flowolf/upc_bw_data_201709-201808.ipynb Secret

## upc_bw_data_201709-201808.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UPC Leitungsdatenanalyse (2017-09 - 2018-08)\n",
    "\n",
    "Mein alle 10 Minuten laufender Tester hat seit Mai 2016 Daten gesammelt; bis Jetzt (August 2018)\n",
    "Hier eine Analyse:\n",
    "\n",
    "Der Auszug nimmt einen Blick auf den Zeitraum on September 2017 bis Ende August 2018\n",
    "\n",
    "Ende Jänner 2018 kam eine neues Modem, und dann gings bergab!\n",
    "\n",
    "Notebook Source gibt's [hier](https://gist.github.com/flowolf/1ec760b620bd637515c814fc1f56fd76)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Disclaimer\n",
    "*Disclaimer*: Hier wurde der Speedtest von speedtest.net verwendet (via https://github.com/sivel/speedtest-cli)\n",
    "\n",
    "Das [README](https://github.com/sivel/speedtest-cli#inconsistency) weist darauf hin dass PINGs nicht verlässlich sind.\n",
    "\n",
    "Weiters; um die Daten zu erheben wurde nicht der gesamte Traffic aller anderen Nutzer abgestellt.\n",
    "der Median ist in den unten aufgeführten Berechnungen daher vielleicht die fairere Berechnung.\n",
    "\n",
    "Ein Update der Routerfirmware, hinter der der Server mit dem Speedtest steht, fand Ende Oktober 2016 statt (OpenWRT Barrier Breaker -> CHAOS CALMER).\n",
    "\n",
    "Ende Jänner kam ein neues Modem von UPC, verpflichtend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import os.path\n",
    "PALETTE = \"inferno\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "fname = \"/tmp/tmp_data_199237d5-c3e9-4a6c-b722-b8e6eedeb90e.csv\"\n",
    "if not os.path.isfile(fname):\n",
    "    f = open(fname,'w')\n",
    "    headers = {'user-agent': 'ipythonnotebook-to-analyze-flos-UPC-data-1.0'}\n",
    "    f.write(requests.get(\"https://flo.cx/tmp/speedtest_results_1.csv\", headers=headers).text)\n",
    "    f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Daten einlesen:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(fname)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Der Datensatz startet im Mai 2016,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Download (Mbit/s)</th>\n",
       "      <th>Upload (Mbit/s)</th>\n",
       "      <th>Ping</th>\n",
       "      <th>Link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-05-25 10:30:00</td>\n",
       "      <td>74.7</td>\n",
       "      <td>7.19</td>\n",
       "      <td>22.605</td>\n",
       "      <td>http://www.speedtest.net/result/5352604861.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Date  Download (Mbit/s)  Upload (Mbit/s)    Ping  \\\n",
       "0  2016-05-25 10:30:00               74.7             7.19  22.605   \n",
       "\n",
       "                                             Link  \n",
       "0  http://www.speedtest.net/result/5352604861.png  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "und endet ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Download (Mbit/s)</th>\n",
       "      <th>Upload (Mbit/s)</th>\n",
       "      <th>Ping</th>\n",
       "      <th>Link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>118319</th>\n",
       "      <td>2018-08-30 11:35:00</td>\n",
       "      <td>60.96</td>\n",
       "      <td>4.74</td>\n",
       "      <td>1078.842</td>\n",
       "      <td>http://www.speedtest.net/result/7593524447.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Date  Download (Mbit/s)  Upload (Mbit/s)      Ping  \\\n",
       "118319  2018-08-30 11:35:00              60.96             4.74  1078.842   \n",
       "\n",
       "                                                  Link  \n",
       "118319  http://www.speedtest.net/result/7593524447.png  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "118320"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DL:   Median:      69.91 Average      63.68\n",
      "UL:   Median:       7.22 Average       6.97\n",
      "Ping: Median:     201.30 Average     479.96\n"
     ]
    }
   ],
   "source": [
    "# all data\n",
    "print(\"DL:   Median: {:10.2f} Average {:10.2f}\".format(\n",
    "    data['Download (Mbit/s)'].median(),data['Download (Mbit/s)'].mean()))\n",
    "print(\"UL:   Median: {:10.2f} Average {:10.2f}\".format(\n",
    "    data['Upload (Mbit/s)'].median(),data['Upload (Mbit/s)'].mean()))\n",
    "print(\"Ping: Median: {:10.2f} Average {:10.2f}\".format(\n",
    "    data['Ping'].median(),data['Ping'].mean()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2016-05-25 10:30:00\n",
       "Name: Date, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Date'].head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2016-05-25 10:30:00\n",
       "Name: Date, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Date'] = pd.to_datetime(data['Date'])\n",
    "data['Date'].head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Erstellen von Spalten nach denen wir später sortieren und labeln können:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Hour'] = data['Date'].apply(lambda x: x.hour)\n",
    "data['DayOfWeek'] = data['Date'].apply(lambda x: x.dayofweek)\n",
    "data['DayOfMonth'] = data['Date'].apply(lambda x: x.day)\n",
    "data['Month'] = data['Date'].apply(lambda x: x.month)\n",
    "data['Year'] = data['Date'].apply(lambda x: x.year)\n",
    "data['YearMonth'] = data['Date'].apply(lambda x: str(x.year)+\"-\"+\"{:02d}\".format(x.month))\n",
    "data['YearMonthDay'] = data['Date'].apply(lambda x: str(x.year)+\"-\"+\"{:02d}\".format(x.month)+\"-\"+\"{:02d}\".format(x.day))\n",
    "#data['date'] = data['Date'].apply(lambda x: str(x.year)+\"-\"+\"{:02d}\".format(x.month)+\"-\"+\"{:02d}\".format(x.day))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Zeitraum 2017-09 - 2018-08"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# subset (2017-11 - 2018-08)\n",
    "data2 = data\n",
    "data.index = data['Date']\n",
    "data = data['2017-09-01':'2018-09-01']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2017-09-01 00:05:00   2017-09-01 00:05:00\n",
       "Name: Date, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Date'].head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DL:   Median:      64.67 Average      55.81\n",
      "UL:   Median:       7.27 Average       6.77\n",
      "Ping: Median:     226.05 Average     773.26\n"
     ]
    }
   ],
   "source": [
    "print(\"DL:   Median: {:10.2f} Average {:10.2f}\".format(\n",
    "    data['Download (Mbit/s)'].median(),data['Download (Mbit/s)'].mean()))\n",
    "print(\"UL:   Median: {:10.2f} Average {:10.2f}\".format(\n",
    "    data['Upload (Mbit/s)'].median(),data['Upload (Mbit/s)'].mean()))\n",
    "print(\"Ping: Median: {:10.2f} Average {:10.2f}\".format(\n",
    "    data['Ping'].median(),data['Ping'].mean()))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Durchschnittswerte für jedes Monat (für das letzte Jahr):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Download (Mbit/s)</th>\n",
       "      <th>Upload (Mbit/s)</th>\n",
       "      <th>Ping</th>\n",
       "      <th>Hour</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>DayOfMonth</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearMonth</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>2017-09</th>\n",
       "      <td>67.966308</td>\n",
       "      <td>7.248393</td>\n",
       "      <td>307.008535</td>\n",
       "      <td>11.495831</td>\n",
       "      <td>3.100046</td>\n",
       "      <td>15.500695</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10</th>\n",
       "      <td>69.359088</td>\n",
       "      <td>7.286167</td>\n",
       "      <td>191.717558</td>\n",
       "      <td>11.502807</td>\n",
       "      <td>2.937570</td>\n",
       "      <td>15.999551</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11</th>\n",
       "      <td>69.010883</td>\n",
       "      <td>7.279805</td>\n",
       "      <td>755.030665</td>\n",
       "      <td>11.493727</td>\n",
       "      <td>2.965381</td>\n",
       "      <td>15.539266</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12</th>\n",
       "      <td>70.241735</td>\n",
       "      <td>7.242350</td>\n",
       "      <td>169.384123</td>\n",
       "      <td>11.497982</td>\n",
       "      <td>3.193722</td>\n",
       "      <td>15.998655</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01</th>\n",
       "      <td>66.807144</td>\n",
       "      <td>7.257654</td>\n",
       "      <td>326.384337</td>\n",
       "      <td>11.496404</td>\n",
       "      <td>2.806742</td>\n",
       "      <td>15.971011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02</th>\n",
       "      <td>46.276811</td>\n",
       "      <td>6.659340</td>\n",
       "      <td>1201.676962</td>\n",
       "      <td>11.500744</td>\n",
       "      <td>3.000993</td>\n",
       "      <td>14.499007</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03</th>\n",
       "      <td>50.801186</td>\n",
       "      <td>6.913109</td>\n",
       "      <td>524.260711</td>\n",
       "      <td>11.487517</td>\n",
       "      <td>3.136153</td>\n",
       "      <td>16.098937</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04</th>\n",
       "      <td>44.359631</td>\n",
       "      <td>6.431537</td>\n",
       "      <td>874.096020</td>\n",
       "      <td>11.500116</td>\n",
       "      <td>3.004173</td>\n",
       "      <td>15.503362</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05</th>\n",
       "      <td>38.149859</td>\n",
       "      <td>5.910617</td>\n",
       "      <td>2455.064007</td>\n",
       "      <td>11.494165</td>\n",
       "      <td>2.903052</td>\n",
       "      <td>16.018627</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06</th>\n",
       "      <td>52.911705</td>\n",
       "      <td>6.489706</td>\n",
       "      <td>553.763009</td>\n",
       "      <td>11.434143</td>\n",
       "      <td>3.115600</td>\n",
       "      <td>15.500234</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07</th>\n",
       "      <td>51.070872</td>\n",
       "      <td>6.280879</td>\n",
       "      <td>829.413800</td>\n",
       "      <td>11.496300</td>\n",
       "      <td>2.936309</td>\n",
       "      <td>16.008522</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08</th>\n",
       "      <td>41.343843</td>\n",
       "      <td>6.243524</td>\n",
       "      <td>1121.512910</td>\n",
       "      <td>11.386632</td>\n",
       "      <td>2.965281</td>\n",
       "      <td>15.242796</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Download (Mbit/s)  Upload (Mbit/s)         Ping       Hour  \\\n",
       "YearMonth                                                               \n",
       "2017-09            67.966308         7.248393   307.008535  11.495831   \n",
       "2017-10            69.359088         7.286167   191.717558  11.502807   \n",
       "2017-11            69.010883         7.279805   755.030665  11.493727   \n",
       "2017-12            70.241735         7.242350   169.384123  11.497982   \n",
       "2018-01            66.807144         7.257654   326.384337  11.496404   \n",
       "2018-02            46.276811         6.659340  1201.676962  11.500744   \n",
       "2018-03            50.801186         6.913109   524.260711  11.487517   \n",
       "2018-04            44.359631         6.431537   874.096020  11.500116   \n",
       "2018-05            38.149859         5.910617  2455.064007  11.494165   \n",
       "2018-06            52.911705         6.489706   553.763009  11.434143   \n",
       "2018-07            51.070872         6.280879   829.413800  11.496300   \n",
       "2018-08            41.343843         6.243524  1121.512910  11.386632   \n",
       "\n",
       "           DayOfWeek  DayOfMonth  Month    Year  \n",
       "YearMonth                                        \n",
       "2017-09     3.100046   15.500695    9.0  2017.0  \n",
       "2017-10     2.937570   15.999551   10.0  2017.0  \n",
       "2017-11     2.965381   15.539266   11.0  2017.0  \n",
       "2017-12     3.193722   15.998655   12.0  2017.0  \n",
       "2018-01     2.806742   15.971011    1.0  2018.0  \n",
       "2018-02     3.000993   14.499007    2.0  2018.0  \n",
       "2018-03     3.136153   16.098937    3.0  2018.0  \n",
       "2018-04     3.004173   15.503362    4.0  2018.0  \n",
       "2018-05     2.903052   16.018627    5.0  2018.0  \n",
       "2018-06     3.115600   15.500234    6.0  2018.0  \n",
       "2018-07     2.936309   16.008522    7.0  2018.0  \n",
       "2018-08     2.965281   15.242796    8.0  2018.0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_month_mean = data.groupby('YearMonth').mean()\n",
