scatter_Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('./f_csv/ptpTime5min_7.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['Unnamed: 0'],axis='columns',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Delete s0, s1 state\n",
    "# Because the difference in values is too large\n",
    "# Check the data visualiaztion from the s2 state.\n",
    "\n",
    "delete_rownum = [0,1]\n",
    "df = df.drop(delete_rownum)\n",
    "df = df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add abs master offset column to df_deleteErrdf, df, errdf\n",
    "\n",
    "absMasterOffset = []\n",
    "\n",
    "absMasterOffset = df['Master Offset'].abs()\n",
    "\n",
    "df['Abs Master Offset'] = absMasterOffset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Offset during 5min')"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter : offset during 5min\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.scatter(x='UTC', y='Master Offset', data=df)\n",
    "plt.xticks(np.arange(0,310,step=10), [\"{:0<2d}\".format(x) for x in np.arange(0,310, step=10)],\n",
    "          fontsize=10,\n",
    "          rotation=45)\n",
    "plt.ylim(-6000,8000)\n",
    "plt.xlabel('Running Time (sec)', labelpad=30, fontsize=15)\n",
    "plt.ylabel('Offset', labelpad=30, fontsize=15)\n",
    "plt.title('Offset during 5min', pad=30, fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Offset 0 - 1 min')"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter : offset 0-1 min\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.scatter(x='UTC', y='Master Offset', data=df[0:61])\n",
    "plt.xticks(np.arange(0,61,step=10), [\"{:0<2d}\".format(x) for x in np.arange(0,61, step=10)],\n",
    "          fontsize=10,\n",
    "          rotation=45)\n",
    "plt.ylim(-6000,8000)\n",
    "plt.xlabel('Running Time (sec)', labelpad=30, fontsize=15)\n",
    "plt.ylabel('Offset', labelpad=30, fontsize=15)\n",
    "plt.title('Offset 0 - 1 min', pad=30, fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Offset 1 - 2 min')"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter : offset 1-2 min\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.scatter(x='UTC', y='Master Offset', data=df[60:121])\n",
    "plt.xticks(np.arange(0,61,step=10), [\"{:0<2d}\".format(x) for x in np.arange(0,61, step=10)],\n",
    "          fontsize=10,\n",
    "          rotation=45)\n",
    "plt.ylim(-6000,8000)\n",
    "plt.xlabel('Running Time (sec)', labelpad=30, fontsize=15)\n",
    "plt.ylabel('Offset', labelpad=30, fontsize=15)\n",
    "plt.title('Offset 1 - 2 min', pad=30, fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Offset 2min - END')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8yaOSvCfJkSRvaK09LMkbxv8nyVOTPGz8c0mSFyVJVT0wyWVJHp/kcUkuOxmAAQAAmJ+1DLNVdf8kX5/kpUnSWvtca+1EkguSvHw82suTXDj++4Ikr2gjb0lyqKq+Isn5SV7fWrultfbJJK9P8pQFTgoAAMBaWsswm+SsJDcn+bWquqGqXlJV90vyZa21j43H+XiSLxv/fTjJRza9/6bxsJ2G30NVXVJVx6rq2M033zzDSQEAAFg/6xpmT0/ymCQvaq2dm+RvcleX4iRJa60labP6wtbai1trG621jTPOOGNWHwsAALCW1jXM3pTkptbaW8f/vyqjcPvn4+7DGf/+i/Hrx5M8eNP7zxwP22k4AAAAc7SWYba19vEkH6mqs8eDnpTk3UmuTnLyjsQXJ3nt+O+rk3zb+K7GT0jyqXF35GuTPLmqHjC