n",
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       "      <td>START</td>\n",
       "      <td>2020-10-13 12:00:32.696206</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>STOP</td>\n",
       "      <td>2020-10-13 12:00:34.335618</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>START</td>\n",
       "      <td>2020-10-13 12:00:35.250960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>STOP</td>\n",
       "      <td>2020-10-13 12:00:36.389067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>START</td>\n",
       "      <td>2020-10-13 12:00:36.743805</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index Operation                   Timestamp\n",
       "0      0     START  2020-10-13 12:00:32.696206\n",
       "1      1      STOP  2020-10-13 12:00:34.335618\n",
       "2      2     START  2020-10-13 12:00:35.250960\n",
       "3      3      STOP  2020-10-13 12:00:36.389067\n",
       "4      4     START  2020-10-13 12:00:36.743805"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_df[1][1].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2020-10-13 12:10:51.372374</td>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>START</td>\n",
       "      <td>2020-10-13 12:10:54.201353</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>STOP</td>\n",
       "      <td>2020-10-13 12:10:54.383294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>START</td>\n",
       "      <td>2020-10-13 12:10:57.645744</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   index Operation                   Timestamp\n",
       "0      0     START  2020-10-13 12:10:51.372374\n",
       "1      1      STOP  2020-10-13 12:10:53.289209\n",
       "2      2     START  2020-10-13 12:10:54.201353\n",
       "3      3      STOP  2020-10-13 12:10:54.383294\n",
       "4      4     START  2020-10-13 12:10:57.645744"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_df[2][2].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>4</td>\n",
       "      <td>START</td>\n",
       "      <td>2020-10-13 13:32:52.976843</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index Operation                   Timestamp\n",
       "0      0     START  2020-10-13 13:32:51.493307\n",
       "1      1      STOP  2020-10-13 13:32:51.976804\n",
       "2      2     START  2020-10-13 13:32:52.232503\n",
       "3      3      STOP  2020-10-13 13:32:52.820481\n",
       "4      4     START  2020-10-13 13:32:52.976843"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_df[3][3].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
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    {
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       "      <td>START</td>\n",
       "      <td>2020-10-13 13:41:20.544127</td>\n",
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       "      <td>2020-10-13 13:41:21.164124</td>\n",
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       "      <td>4</td>\n",
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       "      <td>2020-10-13 13:41:23.607255</td>\n",
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       "   index Operation                   Timestamp\n",
       "0      0     START  2020-10-13 13:41:18.046648\n",
       "1      1      STOP  2020-10-13 13:41:18.858316\n",
       "2      2     START  2020-10-13 13:41:20.544127\n",
       "3      3      STOP  2020-10-13 13:41:21.164124\n",
       "4      4     START  2020-10-13 13:41:23.607255"
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     },
     "execution_count": 129,
     "metadata": {},
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   ],
   "source": [
    "dev_df[4][5].head()"
   ]
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   "cell_type": "code",
   "execution_count": 130,
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   "outputs": [
    {
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      "text/plain": [
       "   index Operation                   Timestamp\n",
       "0      0     START  2020-10-13 13:51:04.981375\n",
       "1      1      STOP  2020-10-13 13:51:05.270565\n",
       "2      2     START  2020-10-13 13:51:06.038264\n",
       "3      3      STOP  2020-10-13 13:51:06.676324\n",
       "4      4     START  2020-10-13 13:51:08.173568"
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     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_df[5][9].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis\n",
    "### We now have all of the data we need. So next to process it!\n",
    "The process here is to generate a new dictionary of dataframe – containing (for each operation in the C2 dataframe) – the device number, the time the message was sent, and the time that the message was decoded by the recieving device..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "ops = {}\n",
    "for _ in experiments:\n",
    "    ops[_] = pd.DataFrame()\n",
    "\n",
    "    ops[_]['Device'] = c2df[_]['Device']\n",
    "    ops[_]['Operation'] = c2df[_]['Operation']\n",
    "    ops[_]['Sent'] = pd.to_datetime(c2df[_]['Timestamp'])\n",
    "    ops[_]['Recieved'] = ''\n",
    "    ops[_]['Sequence'] = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Device</th>\n",
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       "      <td></td>\n",
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       "</div>"
      ],
      "text/plain": [
       "  Device Operation                       Sent Recieved Sequence\n",
       "0      4        ON 2020-10-13 13:51:04.663457                  \n",
       "1      5        ON 2020-10-13 13:51:04.918643                  \n",
       "2      5       OFF 2020-10-13 13:51:05.106580                  \n",
       "3      1        ON 2020-10-13 13:51:05.375897                  \n",
       "4      5        ON 2020-10-13 13:51:05.881118                  "
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ops[9].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now for the messy bit... We need to iterate through the dataframes – and pull out the data from the five device dataframes...\n",
    "(I'm pretty sure that there's no easier way to do this, given the data format. Unless I'm missing a trick?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
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       "      <td>2020-10-13 13:32:51.165809</td>\n",
       "      <td>1</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "  Device Operation                       Sent                    Recieved  \\\n",
       "0      1        ON 2020-10-13 13:32:50.248374  2020-10-13 13:32:50.366839   \n",
       "1      2        ON 2020-10-13 13:32:50.298987  2020-10-13 13:32:50.377106   \n",
       "2      5        ON 2020-10-13 13:32:50.389681  2020-10-13 13:32:50.546465   \n",
       "3      4        ON 2020-10-13 13:32:50.784490  2020-10-13 13:32:50.909991   \n",
       "4      2       OFF 2020-10-13 13:32:51.090222  2020-10-13 13:32:51.165809   \n",
       "\n",
       "  Sequence  \n",
       "0        0  \n",
       "1        0  \n",
       "2        0  \n",
       "3        0  \n",
       "4        1  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for _ in experiments:\n",
    "    indices = [0,0,0,0,0]\n",
    "    for i in range(len(ops[_].index)):\n",
    "        # Note the syntax: dataframe.at[row, column] \n",
    "        dev = ops[_].at[i, 'Device']\n",
    "        ops[_].at[i, 'Recieved'] = pd.to_datetime(dev_df[int(dev)][_]['Timestamp'][indices[int(dev)-1]])\n",
    "        ops[_].at[i,'Sequence'] = dev_df[int(dev)][_]['index'][indices[int(dev)-1]]\n",
    "        indices[int(dev)-1] += 1\n",
    "\n",
    "ops[3].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now we can get back to working with whole columns – and calculate the difference..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
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       "      <td>2020-10-13 12:10:51.692377</td>\n",
       "      <td>0</td>\n",
       "      <td>0 days 00:00:00.044062</td>\n",
       "      <td>44.062</td>\n",
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       "      <td>4</td>\n",
