ldg-humidity/Humidity-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d3597ca",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.359261Z",
     "start_time": "2022-12-27T23:52:06.109343Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cantera as ct\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0425d561",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.375164Z",
     "start_time": "2022-12-27T23:52:07.361234Z"
    }
   },
   "outputs": [],
   "source": [
    "# Korean Fonts\n",
    "import matplotlib as mpl\n",
    "\n",
    "plt.rc('font', family='NanumBarunGothic') # For Windows\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "mpl.rcParams['figure.figsize'] = (3.6, 3)\n",
    "mpl.rcParams['figure.dpi'] = 92 # pixel per inch of 24'' 1080p monitor"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d185caa7",
   "metadata": {},
   "source": [
    "# 상대 습도 공식"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "be0e455e-3bfb-4b48-a1ed-cbde1bb5e682",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.405460Z",
     "start_time": "2022-12-27T23:52:07.377161Z"
    }
   },
   "outputs": [],
   "source": [
    "water = ct.Water()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "566dd07e-62ac-47f4-b132-00087f43033f",
   "metadata": {},
   "source": [
    "## 수분 부피 비율 (상대 습도, 온도, 압력)\n",
    "$$\n",
    "X_{\\mathrm{H_2 O}} = \\frac{\\mathrm{RH} p_{\\mathrm{sat}} \\left( T \\right)} {p}\n",
    "$$\n",
    "\n",
    "- $\\mathrm{RH}$ : Relative Humidity, 상대 습도\n",
    "- $p_{\\mathrm{sat}}$ : Saturation Vapor Pressure, 포화 수증기압\n",
    "- $p$ : Atmospheric Pressure, 대기압"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8efd5ca3",
   "metadata": {},
   "source": [
    "### 포화수증기압 곡선"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "587b3f1a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.672683Z",
     "start_time": "2022-12-27T23:52:07.407397Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Temperature, ${}^\\\\circ C$')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9760930ae5ad492aa2a944f87bb3d972",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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FmI6+YTz59j7E6XX8rnIC6ebMmRN4Ultbi6ysLJhMJhQVFaGnpyfQ1t/fj+LiYphMJthsNtTU1AS9UDh9iSh0v/vnexjzCb518RxYkuLVLmfKCBxZtrS0oKSkBBs2bEBXVxfS09OxatWqwI5r1qyB0WhEV1cX6urqsG7dOtTX14fdl4hC19p5GBubOpEYr0fp53lloYkUlZmZKe3t7SgvL4fX60VVVRUAoK+vD2azGR0dHYiNjYXFYoHT6YTFYgEArF27FiMjI6iurg6r76lo5f4bRFpwy6Pb8fqeHtxZmI2SKXJxX61kQODIsqGhAbm5uYGG5ORk2Gw2OBwONDU1wWq1BsIOAHJzc9HY2Bh2XyIKzbYP+vD6nh6YE+PwrYvmqF3OlKM/9h8ulwupqalBjampqXC5XIiLiztpW7h9P4nf78exm076fL4zGBbR5OL3C9bX7QJwdAL6tFh+yppogSNLEYFOF3xyXKfTBYLrZG3h9v0klZWV0Ov10Ov1iIuLO7OREU0if3ccwM4Dh7HAPBM3XJCmdjlTUiDFjEYj3G53UKPb7YbRaBy3Ldy+n6SiogKKokBRFHg8njMbGdEkMeRR8Jv/2Q0A+MnKhdBHc8afGnQdHR0wGAzo7+9Hc3NzoGFoaAhtbW2w2+2w2+1ob2/HwMBAoN3hcMButwMAcnJyzrjvJxal0yE6OjrwIJrKql//AK5BD67INiFvXuqpO9DZkZmZKSIiW7duleTkZGlpaRGv1ytlZWWSl5cnx+Tn50tpaal4vV5pbW2VlJQU2bx5c9h9T0VRFAEgiqKEtD/RZOJ0D8v8H9fJuT96Xt53Dapdjiq0kgGBsBQRqa6ulrS0NElKSpKCggJxOp2Bts7OTiksLBSDwSBWq1WqqqqCXiicvuPRyhtFpIb/85dGybxzk/zsuXfULkU1WsmAKJGPTjtrlFbmWBFNtIZ9bhRXvQlDQgxe+7dLYUiIVbskVWglA/hNMZEG+f2Cn296FwCw9op5UzYotYRhSaRBzzQ60bT/EM5NnY6vfSZT7XIIDEsizTk07MWvXjg6Vajy6vMRw6lCmsA/BSKN+e2L76F/yIuV9lm4OCtF7XLoIwxLIg1p3n8If9negemx0fjJVYvULoc+hmFJpBE+v+CnG9+BCPC9L87ntSo1hmFJpBFPbe9Ai/Po+u9beFUhzWFYEmlA3xEPfvviewCAn1/DkzpaxD8RIg34v3W7cHhkDNctsyJ37skvMkPqYVgSqez1PT34e+MBGBJicNeXFqpdDp0Ew5JIRUMeBXf9fScA4KdXLULKDF6/VasYlkQquvel93Dg0Ajy5qXgumVWtcuhcTAsiVTS2OHGY2+2IyE2GuuvXYyoqCi1S6JxMCyJVOBRfLjzmRaIAP+WvwDpxgS1S6JTYFgSqeCPr36ANtcRLEk3cE5lhGBYEk2wdzsH8MfX3kdMdBR+c70d0Tp+/I4EDEuiCeRRfFj31yaM+QRll8/DfPNMtUuiEOnS09Pxve99D4qiAABqa2uRlZUFk8mEoqIi9PT0BHbu7+9HcXExTCYTbDYbampqgl4snL5EU8F9/2zD7u5B5KQbUHLpuWqXQ6dB53A48Nprr+EPf/gDWlpaUFJSgg0bNqCrqwvp6elYtWpVYOc1a9bAaDSiq6sLdXV1WLduHerr6wEgrL5EU0F9ez+q3/gA8TE6/MeNObylbYSJEhFZt24dBgcHkZCQAK/Xi6qqKgBAX18fzGYzOjo6EBsbC4vFAqfTCYvFAgBYu3YtRkZGUF1djfLy8jPuOx6t3H+DKBxDHgVX3r8FHf3DuKfoPJ7UOQ1ayQBdY2MjNmzYgOLiYjQ0NCA3NzfQmJycDJvNBofDgaamJlit1kDYAUBubi4aGxsBIKy+RJPd+rpd6OgfxueyUvAN3iYiIukuvPBC3HbbbSgsLITL5UJqavBN3FNTU+FyucZtAxBW3+P5/X74fL7AgyiSvfqeC0++3YGZ8Xr85no7dDz7HZF0TU1NeOKJJ1BVVQURgU4X/D2KTqeD3+8ftw1AWH2PV1lZCb1eD71ej7g4rpWlyOUaHMUP/tYMALin6DzMNkxTuSI6Uzq73Y5///d/xyOPPAKj0Qi32x20g9vthtFoHLcNQFh9j1dRUQFFUaAoCjweT7hjJFKF3y9Y93Qzeo94cc2S2bh2Kdd+RzIdAMTExCA6Oho5OTlobm4ONA4NDaGtrQ12ux12ux3t7e0YGBgItDscDtjtdgAIq+8JRel0iI6ODjyIItFDb3yAf73fiznJCfgF135HPqfTKYsXL5Z7771Xtm7dKsnJydLS0iJer1fKysokLy9PjsnPz5fS0lLxer3S2toqKSkpsnnzZhGRsPqOR1EUASCKopxyXyKt2NHeL7YfPS9Zdz0vLfsPqV1ORNNKBsBms8k999wTKKS6ulrS0tIkKSlJCgoKxOl0Bnbu7OyUwsJCMRgMYrVapaqqKujFwul7Mlp5o4hCdWjIKxf9crNk3rlJHtmyV+1yIp5WMiBKRETdY9vxaWWOFVEoRASlTzbihXe6cXm2Cf95y4X8+B0mrWQAlxAQfYoe3dqOF97phjkxDr+93s6gnEQYlkSfkrf39mF93S7odVF48KvLkMxbREwqDEuiT8HBgVF85y8O+PyCH1+1EMvn8A6Nkw3DkihMXsWP0icb0XvEg6uXzMa3uO57UmJYEoVpfd0uNOxzY4F5Jn55HedTTlYMS6Iw/MPhxGNvtmNmnB4PfeMCJMTq1S6JzhKGJdEZatjnxp3PHr3n9+9uzMHclOkqV0RnE8OS6Aw43cNY8/gOeBU/flCwAPnnWU7diSIaw5LoNA15FKyu2RG4QEYpbw8xJTAsiU6D3y8or23C7u5BLMsw4FfFnHg+VTAsiU7Dr1/cjZd3HYTVMA3V37gQ8TFcgjtVMCyJQvTEW/tQ/fpeJMRG45FbLkTqTK7QmUoYlkQheLG1GxUb30G0LgoPfnUpFs5KVLskmmCcFEZ0Cjva+1H2lAN+AX5z3WJcnm1WuyRSAY8sicbRdnAQt9XsgEfx4/tfnI8bl6erXRKphGFJdBLdh0dxy6PbcXhkDF9bkYHvXp6ldkmkIl1GRgYqKioCG2pra5GVlQWTyYSioiL09PQE2vr7+1FcXAyTyQSbzYaampqgFwunL5GW9B3x4Ov/+TY6D48if5EZlVefzylCU92BAwdk1qxZsnHjRmlubhaDwSA7d+4URVGktLRUVq5cGbis+vXXXy+rV68WRVFk165dYjQaZfv27SIiYfUdj1YuKU9Tx6EhrxT+/g3JvHOT3PjQmzLi5d89NWklA6JERG688UYsXrwYvb298Hq9qKqqAgD09fXBbDajo6MDsbGxsFgscDqdsFiOLu1au3YtRkZGUF1djfLy8jPuOx6tXFKepoYjHgVff+RtNO0/hKUZBjx+2wrMiON5UDVpJQN0iqKgoaEB2dnZaGhoQG5ubqAxOTkZNpsNDocDTU1NsFqtgbADgNzcXDQ2NgJAWH2JtGDE68Oqx+rRtP8QzpudiMduzWVQUoBu/fr1SExMxLXXXguXy4XU1NSgHVJTU+FyucZtAxBW3+P5/X74fL7Ag+hsGx3z4fbHd2D7h/2YZ5qBx29bgaRpMWqXRRqiu//++/H0009Dr9dDRKDTBZ8g1+l08Pv947YBCKvv8SorK6HX66HX6xEXx1USdHaNeH1YXbMDW9p6MSc5AU+uXgHj9Fi1yyKN0T311FOYP38+AMBoNMLtdgft4Ha7YTQax20Lt+/xKioqoCgKFEWBx+MJa4BE4xnyKLj1se341/u9sKVMR+3tn4UpMV7tskiDdPn5+YEnOTk5aG5uDjwfGhpCW1sb7HY77HY72tvbMTAwEGh3OByw2+1h9z2hKJ0O0dHRgQfR2TAwOoZvProdb+09+tG7ds1nYEliUNJJfPzU+NatWyU5OVlaWlrE6/VKWVmZ5OXlBdrz8/OltLRUvF6vtLa2SkpKimzevDnsvuPRyrQBmlwODXml6MF/Seadm6TgvtelZ3BU7ZLoJLSSATCbzWI2m2X16tUiIlJdXS1paWmSlJQkBQUF4nQ6Azt3dnZKYWGhGAwGsVqtUlVVFfRi4fQ9Ga28UTR5dB8ekYL7XpfMOzfJVX94Q/qPeNQuicahlQyIEhFR99h2fFqZY0WTw96eI/jmo9vhdI/ggsxz8Ogty5GUwLPeWqaVDOAkMpoymvcfwq2P1aN/yIsrsk148KvLMC2W/wBTaBiWNCVsaevBmscbMOz14YYL0vDL6xZDH83ryFDoGJY06f21fj/u+sdOKH5ByaXn4t8LFvCiGHTaGJY0afn9gl+/uBvVr+9FVBRQsXIRVn1urtplUYRiWNKkNOxVsLa2CS+9exAJsdF44OaluGIhr3BOZ45hSZNO9+FRrP5zPd45MIDZSfF45JblWDSb98yh8DAsaVJ5e28fvvMXB3qPeJCTloQ/ffNCLl+kTwXDkiYFEcGjW9uxvm4XfH7B1Utm41fX2Tk1iD41DEuKeMNeBT98dieea+6EXheFu7+8CN+6aA7PeNOnimFJEe191yC+86QD7x0cRMqMOPzxa8uQO/eTr2ZFFA6GJUUkEcFfd+zHz557FyNjPizLMKDq6xfAzO8n6SxhWFLEGRgdw4//8Q7+u7kTAHDH58/F9/PnI4YrcugsYlhSRHF0uFFe24SO/mGkzIjDfTflIG9e6qk7EoWJYUkRwaP48IfNbah67QP4Bcibl4L/uHEJUmfytiM0MRiWpHnvdg5g3V+bsLt7EHF6HX5QsACrLp4LnY5nu2niMCxJs8Z8fjz02gf4wyttGPMJctIN+N0NOcgyzVC7NJqCGJakSY0dbtz1953Y3T2ImOgo/KBgAdZcYuNl1Ug1uq985StBG2pra5GVlQWTyYSioiL09PQE2vr7+1FcXAyTyQSbzYaamppPrS8RAAyOjqFi4zsornoTu7sHkZOWhOe++zl857IsBiWpKuhvX0tLC0pKSrBhwwZ0dXUhPT0dq1atCrSvWbMGRqMRXV1dqKurw7p161BfXx92XyIRwfMtXfjCf7yOP2/bh4SYaPzsy4vw99KLsXAWL4JB6ou66aabpLa2FgBQXl4Or9eLqqoqAEBfXx/MZjM6OjoQGxsLi8UCp9MJi8UCAFi7di1GRkZQXV0dVt/xaOX+G3T27O4ewM+ea8Vbe/sBAF9cZMY9RedhtmGaypWRFmglA4KOLBsaGpCbmxt4npycDJvNBofDgaamJlit1kDYAUBubi4aGxvD7ktT06FhLyo2voMv3b8Fb+3tR4YxAX/65oX40zcvZFCS5gSd4HG5XEhNDZ7gm5qaCpfLhbi4uJO2hdv3eH6/H8duOunz+c5gWKRlHsWHx7ftw4Ovvo9Dw2NIiI3Gdy7Lwm2fm4v4GH56IG0KCksRgU4X/CW6TqcLhNfJ2sLte7zKykrcc889ZzYi0iy/X7Ch6QB+99IeHDg0AgC4Zsls/PDKhbAkcU03aVtQWBqNRrjd7qAd3G43jEYj4uPjT9oWbt/jVVRU4Kc//SmAo0eWcXFcpRHJRASvvufCb1/cg11dAwCAi85Nxg+vzIY9zaBucUQhCgrLnJwcNDc342tf+xoAYGhoCG1tbbDb7YiPj0d7ezsGBgaQmHj07KTD4YDdbg+77/GOPwqlyHQsJH//chtanIcBAAtnJeKHV2bjknkpvN4kRZabbrpJjtm6daskJydLS0uLeL1eKSsrk7y8vEB7fn6+lJaWitfrldbWVklJSZHNmzeH3Xc8iqIIAFEU5ZT7kjb4/X7ZvKtbih7YIpl3bpLMOzfJZfe+KhscTvH5/GqXRxFGKxkQFJYiItXV1ZKWliZJSUlSUFAgTqcz0NbZ2SmFhYViMBjEarVKVVXVp9b3ZLTyRtGpeRWfPNuwXwrue/2EkFQYknSGtJIBUSIfnXbWKK3MsaKTG/IoqK3fj//cshedh0cBAAvMM1Fy6bn4cs5sRPOCFxQGrWQA14bTGfuwdwh/3taOZ3Y4MehRAAAr5hpxx+fPxaULUvmdJE0qDEs6LT6/4I22HtS82Y7X3ju69j9aF4UvLbbg23k2LM04R+UKic4OhiWFpPPQCP66Yz/+tsMZmCN5TkIMbs7NwNc/k8kVNzTpMSzppEbHfHhltwt/27Efr+/pgf+jb7eXpBvw1RUZKMqZzRU3NGUwLCmI3y/Ysc+Nfzic2NTShcHRo99FJsbrcd2yNNy0PJ1XAaIpiWFJEBG0OA/j+Z1deL6lK/AxWxcFXDI/FdcttaLwfAuPImlKY1hOUX6/wLH/EF5s7Ubdzi443SOBtvNmJ+LapVYU5cyGiffhJgLAsJxSRrw+/Ov9Xrz87kFs3n0QvUe8gbZsy0xctXgWvmSfhXNTeY8bouMxLCcxEcHe3iG8/l4PXt/Tg7f29sGj/O+VnnLSDfjiQhOuXMyAJDoVhuUk0zPowba9fdj2QS+2tPUGfbyO0+twebYJX1xkxhXZJn7EJjoNDMsI1314FPXt/ahv78e2D/rQ5joS1H5u6nR8fr4Jn1+QihVzjTxJQ3SGGJYRRPH5sbt7EE37D6Fxnxv1+/qxv38kaB9zYhwuOjcFnz03GRedm4y0cxJUqpZocmFYapTfL/iwbwjvHDiMnc7DaHYews4DhzE6Fnx1+XTjNCzPNOLCOUZ8xmbE3JTpXJNNdBYwLDVg2Kvgve5B7O4exO6uAbzbNYB3Owcw5A2+/1CcXocLMs/BknQDlmYYcGGmkbdjIJogDMsJNDg6hr09Q3jfdQRtriN43zWINtcRdPQP4/gL5cVER+F8ayLOn52E82YnIifdgGxLImL1vIo8kRoYlp+ygdExdPQNo6N/GPv6htHeO4QP+4bwYe8QegY9n9gneXosFs5KxALLTGRbZmLhrETMN89kMBJpCMPyNIgI+oa86D48is5DI+g8NAKnewQHPvrpdA/DPTx20v6zkuIxN2U65plmIMs88+hP0wykzOAN2Yi0bkLDsr+/H9/+9rexZcsWzJgxA3fffTduueWWiSzhEyk+P/qHvegd9KLniAe9gx64Bj1wDY4e/TkwioMDHnQfHoXX98m37wWAqCjAapiGdOM0ZBqnIyM5AXOSp2NuynTMSUlAQiz/bSKKVBP6f++aNWtgNBrR1dWFtrY2XHzxxVi0aBGWL1/+qby+iGB0zI+B0TEcHvnoMTwG97AXhz766R4eg3vIi/4hL/qGPEefD3tP+M7wk0yLiYbNOB2zkuJhSZwG6znTkGY4+tNqmIZZhnjE6TmPkWgymrB78PT29sJiscDpdMJisQAA1q5di5GREVRXV5+0X6j333j53YMofbJx3CO/kzEkxCBlRhxSZ8QhZWYcUmbEwjQzHqaZcTAnxsOUGAfzzHgkTtNzWg7RBJty9+BpamqC1WoNBCUA5Obm4r777vtUXn9abDT00VFInhGPpGkxSJwWg6SPHuckxMCQEAtDQgwM02JhnB6L5BmxOCchFuckxEAfzRMpRDS+CQtLl8uF1NTUoG2pqalwuVwn7Ov3+3HsgNfn853Q/kkuzkrBu5WF4RdKRPQJJuyQSkSg0wX/Op1OB7//xI/NlZWV0Ov10Ov1iIvjmWIiUt+EhaXRaITb7Q7a5na7YTQaT9i3oqICiqJAURR4PJ88N5GIaCJNWFja7Xa0t7djYGAgsM3hcMBut59YlE6H6OjowIOISG0TFpZWqxWXX345fvSjH2FsbAzvvvsuHn74Ydx6660TVQIR0Rmb0NPAjz32GPbu3QuTyYT8/Hz8/Oc/x+WXXz6RJRARnZEJm2d5prQyx4qI1KGVDOAEQyKiEGh+sfLpzrckosnl2P/7an8I1nxYKooCAJxvSTTFKYoCvV69yNJ8WB77jmJ0dFTVN+rT4vP5EBcXB4/HE/HfwXIs2jWZxqMoCuLj41Ufh+bT59iqH71er/qb9WmaTHNIORbtmkzjOX4F4IT/flV/OxFRhNB8WEZFReHuu++eNJdGm0zj4Vi0azKNRytj0fw8SyIiLdD8kSURkRYwLImIQsCwJCIKgabDsr+/H8XFxTCZTLDZbKipqVG7pNPywgsvYPny5TCbzcjIyEBFRUWgrba2FllZWTCZTCgqKkJPT4+KlYbO7/djxYoVmDNnTmBbpI7lhRdewAUXXACLxYKMjAy8+OKLACJvPK+++iouuugizJo1C3PnzkV5eTlGRkYARMZYGhoaYLFY8JWvfCVo+3i1q5INomHXX3+9rF69WhRFkV27donRaJTt27erXVbIVqxYIfX19SIicuDAAZk1a5Zs3LhRmpubxWAwyM6dO0VRFCktLZWVK1eqXG1oHnjgAbnkkkskMzNTRCRix/LKK6/IggULpLm5WUREXC6XvP/++xE3np6eHpkxY4Y8/vjjIiJy8OBBWb58ufzwhz+MiLFs2rRJsrOzZeXKlXLTTTcFtp+qdjWyQbNh2dPTI9HR0dLV1RXYVl5eLrfffruKVZ2esbGxoOc33HCDVFZWSllZmdxxxx2B7b29vRIdHS0HDhyY6BJPy4EDByQjI0PefPPNQFhG6lguvfRS2blz5wnbI208W7ZskXPOOSdo23333Sdf+MIXImIs3d3d4vV65e677w4Ky/FqVysbNPsx/GR3g2xsbFSxqtPz8eWZiqKgoaEB2dnZaGhoQG5ubqAtOTkZNpsNDodDjTJDVlZWhrvuuguzZs0KbIvEsezbtw+jo6N45ZVXkJWVhYyMDNx7770AIm88S5cuhcFgwEMPPQRFUdDe3o6amhpcd911ETEWs9mMmJiYE7aPV7ta2aDZsDydu0FGgvXr1yMxMRHXXnttRI7t+eefx8GDB3H77bcHbY/EsezZswd79+5FR0cHWlpa8NJLL+GBBx7AE088EXHjmT59Ov75z3/it7/9LaZPn465c+fimmuuQUlJScSN5ePGq12tcWl2bbicxt0gte7ll1/G/fffj23btkGv10fc2IaGhvC9730PGzduPGEVRaSNBQB6enrg9/uxfv16xMbGIjs7G+Xl5aipqYm48QwMDKCwsBBlZWUoKSlBe3s7rr/+esyaNSvixvJx49Wu1rg0G5anczdILWttbcXNN9+Mp556CvPnzwcQeWOrrKzEzTffjIULF57QFmljAYDExEQsWrQIsbGxgW02mw2dnZ0RN55nnnkGqampKC8vBwDMnz8fv/71r3HHHXfAYrFE1Fg+brw/h/j4eFXGpdmP4adzN0it6urqwlVXXYVf/epXyM/PD2zPyclBc3Nz4PnQ0BDa2to0OzaHw4Hf//73MBgMMBgMWLx4MTo6OmAwGNDf3x9RYwGAJUuWoKOjI+hisnv27IHNZou4P5vDhw8jISEhaNv06dNx6NChiBvLx41Xu2rZcFZPH4UpPz9fSktLxev1Smtrq6SkpMjmzZvVLiskR44ckWXLlslPfvKTE9q2bt0qycnJ0tLSIl6vV8rKyiQvL0+FKs/Mq6++GjgbHqljueyyy+QXv/iFKIoira2tMnv2bHnuuecibjwtLS0SFxcnTz/9tIgcnTqUl5cnN910U0SN5fiz4aeqXY1s0HRYdnZ2SmFhoRgMBrFarVJVVaV2SSHbsGGDABCz2Rz0WL16tYiIVFdXS1pamiQlJUlBQYE4nU6VKw7dx8NSJDLHcuDAASksLBSj0Sjz5s2Thx9+ONAWaeN57rnn5IILLhCTySRpaWny7W9/W/r7+0UkcsZyfFiKjF+7GtnAqw4REYVAs99ZEhFpCcOSiCgEDEsiohAwLImIQsCwJCIKAcOSiCgEDEsiohAwLImIQsCwJCIKAcOSiCgE/x//tYh/vGyK5QAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def p_sat (T):\n",
    "    water.TP = T, None\n",
    "    return water.P_sat\n",
    "\n",
    "T_range = np.linspace(4,90) + 273.15\n",
    "\n",
    "Psat_range = np.array([p_sat(T) for T in T_range])\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(T_range - 273.15, Psat_range)\n",
    "plt.xlim(0, 100)\n",
    "plt.ylabel(\"Saturation Vapor Pressure, Pa\")\n",
    "plt.xlabel(r\"Temperature, ${}^\\circ C$\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "50aec579",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:38:43.998435Z",
     "start_time": "2022-12-28T00:38:43.922637Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26f71a6a190>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aba6717cec9d4e77b206fdd4e357ea07",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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O644w6n+hJR/2iqPoExle+hXQxA5Ly1cpfj0TodZ+lO3GWMFZEnKvxLKuLPbcfOIQ/gruUb5S7nurhLBqhl+2Qi6ld1J3Mxrm4HLiIAoxf8Xu5yPB5vpEHkpc797yooFQLZUT9FzFDer/JGMSyJvFBFzicY0/wNasQQGBdxXGVfYFgSeRurFdKntt3uwpH/ibAhfLZOX2BYEnmZYzvfxAhzMU4qYjBt4ZNyl+M1GJZEXsRiakHoAdsTG6un/A6BA/kc8L7CsCTyIkfefx7h4hxyBkzCtNkPyl2OV2FYEnmJi3XliC1+A5JQQjn7eSiVip47kdMYlkRe4lTWrxAAE74KuQ8TJ0+Tuxyvw7Ak8gIV+XtgrP8E58UgjHzgebnL8UoMSyIPJywSpI9tz/7OMaQhOpoD0PsDw5LIwxVt+ytGXCpBiWI4pj7wS7nL8VoMSyIP1nq+BjG5LwIA6pOf41ChfsSwJPJgJ/75XwhBM74KvAtJM++TuxyvxrAk8lAV+XtgrPsITSIQMQ/+qcNzs6hvMSyJPJD1khmWj1YAALINv8DwYSNkrccXMCyJPFDhe89huFSGY8pY3Prgr+QuxycwLIk8TMOZoxh9/DVIQon22S9hoL+f3CX5BIYlkScRArWb0zAQl7Av7AFMSLxN7op8BsOSyIN8t+2viGvNRQV0mPDQBrnL8SkMSyIP0VRbjuHf2i5lrJj+B2g1GnkL8jEMSyJPIAQq3lmKILRiX/AcJN05X+6KfA7DksgDHPnkdYy9+DXOIhRjHnqFYyplwLAkcnMXzp5CzMG1AIDSqS8gPDxc5op8E8OSyJ0Jgeq/L7m8+30fpqYskrsin8WwJHJjBVv+hLjWb1EBHcb9jLvfcmJYErmp2tJ8jMrfAKtQoHrmSwjVhspdkk9jWBK5IYu5HS3/ehQDcQlf6H6KKTPmyl2Sz2NYErmhgnd+iZukkzimjEXS4hflLofAsCRyOyX7/xcTz7yDVuEP8ePXERgQKHdJBIYlkVtpqjuDsM/TAQDZ457GmPGTZK6IrmBYErkJYZFQ9eZDGIImfD3oTiQvSJe7JLoKw5LITRz+x28R15aHckRi9GOvQ6nin6c74U+DyA2U7P8AE0+9jjbhh6YfvslhQm6IYUkks4bKEug+fxIAcHDs7zB+4jSZK6LOMCyJZHSpvQUX3nrA9oTGoHswY9FyuUuiLjAsieQiBI5sXHx5POVIJCx9nZczujGGJZFM8t97AQkNn6BeBGPgT/+JoMFBcpdE3WBYEsmg5OstGP/di7gkVDg18zWMMIyWuyTqAcOSyMVqSguh/2wZVAqB/aN/i1tuv0/uksgJDEsiF2purIHlH/fb7k+pmY8ZqXzmt6dgWBK5iGRqRdXf5iPKWo08v8lIXJbJEzoepENY7tixA1OmTEFERASGDRuGNWvW2NuysrIQGxsLnU6HefPmoa6uzt7W0NCABQsWQKfTwWAwYNOmTQ5ft7u+RN5OWC0oyvgpRpmKcFIxHMOX/g8G+vvLXRb1hrhGUlKSyM7OFkIIUVlZKSIjI8XWrVtFfn6+0Gg0orCwUEiSJNLS0sTcuXPt/RYuXCiWLFkiJEkSR48eFVqtVhw6dEgIIXrs2x1JkgQAIUmSU8sTuaOcjWlCrA0WtWuHiVMnjsldjkdxlwxQCCHE1eEpSRLUarX9/aJFixAfH49z587BbDYjIyMDAFBfX4+IiAiUl5fDz88Per0eFRUV0Ov1AIAVK1agra0NmZmZWL58eZd9o6Kiug1zi8UCtVoNSZKgUqn68L8JItc4/O7zmHD0RTSLAJTNew/jJ0+XuySP4i4Z0GE3/OqglCQJOTk5iIuLQ05ODhITE+1toaGhMBgMyMvLw+HDhxEdHW0PSgBITExEbm4uAHTbl8ibFW77GyYcfRFmocKR2zIYlB6s2xM869evR3BwMObPn4/a2toOj+AMDw9HbW1tt20Aemy/ltVqhcVisU9Enujo3iyMObQKVqHAwQkvIPHO+XKXRDegy7DcuXMnXnnlFbz77rtQq9UQQkCpdFxcqVTCarV22wagx/ZrrVu3Dmq1Gmq1Gv48CE4e6MTBj2HY8wuoFVbsG7UKyfOXyl0S3aBOw7KoqAipqanYvHkzRo0aBQDQarVobGx0WK6xsRFarbbbtp76dmbNmjWQJAmSJMFkMl3fmhHJpPTbzxC9YzH8FZewZ2gaZvzHr+UuifpAh7Csrq7GnDlzsGHDBqSkpNjnJyQkID8/3/6+paUFJSUlMBqNMBqNKCsrQ1NTk709Ly8PRqOxx76dFqVUQqVS2SciT1GWvxe6jx9GAEzYq/8Zbn9sPcdSeourT403NzeLSZMmidWrV3c4bb5//34RGhoqCgoKhNlsFunp6SI5OdnenpKSItLS0oTZbBZFRUUiLCxM7Nq1y6m+3XGXYQNEPTmVu1tcXBshxNpg8cWrTwiLZJG7JK/gLhngEJZbtmwRAERERITDtGTJEiGEEJmZmWLo0KEiJCREzJo1S1RUVNj7VlVVidmzZwuNRiOio6NFRkaGwwd117c77vKNIurOyZyd9qDc++fHGZR9yF0yoMM4S3fjLmOsiLpy4uA2RO14FIEwYV/Yg5i+LIPPz+lD7pIB/IkS3YBj+97D0O2PIBAm7NE9xKD0YvypEl2n7z55AzfvegIDFZewN3opbl/2KoPSi6l7XoSIrpX37w2YWPQCoAD2Gn6JGQ+t5llvL8ewJOoFYbUg762VmHRmEy4JFQ4mPIfbf5wmd1nkAgxLIidJplZ8l/EQJp3fiWYxEEemv4rpdy+SuyxyEYYlkROaG6pRlbkAE0xFqIMGNfe9g8RbbpO7LHIhhiVRD6qL8yA2P4hR4ixOKoZB/dN/Y/zNcXKXRS7GsCTqxtG972LY3nQMQjvy/G7B8J//D7TaULnLIhkwLIk6IawW5P5jNSaezIBSIbAvdBF+sPSv8PPzk7s0kgnDkugaLRfqcWrjTzC55QBMGIDs8WuQvOBJDg3ycQxLoquUF36JAR88hvGiBlUIR/3c/8b0KTPkLovcAMOSCICwWnH4vT9gXNH/hZ/Cgjz/WzB08TuIj+j+GVHkOxiW5POa6qtR/ubPMLHlG0hQYm9MGqY/8qzD86iI+NtAPu3Yvn8jfPcvMR7nUY0w1Kb8FbffOlvussgNMSzJJ7U3n8eRt9Mx6dxWAMChwBm4efEbSAjTyVwZuSuGJfmc4gMfIfizpzBJ1KJJBKIg4fe49Uc/h0LJOwZR1xiW5DNazteh+J0VmFj/MQAgz+8WhKVmYPpNo2SujDwBw5K8nxAo/PRNRH/zDCbiAppEIPLH/wbTfpwOFe8/SU5iWJJXqz6Rj/Pvr0B8Wy4A4GDgDAxN/TOSY0bIWxh5HIYleaX25kYUbf4djBVZiFRYUAkdKqc+g8SUVF6JQ9eFYUleRVguIf+jvyDm8MuYjPMwYQC+jHwYE/5jHaKDguUujzwYw5K8gxA4uu/fCNz3HCZYTgMAsgOmI+zHLyJ55DiZiyNvwLAkj3fy288gff4Mxpi+AwAcV8aiZeYzuGX6HO5yU59hWJLHOpW3F22frcPYthwAwBnocWbiU0ic8xgvVaQ+x98o8ixCoDTnc7Tv2mAPyRpoUTL657hlfjpiBgbIXCB5K4YleQarFSj+BNj/MgxnDgIAajEEx2Mfw8T5KzF90GCZCyRvx7Ak92ZuBQqygAOvAfUlAIBLwcPwjf4nmPTDXyCZIUkuwrAk99RYBmT/N5D7d6D9vG2e3ghMS8eAcfORrOKvLrkWf+PIfVgkoOQz4Ns3gRM7AQgACmD0vcAPlgEjkgGe3SaZMCxJfudKgMP/sk3NZ23zAoYAE34CTFkCaG+Stz4iMCxJLi31QNEHQMG7QEX29/OHTQMmPwKM/SEwgGe2yX0wLMl12i8Ax7YD370PlO4BrJJtflAkkPCgbUsybKS8NRJ1gWFJ/au5DijeARz9CDi5B7Bess33CwLG3AcYFwE33QYoVfLWSdQDhiX1LSGA2iNA8ae26cxB2E7UABgwCBgzFxi/AIi9GxgwUNZSiXqDYUk3rrUBOPUFcHI3cGIX0FT5fVvAEGDUPUDcHCD2Th6HJI/FsKTea28Cyr8Byr4ETu0DqvNh33oEAN1YYOTdtpAcOgXgmEjyAvwtpp5dqAQqDgHlB4HyA8DZAkBYv28P0AKG24GbZwI33wGEDJWtVKL+wrAkR+1Nti3FqlygMgeoyAGaKhyXGagBhk8Dht8KGGYAunEAn4xIXo5h6auEAC6eBWq+A84W2qbqfKDhZMdlh9wExCTapmHTgPA4hiP5HIaltxMCuFgNnCsG6oqBumO2qfYI0NbYcflB4UDURNsUPRmImgQMDnd93URuhmHpDaxW22WCjWVAwymg8RTQUArUnwDqTwLm5o59FEogdCQQMRaIiAf08UCk0TZAnNdfE3XAsPQE5lbb1mFTpe1kS1MFcP4McOEMcL7c9m+LqfO+ygFA2GjblTFhowDdGCB8tO3fHMZD5DSXhmVDQwMef/xxfPnllxg8eDDWrl2LRx55xJUluA/JDLTWA63ngJY6oOUc0FwLNNdcfj1rO6Z4sdp2mWB31AG2QNTeZDu+qDVcnm4CNMM5dIeoD7j0r2jp0qXQarWorq5GSUkJbr31VowdOxZTpkxxZRl9xyIBpibAdNEWaKYm22t7k+0ejG3nL7822gZutzXYXlsbAFMPAXiFQmnbNQ6OAoKjbVNItG14TsgwQBNjO87IXWeifqUQQoieF7tx586dg16vR0VFBfR6PQBgxYoVaGtrQ2ZmZpf9LBYL1Go1JEmCSuXk9cNCAJZLtl1TyXz5tR2QLr9eagekNtv7S222Sbr8am4FLrVcfm0FzC1XTRcBU7PtGKCp2dbneihUQKDWFnKBocCgMGCQzvY+KAIYfPWk43XT5NOuKwP6gcu2LA8fPozo6Gh7UAJAYmIiXnrppb79oJfGAxcq4HBFSX9QB9jCzT8Y8A8CBgbb/h2gAfxDgIEhtkv9AjS2QdsBGtv7QK2tnUNviDyKy8KytrYW4eGOQ1DCw8NRW1vbYVmr1YorG7wWi6V3HzQgwBZMKj9A5W+7WYPKH1BfmQZ+/zog0NY+IMAWfgMCbPP8Ai+/Drr8Otj2b79BgP9g2x1zeByQyKe47C9eCAHlNVtTSqUSVqu1w7Lr1q3DM888c30f9IvsnpchIuoll+0LarVaNDY6DoJubGyEVqvtsOyaNWsgSRIkSYLJ1MWQGCIiF3JZWBqNRpSVlaGpqck+Ly8vD0ajsWNRSiVUKpV9IiKSm8vCMjo6GnfccQdWrVqFS5cu4ciRI9i4cSMeffRRV5VARHTdXHpK9u2330ZpaSl0Oh1SUlLw7LPP4o477nBlCURE18Vl4yyvl7uMsSIiebhLBnCwHxGRExiWREROcPuR1dc9OJ2IvMKVv325jxi6fVheGbTu7+8vcyVEJKfOLmBxJbc/wWO1WiFJEpRKJRRefmcdi8UCf39/mEwmnzqZxfXmendHCAGr1Qq1Wt3hKkBXcvstS6VSCT8/P7nLcClfHYzP9fYtnrbePMFDROQEhqUbUSgUWLt2rdcfbrgW15vr7Qnc/pglEZE74JYlEZETGJZERE5gWBIROYFh6QYqKyvx8MMPIyIiApGRkZgzZw7Ky8vt7adPn8add94JnU6HuLg4fPLJJzJW27caGhqwYMEC6HQ6GAwGbNq0Se6S+sWOHTswZcoUREREYNiwYVizZo29LSsrC7GxsdDpdJg3bx7q6upkrLR/WK1WJCUlYcSIEfZ5HrfegmSXnp4uXn/9ddHe3i4kSRKLFy8W8+fPt7dPmTJFPPPMM0IIIfbt2yeCg4PFmTNn5Cq3Ty1cuFAsWbJESJIkjh49KrRarTh06JDcZfW5pKQkkZ2dLYQQorKyUkRGRoqtW7eK/Px8odFoRGFhoZAkSaSlpYm5c+fKXG3fe/XVV8Vtt90mhg8fLoQQHrnePBvuBiRJglr9/fUB27dvx5NPPomTJ08iLy8Pt99+O+rq6uyD83/0ox8hKSkJq1atkqvkPnG9j0f2RNf+jBctWoT4+HicO3cOZrMZGRkZAID6+npERESgvLwcUVFRcpXbp6qqqjB16lRkZWUhNTUVZWVlWL58ucetN3fD3cDVf0QAcPDgQcTFxQEAcnJyMGHCBIermBITE5Gbm+vSGvtDV49H9oZ1u9bVP2NJkpCTk4O4uDjk5OQgMTHR3hYaGgqDwYC8vDw5yuwX6enpePrppxEZGWmf54nrzbB0M8eOHcNLL71kP6bVm0cIexpvXrfurF+/HsHBwZg/f77Xfw+2bduGmpoaPPHEEw7zPXG93f7acG9x9dbTFa+88goeeOAB+/vm5mYsXLgQq1evRlJSEoDePULY03jzunVl586deOWVV3DgwAGo1Wqv/h60tLRg5cqV2Lp1a4erdTxxvRmWLnL27Nlu2yVJwv3334/Jkyfj17/+tX1+bx4h7Gm8ed06U1RUhNTUVGzevBmjRo0C4N3fg3Xr1iE1NRVjxozp0OaJ683dcDeRlpYGs9mMN954w2F+QkICCgsLHW582tUjhD1Nbx6P7Omqq6sxZ84cbNiwASkpKfb5CQkJyM/Pt79vaWlBSUmJV3wP8vLy8PLLL0Oj0UCj0SA+Ph7l5eXQaDRoaGjwvPWW8Uw8Xfb888+LcePGifPnz3dos1gsIi4uTmzYsEFYLBbxxRdfiKCgIHHs2DEZKu17KSkpIi0tTZjNZlFUVCTCwsLErl275C6rTzU3N4tJkyaJ1atXd2jbv3+/CA0NFQUFBcJsNov09HSRnJwsQ5X9b8+ePfahQ5643gxLN6DRaERwcLCIiIhwmFpaWoQQQhw9elRMmzZNhISEiJtvvll88MEHMlfcd6qqqsTs2bOFRqMR0dHRIiMjQ+6S+tyWLVsEgA4/3yVLlgghhMjMzBRDhw4VISEhYtasWaKiokLmivvH1WEphOetN8dZEhE5gccsiYicwLAkInICw5KIyAkMSyIiJzAsiYicwLAkInICw5KIyAkMSyIiJzAsiYicwLAkInLC/wcr5614CanZNAAAAABJRU5ErkJggg==' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "T_range = np.linspace(4,40) + 273.15\n",
    "\n",
    "Psat_range = np.array([p_sat(T) for T in T_range])\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(T_range - 273.15, Psat_range)\n",
    "# plt.xlim(0, 40)\n",
    "plt.ylabel(\"Saturation Vapor Pressure, Pa\")\n",
    "plt.xlabel(r\"Temperature, ${}^\\circ C$\")\n",
    "\n",
    "\n",
    "T_range_nearzero = np.linspace(-35, 35, 100)\n",
    "Psat_nearzero = 1000 * 0.6112 * np.exp(17.67 * T_range_nearzero / (T_range_nearzero + 243.5))\n",
    "plt.plot(T_range_nearzero, Psat_nearzero)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8c54e04c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.766432Z",
     "start_time": "2022-12-27T23:52:07.751480Z"
    }
   },
   "outputs": [],
   "source": [
    "def X_water (rh, T, P=ct.one_atm):\n",
    "    \"\"\"\n",
    "    Mole(Volume) fraction of water(H2O)\n",
    "    rh: Relative humidity in fraction\n",
    "    T: gas temperature (absolute)\n",
    "    P: gas pressure (absolute)\n",
    "    \"\"\"\n",
    "    water.TP = T, P\n",
    "    return rh * water.P_sat / P"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f83fec5c",
   "metadata": {},
   "source": [
    "${30}^\\circ C$ 기온에서 포화수증기압일 때 수분 비율 (부피 %)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "408ba5de",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.782389Z",
     "start_time": "2022-12-27T23:52:07.767429Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.04181267022743699"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_water (1, 30 + 273.15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87d99ee2",
   "metadata": {},
   "source": [
    "## 수분 질량 비율"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fa93d7a",
   "metadata": {},
   "source": [
    "혼합기체의 몰분율(부피분율) - 질량분율 변환\n",
    "\n",
    "$$\n",
    "Y_{\\mathrm{H_2O}} = \\frac{ W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }{W_{\\mathrm{mean}}} = \\frac{ W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }{\\sum_i{ W_{i} X_{i} }}\n",
    "$$\n",
    "\n",
    "배경가스(공기, LDG) 의 평균 분자량 $ W_{\\mathrm{bg}} $ 일 때\n",
    "\n",
    "$$\n",
    "Y_{\\mathrm{H_2O}} = \\frac{ W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }{ W_{\\mathrm{bg}} \\left( 1 - X_{\\mathrm{H_20}} \\right) + W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "76e6375f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.798348Z",
     "start_time": "2022-12-27T23:52:07.784388Z"
    }
   },
   "outputs": [],
   "source": [
    "def Y_water (X_H2O, W_bg):\n",
    "    W_H2O = water.molecular_weights[0]\n",
    "    # LDG_dict[\"H2O\"] = X_H2O / (1 - X_H2O) # (1-X_H2O) divided to have X_H2O after normalize\n",
    "    return X_H2O * W_H2O / (X_H2O * W_H2O + W_bg * (1 - X_H2O))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20422631",
   "metadata": {},
   "source": [
    "## 상대 습도 from 기체 수분 함량(질량)\n",
    "\n",
    "$$\n",
    "\\frac{\\mathrm{moisture}, (g/l)}{ \\rho_{\\mathrm{sat. vapor}}(T)}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "edc85180-df3d-4057-ac27-08f1f5f78e12",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.814418Z",
     "start_time": "2022-12-27T23:52:07.801339Z"
    }
   },
   "outputs": [],
   "source": [
    "def prop_from_water_mass (Tgas, mass_g):\n",
    "\n",
    "    water.TP = Tgas, ct.one_atm\n",
    "\n",
    "    # 수분 비율 (상대 습도 100%)\n",
    "    vapor_volume_percent_max = water.P_sat / ct.one_atm\n",
    "\n",
    "    water.TPQ = Tgas, water.P_sat, 1.\n",
    "\n",
    "    # 상대습도(%) = 수분량 / 상대습도100%수분량\n",
    "    rh_percent = 100 * mass_g / (water.density * 1000)\n",
    "\n",
    "    # 수분비율(부피, %) = 상대습도 100% 수분 부피비 * 상대습도\n",
    "    vapor_volume_percent = 100 * (water.P_sat / ct.one_atm) * (mass_g / (water.density * 1000))\n",
    "    \n",
    "    return rh_percent, vapor_volume_percent, vapor_volume_percent_max"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93d3a439",
   "metadata": {},
   "source": [
    "## 상대 습도 from 수분 부피 비율\n",
    "\n",
    "$$\n",
    "\\mathrm{RH} = \\frac {X_{\\mathrm{H_2O}} }{p_{\\mathrm{sat}} / p}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bc890402-7c41-49d8-93c7-24821fbf49c1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:07.830434Z",
     "start_time": "2022-12-27T23:52:07.816299Z"
    }
   },
   "outputs": [],
   "source": [
    "def prop_from_water_ratio (Tgas, ratio):\n",
    "\n",
    "    water.TP = Tgas, ct.one_atm\n",
    "\n",
    "    # 수분 비율 (상대 습도 100%)\n",
    "    vapor_volume_percent_max = water.P_sat / ct.one_atm\n",
    "\n",
    "    water.TPQ = Tgas, water.P_sat, 1.\n",
    "\n",
    "    # 상대습도(%) = 수분 비율 / 상대습도100% 수분 비율\n",
    "    rh_percent = 100 * ratio / vapor_volume_percent_max\n",
    "    \n",
    "    # 수분량 = 상대습도(%) * 상대습도100%수분량\n",
    "    mass_g = (water.density * 1000) * rh_percent / 100\n",
    "    \n",
    "    return rh_percent, mass_g, water.density * 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85a9a35f",
   "metadata": {},
   "source": [
    "## 수증기 분압 (온도, 상대습도)\n",
    "$$\n",
    "p_{\\mathrm{H_2O}} = \\mathrm{RH} p_{\\mathrm{sat}} \\left( T \\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "498909a4",
   "metadata": {},
   "source": [
    "0'C 근처에서 포화수증기압 Clausius–Clapeyron 방정식에 대한 Bolton 의 근사해\n",
    "\n",
    "$$\n",
    "\\frac{d p}{d T} = \n",
    "\\frac{\\delta s}{\\delta \\nu} = \n",
    "\\frac{L}{T\\delta \\nu}\n",
    "$$\n",
    "\n",
    "$$\n",
    "e_s \\left( T \\right) = 0.6112 \\exp \\left( \\frac{17.67 T}{T + 243.5} \\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "bcf49111",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:43:54.183691Z",
     "start_time": "2022-12-28T00:43:54.176711Z"
    }
   },
   "outputs": [],
   "source": [
    "def vp_from_T_rh (Tgas, rh):\n",
    "    '''\n",
    "    Vapor Pressure from Temperature and Relative Humidity\n",
    "    Tgas : Gas Temperature\n",
    "    rh : Relative Humidity in fraction 0 <= rh <= 1\n",
    "    '''\n",
    "\n",
    "    if -35 < (Tgas - 273.15) < 35:\n",
    "        p_sat = 1000 * 0.6112 * np.exp(17.67 * (Tgas - 273.15) / ((Tgas - 273.15) + 243.5))\n",
    "    else:\n",
    "        water.TP = Tgas, ct.one_atm\n",
    "        # 포화수증기압\n",
    "        p_sat = water.P_sat\n",
    "\n",
    "    # 수증기 분압 = 상대습도 * 포화수증기압\n",
    "    vp =  p_sat * min(rh, 1.0)\n",
    "    \n",
    "    return vp"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "052c4ab6",
   "metadata": {},
   "source": [
    "# 기상데이터 - 공기 수분량"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a2517c6f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:15.061918Z",
     "start_time": "2022-12-27T23:52:07.848230Z"
    }
   },
   "outputs": [],
   "source": [
    "weather09 = pd.read_csv('./220922/Weather/202209-weather-GY-second.csv', sep='\\t', parse_dates=['time'])\n",
    "#display(weather0922[weather0922.isna().any(axis=1)])\n",
    "weather09.temperature.interpolate(inplace=True)\n",
    "weather09.precipitation.interpolate(inplace=True)\n",
    "weather09['vp'] = weather09.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
    "weather09['XH2O'] = weather09.apply(lambda row: row.vp/100/row.atm_sea, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b9c44503",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:15.092870Z",
     "start_time": "2022-12-27T23:52:15.063953Z"
    }
   },
   "outputs": [
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      ],
      "text/plain": [
       "                     time  temperature  precipitation  wind_direction  \\\n",
       "0     2022-09-01 00:01:00         22.6            0.0           115.8   \n",
       "1     2022-09-01 00:02:00         22.6            0.0           147.7   \n",
       "2     2022-09-01 00:03:00         22.6            0.0           178.8   \n",
       "3     2022-09-01 00:04:00         22.6            0.0           187.6   \n",
       "4     2022-09-01 00:05:00         22.6            0.0           168.1   \n",
       "...                   ...          ...            ...             ...   \n",
       "41074 2022-09-30 00:55:00         18.2            0.0           248.4   \n",
       "41075 2022-09-30 00:56:00         18.2            0.0           196.8   \n",
       "41076 2022-09-30 00:57:00         18.2            0.0           229.7   \n",
       "41077 2022-09-30 00:58:00         18.2            0.0           242.1   \n",
       "41078 2022-09-30 00:59:00         18.2            0.0           210.3   \n",
       "\n",
       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
       "0             0.6    1000.1   1010.2  84.1        0.0         0  2301.857877   \n",
       "1             0.4    1000.1   1010.2  84.0        0.0         0  2299.120829   \n",
       "2             0.6    1000.1   1010.2  84.1        0.0         0  2301.857877   \n",
       "3             0.8    1000.1   1010.2  84.1        0.0         0  2301.857877   \n",
       "4             0.3    1000.2   1010.3  84.3        0.0         0  2307.331975   \n",
       "...           ...       ...      ...   ...        ...       ...          ...   \n",
       "41074         0.0    1005.6   1015.9  87.7        0.0         0  1829.219195   \n",
       "41075         0.0    1005.6   1015.9  87.3        0.0         0  1820.876120   \n",
       "41076         0.0    1005.6   1015.9  87.2        0.0         0  1818.790351   \n",
       "41077         0.0    1005.5   1015.8  87.2        0.0         0  1818.790351   \n",
       "41078         0.4    1005.5   1015.8  87.4        0.0         0  1822.961889   \n",
       "\n",
       "           XH2O  \n",
       "0      0.022786  \n",
       "1      0.022759  \n",
       "2      0.022786  \n",
       "3      0.022786  \n",
       "4      0.022838  \n",
       "...         ...  \n",
       "41074  0.018006  \n",
       "41075  0.017924  \n",
       "41076  0.017903  \n",
       "41077  0.017905  \n",
       "41078  0.017946  \n",
       "\n",
       "[41079 rows x 12 columns]"
      ]
     },
     "execution_count": 13,
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   "source": [
    "weather09"
   ]
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       "      <td>0.0</td>\n",
       "      <td>326.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.7</td>\n",
       "      <td>15.26</td>\n",
       "      <td>31020</td>\n",
       "      <td>883.657511</td>\n",
       "      <td>0.008640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44617</th>\n",
       "      <td>2022-10-31 23:59:00</td>\n",
       "      <td>12.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>307.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.6</td>\n",
       "      <td>15.26</td>\n",
       "      <td>31020</td>\n",
       "      <td>888.009154</td>\n",
       "      <td>0.008682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44618</th>\n",
       "      <td>2022-11-01 00:00:00</td>\n",
       "      <td>12.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>214.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.4</td>\n",
       "      <td>15.26</td>\n",
       "      <td>31020</td>\n",
       "      <td>885.078431</td>\n",
       "      <td>0.008653</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>44619 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     time  temperature  precipitation  wind_direction  \\\n",
       "0     2022-10-01 00:01:00         19.3            0.0           103.4   \n",
       "1     2022-10-01 00:02:00         19.3            0.0           111.9   \n",
       "2     2022-10-01 00:03:00         19.3            0.0            90.2   \n",
       "3     2022-10-01 00:04:00         19.3            0.0            78.2   \n",
       "4     2022-10-01 00:05:00         19.2            0.0            74.5   \n",
       "...                   ...          ...            ...             ...   \n",
       "44614 2022-10-31 23:56:00         12.6            0.0           300.0   \n",
       "44615 2022-10-31 23:57:00         12.6            0.0           297.2   \n",
       "44616 2022-10-31 23:58:00         12.6            0.0           326.6   \n",
       "44617 2022-10-31 23:59:00         12.7            0.0           307.4   \n",
       "44618 2022-11-01 00:00:00         12.7            0.0           214.7   \n",
       "\n",
       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
       "0             0.3    1006.2   1016.4  77.7       0.00         0  1736.075993   \n",
       "1             0.3    1006.2   1016.4  77.8       0.00         0  1738.310325   \n",
       "2             0.3    1006.2   1016.4  78.0       0.00         0  1742.778989   \n",
       "3             0.9    1006.2   1016.4  78.2       0.00         0  1747.247653   \n",
       "4             0.9    1006.2   1016.4  78.3       0.00         0  1738.615298   \n",
       "...           ...       ...      ...   ...        ...       ...          ...   \n",
       "44614         0.7    1012.3   1022.9  61.1      15.26     31020   889.480624   \n",
       "44615         1.0    1012.3   1022.9  60.8      15.26     31020   885.113289   \n",
       "44616         1.3    1012.2   1022.8  60.7      15.26     31020   883.657511   \n",
       "44617         1.1    1012.2   1022.8  60.6      15.26     31020   888.009154   \n",
       "44618         0.1    1012.2   1022.8  60.4      15.26     31020   885.078431   \n",
       "\n",
       "           XH2O  \n",
       "0      0.017081  \n",
       "1      0.017103  \n",
       "2      0.017147  \n",
       "3      0.017191  \n",
       "4      0.017106  \n",
       "...         ...  \n",
       "44614  0.008696  \n",
       "44615  0.008653  \n",
       "44616  0.008640  \n",
       "44617  0.008682  \n",
       "44618  0.008653  \n",
       "\n",
       "[44619 rows x 12 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather10 = pd.read_csv('./202210-weather-GY-minute.csv', sep='\\t', parse_dates=['time'])\n",
    "#display(weather0922[weather0922.isna().any(axis=1)])\n",
    "weather10.temperature.interpolate(inplace=True)\n",
    "weather10.precipitation.interpolate(inplace=True)\n",
    "weather10['vp'] = weather10.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
    "weather10['XH2O'] = weather10.apply(lambda row: row.vp/100/row.atm_sea, axis=1)\n",
    "weather10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4fad1e5e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:24.143681Z",
     "start_time": "2022-12-27T23:52:22.600458Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>time</th>\n",
       "      <th>temperature</th>\n",
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       "      <td>2022-11-01 00:01:00</td>\n",
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       "      <th>2</th>\n",
       "      <td>2022-11-01 00:03:00</td>\n",
       "      <td>12.8</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-11-01 00:04:00</td>\n",
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       "      <td>60.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <th>8690</th>\n",
       "      <td>2022-11-07 00:55:00</td>\n",
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       "      <td>20.6</td>\n",