+8dOTx8MAAACYo9OXXYAl+r4kv1FV907y/iTPySjcv7KqnpvkQ0n+0Xjc1yX5liQ3JvnMeNy01m6pqp9K8rbxeD/ZWrtlcZMAAACwnmp0aSiLtLGx0Y4dO7bsYgAAACxFVV3fWtvYz2esZTdjAAAA+ibMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7ax1mq+q0qrqhqn5n/P9ZVfXWqrqxqn6zqu49Hv4F4/9vHL/+0E2f8bzx8PdV1fnLmRIAAID1stZhNskPJHnPpv9/NskLWmtfneSTSZ47Hv7cJJ8cD3/BeLxU1SOSPCvJI5M8JckvVdVpCyo7AADA2lrbMFtVZyZ5WpKXjP+vJE9M8qrxKC9PcuH47wvG/2f8+pPG41+Q5MrW2mdbax9IcmOSxy1mCgAAANbX2obZJD+f5EeSfH78/xcnOdFau338/01JDo//PpzkI0kyfv1T4/HvHL7Ne+6mqi6pqmNVdezmm2+e5XQAAACsnbUMs1X19CR/0Vq7flHf2Vp7cWtto7W2ccYZZyzqawEAAFbS6csuwJKcl+QZVfUtSe6T5G8l+YUkh6rq9HHr65lJjo/HP57kwUluqqrTk9w/yV9uGn7S5vcAAAAwJ2vZMttae15r7czW2kMzuoHTda21f5rkjUn+wXi0i5O8dvz31eP/M379utZaGw9/1vhux2cleViSP1zQZAAAAKytdW2Z3cmPJrmyqn46yQ1JXjoe/tIkv15VNya5JaMAnNbau6rqlUneneT2JN/TWrtj8cUGAABYLzVqYGSRNjY22rFjx5ZdDAAAgKWoqutbaxv7+Yy17GYMAABA34RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO6sZZitqgdX1Rur6t1V9a6q+oHx8AdW1eur6s/Gvx8wHl5V9cKqurGq/riqHrPpsy4ej/9nVXXxsqYJAABgnaxlmE1ye5Ifaq09IskTknxPVT0iyZEkb2itPSzJG8b/J8lTkzxs/HNJkhclo/Cb5LIkj0/yuCSXnQzAAAAAzM9ahtnW2sdaa380/vuvkrwnyeEkFyR5+Xi0lye5cPz3BUle0UbekuRQVX1FkvOTvL61dktr7ZNJXp/kKQucFAAAgLW0lmF2s6p6aJJzk7w1yZe11j42funjSb5s/PfhJB/Z9LabxsN2Gg4AAMAcrXWYraovTPLqJD/YWvv05tdaay1Jm+F3XVJVx6rq2M033zyrjwUAAFhLaxtmq+pARkH2N1prrxkP/vNx9+GMf//FePjxJA/e9PYzx8N2Gn4PrbUXt9Y2WmsbZ5xxxuwmBAAAYA2tZZitqkry0iTvaa39h00vXZ3k5B2JL07y2k3Dv218V+MnJPnUuDvytUmeXFUPGN/46cnjYQAAAMzR6csuwJKcl+SfJXlnVb19POzHkhxN8sqqem6SDyX5R+PXXpfkW5LcmOQzSZ6TJK21W6rqp5K8bTzeT7bWblnMJAAAAKyvGl0ayiJtbGy0Y8eOLbsYAAAAS1FV17fWNvbzGWvZzRgAAIC+CbMAAAB0R5gFAACgO8IsAAAA3RFmAQAA6I4wCwAAQHeEWQAAALojzAIAANAdYRYAAIDuCLMAAAB0R5gFAACgO8IsAAAA3RFmAQAA6M7EYbaqvr6qvnCH176wqr5+dsUCAACAne2lZfaNSR6xw2tnj18HAACAudtLmK1TvPaFST6zz7IAAADARE4/1YvjrsPfsGnQd1TVU7aMdp8kT0vyztkWDQAAALZ3yjCb5PFJvm/8d0vyD5PcvmWczyV5b5JLZ1s0AAAA2N4pw2xr7YokVyRJVX0gyd9vrb19EQUDAACAnezWMnun1tpZ8ywIAAAATGpPz5mtqq+rqt+sqv9dVZ+tqseMh//bqnrqfIoIAAAAd7eX58w+Ncn1Sb48ySuSHNj08mdz17W1AAAAMFcTdzNOcnmSl7XWvrOqTk9y2abX3p7kn8+0ZAAAsCauuuF4rrj2ffnoiVvzoEMHc+n5Z+fCcw8vu1gwaHsJsw9P8sPjv9uW1z6d5IEzKREAAKyRq244nue95p259bY7kiTHT9ya571m9NRLgRZ2tpcw+xdJvmqH1x6Z5MP7Lw4A++HM/nqxvGE1XHHt++4MsifdetsdueLa91mn4RT2EmavTPKTVfXuJH8wHtaq6m8n+dEkL5114QCYnDP768XyhtXx0RO37mk4MLKXuxn/6yTHkvx+7mqFfW2SP0nyx0l+ZrZFA2AvTnVmn9VjecPqeNChg3saPhRX3XA85x29LmcduSbnHb0uV91wfNlFYs1MHGZba59trT09yZOTvDzJS5L8v0me1lp7emvttjmVEYAJOLO/XixvWB2Xnn92Dh447W7DDh44LZeef/aSSrS7k71Djp+4NS139Q4RaFmkvXQzTpK01t6Q5A1zKAsA+/CgQwdzfJsgM/Qz+0zH8obVcfLSgJ6ugXedL0MwcZitqq9Jcv/W2lvG/x/MqOvxI5K8obX2i/MpIgCTuPT8s+92DWUy/DP7TM/yhtVy4bmHuwqBeocwBHu5ZvaXknzrpv+vSPIDSe6T5Ger6tJZFgyAvbnw3MO5/KJzcvjQwVSSw4cO5vKLzunq4IjJWd7AMvV6nS+rpVrb+sjYHUasujnJc1prv1NVB5J8IskPt9Z+pap+MMl3tda+Zo5lXRkbGxvt2LFjyy7GjjzqAVgHtnU7M2+A3Wy9o3oy6h2y15Nqtjfrq6qub61t7Ocz9nLN7P2SfHr89xPG/79m/P8fJfnK/RSEYfCoBxI7Flafbd3OzBtgErO4ztf2hv3aS5j9QEYh9n8k+ftJbmit/eX4tS9J8lczLhtL4GJ+7FhYB7Z1OzNvgEnt9zpf2xv2ay/XzP6HJD9dVW9L8v1JXrjptW/I6FmzdM7F/Hh2JevAtm5n5g2wKLY37NdenjP70iRPSnJlkvNba7++6eVbkvz8jMvGEriYHzsW1oFt3c7MG2BRbG/Yr1OG2ap6f1U9avz3TyT53621fz9+1uydWmvPb61dM8dysiA9PrSb2bJjYR3Y1u1snebNVTccz3lHr8tZR67JeUevy1U3HF92kWCtrNP2hvnYrWX2cJL7jv++LMmZ8y0Oy+ZRD