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       "      <td>1</td>\n",
       "      <td>0 days 00:00:00.053392</td>\n",
       "      <td>53.392</td>\n",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 12:10:52.397145</td>\n",
       "      <td>2020-10-13 12:10:52.442088</td>\n",
       "      <td>0</td>\n",
       "      <td>0 days 00:00:00.044943</td>\n",
       "      <td>44.943</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Device Operation                       Sent                    Recieved  \\\n",
       "0      2        ON 2020-10-13 12:10:51.325074  2020-10-13 12:10:51.372374   \n",
       "1      3        ON 2020-10-13 12:10:51.581808  2020-10-13 12:10:51.630056   \n",
       "2      4        ON 2020-10-13 12:10:51.648315  2020-10-13 12:10:51.692377   \n",
       "3      4       OFF 2020-10-13 12:10:52.095265  2020-10-13 12:10:52.148657   \n",
       "4      5        ON 2020-10-13 12:10:52.397145  2020-10-13 12:10:52.442088   \n",
       "\n",
       "  Sequence               Duration  Miliseconds  \n",
       "0        0 0 days 00:00:00.047300       47.300  \n",
       "1        0 0 days 00:00:00.048248       48.248  \n",
       "2        0 0 days 00:00:00.044062       44.062  \n",
       "3        1 0 days 00:00:00.053392       53.392  \n",
       "4        0 0 days 00:00:00.044943       44.943  "
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for _ in experiments:\n",
    "    ops[_]['Duration'] = ops[_].apply(lambda row: (row.Recieved-row.Sent), axis=1)\n",
    "    ops[_]['Miliseconds'] = ops[_].apply(lambda row: (row.Duration.total_seconds()*1000), axis=1)\n",
    "\n",
    "ops[2].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
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       "      <td>ON</td>\n",
       "      <td>2020-10-13 13:41:17.568473</td>\n",
       "      <td>2020-10-13 13:41:17.657720</td>\n",
       "      <td>2</td>\n",
       "      <td>0 days 00:00:00.089247</td>\n",
       "      <td>89.247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 13:41:17.605253</td>\n",
       "      <td>2020-10-13 13:41:17.742446</td>\n",
       "      <td>0</td>\n",
       "      <td>0 days 00:00:00.137193</td>\n",
       "      <td>137.193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>OFF</td>\n",
       "      <td>2020-10-13 13:41:17.775034</td>\n",
       "      <td>2020-10-13 13:41:17.901702</td>\n",
       "      <td>1</td>\n",
       "      <td>0 days 00:00:00.126668</td>\n",
       "      <td>126.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4</td>\n",
       "      <td>ON</td>\n",
       "      <td>2020-10-13 13:41:17.926913</td>\n",
       "      <td>2020-10-13 13:41:18.046648</td>\n",
       "      <td>0</td>\n",
       "      <td>0 days 00:00:00.119735</td>\n",
       "      <td>119.735</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Device Operation                       Sent                    Recieved  \\\n",
       "2      2       OFF 2020-10-13 13:41:17.443546  2020-10-13 13:41:17.550366   \n",
       "3      2        ON 2020-10-13 13:41:17.568473  2020-10-13 13:41:17.657720   \n",
       "4      5        ON 2020-10-13 13:41:17.605253  2020-10-13 13:41:17.742446   \n",
       "5      5       OFF 2020-10-13 13:41:17.775034  2020-10-13 13:41:17.901702   \n",
       "6      4        ON 2020-10-13 13:41:17.926913  2020-10-13 13:41:18.046648   \n",
       "\n",
       "  Sequence               Duration  Miliseconds  \n",
       "2        1 0 days 00:00:00.106820      106.820  \n",
       "3        2 0 days 00:00:00.089247       89.247  \n",
       "4        0 0 days 00:00:00.137193      137.193  \n",
       "5        1 0 days 00:00:00.126668      126.668  \n",
       "6        0 0 days 00:00:00.119735      119.735  "
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for _ in experiments:\n",
    "    ops[_] = ops[_].drop(ops[_].index[0])\n",
    "\n",
    "\n",
    "ops[5].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 1\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot(title=\"Network & Processing Time by Sample (MQTT Experiment {})\".format(experiment), figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Sample\")\n",
    "plt.ylabel(\"Duration (ms)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 2\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot(title=\"Network & Processing Time by Sample (MQTT Experiment {})\".format(experiment), figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Sample\")\n",
    "plt.ylabel(\"Duration (ms)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 3\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot(title=\"Network & Processing Time by Sample (MQTT Experiment {})\".format(experiment), figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Sample\")\n",
    "plt.ylabel(\"Duration (ms)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 5\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot(title=\"Network & Processing Time by Sample (MQTT Experiment {})\".format(experiment), figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Sample\")\n",
    "plt.ylabel(\"Duration (ms)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 9\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot(title=\"Network & Processing Time by Sample (MQTT Experiment {})\".format(experiment), figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Sample\")\n",
    "plt.ylabel(\"Duration (ms)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 1\n",
    "ops[experiment].groupby('Device')['Miliseconds'].hist(bins=40, alpha=0.5, figsize=(20,10))\n",
    "plt.title(\"Delay distribution (MQTT Experiment {})\".format(experiment))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Delay (ms)\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 2\n",
    "ops[experiment].groupby('Device')['Miliseconds'].hist(bins=40, alpha=0.5, figsize=(20,10))\n",
    "plt.title(\"Delay distribution (MQTT Experiment {})\".format(experiment))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Delay (ms)\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 3\n",
    "ops[experiment].groupby('Device')['Miliseconds'].hist(bins=40, alpha=0.5, figsize=(20,10))\n",
    "plt.title(\"Delay distribution (MQTT Experiment {})\".format(experiment))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Delay (ms)\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 5\n",
    "ops[experiment].groupby('Device')['Miliseconds'].hist(bins=40, alpha=0.5, figsize=(20,10))\n",
    "plt.title(\"Delay distribution (MQTT Experiment {})\".format(experiment))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Delay (ms)\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SAAAAAJ6nefPmZcmSJZk7d26S5JlnnskjjzySY489Nh/+8Iezdu3a3HnnnTnyyCMzevToRtv58+fnxhtv3HC8zz775Gtf+1oeeuihHHHEEUlaYdPhhx++w96PwAgAAABgOzz22GMZOXJkxo0bl1prLr300kydOnWT+3p7e3PXXXflpptuyvTp0wfUd601U6ZMyQ033NA4v2rVqiGpfVssSQMAAAAYpBUrVuSss87KOeeck1JKpk6dmiuuuCJ9fX1JkqVLl2bNmjVJkmnTpuXaa6/Nvffem2OOOWaTvqZMmZLLL798w/HKlStz2GGH5b777sujjz6aJFmzZk2WLh3ab4bbGjOMAAAAgF3OzClv2OHPfO655zJx4sT09fVl1KhRmTFjRs4999wkyRlnnJFly5Zl0qRJqbVmv/32y6233pokOfroozNjxoyccMIJ2X333Tfp9/zzz8/ZZ5+dQw45JCNHjswFF1yQE088Mdddd11OPvnkrF27Nkkya9asHHDAAY22X/7yl/OhD30oK1asyHHHHZeJEyfmrrvuet7vVWAEAAAAMADr16/f4rURI0Zk9uzZmT179ibXdttttzz99NONc729vent7U2SjBkzJnPmzNmk3eTJk7Nw4cLGuY2XpL373e/Ou9/97oG+hQGzJA0AAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQMGq4CwAAAAAYtK9/emj7O+qPt3nLyJEjM378+PT19WXUqFE59dRTM3PmzIwYMfj5OIsWLcr111+fSy65ZHuq3eC8887LV7/61ey+++553etel2uvvTZ777338+ozERgxTD5799KuP2PmlDd0/RkAAAD86hg9enQWL16cJFm+fHne+9735tlnn82FF1446L56enrS09PzvGuaMmVKPv3pT2fUqFH52Mc+lk9/+tP5y7/8y+fdryVpAAAAAIM0bty4XHXVVbnssstSa8369etz3nnn5dBDD82ECRNy5ZVXJkmmT5+e22+/fUO70047LXPnzs2CBQty/PHHJ0lWr16d008/PePHj8+ECRNyyy23JEnmzZuXww8/PJMmTcpJJ52U1atXb1LH0UcfnVGjWvOBDjvssDzxxBND8v4ERgAAAADb4eCDD8769euzfPnyXHPNNRk7dmwWLlyYhQsX5uqrr87jjz+eadOm5eabb06SrFu3Lvfcc0+OO+64Rj8XXXRRxo4dmwcffDBLlizJ5MmT8+STT2bWrFmZP39+HnjggfT09OTiiy/eaj1/93d/l2OPPXZI3ltXl6SVUmYmOSNJTfJgktOTHJDkxiQvS3J/khm11nXdrAMAAACgm+bNm5clS5Zk7ty5SZJnnnkmjzzySI499th8+MMfztq1a3PnnXfmyCOPzOjRoxtt58+fnxtvvHHD8T777