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       "    <tr>\n",
       "      <th>8691</th>\n",
       "      <td>2022-11-07 00:56:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0</td>\n",
       "      <td>315.4</td>\n",
       "      <td>1.7</td>\n",
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       "      <td>1024.0</td>\n",
       "      <td>70.6</td>\n",
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       "      <td>808.712322</td>\n",
       "      <td>0.007898</td>\n",
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       "    <tr>\n",
       "      <th>8692</th>\n",
       "      <td>2022-11-07 00:57:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0</td>\n",
       "      <td>233.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1013.2</td>\n",
       "      <td>1024.0</td>\n",
       "      <td>70.7</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>8693</th>\n",
       "      <td>2022-11-07 00:58:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0</td>\n",
       "      <td>260.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1013.2</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>8694</th>\n",
       "      <td>2022-11-07 00:59:00</td>\n",
       "      <td>8.9</td>\n",
       "      <td>0</td>\n",
       "      <td>254.0</td>\n",
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       "      <td>0.007844</td>\n",
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       "<p>8695 rows × 12 columns</p>\n",
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      ],
      "text/plain": [
       "                    time  temperature  precipitation  wind_direction  \\\n",
       "0    2022-11-01 00:01:00         12.8              0           282.1   \n",
       "1    2022-11-01 00:02:00         12.8              0           291.8   \n",
       "2    2022-11-01 00:03:00         12.8              0           289.6   \n",
       "3    2022-11-01 00:04:00         12.8              0           284.5   \n",
       "4    2022-11-01 00:05:00         12.7              0           275.9   \n",
       "...                  ...          ...            ...             ...   \n",
       "8690 2022-11-07 00:55:00          9.0              0            20.6   \n",
       "8691 2022-11-07 00:56:00          9.0              0           315.4   \n",
       "8692 2022-11-07 00:57:00          9.0              0           233.7   \n",
       "8693 2022-11-07 00:58:00          9.0              0           260.8   \n",
       "8694 2022-11-07 00:59:00          8.9              0           254.0   \n",
       "\n",
       "      wind_speed  atm_post  atm_sea    rh  radiation  sunshine          vp  \\\n",
       "0            1.6    1012.2   1022.8  60.0        0.0         0  885.000165   \n",
       "1            1.1    1012.2   1022.8  60.1        0.0         0  886.475165   \n",
       "2            1.6    1012.2   1022.8  60.5        0.0         0  892.375166   \n",
       "3            1.6    1012.2   1022.8  60.2        0.0         0  887.950166   \n",
       "4            1.3    1012.2   1022.8  60.5        0.0         0  886.543793   \n",
       "...          ...       ...      ...   ...        ...       ...         ...   \n",
       "8690         0.6    1013.2   1024.0  70.5        0.0         0  807.566837   \n",
       "8691         1.7    1013.2   1024.0  70.6        0.0         0  808.712322   \n",
       "8692         0.5    1013.2   1024.0  70.7        0.0         0  809.857807   \n",
       "8693         1.6    1013.2   1024.0  70.6        0.0         0  808.712322   \n",
       "8694         1.3    1013.2   1024.0  70.6        0.0         0  803.265902   \n",
       "\n",
       "          XH2O  \n",
       "0     0.008653  \n",
       "1     0.008667  \n",
       "2     0.008725  \n",
       "3     0.008682  \n",
       "4     0.008668  \n",
       "...        ...  \n",
       "8690  0.007886  \n",
       "8691  0.007898  \n",
       "8692  0.007909  \n",
       "8693  0.007898  \n",
       "8694  0.007844  \n",
       "\n",
       "[8695 rows x 12 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather11 = pd.read_csv('./202211-weather-GY-minute.csv', sep='\\t', parse_dates=['time'])\n",
    "#display(weather0922[weather0922.isna().any(axis=1)])\n",
    "weather11.temperature.interpolate(inplace=True)\n",
    "weather11.precipitation.interpolate(inplace=True)\n",
    "weather11['vp'] = weather11.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
    "weather11['XH2O'] = weather11.apply(lambda row: row.vp/100/row.atm_sea, axis=1)\n",
    "weather11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0a3c6e1c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:24.159638Z",
     "start_time": "2022-12-27T23:52:24.145675Z"
    }
   },
   "outputs": [],
   "source": [
    "raw_column_names = '지점,일시,기온(°C),누적강수량(mm),풍향(deg),풍속(m/s),현지기압(hPa),해면기압(hPa),습도(%),일사(MJ/m^2),일조(Sec)'.split(',')\n",
    "eng_column_names = 'location time\ttemperature\tprecipitation\twind_direction\twind_speed\tatm_post\tatm_sea\trh\tradiation\tsunshine'.split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8ee20a6c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:24.175595Z",
     "start_time": "2022-12-27T23:52:24.161633Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'지점': 'location',\n",
       " '일시': 'time',\n",
       " '기온(°C)': 'temperature',\n",
       " '누적강수량(mm)': 'precipitation',\n",
       " '풍향(deg)': 'wind_direction',\n",
       " '풍속(m/s)': 'wind_speed',\n",
       " '현지기압(hPa)': 'atm_post',\n",
       " '해면기압(hPa)': 'atm_sea',\n",
       " '습도(%)': 'rh',\n",
       " '일사(MJ/m^2)': 'radiation',\n",
       " '일조(Sec)': 'sunshine'}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{x:y for x, y in zip(raw_column_names, eng_column_names)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5ed0a9bb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-27T23:52:24.253414Z",
     "start_time": "2022-12-27T23:52:24.177591Z"
    }
   },
   "outputs": [],
   "source": [
    "weather11 = pd.read_csv('./SURFACE_ASOS_266_MI_2022-11_2022-11_2022.csv', parse_dates=['일시'], encoding='cp949')\n",
    "weather11.rename(columns={x:y for x, y in zip(raw_column_names, eng_column_names)}, inplace=True)\n",
    "weather11.drop(columns='location', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6d37c125",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:44:18.467577Z",
     "start_time": "2022-12-28T00:44:17.265013Z"
    }
   },
   "outputs": [],
   "source": [
    "weather11['vp'] = weather11.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
    "weather11['XH2O'] = weather11.apply(lambda row: row.vp/100/row.atm_sea, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f1180387",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:13.335454Z",
     "start_time": "2022-12-28T00:47:13.305534Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>vp</th>\n",
       "      <th>XH2O</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-11-01 00:01:00</td>\n",
       "      <td>12.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>282.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>886.307960</td>\n",
       "      <td>0.008666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-11-01 00:02:00</td>\n",
       "      <td>12.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>291.8</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>887.785140</td>\n",
       "      <td>0.008680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-11-01 00:03:00</td>\n",
       "      <td>12.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>289.6</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>893.693859</td>\n",
       "      <td>0.008738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-11-01 00:04:00</td>\n",
       "      <td>12.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>889.262319</td>\n",
       "      <td>0.008694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-11-01 00:05:00</td>\n",
       "      <td>12.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1022.8</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>887.857064</td>\n",
       "      <td>0.008681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43160</th>\n",
       "      <td>2022-11-30 23:56:00</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>319.1</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1020.8</td>\n",
       "      <td>1032.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>9.32</td>\n",
       "      <td>14760</td>\n",
       "      <td>194.563582</td>\n",
       "      <td>0.001885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43161</th>\n",
       "      <td>2022-11-30 23:57:00</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>294.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1020.8</td>\n",
       "      <td>1032.1</td>\n",
       "      <td>34.8</td>\n",
       "      <td>9.32</td>\n",
       "      <td>14760</td>\n",
       "      <td>193.451790</td>\n",
       "      <td>0.001874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43162</th>\n",
       "      <td>2022-11-30 23:58:00</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>282.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1020.7</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>9.32</td>\n",
       "      <td>14760</td>\n",
       "      <td>202.346125</td>\n",
       "      <td>0.001961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43163</th>\n",
       "      <td>2022-11-30 23:59:00</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>291.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1020.7</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>9.32</td>\n",
       "      <td>14760</td>\n",
       "      <td>203.457917</td>\n",
       "      <td>0.001971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43164</th>\n",
       "      <td>2022-12-01 00:00:00</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1020.7</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>9.32</td>\n",
       "      <td>14760</td>\n",
       "      <td>200.122541</td>\n",
       "      <td>0.001939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43165 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     time  temperature  precipitation  wind_direction  \\\n",
       "0     2022-11-01 00:01:00         12.8            0.0           282.1   \n",
       "1     2022-11-01 00:02:00         12.8            0.0           291.8   \n",
       "2     2022-11-01 00:03:00         12.8            0.0           289.6   \n",
       "3     2022-11-01 00:04:00         12.8            0.0           284.5   \n",
       "4     2022-11-01 00:05:00         12.7            0.0           275.9   \n",
       "...                   ...          ...            ...             ...   \n",
       "43160 2022-11-30 23:56:00         -1.3            0.0           319.1   \n",
       "43161 2022-11-30 23:57:00         -1.3            0.0           294.2   \n",
       "43162 2022-11-30 23:58:00         -1.3            0.0           282.4   \n",
       "43163 2022-11-30 23:59:00         -1.3            0.0           291.7   \n",
       "43164 2022-12-01 00:00:00         -1.3            0.0           319.0   \n",
       "\n",
       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine          vp  \\\n",
       "0             1.6    1012.2   1022.8  60.0       0.00         0  886.307960   \n",
       "1             1.1    1012.2   1022.8  60.1       0.00         0  887.785140   \n",
       "2             1.6    1012.2   1022.8  60.5       0.00         0  893.693859   \n",
       "3             1.6    1012.2   1022.8  60.2       0.00         0  889.262319   \n",
       "4             1.3    1012.2   1022.8  60.5       0.00         0  887.857064   \n",
       "...           ...       ...      ...   ...        ...       ...         ...   \n",
       "43160         1.7    1020.8   1032.1  35.0       9.32     14760  194.563582   \n",
       "43161         1.1    1020.8   1032.1  34.8       9.32     14760  193.451790   \n",
       "43162         2.1    1020.7   1032.0  36.4       9.32     14760  202.346125   \n",
       "43163         2.1    1020.7   1032.0  36.6       9.32     14760  203.457917   \n",
       "43164         1.0    1020.7   1032.0  36.0       9.32     14760  200.122541   \n",
       "\n",
       "           XH2O  \n",
       "0      0.008666  \n",
       "1      0.008680  \n",
       "2      0.008738  \n",
       "3      0.008694  \n",
       "4      0.008681  \n",
       "...         ...  \n",
       "43160  0.001885  \n",
       "43161  0.001874  \n",
       "43162  0.001961  \n",
       "43163  0.001971  \n",
       "43164  0.001939  \n",
       "\n",
       "[43165 rows x 12 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8c150831",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:13.415342Z",
     "start_time": "2022-12-28T00:47:13.337490Z"
    }
   },
   "outputs": [],
   "source": [
    "weather12 = pd.read_csv('./SURFACE_ASOS_266_MI_2022-12_2022-12_2022.csv', parse_dates=['일시'], encoding='cp949')\n",
    "weather12.rename(columns={x:y for x, y in zip(raw_column_names, eng_column_names)}, inplace=True)\n",
    "weather12.drop(columns='location', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d617dd43",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:13.431197Z",
     "start_time": "2022-12-28T00:47:13.416237Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather11.wind_speed.isna().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4ee425af",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:13.446158Z",
     "start_time": "2022-12-28T00:47:13.433193Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-35"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather11.temperature.size - 30 * 24 * 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "60d37252",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:13.462116Z",
     "start_time": "2022-12-28T00:47:13.447157Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-17"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather12.temperature.size - 25 * 24 * 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9879e33d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.342759Z",
     "start_time": "2022-12-28T00:47:13.463115Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x26f714f8460>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.vlines(weather11.time, 0, 1, linewidth=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1330e7df",
   "metadata": {},
   "source": [
    "## 대기 상대 습도"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ee6d7d5",
   "metadata": {},
   "source": [
    "# LDG 수분 측정 Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "939a48cc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.389766Z",
     "start_time": "2022-12-28T00:47:14.343760Z"
    }
   },
   "outputs": [],
   "source": [
    "cnames = list(map(str.strip, open('220922/220922-115225_Converted.csv').readlines()[42].split(sep=',')))\n",
    "cnames[1] = 'time'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "98ca4247",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.405591Z",
     "start_time": "2022-12-28T00:47:14.391689Z"
    }
   },
   "outputs": [],
   "source": [
    "def read_humidity_aps_csv (filename, trim=0):\n",
    "    header_size = 44\n",
    "    \n",
    "    ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
    "    ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
    "    ldg_raw['T'] = ldg_raw.apply(lambda row: (220./4.)*(row.CH2-1.) -40. + 273.15, axis=1)\n",
    "    ldg_raw['RH'] = ldg_raw.apply(lambda row: 25.*(row.CH1-1.), axis=1)\n",
    "    ldg_raw['vp'] = ldg_raw.apply(lambda row: vp_from_T_rh(row['T'], row.RH / 100.), axis=1)\n",
    "    \n",
    "    return ldg_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "fe710faa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.421606Z",
     "start_time": "2022-12-28T00:47:14.406589Z"
    }
   },
   "outputs": [],
   "source": [
    "def read_humidity_logger_csv (filename, trim=0):\n",
    "    header_size = 46\n",
    "    \n",
    "    ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
    "    ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
    "    ldg_raw['T'] = ldg_raw.apply(lambda row: (220./4.)*(float(row.CH2.replace('+',''))-1.) -40. + 273.15, axis=1)\n",
    "    ldg_raw['RH'] = ldg_raw.apply(lambda row: 25.*(float(row.CH1.replace('+',''))-1.), axis=1)\n",
    "    ldg_raw['vp'] = ldg_raw.apply(lambda row: vp_from_T_rh(row['T'], row.RH / 100.), axis=1)\n",
    "    \n",
    "    return ldg_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fec9d1c6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.437505Z",
     "start_time": "2022-12-28T00:47:14.424540Z"
    }
   },
   "outputs": [],
   "source": [
    "def read_two_humidity_logger_csv (filename, trim=0):\n",
    "    header_size = 46\n",
    "    \n",
    "    ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
    "    ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
    "    \n",
    "    ldg_raw['T1'] = ldg_raw.apply(lambda row: (220./4.)*(float(row.CH2.replace('+',''))-1.) -40. + 273.15, axis=1)\n",
    "    ldg_raw['RH1'] = ldg_raw.apply(lambda row: 25.*(float(row.CH1.replace('+',''))-1.), axis=1)\n",
    "    ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
    "    \n",
    "    ldg_raw['T2'] = ldg_raw.apply(lambda row: (220./4.)*(float(row.CH5.replace('+',''))-1.) -40. + 273.15, axis=1)\n",
    "    ldg_raw['RH2'] = ldg_raw.apply(lambda row: 25.*(float(row.CH4.replace('+',''))-1.), axis=1)\n",
    "    ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
    "    \n",
    "    return ldg_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5604f316",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.452465Z",
     "start_time": "2022-12-28T00:47:14.438503Z"
    }
   },
   "outputs": [],
   "source": [
    "def read_two_humidity_logger_csv_v1026 (filename, trim=0):\n",
    "    import re\n",
    "    \n",
    "    upper_limit = re.compile(r'\\++')\n",
    "    \n",
    "    header_size = 46\n",
    "    \n",
    "    ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
    "    ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
    "    \n",
    "    ldg_raw['T1'] = ldg_raw.apply(lambda row: float(row.CH2) + 273.15, axis=1)\n",
    "    ldg_raw['RH1'] = ldg_raw.apply(lambda row: (float(upper_limit.sub(\"100\", row.CH1[1:]))-1.), axis=1)\n",
    "    ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
    "    \n",
    "    ldg_raw['T2'] = ldg_raw.apply(lambda row: float(row.CH5) + 273.15, axis=1)\n",
    "    try:\n",
    "        ldg_raw['RH2'] = ldg_raw.apply(lambda row: (float(upper_limit.sub(\"100\", row.CH4[1:]))-1.), axis=1)\n",
    "    except TypeError:\n",
    "        ldg_raw['RH2'] = ldg_raw.CH4\n",
    "    ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
    "    \n",
    "    ldg_raw['Tamb'] = ldg_raw.apply(lambda row: float(row.CH7.replace('+','')) + 273.15, axis=1)\n",
    "\n",
    "    return ldg_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1c12b1ed",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.468423Z",
     "start_time": "2022-12-28T00:47:14.453462Z"
    }
   },
   "outputs": [],
   "source": [
    "def read_two_humidity_logger_csv_v1122 (filename, trim=0):\n",
    "    import re\n",
    "    from io import StringIO\n",
    "    \n",
    "    upper_limit = re.compile(r'\\++')\n",
    "    trailing_ws = re.compile(r'([+-])\\s+')\n",
    "    \n",
    "    header_size = 46\n",
    "    \n",
    "    with open(filename) as gl840_file:\n",
    "        raw_str = gl840_file.read()\n",
    "        raw_str = upper_limit.sub(r'100', raw_str)\n",
    "        raw_str = trailing_ws.sub(r'\\1', raw_str)\n",
    "    \n",
    "    ldg_raw = pd.read_csv(StringIO(raw_str), skiprows=header_size, names=cnames, skipfooter=trim, encoding='cp949')\n",
    "    ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
    "    \n",
    "    try:\n",
    "        ldg_raw['RH1'] = ldg_raw.apply(lambda row: float(upper_limit.sub(\"100\", row.CH1[1:])), axis=1)\n",
    "    except TypeError:\n",
    "        ldg_raw['RH1'] = ldg_raw.CH1\n",
    "    ldg_raw['T1'] = ldg_raw.CH2 + 273.15\n",
    "    ldg_raw['lpm1'] = ldg_raw.CH3\n",
    "    ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
    "    \n",
    "    try:\n",
    "        ldg_raw['RH2'] = ldg_raw.apply(lambda row: float(upper_limit.sub(\"100\", row.CH4[1:])), axis=1)\n",
    "    except TypeError:\n",
    "        ldg_raw['RH2'] = ldg_raw.CH4\n",
    "    ldg_raw['T2'] = ldg_raw.CH5 + 273.15\n",
    "    ldg_raw['lpm2'] = ldg_raw.CH6\n",
    "    ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
    "    \n",
    "    ldg_raw['Tamb'] = ldg_raw.apply(lambda row: float(row.CH7.replace(' ','')) + 273.15, axis=1)\n",
    "\n",
    "    return ldg_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a4d1e41b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:14.484380Z",
     "start_time": "2022-12-28T00:47:14.469425Z"
    }
   },
   "outputs": [],
   "source": [
    "def read_two_humidity_logger_csv_v1122 (filename, trim=0):\n",
    "    import re\n",
    "    from io import StringIO\n",
    "    \n",
    "    upper_limit = re.compile(r'\\+\\++')\n",
    "    trailing_ws = re.compile(r'([+-])\\s+')\n",
    "    \n",
    "    header_size = 46\n",
    "    \n",
    "    with open(filename) as gl840_file:\n",
    "        raw_str = gl840_file.read()\n",
    "        raw_str = upper_limit.sub(r'100', raw_str)\n",
    "        raw_str = trailing_ws.sub(r'\\1', raw_str)\n",
    "    \n",
    "    ldg_raw = pd.read_csv(StringIO(raw_str), skiprows=header_size, names=cnames, skipfooter=trim, encoding='cp949', parse_dates=['time'])\n",
    "    ldg_raw['timestamp'] = ldg_raw.time + ldg_raw.apply(lambda row: pd.Timedelta(row.ms, 'ms'), axis=1)\n",
    "    \n",
    "    ldg_raw['RH1'] = ldg_raw.CH1\n",
    "    ldg_raw['T1'] = ldg_raw.CH2 + 273.15\n",
    "    ldg_raw['lpm1'] = ldg_raw.CH3\n",
    "    ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
    "    \n",
    "    ldg_raw['RH2'] = ldg_raw.CH4\n",
    "    ldg_raw['T2'] = ldg_raw.CH5 + 273.15\n",
    "    ldg_raw['lpm2'] = ldg_raw.CH6\n",
    "    ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
    "    \n",
    "    ldg_raw['Tamb'] = ldg_raw.CH7 + 273.15\n",
    "\n",
    "    return ldg_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "68d59660",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:20.176279Z",
     "start_time": "2022-12-28T00:47:14.485379Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_42260\\276399028.py:4: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
      "  ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n"
     ]
    }
   ],
   "source": [
    "ldg_station_raw = read_humidity_aps_csv('./220922/220922-115225_Converted.csv', )\n",
    "ldg_pp_raw = read_humidity_aps_csv('./220922/220922-150245_Converted.csv', trim=500)\n",
    "\n",
    "ldg_station_raw_0926 = read_humidity_logger_csv('./220926/220926-102931.CSV')\n",
    "\n",
    "ldg_pp_0926 = read_two_humidity_logger_csv('./220926/220926-143350.CSV')\n",
    "ldg_station_0926 = read_two_humidity_logger_csv('./220926/220926-160114.CSV')\n",
    "\n",
    "ldg_pp_1013 = read_two_humidity_logger_csv('./221013/221013-100208.CSV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "cc718bfa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:34.104316Z",
     "start_time": "2022-12-28T00:47:20.177111Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pp_1019 = read_two_humidity_logger_csv('./221019/221019-145514.CSV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b0abe6cc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:35.571716Z",
     "start_time": "2022-12-28T00:47:34.105340Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pp_1026 = read_two_humidity_logger_csv_v1026('./221026/221026-111532.CSV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "a9fdd208",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:36.266159Z",
     "start_time": "2022-12-28T00:47:35.573651Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pp_1103 = read_two_humidity_logger_csv_v1026('./221103/221103-102930.CSV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "79d811aa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:37.261248Z",
     "start_time": "2022-12-28T00:47:36.267738Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pp_1122a = read_two_humidity_logger_csv_v1122('./221122/221122-103316.CSV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "df169096",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.411189Z",
     "start_time": "2022-12-28T00:47:37.262300Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pp_1122b = read_two_humidity_logger_csv_v1122('./221122/221122-103325.CSV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "5c17d5d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.442944Z",
     "start_time": "2022-12-28T00:47:38.413037Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>time</th>\n",
       "      <th>ms</th>\n",
       "      <th>CH1</th>\n",
       "      <th>CH2</th>\n",
       "      <th>CH3</th>\n",
       "      <th>CH4</th>\n",
       "      <th>CH5</th>\n",
       "      <th>CH6</th>\n",
       "      <th>CH7</th>\n",
       "      <th>...</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>RH1</th>\n",
       "      <th>T1</th>\n",
       "      <th>lpm1</th>\n",
       "      <th>vp1</th>\n",
       "      <th>RH2</th>\n",
       "      <th>T2</th>\n",
       "      <th>lpm2</th>\n",
       "      <th>vp2</th>\n",
       "      <th>Tamb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2022-11-22 10:33:26</td>\n",
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       "      <td>0.602</td>\n",
       "      <td>17.4</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-22 10:33:26</td>\n",
       "      <td>100</td>\n",
       "      <td>291.231</td>\n",
       "      <td>1.692</td>\n",
       "      <td>2073.119695</td>\n",
       "      <td>50.725</td>\n",
       "      <td>291.338</td>\n",
       "      <td>0.602</td>\n",
       "      <td>1058.686347</td>\n",
       "      <td>290.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022-11-22 10:33:36</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>18.069</td>\n",
       "      <td>1.691</td>\n",
       "      <td>50.656</td>\n",
       "      <td>18.188</td>\n",
       "      <td>0.602</td>\n",
       "      <td>17.4</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-22 10:33:36</td>\n",
       "      <td>100</td>\n",
       "      <td>291.219</td>\n",
       "      <td>1.691</td>\n",
       "      <td>2071.555882</td>\n",
       "      <td>50.656</td>\n",
       "      <td>291.338</td>\n",
       "      <td>0.602</td>\n",
       "      <td>1057.246242</td>\n",
       "      <td>290.55</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2022-11-22 10:33:46</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>18.069</td>\n",
       "      <td>1.691</td>\n",
       "      <td>50.575</td>\n",
       "      <td>18.194</td>\n",
       "      <td>0.602</td>\n",
       "      <td>17.4</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-22 10:33:46</td>\n",
       "      <td>100</td>\n",
       "      <td>291.219</td>\n",
       "      <td>1.691</td>\n",
       "      <td>2071.555882</td>\n",
       "      <td>50.575</td>\n",
       "      <td>291.344</td>\n",
       "      <td>0.602</td>\n",
       "      <td>1055.953673</td>\n",
       "      <td>290.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022-11-22 10:33:56</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>18.081</td>\n",
       "      <td>1.692</td>\n",
       "      <td>50.550</td>\n",
       "      <td>18.194</td>\n",
       "      <td>0.602</td>\n",
       "      <td>17.3</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-22 10:33:56</td>\n",
       "      <td>100</td>\n",
       "      <td>291.231</td>\n",
       "      <td>1.692</td>\n",
       "      <td>2073.119695</td>\n",
       "      <td>50.550</td>\n",
       "      <td>291.344</td>\n",
       "      <td>0.602</td>\n",
       "      <td>1055.431699</td>\n",
       "      <td>290.45</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022-11-22 10:34:06</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>18.081</td>\n",
       "      <td>1.691</td>\n",
       "      <td>50.519</td>\n",
       "      <td>18.181</td>\n",
       "      <td>0.602</td>\n",
       "      <td>17.3</td>\n",
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       "      <td>2022-11-22 10:34:06</td>\n",
       "      <td>100</td>\n",
       "      <td>291.231</td>\n",
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       "      <td>2073.119695</td>\n",
       "      <td>50.519</td>\n",
       "      <td>291.331</td>\n",
       "      <td>0.602</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16770</th>\n",
       "      <td>16771</td>\n",
       "      <td>2022-11-24 09:08:26</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.225</td>\n",
       "      <td>1.671</td>\n",
       "      <td>51.569</td>\n",
       "      <td>14.400</td>\n",
       "      <td>0.439</td>\n",
       "      <td>12.6</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-24 09:08:26</td>\n",
       "      <td>100</td>\n",
       "      <td>287.375</td>\n",
       "      <td>1.671</td>\n",
       "      <td>1620.857940</td>\n",
       "      <td>51.569</td>\n",
       "      <td>287.550</td>\n",
       "      <td>0.439</td>\n",
       "      <td>845.382963</td>\n",
       "      <td>285.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16771</th>\n",
       "      <td>16772</td>\n",
       "      <td>2022-11-24 09:08:36</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.231</td>\n",
       "      <td>1.671</td>\n",
       "      <td>51.569</td>\n",
       "      <td>14.400</td>\n",
       "      <td>0.439</td>\n",
       "      <td>12.6</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-24 09:08:36</td>\n",
       "      <td>100</td>\n",
       "      <td>287.381</td>\n",
       "      <td>1.671</td>\n",
       "      <td>1621.488016</td>\n",
       "      <td>51.569</td>\n",
       "      <td>287.550</td>\n",
       "      <td>0.439</td>\n",
       "      <td>845.382963</td>\n",
       "      <td>285.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16772</th>\n",
       "      <td>16773</td>\n",
       "      <td>2022-11-24 09:08:46</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.231</td>\n",
       "      <td>1.671</td>\n",
       "      <td>51.550</td>\n",
       "      <td>14.400</td>\n",
       "      <td>0.439</td>\n",
       "      <td>12.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-24 09:08:46</td>\n",
       "      <td>100</td>\n",
       "      <td>287.381</td>\n",
       "      <td>1.671</td>\n",
       "      <td>1621.488016</td>\n",
       "      <td>51.550</td>\n",
       "      <td>287.550</td>\n",
       "      <td>0.439</td>\n",
       "      <td>845.071492</td>\n",
       "      <td>285.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16773</th>\n",
       "      <td>16774</td>\n",
       "      <td>2022-11-24 09:08:56</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.231</td>\n",
       "      <td>1.671</td>\n",
       "      <td>51.550</td>\n",
       "      <td>14.400</td>\n",
       "      <td>0.439</td>\n",
       "      <td>12.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-24 09:08:56</td>\n",
       "      <td>100</td>\n",
       "      <td>287.381</td>\n",
       "      <td>1.671</td>\n",
       "      <td>1621.488016</td>\n",
       "      <td>51.550</td>\n",
       "      <td>287.550</td>\n",
       "      <td>0.439</td>\n",
       "      <td>845.071492</td>\n",
       "      <td>285.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16774</th>\n",
       "      <td>16775</td>\n",
       "      <td>2022-11-24 09:09:06</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.238</td>\n",
       "      <td>1.672</td>\n",
       "      <td>51.581</td>\n",
       "      <td>14.419</td>\n",
       "      <td>0.440</td>\n",
       "      <td>12.6</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-11-24 09:09:06</td>\n",
       "      <td>100</td>\n",
       "      <td>287.388</td>\n",
       "      <td>1.672</td>\n",
       "      <td>1622.223377</td>\n",
       "      <td>51.581</td>\n",
       "      <td>287.569</td>\n",
       "      <td>0.440</td>\n",
       "      <td>846.619545</td>\n",
       "      <td>285.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16775 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         No.                time  ms  CH1     CH2    CH3     CH4     CH5  \\\n",
       "0          1 2022-11-22 10:33:26   0  100  18.081  1.692  50.725  18.188   \n",
       "1          2 2022-11-22 10:33:36   0  100  18.069  1.691  50.656  18.188   \n",
       "2          3 2022-11-22 10:33:46   0  100  18.069  1.691  50.575  18.194   \n",
       "3          4 2022-11-22 10:33:56   0  100  18.081  1.692  50.550  18.194   \n",
       "4          5 2022-11-22 10:34:06   0  100  18.081  1.691  50.519  18.181   \n",
       "...      ...                 ...  ..  ...     ...    ...     ...     ...   \n",
       "16770  16771 2022-11-24 09:08:26   0  100  14.225  1.671  51.569  14.400   \n",
       "16771  16772 2022-11-24 09:08:36   0  100  14.231  1.671  51.569  14.400   \n",
       "16772  16773 2022-11-24 09:08:46   0  100  14.231  1.671  51.550  14.400   \n",
       "16773  16774 2022-11-24 09:08:56   0  100  14.231  1.671  51.550  14.400   \n",
       "16774  16775 2022-11-24 09:09:06   0  100  14.238  1.672  51.581  14.419   \n",
       "\n",
       "         CH6   CH7  ...           timestamp  RH1       T1   lpm1          vp1  \\\n",
       "0      0.602  17.4  ... 2022-11-22 10:33:26  100  291.231  1.692  2073.119695   \n",
       "1      0.602  17.4  ... 2022-11-22 10:33:36  100  291.219  1.691  2071.555882   \n",
       "2      0.602  17.4  ... 2022-11-22 10:33:46  100  291.219  1.691  2071.555882   \n",
       "3      0.602  17.3  ... 2022-11-22 10:33:56  100  291.231  1.692  2073.119695   \n",
       "4      0.602  17.3  ... 2022-11-22 10:34:06  100  291.231  1.691  2073.119695   \n",
       "...      ...   ...  ...                 ...  ...      ...    ...          ...   \n",
       "16770  0.439  12.6  ... 2022-11-24 09:08:26  100  287.375  1.671  1620.857940   \n",
       "16771  0.439  12.6  ... 2022-11-24 09:08:36  100  287.381  1.671  1621.488016   \n",
       "16772  0.439  12.7  ... 2022-11-24 09:08:46  100  287.381  1.671  1621.488016   \n",
       "16773  0.439  12.7  ... 2022-11-24 09:08:56  100  287.381  1.671  1621.488016   \n",
       "16774  0.440  12.6  ... 2022-11-24 09:09:06  100  287.388  1.672  1622.223377   \n",
       "\n",
       "          RH2       T2   lpm2          vp2    Tamb  \n",
       "0      50.725  291.338  0.602  1058.686347  290.55  \n",
       "1      50.656  291.338  0.602  1057.246242  290.55  \n",
       "2      50.575  291.344  0.602  1055.953673  290.55  \n",
       "3      50.550  291.344  0.602  1055.431699  290.45  \n",
       "4      50.519  291.331  0.602  1053.923260  290.45  \n",