9ixsA5s63a2LvPm5P0Bjp+4NS133R9AoIXFWZftDfNzykfzVNW7k9yQ5L8muTrJv0rypzuN31p73awLuIqG/mgecDdjYNWdd/S6HN/m8onDhw7mzUeeuIQSAayXRTya53lJXp7kHydpGd0EaictyWmneB3oxH7vTggwdEO7P4CTiAB7d8ow21p7bVU9MMmDknw4yUUZtdQCAHTrQYcObtsyu4z7A3gkGsB0drsB1E8k+fLW2k1JnpPkza21D+30s5ASAwDs05DuD+CRaADT2a2b8WVJfjfJR5P8apK/k+TmeReK9TX0blZDLx8sinWB3p2sr0Oox0Pr8rxObMvojTp7d7uF2ZuTfE2SP0xSGV0Xy5pZ1Eoz9G5WQy/f0NjYri7rAqtiKPcHmLTLs+3qbNmW0Rt19p52ezTPq5P8WlV9IqMge21V/cVOP/MvLou2yEcXDL2b1dDLNyQeedG33Z69aV0g8YzWWZqky7Pt6uzZltEbdfaedmuZ/d4k12XUOvuTGYXbm+ZdKIbjVCvNrM8ADb2b1dDLNySLrDfM1iRnfa0LaB3Yu1O1qk7S5dl2dfZsy+iNOntPu93NuGUUYFNVT0ry71tr711EwRiGRa40Q7qz5HaGXr4hsbHt1yQHzNYFBKu9mST879bl2XZ19lZ1W6Y7+upa1Tq7H7t1M06SVNWjk7w/ydVV9Tfjnz+tql+pqkfNt4gs004rxzxWmiHdWXI7Qy/fkCyy3jBbkxwwWxcQrPZmFl0D12m7uqgu7Ku4LdMdvW+71f1VrLP7tWuYrapLkxzL6Bmzf5LkxeOfP0nyzCTHxuOwgha50lx47uFcftE5OXzoYCrJ4UMHc/lF5wzmbOLQyjfk69XWfWM75GWzm0kOmIe2LrB46xSsZmEW4X9dtquLDGOruC1zTeXeDGl/PUndX8U6u1816km8w4tV35rktUn+XZKfaa19esvrX5TkeUl+NMkzWmvXzLGsK2NjY6MdO3Zs2cWYmO4qw7O1y1oyOqgZ0gZtXetND8vmVHovP4uhnuzNeUev27Zr4OFDB/PmI0+c+HPWYbs6q3m1rs46cs22jx6pJB84+rRFF2fQhrYdW8e6X1XXt9Y29vMZu90A6oeSvLy1dmS7F1trf5Xkx6rqK5L8cBJhdgUN5dEF3KWH69XWtd70sGxOZUjP3mS45llPVjGwXXr+2dseNO+1VXUdtqur0oV9WfXYNZWTG9r+elXq/qLtFmbPTXL5BJ9zZZJX7r84wCRs8IZrFZbNOhwws3/zqCerepdkJ4kmtwphbJn1eFYnTtbB0PbXq1D3l2G3MHuvJLdP8Dm3Z8KbSQH3tNczuDZ4w2XZ7M0qtsJNYl2nezdDaynZzrTLzkmiycwzjC1qvVtmPXbiZHJD2187ETGd3cLsu5I8Pckbdhnv6RndEIrOOKBavmnO4NrgLc9u64xlM7lVbYXbzbpO9ySG1lKylWU3f/MKY4tcdsuux5OcOHH8tyUiTmQAACAASURBVL/99TzmnxMR09ktzP7nJC+uqncneUnb5m5RVfUdSb47yXfOoXzMkZ3yMExzBtcGbzkmfVZkYtlMoodWuHlY1+mexNBaSray7BZjHq3Yi1x2Q6/Hjv9Gpt1fz3P+6cGxd6cMs621l1XV45P8cpIfrqr/luRD45e/MsnTkvztJL/cWnvFXEvKzNkpD8O0Z3CdeV28SdeZ3nZGy6ony269WJZ1ne5JzLJnwzzqtWXXr3kuu6117RsffkZeff3xwfbQcfx3l2n21+bfsOzWMpvW2r+oqmuT/ECS70nyBeOXPpvkD5Icaa29dn5FZF4WvVMWrLY3rzO463TmdVF1axUPZJdZT4beejEv6zrdk5hVz4Z51WvL7tSGvJ9f5L721dcfzzMfezhvfO/Ng5wXq7gvW6Sd5tPxE7fmrCPXDG55r7pdw2yStNauSnJVVZ2W5EvGgz/RWrvjFG9j4Ba5U16nYLVX87rGcl3OHE5bt6Y56FrFA9lF15PN8/3+Bw/kwGmV2+646wqW7er+kA+Qt7NdeZPsebrX1Sx6NsyrXrsmfmdD388vel/7xvfePNhng67ivmyRdpp/SdIyvLq/6vZ0B+LW2h2ttT8f/wiynbv0/LNz8MBpdxs2r53yqQ4s1t2F5x7O5Redk8OHDqYyejj2LB7YvS5nXqepWycPuo6fuPVuO56rbjh+yu9a5DqzKIusJ1vn+4lbb0ta8oD7Htix7k+7rJZlu/Je+lvvyKWveseeppv9mVe9ntf2ehUMcT9/1Q3Hc97R63LWkWtyxbXvyzMfe9i+Nqu5L1uk7ebfVsuu++tkopZZVtMib1TT48Z+keZxjeW6nHmdpm5N22ozz3VmWa2Pi6wn28332z7fct97n54bfuLJE79nyD0MdprGrXab7nUyj7o/z3rd2zXxizK0/fxO3X9nffKhx33tIo//eutZM4mt8++eW/iRrXV/FefFEAiza25RO+UeN/a967U73CKeubufg655rDPL7J63yHoyzXwf2gHybvZSrqFOwyLNq+73uv3r2dD284s6EdZrXVvE8d+8923LDIeb5995R6/bte4PvRt+z/bUzRimpUvL4vXYHW6aLqXT1K2dDq6GeNA1b4usJ9PM96Etq93spVxDnYZFmlfdX/b2b3P31vOOXje4bvHzKN/Q9vOLOhG27Lo2ZPPctw3pEpRJ6v4Qu+GvCi2zzM3WM2ZDvrPfoi3qbOLQu8NtnQ+f+dztC3nm7tDOpC+79XFR9WSa+T7pe4bSfWu78h64VyUVN3zaxjzr/rK2f0NvgdmpfMc+dMu+9tGTbovnta5u/dxD9z2QT37mtnuMN4+TSEPf1y7LPNfvIV2CMkndX/Z+fpUJs8zFoq5V6dHQD3QWZbv5sJNZPHN36/jJYq4XmsTQuufNyzTzfZL3DGmd2qm8u03DulrFuj+kg+zt7FS+33jLh++89m/adWi3bfG81tXtPvfAvcpdw5dsluv31pMVOx0zLCsc7lb3V3FbNxTCLFPZ7czqpDvzRbWmDKXVJhn+gc6ibDcfdrLqZ9KH1lI8T9PM993eM7R1aqfyDqW+Dckq1v2ht8DsVI6tN7GZxzo0r3V1pxuvHTp4IPf7gtMHse9fR7Nav7c7WVG5Z51N5vd4yf0eQ67