JOvfe1reeihh3LEEUckaYVNhx9++Baf/6lPfSqjRo3KKaecMiTvp2uBUSnllUn+IMmv11qfK6XcnGR6kncl+Wyt9cZSyueT/F6SK7pVBwAAAEA3PPbYYxk5cmTGjRuXWmsuvfTSTJ06dZP7ent7c9ddd+Wmm27K9OnTB9R3rTVTpkzJDTfc0Di/atWqTe697rrr8rWvfS333HNPSinb92Y20u0laaOSjC6ljEqyZ5KfJJmcZG77+pwkv9PlGgAAAACG1IoVK3LWWWflnHPOSSklU6dOzRVXXJG+vr4kydKlS7NmzZokybRp03Lttdfm3nvvzTHHHLNJX1OmTMnll1++4XjlypU57LDDct999+XRRx9NkqxZsyZLl276BVJ33nlnPvOZz+QrX/lK9txzzyF7f6XWOmSdbdJ5KR9O8qkkzyWZl+TDSb5Za319+/qrktxRaz1kM23PTHJmkuy///5v7z81a1e0evXqjBkzZrjL2GksX7W2688Yt9eLuv6M7WEs0GEs0GEs0GEs0GEs0GEs0GEsJGPHjs3rX//6Ya1h7733zlve8pb09fVl1KhRmT59es4555yMGDEiv/zlL3PRRRfljjvuSK01++67b774xS9m7Nix6evry+te97ocd9xxueKK1iKre++9N5dcckm+9KUvZfXq1fnIRz6SxYsXZ+TIkfn4xz+e3/7t3843vvGN/Pmf/3nWrWvt5PNnf/ZnmTp1akaOHLmhpre+9a1Zt25dXvrSlyZJDj300Hzuc5/bpPZHH300zzzzTOPcUUcddX+tdbNf1da1wKiUsk+SW5JMS/KzJF9Ka2bRJwYSGPXX09NTFy1a1JU6d5QFCxakt7d3uMvYaXz27k1T0aE2c8obuv6M7WEs0GEs0GEs0GEs0GEs0GEs0GEsJA8//HDe/OY3D3cZw27VqlXZa6+9Bt1uc59fKWWLgVE3l6T9ZpLHa60raq19Sf4xyRFJ9m4vUUuSA5P8qIs1AAAAADBI3QyMfpDksFLKnqW149JvJHkoydeT/Lf2Pe9LclsXawAAAABgkLoWGNVav5XWErQHkjzYftZVST6W5NxSyqNJXpbkmm7VAAAAAMDgjdr2Lduv1npBkgs2Ov1Yknd087kAAAAAbL9uLkkDAAAAYBckMAIAAACgoatL0gAAAAC64W8W/82Q9vf7E39/m/eMHDky48ePT19fX0aNGpVTTz01M2fOzIgRg5+Ps2jRolx//fW55JJLtqfcDf7sz/4st912W0aMGJFx48bluuuuyyte8Yrn1WdihhEAAADAgIwePTqLFy/Od77zndx999254447cuGFF25XXz09Pc87LEqS8847L0uWLMnixYtz/PHH55Of/OTz7jMRGAEAAAAM2rhx43LVVVflsssuS60169evz3nnnZdDDz00EyZMyJVXXpkkmT59em6//fYN7U477bTMnTs3CxYsyPHHH58kWb16dU4//fSMHz8+EyZMyC233JIkmTdvXg4//PBMmjQpJ510UlavXr1JHS95yUs2vF6zZk1KKUPy/gRGAAAAANvh4IMPzvr167N8+fJcc801GTt2bBYuXJiFCxfm6quvzuOPP55p06bl5ptvTpKsW7cu99xzT4477rhGPxdddFHGjh2bBx98MEuWLMnkyZPz5JNPZtasWZk/f34eeOCB9PT05OKLL95sHX/6p3+aV73qVfmHf/gHM4wAAAAAdhbz5s3L9ddfn4kTJ+ad73xnnnrqqTzyyCM59thj8/Wvfz1r167NHXfckSOPPDKjR49utJ0/f37OPvvsDcf77LNPvvnNb+ahhx7KEUcckYkTJ2bOnDn5/ve/v9lnf+pTn8oPf/jDnHLKKbnsssuG5P3Y9BoAAABgOzz22GMZOXJkxo0bl1prLr300kydOnWT+3p7e3PXXXflpptuyvTp0wfUd601U6ZMyQ033NA4v2rVqi22OeWUU/Kud71ru/dV6s8MIwAAAIBBWrFiRc4666ycc845KaVk6tSpueKKK9LX15ckWbp0adasWZMkmTZtWq699trce++9OeaYYzbpa8qUKbn88ss3HK9cuTKHHXZY7rvvvjz66KNJWvsTLV26dJO2jzzyyIbXt912W970pjcNyfszwwgAAADY5fz+xN/f4c987rnnMnHixPT19WXUqFGZMWNGzj333CTJGWeckWXLlmXSpEmptWa//fbLrbfemiQ5+uijM2PGjJxwwgnZfffdN+n3/PPPz9lnn51DDjkkI0eOzAUXXJATTzwx1113XU4++eSsXbs2STJr1qwccMABjbYf//jH893vfjcjRozIa17zmnz+858fkvcqMAIAAAAYgPXr12/x2ogRIzJ79uzMnj17k2u77bZbnn766ca53t7e9Pb2JknGjBmTOXPmbNJu8uTJWbhwYePcxkvSOt+oNtQsSQMAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABoERgAAAAA0jBruAgAAAAAGa8Wllw1pf/t96Jxt3jNy5MiMHz8+fX19GTVqVE499dTMnDkzI0YMfj7OokWLcv311+eSSy7ZnnI38Vd/9Vf56Ec/mhUrVmTfffd93v0JjAAAAAAGYPTo0Vm8eHGSZPny5Xnve9+bZ599NhdeeOGg++rp6UlPT8+Q1PXDH/4w8+bNy6tf/eoh6S+xJA0AAABg0MaNG5errroql112WWqtWb9+fc4777wceuihmTBhQq688sokyfTp03P77bdvaHfaaadl7ty5WbBgQY4//vgkyerVq3P66adn/PjxmTBhQm655ZYkybx583L44Ydn0qRJOemkk7J69erN1jJz5sx85jOfSSllyN6fwAgAAABgOxx88MFZv359li9fnmuuuSZjx47NwoULs3Dhwlx99dV5/PHHM23atNx8881JknXr1uWee+7Jcccd1+jnoosuytixY/Pggw9myZIlmTx5cp588snMmjUr8+fPzwMPPJCenp5cfPHFm9Rw22235ZWvfGXe+ta3Dul7syQNAAAA4HmaN29elixZkrlz5yZJnnnmmTzyyCM59thj8+EPfzhr167NnXfemSOPPDKjR49utJ0/f35uvPHGDcf77LNPvva1r+Whhx7KEUcckaQVNh1++OGNdj//+c8ze/bszJs3b8jfj8AIAAAAYDs89thjGTlyZMaNG5daay699NJMnTp1k/t6e3tz11135aabbsr06dMH1HetNVOmTMkNN9zQOL9q1aoNr7/3ve/l8ccf3zC76IknnsikSZPy7W9/Oy9/+cufxzuzJA0AAABg0FasWJGzzjor55xzTkopmTp1aq644or09fUlSZYuXZo1a9YkSaZNm5Zrr7029957b4455phN+poyZUouv/zyDccrV67MYYcdlvvuuy+PPvpokmTNmjVZunRpo9348eOzfPnyLFu2LMuWLcuBBx6YBx544HmHRYkZRgAAAMAuaL8PnbPDn/ncc89l4sSJ6evry6hRozJjxoyce+65SZIzzjgjy5Yty6RJk1JrzX777Zdbb701SXL00UdnxowZOeGEE7L77rtv0u/555+fs88+O4ccckhGjhyZCy64ICeeeGKuu+66nHzyyVm7dm2SZNasWTnggAN2yHsVGAEAAAAMwPr167d4bcSIEZk9e3Zmz569ybXddtstTz/9dONcb29vent7kyRjxozJnDlzNmk3efLkLFy4sHGu/5K0jS1btmwr1Q+OJWkAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACAhlHDXQAAAADAYH37q48NaX/v+K2Dt3nPyJEjM378+PT19WXUqFE59dRTM3PmzIwYMfj5OIsWLcr111+fSy65ZHvK3eATn/hErr766uy3335JktmzZ+dd73rX8+ozERgBAAAADMjo0aOzePHiJMny5cvz3ve+N88++2wuvPDCQffV09OTnp6eIalr5syZ+ehHPzokfXVYkgYAAAAwSOPGjctVV12Vyy67LLXWrF+/Puedd14OPfTQTJgwIVdeeWWSZPr06bn99ts3tDvttNMyd+7cLFiwIMcff3ySZPXq1Tn99NMzfvz4TJgwIbfcckuSZN68eTn88MMzadKknHTSSVm9evUOe38CIwAAAIDtcPDBB2f9+vVZvnx5rrnmmowdOzYLFy7MwoULc/XVV+fxxx/PtGnTcvPNNydJ1q1bl3vuuSfHHXdco5+LLrooY8eOzYMPPpglS5Zk8uTJefLJJzNr1qzMnz8/DzzwQHp6enLxxRdvto7LLrssEyZMyPvf//6sXLlySN6bwAgAAADgeZo3b16uv/76TJw4Me985zvz1FNP5ZFHHsmxxx6br3/961m7dm3uuOOOHHnkkRk9enSj7fz583P22WdvON5nn33yzW9+Mw899FCOOOKITJw4MXPmzMn3v//9TZ773//7f8/3vve9LF68OAcccEA+8pGPDMn7sYcRAAAAwHZ47LHHMnLkyIwbNy611lx66aWZOnXqJvf19vbmrrvuyk033ZTp06cPqO9aa6ZMmZIbbrihcX7VqlWN4/3333/D6w984AMblrk9X2YYAQAAAAzSihUrctZZZ+Wcc85JKSVTp07NFVdckb6+viTJ0qVLs2bNmiTJtGnTcu211+bee+/NMcccs0lfU6ZMyeWXX77heOXKlTnssGUxv2cAACAASURBVMNy33335dFHH02SrFmzJkuXLt2k7U9+8pMNr7/85S/nkEMOGZL3Z4YRAAAAsMt5x28dvMOf+dxzz2XixInp6+vLqFGjMmPGjJx77rlJkjPOOCPLli3LpEmTUmvNfvvtl1tvvTVJcvTRR2fGjBk54YQTsvvuu2/S7/nnn5+zzz47hxxySEaOHJkLLrggJ554Yq677rqcfPLJWbt2bZJk1qxZOeCAAxpt/+iP/iiLFy9OKSUHHXTQhs22ny+BEQAAAMAArF+/fovXRowYkdmzZ2f27NmbXNttt93y9NNPN8719vamt7c3STJmzJjMmTNnk3aTJ0/OwoULG+c2XpL293//9wMtf1AsSQMAAACgQWAEAAAAQIPACAAAANgl1FqHu4Rd0vZ8bgIjAAAAYKe3xx575KmnnhIaDVKtNU899VT22GOPQbWz6TUAAACw0zvwwAPzxBNPZMWKFcNdyrD6xS9+MejwZ4899siBBx44qDYCIwAAAGCnt9tuu+W1r33tcJcx7BYsWJC3ve1tXX+OJWkAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAauhYYlVLeWEpZ3O/n2VLKH5ZSXlpKubuU8kj73326VQMAAAAAg9e1wKjW+t1a68Ra68Qkb0/y8yRfTvLxJPfUWn8tyT3tYwAAAAB2EjtqSdpvJPlerfX7SU5IMqd9fk6S39lBNQAAAAAwAKXW2v2HlPJ3SR6otV5WSvlZrXXv9vmSZGXneKM2ZyY5M0n233//t994441dr7ObVq9enTFjxgx3GTuN5avWdv0Z4/Z6UdefsT2MBTqMBTqMBTqMBTqMBTqMBTqMBTqGciwcddRR99daezZ3reuBUSll9yQ/TvKWWutP+wdG7esra61b3ceop6enLlq0qKt1dtuCBQvS29s73GXsND5799KuP2PmlDd0/Rnbw1igw1igw1igw1igw1igw1igw1igYyjHQilli4HRjliSdmxas4t+2j7+aSnlgHZhByRZvgNqAAAAAGCAdkRgdHKSG/odfyXJ+9qv35fkth1QAwAAAAAD1NXAqJTy4iRTkvxjv9N/kWRKKeWRJL/ZPgYAAABgJzGqm53XWtckedlG555K61vTAAAAANgJ7YglaQAAAADsQgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgIauBkallL1LKXNLKf9WSnm4lHJ4KeWlpZS7SymPtP/dp5s1AAAAADA43Z5h9NdJ7qy1vinJW5M8nOTjSe6ptf5aknvaxwAAAADsJLoWGJVSxiY5Msk1SVJrXVdr/VmSE5LMad82J8nvdKsGAAAAAAav1Fq703EpE5NcleShtGYX3Z/kw0l+VGvdu31PSbKyc7xR+zOTnJkk+++//9tvvPHGrtS5o6xevTpjxowZ7jJ2GstXre36M8bt9aKuP2N7GAt0GAt0GAt0GAt0GAt0GAt0GAt0DOVYOOqoo+6vtfZs7lo3A6OeJN9MckSt9VullL9O8mySD/UPiEopK2utW93HqKenpy5atKgrde4oCxYsSG9v73CXsdP47N1Lu/6MmVPe0PVnbA9jgQ5jgQ5jgQ5jgQ5jgQ5jgQ5jgY6hHAullC0GRt3cw+iJJE/UWr/VPp6bZFKSn5ZSDmgXdkCS5V2sAQAAAIBB6lpgVGv99yQ/LKW8sX3qN9JanvaVJO9rn3tfktu6VQMAAAAAgzeqy/1/KMk/lFJ2T/JYktPTCqluLqX8XpLvJ3lPl2sAAAAAYBC6GhjVWhcn2dxauN/o5nMBAAAA2H7d3MMIAAAAgF1Qt5ekwbD5Vf4mNgAAAHg+zDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaRnWz81LKsiSrkqxP8h+11p5SykuT3JTkoCTLkryn1rqym3UAAAAAMHA7YobRUbXWibXWnvbxx5PcU2v9tST3tI8BAAAA2EkMx5K0E5LMab+ek+R3hqEGAAAAALag1Fq713kpjydZmaQmubLWelUp5We11r3b10uSlZ3jjdqemeTMJNl///3ffuONN3atzh1h9erVGTNmzHCXsdNYvmrtcJcwJMbt9aJBtzEW6DAW6DAW6DAW6DAW6DAW6DAW6BjKsXDUUUfd329FWENX9zBK8p9qrT8qpYxLcncp5d/6X6y11lLKZhOrWutVSa5Kkp6entrb29vlUrtrwYIF2dXfw1D67N1Lh7uEIfGe3jcMuo2xQIexQIexQIexQIexQIexQIexQMeOGgtdXZJWa/1R+9/lSb6c5B1JflpKOSBJ2v8u72YNAAAAAAxO1wKjUsqLSyl7dV4nOTrJvyb5SpL3tW97X5LbulUDAAAAAIPXzSVp+yf5cmubooxK8sVa652llIVJbi6l/F6S7yd5TxdrAAAAAGCQuhYY1VofS/LWzZx/KslvdOu5AAAAADw/Xd3DCAAAAIBdj8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADSMGu4CYFsO+8FVg27zzVef2YVKAAAA4FeDGUYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAEDDgAKjUsr4bhcCAAAAwM5h1ADv+5tSyouSXJfkH2qtz3SvJIbbZ+9eOtwlAAAAAMNoQDOMaq3/OckpSV6V5P5SyhdLKVO6WhkAAAAAw2LAexjVWh9Jcn6SjyX5L0kuKaX8WynlxG4VBwAAAMCON9A9jCaUUj6b5OEkk5P8Vq31ze3Xn+1ifQAAAADsYAPdw+jSJH+b5E9qrc91TtZaf1xKOb8rlQEAAAAwLAYaGB2X5Lla6/okKaWMSLJHrfXntda/71p1AAAAAOxwA93DaH6S0f2O92yfAwAAAOAFZqCB0R611tWdg/brPbtTEgAAAADDaaCB0ZpSyqTOQSnl7Ume28r9AAAAAOyiBrqH0R8m+VIp5cdJSpKXJ5nWtaoAAAAAGDYDCoxqrQtLKW9K8sb2qe/WWvu6VxYAAAAAw2WgM4yS5NAkB7XbTCqlpNZ6fVeqAgAAAGDYDCgwKqX8fZLXJVmcZH37dE0iMAIAAAB4gRnoDKOeJL9ea63dLAYAAACA4TfQb0n717Q2ugYAAADgBW6gM4z2TfJQKeXbSdZ2TtZaf7srVQEAAAAwbAYaGH2im0UAAAAAsPMYUGBUa/1GKeU1SX6t1jq/lLJnkpHdLQ0AAACA4TCgPYxKKR9IMjfJle1Tr0xya7eKAgAAAGD4DHRJ2tlJ3pHkW0lSa32klDKua1XxgvXAszcNus1hXagDAAAA2LKBfkva2lrrus5BKWVUktqdkgAAAAAYTgMNjL5RSvmTJKNLKVOSfCnJV7tXFgAAAADDZaCB0ceTrEjyYJIPJvmnJOd3qygAAAAAhs9AvyXtl0mubv8AAAAA8AI2oMColPJ4NrNnUa314CGvCAAAAIBhNdBvSevp93qPJCcleenQlwMAAADAcBvQHka11qf6/fyo1vq5JMd1uTYAAAAAhsFAl6RN6nc4Iq0ZRwOdnQQAAADALmSgoc9f9Xv9H0mWJXnPkFcDAAAAwLAb6LekHdXtQgAAAADYOQx0Sdq5W7tea714aMoBAAAAYLgN5lvSDk3ylfbxbyX5dpJHulEUAAAAAMNnoIHRgUkm1VpXJUkp5RNJbq+1/m63CmPXcNgPrhrU/ctHPJonXvL2LlUDAAAADIURA7xv/yTr+h2va58DAAAA4AVmoDOMrk/y7VLKl9vHv5NkTndKAgAAAGA4DWiGUa31U0lOT7Ky/XN6rXX2QNqWUkaWUv5PKeVr7ePXllK+VUp5tJRyUyll9+0tHgAAAIChN9AlaUmyZ5Jna61/neSJUsprB9juw0ke7nf8l0k+W2t9fVrh0+8NogYAAAAAumxAgVEp5YIkH0vyx+1TuyX5wgDaHZjkuCR/2z4uSSYnmdu+ZU5ay9sAAAAA2EmUWuu2byplcZK3JXmg1vq29rkltdYJ22g3N8mnk+yV5KNJTkvyzfbsopRSXpXkjlrrIZtpe2aSM5Nk//33f/uNN944iLe181m9enXGjBkz3GUMyPJVawd874vXrhhU3z8ra7Nu5J6DajPuP9YP6v4kWfOi/QbdZnuM2+tFg26zK40FustYoMNYoMNYoMNYoMNYoMNYoGMox8JRRx11f621Z3PXBrrp9bpaay2l1CQppbx4Ww1KKccnWV5rvb+U0jvgattqrVcluSpJenp6am/voLvYqSxYsCC7ynv47N1LB3zvYcvvHlTf/zzi0TzxkrcPqs3vP/PMoO5PkqWvPnPQbbbHe3rfMOg2u9JYoLuMBTqMBTqMBTqMBTqMBTqMBTp21FgYaGB0cynlyiR7l1I+kOT9Sa7eRpsjkvx2KeVdSfZI8pIkf93uY1St9T+SHJjkR9tXOgAAAADdsM09jNr7Dt2U1r5DtyR5Y5I/r7VeurV2tdY/rrUeWGs9KMn0JP+z1npKkq8n+W/t296X5LbtLx8AAACAobbNGUbtpWj/VGsdn2Rw648272NJbiylzEryf5JcMwR9AgAAADBEBrok7YFSyqG11oXb85Ba64IkC9qvH0vyju3pBwAAAIDuG2hg9M4kv1tKWZZkTZKS1uSjrX5LGgAAAAC7nq0GRqWUV9daf5Bk6g6qh18BBz57/yBbvL4rdQAAAACbt60ZRrcmmVRr/X4p5ZZa63/dEUUBAAAAMHy29S1ppd/rg7tZCAAAAAA7h20FRnULrwEAAAB4gdrWkrS3llKeTWum0ej26+T/bnr9kq5WBwAAAMAOt9XAqNY6ckcVAgAAAMDOYVtL0gAAAAD4FSMwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANAiMAAAAAGgRGAAAAADQIjAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgAaBEQAAAAANo4a7ANiWr4x4dNBtxnWhDgAAAPhVYYYRAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQ4FvS2CW89Z+fHNB9//Kf9u1yJQAAAPDCZ4YRAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgYNdwF8MK1x31LG8c/GHlYfi3jN7nvp6/ec5t9/XzEzze83vOXX3/+xQEAAABbZIYRAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQ4FvSGHb7/+Dn274JAAAA2GHMMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABoERgAAAAA0jBruAqAblj/xR4NuM+7Az3ShEgAAANj1mGEEAAAAQIPACAAAAICGrgVGpZQ9SinfLqX8SynlO6WUC9vnX1tK+VYp5dFSyk2llN27VQMAAAAAg9fNGUZrk0yutb41ycQkx5RS/v/27j3Kz7uuE/j7k6QXQkhLW4y1KbZKK6dUWtpY6gVPYy3iCpZdOVyOQnW721UEFdldqe5Zz1H3iOseu4tS91SLFJYlIiAgXthYUi0rbSGh9Lq0tWJJrU1vJE2nhDb57h+/5xfmSWY6M8n85pfMvF7n5MzzfJ/bZzKfPJl5z3M5P8lvJbmitfaCJI8luXSENQAAAAAwRyMLjNrAzm72iO5PS/IDST7cjV+T5NWjqgEAAACAuavW2uh2XrU8yeYkL0jy7iS/neSG7uqiVNXJSf6ytXbmFNteluSyJFmzZs25GzZsGFmdC2Hnzp1ZtWrVuMuYlW2P75rVek/sfjRH7p6YdvnKnU/35vfkOQdV19CyPD7tsolVB/7iv68vXznnbU499sQ5b3M49QKjpRcY0gsM6QWG9AJDeoEhvcDQfPbC+vXrN7fW1k217MB/up6F1truJGdX1bFJ/jTJC+ew7VVJrkqSdevWtQsuuGAkNS6U6667LofL53DFxrtmtd6WHTdl7Y7N0y4/6zMP9+Ynlq0/qLqGVu7ZNO2y277vhAPe79bV5855m/df8IY5b3M49QKjpRcY0gsM6QWG9AJDeoEhvcDQQvXCgrwlrbX21SSbknx3kmOrahhUrU1y/0LUAAAAAMDsjPItac/rrixKVT0ryUVJ7swgOHpNt9olST4+qhoAAAAAmLtR3pJ2YpJruucYLUvyodbaJ6vqjiQbquo3knwhydUjrAEAAACAORpZYNRauyXJS6YYvzfJeaM6LgAAAAAHZ6QPvYZxWL31pTOus2PtjQtQCQAAAByeFuSh1wAAAAAcPgRGAAAAAPQIjAAAAADoERgBAAAA0CMwAgAAAKBHYAQAAABAz4pxFwBzNbFs/bTLVm9duYCVAAAAwOLkCiMAAAAAegRGAAAAAPQIjAAAAADoERgBAAAA0CMwAgAAAKBHYAQAAABAj8AIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPQIjAAAAADoERgBAAAA0LNi3AVwaLjy5iv3Tm/Z8cgYKxmftTs2j7sEAAAAOCS4wggAAACAHoERAAAAAD0CIwAAAAB6BEYAAAAA9AiMAAAAAOgRGAEAAADQIzACAAAAoEdgBAAAAECPwAgAAACAHoERAAAAAD0CIwAAAAB6Voy7AA4/L7v2lr3Tq3c9PMZKDsya+yZy6pdnrvuL33fCAlQDAAAAhx5XGAEAAADQIzACAAAAoEdgBAAAAECPwAgAAACAHoERAAAAAD0CIwAAAAB6BEYAAAAA9AiMAAAAAOgRGAEAAADQIzACAAAAoEdgBAAAAECPwAgAAACAnhXjLoC5uWLjXSPZ75Ydj4xkvwttzX0T4y4BAAAADnuuMAIAAACgR2AEAAAAQI/ACAAAAIAegREAAAAAPQIjAAAAAHoERgAAAAD0rBh3ASwOE8vWj7sEAAAAYJ64wggAAACAHoERAAAAAD0jC4yq6uSq2lRVd1TV7VX18934cVW1saru7j4+d1Q1AAAAADB3o7zC6Okkb2+tnZHk/CQ/W1VnJHlHkmtba6clubabBwAAAOAQMbLAqLX2QGttSzf9eJI7k5yU5OIk13SrXZPk1aOqAQAAAIC5q9ba6A9SdUqSv01yZpL7WmvHduOV5LHh/D7bXJbksiRZs2bNuRs2bBh5naO0c+fOrFq16qD3s+3xXfNQzf6e2P3orNd9zo4n904vb08lSfbkOfNe0ygty+MzrjOxauaXCJ50/LfP+djz1Qsc/vQCQ3qBIb3AkF5gSC8wpBcYms9eWL9+/ebW2rqpls38E/FBqqpVST6S5BdaazsGGdFAa61V1ZSJVWvtqiRXJcm6devaBRdcMOpSR+q6667LfHwOV2y86+CLmcKWHTfNet2X3XDL3unVux5IkkwsWz/vNY3Syj2bZlzntu87YcZ1fvzHPjbnY89XL3D40wsM6QWG9AJDeoEhvcCQXmBooXphpG9Jq6ojMgiLPtBa+2g3/GBVndgtPzHJtlHWAAAAAMDcjPItaZXk6iR3ttZ+Z9KiTyS5pJu+JMnHR1UDAAAAAHM3ylvSvjfJG5PcWlU3d2O/nOSdST5UVZcm+cckrx1hDQAAAADM0cgCo9baZ5LUNIsvHNVxAQAAADg4I3/oNSxmB/IQ8pO+tmtO273totPnfAwAAAA4GCN96DUAAAAAhx+BEQAAAAA9AiMAAAAAegRGAAAAAPQIjAAAAADoERgBAAAA0CMwAgAAAKBHYAQAAABAj8AIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPSsGHcBMA4Ty9bPYq1bR14HAAAAHIpcYQQAAABAj8AIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPQIjAAAAADoERgBAAAA0CMwAgAAAKBHYAQAAABAj8AIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPQIjAAAAADoERgBAAAA0CMwAgAAAKBHYAQAAABAj8AIAAAAgJ4V4y6AQ8faHZtz1mce3m98Ytn6fUZeOGnZC7NYnfZ33znjOttfuwCFAAAAwAJzhREAAAAAPQIjAAAAAHoERgAAAAD0CIwAAAAA6BEYAQAAANAjMAIAAACgZ8W4C4DD2fI7ts+4zu4zjlmASgAAAGD+uMIIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPQIjAAAAADo8ZY0OAhH3PnpGdc5+kufz/UXvnjv/ElHnjfKkgAAAOCgucIIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPQIjAAAAADoERgBAAAA0CMwAgAAAKBHYAQAAABAj8AIAAAAgJ6RBUZV9Z6q2lZVt00aO66qNlbV3d3H547q+AAAAAAcmFFeYfTeJK/YZ+wdSa5trZ2W5NpuHgAAAIBDyMgCo9ba3yZ5dJ/hi5Nc001fk+TVozo+AAAAAAemWmuj23nVKUk+2Vo7s5v/amvt2G66kjw2nJ9i28uSXJYka9asOXfDhg0jq3Mh7Ny5M6tWrTro/Wx7fNc8VLO/J3Y/miN3T2Tlzqf3W7YnzxnJMReDPTVz5lqZyOOrn7V3/th6dp5adtSsj/FNz5n9uhxe5uu8wOFPLzCkFxjSCwzpBYb0AkPz2Qvr16/f3FpbN9WyFfNyhAPQWmtVNW1a1Vq7KslVSbJu3bp2wQUXLFRpI3HddddlPj6HKzbedfDFTGHLjpuydsfmnPWZh/dbNrFs/UiOuRjsWj7zP9Llyz6f6y988d75Vx15Xu4/+tRZH+O1F5x+QLVx6Juv8wKHP73AkF5gSC8wpBcY0gsMLVQvLPRb0h6sqhOTpPu4bYGPDwAAAMAMFjow+kSSS7rpS5J8fIGPDwAAAMAMRhYYVdUHk3w2yXdU1daqujTJO5NcVFV3J/nBbh4AAACAQ8jInmHUWnvDNIsuHNUxAQAAADh4Y3voNSwGR+3eOeM6K596IGt3PJUk2br63FGXBAAAAAdtoZ9hBAAAAMAhTmAEAAAAQI/ACAAAAIAegREAAAAAPQIjAAAAAHoERgAAAAD0CIwAAAAA6BEYAQAAANAjMAIAAACgR2AEAAAAQI/ACAAAAIAegREAAAAAPSvGXQAsdhPL1mf11pVJkrVHnZinvnVntt35d3uXb/32rzzj9lfefHzefPabR1ojAAAATOYKIwAAAAB6BEYAAAAA9AiMAAAAAOgRGAEAAADQIzACAAAAoMdb0g5jy+/YPut1n3v3bdMuO/aI+/LsXbdl9a6H56MsDsLLrr1lv7G1n34oDx39N3vnn/fKs2fe0frL57MsFqErNt418mO87aLTR34MAABgNFxhBAAAAECPwAgAAACAHoERAAAAAD0CIwAAAAB6BEYAAAAA9AiMAAAAAOhZMe4Clporb75yztu8+ew3J5t+M0ly/n2P7B3/p+2nTbvNXfVob37Vrolp133iyU1ZPeeqWCg7vvZ0rv3a/Xvnv/jlXTNus/Ujv55zVr9u1sfw+nMWRHcem5P1l89/HQAAwIxcYQQAAABAj8AIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPR4S9oh7JQ/uTFJ8tD1e5Iv35wkOfqxJ/cuX7H8uGm3XZMnp122r4ll6w+wQuZq9a4HsnzP0Vm964G9Y2t3bJ60/OFxlAUAAAA9rjACAAAAoEdgBAAAAECPwAgAAACAHoERAAAAAD0CIwAAAAB6BEYAAAAA9KwYdwHM7HP//Lnkaw8mSXbU03vHJ/LkuEpiHq3e+tK90xPLJqZcZ+WeTXunz/rMwzPu89Sjbsn1F86+hitvPj5J8uaz3zz7jTgsXHnzlVOOb9nxyLTbnLP6dbPe//I7tk+77Kav3ZskOe9V3zbr/T2Th37392a13vPe+pZ5OR4AACxlrjACAAAAoEdgBAAAAECPwAgAAACAHoERAAAA6B/lagAADSxJREFUAD0CIwAAAAB6vCVtHP7h+hlXafeck8cePWXSyGB617I9IymJxWX1rgfyI3/xwH7jE8vW9+YffP7KJEm794kkyU3Xvy/nnXn/7A+0/vIDL3IErth418iP8baLTt9vbLo3kT2TZ3oj3YF8Hi/4iw9OOb5i1229+esvfPGM+9qy44+TJGv//uRZH//Eo16039gN9z6S5959Wx789PsH+9u+ubf8S/XojPvd8Sdb9jnOmb3587/t+FnXmCQ3/dm9M66z71vdRt1XU/UUAACMmyuMAAAAAOgRGAEAAADQIzACAAAAoEdgBAAAAECPwAgAAACAHm9JG5NT/nr/N1hN9tienQtUCQthzX0Te6ePeP6e3vxs7Pt2s/kyrOOoFYPs+IkVLZvuWr7fes8+/Zun3sHOmd84NXTDvY/kpO2DN17dVY9mx9obZ7Xd1tXnJknOWf26WR9rsuV3bJ9xnd1nHJPz77tqVvv77NX7j31l2T1zLSuf3Xxvnjjm7Hz26n+/37LzJ03f8PzL9k4/09vLjn7y6L3TR+3emZV7NiVJVu+z3todT+2dXr31pVPW9o3+/Ptn+Ay+8Za9JHli19TntFW7JvLQrsH0Q8vPesb9TWXFN8rNyj2b9jvOtTfvv80X/+ive/M/uucFe6f/6f7T9lv//mPO6c3/341Pz7nO6d5SN9kJZz4+9YJNxyc7T002/WZ/fKHeQrjvcWfjEHtD4oJ7hr+zK796y/6Dp77sGXf3TG9NBADmZlxvTl6MXGEEAAAAQI/ACAAAAIAegREAAAAAPWMJjKrqFVX1paq6p6reMY4aAAAAAJjaggdGVbU8ybuT/HCSM5K8oarOWOg6AAAAAJjaOK4wOi/JPa21e1trX0+yIcnFY6gDAAAAgClUa21hD1j1miSvaK39m27+jUle2lp7yz7rXZZk+D7p70jypQUtdP6dkOThcRfBIUEvMKQXGNILDOkFhvQCQ3qBIb3A0Hz2wre21p431YIV83SAeddauyrJVeOuY75U1edba+vGXQfjpxcY0gsM6QWG9AJDeoEhvcCQXmBooXphHLek3Z/k5Enza7sxAAAAAA4B4wiMPpfktKo6taqOTPL6JJ8YQx0AAAAATGHBb0lrrT1dVW9J8qkky5O8p7V2+0LXMQaL5vY6DppeYEgvMKQXGNILDOkFhvQCQ3qBoQXphQV/6DUAAAAAh7Zx3JIGAAAAwCFMYAQAAABAj8BoxKrqFVX1paq6p6reMe56GK2qOrmqNlXVHVV1e1X9fDd+XFVtrKq7u4/P7carqt7V9cctVXXOeD8D5ltVLa+qL1TVJ7v5U6vqxu5r/sfdw/9TVUd18/d0y08ZZ93Mr6o6tqo+XFX/r6rurKrvdl5Ymqrqbd3/D7dV1Qer6mjnhaWhqt5TVduq6rZJY3M+D1TVJd36d1fVJeP4XDg40/TCb3f/R9xSVX9aVcdOWnZ51wtfqqofmjTu54zD3FS9MGnZ26uqVdUJ3bzzwiI2XS9U1Vu7c8PtVfVfJ40vyHlBYDRCVbU8ybuT/HCSM5K8oarOGG9VjNjTSd7eWjsjyflJfrb7mr8jybWttdOSXNvNJ4PeOK37c1mS31/4khmxn09y56T530pyRWvtBUkeS3JpN35pkse68Su69Vg8/keSv2qtvTDJWRn0hPPCElNVJyX5uSTrWmtnZvDyj9fHeWGpeG+SV+wzNqfzQFUdl+RXk7w0yXlJfnUYMnFYeW/274WNSc5srb04yV1JLk+S7vvI1yd5UbfNld0vo/ycsTi8N/v3Qqrq5CQvT3LfpGHnhcXtvdmnF6pqfZKLk5zVWntRkv/WjS/YeUFgNFrnJbmntXZva+3rSTZk8AVnkWqtPdBa29JNP57BD4UnZfB1v6Zb7Zokr+6mL07yvjZwQ5Jjq+rEBS6bEamqtUl+JMkfdvOV5AeSfLhbZd9eGPbIh5Nc2K3PYa6qjkny/UmuTpLW2tdba1+N88JStSLJs6pqRZKVSR6I88KS0Fr72ySP7jM81/PADyXZ2Fp7tLX2WAYhw34/bHJom6oXWmv/p7X2dDd7Q5K13fTFSTa01na11v4hyT0Z/Izh54xFYJrzQjL4JcF/TDL5DVXOC4vYNL3wM0ne2Vrb1a2zrRtfsPOCwGi0TkrylUnzW7sxloDu1oGXJLkxyZrW2gPdon9Osqab1iOL23/P4D/7Pd388Um+Oukbwslf77290C3f3q3P4e/UJA8l+aMa3J74h1X17DgvLDmttfsz+O3gfRkERduTbI7zwlI21/OA88PS8K+T/GU3rReWmKq6OMn9rbUv7rNILyw9pyd5WXdb+t9U1Xd14wvWCwIjGIGqWpXkI0l+obW2Y/Ky1lpL/7cFLEJV9cok21prm8ddC2O3Isk5SX6/tfaSJE/kG7edJHFeWCq6WwQuziBE/JYkz47fAtNxHiBJqupXMnjEwQfGXQsLr6pWJvnlJP953LVwSFiR5LgMHnXyH5J8aKGvNBYYjdb9SU6eNL+2G2MRq6ojMgiLPtBa+2g3/ODwlpLu4/ByQj2yeH1vkh+tqi9ncDnoD2TwHJtju1tRkv7Xe28vdMuPSfLIQhbMyGxNsrW1dmM3/+EMAiTnhaXnB5P8Q2vtodbaU0k+msG5wnlh6ZrrecD5YRGrqp9M8sokP94FiIleWGq+PYNfKnyx+x5ybZItVfXN0QtL0dYkH+1uQ7wpg7sWTsgC9oLAaLQ+l+S0Grz95MgMHkz1iTHXxAh1ie/VSe5srf3OpEWfSDJ8Y8ElST4+afxN3VsPzk+yfdKl6RzGWmuXt9bWttZOyeDf/qdbaz+eZFOS13Sr7dsLwx55Tbe+3zQvAq21f07ylar6jm7owiR3xHlhKbovyflVtbL7/2LYC84LS9dczwOfSvLyqnpud8Xay7sxDnNV9YoMbmP/0dbaxKRFn0jy+hq8NfHUDB54fFP8nLEotdZuba19U2vtlO57yK1Jzum+l3BeWHo+lmR9klTV6UmOTPJwFvC8sGLmVThQrbWnq+otGfyDXZ7kPa2128dcFqP1vUnemOTWqrq5G/vlJO/M4BLCS5P8Y5LXdsv+Ism/yOBBZRNJfmphy2UMfinJhqr6jSRfSPcg5O7j+6vqngweePf6MdXHaLw1yQe6/7zvzeDf+rI4LywprbUbq+rDSbZkcMvJF5JcleTP47yw6FXVB5NckOSEqtqawVuN5vT9QWvt0ar69Qx+KEiSX2utTfXAXA5h0/TC5UmOSrKxu+PkhtbaT7fWbq+qD2UQLj+d5Gdba7u7/fg54zA3VS+01q6eZnXnhUVsmvPCe5K8p6puS/L1JJd0vzhasPNC+UUVAAAAAJO5JQ0AAACAHoERAAAAAD0CIwAAAAB6BEYAAAAA9AiMAAAAAOgRGAEAS0JV7a6qm6vq9qr6YlW9vaqe8Xuhqjqle53tfBz/xKr65Dzs55VV9WvzURMAwHQERgDAUvFka+3s1tqLklyU5IeT/OoCHv8Xk/zBPOznz5O8qqpWzsO+AACmJDACAJac1tq2JJcleUsNLK+q366qz1XVLVX17/bdprva6Pqq2tL9+Z5u/H1V9epJ632gqi6e4rA/luSvunV+sqo+VlUbq+rLVfWWqvrFqvpCVd1QVcd16/1cVd3R1bShq70luS7JK+f5rwUAYC+BEQCwJLXW7k2yPMk3Jbk0yfbW2ncl+a4k/7aqTt1nk21JLmqtnZPkdUne1Y1fneQnk6SqjknyPRlcBbRXt6/HWmu7Jg2fmeRfdcf7L0kmWmsvSfLZJG/q1nlHkpe01l6c5Kcnbfv5JC87sM8cAGBmAiMAgOTlSd5UVTcnuTHJ8UlO22edI5L8QVXdmuRPkpyRJK21v0lyWlU9L8kbknyktfb0PtuemOShfcY2tdYeb609lGR7kj/rxm9Ncko3fUuSD1TVTySZvM9tSb7lQD5RAIDZWDHuAgAAxqGqvi3J7gzCl0ry1tbap/ZZ55RJs29L8mCSszL4pdvXJi17X5KfSPL6JD81xeGeTHL0PmOTrzbaM2l+T77xPdqPJPn+JK9K8itV9Z1dGHV0t08AgJFwhREAsOR0VwP9zyS/1z0T6FNJfqaqjuiWn15Vz95ns2OSPNBa25PkjRnczjb03iS/kCSttTumOORd+cZVQ7OtcVmSk1trm5L8Unf8Vd3i05PMy9vbAACm4gojAGCpeFZ3y9kRGdze9f4kv9Mt+8MMAp0tVVUZ3D726n22vzLJR6rqTRk8vPqJ4YLW2oNVdWeSj0114NbaE1X191X1gtbaPbOsd3mS/9U9F6mSvKu19tVu2fokl89yPwAAc1aDX6oBAHCgulfc35rknNba9mnW+ZdJzm2t/aeDPNaaJP+7tXbhwewHAOCZuCUNAOAgVNUPJrkzye9OFxYlSWvtT5N8eR4O+fwkb5+H/QAATMsVRgAAAAD0uMIIAAAAgB6BEQAAAAA9AiMAAAAAegRGAAAAAPQIjAAAAADo+f8zvNkJNpOw1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 9\n",
    "ops[experiment].groupby('Device')['Miliseconds'].hist(bins=40, alpha=0.5, figsize=(20,10))\n",
    "plt.title(\"Delay distribution (MQTT Experiment {})\".format(experiment))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.xlabel(\"Delay (ms)\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Delay (ms)')"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 1\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot.kde(figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.title(\"Delay Distribution Density (MQTT Experiment {})\".format(experiment))\n",
    "plt.xlabel(\"Delay (ms)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Delay (ms)')"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 2\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot.kde(figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.title(\"Delay Distribution Density (MQTT Experiment {})\".format(experiment))\n",
    "plt.xlabel(\"Delay (ms)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Delay (ms)')"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 3\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot.kde(figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.title(\"Delay Distribution Density (MQTT Experiment {})\".format(experiment))\n",
    "plt.xlabel(\"Delay (ms)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Delay (ms)')"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 5\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot.kde(figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.title(\"Delay Distribution Density (MQTT Experiment {})\".format(experiment))\n",
    "plt.xlabel(\"Delay (ms)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Delay (ms)')"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 9\n",
    "ops[experiment].groupby('Device')['Miliseconds'].plot.kde(figsize=(20,10))\n",
    "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n",
    "plt.title(\"Delay Distribution Density (MQTT Experiment {})\".format(experiment))\n",
    "plt.xlabel(\"Delay (ms)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experiment 1\n",
      "     Device  Delay Sequence\n",
      "9         1  2.370        0\n",
      "17        1  2.236        1\n",
      "21        1  2.237        2\n",
      "25        1  2.267        3\n",
      "26        1  2.233        4\n",
      "...     ...    ...      ...\n",
      "1076      5  2.377      245\n",
      "1086      5  2.273      246\n",
      "1087      5  2.292      247\n",
      "1095      5  2.253      248\n",
      "1101      5  2.222      249\n",
      "\n",
      "[1249 rows x 3 columns]\n",
      "Experiment 2\n",
      "     Device   Delay Sequence\n",
      "5         1  60.178        0\n",
      "7         1  27.911        1\n",
      "9         1  30.145        2\n",
      "14        1  48.163        3\n",
      "15        1  29.553        4\n",
      "...     ...     ...      ...\n",
      "1227      5  68.172      245\n",
      "1230      5  47.420      246\n",
      "1233      5  38.956      247\n",
      "1234      5  67.799      248\n",
      "1249      5  65.571      249\n",
      "\n",
      "[1249 rows x 3 columns]\n",
      "Experiment 3\n",
      "     Device    Delay Sequence\n",
      "5         1  107.683        1\n",
      "8         1   76.487        2\n",
      "19        1  100.973        3\n",
      "28        1  137.836        4\n",
      "30        1   88.017        5\n",
      "...     ...      ...      ...\n",
      "1208      5   98.939      245\n",
      "1210      5   85.236      246\n",
      "1215      5   96.491      247\n",
      "1220      5   86.242      248\n",
      "1222      5   92.958      249\n",
      "\n",
      "[1249 rows x 3 columns]\n",
      "Experiment 5\n",
      "     Device    Delay Sequence\n",
      "7         1  106.926        0\n",
      "14        1  107.295        1\n",
      "17        1  122.335        2\n",
      "19        1  112.626        3\n",
      "21        1  106.152        4\n",
      "...     ...      ...      ...\n",
      "1190      5  130.503      245\n",
      "1191      5  128.282      246\n",
      "1192      5   97.310      247\n",
      "1195      5  117.526      248\n",
      "1198      5  119.248      249\n",
      "\n",
      "[1249 rows x 3 columns]\n",
      "Experiment 9\n",
      "     Device    Delay Sequence\n",
      "3         1   47.338        0\n",
      "19        1   69.404        1\n",
      "22        1  141.027        2\n",
      "26        1  103.140        3\n",
      "27        1  108.820        4\n",
      "...     ...      ...      ...\n",
      "1198      5  248.914      245\n",
      "1199      5  120.893      246\n",
      "1200      5  107.659      247\n",
      "1204      5   44.823      248\n",
      "1205      5  142.745      249\n",
      "\n",
      "[1249 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "detail = {}\n",
    "\n",
    "for _ in experiments:\n",
    "    detail[_] = pd.DataFrame()\n",
    "    detail[_]['Device'] = ops[_]['Device']\n",
    "    detail[_]['Delay'] = ops[_]['Miliseconds']\n",