    "grouped_month_mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Überblick über Download, Upload und Ping über die Monate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5db1f710>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlMAAAFYCAYAAAB3bnm2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzs3Xd8VFX+//HXSU8gBUgCCaGXgHQIRZoURRFFdNG1ILpWdO26q7vftf7sYtdVsawdUSxYEAUFKYIYivQiPSQkoSUB0uf8/phJSEIgZZJMyvv5eOQxt9/PDAHec+655xprLSIiIiJSOV6eLkBERESkLlOYEhEREXGDwpSIiIiIGxSmRERERNygMCUiIiLiBoUpERERETcoTIlInWKMWWCMuc5D5/Y3xmwwxrTwxPlPxhgz3hjziafrEGmoFKZE6ihjjDXGdCyx7CFjzIeu6RHGGIcx5ogxJsMYs9kY87ci2/q5tt9qjDlqjNlpjHnHGNP2JOcbaoz51RiTZow5aIxZYozpX53vsSzGmKuNMYur6Fg7jTFnlrHZDcBCa+2+qjhnVbHWfg10N8b09HQtIg2RwpRI/ZZorW0MhAD3Am8aY05zrZsJjAcuB0KBXsAKYHTJgxhjQoBvgZeBpkBL4GEgu7rfQC1zI/CBp4s4iek4w56I1DCFKZEGwDp9BRwCTnO1wJwFXGCt/d1am2etTbPWvmqtfbuUQ3R2HWe6tTbfWptprf3RWrsGCluIlhhjXna1XG0yxhSGMmNMqDHmbWNMkjFmrzHmUWOMd5H11xhjNhpjDhljfjDGtCmy7izX8dKMMa8AxrW8K/A6cLqr9e2wa7m/MWaqMWa3MSbZGPO6MSbQtS7cGPOtMeawq3VtkTHGyxjzAdAa+MZ1rH+W/ACMMa2BDsBvRZa9a4z5rzHme9d+S4wxLYwxL7jeyyZjTJ8i20cbYz43xqQaY3YYY24rsm6AMWapq7YkY8wrxhi/IuutMWaKqyXxkDHmVWOMKVLiAmDcSX8JRKTaKEyJNACuwHAhEAasBc4Elltr95TzEFuAfGPMe8aYscaYJqVsMxDYDoQDDwJfGGOauta9B+QBHYE+wBjgOldtE4B/AxcBEcAinK0sGGPCgc+B/7iOuw0YAmCt3QhMAZZaaxtba8Nc53oKZ/jr7TpfS+AB17q7gQTXeZq7zmuttVcCu4HzXcd6upT31wPYbq3NK7H8kiL1ZQNLgZWu+ZnAc6734gV8A/zhqmk0cIcx5mzXcfKBO137ne5af3OJc50H9MfZingJcHaRdRuBtq5WRBGpQQpTIvVbtKvFZj/OgHOltXYz0AxIKu9BrLXpwFDAAm8CqcaYr40xzYtslgK8YK3NtdbOADYD41zbjAXusNYetdamAM8Dl7r2uxF4wlq70RVUHgd6u1qnzgU2WGtnWmtzgReAk/ZXcrXUXA/caa09aK3NcB2v4Fy5QBTQxlXnIlv+B5SGARmlLP/SWrvCWpsFfAlkWWvft9bmAzNwhkdwhqAIa+0j1toca+1212d5KYDrGMtcrYQ7gTeAM0qc60lr7WFr7W5gPs7AWKCgtjBEpEb5eLoAEam0fMC3xDJfnIGhQKK1NqaUfQ/gunRXXq6WoKsBjDFdgA9xhpvLXJvsLRFMdgHRQBtXXUlFrkp5AQWtYm2AF40xzxbZ1+BsvYkush3WWmuMOVVrWgQQBKwoci4DFFxSfAZ4CPjRtX6atfbJU7/zQoeA4FKWJxeZzixlvrFrug3Hw20Bb5wtcRhjOuNsxYpzvQcfnH3YiioaJI8VOTZFait6fBGpAWqZEqm7dgNtSyxrhzPElGUeMMAYU1rQKpO1dhPwLtC9yOKWJfrwtAYScYahbCDcWhvm+gmx1nZzbbcHuLHIujBrbaC19lecrWetCg7oOn6rIuco2aq0H2eA6VbkWKGuTvhYazOstXdba9sD5wN3FenbVVYL1RqgvTGmsl9C9wA7SrzPYGvtua71rwGbgE7W2hCclyDNyQ5Wiq7ATlcroojUIIUpkbprBvAfY0yMq0/UmTgDwsyydrTWzgPmAl8aY/oZY3yMMcGuDs7XlNzeGNPFGHN3QfgyxrTC2SK1rMhmkcBtxhhfY8zFOP9zn22tTQJ+BJ41xoS4au1gjCm4hPU68C9jTDfXsUNd+wN8B3QzxlzkCjG3AUXHeEoGYgo6altrHTgvnT1vjIl0Ha9lQb8kY8x5xpiOrlCWjrN1L7/Isdqf4jNLALYCA0754Z7cciDdGHOvMSbQGONtjOlujg8vEeyq6Yir5e+mCh7/DOD7StYmIm5QmBKpux4BfgUW47wE9TRwhbV2XTn3nwjMxhnK0oB1OC8xzStl2wycHcx/M8YcxRmi1uHs0F3gN6ATztahx4CJ1toDrnWTAT9gg6vWmTj7LmGt/RJnp/FPjDHpruOOda3bD1wMPInz0mQnYEmRc/4MrAf2GWP2u5bdC/wJLHMdbx4Q61rXyTV/BGdH8f9aaxe41j2BM5weNsbcc5LP7A3gypOsOyVXH6rzcfZz2oHzc3oL57AUAPfgHKYiA2cgnFHBU1zmqk9Eapgpf99LEZHSGWOuBq6z1g71dC3VyRjjD6wCRrta3GoFY8z5OG8uuMTTtYg0ROqALiJSTtbabOC0MjesYdbab3AOuyAiHqDLfCIiIiJu0GU+ERERETeoZUpERETEDTXaZyo8PNy2bdu2Jk8pIiIiUikrVqzYb62NKGu7Gg1Tbdu2JT4+viZPKSIiIlIpxpjyDIKsy3wiIiIi7lCYEhEREXGDwpSIiIiIGzRop4iIiEtubi4JCQlkZWV5uhSpQQEBAcTExODr61up/RWmREREXBISEggODqZt27Y4n4ct9Z21lgMHDpCQkEC7du0qdQxd5hMREXHJysqiWbNmClINiDGGZs2audUaqTAlIiJShIJUw+Pun7nClIiIiIgbygxTxphYY8zqIj/pxpg7jDFNjTFzjTFbXa9NaqJgERERkdqkzDBlrd1sre1tre0N9AOOAV8C9wE/WWs7AT+55kVERMQN3t7e9O7dm27dutGrVy+ee+45HA5HtZ1vxIgRVfJ0kgULFnDeeeeVum7VqlVcd911ALz77rsYY/jpp58K13/55ZcYY5g5cybgfGLK/v37TzjO66+/zvvvv194nMTExGLrp0+fzmOPPVZqDampqZxzzjkVf2PlUNG7+UYD26y1u4wxFwAjXMvfAxYA91ZdaSIVZ63l8LFc9qVnkZyeRUp6NsnpWa75bFIynMsPH8uld6swRsRGMiI2gi4tgtVPQkRqhcDAQFavXg1ASkoKl19+OWlpaTz88MMerqzyHn/8cf7zn/8Uzvfo0YPp06czevRoAD755BN69epV5nGmTJlSOP3uu+/SvXt3oqOjC5fNmTOH2267rdR9IyIiiIqKYsmSJQwZMqSyb6VUFQ1TlwLTXdPNrbVJANbaJGNMZJVWJlLCkew8ktOzSE7LIjnDGY6SXaGpYDolPZuc/BO/wTUJ8qV5SADNQwLo0iKYID8flu84yFNzNvHUnE20CAlgRGwEI2IjGNIxnOCAyo01IiL1x8PfrGdDYnqVHvO06BAePL9bubePjIxk2rRp9O/fn4ceeojs7Gxuuukm4uPj8fHx4bnnnmPkyJGce+65PPnkk/Ts2ZM+ffpw4YUX8sADD3D//ffTpk0bOnbsyEMPPUR4eDjr1q2jX79+fPjhhyd8iZw+fTqPP/441lrGjRvHU089BcBNN93E77//TmZmJhMnTiwMdnPmzOGOO+4gPDycvn37lvoeMjIyWLNmTbGwNGzYMBYtWkRubi7Z2dn8+eef9O7du9h+zzzzDPPnzwfg448/LnwPjRs3LnzW7xVXXEFgYCBLly4lICCA1atX07dvX3755Rduv/12wNm5fOHChQQHBzNhwgQ++ugjz4UpY4wfMB74V0VOYIy5AbgBoHXr1hUqThqGrNx8UjOyC0PRvvQsUkqEpOT0LI7m5J+wb2N/HyJD/GkeHED/tk0Lp5uHBNAi1J/I4AAigv0J8PUu9dzJ6Vn8sjmVBVtS+G5tEp/8vgcfL0O/Nk0Y2cXZahXbXK1WIuI57du3x+FwkJKSwocffgjA2rVr2bRpE2PGjGHLli0MHz6cRYsW0bZtW3x8fFiyZAkAixcvZtKkSSQlJbFq1SrWr19PdHQ0Q4YMYcmSJQwdOrTwPImJidx7772sWLGCJk2aMGbMGL766ismTJjAY489RtOmTcnPz2f06NGsWbOGzp07c/311/Pzzz/TsWNH/vrXv5Zaf3x8PN27dy+2zBjDmWeeyQ8//EBaWhrjx49nx44dxbYJCQlh+fLlvP/++9xxxx18++23hesmTpzIK6+8wtSpU4mLiwNg5cqV9OrVC2MMU6dO5dVXX2XIkCEcOXKEgIAAAOLi4oq1kFWVirRMjQVWWmuTXfPJxpgoV6tUFJBS2k7W2mnANIC4uDjrVrX1RHpWLkmHs0g8nMnew5kkpWVy8Gguft4GPx8v/H28Xa9e+Ll+Si7zL5j29sbf1ws/b68ir974eXvh6208GgLy8h0cOJrDvjRXMMrIJiU9yznvmk5Oz+LQsdwT9vXz8aK5Kxh1jQphRGykcz4kgMgQf1qEBBAZEkBjf/fGnW0eEsAl/VtxSf9W5OY7WLnrEAu2pLJgcypPfr+JJ7/fRFRoAGd0VquVSENTkRak6mat87/PxYsXc+uttwLQpUsX2rRpw5YtWxg2bBgvvfQS7dq1Y9y4ccydO5djx46xc+dOYmNjSUpKYsCAAcTExADQu3dvdu7cWSxM/f7774wYMYKIiAgArrjiChYuXMiECRP49NNPmTZtGnl5eSQlJbFhwwYcDgft2rWjU6dOAEyaNIlp06adUHtSUlLhMYu69NJLeemll0hLS+PZZ5/l8ccfL7b+sssuK3y98847y/yM5syZw9ixYwEYMmQId911F1dccQUXXXRR4fuOjIw8oZ9VVajI/0SXcfwSH8DXwFXAk67XWVVYV52Vk+cgOT2rMCQlHnZNH3ZOJx7OJCM7r9g+Pl6GsCA/8hwOsnMdZOfl46iC2GkM+HkfD2P+JwS0IkGtSBg7ZXgrsc4YXK1K2Se0JO0/kn3C+/D2MkQ09qd5iD+tmgYR17aJsyUpNMB1Gc4ZoMKCfGs8CPp6ezGwfTMGtm/Gved0YV9aFr9sSWHB5lS+W3O81SqubZPCvlZqtRKR6rZ9+3a8vb2JjIwsDFUl9e/fn/j4eNq3b89ZZ53F/v37efPNN+nXr1/hNv7+/oXT3t7e5OUV/7/oZMfesWMHU6dO5ffff6dJkyZcffXVhQNcluffv8DAwFIHxBwwYADr1q0jMDCQzp07n7C+6LHLc54ff/yRzz//HID77ruPcePGMXv2bAYNGsS8efPo0qULWVlZBAYGlnmsiipXmDLGBAFnATcWWfwk8Kkx5lpgN3BxlVdXy1hrOXA0hyRXQEosGZjSMknJyKbk72PTRn5EhwXQulkQp3doRnRYAFGhgUSHBdIyLJCIYH+8vYr/ouTlO8jJd4arnHwHOXnOkJWd5yA7r2De+VqwLqfYOtd8kWMcP1Z+4XZZuQ7SM/MKt88pefxS+h+dTNNGfkQG+9MiNIDTokJoHuJPZEgALUKOB6VmjU98r7VVi9AA/tq/NX/t37qw1Wr+5lQWbE4p1mo1IjaCMzpHMqRjM7VaiUiVSk1NZcqUKdxyyy0YYxg+fDgfffQRo0aNYsuWLezevZvY2Fj8/Pxo1aoVn376Kffffz+pqancc8893HPPPeU+18CBA7n99tvZv38/TZo0Yfr06dx6662kp6fTqFEjQkNDSU5O5vvvv2fEiBF06dKFHTt2sG3bNjp06MD06dNLPW7Xrl159tlnS133xBNPFF6CK2nGjBncd999zJgxg9NPP/2E9cHBwWRkZACQlpZGXl4ezZo1A2Dbtm306NGDHj16sHTpUjZt2kSXLl3YsmXLCZccq0K5wpS19hjQrMSyAzjv7qs3juXkFbYeJaVlsrfIdMHy7Lzi4SLA14toVzA6o3ME0WGBhfMFoSnQr/T+Oqfi4+2Fj7cXQX5V9e4qx+GwzgCWXzJoOcNXvsMSEexPRLA//j4Vf591RdFWq/vGHm+1mr8plW/+SGL68uOtViNjIxkRG0nn5o3VaiUiFZaZmUnv3r3Jzc3Fx8eHK6+8krvuuguAm2++mSlTptCjRw98fHx49913C1uchg0bxk8//URQUBDDhg0jISGBYcOGlfu8UVFRPPHEE4wcORJrLeeeey4XXHABAH369KFbt260b9++sPN2QEAA06ZNY9y4cYSHhzN06FDWrVt3wnG7dOlCWloaGRkZBAcHF1tXcFmuNNnZ2QwcOBCHw1FqULv66quZMmUKgYGB3H333Zx55pmF61544QXmz5+Pt7c3p512WuF55s+fz7hx48r9mZSXOVmzXnWIi4uzVTGWRWXk5TtIycguHpIOH59OTMvkcIm+O8ZA8+AAosMCXOEokOjQItNhgTTxwOUoqV1y8x2s2HWIBa5Wq037nN+UokMDOCM2ghGxkQzpGO52/y4RqX4bN26ka9euni6j3nn++ecJDg4uHGuqql133XVcd911DBo06JTbDR8+nFmzZtGkyYnjjJf2Z2+MWWGtjSvr/PUqTO0+cIwtyRmltirtS88iv0QHnpAAnyLBKOCEVqXmIQH4euuJO1IxSWmZzjsEN6ey+M/9HMnOw9fbENemqWv4BbVaidRWClPVIysri88++4wrr7zSYzWkpqayZMkSJkyYUOp6hSmXh75ez7u/7gScHa9bhAaUGpKiwwKJCg1Q/xapdjl5rlarLSn8sjm1RKtVZOEdgmq1EqkdFKYaLnfCVL36F3zy6W2Y0Kcl0WEBhDfyx6uOdHSW+svPx4vTOzTj9A7N+NfYriSlZRZeDvzmj0SmL9+Nr7ehf9vjrVadItVqJSJSl9SrMNU+orGnSxA5pajQQC4b0JrLBrQ+3mq12Tn8wuOzN/H47E20DAt09rXq7Gy1aqRWKxGRWk3/Sot4SLFWq3O7kng4k1+2pDJ/UwqzVu3l49+Kt1qNjI2ko1qtRERqHfWuFqklosOcrVbTJsex6oExfHz9QK4Z0o79R7J5fPYmznp+IcOens+KXYc8XaqIVJOdO3eeMA7SQw89xNSpU0+537vvvsstt9xSJTW0bduW/fv3n7DcWsuoUaNIT3c+r9AYU6xDeV5eHhEREZx33nmnrDsxMZGJEycCsHr1ambPnl1sfW5ubrHBRku69NJL2bp1a8XfWDVSmBKphfx8vBjcIZx/nduVH+88gyX3jeLxC3vgcFj+9cUaciswmKqISFWYPXs2vXr1IiQkBIBGjRqxbt06MjMzAZg7dy4tW7Ys8zjR0dHMnDkTKD1MLV68mMGDB590/5tuuomnn366sm+jWihMidQBLcMCuXxgax4c340tyUf4cNkuT5ckIh4wYsQI7rjjDgYPHkz37t1Zvnz5Cdvs2rWL0aNH07NnT0aPHs3u3bsB+Oabbxg4cCB9+vThzDPPJDnZ+ajdAwcOMGbMGPr06cONN9540sfKfPTRR4WDeBYYO3Ys3333HQDTp08vfJ5egT/++INRo0bRqVMn3nzzTeB461tOTg4PPPAAM2bMoHfv3syYMQM4/oy9o0ePMm7cOHr16kX37t0L1w8bNox58+ad8DgcT1KfKZE6ZMxpzRnWKZzn5m5hfK9omjX2L3snEamc7++DfWur9pgtesDYJ906xNGjR/n1119ZuHAh11xzzQmjjt9yyy1MnjyZq666infeeYfbbruNr776iqFDh7Js2TKMMbz11ls8/fTTPPvsszz88MMMHTqUBx54gO+++67UhxUDLFmyhDfeeKPYsksvvZRHHnmE8847jzVr1nDNNdewaNGiwvVr1qxh2bJlHD16lD59+hQbfdzPz49HHnmE+Ph4XnnllcLl8+fP58EHH+T7778nOjq6MKylpaUB4OXlRceOHfnjjz9OeTmwJqllSqQOMcbw4PmnkZmTz9Qft3i6HBGpYie7waTo8oLWn+HDh5Oens7hw4eLbbt06VIuv/xyAK688koWL14MQEJCAmeffTY9evTgmWeeYf369QAsXLiQSZMmATBu3LhSRwcHOHjw4AmPg+nZsyc7d+5k+vTpnHvuuSfsc8EFFxAYGEh4eDgjR44stSWtqMTERJo2bUpQUBA9evRg3rx53HvvvSxatIjQ0NDC7SIjI0lMTDzlsWqSWqZE6piOkcFMPr0t//t1B1cMbE33lqFl7yQiFedmC1JlNGvWjEOHit9kcvDgQdq1a1c4XzJwlXWHb8H6W2+9lbvuuovx48ezYMECHnrooXIfA8DHxweHw4GXV/F2mPHjx3PPPfewYMECDhw4cMrayjrP999/z9lnnw1A586dWbFiBbNnz+Zf//oXY8aM4YEHHgCcI6oHBgaWWXNNUcuUSB10+5mdaBrkx4Nfrz9p/wYRqXsaN25MVFQUP/30E+AMUnPmzGHo0KGF2xT0HVq8eDGhoaHFWmwABg8ezCeffAI4+zkV7JuWllbYQfy9994r3H748OF89NFHgDPMlAxzBWJjY9m+ffsJy6+55hoeeOABevToccK6WbNmkZWVxYEDB1iwYAH9+/cvtj44OJiMjIzC+YL+UuBspQoKCmLSpEncc889rFy5snC7LVu20K1bt1Lr9ASFKZE6KDTQl3+eE8uKXYeYtbr2NHWLiPvef/99Hn30UXr37s2oUaN48MEH6dChQ+H6Jk2aMHjwYKZMmcLbb799wv4vvfQS//vf/+jZsycffPABL774IuAcquDiiy9m2LBhhIeHF27/4IMPsnDhQvr27cuPP/5I69atS61r3LhxLFiw4ITlMTEx3H777aXuM2DAAMaNG8egQYO4//77iY6OLrZ+5MiRbNiwobAD+tatW+nSpQsAa9euZcCAAfTu3ZvHHnuM//znPwAkJycTGBhIVFTUKT7FmlWvns0n0pA4HJYJ/11CcnoWP989QiOli1SB2v5svhEjRjB16lTi4sp8XFyVS0pKYvLkycydO7dajr948WI+/PBDXn/99VNu9/zzzxMSEsK1115bped359l8apkSqaO8vAwPnt+N5PRsXp3/p6fLEZF6Lioqiuuvv75w0M6qNnTo0DKDFEBYWBhXXXVVtdRQWfoqK1KH9WvThIv6tOStRTu4JK4VbcMbebokEalGpV1mq0mXXHKJR88P8Le//c3TJZxALVMiddy9Y7vg62149LuNni5FpF7QTR0Nj7t/5gpTInVc85AAbhnViXkbk1mwOcXT5YjUaQEBARw4cECBqgGx1nLgwAECAgIqfQxd5hOpB64Z2pYZv+/mkW83MLhDOH4++p4kUhkxMTEkJCSQmprq6VKkBgUEBBATE1Pp/RWmROoBfx9vHjj/NK55N573l+7kumHtPV2SSJ3k6+tbbIBMkfLQ11eRemJUl+aMjI3ghXlbScnI8nQ5IiINhsKUSD1y/3mnkZ2XzzNzNnu6FBGRBkNhSqQeaR/RmGuGtOOzFQms3nO47B1ERMRtClMi9cwtozoSEezPQ1+vx+HQHUkiItVNYUqkngkO8OXec7qwes9hvli119PliIjUewpTIvXQRX1a0rtVGE9+v4mMrFxPlyMiUq8pTInUQ15ehofHd2P/kWxe+VnP7RMRqU4KUyL1VK9WYVwSF8M7S3awLfWIp8sREam3FKZE6rF/nN2FAB9v/t+3GzxdiohIvVWuMGWMCTPGzDTGbDLGbDTGnG6MaWqMmWuM2ep6bVLdxYpIxUQE+3P7mZ1YsDmVnzcle7ocEZF6qbwtUy8Cc6y1XYBewEbgPuAna20n4CfXvIjUMpNPb0uHiEY88s0GsvPyPV2OiEi9U2aYMsaEAMOBtwGstTnW2sPABcB7rs3eAyZUV5EiUnl+Pl48cH43dh44xjuLd3q6HBGReqc8LVPtgVTgf8aYVcaYt4wxjYDm1tokANdrZGk7G2NuMMbEG2Pi9RRuEc84o3MEZ3Ztzis/byU5Xc/tExGpSuUJUz5AX+A1a20f4CgVuKRnrZ1mrY2z1sZFRERUskwRcdf953UlN9/y1PebPF2KiEi9Up4wlQAkWGt/c83PxBmuko0xUQCu15TqKVFEqkKbZo24fng7vli1lxW7Dnq6HBGReqPMMGWt3QfsMcbEuhaNBjYAXwNXuZZdBcyqlgpFpMrcPKIjzUP8eejrDXpun4hIFSnv3Xy3Ah8ZY9YAvYHHgSeBs4wxW4GzXPMiUos18vfh3+d2Ze3eND5bscfT5YiI1As+5dnIWrsaiCtl1eiqLUdEqtv4XtF8sHQXT8/ZzDndowgN9PV0SSIidZpGQBdpYIwxPDS+GweP5fDivK2eLkdEpM5TmBJpgLq3DOXS/q15f+lOtiZneLocEZE6TWFKpIG6Z0xngvy8efibDVirzugiIpWlMCXSQDVr7M9dZ3Vm8Z/7+XGDntsnIlJZClMiDdikQW3o3Lwxj363gaxcPbdPRKQyFKZEGjAfby8ePL8bew5m8tai7Z4uR0SkTlKYEmnghnQMZ2z3Frw6fxuJhzM9XY6ISJ2jMCUi/Pvcrjis5Qk9t09EpMIUpkSEVk2DuPGMDnzzRyLLd+i5fSIiFaEwJSIA3HRGB6JDA3jw6/Xk67l9IiLlpjAlIgAE+nnzf+NOY2NSOtOX7/Z0OSIidYbClIgUOrdHCwa2a8qzP27m8LEcT5cjIlInKEyJSKGC5/alZeby/Nwtni5HRKROUJgSkWK6RoUwaVAbPli2i0370j1djohIracwJSInuOuszoQE+vLw13pun4hIWRSmROQEYUF+3D0mlqXbD/D9un2eLkdEpFZTmBKRUl0+oDVdo0J47LuNZObouX0iIiejMCUipfL2Mjx0/mnsPZzJGwu3ebocEZFaS2FKRE5qYPtmnNczitcWbCPh0DFPlyMiUispTInIKf373K4YA4/P3ujpUkREaiWFKRE5peiwQP4+oiOz1+7j1237PV2OSK2TmpHNzBUJLNt+gJSMLN0B2wD5eLoAEan9rh/enk9X7OHhrzfw3W2/1TSzAAAgAElEQVRD8fHW9zARgIysXC57cxl/phwpXBbs70P7iEZ0iGhM+4hGtHe9tm3WiABfbw9WK9VFYUpEyhTg683/nXsaUz5cwUe/7eaqwW09XZKIxzkcljtnrGbH/qO8PqkvQX4+bE89wvb9R9meepSl2w/wxaq9hdsbAzFNAmkffjxkdXCFrshgf4wxHnw34g6FKREpl7O7NWdox3Ce/XEz5/eKpmkjP0+XJOJRz83dwryNKTxyQTfO6R4FwPDOEcW2OZaTx/bUo2zff5RtKQVB6wjLdxwkM/f4kCONXa1Z7cOPt2R1iGhMu3C1ZtUFpiav7cbFxdn4+PgaO5+IVK2tyRmc8+IiLu3fiscu7OHpckQ85ts1idzy8Sou7d+KJy7qUeFWJYfDsi89yxW0jrA99SjbUp2vew9nFm5nDESHBhaGqw5FLhu2CAlQa1Y1M8assNbGlbWdWqZEpNw6NQ9m8ultePfXnVw2oDXdW4Z6uiSRGrc+MY1/fLaGfm2a8PAF3SoVaLy8DNFhgUSHBTK0U3ixdZk5+ezY7wxZ21KOh63P4vdwtMgAuo38vGkX0ajwsmFhH63wxgT6qTWrJqllSkQqJC0zl5FTF9AhohGf3ni6vhlLg3LgSDbjX1mCw1pm3TKEyOCAGju3tZbk9Gy2px5hm+ty4bZU5+vew5kU/e88OjSgsE9W+yId4aNCAvDy0t/Z8lLLlIhUi9BAX/55diz3fbGWb9YkMb5XtKdLEqkRufkObv5oJfuPZPPZlNNrNEgBGGNoERpAi9AABncs3pqVlZvPzgPOju9F+2Z9sXIvGdl5hdsF+nrTLrxRYbjq2TKU0V0j9aXITQpTIlJhF8e14qPfdvP4dxs5s2skQX71758Say1r96YR3tif6LBAT5cjtcAj32zgtx0HeeGvvekZE+bpcooJ8PWmS4sQurQIKbbcWktqRrazBatI36w1CWnMXpuEw8KE3tE8+Zee6ujuhnL9C2iM2QlkAPlAnrU2zhjTFJgBtAV2ApdYaw9VT5kiUpt4exkeGn8af3ltKf+dv417zo71dElVZu/hTL5YkcDMlQnsOnAMP28vrhjUmltGdqRZY39Plyce8vFvu/lg2S5uHN6eCX1aerqccjPGEBkSQGRIAKd3aFZsXVZuPm8t2s6zc7ewLfUob1zZT18cKqlcfaZcYSrOWru/yLKngYPW2ieNMfcBTay1957qOOozJVK/3DljNd+tTWLenWfQulmQp8uptKzcfH5Yv4/P4hNYsm0/1sKg9k25qE8MK3cf4tP4PQT5+XDD8PZcO7QdjfzrX0ucnNzvOw9y+ZvLGNwhnHeu7o93Petz9NPGZG7/ZDUBvl68Nqkf/ds29XRJtUZ5+0y5E6Y2AyOstUnGmChggbX2lF9PFaZE6pfk9CxGTl3A0I7hTJtc5r83tYq1lpW7DzNzRQLf/pFIRnYeMU0C+UvfGCb2i6FV0+Ph8M+UDJ75YTM/rE8mvLE/t43uyKX9W+Pno5Hg67vEw5mMf2UxwQG+fHXzEEKDfD1dUrX4M+UIN7wfz55Dx3hofDeuGNjG0yXVClUdpnYAhwALvGGtnWaMOWytDSuyzSFrbZNTHUdhSqT+eW3BNp6as4n3rxlwwoCFtdG+tCy+WJXAzBUJbE89SqCvN2N7tGBivxgGtWt2yjudVuw6xFNzNrF8x0HaNAvi7jGxnNcjSndH1VOZOflc/Mav7Np/jC//PoSOkY09XVK1SsvM5fZPVrFgcypXDGzNg+d3a/BfGKo6TEVbaxONMZHAXOBW4OvyhCljzA3ADQCtW7fut2vXrgq8DRGp7bLz8jn7+YX4eHvx/e3D8K2Fz+3Lys1n3sZkPotPYNHWVBwWBrRtysR+MZzbM4rGFbhsZ61lweZUnpqziU37MujeMoR7z+nCsE61P0hK+Vlruf2T1XyzJpG3JscxumtzT5dUI/Idlmd+2Mzrv2yjf9sm/PeKfkQEN9y+glUapkoc+CHgCHA9uswnIjj7XFz7Xjz3n3ca1w5t5+lyAOd/hmsS0pi5IoGv/0gkLTOX6NAA/tIvhr/0jaFteCO3jp/vsMxavZdnf9zC3sOZDOnYjHvP6VLr7vKSynn9l208+f0m/nF2LH8f2dHT5dS4Wav3cu/na2gS5Me0K+PoEdMwB+itsjBljGkEeFlrM1zTc4FHgNHAgSId0Jtaa/95qmMpTInUT9Za/vbu76zYeYj5/xhBuAfvekvJyOKrVXuZuSKBLclH8Pfx4pzuLbi4XytO79CsyjsPZ+fl89Gy3bz881YOHctlXM8o7hkTSzs3w5p4zvxNKVzz3u+M6xHFy5f1abBjMK3bm8aNH6xg/5Fsnp7Ykwt61527GKtKVYap9sCXrlkf4GNr7WPGmGbAp0BrYDdwsbX24KmOpTAlUn9tSz3C2c8v5C99Y3hqYs8aPXdOnoOfNiYzc0UCC7akku+w9G0dxsR+rTivVxQhAdXfaTgjK5c3F27nzUU7yM138Nf+rbh9dCciQ2p2YEdxz7bUI0x4dQmtmwYxc8rgBv9Ylv1Hsrn5o5Us33GQG4a3595zutS7uxlPpdou87lDYUqkfnt89kbeXLSdWX8fUiOXu9btdV7Gm7V6L4eO5dI8xJ+L+jov43mqs3BKRhYv//Qn05fvxtfbi2uHtuOGM9rXSKAT96Rn5TLh1SWkHcvl61uH0lJjLgHOkd8f+WYDHyzbxfDOEbx8aZ96e1djSQpTIlLjMrJyGTn1F1o3DWTmlMHVcpfbgSPZfLU6kZkrEtiYlI6ftxdndWvOxf1iGNYpotZ8a965/yhTf9zMt2uSaBLky99HduTK09vg79OwWzpqq3yH5br3fmfR1v18dN1ABrZvVvZODcz05bt5YNY6WoYF8ubkODo1D/Z0SdVOYUpEPGLmigTu+ewPnrukFxf1jamSY+bmO5i/KYWZKxL4eVMKeQ5Lr5hQJsa14vyeUYQF+VXJearD2oQ0nv5hE4u27qdlWCB3ndWZCX1a1prQJ05PzdnEawu28eiE7kwapDGWTiZ+50GmfLiSzJw8nv9rb8Z0a+HpkqqVwpSIeITDYbnwtV9JOpzJz/eMqNCwAyVt2pfOZ/EJfLVqLweO5hDe2J+L+rZkYr8YOtexb8WLt+7nqTmbWLs3jdjmwdw7NpaRsXrAbG0wa/Vebv9kNZcPbM3jF/bwdDm1XlJaJjd+sII1CWnceWZnbh3Vsd6OtaYwJSIes3rPYSa8uoQpZ3TgvrFdKrTvoaM5fP1HIp+t2MO6ven4ehvO7Nqcif1iOKNzBD61cByr8nI4LLPXJTH1h83sPHCMAW2bcu/YLvRrc8rxjqUardubxsTXf6VnyzA+vG5ggx+ksryycvP59xdr+WLVXs7p1oJnL+lVLx+zpDAlIh71j8/+4KvVe/nxzjPKHCYgL9/Bwq2pfBafwLyNyeTmW7pFh3BxvxjG925J00a19zJeZeTmO/jk9z28OG8r+49kM+a05vzznFg6Rtat1ra6LjUjmwteWQzA17cO9eiQHnWRtZa3F+/g8dkb6RQZzJuT4+r0MzpLozAlIh6VkpHFqKm/MKBdU965un+p22xNzmDmigS+WLWX1IxsmjbyY0Jv52W806JDarjimnc0O493Fu/gjYXbOZaTx8X9WnHHWZ2ICtVdZNUtJ8/BFW8tY+3eNGZOGUz3lg1zUMqqsGhrKrd8vApj4JXL+jK0U7inS6oyClMi4nFvLtzOY7M38r+r+zOySyQAacdy+WZNIp+tSOCPPYfx8TKM7BLJxH4xjIyNbJCXWQ4ezeHV+X/ywdJdGANXD27LTSM61OqO9XXdv79cy8e/7ebly/pwfq9oT5dT5+06cJTr34/nz5Qj/Pvcrlw7tF296A+oMCUiHpeT5+CcFxdiLTxw/ml8sXIvP6zfR06egy4tgpnYL4YJfVrq8opLwqFjPDd3C1+u2kuwvw83jejI1YPbNviBI6vah8t28Z+v1nHziA7885yK9emTkzuSncfdn67mh/XJXNS3JY9f2IMA37r9u6swJSK1woLNKVz9v98BCAvyLbyM1y06pF58c60Om/al8/Sczfy8KYXmIf7ccWZnLu4XU6c739cWy7YfYNJbvzG8cwRvTo7TEBVVzOGwvPzznzw/bwu9YkJ548o4WoTW3acAKEyJSK3xyfLdhAT6MrprpAatrIDlOw7y5PcbWbn7MO0jGvHPs2M5u1sLhdBKSjh0jPGvLCEsyJev/j5Eo9JXox/W7+OuGasJ8vfh9Ul96demqadLqhSFKRGResBay48bknnmh838mXKE3q3CuG9sFwZphO4KOZaTx8TXlrLn0DG++vsQOkR45nFDDcmW5Ayufz+exMOZ/L8LunPpgNaeLqnCyhum1GYsIlKLGWM4u1sL5tw+jKf/0pN9aVlcOm0ZV/9vORsS0z1dXp1greUfM9ewcV86L13WR0GqhnRuHsysvw9hUPtm3PfFWh6YtY7cfIeny6oWClMiInWAj7cXl/RvxYJ/jOBfY7uwavdhxr28iDtnrGbPwWOeLq9W+++CbXy3Jon7zunCyNhIT5fToIQF+fG/q/tzw/D2vL90F5Pe+o0DR7I9XVaV02U+EZE6KO1YLq/9so3/LdmBtXDFoNbcMrIjzXRnZDHzNiRz/QfxjO8VzQt/7a3+Zh701aq93Pv5GsIb+zNtcj+6Rdf+sb3UZ0pEpAHYl5bFiz9tYcbvewjy8+GG4e25dmi7evloj4r6MyWDCa/+StvwIGZOGVznb9OvD9YmpHHDB/EcOpbDMxN71foxvhSmREQakD9TjjD1h83MWb+P8Mb+3DqqI5cOaNVg755MO5bLhP8uISMrj69vGUJ0mEaVry1SM7K56cMVxO86xE0jOnDPmNhaO0SFwpSISAO0cvchnvp+E7/tOEjLsEBuH92Ji/q2bFBjVOU7LH9793eWbtvP9OsHEde2bt6WX5/l5Dl46Jv1fPzbbkbERvDipX0IDax9Q1Xobj4RkQaob+smfHLDID68diDhwf788/M1nPX8Qmat3ovDUXNfnj3p6TmbWLgllUcu6K4gVUv5+Xjx+IU9eHRCdxZv3c+Fry7hz5Qjni6r0hSmRETqGWMMQzuF89XNg3lzchz+Pl7c/slqxr64iDnr9lGTVyRq2perEnhj4XYmn96Gy+rguEYNzaRBbfj4+kGkZeZy4atL+GljsqdLqhRd5hMRqeccDst3a5N4ft4WtqcepUfLUO4e05kzOkfUq7vb1iQcZuLrS+nTKowPrxuIbwO6tFnX7T2cyY0fxLM+MZ17xsRy84gOteJ3U32mRESkmLx8B1+tTuSFeVtIOJRJ/7ZNuHtMbL0YTT0lI4vxLy/B28vw9S1DNEREHZSZk899X6xh1upExvWI4pmLexLk59m7UhWmRESkVDl5Dj6N38PLP28lOT2boR3DuXtMZ/q0buLp0iolOy+fy9/8jQ2J6Xx+02BOiw7xdElSSdZapi3czpNzNhHbPJg3J8fRqmmQx+pRmBIRkVPKys3nw2W7eG3BNg4czeHMrpHceVbnOjGYYgFrLfd9vpYZ8Xt49fK+jOsZ5emSpAos2JzCrdNX4eNlePWKvgzuEO6ROnQ3n4iInFKArzfXDWvPwn+O5B9nx7J8x0HGvbSYv3+8ss7cWfX+0l3MiN/DraM6KkjVIyNiI/n6lqE0a+zPlW8v590lO2r1jRNqmRIREQDSMnN5a9F23lm8g8zcfCb0ackdozvTupnnLrOcyq/b9nPl28sZGRvJtCv74VVLB36UysvIyuXOGauZtzGFi/vF8OiF3Wt0IFpd5hMRkUo5cCSbNxZu571fd5LvsFzSvxW3jupIVGjtGUV8z8FjjH9lMeGN/fni5sEEB9S+AR+lajgclhfmbeGln/+kd6sw3riyH81DAmrk3ApTIiLiluT0LF6d/yfTl+/GGMOkgW24aUQHIoI9e6fc0ew8/vLaryQezuTrW4bSNryRR+uRmvH92iTu/uwPGvv78MaV/WrkhgmFKRERqRJ7Dh7j5Z+38vnKvfh5e/G3IW25YXh7woL8arwWh8Py949X8sP6fbz7twEM7xxR4zWI52zal87178eTnJbNB9cOYGA1D+uhMCUiIlVqe+oRXpi3lW/WJNLYz4frh7fnb0Pa1ugltpd+2spzc7fwn3FduW5Y+xo7r9Qeh47m8PLPf/LPc2IJ8K3e/lMKUyIiUi027UvnuR+38OOGZJoE+TLljA5MPr0tgX7V+x/bj+v3ccMHK7ioT0uevaRXrRghW+q3Kh8awRjjbYxZZYz51jXfzhjzmzFmqzFmhjGm5tt7RUSkxnVpEcK0yXF8fcsQesaE8cT3mxj+zHze+3Un2Xn51XLOLckZ3DljNb1iQnn8oh4KUlKrVGScqduBjUXmnwKet9Z2Ag4B11ZlYSIiUrv1jAnjvWsG8OmNp9MuvBEPfr2eUVN/Ycbvu8nNd1TZeQ4fy+H69+MJ8vfhjSvjqv3SjkhFlStMGWNigHHAW655A4wCZro2eQ+YUB0FiohI7TagXVNm3DCID68dSHiwP/d+vpaznvuFr1btJd/hXleSvHwHt3y8iqTDWbw+qR8tQmvmlniRiihvy9QLwD+Bgq8azYDD1to813wC0LK0HY0xNxhj4o0x8ampqW4VKyIitZMxhqGdwvnq5sG8NdnZenTHjNWMfXEhc9YlVXr06ie+38TiP/fz6IXd6dembj47UOq/MsOUMeY8IMVau6Lo4lI2LfVvirV2mrU2zlobFxGhW1hFROozYwxnntac2bcN45XL+5DnsEz5cCXnv7KY+ZtTKhSqZq5I4O3FO/jbkLZcEteqGqsWcY9PObYZAow3xpwLBAAhOFuqwowxPq7WqRggsfrKFBGRusTLy3Bez2jO6daCr1Yn8sK8Lfztf78T16YJd4+J5fQOpx4faNXuQ/z7y7UM7tCM/zu3aw1VLVI5ZbZMWWv/Za2Nsda2BS4FfrbWXgHMBya6NrsKmFVtVYqISJ3k4+3FxH4x/Hz3CB6d0J09h45x2ZvLuOKtZazcfajUfZLTs7jxgxU0D/Hn1cv74uNdkXulRGqeO7+h9wJ3GWP+xNmH6u2qKUlEROobPx8vJg1qwy//GMl/xnVlU1IGF/33V65993fWJ6YVbpeVm8+NH6zgSHYeb06Oo0kjjbojtZ8G7RQRkRp3NDuPd3/dyRu/bCM9K49xPaK486xOvLZgO5+vTOD1Sf04p3sLT5cpDZxGQBcRkVovLTOXtxZt553FOzia4xzw844zO3HHmZ09XJlI+cNUeTqgi4iIVIvQQF/uHhPL1YPbMm3RdvLyLbeN6uTpskQqRGFKREQ8rlljf/41VnftSd2kWyRERERE3KAwJSIiIuIGhSkRERERNyhMiYiIiLhBYUpERETEDQpTIiIiIm5QmBIRERFxg8KUiIiIiBsUpkRERETcoDAlIiIi4gaFKRERERE3KEyJiIiIuEFhSkRERMQNClMiIiIiblCYEhEREXGDwpSIiIiIGxSmRERERNygMCUiIiLiBoUpERERETcoTImIiIi4QWFKRERExA0KUyIiIiJuUJgSERERcYPClIiIiIgbFKZERERE3KAwJSIiIuKGMsOUMSbAGLPcGPOHMWa9MeZh1/J2xpjfjDFbjTEzjDF+1V+uiIiISO1SnpapbGCUtbYX0Bs4xxgzCHgKeN5a2wk4BFxbfWWKiIiI1E5lhinrdMQ16+v6scAoYKZr+XvAhGqpUERERKQWK1efKWOMtzFmNZACzAW2AYettXmuTRKAlifZ9wZjTLwxJj41NbUqahYRERGpNcoVpqy1+dba3kAMMADoWtpmJ9l3mrU2zlobFxERUflKRURERGqhCt3NZ609DCwABgFhxhgf16oYILFqSxMRERGp/cpzN1+EMSbMNR0InAlsBOYDE12bXQXMqq4iRURERGorn7I3IQp4zxjjjTN8fWqt/dYYswH4xBjzKLAKeLsa6xQRERGplcoMU9baNUCfUpZvx9l/SkRERKTB0gjoIiIiIm5QmBIRERFxg8KUiIiIiBsUpkRERETcoDAlIiIi4gaFKRERERE3KEyJiIiIuEFhSkRERMQNClMiIiIiblCYEhEREXGDwpSIiIiIGxSmRERERNygMCUiIiLiBoUpERERETcoTImIiIi4QWFKRERExA0KUyIiIiJuUJgSERERcYPClIiIiIgbFKZERERE3KAwJSIiIuIGhSkRERERNyhMiYiIiLhBYUpERETEDQpTIiIiIm5QmBIRERFxg8KUiIiIiBsUpkRERETcoDAlIiIi4gaFKRERERE3lBmmjDGtjDHzjTEbjTHrjTG3u5Y3NcbMNcZsdb02qf5yRURERGqX8rRM5QF3W2u7AoOAvxtjTgPuA36y1nYCfnLNi4iIiDQoZYYpa22StXalazoD2Ai0BC4A3nNt9h4wobqKFBEREamtKtRnyhjTFugD/AY0t9YmgTNwAZEn2ecGY0y8MSY+NTXVvWpFREREaplyhyljTGPgc+AOa216efez1k6z1sZZa+MiIiIqU6OIiIhIrVWuMGWM8cUZpD6y1n7hWpxsjIlyrY8CUqqnRBEREZHaqzx38xngbWCjtfa5Iqu+Bq5yTV8FzKr68kRERERqN59ybDMEuBJYa4xZ7Vr2b+BJ4FNjzLXAbuDi6ilRREREpPYqM0xZaxcD5iSrR1dtOSIiIiJ1i0ZAFxEREXGDwpSIiIiIGxSmRERERNygMCUiIiLiBoUpERERETcoTImIiIi4QWFKRERExA0KUyIiIiJuUJgSERERcYPClIiIiIgbFKZERERE3KAwJSIiIuIGhSkRERERNyhMiYiIiLhBYUpERETEDQpTIiIiIm5QmBIRERFxg8KUiIiIiBsUpkRERETcoDAlIiIi4gaFKRERERE3KEyJiIiIuEFhSkRERMQNClMiIiIiblCYEhEREXGDwpSIiIiIGxSmRERERNygMCUiIiLiBoUpERERETeUGaaMMe8YY1KMMeuKLGtqjJlrjNnqem1SvWWKiIiI1E7laZl6FzinxLL7gJ+stZ2An1zzIiIiIg1OmWHKWrsQOFhi8QXAe67p94AJVVyXiIiISJ1Q2T5Tza21SQCu18iTbWiMucEYE2+MiU9NTa3k6URERERqp2rvgG6tnWatjbPWxkVERFT36URERERqVGXDVLIxJgrA9ZpSdSWJiIiI1B2VDVNfA1e5pq8CZlVNOSIiIiJ1S3mGRpgOLAVijTEJxphrgSeBs4wxW4GzXPMiIiIiDY5PWRtYay87yarRVVyLiIiISJ2jEdBFRERE3KAwJSIiIuIGhSkRERERN5TZZ6pOycuB/BzAOuetdU4XvBYuo5RltsQrlVhWxnHLqulUjClrg+rbvzz7GnP8GAXTRfcrtqy07SqzDPeOV6jI51/sz6Kiy6v6WCdZ7hvo/Cnzz0VERGpC/QpTcx+A317zdBUi1c94gV9j54+/69WvEfgHF1nWCPyCT7G+yP6+QQpnIiKVVL/CVOxYCImieKuI4cSWktKWUbWtJyc97ilqOqkyWq7KbNlyZ//y7GuLH8PtFr5TtfpV1fEsxT7zYkHCjeVVeaxSl1vIPQbZRyDnKORkuKZd84f3FFl2FPIyKR9TPGSVDFtlhbHStq1sOHPkQ36us5XZkVdkOtc1nVt8+oTt8pyv5dqutH2KTOfngrePM2wWtAj6NnK9upb5BRVZH1Tkx7W9X5Htvbwr95mISK1Wv8JU+zOcPyLilJ/nClqucJV9pHjYKhnGsjOc0wXr0xOKr889Vs4TG1fLWJFWsoJ6CoNRXukhyTqq7eNwluYN3r7g7QdePiWm/ZzzRadzM+HYAcg55pzOdb3mZ1f83N5+JcJWkCuMBZYSyE62vowwp8BWcxwO5+9DzhHIy3b+3hT8Tnl5g5fv8Xm1/NZr9StMiUhx3j4QGOb8qQqO/OJhq6wwVjS4gSu4+Dr/k/H2c9bn7eeaLzpddDvfk4Sf8m5XNCT5glcV3XeTn+ds+SsIWCXDVu7Rcqwrsv7ogRPX5+dUvC5v/xJBLMjVWlgw3ajIukalbNPo5Nv6+FXNZ+cJ1kJeVvHf1xO+aJRYVux32fX7XDCdfcT551Rexut4uPLycf6+e/m4lnkfD/EF84WhzOfkIe2E45QyX+zYPqUc15vyX2k52TLKuV1Fr/Rw6pqadnD+btYCClMiUn5e3hAQ6vxp6Lx9wDvYeemzuhQEtpxjRYJWaUGtxLqcYyWmj8Gxg5Cb4JzPOeJclpdVsXq8fMsOXH6NTrFNkdeyglpeTilhp7whqCDYHy2+rrytnsa7RN9DVytrSIzrcneRy9kFrz7+zi8bjtzjl6odecfnCy4rO/KO/+TnFtmnYFlekf1c83nZRbbJP8lxSszb/Ir92dZF1/0MMf08XQWgMCUiUntVd2Bz5BcJZEWCV0EIKZg+YZsS22YegvS9xdeVu7+ei5ePM1R5eTkDkiO3/PuWDDb+wdA4ssiyxicPQcVCk2u9j3/dvyxnbfGgVjK45RcJeafsa1ryTnRKWVbBu9hLPRelLCujpqbtquzjcpfClIhIQ+Xl7Qwe1RHWCvoTVTScOfKL341a0DLkH1y8laggDPkGVd2l2/rEGFcY13/zNUGfsoiIVD0vL2co8m/s6UpEqp3ivIiIiIgbFKZERERE3KAwJSIiIuIGhSkRERERNyhMiYiIiLhBYUpERETEDQpTIiIiIm5QmBIRERFxg8KUiIiIiBsUpkRERETcYGzhgwRr4GTGpAK7qvk0oUBaNZ+jOqjumldXa28N7PZ0EZVQVz9v1V2zVHfNUt2n1sZaG1HWRjUapmqCMWaatfYGT9dRUaq75tXV2o0xqeX5y13b1OHPW3XXINVds1R31aiPl/m+8XQBlaS6a15drf2wpwuopLr6eYk0+vsAAAyySURBVP//9u48SI6yjOP492eCkkMi4hUQDEgChgjhCgajgoAKYkE8CBFLMIoiCAJGpQRUsDwKATHcEEEODYEiYKQ4AkhEQIEEQg6hRAMlKgoUakiANYmPf7zvuJ1ld/aYbPfM5vep2pqZt9/peead3pmn3/ftbsddLsddLse9Hgy4nimzgU7SgojYreo4zMwsGYg9U2YD3SVVB2BmZu3cM2VmZmbWgJbsmZJ0sqRlkhZLWiRpj6pj6glJb5X0C0mPS/qTpB9LenWd+sdLGlpmjJ3EEJLOKjyeLunbFYbUI5LW5m1jmaRHJJ0oqSW391ZRaPPa36g6dfeSdFN50XUZR0i6qvB4sKRnmyG2npA0Ob+H7auOpSdavb0BJK2sOoZGdBe/pPmSmmIaQStt3y334yJpInAgsEtE7AjsCzxVbVTdkyRgDnBjRIwGxgDDge/WedrxQKXJFNAGfFTSGyqOo7deiojxEbEDsB9wAPCtimMa6GptXvt7suqAemAVME7SkPx4P+CvvVmBpMHrPaqemwrcAxzamydJGtQ/4XSr4fa2DUqftu8qtFwyBYwEnouINoCIeC4i/iZpV0m/lrRQ0m2SRsL/s+xzJN0naamkCRXF/X7g5Yi4PMe9FjgBmCZpmKQzJS3JvW3HSjoO2By4S9JdFcUMsIY0R+eEjgskvU3SnTnmOyVtJWmEpCdrvUCShkp6StJGZQdeExHPAJ8HvqRkkKQfSnowx/6Fwnv6Wv4cHpH0g6pibvW935p6bQ1sIukGSb+XdFGFPYe3AB/O96cCs2oLJE3I3x0P59vtcvkRkq6T9EtgXvkhg6ThwLuBz5J/bHKP392dtauklZJOl3Q/MLGKmLO+tPdvJI0v1LtX0o6lRl3QsWdV0nmSjsj3n5R0mqSH8ndJ0/Wq1Iu/WdTZvrtq9wMkPSbpHkkzyu7tbMVkah6wpaQ/SLpA0vvyD/W5wMcjYlfgMtbt8RkWEXsCR+dlVdgBWFgsiIgVpJMvfg7YGtg597b9LCJmAH8D9o6IvcsOtoPzgcMkjehQfh5wZS1mYEZE/Bt4BHhfrvMR4LaIWF1atJ2IiOWk7f1NpH/Of0fE7sDuwJGStpa0P3AwsEdE7AScUVnArWmI2of4bshlnbZ1XjYB+ArwTuDtwEdLjzi5BjhU0sbAjsD9hWWPAe+NiJ2BbwLfKyybCBweEe8vLdJ1HQzcGhF/AJ6XtEsu76pdhwFLI2KPiLin9Gjb9aW9ZwJHAEgaA7wmIhaXFnHvPRcRuwAXAtOrDqZFdbV9v0Leli4G9o+ISUDp5+FruWQqIlYCu5J6Gp4FZgNfAMYBt0taBJwCvLXwtFn5uXeT9oZfV2rQiYDOZvsLeC9wUUSsAYiI58sMrDs56bsSOK7DoonAz/P9q4BJ+f5sYEq+f2h+3AyUbz8AfDpvK/cDmwGjSUPGl0fEi1D95yBpeO7xq+3hHpTLR0l6VNKlSnPC5ql92KRKxWG+ybmsq7YGeCAilude2lm0bz+lyj/Ko0i9JDd3WDwCuE7SUuBHpJ2imtsr3kamkhIT8u3UfL+rdl0LXF9uiK/Ux/a+Djgw7zhPA35aSrB9NyffLiS9V+u9rrbvzmwPLI+IJ/LjWXXq9osqx/r7LH9JzAfmS1oCHAMsi4iuuq47JjFVHMK4DPhYsUDSJsCWwPKKYuqNc4CHgMvr1Km9h7nA9yW9npT4/qqfY+uWpG1IPybPkJKqYyPitg51PkRzfQ4vA5MjYoXSnLXfSZqbl40GpkbEkZKuJW1bV1cVaB1dtfVeNMf/Zc1c4ExgL1LCV/Md4K6ImKw0oX5+YdmqkmJ7BUmbkaYOjJMUwCBS+91M1+36cv7ubAa9au+IeFHS7cBBwCFA1ROk17BuZ8TGHZa35du1NOfvbHfxV6rO9j2XzuMWFWu5nilJ20kaXSgaDzwKvFFpcjqSNpJU3IOckssnkYYcqrgO0Z3AUEmfzrEMAs4i7WHNA45SnsiakxCAF4DXlh/qK+U98GtJwzY199E+MfAw0kTBWu/hA8CPgZuq/gKX9EbgIuC8SOcCuQ34Yt7LRdIYScNIn8M05SMoC59DVQR8T9Ji4A5gC+DNedkTEbEo32/mvd+u2hpgQh5efRXpf7TKoafLgNMjYkmH8hG0T5A+otSI6vs4aYj9bRExKiK2BJ4g9UI1U7t2pS/tPROYATxYda8x6RqzYyW9Jk9/2KfieHqr2ePvavuGzuN+DNhG7UcQT6FkzZgxd2c4cG4eqlsD/JE05HcJMCM38GBST8qy/Jx/SroP2ITURVy6iAhJk4ELJJ1KSmRvBr5B2nsZAyyWtBq4lDQf6RLgFklPN8G8KUjJ35cKj48DLpP0VdKQ62cKy2aTuub3Ki26dQ3JQ0sbkbaTq4Cz87KZpOTjIUkixX5wRNyaJ7kukPQf2j+fqhxGGvvfNSJWS3qS9j2xtkK9tUAzDPN1ptO2zst+C/yANLfnbuCGzlZQhoj4Cyn57+gM4ApJJ9IEPawFU0ltV3Q98EWaqF270pf2joiFklZQv3e8X+Ud3raIeCr3CC8GHgceriqm3mih+Lvavj9J2qlfJ+6IeEnS0cCtkp4j7cyXasCftFPSfGB6RCyoOhaznlI6mu9kYNuIOFbS3qQfl9rk7ZsiYlyuOx0YHhHfriRYaxp5+HR6RBxYdSzrm6TNScN+20fEfyuKYSfg0oio6qjwhrR6/PVIGh4RK/NO2/nA4xHxo7Jev+WG+cwGutreI+kIyd0kLSD1Uj1WaWBmFcnTI+4HTq4wkTqKNLH5lCpev1GtHn8PHJlHI5aRhosvLvPFB3zPlFmrGch7j2ZmA5F7psyayAaw92hmNuC4Z8rMzMysAe6ZMjMzM2uAkymziknaUtJd+azmyyR9OZe/XtLtkh7Pt5vm8u0l/VZSWz6Sr7iuE/I6lkqapXSZBTMz60dOpsyqtwb4SkS8A3gXcIykscBJwJ0RMZp00teTcv3nSef4OrO4Eklb5PLd8mkTBtECV1s3M2t1TqbMKhYRT0fEQ/n+C6Qz+m9BunTGFbnaFeSTXUbEMxHxINDZxaMHk05YOhgYSrpYtpmZ9SMnU2ZNJF8OYWfSOXXeHBFPQ0q4gDfVe25E/JXUW/Vn4GnSpZPm9We8ZmbmZMqsaUgaTrpkwvERsaIPz9+U1Ju1NbA5MEzSp9ZvlGZm1pGTKbMmkC8EfD3ws4iYk4v/IWlkXj4SeKab1exLugDysxGxGpgD7NlfMZuZWeJkyqxi+VpSPwEejYizC4vmAofn+4cDv+hmVX8G3iVpaF7nPqT5V2Zm1o980k6zikmaBPwGWALUrjv2DdK8qWuBrUiJ0ici4nlJbwEWAJvk+iuBsRGxQtJpwBTSEYIPA5+LiLYy34+Z2YbGyZSZmZlZAzzMZ2ZmZtYAJ1NmZmZmDXAyZWZmZtYAJ1NmZmZmDXAyZWZmZtYAJ1Nm1i+U3CNp/0LZIZJuXQ/rvlrSSknDCmXnSwpJr+vjOqfl007UHv+lr+sysw2Lkykz6xeRzrtyFHC2pI1z4vNd4JhG1psv4gywHPhILhsEvAf4ewOrnga8pdtaZmYdOJkys34TEUuBXwJfB74FXBkRf5J0uKQHJC2SdIGkVwFIukTSAknLJH2ztp7cS3SqpHuBybl4FukEpZDO9v5rYG3hOV+TtDT/HZvLts2Pf5Jf45ac6E0BxgOzc0yvzqs5XtLDkhZLGtNvDWVmLc3JlJn1t9OATwL7A2dIGkdKiPaMiPHAYODQXPekiNgN2AnYT9LYwnpWRcS7I+K6/PhRYAtJI4CpwDW1ipImAIcBE4CJwNGSdsyLtwPOiYgdgJeAgyNiNrAImBIR4yPiP7nuPyJiZ2AmcOL6ahAzG1gGd1/FzKzvImKVpNnAyohok7QvsDuwIF1CkCHAU7n6VEmfJX03bQ6MBX6fl83uZPU3khKxXYD7CuXvAa6PiBcBJN0ITALmAX+MiCW53kJgVJ3w5xTqHdCjN2xmGxwnU2ZWhv/Sft1BAZdFxKnFCpJGA18GJkTEvyRdDWxcqLKqk/VeAzwIzIyIyMlZ7TW6UrxW4Vrqfw+29bCemW3APMxnZmW7AzhE0hsAJG0maSvShZtfAFZIGgl8sLsVRcRy4BTgog6L7gYmSxoiaThwEOli0vW8ALy2V+/EzAzvaZlZySJiiaTTgDvyxPPVpKP+FpCG9JaSjtS7t4fru7CTsgckzSL1WgFcmF932zqruhyYKekl0lwrM7MeUTp62czMzMz6wsN8ZmZmZg1wMmVmZmbWACdTZmZmZg1wMmVmZmbWACdTZmZmZg1wMmVmZmbWACdTZmZmZg34H2C9SDByc3o8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5ed77b38>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_month_mean.index = pd.to_datetime(grouped_month_mean.index,format='%Y-%m-%d')\n",
    "grouped_month_mean.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (mean)\",figsize=(10,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Download (Mbit/s)</th>\n",
       "      <th>Upload (Mbit/s)</th>\n",
       "      <th>Ping</th>\n",
       "      <th>Hour</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>DayOfMonth</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearMonth</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>2018-04</th>\n",
       "      <td>49.010</td>\n",
       "      <td>6.92</td>\n",
       "      <td>371.9650</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05</th>\n",
       "      <td>39.540</td>\n",
       "      <td>6.43</td>\n",
       "      <td>300.7970</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06</th>\n",
       "      <td>62.270</td>\n",
       "      <td>7.15</td>\n",
       "      <td>181.6910</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07</th>\n",
       "      <td>59.360</td>\n",
       "      <td>7.03</td>\n",
       "      <td>194.0900</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08</th>\n",
       "      <td>44.205</td>\n",
       "      <td>6.92</td>\n",
       "      <td>293.4105</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Download (Mbit/s)  Upload (Mbit/s)      Ping  Hour  DayOfWeek  \\\n",
       "YearMonth                                                                  \n",
       "2018-04               49.010             6.92  371.9650  12.0        3.0   \n",
       "2018-05               39.540             6.43  300.7970  11.0        3.0   \n",
       "2018-06               62.270             7.15  181.6910  11.0        3.0   \n",
       "2018-07               59.360             7.03  194.0900  11.0        3.0   \n",
       "2018-08               44.205             6.92  293.4105  11.0        3.0   \n",
       "\n",
       "           DayOfMonth  Month    Year  \n",
       "YearMonth                             \n",
       "2018-04          15.0    4.0  2018.0  \n",
       "2018-05          16.0    5.0  2018.0  \n",
       "2018-06          16.0    6.0  2018.0  \n",
       "2018-07          16.0    7.0  2018.0  \n",
       "2018-08          15.0    8.0  2018.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_month_median = data.groupby('YearMonth').median()\n",
    "grouped_month_median.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5e1c22b0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5f72aa58>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_month_median.index = pd.to_datetime(grouped_month_median.index,format='%Y-%m-%d')\n",