itm4ohFn2bJIzq5PszBfVmrLI55BOYugHOosy6fSuw8Z+aC3FvbFO9WsV6/7QW2BO1aq11azXoXmtqzu9/1O33pa3X+aO4csyq/V7u5MVLblHoJ3H8cKsjlVP1WvnvKPXrcz2bxmEWfZskjOrk+zMF9WaMs33zDNoD/1AZ1F2mg+reCZ9khMjQ2op7o11qm9Dr/t7PbE59BaY7cq3qFauea2rvW4DhtRrbF5msX6fqjfB4UMH5zr/ZnmsunVeDOkSmZ4Js+zZJGdWJ9mZT9p6u98N/SKfQzqJoR/obGceO9yd5sPzn/HIlepqbmc1fz2uU/RhmvV36K3N25XvGx9+Rl59/fG5r0PzWld73AbYN0xup5MVhw8dzJuPPHGu370uN7HqmTDLnk1yBnSSnflunzOrDf1O33P/gwd27Nox7ztsJsM90NlqXjvcRc6HZR402FnN3yzrUu8tJdOWv/fpnpdp19+htzZvV76Nr3zgPQLuFde+L//yN98+szsTz2u739t+NbFv2ItlnqyYZ6u/S2Rmo1rbrmMJe1FVT0nyC0lOS/KS1trRU42/sbHRjh07tpCyzcPWYJCMNip7vVPxbp+z00Oo93ombrvv2e5RGQfuVfnC+5yeE5+5Lfeqyh3brBuTfPeqHRTutBx66g48bV2axbI868g123bfqyQfOPq0PX0W8zWrbduyTFr+rfV6p1a5XqZ7ntZ1/Z2kLvW+vizbutataQ2ld1Uyu3o+q+PcnlXV9a21jf18hpbZfaqq05L8pyTfnOSmJG+rqqtba+9ebsnmZ1ZnQHf7nFmdsdruez7zudvv8fy52z7f7hy2XZCd5CzgKnYb2ml+n7j1tpy4dTS/hj6d09SlefcMGPq1XL2b5sCn95aSScq/Xb3e/EiWnd63rlZl/d3r+jBJXep9fVm2Valbi7Ks3g7zbPXvsXv8EAmz+/e4JDe21t6fJFV1ZZILkqxsmE1mt1E51efMckO/9XvOOnLNRO87rSqfb21tDoa3M+mdL4c8ndPUpVktSzurxZv2RETvXb4mKf9OdwXdy+etk1VYf6dZHyapS72vL8s2ad1atd5eizaL+TevIN1j9/ghEmb373CSj2z6/6Ykj986UlVdkuSSJHnIQx6ymJJ1bp4HEZMGtM+3tqfuPqu4c99uOexkqNM5TV2aZ8+ASa5Fm4SDnO1NeyKi95aSScq/l/rby3TP0yocbE6zPuxUl+5VlbOOXJMHHTqYQ/c9cI8eTiffu1fruC2bpG6tYm+vZHHLu4f5N/Tr63sgzC5Ia+3FSV6cjK6ZXXJxurDorh3b2etOuceD4d12KpN2006GO53T1KV59QyY1c51iDvpoRyQTnsiovdWuEnKv1O9XsTzGnvV+8HmNOvDTvvIk5fgHD9xaw7cq3LgtLrbvSemqTdD3JYtym51axV7ey1yea/i/OOehNn9O57kwZv+P3M8jBlYVNeO+x88kL/53O373in3djA86U5l63LY6YYIQ53OZO91aV7LclY716HtpId0QDrtiYjeW+EmKf9O9fqZjz2cN7735i6nm1ObZn3YWpe2uynibZ9vM7kR4NC2ZUOyir29Frm8V3H+cU/C7P69LcnDquqsjELss5L8k+UWiUlsF9DmfVOreZvHTT62s+zpXIR5TeOsdq5D20kP6YB0PycidjvpMZTW553sVv51WHe5u2nXh811aaf7THzq1tvy9suevK/yDW1bNiSTnogY+nZps0Uu7x57y02jp+U/D8LsPrXWbq+q701ybUaP5vnV1tq7llystTfNir2Im1rtxXaPzzhVy8m8bvKxk0V1vVvmRnoe0zirneuid9K7LYdFHqBM0zV+FvVmSK3P+9F7t9mdrPsB3UnbzYfLLzpnX/NmntubdQkc05jkRERv26VFLu/eestNo7flPw/C7Ay01l6X5HXLLse62O2AZRVW7O2m4b+85cN3vr7dNM3yJh9DOYhYhWW51ax2rovcSU+yHBZVl6btGj8LO61jz7/6XULUnK3Ddn8WdpoPl190zr6eWznP7c06BI5pTXJibla9YhZ1MmiRy3sdeqIMqVfUsgizdGWSA5ZVWLG3m4attk7TrG7yMaSDiFVYllvNaue6n8+ZR3f0RdWl/dSJ/R6srcIzlxdtFgfI67Ldn4V5zYd5hoJ1CBz7sduJuVn0ilnkyaBFL+/tLik77+h1K1PXdNMXZunMJDvqVVixJy3r5vFmcZOPoW3YV2FZbmeZXdrn1R19UXVp2joxi4O1VXjm8iLN6gB5p+3+D73yHXc+3mqn5dL7tmKv5rnNnGf39FXt+r4Is+gVs+iTQcta3qvYg2PoPewW4V7LLgDsxSQ76p1W4J5W7EnLunm8S88/OwcPnHa31ye9ycebjzwxHzj6tLz5yBMHtUGfdlmePPN61pFrct7R63LVDfO7wfgiv2sWTnXQspNJl8Mi6tK0dWKa6d5qu3VsJ+sWorZzqhC6l/Vlp3l5R2tpGR2Q1g7v7Wm7PwursP9jb6bd92+2qieOt5rFfmBoZrH8eyfM0pVJdtSrsGJPctC8dZouPPdwLr/onBw+dDCV5PChg7n8onMGFU73applefLM6/ETt955oPu817xzLiFzkd81K9N2Rx/KOjVtWWZxsLbdOvaA+x7YdtxpwkNvJ0Z2M0kInWR9mWRetuQegba37f4sDGldXWVDWldnse9fl5MgqxjaV/HYb690M6Yrk1yXN/Sus5PYbhp2u5vxyff1NJ27mWZZLrK7VI/X6fXeHX3assyqK9Z211/N4lrhder+ttkk68t22/3ttIwO5Hp4LNq8DGldXVVDXFf3u+/f6djqGx9+xkpdX7qqXXJX7dhvr6pteQg287exsdGOHTu27GJ0aygHDSzPqerAWUeuyXZbtUrygaNPm2k5Fvlds7JT+Fr1M7nznO5ZbJPOO3rdtgdZhw8d3NddaJdpu3m+nUnWl83z+F5VuWObY5dlzat1XafW1Squq8n2jwN89fXHV6peW1eHp6qub61t7OcztMzSnSGdgRKsF2+3s+KLPPPa41nedW25mffdWPf7OavS/W3rNvGZjz18Z4+SnULoJOvL5nk8q9bwWemxh0ZvhrSvXZV1daut27Hzjl63cvV6Xfd/q06YhSkNsavROtjtwHGRjxsa+qONdjKkE0KLNOTp7vHEyFbbbRNfff3xO1s9ZhVCh3ZAuqrhZiiGtq9dhXV1Eqtar4e8H2A6wixMydn4vZvF2fXddrCLPNAd2kH1dobUosHOej0xstlu28RZri/zOiCdZn1Zl3CzLIve1+5WB6ZdV3vbFq9zve5tWa07YRamtKpnLae128Z/VmfXJ9nBLvLM65DP8g6tRYOd9XBiZDeTPo94qNM07fqyCicihmyR+9pJ6sA062qP2+J1rdc9Lqt1J8zClNb5rOVWk2z8Z3V2fV13sNPQe6AvQw56k+h9mzjt+rIKJyKGbJH1atI6sNd1tcdt8brW6x6X1boTZpmJdeySIVTdZZKN/6zOrq/rDnYavfYeWMftSQ/m1f1yKPazvvR+ImKe9rs+L7JezWub2eu2eB3rda/Lap0Js+zbunbJEKruMsnGf5Zn19dxB5vs/aCwx5aydd2eDN28ul8OSY/ry9DNYn1eZL2aVx1Qt/phWfVHmGXf1rlLxrqGqq0m2fj33mqzbNMcFPY4z9d5ezJk8+p+OSRDXF9676Uwq/V5UfVqXnVg2XWr93q0SMteVuydMMu+6ZLBJBv/3lttlm2ag8Ie57ntyTCtw3IZ2vqyCr0Ueqs386oDy6xbq1CPFmmI24GhlGWohFn2TZcMJt3499xqs2zTHhT2Ns9tT+4ypIOYdVkuQ1pfVqGXQo/1Zl51YFl1axXq0aINZTvgRMRkhFn2TZcMkuFs/FdVjweF07A9GRnaQYzlsni9tWpuR72Zvb2e5Oq1Hk1zMm9IJwBnwYmIyQiz7Nuyu2Ss2sYLtrMuB4XL3p4MxdAOYiyX2dtt37UKJ7DUm9ma5iRXj/Vomukc2gnAWej1RMSiVWtt2WVYOxsbG+3YsWPLLsZK2LrxSkYH+JdfdE63Gy/YiRM36+OsI9dku71zJfnA0actujjM2CT7Lvs3tjrv6HXbBtPDhw7mzUeeuO17eqxH00znNO8ZulWcpq2q6vrW2sZ+PkPLLF0bWusFzJOu3Oujx9YUJjfJvkurJltN01LXYz2aZjpXsRVzXXpk7ZcwS9dWceMFiVbYdecgZrVNuu9yAovNpj3J1Vs9mmY6V/EEYI8nIpbhXssuAOzHThupnjdecLJb2PETt6blrmt/rrrh+LKLxoJceO7hXH7ROTl86GAqo25lQ+4WyN7YdzGNS88/OwcPnHa3Yat4kmua6VzVeXPhuYfz5iNPzAeOPi1vPvJE+4BtaJmla1ovWEW6z5P015rC5Oy7mMa6tNRNM53rMm+4JzeAWgI3gJot3TFZNW7+wyzZRg6T5QKsOzeAgmi9YPWs4rU/zMZeA9AqPq5iVcxq37WuoXhdpxu4O2EW5swOl73SBXE4hrT+ThNMdVlfbet6smJdp3vZhrQ9hJPcAArmyI18mIab/wzD0NbfUwXTnbjj+2qbpk6sgnWd7mUa2vYQTtIyC3OkVYRp6T6/fENbf6cJprqsr7Z1PVmxrtO9TJNuD7XesmhaZmGO7HChX0Nbf6d5nMuqPq6CkXV9xM+6TvcyTbI91HrLMgizMEd2uNCvoa2/0wRTXdZX27qerFjX6V6mSbaHun/f3VU3HM95R6/LWUeuyXlHrxPq50Q3Y5gjN/KBfg1t/Z32OYq6rK+udX225rpO9zJNsj0cWm+WZXKTssXxnNkl8JzZ9eL6kX5YVmylTgC2AyO7zYfzjl637TX6hw8dzJuPPHGRRV0682Iys3jOrDC7BMIsDM/Ws6jJ6KyzLpkA68u+YXLm1V3OOnJNtktYleQDR5+26OIM1izCrGtmAeJaH1h1rl9jGvYNk3ON/l2Gds+FVeaaWYC41gdWmevXmJZ9w964Rn9kaPdcWGVaZgHiLCqsMq1rTMu+gWlopV4cLbMAcRYVVpnWNaZl38C0tFIvhjALa8ZdGbfnUQ+wuh506OC2dxbVusZu7Btg2NzNeAnczZhlcadBYB3Z9gEMj7sZA3viujFgHbl+DWA16WYMa8R1Y8C6cv0awOrRMgtrxF0ZAQBYFcIsrJFLzz87Bw+cdrdh7soIAECPdDOGNeKujAAArAphFtaM68YAAFgFuhkDAADQHWEWAACA7gizAAAAdEeYBQAAoDvCLAAAAN0RZgEAAOiOMAsAAEB3hFkAAAC6I8wCAADQndOXXQAAVtNVNxzPFde+Lx89cWsedOhgLj3/7Fx47uFlFwsAWBHCLAAzd9UNx/O817wzt952R5Lk+Ilb87zXvDNJBFoAYCZ0MwZg5q649n13BtmTbr3tjlxx7fuWVCIAYNUIswDM3EdP3Lqn4QAAeyXMAjBzDzp0cE/DAQD2SpgFYOYuPf/sHDxw2t2GHTxwWi49/+wllQgAWDVuAAXAzJ28yZO7GQMA8yLMAjAXF557WHgFAOZGN2MAAAC6I8wCAADQHWEWAACA7gizAAAAdEeYBQAAoDvCLAAAAN1ZuzBbVVdU1Xur6o+r6rer6tCm155XVTdW1fuq6vxNw58yHnZjVR3ZNPysqnrrePhvVtW9Fz09AAAA62jtwmyS1yf52tba1yX50yTPS5KqekSSZyV5ZJKnJPmlqjqtqk5L8p+SPDXJI5L84/G4SfKzSV7QWvvqJJ9M8tyFTgkAAMCaWrsw21r7/1prt4//fUuSM8d/X5DkytbaZ1trH0hyY5LHjX9ubK29v7X2uSRXJrmgqirJE5O8avz+lye5cFHTAQAAsM7WLsxu8e1J/vv478NJPrLptZvGw3Ya/sVJTmwKxieHAwAAMGenL7sA81BVv5fky7d56cdba68dj/PjSW5P8hsLKtMlSS5Jkoc85CGL+EoAAICVtZJhtrX2Tad6vaqeneTpSZ7UWmvjwceTPHjTaGeOh2WH4X+Z5FBVnT5und08/nZlenGSFyfJxsZG22k8AAAAdrd23Yyr6ilJfiTJM1prn9n00tVJnlVVX1BVZyV5WJI/TPK2JA8b37n43hndJOrqcQh+Y5J/MH7/xUleu6jpAAAAWGcr2TK7i/+Y5AuSvH50D6e8pbX2z1tr76qqVyZ5d0bdj7+ntXZHklTV9ya5NslpSX61tfau8Wf9aJIrq+qnk9yQ5KWLnRQAAID1VHf1smVRNjY22rFjx5ZdDAAAgKWoqutbaxv7+Yy162YMAABA/