    "    detail[_]['Sequence'] = ops[_]['Sequence']\n",
    "    detail[_].sort_values(by=['Device', 'Sequence'], inplace=True)\n",
    "    print(\"Experiment {}\".format(_))\n",
    "    print(detail[_])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "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>Device</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sequence</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>60.178</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.248</td>\n",
       "      <td>44.062</td>\n",
       "      <td>44.943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27.911</td>\n",
       "      <td>46.523</td>\n",
       "      <td>37.315</td>\n",
       "      <td>53.392</td>\n",
       "      <td>37.189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30.145</td>\n",
       "      <td>67.312</td>\n",
       "      <td>36.947</td>\n",
       "      <td>21.400</td>\n",
       "      <td>48.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>48.163</td>\n",
       "      <td>47.354</td>\n",
       "      <td>29.095</td>\n",
       "      <td>47.396</td>\n",
       "      <td>43.333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29.553</td>\n",
       "      <td>66.567</td>\n",
       "      <td>47.231</td>\n",
       "      <td>66.343</td>\n",
       "      <td>39.422</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Device         1       2       3       4       5\n",
       "Sequence                                        \n",
       "0         60.178     NaN  48.248  44.062  44.943\n",
       "1         27.911  46.523  37.315  53.392  37.189\n",
       "2         30.145  67.312  36.947  21.400  48.070\n",
       "3         48.163  47.354  29.095  47.396  43.333\n",
       "4         29.553  66.567  47.231  66.343  39.422"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "device_data={}\n",
    "\n",
    "for _ in experiments:\n",
    "    #detail.set_index('Device', inplace=True)\n",
    "    device_data[_]=detail[_].pivot(index='Sequence', columns=\"Device\", values=\"Delay\")\n",
    "\n",
    "device_data[2].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 1\n",
    "device_data[experiment].dropna(inplace=True)\n",
    "device_data[experiment].boxplot(figsize=(20,10))\n",
    "plt.xlabel(\"Device\")\n",
    "plt.ylabel(\"Processing Duration (ms)\")\n",
    "plt.title(\"Processing Delay by device (MQTT Experiment {})\".format(experiment))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 2\n",
    "device_data[experiment].dropna(inplace=True)\n",
    "device_data[experiment].boxplot(figsize=(20,10))\n",
    "plt.xlabel(\"Device\")\n",
    "plt.ylabel(\"Processing Duration (ms)\")\n",
    "plt.title(\"Processing Delay by device (MQTT Experiment {})\".format(experiment))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 3\n",
    "device_data[experiment].dropna(inplace=True)\n",
    "device_data[experiment].boxplot(figsize=(20,10))\n",
    "plt.xlabel(\"Device\")\n",
    "plt.ylabel(\"Processing Duration (ms)\")\n",
    "plt.title(\"Processing Delay by device (MQTT Experiment {})\".format(experiment))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 5\n",
    "device_data[experiment].dropna(inplace=True)\n",
    "device_data[experiment].boxplot(figsize=(20,10))\n",
    "plt.xlabel(\"Device\")\n",
    "plt.ylabel(\"Processing Duration (ms)\")\n",
    "plt.title(\"Processing Delay by device (MQTT Experiment {})\".format(experiment))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = 9\n",
    "device_data[experiment].dropna(inplace=True)\n",
    "device_data[experiment].boxplot(figsize=(20,10))\n",
    "plt.xlabel(\"Device\")\n",
    "plt.ylabel(\"Processing Duration (ms)\")\n",
    "plt.title(\"Processing Delay by device (MQTT Experiment {})\".format(experiment))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MQTT Experiment 1 – Device 1 - Average = 2.3284800000000003 ms\n",
      "MQTT Experiment 1 – Device 2 - Average = 2.28721686746988 ms\n",
      "MQTT Experiment 1 – Device 3 - Average = 2.3679200000000002 ms\n",
      "MQTT Experiment 1 – Device 4 - Average = 2.259036 ms\n",
      "MQTT Experiment 1 – Device 5 - Average = 2.2957550200803216 ms\n",
      "MQTT Experiment 2 – Device 1 - Average = 49.293944 ms\n",
      "MQTT Experiment 2 – Device 2 - Average = 49.334730923694785 ms\n",
      "MQTT Experiment 2 – Device 3 - Average = 47.33223694779116 ms\n",
      "MQTT Experiment 2 – Device 4 - Average = 49.574487999999995 ms\n",
      "MQTT Experiment 2 – Device 5 - Average = 48.804452000000005 ms\n",
      "MQTT Experiment 3 – Device 1 - Average = 95.8101124497992 ms\n",
      "MQTT Experiment 3 – Device 2 - Average = 96.575702811245 ms\n",
      "MQTT Experiment 3 – Device 3 - Average = 96.4953 ms\n",
      "MQTT Experiment 3 – Device 4 - Average = 96.31997199999999 ms\n",
      "MQTT Experiment 3 – Device 5 - Average = 95.644064 ms\n",
      "MQTT Experiment 5 – Device 1 - Average = 127.700608 ms\n",
      "MQTT Experiment 5 – Device 2 - Average = 127.73826506024095 ms\n",
      "MQTT Experiment 5 – Device 3 - Average = 131.49417269076304 ms\n",
      "MQTT Experiment 5 – Device 4 - Average = 125.44238 ms\n",
      "MQTT Experiment 5 – Device 5 - Average = 126.97128400000001 ms\n",
      "MQTT Experiment 9 – Device 1 - Average = 154.1592 ms\n",
      "MQTT Experiment 9 – Device 2 - Average = 152.587232 ms\n",
      "MQTT Experiment 9 – Device 3 - Average = 146.957924 ms\n",
      "MQTT Experiment 9 – Device 4 - Average = 141.88218072289158 ms\n",
      "MQTT Experiment 9 – Device 5 - Average = 146.86604417670682 ms\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Experiment</th>\n",
       "      <th>Device</th>\n",
       "      <th>Mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.328480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2.287217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.367920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2.259036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2.295755</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Experiment  Device      Mean\n",
       "0           1       1  2.328480\n",
       "1           1       2  2.287217\n",
       "2           1       3  2.367920\n",
       "3           1       4  2.259036\n",
       "4           1       5  2.295755"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary = pd.DataFrame()\n",
    "summary['Experiment'] = None\n",
    "summary['Device'] = None\n",
    "summary['Mean'] = None\n",
    "\n",
    "\n",
    "for _ in experiments:\n",
    "    for dev in devices:\n",
    "        dev_means_exp_df = ops[_].groupby(['Device'])['Miliseconds'].agg([np.average])\n",
    "        dev_mean = dev_means_exp_df['average'][dev-1]\n",
    "        print(\"MQTT Experiment {} – Device {} - Average = {} ms\".format(_, dev, dev_mean))\n",
    "        d = {}\n",
    "        d['Experiment'] = _\n",
    "        d['Device'] = dev\n",
    "        d['Mean'] = dev_mean\n",
    "        summary = summary.append(d, ignore_index=True)\n",
    "    \n",
    "summary['Device'] = summary['Device'].astype('int32')\n",
    "summary['Experiment'] = summary['Experiment'].astype('int32')\n",
    "summary.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "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>Device</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Experiment</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.328480</td>\n",
       "      <td>2.287217</td>\n",
       "      <td>2.367920</td>\n",
       "      <td>2.259036</td>\n",
       "      <td>2.295755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>49.293944</td>\n",
       "      <td>49.334731</td>\n",
       "      <td>47.332237</td>\n",
       "      <td>49.574488</td>\n",
       "      <td>48.804452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>95.810112</td>\n",
       "      <td>96.575703</td>\n",
       "      <td>96.495300</td>\n",
       "      <td>96.319972</td>\n",
       "      <td>95.644064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>127.700608</td>\n",
       "      <td>127.738265</td>\n",