    "grouped_month_median.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (median)\",figsize=(10,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Die Leistung über die Woche, zu den einzelnen Wochentagen, bleigt gleich."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5f61d4a8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2oAAAFNCAYAAABxHZysAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzt3XmcXFWd9/HPr7sTEiBAgI4GogZkCUIkgTYgJCyCCIQBnhmcgQFkERFGVB50BvRRttfjMppRxsGRQURgxABPXHABFJAAQbawE2AAIWImkSxCEhhC0unf80fd7lR3qtOdpJeb9Of9euXVVeeee865Vemu+tY591ZkJpIkSZKk8qjr7wFIkiRJktozqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2S1KMiYnpEnNFPfW8SEc9ExDv7sM+MiJ26WbdHHpuI+GlEHL6+7axH/7Mj4tDi9hcj4qr+GoskbawMapLUS2q9gY+IiyPiR8XtgyKiJSLeiIilEfFfEXFaVd3BRf0XIuLN4s3x1RExupP+JkbE7yNicUT8JSLui4gP9OYxdiUiTo2IGT3UVls4WIMzgXsy88890WeJfR34Sn8PAiAzv5qZ/RLMJWljZlCTpP41NzM3B7YAzge+HxHvK7ZNA44G/h7YEtgTeAQ4pGMjEbEF8Cvg34Ctge2BS4C3e/sASuaTwH/29yB6W2Y+BGwREU39PRZJUu8wqElSCWTFz4HXgPcVM0cfBo7JzIczszkzF2fmdzPzBzWa2KVoZ2pmrszMtzLzt5n5JLTNbN0XEf9WzLg9FxFtgS8itoyIH0TEvIj474j4vxFRX7X99Ih4NiJei4jfRMR7qrZ9uGhvcURcDkRRvhtwBfDBYtbw9aJ8k4iYEhGvRMSrEXFFRAwttm0bEb+KiNeLWcF7I6IuIv4TeDfwy6Ktf+r4AETEu4H3Ag8W93co2qkr7l8VEfOr6v8oIs5d3+PvMIaJEfGniDh4TY9Nse29EfG7iFgUEQsj4vqI2KrY9o8R8ZMObf9bRFxWVTQdmNzJOA6KiDkR8U8RMb84rmMj4siIeL54bL9YVb8uIi6IiD8U47kpIrau2n5yRPyx2PZ/OvTVNktc3P9/EfHn4pjviYjdq7ZdExHfjYhfR2UW+cGIeG+tY5Ckgc6gJkklULxR/l/AVsBTwKHAQ5n5p2428TywMiKujYgjImJ4jTr7AC8B2wIXAT+tejN+LdAM7ASMBw4DzijGdizwReCvgUbgXmBqsW1b4CfAl4p2/wDsD5CZzwJnAfdn5uaZuVXR1z9TCZbjiv62By4stn0OmFP0846i38zMk4FXgL8q2vpGjeMbC7yUmc1F/y8DS4rjAZgEvFEESIADgLvX5/irRcRHivK/ycy71vTYtO4CfA3YDtgNeBdwcbHtR8DhVcGtAfg72s8WPktllrUz7wSGsOrx/T5wErB38VhcGBE7FnU/AxwLHFiM5zXgu0Xf7wO+B5xcbNsGGLWGfm8FdgZGAI8C13fYfgKV2d7hwIuUZAmnJJWNQU2S+td2xUzTQirh6eTM/C8qb4bndbeRzFwCTASSyhvyBRHxi4h4R1W1+cBlmbkiM28E/guYXNQ5Ajg3M9/MzPnAt4Hji/0+CXwtM58tQtBXgXHFrNKRwDOZOS0zVwCXAZ2eHxYRAXwC+N+Z+ZfMXFq019rXCmAk8J5inPdmZnbzYdgKWNqh7G7gwFh1cZFpxf0dqCw3fWI9j7/VR4ErgSOLZYl09dhk5ouZeXtmvp2ZC4BvUQlKZOY84J6iXYDDgYWZ+UhVn0uLY+7MCuArRd83UAmL/5qZSzNzFjALeH/VMf6fzJyTmW9TCYzHFQHxOOBXmXlPse3LQEtnnWbm1UUfre3sGRFbVlX5aWY+VDyW11MJ7JKkDhr6ewCStBFbCQzqUDaIyhvoVnMzs9bsxCKK5YzdVcxgnQoQEWOozMpcRmUGA+C/O4SeP1KZIXlPMa55lRwFVD7Ia53New/wrxHxL1X7BpWZmu2q6pGZGRFrmgVsBDYFHqnqK4DWZYbfpPLm/rfF9isz8+trPvI2rwHDOpTdTeU8vzlUgs90KjNDy4B7M7OlCFzrevx/LO6fC1yXmU9V1VnjYxMRI4DvUJndGlb0+VrV/tcCZ7NqJqzjuXfDgNdrPxQALMrMlcXtt4qfr1ZtfwvYvOoYfxYR1QFsJZVZzY7H8WZELKrVYbFc9CtUAmYjqwLdtsDi4nZ1kP+fqjFIkqo4oyZJvecVYHSHsh1Y9eZ+Te4AJkTEmpaYdSoznwOuAfaoKt4+qpIIlXO+5lJ5E/42sG1mblX82yIzW88t+hPwyaptW2Xm0Mz8PZVZv3e1Nli0/66qPjrOhi2kEhB2r2pry+KCKhQzMZ/LzB2BvwLOi1Xn0nU1s/YksGMxC9TqbipB6KDi9gwqyw8PZNWyx/U5/lYfBY5tPeet0NVj87XimN6fmVtQCWPVz8/PgfdHxB7AUay+hHA34IkuHpPu+hNwRIdjHJKZ/13jODalMuNby98Dx1BZurslq/7/Ryf1JUmdMKhJUu+5EfhSRIwqzkE7lEr4mNbVjpl5B3A7lVmOvSOiISKGRcRZEXF6x/oRMSYiPtca7CLiXVRm0h6oqjYC+ExEDIqIj1J5o39Lsczut8C/RMQWxVjfGxEHFvtdAXyh9aIQUbnwRuuSvF8Du0fEXxcB6TNUzo1q9SowKiIGF8fVQmWG6NvFjBIRsX1xfhcRcVRE7FSEmiVUZnVWVrW1I53IzDnAC8CEqrIXqATDk6hctn9J0c7fUAS19Tz+VnOpXI3zMxHxD918bIYBbwCvR8T2wD92OJ5lVP6v/JjK+YqvdOjzQCrng/WEK4CvtC7njIjGiDim2DYNOCoqF0oZDFxK5+8fhlEJvYuozJx+tYfGJ0kDjkFNknrPpcDvqczivAZ8AzgxM5/u5v7HAbdQCXyLgaeBJiqzbR0tpXKxkAcj4k0qAe1pKhfnaPUglYs8LKSyPO24zGxdwvYxYDDwTDHWaVTOFSMzf0blAiA3RMSSot0jim0LqcwmfZ3Km/Odgfuq+vwdlXOh/hwRC4uy86lcROKBor07gF2LbTsX998A7gf+PTOnF9u+RiX4vh4Rn+/kMfsPKksbq91NZRngK1X3A3isqs46HX+1ov1DgPMj4oxuPDaXAHtReW5/Dfy0xvFcS+UiKe2WPUbl+/HerDofbn39K/ALKktOl1L5/7NPcVyzgE9RCYzzqDw+czpp5zoqM8b/TeWxfKCTepKkLkT3z9GWJG2oIuJU4IzMnNjfY+lNEbEJlQB2SDFTtkGLylcOPAe8s5gNbC3/CfCDzLyl3wYnSepVXkxEkrTRKK40+L4uK24AovL9b+cBN1SHNIDM/Jv+GZUkqa8Y1CRJKpmI2IzKuXR/pHJpfknSAOPSR0mSJEkqGS8mIkmSJEklY1CTJEmSpJLp03PUtt122xw9enRfdilJkiRJpfHII48szMzGrur1aVAbPXo0M2fO7MsuJUmSJKk0IuKP3ann0kdJkiRJKhmDmiRJkiSVjEFNkiRJkkrGoCZJkiRJJWNQkyRJkqSSMahJkiRJUskY1CRJkiSpZAxqkiRJklQyBjVJkiRJKpmG/h6AJEmSVslMMqElkwQyIamUtbtd1G1JoKq8434ktNTYr1Z7LUU5NcrWNI6a+7WsxTjatdvFOIr9WG1slft06KNVABEQRFtBpaytpLK9qk60Vi1uVLcR0b5dqvbpqt1O++7QLjX7qt33anU6abdmX1X3q/dbp3Y7qdNWrbNjqn68iweoqzqdHVNrcV0EdXVVlTYwAz6onT/tSV5/azkN9XUMrq+joS4Y1FDHoLpgUH0dDfV1DKpvvR0d6tQxqCFoqKtjUK161WVFe6312vqrDxrqou0PgCRJG5uWlmT5yhaWr2xhRXMLK1YmK1a28HZzCytWrvq3vDmr6hT1VybLq+pVtifLV65cbVvr/eVVba5oTt5e2cLKlhZaWtq/yW8faio/WVNA6lDeUpS3hol2+3V2m9WDVftgIqmnnH3Qezn/8DH9PYx1NuCD2qtLl/HnxctYvrKF5uKFo/UFpLn1dktLr//xrA50gxvqKuGvISphsAh0bSGvrq5DmIy20NcxDA6qL+o1tG979X1a+69j8FqEz3pDpiT1m8xkZUvWDihtQah4bSu2L68qW94WkNoHneqy5W2vjR3KqsJU9f6t9ZZXhaeVLT3/IlpfFwwqXpsGN9S1e/0b3FDP4KrXxC0HD6KhLqirmiEIKp+2t5vpiKKMDrMiHT6pj1i1b832utiPDuXV+1H0376tLtpr7Q+oa1e3Uqmuxn6rZieixjFVt9d+P4hVfbS1tXp77Y+p0n/Hsa1pHLQ9B9FubGsaR7v92j2PsdoMW1YF47aftepUba+e3Vttnw73u9/uqg8N2rXbcVa0qFqzb6o+fGirV9VujTqd9Z2rla363V1te3f67qRdOoyl7YOSLvpedeyrt9v2uFXV2fs9w9mQDfigds1pE7qs0/pC2NyyKsg1Fy9Oq4W7lsongs0tLR1CX9W+LZUXseaW4oWupUMwLF7cmldmZVtz0W7R74qVLbz11sr27bZUPjWsbrt5ZeWTyd4UQREmq4LhauGueLGsMQPZFvyqtg1uqJ6BXDWzObhWH1Wzmx1DZ/W+q/ooAmt93QY9FS6p92Vmu+BRPcPTLoysaYaoesanuUZZu1mjlav11y44dTJr1BsfJA6qCjmDGyorQGqVbTKojs2HNHRab5PqANXQSajqUDa4IdraG1Tf2mZrAFtVr96/4ZI2cgM+qHVHRFSWKNbDkEH1/T2ctVL9aWslzFVCXFtQrHrhrw6K3QmcreGyNUA2F0tbagXO1lD79ooW3mhZ2RY+q7e1G0tL5Wdvqgva3gS0vfi3vkHoEAhXvQEpZjOLNxervQFp217X7tPcQQ2r7rd7Q9JJn9VvUAyU2lisrPE3Z3mH261/C2p9ENb+70kRWGp8YFXrb1i7v2ety+s6BqIaZb2hOtCsFkYaVv1t2WyThnYzRB3/7gyu+rtS/XenfRCqBJ/B9ZX9B1X9LRvc8W9Z1bhcKSFJ/c+gtpGrDplD2fBCZvUs5ooOgW7NgbP9Pq1v7FaFyaplP81Vy3pa9+uwpOfNt5t5vcNSoRVV51K0nnvRG59sty7v6ezN3Ko3ZR3rtIbQaP+mreMbu4YOobLGPpt07KNGnwbKvtPSUnzwUnN2vzrY1P7AZPUgVPvDlxUdbrfO8Nf6/au+3VwVeqp//3ph9Vub1g9e2s+qt5/tb52VH1xfxxaDB7X7fz+44wcsbb8/tWeS2vppqGOTqt+nmjNEVb+zLheXJHWXQU2lFbEqoGwoWmcMqpdD1TpvZHl1OGyuCojtPtGvVWdVsKy1DOqNt5u7rLO8uXeWw1YvV+24tKnWrGStcNh+1rL2rORqb4Cr3jCvaaagdflrdaBs92FAc2v46SxorEfA6W5gqhmEqj48aOm9832qtc6qdAw4tQLQ0EH1DGtd+lZfawly9YWYVgWWjhdlqnWObK3zZTuen+syOEnSxsqgJvWg+rqgvq6+1Etk2118oF14rBEiO5lhbBciOwTD1a7A1hZaVwXGt95a0b5Oc8dx9N75lQ11lVnm1segN7Vd/Ke+9kWC2s7LLMLlZh3CbUNV2OzsokHV53BW32676FB1YKpbFXRXXVxoVcj1AkGSJJWHQU0aYDaU5bAdZ7s6nj/Ubhayw6xk+xnIltVC6YqVWQS2GgGnxvK5NQWmWhfMaQ1CBh5JkrSuDGqSSqnd0tfB/T0aSZKkvrXhnPwjSZIkSQOEQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSqZbQS0itoqIaRHxXEQ8GxEfjIitI+L2iHih+Dm8twcrSZIkSQNBd2fU/hW4LTPHAHsCzwIXAHdm5s7AncV9SZIkSdJ66jKoRcQWwAHADwAyc3lmvg4cA1xbVLsWOLa3BilJkiRJA0l3ZtR2BBYAP4yIxyLiqojYDHhHZs4DKH6OqLVzRJwZETMjYuaCBQt6bOCSJEmStLHqTlBrAPYCvpeZ44E3WYtljpl5ZWY2ZWZTY2PjOg5TkiRJkgaO7gS1OcCczHywuD+NSnB7NSJGAhQ/5/fOECVJkiRpYOkyqGXmn4E/RcSuRdEhwDPAL4BTirJTgJt7ZYSSJEmSNMA0dLPep4HrI2Iw8BJwGpWQd1NEfBx4Bfho7wxRkiRJkgaWbgW1zHwcaKqx6ZCeHY4kSZIkqbvfoyZJkiRJ6iMGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIN3akUEbOBpcBKoDkzmyJia+BGYDQwG/jbzHytd4YpSZIkSQPH2syoHZyZ4zKzqbh/AXBnZu4M3FnclyRJkiStp/VZ+ngMcG1x+1rg2PUfjiRJkiSpu0Etgd9GxCMRcWZR9o7MnAdQ/BzRGwOUJEmSpIGmW+eoAftn5tyIGAHcHhHPdbeDItidCfDud797HYYoSZIkSQNLt2bUMnNu8XM+8DNgAvBqRIwEKH7O72TfKzOzKTObGhsbe2bUkiRJkrQR6zKoRcRmETGs9TZwGPA08AvglKLaKcDNvTVISZIkSRpIurP08R3AzyKitf6PM/O2iHgYuCkiPg68Any094YpSZIkSQNHl0EtM18C9qxRvgg4pDcGJUmSJEkD2fpcnl+SJEmS1AsMapIkSZJUMgY1SZIkSSoZg5okSZIklYxBTZIkSZJKxqAmSZIkSSVjUJMkSZKkkjGoSZIkSVLJGNQkSZIkqWQMapIkSZJUMgY1SZIkSSoZg5okSZIklYxBTZIkSZJKxqAmSZIkSSVjUJMkSZKkkjGoSZIkSVLJGNQkSZIkqWQMapIkSZJUMgY1SZIkSSoZg5okSZIklYxBTZIkSZJKxqAmSZIkSSVjUJMkSZKkkjGoSZIkSVLJGNQkSZIkqWQMapIkSZJUMgY1SZIkSSoZg5okSZIklYxBTZIkSZJKxqAmSZIkSSVjUJMkSZKkkjGoSZIkSVLJGNQkSZIkqWQMapIkSZJUMt0OahFRHxGPRcSvivs7RMSDEfFCRNwYEYN7b5iSJEmSNHCszYzaZ4Fnq+7/M/DtzNwZeA34eE8OTJIkSZIGqm4FtYgYBUwGriruB/AhYFpR5Vrg2N4YoCRJkiQNNA3drHcZ8E/AsOL+NsDrmdlc3J8DbN/DY5MkSZI2eCtWrGDOnDksW7asv4eiPjRkyBBGjRrFoEGD1mn/LoNaRBwFzM/MRyLioNbiGlWzk/3PBM4EePe7371Og5QkSZI2VHPmzGHYsGGMHj2aysI0bewyk0WLFjFnzhx22GGHdWqjO0sf9weOjojZwA1UljxeBmwVEa1BbxQwt5NBXpmZTZnZ1NjYuE6DlCRJkjZUy5YtY5tttjGkDSARwTbbbLNes6hdBrXM/EJmjsrM0cDxwO8y80TgLuC4otopwM3rPApJkiRpI2ZIG3jW9zlfn+9ROx84LyJepHLO2g/WaySSJEmSJGAtg1pmTs/Mo4rbL2XmhMzcKTM/mplv984QJUmSJK2P+vp6xo0bx+67786ee+7Jt771LVpaWnqtv4MOOoiZM2eudzvTp0/nqKOOqrntscce44wzzgDgmmuuISK4884727b/7Gc/IyKYNq1yofrRo0ezcOHC1dq54ooruO6669ramTu3/RldU6dO5Stf+UrNMSxYsIDDDz987Q+sG9ZnRk2SJEnSBmDo0KE8/vjjzJo1i9tvv51bbrmFSy65pL+HtV6++tWv8ulPf7rt/tixY5k6dWrb/RtuuIE999yzy3bOOussPvaxjwG1g9ptt93WaRhrbGxk5MiR3HfffetyCGtkUJMkSZIGkBEjRnDllVdy+eWXk5ksW7aM0047jbFjxzJ+/HjuuusuAI488kiefPJJAMaPH8+ll14KwJe//GWuuuoqpk+fzkEHHcRxxx3HmDFjOPHEE8lc/ULwU6dOZezYseyxxx6cf/75beVnn302TU1N7L777lx00UVt5bfddhtjxoxh4sSJ/PSnP615DEuXLuXJJ59sF8QmTZrEQw89xIoVK3jjjTd48cUXGTduXLv9vvnNbzJhwgQmTJjAiy++CMDFF1/MlClTmDZtGjNnzuTEE09k3LhxvPXWW2Qmjz/+OHvttRd3330348aNY9y4cYwfP56lS5cCcOyxx3L99dev9fPQle5+j5okSZKk9XTJL2fxzNwlPdrm+7bbgov+ave12mfHHXekpaWF+fPn86Mf/QiAp556iueee47DDjuM559/ngMOOIB7772X0aNH09DQ0DZrNGPGDE466STmzZvHY489xqxZs9huu+3Yf//9ue+++5g4cWJbP3PnzuX888/nkUceYfjw4Rx22GH8/Oc/59hjj+UrX/kKW2+9NStXruSQQw7hySefZJddduETn/gEv/vd79hpp534u7/7u5rjnzlzJnvssUe7sojg0EMP5Te/+Q2LFy/m6KOP5uWXX25XZ4sttuChhx7iuuuu49xzz+VXv/pV27bjjjuOyy+/nClTptDU1ATAo48+yp577klEMGXKFL773e+y//7788YbbzBkyBAAmpqa+NKXvrRWj393OKMmSZIkDUCts18zZszg5JNPBmDMmDG85z3v4fnnn2fSpEncc889zJgxg8mTJ/PGG2/wP//zP8yePZtdd90VgAkTJjBq1Cjq6uoYN24cs2fPbtfHww8/zEEHHURjYyMNDQ2ceOKJ3HPPPQDcdNNN7LXXXowfP55Zs2bxzDPP8Nxzz7HDDjuw8847ExGcdNJJNcc+b948an311/HHH88NN9zADTfcwAknnLDa9tayE044gfvvv7/Lx+i2227jiCOOAGD//ffnvPPO4zvf+Q6vv/46DQ2VOa8RI0astlyyJzijJkmSJPWRtZ356i0vvfQS9fX1jBgxouZyRYAPfOADzJw5kx133JEPf/jDLFy4kO9///vsvffebXU22WSTttv19fU0Nze3a6Oztl9++WWmTJnCww8/zPDhwzn11FPbvnOsO5e1Hzp0aM3vKJswYQJPP/00Q4cOZZdddllte3Xb3ennt7/9LT/5yU8AuOCCC5g8eTK33HIL++67L3fccQdjxoxh2bJlDB06tMu21pYzapIkSdIAsmDBAs466yzOOeccIoIDDjig7Ryr559/nldeeYVdd92VwYMH8653vYubbrqJfffdl0mTJjFlyhQmTZrU7b722Wcf7r77bhYuXMjKlSuZOnUqBx54IEuWLGGzzTZjyy235NVXX+XWW28FKjN6L7/8Mn/4wx8A2l0cpNpuu+3Wdo5ZR1/72tf46le/WnPbjTfe2Pbzgx/84Grbhw0b1nbu2eLFi2lubmabbbYB4A9/+ANjx47l/PPPp6mpieeeew6oPGYdl2H2BGfUJEmSpI3cW2+9xbhx41ixYgUNDQ2cfPLJnHfeeQD8wz/8A2eddRZjx46loaGBa665pm2mbNKkSdx5551suummTJo0iTlz5qxVUBs5ciRf+9rXOPjgg8lMjjzySI455higcoGS3XffnR133JH9998fgCFDhnDllVcyefJktt12WyZOnMjTTz+9Wrtjxoxh8eLFLF26lGHDhrXb1rpUsZa3336bffbZh5aWlpoh8NRTT+Wss85i6NChfO5zn+PQQw9t23bZZZdx1113UV9fz/ve9762fu666y4mT57c7ceku6Kz6cje0NTUlD3xfQqSJEnShuLZZ59lt9126+9hbHS+/e1vM2zYsLbvUutpZ5xxBmeccQb77rvvGusdcMAB3HzzzQwfPny1bbWe+4h4JDObuurfpY+SJEmSNjhnn312u3PketpVV13VZUhbsGAB5513Xs2Qtr4MapIkSZI2OEOGDGm7WmV/aWxs5Nhjj+2Vtg1qkiRJklQyBjVJkiRJKhmDmiRJkiSVjEFNkiRJkkrGoCZJkiRtxGbPnr3aFzJffPHFTJkyZY37XXPNNZxzzjk9MobRo0ezcOHC1cozkw996EMsWbIEgIhod4GQ5uZmGhsbOeqoo9Y47rlz53LccccB8Pjjj3PLLbe0275ixQr23nvvTsd3/PHH88ILL6z9gfUig5okSZKkfnHLLbew5557ssUWWwCw2Wab8fTTT/PWW28BcPvtt7P99tt32c52223HtGnTgNpBbcaMGey3336d7n/22WfzjW98Y10Po1cY1CRJkqQB7KCDDuLcc89lv/32Y4899uChhx5arc4f//hHDjnkEN7//vdzyCGH8MorrwDwy1/+kn322Yfx48dz6KGH8uqrrwKwaNEiDjvsMMaPH88nP/lJMrNm39dffz3HHHNMu7IjjjiCX//61wBMnTqVE044od32J554gg996EPsvPPOfP/73wdWzRouX76cCy+8kBtvvJFx48Zx4403AnDbbbdxxBFH8OabbzJ58mT23HNP9thjj7btkyZN4o477qC5uXldH8Ye19DfA5AkSZIGjFsvgD8/1bNtvnMsHPH19WrizTff5Pe//z333HMPp59+Ok8//XS77eeccw4f+9jHOOWUU7j66qv5zGc+w89//nMmTpzIAw88QERw1VVX8Y1vfIN/+Zd/4ZJLLmHixIlceOGF/PrXv+bKK6+s2e99993Hf/zHf7QrO/7447n00ks56qijePLJJzn99NO5995727Y/+eSTPPDAA7z55puMHz+eyZPkNxkrAAASQElEQVQnt20bPHgwl156KTNnzuTyyy9vK7/rrru46KKLuPXWW9luu+3aguDixYsBqKurY6edduKJJ55Y4xLJvuSMmiRJkrQRi4guy1tnrQ444ACWLFnC66+/3q7u/fffz9///d8DcPLJJzNjxgwA5syZw0c+8hHGjh3LN7/5TWbNmgXAPffcw0knnQTA5MmTGT58eM0x/OUvf2HYsGHtyt7//vcze/Zspk6dypFHHrnaPscccwxDhw5l22235eCDD645A1ht7ty5bL311my66aaMHTuWO+64g/PPP597772XLbfcsq3eiBEjmDt37hrb6kvOqEmSJEl9ZT1nvtbFNttsw2uvvdau7C9/+Qs77LBD2/2OYa6zcNdx+6c//WnOO+88jj76aKZPn87FF1/c7TYAGhoaaGlpoa6u/fzR0Ucfzec//3mmT5/OokWL1ji2rvq59dZb+chHPgLALrvswiOPPMItt9zCF77wBQ477DAuvPBCAJYtW8bQoUO7HHNfcUZNkiRJ2ohtvvnmjBw5kjvvvBOohLTbbruNiRMnttVpPVdrxowZbLnllu1mmgD2228/brjhBqByXlnrvosXL2672Me1117bVv+AAw7g+uuvBypBqWNQbLXrrrvy0ksvrVZ++umnc+GFFzJ27NjVtt18880sW7aMRYsWMX36dD7wgQ+02z5s2DCWLl3adr/1/DSozK5tuummnHTSSXz+85/n0Ucfbav3/PPPs/vuu9ccZ39wRk2SJEnayF133XV86lOf4nOf+xwAF110Ee9973vbtg8fPpz99tuPJUuWcPXVV6+2/3e+8x1OP/10vvnNb9LY2MgPf/hDoHK5/I9+9KNsv/327Lvvvrz88stt7Z9wwgnstddeHHjggbz73e+uOa7Jkyczffp0dtppp3blo0aN4rOf/WzNfSZMmMDkyZN55ZVX+PKXv8x2223H7Nmz27YffPDBfP3rX2fcuHF84Qtf4IUXXmDMmDEAPPXUU/zjP/4jdXV1DBo0iO9973sAvPrqqwwdOpSRI0d25+HsE9HZFVh6Q1NTU86cObPP+pMkSZL627PPPstuu+3W38Po1EEHHcSUKVNoamrq877nzZvHxz72MW6//fZeaX/GjBn86Ec/4oorrlhjvW9/+9tsscUWfPzjH+/R/ms99xHxSGZ2+WA7oyZJkiSpX4wcOZJPfOITLFmypO271HrSxIkT2y3x7MxWW23V7ou2y8CgJkmSJA1g06dP79f+//Zv/7Zf+wc47bTT+nsIq/FiIpIkSVIv68vTjVQO6/ucG9QkSZKkXjRkyBAWLVpkWBtAMpNFixYxZMiQdW7DpY+SJElSLxo1ahRz5sxhwYIF/T0U9aEhQ4YwatSodd7foCZJkiT1okGDBrX7cmmpO1z6KEmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDJdBrWIGBIRD0XEExExKyIuKcp3iIgHI+KFiLgxIgb3/nAlSZIkaePXnRm1t4EPZeaewDjg8IjYF/hn4NuZuTPwGvDx3humJEmSJA0cXQa1rHijuDuo+JfAh4BpRfm1wLG9MkJJkiRJGmC6dY5aRNRHxOPAfOB24A/A65nZXFSZA2zfyb5nRsTMiJjpt7FLkiRJUte6FdQyc2VmjgNGAROA3WpV62TfKzOzKTObGhsb132kkiRJkjRArNVVHzPzdWA6sC+wVUQ0FJtGAXN7dmiSJEmSNDB156qPjRGxVXF7KHAo8CxwF3BcUe0U4ObeGqQkSZIkDSQNXVdhJHBtRNRTCXY3ZeavIuIZ4IaI+L/AY8APenGckiRJkjRgdBnUMvNJYHyN8peonK8mSZIkSepBa3WOmiRJkiSp9xnUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyXQZ1CLiXRFxV0Q8GxGzIuKzRfnWEXF7RLxQ/Bze+8OVJEmSpI1fd2bUmoHPZeZuwL7ApyLifcAFwJ2ZuTNwZ3FfkiRJkrSeugxqmTkvMx8tbi8FngW2B44Bri2qXQsc21uDlCRJkqSBZK3OUYuI0cB44EHgHZk5DyphDhjR04OTJEmSpIGo20EtIjYHfgKcm5lL1mK/MyNiZkTMXLBgwbqMUZIkSZIGlG4FtYgYRCWkXZ+ZPy2KX42IkcX2kcD8Wvtm5pWZ2ZSZTY2NjT0xZkmSJEnaqHXnqo8B/AB4NjO/VbXpF8Apxe1TgJt7fniSJEmSNPA0dKPO/sDJwFMR8XhR9kXg68BNEfFx4BXgo70zREmSJEkaWLoMapk5A4hONh/Ss8ORJEmSJK3VVR8lSZIkSb3PoCZJkiRJJWNQkyRJkqSSMahJkiRJUskY1CRJkiSpZAxqkiRJklQyBjVJkiRJKhmDmiRJkiSVjEFNkiRJkkrGoCZJkiRJJWNQkyRJkqSSMahJkiRJUskY1CRJkiSpZAxqkiRJklQyBjVJkiRJKhmDmiRJkiSVjEFNkiRJkkrGoCZJkiRJJWNQkyRJkqSSMahJkiRJUskY1CRJkiSpZAxqkiRJklQyBjVJkiRJKhmDmiRJkiSVjEFNkiRJkkrGoCZJkiRJJWNQkyRJkqSSMahJkiRJUskY1CRJkiSpZAxqkiRJklQyBjVJkiRJKhmDmiRJkiSVjEFNkiRJkkrGoCZJkiRJJdNlUIuIqyNifkQ8XVW2dUTcHhEvFD+H9+4wJUmSJGng6M6M2jXA4R3KLgDuzMydgTuL+5IkSZKkHtBlUMvMe4C/dCg+Bri2uH0tcGwPj0uSJEmSBqx1PUftHZk5D6D4OaLnhiRJkiRJA1uvX0wkIs6MiJkRMXPBggW93Z0kSZIkbfDWNai9GhEjAYqf8zurmJlXZmZTZjY1NjauY3eSJEmSNHCsa1D7BXBKcfsU4OaeGY4kSZIkqTuX558K3A/sGhFzIuLjwNeBD0fEC8CHi/uSJEmSpB7Q0FWFzDyhk02H9PBYJEmSJEn0wcVEJEmSJElrx6AmSZIkSSVjUJMkSZKkkjGoSZIkSVLJGNQkSZIkqWS6vOrjRu+pabD8zdXLIzrZoZPyHqnfm213Ur/Tup01sbEd51oev6QNXHZSXKt8beqWqe3OmuiptmuUbxBtd6JMrz398hrbWZd9/frd2+8Numlt//909v9wY2p7rdvvzbbXUuOu8M6xvdd+LzOo3XExLP5Tf49CkiRJUk+a+L8Nahu0M+6AlpUdCnv7k85++MSwXz7R7eNPXTut30OPoaSNQ1lmRDaItjtrZgOdbVlNmV57nDXttbbXepatp1YbbUxtr2X7ZWl76PC1HEe5GNSGvbO/RyBJkiRJ7XgxEUmSJEkqGYOaJEmSJJWMQU2SJEmSSsagJkmSJEklY1CTJEmSpJIxqEmSJElSyRjUJEmSJKlkDGqSJEmSVDIGNUmSJEkqGYOaJEmSJJVMZGbfdRaxAPhjn3XYfdsCC/t7EOoXPvcDl8/9wOTzPnD53A9cPvcDV1mf+/dkZmNXlfo0qJVVRMzMzKb+Hof6ns/9wOVzPzD5vA9cPvcDl8/9wLWhP/cufZQkSZKkkjGoSZIkSVLJGNQqruzvAajf+NwPXD73A5PP+8Dlcz9w+dwPXBv0c+85apIkSZJUMs6oSZIkSVLJDOigFhGHR8R/RcSLEXFBf49HfSciro6I+RHxdH+PRX0nIt4VEXdFxLMRMSsiPtvfY1LfiIghEfFQRDxRPPeX9PeY1Hcioj4iHouIX/X3WNS3ImJ2RDwVEY9HxMz+Ho/6RkRsFRHTIuK54jX/g/09pnUxYJc+RkQ98DzwYWAO8DBwQmY+068DU5+IiAOAN4DrMnOP/h6P+kZEjARGZuajETEMeAQ41t/7jV9EBLBZZr4REYOAGcBnM/OBfh6a+kBEnAc0AVtk5lH9PR71nYiYDTRlZhm/S0u9JCKuBe7NzKsiYjCwaWa+3t/jWlsDeUZtAvBiZr6UmcuBG4Bj+nlM6iOZeQ/wl/4eh/pWZs7LzEeL20uBZ4Ht+3dU6gtZ8UZxd1Dxb2B+UjnARMQoYDJwVX+PRVLvi4gtgAOAHwBk5vINMaTBwA5q2wN/qro/B9+wSQNGRIwGxgMP9u9I1FeK5W+PA/OB2zPT535guAz4J6ClvweifpHAbyPikYg4s78Hoz6xI7AA+GGx5PmqiNisvwe1LgZyUIsaZX66Kg0AEbE58BPg3Mxc0t/jUd/IzJWZOQ4YBUyICJc9b+Qi4ihgfmY+0t9jUb/ZPzP3Ao4APlWc+qCNWwOwF/C9zBwPvAlskNeiGMhBbQ7wrqr7o4C5/TQWSX2kOD/pJ8D1mfnT/h6P+l6xBGY6cHg/D0W9b3/g6OI8pRuAD0XEj/p3SOpLmTm3+Dkf+BmVU1+0cZsDzKlaNTGNSnDb4AzkoPYwsHNE7FCcZHg88It+HpOkXlRcUOIHwLOZ+a3+Ho/6TkQ0RsRWxe2hwKHAc/07KvW2zPxCZo7KzNFUXud/l5kn9fOw1EciYrPiwlEUS98OA7za80YuM/8M/Ckidi2KDgE2yIuGNfT3APpLZjZHxDnAb4B64OrMnNXPw1IfiYipwEHAthExB7goM3/Qv6NSH9gfOBl4qjhXCeCLmXlLP45JfWMkcG1xxd864KbM9FLt0sbtHcDPKp/R0QD8ODNv698hqY98Gri+mIx5CTitn8ezTgbs5fklSZIkqawG8tJHSZIkSSolg5okSZIklYxBTZIkSZJKxqAmSZIkSSVjUJMkSZKkkjGoSZL6TUSsjIjHI2JWRDwREedFxDq/NkXExIh4KCKeK/6dWbWtMSIejIjHIuKiiLisatt/RMQdVfc/HRHfWccxzI6Ibdf1GCRJggH8PWqSpFJ4KzPHAUTECODHwJbARWvbUES8s9j/2Mx8tAhLv4mI/87MX1P50tPnMvOUiPgA8N2q3ccBdRFRn5krgf2An6/XkUmStB6cUZMklUJmzgfOBM6JitERcW9EPFr82w8gIv4zIo5p3S8iro+Io4FPAddk5qNFewuBfwIuiIhxwDeAI4svO38O2CUihkbElsD/AI8DY4tm9wN+X7R/UjFL93gx81ZflB8WEfcXY/t/EbF59fEUbd8WEZ/opYdMkrQRM6hJkkojM1+i8to0ApgPfDgz9wL+DmhdingVcBpAEbL2A24Bdgce6dDkTGD3zHwcuBC4MTPHZeZSKsHsA8C+wIPAA8B+EbEdEJn5p4jYreh7/2LmbyVwYjFb9yXg0GJ8M4HzqvrdHPgl8OPM/H7PPDqSpIHEpY+SpLKJ4ucg4PJiNmwlsAtAZt4dEd8tlkr+NfCTzGyOiACyRnu1ygDuoxLyhgL3Ay8AXwQWUMymUVkuuTfwcKV5hlIJkPsC7wPuK8oHF220uhn4RmZev3aHLklShUFNklQaEbEjlVA2n8p5aq8Ce1KZZVtWVfU/gROB44HTi7JZQBPwi6p6ewPPdNLd74FPAkOonK+2gEr4WkAlxEElNF6bmV/oMM6/Am7PzBM6afs+4IiI+HFmdhYUJUnqlEsfJUmlEBGNwBXA5UW42RKYl5ktwMlAfVX1a4BzATJzVlH2XeDUYgaOiNgG+Gcq56bV8nsqM2ONmTm/6HMBcAyrZtTuBI4rZu+IiK0j4j1UlknuHxE7FeWbRsQuVW1fCCwC/n1dHgtJkgxqkqT+NLT18vzAHcBvgUuKbf8OnBIRD1BZ9vhm606Z+SrwLPDDqrJ5wEnA9yPiOSph6+rM/GWtjjPzNSrBbFZV8f1Uzo97oqjzDJVz0X4bEU8CtwMjM3MBcCowtSh/ABjToYtzgSER0VlQlCSpU+GKDEnShiYiNgWeAvbKzMX9PR5JknqaM2qSpA1KRBxK5fL6/2ZIkyRtrJxRkyRJkqSScUZNkiRJkkrGoCZJkiRJJWNQkyRJkqSSMahJkiRJUskY1CRJkiSpZAxqkiRJklQy/x9dwlEInnL3BgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5f616470>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_dayofweek = data.groupby(\"DayOfWeek\").median()\n",
    "grouped_dayofweek.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (weekday) median\",figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5f5a1dd8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5f5d9550>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_date = data.groupby(\"YearMonthDay\").mean()\n",
    "\n",
    "grouped_date.index = pd.to_datetime(grouped_date.index,format='%Y-%m-%d')\n",
    "grouped_date.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (mean by day)\",figsize=(10,5))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_date = data.groupby(\"YearMonthDay\").median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5f47dc18>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5f5b1c18>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_date.index = pd.to_datetime(grouped_date.index,format='%Y-%m-%d')\n",
    "grouped_date.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (median by day)\",figsize=(10,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Der Download ist Abends und Nachts etwas schlechter. Typisch zum Hauptabendprogramm fallen die Downloadspeeds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5e4214e0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5gAAAFNCAYAAABlpMAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzt3XmcZFV9///XhxmGfd8EBmRREEVZHBFFRUQR0KAmJF8SF9DghCSu+eab6I9EMX7N15hFiWZxgksWlBgFQ1wQooJBFJgBhkWQzUGGYZVt2Jnpz++PuqNt09VV907fnupzX8951GNquZ86p7qr6t3n1rmnIjORJEmSJGltrbeuOyBJkiRJKoMDTEmSJEnStHCAKUmSJEmaFg4wJUmSJEnTwgGmJEmSJGlaOMCUJEmSJE0LB5iSJEmSpGnhAFMjISKWRcQrW7jfUyLi36a4fYOI+FFEPK3m/Z4QERdOcfs3I+L4OvfZ536eFxEXre39SJLUjxnc937WaQZPfJwR8VBE7LGu+iMNywFmx1Wh8mhErIyI+yPioog4KSK68txYCHwvM+8AiIjPR0RGxDHjN4qIT1TXnzDMnWbmUZn5z1Vt3yCMiOsjYq8p7udK4P6I+JUhH48kaZYwg83gOjJz08y8eV33QxqkK29gmtqvZOZmwNOBjwJ/DHxm3XZpxvwO8K8Trrse+Pmez4iYC/w6cNN0NhwRewLrZeb1AzY9veqnJKk8ZvAvM4OlWc4Bpn4uMx/IzLOB/wUcHxH7AkTEFhHxLxFxd0TcEhF/smbvanX5+dX5N1V7GJ9dXT4xIr5anT8lIr5U3c/KiLgmIhZM1o9qyswnImJFdfpERGxQ3bZVRHyt6st91fn542p3j4gLqjbOA7bt93gjYldgT+DiCTf9F3BIRGxVXT4SuBK446l3EZ+MiAci4rqIOHzcDedXj38f4B+BF1VTW+4fV/8a4BvV9kdX04RWRsRtEfGH47Y7Hzh8zc9gksdxfkT832rP90MR8V8RsU1EnB4RD0bEpRGx27jtnxUR50XEvRHx44j4jXG3vSYiLq/qbo2IU8bdtlv1+z0+In4aEfdExMn9fr6SpOGZwT/X5QzeJiLOruouqX4+49vKiHhGdd681shygKmnyMxLgOXAS6urPglsAewBHAq8BXhrddsFwMur8y8Dbq62WXP5gnF3fQxwBrAlcDbwqT5dOBk4GNgf2A84CPiT6rb1gM/R29O7K/DohPv5ArCEXqh9mHF7QSfxXODmzFw14frHqv4dV11+C/Avk9S/kN7j3Rb4IHBmRGw9foPMvBY4CfhBNbVly3E3Hw18vTr/GeB3qr3Y+wLfGXcftwFPAntP8ViOA94M7EwvkH5A7+e0NXBt1T8iYhPgPHo/p+2B3wT+PiKeU93Pw9Xj3ZJe+P5uRLx+QlsvqfpyOPCBKsAlSdPADO50Bv9d9fh3BN5WnfoxrzWyHGCqnxXA1hExh97e1Pdn5srMXAb8Nb03UuiF15oweynw/8ZdPpRfDrcLM/Mbmbma3pSY/fq0/UbgzzLzrsy8G/jQmvYy82eZ+ZXMfCQzVwIfWdNetTf0BcCfZubjmfk9entC+9kSWNnntn8B3hIRW1T3/9VJtrkL+ERmPpmZ/w78mN6b/EARsXHV1zU/nyeBZ0fE5pl5X2ZeNqFkZdXffj6XmTdl5gPAN4GbMvO/q+D+D+CAarvXAssy83OZuapq5yvAsQCZeX5mXpWZY9WxJ1/kF7/PNT6UmY9m5lJgKf1/j5KkZszgjmVw9bv+NeADmflwZl4N/HO/Bs1rjTIHmOpnZ+BeensG5wG3jLvtlup26L05vzR6K8DNAf6d3tSW3ejtcb1iXN346S2PABtG79iKiXaapL2doBcKEfHpalrQg8D3gC2rN+adgPsy8+EJtf3cB2w22Q2ZeSGwHb29tl/LzEcn2ey2zMzJ+jmEw4GLMvOx6vKv0dubeks1vehFE7bfDLif/u4cd/7RSS5vWp1/OvDC6C0mcX81XeiNwNMAIuKFEfHdavrTA/T2/E6c4jTx97gpkqTpZAZ3L4O3A+YCt054TJMyrzXKHGDqKSLiBfTC60LgHnp79p4+bpNdgdsAMvNGem9a76K3EtxKem9oC+ntLR1r0IUVk7S3ojr/v+lN93hhZm5ObwoQQAC3A1tVU1DG1/ZzJbBHn4AF+Leqvcmm5gDsHBHRp5/j5STXjZ+aQ2Zempmvozdl5qvAl9bcFhE70fsD48d9+lHHrcAFmbnluNOmmfm71e1foDc1aZfM3ILesSvR784kSdPLDP65rmXw3cAqYJdx20/18zOvNbIcYOrnImLziHgtvWM0/q2aerGa3hvtRyJis4h4OvAH9N7417gAeAe/mGpy/oTLdX0R+JOI2C4itgU+MK69zejtDby/Otbig2uKMvMWYDHwoYiYFxEvAfouLZ6Zy4Eb6B1fMpm/BV5Fbw/tZLYH3hUR60fErwP7UC0YMMGdwPyImDfuuqP4xeIC8yLijRGxRWY+CTwIrB637cuB72Tm4/0eSw1fA/aKiDdX/V4/Il4w7riMzYB7M/OxiDgI+K1paFOSNIAZ/BSdyuDqd30mcEr1SfGzmfoYVvNaI8sBpgD+KyJW0tuzdjLwN/xiAQGAd9I7mPxmentUvwB8dtztF9B7o/ten8t1/V96IXUlcBVwWXUdwCeAjejt1f0hcM6E2t+id+D/vfSCr9+ezzU+zS+OZfklmXlvZn57whSc8S4Gnln15SPAsZn5s0m2+w5wDXBHtZLbvsBDmfnTcdu8GVhWTTk6CXjTuNveSG/P5Fqr9m4fQW9BghX09nT/BbBmdbzfA/6sej58gHF7cSVJrTCDJ9HRDH4HvWmsdwCfp7dQUD/mtUZW9H/dSuWL3rLjlwOHZ+btM9TmHwHbZuYfDbHtc4FFmTnxeBBJkmY1M1gqkwNMaYZF7zuvrsre8umSJGmGmMFS+xxgSpIkSZKmhcdgSpIkSZKmhQNMSZIkSdK06PfdQ+vck6duVHvu7h0/2LdRW9vu85PaNXO3fHjwRpNY/JVX1a7Z54CrG7X1xMqNa9ds89n3N2rrkTvrr4Z+4xt/OnijSey0y2RfczXYV39Q/xj9/XZo1tYt929Tu+b7d23RqK27Hhu8zUQPPrmqUVu7b1r/LeO7DzVbt+GQjXesXXPrI80e11t2f6R2zW2P1H99Aey+2UON6o694p+n9fvNVnN6o+Mj5vBGv2etw1Z99xm1nzePHjTVNy30t/5N59WumfPdSxu1tfqhDWvXPHZH/fd5gE2O22DwRhPbet6vNWprzp2X16655+Q7G7W183E31a55/PI5jdr6wbmHNqp7+o718+jxx+r/vgBuvLN+hr3gOdc0auu6G/esXfO85zVr6zs/7PetMv0t2PPGRm2dfvmBtWv+8C1nNGpr/R0fbFQ396THzeZJ+AmmJEmSJGlajOwnmJKk9oyNrR680STmuFtSkqRWlJLNDjAlqYMym00nliRJ7Sglmx1gSlIHZTbbSypJktpRSjY7wJSkDhorZC+pJEmlKCWbHWBKUgeVMg1HkqRSlJLNDjAlqYNKCTFJkkpRSjY7wJSkDsqxMkJMkqRSlJLNDjAlqYsK2UsqSVIxCslmB5iS1EGlTMORJKkUpWSzA0xJ6qKxJ9d1DyRJ0niFZLMDTEnqoFL2kkqSVIpSstkBpiR1USELCUiSVIxCstkBpiR1USEhJklSMQrJZgeYktRFhUzDkSSpGIVkswNMSeqgKGQvqSRJpSglm1sbYEbEs4DXATsDCawAzs7Ma9tqU5I0pEJCTPWYzZI0wgrJ5vXauNOI+GPgDCCAS4BLq/NfjIj3tdGmJEnqz2yWJM2Etj7B/G3gOZn5S1/mEhF/A1wDfHSyoohYCCwE+PvfmMuJL3YGryS1opC9pKpl7bP5D7bj7a/dvO1+SlI3FZLNbY3gxoCdgFsmXL9jddukMnMRsAjgyVM3ypb6JkmdF4UsJKBa1jqbV333GWazJLWklGxua4D5HuDbEXEDcGt13a7AM4B3tNSmJGlYY6vXdQ8088xmSRplhWRzKwPMzDwnIvYCDqK3kEAAy4FLM7OMn5wkzWKlrFSn4ZnNkjTaSsnm1g5yzMwx4Idt3b8kaS0UspdU9ZjNkjTCCslmV9GRpC4qZC+pJEnFKCSbHWBKUgdFIXtJJUkqRSnZ7ABTkrqokBCTJKkYhWSzA0xJ6qBS9pJKklSKUrLZAaYkdVEhISZJUjEKyWYHmJLUQaXsJZUkqRSlZLMDTEnqokJCTJKkYhSSzQ4wJamDStlLKklSKUrJZgeYktRFhYSYJEnFKCSbHWBKUgfF2Fh79x2xDFgJrAZWZeaCiNgf+EdgQ2AV8HuZeckktauBq6qLP83MY1rrqCRJI6TNbJ5JDjAlqYva30t6WGbeM+7yx4APZeY3I+Lo6vLLJ6l7NDP3b7tzkiSNnEI+wVxvXXdAktQJCWxend8CWLEO+yJJklriAFOSumhsdaNTRCyMiMXjTgsnufcEzo2IJeNufw/wlxFxK/BXwPv79GzD6n5/GBGvb+GRS5I0mhpm8yARsWVEfDkirouIayPiRdX174yIH0fENRHxsT61R1bb3BgR7xvmYThFVpI6KLLZcR6ZuQhYNGCzQzJzRURsD5wXEdcBxwLvzcyvRMRvAJ8BXjlJ7a5V7R7AdyLiqsy8qVFnJUmaRZpm8xBOBc7JzGMjYh6wcUQcBrwOeF5mPl5l9i/3J2IO8HfAq4DlwKURcXZm/miqxiIzp/8hTIMzD3hL7Y7d+/gGjdqav+nK2jXP2aPZ3zs33PL02jWPPNHscR3wrGtr1zy8ctNGbT355Pq1ax58eJNGbf3DNbs3qvuDA6+rXXPV7fMbtXXDyvqPbfnD0aitOx+vP19/m3lzGrV12eN31q7ZZ+5T3q+GssvG9X8eP3pwVaO23jC/ft2Fd2/YqK0jdnyoUd2br/5MsydIH09+/zmN3vzXP+SaWv2IiFOAh4A/BbbMzIyIAB7IzM0H1H4e+FpmfrlJXzX9Vn17j9rPm/vPaPZambvxY7VrHrp760Zt5Vj9l9eOL7+yUVtP3j7l035S6z/twUZt3fj1F9Wu2eOwSxu1derfn9Co7rcO/kHtmh1eek2jtprM2/vv097QqKm7H6n/d8C9T8xr1NZ2G9R/rbzm8PMbtXX1kufVrpk7p9lxhbvvsax2zXu/enijtj521P80qtv59MtGPpsjYnNgKbBHjhv4RcSXgEWZ+d9T1L4IOCUzX11dfj9AZv6/qfrjFFlJ6qKxsWanASJik4jYbM154AjganrHXB5abfYK4IZJareKiA2q89sChwBT7iWVNHs1GVxKRWsnm/cA7gY+FxGXR8RpVT7vBbw0Ii6OiAsi4gWT1O4M3Dru8vLquik5RVaSuqi9pdB3AM7qfUjJXOALmXlORDwEnBoRc4HHgIUAEbEAOCkzTwT2AT4dEWP0doB+dNA0HEmSitEwm6v1DsavibCoOqQFell8IPDOzLw4Ik4F3lddvxVwMPAC4EsR8UufcgKTfTI68FNWB5iS1EHR0lLomXkzsN8k118IPH+S6xcDJ1bnLwKe20rHJEkacU2zecD6CMuB5Zl5cXX5y/QGmMuBM6sB5SXVzt1t6X3aOb52l3GX5zPEKvAOMCWpiwr5MmdJkorRQjZn5h0RcWtE7J2ZPwYOp3f4yU30Dlk5PyL2AuYB90wovxR4ZkTsDtwGHAf81qA2HWBKUhc5wJQkabS0l83vBE6vVpC9GXgr8DDw2Yi4GngCOL5aiG8n4LTMPDozV0XEO4BvAXOAz2bmwFW2HGBKUhc5wJQkabS0lM2ZeQWwYJKb3jTJtiuAo8dd/gbwjTrtOcCUpC5q6RhMSZLUUCHZ7ABTkjoo/ARTkqSRUko2O8CUpC4qJMQkSSpGIdnsAFOSuqiQEJMkqRiFZLMDTEnqokJCTJKkYhSSzQ4wJamLxnJd90CSJI1XSDY7wJSkLipkL6kkScUoJJvXW9cdkCRJkiSVwU8wJamLCtlLKklSMQrJZgeYktRFhRznIUlSMQrJZgeYktRFWcZeUkmSilFINjvAlKQuKmQvqSRJxSgkm2d8kZ+IeOtMtylJmmAsm51UJLNZkkZAIdm8LlaR/VC/GyJiYUQsjojF595z/Uz2SZK6pZAQ07QZKpv/6WsPzmSfJKlbCsnmVqbIRsSV/W4CduhXl5mLgEUAZx7wltH7aUlSIQo5zEM1TEc2r/r2HmazJLWklGxu6xjMHYBXA/dNuD6Ai1pqU5I0rBHc46nWmc2SNMoKyea2BphfAzbNzCsm3hAR57fUpiRpWIXsJVUtZrMkjbJCsrmVAWZm/vYUt/1WG21KkmooJMQ0PLNZkkZcIdns15RIUheVMQtHkqRyFJLNDjAlqYNyLNZ1FyRJ0jilZLMDTEnqokKm4UiSVIxCstkBpiR1USF7SSVJKkYh2ewAU5I6qJRpOJIklaKUbHaAKUldVEiISZJUjEKyeb113QFJkiRJUhn8BFOSuijL2EsqSVIxCslmB5iS1EGlHOchSVIpSslmB5iS1EVjHiEhSdJIKSSbHWBKUhcVspdUkqRiFJLNDjAlqYOykOM8JEkqRSnZ7ABTkrqokGk4kiQVo5BsdoApSR1UykICkiSVopRsHtkB5h2PbFy75sjnXNWorbvv3ap2zeZPu6dRW3NvnV+75qaVmzdqa/W1z65dc9C+Vzdq687bd6hds+z+bRq1tdn6jcpYfNuutWt23PjhRm0ds/3ttWuuvnOnRm1tt9EjtWs+fX3Dn/3YJrVrnrNFNmrryz+7q3bNNQ9/pVFbz1n5e7Vrdtuk2eP65m2bNqp7c6OqKRQSYppZl35o39o1L3jTtxq1tfqejWrXXHPZcxu1tfezbqhds+SMVzVqa89n3ly7Zv0Hmr1vbLXdvbVrln7t5Y3aetkut9Su2XS7+xq1dc2Zhzaqu/P++n/vbbPJykZtzd+6/t+JTadHnnHtPrVrbvrP1zZq6wPL/rF2zWYbPrNRW2+7vv5rbM/NmmXzpy98SaO6P2tUNYVCsnlkB5iSpPaUcpyHJEmlKCWbHWBKUhcVcpyHJEnFKCSbHWBKUgeVcpyHJEmlKCWbHWBKUgeVMg1HkqRSlJLNDjAlqYsKmYYjSVIxCslmB5iS1EGlTMORJKkUpWSzA0xJ6qBSpuFIklSKUrLZAaYkdVEh03AkSSpGIdnsAFOSOqiUaTiSJJWilGwuY5gsSZIkSVrn/ARTkjqozeM8ImIZsBJYDazKzAUR8e/A3tUmWwL3Z+b+k9QeCZwKzAFOy8yPttZRSZJGiMdgSpJmr/aP8zgsM+9ZcyEz/9ea8xHx18ADEwsiYg7wd8CrgOXApRFxdmb+qO3OSpK0znkMpiRptlpXx3lERAC/AbxikpsPAm7MzJurbc8AXgc4wJQkFc9jMCVJs1ZmNDoNe/fAuRGxJCIWTrjtpcCdmXnDJHU7A7eOu7y8uk6SpOK1nM0zxk8wJamDmu4lrQaM4weNizJz0YTNDsnMFRGxPXBeRFyXmd+rbvtN4Iv97n6yrjbqqCRJs0wpn2A6wJSkDspsNoGlGkxOHFBO3GZF9f9dEXEWvamv34uIucCvAs/vU7oc2GXc5fnAikYdlSRplmmazaOmjEchSapnLJqdBoiITSJiszXngSOAq6ubXwlcl5nL+5RfCjwzInaPiHnAccDZa/1YJUmaDVrK5pnW2gAzIp4VEYdHxKYTrj+yrTYlScNp8TiPHYALI2IpcAnw9cw8p7rtOCZMj42InSLiG70+5SrgHcC3gGuBL2XmNdP0kIXZLEmjzGMwpxAR7wJ+n94fCJ+JiHdn5n9WN/85cE7fYklS69o6zqNaAXa/PredMMl1K4Cjx13+BvCNVjrXcWazJI22Uo7BbOsTzLcDz8/M1wMvB/40It5d3db3JxcRCyNicUQsvvB+V6WXpLZkrtfopFltrbP5q7ffMgPdlKRuKiWb2+rRnMx8CCAzl9ELsqMi4m+YIsQyc1FmLsjMBS/Z8tktdU2SlGPR6KRZba2z+fU7Pn1GOipJXdRWNkfElhHx5Yi4LiKujYgXjbvtDyMiI2LbPrWrI+KK6jTUughtDTDviIj911yoAu21wLbAc1tqU5I0pFKO81AtZrMkjbAWs/lU4JzMfBa9w1iuBYiIXYBXAT+dovbRzNy/Oh0zTGNtDTDfAtwx/orMXJWZbwFe1lKbkqQhOcDsJLNZkkZYG9kcEZvTe4//TK+NfCIz769u/jjwR0zzd063ssjPFEvQk5nfb6NNSdLwnO7aPWazJI22ptkcEQuBheOuWlR9bzXAHsDdwOciYj9gCfBu4HDgtsxcGjFluxtGxGJgFfDRzPzqoP60MsCUJI22UVwUQJKkLmuazdVgclGfm+cCBwLvzMyLI+JU4BR6n2oeMcTd75qZKyJiD+A7EXFVZt40VYF/YUhSB7nIjyRJo6WlbF4OLM/Mi6vLX6Y34NwdWBoRy4D5wGUR8bSn9Kn3dWJrvobsfOCAQQ06wJQkSZKkAmXmHcCtEbF3ddXhwGWZuX1m7paZu9EbhB5YbftzEbFVRGxQnd8WOAQY+F2STpGVpA5ywR5JkkZLi9n8TuD0iJgH3Ay8td+GEbEAOCkzTwT2AT4dEWP0Ppj8aGY6wJQkPZUDTEmSRktb2ZyZVwALprh9t3HnFwMnVucvosHXWDnAlKQO8nhKSZJGSynZ7ABTkjrITzAlSRotpWTzUIv8RMRvT3LdR6e/O5KkmZC5XqOTRofZLEllKSWbh/0E89iIeCwzTweIiL8HNmivW5KkNo0Vspe048xmSSpIKdk87ADzV4GzqxWEjgLuzczfa69bkqQ2lXKcR8eZzZJUkFKyecoBZkRsPe7iicBXge8DfxYRW2fmvW12TpLUjlKO8+gis1mSylRKNg/6BHMJkECM+/811SmBPVrtnSSpFaWEWEeZzZJUoFKyecoBZmbuPlMdkSTNnFJCrIvMZkkqUynZPNQxmBGxMfAHwK6ZuTAingnsnZlfa7V3kqRWjI3gqnOqx2yWpLKUks3DLvLzOXpTcl5cXV4O/AfQWog9Y4v7atecdeV+jdo6dNdltWuW/7jZDKTd5t9Wu+bG+7Zt1NZtD29au2ajrR5s1NZjt+xSu2a3LX/WqK0r79usUd1RByypXfP5i148eKNJHDRnVe2aDeasbtTWS17yg9o1T9viWY3a2nDeE7VrPrN030ZtLdhwh9o1O+XbG7X1rM0frV1z12PzGrV1xE6PNaqbbqUsJNBxM57N+x9+Ue2aP/7QSY3aOmnBZbVr7nxoi0ZtPX+322vXrLrumY3a2uoVt9auGburfqYAbLrNnbVrHvyPZj/D86/fp3bNczdd3KitsbFmf4Tv9rT6v+env+TyRm09eP2utWu2OujGRm2dvHxp7ZrvfP1VjdpavMcra9f83dK9GrX1fw77n9o1jz6ycaO2fnbflo3qplsp2TzsK3TPzPwY8CRAZj5K75gPSdIslBmNThopZrMkFaSUbB72E8wnImIjeosHEBF7Ao+31itJUqtGMZBUm9ksSQUpJZuHHWB+EDgH2CUiTgcOAU5oq1OSpHaV8mXOHWc2S1JBSsnmoQaYmXleRFwGHExv+s27M/OeVnsmSWpNKXtJu8xslqSylJLNQx2DGREBHAU8v1qdbuOIOKjVnkmSpL7MZknSKBp2kZ+/B14E/GZ1eSXwd630SJLUulIWEug4s1mSClJKNg97DOYLM/PAiLgcIDPvi4hma/RLkta5Uo7z6DizWZIKUko2DzvAfDIi5vCLleq2A8Za65UkqVWjuMdTtZnNklSQUrJ52AHm3wJnAdtHxEeAY4E/aa1XkqRWlRJiHWc2S1JBSsnmYVeRPT0ilgCH01up7vWZeW2rPZMktaaUaThdZjZLUllKyeYpB5gR8Qng+8BFmXkdcN2M9EqS1KpS9pJ2kdksSWUqJZsHfYJ5I/AG4C97q6FzEVWoAUsz02M9JGkWKiXEOspslqQClZLNUw4wM/NTwKcAImJH4BDgxcB7ge2BzdvuoCRp+pUyDaeLzGZJKlMp2TzwGMzqi5yfSy+8DgGeTW/v6b+22zVJUltK2UvaVWazJJWnlGwedAzmefT2hF4B/BD4cxcQkKTZr5S9pF1kNktSmUrJ5vUG3H4zve/XemZ1ekZEbNt6ryRJrUqi0UkjwWyWpAKVks2DjsH8HYCI2Bw4mN5UnN+vvsz56sw8vl9tRBzUu4u8NCKeDRwJXJeZ35i23kuSGillGk4Xmc2SVKZSsnmo78EEHgceAR6tzs8H5vXbOCI+CBwFzK2m8rwQOB94X0QckJkfWZtOS5LWTinTcDrObJakgpSSzYOOwfw4vT2jewGX01sC/dPA8Zl5/xSlxwL7AxsAdwDzM/PBiPhL4GLAEJOkdaiUvaRdZDZLUplKyeZBn2DeB/w+vekzD9W431WZuRp4JCJuyswHATLz0Yjo+/1cEbEQWAjw7qc/n6O337NGk5KkYZWyl7Sj1lk2f/K1m/DbCzZci65LkvopJZsHLfLzusxcDHyv5v0+EREbV+efv+bKiNgC6BtimbkoMxdk5gIHl5LUnsxodNJIWGfZ7OBSktpTSjYP+gTzyYj4HDA/Iv524o2Z+a4+dS/LzMerbcaH1vpA38UHJEnSQGazJGlkDRpgvhZ4JfAKYMmwd7omwCa5/h7gnqF7J0lqxdgILmuuoZnNklSgUrJ50NeU3AOcERHXZubSGeqTJKllozilRsMxmyWpTKVk86BjMImIo4BPRsQ9EXF3RFwQEUfPQN8kSS0Zy2h00mgwmyWpPKVk86CvKXk78DvAHwGLq6sXAB+NiPmZuajl/kmSWlDKXtIuMpslqUylZPOgYzDfC7wkM+8dd913qj2nFwKGmCTNQn2XDNVsYDZLUoFKyeZBA8yYEGAAZObPIsoYYUtSF7W5lzQilgErgdX0vntxQUScArwduLva7P/LzG8MU9taR2cvs1mSCtSVTzAfjIj9Ji4iEBH70fsDQJI0C83AMRuHVYvRjPfxzPyrhrX6BbNZkgo0isdTNjFogPntv+/uAAAeMElEQVS/gbOr79taAiTwAnrfl/WmlvsmSWpJFrIUekeZzZJUoFKyecpVZDPzQuCgarsTgLdV5w+ubpMkzUJNV6qLiIURsXjcaeEkd5/AuRGxZMLt74iIKyPisxGxVZ+u9atVxWyWpDJ1YhVZgMy8MyIuAU7JzFKOPZWkThvLZnXVCqWDFpE5JDNXRMT2wHkRcR3wD8CH6Q0gPwz8Nb2B0cDazPxes96Wy2yWpPI0zeZRM/B7MCvHATdExMciYp82OyRJal8SjU5D3Xfmiur/u4CzgIMy887MXF0Nhv6J3idwQ9VOw8MtldksSQVpM5tn0lADzMx8E3AgcBPwuYj4QTVNarNWeydJakVb03AiYpM12RARmwBHAFdHxI7jNnsDcPWwtdPwcItkNktSWUqZIjvsJ5hk5gPAV4AzgB3p/YFwWUS8s6W+SZJaktnsNIQdgAsjYilwCfD1zDwH+FhEXBURVwKH0fsuRyJip4j4xoBa9WE2S1I5WszmGTXwGEyAiPgVesfK7An8K73pTndFxMbAtcAn2+uiJGm6jbU0pSYzbwb2m+T6N/fZfgVw9FS1mpzZLEllaSubZ9pQA0zg1+l9f9kvLbSQmY9ExGSLNEiSRlgpX+bccWazJBWklGweaoCZmW+Z4rZvT193JEkzYRSP2VA9ZrMklaWUbB52iuzB9Kba7APMA+YAD2fm5m11bK9db6ldszqHPqT0l8xZr/4K71ev2KVRWy/a/Ee1a5693R2N2rr9wS1r12y0w72N2tp9j/q/r7tW7NCorQ3WazbZ/NMXvqR2za/u9eNGbe1z2MW1ax6/t9nL6cxvHlG75jnb396orb1e+/3aNR85eGmjtq65oP7ioXsd2Gw9mP85v/5z46xb+32N49Q+8Pw7G9VJE62LbJ675cO1a075rTMbtbXRHnfVrrn/S80e+qq3/krtmv0fPq9RW9//1Ctr17zwk83es9f78TW1a3Z81k8atfXmg+q//y4975BGba14oNn776teUH+/y9ijGzRq6947t61ds9Uu9zdqa/1H6//t9uq/vaJRW1xxU+2Sf3rzdxs19ZP/XFC75okn5jVq63mH1v+7Tf0NO0X2U/SWQ/8PYAHwFuAZbXVKktSuEVwTQPWZzZJUkFKyedgBJpl5Y0TMyczV9JZDv6jFfkmSWlTKNJyuM5slqRylZPOwA8xHImIecEVEfAy4HdikvW5JktpU/8AAjSCzWZIKUko2D3vQ4purbd8BPAzsAvxaW52SJLUrMxqdNFLMZkkqSFvZHBFbRsSXI+K6iLg2Il4UER+OiCsj4oqIODcidupTe3xE3FCdjh/mcQy7iuwtEbFddf5Dw9RIkkZXKdNwusxslqSytJjNpwLnZOax1cyXjYFrMvNPASLiXcAHgJPGF0XE1sAH6R3nn8CSiDg7M++bqrEpP8GMnlMi4h7gOuD6iLg7Ij7Q8MFJkkZANjxp3TObJalMbWRzRGwOvAz4DEBmPpGZ92fmg+M226TPXb0aOC8z760GlecBRw56HIOmyL4HOAR4QWZuk5lbAS8EDomI9w66c0nSaBrLaHTSSDCbJalALWXzHsDd9BaCuzwiTouITQAi4iMRcSvwRnqfYE60M3DruMvLq+umNGiA+RbgNzPz51+KlJk3A2+qbpMkzUJjDU8aCWazJBWoaTZHxMKIWDzutHDc3c4FDgT+ITMPoHfM/vsAMvPkzNwFOJ3e8fwTTTZ6HTihadAAc/3MvOcp95p5N7D+oDuXJI0mF/mZ1cxmSSpQ02zOzEWZuWDcadG4u10OLM/Mi6vLX6Y34BzvC0y+SNxyegvIrTEfWDHocQwaYD7R8DZJ0gjzE8xZzWyWpAK1kc2ZeQdwa0TsXV11OPCjiHjmuM2OoXdM/0TfAo6IiK0iYivgiOq6KQ1aRXa/iHhwkusD2HDQnUuSRpOfRs5qZrMkFajFbH4ncHq1guzNwFuB06pB5xhwC9UKshGxADgpM0/MzHsj4sPApdX9/Flm3juosSkHmJk5p/njkCSNqjGXhJ21zGZJKlNb2ZyZV9D7qpHxJv3e5MxcDJw47vJngc/WaW+o78GUJJXF8aUkSaOllGx2gClJHeRXjkiSNFpKyWYHmJLUQS7YI0nSaCklmx1gSlIHuciPJEmjpZRsHvQ1JdMmIv5lptqSJE3NrykRmM2SNEpKyeZWPsGMiLMnXgUcFhFbAmTmMW20K0mSJmc2S5JmQltTZOcDPwJOo7cgUtBbGvevW2pPklRDlrJUneowmyVphJWSzW1NkV0ALAFOBh7IzPOBRzPzgsy8oF9RRCyMiMURsfgLN9/VUtckSWNEo5NmtbXO5tMuWjVDXZWk7iklm1v5BDMzx4CPR8R/VP/fOUxbmbkIWASw7NiDCxnDS9LoaevLnDW6piObnzx1I585ktSSUrK51VVkM3M58OsR8RrgwTbbkiQNr5RpOKrPbJak0VRKNs/I15Rk5teBr89EW5KkwUZxSo1mltksSaOllGz2ezAlqYNK2UsqSVIpSslmB5iS1EGj+L1ZkiR1WSnZ7ABTkjqolIUEJEkqRSnZ7ABTkjqokAyTJKkYpWSzA0xJ6qCxLGMhAUmSSlFKNjvAlKQOKmUhAUmSSlFKNjvAlKQOKmUhAUmSSlFKNjvAlKQOKmUvqSRJpSglmx1gSlIHlbKXVJKkUpSSzQ4wJamDSlkKXZKkUpSSzQ4wJamDCskwSZKKUUo2r7euOyBJkiRJKoOfYEpSB5UyDUeSpFKUks0OMCWpg0pZqU6SpFKUks0OMCWpg0pZqU6SpFKUks0jO8B88sn1a9ccftzZjdr6wZmvrl2z5zZ3NWprx/c8VrvmwQ892qitIw5ZXLsmXrFbo7a2PvTJ2jWbfO2aRm29fdufNaq78vq9a9dsvfV9jdo67yuvqV3z6hO+0qitmx/auHbND+95RqO23vPNh2vXnHHVcxu19YzN67f132fu0bCtlbVrDtqm2SHsT9vu7kZ1062UaTiaWbHX1rVrNt7u3kZtjT29/vvURv/5eKO2Nrjh4to1Dz2waaO2DvjyVrVrVq9s9rjmPPxE7Zr43YMbtfXIx66sXbP/39zTqK0FP7moUd3DP6j/Oxt7fF6jtn60fNfaNV9/53MatfWO3/987Zo7/naTRm3B82pXfPLCFzVq6f2v+2btmltv3K1RW0+ubPbz2KhRVX+lZPPIDjAlSe0pJMMkSSpGKdnsAFOSOqiUvaSSJJWilGx2gClJHVTKQgKSJJWilGx2gClJHVTKQgKSJJWilGxutkqFJGlWG8tmp2FExLKIuCoiroiIxRNu+8OIyIjYtk/t8RFxQ3U6fu0fqSRJs0Ob2TyT/ARTkjpoBvLosMz8pSUiI2IX4FXATycriIitgQ8CC+h1cUlEnJ2ZzZZzliRpFhnBsWIjfoIpSR20jvaSfhz4I/pn6KuB8zLz3mpQeR5w5Fq3KknSLFDKJ5gOMCWpgzKbnYa9e+DciFgSEQsBIuIY4LbMXDpF3c7AreMuL6+ukySpeC1n84xxiqwkdVDThQSqAePCcVctysxFEzY7JDNXRMT2wHkRcR1wMnDEoLuf5LoRjE5JkqZfKYv8OMCUpA4aa7jLsxpMThxQTtxmRfX/XRFxFnAosDuwNCIA5gOXRcRBmXnHuNLlwMvHXZ4PnN+oo5IkzTJNs3nUOEVWkjooG54GiYhNImKzNefpfWp5aWZun5m7ZeZu9AaSB04YXAJ8CzgiIraKiK2q2m+t1QOVJGmWaCubZ5qfYEpSB7W4KMAOwFnVJ5VzgS9k5jn9No6IBcBJmXliZt4bER8GLq1u/rPMvLe1nkqSNEJGccGeJhxgSpKmTWbeDOw3YJvdxp1fDJw47vJngc+21T9JktQuB5iS1EE5kpNqJEnqrlKy2QGmJHVQKdNwJEkqRSnZ7ABTkjqolKXQJUkqRSnZPCMDzIh4CXAQcHVmnjsTbUqS+stClkJXc2azJI2WUrK5la8piYhLxp1/O/ApYDPggxHxvjbalCQNb6zhSbOX2SxJo62UbG7rE8z1x51fCLwqM++OiL8Cfgh8tKV2JUlDKGUvqWoxmyVphJWSza18ggmsV31R9jZAZObdAJn5MLCqX1FELIyIxRGx+IxlE79/W5I0XUrZS6pa1jqb/+mbD89UXyWpc0rJ5rY+wdwCWAIEkBHxtMy8IyI2ra6bVGYuAhYB3PC6l5YxhJekETRWyF5S1bLW2bzqmzv7xJGklpSSza0MMMd/ifYEY8Ab2mhTkjS8Ur5rS8MzmyVptJWSzTP6NSWZ+Qjwk5lsU5L0VKM4pUbrhtksSaOhlGz2ezAlqYPGCtlLKklSKUrJZgeYktRBpRznIUlSKUrJZgeYktRBpRznIUlSKUrJZgeYktRBpUzDkSSpFG1lc0RsCZwG7Ask8DZgPnAKsA9wUGYu7lO7DFgJrAZWZeaCQe05wJSkDnKAKUnSaGkxm08FzsnMYyNiHrAxcD/wq8Cnh6g/LDPvGbYxB5iS1EGlTMORJKkUbWRzRGwOvAw4ASAznwCeoDfAJKLv1yA3tt6036MkSZIkaRTsAdwNfC4iLo+I0yJikxr1CZwbEUsiYuEwBQ4wJamDxshGJ0mS1I6m2RwRCyNi8bjT+IHgXOBA4B8y8wDgYeB9Nbp1SGYeCBwF/H5EvGxQgVNkJamDxqKUr3OWJKkMTbM5MxcBi/rcvBxYnpkXV5e/TI0BZmauqP6/KyLOAg4CvjdVjZ9gSlIH+QmmJEmjpY1szsw7gFsjYu/qqsOBHw3Tn4jYJCI2W3MeOAK4elCdn2BKUgclfoIpSdIoaTGb3wmcXq0gezPw1oh4A/BJYDvg6xFxRWa+OiJ2Ak7LzKOBHYCzqoWA5gJfyMxzBjXmAFOSOshPIyVJGi1tZXNmXgFM/P7Ks6rTxG1XAEdX528G9qvbngNMSeogj8GUJGm0lJLNDjAlqYPGnCIrSdJIKSWbR3aAecaV+9eu+d/PvaFRWy8+7hu1a5b99wsatXX/Z1bXrtly6/sbtXXzkn3rFy2BXfe5sXbZxm+YV7tmgyM34/MnHVq77qgDLqtdA7DlRg/Xrpk778lGbe2+/R21ay750qsbtfUre9xUu+brN+/RqK3HHt+gds1bX3hJo7aeeLz+c2qfhzZt1NaG856oXbPLlhs1amvO3PrvAW0oJcQ0sx76Rv3n/aavr/++AcCqVfXb2vShZm2tV3/Nw2uW7tOoqf3Wq/+n1+ot5rPxDvXz8vHaFRBPPMLHX10/I97w7HvrN/ansOSW3WuXvfRZ9ZsCuP+BLWrXPOvlzTJsv91vrl1z2zXPbdTWsu9OnPk42Lbz6/+dArDFi5fXrvno669t1Bar6+flvC2avQfE7760Ud10KyWbR3aAqXWjyeCyqSaDS0nTw0V+pNmjyeCyqSaDy6aaDC6lkpWSzQ4wJamDSjnOQ5KkUpSSzQ4wJamDSpmGI0lSKUrJZgeYktRByWgcCypJknpKyWYHmJLUQaXsJZUkqRSlZLMDTEnqoFJCTJKkUpSSzQ4wJamDSpmGI0lSKUrJZgeYktRBpewllSSpFKVkc/1vFpYkSZIkaRJ+gilJHVTKlzlLklSKUrLZAaYkddBYIcd5SJJUilKy2QGmJHVQKXtJJUkqRSnZ7ABTkjpoLMvYSypJUilKyWYHmJLUQaXsJZUkqRSlZLMDTEnqoFK+a0uSpFKUks0OMCWpg8ayjL2kkiSVopRsdoApSR1UyjQcSZJKUUo2tzLAjIgXAtdm5oMRsRHwPuBA4EfAn2fmA220K0kaThaykICGZzZL0mgrJZvXa+l+Pws8Up0/FdgC+Ivqus+11KYkaUhjDf9pVjObJWmElZLNbU2RXS8zV1XnF2TmgdX5CyPiin5FEbEQWAhwzDYvZ8Fm+7bUPUnqtizkOA/VstbZ/PGXb8cJ+27ecjclqZtKyea2PsG8OiLeWp1fGhELACJiL+DJfkWZuSgzF2TmAgeXktSeZHWjk2a1tc5mB5eS1J5SsrmtTzBPBE6NiD8B7gF+EBG3ArdWt0mS1qFS9pKqFrNZkkZYKdncygCzWijghIjYDNijamd5Zt7ZRnuSpHraXKkuIpYBK4HVwKrMXBARfwn8CvAEcBPw1sy8f5ja1jraMWazJI02V5EdQmauBJa22YYkqb4ZWKnusMy8Z9zl84D3Z+aqiPgL4P3AHw9Zq2lkNkvSaCplFVm/B1OSOmimp+Fk5rnjLv4QOHZGOyBJ0ogrZYpsW4v8SJJGWDLW6BQRCyNi8bjTwknvHs6NiCV9bn8b8M2+XZu6VpKkIjXN5lHjJ5iSpKFl5iJg0YDNDsnMFRGxPXBeRFyXmd8DiIiTgVXA6XVrJUnS6PMTTEnqoMyxRqfh7jtXVP/fBZwFHAQQEccDrwXemJlZp1aSpNK1mc0zyQGmJHVQW9NwImKTapVSImIT4Ah63794JL1FfY7JzEfq1E7TQ5YkaaQ5RVaSNGu1uFLdDsBZEQG9jPlCZp4TETcCG9Cb9grww8w8KSJ2Ak7LzKP71bbVUUmSRomryEqSZrF29nhm5s3AfpNc/4w+268Ajp6qVpKkbhi9TyObcIApSR00isdsSJLUZaVkswNMSeqgUTxmQ5KkLislmx1gSlInlRFikiSVo4xsdoApSV1UyDQcSZKKUUg2O8CUpA4qZRqOJEmlKCWbHWBKUieVEWKSJJWjjGx2gClJXZS5rnsgSZLGKySbHWBKUgclZYSYJEmlKCabM3PWnYCFM1Ez03W2ZVu2NXp1s6EtT55G4TTqr6/Z0Efbsi3bGr06s7n+ab3BQ9CRtHCGama6zrZsy7ZGr242tCWNglF/fTWtsy3bsq0y2mpaZzbXNFsHmJIkSZKkEeMAU5IkSZI0LWbrAHPRDNXMdJ1t2ZZtjV7dbGhLGgWj/vpqWmdbtmVbZbTVtM5srimqg1clSZIkSVors/UTTEmSJEnSiJlVA8yIODIifhwRN0bE+4as+WxE3BURV9dsa5eI+G5EXBsR10TEu4eo2TAiLomIpVXNh2q0NyciLo+Ir9WoWRYRV0XEFRGxuEbdlhHx5Yi4rnp8Lxqw/d5VG2tOD0bEe4Zs673Vz+LqiPhiRGw4RM27q+2vmaqdyX63EbF1RJwXETdU/281ZN2vV+2NRcSCIWv+svoZXhkRZ0XElkPWfbiquSIizo2InQbVjLvtDyMiI2LbIds6JSJuG/e7O3qYtiLindVr7ZqI+NiQbf37uHaWRcQVQ9TsHxE/XPMcjoiDhmxrv4j4QfX8/6+I2HxCzaSv36meH1PUDHpu9Kub8vkxRd2Uzw9p1ITZPLHGbK6ZzX1qpnzvnaLObDabzeZ1bV1/T0qN76CZA9wE7AHMA5YCzx6i7mXAgcDVNdvbETiwOr8ZcP2g9oAANq3Orw9cDBw8ZHt/AHwB+FqNPi4Dtm3ws/xn4MTq/Dxgy5q/hzuApw+x7c7AT4CNqstfAk4YULMvcDWwMTAX+G/gmcP+boGPAe+rzr8P+Ish6/YB9gbOBxYMWXMEMLc6/xc12tp83Pl3Af84zHMW2AX4FnDLZL/3Pm2dAvxhndcHcFj1c9+gurz9MHUTbv9r4ANDtHUucFR1/mjg/CH7eClwaHX+bcCHJ9RM+vqd6vkxRc2g50a/uimfH1PUTfn88ORplE6YzZPVLJvsPXqIus5mc5+aKd97p6gzm83mqerM5hk4zaZPMA8CbszMmzPzCeAM4HWDijLze8C9dRvLzNsz87Lq/ErgWnpvylPVZGY+VF1cvzoNPMg1IuYDrwFOq9vPuqq9SS8DPgOQmU9k5v017uJw4KbMvGXI7ecCG0XEXHrBtGLA9vsAP8zMRzJzFXAB8IbJNuzzu30dvZCm+v/1w9Rl5rWZ+eN+nepTc27VR4AfAvOHrHtw3MVNmPAcmeI5+3HgjyZuP0RdX31qfhf4aGY+Xm1zV522IiKA3wC+OERNAmv2cG7BJM+PPnV7A9+rzp8H/NqEmn6v377Pj341Qzw3+tVN+fyYom7K54c0YszmadD1bG6Sy1PUmc2TMJvN5pk0mwaYOwO3jru8nAGhMl0iYjfgAHp7PQdtO6eafnAXcF5mDqwBPkHvzWmsZtcSODcilkTEsF8CuwdwN/C56E37OS0iNqnR5nFMeHPq27nM24C/An4K3A48kJnnDii7GnhZRGwTERvT23O2S43+7ZCZt1ft3w5sX6N2bbwN+OawG0fERyLiVuCNwAeG2P4Y4LbMXNqgb++opnV8NiaZMjyJvYCXRsTFEXFBRLygZnsvBe7MzBuG2PY9wF9WP4u/At4/ZBtXA8dU53+dKZ4jE16/Qz0/6rzmh6yb8vkxsa7u80Nah8zmpzKbn8psfiqz2Wwu1mwaYMYk17W+9yAiNgW+Arxnwt6LSWXm6szcn94ekYMiYt8B9/9a4K7MXNKge4dk5oHAUcDvR8TLhqiZS29Kwz9k5gHAw/SmIwwUEfPovXH8x5Dbb0Vvr9TuwE7AJhHxpqlqMvNaelMWzgPOoTfdatVUNetaRJxMr4+nD1uTmSdn5i5VzTsG3P/GwMk0ezP7B2BPYH96f0j89RA1c4GtgIOB/wN8qdrzOazfZMg/dOjtkX1v9bN4L9Xe+yG8jd5zfgm9KSxPTLZR3ddv05qp6gY9Pyarq/P8kNYxs/mpzOYRYDY/hdlsNs+Y2TTAXM4v7wmZz+ApHWslItan9+Q6PTPPrFNbTW05HzhywKaHAMdExDJ6U4teERH/NmQbK6r/7wLOojdVaZDlwPJxe2+/TC/UhnEUcFlm3jnk9q8EfpKZd2fmk8CZwIsHFWXmZzLzwMx8Gb3pF8PsbVvjzojYEaD6/ylTSKZTRBwPvBZ4Y2Y2+aPqC0yYQjKJPen9IbC0ep7MBy6LiKcNuvPMvLP6w2oM+CeGf46cWU0ru4Te3vunLFwwmWq61a8C/z7M9sDx9J4X0PvjaJj+kZnXZeYRmfl8eoF50yR9mez1O+Xzo+lrvl/doOfHEO0N8/yQ1iWz+altmM1PZTaPYzabzaWbTQPMS4FnRsTu1d6644Cz22qs2iv0GeDazPybIWu2i2o1qojYiN6b+HVT1WTm+zNzfmbuRu8xfSczp9yTWN3/JhGx2Zrz9A5aHrgaX2beAdwaEXtXVx0O/GhQXaXO3i/oTb85OCI2rn6eh9Obyz6liNi++n9Xem+Iddo8m94bI9X//1mjtpaIOBL4Y+CYzHykRt0zx108hsHPkasyc/vM3K16niyndwD6HUO0teO4i29giOcI8FXgFVX9XvQWm7hniDqonvOZuXzI7VcAh1bnX8GQf7CMe46sB/wJ8I8Tbu/3+u37/Gjymp+qbtDzY4q6Ws8PaR0zm3+5LbN5cmbzL7dlNpvNZcsRWGlo2BO9Of/X09sjcvKQNV+kN/3gSXov/t8esu4l9Kb5XAlcUZ2OHlDzPODyquZqJqzUNUSbL2fIleroHa+xtDpdM+zPo6rdH1hc9fOrwFZD1GwM/AzYouZj+hC9F+HVwL9SrX42oOZ/6AXrUuDwOr9bYBvg2/TeDL8NbD1k3Ruq848DdwLfGqLmRnrHHq15fjxlRbE+dV+pfh5XAv9F7+DxoZ+z9FmhsE9b/wpcVbV1NrDjEDXzgH+r+ngZ8IphX1fA54GTavy+XgIsqX7XFwPPH7Lu3fTeC64HPgrEMK/fqZ4fU9QMem70q5vy+TFF3ZTPD0+eRu2E2Tx+W7O5QTb3qZnyvXeKOrPZbJ6qzmyegVNUP0xJkiRJktbKbJoiK0mSJEkaYQ4wJUmSJEnTwgGmJEmSJGlaOMCUJEmSJE0LB5iSJEmSpGnhAFOdFBEPTbh8QkR8al31R5KkrjObpTI4wJSmUUTMWdd9kCRJv2A2SzPLAaY0QUQ8PSK+HRFXVv/vWl3/+Yg4dtx2D1X/vzwivhsRX6D3xcmSJGkamc3S7DF3XXdAWkc2iogrxl3eGji7Ov8p4F8y858j4m3A3wKvH3B/BwH7ZuZPpr+rkiR1gtksFcABprrq0czcf82FiDgBWFBdfBHwq9X5fwU+NsT9XWKASZK0VsxmqQBOkZUGy+r/VVSvmYgIYN64bR6e6U5JktRhZrM0ohxgSk91EXBcdf6NwIXV+WXA86vzrwPWn9luSZLUWWazNEs4wJSe6l3AWyPiSuDNwLur6/8JODQiLgFeiHtGJUmaKWazNEtEZg7eSpIkSZKkAfwEU5IkSZI0LRxgSpIkSZKmhQNMSZIkSdK0cIApSZIkSZoWDjAlSZIkSdPCAaYkSZIkaVo4wJQkSZIkTQsHmJIkSZKkafH/A+dGCOCvrTP4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5f4f0b38>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatm_DOWHourDL = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).mean()[\"Download (Mbit/s)\"].unstack()\n",
    "heatm_DOWHourDL_med = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).median()[\"Download (Mbit/s)\"].unstack()\n",
    "#heatm_Monthping.head()\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
    "ax1.set_title(\"Download (Mbit/s) mean\")\n",
    "sns.heatmap(heatm_DOWHourDL, cmap=PALETTE, ax=ax1)\n",
    "ax2.set_title(\"Download (Mbit/s) median\")\n",
    "sns.heatmap(heatm_DOWHourDL_med, cmap=PALETTE, ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5e257978>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5f50e0f0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatm_DOWHourUL = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).mean()[\"Upload (Mbit/s)\"].unstack()\n",
    "heatm_DOWHourUL_med = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).median()[\"Upload (Mbit/s)\"].unstack()\n",
    "#heatm_Monthping.head()\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
    "ax1.set_title(\"Upload (Mbit/s) mean\")\n",
    "sns.heatmap(heatm_DOWHourUL, cmap=PALETTE, ax=ax1)\n",
    "ax2.set_title(\"Upload (Mbit/s) median\")\n",
    "sns.heatmap(heatm_DOWHourUL_med, cmap=PALETTE, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Die Downloadgeschwindigkeit ist von Feber bis Jetzt messbar schlechter als noch die Monate zuvor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd5e537438>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5a2a6b38>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatm_MonthHourDL = data.groupby(by=[\"YearMonth\",\"Hour\"]).mean()[\"Download (Mbit/s)\"].unstack()\n",
    "heatm_MonthHourDL_med = data.groupby(by=[\"YearMonth\",\"Hour\"]).median()[\"Download (Mbit/s)\"].unstack()\n",
    "#heatm_Monthping.head()\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
    "fig.set_dpi(120)\n",
    "ax1.set_title(\"Download (Mbit/s) mean\")\n",
    "sns.heatmap(heatm_MonthHourDL, cmap=PALETTE, ax=ax1)\n",
    "ax2.set_title(\"Download (Mbit/s) median\")\n",
    "sns.heatmap(heatm_MonthHourDL_med, cmap=PALETTE, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Im Upload verändert sich die Qualität auch sehr. Genau im selben Zeitraum nimmt die Uploadgeschwindigkeit ab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd59c89160>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5f4dbe80>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatm_MonthHourUL = data.groupby(by=[\"YearMonth\",\"Hour\"]).mean()[\"Upload (Mbit/s)\"].unstack()\n",
    "heatm_MonthHourUL_med = data.groupby(by=[\"YearMonth\",\"Hour\"]).median()[\"Upload (Mbit/s)\"].unstack()\n",
    "#heatm_Monthping.head()\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(figsize=(16,4),ncols=2, sharey=False)\n",
    "fig.set_dpi(120)\n",
    "ax1.set_title(\"Upload (Mbit/s) mean\")\n",
    "sns.heatmap(heatm_MonthHourUL, cmap=PALETTE, ax=ax1)\n",
    "ax2.set_title(\"Upload (Mbit/s) median\")\n",