       "...       ...      ...    ...          ...     ...  \n",
       "16770  51.569  287.550  0.439   845.382963  285.75  \n",
       "16771  51.569  287.550  0.439   845.382963  285.75  \n",
       "16772  51.550  287.550  0.439   845.071492  285.85  \n",
       "16773  51.550  287.550  0.439   845.071492  285.85  \n",
       "16774  51.581  287.569  0.440   846.619545  285.75  \n",
       "\n",
       "[16775 rows x 36 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldg_pp_1122a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "66d863fa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.458901Z",
     "start_time": "2022-12-28T00:47:38.443941Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.001"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "float('-0.001')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "500e1f54",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.490865Z",
     "start_time": "2022-12-28T00:47:38.460895Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>time</th>\n",
       "      <th>ms</th>\n",
       "      <th>CH1</th>\n",
       "      <th>CH2</th>\n",
       "      <th>CH3</th>\n",
       "      <th>CH4</th>\n",
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       "      <th>CH6</th>\n",
       "      <th>CH7</th>\n",
       "      <th>...</th>\n",
       "      <th>CH18</th>\n",
       "      <th>CH19</th>\n",
       "      <th>CH20</th>\n",
       "      <th>Alarm1</th>\n",
       "      <th>Alarm2</th>\n",
       "      <th>AlarmOut</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>vp</th>\n",
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       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 11:52:25.000</td>\n",
       "      <td>298.985</td>\n",
       "      <td>94.250</td>\n",
       "      <td>3137.359039</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-22 11:52:25</td>\n",
       "      <td>200</td>\n",
       "      <td>4.770</td>\n",
       "      <td>2.197</td>\n",
       "      <td>1.579</td>\n",
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       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
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       "      <td>0.01</td>\n",
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       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 11:52:25.200</td>\n",
       "      <td>298.985</td>\n",
       "      <td>94.250</td>\n",
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       "      <th>2</th>\n",
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       "      <td>2022-09-22 11:52:25</td>\n",
       "      <td>400</td>\n",
       "      <td>4.770</td>\n",
       "      <td>2.198</td>\n",
       "      <td>1.579</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 11:52:25.400</td>\n",
       "      <td>299.040</td>\n",
       "      <td>94.250</td>\n",
       "      <td>3147.608395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022-09-22 11:52:25</td>\n",
       "      <td>600</td>\n",
       "      <td>4.771</td>\n",
       "      <td>2.198</td>\n",
       "      <td>1.579</td>\n",
       "      <td>0.007</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
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       "      <td>-0.01</td>\n",
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       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 11:52:25.600</td>\n",
       "      <td>299.040</td>\n",
       "      <td>94.275</td>\n",
       "      <td>3148.443305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022-09-22 11:52:25</td>\n",
       "      <td>800</td>\n",
       "      <td>4.771</td>\n",
       "      <td>2.197</td>\n",
       "      <td>1.579</td>\n",
       "      <td>0.007</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
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       "      <td>-0.01</td>\n",
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       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 13:45:35.600</td>\n",
       "      <td>303.275</td>\n",
       "      <td>97.700</td>\n",
       "      <td>4177.844692</td>\n",
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       "    <tr>\n",
       "      <th>33954</th>\n",
       "      <td>33955</td>\n",
       "      <td>2022-09-22 13:45:35</td>\n",
       "      <td>800</td>\n",
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       "      <td>0.001</td>\n",
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       "      <td>0.001</td>\n",
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       "      <td>97.700</td>\n",
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       "      <th>33956</th>\n",
       "      <td>33957</td>\n",
       "      <td>2022-09-22 13:45:36</td>\n",
       "      <td>200</td>\n",
       "      <td>4.908</td>\n",
       "      <td>2.275</td>\n",
       "      <td>1.187</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
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       "      <td>0.01</td>\n",
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       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 13:45:36.200</td>\n",
       "      <td>303.275</td>\n",
       "      <td>97.700</td>\n",
       "      <td>4177.844692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33957</th>\n",
       "      <td>33958</td>\n",
       "      <td>2022-09-22 13:45:36</td>\n",
       "      <td>400</td>\n",
       "      <td>4.908</td>\n",
       "      <td>2.275</td>\n",
       "      <td>1.187</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
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       "      <td>0.01</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 13:45:36.400</td>\n",
       "      <td>303.275</td>\n",
       "      <td>97.700</td>\n",
       "      <td>4177.844692</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33958 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         No.                 time   ms    CH1    CH2    CH3    CH4    CH5  \\\n",
       "0          1  2022-09-22 11:52:25    0  4.770  2.197  1.579  0.005  0.001   \n",
       "1          2  2022-09-22 11:52:25  200  4.770  2.197  1.579  0.006  0.001   \n",
       "2          3  2022-09-22 11:52:25  400  4.770  2.198  1.579  0.006  0.001   \n",
       "3          4  2022-09-22 11:52:25  600  4.771  2.198  1.579  0.007  0.001   \n",
       "4          5  2022-09-22 11:52:25  800  4.771  2.197  1.579  0.007  0.002   \n",
       "...      ...                  ...  ...    ...    ...    ...    ...    ...   \n",
       "33953  33954  2022-09-22 13:45:35  600  4.908  2.275  1.187  0.006  0.001   \n",
       "33954  33955  2022-09-22 13:45:35  800  4.908  2.275  1.187  0.006  0.001   \n",
       "33955  33956  2022-09-22 13:45:36    0  4.908  2.275  1.187  0.006  0.001   \n",
       "33956  33957  2022-09-22 13:45:36  200  4.908  2.275  1.187  0.006  0.001   \n",
       "33957  33958  2022-09-22 13:45:36  400  4.908  2.275  1.187  0.006  0.001   \n",
       "\n",
       "         CH6    CH7  ...  CH18  CH19  CH20      Alarm1      Alarm2  \\\n",
       "0      0.000  0.001  ... -0.01  0.01  0.00  LLLLLLLLLL  LLLLLLLLLL   \n",
       "1      0.000  0.001  ... -0.01  0.01 -0.01  LLLLLLLLLL  LLLLLLLLLL   \n",
       "2      0.000  0.001  ... -0.01  0.00  0.00  LLLLLLLLLL  LLLLLLLLLL   \n",
       "3      0.001  0.001  ... -0.01  0.00  0.00  LLLLLLLLLL  LLLLLLLLLL   \n",
       "4      0.000  0.001  ... -0.01  0.00 -0.01  LLLLLLLLLL  LLLLLLLLLL   \n",
       "...      ...    ...  ...   ...   ...   ...         ...         ...   \n",
       "33953  0.001  0.001  ...  0.01  0.00  0.01  LLLLLLLLLL  LLLLLLLLLL   \n",
       "33954  0.002  0.001  ...  0.01  0.01  0.01  LLLLLLLLLL  LLLLLLLLLL   \n",
       "33955  0.001  0.001  ...  0.01  0.00  0.01  LLLLLLLLLL  LLLLLLLLLL   \n",
       "33956  0.002  0.001  ...  0.01  0.00  0.01  LLLLLLLLLL  LLLLLLLLLL   \n",
       "33957  0.002  0.001  ...  0.01  0.00  0.01  LLLLLLLLLL  LLLLLLLLLL   \n",
       "\n",
       "             AlarmOut               timestamp        T      RH           vp  \n",
       "0      LLLLLLLLLLLLLL 2022-09-22 11:52:25.000  298.985  94.250  3137.359039  \n",
       "1      LLLLLLLLLLLLLL 2022-09-22 11:52:25.200  298.985  94.250  3137.359039  \n",
       "2      LLLLLLLLLLLLLL 2022-09-22 11:52:25.400  299.040  94.250  3147.608395  \n",
       "3      LLLLLLLLLLLLLL 2022-09-22 11:52:25.600  299.040  94.275  3148.443305  \n",
       "4      LLLLLLLLLLLLLL 2022-09-22 11:52:25.800  298.985  94.275  3138.191230  \n",
       "...               ...                     ...      ...     ...          ...  \n",
       "33953  LLLLLLLLLLLLLL 2022-09-22 13:45:35.600  303.275  97.700  4177.844692  \n",
       "33954  LLLLLLLLLLLLLL 2022-09-22 13:45:35.800  303.275  97.700  4177.844692  \n",
       "33955  LLLLLLLLLLLLLL 2022-09-22 13:45:36.000  303.275  97.700  4177.844692  \n",
       "33956  LLLLLLLLLLLLLL 2022-09-22 13:45:36.200  303.275  97.700  4177.844692  \n",
       "33957  LLLLLLLLLLLLLL 2022-09-22 13:45:36.400  303.275  97.700  4177.844692  \n",
       "\n",
       "[33958 rows x 30 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldg_station_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "573f079c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.521736Z",
     "start_time": "2022-12-28T00:47:38.492810Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>time</th>\n",
       "      <th>ms</th>\n",
       "      <th>CH1</th>\n",
       "      <th>CH2</th>\n",
       "      <th>CH3</th>\n",
       "      <th>CH4</th>\n",
       "      <th>CH5</th>\n",
       "      <th>CH6</th>\n",
       "      <th>CH7</th>\n",
       "      <th>...</th>\n",
       "      <th>CH18</th>\n",
       "      <th>CH19</th>\n",
       "      <th>CH20</th>\n",
       "      <th>Alarm1</th>\n",
       "      <th>Alarm2</th>\n",
       "      <th>AlarmOut</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>vp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2022-09-22 15:02:45</td>\n",
       "      <td>0</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 15:02:45.000</td>\n",
       "      <td>304.65</td>\n",
       "      <td>72.75</td>\n",
       "      <td>3365.396749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-22 15:02:45</td>\n",
       "      <td>200</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 15:02:45.200</td>\n",
       "      <td>305.20</td>\n",
       "      <td>72.75</td>\n",
       "      <td>3472.154746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2022-09-22 15:02:45</td>\n",
       "      <td>400</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 15:02:45.400</td>\n",
       "      <td>305.20</td>\n",
       "      <td>72.75</td>\n",
       "      <td>3472.154746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022-09-22 15:02:45</td>\n",
       "      <td>600</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 15:02:45.600</td>\n",
       "      <td>304.65</td>\n",
       "      <td>72.75</td>\n",
       "      <td>3365.396749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022-09-22 15:02:45</td>\n",
       "      <td>800</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 15:02:45.800</td>\n",
       "      <td>304.65</td>\n",
       "      <td>72.75</td>\n",
       "      <td>3365.396749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20565</th>\n",
       "      <td>20566</td>\n",
       "      <td>2022-09-22 16:11:18</td>\n",
       "      <td>0</td>\n",
       "      <td>4.33</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 16:11:18.000</td>\n",
       "      <td>301.90</td>\n",
       "      <td>83.25</td>\n",
       "      <td>3288.149232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20566</th>\n",
       "      <td>20567</td>\n",
       "      <td>2022-09-22 16:11:18</td>\n",
       "      <td>200</td>\n",
       "      <td>4.33</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 16:11:18.200</td>\n",
       "      <td>301.90</td>\n",
       "      <td>83.25</td>\n",
       "      <td>3288.149232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20567</th>\n",
       "      <td>20568</td>\n",
       "      <td>2022-09-22 16:11:18</td>\n",
       "      <td>400</td>\n",
       "      <td>4.33</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 16:11:18.400</td>\n",
       "      <td>301.90</td>\n",
       "      <td>83.25</td>\n",
       "      <td>3288.149232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20568</th>\n",
       "      <td>20569</td>\n",
       "      <td>2022-09-22 16:11:18</td>\n",
       "      <td>600</td>\n",
       "      <td>4.32</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 16:11:18.600</td>\n",
       "      <td>301.90</td>\n",
       "      <td>83.00</td>\n",
       "      <td>3278.274910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20569</th>\n",
       "      <td>20570</td>\n",
       "      <td>2022-09-22 16:11:18</td>\n",
       "      <td>800</td>\n",
       "      <td>4.32</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLLLLLL</td>\n",
       "      <td>2022-09-22 16:11:18.800</td>\n",
       "      <td>301.90</td>\n",
       "      <td>83.00</td>\n",
       "      <td>3278.274910</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20570 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         No.                 time   ms   CH1   CH2   CH3   CH4   CH5   CH6  \\\n",
       "0          1  2022-09-22 15:02:45    0  3.91  2.30  1.00  0.01  0.01  0.00   \n",
       "1          2  2022-09-22 15:02:45  200  3.91  2.31  1.00  0.01  0.01  0.00   \n",
       "2          3  2022-09-22 15:02:45  400  3.91  2.31  1.00  0.01  0.01  0.00   \n",
       "3          4  2022-09-22 15:02:45  600  3.91  2.30  1.00  0.01  0.01  0.01   \n",
       "4          5  2022-09-22 15:02:45  800  3.91  2.30  1.00  0.01  0.01  0.01   \n",
       "...      ...                  ...  ...   ...   ...   ...   ...   ...   ...   \n",
       "20565  20566  2022-09-22 16:11:18    0  4.33  2.25  1.01 -0.01 -0.01 -0.01   \n",
       "20566  20567  2022-09-22 16:11:18  200  4.33  2.25  1.01 -0.01  0.00 -0.01   \n",
       "20567  20568  2022-09-22 16:11:18  400  4.33  2.25  1.01 -0.01  0.00 -0.01   \n",
       "20568  20569  2022-09-22 16:11:18  600  4.32  2.25  1.00 -0.01 -0.01 -0.01   \n",
       "20569  20570  2022-09-22 16:11:18  800  4.32  2.25  1.00 -0.01 -0.01 -0.01   \n",
       "\n",
       "        CH7  ...  CH18  CH19  CH20      Alarm1      Alarm2        AlarmOut  \\\n",
       "0      0.01  ... -0.01 -0.01  0.00  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "1      0.00  ... -0.01 -0.01  0.00  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "2      0.00  ... -0.01 -0.01  0.00  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "3      0.00  ...  0.00 -0.01  0.00  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "4      0.00  ...  0.00 -0.01  0.01  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "...     ...  ...   ...   ...   ...         ...         ...             ...   \n",
       "20565  0.01  ...  0.01  0.01  0.01  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "20566  0.01  ...  0.01  0.01  0.01  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "20567  0.01  ...  0.00  0.01  0.01  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "20568 -0.01  ...  0.00  0.00  0.00  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "20569 -0.01  ...  0.00  0.01  0.00  LLLLLLLLLL  LLLLLLLLLL  LLLLLLLLLLLLLL   \n",
       "\n",
       "                    timestamp       T     RH           vp  \n",
       "0     2022-09-22 15:02:45.000  304.65  72.75  3365.396749  \n",
       "1     2022-09-22 15:02:45.200  305.20  72.75  3472.154746  \n",
       "2     2022-09-22 15:02:45.400  305.20  72.75  3472.154746  \n",
       "3     2022-09-22 15:02:45.600  304.65  72.75  3365.396749  \n",
       "4     2022-09-22 15:02:45.800  304.65  72.75  3365.396749  \n",
       "...                       ...     ...    ...          ...  \n",
       "20565 2022-09-22 16:11:18.000  301.90  83.25  3288.149232  \n",
       "20566 2022-09-22 16:11:18.200  301.90  83.25  3288.149232  \n",
       "20567 2022-09-22 16:11:18.400  301.90  83.25  3288.149232  \n",
       "20568 2022-09-22 16:11:18.600  301.90  83.00  3278.274910  \n",
       "20569 2022-09-22 16:11:18.800  301.90  83.00  3278.274910  \n",
       "\n",
       "[20570 rows x 30 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldg_pp_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "016ce853",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.551652Z",
     "start_time": "2022-12-28T00:47:38.522731Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>time</th>\n",
       "      <th>ms</th>\n",
       "      <th>CH1</th>\n",
       "      <th>CH2</th>\n",
       "      <th>CH3</th>\n",
       "      <th>CH4</th>\n",
       "      <th>CH5</th>\n",
       "      <th>CH6</th>\n",
       "      <th>CH7</th>\n",
       "      <th>...</th>\n",
       "      <th>CH18</th>\n",
       "      <th>CH19</th>\n",
       "      <th>CH20</th>\n",
       "      <th>Alarm1</th>\n",
       "      <th>Alarm2</th>\n",
       "      <th>AlarmOut</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>vp</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2022/09/26 10:29:32</td>\n",
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       "      <td>2022-09-26 10:29:32</td>\n",
       "      <td>295.245</td>\n",
       "      <td>99.675</td>\n",
       "      <td>2649.553341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022/09/26 10:29:33</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.987</td>\n",
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       "      <td>+ 2.138</td>\n",
       "      <td>+ 0.008</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 10:29:33</td>\n",
       "      <td>295.245</td>\n",
       "      <td>99.675</td>\n",
       "      <td>2649.553341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2022/09/26 10:29:34</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.987</td>\n",
       "      <td>+ 2.129</td>\n",
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       "      <td>+ 2.138</td>\n",
       "      <td>+ 0.007</td>\n",
       "      <td>+ 0.002</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>-  0.01</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 10:29:34</td>\n",
       "      <td>295.245</td>\n",
       "      <td>99.675</td>\n",
       "      <td>2649.553341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022/09/26 10:29:35</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.987</td>\n",
       "      <td>+ 2.129</td>\n",
       "      <td>+ 1.007</td>\n",
       "      <td>+ 2.138</td>\n",
       "      <td>+ 0.007</td>\n",
       "      <td>+ 0.002</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>-  0.01</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>-  0.01</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 10:29:35</td>\n",
       "      <td>295.245</td>\n",
       "      <td>99.675</td>\n",
       "      <td>2649.553341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022/09/26 10:29:36</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.987</td>\n",
       "      <td>+ 2.129</td>\n",
       "      <td>+ 1.007</td>\n",
       "      <td>+ 2.138</td>\n",
       "      <td>+ 0.007</td>\n",
       "      <td>+ 0.002</td>\n",
       "      <td>+ 0.002</td>\n",
       "      <td>...</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>-  0.01</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 10:29:36</td>\n",
       "      <td>295.245</td>\n",
       "      <td>99.675</td>\n",
       "      <td>2649.553341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5103</th>\n",
       "      <td>5104</td>\n",
       "      <td>2022/09/26 11:54:35</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.996</td>\n",
       "      <td>+ 2.159</td>\n",
       "      <td>+ 1.009</td>\n",
       "      <td>+ 2.169</td>\n",
       "      <td>+ 0.006</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>-  0.01</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 11:54:35</td>\n",
       "      <td>296.895</td>\n",
       "      <td>99.900</td>\n",
       "      <td>2934.880062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5104</th>\n",
       "      <td>5105</td>\n",
       "      <td>2022/09/26 11:54:36</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.995</td>\n",
       "      <td>+ 2.159</td>\n",
       "      <td>+ 1.009</td>\n",
       "      <td>+ 2.170</td>\n",
       "      <td>+ 0.006</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 11:54:36</td>\n",
       "      <td>296.895</td>\n",
       "      <td>99.875</td>\n",
       "      <td>2934.145607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5105</th>\n",
       "      <td>5106</td>\n",
       "      <td>2022/09/26 11:54:37</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.995</td>\n",
       "      <td>+ 2.159</td>\n",
       "      <td>+ 1.009</td>\n",
       "      <td>+ 2.170</td>\n",
       "      <td>+ 0.006</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 11:54:37</td>\n",
       "      <td>296.895</td>\n",
       "      <td>99.875</td>\n",
       "      <td>2934.145607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5106</th>\n",
       "      <td>5107</td>\n",
       "      <td>2022/09/26 11:54:38</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.994</td>\n",
       "      <td>+ 2.160</td>\n",
       "      <td>+ 1.009</td>\n",
       "      <td>+ 2.170</td>\n",
       "      <td>+ 0.006</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 11:54:38</td>\n",
       "      <td>296.950</td>\n",
       "      <td>99.850</td>\n",
       "      <td>2943.144947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5107</th>\n",
       "      <td>5108</td>\n",
       "      <td>2022/09/26 11:54:39</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.994</td>\n",
       "      <td>+ 2.159</td>\n",
       "      <td>+ 1.009</td>\n",
       "      <td>+ 2.170</td>\n",
       "      <td>+ 0.006</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>+ 0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>+  0.00</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-09-26 11:54:39</td>\n",
       "      <td>296.895</td>\n",
       "      <td>99.850</td>\n",
       "      <td>2933.411153</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5108 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       No.                 time  ms      CH1      CH2      CH3      CH4  \\\n",
       "0        1  2022/09/26 10:29:32   0  + 4.987  + 2.129  + 1.007  + 2.138   \n",
       "1        2  2022/09/26 10:29:33   0  + 4.987  + 2.129  + 1.007  + 2.138   \n",
       "2        3  2022/09/26 10:29:34   0  + 4.987  + 2.129  + 1.007  + 2.138   \n",
       "3        4  2022/09/26 10:29:35   0  + 4.987  + 2.129  + 1.007  + 2.138   \n",
       "4        5  2022/09/26 10:29:36   0  + 4.987  + 2.129  + 1.007  + 2.138   \n",
       "...    ...                  ...  ..      ...      ...      ...      ...   \n",
       "5103  5104  2022/09/26 11:54:35   0  + 4.996  + 2.159  + 1.009  + 2.169   \n",
       "5104  5105  2022/09/26 11:54:36   0  + 4.995  + 2.159  + 1.009  + 2.170   \n",
       "5105  5106  2022/09/26 11:54:37   0  + 4.995  + 2.159  + 1.009  + 2.170   \n",
       "5106  5107  2022/09/26 11:54:38   0  + 4.994  + 2.160  + 1.009  + 2.170   \n",
       "5107  5108  2022/09/26 11:54:39   0  + 4.994  + 2.159  + 1.009  + 2.170   \n",
       "\n",
       "          CH5      CH6      CH7  ...     CH18     CH19     CH20      Alarm1  \\\n",
       "0     + 0.008  + 0.001  + 0.001  ...  +  0.00  +  0.00  +  0.00  LLLLLLLLLL   \n",
       "1     + 0.008  + 0.001  + 0.001  ...  +  0.00  +  0.00  +  0.00  LLLLLLLLLL   \n",
       "2     + 0.007  + 0.002  + 0.001  ...  +  0.00  -  0.01  +  0.00  LLLLLLLLLL   \n",
       "3     + 0.007  + 0.002  + 0.001  ...  -  0.01  +  0.00  -  0.01  LLLLLLLLLL   \n",
       "4     + 0.007  + 0.002  + 0.002  ...  +  0.00  +  0.00  -  0.01  LLLLLLLLLL   \n",
       "...       ...      ...      ...  ...      ...      ...      ...         ...   \n",
       "5103  + 0.006  + 0.001  + 0.001  ...  -  0.01  +  0.00  +  0.00  LLLLLLLLLL   \n",
       "5104  + 0.006  + 0.001  + 0.001  ...  +  0.00  +  0.00  +  0.00  LLLLLLLLLL   \n",
       "5105  + 0.006  + 0.001  + 0.001  ...  +  0.00  +  0.00  +  0.00  LLLLLLLLLL   \n",
       "5106  + 0.006  + 0.001  + 0.001  ...  +  0.00  +  0.00  +  0.00  LLLLLLLLLL   \n",
       "5107  + 0.006  + 0.001  + 0.001  ...  +  0.00  +  0.00  +  0.00  LLLLLLLLLL   \n",
       "\n",
       "          Alarm2 AlarmOut           timestamp        T      RH           vp  \n",
       "0     LLLLLLLLLL     LLLL 2022-09-26 10:29:32  295.245  99.675  2649.553341  \n",
       "1     LLLLLLLLLL     LLLL 2022-09-26 10:29:33  295.245  99.675  2649.553341  \n",
       "2     LLLLLLLLLL     LLLL 2022-09-26 10:29:34  295.245  99.675  2649.553341  \n",
       "3     LLLLLLLLLL     LLLL 2022-09-26 10:29:35  295.245  99.675  2649.553341  \n",
       "4     LLLLLLLLLL     LLLL 2022-09-26 10:29:36  295.245  99.675  2649.553341  \n",
       "...          ...      ...                 ...      ...     ...          ...  \n",
       "5103  LLLLLLLLLL     LLLL 2022-09-26 11:54:35  296.895  99.900  2934.880062  \n",
       "5104  LLLLLLLLLL     LLLL 2022-09-26 11:54:36  296.895  99.875  2934.145607  \n",
       "5105  LLLLLLLLLL     LLLL 2022-09-26 11:54:37  296.895  99.875  2934.145607  \n",
       "5106  LLLLLLLLLL     LLLL 2022-09-26 11:54:38  296.950  99.850  2943.144947  \n",
       "5107  LLLLLLLLLL     LLLL 2022-09-26 11:54:39  296.895  99.850  2933.411153  \n",
       "\n",
       "[5108 rows x 30 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldg_station_raw_0926"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e056fd02",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.583570Z",
     "start_time": "2022-12-28T00:47:38.553648Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>time</th>\n",
       "      <th>ms</th>\n",
       "      <th>CH1</th>\n",
       "      <th>CH2</th>\n",
       "      <th>CH3</th>\n",
       "      <th>CH4</th>\n",
       "      <th>CH5</th>\n",
       "      <th>CH6</th>\n",
       "      <th>CH7</th>\n",
       "      <th>...</th>\n",
       "      <th>Alarm1</th>\n",
       "      <th>Alarm2</th>\n",
       "      <th>AlarmOut</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>T1</th>\n",
       "      <th>RH1</th>\n",
       "      <th>vp1</th>\n",
       "      <th>T2</th>\n",
       "      <th>RH2</th>\n",
       "      <th>vp2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2022/10/13 10:02:09</td>\n",
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       "      <td>+ 1.289</td>\n",
       "      <td>+ 0.007</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 10:02:09</td>\n",
       "      <td>292.66</td>\n",
       "      <td>97.950</td>\n",
       "      <td>2220.452539</td>\n",
       "      <td>292.550</td>\n",
       "      <td>35.350</td>\n",
       "      <td>795.891346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022/10/13 10:02:10</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.918</td>\n",
       "      <td>+ 2.082</td>\n",
       "      <td>+ 1.323</td>\n",
       "      <td>+ 2.411</td>\n",
       "      <td>+ 2.081</td>\n",
       "      <td>+ 1.289</td>\n",
       "      <td>+ 0.007</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 10:02:10</td>\n",
       "      <td>292.66</td>\n",
       "      <td>97.950</td>\n",
       "      <td>2220.452539</td>\n",
       "      <td>292.605</td>\n",
       "      <td>35.275</td>\n",
       "      <td>796.926086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2022/10/13 10:02:11</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.917</td>\n",
       "      <td>+ 2.082</td>\n",
       "      <td>+ 1.323</td>\n",
       "      <td>+ 2.411</td>\n",
       "      <td>+ 2.080</td>\n",
       "      <td>+ 1.289</td>\n",
       "      <td>+ 0.007</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 10:02:11</td>\n",
       "      <td>292.66</td>\n",
       "      <td>97.925</td>\n",
       "      <td>2219.885808</td>\n",
       "      <td>292.550</td>\n",
       "      <td>35.275</td>\n",
       "      <td>794.202750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022/10/13 10:02:12</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.917</td>\n",
       "      <td>+ 2.082</td>\n",
       "      <td>+ 1.323</td>\n",
       "      <td>+ 2.410</td>\n",
       "      <td>+ 2.080</td>\n",
       "      <td>+ 1.289</td>\n",
       "      <td>+ 0.006</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 10:02:12</td>\n",
       "      <td>292.66</td>\n",
       "      <td>97.925</td>\n",
       "      <td>2219.885808</td>\n",
       "      <td>292.550</td>\n",
       "      <td>35.250</td>\n",
       "      <td>793.639885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022/10/13 10:02:13</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.917</td>\n",
       "      <td>+ 2.082</td>\n",
       "      <td>+ 1.323</td>\n",
       "      <td>+ 2.410</td>\n",
       "      <td>+ 2.080</td>\n",
       "      <td>+ 1.289</td>\n",
       "      <td>+ 0.006</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 10:02:13</td>\n",
       "      <td>292.66</td>\n",
       "      <td>97.925</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>21251</th>\n",
       "      <td>21252</td>\n",
       "      <td>2022/10/13 15:56:20</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.815</td>\n",
       "      <td>+ 2.186</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 1.953</td>\n",
       "      <td>+ 2.189</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 0.004</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 15:56:20</td>\n",
       "      <td>298.38</td>\n",
       "      <td>95.375</td>\n",
       "      <td>3062.654070</td>\n",
       "      <td>298.545</td>\n",
       "      <td>23.825</td>\n",
       "      <td>772.614989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21252</th>\n",
       "      <td>21253</td>\n",
       "      <td>2022/10/13 15:56:21</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.815</td>\n",
       "      <td>+ 2.186</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 1.953</td>\n",
       "      <td>+ 2.189</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 0.004</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 15:56:21</td>\n",
       "      <td>298.38</td>\n",
       "      <td>95.375</td>\n",
       "      <td>3062.654070</td>\n",
       "      <td>298.545</td>\n",
       "      <td>23.825</td>\n",
       "      <td>772.614989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21253</th>\n",
       "      <td>21254</td>\n",
       "      <td>2022/10/13 15:56:22</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.815</td>\n",
       "      <td>+ 2.186</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 1.953</td>\n",
       "      <td>+ 2.189</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 0.004</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 15:56:22</td>\n",
       "      <td>298.38</td>\n",
       "      <td>95.375</td>\n",
       "      <td>3062.654070</td>\n",
       "      <td>298.545</td>\n",
       "      <td>23.825</td>\n",
       "      <td>772.614989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21254</th>\n",
       "      <td>21255</td>\n",
       "      <td>2022/10/13 15:56:23</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.814</td>\n",
       "      <td>+ 2.186</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 1.953</td>\n",
       "      <td>+ 2.189</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 0.004</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 15:56:23</td>\n",
       "      <td>298.38</td>\n",
       "      <td>95.350</td>\n",
       "      <td>3061.851278</td>\n",
       "      <td>298.545</td>\n",
       "      <td>23.825</td>\n",
       "      <td>772.614989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21255</th>\n",
       "      <td>21256</td>\n",
       "      <td>2022/10/13 15:56:24</td>\n",
       "      <td>0</td>\n",
       "      <td>+ 4.814</td>\n",
       "      <td>+ 2.186</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 1.953</td>\n",
       "      <td>+ 2.189</td>\n",
       "      <td>+ 1.002</td>\n",
       "      <td>+ 0.004</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-13 15:56:24</td>\n",
       "      <td>298.38</td>\n",
       "      <td>95.350</td>\n",
       "      <td>3061.851278</td>\n",
       "      <td>298.545</td>\n",
       "      <td>23.825</td>\n",
       "      <td>772.614989</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21256 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         No.                 time  ms      CH1      CH2      CH3      CH4  \\\n",
       "0          1  2022/10/13 10:02:09   0  + 4.918  + 2.082  + 1.323  + 2.414   \n",
       "1          2  2022/10/13 10:02:10   0  + 4.918  + 2.082  + 1.323  + 2.411   \n",
       "2          3  2022/10/13 10:02:11   0  + 4.917  + 2.082  + 1.323  + 2.411   \n",
       "3          4  2022/10/13 10:02:12   0  + 4.917  + 2.082  + 1.323  + 2.410   \n",
       "4          5  2022/10/13 10:02:13   0  + 4.917  + 2.082  + 1.323  + 2.410   \n",
       "...      ...                  ...  ..      ...      ...      ...      ...   \n",
       "21251  21252  2022/10/13 15:56:20   0  + 4.815  + 2.186  + 1.002  + 1.953   \n",
       "21252  21253  2022/10/13 15:56:21   0  + 4.815  + 2.186  + 1.002  + 1.953   \n",
       "21253  21254  2022/10/13 15:56:22   0  + 4.815  + 2.186  + 1.002  + 1.953   \n",
       "21254  21255  2022/10/13 15:56:23   0  + 4.814  + 2.186  + 1.002  + 1.953   \n",
       "21255  21256  2022/10/13 15:56:24   0  + 4.814  + 2.186  + 1.002  + 1.953   \n",
       "\n",
       "           CH5      CH6      CH7  ...      Alarm1      Alarm2 AlarmOut  \\\n",
       "0      + 2.080  + 1.289  + 0.007  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "1      + 2.081  + 1.289  + 0.007  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "2      + 2.080  + 1.289  + 0.007  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "3      + 2.080  + 1.289  + 0.006  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "4      + 2.080  + 1.289  + 0.006  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "...        ...      ...      ...  ...         ...         ...      ...   \n",
       "21251  + 2.189  + 1.002  + 0.004  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "21252  + 2.189  + 1.002  + 0.004  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "21253  + 2.189  + 1.002  + 0.004  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "21254  + 2.189  + 1.002  + 0.004  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "21255  + 2.189  + 1.002  + 0.004  ...  LLLLLLLLLL  LLLLLLLLLL     LLLL   \n",
       "\n",
       "                timestamp      T1     RH1          vp1       T2     RH2  \\\n",
       "0     2022-10-13 10:02:09  292.66  97.950  2220.452539  292.550  35.350   \n",