4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRHmAUAAKA7wiwAAADdEWYBAADojjALAABAd4RZAAAAuiPMAgAA0B1hFgAAgO4IswAAAHRnbcNsVf1QVbWq+pLx/1VVL6yqG6vqj6vqMZvGvbiq/mz8c/Gm4Y+tqneO3/PCqqplTAsAAMC6WcswW1UPTvLkJB/eNPipSR42/rkkyYvG4z4wyWVJHp/kcUkuq6oHjN/zoiTfuel9T1lE+QEAANbdWobZJC9I8iNJ2qZhFyR5RRt5S5JDVfUVSc5P8vrW2i2ttU8meX2Sp4xf+1uttbe01lqSVyS5cLGTAQAAsJ7WLsxW1QVJjrfW3rHlpcNJPrLp/5vGw041/KZthgMAADBnpy+7APNQVb+X5Mu3eenHk/xYRl2MF6qqLsmo+3Ie8pCHLPrrAQAAVspKhtnW2jdtN7yqzklyVpJ3jO/VdGaSP6qqxyU5nuTBm0Y/czzseJJv2DL8TePhZ24z/k5lenGSFyfJxsZG22k8AAAAdrdW3Yxba+9srX1pa+2hrbWHZtQ1+DGttY8nuTrJt43vavyEJJ9qrX0sybVJnlxVDxjf+OnJSa4dv/bpqnrC+C7G35bktUuZMAAAgDWzki2zU3pdkm9JcmOSzyR5TpK01m6pqp9K8rbxeD/ZWrtl/Pd3J3lZkoNJ/vv4BwAAgDmr0Y14WaSNjY127NixZRcDAABgKarq+tbaxn4+Y626GQMAALAahFkAAAC6I8wCAADQHWEWAACA7gizAAAAdEeYBQAAoDvCLAAAAN0RZgEAAOiOMAsAAEB3hFkAAAC6I8wCAADQHWEWAACA7gizAAAAdEeYBQAAoDvCLAAAAN0RZgEAAOiOMAsAAEB3hFkAAAC6I8wCAADQHWEWAACA7gizAAAAdEeYBQAAoDvCLAAAAN0RZgEAAOiOMAsAAEB3hFkAAAC6I8wCAADQHWEWAACA7gizAAAAdEeYBQAAoDvCLAAAAN0RZgEAAOiOMAsAAEB3hFkAAAC6I8wCAADQHWEWAACA7gizAAAAdEeYBQAAoDvCLAD8/+3de7y19Zz/8ddbKYmUZNJBaTooRkyphBlhQhk5pJOimKIwRmJKmikaon6THBqTIcohpxCKSEhHmaKDTioqnY9Sd3XXZ/74XvtnzZ5d933vvddeXXu/no/Hfqy1rnWtdX3X5/7e11qf7+mSJEm9YzIrSZIkSeodk1lJkiRJUu+YzEqSJEmSesdkVpIkSZLUOyazkiRJkqTeMZmVJEmSJPWOyawkSZIkqXdMZiVJkiRJvWMyK0mSJEnqHZNZSZIkSVLvmMxKkiRJknrHZFaSJEmS1Dsms5IkSZKk3jGZlSRJkiT1jsmsJEmSJKl3TGYlSZIkSb1jMitJkiRJ6h2TWUmSJElS75jMSpIkSZJ6x2RWkiRJktQ7JrOSJEmSpN4xmZUkSZIk9Y7JrCRJkiSpd0xmJUmSJEm9YzIrSZIkSeodk1lJkiRJUu+YzEqSJEmSesdkVpIkSZLUOyazkiRJkqTeMZmVJEmSJPXOnExmk7w9yUVJLkjykYHt+yS5LMnFSV4ysP2l3bbLkuw9sP0pSc7stn8lyRIz/VkkSZIkaS6ac8lsks2ArYD1q+ppwCHd9vWA7YCnAS8FDk+yWJLFgE8CLwPWA7bv9gX4MHBoVa0J3Aq8aUY/jCRJkiTNUXMumQV2Bw6qqnsAquqGbvtWwDFVdU9VXQFcBmzU/V1WVZdX1b3AMcBWSQK8EPh69/rPA6+cwc8hSZIkSXPW4qMuwAisDTw/yb8B84C9quoXwMrAGQP7Xd1tA7hq3PaNgeWB26pq/gT7/x9JdgN26x7emeTiqX6QafYE4KZRF2KWM8bDZ4yHzxgPnzEeLuM7fMZ4+Izx8Bnj4Vtnqm8wK5PZJD8CVpzgqX1pn/nxwCbAs4GvJllj2GWqqiOAI4Z9nMlKcnZVbTjqcsxmxnj4jPHwGePhM8bDZXyHzxgPnzEePmM8fEnOnup7zMpktqpe/GDPJdkdOLaqCjgryQO0lpdrgFUHdl2l28aDbL8ZWDbJ4l3v7OD+kiRJkqQhmotzZr8FbAaQZG1gCdoQguOA7ZIsmeQpwFrAWcAvgLW6lYuXoC0SdVyXDJ8MbN297xuAb8/oJ5EkSZKkOWpW9swuwGeBzyY5H7gXeEOXmF6Q5KvAhcB84K1VdT9AkrcBPwAWAz5bVRd07/XPwDFJDgTOAT4zsx9lWj1sh0DPIsZ4+Izx8Bnj4TPGw2V8h88YD58xHj5jPHxTjnFaHidJkiRJUn/MxWHGkiRJkqSeM5mVJEmSJPWOyaxIksFbqW+sw5oNrMeSJC0ak1kBPLG7XRwgifVimiVZNckSSZbuHhvj6WUdHjLr8IywHkuStAj8opzjkrwc+FaSI4ADkqxeVQ/4I2r6JNkSOAH4BHBkknWM8fSxDg+fdXj4rMczK52x+6Muz2zUNX4tMepyzGbW4+GyDg/fWBcqpQAAEnJJREFUdNRhVzOew5L8JfBD4I3A/cDfAK8AdqyqS5M8oqoeGGUZ+6z7T7kKcDzwduA3wE7Au4AXV9UFxnhqrMPDl2Rl2qXJ3oZ1eCisxzMryVbAK7uHn62qU0ZZntkoyWuA7YFlgMOA06rq1tGWanaxHg+XdXj4pqsOz8XrzOrPbgFOqqqfdInXz2nX2D06ybZV9bvRFq/fqqqS/AE4HbgUuKGqDklyH3Biks2q6pLRlrL3bgJOtg4PR5KlaDE+BbgE6/Cw3AycYD0eviTrAx8G9gSeDPxHkg8Cx1XVnSMt3CyRZG3gQFrjzOrAm4E1k3y3qn47yrLNFtbj4bIOD9901mGHL81BSdZJ8hxaY8azkuxRHeBg4HvATkkWc9jK5CRZM8mzgWWBxwGv6+JLVR1Ga+V7b5JHGeNFl+R5SXYE7gDWTrK3dXh6dS2mhwArAY8HdrEOT68kmyTZCXgOsGmSPa3HQ7cicFFVHV9VnwL2oo02+HtwnvI0WQ64vqpOr6ovAx8Cng5smeSxoy3arGE9Hq7lsQ4P25OYpjpsZZ9jkrwa+DbwQeA9wBnAvkleD9ANZTsLWKmq7h/78aqF1819O5aWCBwAfBHYI8k+A7t9FbgHuMcYL7wkj0