    "sns.heatmap(heatm_MonthHourUL_med, cmap=PALETTE, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Egal zu welchem Wochentag, Feber bis August wird der Download langsamer. Im Sommer, Juni und Juli ist der Median der Downloadgeschwindigkeit ein wenig grösser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd59fea780>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd59cbd048>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatm_MonthDOWDL = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).mean()[\"Download (Mbit/s)\"].unstack()\n",
    "heatm_MonthDOWDL_med = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).median()[\"Download (Mbit/s)\"].unstack()\n",
    "#heatm_Monthping.head()\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
    "ax1.set_title(\"Download (Mbit/s) mean\")\n",
    "sns.heatmap(heatm_MonthDOWDL, cmap=PALETTE, ax=ax1)\n",
    "ax2.set_title(\"Download (Mbit/s) median\")\n",
    "sns.heatmap(heatm_MonthDOWDL_med, cmap=PALETTE, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Der Upload wird auch schlechter, sieht aber auch eine leichte Besserung im Median im Juni und Juli. der Mai war der Tiefpunkt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd59e4e438>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7EAAAFNCAYAAADW7OgSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzs3Xu8XFV9///XOzcgQCRRLiHEBgWBSDFg5CLfKpW7tkBbUFAxAhr5la8QC61o1bRSLW0p1X6tYiqXWDEtl1Di1wvkFxFLxZQYIreAQS5JICRIwASQkOR8vn/sdXAyzJwzZ5/Zs88+83762I9zZs2etT8TJG/W3muvrYjAzMzMzMzMrApGlF2AmZmZmZmZWas8iDUzMzMzM7PK8CDWzMzMzMzMKsODWDMzMzMzM6sMD2LNzMzMzMysMjyINTMzMzMzs8rwINaGNUnXSPqbAvo9StLqfvaZJ+mUAfY7RVJIGtXk/U9L+sZA+mzSz3aSHpS022D7MjMza8Y53PQ4peZw/feU9H1JM8qoxSwPD2JtSEt/we5T1/ZXkr5VVk2tkHQQ8Bbg5vT6w+m7XF633ymp/ZpW+o2IL0bER9JnmwatpDmSZvbRzybgKuCTLX8pMzPrOs7hbQ3XHI6IEyNibtl1mLXKg1izYnwMuDYioqbtl8D76sLuQ8AvCjj+CcD3+tnn28AMSdsVcHwzM7MyOYfNhjEPYq3SeqcTpek9v5L0mKQP9LH/RyU9LGm9pAWS9qx578uSVknaIOlnkn6v5r0d0pSoZyU9ALytn9JOBG6va3sKuBc4PvU5AXg7sKDB58+W9KSkNZIurKmj9uz3j9PP5yQ9L+mItM9BwHMRsVrSPpJul/Tr9OfzH719RcRq4Fng8CZ/Vn8l6XpJ35K0UdK9kt4k6VOS1qU/q+Nq9n+NpCtTzU9I+htJI9N7b5T0Q0nPpDqulbRLzWcfk3SRpHtSrf8haft+/ozNzKxkzmGgGjk8UtJlqYZHgPfUHetHknqvMDuzbcjzINaGgz2A1wGTgBnAHEn71e8k6V3A3wLvBSYCjwP/XrPLXcA0YALZ2dHra/5Sng28MW3Hp+M0JGlHYG/goQZvf5PsrC/A6WTTnDY12O/3gX2B44CLJR3TYJ93pJ+7RMROEXFnev1u4Lvp90uAW4HxwF7A/6nrYznZdKtm/hD4t/T5u4FbyP7emAR8Hvh6zb5zgS3APsDBqfaPpPdE9me/J3AAMBn4q7pjvZfszPXewEHAh/uoy8zMhg7n8NDP4Y8Cf5DapwOn9nFMZ7YNeR7E2nDx2YjYFBG3kwXHexvs8wHgqohYmu5F+RRwhKQpABHxrYh4JiK2RMQ/AtsBvSH8XuALEbE+IlYB/9xHLb1nKzc2eO8m4ChJryEL0W826eOvI+KFiLgXuBo4o4/j1XsPv53CtBn4HWDPiHgpIu6o23djTb2N/FdE3BIRW4DrgV2BSyNiM9l/eEyRtIuk3cnOes9Kda8D/onsPxCIiIcjYmH6Z/Q0cDnwzrpj/XNEPBkR64HvkP2HjJmZVYNz+LeGXA6T/fl9KSJWpZz922YHdGZbFXgQa0PdVmB0XdtoslDo9WxEvFDz+nGys4f19kzvARARzwPPkJ3NRNKFkpanqTHPAa8hO7Pc+9lVdcdo5rn0c+f6NyLiN2Th/hngdRHx3036qD9Wo+/zKmm6z/7AT1LTX5CdUf0fSfdLOrvuIzvX1NvI2prffwP8KiK21rwG2IksoEcDayQ9l/78vg7sluraTdK/p+lNG4Bv8ds/215P1fz+YurXzMzK5RweBjnMAP78nNlWBR7E2lC3EphS17Y32/7lOz5NHer1euDJBn09SfaXPPDKdKPXAk+k+24+SXamcnxE7AL8mix4ANaQTaepPUZDKch/CbypyS7fBC4kmx7UTP2xGn2faNB2PLCoN+Ai4qmI+GhE7Em2yMVXte0qkwcAP++jjlatIpuO9bqI2CVt4yLizen9v031HhQR44AP8ts/WzMzG7qcw8Mjh1v+88OZbRXgQawNdf8BfEbSXpJGpHtS/hC4oW6/v5Y0JoXgH5BNuan3beAsSdOUrQT4RWBxRDxGdiZ0C/A0MErS54BxNZ+9DviUpPGS9gI+3k/d3+PVU2963Q4cy6vvi6n1WUljJb0ZOIvsz6He00AP8IaattopTEg6LdUL2eIRQXZWHUmTyO47+mk/36VfEbGG7J6ff5Q0Lv2zeqOk3j+DnYHnyRa/mAT8+WCPaWZmHeEcHh45fB1wfvrnOB64uI/unNk25HkQa0Pd58mm5NxB9pf/3wMfiIj7avZ5Kr33JHAtcG5EPFjfUUQsAj4L3Eh2RvKN/PZekVuA75Mts/848BLbTrv569T+KFlI9HX2FmAO8AFJrzpzGZlF6T6SZm4HHgYWAZdFxK0N+nkR+ALw32nq0BFkofyDmt3eBiyW9DzZ6osXRMSj6b33A3PTfUnt8CFgDPAA2T+PG8gW7oDsz+8QsrPq3wXmt+mYZmZWLOfw8MjhfyX7M/45sJS+c9iZbUOetn18llm1SDoK+FZE7NXfvp0m6dvAdRHxnx063qHAVyLi0Bb23Y4syN6RFn8wMzMbMOfwNsdzDpt1yKj+dzGzPCLi/SUcdnYrO6WzvvsXXIuZmVlpnMNmw5cHsWbDRET8T9k1mJmZdSvnsFnneDqxmZmZmZmZVYYXdjIzMzMzM7PK8CDWzMzMzMzMKsP3xDax4bm/qOQ8a43cvuwSconNz5ddQm4jN6wsu4RctGezx+cNbaPu6e+pCkPXll12L7uE3Mbu8522Puh+K9cO+O/YkXygrTVY9bzw2KmVzGbrvBi1Xdkl5NIztpo5sf3Dt5ddQm7aurnsEnIbfcQ9XZvNvhJrZmZmZmZmleErsWZm1nE9PVsH/JmRPu1qZmZWmCplswexZmbWcRFbyi7BzMzMalQpmz2INTOzjosY+NleMzMzK06VstmTs8zMrON6YsuANzMzMytOEdksaT9Jy2q2DZJmNdn3bZK2Sjq1v359JdbMzDquSlOWzMzMukER2RwRDwHTACSNBJ4AbqrfL733d8AtrfTrQayZmXWcB7FmZmZDSwey+WjglxHxeIP3Pg7cCLytlY4Km04sabKk2yQtl3S/pAtS+wRJCyWtSD/Hp/b9Jd0paZOki2r6Gcgl6BMkPSTpYUkX17S/S9JSSfdJmivJg3czsxJFz5YBbzZ4zmYzM2umA9l8OjCvvlHSJOCPgCta7ajIe2K3ABdGxAHA4cB5kqYCFwOLImJfYFF6DbAeOB+4rLaTiHgoIqZFxDTgrcCLNL8E/S/AicBU4AxJUyWNAOYCp0fEgcDjwIy2f1szM2tdbBn4Zu3gbDYzs8ZyZLOkmZKW1GwzG3UtaQxwEnB9g7e/BHwyBrCyVGGD2IhYExFL0+8bgeXAJOBksuAi/Twl7bMuIu4CNvfRbV+XoA8FHo6IRyLiZeDf07FeC2yKiF+k/RYCfzKoL2dmZoMSsWXAmw2es9nMzJrJk80RMSciptdsc5p0fyKwNCLWNnhvOvDvkh4DTgW+KumUvmrtyOrEkqYABwOLgd0jYg1kYQrsNoCuGl6CTiYBq2per05tvwJGS5qe2k8FJjep85UzCVdf8/MBlGVmZgPSs3ngm7VVFbP5qm8/MoCyzMxsQIrN5jNokhURsXdETImIKcANwJ9GxH/21Vnh959I2onsJt1ZEbFBUt5+ei9Bf6rZLg3aIiJC0unAP0naDriVbDpVo53nAHMANjz3F5GrUDMz65evrJarqtn8wmOnOpvNzApSVDZLGgscC3yspu3c7JjR8n2wtQodxEoaTRaS10bE/NS8VtLEiFgjaSKwrsXutrkELWky8J303hXAz9n2LO5ewJMAEXEn8Hvpc8cBb8r/rczMbNC8UFNpnM1mZtZQQdkcES+S3UZS29Zw8BoRH26lz8IGscpO614JLI+Iy2veWkC2eMOl6efNLXa5zSXoiFhFeuZQOt4oYF9Je5M9f+h04P3pvd0iYl062/tJ4At5v5eZmbWBB7GlcDabmVlTFcrmIq/EHgmcCdwraVlq+zRZQF4n6RxgJXAagKQ9gCXAOKAnLdU/NU1zetUl6HoRsUXS/yZ7QO5I4KqIuD+9/eeS/oDsHuCvRcQP2/xdzcxsIDyduCzOZjMza6xC2VzYIDYi7qDxvTCQrWRYv/9TZNOMGvX1qkvQTfb7HvC9Bu1/Dvx5f583M7POUIXO9g4nzmYzM2umStnsB4ubmVnnVSgozczMukKFsrkjj9gxMzMzMzMzawdfiTUzs86r0NleMzOzrlChbPYg1szMOk4VWjzCzMysG1Qpmz2INTOzzuvZWnYFZmZmVqtC2exBbBMavXPZJeQyZrs9yi4hl82jniu7hNx6thtfdgm5jFx5a9kl5PLS3oeXXUJu2n7XsksYMqq0AqINHT077lZ2CbnEyO3LLqHraFM1/7tizOolZZeQy9adqvnfQgBbx+1edgm5jW5zf1XKZi/sZGZmndezdeBbPyTtJ2lZzbYhPde0dp8PSLonbT+R9JbCvqOZmVmVFJDNRfGVWDMz67wCzvZGxEPANABJI4EngJvqdnsUeGdEPCvpRGAOcFjbizEzM6uaCl2J9SDWzMw6TsWfvT0a+GVEPF7bGBE/qXn5U2CvogsxMzOrgg5kc9t4EGtmZp1XfFCeDszrZ59zgO8XXYiZmVkleBBrZmbWXJ6zvZJmAjNrmuZExJwG+40BTgI+1Udfv082iP1fAy7EzMxsGPKVWDMzs77kCMo0YH3VoLWBE4GlEbG20ZuSDgK+AZwYEc8MuBAzM7PhyINYMzOz5go+23sGTaYSS3o9MB84MyJ+UWQRZmZmVVKlK7GFPWJH0mRJt0laLul+SRek9gmSFkpakX6OT+37S7pT0iZJF9X00+8jE2r2vUrSOkn31bU3PKaZmZWkoGX8JY0FjiUbqPa2nSvp3PTyc8Brga+mTKnmQxlzcjabmVlTFXrETpHPid0CXBgRBwCHA+dJmgpcDCyKiH2BRek1wHrgfOCy2k4i4qGImBYR04C3Ai/y6kcm9LoGOKFBe7NjmplZCdSzdcBbKyLixYh4bUT8uqbtioi4Iv3+kYgY35srETG9oK84VDmbzcysoaKyuQiFDWIjYk1ELE2/bwSWA5OAk4G5abe5wClpn3URcRewuY9uGz4yoeaYPyYL3HoNj2lmZiWp0Nne4cTZbGZmTVUomztyT6ykKcDBwGJg94hYA1mYStptAF218siERgZzTDMzazP19JRdQtdzNpuZWa0qZXOR04kBkLQTcCMwKyI2DKKf3kcmXN+u2hocY6akJZKWXH1VV90mZWbWWRU62zscVTabv/lAUYcxM7MKZXOhg1hJo8lC8tqI6F1kY62kien9icC6Frvb5pEJaXGK3gUlzu3nsy0dMyLmRMT0iJh+1tnddpuUmZl1g0pn84emtliWmZkNZ0WuTizgSmB5RFxe89YCYEb6fQZwc4tdbvPIhIhYVbMwxxX9fDbvMc3MrAgVOts7nDibzcysqQplc5H3xB4JnAncK2lZavs0cClwnaRzgJXAaQCS9gCWAOOAnrRU/9SI2FDzyISP9XVASfOAo4DXSVoNzI6IK5sd08zMyqGozn03w4yz2czMGqpSNhc2iI2IOwA1efvoBvs/BezVpK8XyZ7r198xz2jS/kyjY5qZWUl8ZbUUzmYzM2uqQtnckdWJzczMtlGhFRDNzMy6QoWy2YNYMzPrvAoFpZmZWVeoUDZ7EGtmZh2nCk1ZMjMz6wZVymYPYs3MrPMqdLbXzMysK1Qomz2INTOzzqtQUJqZmXWFCmWzB7FmZtZ5FQpKMzOzrlChbPYgtolRj99edgm5jNj/Q2WXkMsOO+xZdgm5bXp5fdkl5LL1NZPLLiEX9Wwpu4TcRq75n7JLyG+fNvdXoftubAjZ/nVlV5BLs2caDXUauUPZJeQWW18qu4RcNk88sOwScomR25ddgrVDhbLZg1gzM+s4Vehsr5mZWTeoUjZ7EGtmZp1XoaA0MzPrChXKZg9izcys8yoUlGZmZl2hQtnsQayZmXVehYLSzMysK1Qomz2INTOzzuuJsiswMzOzWhXK5hFlF2BmZl2op2fgm5mZmRWngGyWtJ+kZTXbBkmz6vb5gKR70vYTSW/pr19fiTUzMzMzM7O2i4iHgGkAkkYCTwA31e32KPDOiHhW0onAHOCwvvot7EqspMmSbpO0XNL9ki5I7RMkLZS0Iv0cn9r3l3SnpE2SLqrpp9/Re82+V0laJ+m+uvbTUg09kqYX9Z3NzKxFvhJbCmezmZk1VXw2Hw38MiIer22MiJ9ExLPp5U+BvfrrqMjpxFuACyPiAOBw4DxJU4GLgUURsS+wKL0GWA+cD1xW20lEPBQR0yJiGvBW4EVePXrvdQ1wQoP2+4A/Bn48qG9kZmbt0RMD36wdnM1mZtZY8dl8OjCvn33OAb7fX0eFDWIjYk1ELE2/bwSWA5OAk4G5abe5wClpn3URcRewuY9uG47ea475Y7LArW9fni5lm5nZUBA9A99s0JzNZmbWVI5sljRT0pKabWajriWNAU4Crm92eEm/TzaI/WR/pXbknlhJU4CDgcXA7hGxBrIwlbTbALpqZfRuZmZDna+sls7ZbGZm28iRzRExh+we1v6cCCyNiLWN3pR0EPAN4MSIeKa/zgpfnVjSTsCNwKyI2DCIfvodvQ9W7ZmEK697oqjDmJmZpxOXqqrZfPXVS4s6jJmZFZvNZ9DkhKek1wPzgTMj4hetdFbolVhJo8lC8tqImJ+a10qamM70TgTWtdjdNqN3SZOB76T3roiIKwZbb+2ZhN88cIz/i8nMrCgelJamytm8cePn/H8cM7OiFJTNksYCxwIfq2k7FyDlxOeA1wJflQSwJSL6XPCvsEGssgquBJZHxOU1by0AZgCXpp83t9jlNqP3iFhFWq7ZzMyqxbe4lsPZbGZmzRSVzRHxItkgtbbtiprfPwJ8ZCB9Fjmd+EjgTOBdNUvwv5ssII+VtIJsRH4pgKQ9JK0G/gz4jKTVksal93pH7/MbHaiXpHnAncB+6fPnpPY/Sn0fAXxX0i1FfGEzM2uRpxOXxdlsZmaNVSibC7sSGxF3AGry9tEN9n+KJs8EajR6b7LfGU3ab6L50v9mZtZpvhJbCmezmZk1VaFs7sjqxGZmZtuoUFCamZl1hQplswexZmbWeZ4dbGZmNrRUKJs9iDUzs46LnmYzWs3MzKwMVcpmD2LNzKzzKjRlyczMrCtUKJs9iDUzs86r0NleMzOzrlChbPYgtonNex5Sdgm5bH52Sdkl5KItL5VdQn4jqvmv0ei1y8suIZetO/W7GOqQtXXniWWXMGRUacqSDR0jnr6n7BJyGfn8+rJLyKVn7GvKLqHrxKjtyi4hF23ZVHYJuenl35RdQn4T2ttdlbK5mv/1bWZm1VahoDQzM+sKFcrmEWUXYGZmZmZmZtYqX4k1M7POi+qc7TUzM+sKFcpmD2LNzKzjqnTfjZmZWTeoUjZ7EGtmZp3X47tZzMzMhpQKZbMHsWZm1nkVOttrZmbWFSqUzR7EmplZx0WF7rsxMzPrBlXK5sKuGUuaLOk2Scsl3S/pgtQ+QdJCSSvSz/GpfX9Jd0raJOmimn72k7SsZtsgaVaTY14laZ2k++ra/0HSg5LukXSTpF2K+t5mZtaCnhED32zQnM1mZtZUhbK5yCNvAS6MiAOAw4HzJE0FLgYWRcS+wKL0GmA9cD5wWW0nEfFQREyLiGnAW4EXgZuaHPMa4IQG7QuBAyPiIOAXwKcG88XMzGxwokcD3lohaRdJN6TB0XJJR9S9Pz4NmO6R9D+SDizkCw5dzmYzM2uoqGwuQmGD2IhYExFL0+8bgeXAJOBkYG7abS5wStpnXUTcBWzuo9ujgV9GxONNjvljssCtb781Iraklz8F9hr4NzIzs7bp0cC31nwZ+EFE7A+8hSx7an0aWJYGTh9K+3cNZ7OZmTVVXDa3XUeuAUuaAhwMLAZ2j4g1kIUpsNsAujodmDfIcs4Gvj/IPszMbBAiNOCtP5LGAe8ArsyOES9HxHN1u00lu9JIRDwITJG0e3u/XTU4m83MrFYR2VyUwgexknYCbgRmRcSGQfQzBjgJuH4Qffwl2VSqa5u8P1PSEklLrr7m53kPY2Zm/Snmvps3AE8DV0u6W9I3JO1Yt8/PgT8GkHQo8Dt04RXAqmbzVfMey3sYMzPrj++JzUgaTRaS10bE/NS8VtLE9P5EYF2L3Z0ILI2Itemzk2sWlDi3hVpmAH8AfCAiotE+ETEnIqZHxPSzPvyWFssyM7OBynPfTe1gJm0z67odBRwCfC0iDgZe4Lf3dva6FBgvaRnwceBusgFU16hyNp99xpQWyzIzs4Gq0j2xhT1iR5LIpnQtj4jLa95aAMwg+w+JGcDNLXZ5BjXTlSJiFTCtxVpOAD4JvDMiXmzxeGZmVpA8U5AiYg4wp49dVgOrI2Jxen0DdYPYdNXxLHglpx5NW1dwNpuZWTN+xE7mSOBM4F01Z2XfTRaQx0paARybXiNpD0mrgT8DPiNpdbq/CUlj077zGx2ol6R5wJ3Afunz56S3vgLsDCxMdVzR9m9rZmatK2DKUkQ8BayStF9qOhp4oHaftHrxmPTyI8CPBzOdtoKczWZm1liFphMXdiU2Iu4Amg3nj26w/1M0uS8pnaF9bQvHPKNJ+z79fdbMzDqnwClIHweuTQPVR4Czeqe1RsQVwAHANyVtJRvgntO0p2HI2WxmZs2UOT14oAobxJqZmTVT1JSliFgGTK9rvqLm/TuBfQs5uJmZWYVVaTqxB7FmZtZ5JU5BMjMzswYqlM0exJqZWcdVacqSmZlZN6hSNldnuG1mZmZmZmZdz1dizcys46p0342ZmVk3qFI2exBrZmadV6H7bszMzLpChbLZg9gmNHrnskvIZdRTPy+7hFx6xu5Sdgm5jZh4VNkl5DJiQv0CrtWwZc2iskvIbeSvV5ddQn67t7e7Kt13Y0NHz64HlV1CLlt3eb7sEqwiRmy/a9kl5LL1pafLLqEr7dDm/qqUzR7EmplZx1VpypKZmVk3qFI2exBrZmYdV6WzvWZmZt2gStnsQayZmXVcRHXuuzEzM+sGVcpmD2LNzKzzKnS218zMrCtUKJs9iDUzs46r0n03ZmZm3aBK2exBrJmZdVyV7rsxMzPrBlXKZg9izcys46p0342ZmVk3qFI2F1appMmSbpO0XNL9ki5I7RMkLZS0Iv0cn9r3l3SnpE2SLqrr6xOpj/skzZO0fZNjzkj9rpA0o6b9C5JWSfKD2szMhoDo0YA3Gzxns5mZNVNENkvaT9Kymm2DpFl1+0jSP0t6WNI9kg7pr98ih9tbgAsj4gDgcOA8SVOBi4FFEbEvsCi9BlgPnA9cVtuJpEmpfXpEHAiMBE6vP5ikCcBs4DDgUGB2bwgD30ltZmY2BERowJu1hbPZzMwaKiKbI+KhiJgWEdOAtwIvAjfV7XYisG/aZgJf66/fwgaxEbEmIpam3zcCy4FJwMnA3LTbXOCUtM+6iLgL2Nygu1HADpJGAWOBJxvsczywMCLWR8SzwELghNT3TyNiTdu+nJmZDYoHseVwNpuZWTMdyOajgV9GxON17ScD34zMT4FdJE3sq6OOTHyWNAU4GFgM7N4bWunnbn19NiKeIDsDvBJYA/w6Im5tsOskYFXN69WpzczMhhhPJy6fs9nMzGrlyWZJMyUtqdlm9nGI04F5DdoHnBWFD2Il7QTcCMyKiA05Pj+ebHS+N7AnsKOkDzbatUFbDPBYr/xDuPqqJQMt1czMWhQxYsCbtU9ls/nqpQMt1czMWpQnmyNiTkRMr9nmNOpb0hjgJOD6Rm83KqevWgtdnVjSaLKQvDYi5qfmtZImRsSadJl4XT/dHAM8GhFPpz7nA2+XtAL4etrnc2Qj9qNqPrcX8KOB1Jv+0OcAbHzhkgGFrJmZtc5XVstT6Wze+Dlns5lZQQrO5hOBpRGxtsF7q4HJNa/3ovEtKq8ocnViAVcCyyPi8pq3FgC9qxPOAG7up6uVwOGSxqY+j059Lu69STgiFgC3AMdJGp/OEB+X2szMzAxns5mZleYMGk8lhiyDPpRWKT6c7BaVPtdMKPJK7JHAmcC9kpaltk8DlwLXSTqHLARPA5C0B7AEGAf0pKWXp0bEYkk3AEvJVlW8m3RGtlZErJd0CXBXavp8RKxPff898H5grKTVwDci4q8K+M5mZtYCL9RUGmezmZk1VFQ2SxoLHAt8rKbt3OyYcQXwPeDdwMNkqxef1W+fEZ6Z00hVpxOPWnVH2SXk0jN2l7JLyG3ExKPKLiGXkSO2K7uEXF5es6jsEnIb8eKzZZeQ29g3fa+tyfb4ew8b8N+xv3PdYo98u1xVpxPHZj8K11ozYvtdyy4hl56Xni67hK40bsLlXZvNhd4Ta2Zm1ojviTUzMxtaqpTNHsSamVnHeTqxmZnZ0FKlbPYg1szMOs6PzDEzMxtaqpTNHsSamVnH9VTobK+ZmVk3qFI29zuIlbQP8GfAlNr9I+K44soyM7PhrEr33QxFzmYzM2u3KmVzK1dibyB7pty3gK3FlmNmZt2gSvfdDFHOZjMza6sqZXMrg9ieiPg/hVcyxPz0XfeWXUIuW2N82SXkcsTbF5ddQm6bNtxfdgm5vLhhp7JLyOVf7jys7BJy+/8Oe6zsEnJ7w/z29leloByiujKbeX512RXksuNPby67hFxeeOeMskvIbczqJWWXkMvWcbuVXUIuY3/4f8suIbeeA99cdgn5Hdre7qqUzU0HsZLGpV9vljQTuAnY1Pt+RGwouDYzMxumqhSUQ4mz2czMilKlbO7rSuz9QAC93+azNe8F8PqiijIzs+Gtp0IrIA4xzmYzMytElbK56SA2IiYDSBodEZtr35M0uujCzMxs+KrS4hFDibPZzMyKUqVsbmW43ehmxerewGhmZqWL0IA324az2czM2qpK2dzXPbG7AROBHST9Lr+dujQOGNuB2szMbJjyoDQfZ7OZmRWlStnc1z2x7wHOBvYCvlrTvpFt78ExMzMbkCoFsmAZAAAgAElEQVQ9UH2IcTabmVkhqpTNfd0TezVwtaT3RsR1HazJzMyGuSqd7R1KnM1mZlaUKmVzK/fE/qek90r6C0mf7t36+5CkyZJuk7Rc0v2SLkjtEyQtlLQi/Ryf2veXdKekTZIuquvrE6mP+yTNk7R9k2POSP2ukDQjtY2V9F1JD6Y+Lm3hO5uZmQ1lzmYzM+tarQxibwLeR3bVdmvN1p8twIURcQBwOHCepKnAxcCiiNgXWJReA6wHzgcuq+1E0qTUPj0iDgRGAqfXH0zSBGA2cBjZo39n94YwcFlE7A8cDBwp6cQW6jczs4JUafGIIcrZbGZmbVWlbO7rnthev5MCakAiYg2wJv2+UdJyYBJwMnBU2m0u8CPgkxGxDlgn6T1N6txB0mayhSuebLDP8cDCiFgPIGkhcEJEzANuS3W8LGkp2b1EZmZWkirddzNEOZvNzKytqpTNrVyJ/Wk6S5ubpClkZ1oXA7unEO0N0936+mxEPEF2BnglWfD+OiJubbDrJGBVzevVqa22jl2APyQ7y2xmZiWp0tneIcrZbGZmbVWlbG5lEHsYcHe6Z2WppLvTGdOWSNoJuBGYFREbBlpgmnZ0MrA3sCewo6QPNtq1QVvU9DMKmAf8c0Q80uRYMyUtkbTku+sa7mJmZm1QpaAcoroym6/+1kMDLdXMzFpUpWxuZTrxKXk7lzSaLCSvjYj5qXmtpIkRsUbSRGBdP90cAzwaEU+nPucDb5e0Avh62udzZGd3j6r53F5k06F6zQFWRMSXmh0oIuak/Vh42Huj2X5mZjY4VZqyNER1ZTZvXHO2s9nMrCBVyuZ+r8RGxC+BHYBj07Z9auuTJAFXAssj4vKatxYAM9LvM4Cb++lqJXB4WslQwNGpz8URMS1tC4BbgOMkjU9niI9LbUj6G+A1wKz+6jYzs+JV6WzvUORsNjOzdqtSNvc7iJX0v4HrgNen7TpJf9pC30cCZwLvkrQsbe8GLgWOTWdrj02vkbSHpNXAnwGfkbRa0riIWAzcACwF7k01z6k/WFo04hLgrrR9PiLWS9oL+EtgKrA01fGRFuo3M7OCVCkohyJns5mZtVuVsrmV6cQzgUMj4nkASV8EfgJ8ta8PRcQdNL4XBrIztvX7P0WTlQkjYjbZEv19ioirgKvq2lb3UYeZmZWgqClLaZGgbwAHkt17eXZE3Fm3z1HAl4DRwK8i4p2FFFMsZ7OZmbVVlaYTtzKIFbC55vVmHDxmZjYIBZ69/TLwg4g4VdIYske/vCINcr9K9piXlZL6XIV3CHM2m5lZW1Vp1lMrg9h/I1vK/8b0+o/IniFnZmaWSxFneyWNA94BfBiy548CL9ft9n5gfkSsTPv0t4DRUOVsNjOzthpWV2Ij4u8l3Qb8HtlZ3nMj4q7CKzMzs2Erirlo+AbgaeBqSW8BfgZcEBEv1OzzJmC0pB8BOwNfjohvFlFMkZzNZmbWbgVlcyGaDmLTGe1eD6XtlffyPFfOzMwM8k1ZkjST7F7QXnPS41d6jQIOAT4eEYslfRm4GPhs3T5vJbv/cwfgTkk/jYhfDLigEjibzcysKMNlOvFzwBpga3otskUyen++vtjSzMxsuMozZan2eaFNrAZWp5VzIVs99+IG+/wqXZ19QdKPgbcAlRjE4mw2M7OCDJfpxF8D/hdwOzCvfnXH4e5dF3y37BJyiZe29r/TEPTkLQeVXUJuzz+/U9kl5DJ61Ob+dxqCvnDj7WWXkNvIXzzU/05dooizvRHxlKRVkvaLiIfIrrY+ULfbzcBXJI0CxgCHAf/U9mKK09XZPHbiqxZQroQXj2m4wPOQN/Y//q7sErrO6IkTyi4hn7OvLLuC3Da98EjZJeQ2ps39DYsrsRFxnqQRZP8R8FFJXwW+D3w9Ih7vVIFmZjb8FHi29+PAtWll4keAsySdCxARV0TEckk/AO4BeoBvRMR9RRXTbs5mMzMrynC5EktE9AALJS0GTge+CDwOfL0DtZmZ2TBV1NneiFgGTK9rvqJun38A/qGQAjrA2WxmZkUYFldiJe0A/CHwPmAS8J/A2yLi0Q7VZmZmZjWczWZmZn1fiV0H/BKYBzxItmDE70r6XYCIWFB8eWZmNhz1VGgZ/yHG2WxmZoWoUjb3