       "      <td>131.494173</td>\n",
       "      <td>125.442380</td>\n",
       "      <td>126.971284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>154.159200</td>\n",
       "      <td>152.587232</td>\n",
       "      <td>146.957924</td>\n",
       "      <td>141.882181</td>\n",
       "      <td>146.866044</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Device               1           2           3           4           5\n",
       "Experiment                                                            \n",
       "1             2.328480    2.287217    2.367920    2.259036    2.295755\n",
       "2            49.293944   49.334731   47.332237   49.574488   48.804452\n",
       "3            95.810112   96.575703   96.495300   96.319972   95.644064\n",
       "5           127.700608  127.738265  131.494173  125.442380  126.971284\n",
       "9           154.159200  152.587232  146.957924  141.882181  146.866044"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exp_summary=summary.pivot(index='Experiment', columns=\"Device\", values=\"Mean\")\n",
    "exp_summary.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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S/r8keydJVT0zyYZJbk5yZpJDquoxVbVNkmckuWSKewMAAACYNDM1RFppXfobWZBUVacl+Y8kz6qqJVV1VJLPJHlqVV2Z5ItJDu9GJ/0wyelJrkpybpJj3LENAAAAWJ9ssMEG2WWXXbL99ttn5513zgc+8IE8+OCD61Rr0aJFOe644ya5wzUb2RpJrbVDx9n12nGOPzHJiaPqBwAAAGA6bbTRRrnsssuSJEuXLs1hhx2WO+64I+95z3vWutbChQuzcOHCyW5xjaZ6ahsAAADAI97cuXNz8skn52Mf+1haa1mxYkXe9ra35TnPeU522mmnfPKTn0ySHHLIITn77LN/dd4RRxyRM844IxdffHEOPvjgJMldd92VI488MjvuuGN22mmnfPnLX06SnHfeedlzzz2z66675pWvfGXuuuuuCfctSAIAAACYBk996lOzYsWKLF26NJ/+9Kez2Wab5bvf/W6++93v5lOf+lSuu+66vPrVr87pp5+eJPnlL3+Zr371q3nhC1/4a3X+4i/+IptttlmuuOKKXH755dlnn31y8803573vfW8uuOCCfP/738/ChQvzt3/7txPueWRT2wAAAADo57zzzsvll1+eM844I0ly++2358c//nEOOuigvOUtb8n999+fc889N89//vOz0UYb/dq5F1xwQb74xS/+6vnjH//4nHXWWbnqqqvy27/920kGIdSee+454T4FSQAAAADT4Cc/+Uk22GCDzJ07N621fPSjH80BBxzwkOP22muv/Nu//Vu+9KUv5ZBDDulVu7WW/fbbL6eddtqk9mxqGwAAAMAUW7ZsWd70pjfl2GOPTVXlgAMOyMc//vEsX748SfKjH/0od999d5Lk1a9+dT772c/mG9/4Rg488MCH1Npvv/1y0kkn/er5rbfemj322CPf+ta3cu211yZJ7r777vzoRz+acN+CJAAAAIApcO+992aXXXbJ9ttvn3333Tf7779/jj/++CTJG9/4xmy33XbZdddds8MOO+T3f//388ADDyRJ9t9//3zta1/Lvvvumw033PAhdd/97nfn1ltvzQ477JCdd945F110UebMmZPPfe5zOfTQQ7PTTjtlzz33zDXXXDPh11CttQkXmS4LFy5sixYtmu42AAAAAH7N1VdfnQULFkx3G2u0qj6r6nuttYWrOt6IJAAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAANZDb3jDGzJ37tzssMMOk1Zz1qRVAgAAAGCV5r/j7Emtt/h9L1zjMUcccUSOPfbYvP71r5+06wqSAAAAYBpMdrCwUp+AgUeG5z//+Vm8ePGk1jS1DQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvVhsGwAAANYnJ2w2orq3j6YuI3PooYfm4osvzs0335x58+blPe95T4466qgJ1RQkAQAAAIzYdNxN77TTTpv0mqa2AQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoRZAEAAAAsB664YYbsvfee2e77bbL9ttvnw9/+MMTrjlrEvoCAAAAYHVO2GyS692+xkNmzZqVD3zgA9l1111z5513Zrfddst+++2X7bbbbp0va0QSAAAAwHpoyy23zK677pok2WSTTbJgwYLceOONE6opSAIAAABYzy1evDiXXnppdt999wnVESQBAAAArMfuuuuuvPzlL8+HPvShbLrpphOqJUgCAAAAWE8tX748L3/5y/Oa17wmL3vZyyZcT5AEAAAAsB5qreWoo47KggUL8ta3vnVSagqSAAAAANZD3/rWt3LqqafmwgsvzC677JJddtkl55xzzoRqzpqk3gAAAAAYzwm3T/kln/e856W1Nqk1jUgCAAAAoBdBEgAAAAC9mNoGAAAArNGOp+w4stpXHH7FSOqe9KYLR1L3mE/sM5K6DwdGJAEAAADQiyAJAAAAgF4ESQAAAAD0IkgCAAAAWA/dd999ee5zn5udd94522+/fY4//vgJ17TYNgAAAMCITfZi5X0WKH/MYx6TCy+8MBtvvHGWL1+e5z3veTnooIOyxx57rPN1jUgCAAAAWA9VVTbeeOMkyfLly7N8+fJU1YRqCpIAAAAA1lMrVqzILrvskrlz52a//fbL7rvvPqF6giQAAACA9dQGG2yQyy67LEuWLMkll1ySK6+8ckL1BEkAAAAA67nNN988e++9d84999wJ1REkAQAAAKyHli1blttuuy1Jcu+99+b888/PtttuO6Ga7toGAAAAsB666aabcvjhh2fFihV58MEH86pXvSoHH3zwhGoKkgAAAABG7IrDr5jya+6000659NJLJ7WmqW0AAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOjFYtsAAADAtLp62wWjKbzXSaOp+whmRBIAAAAAvQiSAAAAANZTK1asyLOf/ewcfPDBk1JvZFPbquozSQ5OsrS1tsOYfX+U5G+SzGmt3VxVleTDSX43yT1JjmitfX9UvQEAAABMpcmevrfgmqt7HffhD384CxYsyB133DEp1x3liKTPJTlw7Maq2jrJ/kl+OrT5oCTP6H6OTvLxEfYFAAAAsN5bsmRJzj777LzxjW+ctJojC5Jaa19P8otV7PpgkrcnaUPbXpzk823g20k2r6otR9UbAAAAwPruD//wD/P+978/j3rU5MU/U7pGUlW9OMmNrbUfjNm1VZIbhp4v6batqsbRVbWoqhYtW7ZsRJ0CAAAAPHydddZZmTt3bnbbbbdJrTtlQVJVPTbJ/0nyZxOp01o7ubW2sLW2cM6cOZPTHAAAAMB65Fvf+lbOPPPMzJ8/P4ccckguvPDCvPa1r51w3akckfS0JNsk+UFVLU4yL8n3q+o3k9yYZOuhY+d12wAAAABYS3/5l3+ZJUuWZPHixfniF7+YffbZJ1/4whcmXHfKgqTW2hWttbmttfmttfkZTF/btbX2syRnJnl9DeyR5PbW2k1T1RsAAAAAazZrVIWr6rQkeyXZoqqWJDm+tfbpcQ4/J8nvJrk2yT1JjhxVXwAAAABTbcE1V0/btffaa6/stddek1JrZEFSa+3QNeyfP/S4JTlmVL0AAAAAMHFTetc2AAAAAB6+BEkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOhlZHdtAwAAAGB6zZ8/P5tsskk22GCDzJo1K4sWLZpQPUESAAAAwIid9KYLJ7XeMZ/Yp/exF110UbbYYotJua6pbQAAAAD0IkgCAAAAWE9VVfbff//stttuOfnkkydcz9Q2AAAAgPXUN7/5zWy11VZZunRp9ttvv2y77bZ5/vOfv871jEgCAAAAWE9ttdVWSZK5c+fmpS99aS655JIJ1RMkAQAAAKyH7r777tx5552/enzeeedlhx12mFBNU9sAAAAA1kM///nP89KXvjRJ8sADD+Swww7LgQceOKGagiQAAACAETvmE/tM+TWf+tSn5gc/+MGk1jS1DQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAADACLTWpruF1VqX/gRJAAAAAJNs9uzZueWWW2ZsmNRayy233JLZs2ev1Xnu2gYAAAAwyebNm5clS5Zk2bJl093KuGbPnp158+at1TmCJAAAAIBJ9uhHPzrbbLPNdLcx6UxtAwAAAKAXQRIAAAAAvZjaBgAAPKzseMqOI6t9xeFXjKw2wPrAiCQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoRZAEAAAAQC+CJAAAAAB6ESQBAAAA0IsgCQAAAIBeZk13AwAAwHrqhM1GU3ebJ4+mLgBrJEgCAIBHuPnvOHskdRfPHklZAKaRqW0AAAAA9GJEEgAAwIid9KYLR1L3mE/sM5K6AOMxIgkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL1YbBsAAKBz9bYLRlN4r5NGUxdgihmRBAAAAEAvgiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoRZAEAAAAQC+CJAAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKCXkQVJVfWZqlpaVVcObfvrqrqmqi6vqn+pqs2H9r2zqq6tqv+sqgNG1RcAAAAA62aUI5I+l+TAMdvOT7JDa22nJD9K8s4kqartkhySZPvunL+rqg1G2BsAAAAAa2lkQVJr7etJfjFm23mttQe6p99OMq97/OIkX2yt3d9auy7JtUmeO6reAAAAAFh707lG0huS/Gv3eKskNwztW9Jte4iqOrqqFlXVomXLlo24RQAAAABWmpYgqareleSBJP+wtue21k5urS1srS2cM2fO5DcHAAAAwCrNmuoLVtURSQ5O8oLWWus235hk66HD5nXbAAAAAJghpnREUlUdmOTtSX6vtXbP0K4zkxxSVY+pqm2SPCPJJVPZGwAAAACrN7IRSVV1WpK9kmxRVUuSHJ/BXdoek+T8qkqSb7fW3tRa+2FVnZ7kqgymvB3TWlsxqt4AAAAAWHsjC5Jaa4euYvOnV3P8iUlOHFU/AAAAAEzMdN61DQAAAICHEUESAAAAAL0IkgAAAADoRZAEAAAAQC+CJAAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOhFkAQAAABAL4IkAAAAAHoRJAEAAADQiyAJAAAAgF4ESQAAAAD0IkgCAAAAoBdBEgAAAAC9CJIAAAAA6EWQBAAAAEAvgiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoRZAEAAAAQC+CJAAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOhFkAQAAABAL4IkAAAAAHoRJAEAAADQiyAJAAAAgF4ESQAAAAD0IkgCAAAAoBdBEgAAAAC9CJIAAAAA6EWQBAAAAEAvgiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoRZAEAAAAQC+CJAAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvYwsSKqqz1TV0qq6cmjbb1TV+VX14+7fx3fbq6o+UlXXVtXlVbXrqPoCAAAAYN2MckTS55IcOGbbO5J8tbX2jCRf7Z4nyUFJntH9HJ3k4yPsCwAAAIB1MLIgqbX29SS/GLP5xUlO6R6fkuQlQ9s/3wa+nWTzqtpyVL0BAAAAsPameo2kJ7bWbuoe/yzJE7vHWyW5Yei4Jd02AAAAAGaIaVtsu7XWkrS1Pa+qjq6qRVW1aNmyZSPoDAAAAIBVmeog6ecrp6x1/y7ttt+YZOuh4+Z12x6itXZya21ha23hnDlzRtosAAAAAP9jqoOkM5Mc3j0+PMlXhra/vrt72x5Jbh+aAgcAAADADDBrVIWr6rQkeyXZoqqWJDk+yfuSnF5VRyW5PsmrusPPSfK7Sa5Nck+SI0fVFwAAAADrZmRBUmvt0HF2vWAVx7Ykx4yqFwAAAAAmbtoW2wYAAADg4UWQBAAAAEAvgiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQya7obAAAYuRM2G0nZHbd58kjqXnH4FSOpCwAwUYIkAIAZ5uptF4ys9oJrrh5ZbQBg/WdqGwAAAAC9GJEEAMwI899x9shqL549stIPOye96cKR1D3mE/uMpC4AMLMYkQQAAABAL4IkAAAAAHoRJAEAAADQiyAJAAAAgF4ESQAAAAD0IkgCAAAAoBdBEgAAAAC99A6SqupxVbXBKJsBAAAAYOYaN0iqqkdV1WFVdXZVLU1yTZKbquqqqvrrqnr61LUJAAAAwHRb3Yiki5I8Lck7k/xma23r1trcJM9L8u0kf1VVr52CHgEAAACYAWatZt++rbXlYze21n6R5MtJvlxVjx5ZZwAAAADMKOOOSFoZIlXV06rqMd3jvarquKrafPgYAAAAANZ/fRbb/nKSFd2aSCcn2TrJP2Vdcg8AABi6SURBVI60KwAAAABmnD5B0oOttQeSvDTJR1trb0uy5WjbAgAAAGCm6RMkLa+qQ5McnuSsbpu1kQAAAAAeYfoESUcm2TPJia2166pqmySnjrYtAAAAAGaa1d21LUnSWrsqyXFDz69L8lejbAoAAACAmWeNI5Kq6uCqurSqflFVd1TVnVV1x1Q0BwAAAMDMscYRSUk+lORlSa5orbUR9wMAAADADNVnjaQbklwpRAIAAAB4ZOszIuntSc6pqq8luX/lxtba346sKwAAAABmnD5B0olJ7koyO8mGo20HAAAAgJmqT5D0pNbaDiPvBAAAAIAZrc8aSedU1f4j7wQAAACAGa1PkPQHSc6tqnur6o6qurOq7hh1YwAAAADMLGuc2tZa22QqGgEAAABgZht3RFJVzV/diTUwb7IbAgAAAGBmWt2IpL+uqkcl+UqS7yVZlsGd256eZO8kL0hyfJIlo24SAAAAgOk3bpDUWntlVW2X5DVJ3pBkyyT3JLk6yTlJTmyt3TclXQIAAAAw7Va7RlJr7aok75qiXgAAAACYwfrctQ0AAAAABEkAAAAA9CNIAgAAAKCXNQZJVfXPVfXC7g5uAAAAADxC9QmH/i7JYUl+XFXvq6pnjbgnAAAAAGagNQZJrbULWmuvSbJrksVJLqiqf6+qI6vq0aNuEAAAAICZodd0tap6QpIjkrwxyaVJPpxBsHT+yDoDAAAAYEaZtaYDqupfkjwryalJXtRau6nb9aWqWjTK5gAAAACYOdYYJCX5SGvtolXtaK0tnOR+AAAAAJih1hgktdYuqqodkmyXZPbQ9s+PsjEAAAAAZpY+U9uOT7JXBkHSOUkOSvLNJIIkAAAAgEeQPottvyLJC5L8rLV2ZJKdk2w20q4AAAAAmHH6BEn3ttYeTPJAVW2aZGmSrUfbFgAAAAAzTZ/FthdV1eZJPpXke0nuSvIfI+0KAAAAgBmnz2Lb/6t7+ImqOjfJpq21y0fbFgAAAAAzzbhBUlXturp9rbXvj6YlAAAAAGai1Y1I+sBq9rUk+0xyLwAAAADMYOMGSa21vaeyEQAAAABmtjXeta2qHltV766qk7vnz6iqgydy0ar631X1w6q6sqpOq6rZVbVNVX2nqq6tqi9V1YYTuQYAAAAAk2uNQVKSzyb5ZZLf6p7fmOS963rBqtoqyXFJFrbWdkiyQZJDkvxVkg+21p6e5NYkR63rNQAAAACYfH2CpKe11t6fZHmStNbuSVITvO6sJBtV1awkj01yUwZrLp3R7T8lyUsmeA0AAAAAJlGfIOmXVbVRBgtsp6qeluT+db1ga+3GJH+T5KcZBEi3J/lekttaaw90hy1JstW6XgMAAACAydcnSDo+yblJtq6qf0jy1SRvX9cLVtXjk7w4yTZJnpTkcUkOXIvzj66qRVW1aNmyZevaBgAAAABrady7tq3UWju/qr6fZI8MprS9pbV28wSuuW+S61pry5Kkqv45yW8n2byqZnWjkuZlsBbTqvo5OcnJSbJw4cI2gT4AAAAAWAurHZFUVbOq6kVJ3pBku27zbRO85k+T7NHdDa6SvCDJVUkuSvKK7pjDk3xlgtcBAAAAYBKNGyR1d1f7YZI/ymAK2lZJ3pbkh1X1pHW9YGvtOxksqv39JFd0PZyc5E+SvLWqrk3yhCSfXtdrAAAAADD5Vje17cQkH2+tfWh4Y1Udl+QvMxg1tE5aa8dnsPbSsJ8kee661gQAAABgtFYXJO3RWjti7MbW2keq6j9H1xIAAAAAM9Hq1ki6dzX77pnsRgAAAACY2VY3ImmzqnrZKrZXkk1H1A8AAAAAM9TqgqSvJXnROPu+PoJeAAAAAJjBxg2SWmtHTmUjAAAAAMxsq1sjCQAAAAB+RZAEAAAAQC+CJAAAAAB6Wd1i279SVb+VZP7w8a21z4+oJwAAAABmoDUGSVV1apKnJbksyYpuc0siSAIAAAB4BOkzImlhku1aa23UzQAAAAAwc/VZI+nKJL856kYAAAAAmNn6jEjaIslVVXVJkvtXbmyt/d7IugIAAABgxukTJJ0w6iYAAAAAmPnWGCS11r42FY0AAAAAMLOtcY2kqtqjqr5bVXdV1S+rakVV3TEVzQEAAAAwc/RZbPtjSQ5N8uMkGyV5Y5KTRtkUAAAAADNPnyAprbVrk2zQWlvRWvtskgNH2xYAAAAAM02fxbbvqaoNk1xWVe9PclN6BlAAAAAArD/6BEKv6447NsndSbZO8vJRNgUAAADAzNPnrm3XV9VGSbZsrb1nCnoCAAAAYAbqc9e2FyW5LMm53fNdqurMUTcGAAAAwMzSZ2rbCUmem+S2JGmtXZZkmxH2BAAAAMAM1CdIWt5au33MtjaKZgAAAACYufrcte2HVXVYkg2q6hlJjkvy76NtCwAAAICZps+IpDcn2T7J/UlOS3JHkj8cZVMAAAAAzDx97tp2T5J3dT8AAAAAPEKNGySt6c5srbXfm/x2AAAAAJipVjciac8kN2Qwne07SWpKOgIAAABgRlpdkPSbSfZLcmiSw5KcneS01toPp6IxAAAAAGaWcRfbbq2taK2d21o7PMkeSa5NcnFVHTtl3QEAAAAwY6x2se2qekySF2YwKml+ko8k+ZfRtwUAAADATLO6xbY/n2SHJOckeU9r7cop6woAAACAGWd1I5Jem+TuJG9JclzVr9bariSttbbpiHsDAAAAYAYZN0hqrY27fhIAAAAAjzzCIgAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOhFkAQAAABAL4IkAAAAAHoRJAEAAADQiyAJAAAAgF4ESQAAAAD0IkgCAAAAoBdBEgAAAAC9CJIAAAAA6EWQBAAAAEAvgiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoZVqCpKravKrOqKprqurqqtqzqn6jqs6vqh93/z5+OnoDAAAAYNWma0TSh5Oc21rbNsnOSa5O8o4kX22tPSPJV7vnAAAAAMwQUx4kVdVmSZ6f5NNJ0lr7ZWvttiQvTnJKd9gpSV4y1b0BAAAAML7pGJG0TZJlST5bVZdW1d9X1eOSPLG1dlN3zM+SPHEaegMAAABgHNMRJM1KsmuSj7fWnp3k7oyZxtZaa0naqk6uqqOralFVLVq2bNnImwUAAABgYDqCpCVJlrTWvtM9PyODYOnnVbVlknT/Ll3Vya21k1trC1trC+fMmTMlDQMAAAAwDUFSa+1nSW6oqmd1m16Q5KokZyY5vNt2eJKvTHVvAAAAAIxv1jRd981J/qGqNkzykyRHZhBqnV5VRyW5Psmrpqk3AAAAAFZhWoKk1tplSRauYtcLproXAAAAAPqZjjWSAAAAAHgYEiQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOhFkAQAAABAL4IkAAAAAHoRJAEAAADQiyAJAAAAgF4ESQAAAAD0IkgCAAAAoBdBEgAAAAC9CJIAAAAA6EWQBAAAAEAvgiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoRZAEAAAAQC+CJAAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvcya7gYAmLmu3nbBSOouuObqkdQFAABGS5AEMMb8d5w9stqLZx82msIn3D6augAAAENMbQMAAACgFyOSAJhyJ73pwpHVPuYT+4ysNgAAPNIZkQQAAABAL4IkAAAAAHoRJAEAAADQizWSANYDO56y40jqnj6SqgAAwMOVEUkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOhFkAQAAABAL4IkAAAAAHoRJAEAAADQiyAJAAAAgF4ESQAAAAD0IkgCAAAAoBdBEgAAAAC9CJIAAAAA6EWQBAAAAEAvgiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoZdqCpKraoKouraqzuufbVNV3quraqvpSVW04Xb0BAAAA8FDTOSLpLUmuHnr+V0k+2Fp7epJbkxw1LV0BAAAAsErTEiRV1bwkL0zy993zSrJPkjO6Q05J8pLp6A0AAACAVZuuEUkfSvL2JA92z5+Q5LbW2gPd8yVJtpqOxgAAAABYtSkPkqrq4CRLW2vfW8fzj66qRVW1aNmyZZPcHQAAAADjmY4RSb+d5PeqanGSL2Ywpe3DSTavqlndMfOS3Liqk1trJ7fWFrbWFs6ZM2cq+gUAAAAg0xAktdbe2Vqb11qbn+SQJBe21l6T5KIkr+gOOzzJV6a6NwAAAADGN513bRvrT5K8taquzWDNpE9Pcz8AAAAADJm15kNGp7V2cZKLu8c/SfLc6ewHAAAAgPHNpBFJAAAAAMxggiQAAAAAehEkAQAAANCLIAkAAACAXgRJAAAAAPQiSAIAAACgF0ESAAAAAL0IkgAAAADoRZAEAAAAQC+CJAAAAAB6ESQBAAAA0IsgCQAAAIBeBEkAAAAA9CJIAgAAAKAXQRIAAAAAvQiSAAAAAOhFkAQAAABAL4IkAAAAgP+/vfuPveuu6zj+eo+OAStZZtY0C9soKtJ1mRSZUzZJFjQ6jXFKAGGGDAMsJgx1wh+Nmkz9Q9EYFw1zy5SxReWHwyUbgYDLNMqQzXU46WqZIkyi2WaJP0YZgax7+8c9NV9r6z5xvfd8+X4fj6T53nvOvee82+SkN8/vOecyREgCAAAAYIiQBAAAAMAQIQkAAACAIUISAAAAAEOEJAAAAACGCEkAAAAADBGSAAAAABgiJAEAAAAwREgCAAAAYIiQBAAAAMAQIQkAAACAIUISAAAAAEOEJAAAAACGCEkAAAAADBGSAAAAABgiJAEAAAAwREgCAAAAYIiQBAAAAMAQIQkAAACAIUISAAAAAEOEJAAAAACGCEkAAAAADBGSAAAAABgiJAEAAAAwREgCAAAAYIiQBAAAAMAQIQkAAACAIUISAAAAAEOEJAAAAACGCEkAAAAADBGSAAAAABgiJAEAAAAwREgCAAAAYIiQBAAAAMAQIQkAAACAIUISAAAAAEOEJAAAAACGCEkAAAAADBGSAAAAABgiJAEAAAAwREgCAAAAYMjKQ1JVnV1Vf15Vf1dV+6vqZ6bl31RVd1bVP0w/T1/1bAAAAAAc3xxnJD2Z5B3dvSvJdyd5W1XtSrInyV3d/eIkd03PAQAAAFgnVh6SuvuR7v709PjLSQ4keUGSy5LcMr3sliQ/uurZAAAAADi+We+RVFU7krwsyb1Jtnf3I9OqR5NsP857rqyqvVW19+DBgyuZEwAAAIAZQ1JVbU3yJ0l+trsfX7uuuztJH+t93X1jd1/Q3Rds27ZtBZMCAAAAkMwUkqrq5Cwi0h91923T4seq6sxp/ZlJ/nWO2QAAAAA4tjm+ta2SvCfJge7+rTWr7khyxfT4iiS3r3o2AAAAAI5vywz7vDjJG5Psq6oHpmU/n+RdSf64qt6c5J+SvG6G2QAAAAA4jpWHpO6+O0kdZ/X3rnIWAAAAAMbN+q1tAAAAAHzjEJIAAAAAGCIkAQAAADBESAIAAABgiJAEAAAAwBAhCQAAAIAhQhIAAAAAQ4QkAAAAAIYISQAAAAAMEZIAAAAAGCIkAQAAADBESAIAAABgiJAEAAAAwBAhCQAAAIAhQhIAAAAAQ4QkAAAAAIYISQAAAAAMEZIAAAAAGCIkAQAAADBESAIAAABgiJAEAAAAwBAhCQAAAIAhQhIAAAAAQ4QkAAAAAIYISQAAAAAMEZIAAAAAGCIkAQAAADBESAIAAABgiJAEAAAAwBAhCQAAAIAhQhIAAAAAQ4QkAAAAAIYISQAAAAAMEZIAAAAAGCIkAQAAADBESAIAAABgiJAEAAAAwBAhCQAAAIAhQhIAAAAAQ4QkAAAAAIYISQAAAAAMEZIAAAAAGCIkAQAAADBESAIAAABgiJAEAAAAwBAhCQAAAIAhQhIAAAAAQ4QkAAAAAIYISQAAAAAMEZIAAAAAGCIkAQAAADBESAIAAABgiJAEAAAAwJAtcw/AxnL+LecvZbv7rti3lO0CAAAA44SkdWzHno8sZbsPP+fypWw3SfKic5ay2QM7z13Kdv/skuuWst0kedsNr1ratgEAAGAOLm0DAAAAYIiQBAAAAMAQIQkAAACAIesuJFXVpVX1UFV9rqr2zD0PAAAAAAvrKiRV1bOSXJfkB5PsSvKGqto171QAAAAAJOssJCW5MMnnuvvz3f31JB9IctnMMwEAAACQpLp77hn+W1W9Jsml3f2W6fkbk3xXd1+15jVXJrlyevqSJA+tfFBOlDOSfGnuIWATcuzBPBx7MA/HHszH8feN64Xdve1YK7asepJnqrtvTHLj3HPwzFXV3u6+YO45YLNx7ME8HHswD8cezMfxtzGtt0vb/iXJ2WuenzUtAwAAAGBm6y0k3ZfkxVX1oqp6dpLXJ7lj5pkAAAAAyDq7tK27n6yqq5J8PMmzktzU3ftnHovlcYkizMOxB/Nw7ME8HHswH8ffBrSubrYNAAAAwPq13i5tAwAAAGCdEpIAAAAAGCIkAQAAADBkXd1sG4ATr6p2JnlBknu7+9Ca5Zd298fmmww2tqq6MEl3931VtSvJpUk+290fnXk02DSq6nuSXJjkwe7+07nngY2sqr45yauTnJ3kcJK/T/K+7n581sE44ZyRxOyq6ifnngE2qqr66SS3J3l7kger6rI1q391nqlg46uqa5L8TpLrq+rXkrw7yalJ9lTVL8w6HGxgVfXXax6/NYtj7/lJrqmqPbMNBhvc9JnzhiTPSfKdSU7JIijdU1WXzDgaS+Bb25hdVX2xu8+Zew7YiKpqX5JXdPehqtqR5ENJ/qC7f7uq/qa7XzbrgLBBTcfe7iw+SD+a5KzufryqnpvF2YHfPuuAsEGt/b+tqu5L8kPdfbCqTk1yT3efP++EsDEd+X+vuw9X1fOSfLS7L6mqc5Lc7jPnxuLSNlaiqj5zvFVJtq9yFthkTjpyOVt3Pzz9RuhDVfXCLI4/YDme7O7DSZ6oqn88clp/d3+1qp6aeTbYyE6qqtOzuPKiuvtgknT3V6rqyXlHgw1vSxaXtJ2SZGuSdPcXq+rkWafihBOSWJXtSX4gyb8ftbyS/NXqx4FN47Gq2t3dDyTJdGbSDye5KYnfysLyfL2qntfdTyR5+ZGFVXVaEiEJlue0JPdn8Rmzq+rM7n6kqrbGL1BgmX4/yX1VdW+SVyb59SSpqm1J/m3OwTjxXNrGSlTVe5K8t7vvPsa693X35TOMBRteVZ2VxZkRjx5j3cXd/ckZxoINr6pO6e6vHWP5GUnO7O59M4wFm9Z0qc327v7C3LPARlVV5yU5N4ub23927nlYHiEJAAAAgCG+tQ0AAACAIUISAAAAAEOEJABgU6qqw1X1wJo/e5a8vx9ZwT4uqaqLlrkPAGBzc48kAGBTqqpD3b11Rfva0t1L/+rxqvqlJIe6+zeXvS8AYHNyRhIAwKSqTquqh6rqJdPz91fVW6fHh6rq2qraX1V3TV9pnKr6lqr6WFXdX1WfqKqd0/Kbq+qG6auQf6Oq3lRV716z7vqquqeqPj+dSXRTVR2oqpvXzPP9VfWpqvp0Vd06fYV5qurhqvrlafm+qtpZVTuS/FSSq6czrF65un85AGCzEJIAgM3quUdd2vbj3f2fSa5KcnNVvT7J6d39e9PrT02yt7vPS/IXSa6Zlt+Y5O3d/fIk70zyu2v2cVaSi7r7546x/9OTvCLJ1UnuSHJtkvOSnF9Vu6vqjCS/mOT7uvs7kuxNsnY7X5qWX5/knd39cJIbklzb3bu7+xPP5B8HAOBYtsw9AADATL7a3buPXtjdd1bVa5Ncl+Sla1Y9leSD0+M/THLbdIbQRUluraojrztlzXtu7e7Dx9n/h7u7q2pfkse6e1+SVNX+JDuyiFC7knxy2vazk3xqzftvm37en+TVT//XBQB45oQkAIA1quqkJOcmeSKLs4b++Tgv7SzO7v6PYwWpyVf+j119bfr51JrHR55vSXI4yZ3d/Yanef/h+EwHAKyIS9sAAP6nq5McSHJ5kvdW1cnT8pOSvGZ6fHmSu7v78SRfmM5gSi289OgN/j/dk+TiqvrWadunVtW3Pc17vpzk+Sdo/wAA/4uQBABsVkffI+ld002235LkHdM9hv4yi/sUJYuziy6sqgeTvCrJr0zLfyLJm6vqb5PsT3LZiRiuuw8meVOS91fVZ7K4rG3n07ztw0l+zM22AYBlqe6eewYAgHWvqg5199a55wAAmJMzkgAAAAAY4owkAAAAAIY4IwkAAACAIUISAAAAAEOEJAAAAACGCEkAAAAADBGSAAAAABgiJAEAAAAw5L8AHH33MzPkhl0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_summary.plot(kind='bar', figsize=(20,10))\n",
    "plt.title('Mean Delay by device for MQTT Experiments')\n",
    "plt.ylabel('Mean Delay (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving summary data as mqtt_summary.csv\n"
     ]
    }
   ],
   "source": [
    "filename = \"mqtt_summary.csv\"\n",
    "print(\"Saving summary data as {}\".format(filename))\n",
    "exp_summary.to_csv(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}