       "1     2022-10-13 10:02:10  292.66  97.950  2220.452539  292.605  35.275   \n",
       "2     2022-10-13 10:02:11  292.66  97.925  2219.885808  292.550  35.275   \n",
       "3     2022-10-13 10:02:12  292.66  97.925  2219.885808  292.550  35.250   \n",
       "4     2022-10-13 10:02:13  292.66  97.925  2219.885808  292.550  35.250   \n",
       "...                   ...     ...     ...          ...      ...     ...   \n",
       "21251 2022-10-13 15:56:20  298.38  95.375  3062.654070  298.545  23.825   \n",
       "21252 2022-10-13 15:56:21  298.38  95.375  3062.654070  298.545  23.825   \n",
       "21253 2022-10-13 15:56:22  298.38  95.375  3062.654070  298.545  23.825   \n",
       "21254 2022-10-13 15:56:23  298.38  95.350  3061.851278  298.545  23.825   \n",
       "21255 2022-10-13 15:56:24  298.38  95.350  3061.851278  298.545  23.825   \n",
       "\n",
       "              vp2  \n",
       "0      795.891346  \n",
       "1      796.926086  \n",
       "2      794.202750  \n",
       "3      793.639885  \n",
       "4      793.639885  \n",
       "...           ...  \n",
       "21251  772.614989  \n",
       "21252  772.614989  \n",
       "21253  772.614989  \n",
       "21254  772.614989  \n",
       "21255  772.614989  \n",
       "\n",
       "[21256 rows x 33 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldg_pp_1013"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "9fa201ae",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.615485Z",
     "start_time": "2022-12-28T00:47:38.584569Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>time</th>\n",
       "      <th>ms</th>\n",
       "      <th>CH1</th>\n",
       "      <th>CH2</th>\n",
       "      <th>CH3</th>\n",
       "      <th>CH4</th>\n",
       "      <th>CH5</th>\n",
       "      <th>CH6</th>\n",
       "      <th>CH7</th>\n",
       "      <th>...</th>\n",
       "      <th>Alarm2</th>\n",
       "      <th>AlarmOut</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>T1</th>\n",
       "      <th>RH1</th>\n",
       "      <th>vp1</th>\n",
       "      <th>T2</th>\n",
       "      <th>RH2</th>\n",
       "      <th>vp2</th>\n",
       "      <th>Tamb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2022/10/26 11:15:42</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>17.044</td>\n",
       "      <td>+ 5.234</td>\n",
       "      <td>36.731</td>\n",
       "      <td>17.050</td>\n",
       "      <td>+ 3.691</td>\n",
       "      <td>+  20.1</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-26 11:15:42</td>\n",
       "      <td>290.194</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1922.327225</td>\n",
       "      <td>290.200</td>\n",
       "      <td>36.731</td>\n",
       "      <td>713.493518</td>\n",
       "      <td>293.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022/10/26 11:15:52</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>17.056</td>\n",
       "      <td>+ 5.235</td>\n",
       "      <td>36.706</td>\n",
       "      <td>17.050</td>\n",
       "      <td>+ 3.691</td>\n",
       "      <td>+  20.5</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-26 11:15:52</td>\n",
       "      <td>290.206</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1923.789830</td>\n",
       "      <td>290.200</td>\n",
       "      <td>36.706</td>\n",
       "      <td>713.007897</td>\n",
       "      <td>293.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2022/10/26 11:16:02</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>17.056</td>\n",
       "      <td>+ 5.234</td>\n",
       "      <td>36.681</td>\n",
       "      <td>17.044</td>\n",
       "      <td>+ 3.691</td>\n",
       "      <td>+  20.0</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-26 11:16:02</td>\n",
       "      <td>290.206</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1923.789830</td>\n",
       "      <td>290.194</td>\n",
       "      <td>36.681</td>\n",
       "      <td>712.251363</td>\n",
       "      <td>293.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022/10/26 11:16:12</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>17.056</td>\n",
       "      <td>+ 5.234</td>\n",
       "      <td>36.706</td>\n",
       "      <td>17.056</td>\n",
       "      <td>+ 3.691</td>\n",
       "      <td>+  19.8</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-26 11:16:12</td>\n",
       "      <td>290.206</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1923.789830</td>\n",
       "      <td>290.206</td>\n",
       "      <td>36.706</td>\n",
       "      <td>713.279086</td>\n",
       "      <td>292.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022/10/26 11:16:22</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>17.063</td>\n",
       "      <td>+ 5.234</td>\n",
       "      <td>36.650</td>\n",
       "      <td>17.063</td>\n",
       "      <td>+ 3.691</td>\n",
       "      <td>+  19.5</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-26 11:16:22</td>\n",
       "      <td>290.213</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1924.643468</td>\n",
       "      <td>290.213</td>\n",
       "      <td>36.650</td>\n",
       "      <td>712.506900</td>\n",
       "      <td>292.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17110</th>\n",
       "      <td>17111</td>\n",
       "      <td>2022/10/28 10:47:22</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>20.431</td>\n",
       "      <td>+10.030</td>\n",
       "      <td>30.325</td>\n",
       "      <td>19.763</td>\n",
       "      <td>+ 4.251</td>\n",
       "      <td>+  18.7</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-28 10:47:22</td>\n",
       "      <td>293.581</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2376.099088</td>\n",
       "      <td>292.913</td>\n",
       "      <td>30.325</td>\n",
       "      <td>698.337919</td>\n",
       "      <td>291.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17111</th>\n",
       "      <td>17112</td>\n",
       "      <td>2022/10/28 10:47:32</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>20.431</td>\n",
       "      <td>+10.031</td>\n",
       "      <td>30.338</td>\n",
       "      <td>19.763</td>\n",
       "      <td>+ 4.251</td>\n",
       "      <td>+  18.7</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-28 10:47:32</td>\n",
       "      <td>293.581</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2376.099088</td>\n",
       "      <td>292.913</td>\n",
       "      <td>30.338</td>\n",
       "      <td>698.637289</td>\n",
       "      <td>291.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17112</th>\n",
       "      <td>17113</td>\n",
       "      <td>2022/10/28 10:47:42</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>20.431</td>\n",
       "      <td>+10.031</td>\n",
       "      <td>30.338</td>\n",
       "      <td>19.763</td>\n",
       "      <td>+ 4.252</td>\n",
       "      <td>+  18.7</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-28 10:47:42</td>\n",
       "      <td>293.581</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2376.099088</td>\n",
       "      <td>292.913</td>\n",
       "      <td>30.338</td>\n",
       "      <td>698.637289</td>\n",
       "      <td>291.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17113</th>\n",
       "      <td>17114</td>\n",
       "      <td>2022/10/28 10:47:52</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>20.431</td>\n",
       "      <td>+10.030</td>\n",
       "      <td>30.313</td>\n",
       "      <td>19.769</td>\n",
       "      <td>+ 4.251</td>\n",
       "      <td>+  18.7</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-28 10:47:52</td>\n",
       "      <td>293.581</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2376.099088</td>\n",
       "      <td>292.919</td>\n",
       "      <td>30.313</td>\n",
       "      <td>698.321636</td>\n",
       "      <td>291.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17114</th>\n",
       "      <td>17115</td>\n",
       "      <td>2022/10/28 10:48:02</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>20.438</td>\n",
       "      <td>+10.031</td>\n",
       "      <td>30.275</td>\n",
       "      <td>19.769</td>\n",
       "      <td>+ 4.251</td>\n",
       "      <td>+  18.8</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-10-28 10:48:02</td>\n",
       "      <td>293.588</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2377.126630</td>\n",
       "      <td>292.919</td>\n",
       "      <td>30.275</td>\n",
       "      <td>697.446229</td>\n",
       "      <td>291.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17115 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         No.                 time  ms      CH1     CH2      CH3     CH4  \\\n",
       "0          1  2022/10/26 11:15:42   0  +++++++  17.044  + 5.234  36.731   \n",
       "1          2  2022/10/26 11:15:52   0  +++++++  17.056  + 5.235  36.706   \n",
       "2          3  2022/10/26 11:16:02   0  +++++++  17.056  + 5.234  36.681   \n",
       "3          4  2022/10/26 11:16:12   0  +++++++  17.056  + 5.234  36.706   \n",
       "4          5  2022/10/26 11:16:22   0  +++++++  17.063  + 5.234  36.650   \n",
       "...      ...                  ...  ..      ...     ...      ...     ...   \n",
       "17110  17111  2022/10/28 10:47:22   0  +++++++  20.431  +10.030  30.325   \n",
       "17111  17112  2022/10/28 10:47:32   0  +++++++  20.431  +10.031  30.338   \n",
       "17112  17113  2022/10/28 10:47:42   0  +++++++  20.431  +10.031  30.338   \n",
       "17113  17114  2022/10/28 10:47:52   0  +++++++  20.431  +10.030  30.313   \n",
       "17114  17115  2022/10/28 10:48:02   0  +++++++  20.438  +10.031  30.275   \n",
       "\n",
       "          CH5      CH6      CH7  ...      Alarm2 AlarmOut           timestamp  \\\n",
       "0      17.050  + 3.691  +  20.1  ...  LLLLLLLLLL     LLLL 2022-10-26 11:15:42   \n",
       "1      17.050  + 3.691  +  20.5  ...  LLLLLLLLLL     LLLL 2022-10-26 11:15:52   \n",
       "2      17.044  + 3.691  +  20.0  ...  LLLLLLLLLL     LLLL 2022-10-26 11:16:02   \n",
       "3      17.056  + 3.691  +  19.8  ...  LLLLLLLLLL     LLLL 2022-10-26 11:16:12   \n",
       "4      17.063  + 3.691  +  19.5  ...  LLLLLLLLLL     LLLL 2022-10-26 11:16:22   \n",
       "...       ...      ...      ...  ...         ...      ...                 ...   \n",
       "17110  19.763  + 4.251  +  18.7  ...  LLLLLLLLLL     LLLL 2022-10-28 10:47:22   \n",
       "17111  19.763  + 4.251  +  18.7  ...  LLLLLLLLLL     LLLL 2022-10-28 10:47:32   \n",
       "17112  19.763  + 4.252  +  18.7  ...  LLLLLLLLLL     LLLL 2022-10-28 10:47:42   \n",
       "17113  19.769  + 4.251  +  18.7  ...  LLLLLLLLLL     LLLL 2022-10-28 10:47:52   \n",
       "17114  19.769  + 4.251  +  18.8  ...  LLLLLLLLLL     LLLL 2022-10-28 10:48:02   \n",
       "\n",
       "            T1   RH1          vp1       T2     RH2         vp2    Tamb  \n",
       "0      290.194  99.0  1922.327225  290.200  36.731  713.493518  293.25  \n",
       "1      290.206  99.0  1923.789830  290.200  36.706  713.007897  293.65  \n",
       "2      290.206  99.0  1923.789830  290.194  36.681  712.251363  293.15  \n",
       "3      290.206  99.0  1923.789830  290.206  36.706  713.279086  292.95  \n",
       "4      290.213  99.0  1924.643468  290.213  36.650  712.506900  292.65  \n",
       "...        ...   ...          ...      ...     ...         ...     ...  \n",
       "17110  293.581  99.0  2376.099088  292.913  30.325  698.337919  291.85  \n",
       "17111  293.581  99.0  2376.099088  292.913  30.338  698.637289  291.85  \n",
       "17112  293.581  99.0  2376.099088  292.913  30.338  698.637289  291.85  \n",
       "17113  293.581  99.0  2376.099088  292.919  30.313  698.321636  291.85  \n",
       "17114  293.588  99.0  2377.126630  292.919  30.275  697.446229  291.95  \n",
       "\n",
       "[17115 rows x 34 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldg_pp_1026"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "79e4d4e0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.646488Z",
     "start_time": "2022-12-28T00:47:38.616478Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>time</th>\n",
       "      <th>ms</th>\n",
       "      <th>CH1</th>\n",
       "      <th>CH2</th>\n",
       "      <th>CH3</th>\n",
       "      <th>CH4</th>\n",
       "      <th>CH5</th>\n",
       "      <th>CH6</th>\n",
       "      <th>CH7</th>\n",
       "      <th>...</th>\n",
       "      <th>Alarm2</th>\n",
       "      <th>AlarmOut</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>T1</th>\n",
       "      <th>RH1</th>\n",
       "      <th>vp1</th>\n",
       "      <th>T2</th>\n",
       "      <th>RH2</th>\n",
       "      <th>vp2</th>\n",
       "      <th>Tamb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2022/11/03 10:29:40</td>\n",
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       "      <td>15.681</td>\n",
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       "      <td>+ 3.064</td>\n",
       "      <td>+  16.7</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-03 10:29:40</td>\n",
       "      <td>288.831</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1762.425677</td>\n",
       "      <td>288.938</td>\n",
       "      <td>44.388</td>\n",
       "      <td>795.639631</td>\n",
       "      <td>289.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022/11/03 10:29:50</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>15.669</td>\n",
       "      <td>+ 4.368</td>\n",
       "      <td>44.250</td>\n",
       "      <td>15.788</td>\n",
       "      <td>+ 3.064</td>\n",
       "      <td>+  16.7</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-03 10:29:50</td>\n",
       "      <td>288.819</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1761.071503</td>\n",
       "      <td>288.938</td>\n",
       "      <td>44.250</td>\n",
       "      <td>793.166028</td>\n",
       "      <td>289.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2022/11/03 10:30:00</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>15.681</td>\n",
       "      <td>+ 4.368</td>\n",
       "      <td>44.119</td>\n",
       "      <td>15.800</td>\n",
       "      <td>+ 3.063</td>\n",
       "      <td>+  16.8</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-03 10:30:00</td>\n",
       "      <td>288.831</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1762.425677</td>\n",
       "      <td>288.950</td>\n",
       "      <td>44.119</td>\n",
       "      <td>791.425438</td>\n",
       "      <td>289.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022/11/03 10:30:10</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>15.694</td>\n",
       "      <td>+ 4.368</td>\n",
       "      <td>44.044</td>\n",
       "      <td>15.813</td>\n",
       "      <td>+ 3.064</td>\n",
       "      <td>+  16.7</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-03 10:30:10</td>\n",
       "      <td>288.844</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1763.893732</td>\n",
       "      <td>288.963</td>\n",
       "      <td>44.044</td>\n",
       "      <td>790.737569</td>\n",
       "      <td>289.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022/11/03 10:30:20</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>15.706</td>\n",
       "      <td>+ 4.368</td>\n",
       "      <td>43.913</td>\n",
       "      <td>15.813</td>\n",
       "      <td>+ 3.064</td>\n",
       "      <td>+  16.6</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-03 10:30:20</td>\n",
       "      <td>288.856</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1765.249815</td>\n",
       "      <td>288.963</td>\n",
       "      <td>43.913</td>\n",
       "      <td>788.385679</td>\n",
       "      <td>289.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8648</th>\n",
       "      <td>8649</td>\n",
       "      <td>2022/11/04 10:31:00</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>13.088</td>\n",
       "      <td>+ 7.448</td>\n",
       "      <td>44.381</td>\n",
       "      <td>13.219</td>\n",
       "      <td>+ 0.927</td>\n",
       "      <td>+  12.4</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-04 10:31:00</td>\n",
       "      <td>286.238</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1490.225096</td>\n",
       "      <td>286.369</td>\n",
       "      <td>44.381</td>\n",
       "      <td>673.798348</td>\n",
       "      <td>285.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8649</th>\n",
       "      <td>8650</td>\n",
       "      <td>2022/11/04 10:31:10</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>13.088</td>\n",
       "      <td>+ 7.023</td>\n",
       "      <td>44.313</td>\n",
       "      <td>13.225</td>\n",
       "      <td>+ 0.766</td>\n",
       "      <td>+  12.2</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-04 10:31:10</td>\n",
       "      <td>286.238</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1490.225096</td>\n",
       "      <td>286.375</td>\n",
       "      <td>44.313</td>\n",
       "      <td>673.029542</td>\n",
       "      <td>285.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8650</th>\n",
       "      <td>8651</td>\n",
       "      <td>2022/11/04 10:31:20</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>13.081</td>\n",
       "      <td>+ 7.021</td>\n",
       "      <td>44.281</td>\n",
       "      <td>13.213</td>\n",
       "      <td>+ 0.605</td>\n",
       "      <td>+  12.1</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-04 10:31:20</td>\n",
       "      <td>286.231</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1489.543503</td>\n",
       "      <td>286.363</td>\n",
       "      <td>44.281</td>\n",
       "      <td>672.016838</td>\n",
       "      <td>285.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8651</th>\n",
       "      <td>8652</td>\n",
       "      <td>2022/11/04 10:31:30</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>13.075</td>\n",
       "      <td>+ 7.021</td>\n",
       "      <td>44.313</td>\n",
       "      <td>13.200</td>\n",
       "      <td>+ 0.605</td>\n",
       "      <td>+  12.2</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-04 10:31:30</td>\n",
       "      <td>286.225</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1488.959499</td>\n",
       "      <td>286.350</td>\n",
       "      <td>44.313</td>\n",
       "      <td>671.931898</td>\n",
       "      <td>285.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8652</th>\n",
       "      <td>8653</td>\n",
       "      <td>2022/11/04 10:31:40</td>\n",
       "      <td>0</td>\n",
       "      <td>+++++++</td>\n",
       "      <td>13.081</td>\n",
       "      <td>+ 7.021</td>\n",
       "      <td>44.300</td>\n",
       "      <td>13.194</td>\n",
       "      <td>+ 0.604</td>\n",
       "      <td>+  12.2</td>\n",
       "      <td>...</td>\n",
       "      <td>LLLLLLLLLL</td>\n",
       "      <td>LLLL</td>\n",
       "      <td>2022-11-04 10:31:40</td>\n",
       "      <td>286.231</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1489.543503</td>\n",
       "      <td>286.344</td>\n",
       "      <td>44.300</td>\n",
       "      <td>671.471653</td>\n",
       "      <td>285.35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8653 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       No.                 time  ms      CH1     CH2      CH3     CH4     CH5  \\\n",
       "0        1  2022/11/03 10:29:40   0  +++++++  15.681  + 4.368  44.388  15.788   \n",
       "1        2  2022/11/03 10:29:50   0  +++++++  15.669  + 4.368  44.250  15.788   \n",
       "2        3  2022/11/03 10:30:00   0  +++++++  15.681  + 4.368  44.119  15.800   \n",
       "3        4  2022/11/03 10:30:10   0  +++++++  15.694  + 4.368  44.044  15.813   \n",
       "4        5  2022/11/03 10:30:20   0  +++++++  15.706  + 4.368  43.913  15.813   \n",
       "...    ...                  ...  ..      ...     ...      ...     ...     ...   \n",
       "8648  8649  2022/11/04 10:31:00   0  +++++++  13.088  + 7.448  44.381  13.219   \n",
       "8649  8650  2022/11/04 10:31:10   0  +++++++  13.088  + 7.023  44.313  13.225   \n",
       "8650  8651  2022/11/04 10:31:20   0  +++++++  13.081  + 7.021  44.281  13.213   \n",
       "8651  8652  2022/11/04 10:31:30   0  +++++++  13.075  + 7.021  44.313  13.200   \n",
       "8652  8653  2022/11/04 10:31:40   0  +++++++  13.081  + 7.021  44.300  13.194   \n",
       "\n",
       "          CH6      CH7  ...      Alarm2 AlarmOut           timestamp       T1  \\\n",
       "0     + 3.064  +  16.7  ...  LLLLLLLLLL     LLLL 2022-11-03 10:29:40  288.831   \n",
       "1     + 3.064  +  16.7  ...  LLLLLLLLLL     LLLL 2022-11-03 10:29:50  288.819   \n",
       "2     + 3.063  +  16.8  ...  LLLLLLLLLL     LLLL 2022-11-03 10:30:00  288.831   \n",
       "3     + 3.064  +  16.7  ...  LLLLLLLLLL     LLLL 2022-11-03 10:30:10  288.844   \n",
       "4     + 3.064  +  16.6  ...  LLLLLLLLLL     LLLL 2022-11-03 10:30:20  288.856   \n",
       "...       ...      ...  ...         ...      ...                 ...      ...   \n",
       "8648  + 0.927  +  12.4  ...  LLLLLLLLLL     LLLL 2022-11-04 10:31:00  286.238   \n",
       "8649  + 0.766  +  12.2  ...  LLLLLLLLLL     LLLL 2022-11-04 10:31:10  286.238   \n",
       "8650  + 0.605  +  12.1  ...  LLLLLLLLLL     LLLL 2022-11-04 10:31:20  286.231   \n",
       "8651  + 0.605  +  12.2  ...  LLLLLLLLLL     LLLL 2022-11-04 10:31:30  286.225   \n",
       "8652  + 0.604  +  12.2  ...  LLLLLLLLLL     LLLL 2022-11-04 10:31:40  286.231   \n",
       "\n",
       "       RH1          vp1       T2     RH2         vp2    Tamb  \n",
       "0     99.0  1762.425677  288.938  44.388  795.639631  289.85  \n",
       "1     99.0  1761.071503  288.938  44.250  793.166028  289.85  \n",
       "2     99.0  1762.425677  288.950  44.119  791.425438  289.95  \n",
       "3     99.0  1763.893732  288.963  44.044  790.737569  289.85  \n",
       "4     99.0  1765.249815  288.963  43.913  788.385679  289.75  \n",
       "...    ...          ...      ...     ...         ...     ...  \n",
       "8648  99.0  1490.225096  286.369  44.381  673.798348  285.55  \n",
       "8649  99.0  1490.225096  286.375  44.313  673.029542  285.35  \n",
       "8650  99.0  1489.543503  286.363  44.281  672.016838  285.25  \n",
       "8651  99.0  1488.959499  286.350  44.313  671.931898  285.35  \n",
       "8652  99.0  1489.543503  286.344  44.300  671.471653  285.35  \n",
       "\n",
       "[8653 rows x 34 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldg_pp_1103"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6c06b479",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.661953Z",
     "start_time": "2022-12-28T00:47:38.651981Z"
    }
   },
   "outputs": [],
   "source": [
    "gas_pressure = 400 # mmH2O g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "90264e99",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.677912Z",
     "start_time": "2022-12-28T00:47:38.663948Z"
    }
   },
   "outputs": [],
   "source": [
    "fig_dim = (90/25.4, 120/25.4)\n",
    "fig_dpi = 96"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "199681e9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.693872Z",
     "start_time": "2022-12-28T00:47:38.679906Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_convert (axe, twin, ldg_station_raw):\n",
    "    axe.plot(ldg_station_raw.timestamp, ldg_station_raw.RH, ':')\n",
    "    twin.plot(ldg_station_raw.timestamp, ldg_station_raw['T']-273.15)\n",
    "    # twin.plot(ldg_station_raw.timestamp, (ldg_station_raw.CH3 - 1) * 25.)\n",
    "    axe.set_ylim(70, 100)\n",
    "    twin.set_ylim(0, 50)\n",
    "    axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "059ba979",
   "metadata": {},
   "source": [
    "##  부스터 후단 데이터 (22-09-22 12:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "76d35b1b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:38.993069Z",
     "start_time": "2022-12-28T00:47:38.694866Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "88a5311158de49e4a4d3decc98393532",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert(axe1, twin, ldg_station_raw)\n",
    "axe2.plot(ldg_station_raw.timestamp, 100*ldg_station_raw.vp / (ct.one_atm + gas_pressure / 1000. * 997 * 9.80665))\n",
    "axe2.set_ylim(ymin=0, ymax=5)\n",
    "axe2.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69b2df79",
   "metadata": {},
   "source": [
    "##  9보일러 전단 데이터 (22-09-22 15:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "ddc35389",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:39.261396Z",
     "start_time": "2022-12-28T00:47:38.994066Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aa19b94ae22b4093855e3a29621cacde",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert(axe1, twin, ldg_pp_raw)\n",
    "axe2.plot(ldg_pp_raw.timestamp, 100*ldg_pp_raw.vp / (ct.one_atm + 0.4 * 997 * 9.80665))\n",
    "axe2.set_ylim(ymin=0, ymax=5)\n",
    "axe2.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fd8d3e0",
   "metadata": {},
   "source": [
    "##  부스터 후단 데이터 (22-09-26 10:30~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "840a5dce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:39.527641Z",
     "start_time": "2022-12-28T00:47:39.264343Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4bf5105e515e405794d9e6781d7d09a4",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert(axe1, twin, ldg_station_raw_0926)\n",
    "axe2.plot(ldg_station_raw_0926.timestamp, 100*ldg_station_raw_0926.vp / (ct.one_atm + 0.4 * 997 * 9.80665))\n",
    "axe2.set_ylim(ymin=0, ymax=5)\n",
    "axe2.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0811f247",
   "metadata": {},
   "source": [
    "##  9보일러 전단 데이터 (22-09-26 14:30~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "73b4b0aa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:39.543599Z",
     "start_time": "2022-12-28T00:47:39.529633Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_convert_two (axe, twin, axe2, ldg_station_raw):\n",
    "    axe.plot(ldg_station_raw.timestamp, ldg_station_raw.RH1, ':', label=\"상대습도 %\")\n",
    "    axe.plot(ldg_station_raw.timestamp, ldg_station_raw.RH2, ':')\n",
    "    twin.plot(ldg_station_raw.timestamp, ldg_station_raw.T1 - 273.15, label=\"온도 'C\")\n",
    "    twin.plot(ldg_station_raw.timestamp, ldg_station_raw.T2 - 273.15)\n",
    "    # twin.plot(ldg_station_raw.timestamp, (ldg_station_raw.CH3 - 1) * 25.)\n",
    "    axe.set_ylim(0, 100)\n",
    "    twin.set_ylim(0, 50)\n",
    "    axe.tick_params(axis='x', labelrotation = 45)\n",
    "    \n",
    "    axe2.plot(ldg_station_raw.timestamp, 100*ldg_station_raw.vp1 / (ct.one_atm + 0.4 * 997 * 9.80665), label='수분량 %')\n",
    "    axe2.plot(ldg_station_raw.timestamp, 100*ldg_station_raw.vp2 / (ct.one_atm + 0.4 * 997 * 9.80665))\n",
    "    axe2.set_ylim(ymin=0, ymax=5)\n",
    "    axe2.tick_params(axis='x', labelrotation = 45)\n",
    "    \n",
    "    axe.legend(loc='lower left')\n",
    "    twin.legend(loc='lower right')\n",
    "    axe2.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "88d45629",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:39.999005Z",
     "start_time": "2022-12-28T00:47:39.544598Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "913f2f226c4e410dbf350af5805bcdf8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert_two(axe1, twin, axe2, ldg_pp_0926)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3361c08",
   "metadata": {},
   "source": [
    "##  9보일러 전단 데이터 (22-10-13 10:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "f00a50bf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:40.451118Z",
     "start_time": "2022-12-28T00:47:40.002972Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "version_minor": 0
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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert_two(axe1, twin, axe2, ldg_pp_1013)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bc37594",
   "metadata": {},
   "source": [
    "##  9보일러 전단 데이터 (22-10-19 15:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "8683d6fa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:41.065906Z",
     "start_time": "2022-12-28T00:47:40.453114Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f77e6be50>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c513e1475d5443819ec9392e5a95a153",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert_two(axe1, twin, axe2, ldg_pp_1019)\n",
    "axe2.set_xlim(pd.Timestamp(\"2022.10.19-15:00\"), pd.Timestamp(\"2022.10.21\"))\n",
    "axe1.legend()\n",
    "axe2.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "2cc55e94",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:41.332161Z",
     "start_time": "2022-12-28T00:47:41.067868Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "324a966aa8aa43449203b80628a280ac",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(ldg_pp_1019.timestamp, ldg_pp_1019.CH3.apply(lambda row: (float(row[1:]))))\n",
    "plt.plot(ldg_pp_1019.timestamp, ldg_pp_1019.CH6.apply(lambda row: (float(row[1:]))))\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8993dcdb",
   "metadata": {},
   "source": [
    "##  9보일러 전단 데이터 (22-10-26 15:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "a0cc8692",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:41.832113Z",
     "start_time": "2022-12-28T00:47:41.333160Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f77d56e80>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac0caa4874e54070bfa803ce2f780a9a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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elgAMD+KR3xy/VwzOvbWLWNqV0bYGCLelj+9yMAwJqTwYhPz8G2K2GqZaQyJdKz5UjPluPjA4GITpFi08X8EcOuPsuvQTx+lYYJO2/Cz4MbzcfRyhRW8RlIyZKhmaMlNr/bVu0zPIvLAAD89C+XyJ/GpuPA1I4QGQghFApgTneRVYhCocDVq1fRqFHxA7LI5XLVhTYnJydERUVVaPtxcXHw9/fHn3/+iX/++QfffvstevfujYULF6Jnz55FLuIZGBiojVdcHiEhIfDz84NQKETXrl2xceNGyOVyzJ8/H+vXry927NLqhmqoWrTgj/uYsS8A604Fl7rclWcJiEjKwqIjD/Dt2ado/6brVQNbM1wNTcCYbf+pkikAjN3+H04/ikHfby8DAHzc6qJXU3u85+eGM3O7AgC+H+2Nem9G6hnVzgUv1gzE9O4N8fuHvghY2gerhjaDoVCAze/mj6zzWT9PdG1si95N7fD2pqtIzpIhTSrD1K4NsHhQUwQs6YOnqwdgZjH9Pju+GSbxzxl+OPVxF2wd3w5N61nAw65OFfag5uTVxAuatPs23BaewLnH+QMM/3YzAm4LT2DRkfuqabFp2XBbeEI1BGCet364AreFJ1Q3HwDAt2efViq+Q4cOITc3F9u2bSsyKPu1a9cgEokwbNiwCm9XKpWiR48eaN68OYyMjHD//n307dsXp06dwqxZs7B69WrUq1cPFy9erFTcBbVq1QpXr15Fbm4uzp8/D29vb/z0009wdHTE4MGDq7x9fUA1VC1Kz5EBAHZcDUNKlgzr/9dSrb1QoWT4YPdtdGhgDZs6xkjIyMHWyy/w36Je+GFMa0zcdQsv4vPv7jkwtSOexaZj6dFHauX8NC6/ttjY3lxVS34QlYrZPT0wp3djCIXq7ZQ9Pe2xaWwbNHEwx6mPu8DR0hSWYhH2fNAeAPDz5edYczIYDW3r4POBTVXrGQmLb+98z88N7/m5VWIvkcKePn2KadOmYf369TA2NsbAgQPxzz//oEkTrudDp06dcPXqVQDcKX9J9uzZg71790KpVGLZsmUAAFNTU+zcuRMuLi5FmgeGDBmCIUOGID09HXXqVP2HsH///rhx4wbatm0Lb29v+Pv7w8fHB3v27MHQoUORkJCA+fPnV+/kWqFxsnRI34bvq4xsmZwtOBykGrot+HUaY4yxF/EZ7OqzeNX0+guOM8YYa77sNBu08TJTKLhhAOPSstlf96JYrlyhtt0nr1PZL9fD2Igt19jWf0O1+6GqmezsbPb48WOWnZ2t61DK5cSJE0wikbBPP/1UNe27775j1tbW7NKlS2zXrl2sU6dOqnlnz55lTk5ORbazfPly9t577zHGGHv33XfZ8uXLWUxMDDMwMCj3a+XKlYwxbgg8ACW+Pvnkk3J9ts8++4x98MEHbMSIEWz//v0sISGB1a9fnyUkJBRZtrTvTZ9yA9VQtcjY0ABL3/LCgduRAIAPf72DuX0a4+MDgcUu/2BlP7VuTbbmxsWOkuTpYAFPBwtM8HXTVOhER8LCwrBlyxb873//U037+OOP0aNHDzRp0gRhYWGlrF06e3t7yOVyhIeHY+jQoQgMDCyyzJ49e3Dv3j18++23qmnNmzdXXQQFuLuYDh8+jO7du5e77PDwcOzcuRMPHjxA06ZNsWfPHpiamqJdu3a4fv063n777Up/Ll2ihKplZsaGODqzE367GYHf70SqXY3f8m4b+Lhzp/t5qAtR7TZz5kwA3KjyX3/9NQ4dOoTIyEgIBAK4urqiXbt2mD9/fpH15HI54uPjERUVVeKDMPNkZ2cjKCio2HlxcXFVStolWbRoEebMmYN69eqpjfglEAgqfLFLn1BC1YFWLlZIzsrF73cikZSZW+owc4QAwPTp0/HkyRNs27ZNVUN88OABPvroIxgbG6vaHYVCIWJiYmBmZgYLCwu4ubmhR48e5Rqlqbh2UplMhgEDBvD6WW7evInr169j586dAAA/Pz/8/fff6N27N27cuIHvvvuO1/K0iRKqjnRvYkd3ApFyu3jxIr799lt06NBBNc3X1xdz5szBmjVrVNN69uxZbA2vtI78ANcNKiMjo8j09evXqy54JSYmwsmp+IG5ixvV/syZM+jatWuR6Z988gn8/f1Vg9N8//33GDNmDD799FMsWrSoxDKqA0qohFQDffr0wVdffQVnZ2c0a9ZMVUP99ttv0aNHjypvX6FQlHiWNGTIEADck4vzHmhXFXkJOo+npyfu3btX5e3qAxqxn9QqOTk5ePHiBRo0aKDXw8AVlpubiw0bNuDgwYN4+fIlAMDd3R1jxozB7NmzYWRkVMYWqrfSvjd9yg1UQyWkGjAyMsKiRYuKPOaY6Be6U4oQQnjCa0K9cOECunTpAkdHR7i4uGDkyJEIDw8HwN3H261bN9jZ2cHDwwN79+7ls2hCCKmwOXPmcENF8pSneEuoUVFReOutt/Dee+8hOjoaISEhMDc3x5AhQ5Cbm4uBAweif//+iI2NxeHDhzFz5kxcv36dr+IJIaRC/vvvP7X+t3zkKd4SalBQEIyNjTF58mQIBAKIxWLMmjUL9+/fx6lTp5CZmYn58+dDIBDA29sb48aNw+bNm/kqnpAKUSpLHgqR6B++r53n5ORg2rRp2Lhxo2ra6dOnq5yneLso5efnB3Nzc3z//feYPn06MjIysH79egwaNAh37tyBj48PDAwMVMv7+vpi1apVfBVPSLkYGRnBwMAAr169gp2dHT31tBpgb556KhQKeRvib9WqVRg0aBBatMh/3Pjt27ernKd4S6h169bFv//+i379+uGzzz6DXC7HwIEDcejQIXz88cdFBsa1s7NDbGxsCVvj7tAo2EFZKpXyFSqpxQQCAdzd3fH69esKjxlKdEcoFMLFxaXUhytKpVK1PGFoaFhsAg4MDMSRI0cQEBCgNj02NrbCeaow3hJqRkYGBgwYgJEjR+Lzzz+HVCrFRx99hDFjxsDW1rbIjhAKhaWedvn7+2PlypV8hUeIikgkgouLC5RKZbW+b7w2EYlEZT6p1tnZWe398uXLi9whJpfLMWnSJPz4448wMTFRm8cYq3CeKoy3hHro0CEwxrB69WoAgFgsxs6dO1G3bl34+fkV6XCbnJxcaifcxYsXY8GCBar3SUlJRXYYIZUlEAhgYGCgdnpHqreoqCi1nFLc41+++eYbtGrVqti7yyQSCUJDQ9WmlZWnCuMtoaampsLMzExtmrGxMUQiESZOnIjly5erzbtz5w7atGmDkohEIrXqet59v4QQUhxTU9My88SdO3dw+vRpHDlyRG16y5YtYWtrW+TiV1l5qjDervL369cPjx8/xubNm6FUKpGdnY158+ZBLBajV69eyMnJwYYNG6BQKBAQEIBt27Zh6tSpfBVPCCFlOnjwINLS0pCSkqJ6AcD9+/fx4MGDKucp3hJq06ZNcezYMezbtw+Ojo5wd3dHcHAwzpw5A0dHR5w4cQKHDh2CRCLBO++8g3Xr1hU7Qg0hhOiCWCyucp6iwVEIIdWaPuUGupefEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4QgmVEEJ4wntCffDgAfr27QsHBwfY2tpi9uzZAICQkBB069YNdnZ28PDwwN69e/kumhBCyrRjxw60adMG9vb2cHFxwaRJk5Camgqg6nmK14QaGhqKvn374v3338fr16/x6tUrjBs3Drm5uRg4cCD69++P2NhYHD58GDNnzsT169f5LJ4QQsp09uxZ/PLLL4iNjcXjx48RHR2NuXPn8pOnGI8mT57Mvv322yLTjx49yuzt7ZlcLldNmzFjBnv33XfLve3ExEQGgCUmJvIRKiGkhqhqbvjuu+9Y+/bteclTvNVQZTIZfv/9dzRs2BDt27eHvb09Ro8ejYSEBNy+fRs+Pj4wMDBQLe/r64vbt2/zVTwhhFRYcHAwdu7cifHjx/OSp3hLqJGRkZDL5di8eTOOHj2Kp0+fQi6XY9SoUYiNjYWdnZ3a8nZ2doiNjS1xezKZDFKpVO1FCCElKZwvZDJZqcs7ODigadOm6NChA2bOnFmpPFUYbwk1JiYGUqkUa9asQb169WBpaYmvvvoKFy5cAGMMQqF6UUKhEEqlssTt+fv7QywWq17Ozs58hUoIqYGcnZ3Vcoa/v3+py8fExODp06d48uQJJk+eXKk8VRhvCdXCwgICgQAtW7ZUTXNzc4NAIMCLFy+QnJystnxycjKsra1L3N7ixYuRlZWlekVFRfEVKiGkBoqKilLLGYsXLy5znUaNGmHdunXYvXs3zM3NK5ynCuMtoXp4eKBOnTp4/vy5alpoaCgYY5g6dSoCAgLUlr9z5w7atGlT4vZEIhFMTU3VXoQQUpLC+UIkEhVZRqFQFJlmZGQEAwMDdOjQocJ5qjDeEqqJiQnGjBmDOXPmID09Henp6fj0008xatQovP3228jJycGGDRugUCgQEBCAbdu2YerUqXwVTwghZbp69SrGjx+vqvglJydjyZIlGDlyJD95qlL9DEqQkZHBPvjgAyaRSJiTkxObMmUKS0tLY4wxdu/ePdahQwdmaWnJXF1d2datWyu0beo2RQgpTkVyQ25uLlu7di3z8vJidnZ2rH79+mzmzJm85SkBY4xp5KeAZ0lJSZBIJEhMTKxQmwYhpGbTp9xA9/ITQghPKKESQghPKKESQghPKKESQghPKKESQghPKKESQghPKKESQghPDHUdACH6SqlkEL66Czw5Brh1AQwMgYx4oEF3oI6trsMjeogSKiGF/PciEeu27cVfxsvyJ177ruiCrcYAvVcA5g7aCo3oOUqohBRw5Vk8vt25F38Zr1BNS2NihDN7KCGEtzB/8B8E7edeQkPg/ROAa0ftB0z0CiVUQgAolAybLoTi+YXdOGK8STX95bjrOB5pjK//CVFNq4MsfGR4FNMMj3ETlHJgZz/AbxbQbQFgbK7t8ImeoHv5yyLPASJvAlG3gZc3uGlCQ0AgBAxEgIER92IKrp2t5UhuOqk2Tj98jXl7r2Oh4X5MMDwLAFC6d4dw3B9cu+kbjDHcCkvC2lPBCIxMAcDQQRCM341XqW/Q2QeYfE5r8dd2+nQvPyXUkgSfAA6Mrdy6Yhug/VSg02xAROO46qvb4UlYfzoYzSP3YorhSTgIuMGFmW1TCKZeLPW7ex6fgf03I/B30CvEpefAWxCq3uYK4MqgS/Bt0wqGBtSZRpMooVaC1nZawjNgUzv1aTZNgKwEwLk90Gwod0rHGKDI5V4ZcUDwca4mW5hNE6DrZ0Dz4YCQ/rB0Ta5QYv/tSCz96yF8hY+w3yj/MRm5Ek8YDdkIuHYo9/akuQoERCRjws5bECpleGYyQW3+rNyPcN20O1o4W+Kr4S1hZ2HC22chHEqolaCVnXZuJXD1m/z3Eg+g1zLAa0j5txF5C9jRp/h5jfsDNo2AFv8D6rWqWqykwnLlSvRYfwmKlCj8ZuSPBsKY/Jm9lgG+swBDo0pvP1umQGhcBv69eAozQz9UTVcwAQblrkUwc0UDGzPM6dMYzR0tYGEqgk0d46p8JAJKqJWi0Z2WEQ/8MQkI+xcAwEwsEdN/Bx6IWiAmLRvp2XJsvhiKdm7W8HQwh5GhEOnZchgbCuHjZo1WLlawNS/0h8EYcG8v8PdHxZdp4Qw4tQH6rwUs6QGEmpaXTBul3cBuo6/UZ855CFi58FsgY2B/TYcgaL9q0u/y7lghnwAp1Gupb7Wshw4NJGjpZImWzpYQCAT8xlLDUUKtBI3ttBeXgD35NdB7Sg8My10BVsGbyAyEAvT1ssf7fm5o7VoXRoYF1lcqgfsHgISnwNVvi67s1A6Y8BddHdYQpZKh2fJ/0EXxH342erP/RWJg0hnAoYVmC495APzUWW3SM+aMPjlfAig5cX47qhV6etrD0pQucJaFEmol8L7TstOAv6ZzbZ9vfJI7DX8ou6ret3KxwqsUKRwsTJCQkYP3/NyQnJkLsZEhjEVC3H2ZjHsRKUjIyFHbtIlIiFbOVmhga4ZXKdlo7WoFCxMROjSwRjNHSyA3i6u9nvosfyWBEOjyCdB5LmBkVvXPRwBwyXT5kTv46MEI2AtSuIlO7YAPTmu3N8b9Q8CRyWqTcrovxUO3D3DwThQev07Dg+jUYlfdOKY1BrWoBwMh1VyLQwm1EnjbaYwBD//gTvHf+F7+DjbLhyAHXPvZ+35uWPqWV7kP4GyZAn/ei8aeGy+RI1PgRUJmudbr2cQW2+r8BINHf6jPaD8V6OtfpfY8wnVz2n3wMCY+KZDIOs8Fei0HdHFaLcsG1jpx/VbzSDwAOy9g0DeQGlnjvxeJ+O7cU8Sl5+B1arba6g1szTCvT2P0a+YAEfUcUKGEWgm87LT4p8CPPmqT3s5ZjQesAQDgf22dsXZYiyp3cwlPyMSmi6HIypUjIikLD6PTSl1+oq8r5tS9BssLC9RnNH0b+N8e6h1QCYwxBKx/G20zr+RPHLwJaDNed0HlkSYDXzXk+i4X1nw4MGgDYFoXr1KkGL/jJp7HF/2Bft/PDYO9HeHtbAVhLa+5UkKthCrvtBf/AnsGq95ulQ/C1/JRkL+5WWxcR1esHqrZ9rTkzFzM/+M+zj6OLXZ+O2cz7BGugDjuXv5E83qAqy8w4Eugjp1G46splNkZEK5zUr1PtWgMy0l/AZZOJa+kC/Ic4NLa4tvV63cCzGyBhj0gazUexx+8xq2wJFwKiS9Sc32rZT18PrApHK1qZ5/nWpFQ58yZg++//x5hYWFwc3NDSEgIpk6diidPnsDCwgIrVqzAuHHjyr29Ku208GvA7oGqtz1z1uMFc8TwNs74qKcH3G1002YpVyjx+51ILDv6CApl/tcwoJEZlor2wvHFIfUVrBtwf2hd5nH/J0Ww8GsQFPiuo10Hw2niHt2c4ldEwK8l9wgBAO93Ac+3oGzYCyceJ2LXtTAERKQUWezdDq6Y1q0hXKzFmotVz1Q0N1y4cAHLly9HcHAwjIyM0K1bN/zwww+QSCRVzlMaSaj//fcfFi1ahEuXLiEsLAyOjo5o2rQpJk+ejIULFyIoKAjdunXDqVOn4OfnV65tVjahymKeIHtLD5gLpPhX0RITZfPRytUaP49vV7Srkw49iErF3IOBCI3LUE0zRi7+Z/AvVot2FV3BpjEAAfDuQaCum9bi1Gt3fwGOzVa9/av+YgydOF+HAVVSajQQehY49nHJy7Qej9yB32HHtZf48nRwsYsse8sL77R2Ql2zmt0WX9Hc4Ovri7Vr16Jbt26QSqUYOnQo3NzcsGnTpirnKd4Tak5ODjp06IBff/0VLVu2RFhYGO7fv4+pU6ciOjoaBgYGAICZM2ciNTUVe/fuLdd2K5NQ2d1fIHjzB3ZT6YkfnL/Btvc7wtTIoHIfTgsCI1Ow7OhD3I9Sv+LrKojDZ/Z30SXtOKyUyUVXdOkI9FwCuHXW/9qYBrAbP0Lwz+eq9390PYXhPcv3R6DXFHLg5VUg/CrXMyT9tfp8ty5AtwVIr9cRs/bfw62wJGTlFm2b9W0gwYaRrWpcs8CjV6m49+wVxnf3KndukMvlMDTMH6Nh8+bN2LlzJ5YtW1blPMV7Ql2yZAkYY/D394dAIEBYWBh27NiBwMBAHDt2TLXc3r17sWrVKoSEhJSytXwVTaiyGz9D9A/XLSlQ2RCHm/+E1SPbV+5D6UCOXIGVxx7jt5sRRebVQyI+NvwDow0vFV3R1BqQJnH/t3IFUiIAI3MgNx1w9QPig7n5bSYAsY+4K95unQGh/v7IlEW5uROEcQ9V77d1uoQpfVrrMCINYQx4eR04uxSIvqs+TyTmut01GQBpXU8M2ngF2TIFXhVqb3WTiDGzhwe8HC24LnzVVFauHN2/voS49BwoZTmI/GZ4pdtQx48fD4FAgPr161c5T/GaUAMDAzF27FgEBATAxMRElVDXrFkDhUKBHTt2qJY9c+YMRo4ciZSUlGK3JZPJIJfndy9JSkqCs7NzuXaadM9ImL74R/V+s98VzOjbsmofTodSsnJx+VkCjgW9woOoVMSk5f+RiJGN3sIA+AkfoqdBIOzy+lpWhLEFkJMOdJwBdPgQqFufv+A1SakAvsg/Fi4rWkA+9hB6Nq2nw6C0hDHg9nYgcB/wOghgyvx5VvW5rnetRuOVzAx+6y6UuJmvRrSEyECAdvWt4WBpovfdsTJz5PjnUQzmHQwCwB3/HUyjsXvFx4iKilLLDYaGhhCJSu9rfOLECYwePRp3797F+vXrK5ynCuNtPFS5XI5Jkybhxx9/hImJ+q11jDEIC3X9EQqFUCqVKIm/vz9WrlxZ4TgSrmyHzZtkelHRCkmD92CGj1uFt6NPrMRGGNzKEYNbOQLgbqP87HAQHr1KQ2gc8LfSD38r/SCQK+EsiIeX4CVGGvyLYwpfjDM8h23yQYhnljCEAk2EkXARxKOFIAy+Bo+5AnLedOv670fuBQCWLsDgjUDDnjr4xOUQFwxszh/E5KqgLexm/gVPBwsdBqVFAgHQfgr3ykkHTi0EUiO526dTXgJnFgNnFsPR1hPhIz4E8xqK8+EybL/6ApFJUkSnSAEA8w/fV23SQChAc0cLdGwgQR8ve7Rz45ITY0znt8MqlAzfnn2KTRdDVdMmG5zAEtE+ZMkNsRuAs7P6LdzLly/HihUrStxmcHAwxo8fj927d6Nx48aVylOF8VZD/eqrrxAcHIydO3fmb/xNDfWnn35CaGgoDh8+rJp36NAhfPbZZwgPDy92e5Wpob4M+hf1/8zvGhX4QTi8XetW8ZPpv1y5Ev4nHuOXGy9hKjKAVFa0DU1iZgRTIwMkZeYWaWNzRAKGGlzDHMPDMBIU0zeyxUjAcxA3uItI96MlsZiHEPzUSfV+g/EMjJu5HPY0khOQmcDd/Xd3N/Dqnvq8JgMB++ZAhw8RmSPG4r8eIjIpCwolQ1x6NnLlShTobAIjQyEkZkaqblotnCxhaCDA1yNawsVaDCMDoVYSbUaOHHMOBOLck7zuhgxPjSeojtVMi8ao88mdCtVQo6Ki0KlTJ8yZMwdz584FACxcuLDCeaow3hLqyJEjcfr0abUMn5qaCnNzc9ja2oIxhhcvXqjmLViwAM+ePcORI0fKtf2y2lCDHgfD/vf+cBAk47pJF7SY8yfMTeg+6OIolQzhiZnIylUgNi0bt8KSsPUy992YIhtTDE5inuhwyRtwbAOM+lUng7rI//sZhqfzb9kdr1yJnctn6/2pqk5kxAP3fgWeXwDCC9zgIDTk+jY36gs06gPYNQUApGbJEBCRjCvPErDnRjjkyrJTg1AA+LhZY37/JmhgU4fXHgXPYtMxbMt1pGdzFSsLE0N8/VZ99Ls/B4h4M9i7oQmSpj+CxMa23G2oSUlJ6NKlCwYPHoy1a9eqph86dAgLFiyoUp7SaMf+vBqqnZ0dGjVqhHnz5mHOnDkICgpC79698dtvv6F///7l2lZpCfVJZDyytg1AW+EzPDRsjoafnIepKdVWKiorV45fb7zE2lNcNxxTZOMDg9PoJHyI1sJQmApyi67UeADQuB/g1Jb7w9TU/fG5Wcg+uxomt39UTTrY8xJGdq2BF580ITUaeHoaOL8SyC40ZoDYBvDozQ2obesJtB4HZmSG8MQsKBmDnbkxUrJkuBQSh6VHH5VajJOVKewsjGFsKISxoQECIpKx9C0vvNWyHsRGpbcwMsbw6FUavjn7FK9Ts/Hkdf4dhhIzIxxt9wDONws0A/ZbC/jOqNAF68zMTPTu3RteXl5qbaUAkJWVVeU8pZWE6ubmhsDAQEybNg3BwcGwtLTE4sWLMXXq1HJvq9idppAjVynAHyuHY4zhRbxiEtSdcx2mdekplFWlVDLcDEvCvchkfHWau8LpKYjAaeOFZa9c143rReDSgbsRoSqnhTkZwJ8fqg1ic07ZFsqRv6Jvcz2786m6yEwEHhwC7uwEUqMAWQljT9h6cj+SyS8BMxvuttiGPaEwtUGOQonTD2Pwy5vxK4Jj0kstUigA/BraIDNXjlbOVmhTvy7kCiWikqW4H5WKiKRMhCdkIVdRtL3yyFsCtDk3Jn+CU1tg+HbVzS0VSahHjx7F0KFDYWtrq3Y2bWhoiKioqCrnqep566mpADjxCfDwDyyRTcRq0S5kMxGi3vkTHt5ddB1qjZSZI8fOq2HYcPYpAMACmVhouB8NhK/RSvC8+NorAJjZAU3fAhr1A1zaA+JydGthDIgOAG5v454q+kaI0hm/1J2NaRPGw1VSe+4E0ih5LhB+GXj6D3Dr54qta92AG3y93QeApQuy5Uq8iM+EVKZAtkyBlCwZNp5/hrDETOTKy39hp139uhjYoh76NraA8+lJwIuLBWZ+AAxcr9bNr1bceso3tZ1maQ6sb4x/pW7wY0EQCRS43eZL+AyepuswawXGGO6+TMaF4Dhce56IoMgUAIAEqWgjfIbmwnB4CKIwyOBW8Rtw7wa0HgdAANg25vpQZiVy7XwBv3JXqQv5Xv4OhN0XYnqPxvSMJk3LyQCenwcUMiDkFJD4jOvL/PJq6etZNwSSngNDt3AjaDm0VA3sE5OajcN3I/HLjZdwrmsKY0Mh7oQnw8OuDprWs8CwNk5o5mgJazMjboyDy19zr4I+usM98aIQSqiVUHinPbt5CnVPToWNIA1/mQ7D0AXF3J5JtCpXrsSF4FjsuxmBK88SADC0EIRhsMF1tBcGo5XwRZnbyJPBTPCHogvOKtsh3MIHP0/wgZdjLekSpe9y0rmB2U9+xt1IkvISyM0oflnbpkD8k/z3M29zifnMcuCzZ1x77obGgEcf7nbb4rT/kBscqISmI0qolVBwp4lNjBCyrgtaCV/gsXFLNG3fD4JeS3QdIimEMYa/g15h3sEgKJQMFshEb+FdtBI+h6MgEe2ET2GOLMTAGs6CBJxTtMZD5o5HSjdcULbGJ/29MNHPXa9vFSbgnkgRcYN71PrNrdx4r4qcohe/KsLcEWjcF+i+CDAv/ZoIJdRKKLjTnv3pjw6R2xGptIVF056wDPkdGPA10KH8jcdEixgDBAKEPA3BiV83IE7khCiLNjBRZiI7IRxXldywiT6CYDQSRmH6jM/gIqnD9Rigx3BXH/Ic4MFhrl01Iw744U0PDJvG3ON/RGLuMT8ZxQ9fqWLhAky7Anzlxr3vOh/oubjExfUpofJ2p5Q2eY1agdvbImHYZS5cjr/pzmBa8zvwVzu5mcAa7u4uvLMVTZoMRBOTY4AsC3jrD+D+cSDtADd/zAFg/xfc/5VjgXW9uf8vjARM6FRfq3KzuFpm3n6/f5C7yt+wJzc2hFIOWLoCrwOB7b0ACydg7iNg9Zvxes8u497nmX69aHc6mZQbaFuew43zKxKrn9JHB+T/v2EP4Mlx4MJqLtFq89E1FVQtE6p5HXP4zD3IvWkVw/Wxi38CfOkOjPuDe5oo0Z7cTK5NrfEAIOg34OhMoGEvbmyAPEoFd3FDlsV1Km/QgzutCz0LTLnA3X/eby03cEvBgbSVcmCFFQDGdZeZUvJ96aSKpMmAiRXwY3vuNtaxhwDjOsCRKdz8xTHAd28GYe+5lLtoBXAjYMmk3MhX4VcAv4+4O+rmPQHqOBT/xAmRaelnH05tgCVx3P8NjYEVbwZyWd8YWBDGy8fVhGqZUNWITAEbD+CXt7k/xm09gBVVaLshZUuPATY04f6/MAJY58r9v+MM7t5yAEgMBRp0A3wmcwm0+XCuBlLwu7H3AuYXuFDlWyABL0/hbp00qsM94jklAmjzXv4f1uIYag7gizQZ+NKN+/9b3+W3fZ5eCLyf3/8XBVsHndpyV/GvrOd+9IzE3LJvmncAABaOVYvLsJjxikfs5AaMv7AKmHhK74aqrP4JNc/Ar4Hf3+VG2Ul6QSPa8ynsMhC4n3vGledA9YsN6QXaw2wac/1OXf249mwDEfd8pMoQCPLPNOq14hLqm1skAXCngC4+NLh2ZWQmAF83zH+/sMAQkekxwJwHwK6B3M0ZFo7qP4IrUrkzkrxT9GWJ6tvWVILLi0EmBTa25mrFQQcA7zGlr6dlNSehNn2L2+nbe3M73NIFmPuw7PVIUfIcru1TKQcWRXHPNgr6jbuY4DkQkL8ZPrBxfy6hLYkDhKL8U7sPTvEbz6hiBveNvsM9lvl/u4Fm7/BbXk2hVHLfCWPASitu2uevAWlK/jJDfwJMLLmmFAtnwNyemz7jesnb1eVjzkWmgOdbQOBv3HWTFZZAVvlvGtC0mtdDOu+P3dZTt3HomkIOJIRytxmWpyNH4nMg6Hfu/zJp/qOOM+K4025JI66mCHD/rkgFxv7OPera0Fh7T2ZdkQosS+a65wDcDycp6tQC4Iu6wEpr7uJRuw+46YH7uCayj+9zF5nc3oza5dQ2P5nqu0HrgcWv1Pu36omal1A/vML9grV9n3sf/5Q7RakNQs8BvwzmfrXv7QE2tQW+bsC1Z768AfzYAbi3D8hOA75vxS0XfILbRz+0Af6cyo1QZGyev81X97g2zFl3gN7LdffZChIKgU9CuNtZxdbAoz+5NkCFvMxVa7TA/cAXEu54b9CDm8YU3L34oee4905tuX/r1gfG/8k91aG66jSHuxA2YmeZi2pLzTnlzyMQAKP3cf/PiAN+9OH+vySeq03VNKnRwP7RwNDNQF13Lnm2+4C7VTCPuQPXlSU+GFC+uTLb7B3u8cUGRkDIyfxl458A7l31/8KeuT33gEKAa+IBgK/cgb6rgDr2QJMBuotNW9JjgY3eXM+J3iuAcyu46dc3AV0/5bouiSXcaXKzobqLU1MEAu5CWFKSriNRqXk11ILyLp5YuQKKXCA+pHynv/om4iZXiwS4msaPHfNrHAfHAzH3uT8u07qAY2vu6Z8evYBPQ7muK0Z1uD8sALjxI1cDlTTi2s+c2wGd53BX1Vekcsm0uunrz/07eh/3pNDDk7jnZdV00iQumQLcD2OeTh9zg4dYOlNPCC2rlndKVehuCJkUEBhwVzVz0rjBkadeLHs9XZJlAzEPuKvYSWFcLQQAZgfm/9+xNTDlIjd48N5h3GlP8+E6ClgPZCZyF1f+mAQ8/guYfa/69/SQ53I9Je4fBI7O4E7R3brkX2Aae5DrPiTxAIbv5E7vBQbaa8/WE/p0p1TN3/MiU+5Uv+VI7n3MA67byNGZQJb+nCqoxD0B/O2BHb25kX4KtnFZugDGb/phNh3MnfJ49OJqlrU5mQKAmQQwMATe/g5o8T+ub+XBN/1Wq0ttNf4p8G1zLt4VlsBqW+DIVO4OIaUcOP05130sz/MLwLSrXE8HoZBLvrUsmeqbmteGWpJBG7hnIzn7AI+OcM84j3kImNcDnp4C3jsOuOtoLFWZlGv3cusMOHrnTzcw4k7dVqTmd4FZVPSx0qQA07rc4MMA12YMAJfXA//Tw9HIYh4CP3UCWo3l2sD/XcfdoZQZz9Wuk15wvVZ6L+dq3ub23I/qh5e56wMevXX9CUghtSehAoDrm6dkhl3m/n0dyL0AIPYh16Wk72ruvmVtYQzwfzOaTtuJ3CDMXT7lOlUXfJwz1TwqznssdzGu/1rg4R/A4Q+ABeG6HfchIw5Y34j7gU98c5dY0G9Ax+lA1B3u/bOzwIz/uB8E64bc7Z8tRuRvI6/7GtE7tfOvdPBGYFE01/Wm2TCuU7pja250+IJ3kPCtYHP1y+tcVyaBAOi/jpuWm8HVSHstVU+mpHI6fczV7s0duGQKcD0bslO502VlMU941bTNHbl/UyKBfv6AsQU37kG9lsCc+1y8/fy5vr31WnHJlFQbtauGWpBxHe6Vdyp4b1/+vFMLgJs/Ae8dq9pVb8a4l1AIfNWAG5X+3T+4Wyh3venWs/DNPertJtXMbl36QuLBdSnzm831yzyzjOtfKzLl7gzruUT91lY+5WYCccFc0rRy5Y6DlAjux3RRpGbKJDpRexNqYa3f5S5cKWTApTXctF/e5q4W5/VzfP8Ed/tlwQtA4Ve5fo8Sj/yrr1P/5aafWQy8sxVoOQr43y/AL28BL68BjQq0feVmVn0QCVK2WXfz/39iHhD7ALBvBtx/M3xg3kMA5z7i9/HYUXeB7T25kbXmPOB+pAVC3d6+STSGEmpBBiLuZeeVPy3nzdMchYbA7kHc/8USoEF37or87kHcaEojClz0iA/haj8A98TOVqO5Z+H4zeYeuQwASxP0elzHGm3kHu4HLzk8P6Hm+bYZ929l21oVcuD4HODer1zytG/OJdP019yjQiQabFIiOsdrG+qFCxfQpUsX2NrawsnJCWPHjkViIjcaTUhICLp16wY7Ozt4eHhg795iBrzQF95jubasFalcWxeg/sclezNewJ8fcv9G3FB/mqd9M240npajuQ7zANeO13cV4PqmDY2SqW65deYeFLgiFRi+o+j8L93UR9IqDWP5xwR78zgQAEh4xh0XY/YDi19TMtUjoaGhaNKkCTw91cf8qHKeYjzq2LEju3jxIlMqlSwzM5P16dOHTZkyheXk5LAGDRqwNWvWMKVSye7du8csLCzYtWvXyr3txMREBoAlJibyGXLVJIQylvxS11EQvkTeYWy5RdHX0VmMvfiXsReXueWeX2Rs/1jGkiMYy07PXy41mjGFnLFdg7j3ccE6/Ti1RUVzw4ULF5i7uzsbO3Ysa9KkiWo6H3mK1xrqlStX0L17dwgEAojFYgwdOhQBAQE4ffo0MjMzMX/+fAgEAnh7e2PcuHHYvHkzn8Vrn6Rh9R5cgqhzblv8GAYBv3Dt6b+8xXW/+msm1+b64BB3NV7iwS2XlcT10nj/OLcd2ybajZ+US7NmzfDo0SP06dNHbTofeYrXhGpoqN4ke+PGDXh5eeH27dvw8fGBgUH+0yt9fX1x+/ZtPosnhB8rUrk21E5zis4TGub3CfZ+l2u6mXwemPsYcGiuzShJJdnZ2cHUtOgYB3zkKY1dlDpx4gT++usv3L17F+vXr4ednZ3afDs7O8TGltxGJZPJIJfnD8cmlUo1FSohRZnWBfqs5F55FDIugXoNKbSsFfcqQKlUQiaTaTzM2sLIyAiCMp4GIJVK1fKEoaEhRKLyX6uIjY2tcJ4qTCMJNTg4GOPHj8fu3bvRuHFjMMYgLHSnj1AohFJZ8kjb/v7+WLlyZYnzCdG6clxIZIwhLi4OSXo0pFxNYGBgAHd391ITpLOzene35cuXY8WKFeUuozJ5qjDeE2pUVBT69euHpUuXYvhwrr+mRCJBaGio2nLJycmljgyzePFiLFiwQPU+KSmpyA4jRN/kJVN7e3uIxeIya1WkbEqlEq9evcLr16/h4uJS4j6NiopSyymFmyDLUpk8VRivCTUpKQn9+vXD2LFjMXfuXNX0tm3b4uDBg2rL3rlzB23alPy4Z5FIpPZrVFybByH6RKlUqpKproeRq2ns7OwQFRUFpVKp1sZZkKmpaZXyRGXyVGG8XZTKzMzEoEGD0LFjR6xdu1Zt3qBBg5CTk4MNGzZAoVAgICAA27Ztw9SpU/kqnhCdy2szFYvFOo6k5smrXBW8rsI3PvIUbwn13Llz+O+//3Ds2DE4ODioXs7OzhCLxThx4gQOHToEiUSCd955B+vWrUP//v35Kp4QvUGn+fzTxj7lI0/V/BH7CdGSnJwcvHjxAg0aNICxsbGuw9E7Li4u+PrrrzF69OgKr1vavtWn3FA7h+8jhKikpaVhyZIlaNasGSwtLWFlZYVWrVrB398fOTk5vJVjY2MDW1tbtWn79++Hn58fbG1t4ezsjNatW+Onn37irUxto4RKSC03evRoXL58GXv37kVCQgJiY2OxZcsWHDhwAJMnTy6yvI2NDQQCQbGvESNGFFMCx9bWVi2hLly4EEuXLsXq1asRGxuLqKgobN26FWfOnNHI59SKitwzq0t6eS8/IQVkZ2ezx48fs+zsbF2HUm4KhYKJRCJ25syZIvN2797NbGxsikyXSCTsypUrVSr39u3bzNDQkAUFBRUbU2Gl7Vt9yg00fB8htZhQKETPnj3h7++PunXrwsvLC4wx3Lt3D9988w3efvttjZS7b98+DB48GC1btiw2puqKEiohGuS28ITWywxfN6hCyx88eBBffvklJk+ejCdPnkAoFKJZs2YYO3Ys5syZo5EYQ0JC0L59e41sW5cooRJSy1lYWMDf3x/+/v4YPXo03NzcsG7dulLX6dKl+CcEt23bFnfu3CmzTKVSWSPH56CESogGVbS2qE3NmzdHcHCw2rS8+9bXr1+vNr1bt244f/48ACAhIUE1fcSIEWjevHmF7pkHAA8PjyK3edYE1bexghBSJQ8fPoRcLsfixYsRGRkJuVwOpVIJpVIJuVyu9spLpnz53//+h+PHj+Ply5dF5mVmZvJaljZRQiWkltuwYUOFhqjjQ7du3TBhwgQMGzYMd+/mP0Dx2rVr8PX11WosfKKESggpl7Zt28LExETtdfz4caxbt67I9NWrV5e5vZ9//hmTJ0/GpEmTYGtrC3d3dyxatAjLli3TwqfRDGpDJYSgdevWJc6LjIyEs7OzWk2SDwKBANOnT8f06dN53a4uUUIlpJbLyMjQdQg1Bp3yE0IITyihEkIITyihEkIITyihEkIITyihEsIzVj3GbK9Wqss+pYRKCE/ynnuUlZWl40hqnrzndVX0Sabapt/REVKNCIVCWFtbq+46osdI80OpVCIuLg5mZmZ6P7QfJVRCeGRnZwcAWr+Vs6YzMDCAq6ur3v9AUUIlhEcCgQD29vawtbVVnaaSqhEIBBCJRHqfTAEtJ9T09HTMnDkT//zzDwwMDDBu3DisW7dO76vxhFSUUCikJ5/qKU3mIa0m1OnTpyM9PR0vX75EZmYmevXqBWtrayxcuFCbYRBCajFN5iEB01J/hOTkZNja2iIoKAjNmjUDABw6dAjz5s1DZGRkmevr07O3CSH6oyK5oap5qCxaO9cOCAiAWCxWfQgA8PX1RVRUFF6/fq2tMAghtZim85DWTvljY2PVnskNqF8RrVevnto8mUwGuVyuep83indSUpKGIyWEVCd5OSEzMxOmpqaq6YaGhqq+wXkqmocqSmsJlTFWpNE3733ec2wK8vf3x8qVK4tMb9SokWYCJIRUa66urmrvly9fXuRZVxXNQxWltYQqkUiQnJysNi3vfXHtHosXL8aCBQtU7+VyOaKjo2FjY1Ps1TipVApnZ2dERUWp/Uppi67Lpxj0o3x9iEHX5Ws7BqVSiYSEBDg5OandSVXcXVUVzUMVpbWE2rp1ayQlJSEiIkL1S3Lnzh1IJJIivywAdxtf4eq6p6dnidvPeySttbW1zg5iXZZPMehH+foQg67L10UMNjY25VquonmoorR2Ucre3h5DhgzBvHnzkJWVhYSEBCxZsgSTJ0+mfqiEEK3QdB7SaibbsWMHBAIBnJ2d4enpiU6dOmHVqlXaDIEQUstpMg9ptWO/tbU1Dh06pJFtGxoaYvny5TobjUbX5VMM+lG+PsSg6/L1JYaSaDIPaa1jPyGE1HTUeEkIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITyhhEoIITzRakKdOHEirKys4ODgoHp99NFH2gyBEEI0RquPJExLS8POnTsxbNgwbRZLCCFaodUaalpaGqysrLRZJCGEaA0lVEII4YmAMca0VVjTpk2RmpoKuVwOGxsb9O3bF0uWLIGNjU2RZWUyGeRyueq9UqlERkYGzM3NIRAItBUyIUTPMcaQnZ0NKysrCIU6vs7OtCgmJoYplUqmVCrZo0ePWP/+/Vm7du2YQqEosuzy5csZAHrRi170KtcrMTFRm+msWFqtoRb26tUrODk54f79+2jRooXavMI11KysLNjY2CAxMRGmpqbaDpUQoqekUikkEgkyMzMhFot1GotWr/IXlp2dDQBwdHQsMk8kEkEkEhWZbmpqSgmVEFKEPjQFaq3B4eHDh9i8eTNSU1MBANHR0ZgyZQrGjBkDiUSirTAIIURjtJZQHR0dcf/+fbRs2RL29vbo0aMHfH19sX37dm2FQAghGqXTNtSKkEqlEIvFyMrKolN+QoiKPuUGnbahElKdKJVKyGQyXYdRKxkZGelFG2lZKKESUgbGGOLi4pCUlKTrUGotAwMDuLu7F3uhWp9QQiWkDHnJ1N7eHmKxuFrUlGoSpVKJV69e4fXr13BxcdHr/U8JlZBSKJVKVTK1trbWdTi1lp2dHaKioqBUKmFgYKDrcEpE46ESUoq8NlNddxiv7fJO9Qve7KOPKKESUg76fJpZG1SX/U8JlRBCeEIJlZAabsOGDfDx8SlxfkZGBgQCAR4+fFhk3pIlSzBixAjV+82bN6NOnTqql6mpKZydnVXzV6xYgXHjxpVY1sqVK+Hs7IwOHTogNDRUNf3999/H3LlzK/rR9A4lVEJqsJycHOzatQt169Ytc9m2bdvCxMRE7bVu3Tq1ZWbMmIGMjAzV69SpU0W289tvv8HQ0BBffPGF2vTAwEDs378fz549w+TJk7FgwQLV9BMnTmDZsmVV+KT6ga7yE1JDRUVF4f3334eTkxNSUlIwduxYbNy4sdjxhwHg0aNH8PDwUJu2ZMkSBAcHq96HhITgxo0bqvcF5+WZMGECdu/eXWR6SEgI2rZtC1NTU3Tt2hXfffcdAODTTz/F0qVLy5X09R3VUAmpYe7evYsFCxagRYsWaNWqFY4dO4Z///0Xzs7OaNKkCT788EOcPn26Utu+ePEi5s+fj9OnT+P06dMIDw/HkCFDyrVuixYtcPfuXaSnp+P8+fPw9vbG8ePHERkZienTp1cqHn1DNVRCKsht4Qmtlxm+blC5lz127BgUCgVu376tVuP86quvMG/ePOzfvx8xMTGq6QKBAGZmZvD29i52e++8847aey8vLxw4cKDIcnnDce7Zswd79+7FsmXL1E7jvby8MHv2bHTp0gX169fHxo0bMWDAAKxYsQKTJ0/G06dPMWnSJEyePLncn1XfUEIlpIZZsWJFifMcHByKXPwxMzNDRkZGubf/7NkzfPTRR1AqlcjOzkZ8fLzqAtOoUaMwduxY7N27t9h1Z8yYgRkzZgDgLnDVq1cPAQEB8PT0xNatW+Hj4wM/Pz94eXmVOx59QgmVkAqqSG1R24YNG4aTJ0+Wa9nx48dj//79qpplHqVSCQBFns/03nvvYerUqRg/fjwAwMTEBJaWlqhbty68vLzQokULfPnll+UqOy0tDatWrcLp06fx3nvvYf/+/TAxMUG/fv1w/vx5SqiEEN07cuRIkWkrVqzAw4cPcfjw4SLztm3bhuzsbPz000+YPn06jI2NVReiilseADp06IDk5GRs2LABv/76K6KioiAWi+Hh4QFLS0v07t27zDjXrl2LQYMGoVWrVlAoFKrpAoFA7++GKg1dlCKklsvIyMDcuXMhlUrLvU6/fv3w4sUL7N27FxEREQgMDMSnn36KW7dulbmdiIgIbN++HatXrwYA+Pn54e+//0Z2djZOnz6NTp06Venz6BIlVEKImpYtW6Jz584lzk9MTMTt27exfv16eHl5wcTEBFZWVujfvz8mT56Mixcvlrr9RYsW4eOPP4aDgwMArrP/yZMn4e7ujsGDB6N9+/a8fh5tolN+QggAFOkHWvDiVVhYGNzc3AAAEokEfn5+mD9/PpYsWQJ3d3dkZ2fjxo0b2LFjBz777LNSy9m3b5/aewcHB/z777/8fAgdo0egEFKKnJwcvHjxAg0aNICxsbGuw9Ebqamp2LhxI06ePIno6GiYmpqiUaNGmDhxIoYPH857eaV9D/qUGyihElIKSqj6obokVGpDJYQQnugsoc6ZMwcCgQDh4eG6CoEQQnilk4T633//ISgoSBdFE0KIxmg9oebk5GDatGnYuHGjtosmpNKqyaWGGqu67H+tJ9RVq1Zh0KBBaNGihbaLJqTC8p5llJWVpeNIare8Z3sZGup3T0+tRhcYGIgjR44gICCgzGVlMpnaLWgVuYuDEL4IhUJYW1sjNjYWAOgx0jqgVCoRFxcHMzOzIuML6ButJVS5XI5Jkybhxx9/hImJSZnL+/v7Y+XKlVqIjJDS2dnZAYAqqRLtMzAwgKurq97/mGmtH+pXX32F4OBg7Ny5M79wgUDtDoyCiquhSiQSvehrRmonpVKpOvUk2iMQCCASiUpMpvrUD1VrCXXkyJE4ffq0WpU9NTUV5ubmGDNmDLZu3Vrq+vq00wgh+kOfcoNO75QqrYZamD7tNEKI/tCn3KDfLbyEEFKN6LQPQnXpW0YIIeVBNVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOEJJVRCCOGJVhPqjh070KZNG9jb28PFxQWTJk1CamqqNkMghBCN0WpCPXv2LH755RfExsbi8ePHiI6Oxty5c7UZAiGEaIxWE+qBAwfQokULAIC5uTkGDBiAR48eaTMEQsolNC4DXstOIywhU9ehkGrEUFcFBwcHY+fOnZgyZYquQiCkWDP23cXJBzEAgB7rL6mmv1gzEEKhQEdRkepAJxelHBwc0LRpU3To0AEzZ84sdhmZTAapVKr2IkTTlEqmSqaFNfj8JH65Hg7GmJajItWFThJqTEwMnj59iidPnmDy5MnFLuPv7w+xWKx6SSQSLUdJaiP/k09U/3+6egBWDWmmNn/534/gvugkcuQKbYdGqgEB0+HP7bVr19C1a1dIpVIYGRmpzZPJZJDL5ar3UqkUEokEWVlZMDU11XaopBZQKhkafH4SAGBhYoj7K/qp5p17HIvJe+6oLX9idmc0c7TUaoykKKlUCrFYrBe5QWs1VIWi6C+6kZERDAwMil1eJBLB1NRU7UWIphRMpgBw6bMeavN7e9kjfN0gDGvjpJo2aONVrcVHqgetJdSrV69i/PjxeP78OQAgOTkZS5YswciRI4vUTgnRti//CVb9f/uEdrA2K/6Y/GakNxYN8FS9d1t4gk7/iYrWrvL7+fnhxo0bGDx4MBISEmBqaoq33noLa9eu1VYIhBTBGIP7ovya6ZJBTdHby77UdT7s1hABEcn451EsAKDJktMAgCdf9IepUfFnXKR20GkbakXoUzsJqRkUSoaGBU7zN/yvFYa3dS73+n2//RdPYzPUplV0G6Tq9Ck3UEIltVJKVi68vziret/cyQLHZ3Wp8Ha+OfsUG88/K3Ye9VvVDn3KDZRQSa0Tm5aNDmvOq973a2aPrePbVWmbbgtPlDhvfv8mmNy5AYwMaSwiTdCn3EAJldQqQZEpGPLjNdX736Z0gF9DG162HZmUBbGRAdquPlfiMmfmdkVje3NeyiMcfcoNlFDLKSwhE4kZOWjlYgWRgRBKJaPTuWqoYE3ywifd0MC2jkbKkSuU8Fh8qsT5Pm518UnfJmhXvy4MDajmWhW6zg0FUUItRlx6Ntr7ny9zOScrU5yc3QWWYpFG4yH8+PVGOJYe5Qbj+XZUK7zTWjsXj3LlSsz9PRAnHrwucZmZPRris36eJc4nJaOEWgna2GlZuXJ4LfunwuvN7umBuX0aQyCgGqu+KtxxP3zdIK3HcPz+K3z0270yl3O1FuPCJ92o5lpOlFArQdM7Ta5QYuDGK0W6wXg6mON9Pzd0bmQDJytTPIvLgL25CTJy5Riy6SoSMnJVyx6e5ot2bta8x0aq7pfr4Vj+N1c7/W9RLzhYmug4Iu6Ya7nyDLJyS74xYNPY1nirpaMWo6p+KKFWgqZ3mu/a83idmq16H7Z2YJk1zrRsGWbuC8CVZwlq0yd1dsfSt7x4j5FUjkyhxIDvryA0LgODWtbDj2Pb6DqkItKyZWi54kyJ8+8u6Q1JHWMtRlR9UEKtBE3ttNQsGVp9kX8gLxnUFJO7NKjQNgp3w8lD/RD1Q7vV55CQkQMACF7VHyYi/b6bqbTkenRmJ7RysdJuQHpOnxJqrW6kWXX8sVoyBVDhZAoA9hYmeLFmIDwd1LvDFGyzI7rxMjFTlUy3TWin98kUACxMRAhfNwgPV/YrMm/Ij9ew4u9HUCqrRT2o1qmVNVTGGGbsC8Cph+oDCfNVo5y46xYuhsQDAP6c4YfWrnWrvE1ScUolQ9evLyIqmRucXBcXovhwJzwJI366UWT6qHYuWDusRa0/C9KnGmqtS6i3wpIwcqv6wRm4rA+sxPyOeJXX37GThwT7JnfkddukfIZtvoaAiBSIDAT4b1Gvat8GyRjDr/+9xLKj6s9h+6iHBz7t10RHUemePiXUWnXKv/r4Y7Vk2tPTDi/WDOQ9mQLA3x91AgDcj0qFXKHkffukdK9TpQiISAEATOzkXu2TKQAIBAJM8HXD9gnqt8luuhiK1l+cwdHAaB1FRvLUihoqYwwDvr+C4Jh01bSd77dDT8/Sh2mrqh7rLyEsIRM9mtjiYkg8ujexxZZ329IQbxpWeEi+8vTYqI6SMnPRZtXZItN3vt8O3Rvb1ZqmAH2qodaKhNrnm3/xLI7rXzq4lSO+H+2tlT+wbZdfqD2jKE91bcurLqb9ehenH3Ht45q8vVRfhMSkY87vgXjyOk1t+uxejTCvT2MdRaU9+pRQa/wp/8+Xn6uS6cweDbFxTGut1Vbe83MrdnpSZm6x00nVpWfLVMl0XEfXGp9MAaCJgzlOfdwF5+Z1hWOBGxY2nn8Gt4UnsOjI/RrdK0Cf6oQ1uoZa8J78Lo1s8OukDpoMsVgyhRKNFp+ClViElCwZAKCDuzV+/9BX67HUBgUHP6mpp/plSc7MRZvVZ1H4L/vDrg2waGBT3QSlAUolwzubr0FiAuya0kUvaqg1NqEWHI29vZs1fv+wo87/uFYee4Rd18JV73+b3AF+HvwMHUeA6BQpOq27AADwdrHCXzM76Tgi3YpKzsLak8FFBmX5qIcHRrd3gXNdsY4iqzpprgJT9tzB1dAEKGU5iPxmOCXUiqhIQmWModvXlxCRlAUAuDK/B1ysdX/wRCZloctXF9WmHZ/VGc2d6FHEfBi08QoeveLaEavDHVHaUtxxlyfUf0C1G4Sl8J1kn/R0w+x+zSmhVkRFEmrB075dE33Qo4mdpsMrt2yZAp5LTxeZvmpIMzS2N0eHBhIdRFX93X2ZjOFbrgMAOnvYYO9k7Tfv6LsLwbH4894rHAt6VeIyiwZ4YnKXBjDQwx4CcencLd4FM9ahab5obm+qNxelalxCLXhaPbmzO5bo6SAl/z6Nx3s7bxU7L9R/AG6HJ8PL0QKWpjTWallOPXiN6fsCAABWYhHuLumjlwlBn4zd9h+uP08sdZmTs7ugaT1zxKXnoI6xIcyMtfaQ5CISMnLQ+csLyJbl9+ne9b4Penja6dVVfq0m1AsXLmD58uUIDg6GkZERunXrhh9++AESSdm1svLstEevUjFo41XVe33vnhSXno0JO26p9Y8tTBN3cdUk26+8wOoT+V3Tgpb3pR+hclIqGR6+SsXx+68RGJmCW2FJZa7T2tUK343yRn2JmRYi5BQep3iCb30sHOAJsRGX4GttQvX19cXatWvRrVs3SKVSDB06FG5ubvj555/LXLesnZYjV2DIpmsIjknHsNZO+GaUtwY+gWYolQybLoZi67/PkVnK2JhdG9vii8HN4GajvYNZny06ch/7b0Wq3l/+rAdcJbpvK6/uZv4WgBP3S366QEGrhjZHL087OFrxn8gYY/jp3xf48nSwatqtxb1gZ64+lm2tTahyuRyGhvmnDZs3b8bOnTtx586dMtcta6d9/U8wfrz4HG4SMU5+3EX161XdRKdIMff3wDJrC5/1a4KpXRtAVMIFBcYY/E88QXMnSwxt7aSJUHXqYkgcJu66rXr/aGU/nZ6S1kSZOXIkZOTAycoUciXDz5df4JuzT0tdp6+XPZo5WsLS1BCOVqZo52YNa7OKnWExxrDjapjamQcAHJjaER2LucZQaxNqYePHj4dAIMCePXvKXLa0nXYvgrsgwQAc+rDmjJp/+mEMpu29W65lf/mgPbo2ssGdl8lo4mCOpzHpqhGK9L3po6LuvkzC8C35YzI8XT2AHtGsRfHpOTh8Nwrfn3+q1qZZms4eNvhutDdsShhTITwhEyuPPVKN0laQvYUxzs3rBnOT4ptyKKECOHHiBEaPHo27d++iceOit8fJZDLI5XLVe6lUColEUmSnZcsUGLjxCl7EZ2Jq1wb4vAZ1XC5IoWS4E56EbVfCcO5JbIXXb+Vsif+1c4GSsSKjFVWnZ2I9jU1H328vq94HLetLD0nUsfRsGYIiU/H1mRA8jUmHVFZys1We9u7WCH6dhrRseanLze/fBDO6e5S6TK1PqMHBwfDz88O2bdswfPjwYpdZsWIFVq5cWWR64Z226vhj7LgaBg+7Ojg+q3Ot6XuYmJGDOy+T8eGv5avBlsdbLethkx4+HiRPRo4c3ivPQP7mNkp6xr3+i0nNxleng3HkXvlHwvqwawN82q9Jic1ZhdXqhBoVFYVOnTphzpw5mDt3bonLlaeGevNFIkZv+w9CgQB/zvBDS2crTYevl57FpqNPgVpbnh5NbGFrboyDd6LKvS0zIwNcnt8Dd14mo3dTe73pfpSZI0ez5flXek/O7gIvRwsdRkQq6sCtCCw88gAiAwFau9bF/agUyBUM8/o2xpQuJV8PKEutTahJSUno0qULBg8ejLVr11Zo3cI7LVumwIDvryAsIROze3pgXt/aO8BunsSMHFiJjUpNgkolKzKs2x93o/DJoaBSt63Lu81y5Ao0WZJ/M8SlT7tTTweiUisTamZmJnr37g0vLy/s2LGjwusX3mlDNl1FUFQq3CRinJnbjS5K8KA8F8Em+NZHl0a26OOl2bFk8xSumerbnW9E92plQj169CiGDh0KW1tbCIX5yc/Q0BBRUWWfkhbcadHpcvT+hjvF/eWD9ujW2FZjcdc2yZm5uBgShwHN62Hqr3eKPCK7sFYuVgiKTFGb1tnDBjvf96nyj9yjV6mYtf8eXsRnAgC+GdkKw9o4V2mbpOaplQm1qgrutEOBsVh29BGsxCIELuur69BqvMIj4JdX0PK+MBQKKtQ/VKlkWHc6GD9ffqGaZlPHGN+MbIWu9MNJikEJtRIK77SH0alwtDKtcKdhUnmZOXIYCAXYeS0Mv92MUD1NtCB7C2PEpuWoTevXzB4/jWsLqUxR4g0XuXIlTj18jY8PBKpN7+tlj41jWtea3huk4iihVoI+7TRSusJjKpSmbf26uPsyudh507s3xIL+nnyGRmogfcoNlFCJRvx2MwKf//mgQus0sTfHwBb18GG3BlQjJeWmT7mBEirROIWSITEjB//begMvE7NgZ26Mt1s5QqZQQskY3CRmqCs2wrA2TtXibi2iX/QpN1BCJYRUa/qUG6jzJiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8IQSKiGE8ETrCTU0NBRNmjSBpyc92oIQUrNoNaFevHgRffv2Rbt27bRZLCGEaIVWE2qzZs3w6NEj9OnTR5vFEkKIVpT/gek8sLOz02ZxhBCiVVpNqBUhk8kgl8tV76XSos+AJ4QQfaK3V/n9/f0hFotVL4lEouuQCCGkVHqbUBcvXoysrCzVKzExUdchEUJIqfT2lF8kEkEkEuk6DEIIKTe9raESQkh1QwmVEEJ4ImCMMV0HUR5SqRRisRhZWVkwNTXVdTiEED2hT7mBaqiEEMITSqiEEMITSqiEEMITve02VarUKODBIcDOCzCtC5jZAqZWwLOzgK0nYF4PEBoAxhbcvwoZoMgBgg4ATQYA8SFAZjwgTQFSIoD/fuS2a+kCpEYCFk6Aa0egvh/w7BzQYgTw+C/AvRu3PZEZ4NYZMBIDsY+BkJNAXTegcT/A0BQQW3PLlYfizd1g0mTAzAaIDwZMrAAjM8DEgpuXmwUYmgDCSvz+KRUABJVbtzqS5wICAWBQji538hwgKxH4oR0gy+SmjdoHZKcA3u9y2yH6RSblXqZ1ue9Hzy4BVc+LUqEngD8m6TqkyjM0BRy9gei7gCK3/OvIpYBYAji2BqxcAaEIuLWV+yEwsQSykriknPAUkGfnrysQAkwJNOzF/QjkZnE/QAbGgKERIDTkEotpXUBgwG3r1T0g6QWQHAZIPADPt4A69kD6ay5Z5aRzy0PA/VilRACSRlz5uRlcLLmZ3EFvZAZEBwDOPoCkIReLgTGQm84lfOsG3A9cZjwgEnPrxIcAyeFAPW9u+Wf/cJ/jdVCBnSIAwACxDeDQAnhxseT9J2kE2DQG4p9wn4sPPpMBcwcgI54r22so9/2ITLj9GHUbaNgTEJkC9w9y8WenAknPgcRQwLENkBbNfZ9PT3PbbPcBd0woldx3ZWgC5KQB9s257zQzgfs+LJyA0HPcOplxgFLOzUuP4fYFU3LHl50XUK8VYGzOTWNK7sfbwIj7PkUm3HpKBVeZiH3EHQ8OzQEzO+67SAzljjXbJlzlpI4tkB4LNOrNfU6ZlPuMBiIuxtwsQJbFff+ZCcDlrwCXDtx3b1SHq2yY1+MqIfJs4NGf3LGUEpG/TsIzbt/Kc7hj6lVAoe/Tg4sLgNTIBuLFL/TiolT1TKhJj4Gg37kDKul50YVN6wKybC4BlcWlAxB5s+IB1bEHMmIrvl55GFtyf0SoFl8NITollTGI16RTQq2IUrtG5H2EwqdoChn3aysQcDUqkZirJfB5KsdY0e2lRnO/9AD362pqxZ3ap7/mao+mdbmEaVUfcGrDneLn1RCs6nOn5/IcIOYhYO3O1RhfB3G1RqWcq2EIDLhf96wErtmhyQAg7RXX7JCZADTs8eZ0nwHZacDd3VzNxdicqz0IDACljCsn+i73GZQKLua67tyPRehZrplDIOBqK9Ikbr7Yhqt1Jj7jtp0ewy1j3wzAm9PtrCSuJmLhxNWgslO5Wo5AyJX/7CxQx477zMaWXO3FzIbbF6+DgIQQoFE/wKIet2w9b8DGg/tsxhbcfhFLuFonUwAvLgH//QR0/RRo9g63jdiH3Pxjc4AG3QCnttw6RmaAXVOuycehBRfTqwCu1pYeA9zezu2TTh9z3y9TcPvrzk4uztBzQMtR3HeVkw6kvOSafXymcPtBJuVqmdJkrraWEcPVyOu1AiQNuH1j3QCwdOb2n8gUCLvM1RaNzLnvzMiM+/7F1sDLa1wN27QuYFyHiyM7lfucds24WmdmHBe32AZoPow7Nuq1AuKCufkiU27fAVztTinjmpeyU7laoywLsGkCmEnyY8qM5+YFHQAa931Ti4zk9rWxBRensQW3bG4md2waibkmMSMx9/dmIAIe/gG0Gpt/5mMk5paX53BnM4am3BlX07e5MrJTudppThr3Pu01d6zVawW4d+X2ZcR14OZWoN0HkFo0gNjBgxJqRehTXzNCiP7Qp9xQS65UEEKI5lFCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnlBCJYQQnmg1oaanp2PChAmwt7eHo6Mj5s+fD6VSqc0QCCFEY7T6CJTp06cjPT0dL1++RGZmJnr16gVra2ssXLhQm2EQQohGaG081OTkZNja2iIoKAjNmjUDABw6dAjz5s1DZGRkmevr05iHhBD9oU+5QWun/AEBARCLxapkCgC+vr6IiorC69evtRUGIYRojNZO+WNjY2Fra6s2zc7OTjWvXr16avNkMhnkcrnqfVZWFgDu14gQQvLk5QR9ePiI1hIqYwzCQo8yzntf3IUpf39/rFy5ssh0iUSimQAJIdVadnY2xGKxTmPQWhvq6dOnMW7cOCQkJKimxcfHw87ODmFhYXBzc1NbvnANValUIiMjA+bm5hAU85A9qVQKiUSCxMREnbSj6Lp8ikE/yteHGHRdvrZjYIwhOzsbVlZWRSpt2qa1Gmrr1q2RlJSEiIgIuLq6AgDu3LkDiUSiel+QSCSCSCRSm2ZmZlZmOaampjptmNZ1+RSDfpSvDzHounxtxqDrmmkeraVze3t7DBkyBPPmzUNWVhYSEhKwZMkSTJ48Wee/KoQQwgetZrIdO3ZAIBDA2dkZnp6e6NSpE1atWqXNEAghRGO02rHf2toahw4d0si2DQ0NsXz5chgaavUj6U35FIN+lK8PMei6fH2JQRe0dlGKEEJqOmq8JIQQnlBCJYQQnlBCfUPXLR+6Lp9w9OF70IcYSOXU+oSad5dWcTcLaEPezQu1eRjDly9f4vbt28jNzdVZDLo+DgA6FgD9OBaqonZdgiskODgYu3btQlJSEsaMGYP27dujTp06Wi1/06ZNSEhIgIeHB6ZOnVrsTQ6a9PTpU1y4cAHR0dEYMWIEnJ2dtXp778OHD9GzZ0+sXLkS7u7usLGxAWNMq4lN18dBXgy6PBZ0fRwA+nEsVFWtraE+ePAAffr0gYmJCV6+fIklS5bg6tWrALRzyvXw4UP069cPDg4OqFevHgIDA3H8+HGtlQ8Ajx49Qo8ePRASEoJz587h448/xqxZsxASEqKV8l+9eoV33nkHS5cuxfTp02FjYwNAu7VEXR8HgO6PBV0fB4B+HAu8YLVQQkIC8/HxYVu2bFFNGz16NOvXr59Wyk9KSmK+vr5q5U+YMIF98cUXjDHGFAqFxmOQy+VsxIgRbM2aNappR44cYWPHjmXt27dnjx490ngMFy9eZMOHD1fF880337DFixezXbt2sbCwMI2Xr+vjgDHdHwv6cBwwpvtjgS+1soaampoKDw8PjB8/HgqFAgAwZcoUJCUlgTGm8VpBamoqpFIp+vfvr5pmYmKC58+fY/DgwZgxYwbu3bun0RgAICUlBe7u7qr377zzDubNm4fGjRtj2rRpeP78uUbLz8jIUO1/Hx8fXL58GUFBQdi/fz9GjRqFR48eabR8XR8HeTHo+ljQ9XEA6P5Y4EutTKhKpRLdu3eHmZkZDAwMAAA2NjaIiIhAbGys2ihXmiAUCmFqaopff/0VQUFBWLx4MQ4cOIChQ4eia9euEAgEGDp0KMLCwjQWg4GBAZo0aYJdu3YhJSVFNb1t27aYMWMG7O3tsWPHDtVBrgl16tRBYGAgdu3aha5du+LPP//EsWPH8OWXX6Jp06ZYvnw5MjIyNFa+ro8DQPfHgj4cB4DujwXe6LaCrD1KpbLY93mnVBEREczT05MlJCSolrlx4waLj4/XSPmrVq1i/fr1Y8OHD2dOTk4sMDBQNe/58+fM09OTHT58mJey86SkpLBXr16xlJQUxhhjN2/eZD179mTr169n6enpast+9913rEWLFiwrK4v38lNTU1XTFi5cyHr06MEWL17MGMv/Po4ePcqaN2/OoqOjeSufMd0fB8XFoO1jQdfHQcEYdHksaEKtSKjBwcHs008/ZcnJyYyx4tul0tPTWYsWLdjr168ZY4xt3ryZeXt78/IlFi4/T0ZGBouMjGSNGzdmoaGhavM6d+7Mjh8/XuWy8wQGBrJ27dqx1q1bs169erHZs2czxhjbsGED69KlC9uyZYvqD4wxrn2xXbt2vB3EBcvv3bs3mzp1KmOMS1bt27dn7du3V/vjkslkzNfXlz19+pSX8hnT/XFQXAx5tHUs6Po4KByDro4FTakVCXXAgAHMwcGBTZo0qcQ/psTERFavXj0WFxfHtm3bxlxcXFhAQIDGy09ISGDdu3dnf//9N5NKpYwxxrZt28YaNWrEIiMjeSk/MjKSNWzYkO3atYuFh4ez3bt3s7Zt27JOnTqx5ORktmzZMtatWze2dOlS9urVK8YYYz/++CNr1qxZkT98vsr38fFhPj4+LDk5me3fv5916tSJzZo1i0VFRTHGuH3QokULlpiYWOXy8+j6OCgrBk0fC7o+DkqKQRfHgqbUioTar18/NnXqVNa/f3/2/vvvF/vHlJWVxbp06cKmTZvG6tevr3bapany8079xo8fz3x9fdmgQYPYrFmzmJOTE7t37x5v5V+7do316dNHbVp0dDTz9fVlPj4+LCsri+3cuZO9/fbbzNLSko0YMYLZ29vzlkhKKt/Pz4+1adOGZWVlsVOnTrF3332XWVhYsGHDhvGeyBjT/XFQWgzaOBZ0fRyUFoO2jwVNqfEJNSIigq1Zs4YpFAr2+++/l/rH1LJlS+bg4MDu37+vtfLzbNiwgX388cds+fLlLDg4mLfyGWPs1KlTzN3dneXm5jLG8j9zSkoK8/HxYb1792aMMZabm8sOHz7Mzp49y168eKGV8tu3b8969OihWvb06dPs1q1b7OXLl7yVz5juj4PyxJBHU8eCro+DsmLQ1rGgSTU+oTLGWFxcHGOMsZycHLZ3794iB7JcLmeMMfb111+zkJAQrZevDa1atWLjx49Xvc/7zCEhIczPz4/t2bNHp+X/8ssvGi2fMd0fB+WJQdN0fRyUJwZtHAuaUiu6TeU9vtrIyAhjxozBuHHjEBMTg7lz5yIlJUXVZebTTz9F48aNtV4+AFW3FMZz38e8+8LXrFmDFy9eYOnSpQC47jIKhQL169eHhYUFQkNDeS23ouVro6+jro+D8sQAaOZY0PVxUJEYtHEsaEqNSqgvX77E48ePS5zP3jzKOu9ATkhIwOTJk5Gamqrz8vP+mKt6q11ISAj27dunVh4AdO7cGSNGjMDly5excOFCANyBbGxsjCZNmqjKr+ofsa7LLy6GwjR9HFQ1Br6OhYJ08T3oYwwap4tqsSYEBQUxd3d35u/vzzIzM0tcrmC/w+3bt7MRI0bw0iVE1+UzxtjDhw9Z3bp1mUAgYOfPny8yPykpiW3ZsoW1a9eO9enThx08eJCtXLmSWVpassePH1f78ssTQx5dfg+ajuHp06fs888/Z++++y7bvn17kfK08T3oQwy6UCMSanh4OPPw8GA//fRTuZYveCAX7O9WXctnjLEHDx4wV1dXtnPnTvbDDz+wFStWMMby26fyypRKpezRo0ds2LBhbMiQIWzQoEEsKCio2pdfnhgK08X3oOkYHjx4wOrXr89mzpzJZs2axYRCIdu/f79qft5FIE1/D7qOQVdqREI9fvw4mzRpEmOMu0K5detW9u2337KjR48ymUxW7DqF71apzuXn1Y43b97MGGNsx44dzNPTk+Xk5JS5bnmW0ffyqxKDPnwPfMUQFxfH2rRpo1YjnDp1Ktu0aVOZ6/L1PehDDLpUIxLqmjVr2JAhQxhjjHXs2JH16NGDDR48mIlEIjZr1iwWERFRY8uPiYlhTk5ObOPGjWrT+/Xrx7Zu3coYK/oHW7CLUFX/mHVdfmVj4Js+xBASEsJ69OjB0tPTVWWNGjWKTZ48mb3zzjvs66+/Zg8ePFAtz/f3oC8x6FKNuCjVv39/SCQS7Nu3Dy1atMCFCxdw9OhRXL58GUePHsWOHTtqbPlKpRIHDhzArFmzAHCjvjPG0Lp1a/z3338Ail7cyLs4UNy86lZ+ZWPgmz7EkJGRgUuXLuHMmTN49eoVVq5ciVOnTqFly5bo2LEjdu3ahQ0bNiAzMxMA/9+DvsSgU7rN55WTlJTEXr58qRrIISwsjHXq1IkNHz6c/fDDD4wxpuo4fPToUWZra8vbbZz6UD5j3C2SERERLCMjQzWt4C98aGgoc3V1LfWiSHUun2LgJCUlsfDwcFX76xdffMGsrKzY8OHDmY2NjVp/2tu3bzMDAwN28eLFGheDvqh2CfXBgwfM29ubdenShUkkEtUX8+effzKBQMAmTpzIGOMuAiiVSvb8+XPWu3dvXi866LL8gjF07tyZ2djYsEuXLjHG8k+f5HI5k8vl7IMPPlAl+JIuilTH8imGouVLJBJV+ZGRkSwqKop169aNZWVlsYyMDCaTyZhUKmXdunVjt2/frlEx6JNqlVCDg4OZg4MD++GHH1hcXBybPn06s7a2Vg2a8NNPPzGBQMB27dqluvNk+/btzNfXlyUlJVX78kuKwcbGptg7bbZs2cLc3d3VRg+q7uVTDMWXP23aNCaRSFTH2cOHD5mFhYXaWAQ7d+5kXl5eqoFPakIM+qbaJFSlUsnmz5/Pli9frpoml8tZ27Zt2T///KOatmfPHtawYUPWtWtXNnDgQGZnZ8fL4BK6Lr+sGM6ePataJu+UMycnh3Xt2pUdPXq0RpRPMZS/fMYYmzZtGrOzs2OzZs1is2bNYs7Ozlo9FjUdgz6qNhelBAIBRCIRfHx8AHC35xkYGEAgEODZs2cAuAsD48ePx9GjR7Fw4UJMnDgRN2/ehLe3d7Uvv6wYnj59qlomr3FfJBKhZcuWNaZ8iqH85QPA559/jk8//RQvX76ESCTCmTNnalQM+qhaPUa6d+/e6N69OwAueRkYGKBhw4bIyclRW65p06Zo1qxZjSu/tBiys7PVlsvKyoJYLMYPP/xQo8qnGMpfvouLCz777DN89tlnvJatTzHom2pTQwWg+vIYYxCJRAAAiUSCiIgIAFwXjL1792Lfvn0aeQaOrssvTwwAsHfvXvzxxx9QKBS83w+t6/IphvKX/+uvv2LPnj06PRY1HYO+qVYJNY9AIFCNXGNgYKDq0/bzzz9j1qxZaNOmjWqAhZpYfkVi0FTfPl2XTzGUXf7s2bPRtm1bnR6L2opBX1SbU/68Nhq5XA5Dw/yw7ezsYGhoiCNHjmD16tW4dOmSRk63dV2+PsSg6/IpBv0oX19i0Eu6uRZWMXl99168eME++OADtSdQbtmyhQkEAubm5qaxxyTounx9iEHX5VMM+lG+vsSgr/T+lD/vlzAiIgJ9+/aFs7MzbGxsVPPFYjGMjIxw6tQptG7dusaVrw8x6Lp8ikE/yteXGPSarjN6HqlUWuSZ4Hmjz4SHh7PGjRuztWvXquYVHFQh75G/1bl8fYhB1+VTDPpRvr7EUB3pRUINCgpiffv2Ze3atWPjx49XG7EnOjqaOTo6Mn9/f9W0grf21YTy9SEGXZdPMehH+foSQ3Wl84T6/Plz5urqyrZs2cIuXLjA5s+fzzp06MBGjRrFGOOGA/vtt99Uyxd+jnp1L18fYtB1+RSDfpSvLzFUZzpPqIcPH2YjR45Uvc/MzGTnzp1jTZs2ZUOHDlVNVyqVGvnydF2+PsSg6/IpBv0oX19iqM50flEqLi5O7cF2YrEYPXv2xK5duxAaGoopU6YA4Pq6FRw7saaUrw8x6Lp8ikE/yteXGKo1XWXyvPaW+Ph41rhxY7Zu3Tq1+TKZjP3555+sR48e7NatWzWufH2IQdflUwz6Ub6+xFATaP0nJu/Z43mdgi0sLDB58mRcunRJ9dhdADA0NESnTp0QHR2NoKCgGlO+PsSg6/IpBv0oX19iqEm0mlCfP3+O5s2bY9myZQC4L8nIyAgjR45E/fr1ceDAAezevVu1vK2tLTp27Ki6T7i6l68PMei6fIpBP8rXlxhqHG1Wh48fP86aN2/OWrRowZYtW6Y279mzZ2z27Nmsa9eubPbs2SwoKIitX7+e1a1blz179qxGlK8PMei6fIpBP8rXlxhqGq0m1KVLl7JRo0axn3/+mTVt2rTIl/j69Wt26NAh1qZNG9atWzfWoUMHXgej1XX5+hCDrsunGPSjfH2Joab5P/dGzwEX7V7LAAAAAElFTkSuQmCC' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert_two(axe1, twin, axe2, ldg_pp_1026)\n",
    "axe2.set_xlim(pd.Timestamp(\"2022.10.26-10:30\"), pd.Timestamp(\"2022.10.28-11:00\"))\n",
    "axe1.legend()\n",
    "axe2.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "86b0758a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:41.989683Z",
     "start_time": "2022-12-28T00:47:41.834089Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4609b52b4f734af78b19ab536514cc40",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(ldg_pp_1026.timestamp, ldg_pp_1026.CH3.apply(lambda row: (float(row[1:]))))\n",
    "plt.plot(ldg_pp_1026.timestamp, ldg_pp_1026.CH6.apply(lambda row: (float(row[1:]))))\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fea9115",
   "metadata": {},
   "source": [
    "##  9보일러 전단 데이터 (22-11-03 15:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "60d26b0a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:42.382641Z",
     "start_time": "2022-12-28T00:47:41.990658Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f766172b0>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c8a0eb3387d4c61b883597b6acd0645",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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eDcYY3nrrLQCAhYUFtmzZAnt7e4SFhdXqcJufn3/XTrhLlizB4sWLdY/z8vJqbTBCmkokEkEikeh9vSOtW2pqql6m1HX7lw8++AA9evSo8+oyuVyO+Ph4vWn15VRNggVqYWEhLC0t9aaZmppCJpPh6aefxooVK/Sei4iIQK9eve64PJlMptdcr7rulxBC6mJubl5vTkRERODgwYPYs2eP3vTu3bvDycmp1smv+nKqJsHO8o8cORKXL1/Ghg0boNVqUV5ejoULF8LCwgL3338/KioqsH79emg0GkRGRmLTpk2YPXu2UKsnhJB67dq1C0VFRSgoKND9AMD58+dx4cKFe84pwQK1c+fO2Lt3L7777ju4ubnBx8cHsbGx+PPPP+Hm5ob9+/dj9+7dkMvlmDBhAtauXYtRo0YJtXpCCLknFhYW95xTNDgKIaRVM6ZsoGv5CSFEIBSohBAiEApUQggRCAUqIYQIhAKVEEIEQoFKCCECoUAlhBCBUKASQohAKFAJIUQgFKiEECIQClRCCBEIBSohhAiEApUQQgRCgUoIIQKhQCWEEIFQoBJCiEAoUAkhRCAUqIQQIhAKVEIIEQgFKiGECETwQL1w4QJGjBgBFxcXODk54cUXXwQAxMXFYciQIVAoFPD398eOHTuEXjUhhNRr8+bN6NWrF5ydneHp6YkZM2agsLAQwL3nlKCBGh8fjxEjRuCpp57CzZs3kZ6ejmnTpqGyshKjR4/GqFGjkJmZiZ9++gnz5s3DyZMnhVw9IYTU66+//sI333yDzMxMXL58GWlpaViwYIEwOcUENHPmTPbhhx/Wmv7rr78yZ2dnplarddOee+459vjjjzd42bm5uQwAy83NFaJUQkgbca/Z8NFHH7G+ffsKklOCtVBVKhV+/PFH+Pn5oW/fvnB2dsZjjz2GnJwcnD17FiEhIZBIJLr5Q0NDcfbsWaFWTwghjRYbG4stW7Zg+vTpguSUYIGakpICtVqNDRs24Ndff8XVq1ehVqsxefJkZGZmQqFQ6M2vUCiQmZl5x+WpVCoolUq9H0IIuZOaeaFSqe46v4uLCzp37ox+/fph3rx5TcqpmgQL1IyMDCiVSrz99ttwdXWFra0t3nvvPRw5cgSMMYjF+qsSi8XQarV3XN6aNWtgYWGh+/Hw8BCqVEJIG+Th4aGXGWvWrLnr/BkZGbh69SquXLmCmTNnNimnahIsUG1sbCASidC9e3fdNG9vb4hEIty4cQP5+fl68+fn58PBweGOy1uyZAnKysp0P6mpqUKVSghpg1JTU/UyY8mSJfW+pmPHjli7di22bdsGa2vrRudUTYIFqr+/P6ysrHD9+nXdtPj4eDDGMHv2bERGRurNHxERgV69et1xeTKZDObm5no/hBByJzXzQiaT1ZpHo9HUmmZiYgKJRIJ+/fo1OqdqEixQzczMMGXKFMyfPx/FxcUoLi7GK6+8gsmTJ2Ps2LGoqKjA+vXrodFoEBkZiU2bNmH27NlCrZ4QQup1/PhxTJ8+Xdfwy8/Px9KlS/Hoo48Kk1NN6mdwByUlJeyZZ55hcrmcubu7s1mzZrGioiLGGGNRUVGsX79+zNbWlnl5ebGvvvqqUcumblOEkLo0JhsqKyvZO++8w7p06cIUCgXr0KEDmzdvnmA5JWKMsWbZFQgsLy8Pcrkcubm5jTqmQQhp24wpG+hafkIIEQgFKiGECIQClRBCBEKBSgghAqFAJYQQgVCgEkKIQChQCSFEIBSohBAiEGlLF9DeVaq1iE4pgEqjRVmlBsXlKhyJzYJYJIKpVAxvR0sAgEgEOFuboUKthZ2FDN5yS/gpLGEqldSzBkKIoVCgtpDolAJsOZ6APy9noFzV8OHBbicSAXbmMrjamuOZgT4YH+wGqYS+dBDSUujSUwMrV2mw9kAstp1M1E3zsDeHq60ZbMxkMJWJYWUqRRdXG5SpNMgoLIeFiRTKSjUKlCqoNQwVai3is4qRkq+ERlv963OxMUN/XweYm0hhKhXDRCqGslKDaf07oJOLdQu8W0KanzFlA7VQDYQxhiOxWXhtzwVkF1dAKhbhmYE+mNrXS/e1Xo9WA5RkAeVqoKIYkMgAsZT/iCSA2B6qijJEl9hjf2whjsZlISm3DL9Ep9da1LenkzCmuyvm398RPo6W1IolpJlQC7WZFCpVuJReiNIKDTIKlfjynxtIK+C3cfFzssQHj/RAD9ObwNWDQPIpID8RKC8ENCr+U1nc8JVZOoFZOCLfyg9pJr4oMHVDvqk7ckw98V1MIa5nl+pmFYkAdztzTO3nhVmDfCGjcCWtnDFlAwWqQIrLVfjjUiaW/3oRwZ52OJ9aiJIKda35RnV1wUf3SWB26A0g6cTdF2rhCJhaAabWAES81co0gFbNf/IT6y/M2hVKp+44rOyIrVkdEVkqB7vVuaOTszWeDPPGgz1cYWNWezBeQloDY8oGCtQmupxehH+vZSMquQAnrueguLx2eAa520JhbQpbCxn6ejvgYbd8yM58DpzfBYABZrZA4FjALxxwDAAsHQGJKf96LzUDpCb1F6JRA6VZPFxz44GbMcD1o4BYAhSmAqoyvdmZuQNSLIPwv0wFjqm74TzzhVgiRQ8POzwZ5o3RQa6QiEXCbCRCaiovAkysALFw34yMKRsoUBsoMacUyXlliEzOx8GLGYjN0P9KLhGL4OdkiSB3O4zq5gJPB3ME2mqApFNA6lng6h9A1iU+s1gK9J0NDFkMmNs1X9FaLZBzFbiwiwduwjGgNFtvlmKRFf5TB+CYNghHtL0AOy+MC3aDh70FQrzt4a+gk1mkCQpSAE0lIPfjjxkDTn4CHFoFPPoN0Hks8OvzQNS3wBO/Ar73ARkXgJ/nAlJT4Jk/AIkUUCkBpgVM6jjPcEtLZ8Pt6KRUPf69lo11f15FTEqB3nQLEwnCAxUI9ZUj1E8OX0dLiCqKgJQzQNIvwKkT/P+4bX8lswR6PQH0exZw8Gn+4sViQBEI3L+cP2YMyLsBpEUCN/4Gko7DOj8RwySRGCaJxJv4BpdKO2DPsYH4XNsXqcwJQwKcMH9YR/T0sm/+eknrVpYHWNwKtEt7gL+WA649gKcP8kNV5YVAwCig4wg+T4/HeKCW5fLH9j6A3Be4/Ctw+RcgaBKwbwEQsxN4IZKHs1YLRH4D9JzOA9fIGF9FRqJcpcHK3y7hh7MpAAAzmRjdPezgZmuGCb080KeDPSw1RfwD8V8ikHwayLqsvxCxFHDrCXj2A7wHAr7hgMzM8G+mikjEP5RyP6D7I3xafiIQfwi4fhQs4Ri6ViShqzgJy/Ad4pgnom744fMve0PrG45xfXzRx9sBbrZmEInosEC7pyrnnympKVB0E/ggEPAZAjyyDej7LHBxDz/kJDXlLc34w0Do8/wxAJjbA13G8ZAEeCu0/3NA+BLAqROfHrOTPyeR8d4u304EUs8AToFAh1D+d/fZ8BZ5+3Whr/x1yCoux9wdkTiXlA9TqRgvDeuIp8K8YWEiBTIvA1cP8L3ozfPQa4ECgEsQ4Hc/4BEC+A65dUKplVCVA7H7gEs/A9eP6B1/LWWmOKoNxmFNL1yx7Atf7w7wc7KCnYUJKtVaBLpYI8xfTldutWVabfWxzxOfAH8tA6xcgAUX+bRPevGTqM/+e+vrejmQcZ7/LTR1B5wTD+x6AnjoU8CjN3DqcyBqBxAyEwiZARxYjLyjGyB/v8QovvJToNZwJiEP876PRHZxBVxtzbBxeh8EuZgDMd8Dp78AsmNrv2jQy3zPrOgMWCmarTaDUpXzE1zxh6CKPQhZ1vnqp5gEicwFB7QhOK4JQgzzQwX4CTSxCOjuYQdXWzNYmkphbSaFjZkMvk6W8HSwQA8POzrp1RqknQO2PAAsuARYOQHJ/wHfjAUmfgV0nQCUZAPr/PmJ1UWJvNdJ5DdA4BjAxs1wdf48B3mnvqNAbSxDBOrWEwl4a/8VaLQM/Xwc8Olj3aG4tgs4/iFQkMRnMrHiH5rAB4GOwwGZebPUYnTyEoCrB8HiDgKJxyBi1ZfLaiFGutgFV1SuiNH6IoU54T9tZ2TCXtdFq6Y+HezR18cBE3t5wF9hZah3QRrq4v+An57hx99DXwC+CANyrwFeocAzB3nvkpT/+GMBz9g3hTGdlGq2QJ0/fz4+/vhjJCQkwNvbG3FxcZg9ezauXLkCGxsbrFy5EtOmTWvw8ppzozHG8NmReKz/6yoA4NnBPljklwLJkTeBzFtfZ+QdgUELgW4PVx8Daq/Ki4Bj7wPKPH7iLecaah36AKAWm6DI3BM5Ju44r/LEf/mWMIUKRzQ9kQ45AN5SDXSxhqutGbq528LV1hwPBbvBypQO7xvU8Y+AQyuAp/bz4/3nvgH2vshbqLYeQGkuoMwH7DyN7vPf2Gw4cuQIVqxYgdjYWJiYmGDIkCH49NNPIZfL7zmnmuVTe/r0acTExOgeV1ZWYvTo0Zg5cyb+/vtvxMTEYMiQIfD19UVYWFhzlNBgOSUVmL09ApHJBRCLgI0jzDAseTFw5hifwcYDGLoE6D6Z9+0kgJkNMGJ19ePKslv9Xw/zM7nJp4DCVEiV+XAovQ6H0usIADCp6toB2VaopFZIk7jjv1JX/J3VAzEZfvgnzgFaiPHGzxfw3H1+GN/THa62ZjCXSSARi+hEmJAqSnh3uuBpvL9z7jU+/WYMD9ReTwC9n6ye31LOf9qAJUuW4J133sGQIUOgVCoxfvx4vP766/jss8/uOacEb6FWVFSgX79++Pbbb9G9e3ckJCTg/PnzmD17NtLS0iCR8FCaN28eCgsLsWPHjgYtV+gWanqBEm//fgX7L9wEY0BHWQ62e/wK15tHwDvd2wEDFwD95rTsmfnWTFnAu2nlxvMeEIWp/FhcURrvRlODSmSKeI0Cl5gPLmh9EMc8EaENgPrWfj/Y0w6dXa3Rydka4YEKdJDfuW8iqSH7KlCUCvgN5Y93PcFPrD68mXdPKkoH4g4A/vcD9t4tWmpjNTYb1Go1pNLqtuSGDRuwZcsWLF++/J5zSvAW6urVqzFmzBgEBQXppp09exYhISG6IgEgNDQUq1evrmsRd3f8Y+ChVfdU4/nUAjy19SzySithjnK8oziMh0p/gvhmBR94pO8s3uneomWPx7R65naAey/+U1NJFg/bpBO8T2zmZcjKctBZnILOSMEkCf+GUMmkuMS8cUnbARfSfXEu1R8/MHes3CtGLy87LBgegIH+jtR6rYtGxbsbMQYcWQ1c+Q3oMQUYtwEYuJAHamEqn9fGjZ81bwduD1MAOHXqFLp06SJITgkaqNHR0dizZw8iIyP1pmdmZkKh0D/7rVAokJmZecdlqVQqqNXVl3MqlXxgEZzeAAyd1+Sz6SficzBrewSUlSq87haNGRXfQlp0q47ujwHDVwHWLk1aNmkEKwX/8erPe0kA/Bhd5mV+3Dr1LHBhN0xEavQUxaOnOB7AYQCACjKcYYG4lO6F77Z2xEbnPhg7IBgP9/Jonz0ItFogP4GHp50Xn7Z1DJB0HFgYyz/P5vb87Hzvp/lJJLdg4PXU1tWtrx5KpbI6J8CDUya7+xgV+/fvxy+//IJz585h3bp1jc6pmgQLVLVajRkzZuDzzz+HmZn+V2TGGMQ1zgSKxWJotXceWHnNmjVYtaqOluiY9XzQkCb49lQiVu29jB4sFutsf4RP3q0uUG69gFHv8D9u0nLM7QHvAfyn37PAw1/zwwbpkUB6NHAzGkg4BpkyHwNEFzBAeoG/Lh/APuCf3/si1288QsInwtPNteXeR3OKO8BPGCk6A0OX8uP6v78CRGwGHttZHahJx/m/Kad5kD70Se1ltaEwBQAPDw+9xytWrMDKlSvvOH9sbCymT5+Obdu2ISAgoEk5VZNggfrBBx+gR48eCA8Pr/WcXC5HfHy83rT8/Py7Hu9YsmQJFi9erHucl5fHN1jnB5vUTePjQ9ew+VAU3pTuxFTpEaACvFPysJW3TjjRMHZGydyOH/erOvYHAIVpQFoEEH8I2rQoiDN5sA7RngGunQGuvYEbIi+k2vSEyjMMIr9wyKwcoKzUoHcHe8itjOss9V0dWAyc/Rp4NZ7vcEyt+YUlpdnVJ0m7TeSB+t+XQKcHeCf6+Rf589ZtdMdSh9TUVL1MqfnVvua8I0eOxLJly/Dwww8DaFpO1SRYoEZERODgwYPYs2eP3vTu3bvDyckJNc99RUREoFevOo6t3SKTyfSa6+bmt/X3jPwW+O154LnTfE99F4wxLPv1IrLP/A9/mW6Fs6gAEMuAgfOBAfP5lR2kdbF15z9dxvFerupKaGN2Iul6LIov/YEuSIAvkuFbmAwU/grc6vn2ruoxfKLtBjh1wepJvdDZ1QZmshbquaHVAD/P4SfsZh7mO/TLv/KTRWM/qT7Dnh3LO80nHucDirj1Aga8BHQcWb2sDgOAFQX6VyPZeRr07RgDc3Nz/Zy4g7y8PIwcORJTp07FggULdNN79+6NXbt26c1bX07V1Kwd+0UiERISEqBQKNCxY0csXLgQ8+fPR0xMDIYNG4bvv/8eo0aNatCydGfyrp+Hw/aBfOLodfwE0h2cScjD5/tOYHLWJxgtOcMnevTll7EpAu/17REjpVYWI/n8Pyi4ehK2N4/DryxG73kVkyCK+WO/pj/OmYTAyTMA00K9MaijE0ykzfRNJekUsGcWMP1nwLEjH0hk95N8BDDdaEsXgS8HAIquwHMn+et+fxU4sxGYugsIGHnXVbRXjTnLX1paimHDhqFLly7YvHmz3nNlZWX3nFMGCVRvb29ER0djzpw5iI2Nha2tLZYsWYLZs2c3eFl6G604lg/11Xc23ytXlgEmFnrzbzh6FUmHNuIN6XewFZVBJbGAbMQqfg0wfb1vX0qyeAsv/hDUCcchLUzSezqXWeOq1hM5UgXUfsNR0eE+SC3sYGsug4+jJfycLBvfi+C3F/kx38k7+HHN9Chg4338uZWF/Mz7u958wI9njwEu3fjVR5f28MB16ynEO28XGhOov/76K8aPHw8nJye946VSqRSpqan3nFOt/9LTyjLgbVcg6BHgoU+hFpvi3V1Hcd/lZRgg4eOPqv2GQzr2w3b5NYjUoSwPuLIX2mt/AQn/QlxRUGuW/7SBOKzpiRitP8w9uuGZ4b3R31d+5xZs1YkLsZj//3/P8EFmntwL+Azm/W+3jOBfzx/ffdfxPUnjGNOlp63/+r7zP/B/VUpoRCb4act7eCH1I9hIlCg3kcNs7HuQdnu46aPdkLbHwgHo/STEvZ/kLcX8RLDceGSc2wd1ahQ8S2LQTxyLfuJbvUCygagd/livDcEl2yGwdQuAZ9llBAX1RPcAX3iYKiHa/SQQ9iIQMIJ/1iQmwKBXAMdOfBle/XjLlLRprb+FyhiQG48KrQhx2+ahe9lpAECB5/2we+RzwKb9nOUkAikvAuL/Aq4dgibtHCQ5cXpPpzE5Tmu74G9ND/yrDYLY3A5jcQy9zNLR7cmP4aOwgbg99odtIcbUQm0TgVp67FPg73dgycpQzMyRxWzh17ErMH3PnRdISENVFAPX/oLm8l6IYvdBrK3UezpR64wY5odKJsVXmgeRadoBId5yhPnJ0dPLDl3dbFuuN0E7YEyB2rq/8qdHIf/nRbDP5mfwj4v7QOEViIDEHcDATS1cHGk1VMrqYRgZA679CZg7AJ4h/Hjo5V+BfQshef4sMOELIPFffpLp2DpAUwFvcSa8wa+meUTKL5n953p3nLsWgO+YI47KBiPY2wk9vewxoac7PB0s7lQJaeVaZwu14ALy/3of9jf/1T3/sc2reGzGy3C2NefXJ1u58FHDK8uAY+/xWy9YNu0KK9KG5d0Ato/n9yga9DIfsi7qW97P8/FbfRIPvAb89wW//n3YCv3Xa1T8UtnLv/FjsdePQFReUGs1l7QdEKX1Rzw8IfUdCCv3rng4xJvCVQDUQr0HZd88AofCCNgDKGcyfMdGQnbfIjx/X/fq67htb7sE7fTnfIDoyO3A3JN0nT7hZ/nPbOIBevF/fPDwwhR+hn7k2/xqJFUZUFnKz8bbdwDGf8EHFqlJIuNdnG51cxIxxu+dlBYBpEWC5cRBlJ+IrmJ+ry4AQPI2VCZJEHPCD6cse8K0Qx906dYL/l16QURd+lq1VtdCLXvDGmqpBbaxB1HQ7QnMHtUXzjZ3GV4v6wq/9rnqTqOZl4Gzm4Dhb7a5a5nJHRSlAxFb+e8/6BHeWf7cVj4046i1vO+n/zB+O4/moMznYxFkXEBpwn/QpkXDWplaa7YCZoVUiTsqFD3h2G0oPLsPgdjamXqo1MOYWqitLlA3L50MTdh8PDKkF+wsTBq/IHUF8NatEWWW51Mn//bgl+eA6O/4YZ+Ra3jL8+thQPgb/HLOlpCfiIpL+5GUdAPa5DMIrDhf52zFImtk2HaH1LM3nAL6wapDb+q5UoMxBWqr+8r/wAufwlXh1PQF5N3g/3r2rw7T0hzAQk4tgdao6vbdHQbwWw9r1MCfS/kxzyk/8MFC7nsdKEgG5P78NRUlwNiPAc++LVe3vTdMB85DwK2rqJlWi8SEa7j8948oyU2Dv/IC/LUJsEUxrAtOAAUngFuDaxXKnFHq0AXWHoGwcvSCyCOE3xqcxu9tca0uUO/5NsWKzsCyHIBp+RndXU/wgXcXJ/GRjZT5gMyS3xaCGBfG+P2rMs7zUeYBfgb+9IbqE0YSafUoTLa3royz8wSe2le9HGtn/mNERGIxfPw6wcdvOQA+qM/NAiXOxV5AftxJmGecgZ0yGcG4BltVJmwzM4HMo3rLKLd0h6lbN4hcgvh96+V+/PPeXm4kaQRaXaAKQnLboLMVxfzfMxuBIYv45YL7FgDzL1SPLUkMT6UETn7Gd3JVA+CoK/i94AuSga4T+bTuk3mvDsvbvrX0eIzfBrkV9+oQiURws7eAW2g/ILQfAECjZYhMyELspWiUplyAeXYUvDXJ6CxOhkJUALPSNOBaGnDtD91ymMQEIsdO/J72Lt35XUoVnenbWDNpdcdQBT9OotXwM7pVJ6gOvwn8u57fT2rYSuHWQ/Sd2cRbmeb2/HF6FHD1T37y0NwOSDwBfDsesFQACy7yADj8Jn+d//18pLFWHJhC0GoZLt8sQlRKAb4+GgtpURK6i27AW5yBLqJk+IrS4Se+WfuF1m58MBanTvxknGf/Vn3fNGM6hkqBWlNaJPDLXD4CUNXtclXlrfoDZ1D/fsAPoXj0BUa/x6eVZPG+nVW3OmEM+KAzoKkEXrnGe2L88QaQ8A/wQiT/qgoAv8zj936fe8Lobl1srDKLyhGVXIAzCXmITsnH1ZSb6COKQ6AoGeGSaPQWX4UUNUagF0l4wLr35sei7bwAj5BW04o1pkBtn1/578a9FzDvv+rHiSeAbaOB+94ABr/KT2Rp1PxYHQF+eJx/FZ/wJW8xuvbgLUmv0Op5vnkIyL7C/1i9+vN+oBaOvCVaNaq8zBzo9SRgalP9uvGfG/zttHbONmYY1c0Fo7rx/tY5JRU4dT0MJ+Jz8HJ8DtLyS9FRlAY/UToelJzCGMkZaBmD+GYMv4V0xJbqhTl24gNd+4YDjgH0mW8A2kL1Of4h/9fOi++xs+P4WJdFafw4a9VePPc6ILNo211asuOAz/vye7mP/Yi3bDSVPBjLcnmgOne71R3poerXaSoBE6vq45yWcv4NoCCJX9ppKQem/tgS76jNc7Qyxdgebhjbww2MMVxIK8Tx+BzcyC7F+uSheD6nFKasAj3F8egpikcfcRyGSqL5i3Pi+DcHAJCaAXYdeF9ej5DqY7Et2bOAMaC8EKLMuructQQK1Po8vhu4sBvIT+SXGUZs4Tc+G/BSdZj+vgg48xUQMIoPKByxhXcS7/aw/gmw1oix6vepLuf/XvypuvXY4zHg6DvA9SP8mJy1Mz+5d7vnI2r39xWL+R8nMRiRSITuHnbo7mGnm5ZfWokziXk4faMTTiQXYENKAaBi6C66gZGSs/AWZSBEegMKdQ4P2Jw44OpB/QX73gfYe/OdqdyPd0+z8Wh6H2+NGqgo4j1uim/y0b/U5UB5IaDMB8tPQkXWdYizLsKkMh9mKuM5akmBWh+RCOj+aPXjB94Fuk0CcNsv0S2Yfz0a/wUglvKvTtHf8Vshj17HR4s3saz7/vTGIj8J2Dyc36LDuSuf9s/7wNG3qu/d5XTr/l2Pbq9+XbeH+c/d0MUTRsve0gQju7pgZFd+iKCkQo3/nUvFnih7vJ9y61i2CrBBKTxE2QgQpaKX+Br6ya7DG+kwZeXAjb9rL1gs49/WLJ34CV+ZJW9kSE15I0Msu3W3jRI+3oYyHyjOACvJgKg0+641iwBUndEoZzJc18oBFAu1Se4JBWpTeIboP/YfBnQI419/NCp+v3k7LyB8CT++eO0P4OSnwCvxfJ7vH+WjuIe9aLgD/1pNdf9MxnjPhuIMXqdExncC6gp+aa6iCx9R6ehbfP6q0eWlJjRIchtnZSrFk2HeeDLMGwBQrtLgWmYJLqUX4mJ6IVLzlXg/MR/FSjVE0KKrKBGB4hS4IhfuohyEyuLRgaUCWhXv3laQ3Kj1iwBomAglMEcJzJHBHFDArFAOGUqYBQphiXQmR76pGyTOneHk0RFBChNgbYDwG6MJKFCFYKWo/r9ExrtbVXW50qh5mAL8K4uZDQ/Tv5bzg/2u3XlfWK2GH4uscvtX7cYoTOUnhfo8w08AAcDpL4GTnwDzzvC7vKrLgbfd+HPT9vBuSFf2AuUF1ceKOwzk80tNqT9uO2YmkyDIwxZBHtXjHKg1Wly9FbLXsvwRn1WCG2WVuJRehAol70Fghgr4iW7CFJWwEilhgQrYikohgxpSaCCFBhJoUQozlDIzFMMCGcweWcweEitHuDpYw9xEAmtTGWzMpbCzMIGTlSm8HMwxytUWng7muvt85eXltci2qQsFanOTSPktfm/8zYNXYsJPXgE8YDVq4JuxvB/mM3/yW2UA/GRY3O/AI9/wWyYzBsQf4nfJ7DkdcArg0/5dB3iFAd4D+OuK0oHzP/L72Hv158efcuL4SbQre4HgKfwEAwB0Gs2PfwH8JNOEL6tbsWIxPyZKSA1SiRhd3GzQxc1Gb3q5SoPUfCWKylVIzVeisKwSYrEIeSWVyC9ToVCpgqmpBH7O1ihSqiAVi+AqFUMmFUNuaQJPBwvYW5jA1das8TdFNBLUD7WlaLW8JSgS8WOs28YALkHAnONA9lXg81uHFeZfrL654NbRQNIJYNKW6uOWH3TlLdxnDgLOXYDCNH410cX/8Utsy3L56wJGAqPeqV5/U1vAhBgZY8oGQc8WHDlyBIMGDYKTkxPc3d0xdepU5ObmAgDi4uIwZMgQKBQK+Pv7Y8eOHUKuuvURi6sDzXsgH6t1wkb+2CmAd3Af8BKQe636NU6dgIAHgMAHq6eFvQB0mwCUZPDHtu48cFcW8sMP1i7Ai5H6YQpQmJJ2LT4+Hp06dUJgYKDe9HvOKSag/v37s6NHjzKtVstKS0vZ8OHD2axZs1hFRQXz9fVlb7/9NtNqtSwqKorZ2NiwEydONHjZubm5DADLzc0VsmRCSCvX2Gw4cuQI8/HxYVOnTmWdOnXSTRcipwRtof7777+47777IBKJYGFhgfHjxyMyMhIHDx5EaWkpFi1aBJFIhODgYEybNg0bNmwQcvWEEFKvrl274tKlSxg+fLjedCFyStBAlUr1z3GdOnUKXbp0wdmzZxESEgKJpHrovdDQUJw9e1bI1RNCSL0UCgXMzWsPaShETjXbWf79+/fjl19+wblz57Bu3TooFAq95xUKBTIzM+/4epVKBbVarXusVCqbq1RCBKfVaqFSqVq6jDbDxMSk3jP/SqVSLyekUilksoZfqZiZmdnonKqpWQI1NjYW06dPx7Zt2xAQEADGGMQ1rpYRi8XQarV3WAKwZs0arFq1qjnKI6TZMMaQlZVlVH0j2wKJRAIfH5+7BqSHh4fe4xUrVmDlypUNXkdTcqomwQM1NTUVI0eOxLJly/Dww7xrj1wuR3x8vN58+fn5d+3isGTJEixevFj3OC8vr9YGI8TYVIWps7MzLCwsWm1/SmOi1WqRnp6OmzdvwtPT847bNDU1VS9Tah6CrE9TcqomQQM1Ly8PI0eOxNSpU7FgwQLd9N69e2PXrl1680ZERKBXrztf2y6TyfT2RnUd8yDEmGi1Wl2YtnR/yLZGoVAgNTUVWq1W7xjn7czNze8pJ5qSUzUJdlKqtLQUY8aMQf/+/fHOO/p9HseMGYOKigqsX78eGo0GkZGR2LRpE2bPni3U6glpcVXHTC0sLFq4kranqnF1+3kVoQmRU4IF6qFDh3D69Gns3bsXLi4uuh8PDw9YWFhg//792L17N+RyOSZMmIC1a9di1KhRQq2eEKNBX/OFZ4htKkRO0aWnhAikoqICN27cgK+vL0xN6ZYtNXl6euL999/HY4891ujX3m3bGlM20ECVhLRzRUVFWLp0Kbp27QpbW1vY2dmhR48eWLNmDSoqKgRbj6OjI5ycnPSm7dy5E2FhYXBycoKHhwd69uyJL7/8UrB1GhoFKiHt3GOPPYZjx45hx44dyMnJQWZmJr744gv88MMPmDlzZq35HR0dIRKJ6vyZNGnSHdfj5OSkF6ivvfYali1bhrfeeguZmZlITU3FV199hT///LNZ3qdBNOaa2ZZE1/ITY1deXs4uX77MysvLW7qUBtNoNEwmk7E///yz1nPbtm1jjo6OtabL5XL277//3tN6z549y6RSKYuJiamzpprutm2NKRtoPFRC2jGxWIyhQ4dizZo1sLe3R5cuXcAYQ1RUFD744AOMHTu2Wdb73Xff4aGHHkL37t3rrKm1okAlpBl5v7bf4OtMXDumUfPv2rUL7777LmbOnIkrV65ALBaja9eumDp1KubPn98sNcbFxaFv377NsuyWRIFKSDtnY2ODNWvWYM2aNXjsscfg7e2NtWvX3vU1gwYNqnN67969ERERUe86tVptmxyfgwKVkGbU2NaiIXXr1g2xsbF606quW1+3bp3e9CFDhuDw4cMAgJycHN30SZMmoVu3bo26Zh4A/P39a13m2Ra03oMVhJB7cvHiRajVaixZsgQpKSlQq9XQarXQarVQq9V6P1VhKpRHHnkE+/btQ1JSUq3nSktLBV2XIVGgEtLOrV+/vlFD1AlhyJAheOKJJzBx4kScO3dON/3EiRMIDQ01aC1CokAlhDRI7969YWZmpvezb98+rF27ttb0t956q97lbdy4ETNnzsSMGTPg5OQEHx8fvP7661i+fLkB3k3zoGOohBD07Nnzjs+lpKTAw8NDryUpBJFIhLlz52Lu3LmCLrclUaAS0s6VlJS0dAltBn3lJ4QQgVCgEkKIQChQCSFEIBSohBAiEApUQgTGWseY7a1Ka9mmFKiECKTqvkdlZWUtXEnbU3W/rsbeydTQjLs6QloRsVgMBwcH3VVHdBtpYWi1WmRlZcHS0tLoh/ajQCVEQAqFAgAMfilnWyeRSODl5WX0OygKVEIEJBKJ4OzsDCcnJ93XVHJvRCIRZDKZ0YcpYOBALS4uxrx58/DHH39AIpFg2rRpWLt2rdE34wlpLLFYTHc+NVLNmUMGDdS5c+eiuLgYSUlJKC0txf333w8HBwe89tprhiyDENKONWcOiZiB+iPk5+fDyckJMTEx6Nq1KwBg9+7dWLhwIVJSUup9vTHde5sQYjwakw33mkP1Mdh37cjISFhYWOjeBACEhoYiNTUVN2/eNFQZhJB2rLlzyGBf+TMzM/XuyQ3onxF1dXXVe06lUkGtVuseV43inZeX18yVEkJak6pMKC0thbm5uW66VCrV9Q2u0tgcaiyDBSpjrNZB36rHVfexud2aNWuwatWqWtM7duzYPAUSQlo1Ly8vvccrVqyoda+rxuZQYxksUOVyOfLz8/WmVT2u67jHkiVLsHjxYt1jtVqNtLQ0ODo6NulsnFKphIeHB1JTU/X2YoZENVANVIPwNWi1WuTk5MDd3V3vSqq6rqpqbA41lsECtWfPnsjLy0NycrJuTxIREQG5XF5rzwLwy/hqNtcDAwObvP6qW9Y6ODi06AeHaqAaqAbha3B0dGzQfI3NocYy2EkpZ2dnjBs3DgsXLkRZWRlycnKwdOlSzJw5k/qhEkIMorlzyKBJtnnzZohEInh4eCAwMBADBgzA6tWrDVkCIaSda84cMmjHfgcHB+zevduQq9SRSqVYsWJFi45WQzVQDVRDy9fQnDlksI79hBDS1tHBS0IIEQgFKiGECIQClRBCBEKBSgghAqFAJYQQgVCgEkKIQChQCSFEIBSohBAiEApUQggRCAUqIYQIhAKVEEIEQoFKCCECoUAlhBCBUKASQohAKFAJIUQgFKiEECIQClRCCBEIBSohhAiEApUQQgRi0EB9+umnYWdnBxcXF93P888/b8gSCCGk2Rj0VodFRUXYsmULJk6caMjVEkKIQRi0hVpUVAQ7OztDrpIQQgyGApUQQgQiYowxQ62sc+fOKCwshFqthqOjI0aMGIGlS5fC0dGx1rwqlQpqtVr3WKvVoqSkBNbW1hCJRIYqmRBi5BhjKC8vh52dHcTiFj7PzgwoIyODabVaptVq2aVLl9ioUaNYnz59mEajqTXvihUrGAD6oR/6oZ8G/eTm5hoyzupk0BZqTenp6XB3d8f58+cRFBSk91zNFmpZWRkcHR2Rm5sLc3NzQ5dKCDFSSqUScrkcpaWlsLCwaNFaDHqWv6by8nIAgJubW63nZDIZZDJZrenm5uYUqISQWozhUKDBDjhcvHgRGzZsQGFhIQAgLS0Ns2bNwpQpUyCXyw1VBiGENBuDBaqbmxvOnz+P7t27w9nZGeHh4QgNDcXXX39tqBIIIaRZtegx1MZQKpWwsLBAWVkZfeUnhOgYUza06DFUQloTrVYLlUrV0mW0SyYmJkZxjLQ+FKiE1IMxhqysLOTl5bV0Ke2WRCKBj49PnSeqjQkFKiH1qApTZ2dnWFhYtIqWUlui1WqRnp6OmzdvwtPT06i3PwUqIXeh1Wp1Yerg4NDS5bRbCoUCqamp0Gq1kEgkLV3OHdF4qITcRdUx05buMN7eVX3Vv/1iH2NEgUpIAxjz18z2oLVsfwpUQggRCAUqIW3c+vXrERIScsfnS0pKIBKJcPHixVrPLV26FJMmTdI93rBhA6ysrHQ/5ubm8PDw0D2/cuVKTJs27Y7rWrVqFTw8PNCvXz/Ex8frpj/11FNYsGBBY9+a0aFAJaQNq6iowNatW2Fvb1/vvL1794aZmZnez9q1a/Xmee6551BSUqL7OXDgQK3lfP/995BKpXjzzTf1pkdHR2Pnzp24du0aZs6cicWLF+um79+/H8uXL7+Hd2oc6Cw/IW1UamoqnnrqKbi7u6OgoABTp07FJ598Uuf4wwBw6dIl+Pv7601bunQpYmNjdY/j4uJw6tQp3ePbn6vyxBNPYNu2bbWmx8XFoXfv3jA3N8fgwYPx0UcfAQBeeeUVLFu2rEGhb+yohUpIG3Pu3DksXrwYQUFB6NGjB/bu3Yt//vkHHh4e6NSpE5599lkcPHiwScs+evQoFi1ahIMHD+LgwYNITEzEuHHjGvTaoKAgnDt3DsXFxTh8+DCCg4Oxb98+pKSkYO7cuU2qx9hQC5WQRvJ+bb/B15m4dkyD5927dy80Gg3Onj2r1+J87733sHDhQuzcuRMZGRm66SKRCJaWlggODq5zeRMmTNB73KVLF/zwww+15qsajnP79u3YsWMHli9frvc1vkuXLnjxxRcxaNAgdOjQAZ988gkeeOABrFy5EjNnzsTVq1cxY8YMzJw5s8Hv1dhQoBLSxqxcufKOz7m4uNQ6+WNpaYmSkpIGL//atWt4/vnnodVqUV5ejuzsbN0JpsmTJ2Pq1KnYsWNHna997rnn8NxzzwHgJ7hcXV0RGRmJwMBAfPXVVwgJCUFYWBi6dOnS4HqMCQUqIY3UmNaioU2cOBG///57g+adPn06du7cqWtZVtFqtQBQ6/5MTz75JGbPno3p06cDAMzMzGBrawt7e3t06dIFQUFBePfddxu07qKiIqxevRoHDx7Ek08+iZ07d8LMzAwjR47E4cOHKVAJIS1vz549taatXLkSFy9exE8//VTruU2bNqG8vBxffvkl5s6dC1NTU92JqLrmB4B+/fohPz8f69evx7fffovU1FRYWFjA398ftra2GDZsWL11vvPOOxgzZgx69OgBjUajmy4SiYz+aqi7oZNShLRzJSUlWLBgAZRKZYNfM3LkSNy4cQM7duxAcnIyoqOj8corr+DMmTP1Lic5ORlff/013nrrLQBAWFgYfvvtN5SXl+PgwYMYMGDAPb2flkSBSgjR0717dwwcOPCOz+fm5uLs2bNYt24dunTpAjMzM9jZ2WHUqFGYOXMmjh49etflv/7663jppZfg4uICgHf2//333+Hj44OHHnoIffv2FfT9GBJ95SeEAECtfqC3n7xKSEiAt7c3AEAulyMsLAyLFi3C0qVL4ePjg/Lycpw6dQqbN2/Gq6++etf1fPfdd3qPXVxc8M8//wjzJloY3QKFkLuoqKjAjRs34OvrC1NT05Yux2gUFhbik08+we+//460tDSYm5ujY8eOePrpp/Hwww8Lvr67/R6MKRsoUAm5CwpU49BaApWOoRJCiEBaLFDnz58PkUiExMTEliqBEEIE1SKBevr0acTExLTEqgkhpNkYPFArKiowZ84cfPLJJ4ZeNSFN1kpONbRZrWX7GzxQV69ejTFjxiAoKMjQqyak0aruZVRWVtbClbRvVff2kkqNu6enQauLjo7Gnj17EBkZWe+8KpVK7xK0xlzFQYhQxGIxHBwckJmZCQB0G+kWoNVqkZWVBUtLy1rjCxgbgwWqWq3GjBkz8Pnnn8PMzKze+desWYNVq1YZoDJC7k6hUACALlSJ4UkkEnh5eRn9zsxg/VDfe+89xMbGYsuWLdUrF4n0rsC4XV0tVLlcbhR9zUj7pNVqdV89ieGIRCLIZLI7hqkx9UM1WKA++uijOHjwoF6TvbCwENbW1pgyZQq++uqru77emDYaIcR4GFM2tOiVUndrodZkTBuNEGI8jCkbjPsILyGEtCIt2gehtfQtI4SQhqAWKiGECIQClRBCBEKBSgghAqFAJYQQgVCgEkKIQChQCSFEIBSohBAiEApUQggRCAUqIYQIhAKVEEIEQoFKCCECoUAlhBCBUKASQohAKFAJIUQgFKiEECIQClRCCBEIBSohhAiEApUQQgRCgUoIIQKhQCWEEIFQoBJCiEAMGqibN29Gr1694OzsDE9PT8yYMQOFhYWGLIEQQpqNQQP1r7/+wjfffIPMzExcvnwZaWlpWLBggSFLIISQZmPQQP3hhx8QFBQEALC2tsYDDzyAS5cuGbKEVuPKzSIk5Za2dBmEkEaQttSKY2NjsWXLFsyaNaulSjAKZZVqPL31LPJKK/FgdzecvpGLUzdy9ea5r5MTKlRaOFmb4mpmMRytTDGtfwcMDnCEhUmL/QoJITWIGGPM0Ct1cXFBZmYmZs2aha+++goikajWPCqVCmq1WvdYqVRCLpejrKwM5ubmhiy3WWi1DDv+S8J7B+NQUqGu/wV34WJjhv0vDoTcylSg6ghpPZRKJSwsLIwiG1okUAHg2rVreOaZZxAQEIDNmzfXen7lypVYtWpVrenGsNHulVqjxaKfzmNPVJpumrWpFFP7e0GlZjCRijF3iB/yyypx8nou7CxkyCwqR0m5Gsl5ZZCIRYhMzsfVzBK95R5aOAT+CitDvx1CWhQF6i0nTpzA4MGDoVQqYWJiovdcW26hBq34A8UVapjJxFgzPggTe7nX2UqvT3ZxBZ7ccgaXbxbppg0OcILc0gS25jI4WZvC08ECY7u7Nmn5hLQGxhSoBjsAp9FoIJFI9KaZmJjUmlZFJpNBJpMZojSD2nkmGcW3vuJ/N7M/enewb/KynKxN8ftLg5BVVI6+bx8GABy7ml1rvhd3RuGXeQMQ7GnX5HURQupnsLP8x48fx/Tp03H9+nUAQH5+PpYuXYpHH320Vuu0rfo1Og2v77kAABgf7HZPYXo7hY0ZEt4ZjcWjAvFIbw84WZti9mBfTOnrqZtn+ub/kJJXJsj6CCF1M9hXfpVKhfXr1+Pbb79FTk4OzM3N8eCDD+Kdd96BtbV1va83pmZ9Y2m0DM9+ew6HrmQCAGYO9MHSB7sYZN0peWUY9N7RWtNPvjYUbnatazsSUhdjyoYWPYbaGMa00RriRnYJ/o7LRoFShSOxmbiYxo9z2lvIELF0OCRiwx3TLFSq8Nx353AiXr871tFX7oOPo6XB6iCkORhTNlCgCuh6dgmmff0fhndxxu6IVChVGt1zJlIxVj3UFVP6erVYfSfic7D9VCL+uJRZPe21oXCnlippxYwpGyhQ75FGy/BzVBoiEvPww9kUveeGBioQ4GwNTwdz3B/oDBdbsxaqUt+1zGIM//CY7vGUvl548X5/uNoaz3YlpKGMKRsoUJvoenYJ7l//T53PPdTDDRN6uuO+Tk5G213pamYxRtwWqgDwxuhAzBrka7Q1E1IXY8oGCtRGyi2pwA9nU/D+H3F60yf2ckewpx2m9+/QagKJMYbtp5Lw1v7LUGn4x8DCRILji4fCwbJ99LwgrZ+xZANAgdoglWotXtgZiUq1Fkfj9Pt5Tu/fAcse7AITaeseWnbf+XQ8/32U7nGAsxUm9vLA7EG+EBvwBBohjUWB2gQttdEOX8nEjG8i9KZ1dbPByyMCEN5J0Wpaow3xz9VsPLnljN60/r4O+GxqLzjSOAHESFGgNkFLbLRfo9Pw0g/RetPmDPHDqyM7GbTbk6HFpBTgt5h07IlMRX6ZCgCw9ekQhHdStHBlhNRGgdoEht5oWUXlGPPpcWQXVwAAzq8cARuztncp7N1kFZVjxjcRuJDG76rgaGWKN8d1xciuLm16h0JaFwrUJjDkRlNptHhs42mcS8oHAFxb8wBkktZ9jLSpSivUePzr/xCdUqCbZm0qxfie7gj1k8PLwQJnEvIwPbRDu91GpGVRoDaBITfayt8uYdvJRCisTbH3hYFwtjGO/qMtKSo5HxM2nLzrPK62ZpgzxA/d3G3Ry8uuTR1fJsaLArUJDLXRNh67jrd/j4VMIsIPs0MFG8CkrdBoGf66nImlv1yAiUSM9MLyO85rYyZFUTkfWWteuB+85ZYY39OdWrJEUBSoTWCIjbYnMhUv744BAHz4aDDG93RvlvW0NVotw5YTCfj+TDJuZDfsPlhhfnJM6u2B8cHu1C2L3BMK1CZo7o12PbsEYz89jrJKDZaO6YyZg3wFX0d7wRhDar4SKo0WjtameOf3K8gurtSNtlXT97P6wcXGDD6OlnSYgDQaBWoTNOdGq1Br8OhXpxGTUoCHerjh48eC6Q+7GTDGkJhbhiOxWbiaUYwfI1JqzTNjoA+eCvOGp4NFC1RIWiMK1CZoro2m1mjx+Nf/4b+EPLjamuHg/MGwNW9f3aNaSmJOKZ7ZdhYiEXC9xqGCyX088c7EIDocQOpFgdoEzbHR/rqciVnb+VVQMokI/5sbhu4edoIsmzROWaUax65mY/W+K0grUOqm+yus4GBpAq2WYfZgX/TuYE93dyV6KFCbQOiN9sOZZLx263YkJhIx3n+kO8YF00molsYYw6q9l7HtZOJd51s6pjMe79cB5iZ135OMtB8UqE0g5EY7fi0HT2z5D1oGjOzqjCWju8BLTsfsjEm5SoMLaYWQScTIKa7A/gs38e+1bOSUVOrmsTGT4t2Hu+OBINcWrJS0NArUJhBqo6UVKPHgJ/8iv0yFeeF+eHVkoIBVkuZWVK7CF39fx7/XsnW3lZnU2wNvjO5MQw62UxSoTSDERisoq8SID48hq7gCYX5yfDujH12T3koxxrDlRCLWHrgClYbB1lyGV0d2wiN9PGAqpcMA7QkFahPc60YrV2kw6cuTuJhWhA5yC/xvbhgNSdcGxGcVY9kvl3DqBr8BoaOVCR4L8cKzQ3xh3c4Gs2mv2m2gHjlyBCtWrEBsbCxMTEwwZMgQfPrpp5DL5fW+9l432tJfLmDH6WQAwN+v3Advuttnm8EYw57INHx2NB4JObz7lblMgl4d7BDm54hu7rawNZehoKwS/X3lMJNRC7YtabeBGhoainfeeQdDhgyBUqnE+PHj4e3tjY0bN9b72nvZaFXjmkrFIvz6/AB0dbNt6lsgRkyt0eLVn87j56i0u863YFgA5oX7QUpjCrQJ7TZQ1Wo1pFKp7vGGDRuwZcsWRERE3OVVXFM32nf/JWHJzxcBACvGdsHTA3waXzhpdW4WKnEkNgtHY7NQUKZCXlml3jgDHvbmCPa0g425DOOD3dHXx6EFqyX3ot0Gak3Tp0+HSCTC9u3b6523sRutrFKNVb9d1l3eOKWvF96e0I0uKW3njl3NxuL/ncfNGqNkmcskWPtwEPVFboUoUAHs378fjz32GM6dO4eAgIBaz6tUKqjVat1jpVIJuVzeoI2m0TI8s+0s/rmaDROpGC8O9ce8cH8KUwKAn6A8l5SPy+lFOHDxJi6mF6FSrQUAhHjbw9fRCn9ezsC4YHeM6OqMvt4OdHjAiLX7QI2NjUVYWBg2bdqEhx9+uM55Vq5ciVWrVtWaXt9G02gZ5v8Yjb0x6bC3kGHn7P4IdLERrHbS9mQVl2P5L5dw8FJGnc/LJCL8NCcMPTztDFsYaZB2HaipqakYMGAA5s+fjwULFtxxvqa2UN89GIsv/r4OU6kYW58OQZifo6D1k7arsEyFw7GZKK3UIL1AiZS8Mpy+kau7OsvLwQJB7rbo6WUHZaUGT4R500A6RqDdBmpeXh4GDRqEhx56CO+8806jXtuQjfZzVCoW/BgDsQjYMaMfwvwpTMm9yS2pQO+3Dt11nrE93PDKiAB0kFNXvJbQLgO1tLQUw4YNQ5cuXbB58+ZGv76+jXb4Sibm7DgHlYbR2XwiuEq1FvFZJTiXlIfYjGLsPJMMbY2/HJlEhG7utujnI8eYIFcEeVD3PENol4H666+/Yvz48XBycoJYXH2AXyqVIjU1td7X322j7T9/E/N/jIJKwzBrkA/eGN2ZTkCRZleu0uD3CzdxJDYL+87frPV8kLstenewR18fB9zfWUGXxDaTdhmo96qujabSaPH+H3HYeOwGAD7a+9IxFKbE8FQaLY7GZiEqpQBXM4rxb3yOrudAlb7eDpgxyAcjujjTZ1RAFKhNcPtGMzU1w9G4LLz/RxxiM4ohEYvw2qhAzBzkQx9UYhRKKtQ4n1KAf65m46tbO/wqXd1s0NnVBtP6d0Aw9Ry4ZxSoTVC10Q5GJ+KTf5JxKZ0P3eZma4ZPpvREH2+60oUYr5uFSuw/fxMb/r6OvNLqMV39FVaY2tcLAzs6oqPCihoETUCB2gRVG81z4f8glpnCydoUMwf64KkB3nRsirQaZZVq/JeQh0OXM/FzVBrKKjW65xTWprivkxP6dHDAfZ2coLAxa8FKWw8K1Cao2mjBy/ZiZnggngrzhqWptP4XEmKkKtQa/HkpE79Gp+HQlaxazwe6WKOLmw1CvB0Q6iunEdLugAK1Cao2WlZ+EZzsrFu6HEIEpdUyXEovwr/x2TibkIeT13NRUeOkltzSBCHeDhjaWYFgTzv4O1nRXWFBgdokxrTRCGluykp+T62ziXk4eT0H55LyUa7SD1gna1P06WCPfj4O6Ollj0BX63Z5+MuYsoEClZBWgDGGpNwy/B2XhRPXc3E+tQCZRRW15hvU0RG9O9gjxNsBwZ527eKwmDFlAwUqIa2QVstwI6cUJ6/nICq5oM5BtUUioLuHHYZ0dESoHw9aE2nbGzXLmLKBApWQNiIlrwzRKQWISi7Afwm5uJpZDJWm+s/bwkSCUF85/BRWGNbZGT08bdvEIQJjygYKVELaqLJKNf6Jy8apG7k4Hp+jd8cCADCRiuHvZIW+Pg7o5+OAbu628LA3b3V9YY0pGyhQCWknMovKsScyDZHJ+UjMKcW1rJJa87jZmqGPtwNCvO3Rz1feKi42MKZsoEAlpJ0qqVAjJqUAZxPzcDYxD5fTi5BfptKbx8ZMigBna3g6WCDQxRoBLtbwd7KCp4NFC1XNZRSW41pWMaKTC7D1WByi3hxrFNlAgUoIAcBPdF3NKsbp67mISMrHfwl5yC6u3ZMAAFxtzeBmZ46ennZwtzeHs40ZOiqs4H+PLdq80kqcvpELc5kEpZVqFCnVKKlQIaekEjklFbhZUI5rWSXIKamuS6uqQMoHDxtFNlCgEkLqxBhDdnEF4jKLdYcI4rNKEJVcAKVKU+drzGRi2JjJ4GBpAjsLGSxMpDCTiWEmk8BcJkFagRL5pZUwk0mg0mih0jCoNFqUVWpQXK5CoVJVa5zZulibSdHZ1Qae9hbwsZfihRHdjCIbKFAJIY2i0mhxPbsE/8RlQ61lSM1XIru4AudTC5B1hxZtQ4lFQO8O9jCTSWBlKoW1mRRWpjJYm0nhYmsGFxsz+DpZwsvBQtcSNqZsaPu9fgkhgpJJxAh0sal180vGGEorNShSqpBXWomCMhUq1BooVRqUVfB/7SxkkFuaQiIWwUQqglQshkwihplMDFtzGazNZK26rywFKiFEECKRCFamUliZSuFm1z6/RbbeXQEhhBgZClRCCBEIBSohhAjE4IEaHx+PTp06ITAw0NCrJoSQZmXQQD169ChGjBiBPn36GHK1hBBiEAYN1K5du+LSpUsYPny4IVdLCCEGYdBuUwqFwpCrI4QQgzLafqgqlQpqtVr3WKlUtmA1hBBSP6M9y79mzRpYWFjofuRyeUuXRAghd2W0gbpkyRKUlZXpfnJzc1u6JEIIuSuj/covk8kgk8laugxCCGkwo22hEkJIa0OBSgghAqHxUAkhrZoxZQO1UAkhRCAUqIQQIpDWF6jFGS1dASGE1Mlou03d0Wd9gX5PAm49Aa/+gKUTIDUDmBYQSwCRGKgs5T9aFWBqw58TiQBlAVCUDqjL+U/8YcApkP8/5yqQdRmwcQcUnflrzOwA916AlTNQlgsk/APkJwL23oCtF2Bmy2tSlQEFSXzZJpaARsWDv8cUoLwA0GoAEwsgNQJIOgHI/QEbN153xnnAQs7fj4kVX35pDq83YCRg58Xfk9SM11lZClg4AqbW1e9DasbfS9JxQGICWCoAv3DArgNg6cjnuX4UKEoDXIIAj76AuMa+VKMCUs8CWjVfnpkt4BjA67hdaS6QdwNQKwFVOZ/fqz+vpyAZKMm8te01gJWCb0uZOcAY3z7pUfz35NYTsHbhy9Te+v0Y8v7vWi2QHcvrcekGuPZo3OurTj0Y+T3riWG1vpNSb1jDXEYf4gaTmACaytrTTW0BC4dbO6ASHoQ12bjznYlIBFSU8J1ERWHd6xFJAFb3nTDhEcJDuKzGxRmuPfj6My7y4Hfw5Y/VFYCmAijLA2QWfOcGAKZWPOjLi4CKIkAsBcQy/rzUhM9j6cR3ePbe/H1nXgJKswGIeLBLTQGpOd85FqVV1+LWE7D1AArTgOKbfKcF8NcoOgNgwM3zfL3qSqAsh++oJKZ8XTZufBuWZt/aFtpbOydTXqdGxZflFMiXxRj/F+D/F0t47RIZ3yGaWPD3bmJ56z1q+HxaVfX2EMsAG1e+46+aJhLz14nEfJklmXwZAK9breQ1m9vzbVxexHf6ZbmArSffCTLGt0FxBn8PJpb8c2Dtyt8PGH8/FvJb29OMr0tZwBsIJVm8JnN7wNyOz6Op5A2F/ET+HmUW/F+xtHr7qMr4OguS+XY2tQas3QBrZ76TLi/k29Dcnu+ci9IAKxcozZxh0ftRozgp1foCNfoXmMds4b8cZQH/YGsq9T+gMssaH2jJrekWPCRMLPmHQFV264/WDOj0AOAcBBSn8z8qMP7HkR51q8UoBnwGAw5+QE4cDxim5euWmPA/hqoPcEUxD4j8JP6HUJDMP/yefQGnTre1OCv4Bzc1gn9oRBLeerVyBm78DWRe5K1WkZj/8Yql/A+tLI9/wKpafupyvmz/YTz8Mi7y1ldBEv8QAvy9KQKBhGN1h2eVDgN4XXnXAWV+3fNYuwH2Hfj6K4qBjAu8Blsv3uo0seTbIisWKEqtfp25PQ9NqTmQdo7/cbckC0f++0iN4OFCmu5uO9RmplQxWLxdTIHaGHfsGsEYD06xlAccY4Ck9R3JaDYVxXxHUrVTYYxvJ2UBUJoFQFTd8pNZVh8K0GqArCs8uDWVfAdhIechVNfhAq2G75hqKs7kgevgc6sFeuvbRXkRb81AxL9yF2fy8BVJ+E5QYgKA8R2RRMbnqyjmOwgzW956YRr+u4eI1wDwnUh2HG8RS00A99780AcYP0ShKuM7MTNboPtkvlOoLAWSTvHWd+o5oEMo3/ECvPWWdYXv1Jy73TpUY8p3Gqa2/Pmca3zna+PKd4YQ8c+jSMyDWl3B30NJFm+BicS3tsNthzk0Kr6j06h4a1FVxn8qy3irVHzrM121XID/XorSeWtOVPX71QAqZfXO3kLO37dYyv8uJCZ8m5Vk8XmsXXhr0tSKTytM5Tt7GzfeIpXIbh3SSuY7cnXFrb8zDV9u1fsD4+tw7cFbuhVFfIdclgtobv19WjjwbwEiMV+mppIfeqn6+zWx5J8zuw68ZVteyFuhBcm3Wrv2t1qqRYCVE2DlApTlQpmdCIun/0eB2hjG1NeMEHKbqkaNSFJ7Z2sAxpQN1JQjhNwbkejWtwjS+rpNEUKIkaJAJYQQgVCgEkKIQChQCSFEIBSohBAiEApUQggRCAUqIYQIhAKVEEIEQoFKCCECoUAlhBCBUKASQohAKFAJIUQgBg3U4uJiPPHEE3B2doabmxsWLVoErVZryBIIIaTZGHS0qblz56K4uBhJSUkoLS3F/fffDwcHB7z22muGLIMQQpqFwcZDzc/Ph5OTE2JiYtC1a1cAwO7du7Fw4UKkpKTU+3pjGvOQEGI8jCkbDPaVPzIyEhYWFrowBYDQ0FCkpqbi5s2bhiqDEEKajcG+8mdmZsLJyUlvmkKh0D3n6uqq95xKpYJardY9LisrA8D3RoQQUqUqE4zh5iMGC1TGGMQ1bo9Q9biuE1Nr1qzBqlWrak2Xy+XNUyAhpFUrLy+HhYVFi9ZgsGOoBw8exLRp05CTk6Oblp2dDYVCgYSEBHh7e+vNX7OFqtVqUVJSAmtra4iacC90pVIJuVyO3NzcFjvOQjVQDVSD8DUwxlBeXg47O7tajTZDM1gLtWfPnsjLy0NycjK8vLwAABEREZDL5brHt5PJZJDJ9O9TY2lpec91mJubt/iBa6qBaqAahK2hpVumVQwW587Ozhg3bhwWLlyIsrIy5OTkYOnSpZg5c2aL71UIIUQIBk2yzZs3QyQSwcPDA4GBgRgwYABWr15tyBIIIaTZGLRjv4ODA3bv3m3IVepIpVKsWLECUmnL3TmbaqAaqAbjrEEoBjspRQghbR0dvCSEEIFQoBJCiEAoUBuIjoxwtB2MB/0ujA8Faj2qruJqysUEQklISEB0dHSLrR+A7iILGm6x5VUFaUt+JpOSknD27FlUVla2WA3GqPWfVmtGsbGx2Lp1K/Ly8jBlyhT07dsXVlZWBq3h4sWLCAsLw/bt2xEcHGzQdVeJjY3FZ599hpycHPj7+2P27Nl1XozRnHJzc6HRaHTjP7SEq1ev4siRI0hLS8OkSZPg4eFh8Euh4+LisHPnTmRmZmL8+PEYOHCgIBe8NMbFixcxdOhQrFq1Cj4+PnB0dARjzKABf/XqVRw9ehTp6el49NFH4eLiYhSXpVML9Q4uXLiA4cOHw8zMDElJSVi6dCmOHz8OwHBftS5evIgHH3wQ7777LsaPH2/Qdd9ew8iRI+Hi4gJXV1dER0dj3759Bq0lJSUFvXr1wvr16xs01GNzuHTpEsLDwxEXF4dDhw7hpZdewgsvvIC4uDiD1VD1u9BqtUhISMDy5cuRnJxssPUDQHp6OiZMmIBly5Zh7ty5cHR0BGDY1vLFixcRHh6OlJQUREdH44MPPsDSpUsNvi3qxEgtOTk5LCQkhH3xxRe6aY899hgbOXKkwWq4fPkyc3JyYrt27dKbXlFRwdRqNVMqlc1eQ15eHgsNDdXbDk888QR78803GWOMaTSaZq+BMcZOnTrFXF1dWXh4OFu1ahVLSUkxyHqrqNVqNmnSJPb222/rpu3Zs4dNnTqV9e3bl126dKnZa0hPT2dBQUFs48aNuml9+vRhX3/9dbOv+3ZHjx5lDz/8MGOMb5cPPviALVmyhG3dupUlJCQ0+/pLS0vZ8OHD2aeffqqb9ssvvzBfX1/2yCOPsMTExGav4W6ohVqHwsJC+Pv7Y/r06dBoNACAWbNmIS8vD4wxg7TMIiIikJOTg+HDh+umbd++HfPmzcOAAQMwe/ZsXL58uVlrKCwshFKpxKhRo3TTzMzMcP36dTz00EN47rnnEBUV1aw1AMC///6L6dOnY/Lkyfj999+xZcsWg7dUCwoK4OPjo3s8YcIELFy4EAEBAZgzZw6uX7/erOtPSkpCSEgIZs2apftMenl54dq1axg3bhw++OADJCYmNmsNAFBSUqJbf0hICI4dO4aYmBjs3LkTkydPxqVLl5p1/RUVFcjLy0P//v1104YNG4aAgABIJBJ8+umnKC4ubtYa7oYCtQ5arRb33XcfLC0tIZFIAACOjo5ITk5GZmam3ihYzWX69OlYuXIlQkNDUVJSgk2bNmHVqlUICwvD8OHDoVarsXz5cpSUlDRbDWKxGObm5vj2228RExODJUuW4IcffsD48eMxePBgiEQijB8/HgkJCc1WAwAMHDgQL7/8Mp599llMnToVv//+O7Zu3WqwUJVIJOjUqRO2bt2KgoIC3fTevXvjueeeg7OzMzZv3qwLmuagUCgwevRoXT27du3Czz//jE6dOkEul+PYsWNYu3atbtzg5mJlZYXo6Ghs3boVgwcPxs8//4y9e/fi3XffRefOnbFixYpm/UxaWFjAyckJf/31F8rLywEAGRkZcHZ2xqBBg3DmzBlkZmYCaKFeEC3aPjYiWq22zsdVX2uTk5NZYGAgy8nJ0c1z6tQplp2dLXgNlZWVumlvvvkms7KyYj4+PnpfZ/bt28e6devG0tPTBVv/7TVUWb16NRs5ciR7+OGHmbu7O4uOjtY9d/36dRYYGMh++uknQWvIyMhgMTExLC4uTjetoqJC9//PPvuM9evXj61atYolJycLuu4qBQUFLD09nRUUFDDGGPvvv//Y0KFD2bp161hxcbHevB999BELCgpiZWVlgteQlpbGSkpK9Kar1WoWFRXFbt68qZu2fft21qVLF71pQtWQnp7OCgsLddNee+01Fh4ezpYsWcIYq/4b+fXXX1m3bt1YWlpas9RQVFTEGGPs008/ZeHh4Wzy5Mls48aNzNvbm3322WeMMcYGDx7MXn31VUHX3xgUqIyx2NhY9sorr7D8/HzGWN3HBouLi1lQUJDuA7thwwYWHBws2IenZg1qtZoxxj9Mb775Jrtw4QJjjOn+aDMyMlhYWJiggVqzhiolJSUsJSWFBQQEsPj4eL3nBg4cyPbt2ydYDefPn2ddu3ZlwcHBbMCAAWzlypW6527/vVSF6urVqwU/bhYdHc369OnDevbsye6//3724osvMsYYW79+PRs0aBD74osvdEHLGD/m3qdPH0GD5PYahg4dyubMmVPnfFWfh5KSEta/f39248aNZqlh2LBhbPbs2Ywx3pDo27cv69u3r17QqlQqFhoayq5evdosNYSHh7OXX36ZMcbYDz/8wKZOncqeeeYZtmXLFt38CxYsYIsWLRJs/Y1FgcoYe+CBB5iLiwubMWPGHUM1NzeXubq6sqysLLZp0ybm6enJIiMjm7WGqtZieXm53mPGeKAPGjRI7wPdHDVUbYecnBx23333sd9++013QmzTpk2sY8eOgp0kiouLY56enmzz5s0sLy+PrV27lg0dOlSvpXr772XDhg2sU6dO7N1332UqlUqQGlJSUpifnx/bunUrS0xMZNu2bWO9e/dmAwYMYPn5+Wz58uVsyJAhbNmyZbqd2eeff866du1aa0ckZA39+vVjPXr00K3j9hY7Y4x9+eWXrGfPniwvL6/ZaggJCWEhISEsPz+f7dy5kw0YMIC98MILLDU1lTHGPw9BQUEsNze32Wro3bs369+/v2471PxWsHDhQvbuu+8yxmp/2zIEClTG2MiRI9ns2bPZqFGj2FNPPVVnqJaVlbFBgwaxOXPmsA4dOuh99TVUDYzxM++ffPIJc3NzYzExMQapoeqDOX36dBYaGsrGjBnDXnjhBebu7s6ioqIEW/+6dev0WqQFBQXMz89PrwXCmP422bRpk6Bnl0+cOMGGDx+uNy0tLY2FhoaykJAQVlZWxrZs2cLGjh3LbG1t2aRJk5izs7OgO9c71TBo0CDWuXNnXYhoNBoWERHB1q1bV+twTHPVEBYWxnr16sXKysrYgQMH2OOPP85sbGzYxIkTBW9k3KmGAQMGsMDAQN12qPo299lnnzE3NzcWGxsrWA2N1e4DNTk5mb399ttMo9GwH3/88a6B1r17d+bi4sLOnz9v0BqqPjCnT59mb731Fhs8eLDgYVpfDVXWr1/PXnrpJbZixQrBP7irVq1ia9euZYxVt8CeeuoptmHDBsaY/u9CqBZpTQcOHGA+Pj6649hV6ywoKGAhISFs2LBhjDF+nPunn35if/31l6Bfs+urITQ0lIWGhjLG+DHLuXPnsilTpugOCRmihr59+7Lw8HDdvAcPHmRnzpxhSUlJBqshNDSUhYWFMcb4Dn/v3r3M29tb0B18U7T7QGWMsaysLMYY/yPesWPHHQPt/fff1/v6acgaqqSlpQn2laqpNTSXmidfGGPs+eef1x3DNNRXuB49erDp06frHlf9/uPi4lhYWBjbvn17i9YwcOBA9uOPPzLGGFMqlc3WJ7m+7fDNN980y3obWsPAgQPZt99+yxjjIZuZmdns9dSHuk0Buttbm5iYYMqUKZg2bRoyMjKwYMECFBQU6LpOvfLKKwgICGiRGqq4ubnBwcGhxWqo6hrEmqFLStUllLcv29zcHPn5+QD41TgbN27Eq6++Kvi6gepxCt5++23cuHEDy5YtA8C7KWk0GnTo0AE2NjaIj49vlvU3tAYrKytcuHABAO8XbGZmZvAabGxsmrXvbUO3w9WrVwEAtra2LXpZcpV2G6h1BQK7davrqjDJycnBzJkzUVhYSDXcqqFq5yLkpYY1a7h92d7e3rrA+OKLL/DWW2/h8ccfF2S9SqVSb7CXqnubDRw4EJMmTcKxY8fw2muvAeB/yKampujUqZNuGwixU2lqDVU3sGzJGoxhO1SN8t8cO/gmaZF2cQuIj49n7733Hlu1ahU7fPjwHee7vf/p119/zSZNmiRYdxiqoXE1MMbYxo0b2Ysvvsg2bdrEPDw8BDvxkpCQwHr06MEOHjyo1++36n3n5eWxL774gvXp04cNHz6c7dq1i61atYrZ2tqyy5cvUw1trAahtItAPX/+POvQoQN7+umn2YQJE+o9K3t7mAjVLYlqaFoNGzduZCKRiPn5+Ql6Fvv3339nIpGIjRgxgh0+fFh3bI6x6vetVCrZpUuX2MSJE9m4cePYmDFjBD0ZSDUYTw1CafOBmpqayjp37sy++uorxhhjN2/eZMOGDWP//vvvXV8n5AkQqqHpNZw5c4aFhISwixcvClYHY4xlZmayyZMns6effpp16dKFHT58WNdz4E7vuWbfT6qh7dQglDZ/DPXixYsYPnw4Zs+eDQBwcXGBVqvFgQMH8PTTT2PHjh11vk7IY4RUQ9Nr6Ny5Mw4cOICuXbsKVodarYZIJEJRURE++ugjjB8/HvPnz8fRo0cB8CHqqrDbjs1VHbekGtpWDUJq84Hq4uKiNxjyxx9/jFOnTgHgZ0ifeOIJfPDBB1SDkdZgZWUl6MDBWq0WUqkUTk5OCAgIwKlTp7BmzRoMGTIEr732GtatW4f7779fdyb/9h2KUDsXqsF4ahBcyzaQm0dxcTGrrKzUO8BdZe/evXrXfv/www/M1dVVd/kc1dB2a7j92BxjjC1evJjNmzdP9/jhhx9mYrGYLV++XND1Uw3GVUNzanOBeuHCBRYWFsZGjRrFAgMD2Y8//ljniETl5eVMq9WyS5cusfDwcEGviacajLOGzp0769UQGRnJZs2axRjjAyc7ODiwsWPHMl9fX/b3338LdvyYajCeGppbmwrUpKQk5uzszD766CMWExPDXn/9dRYcHMxefPFF3RnimnvGr7/+mg0aNEiwq4GohtZRw4ULF1hKSgobMWIE+/rrr5mjoyPbs2cPY4wPT3f9+nWqoY3VYAhtKlB/++03NnnyZL1pP/zwAxszZgybMWOG3vXOkZGR7PPPP2dubm6CdsehGoy/htGjR7Onn36anTt3js2aNYuZm5vrLuUUGtVgPDUYQpsK1H379jFPT89aY3b++uuv7IEHHmBLly5lRUVF7I8//mAPPPAAmzBhguADnVANraeGlStXsu+++46dPHmSMca76Aj91ZJqMJ4aDKFNBWpcXBwLDw9nW7ZsqXUSZNu2bczT01N3Q7Xc3NxaI69TDe2nhi1btjBfX1/dlTbN9QdMNRhPDYbQpgKVMcaWLVvG3N3d2aFDh2o9N3jwYLZixQqqgWrQ1WCIs8hUg/HU0NzaTD/UqoEV3nzzTYwaNQqTJ0/GwYMH9W5a5uXlBRcXF6qBatDV4OrqSjW0gxoMRcSYsQzTcm80Go1u9BsAmDdvHg4fPowpU6agR48euHnzJlauXIljx46hU6dOVAPVQDW0oxoMpqWbyEKo6n5z48YN9sQTT+jujvjll1+yGTNmsF69erHhw4ezc+fOUQ1UA9XQzmowpFYfqFW/sKSkJObv71/rOIxGo2ElJSWstLSUaqAaqIZ2VoOhtbpAvf2+QlX/T0xMZAEBAeydd97RPVez0zjVQDVQDW2/hpbWKgI1Pj6ebdy4sdbNuhjj90Fyc3Nja9as0U2readQqoFqoBrabg3GxOgDtby8nPXo0YMFBASw999/v9Yv7uzZs2zXrl26+ZvjF0Y1UA1Ug3HWYGxaxVn++++/H3K5HAUFBRg+fDjmz59f53iIWq1Wdy8aqoFqoBraRw3GxOjf4blz5xASEoJvv/0WoaGhOHToED766COoVCoAqPPGXlQD1UA1tI8ajE5LN5Hv5PavB1U3hysoKGBvvPEGGzFiBHvvvffqPG5DNVANVEPbr8FYGV2g3j50W12DEpeUlNT5ixPy2l+qgWqgGoyzBmNnVIEaHx/P3N3d2bJly3TT6uqKUfWLGz16NFu5cqXuhl5UA9VANbTdGloDozqwERsbC3t7e/zyyy9YsWIFAH7spepYTNX/LS0t8cYbb6Bjx444f/48ioqKqAaqgWpo4zW0Ci2d6LdbtmwZmzx5Mtu4cSPr3Lmz3pUVde0NS0tLWVZWFtVANVAN7aCG1uD/CALfONk13JoAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert_two(axe1, twin, axe2, ldg_pp_1103)\n",
    "axe2.set_xlim(pd.Timestamp(\"2022.11.03-10:30\"), pd.Timestamp(\"2022.11.04-10:30\"))\n",
    "axe1.legend()\n",
    "axe2.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "acf5e688",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:42.524230Z",
     "start_time": "2022-12-28T00:47:42.384604Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "51dd84972b9c435eb3229473f35c8d8b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(ldg_pp_1103.timestamp, ldg_pp_1103.CH3.apply(lambda row: (float(row[1:]))))\n",
    "plt.plot(ldg_pp_1103.timestamp, ldg_pp_1103.CH6.apply(lambda row: (float(row[1:]))))\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96ed7977",
   "metadata": {},
   "source": [
    "##  9보일러 전단 데이터 (22-11-22 10:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "cd0ae4a8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:43.090631Z",
     "start_time": "2022-12-28T00:47:42.526225Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f76f37ac0>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert_two(axe1, twin, axe2, ldg_pp_1122a)\n",
    "#axe2.set_xlim(pd.Timestamp(\"2022.11.03-10:30\"), pd.Timestamp(\"2022.11.04-10:30\"))\n",
    "\n",
    "axe1.plot(weather11.time, weather11.rh, ':')\n",
    "\n",
    "twin.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.Tamb - 273.15)\n",
    "twin.plot(weather11.time, weather11.temperature)\n",
    "\n",
    "axe2.set_xlim(ldg_pp_1122a.timestamp.iloc[0], ldg_pp_1122a.timestamp.iloc[-1])\n",
    "\n",
    "axe1.legend()\n",
    "axe2.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "44a167eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:43.529459Z",
     "start_time": "2022-12-28T00:47:43.092632Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19318.439988425926, 19320.38130787037)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3c0e0118cc7945e9a9918ea3e7376678",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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B3gxuVZMwP0/C/LRbAvdrHsrGqItMH9KcXm9uAmBS3yZ4uZetPagQonLTdZd/w4YNdO/enVq1alG7dm1GjBjBqVOnADhy5Ag9e/YkJCSERo0asWzZMj0XrSt/b3cOvTzQrjnWn8cu8traKJ74YhdfbTtjN31IdU8+eaAD9YJ82PbiLWx+obeEqRCVwKRJkzAYDLrllG6BGhMTw6233soDDzxAbGwsR44cwdfXl6FDh5KXl8fgwYMZOHAgcXFxrFy5kgkTJvDXX3/ptfhy4enmwuGXB/Lh6PY81aexbXib2v7Um7KaelNWk5Bh3341pLonETXK5/bLQgj9/P333+zdu9f2XJecUjr56aeflL+/v92w3bt3K0B99913KjQ0VJnNZtu4J554Qo0aNarU809MTFSASkxM1KvkMrNYrGrX6SR1PiVb1X3hJ1X3hZ/UxfScCqtHCHF12ZCTk6PatGmj9u3bpwB18uRJ9f33319zTum2hdq1a1d8fX3573//S15eHklJSbz55psMGTKEHTt20LFjR1xcCnaDu3Tpwvbt2/VavEMYjQbbNfgBPu4807cJQdU8KrosIUQZzZkzhyFDhtCqVSvbsO3bt19zTukWqDVq1OD3339nwYIFVKtWjaCgIFJSUlixYgVxcXGEhNj3FB8SEkJcXFwxcwOTyUR2drbdw5nsmtGPp/s2LnlCIYRDXJ4XJpOpyOn27NnDqlWrmDFjht3wq8mpy+kWqBkZGQwaNIgRI0aQkpLCxYsX8fX15b777kMphdFovyij0YjVai1mbhAZGYm3t7ftERERoVepQogqKCIiwi4zIiMjC01jNpsZO3YsCxYswNPT027c1eTU5XRrNrVixQqUUrzyyisAeHt7s3jxYmrUqEHXrl0LtQ9LTk6+YpuxadOm8cILL9ieJyUlSagKIYoVExNjlymuroXj7a233qJNmzb07t270LjAwECio+373Cgppy6nW6Cmpqbi4+NjN8zDwwM3NzceeughZs6caTdux44dtGvXjuK4ubnh5lbQP6eXV8V3VSeEcF5eXl4l5sSOHTtYu3Ytq1atshveunVrgoODbfdUu3T6K+XU5XTb5R8wYACHDh3i/fffx2q1kpOTw7PPPou3tze33HILubm5zJ8/H4vFwq5du1i4cCHjx4/Xa/FCCFGib775hrS0NFJSUmwPgH379rF///5rzindArV58+b8+OOPfPHFF9SqVYv69esTFRXFr7/+Sq1atVi9ejUrVqwgMDCQO+64g3nz5jFw4EC9Fi+EENfE29v7mnNKruUXQlRqzpQN0tuUEELoRAJVCCF0IoEqhBA6kUAVQgidSKAKIYROJFCFEEInEqhCCKETCVQhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInegeqPv376d///6EhYURHBzMxIkTAThy5Ag9e/YkJCSERo0asWzZMr0XLYQQJVq0aBHt2rUjNDSU2rVrM3bsWFJTU4FrzyldAzU6Opr+/fvz4IMPcv78ec6dO8fo0aPJy8tj8ODBDBw4kLi4OFauXMmECRP466+/9Fy8EEKUaN26dXz66afExcVx6NAhYmNjeeaZZ/TJKaWjcePGqbfffrvQ8O+//16FhoYqs9lsG/bEE0+oUaNGlXreiYmJClCJiYl6lCqEqCKuNRveeecd1alTJ11ySrctVJPJxNdff03Dhg3p1KkToaGh3HvvvSQkJLB9+3Y6duyIi4uLbfouXbqwfft2vRYvhBBlFhUVxeLFixkzZowuOaVboJ49exaz2cz777/P999/z9GjRzGbzdxzzz3ExcUREhJiN31ISAhxcXHFzs9kMpGdnW33EEKI4lyeFyaT6YrTh4WF0bx5czp37syECROuKqcup1ugXrhwgezsbF599VVq1qyJn58fr7/+Ohs2bEAphdFovyij0YjVai12fpGRkXh7e9seERERepUqhKiCIiIi7DIjMjLyitNfuHCBo0ePcvjwYcaNG3dVOXU53QK1evXqGAwGWrdubRtWr149DAYDJ06cIDk52W765ORkAgICip3ftGnTyMrKsj1iYmL0KlUIUQXFxMTYZca0adNKfE3jxo2ZN28eS5cuxdfXt8w5dTndArVRo0ZUq1aN48eP24ZFR0ejlGL8+PHs2rXLbvodO3bQrl27Yufn5uaGl5eX3UMIIYpzeV64ubkVmsZisRQa5u7ujouLC507dy5zTl1Ot0D19PTkvvvuY9KkSaSnp5Oens5zzz3HPffcw2233UZubi7z58/HYrGwa9cuFi5cyPjx4/VavBBClGjz5s2MGTPGtuGXnJzM9OnTGTFihD45dVXtDIqRkZGhHn74YRUYGKjCw8PVI488otLS0pRSSu3evVt17txZ+fn5qTp16qiPPvqoTPOWZlNCiKKUJRvy8vLU3LlzVYsWLVRISIiqW7eumjBhgm45ZVBKqXL5KdBZUlISgYGBJCYmlumYhhCianOmbJBr+YUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInUigCiGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6kUAVQgidSKAKIYROJFCFEEInrhVdgBBOL+4QHF0LCUch+RQENoLcdAhsCHW6QKO+YDBUdJXCCUigCnGp3AzY8yWc2QoxOyD1TOFpzmwtPKz2TdBrCjToJeF6HZNAFSIvC/76P9j0arGTRFtrkYY3e60NOaoiqEEGQ1220NQYo01w9m/4fJj2/34vQ9eJEqzXIblJn7i+nfwT/vcopMXaDf7RchMG4FdLe36ydsFazOkGA1b6G3cwvuZx2if+WDDCxQOGvQ+thpdj8QKcKxvK7aTUpEmTMBgMnDp1CoAjR47Qs2dPQkJCaNSoEcuWLSuvRQtROvtXwqe32sJ0sXkgnXPeo17OlzxlmsiTpon8YO2GFSOrJ97MiVcHc3LuYH77T0/G3lwfAIWRX6yduCv2PprkfFowb0sufDsWvh4DeZkV8e5EMTZs2ED37t0JDg4mPDyckSNHkpiYCFx7TpXLLv/ff//N3r17bc/z8vIYPHgw48aNY9OmTezdu5eePXvSoEEDunbtWh4lCHFl6RdQqx7BACwxD2Ce+T5ycQfgyd6NuL9rXYKreWAoYre9YXA1Ztzaghm3tiA128Rra6PYdTqZbJOFeolfEkAaz7quYLTrb3D4B+3x8C9Q5yYHv8lKLjUG3H3Aq4b2PDMRfAKvebbTpk1j7ty59OzZk+zsbIYNG8bUqVN57733rjmndN/lz83NpXPnznz++ee0bt2akydPsm/fPsaPH09sbCwuLi4ATJgwgdTU1FL/AjjTZr2o5CwmmBMEwJ+WGxhjmkrb2jV4cXBzOtW/+nXLZLHy3e5Ynl+5D4BOhsN84zGnYILe06Hn89dUeqUTuwsW9tb+Pyv1ytPmZcKrtaDlndpx6Hdu0IY/thk+vFn7/8wUOParFrK1OwFlzwaz2Yyra8G25Pvvv8/ixYt56aWXrjmndN/lnzNnDkOGDKFVq1a2Ydu3b6djx462IgG6dOnC9u3b9V582SWdgL1fw+m/4Pw+7VdRVF1nt6Eia9qevmAaz4uDm/PdhG7XFKYAbi5G7u5Qm/2z+jOwZRhxAe1plrOEDZa22gQbX4HFA8Gce03LcXp/vAGz/OC1elqLiXzbFmrDD34HP0yE/7aFtHPasFl+8Ont2nQHV0HyyYLXJf37fzdvreXFlyNgUb+C4WV0aZgCbN26lRYtWuiSU7ru8u/Zs4dVq1axa9cuu+FxcXGEhITYDQsJCSEuLq7YeZlMJsxms+15dna2PkUmHNO+2OMbIPHYlaet0wVufw+CGumzbFFxUs7atnjyd+JnuUxk4cRhtKzlp+uifD3d+HBMe6xWxZoD53lihRczzR9xn+tGrcnVKyGoUSsxNO6n63Id7n+Pw94voc90qHUjLLsLOo6D/Su08Z0e1ZqRHf4Bhi+BpYO14SsegMDGENIcMi8WzK9GXYjdof2/fg+YGguuHuDiBn1mQLUQCG4Kbj5QuyP8+DSc/B3Gaq/Jzs62ywlXV1fc3Nyu+BZWr17Nd999x86dO3nzzTfLnFOX0y1QzWYzY8eOZcGCBXh6etqNU0phNNpvDBuNRqxWa7Hzi4yMZPbs2ddeWE4qRK+Hv96Dc7uKneyENQx3g5kIQ0LBwDNb4b32WkPuG+6CLhPAU98/PlHOrBbMKx7G9fB3tkFfmG/h7zrjeOHuXkTU8C63RRuNBm5tXYubGwXR9mUrG61t+dj9bQAMXwznoFdHTreeyKCBtxV5rNapLOwDsTth5Ddw8g/Y+h40u1Ubt+EV7e8DtK1Prxra312TARDeDp47qo0LbKxtxPScAr/P0/4/ZD48sgF+egZu/z8YvrhgmR7VCv7f47mC/087Z3fYhpObAYiIiLAreebMmcyaNavYtxQVFcWYMWNYunQpTZo0uaqcupxugfrWW2/Rpk0bevfuXWhcYGAg0dHRdsOSk5OveLxj2rRpvPDCC7bnSUlJhT6wYsVHwd7lsOWdYif53tKV7yzd2GRtg7rkyIcBKzcYTjHaZT33uG7SBiZGw++vaY8OY6HNfdovZEXISYN5tSG8A8QdBHM2TNwN796oja/TFc78pf2/zUhtC+KxLRB2g+NqVMop2mBmr5mO17b/s1vJn817jJHjX2BUPccdh/f3dufUvCFcTO/LtO+6EXlca0rVMns7Lf8Zwz87O5Db8Qm697sDg7ECrgY352rrUtIJbcvQnAPvtIKabeD8XghtBXH7tWm9g7QwBW3jokZ9eGgNmLLhwLeAgqd2gdGl8HKe2lHw/95TC/5fvRY8+kfZaja6asGdnQyeWvDGxMTYZcrlu/aXiomJYcCAAcyYMYO77tJ+DK4mpy6nW6Du2LGDtWvXsmrVKrvhrVu3Jjg4mMvPfe3YsYN27doVOz83Nze7zXUvL68rF2DKgeh12m5AVqLdqJ3Wxhy1RrDaehP73dvQpWEIbWr7c2+wD2/WrYGvpxvurkbyzFa2RCcQn96GF75twAvm8VQng3Gua5jo+t2/hS/SHj4hcM/n+p+5TY+D1LMQ0UF7nhqjHTv65n6tTaP699cyvD24uGvhueOSX/XqBccH2fvv8avcdEg7DwdWQttR2m6UUuDmBS//u7LknzBQCjLiwDfs39dmFMzvk1vggZ+gWrB9zcfWwRfDwa8OdJsIa56DmybATY9pf5jNb4cOD2tb/D1fKPqPzWLSTmDU6Xx1n9slcvNyOfV6D5qao2zDvnUdQu2R7/JWg6Brnv/VCvb1IHJMP5RK4dDRY7j/8jyNkzbR2bwDtj4MWx/m14iJ1Lv1OZqEOXBP6JWQooef/7elTtx+CGigBe6l61eXCVpb23wlnXTSk8EAL5zS/p+UBGgZUWJOoG2cDRgwgJEjR/LMM8/Yhrdv355vvvnGbtqScqpQWeXZsN9gMHDy5ElCQkJo3Lgxzz77LJMmTWLv3r307duXL7/8koEDB5ZqXkWeyYvZCf98CPu/KTT9AWs9/rY25xtLL46q2vh6uPLlIzfRKqL0K6rVqnjksx38FhUPwE3GQ0x0WUVXl0MFExnd4OG1BQF4NayWgmBr/xDsXKL939MfclIgrBVc+HcL4dZ34KdJ2lnQ2p21H5CHf4HX6mrjnz8OSwbDiE/hg65aAE+PL/ijaTWi4PO6a5HWVhK0cLbkFeyWXc7oClazFpR/L4CAhtBxLPzyYkHNIS20+hb3114zNRbmhv87AwOgtEANbASrHoHBb8LaqdqyTUW01Zx+UVtuKbfaEjJyue/1r1lnfMpu+OIbV/DQ7f2ccrc64/Qu/v7fh/RN+do27JwKYLF5EKMfe5F6tUu5V1YUpbQtuI96aJ/5qJXg8u821Bcj4Ngv2v8b3gLHfyt43ZC3YPWzBSHa/iG47Z2rr6OcleUsf2ZmJn379qVFixYsWrTIblxWVtY155RDArVevXrs2bOHxx57jKioKPz8/Jg2bRrjx48v9bzyP7S06cFkhnUg7OKWQtPEqkAuqABmG59gX04ozcJ8WTCqHQ2DqxUxx7I5n5rNzO8P8uuhOMK5yJtuH9Hl0mAFGPdb6YL16C/amcq7l8KKB+3HBTeDi/9uWeUfa7rU1WwFXBrYl4bzuN+0rU4An2DtBIGHH+QWsYy63eD0FvtDCvnq99RODgC8eB5e/XcrZmqMFrgdHta2kL+6Tzte9u047Q+1tAbMhV+mQpNBMPKrIid5dc1hTm3+2naMEuD3jh/Qc8jI0i+nAlkSTpCxeBh+WadtwzKUJxusNxIwZBYdO3TEw7WILft8eVlgyoI3GkK7+2HXZ4Wn8a0F6ecg9AaoUQ+iftL2Knq/CEdWw4jPtemc8IfnSsoSqN9//z3Dhg0jODjY7nipq6srMTEx15xTle7S06wXffFys//Cl5lvYaFlCKdVGC/d2oKRnevg6XaFle8aWKyKH/bGErn6MLUzDzLe9ScGuVzSrKL1PdB3lnZcCLRDEakx2hbc1ve0a7yzEmHPF/Yzvnupdgzq9vf+vXLHAN4BcOh76DRe35XcYoKLR7SzrEYXbUtmtr827pEN2paxKRvcvWHnUu0M67FftS3JiI7a1nCLodCgt/Zeuv+n5PqU0rZwXdwgNRbebmG/NTxxD/jXBasJ1jwP9W7WtmJBO269Y5HWq1O1MNizDB79E2q2JiPXzNq/djL89/62RWW51cD9iT9xrVFbv8/MUSxmTvzxBRc2fGi/JwT8X70FDOjQkiZ1a8Gv07U9jYfWwpLSbT3Zyf8xH/YBtK0cPzrFcaY26pUyUFfVnU6ST0P+TA2mhq83c+9sTYCPu8Nreve3Y7y17ig3Go7xP4+ZhSeoHgFpl7Vr9Q7Udnt/nqydJY36Sds6fD668OurMotZC3ODQTsp4upReJrsFO2QR0I0fHEXqcM+J3LFH9xgOMUG1Z4z1iCmui6nn8vOgtf0f0U7LFERJ3d0dnDXFtJ+fpkupr9tw85YgzmpanJShRFgSKOxIZY6hng8MOFq+Pf4eten4MAqwAD1usFt/9WOlysFX4/WDrVceiy0kpNAvQq2Dy0hgYDAQO2qClOOLpeiXYs8s5Wvt59h7s9R1Dcd52W3JbQ3FnEMsv2D2tbesA+h7X2OLtPpmSxWVu2KYWjb8EJ7F7vPJPPU8t3EJGdTnQwWur9FZ2NU4Zn0mqo19h72QZUIVEC73HLnEjJ+e4Nqhhy7UTnKjeOqFmZcyMGdDoYjTPd5id2qKVHJ4OvpyvjuDajp70XdQG861K3hlMeRr5UE6lWwfWiT/Qio7g3jN2nHF9uOgkb/Hgc0ZWsPb8d/qKdPnWDoh9tIwZcA0pjjtpghLtuKf0F4e+g9DTx8td3oKriil9bX28/wwrf7bc8n9G7IHTcEcm7vev63eS8+hhxaG04wwvX30s/UkWecy0vyafhva7tBmd2mEL9/PfXTdhTzogKnrSFEqTpk4Ml3lptJ86hFz5s60KlBKG3r+FPNo2r03imBehVsH9rz1QjwLmHrY9wGiGjvmMLObtMumRvyJnw/gWPWcNZYO7HV2oK/rS1paTjFaJd12lUyxXH1BP86WhvTG+7SGjSHtQb/2hDURNtdu1YWk7ZVn5MKeRmw9yto3E+76sToAgYjKIt24sLVXds9VEprJXD5IyMe3Dy15lVZSeAXoQ1r3K/0tVotZCRf4J43v6ObcT8RhgS8yCXQkEYflz0lv77taOj4sPbDFLMTPuljP37Ut9C4b5k/pgqXmwGb34Y/39See/hpzdTu+BhCmmmdheTLToZzeyArERW1GsPBVUXOsijfW7ryo6UL663tcHdxoUGwDx6uRtxdjbaTX/WDfOjWKJDWEf7U9PN02q1bCdSrYPvQpgQQ4GGGxgMKmn0Up9eLWrDW7aZPKOWL2VFwdjzffV9DU/uTAycTMvn4j+Psj03lQGwaoSTRzniMd9zex4QLqfgQbrBvM1ssvzqQlQC12kFAPS0Ivfy1Ez2WPDDnaX9gBoMWnFE/aa8zuGgBnePALTY3Hy0EjG7aiSyDQavRkge56ai8LDDnYKB0q54lqCkudTprPzodH9He9+XyMrWweTVc+8EArcXEhH/0e1/lKe6g1sztcr2nQ4vbtUsuS0sp7RLrhKOQfh42RqJq1Cc35TyeWecLTW5WRhZYhvG5uR8JVKfg4tzCmoRWY0LvRvRoHEyNCjhvURQJ1KtQ5IdmtWhnn2t3htfrX3kGM1Oubbc66UTB1UhFaTIQRn5d7OiUrDxW7Ighcs1h2tT253h8Bhm5ZgxYaWg4xx0um+lv3Emc8qezMQo3g+Xqay2CRRlwMdh/1fHKn/MqAFcstDQWNNdJU15YMWLFgBUjCoPt/zUNSYXmfV4FFDm8JGnKGyNW7dhg9QitjWT9ntCoL6pedxIs3gT7FnGy6opv1AxzLjuuXi0Mek7W2s06i7PbtA4+rsTdF17UubOe5NOw9T3UgW8xZF35x3xnwK2cMNXg9YtduIh/kdP8p18TBtwQRsPgahgNOHwr9kBsKk99/jebpg6UQC2LUv8KfTWqYOvscjMStF/sd/7tCeulpMJX7Vza5+K3jxR50YCdF04XvcVUCnlmK0fj0vlp33ni03LINlmIS8shK89CtslCjsnCxbRsapCOtyGHANIJMaQQZEilliERb3JJUr6YcMGEK2ZcyMONNOWNryGLZOVLoqrOWRVMIn62XueDfT2oF+iNj4crFqsiz2wlz2LlxMVMUrNNALgaDRiNBlwMBlyMBowGcDHm/1/712JVxKcX9JxkwEoIKRhRuBnMuGHGHTMGFHm4Yvr3wrxk5Us2Hkwa0JJx3etfuX3lVX2wWQVtYS/X72Xo9rS+yyurg/8r3P44X6O+MPpbx9RhtWhbxl+PhpTTJU4e516bf7IjCCaVMyqEry292KMaFXk3gwe71qOWvycPdq2Pu6uRHJMFF6MBN5fSnyw8m5TFsr9Pc/hCOn5ebqRmm/jj6EXcXY0E+rhjNBiITcnGasrl7Ft3SaCWRakDVSnY9422i//NmNLNvM1IrROHNc+VPC1obU0HznPYya8LqTmkZptIzsojLi2HpX+dom6AN2F+Xni4GknPMePlbsTb3ZXgah6EVPfAzcWIAcg1W2kcWg0/Lzc83VzKtEKXVmqWieiL6ZxOzGLH6WQCvN0J9fPE9d8AdjUa+OdEEk3CfMnOM9O9cTCtI/zKd2vm0ra1xbnWvZarcWpLQa9Ll5t0QDtuXlGsFji3W7sS78J+7WRpTOm7rptvGs4W6w0cUxGkU9DpTP5l3QBdGwbSKtyPmn6e3Ne5ju3H9GRCJusOXeDVNUW03ijBPeHJvD5xjARqWVz1cZIrba2U1dP7tC7GROVhtWq3I4kMKzzO4AIzy36o4qrkpsPcyy4j7fSoFlothmonAp2V1QqnN2sXg5iytMNfO5eW+LLj1prk4cpRVZswQxI/WW4iGw/SlDd5uGLGlcaGGGq65/B5TlfMStvLMmMkGw9csNKnkS/+riaqGU2cu5iEtzmZB5qYqZ5xAheDIiTmV3LSk/F+NV0CtSyu6cCz1ardkfJkGZrd5JsaozVtEpVbcVusjtpK3fUZ/HBJHwND5mt9h1Z26Rdg0zytz1PfWtqVc+nnHFpCltEXn5mxEqhlUS5n8s5uh0WXNa2ZmVLQqUQFXzQgdGa1aH13bn7LfvgtL2nXt7v7aJe8lsuyrfByDa2Tkqd2ljx9ZWYxaX2nZidrPYjFHdC62svL0JoGGgxgMJKVnYN3rNaXqXLxwOAdqLVaMedAbprWy5qrpza9Vw3t7zLpuLYMNx+4cRRUCyGp6X0EhtWWQC0LZ2oaIaqAWVfodWzseji/R+ttPqjx1S9j46taH7oA9brDAz9e1xdwlBdnyoaqcamEEGX16J/wUfeix12+1/JctH0fsNkp2knPovofUEq7M8TCyy40OPWn1kVeo0p4sYEoNQlUcX2q2RqeOaT1elWSNxvZd6uYzydE6+wmJ1Xb/TTnwl/vFrGsNtoVUA1vKTxOVCmyyy+ubxYT/PV/WjAe3wCHvtN3/lWhTwEn50zZUEW65BHiKrm4Qfdnof0D2l0OBs4r+TWl0f05CdPrkOzyC3Gpmx7XLiP++wPY9lHZX992lNYkSs++I0SlIYEqxOUC6sPg17UHaMdIT/yu3QyxejgMiNQ6fUk4Cu7VtHsvVZX+V8U1kUAVoiSeflqPTy1utx9eq22FlCOcl/ysCiGETiRQhRBCJ7oG6oYNG+jevTvBwcGEh4czcuRIEhO1PhePHDlCz549CQkJoVGjRixbtkzPRQshRKlFR0fTtGlTmjVrZjf8WnNK10CdNm0ac+bMIT4+nmPHjpGQkMDUqVPJy8tj8ODBDBw4kLi4OFauXMmECRP466+/Sp6pEELoaOPGjfTv358OHTrYDdcjp3QN1D///JNevXphMBjw9vZm2LBh7Nq1i7Vr15KZmcnkyZMxGAy0bduW0aNH8/777+u5eCGEKFHLli05ePAg/frZ3zFBj5zSNVBdXe0bDWzdupUWLVqwfft2OnbsiItLQc/sXbp0Yfv20ndeK4QQeggJCcHLq3A7YT1yqtyaTa1evZrvvvuOnTt38uabbxISEmI3PiQkhLi4uGJfbzKZMJvNtufZ2dklLtNqtWIyma6+aOEwbm5uGKtw201ZF/Xl7u5e4h0esrOz7XLC1dUVNze3Ui8jLi6uzDl1uXIJ1KioKMaMGcPSpUtp0qQJSqlCfzxGoxGr1VrsPCIjI5k9e3aplqeUIj4+nqQkB/W+LnQREBBASEiI096e+GrIulg+XFxcqF+//hUDMiLC/o4IM2fOZNasWaVextXk1OV0D9SYmBgGDBjAjBkzuOuuuwAIDAwkOjrabrrk5OQrdmQwbdo0XnjhBdvzpKSkQh9YvvwVODQ0FG9v7yr1B1oVKaXIysqy/fKHhoZWcEX6kXVRf1arlXPnznH+/Hlq165d7GcaExNjlymXH4IsydXk1OV0DdSkpCQGDBjAyJEjeeaZZ2zD27dvzzff2N89dMeOHbRr167Yebm5udn9GhV1zAO0Dzt/Ba7onmZE6Xl6egLablZwcHCV2P2XdbH8hISEEBMTg9VqtTvGeSkvL69ic6I0rianLqfbWpyZmcmQIUO46aabmDt3rt24IUOGkJuby/z587FYLOzatYuFCxcyfvz4a15u/nEqb2/vEqYUzib/O6sqxxplXSw/+RtXl55X0ZseOaVboK5fv56///6bH3/8kbCwMNsjIiICb29vVq9ezYoVKwgMDOSOO+5g3rx5DBw4UK/Fy65VJVRVv7Oq+r4qkiM+Uz1yqtJ3MJ2bm8uJEydo0KABHh5F3JJCOK2q9t1Vtfejt9q1a/PGG29w7733lvm1V/pspYNpIYTTSEtLY/r06bRs2RI/Pz/8/f1p06YNkZGR5Obm6racoKAggoOD7YYtX76crl27EhwcTEREBDfeeCMffvihbst0NAnUCvToo4/y2GOP2Q1bunQpN99c8q2MZ82axYMPPgjA6NGjr9g8pEOHDsyfP/9aSi2S1Wrlscceo2bNmvTr14+LFy/axvXu3Zv//ve/ui9T6O/ee+/ljz/+YNmyZSQkJBAXF8cHH3zAV199xbhx4wpNHxQUhMFgKPIxfPjwYpcTHBxsF6hTpkxhxowZvPLKK8TFxRETE8NHH33Er7/+Wi7v0xEkUCtQcnJyoYbEl1u/fj0GgwFXV1fboyy++eYbdu7cSUpKSrHTHDhwoNg/EIPBwHvvvVfk63744QeOHDlCbGwsnTp1Yt68ebbhsbGxPPHEE2WqVTie1Wpl/fr1zJgxgxtvvBE3Nzc8PDzo2rUrzz33HGvXri3ydX/++SdKqUKPlStXFrusX3/9ldatWwPa2fP58+ezatUq+vTpY2vl0alTpyvOw9lJoFYQi8XC5s2bsVgsRY43m822BsXh4eGYzWbbozTi4+N5+umnee655/jll1/YsWMHffv2Zf369UU2VHZxcSnyD0QpxZNPPlnkMo4cOULXrl0xGo306NGDqKgozGYzkydP5s033yzTVSqiYhiNRvr06UNkZCQ7duwgKyuLzMxMNm/ezFtvvcVtt91WLsv94osvuP32220Be3lNlVWV7rG/3pTVAJyaN8Q2bOzS7fwWFc8n93egbwutQfmX/5zhxf/t575OtZl7p/YFx6Xl0PnV3wjx9WDbtIJ7qd/6f39yIDaNH5+8mVYRfldd24oVK8jLy2PhwoWMGjWKFi0Kbme8ZcsW3NzcGDp0aLFhVpzs7GwGDx7MwYMHeeCBB9i3bx/+/v7079+f77//nldeeYVRo0bx1Vdf0bt376uuH6BNmzbMnTuXvLw8fvvtN9q2bcuHH35IrVq1uP3220uewXUgfx10pEvX99L45ptveO211xg3bhyHDx/GaDTSsmVLRo4cyaRJk8qlxiNHjtCpU6dymXdFqtKB6qyOHj3KY489xptvvomHhweDBw/ml19+oWnTpgB069aNzZs3A9ouf3E+++wzli1bhtVq5aWXXgK0xs2LFy+mdu3ahQ4PDB06lKFDh5Kenk61atWu+X0MHDiQrVu30r59e9q2bUtkZCQdO3bks88+Y9iwYSQkJDB58mQJVydXvXp1IiMjiYyM5N5776VevXq2wzfF6d69e5HD27dvz44dO0pcptVqLVX/HJWOqiQSExMVoBITE+2G5+TkqEOHDqmcnJwKqqxsVq9erQIDA9Vzzz1nG/bOO++ogIAAtWnTJrVkyRLVrVs327h169ap8PDwQvOZOXOmeuCBB5RSSo0aNUrNnDlTXbhwQbm4uJT6MXv2bKWUUvv371dAsY///Oc/pXpvzz//vHr44YfV8OHD1fLly1VCQoKqW7euSkhIKHL6yvbdlaSyvZ+WLVsWWicMBoMyGAyFhvfp06fIedx1111q5syZZV72hAkT1J133lnq6a/02RaXDRVBtlAd7OTJk3zwwQfcfffdtmFPP/00vXv3pmnTppw8efKq5x0aGorZbObUqVMMGzaMPXv2FJrms88+Y/fu3bz99tu2YTfccAPqkubIQUFBrFy5kl69epV62adOnWLx4sXs37+f5s2b89lnn+Hl5UWHDh3466+/yu1YnLh6Bw4cALRORPJbazjK3XffTf/+/Tl9+jR169a1G5eZmYmPj4/DatFT5T36W0lNmDCBu+++m5ycHObMmUPr1q2pUaMGvXr1onPnzmzevJnJkycXep3ZbOb8+fNs376dTz/99IrLyMnJYe/evUWOi4+Pv6bQLs7UqVOZNGkSNWvWtDvRZjAYyvVyQXHt5s+fX6Yu6vTQs2dP7r//fu6880527txpG75lyxa6dOni0Fr0JFuoFeTxxx/n8OHDLFy40LaFuH//fp588kk8PDxsxx2NRiMXLlzAx8eH6tWrU69ePXr37l2q68WLOk5qMpkYNGiQru/ln3/+4a+//mLx4sUAdO3alR9++IG+ffuydetW3nnnHV2XJypG+/btOXjwYKHhP/30U6FjrtOnT2f69OlXnN/HH3/Mhx9+yNixY4mNjaVatWrUrl3bdj6gUqroYw6lVVWOoearW7euWrVqVaHhn332mWrWrFmJry/qGGq+w4cPKxcXlyJf98Ybb6ihQ4cqpZRKSEhQHh4epX78/vvvRc6zW7du6vPPP7dbftu2bVVERIR67733in0PlfW7K05lfT8+Pj5XPIZ+9uzZii5RjqGKK+vXrx+vv/46ERERtGzZ0raF+vbbb19zcybQ2rkW16HE0KFDAa3/x5ycnGteVn6LhHzNmjVj9+7d1zxf4RgZGRkVXUKVIYFaQRYsWMD8+fMZP348p0+fBqB+/fqMHDmSiRMnlvj6Sy81vfxWt82aNbM7ySSEcAwJ1Ari7u7O1KlTmTp1akWXIoTQiZzlF0IInUigCiGETqpMoMoxw8qnqn5nVfV9VaTK8plW+kDN79EoKyurgisRZZX/nVWVXqlkXSw/+ffrKmv3lY7m3NWVgtFoJCAgwHalh9y61/mpS24jHRAQUKm7a7uUrIvlw2q1Eh8fj4+Pj9OvK5U+UAFbJ82OvnxOXJuAgIASO9iubGRdLB8uLi7UqVPH6X+gqkSgGgwGQkNDCQ4OrjK3JK7q3NzcnH5r42rIuqg/g8GAm5ub04cpODhQ09PTmTBhAr/88gsuLi6MHj2aefPm6faHZTQa5W6TwinIuui8yjOHHBqojz/+OOnp6Zw+fZrMzExuueUWAgICmDJliiPLEEJcx8ozhwzKQe0RkpOTCQ4OZu/evbRs2RLQbgPy7LPPcvbs2RJf70z33hZCOI+yZMO15lBJHHYQa9euXXh7e9veBECXLl2IiYnh/PnzjipDCHEdK+8cctguf1xcnN09ucH+jOjlvYWbTCa7jokzMzMB7ddICCHy5WdCZmYmXl5etuGurq6F2jiXNYfKymGBqpQqdNA3/3lRtzWOjIxk9uzZhYY3bty4fAoUQlRqderUsXs+c+ZMu17ZoOw5VFYOC9TAwECSk5PthuU/L+q4x7Rp03jhhRdsz81mM7GxsQQFBRV5Ni47O5uIiAhiYmLsfqUcTepwvjqcoQapo/zqsFqtJCQkEB4ebnclVVFXVZU1h8rKYYF64403kpSUxJkzZ2y/JDt27CAwMLDQLwto7RQv31xv1qxZsfPPvyVtQEBAha8kUodz1eEMNUgd5VtHUFBQqaYraw6VlcNOSoWGhjJ06FCeffZZsrKySEhIYPr06YwbN65KNvAWQjif8s4hhybZokWLMBgMRERE0KxZM7p168acOXMcWYIQ4jpXnjnk0Ib9AQEBrFixolzm7erqysyZMyu8Nxqpw/nqcIYapA7nqaM8c8hhDfuFEKKqk4OXQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6kUAVQgidSKAKIYROJFCFEEInEqhCCKETCVQhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6MShgfrQQw/h7+9PWFiY7fHkk086sgQhhCg3Dr3dYFpaGosXL+bOO+905GKFEMIhHLqFmpaWhr+/vyMXKYQQDiOBKoQQOjEopZSjFta8eXNSU1Mxm80EBQXRv39/pk+fTlBQUKFpTSYTZrPZ9txqtZKRkYGvry8Gg8FRJQshnJxSipycHPz9/TEaK/g8u3KgCxcuKKvVqqxWqzp48KAaOHCg6tChg7JYLIWmnTlzpgLkIQ95yKNUj8TEREfGWZEcuoV6uXPnzhEeHs6+ffto1aqV3bjLt1CzsrIICgoiMTERLy8vR5cqhHBS2dnZBAYGkpmZibe3d4XW4tCz/JfLyckBoFatWoXGubm54ebmVmi4l5eXBKoQohBnOBTosAMOBw4c4P333yc1NRWA2NhYHnnkEe677z4CAwMdVYYQQpQbhwVqrVq12LdvH61btyY0NJTevXvTpUsXPvnkE0eVIIQQ5apCj6GWRXZ2Nt7e3mRlZckuvxDCxpmyoUKPoQpRmVitVkwmU0WXcV1yd3d3imOkJZFAFaIESini4+NJSkqq6FKuWy4uLtSvX7/IE9XORAJViBLkh2loaCje3t6VYkupKrFarZw7d47z589Tu3Ztp/78JVCFuAKr1WoL04CAgIou57oVEhJCTEwMVqsVFxeXii6nWNIfqhBXkH/MtKIbjF/v8nf1L73YxxlJoApRCs68m3k9qCyfvwSqEELoRAJViCpu/vz5dOzYsdjxGRkZGAwGDhw4UGjc9OnTGT58uO35+++/T7Vq1WwPLy8vIiIibONnzZrF6NGji13W7NmziYiIoHPnzkRHR9uGP/jggzzzzDNlfWtORwJViCosNzeXJUuWUKNGjRKnbd++PZ6ennaPefPm2U3zxBNPkJGRYXv8/PPPhebz5Zdf4urqyssvv2w3fM+ePSxfvpxjx44xbtw4XnjhBdvw1atX89JLL13DO3UOcpZfiCoqJiaGBx98kPDwcFJSUhg5ciTvvvtukf0PAxw8eJBGjRrZDZs+fTpRUVG250eOHGHr1q2255eOy3f//fezdOnSQsOPHDlC+/bt8fLyokePHrzzzjsAPPfcc8yYMaNUoe/sZAtViCpm586dvPDCC7Rq1Yo2bdrw448/8vvvvxMREUHTpk159NFHWbt27VXNe+PGjUyePJm1a9eydu1aTp06xdChQ0v12latWrFz507S09P57bffaNu2LT/99BNnz57l8ccfv6p6nI1soQpRRvWmrHb4Mk/NG1LqaX/88UcsFgvbt2+32+J8/fXXefbZZ1m+fDkXLlywDTcYDPj4+NC2bdsi53fHHXfYPW/RogVfffVVoenyu+P87LPPWLZsGS+99JLdbnyLFi2YOHEi3bt3p27durz77rsMGjSIWbNmMW7cOI4ePcrYsWMZN25cqd+rs5FAFaKKmTVrVrHjwsLCCp388fHxISMjo9TzP3bsGE8++SRWq5WcnBwuXrxoO8F0zz33MHLkSJYtW1bka5944gmeeOIJQDvBVbNmTXbt2kWzZs346KOP6NixI127dqVFixalrseZSKAKUUZl2Vp0tDvvvJM1a9aUatoxY8awfPly25ZlPqvVClDo/kwPPPAA48ePZ8yYMQB4enri5+dHjRo1aNGiBa1ateK1114r1bLT0tKYM2cOa9eu5YEHHmD58uV4enoyYMAAfvvtNwlUIUTFW7VqVaFhs2bN4sCBA6xcubLQuIULF5KTk8OHH37I448/joeHh+1EVFHTA3Tu3Jnk5GTmz5/P559/TkxMDN7e3jRq1Ag/Pz/69u1bYp1z585lyJAhtGnTBovFYhtuMBic/mqoK5GTUkJc5zIyMnjmmWfIzs4u9WsGDBjAiRMnWLZsGWfOnGHPnj0899xzbNu2rcT5nDlzhk8++YRXXnkFgK5du/LDDz+Qk5PD2rVr6dat2zW9n4okgSqEsNO6dWtuvvnmYscnJiayfft23nzzTVq0aIGnpyf+/v4MHDiQcePGsXHjxivOf+rUqTz99NOEhYUBWmP/NWvWUL9+fW6//XY6deqk6/txJNnlF0IAFGoHeunJq5MnT1KvXj0AAgMD6dq1K5MnT2b69OnUr1+fnJwctm7dyqJFi3j++eevuJwvvvjC7nlYWBi///67Pm+igsktUIS4gtzcXE6cOEGDBg3w8PCo6HKcRmpqKu+++y5r1qwhNjYWLy8vGjduzEMPPcRdd92l+/Ku9D04UzZIoApxBRKozqGyBKocQxVCCJ1UWKBOmjQJg8HAqVOnKqoEIYTQVYUE6t9//83evXsrYtFCCFFuHB6oubm5PPbYY7z77ruOXrQQV62SnGqosirL5+/wQJ0zZw5DhgyhVatWjl60EGWWfy+jrKysCq7k+pZ/by9XV+du6enQ6vbs2cOqVavYtWtXidOaTCa7S9DKchWHEHoxGo0EBAQQFxcHILeRrgBWq5X4+Hh8fHwK9S/gbBwWqGazmbFjx7JgwQI8PT1LnD4yMpLZs2c7oDIhriwkJATAFqrC8VxcXKhTp47T/5g5rB3q66+/TlRUFIsXLy5YuMFgdwXGpYraQg0MDHSKtmbi+mS1Wm27nsJxDAYDbm5uxYapM7VDdVigjhgxgrVr19ptsqempuLr68t9993HRx99dMXXO9OHJoRwHs6UDRV6pdSVtlAv50wfmhDCeThTNjj3EV4hhKhEKrQNQmVpWyaEEKUhW6hCCKETCVQhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInUigCiGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6cWigLlq0iHbt2hEaGkrt2rUZO3YsqampjixBCCHKjUMDdd26dXz66afExcVx6NAhYmNjeeaZZxxZghBClBuHBupXX31Fq1atAPD19WXQoEEcPHjQkSUIIUS5qbBjqFFRUSxevJgxY8ZUVAlCCKGrCgnUsLAwmjdvTufOnZkwYUKR05hMJrKzs+0eQgjhzCokUC9cuMDRo0c5fPgw48aNK3KayMhIvL29bY/AwEAHVymEEGVjUEqpilr4li1b6NGjB9nZ2bi7u9uNM5lMmM1m2/Ps7GwCAwPJysrCy8vL0aUKIZxUdnY23t7eTpENro5akMViwcXFxW6Yu7t7oWH53NzccHNzc0RpQgihC4ft8m/evJkxY8Zw/PhxAJKTk5k+fTojRowotHUqhBCVkcMCtWvXrrRs2ZLbb7+d0NBQbrzxRho3bswHH3zgqBKEEKJcVegx1LJwpuMkQgjn4UzZINfyCyGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6kUAVQgidOOxafiEqs/0xqdy/+B+Ss0w80r0+T/ZujJ+39DUh7MmVUkIUI8dkofebmzifmlPsNOuf7UmjkGoOrEpczpmyQQJViEuYLVYaTfu5zK/b81I//L2lk5+K4EzZIIEqBKCUov7UNcWOXz3xZlrW8gMgOTOP51fuZf3heLtpGgT7sOE/vcqzTFEEZ8oGCVRx3Xv26z2s2h1baPi3j3elfd0axb4uK89Ml7kbSM022Q3/bkI32tb217tMUQxnygYJVHFdW73vPBO+3GU37MDsAVTzKNv52npTVts93zm9L4HVPK65PlEyZ8oGaTYlrlsHz6XahenO6X05NW9ImcMU4MgrA+2ez/np0DXXJyofCVRxXUrJymPIu5ttzw+9POCatig9XF3YP6s/A1uGAfDdnnN89Pvxa65TVC4SqOK6Y7Uq2r68zvZ8/6z+eLtfe5NsX083PhzT3vZ87s9RmC3Wa56vqDwkUMV1ZdeZZBq8WHA2f/MLvfH11LeB/qt3tLL9v9G0n5n782H+PHaRelNW8/2ewie/RNUhJ6XEdWPEh1vZdirJ9vypPo34T/+m5bKsRz/fwS8H44odv3ZSd5qFVS+XZV9vnCkbJFBFlWe2WHlgyTa2RCcCUNPPkzeGt+HmxkHlutw9Z1MYtmDLFaf5fGwnujcOLtc6qjpnygbZ5RdV2g97z9Fo2s+2MB17c322Tr2l3MMUoG1tfybe0thu2JKHOto9H7NoG/WmrCYrz1zu9Yjy59BA3bBhA927dyc4OJjw8HBGjhxJYmKiI0sQ14msPDOPfLaDict324Z9PKY9M25t4dA6JvRuaPe8d9MQTs0bwk9P3YzBUDC8xUu/8M32s+SYLA6tT+jLoYE6bdo05syZQ3x8PMeOHSMhIYGpU6c6sgRxHfj96EVavPQL6w4VHMPcNaMf/f9t0uRIHq4uPNStHgBdGwbaht8Q7sfJuUN4tEcD27DJ3+6j2Yy1dIxcj8VaKY7Eics49Biq2WzG1bWgecr777/P4sWL2bFjR4mvdabjJMI5nU3K4t6P/yY2Jds27OvxN9G5QeAVXlX+ckwWftx7jj7NQops65qWY2LumiiWbztjN3zDf3rSIFh6siqJM2VDhZ6UGjNmDAaDgc8++6zEaZ3pQxPOZ19MCre/V3ACqHaAFz891R0/r8rTZ2lRPV21qFmdrx+9SfemXVWJM2VDhQXq6tWruffee9m5cydNmjQpNN5kMmE2Fxyoz87OJjAw0Ck+NOFcziZlccf7W0jIyAOgV9Nglj7UqYKrunonLmbQZ/7vhYYvf+QmujSs2K1tZ3TdB2pUVBRdu3Zl4cKF3HXXXUVOM2vWLGbPnl1ouJ4fWmJGLi//dIgpg5pR009CurL5KzqB+euOsvN0MgDdGwex6IGOuLtW/sYrSine33ScN345Yjf8hvDqjO/RkNvb1KqgypzPdR2oMTExdOvWjUmTJvHMM88UO53eW6grd8bw3Iq9xY4/FjkIN5fK/4dYlUXHp/P2umNk5pnZdORiofF7Z/avVLv4pfXLwQs8+vnOIsc9P6Ap9YN82BydwJib6tIwuFqV+EEpi+s2UJOSkujevTu33347c+fOLdNrS/OhPf3VbvbHprL26R64uxpRSvHO+mP897djpV7OlEHNGN+9AUajoeSJhUOkZOXR960/SMjILXL86Jvq8PyAZlUyTC8VHZ/B62uj+PVQ8VdgXW5Y21qYLIrHezWkZa3qGAxVb72+LgM1MzOTvn370qJFCxYtWlTm15f0oe04lcTwD7eWaZ4fjGrHvthUPthk3yvQne3CeWtE2zLXKK7NPycSaRnuZ+s+TynF9O8O8MU/BWe/ezcN5p6Otfn96EWahVXnga71KqjaipOeY+Ln/Rd4bW0UIdU9ScjI5WJ6Lt7uLmTlXbkd621tavFojwZVKlyvy0D9/vvvGTZsGMHBwRiNBbskrq6uxMTElPj6K31oKVl5dr0HFWXZ2M7FXh0z7X/77f5o8715dxuGt48osTZxbUwWK1O+3c+3u7T1wMvNhewiGrg/P6ApT/RqWGWCoDyk5Zg4n5LD/thUvN1diI7P4J+TibYrxS7VKKQaadkm4tMLtvzrBXpzLjWHBkE+PNOvCe3q1CDY17k7yr4uA/VaXf6hpeeYyDFZ2RgVz7Tv9mOyaG9jWNta+Hm58enW07gaDXw0pj23NA8t1TKUUsz56TCLt5y0DXuqTyOevqUxrnJ8tVyUdC8n0PYYZt3ekurSdOiqWayKiV/t5lRCJmeSskjPKf2lrqHVPWgWVp3Q6h7c1qYWnesHOtVxWgnUq5D/oTWf+j1ZVpcip5k2uDmPXHLlydX6atsZpqzabzesXqA365/taResyZl5+Hu7yRbTVcozW5nx3QG+3nEWgC/Hdaa6lxu3/l9Bx88Pd6vPS7c59nLRqs5qVcSn5xIdn8HiLSfZczaFpMw8HupWDwMGqnu5ciYpi5ikbLveuS51W5ta9G0ewu1talX4+v/MF//wzuibJFDLIj9Qaz/7LUY3+10QD1cj79zTlkGtauq2PKUUi7ecKnQri3l3tuLeTnX43+4Ynvl6L72bBrOkErd5rCjR8ek88cUujsZlAPB4r4a8MLBZBVclLmeyWNl+Mon3Nkbz1/Gi+92oE+DNgJah1PL3olfTEOoH+ZRLLalZJhIzc8kxWUnLMXEuJZvl287wz7ELnH3rLgnUsrg0UBvWDGDW7S3p2aT8uz3763gCIxf+Yzfs0R4N+OXgBU4lZgHw3sgbubV11WgXuPbABRZtPsHcO1vRKMRX9/nHpeXQ+dXfbM9Dq3vwyf0daRXhp/uyRPk4cTGD9zZEF3mn2Ev5ergyeVAz8sxWtkQnEOLrwTP9mhDi61HsVm1GrpkDsakcOpfG6cRM/jmZRHqO2e5y4stZTbkSqGVV0cdJsvLMtHjpl2LHf/ZwJ3o4IODLW/s560jMzGNEhwheH95G13nnmi00m7GWS9e4bS/eQkh1T12XIxwjPcfE3yeSOHIhjYxcC9/sOEtSZl6Jr3MxGvByc2Huna24sY4/SZl53L94GylZphJfC9AszJc8s5WsPAuh1T145dYmtK4fKoFaFhUdqPkeXrqdDVHxRY5b/GAH+jQr3QkwZ7T5WAKjFxVsjR+YPYDTiZnsj0nlfGoO3+2JpVO9AF4f3vqqjpsdPp/GoP/+CcCQ1jVZMLKdbrUL55CUmcehc2mYrdoJ48/+Pk3D4GqkZOXh4epCWo6pxBNiLkYDjUOq4epi4P4u9ehULwBfT1dcXYxFtjV2lmwACdSrkn8v9871A3i8V0MeXLLdNu7BrvUIqubO+5uOs/7ZntTy12rdeTqJj/84QYivJ6HVPXi0Z0O7K7Pyj1V1bhCIyzVcVPDJnydYuTOGExczybNYaRxSjUGtarJ63zm+GHcTZquVbSeTSMrM4/jFTAbeEEbPJsEkZuTS/pX1V7XM0l5lFrn6EAv/PEnf5iF88kDHEqcXVY9Siuj4DF76/iBbTyTi4+5C5r9tZ6cPac69neqU+TbezpQNEqg6yMg1c8eCLRyLzyjza4e0rsnqfefthjUN9SXUz5NmYb58/MeJYm+TYbJY+e1wHNHxGfy07zxRF9Kv+j1cqnvjIP48llDq6fu3COWjMe1tW63pOSb2xWjtILefSuLVNVF204++qQ6vDGtV1KyEKDNnygYJVJ3kma3c8/FWdp9JqehSrqiahyuB1dzp0iCQmORsNkfbB+cDXeoye+gNZOdZOJ+aTUJGHlEX0ri/Sz0ATiVk8uCSbQT4uLOriPcaWt2DuLSiLxHN978nunJjnRp6vSVxnXOmbJBA1ZlSCoPBQFaemQUbo1mw8XihaYa3j2DlTvurw+64MZx7O9Zm4le7qRvoQ3VPV7zdXflh77kSlxlUzZ1gX09OXMwg16zdB/7bx7vSvm4Nu5oSM3Lx83Kza0v7zY6zzPz+ICM6RDB5YDN8yri7de/HW/n7RNFtFS/XNNSX75/shqdb0e2IhbgazpQNEqgOYrZYcTEaCp3MUUqhFFfsjOWzrafwcnOhpp8Xp5MysVoVpxKzmNinMX7eFX/1kMWqWLLlJFEX0qnh7caNdWow6IawCm/wLa4PzpQNEqhCiErNmbLBeS7IFUKISk4CVQghdCKBKoQQOpFAFUIInUigCiGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoxOGBGh0dTdOmTWnWTG53IYSoWhwaqBs3bqR///506NDBkYsVQgiHcGigtmzZkoMHD9KvXz9HLlYIIRyibH21XaOQkBBHLk4IIRzKoYFaFiaTCbO54N4z2dnF3/VQCCGcgdOe5Y+MjMTb29v2CAwMrOiShBDiipw2UKdNm0ZWVpbtkZiYWNElCSHEFTntLr+bmxtubhXfG70QQpSW026hCiFEZSOBKoQQOpF7SgkhKjVnygbZQhVCCJ1IoAohhE6c9ix/sSzm4scd/hEOrILhiyH/nvC56eDqBS6XvNW082DKgsCG9q9XSnsY5Xem0rJawGAs+P4vZTGBi5u2nsQdgp6TYf8K2LYQYrYVTNd3Fqyfpf3fqwY06gvVwyHhKBxZUzDdtDgwumjzLKv8I21F1Skqrcp3DHVGIF5GU0WXo2l5JxxcBT0mQ0Yc7PpUG94/EpoOgg1zIOEYtLwD6t0MuRmQkwJu3mDJg7PboNlgSL8A0b9Bbpr2/2ZDwC9Cm9e53WB01f5w960Aj2oQ0ADO74W0WAhrDTc9DonHtddacmH/SnD1hOCm4F8bqoVBkwGQlwFZSXBuFwQ3g7xMSI2BkBZQrxtkp2g/QOYciDug1RDYSJvOv44WKOZcCGwM2UmQdg72LofUWGh9N1w8qk3n7q0Fm5e/Voenn/bcOwCaDNSWmZcJVjO4+4CLO0SthpO/w4nfwZQJHcZC4jHAADfcpU3r6gk120DcQchK1JaTGgN7voSGvWH3sopZD0ry7GHY/QVsfKXkaRv0hjo3waa52vMmA+HoWu3/LYZp601WEpz9u+jXG4zQ+l7Y+6X98BvHQK22cOYfbZ2oUR8iOkL1mpBxEc7vAWWFul21HxFTtvb9+gT9+yNl0NYvvwjwqK599llJ/34XCdp6EtwcrCbttQYDuHhAymk4vUX7MWv/ELh5lu4zi4/S1tegxtr6k5sOSSe19db478bRvxs+znQMtfIF6ou+eLnJr7oQFcqrBmQnX/3r63SBM39roZ58CjLji5/WJ6TweJ9gLdiTjpPdYCDeD3wjgVoWtkDdugSvhL3aBxrQUPv1i90FzW/TfoFz0mDVuIopskZ9CKiv/XKf31P0NA1v0bY2z+/TDjvkpmnDPfzAs7q2hVGztbayZV7Utt4iOmmvSTyubfWFtda2LNIvaFt4ice1z8M3VNsqqNUWMuK1LWFzDhz837/L8IWkE+AdCKlnIbyDtqVpdNU+w8x47Q8lqAmc/ce+bjdvCG0Jbl7aFmnScfAO0rZOQNsKz4gv2KI9tk7bQg5ppr2XjHht6xy05Wdd4co37yDo8DDE7oDjG7RhTQbCqS2Ql669PriZthueGA2ZCZB6RhuWcFTb0rqUwVh4WFGGfQDfPV7ydOWp3f3av7s+0/5tMQxcPWDf19DrRW0Lb91Lxb8+qKm2HsVstx/e+XFtr+bMX+Dmo61jSSch44I23t1X+2zzuXpCtVBtC/NSPsHaenkpo6u2B1EUd18IqAcX9l/pXRctsBGknNX2uq4g26TwfjVdArUsnGmzvlSsFi0ERQGltB8Rdx9tF87oqgV0XqZ2nLukY9dKaZ+ri5Md+s8/9p5wVNtF9gmyH59xUdsVrl6rYuq7kqKO5SpV+NjupcOsFu0H2egGfuEFw9LPa8N8Q7Xp085poZz/faWd1w4lmXO1vw2jm/Yj6x0A5jwIbaH9WGbEa5+Vq4c2bcJR7VCDp7/2o+BfB1LOaCF9YT/ZLr54D3zJKbJBAlUIUak5UzbI6WwhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInTg0UNPT07n//vsJDQ2lVq1aTJ48Gau1FP1UCiFEJeDQjiUff/xx0tPTOX36NJmZmdxyyy0EBAQwZcoUR5YhhBDlwmH9oSYnJxMcHMzevXtp2bIlACtWrODZZ5/l7NmzJb7emfo8FEI4D2fKBoft8u/atQtvb29bmAJ06dKFmJgYzp8/76gyhBCi3Dhslz8uLo7g4GC7YSEhIbZxNWvWtBtnMpkwmwvuU5OVlQVov0ZCCJEvPxOc4eYjDgtUpRTGy+4ZlP+8qBNTkZGRzJ49u9DwwMDA8ilQCFGp5eTk4O3tXaE1OOwY6tq1axk9ejQJCQm2YRcvXiQkJISTJ09Sr149u+kv30K1Wq1kZGTg6+uL4fIbiKH9SgUGBpKYmFihx1GkDuerwxlqkDrKrw6lFDk5Ofj7+xfaaHM0h22h3njjjSQlJXHmzBnq1KkDwI4dOwgMDLQ9v5Sbmxtubm52w3x8fEpcjpeXV4UfmJY6nLMOZ6hB6iifOip6yzSfw+I8NDSUoUOH8uyzz5KVlUVCQgLTp09n3LhxFf6rIoQQenBoki1atAiDwUBERATNmjWjW7duzJkzx5ElCCFEuXFow/6AgABWrFhRLvN2dXVl5syZuLo69C1JHZWgDmeoQepw3jr05LCTUkIIUdXJwUshhNCJBKoQQuhEAvVfznDkwxlqEIU5y/fiLHWI4l33gZp/lVZRFws4Sv4FDNKVoeb06dNs376dvLy8Cq3DGdYNkPXjcs6yfhSl6pxeuwpRUVEsWbKEpKQk7rvvPjp16kS1atUcXsN7771HQkICjRo1Yvz48UVe6FDejh49yoYNG4iNjWX48OFERERUyGW+Bw4coE+fPsyePZv69esTFBSEUsrhoeYM60Z+HbJ+FHCW9aM41+0W6v79++nXrx+enp6cPn2a6dOns3nzZsBxu1YHDhxgwIABhIWFUbNmTfbs2cNPP/3k0BoADh48SO/evTly5Ajr16/n6aef5qmnnuLIkSMOqwHg3Llz3HHHHcyYMYPHH3+coKAgwPFbiM6wboCsH5dzlvXjitR1KCEhQXXs2FF98MEHtmH33nuvGjBggMNqSEpKUl26dLGr4f7771cvv/yyUkopi8XikDrMZrMaPny4evXVV23DVq1apUaOHKk6deqkDh486JA6lFJq48aN6q677rLV9dZbb6lp06apJUuWqJMnTzqkBmdYN5SS9aMozrB+lOS63EJNTU2lUaNGjBkzBovFAsAjjzxCUlISSimH/PqnpqaSnZ3NwIEDbcM8PT05fvw4t99+O0888QS7d+8u9zoAUlJSqF+/vu35HXfcwbPPPkuTJk147LHHOH78uEPqyMjIsH0fHTt25I8//mDv3r0sX76ce+65h4MHD5Z7Dc6wbuTXIeuHPWdYP0pyXQaq1WqlV69e+Pj44OLiAkBQUBBnzpwhLi7Orper8mI0GvHy8uLzzz9n7969TJs2ja+++ophw4bRo0cPDAYDw4YN4+TJk+Vah4uLC02bNmXJkiWkpKTYhrdv354nnniC0NBQFi1aZFuRy1O1atXYs2cPS5YsoUePHvzvf//jxx9/5LXXXqN58+bMnDmTjIyMcq3BGdYNkPWjKM6wfpSoYjeQHcdqtRb5PH/X6cyZM6pZs2YqISHBNs3WrVvVxYsXy62GOXPmqAEDBqi77rpLhYeHqz179tjGHT9+XDVr1kytXLlSt+XnS0lJUefOnVMpKSlKKaX++ecf1adPH/Xmm2+q9PR0u2nfeecd1apVK5WVlVVudaSmptqGTZkyRfXu3VtNmzZNKVXw/Xz//ffqhhtuULGxsbrX4QzrRlF1yPrhHOtHWVwXgRoVFaWee+45lZycrJQq+vhTenq6atWqlTp//rxSSqn3339ftW3bVrcv6PIa8mVkZKizZ8+qJk2aqOjoaLtxN998s/rpp590WX6+PXv2qA4dOqgbb7xR3XLLLWrixIlKKaXmz5+vunfvrj744APbH5JS2jHFDh066L6iXlpH37591fjx45VSWlB16tRJderUye4PyWQyqS5duqijR4/qWoczrBtF1ZFP1o+KXT/K6roI1EGDBqmwsDA1duzYYv9wEhMTVc2aNVV8fLxauHChql27ttq1a5dDakhISFC9evVSP/zwg8rOzlZKKbVw4ULVuHFjdfbsWd1qOHv2rGrYsKFasmSJOnXqlFq6dKlq37696tatm0pOTlYvvfSS6tmzp5oxY4Y6d+6cUkqpBQsWqJYtWxb6Q9e7jo4dO6qOHTuq5ORktXz5ctWtWzf11FNPqZiYGKWU9nm0atVKJSYm6laHUs6xbpRUh6wfFbd+lNV1EagDBgxQ48ePVwMHDlQPPvhgkX84WVlZqnv37uqxxx5TdevWtdu9Ks8a8nfzxowZo7p06aKGDBminnrqKRUeHq52796taw1btmxR/fr1sxsWGxurunTpojp27KiysrLU4sWL1W233ab8/PzU8OHDVWhoqO7hUVwdXbt2Ve3atVNZWVnq559/VqNGjVLVq1dXd955Z7mEmFLOsW5cqQ5ZPwrqqIj1o6yqfKCeOXNGvfrqq8pisaivv/76in84rVu3VmFhYWrfvn0OrSHf/Pnz1dNPP61mzpypoqKidK1BKaV+/vlnVb9+fZWXl6eUKnjvKSkpqmPHjqpv375KKaXy8vLUypUr1bp169SJEyccWkenTp1U7969bdOuXbtWbdu2TZ0+fVr3Opxh3ShNHflk/XDs+nE1qnygKqVUfHy8Ukqp3NxctWzZskIrrNlsVkop9cYbb6gjR45USA2O0qZNGzVmzBjb8/z3fuTIEdW1a1f12WefOUUdn376qUPqcIZ1ozR1OIqsH9fmumg2lX/7and3d+677z5Gjx7NhQsXeOaZZ0hJSbE1j3nuuedo0qRJhdQA2JqeqHJo65h/Hfirr77KiRMnmDFjBqA1i7FYLNStW5fq1asTHR2t+7Kvpg5HtW10hnWjNHWArB8VsX6UVZUN1KJWOvXvrazzV9iEhATGjRtHamqqU9SQ/8er96V06pJrnW+++WaGDx/OH3/8wZQpUwBtZfXw8KBp06a2Gsrjj9aZ6ihqmCPXjaupQ8/1Izs7266zlfz7ujn6e3GWOvRSZTpHOXbsGMuXLwegR48e9OrVq1CnCQaDwW6FzcnJYe3atWRmZuLn51clagA4fvw4q1atIjs7m5tvvpk+ffrYrvKpXr06DzzwAJ6enixatIj+/fvzyCOPcPjwYZYuXcrWrVttdVblOi5XUd9LRdRx6tQphg0bxmuvvUafPn1sdxd29PfiLHXoyjFHFsrXvn37VEREhLr//vvVsGHDVGBgoFq/fn2x01/acPvStmyVvYb8OurWraseeughdccddxQ6C5t/gD87O1sdPHhQ3XnnnWro0KFqyJAhau/evdddHZerqO/FUXUopdSaNWuUwWBQ/fv3V7/99pvt+OSlyy3v78WZ6tBTpQ/UuLg41bp1a/Xhhx8qpbQ2exMmTFD/+c9/lFKFrz7JV9zwylqDUkrFxMSo5s2bq48++kgppdT58+dV37591Z9//lnia3Nzc6WOfznL96J3Hfni4uLUPffcox566CHVokUL9dtvvymTyXTFZer5vThbHXqq9MdQU1JS6Ny5M48++igAgYGB1K1bl19//RWz2VzsLoGeuwrOUANo3b3169eP8ePHAxAWFobVauXnn3/moYceYtmyZXbTX3rsKn9363quI19Ffy/lVQdgWx/T0tJ45513GDZsGJMmTWLjxo2A1kVePnXJ8Uk9vxdnqkNvlT5Qs7Ky8Pb2Bgo++L59++Lj44NSyiG9nDtDDaD9oV7a+fB///tf27EmT09P7r//ft566y3b+PwTAKDvH29lraO8OEsdVqsVV1dXgoODadKkCVu3biUyMpKePXsyZcoU3nzzTW655RbbmfzLj/1XtTrKRUVuHl+tpKQkderUqULHlvJ3E06dOqWaN2+uzp8/bztWp/c1vs5Qw5XqUEqpH3/8UZ06dcr2/KuvvlI1a9a0Xa4ndVwfdZw+fdrWqUn++jl16lQ1YcIE23R33XWXMhqN6qWXXtK9Bmeqo7xVukDdv3+/atu2rerevbsKDAxUmzZtUkoVNPw1m83q6NGjqk6dOrbegBYsWKBq1aqlkpKSqkwNV6oj/wqTfDk5OcpqtaqDBw+q3r17636SQ+pw/jqCgoJsdSil1O7du9Wjjz6qlNI6bg4ICFC33XabatCggdq0aZOux2+dpQ5HqFSBGhUVpcLCwtT//d//qfj4ePX444+roKCgQleTxMXFqebNmyullPrkk09U/fr11c6dO6tMDaWt4/JOPj755BPVvXt3Xa++kToqZx0HDhxQAwYMUIsWLVJBQUFq1apVSimte7zjx49XuTocpdIEqtVqVZMnT1YzZ860DTObzap9+/Zq3bp1dtPm5OSoXr16qUcffVTXTiScoYay1qGUthWQv4WsZ8ceUkflrSMnJ0eNGjVKeXl5qa+//lq3ZTtjHY5UaU5KGQwG3Nzc6NixI6Bdhufi4oLBYODo0aO26axWK6mpqWzbto0VK1bwyy+/0LZt2ypTQ1nqAFi3bh0vvvgi69atY+3atbRp00bqkDrw8PDgnnvuYcOGDYwYMQKr1ar7VUfOUocjVaorpfr27UuvXr0ALbRcXFxo2LAhOTk5tmmMRiMhISG89dZbdOvWjZYtW1a5GkpbB0Dv3r3p0qULQLncBlnqqLx13Hbbbbb/GwyGcjmD7ix1OEqlCtT8L0YpZWuPFhgYyJkzZ2zTfP755wA8/PDD5dJmzRlqKG0dy5Ytw2q1MmbMmHJbSaWOyl2HUoqRI0faro2vqnU4SqXZ5b+UwWCwte10cXEhMzMTgI8//pinnnqKdu3alXsDYGeooTR1tG/f3iG/+FJH5ayjXbt2DgkxZ6mjvFWaLdT84y9msxlX14KyQ0JCcHV1ZdWqVbzyyiv8/vvv5bKL7Sw1lKWOTZs2SR1Sx3Vfh0NVzLmwsslv33nixAn18MMP291t8oMPPlAGg0HVq1evXG+B4Aw1SB1Sh9Th3Jx+lz//V+7MmTP079+fiIgIgoKCbOO9vb1xd3fn559/5sYbb6yyNUgdUofUUQlUdKJf7tJGz/n/P3XqlGrSpImaO3dukdPl3963KtUgdUgdUkfl4xSBGh0drT7++ONCN+VSSrvXTq1atVRkZKRtWP74S/tPrAo1SB1Sh9RRuVV4oObk5Kg2bdqoJk2aqDfeeKPQF7R9+3b1zTff2Ka//LK9qlKD1CF1SB2Vn0Gpir8s4ZZbbiEwMJCUlBT69evHpEmTimxyZLVa7bp6q2o1SB1Sh9RRuVX4O925cycdO3bk888/p0uXLqxfv5533nkHk8kE2Hc+XF5fjDPUIHVIHVJHFVBRm8aX7gbExsYqpZRKSUlRL774ourfv796/fXXizw+U9VqkDqkDqmj6nB4oF7aRdnl/UMqpVRGRkaRX5Ce/SI6Qw1Sh9QhdVQ9Dg3U6OhoFR4ermbMmGEbVlSTi/wvaPDgwWrWrFm2G3dVlRqkDqlD6qiaHHqAIyoqiho1avDdd98xc+ZMQDvGkn/MJf//Pj4+vPjiizRu3Jh9+/aRlpZWpWqQOqQOqaOKcmR6z5gxQ91zzz3q448/Vs2bN7e7b0xRv3qZmZkqPj6+ytUgdUgdUkfV9P/LEoPK38KxogAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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3cXJvRuRKNpPwPw7eNd2XYyibqB3gxuVZMwP0/C/LRbAvdrHsrGqItMH9KcXm9uAmBS3yZ4uZetPagQonLTdZd/w4YNdO/enVq1alG7dm1GjBjBqVOnADhy5Ag9e/YkJCSERo0asWzZMj0XrSt/b3cOvTzQrjnWn8cu8traKJ74YhdfbTtjN31IdU8+eaAD9YJ82PbiLWx+obeEqRCVwKRJkzAYDLrllG6BGhMTw6233soDDzxAbGwsR44cwdfXl6FDh5KXl8fgwYMZOHAgcXFxrFy5kgkTJvDXX3/ptfhy4enmwuGXB/Lh6PY81aexbXib2v7Um7KaelNWk5Bh3341pLonETXK5/bLQgj9/P333+zdu9f2XJecUjr56aeflL+/v92w3bt3K0B99913KjQ0VJnNZtu4J554Qo0aNarU809MTFSASkxM1KvkMrNYrGrX6SR1PiVb1X3hJ1X3hZ/UxfScCqtHCHF12ZCTk6PatGmj9u3bpwB18uRJ9f33319zTum2hdq1a1d8fX3573//S15eHklJSbz55psMGTKEHTt20LFjR1xcCnaDu3Tpwvbt2/VavEMYjQbbNfgBPu4807cJQdU8KrosIUQZzZkzhyFDhtCqVSvbsO3bt19zTukWqDVq1OD3339nwYIFVKtWjaCgIFJSUlixYgVxcXGEhNj3FB8SEkJcXFwxcwOTyUR2drbdw5nsmtGPp/s2LnlCIYRDXJ4XJpOpyOn27NnDqlWrmDFjht3wq8mpy+kWqBkZGQwaNIgRI0aQkpLCxYsX8fX15b777kMphdFovyij0YjVai1mbhAZGYm3t7ftERERoVepQogqKCIiwi4zIiMjC01jNpsZO3YsCxYswNPT027c1eTU5XRrNrVixQqUUrzyyisAeHt7s3jxYmrUqEHXrl0LtQ9LTk6+YpuxadOm8cILL9ieJyUlSagKIYoVExNjlymuroXj7a233qJNmzb07t270LjAwECio+373Cgppy6nW6Cmpqbi4+NjN8zDwwM3NzceeughZs6caTdux44dtGvXjuK4ubnh5lbQP6eXV8V3VSeEcF5eXl4l5sSOHTtYu3Ytq1atshveunVrgoODbfdUu3T6K+XU5XTb5R8wYACHDh3i/fffx2q1kpOTw7PPPou3tze33HILubm5zJ8/H4vFwq5du1i4cCHjx4/Xa/FCCFGib775hrS0NFJSUmwPgH379rF///5rzindArV58+b8+OOPfPHFF9SqVYv69esTFRXFr7/+Sq1atVi9ejUrVqwgMDCQO+64g3nz5jFw4EC9Fi+EENfE29v7mnNKruUXQlRqzpQN0tuUEELoRAJVCCF0IoEqhBA6kUAVQgidSKAKIYROJFCFEEInEqhCCKETCVQhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInegeqPv376d///6EhYURHBzMxIkTAThy5Ag9e/YkJCSERo0asWzZMr0XLYQQJVq0aBHt2rUjNDSU2rVrM3bsWFJTU4FrzyldAzU6Opr+/fvz4IMPcv78ec6dO8fo0aPJy8tj8ODBDBw4kLi4OFauXMmECRP466+/9Fy8EEKUaN26dXz66afExcVx6NAhYmNjeeaZZ/TJKaWjcePGqbfffrvQ8O+//16FhoYqs9lsG/bEE0+oUaNGlXreiYmJClCJiYl6lCqEqCKuNRveeecd1alTJ11ySrctVJPJxNdff03Dhg3p1KkToaGh3HvvvSQkJLB9+3Y6duyIi4uLbfouXbqwfft2vRYvhBBlFhUVxeLFixkzZowuOaVboJ49exaz2cz777/P999/z9GjRzGbzdxzzz3ExcUREhJiN31ISAhxcXHFzs9kMpGdnW33EEKI4lyeFyaT6YrTh4WF0bx5czp37syECROuKqcup1ugXrhwgezsbF599VVq1qyJn58fr7/+Ohs2bEAphdFovyij0YjVai12fpGRkXh7e9seERERepUqhKiCIiIi7DIjMjLyitNfuHCBo0ePcvjwYcaNG3dVOXU53QK1evXqGAwGWrdubRtWr149DAYDJ06cIDk52W765ORkAgICip3ftGnTyMrKsj1iYmL0KlUIUQXFxMTYZca0adNKfE3jxo2ZN28eS5cuxdfXt8w5dTndArVRo0ZUq1aN48eP24ZFR0ejlGL8+PHs2rXLbvodO3bQrl27Yufn5uaGl5eX3UMIIYpzeV64ubkVmsZisRQa5u7ujouLC507dy5zTl1Ot0D19PTkvvvuY9KkSaSnp5Oens5zzz3HPffcw2233UZubi7z58/HYrGwa9cuFi5cyPjx4/VavBBClGjz5s2MGTPGtuGXnJzM9OnTGTFihD45dVXtDIqRkZGhHn74YRUYGKjCw8PVI488otLS0pRSSu3evVt17txZ+fn5qTp16qiPPvqoTPOWZlNCiKKUJRvy8vLU3LlzVYsWLVRISIiqW7eumjBhgm45ZVBKqXL5KdBZUlISgYGBJCYmlumYhhCianOmbJBr+YUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInUigCiGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6kUAVQgidSKAKIYROJFCFEEInrhVdgBBOL+4QHF0LCUch+RQENoLcdAhsCHW6QKO+YDBUdJXCCUigCnGp3AzY8yWc2QoxOyD1TOFpzmwtPKz2TdBrCjToJeF6HZNAFSIvC/76P9j0arGTRFtrkYY3e60NOaoiqEEGQ1220NQYo01w9m/4fJj2/34vQ9eJEqzXIblJn7i+nfwT/vcopMXaDf7RchMG4FdLe36ydsFazOkGA1b6G3cwvuZx2if+WDDCxQOGvQ+thpdj8QKcKxvK7aTUpEmTMBgMnDp1CoAjR47Qs2dPQkJCaNSoEcuWLSuvRQtROvtXwqe32sJ0sXkgnXPeo17OlzxlmsiTpon8YO2GFSOrJ97MiVcHc3LuYH77T0/G3lwfAIWRX6yduCv2PprkfFowb0sufDsWvh4DeZkV8e5EMTZs2ED37t0JDg4mPDyckSNHkpiYCFx7TpXLLv/ff//N3r17bc/z8vIYPHgw48aNY9OmTezdu5eePXvSoEEDunbtWh4lCHFl6RdQqx7BACwxD2Ce+T5ycQfgyd6NuL9rXYKreWAoYre9YXA1Ztzaghm3tiA128Rra6PYdTqZbJOFeolfEkAaz7quYLTrb3D4B+3x8C9Q5yYHv8lKLjUG3H3Aq4b2PDMRfAKvebbTpk1j7ty59OzZk+zsbIYNG8bUqVN57733rjmndN/lz83NpXPnznz++ee0bt2akydPsm/fPsaPH09sbCwuLi4ATJgwgdTU1FL/AjjTZr2o5CwmmBMEwJ+WGxhjmkrb2jV4cXBzOtW/+nXLZLHy3e5Ynl+5D4BOhsN84zGnYILe06Hn89dUeqUTuwsW9tb+Pyv1ytPmZcKrtaDlndpx6Hdu0IY/thk+vFn7/8wUOParFrK1OwFlzwaz2Yyra8G25Pvvv8/ixYt56aWXrjmndN/lnzNnDkOGDKFVq1a2Ydu3b6djx462IgG6dOnC9u3b9V582SWdgL1fw+m/4Pw+7VdRVF1nt6Eia9qevmAaz4uDm/PdhG7XFKYAbi5G7u5Qm/2z+jOwZRhxAe1plrOEDZa22gQbX4HFA8Gce03LcXp/vAGz/OC1elqLiXzbFmrDD34HP0yE/7aFtHPasFl+8Ont2nQHV0HyyYLXJf37fzdvreXFlyNgUb+C4WV0aZgCbN26lRYtWuiSU7ru8u/Zs4dVq1axa9cuu+FxcXGEhITYDQsJCSEuLq7YeZlMJsxms+15dna2PkUmHNO+2OMbIPHYlaet0wVufw+CGumzbFFxUs7atnjyd+JnuUxk4cRhtKzlp+uifD3d+HBMe6xWxZoD53lihRczzR9xn+tGrcnVKyGoUSsxNO6n63Id7n+Pw94voc90qHUjLLsLOo6D/Su08Z0e1ZqRHf4Bhi+BpYO14SsegMDGENIcMi8WzK9GXYjdof2/fg+YGguuHuDiBn1mQLUQCG4Kbj5QuyP8+DSc/B3Gaq/Jzs62ywlXV1fc3Nyu+BZWr17Nd999x86dO3nzzTfLnFOX0y1QzWYzY8eOZcGCBXh6etqNU0phNNpvDBuNRqxWa7Hzi4yMZPbs2ddeWE4qRK+Hv96Dc7uKneyENQx3g5kIQ0LBwDNb4b32WkPuG+6CLhPAU98/PlHOrBbMKx7G9fB3tkFfmG/h7zrjeOHuXkTU8C63RRuNBm5tXYubGwXR9mUrG61t+dj9bQAMXwznoFdHTreeyKCBtxV5rNapLOwDsTth5Ddw8g/Y+h40u1Ubt+EV7e8DtK1Prxra312TARDeDp47qo0LbKxtxPScAr/P0/4/ZD48sgF+egZu/z8YvrhgmR7VCv7f47mC/087Z3fYhpObAYiIiLAreebMmcyaNavYtxQVFcWYMWNYunQpTZo0uaqcupxugfrWW2/Rpk0bevfuXWhcYGAg0dHRdsOSk5OveLxj2rRpvPDCC7bnSUlJhT6wYsVHwd7lsOWdYif53tKV7yzd2GRtg7rkyIcBKzcYTjHaZT33uG7SBiZGw++vaY8OY6HNfdovZEXISYN5tSG8A8QdBHM2TNwN796oja/TFc78pf2/zUhtC+KxLRB2g+NqVMop2mBmr5mO17b/s1vJn817jJHjX2BUPccdh/f3dufUvCFcTO/LtO+6EXlca0rVMns7Lf8Zwz87O5Db8Qm697sDg7ECrgY352rrUtIJbcvQnAPvtIKabeD8XghtBXH7tWm9g7QwBW3jokZ9eGgNmLLhwLeAgqd2gdGl8HKe2lHw/95TC/5fvRY8+kfZaja6asGdnQyeWvDGxMTYZcrlu/aXiomJYcCAAcyYMYO77tJ+DK4mpy6nW6Du2LGDtWvXsmrVKrvhrVu3Jjg4mMvPfe3YsYN27doVOz83Nze7zXUvL68rF2DKgeh12m5AVqLdqJ3Wxhy1RrDaehP73dvQpWEIbWr7c2+wD2/WrYGvpxvurkbyzFa2RCcQn96GF75twAvm8VQng3Gua5jo+t2/hS/SHj4hcM/n+p+5TY+D1LMQ0UF7nhqjHTv65n6tTaP699cyvD24uGvhueOSX/XqBccH2fvv8avcdEg7DwdWQttR2m6UUuDmBS//u7LknzBQCjLiwDfs39dmFMzvk1vggZ+gWrB9zcfWwRfDwa8OdJsIa56DmybATY9pf5jNb4cOD2tb/D1fKPqPzWLSTmDU6Xx1n9slcvNyOfV6D5qao2zDvnUdQu2R7/JWg6Brnv/VCvb1IHJMP5RK4dDRY7j/8jyNkzbR2bwDtj4MWx/m14iJ1Lv1OZqEOXBP6JWQooef/7elTtx+CGigBe6l61eXCVpb23wlnXTSk8EAL5zS/p+UBGgZUWJOoG2cDRgwgJEjR/LMM8/Yhrdv355vvvnGbtqScqpQWeXZsN9gMHDy5ElCQkJo3Lgxzz77LJMmTWLv3r307duXL7/8koEDB5ZqXkWeyYvZCf98CPu/KTT9AWs9/rY25xtLL46q2vh6uPLlIzfRKqL0K6rVqnjksx38FhUPwE3GQ0x0WUVXl0MFExnd4OG1BQF4NayWgmBr/xDsXKL939MfclIgrBVc+HcL4dZ34KdJ2lnQ2p21H5CHf4HX6mrjnz8OSwbDiE/hg65aAE+PL/ijaTWi4PO6a5HWVhK0cLbkFeyWXc7oClazFpR/L4CAhtBxLPzyYkHNIS20+hb3114zNRbmhv87AwOgtEANbASrHoHBb8LaqdqyTUW01Zx+UVtuKbfaEjJyue/1r1lnfMpu+OIbV/DQ7f2ccrc64/Qu/v7fh/RN+do27JwKYLF5EKMfe5F6tUu5V1YUpbQtuI96aJ/5qJXg8u821Bcj4Ngv2v8b3gLHfyt43ZC3YPWzBSHa/iG47Z2rr6OcleUsf2ZmJn379qVFixYsWrTIblxWVtY155RDArVevXrs2bOHxx57jKioKPz8/Jg2bRrjx48v9bzyP7S06cFkhnUg7OKWQtPEqkAuqABmG59gX04ozcJ8WTCqHQ2DqxUxx7I5n5rNzO8P8uuhOMK5yJtuH9Hl0mAFGPdb6YL16C/amcq7l8KKB+3HBTeDi/9uWeUfa7rU1WwFXBrYl4bzuN+0rU4An2DtBIGHH+QWsYy63eD0FvtDCvnq99RODgC8eB5e/XcrZmqMFrgdHta2kL+6Tzte9u047Q+1tAbMhV+mQpNBMPKrIid5dc1hTm3+2naMEuD3jh/Qc8jI0i+nAlkSTpCxeBh+WadtwzKUJxusNxIwZBYdO3TEw7WILft8eVlgyoI3GkK7+2HXZ4Wn8a0F6ecg9AaoUQ+iftL2Knq/CEdWw4jPtemc8IfnSsoSqN9//z3Dhg0jODjY7nipq6srMTEx15xTle7S06wXffFys//Cl5lvYaFlCKdVGC/d2oKRnevg6XaFle8aWKyKH/bGErn6MLUzDzLe9ScGuVzSrKL1PdB3lnZcCLRDEakx2hbc1ve0a7yzEmHPF/Yzvnupdgzq9vf+vXLHAN4BcOh76DRe35XcYoKLR7SzrEYXbUtmtr827pEN2paxKRvcvWHnUu0M67FftS3JiI7a1nCLodCgt/Zeuv+n5PqU0rZwXdwgNRbebmG/NTxxD/jXBasJ1jwP9W7WtmJBO269Y5HWq1O1MNizDB79E2q2JiPXzNq/djL89/62RWW51cD9iT9xrVFbv8/MUSxmTvzxBRc2fGi/JwT8X70FDOjQkiZ1a8Gv07U9jYfWwpLSbT3Zyf8xH/YBtK0cPzrFcaY26pUyUFfVnU6ST0P+TA2mhq83c+9sTYCPu8Nreve3Y7y17ig3Go7xP4+ZhSeoHgFpl7Vr9Q7Udnt/nqydJY36Sds6fD668OurMotZC3ODQTsp4upReJrsFO2QR0I0fHEXqcM+J3LFH9xgOMUG1Z4z1iCmui6nn8vOgtf0f0U7LFERJ3d0dnDXFtJ+fpkupr9tw85YgzmpanJShRFgSKOxIZY6hng8MOFq+Pf4eten4MAqwAD1usFt/9WOlysFX4/WDrVceiy0kpNAvQq2Dy0hgYDAQO2qClOOLpeiXYs8s5Wvt59h7s9R1Dcd52W3JbQ3FnEMsv2D2tbesA+h7X2OLtPpmSxWVu2KYWjb8EJ7F7vPJPPU8t3EJGdTnQwWur9FZ2NU4Zn0mqo19h72QZUIVEC73HLnEjJ+e4Nqhhy7UTnKjeOqFmZcyMGdDoYjTPd5id2qKVHJ4OvpyvjuDajp70XdQG861K3hlMeRr5UE6lWwfWiT/Qio7g3jN2nHF9uOgkb/Hgc0ZWsPb8d/qKdPnWDoh9tIwZcA0pjjtpghLtuKf0F4e+g9DTx8td3oKriil9bX28/wwrf7bc8n9G7IHTcEcm7vev63eS8+hhxaG04wwvX30s/UkWecy0vyafhva7tBmd2mEL9/PfXTdhTzogKnrSFEqTpk4Ml3lptJ86hFz5s60KlBKG3r+FPNo2r03imBehVsH9rz1QjwLmHrY9wGiGjvmMLObtMumRvyJnw/gWPWcNZYO7HV2oK/rS1paTjFaJd12lUyxXH1BP86WhvTG+7SGjSHtQb/2hDURNtdu1YWk7ZVn5MKeRmw9yto3E+76sToAgYjKIt24sLVXds9VEprJXD5IyMe3Dy15lVZSeAXoQ1r3K/0tVotZCRf4J43v6ObcT8RhgS8yCXQkEYflz0lv77taOj4sPbDFLMTPuljP37Ut9C4b5k/pgqXmwGb34Y/39See/hpzdTu+BhCmmmdheTLToZzeyArERW1GsPBVUXOsijfW7ryo6UL663tcHdxoUGwDx6uRtxdjbaTX/WDfOjWKJDWEf7U9PN02q1bCdSrYPvQpgQQ4GGGxgMKmn0Up9eLWrDW7aZPKOWL2VFwdjzffV9DU/uTAycTMvn4j+Psj03lQGwaoSTRzniMd9zex4QLqfgQbrBvM1ssvzqQlQC12kFAPS0Ivfy1Ez2WPDDnaX9gBoMWnFE/aa8zuGgBnePALTY3Hy0EjG7aiSyDQavRkge56ai8LDDnYKB0q54lqCkudTprPzodH9He9+XyMrWweTVc+8EArcXEhH/0e1/lKe6g1sztcr2nQ4vbtUsuS0sp7RLrhKOQfh42RqJq1Cc35TyeWecLTW5WRhZYhvG5uR8JVKfg4tzCmoRWY0LvRvRoHEyNCjhvURQJ1KtQ5IdmtWhnn2t3htfrX3kGM1Oubbc66UTB1UhFaTIQRn5d7OiUrDxW7Ighcs1h2tT253h8Bhm5ZgxYaWg4xx0um+lv3Emc8qezMQo3g+Xqay2CRRlwMdh/1fHKn/MqAFcstDQWNNdJU15YMWLFgBUjCoPt/zUNSYXmfV4FFDm8JGnKGyNW7dhg9QitjWT9ntCoL6pedxIs3gT7FnGy6opv1AxzLjuuXi0Mek7W2s06i7PbtA4+rsTdF17UubOe5NOw9T3UgW8xZF35x3xnwK2cMNXg9YtduIh/kdP8p18TBtwQRsPgahgNOHwr9kBsKk99/jebpg6UQC2LUv8KfTWqYOvscjMStF/sd/7tCeulpMJX7Vza5+K3jxR50YCdF04XvcVUCnlmK0fj0vlp33ni03LINlmIS8shK89CtslCjsnCxbRsapCOtyGHANIJMaQQZEilliERb3JJUr6YcMGEK2ZcyMONNOWNryGLZOVLoqrOWRVMIn62XueDfT2oF+iNj4crFqsiz2wlz2LlxMVMUrNNALgaDRiNBlwMBlyMBowGcDHm/1/712JVxKcX9JxkwEoIKRhRuBnMuGHGHTMGFHm4Yvr3wrxk5Us2Hkwa0JJx3etfuX3lVX2wWQVtYS/X72Xo9rS+yyurg/8r3P44X6O+MPpbx9RhtWhbxl+PhpTTJU4e516bf7IjCCaVMyqEry292KMaFXk3gwe71qOWvycPdq2Pu6uRHJMFF6MBN5fSnyw8m5TFsr9Pc/hCOn5ebqRmm/jj6EXcXY0E+rhjNBiITcnGasrl7Ft3SaCWRakDVSnY9422i//NmNLNvM1IrROHNc+VPC1obU0HznPYya8LqTmkZptIzsojLi2HpX+dom6AN2F+Xni4GknPMePlbsTb3ZXgah6EVPfAzcWIAcg1W2kcWg0/Lzc83VzKtEKXVmqWieiL6ZxOzGLH6WQCvN0J9fPE9d8AdjUa+OdEEk3CfMnOM9O9cTCtI/zKd2vm0ra1xbnWvZarcWpLQa9Ll5t0QDtuXlGsFji3W7sS78J+7WRpTOm7rptvGs4W6w0cUxGkU9DpTP5l3QBdGwbSKtyPmn6e3Ne5ju3H9GRCJusOXeDVNUW03ijBPeHJvD5xjARqWVz1cZIrba2U1dP7tC7GROVhtWq3I4kMKzzO4AIzy36o4qrkpsPcyy4j7fSoFlothmonAp2V1QqnN2sXg5iytMNfO5eW+LLj1prk4cpRVZswQxI/WW4iGw/SlDd5uGLGlcaGGGq65/B5TlfMStvLMmMkGw9csNKnkS/+riaqGU2cu5iEtzmZB5qYqZ5xAheDIiTmV3LSk/F+NV0CtSyu6cCz1ardkfJkGZrd5JsaozVtEpVbcVusjtpK3fUZ/HBJHwND5mt9h1Z26Rdg0zytz1PfWtqVc+nnHFpCltEXn5mxEqhlUS5n8s5uh0WXNa2ZmVLQqUQFXzQgdGa1aH13bn7LfvgtL2nXt7v7aJe8lsuyrfByDa2Tkqd2ljx9ZWYxaX2nZidrPYjFHdC62svL0JoGGgxgMJKVnYN3rNaXqXLxwOAdqLVaMedAbprWy5qrpza9Vw3t7zLpuLYMNx+4cRRUCyGp6X0EhtWWQC0LZ2oaIaqAWVfodWzseji/R+ttPqjx1S9j46taH7oA9brDAz9e1xdwlBdnyoaqcamEEGX16J/wUfeix12+1/JctH0fsNkp2knPovofUEq7M8TCyy40OPWn1kVeo0p4sYEoNQlUcX2q2RqeOaT1elWSNxvZd6uYzydE6+wmJ1Xb/TTnwl/vFrGsNtoVUA1vKTxOVCmyyy+ubxYT/PV/WjAe3wCHvtN3/lWhTwEn50zZUEW65BHiKrm4Qfdnof0D2l0OBs4r+TWl0f05CdPrkOzyC3Gpmx7XLiP++wPY9lHZX992lNYkSs++I0SlIYEqxOUC6sPg17UHaMdIT/yu3QyxejgMiNQ6fUk4Cu7VtHsvVZX+V8U1kUAVoiSeflqPTy1utx9eq22FlCOcl/ysCiGETiRQhRBCJ7oG6oYNG+jevTvBwcGEh4czcuRIEhO1PhePHDlCz549CQkJoVGjRixbtkzPRQshRKlFR0fTtGlTmjVrZjf8WnNK10CdNm0ac+bMIT4+nmPHjpGQkMDUqVPJy8tj8ODBDBw4kLi4OFauXMmECRP466+/Sp6pEELoaOPGjfTv358OHTrYDdcjp3QN1D///JNevXphMBjw9vZm2LBh7Nq1i7Vr15KZmcnkyZMxGAy0bduW0aNH8/777+u5eCGEKFHLli05ePAg/frZ3zFBj5zSNVBdXe0bDWzdupUWLVqwfft2OnbsiItLQc/sXbp0Yfv20ndeK4QQeggJCcHLq3A7YT1yqtyaTa1evZrvvvuOnTt38uabbxISEmI3PiQkhLi4uGJfbzKZMJvNtufZ2dklLtNqtWIyma6+aOEwbm5uGKtw201ZF/Xl7u5e4h0esrOz7XLC1dUVNze3Ui8jLi6uzDl1uXIJ1KioKMaMGcPSpUtp0qQJSqlCfzxGoxGr1VrsPCIjI5k9e3aplqeUIj4+nqQkB/W+LnQREBBASEiI096e+GrIulg+XFxcqF+//hUDMiLC/o4IM2fOZNasWaVextXk1OV0D9SYmBgGDBjAjBkzuOuuuwAIDAwkOjrabrrk5OQrdmQwbdo0XnjhBdvzpKSkQh9YvvwVODQ0FG9v7yr1B1oVKaXIysqy/fKHhoZWcEX6kXVRf1arlXPnznH+/Hlq165d7GcaExNjlymXH4IsydXk1OV0DdSkpCQGDBjAyJEjeeaZZ2zD27dvzzff2N89dMeOHbRr167Yebm5udn9GhV1zAO0Dzt/Ba7onmZE6Xl6egLablZwcHCV2P2XdbH8hISEEBMTg9VqtTvGeSkvL69ic6I0rianLqfbWpyZmcmQIUO46aabmDt3rt24IUOGkJuby/z587FYLOzatYuFCxcyfvz4a15u/nEqb2/vEqYUzib/O6sqxxplXSw/+RtXl55X0ZseOaVboK5fv56///6bH3/8kbCwMNsjIiICb29vVq9ezYoVKwgMDOSOO+5g3rx5DBw4UK/Fy65VJVRVv7Oq+r4qkiM+Uz1yqtJ3MJ2bm8uJEydo0KABHh5F3JJCOK2q9t1Vtfejt9q1a/PGG29w7733lvm1V/pspYNpIYTTSEtLY/r06bRs2RI/Pz/8/f1p06YNkZGR5Obm6racoKAggoOD7YYtX76crl27EhwcTEREBDfeeCMffvihbst0NAnUCvToo4/y2GOP2Q1bunQpN99c8q2MZ82axYMPPgjA6NGjr9g8pEOHDsyfP/9aSi2S1Wrlscceo2bNmvTr14+LFy/axvXu3Zv//ve/ui9T6O/ee+/ljz/+YNmyZSQkJBAXF8cHH3zAV199xbhx4wpNHxQUhMFgKPIxfPjwYpcTHBxsF6hTpkxhxowZvPLKK8TFxRETE8NHH33Er7/+Wi7v0xEkUCtQcnJyoYbEl1u/fj0GgwFXV1fboyy++eYbdu7cSUpKSrHTHDhwoNg/EIPBwHvvvVfk63744QeOHDlCbGwsnTp1Yt68ebbhsbGxPPHEE2WqVTie1Wpl/fr1zJgxgxtvvBE3Nzc8PDzo2rUrzz33HGvXri3ydX/++SdKqUKPlStXFrusX3/9ldatWwPa2fP58+ezatUq+vTpY2vl0alTpyvOw9lJoFYQi8XC5s2bsVgsRY43m822BsXh4eGYzWbbozTi4+N5+umnee655/jll1/YsWMHffv2Zf369UU2VHZxcSnyD0QpxZNPPlnkMo4cOULXrl0xGo306NGDqKgozGYzkydP5s033yzTVSqiYhiNRvr06UNkZCQ7duwgKyuLzMxMNm/ezFtvvcVtt91WLsv94osvuP32220Be3lNlVWV7rG/3pTVAJyaN8Q2bOzS7fwWFc8n93egbwutQfmX/5zhxf/t575OtZl7p/YFx6Xl0PnV3wjx9WDbtIJ7qd/6f39yIDaNH5+8mVYRfldd24oVK8jLy2PhwoWMGjWKFi0Kbme8ZcsW3NzcGDp0aLFhVpzs7GwGDx7MwYMHeeCBB9i3bx/+/v7079+f77//nldeeYVRo0bx1Vdf0bt376uuH6BNmzbMnTuXvLw8fvvtN9q2bcuHH35IrVq1uP3220uewXUgfx10pEvX99L45ptveO211xg3bhyHDx/GaDTSsmVLRo4cyaRJk8qlxiNHjtCpU6dymXdFqtKB6qyOHj3KY489xptvvomHhweDBw/ml19+oWnTpgB069aNzZs3A9ouf3E+++wzli1bhtVq5aWXXgK0xs2LFy+mdu3ahQ4PDB06lKFDh5Kenk61atWu+X0MHDiQrVu30r59e9q2bUtkZCQdO3bks88+Y9iwYSQkJDB58mQJVydXvXp1IiMjiYyM5N5776VevXq2wzfF6d69e5HD27dvz44dO0pcptVqLVX/HJWOqiQSExMVoBITE+2G5+TkqEOHDqmcnJwKqqxsVq9erQIDA9Vzzz1nG/bOO++ogIAAtWnTJrVkyRLVrVs327h169ap8PDwQvOZOXOmeuCBB5RSSo0aNUrNnDlTXbhwQbm4uJT6MXv2bKWUUvv371