NYi9mSwcD0xbrQAclGZmlkuVpiwNMc5mMzMrRJWyua+FnT4oaSRwSkTc2MGazMxsmKvS4hFDibPZzMyKUqVsHtHXmxGxFZjVoVrMzKxLRGjAm2WczWZmVoQqZXOfg9jkFkmzJE2UNK536+9DkiZLuk3Sckn3S7ogtU+QtFDSivRzfGrfX9KdkjZJuqiur0+kPu6TNE/S9k2OOSP1u0LSjJr2H0j6eerjinQW28zMStKTY7NtOJvNzKytqpTNrQxiPwZcCPwPcH/aWnmm3hbgwog4ADgcOE/SVOBiYFFE7AssSq8B1gPnA5fVdiJpUmqfHhEHAiPJHilA3X4TgNlkD64/FJjdG8LAeyPiLWT3D+0KnNZC/WZmVpAqne0dopzNZmbWVkVls6RdJN0g6cF0EvWIuvdfI+k7NSc2z+qvzz6fE5t9mZjcUnWv/twaYE36faOk5WSPAzgZOCrtNhf4EfDJiFgHrJP0niZ17iBpMzAWeLLBPscDCyNiPYCkhcAJwLyI2FDTzxiyxS/MzKwkVbrvZihyNpuZWbsVmM1fBn4QEadKGkOWGbXOAx6IiD+UtCvwkKRrI+LlZh32O4iFbDoRMBV4ZapQRHy71aolTQEOBhYDu6cQJSLWSNqtr89GxBOSLgNWAr8Bbo2IWxvsOglYVfN6dWrrreEWsrPA3wduaLV2MzNrv6jQMv5DlbPZzMzaqYhsTre6vAP4MEAamNYPTgPYWZKAnchmAW3pq99+pxNL+gwwB7gCOBH4EnDqAArfCbgRmFVz1rVladrRycDewJ7AjpI+2GjXBm2vnNWNiOOBicB2wLuaHGumpCWSlvzrD/v8czMzs0HoCQ14s9/q2mye88OBlmpmZi3Kk821f0enbWZdt28AngaulnS3pG9I2rFun68AB5DN6LkXuCAi+rzltpV7Yt8H/D6wJiLOBN5C61dwR5OF5LURMT81r5U0Mb0/kezB7X05Bng0Ip6OiM3AfODtkg6TtCxtJ5Gd3a2dXrUXdVObIuIlsmfondzoQBExJyKmR8T0j76rpa9oZmY59MTAN9tGd2bzzIbjXDMza4M82Vz7d3Ta5tR1Owo4BPhaRBwMvMBv113odTywjOyk6DTgK/0tVtjKIPY3aTn/LZJ2Bp4iG1H3KV0OvhJYHhGX17y1AOhdnXAG2YPb+7ISOFzS2NTn0anPxRExLW0LgFuA4ySNT2eIjyNbvXGnmmAeBbwbeLCF721mZgUJNODNtuFsNjOztioom1cDqyNicXp9A9mgttZZwPzIPAw8CuzfV6etnLW9W9IuwFXAEmADsLSFzx0JnAncK2lZavs0cClwnaRzyELwNABJe6T+xwE9kmYBUyNisaQb0jG3AHeTTaHaRkSsl3QJcFdq+nxq2x1YIGk7stUTf0g2/crMzEri6cGD5mw2M7O2KiKbI+IpSask7RcRD5Gd9HygbreVqf2/Uj7sBzzSV7+trE78sfTrv6QFGMZFRL9BGRF30PheGFKR9fs/RTbNqFFfs8mW6O/vmFeRBXpt21rgbf191szMOic8PXhQnM1mZtZuBWbzx4Fr08rEjwBnSTo3O2ZcAVwCXCPpXrKM+mRE/KqvDlu9f+Z04I0R8QVlD0p/a0T8bDDfxMzMulePpwcPmrPZzMzaqahsjohlwPS65itq3n+S7HaTlrWyOvFXyBaP6F118AU85cfMzAahqAeqdwtns5mZtVuVsrmVK7Fvj4hDJN0Nr9zfMqbguszMbBjzPbGD5mw2M7O2qlI2t7I68WZJI0jPdZP0WqDP5/aYmZlZoZzNZmbWtVoZxP4L2fPkdpX018AdwN8VWpWZmQ1rkWOzbTibzcysraqUzU2nE0v6HvCnEfFNST8je7C5gNMi4r5OFWhmZsNPlaYsDSXOZjMzK0qVsrmve2KvAW6VNBf4+4i4vzMlDQ23/tNJZZeQy3Obti+7hFweeG7nskvIbYdR1ZzB9+CvR5ZdQi47nVx2BfmdNXVS2SXk9rYPtbe/av5bMyRcQxdn84bz/qrsEnJ5aeOOZZeQy/VL2vwvfgcd+vpHyy4hl7+7681ll5DL63dcXHYJuc0+/6r+dxqqLvpsW7urUjY3HcRGxHWSvgt8Dlgi6d+o+W4RcXkH6jMzs2HIqw3n42w2M7OiVCmb+1udeDPZsv3bATtTrQG6mZkNUVWasjQEOZvNzKztqpTNfd0TewJwObAAOCQiXuxYVWZmNqx5oaZ8nM1mZlaUKmVzX1di/5JsoYiuut/GzMyKV6WzvUOMs9nMzApRpWzu657Y3+tkIWZm1j08/zUfZ7OZmRWlStnc3z2xZmZmbVelxSPMzMy6QZWy2YNYMzPruCqd7TUzM+sGVcrmEUV1LGmypNskLZd0v6QLUvsESQslrUg/x6f2/SXdKWmTpIvq+vpE6uM+SfMkNXwYqqQZqd8VkmY0eH+BJD8M3sysZBEa8GaD52w2M7NmqpTNhQ1igS3AhRFxAHA4cJ6kqcDFwKKI2BdYlF4DrAfOBy6r7UTSpNQ+PSIOBEYCp9cfTNIEYDZwGHAoMLs3hNP7fww839ZvaGZmufTEwDdrC2ezmZk1VKVsLmwQGxFrImJp+n0jsByYBJwMzE27zQVOSfusi4i7yJ5/V28UsIOkUcBY4MkG+xwPLIyI9RHxLLAQOAFA0k7AnwF/06avZ2ZmgxA5Nhs8Z7OZmTVTpWzuyD2xkqYABwOLgd0jYg1kYSppt74+GxFPSLoMWAn8Brg1Im5tsOskYFXN69WpDeAS4B8BP0/PzGwIqNIy/sOVs9nMzGpVKZuLnE4MvHKm9UZgVkRsyPH58WRniPcG9gR2lPTBRrs2aAtJ04B9IuKmFo41U9ISSUu+//TDAy3VzMxa1JNjs/apajZfc/+vB1qqmZm1qErZXOggVtJospC8NiLmp+a1kiam9ycC6/rp5hjg0Yh4OiI2A/OBt0s6TNKytJ1EdnZ3cs3n9iKb2nQE8FZJjwF3AG+S9KNGB4qIORExPSKmn7jrPnm+spmZtaBKi0cMN1XO5g+/+TV5vrKZmbWgStlc2HRiSQKuBJZHxOU1by0AZgCXpp8399PVSuBwSWPJpiwdDSyJiMXAtJrjTQC+WLNgxHHApyJiPfC1tM8U4P9GxFGD+nJmZjYovrJaDmezmZk1U6VsLvKe2COBM4F7JS1LbZ8mC8jrJJ1DFoKnAUjaA1gCjAN6JM0CpkbEYkk3AEvJVlW8G5hTf7CIWC/pEuCu1PT5FJJmZmaWcTabmVnlFTaIjYg7aHwvDGRnbOv3f4psmlGjvmaTLdHf3zGvAq7q4/3HgAP768fMzIoVXm64FM5mMzNrpkrZ3JHVic3MzGr1NB1HmZmZWRmqlM0exJqZWceV+YB0MzMze7UqZbMHsWZm1nFVmrJkZmbWDaqUzR7EmplZx1VpypKZmVk3qFI2exBrZmYdV6WzvWZmZt2gStnsQayZmXVclZ5FZ2Zm1g2qlM0exDbxnp/9Z9kl5BKxpewScpFGlF1CblN2PKbsEnLZLnYou4Rc1r70y7JLyG3unRvKLiG3F9rcX5UWj7ChY8JXHyu7hK6y906Tyi4htxOeeXPZJeTywpYqDSN+6xcbqjMNtd7E2fuVXUJuz1zU3v6qlM3VHTmYmVllRY6tFZJ2kXSDpAclLZd0RN37J0u6R9IySUsk/a82fSUzM7NKKyqbi+ArsWZm1nE9UdhZ+y8DP4iIUyWNAcbWvb8IWBARIekg4Dpg/6KKMTMzq4oCs7ntPIg1M7OOK2LxCEnjgHcAH86OES8DL2973Hi+5uWOlHsi2czMbMio0sJOnk5sZmYd15Nja8EbgKeBqyXdLekbknas30nSH0l6EPgucPZgv4uZmdlwUFA2F8KDWDMz67iIgW+SZqb7WHu3mXXdjgIOAb4WEQeTrUd18auPHTdFxP7AKcAlhX9ZMzOzCsiTzWXxdGIzM+u4PGdvI2IOMKePXVYDqyNicXp9Aw0GsTX9/VjSGyW9LiJ+laMkMzOzYaNKa2P7SqyZmXVcTwx8609EPAWsktT7vISjgQdq95G0jySl3w8BxgDPtPXLmZmZVVAR2VyUwgaxkiZLui094uB+SRek9gmSFkpakX6OT+37S7pT0iZJF9X19YnUx32S5knavskxZ6R+V0iaUdP+I0kPpUcqLJO0W1Hf28zM+lfgMv4fB66VdA8wDfiipHMlnZve/xPgPknLgH8B3hdRpaUsBsfZbGZmzVTpETtFXondAlwYEQcAhwPnSZpKNrVrUUTsS/aog96pXuuB84HLajuRNCm1T4+IA4GRwOn1B5M0AZgNHAYcCszuDeHkAxExLW3r2vg9zcxsiIiIZRExPSIOiohTIuLZiLgiIq5I7/9dRLw5ZcEREXFH2TV3mLPZzMw6qr9nuKd9jkonNO+XdHt/fRY2iI2INRGxNP2+EVgOTAJOBuam3eaSLaxBRKyLiLuAzQ26GwXsIGkU2TP/nmywz/HAwohYHxHPAguBE9r4lczMrE2qNGVpOHE2m5lZMwVmc+8z3PcH3kKWPa+QtAvwVeCkiHgzcFp/HXbknlhJU4CDgcXA7hGxBrIwBfqcPhQRT5CdAV4JrAF+HRG3Nth1ErCq5vXq1Nbr6jS6/2zv/VBmZlaOKq2AOFw5m83MrFYR2VzzDPcrs2PEyxHxXN1u7wfmR8TKtE+/M3MKH8RK2gm4EZgVERtyfH482RnivYE9gR0lfbDRrg3aev9oPxARvwv8XtrObHKsVx7fELFloKWamVmLqvQsuuGoqtns/yeYmRUnTza38Pi7Vp7h/iZgfFor4WeSPtRfrYUOYiWNJgvJayNifmpeK2lien8i0N9I+xjg0Yh4OiI2A/OBt0s6rGYxiJPIzu5OrvncXqSpTemMce/UqW+T3ZfzKhExJ91LNT2bHWVmZkXwdOLyVDmb/VAFM7Pi5Mnm2r+j01b/KLxWnuE+Cngr8B6y21A+K+lNfdVa5OrEIrtsvDwiLq95awHQuzrhDODmfrpaCRwuaWzq8+jU5+KaxSAWALcAx0kan84QHwfcImmUpNelmkYDfwDc167vaWZmA1elFRCHE2ezmZk1U1A2N3qG+yEN9vlBRLyQntv+Y7J7Z5sq8nLjkWRTg+5NjzIA+DRwKXCdpHPIQvA0AEl7AEuAcUCPpFnA1IhYLOkGYCnZqop30+Bh9xGxXtIlwF2p6fOpbUeywBxNtnri/w/8ayHf2MzMWuIrq6VxNpuZWUNFZHNEPCVplaT9IuIhGjzDnezE6VfSQoFjyFa0/6e++i1sEJseW9BskYajG+z/FNk0o0Z9zSZbor+/Y14FXFXX9gLZ5WkzMxsivFBTOZzNZmbWTIHZ3PsM9zHAI8BZSs9vT4/BWy7pB8A9ZLfafiMi+pyd4xs/zcys47w8j5mZ2dBSVDZHxDJgel3zFXX7/APwD6326UGsmZl1nKcTm5mZDS1VymYPYs3MrOMqlJNmZmZdoUrZ7EGsmZl1XJXO9pqZmXWDKmWzB7FmZtZxXtjJzMxsaKlSNnsQ28SCg/+47BJyWbDqdWWXkMv73vBk2SXk9vBzE8ouIZd9xz9Tdgm5rH1hWtkl5Pbrl8eUXcKQ4YWdLI8t396+7BJyefaHk8suIZddTr237BJy09ofll1CPlW6FFZjy1PblV1Cbi+u2q3sEoaMKmWzB7FmZtZxPVU63WtmZtYFqpTNHsSamVnHVScmzczMukOVstmDWDMz67iKzpgzMzMbtqqUzSPKLsDMzMzMzMysVb4Sa2ZmHReVmrRkZmY2/FUpmz2INTOzjqvSlCUzM7NuUKVs9iDWzMw6rkrL+JuZmXWDKmVzYffESpos6TZJyyXdL+mC1D5B0kJJK9LP8al9f0l3Stok6aK6vj6R+rhP0jxJDR8UJ2lG6neFpBk17WMkzZH0C0kPSvqTor63mZn1LyIGvNngOZvNzKyZKmVzkQs7bQEujIgDgMOB8yRNBS4GFkXEvsCi9BpgPXA+cFltJ5ImpfbpEXEgMBI4vf5gkiYAs4HDgEOB2b0hDPwlsC4i3gRMBW5v5xc1M7OB6cmxWVs4m83MrKEqZXNhg9iIWBMRS9PvG4HlwCTgZGBu2m0ucEraZ11E3AVsbtDdKGAHSaOAscCTDfY5HlgYEesj4llgIXBCeu9s4G/TcXoi4ldt+IpmZpZTlc72DifOZjMza6ZK2dyRR+xImgIcDCwGdo+INZCFKbBbX5+NiCfIzgCvBNYAv46IWxvsOglYVfN6NTBJ0i7p9SWSlkq6XtLug/g6ZmY2SFU62ztcOZvNzKxWlbK58EGspJ2AG4FZEbEhx+fHk50h3hvYE9hR0gcb7dqgLcjOFO8F/HdEHALcSd20qJpjzZS0RNKSH/zq4YGWamZmLeqJGPBm7VPVbP7XRY0uCJuZWTtUKZsLHcRKGk0WktdGxPzUvFbSxPT+RGBdP90cAzwaEU9HxGZgPvB2SYdJWpa2k8jO7k6u+dxeZFObngFeBG5K7dcDhzQ6UETMiYjpETH9hNftM+Dva2ZmrYkc/7P2qHI2f/To0QP+vmZm1poqZXORqxMLuBJYHhGX17y1AOhdnXAGcHM/Xa0EDpc0NvV5dOpzcURMS9sC4BbgOEnj0xni44BbIpus/R3gqNTf0cADbfiKZmaWU5WmLA0nzmYzM2umStlc5HNijwTOBO6VtCy1fRq4FLhO0jlkIXgagKQ9gCXAOKBH0ixgakQslnQDsJRsVcW7gTn1B4uI9ZIuAe5KTZ+PiPXp908C/ybpS8DTwFlt/7ZmZtayHl9ZLYuz2czMGqpSNhc2iI2IO2h8LwxkZ1zr93+KbJpRo75mky3R398xrwKuatD+OPCO/j5vZmad4Xtcy+FsNjOzZqqUzUVeiTUzM2vI97iamZkNLVXKZg9izcys46o0ZcnMzKwbVCmbPYg1M7OOq1JQmpmZdYMqZbMHsWZm1nFVmrJkZmbWDaqUzYU+J9bMzMzMzMysnXwl1szMOq5KU5bMzMy6QZWy2YPYJpY/t0vZJeSy6/bV+T9frXuf2bXsEnK7+ckyH/Wc39aVE8ouIZddR29fdgm5vbmaf60UokfV/PfGyvXSvTuVXUJ3eXxt2RXktvHeyWWXkMvjD72h7BJyeeTp3csuIbdjjvlR2SUMGVXKZg9izcys46p0ttfMzKwbVCmbPYg1M7OOC6pzttfMzKwbVCmbPYg1M7OOq9LZXjMzs25QpWz2INbMzDquSvfdmJmZdYMqZbMHsWZm1nE9FZqyZGZm1g2qlM0exJqZWcdVKSjNzMy6QZWy2YNYMzPruCotHmFmZtYNqpTNI4rqWNJkSbdJWi7pfkkXpPYJkhZKWpF+jk/t+0u6U9ImSRfV9fWJ1Md9kuZJavigSEkzUr8rJM1IbTtLWlaz/UrSl4r63mZm1r8e9Qx4s8FzNpuZWTNVyubCBrHAFuDCiDgAOBw4T9JU4GJgUUTsCyxKrwHWA+cDl9V2ImlSap8eEQcCI4HT6w8maQIwGzgMOBSYLWl8RGyMiGm9G/A4ML/9X9fMzFrVk+N/1hbOZjMza6hK2VzYIDYi1kTE0vT7RmA5MAk4GZibdpsLnJL2WRcRdwGbG3Q3CthB0ihgLPBkg32OBxZGxPqIeBZYCJxQu4OkfYHdgP8a5NczM7NBCLYOeGuFpF0k3SDpwXS18Yi69yXpnyU9LOkeSYcU8gWHKGezmZk1U1Y21+z3NklbJZ3aX58duSdW0hTgYGAxsHtE/L/27j3YrrI+4/j3IYEh3EMB5TYFxitSBQyC0HFaRaqWgu1oCxUmoFPaDlCp7VhlOjLqP+o4jLZeKAKKlosUvKBVLlJbbxAJIYIBrBQtBJGERgFBK5Bf/1grdXs4h+yzyd7rrJzvZ2bPOXvttd/122dy8pz3Xe96133QhGmS3Z7qvVV1b5L3A3cDPweuqaprptl1T+Cegeer222Djgc+XVX9uQmSJG2Gxjh6+0Hgqqp6XZKtaDpXg14NPLt9HAp8tP0675jNkqRBHWYzSRYA7wWuHqbBcU4nBiDJdsAVwBlV9dAI719MM0K8L7AHsG2SE6bbdZptUwPxOOCSpzjWKUmWJ1l+w0OrZluqJGlI45iylGQH4GXA+QBV9cuq+umU3Y4FPlmNG4Cdkuy+qT/fXNfXbL7g5kdnW6okaUgdZjPA6TS5tGaYWsfaiU2yZVvMRVW14VqX+zf8wdB+3VihRwI/qKq1VfUYzTUzhyc5dGBBiGNoRnf3HnjfXgxMbUryImBhVd0004Gq6tyqWlJVSw7b4QWz/LSSpGGNMmVpsDPTPk6Z0ux+wFrg40luTnJekm2n7DPMmcHNWp+z+Y0HPWnwXpK0iYxpOvFGs7ldZ+EPgXOGrXWcqxOHpsd9e1WdPfDSlcDS9vulwOc30tTdwGFJtmnbfEXb5rKBRSGupDn1fFSSxe0I8VH8+uno43mKkV5J0uSMMto72JlpH+dOaXYhcDDw0ao6CHiEXy1QtMEwZwY3W2azJGkmo2TzEAPMw2TzB4C/q6rhLrJlvNfEHgGcCNyaZGW77UzgPcBlSd5EE4KvB0jyTGA5sAOwPskZwP5VtSzJ5cAKmlUVbwam/uFCVa1L8m7gxnbTu6pq3cAufwy8ZhN/RknS3LEaWF1Vy9rnl/PkoHzKM4PzgNksSdpk2gHlJ/3/P2CYbF4CXNqMibIL8Jokj1fV52ZqdGyd2Kr6BtOPeEMzYjt1/x/T/DExXVtn0SzRv7FjXgBcMMNr+23s/ZKkyRjHDdWr6sdJ7kny3Kr6Hk3W3DZltyuB05JcSiS3qc0AAAz/SURBVLOg04MbFjSaD8xmSdJMusrmqtp3w/dJPgF88ak6sDCh1YklSRq0fshl+UdwOnBRu/rhXcDJSf4CoKrOAb5Ec+bvTuBR4ORxFSJJUp90mM2zZidWkjRx4xjtBaiqlTTTkgadM/B6AaeO5eCSJPVYV9k8Zd+ThmnTTqwkaeLWD792gyRJmoA+ZbOdWEnSxI1rtFeSJI2mT9lsJ1aSNHFD3ltOkiRNSJ+y2U6sJGni1ld/RnslSZoP+pTNdmJn8Kn7f9J1CSNZvH77rksYyb0L+nubxpdu3c87RByw0+NdlzCSPRY90nUJI1tfM93ZZP7p05QlzR1nX/K6rksYySG7ru26hJGsuO7lXZcwsu0X9ueM0qClR3+56xJGsu8Wd3RdwsgWbvfzrkuYM/qUzXZiJUkTVz1aPEKSpPmgT9lsJ1aSNHHrezTaK0nSfNCnbLYTK0mauOrRdTeSJM0HfcpmO7GSpInr0wqIkiTNB33KZjuxkqSJ69NoryRJ80GfstlOrCRp4vq0AqIkSfNBn7LZTqwkaeL6tAKiJEnzQZ+yeYtxNZxk7yRfTXJ7klVJ3txu3znJtUm+335d3G5/XpLrk/xvkr+d0tZft218N8klSbae4ZhL23a/n2TpwPbjk9ya5JYkVyXZZVyfW5K0cVXrZ/3Q02c2S5Jm0qdsHlsnFngc+Juqej5wGHBqkv2BtwHXVdWzgeva5wDrgL8C3j/YSJI92+1LquoAYAFw3NSDJdkZOAs4FHgJcFaSxUkWAh8EfreqXgjcApy2qT+sJGl4xfpZP7RJmM2SpGn1KZvH1omtqvuqakX7/cPA7cCewLHAhe1uFwKvbfdZU1U3Ao9N09xCYFEbetsAP5pmn98Drq2qdVX1E+Ba4FVA2se2SQLsMMP7JUnarJnNkqTNwTjPxP6/JPsABwHLgGdU1X3QhCmw21O9t6rupRkBvhu4D3iwqq6ZZtc9gXsGnq8G9qyqx4C/BG6lCcj9gfNnqPOUJMuTLF/32J1Dfz5J0uz0acrS5qqP2bz84e8O/fkkSbPTp2weeyc2yXbAFcAZVfXQCO9fTDNCvC+wB82o7QnT7TrNtkqyJU1QHtS+/xbg7dMdq6rOraolVbVk5y2fNdtSJUlD6tOUpc1RX7N5yfYHzLZUSdKQ+pTNY+3EtiF1BXBRVX2m3Xx/kt3b13cH1mykmSOBH1TV2nbk9jPA4UkOTbKyfRxDM7q798D79qIZ3T0QoKr+q6oKuAw4fBN9REnSCKqemPVDm4bZLEmaTp+yeZyrE4dmatDtVXX2wEtXAhtWJ1wKfH4jTd0NHJZkm7bNV7RtLquqA9vHlcDVwFHtghGLgaPabfcC+yfZtW3vlTTXAEmSOrN+hIeeLrNZkjSz/mTzOO8TewRwInBrkpXttjOB9wCXJXkTTQi+HiDJM4HlNIs7rE9yBrB/VS1LcjmwgmZVxZuBc6cerKrWJXk3cGO76V1Vta5t+53A15I8Bvw3cNIYPq8kaUhe49oZs1mSNK0+ZXOaWTya6oXb/WkvfzCL12/fdQkjuXdBfxelfOlW+3VdwkgO2OnxrksYyR6LftF1CSNbX9NdHtgPS1edt0mLX7Bgx1n/H/vEEw/29weoTeLd+57ey2w+ZNe1XZcwkhUP9PfWvdsv7OclCEuP/nLXJYxmi/50fqbacvtHuy5hZIvOemDeZvM4z8RKkjSD/v7BI0nS5qk/2WwnVpI0eT2asiRJ0rzQo2y2EytJmjhvmSNJ0tzSp2y2EytJ6kB/glKSpPmhP9lsJ1aSNHkuKihJ0tzSo2y2EytJmriiP0EpSdJ80Kds9hY7HUhySlU96X56fdDX2q178vpau3VL81Off4f6Wrt1T15fa7duTbVF1wXMU6d0XcDT0NfarXvy+lq7dUvzU59/h/pau3VPXl9rt279GjuxkiRJkqTesBMrSZIkSeoNO7Hd6PPc+L7Wbt2T19farVuan/r8O9TX2q178vpau3Xr17iwkyRJkiSpNzwTK0mSJEnqDTuxE5bkVUm+l+TOJG/rup5hJLkgyZok3+26ltlIsneSrya5PcmqJG/uuqZhJdk6ybeTfKet/Z1d1zQbSRYkuTnJF7uuZTaS/DDJrUlWJlnedT3DSrJTksuT3NH+e39p1zVJfWI2T47Z3B2zebLM5vFyOvEEJVkA/CfwSmA1cCNwfFXd1mlhG5HkZcDPgE9W1QFd1zOsJLsDu1fViiTbAzcBr53rP2+AJAG2raqfJdkS+Abw5qq6oePShpLkLcASYIeqOrrreoaV5IfAkqp6oOtaZiPJhcDXq+q8JFsB21TVT7uuS+oDs3myzObumM2TZTaPl2diJ+slwJ1VdVdV/RK4FDi245o2qqq+Bqzruo7Zqqr7qmpF+/3DwO3Ant1WNZxq/Kx9umX76MWIU5K9gN8Hzuu6lvkgyQ7Ay4DzAarql4akNCtm8wSZzd0wmyfLbB4/O7GTtSdwz8Dz1fTkP+6+S7IPcBCwrNtKhtdO+1kJrAGuraq+1P4B4K3A+q4LGUEB1yS5KUlfblC+H7AW+Hg7Tey8JNt2XZTUI2ZzR8zmiTKbJ8tsHjM7sZOVabb1YgSvz5JsB1wBnFFVD3Vdz7Cq6omqOhDYC3hJkjk/XSzJ0cCaqrqp61pGdERVHQy8Gji1na431y0EDgY+WlUHAY8AvbimT5ojzOYOmM2TYzZ3wmweMzuxk7Ua2Hvg+V7AjzqqZV5or1m5Arioqj7TdT2jaKef/Dvwqo5LGcYRwDHt9SuXAi9P8s/dljS8qvpR+3UN8FmaaYZz3Wpg9cDZgMtpglPScMzmCTObJ85snjyzeczsxE7WjcCzk+zbXuB9HHBlxzVtttoFGM4Hbq+qs7uuZzaS7Jpkp/b7RcCRwB3dVrVxVfX2qtqrqvah+ff9b1V1QsdlDSXJtu0iI7RTfo4C5vyqn1X1Y+CeJM9tN70CmPMLpEhziNk8QWbz5JnNk2c2j9/CrguYT6rq8SSnAVcDC4ALqmpVx2VtVJJLgN8BdkmyGjirqs7vtqqhHAGcCNzaXr8CcGZVfanDmoa1O3Bhu2rmFsBlVdWrJfF76BnAZ5u/r1gIXFxVV3Vb0tBOBy5q/wC/Czi543qk3jCbJ85s1myYzZqWt9iRJEmSJPWG04klSZIkSb1hJ1aSJEmS1Bt2YiVJkiRJvWEnVpIkSZLUG3ZiJUmSJEm9YSdWmoUkTyRZmWRVku8keUuSkX+Pkvx2km8nuaN9nDLw2q5JliW5OclZST4w8No/JfnKwPPTk/zDiDX8MMkuo34GSZK6ZDZL84/3iZVm5+dVdSBAkt2Ai4EdgbNm21CSZ7bvf21VrWjD6uok91bVv9LcGPuOqlqa5BDgwwNvPxDYIsmCqnoCOBz43NP6ZJIk9ZPZLM0znomVRlRVa4BTgNPS2CfJ15OsaB+HAyT5VJJjN7wvyUVJjgFOBT5RVSva9h4A3gq8LcmBwPuA17Q3g78DeE6SRUl2BB4FVgK/1TZ7OPCttv0T2hHkle2o8IJ2+1FJrm9r+5ck2w1+nrbtq5L82Zh+ZJIkjZXZLM0PdmKlp6Gq7qL5PdoNWAO8sqoOBv4E2DCF6DzgZIA25A4HvgS8ALhpSpPLgRdU1UrgHcCnq+rAqnqYJhgPAQ4DlgE3AIcn2QNIVd2T5PntsY9oR6WfAN7QjiT/PXBkW99y4C0Dx90O+AJwcVV9bNP8dCRJmjyzWdr8OZ1YevrSft0S+FA7UvsE8ByAqvqPJB9upzj9EXBFVT2eJEBN09502wC+SROyi4Drge8DZwJraUd6aaY5vRi4sWmeRTQBfhiwP/DNdvtWbRsbfB54X1VdNLuPLknSnGQ2S5sxO7HS05BkP5pQXENz7c39wItoRoB/MbDrp4A3AMcBb2y3rQKWAFcO7Pdi4LYZDvct4M+BrWmuwVlLE35raUIUmtC+sKrePqXOPwCurarjZ2j7m8Crk1xcVTMFtSRJc57ZLG3+nE4sjSjJrsA5wIfacNkRuK+q1gMnAgsGdv8EcAZAVa1qt30YOKkdHSbJbwDvpbneZjrfohm13bWq1rTHXAscy69Ge68DXteOLJNk5yS/STO96Ygkz2q3b5PkOQNtvwP4H+Ajo/wsJEmaC8xmaX6wEyvNzqJ2UYZVwFeAa4B3tq99BFia5Aaa6UqPbHhTVd0P3A58fGDbfcAJwMeS3EETdhdU1RemO3BV/YQmGFcNbL6e5pqf77T73EZzfc01SW4BrgV2r6q1wEnAJe32G4DnTTnEGcDWSWYKakmS5iKzWZpn4uwEafySbAPcChxcVQ92XY8kSfOd2Sz1l2dipTFLciTNMvz/aEhKktQ9s1nqN8/ESpIkSZJ6wzOxkiRJkqTesBMrSZIkSeoNO7GSJEmSpN6wEytJkiRJ6g07sZIkSZKk3rATK0mSJEnqjf8DRTRZvCKlfx8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd5a06a3c8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatm_MonthDOWUL = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).mean()[\"Upload (Mbit/s)\"].unstack()\n",
    "heatm_MonthDOWUL_med = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).median()[\"Upload (Mbit/s)\"].unstack()\n",
    "#heatm_Monthping.head()\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
    "ax1.set_title(\"Upload (Mbit/s) mean\")\n",
    "sns.heatmap(heatm_MonthDOWUL, cmap=PALETTE, ax=ax1)\n",
    "ax2.set_title(\"Upload (Mbit/s) median\")\n",
    "sns.heatmap(heatm_MonthDOWUL_med, cmap=PALETTE, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "Seit dem Modemtausch Ende Jänner 2018 ist die Leitung deutlich unter der eingekauften/versprochenen/vorherigen Bandbreite von 75Mbit/s\n",
    "[¹](#Disclaimer)"
   ]
  },
  {
   "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}