jyGOA/gf2ArYBtgNcleQdYh6dDkr+ltZgeV1VXAO8Gdkuy58Bu1uEpSPIK4AjgJcCWwP7AG5PsAdbjIToXuCPJxt3w7e8DHwP2S7Kpw7mnrqrOBH6fZJski1fV6cCRwMtoDTeauguAW63H0yvJk7q7ZwBXWIeH6mym6VzsMOM5JMkjgW2BN1XVqUm2o/W6/Az4SJLHVdXHaa0l63StT3f6I2rhJdmU1qOyQ1Wdk7aYy0bApsAZSRYDjgGeB2xA67l1DsZC6k5udyb5PG1u4Ta0XoAXAqclmV9Vn8Q6PFUbAP9VVT9I8mTgMcD7gMOTzANOon2hW4cnIcnywFtp54nzkxwF3E2bW//5rhP2P7AeT4skGwOPAv5UVWcnuZL2XXh9kquq6oQkawJbA6eNsKi9leSvgUcD93XJ7CnAJsANSU6tqtOSHAP8Q5IfV9X8UZa3j5K8DFihqo4CbqRNFXsN1uNp0cV3lyTvBS4HfglsjHV42iR5IfCXtJl4/5Xkalp9nVIdNpmde5YB1gJOBb4GvAAo4FrgtUmeSUu8tqmqP46qkD334ao6p7u/L/C5qvpDkhfQEoI9aSfInV1MYNLm0+ZYfAbYlbbQ1nnAtkk2ojUgWIcnbz4wtoLjMcAfgN/SYrw5sA7tPLGLdXhS5gNLAU9NchXwfNqwtgtpPQJvAp4B/C3W4ynpfqB+DDgZWDHJZVW1Z5JPAf8IfJOWeBWw5OhK2l/daKQP0M4Pj07yTeDztO+7LYFVgaNpMZ7X3WoRJFkSeAuweZI/VtU3kxwIfBzYA/gurWPCejwJ3e+GT9G+0y7rth0J/BNtBJh1eIq6c/HBwOeArdLWlPkw8FGmeC52NeM5Jsnf0Vr/D66qU7qewh2B9WlDYu8Flq6qm0ZYzN7q4rl0Vd3R3X8S8B1gi6q6NslqwDXdPrePsqx9lrb662ur6qAk7wIOAg6sqgPSltFfxjo8eUn+Cvg6cA7wg6o6slsQYxfgjKr6dpLlTGQnL8nWwD7AfcDxVfX+JJsDLwaOow3BemxV3TjCYvZadw7+IvC9qjo6yTLAicB5VbVrkv1oDTNPoP1Y3aGqfjW6EvdPkmfREtedqupXSV4LPL+q/rEbUbA9reFrdVqDzesHGnu1CJLsCryI1hh+YFV9phvl8Q5gNeAvsB5PSrcGx7pVtW+SlYANaVMxj6PN4/w7WqO5dXgS0q5Pfyzwsar6XpK3AbfTel8vB94LrEeL7yLXYXtm555TaF/eOyVJVf2MNqztp8Aa3X/Qu0dawh6rqvtpixIBBLgNuKVLZHek9cD8k4nslN1NG365K621+kBgoyRv6RYSMJGdgqo6L8letB6tS7ptlyR5Im1BM2h1W5NUVV9PchLtS/y/u20nJtkdWL6q5tF6ADRJVXV/knMGHt8BbJLktCQHV9W7kyxHW9jliqq6emSF7a+lgMMHfnieA7w77TrJVyb5dFUd0Y36+kNV3TC6ovZTkkdW1X3ADcA3aL1bxyRZD7iLtjjR0sC6wOXW40m5GnhOklVp68qcSFvP4O+r6k2038nPAK6zDk/atQDduWAv4Exa59r5VfXGrrHxmUyiDpvMzjFVNS/JF2nd+PskeSptEZcn0IYSapp08ynuTHJVkg/RhmfuXFU2FkxRN2z7KtoiUG+tqu8k2Qy4bMRFm01OAP4V2D/J2KVh1qctHofzN6euqm5N8mNgmyT30uZ1rgbYqzIFSdauP18y6hpg7yQ/rarfd9teARyRZL2qupDWyKtFMBbjbh7hpd22xWi/I66nzeeENq3pkqo6d0RF7a2BGN/Xbfo18MGq2j7Jf9LOxZ+pqrtoSa2jOBbBuPPErbQewdcDX6iqf6edN85I8o6qOqyqfj2ywvbUQB3+U5JzgZ1p33Ffrar3dPucnWT7aqtG/2wyx3E14zmoGxr4aeAjtIVzNgN2rKrrR1qwWSbNErTe2NcB21XVeSMu1mzyaeBVVfWd7vFPq+qqURZoNqmq+d1CI1vTFmxYjzafyGvsTa/Tab1Z+9IWhdqlqq4caYl6rJu/eW63UAtV9QXaXKxTu8XM6KYg3Etb2EyLaIIY35i2Gun9tNEEi3f77QQc0vV+axEMxPhLA5tvA25Msg3t+qfvpzWEbTuKMvbZQHy/DNCNLDietl7BGkmW7XY9lj+PttMimOA88VHgDcAnaD3fY35Mm24z+WPZuD63dS2pVS7jPjRJdgZ+UVUXjLoss1E3XN4TmXqtm1+YbiisJqGbl/UN2g/QTYElq2r77rkP0HpkD6eNRHodsGW1S09pIU0Q48WrasfuucVonSRfos2HeyZtfuGFIypuLy0gxgcB76TNKfxG2mXUrhlbtEgLNkF8l6iqHbrndqU14J5Au1LCNrRG84tGVNxeWkCM30BbMG5r2jlid2DbgV7yRT+evwGl4TLZkqSZ0S3ecgdtyPanaJeKGUtoXwWsSLuk1Eer6vyRFbTHJojxvLFkq3v+W8DatCTg4tGUst8miPG9VbVDkkcAa3ZrGPjbYpIWcJ54Hi2R3Rg42jo8ORPE+J6qel333H60Od7LAHtP9VxsMitJkmadbqXXI2iJwPZJnka7Xu/vFvBSLaSBGN9dVTsmWYu26vkX7JGdHhPE+Jm0xOA3Iy7arDDBeeIZwM1Vdc2IizZrDMT4vqraLskatET2wqq6d6rv75xZSZI061TVzcCbgXlJLqatUnr/aEs1uwzE+L4klwDfAw4zkZ0+42J8EfA1wGtPT5MJzhPH0q5GoWkyEOO7u/PED4CbpiORBZNZSZI0S3WLPf2adkmpV3nZkuk3EONlgNe4mOT0G4jxssCrrcfTy/PE8I07T0xrHTaZlSRJs1K3ku4WwOauJj8cxnj4jPFwGd/hG2aMnTMrSZJmrSSPqqp5oy7HbGaMh88YD5fxHb5hxdhkVpIkSZLUOw4zliRJkiT1jsmsJEmSJKl3TGYlSZIkSb1jMitJkiRJ6h2TWUmSJElS75jMSpIkSZJ6x2RWkiRJktQ7JrOSJEmSpN4xmZUkSZIk9Y7JrCRJkiSpd0xmJUmSJEm9YzIrSZIkSeodk1lJkiRJUu+YzEqSJEmSesdkVpIkSZLUOyazkiRJkqTeMZmVJEmSJPWOyawkSZIkqXdMZiVJkiRJvWMyK0mSJEnqHZNZSZIkSVLvmMxKkiRJknrHZFaSJEmS1Dsms5IkSZKk3jGZlSRJkiT1jsmsJEmSJKl3TGYlSZIkSb1jMitJkiRJ6h2TWUmSJElS75jMSpJmpST7J6mBv+uSfDfJM0ZcrtW78rx8Bo71gnExeLC/GSvTQpR5zyQnz/AxV05yZ5I1ZvK4kqSpWXzUBZAkaYhuB17a3V8deD/wwyTrVtUtIyrTtcBzgItm4Fj/3R1rzHOBQ4BXd+UYRZkeVJLHAHsDO83kcavqmiRfAf4F2Hkmjy1JmjyTWUnSbDa/qs7o7p+R5ErgdFqC+6VRFKiq7gHOWOCO03OsOwaPleQJ3d1zqurKcbvPSJkWYHvgHuDEERz7SOCkJO+qqptHcHxJ0iJymLEkaS75VXe76tiGbnjt2wZ36oYo3zTweOduv79K8sMkf0pyUZJXj3vdT5J8PckOSS5LckeSE5KsMrDP/xnSm+TKJIckeWeSq5PcmuSYJMuOe/9nJDktybwkFyTZIsnZST43laAsoEx7J7k2ye1J/l+aLbrj/zHJt5IsN+79Hp/kiCTXd2U9LcnGC1GUNwDHVlUNvNcqSb6a5IYkdyf5bZIPjDve85P8NMldSW5O8ukkjx23z2pJvpzkpm6/XyfZYWCXU4FbgO0WIXSSpBGyZ1aSNJc8ubu9YpKv/xJwBHAw8HbgmCRrVNXVA/tsDKwEvAtYCjise80WC3jvbYBfA7sBqwD/DnwQ2AMgyaOBHwDX0XowHwUcCiwHnD/Jz7Mg2wFnAbsAGwAH0hrC/wbYj/b5PgF8CHhLV84lgR8BywLvBm4Adgd+lGStqrpuogMlWZoWu4+Pe+qo7ji7AbcBawBPHXjdc7vjfQvYGlgeOIgWl627fZ5I65G/C9gLuAp4OgONGlVVSc4AXgx8clGCJEkaDZNZSdKslmTsu241WuJ1LvDtSb7doVX12e59fwlcD7wc+NTAPssAW1bVrd1+KwKHJlmqqu5+iPe+D3hlVc3vXrceLZnco3t+F1qitmFVXdPt81vgzEl+loUxD3htVd0PfD/JVrQkfq2quqIrw/q0HtW3dK/ZkZYoPq2qLu32+RFwMS3Bf/eDHGt92u+S8Yn5RsD2VfWd7vFPxj1/EHBaVW07tiHJNbQhw0+vqvOBdwKPAzaoqrG5widNUIZfAbs+SPkkSQ8zJrOSpNlseVqSOOZm4NndvNXJ+P9zOavq5iQ30HpRB/1iLJHtXNjdrgxc9hDvffJYIjvwuicmeWRV3Qc8G/jlWCLbleGsJNdP5oMspJ90ieyYy4DHjyWyA9tWSLJEVd1L69n8JXDFQEMCwE+BDR/iWCt2tzeN234u8KEkywM/rqrfjz3R9VY/B3j7uGP9nPbvvgEtOX4h8P2BRPbB3ESLeQaHOkuSHp6cMytJms1upyWBmwBvBpYAvpRkst9/t417fC9tuO+C9mGC/RbmvQMs2T1eEbhxgtdNtG26TFSmByvnEt3jJ9Difd+4v10YGNY7gbH4jG9o2BY4mzak+ndJzk3you655YDFgMPHHese4JEDx1ue/71684O5h9bQb2O/JPWAJ2tJ0mw2v6rO7u6fmeRu2hzM1wJf6bbfw58TsTHL8fBzHbDOBNtXmOmCLMAttORz9wmee6ge8bFLJS3LQMLc9UTv3DVAbATsDxyX5MndftVtO36C9/xDd3sz8KSFKPuywJ1dT7gk6WHOnllJ0lzyBeAC4J8Htl0NrDv2oEuaXsTDzy+ADZKsPLYhyUbAX4yuSBM6CVgT+H1VnT3u77yHeN3F3e1TJnqyqh7oLrN0APBoYLWq+hPtkkLrTHCss6tqLJk9CXhJkgXFanXgkoX7mJKkUbNnVpI0Z3Qr1n4Q+GKSF1XVScA3gbcmOQe4HPgH2iJODzdHAu8DvpvkANoKvwfQhhk/MMqCjXMUbTGonyQ5hBbT5Wm9qtdV1aETvaiqrkhyLW2e68kASR5HW8H5KFqSuSRtEanrgN90L30PbbGnB4CvA3+krVq9JbBvVV1CG6L8euCUJP9GW814XWDpqvrIQDE2pF2iR5LUA/bMSpLmmq8Al9KSIGgJ4ddol535HG3BoSNHUrKHUFV3AS8F7qZ9hv1pn+E24I7Rlex/q6p5wGbAD2mxPZF2eaK1aJf5eSjHAi8beDwPOA94B3Ac8Hna5XU2H1sZuqp+TrtU0ArA0cB3aHG5irbaNFV1I/Bc4Bzgo8B3aZf6GVxMagVaIv2NSX1wSdKMi4v1SZLUT0meQuux3K2qHnYJ+KJK8izacOpVHux6tEM89ptp16Bd25WMJakfTGYlSeqJJPvQFjX6HW0o7T6066c+taoeNr2zU5Hke8A5VfW+GTxmaHOpP1JVn5up40qSpsY5s5Ik9UcB/wqsRFsZ+BRgr9mSyHbeBbxkho+5IvBF2jBlSVJP2DMrSZIkSeodF4CSJEmSJPWOyawkSZIkqXdMZiVJkiRJvWMyK0mSJEnqHZNZSZIkSVLvmMxKkiRJknrnfwBV0hnZZVfJqQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter : offset 2min-END\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.scatter(x='UTC', y='Master Offset', data=df[120:])\n",
    "plt.xticks(np.arange(0,181,step=20), [\"{:0<2d}\".format(x) for x in np.arange(0,181, step=20)],\n",
    "          fontsize=10,\n",
    "          rotation=45)\n",
    "plt.ylim(-6000,8000)\n",
    "plt.xlabel('Running Time (sec)', labelpad=30, fontsize=15)\n",
    "plt.ylabel('Offset', labelpad=30, fontsize=15)\n",
    "plt.title('Offset 2min - END', pad=30, fontsize=20)"
   ]
  },
  {
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}