dAsY///Oc/pXpvzz//vHr44YfV8OHD1fLly1VCQoKqW7euSkhIKHL6yvbdlaSyvZ+WLVsWWicMBoMyGAyFhvfp06fIedx1111q5syZZV72hAkT1J133lnq6a/02RaXDRVBtlAd7OTJk3zwwQfcfffdtmFPP/00vXv3pmnTppw8efKq5x0aGorZbObUqVMMGzaMPXv2FJrms88+Y/fu3bz99tu2YTfccAPqkubIQUFBrFy5kl69epV62adOnWLx4sXs37+f5s2b89lnn+Hl5UWHDh3466+/yu1YnLh6Bw4cALRORPJbazjK3XffTf/+/Tl9+jR169a1G5eZmYmPj4/DatFT5T36W0lNmDCBu+++m5ycHObMmUPr1q2pUaMGvXr1onPnzmzevJnJkycXep3ZbOb8+fNs376dTz/99IrLyMnJYe/evUWOi4+Pv6bQLs7UqVOZNGkSNWvWtDvRZjAYyvVyQXHt5s+fX6Yu6vTQs2dP7r//fu6880527txpG75lyxa6dOni0Fr0JFuoFeTxxx/n8OHDLFy40LaFuH//fp588kk8PDxsxx2NRiMXLlzAx8eH6tWrU69ePXr37l2q68WLOk5qMpkYNGiQru/ln3/+4a+//mLx4sUAdO3alR9++IG+ffuydetW3nnnHV2XJypG+/btOXjwYKHhP/30U6FjrtOnT2f69OlXnN/HH3/Mhx9+yNixY4mNjaVatWrUrl3bdj6gUqroYw6lVVWOoearW7euWrVqVaHhn332mWrWrFmJry/qGGq+w4cPKxcXlyJf98Ybb6ihQ4cqpZRKSEhQHh4epX78/vvvRc6zW7du6vPPP7dbftu2bVVERIR67733in0PlfW7K05lfT8+Pj5XPIZ+9uzZii5RjqGKK+vXrx+vv/46ERERtGzZ0raF+vbbb19zcybQ2rkW16HE0KFDAa3/x5ycnGteVn6LhHzNmjVj9+7d1zxf4RgZGRkVXUKVIYFaQRYsWMD8+fMZP348p0+fBqB+/fqMHDmSiRMnlvj6Sy81vfxWt82aNbM7ySSEcAwJ1Ari7u7O1KlTmTp1akWXIoTQiZzlF0IInUigCiGETqpMoMoxw8qnqn5nVfV9VaTK8plW+kDN79EoKyurgisRZZX/nVWVXqlkXSw/+ffrKmv3lY7m3NWVgtFoJCAgwHalh9y61/mpS24jHRAQUKm7a7uUrIvlw2q1Eh8fj4+Pj9OvK5U+UAFbJ82OvnxOXJuAgIASO9iubGRdLB8uLi7UqVPH6X+gqkSgGgwGQkNDCQ4OrjK3JK7q3NzcnH5r42rIuqg/g8GAm5ub04cpODhQ09PTmTBhAr/88gsuLi6MHj2aefPm6faHZTQa5W6TwinIuui8yjOHHBqojz/+OOnp6Zw+fZrMzExuueUWAgICmDJliiPLEEJcx8ozhwzKQe0RkpOTCQ4OZu/evbRs2RLQbgPy7LPPcvbs2RJf70z33hZCOI+yZMO15lBJHHYQa9euXXh7e9veBECXLl2IiYnh/PnzjipDCHEdK+8cctguf1xcnN09ucH+jOjlvYWbTCa7jokzMzMB7ddICCHy5WdCZmYmXl5etuGurq6F2jiXNYfKymGBqpQqdNA3/3lRtzWOjIxk9uzZhYY3bty4fAoUQlRqderUsXs+c+ZMu17ZoOw5VFYOC9TAwECSk5PthuU/L+q4x7Rp03jhhRdsz81mM7GxsQQFBRV5Ni47O5uIiAhiYmLsfqUcTepwvjqcoQapo/zqsFqtJCQkEB4ebnclVVFXVZU1h8rKYYF64403kpSUxJkzZ2y/JDt27CAwMLDQLwto7RQv31xv1qxZsfPPvyVtQEBAha8kUodz1eEMNUgd5VtHUFBQqaYraw6VlcNOSoWGhjJ06FCeffZZsrKySEhIYPr06YwbN65KNvAWQjif8s4hhybZokWLMBgMRERE0KxZM7p168acOXMcWYIQ4jpXnjnk0Ib9AQEBrFixolzm7erqysyZMyu8Nxqpw/nqcIYapA7nqaM8c8hhDfuFEKKqk4OXQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6kUAVQgidSKAKIYROJFCFEEInEqhCCKETCVQhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6MShgfrQQw/h7+9PWFiY7fHkk086sgQhhCg3Dr3dYFpaGosXL+bOO+905GKFEMIhHLqFmpaWhr+/vyMXKYQQDiOBKoQQOjEopZSjFta8eXNSU1Mxm80EBQXRv39/pk+fTlBQUKFpTSYTZrPZ9txqtZKRkYGvry8Gg8FRJQshnJxSipycHPz9/TEaK/g8u3KgCxcuKKvVqqxWqzp48KAaOHCg6tChg7JYLIWmnTlzpgLkIQ95yKNUj8TEREfGWZEcuoV6uXPnzhEeHs6+ffto1aqV3bjLt1CzsrIICgoiMTERLy8vR5cqhHBS2dnZBAYGkpmZibe3d4XW4tCz/JfLyckBoFatWoXGubm54ebmVmi4l5eXBKoQohBnOBTosAMOBw4c4P333yc1NRWA2NhYHnnkEe677z4CAwMdVYYQQpQbhwVqrVq12LdvH61btyY0NJTevXvTpUsXPvnkE0eVIIQQ5apCj6GWRXZ2Nt7e3mRlZckuvxDCxpmyoUKPoQpRmVitVkwmU0WXcV1yd3d3imOkJZFAFaIESini4+NJSkqq6FKuWy4uLtSvX7/IE9XORAJViBLkh2loaCje3t6VYkupKrFarZw7d47z589Tu3Ztp/78JVCFuAKr1WoL04CAgIou57oVEhJCTEwMVqsVFxeXii6nWNIfqhBXkH/MtKIbjF/v8nf1L73YxxlJoApRCs68m3k9qCyfvwSqEELoRAJViCpu/vz5dOzYsdjxGRkZGAwGDhw4UGjc9OnTGT58uO35+++/T7Vq1WwPLy8vIiIibONnzZrF6NGji13W7NmziYiIoHPnzkRHR9uGP/jggzzzzDNlfWtORwJViCosNzeXJUuWUKNGjRKnbd++PZ6ennaPefPm2U3zxBNPkJGRYXv8/PPPhebz5Zdf4urqyssvv2w3fM+ePSxfvpxjx44xbtw4XnjhBdvw1atX89JLL13DO3UOcpZfiCoqJiaGBx98kPDwcFJSUhg5ciTvvvtukf0PAxw8eJBGjRrZDZs+fTpRUVG250eOHGHr1q2255eOy3f//fezdOnSQsOPHDlC+/bt8fLyokePHrzzzjsAPPfcc8yYMaNUoe/sZAtViCpm586dvPDCC7Rq1Yo2bdrw448/8vvvvxMREUHTpk159NFHWbt27VXNe+PGjUyePJm1a9eydu1aTp06xdChQ0v12latWrFz507S09P57bffaNu2LT/99BNnz57l8ccfv6p6nI1soQpRRvWmrHb4Mk/NG1LqaX/88UcsFgvbt2+32+J8/fXXefbZZ1m+fDkXLlywDTcYDPj4+NC2bdsi53fHHXfYPW/RogVfffVVoenyu+P87LPPWLZsGS+99JLdbnyLFi2YOHEi3bt3p27durz77rsMGjSIWbNmMW7cOI4ePcrYsWMZN25cqd+rs5FAFaKKmTVrVrHjwsLCCp388fHxISMjo9TzP3bsGE8++SRWq5WcnBwuXrxoO8F0zz33MHLkSJYtW1bka5944gmeeOIJQDvBVbNmTXbt2kWzZs346KOP6NixI127dqVFixalrseZSKAKUUZl2Vp0tDvvvJM1a9aUatoxY8awfPly25ZlPqvVClDo/kwPPPAA48ePZ8yYMQB4enri5+dHjRo1aNGiBa1ateK1114r1bLT0tKYM2cOa9eu5YEHHmD58uV4enoyYMAAfvvtNwlUIUTFW7VqVaFhs2bN4sCBA6xcubLQuIULF5KTk8OHH37I448/joeHh+1EVFHTA3Tu3Jnk5GTmz5/P559/TkxMDN7e3jRq1Ag/Pz/69u1bYp1z585lyJAhtGnTBovFYhtuMBic/mqoK5GTUkJc5zIyMnjmmWfIzs4u9WsGDBjAiRMnWLZsGWfOnGHPnj0899xzbNu2rcT5nDlzhk8++YRXXnkFgK5du/LDDz+Qk5PD2rVr6dat2zW9n4okgSqEsNO6dWtuvvnmYscnJiayfft23nzzTVq0aIGnpyf+/v4MHDiQcePGsXHjxivOf+rUqTz99NOEhYUBWmP/NWvWUL9+fW6//XY6deqk6/txJNnlF0IAFGoHeunJq5MnT1KvXj0AAgMD6dq1K5MnT2b69OnUr1+fnJwctm7dyqJFi3j++eevuJwvvvjC7nlYWBi///67Pm+igsktUIS4gtzcXE6cOEGDBg3w8PCo6HKcRmpqKu+++y5r1qwhNjYWLy8vGjduzEMPPcRdd92l+/Ku9D04UzZIoApxBRKozqGyBKocQxVCCJ1UWKBOmjQJg8HAqVOnKqoEIYTQVYUE6t9//83evXsrYtFCCFFuHB6oubm5PPbYY7z77ruOXrQQV62SnGqosirL5+/wQJ0zZw5DhgyhVatWjl60EGWWfy+jrKysCq7k+pZ/by9XV+du6enQ6vbs2cOqVavYtWtXidOaTCa7S9DKchWHEHoxGo0EBAQQFxcHILeRrgBWq5X4+Hh8fHwK9S/gbBwWqGazmbFjx7JgwQI8PT1LnD4yMpLZs2c7oDIhriwkJATAFqrC8VxcXKhTp47T/5g5rB3q66+/TlRUFIsXLy5YuMFgdwXGpYraQg0MDHSKtmbi+mS1Wm27nsJxDAYDbm5uxYapM7VDdVigjhgxgrVr19ptsqempuLr68t9993HRx99dMXXO9OHJoRwHs6UDRV6pdSVtlAv50wfmhDCeThTNjj3EV4hhKhEKrQNQmVpWyaEEKUhW6hCCKETCVQhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInUigCiGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6cWigLlq0iHbt2hEaGkrt2rUZO3YsqampjixBCCHKjUMDdd26dXz66afExcVx6NAhYmNjeeaZZxxZghBClBuHBupXX31Fq1atAPD19WXQoEEcPHjQkSUIIUS5qbBjqFFRUSxevJgxY8ZUVAlCCKGrCgnUsLAwmjdvTufOnZkwYUKR05hMJrKzs+0eQgjhzCokUC9cuMDRo0c5fPgw48aNK3KayMhIvL29bY/AwEAHVymEEGVjUEqpilr4li1b6NGjB9nZ2bi7u9uNM5lMmM1m2/Ps7GwCAwPJysrCy8vL0aUKIZxUdnY23t7eTpENro5akMViwcXFxW6Yu7t7oWH53NzccHNzc0RpQgihC4ft8m/evJkxY8Zw/PhxAJKTk5k+fTojRowotHUqhBCVkcMCtWvXrrRs2ZLbb7+d0NBQbrzxRho3bswHH3zgqBKEEKJcVegx1LJwpuMkQgjn4UzZINfyCyGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoRAJVCCF0IoEqhBA6kUAVQgidOOxafiEqs/0xqdy/+B+Ss0w80r0+T/ZujJ+39DUh7MmVUkIUI8dkofebmzifmlPsNOuf7UmjkGoOrEpczpmyQQJViEuYLVYaTfu5zK/b81I//L2lk5+K4EzZIIEqBKCUov7UNcWOXz3xZlrW8gMgOTOP51fuZf3heLtpGgT7sOE/vcqzTFEEZ8oGCVRx3Xv26z2s2h1baPi3j3elfd0axb4uK89Ml7kbSM022Q3/bkI32tb217tMUQxnygYJVHFdW73vPBO+3GU37MDsAVTzKNv52npTVts93zm9L4HVPK65PlEyZ8oGaTYlrlsHz6XahenO6X05NW9ImcMU4MgrA+2ez/np0DXXJyofCVRxXUrJymPIu5ttzw+9POCatig9XF3YP6s/A1uGAfDdnnN89Pvxa65TVC4SqOK6Y7Uq2r68zvZ8/6z+eLtfe5NsX083PhzT3vZ87s9RmC3Wa56vqDwkUMV1ZdeZZBq8WHA2f/MLvfH11LeB/qt3tLL9v9G0n5n782H+PHaRelNW8/2ewie/RNUhJ6XEdWPEh1vZdirJ9vypPo34T/+m5bKsRz/fwS8H44odv3ZSd5qFVS+XZV9vnCkbJFBFlWe2WHlgyTa2RCcCUNPPkzeGt+HmxkHlutw9Z1MYtmDLFaf5fGwnujcOLtc6qjpnygbZ5RdV2g97z9Fo2s+2MB17c322Tr2l3MMUoG1tfybe0thu2JKHOto9H7NoG/WmrCYrz1zu9Yjy59BA3bBhA927dyc4OJjw8HBGjhxJYmKiI0sQ14msPDOPfLaDict324Z9PKY9M25t4dA6JvRuaPe8d9MQTs0bwk9P3YzBUDC8xUu/8M32s+SYLA6tT+jLoYE6bdo05syZQ3x8PMeOHSMhIYGpU6c6sgRxHfj96EVavPQL6w4VHMPcNaMf/f9t0uRIHq4uPNStHgBdGwbaht8Q7sfJuUN4tEcD27DJ3+6j2Yy1dIxcj8VaKY7Eics49Biq2WzG1bWgecr777/P4sWL2bFjR4mvdabjJMI5nU3K4t6P/yY2Jds27OvxN9G5QeAVXlX+ckwWftx7jj7NQops65qWY2LumiiWbztjN3zDf3rSIFh6siqJM2VDhZ6UGjNmDAaDgc8++6zEaZ3pQxPOZ19MCre/V3ACqHaAFz891R0/r8rTZ2lRPV21qFmdrx+9SfemXVWJM2VDhQXq6tWruffee9m5cydNmjQpNN5kMmE2Fxyoz87OJjAw0Ck+NOFcziZlccf7W0jIyAOgV9Nglj7UqYKrunonLmbQZ/7vhYYvf+QmujSs2K1tZ3TdB2pUVBRdu3Zl4cKF3HXXXUVOM2vWLGbPnl1ouJ4fWmJGLi//dIgpg5pR009CurL5KzqB+euOsvN0MgDdGwex6IGOuLtW/sYrSine33ScN345Yjf8hvDqjO/RkNvb1KqgypzPdR2oMTExdOvWjUmTJvHMM88UO53eW6grd8bw3Iq9xY4/FjkIN5fK/4dYlUXHp/P2umNk5pnZdORiofF7Z/avVLv4pfXLwQs8+vnOIsc9P6Ap9YN82BydwJib6tIwuFqV+EEpi+s2UJOSkujevTu33347c+fOLdNrS/OhPf3VbvbHprL26R64uxpRSvHO+mP897djpV7OlEHNGN+9AUajoeSJhUOkZOXR960/SMjILXL86Jvq8PyAZlUyTC8VHZ/B62uj+PVQ8VdgXW5Y21qYLIrHezWkZa3qGAxVb72+LgM1MzOTvn370qJFCxYtWlTm15f0oe04lcTwD7eWaZ4fjGrHvthUPthk3yvQne3CeWtE2zLXKK7NPycSaRnuZ+s+TynF9O8O8MU/BWe/ezcN5p6Otfn96EWahVXnga71KqjaipOeY+Ln/Rd4bW0UIdU9ScjI5WJ6Lt7uLmTlXbkd621tavFojwZVKlyvy0D9/vvvGTZsGMHBwRiNBbskrq6uxMTElPj6K31oKVl5dr0HFWXZ2M7FXh0z7X/77f5o8715dxuGt48osTZxbUwWK1O+3c+3u7T1wMvNhewiGrg/P6ApT/RqWGWCoDyk5Zg4n5LD/thUvN1diI7P4J+TibYrxS7VKKQaadkm4tMLtvzrBXpzLjWHBkE+PNOvCe3q1CDY17k7yr4uA/VaXf6hpeeYyDFZ2RgVz7Tv9mOyaG9jWNta+Hm58enW07gaDXw0pj23NA8t1TKUUsz56TCLt5y0DXuqTyOevqUxrnJ8tVyUdC8n0PYYZt3ekurSdOiqWayKiV/t5lRCJmeSskjPKf2lrqHVPWgWVp3Q6h7c1qYWnesHOtVxWgnUq5D/oTWf+j1ZVpcip5k2uDmPXHLlydX6atsZpqzabzesXqA365/taResyZl5+Hu7yRbTVcozW5nx3QG+3nEWgC/Hdaa6lxu3/l9Bx88Pd6vPS7c59nLRqs5qVcSn5xIdn8HiLSfZczaFpMw8HupWDwMGqnu5ciYpi5ikbLveuS51W5ta9G0ewu1talX4+v/MF//wzuibJFDLIj9Qaz/7LUY3+10QD1cj79zTlkGtauq2PKUUi7ecKnQri3l3tuLeTnX43+4Ynvl6L72bBrOkErd5rCjR8ek88cUujsZlAPB4r4a8MLBZBVclLmeyWNl+Mon3Nkbz1/Gi+92oE+DNgJah1PL3olfTEOoH+ZRLLalZJhIzc8kxWUnLMXEuJZvl287wz7ELnH3rLgnUsrg0UBvWDGDW7S3p2aT8uz3763gCIxf+Yzfs0R4N+OXgBU4lZgHw3sgbubV11WgXuPbABRZtPsHcO1vRKMRX9/nHpeXQ+dXfbM9Dq3vwyf0daRXhp/uyRPk4cTGD9zZEF3mn2Ev5ergyeVAz8sxWtkQnEOLrwTP9mhDi61HsVm1GrpkDsakcOpfG6cRM/jmZRHqO2e5y4stZTbkSqGVV0cdJsvLMtHjpl2LHf/ZwJ3o4IODLW/s560jMzGNEhwheH95G13nnmi00m7GWS9e4bS/eQkh1T12XIxwjPcfE3yeSOHIhjYxcC9/sOEtSZl6Jr3MxGvByc2Huna24sY4/SZl53L94GylZphJfC9AszJc8s5WsPAuh1T145dYmtK4fKoFaFhUdqPkeXrqdDVHxRY5b/GAH+jQr3QkwZ7T5WAKjFxVsjR+YPYDTiZnsj0nlfGoO3+2JpVO9AF4f3vqqjpsdPp/GoP/+CcCQ1jVZMLKdbrUL55CUmcehc2mYrdoJ48/+Pk3D4GqkZOXh4epCWo6pxBNiLkYDjUOq4epi4P4u9ehULwBfT1dcXYxFtjV2lmwACdSrkn8v9871A3i8V0MeXLLdNu7BrvUIqubO+5uOs/7ZntTy12rdeTqJj/84QYivJ6HVPXi0Z0O7K7Pyj1V1bhCIyzVcVPDJnydYuTOGExczybNYaRxSjUGtarJ63zm+GHcTZquVbSeTSMrM4/jFTAbeEEbPJsEkZuTS/pX1V7XM0l5lFrn6EAv/PEnf5iF88kDHEqcXVY9Siuj4DF76/iBbTyTi4+5C5r9tZ6cPac69neqU+TbezpQNEqg6yMg1c8eCLRyLzyjza4e0rsnqfefthjUN9SXUz5NmYb58/MeJYm+TYbJY+e1wHNHxGfy07zxRF9Kv+j1cqnvjIP48llDq6fu3COWjMe1tW63pOSb2xWjtILefSuLVNVF204++qQ6vDGtV1KyEKDNnygYJVJ3kma3c8/FWdp9JqehSrqiahyuB1dzp0iCQmORsNkfbB+cDXeoye+gNZOdZOJ+aTUJGHlEX0ri/Sz0ATiVk8uCSbQT4uLOriPcaWt2DuLSiLxHN978nunJjnRp6vSVxnXOmbJBA1ZlSCoPBQFaemQUbo1mw8XihaYa3j2DlTvurw+64MZx7O9Zm4le7qRvoQ3VPV7zdXflh77kSlxlUzZ1gX09OXMwg16zdB/7bx7vSvm4Nu5oSM3Lx83Kza0v7zY6zzPz+ICM6RDB5YDN8yri7de/HW/n7RNFtFS/XNNSX75/shqdb0e2IhbgazpQNEqgOYrZYcTEaCp3MUUqhFFfsjOWzrafwcnOhpp8Xp5MysVoVpxKzmNinMX7eFX/1kMWqWLLlJFEX0qnh7caNdWow6IawCm/wLa4PzpQNEqhCiErNmbLBeS7IFUKISk4CVQghdCKBKoQQOpFAFUIInUigCiGETiRQhRBCJxKoQgihEwlUIYTQiQSqEELoxOGBGh0dTdOmTWnWTG53IYSoWhwaqBs3bqR///506NDBkYsVQgiHcGigtmzZkoMHD9KvXz9HLlYIIRyibH21XaOQkBBHLk4IIRzKoYFaFiaTCbO54N4z2dnF3/VQCCGcgdOe5Y+MjMTb29v2CAwMrOiShBDiipw2UKdNm0ZWVpbtkZiYWNElCSHEFTntLr+bmxtubhXfG70QQpSW026hCiFEZSOBKoQQOpF7SgkhKjVnygbZQhVCCJ1IoAohhE6c9ix/sSzm4scd/hEOrILhiyH/nvC56eDqBS6XvNW082DKgsCG9q9XSnsY5Xem0rJawGAs+P4vZTGBi5u2nsQdgp6TYf8K2LYQYrYVTNd3Fqyfpf3fqwY06gvVwyHhKBxZUzDdtDgwumjzLKv8I21F1Skqrcp3DHVGIF5GU0WXo2l5JxxcBT0mQ0Yc7PpUG94/EpoOgg1zIOEYtLwD6t0MuRmQkwJu3mDJg7PboNlgSL8A0b9Bbpr2/2ZDwC9Cm9e53WB01f5w960Aj2oQ0ADO74W0WAhrDTc9DonHtddacmH/SnD1hOCm4F8bqoVBkwGQlwFZSXBuFwQ3g7xMSI2BkBZQrxtkp2g/QOYciDug1RDYSJvOv44WKOZcCGwM2UmQdg72LofUWGh9N1w8qk3n7q0Fm5e/Voenn/bcOwCaDNSWmZcJVjO4+4CLO0SthpO/w4nfwZQJHcZC4jHAADfcpU3r6gk120DcQchK1JaTGgN7voSGvWH3sopZD0ry7GHY/QVsfKXkaRv0hjo3waa52vMmA+HoWu3/LYZp601WEpz9u+jXG4zQ+l7Y+6X98BvHQK22cOYfbZ2oUR8iOkL1mpBxEc7vAWWFul21HxFTtvb9+gT9+yNl0NYvvwjwqK599llJ/34XCdp6EtwcrCbttQYDuHhAymk4vUX7MWv/ELh5lu4zi4/S1tegxtr6k5sOSSe19db478bRvxs+znQMtfIF6ou+eLnJr7oQFcqrBmQnX/3r63SBM39roZ58CjLji5/WJ6TweJ9gLdiTjpPdYCDeD3wjgVoWtkDdugSvhL3aBxrQUPv1i90FzW/TfoFz0mDVuIopskZ9CKiv/XKf31P0NA1v0bY2z+/TDjvkpmnDPfzAs7q2hVGztbayZV7Utt4iOmmvSTyubfWFtda2LNIvaFt4ice1z8M3VNsqqNUWMuK1LWFzDhz837/L8IWkE+AdCKlnIbyDtqVpdNU+w8x47Q8lqAmc/ce+bjdvCG0Jbl7aFmnScfAO0rZOQNsKz4gv2KI9tk7bQg5ppr2XjHht6xy05Wdd4co37yDo8DDE7oDjG7RhTQbCqS2Ql669PriZthueGA2ZCZB6RhuWcFTb0rqUwVh4WFGGfQDfPV7ydOWp3f3av7s+0/5tMQxcPWDf19DrRW0Lb91Lxb8+qKm2HsVstx/e+XFtr+bMX+Dmo61jSSch44I23t1X+2zzuXpCtVBtC/NSPsHaenkpo6u2B1EUd18IqAcX9l/pXRctsBGknNX2uq4g26TwfjVdArUsnGmzvlSsFi0ERQGltB8Rdx9tF87oqgV0XqZ2nLukY9dKaZ+ri5Md+s8/9p5wVNtF9gmyH59xUdsVrl6rYuq7kqKO5SpV+NjupcOsFu0H2egGfuEFw9LPa8N8Q7Xp085poZz/faWd1w4lmXO1vw2jm/Yj6x0A5jwIbaH9WGbEa5+Vq4c2bcJR7VCDp7/2o+BfB1LOaCF9YT/ZLr54D3zJKbJBAlUIUak5UzbI6WwhhNCJBKoQQuhEAlUIIXQigSqEEDqRQBVCCJ1IoAohhE4kUIUQQicSqEIIoRMJVCGE0IkEqhBC6EQCVQghdCKBKoQQOpFAFUIInTg0UNPT07n//vsJDQ2lVq1aTJ48Gau1FP1UCiFEJeDQjiUff/xx0tPTOX36NJmZmdxyyy0EBAQwZcoUR5YhhBDlwmH9oSYnJxMcHMzevXtp2bIlACtWrODZZ5/l7NmzJb7emfo8FEI4D2fKBoft8u/atQtvb29bmAJ06dKFmJgYzp8/76gyhBCi3Dhslz8uLo7g4GC7YSEhIbZxNWvWtBtnMpkwmwvuU5OVlQVov0ZCCJEvPxOc4eYjDgtUpRTGy+4ZlP+8qBNTkZGRzJ49u9DwwMDA8ilQCFGp5eTk4O3tXaE1OOwY6tq1axk9ejQJCQm2YRcvXiQkJISTJ09Sr149u+kv30K1Wq1kZGTg6+uL4fIbiKH9SgUGBpKYmFihx1GkDuerwxlqkDrKrw6lFDk5Ofj7+xfaaHM0h22h3njjjSQlJXHmzBnq1KkDwI4dOwgMDLQ9v5Sbmxtubm52w3x8fEpcjpeXV4UfmJY6nLMOZ6hB6iifOip6yzSfw+I8NDSUoUOH8uyzz5KVlUVCQgLTp09n3LhxFf6rIoQQenBoki1atAiDwUBERATNmjWjW7duzJkzx5ElCCFEuXFow/6AgABWrFhRLvN2dXVl5syZuLo69C1JHZWgDmeoQepw3jr05LCTUkIIUdXJwUshhNCJBKoQQuhEAvVfznDkwxlqEIU5y/fiLHWI4l33gZp/lVZRFws4Sv4FDNKVoeb06dNs376dvLy8Cq3DGdYNkPXjcs6yfhSl6pxeuwpRUVEsWbKEpKQk7rvvPjp16kS1atUcXsN7771HQkICjRo1Yvz48UVe6FDejh49yoYNG4iNjWX48OFERERUyGW+Bw4coE+fPsyePZv69esTFBSEUsrhoeYM60Z+HbJ+FHCW9aM41+0W6v79++nXrx+enp6cPn2a6dOns3nzZsBxu1YHDhxgwIABhIWFUbNmTfbs2cNPP/3k0BoADh48SO/evTly5Ajr16/n6aef5qmnnuLIkSMOqwHg3Llz3HHHHcyYMYPHH3+coKAgwPFbiM6wboCsH5dzlvXjitR1KCEhQXXs2FF98MEHtmH33nuvGjBggMNqSEpKUl26dLGr4f7771cvv/yyUkopi8XikDrMZrMaPny4evXVV23DVq1apUaOHKk6deqkDh486JA6lFJq48aN6q677rLV9dZbb6lp06apJUuWqJMnTzqkBmdYN5SS9aMozrB+lOS63EJNTU2lUaNGjBkzBovFAsAjjzxCUlISSimH/PqnpqaSnZ3NwIEDbcM8PT05fvw4t99+O0888QS7d+8u9zoAUlJSqF+/vu35HXfcwbPPPkuTJk147LHHOH78uEPqyMjIsH0fHTt25I8//mDv3r0sX76ce+65h4MHD5Z7Dc6wbuTXIeuHPWdYP0pyXQaq1WqlV69e+Pj44OLiAkBQUBBnzpwhLi7Orper8mI0GvHy8uLzzz9n7969TJs2ja+++ophw4bRo0cPDAYDw4YN4+TJk+Vah4uLC02bNmXJkiWkpKTYhrdv354nnniC0NBQFi1aZFuRy1O1atXYs2cPS5YsoUePHvzvf//jxx9/5LXXXqN58+bMnDmTjIyMcq3BGdYNkPWjKM6wfpSoYjeQHcdqtRb5PH/X6cyZM6pZs2YqISHBNs3WrVvVxYsXy62GOXPmqAEDBqi77rpLhYeHqz179tjGHT9+XDVr1kytXLlSt+XnS0lJUefOnVMpKSlKKaX++ecf1adPH/Xmm2+q9PR0u2nfeecd1apVK5WVlVVudaSmptqGTZkyRfXu3VtNmzZNKVXw/Xz//ffqhhtuULGxsbrX4QzrRlF1yPrhHOtHWVwXgRoVFaWee+45lZycrJQq+vhTenq6atWqlTp//rxSSqn3339ftW3bVrcv6PIa8mVkZKizZ8+qJk2aqOjoaLtxN998s/rpp590WX6+PXv2qA4dOqgbb7xR3XLLLWrixIlKKaXmz5+vunfvrj744APbH5JS2jHFDh066L6iXlpH37591fjx45VSWlB16tRJderUye4PyWQyqS5duqijR4/qWoczrBtF1ZFP1o+KXT/K6roI1EGDBqmwsDA1duzYYv9wEhMTVc2aNVV8fLxauHChql27ttq1a5dDakhISFC9evVSP/zwg8rOzlZKKbVw4ULVuHFjdfbsWd1qOHv2rGrYsKFasmSJOnXqlFq6dKlq37696tatm0pOTlYvvfSS6tmzp5oxY4Y6d+6cUkqpBQsWqJYtWxb6Q9e7jo4dO6qOHTuq5ORktXz5ctWtWzf11FNPqZiYGKWU9nm0atVKJSYm6laHUs6xbpRUh6wfFbd+lNV1EagDBgxQ48ePVwMHDlQPPvhgkX84WVlZqnv37uqxxx5TdevWtdu9Ks8a8nfzxowZo7p06aKGDBminnrqKRUeHq52796taw1btmxR/fr1sxsWGxurunTpojp27KiysrLU4sWL1W233ab8/PzU8OHDVWhoqO7hUVwdXbt2Ve3atVNZWVnq559/VqNGjVLVq1dXd955Z7mEmFLOsW5cqQ5ZPwrqqIj1o6yqfKCeOXNGvfrqq8pisaivv/76in84rVu3VmFhYWrfvn0OrSHf/Pnz1dNPP61mzpypoqKidK1BKaV+/vlnVb9+fZWXl6eUKnjvKSkpqmPHjqpv375KKaXy8vLUypUr1bp169SJEyccWkenTp1U7969bdOuXbtWbdu2TZ0+fVr3Opxh3ShNHflk/XDs+nE1qnygKqVUfHy8Ukqp3NxctWzZskIrrNlsVkop9cYbb6gjR45USA2O0qZNGzVmzBjb8/z3fuTIEdW1a1f12WefOUUdn376qUPqcIZ1ozR1OIqsH9fmumg2lX/7and3d+677z5Gjx7NhQsXeOaZZ0hJSbE1j3nuuedo0qRJhdQA2JqeqHJo65h/Hfirr77KiRMnmDFjBqA1i7FYLNStW5fq1asTHR2t+7Kvpg5HtW10hnWjNHWArB8VsX6UVZUN1KJWOvXvrazzV9iEhATGjRtHamqqU9SQ/8er96V06pJrnW+++WaGDx/OH3/8wZQpUwBtZfXw8KBp06a2Gsrjj9aZ6ihqmCPXjaupQ8/1Izs7266zlfz7ujn6e3GWOvRSZTpHOXbsGMuXLwegR48e9OrVq1CnCQaDwW6FzcnJYe3atWRmZuLn51clagA4fvw4q1atIjs7m5tvvpk+ffrYrvKpXr06DzzwAJ6enixatIj+/fvzyCOPcPjwYZYuXcrWrVttdVblOi5XUd9LRdRx6tQphg0bxmuvvUafPn1sdxd29PfiLHXoyjFHFsrXvn37VEREhLr//vvVsGHDVGBgoFq/fn2x01/acPvStmyVvYb8OurWraseeughdccddxQ6C5t/gD87O1sdPHhQ3XnnnWro0KFqyJAhau/evdddHZerqO/FUXUopdSaNWuUwWBQ/fv3V7/99pvt+OSlyy3v78WZ6tBTpQ/UuLg41bp1a/Xhhx8qpbQ2exMmTFD/+c9/lFKFrz7JV9zwylqDUkrFxMSo5s2bq48++kgppdT58+dV37591Z9//lnia3Nzc6WOfznL96J3Hfni4uLUPffcox566CHVokUL9dtvvymTyXTFZer5vThbHXqq9MdQU1JS6Ny5M48++igAgYGB1K1bl19//RWz2VzsLoGeuwrOUANo3b3169eP8ePHAxAWFobVauXnn3/moYceYtmyZXbTX3rsKn9363quI19Ffy/lVQdgWx/T0tJ45513GDZsGJMmTWLjxo2A1kVePnXJ8Uk9vxdnqkNvlT5Qs7Ky8Pb2Bgo++L59++Lj44NSyiG9nDtDDaD9oV7a+fB///tf27EmT09P7r//ft566y3b+PwTAKDvH29lraO8OEsdVqsVV1dXgoODadKkCVu3biUyMpKePXsyZcoU3nzzTW655RbbmfzLj/1XtTrKRUVuHl+tpKQkderUqULHlvJ3E06dOqWaN2+uzp8/bztWp/c1vs5Qw5XqUEqpH3/8UZ06dcr2/KuvvlI1a9a0Xa4ndVwfdZw+fdrWqUn++jl16lQ1YcIE23R33XWXMhqN6qWXXtK9Bmeqo7xVukDdv3+/atu2rerevbsKDAxUmzZtUkoVNPw1m83q6NGjqk6dOrbegBYsWKBq1aqlkpKSqkwNV6oj/wqTfDk5OcpqtaqDBw+q3r17636SQ+pw/jqCgoJsdSil1O7du9Wjjz6qlNI6bg4ICFC33XabatCggdq0aZOux2+dpQ5HqFSBGhUVpcLCwtT//d//qfj4ePX444+roKCgQleTxMXFqebNmyullPrkk09U/fr11c6dO6tMDaWt4/JOPj755BPVvXt3Xa++kToqZx0HDhxQAwYMUIsWLVJBQUFq1apVSimte7zjx49XuTocpdIEqtVqVZMnT1YzZ860DTObzap9+/Zq3bp1dtPm5OSoXr16qUcffVTXTiScoYay1qGUthWQv4WsZ8ceUkflrSMnJ0eNGjVKeXl5qa+//lq3ZTtjHY5UaU5KGQwG3Nzc6NixI6Bdhufi4oLBYODo0aO26axWK6mpqWzbto0VK1bwyy+/0LZt2ypTQ1nqAFi3bh0vvvgi69atY+3atbRp00bqkDrw8PDgnnvuYcOGDYwYMQKr1ar7VUfOUocjVaorpfr27UuvXr0ALbRcXFxo2LAhOTk5tmmMRiMhISG89dZbdOvWjZYtW1a5GkpbB0Dv3r3p0qULQLncBlnqqLx13Hbbbbb/GwyGcjmD7ix1OEqlCtT8L0YpZWuPFhgYyJkzZ2zTfP755wA8/PDD5dJmzRlqKG0dy5Ytw2q1MmbMmHJbSaWOyl2HUoqRI0faro2vqnU4SqXZ5b+UwWCwte10cXEhMzMTgI8//pinnnqKdu3alXsDYGeooTR1tG/f3iG/+FJH5ayjXbt2DgkxZ6mjvFWaLdT84y9msxlX14KyQ0JCcHV1ZdWqVbzyyiv8/vvv5bKL7Sw1lKWOTZs2SR1Sx3Vfh0NVzLmwsslv33nixAn18MMP291t8oMPPlAGg0HVq1evXG+B4Aw1SB1Sh9Th3Jx+lz//V+7MmTP079+fiIgIgoKCbOO9vb1xd3fn559/5sYbb6yyNUgdUofUUQlUdKJf7tJGz/n/P3XqlGrSpImaO3dukdPl3963KtUgdUgdUkfl4xSBGh0drT7++ONCN+VSSrvXTq1atVRkZKRtWP74S/tPrAo1SB1Sh9RRuVV4oObk5Kg2bdqoJk2aqDfeeKPQF7R9+3b1zTff2Ka//LK9qlKD1CF1SB2Vn0Gpir8s4ZZbbiEwMJCUlBT69evHpEmTimxyZLVa7bp6q2o1SB1Sh9RRuVX4O925cycdO3bk888/p0uXLqxfv5533nkHk8kE2Hc+XF5fjDPUIHVIHVJHFVBRm8aX7gbExsYqpZRKSUlRL774ourfv796/fXXizw+U9VqkDqkDqmj6nB4oF7aRdnl/UMqpVRGRkaRX5Ce/SI6Qw1Sh9QhdVQ9Dg3U6OhoFR4ermbMmGEbVlSTi/wvaPDgwWrWrFm2G3dVlRqkDqlD6qiaHHqAIyoqiho1avDdd98xc+ZMQDvGkn/MJf//Pj4+vPjiizRu3Jh9+/aRlpZWpWqQOqQOqaOKcmR6z5gxQ91zzz3q448/Vs2bN7e7b0xRv3qZmZkqPj6+ytUgdUgdUkfV9P/LEoPK38KxogAAAABJRU5ErkJggg==' width=340.15748031496065/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
    "twin = axe1.twinx()\n",
    "\n",
    "plot_convert_two(axe1, twin, axe2, ldg_pp_1122b)\n",
    "# axe2.set_xlim(pd.Timestamp(\"2022.11.03-10:30\"), pd.Timestamp(\"2022.11.04-10:30\"))\n",
    "\n",
    "# axe1.plot(weather11.time, weather11.rh, ':')\n",
    "\n",
    "# twin.plot(weather11.time, weather11.temperature)\n",
    "# twin.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.Tamb - 273.15)\n",
    "\n",
    "axe2.set_xlim(ldg_pp_1122b.timestamp.iloc[0], ldg_pp_1122b.timestamp.iloc[-1])\n",
    "\n",
    "# axe1.legend()\n",
    "# axe2.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "42fd8510",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:43.747531Z",
     "start_time": "2022-12-28T00:47:43.531432Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\nplt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm2 + np.interp(ldg_pp_1122b.timestamp, ldg_pp_1122a.timestamp, ldg_pp_1122a.lpm1), ':')\\nplt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm1 - ldg_pp_1122b.lpm2, ':')\""
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a90a43a9d08b4b6f8c681820f5b257cc",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.lpm1)\n",
    "plt.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.lpm2)\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "# plt.twinx()\n",
    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm1, ':')\n",
    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm2, ':')\n",
    "'''\n",
    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm2 + np.interp(ldg_pp_1122b.timestamp, ldg_pp_1122a.timestamp, ldg_pp_1122a.lpm1), ':')\n",
    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm1 - ldg_pp_1122b.lpm2, ':')'''\n",
    "# plt.gca().tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "dfbb723a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:23:44.426341Z",
     "start_time": "2022-12-28T01:23:44.414342Z"
    }
   },
   "outputs": [],
   "source": [
    "minutes_a = (ldg_pp_1122a.timestamp - ldg_pp_1122a.timestamp[0]).to_numpy().astype(np.double)/60e9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "e7645204",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:23:44.598552Z",
     "start_time": "2022-12-28T01:23:44.579609Z"
    }
   },
   "outputs": [],
   "source": [
    "minutes_b = (ldg_pp_1122b.timestamp - ldg_pp_1122b.timestamp[0]).to_numpy().astype(np.double)/60e9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "7c73469d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:40:44.125623Z",
     "start_time": "2022-12-28T01:40:44.119644Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pressure = ct.one_atm + (gas_pressure / 1000. * 997 * 9.80665)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a78e7e0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "condensed_water = 129 / 1000. # kg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "eb487bc1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:23:47.386228Z",
     "start_time": "2022-12-28T01:23:47.375211Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11811.113500000001 1490.0645555555552 13301.178055555556\n"
     ]
    }
   ],
   "source": [
    "from scipy import integrate\n",
    "abb_leakage = integrate.simpson(ldg_pp_1122a.lpm2, minutes_a)\n",
    "abb_filtered = integrate.simpson(ldg_pp_1122b.lpm2, minutes_b)\n",
    "print (abb_filtered, abb_leakage, abb_filtered + abb_leakage)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "4de395d9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:49:32.751729Z",
     "start_time": "2022-12-28T01:49:32.747741Z"
    }
   },
   "outputs": [],
   "source": [
    "water.TQ = 20+273.15, 1\n",
    "rho_vapor_20 = water.density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3127c52b",
   "metadata": {},
   "outputs": [],
   "source": [
    "rho_vapor_20 * (abb_filtered) * (ldg_pp_1122b.vp2 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b387e50",
   "metadata": {},
   "outputs": [],
   "source": [
    "rho_vapor_20 * (abb_filtered + abb_leakage) * (ldg_pp_1122b.vp1 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "06288a69",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:52:50.803308Z",
     "start_time": "2022-12-28T01:52:50.788374Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.200700834277988"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rho_vapor_20 * (abb_filtered + abb_leakage) * (ldg_pp_1122b.vp1 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "eed10800",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T02:52:55.156327Z",
     "start_time": "2022-12-28T02:52:55.142331Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "172.1345502393138"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "129 / (water.mean_molecular_weight * (1/(22.4*(293.15/273.15))) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "79e4bef1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T02:53:51.271375Z",
     "start_time": "2022-12-28T02:53:51.256434Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "246.41730808797584"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(abb_filtered + abb_leakage + 172.1345502393138) * (ldg_pp_1122b.vp1 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "c2fc9855",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T02:54:14.209499Z",
     "start_time": "2022-12-28T02:54:14.198555Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "184.66852063781013"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "water.mean_molecular_weight * (1/(22.4*(293.15/273.15))) * (abb_filtered + abb_leakage + 172.1345502393138) * (ldg_pp_1122b.vp1 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "81f6e3ab",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:57:12.861550Z",
     "start_time": "2022-12-28T01:57:12.850580Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "59.95434368175821"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "water.mean_molecular_weight * (1/(22.4*(293.15/273.15))) * (abb_filtered) * (ldg_pp_1122b.vp2 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "ca33eb5f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:57:27.404831Z",
     "start_time": "2022-12-28T01:57:27.398848Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.510339556527516"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "water.mean_molecular_weight * (1/(22.4*(293.15/273.15))) * (abb_leakage) * (ldg_pp_1122a.vp2 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "19e90a3f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:42:47.459597Z",
     "start_time": "2022-12-28T01:42:47.443610Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "80.11269144567228 15.288772914447616 95.4014643601199\n"
     ]
    }
   ],
   "source": [
    "from scipy import integrate\n",
    "vapor_in_leakage = integrate.simpson(ldg_pp_1122a.lpm2*(ldg_pp_1122a.vp2 / ldg_pressure), minutes_a)\n",
    "vapor_in_filtered = integrate.simpson(ldg_pp_1122b.lpm2*(ldg_pp_1122b.vp2 / ldg_pressure), minutes_b)\n",
    "print (vapor_in_filtered, vapor_in_leakage, vapor_in_filtered + vapor_in_leakage)\n",
    "print (vapor_in_filtered, vapor_in_leakage)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "fcb6e279",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:47:38.443728Z",
     "start_time": "2022-12-28T01:47:38.424746Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.018289289003952287"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ldg_pp_1122b.vp1 / ldg_pressure).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "cdee37c9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:41:11.427173Z",
     "start_time": "2022-12-28T01:41:11.420192Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0.010060\n",
       "1        0.010046\n",
       "2        0.010034\n",
       "3        0.010029\n",
       "4        0.010015\n",
       "           ...   \n",
       "16770    0.008033\n",
       "16771    0.008033\n",
       "16772    0.008030\n",
       "16773    0.008030\n",
       "16774    0.008045\n",
       "Name: vp2, Length: 16775, dtype: float64"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ldg_pp_1122a.vp2 / ldg_pressure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "619e130a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:43.763488Z",
     "start_time": "2022-12-28T00:47:43.749524Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pp_1019[\"H2O %\"] = 100*ldg_pp_1019.vp1 / (ct.one_atm + 0.4 * 997 * 9.80665)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "d548edd8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:44.632530Z",
     "start_time": "2022-12-28T00:47:43.764484Z"
    }
   },
   "outputs": [],
   "source": [
    "ldg_pp_1019[[\"timestamp\", \"T1\", \"RH1\", \"vp1\", \"H2O %\"]].to_csv('./221019/vapor1019.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "589c354a",
   "metadata": {},
   "source": [
    "# 압력 Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "ed635a3e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:44.648494Z",
     "start_time": "2022-12-28T00:47:44.633530Z"
    }
   },
   "outputs": [],
   "source": [
    "def mmAq2Pa (p):\n",
    "    return p * 9.80638"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "13e193d4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:44.695212Z",
     "start_time": "2022-12-28T00:47:44.650485Z"
    }
   },
   "outputs": [],
   "source": [
    "pressure0922 = pd.read_csv(\"./220922/Pressure/LDG_pressure_220922.csv\", sep='\\t', parse_dates=['time'], )\n",
    "pressure0922['p_boiler_SI'] = pressure0922.apply(lambda row: mmAq2Pa(row.Boiler), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "32a95518",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:44.710175Z",
     "start_time": "2022-12-28T00:47:44.697234Z"
    }
   },
   "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>time</th>\n",
       "      <th>Boiler</th>\n",
       "      <th>Booster</th>\n",
       "      <th>p_boiler_SI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-09-22 10:00:00</td>\n",
       "      <td>215.0</td>\n",
       "      <td>656.0</td>\n",
       "      <td>2108.371700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-09-22 10:00:15</td>\n",
       "      <td>219.2</td>\n",
       "      <td>657.0</td>\n",
       "      <td>2149.558496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-09-22 10:00:30</td>\n",
       "      <td>218.7</td>\n",
       "      <td>659.0</td>\n",
       "      <td>2144.655306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-09-22 10:00:45</td>\n",
       "      <td>219.3</td>\n",
       "      <td>654.7</td>\n",
       "      <td>2150.539134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-09-22 10:01:00</td>\n",
       "      <td>216.7</td>\n",
       "      <td>653.7</td>\n",
       "      <td>2125.042546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>2022-09-22 18:58:45</td>\n",
       "      <td>186.7</td>\n",
       "      <td>623.5</td>\n",
       "      <td>1830.851146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>2022-09-22 18:59:00</td>\n",
       "      <td>188.9</td>\n",
       "      <td>620.3</td>\n",
       "      <td>1852.425182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>2022-09-22 18:59:15</td>\n",
       "      <td>185.1</td>\n",
       "      <td>621.2</td>\n",
       "      <td>1815.160938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>2022-09-22 18:59:30</td>\n",
       "      <td>186.7</td>\n",
       "      <td>618.5</td>\n",
       "      <td>1830.851146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>2022-09-22 18:59:45</td>\n",
       "      <td>188.9</td>\n",
       "      <td>619.0</td>\n",
       "      <td>1852.425182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    time  Boiler  Booster  p_boiler_SI\n",
       "0    2022-09-22 10:00:00   215.0    656.0  2108.371700\n",
       "1    2022-09-22 10:00:15   219.2    657.0  2149.558496\n",
       "2    2022-09-22 10:00:30   218.7    659.0  2144.655306\n",
       "3    2022-09-22 10:00:45   219.3    654.7  2150.539134\n",
       "4    2022-09-22 10:01:00   216.7    653.7  2125.042546\n",
       "...                  ...     ...      ...          ...\n",
       "2155 2022-09-22 18:58:45   186.7    623.5  1830.851146\n",
       "2156 2022-09-22 18:59:00   188.9    620.3  1852.425182\n",
       "2157 2022-09-22 18:59:15   185.1    621.2  1815.160938\n",
       "2158 2022-09-22 18:59:30   186.7    618.5  1830.851146\n",
       "2159 2022-09-22 18:59:45   188.9    619.0  1852.425182\n",
       "\n",
       "[2160 rows x 4 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pressure0922"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "24f6b1cd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:44.818884Z",
     "start_time": "2022-12-28T00:47:44.712170Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26f778c3ac0>]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0d8060156eb3454f849ae8b308ed6b1b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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KJSxZNxivhuGam+20MLZb7pBLr+tQijsb/eCeUT5JOjQ9M7kVe1Nai2fSLzCH4QEnLLlcbLHjwiVtpQ6Yl5/Jq3je7UokHob7rn+dGeYlMBgMYFxo9V4b9uUy0gmeQIA3G95KO3ZHJKCFJQDsOHhWfSMAdqcnYwrgqsdTUXNR9F0MhskbLfB96ryzWTLHMIDjlN4KTeSKnd6b9sTBjja4sf6Bc08CXlgKncrlYJzQubVlpr3xA1vek0HbUDNwHhA56t2hbS6bpXfRN9wZdV/wfvFJ1W0C6eXtaBDJ2fDAIeCFZeU5l9H/Yotd8UVhhGBYiOeSnLt4Bc9/Ws7fTssETyA9IRIUVtaisNIVkWXgRGs4dJ44d0KgtcNwrY7n3jrOU9RxSk76Bc71Dnhh+eLnh1B8vA5Dn/gUyxWS0zIvUbiZHzHEJNhgZtap6xCwkhMdYzQYOE7p+o5DOBMCrZ3gWfThPvWNANyzajf7AaX4FifxfDiZ9yaQUroGvLAEgFXul/sFgZbIhRGCcinY9ESpBLo45Q6ajQa0YhjuPh7ngP7WRPZU1uKGf+70axvBipMQVqn43p3a8JvDHbsigh4CTljm3zlEtGzbT2dU92M0yy6h0pfEo1m2onMBAveDQTjahN5QUCbxhtnoSRZL6bw4nYS9j2kJ3QAACe4s+oFAwAnL+67pi9fvvVr3fnLDcAY6DPcwqGcU+7fd6fR6NtzmcMJkNOgKHqB0XLjD8HGpPQAAYTLvU2ck4IQlACTFdNG9DzM5ES5RiAvwPAQXm9XTvgW6PB0Q34392+YgXvtZ2hxOhLjzu1E/y86PkxD2w2nyQY7TjkZACsthvaJxFeeF1oJWzXL5ziOoaVTOsRlIUQtScO2KV+xOr22WLmEpyBca4NcukHGZZFzPApMQWq+HREcmIIUlANw6NEF9Iw5ONgmAzHrOPS86VqdyLF1Ndzq47jc2h3fDcEIIbA7C+rW2pm44V0h//3g2+zc1g7YtTkLYa85MiAaSq1bACku7Tp8F5gsorLnDcOGyJ2xSTSgEunbEff5NRu9StNncUQCMZtmaYXgFxxWIm5YvTEMlTorvcHBmw40BaOMP2KdJWIBMDUa2ZvSVLnXB31ZFWAbO8yEJ1w513QCrV5olU9vIzNgs3cv1XjtCCDbt8TikG40GvPNAFtISuuHF34yQ3Cc+qm3qOgUThBDeMJyhXmNuhs5AwApLLUKPC1NGIjxE+pJ0jwjhbBvkwtJ9gvNu6M9LmqDnvBlhGSqyWeqjsLIOq745yv42GQwY278HPnlkPAbEd9V5NIq3eKKxXP+++Z3rnrz0+aF26pHvCVhhOWmYPpulw0lYB+s/33oVbryKX7o3rls4b1slAn0YzpgsmBfD6IV96opbWAqH4XopO1nP+83VbBJlvCK8MaM1Ntuw/cBZ3eadYIEb6ggAjRq8RjobASssDQYDnpg8WPP2TuKZ8f7DjalYOGkQbz13wkhthi/wNUvXvyahm4iuYbjbZmlmXIe8m1F/euvPvN8mk0dYdg0zCzf3qg0AmPd2Me5/60eeFkvxIPyAPj/VVYxwTIq+EV5HRiQst23bhoyMDMTHx6N3797Iy8tj123atAmpqamIi4vDlClTUFPjCWWqra3F1KlTERcXh5SUFKxfv553XKV9/cXQpGjN27o0S8+LJnSUDuW8hGovWyAZtaVgbJaMgPNmgocp48G4Yfki+S8gLyB/l9Wb/dsbzfLbX84BAL5z/0vhI8yS3s/qSuzcLTxEbpdOh0hYPvXUU1ixYgXOnj2LXbt2YfXq1fjoo49QVlaGefPmYcuWLaiqqkJycjJmz57N7pebmwuLxYKqqioUFBRgwYIFKCwsBADVff2FHrsldyYP8GhNDGaObU1tJBbYopKf5BXwTit83Z3U5GyDwGfVxxdvx2PX45NHruO9tIGUCaejwFZ2dP9mSkoLS0l3ZkSf4W+//RZms2txYmIixo0bh71792LHjh3IycnB0KFDAQD5+fmIj4/H6dOnERoaig8//BAnT56EyWRCWloaZsyYgdWrVyMjIwNr1qyR3TcxMbHNTjbEJG8YczoJW/8aEGuWXJcUh4ojZaC/iw6ntM1Sj0b90+kL/AU+8Il8/LY00bL+VmaS5zS7LIBc/zoM3Mz5ABDhjoS7dCVwbJcizZIRlABgt9tRVFSEtLQ0FBUVITMzk10XGxuLlJQUlJSUoLS0FElJSUhI8Nj1MjMzUVxcDACK+7YlSomA7U7Cs3cJhSU30YP6bHhgv43skMvo/TBcWFzMF5nStboEBbqZpD0QZpCKCHXJEb0ufB0ZxQmepUuXIioqCnfddReqq6thtfJniK1WK6qrqxXXAVBdL8TpdMLhcLD/tQYtORoYG5xJwWbJ/Rmi4uwc6K+ix5hv4P2rRwjJfXD0yrEeXUN170tlpe/h5iYFPMPwZlsQCMvt27fj5ZdfxubNm2E2m0EIgdHI39xoNMLpdCquA6C6Xkh+fj7MZjPMZjPCwlrnQPzEZE/KNrmXmX35jQqaJYBZ1/YF4KkpLkegv4wOwcfFGz/LPrERAIBHbx7IP4bOvtg492LcgB6a9qGape9hrigzQujCDsMDXFju378f06dPx8aNGzFwoOthtlgsqKvjx0TX1dXBYrEorlPbV4q8vDzY7XbY7Xa0tCgnrVDjd1m98ebMDADyL7Pw5Rf+DbiG4T26ugS3TWWGJ9BfRqEW4Y1mOcztqTC6b3fXsbzsi5MQmI0GlD89kecLK4SfYNjLxiiyEMEwPNRshNloCKgJHpGwrKqqwu23347nnnsOEyZMYJcPHz4ce/fuZX83NTXh8OHDSE9PR3p6OiorK9HQ0MCuLykpQXp6uuq+kp0yGmEymdj/WoPZZMSNaXHoGmaWfUmEs7uuPoiH4Uy0iS3oNUvXv2wcsDeJNAS/vY0NJ8R1r/TkTQz0j1m7IHAdAlzzAI0tdlxsCYxJHp6wbGpqwh133IEZM2Zgzpw5vA1nzpyJtWvXYt++fbDZbFi0aBGysrLQv39/JCUlITs7GwsXLoTNZsOBAwewcuVKzJo1S3XftsJgkH9JGi67buap+svsMrPQ2GkwsHHMapploEfwCD8u3kzwMAg1Sr3XzpVDUX077q2nstL3sBE8Euv+rrE+UkeH5zq0fft2FBcX49SpU1i1ahW7fPLkyVi1ahWWLl2KSZMmobGxEWPGjMHGjRvZbdatW4fZs2cjLi4OkZGRWLJkCbKzXemyxo4dq7hvW2CAvLDkZhRikLJZhrCaZXA7WgpD25h/dSV69Ri53P94NxDnJpzVsw/Ft7BXVOJWfH04MBz5ecLyzjvvVHR7mTt3LubOnSu5rmfPnti2bZtX+7YFRqNBVoYx2szY/rHsMrHrEBDinqS6omqz9L6fnQFWs2xFuKNQg/R2GO4kEqMACXg2S31NUDRAFDTLQPG1DNjYcCFGgwGESPtAMpPyRoUJHqPBwMYxq86GB/jr6GCvF/9f74bhghRtOve3O5yaknBwN6Gape9hBwoSN6PZFhjJR4JGWCrlS3QKZncB8QQPdxh+RSZBMEOgv4vMB8comODR44wvu6mOYzxb8DOcRFuGmy6cEseBfn/aA2GKtkAkeIQl80JLrBMmAZDeX3vt8EDXXDzhjnw/S10mS4GriTc52t5w14PXwh3D2y6s1h+cu9jSoUs0eIbhgSstg0ZYeoaKEsNwCc1SyMEzjZ6JDJVntuM+0r6BTdHmfnq8LYULeDR+X2UdkqNfj0jsf+pWWCJdET+dKST1SM1FjH56O6av2tXeXZHFMwxv1274laARlgYFYcksUdIsvz5Uw5mECG5pyVxDcbij9mP4aoJHD5Fh5k6p93zvTgu352htO/dEHqX71tcdrdXZCRph6bGridd5Xn7+cm7csaswFx2GA1LC0rXcG21NOCHQVhpfZ7pFUpMmSuyuOI/CyrYVrMKsQwDw7N3DAAA3D4pv0774CyoswQ3f4z+Ur+SM5O1v1Kj9dKYXUS+EEBQfd4WuemyWXrgOCWyWbWXr8jYGnaGxue0LcOn1I/3tyl34zes/sAmW2wKpCR5mUu30hcsSe3Q+gkZYKg3D2fRSguU9unmSeJhNBtXhZl3TFTicge049NWhGvx0yhXW6rFZuv71xiedobVCTDv6Z+657D15wZed0YQeWck9r//sOuaH3kgjZfe/7M44VLDvDI7UXGyzvvgLKiwhPxs+ML4b+7fJaFS0WR4734SRSz7HnPWFAT0M31XhGd4ZBDZLh5OgrumKruOJwh39fOnaTij7Dj3uOHbOF6vF5sSRmouobmj2Q6/4eDKlezp7rtGTBOemF7/yex/8TdAIS3YYLrGOtcEpXA2TQXm4OX+DK9HxzvIaQRxyZ3ot1eF+T0wCYXn0nOuD8XNVg9SuPMTDcPdyX3VUhs44waPHZsn1AXYQgpte/AqZS3f4o1uScLtq68CuTt4QfMJSwp9cGOssRUSoWXG4GR7CzXrj2SDAZCVP2DBJkIUfmU/3n9FwJOnZ8Laio94XqY+rHpslN2/BpXawWXJ7Ksyh0NnLCAeNsGRuotIwXOmR/PsdgxRnw9MSPEP2Tv5MKMJ9b5mUdcKXWS0cVHBE93FbZ0vU3Bo7DNfXTpK7BnmYSpb81nCq/jIG532K1786wluuZxjOzVsQ27V1ibP1IDUb3jOan1809W/b0Nhsw4L/K0XRsbo265uvCB5hqWCr0hLB09sSoXgMpkATAPxQ4cmy0kEVGK/h2qSE+SwZtJQSaC/Njq31o7P9trB1vr3rGC7bHHhu20HJtgFgxprd+M8PlbLHUAvF9RfCGjwAkJPRW7Tda18ewQfFpzB1xfdt1DPfETTCUkkrlPOzBIDxA63o1yMSXUJMijHQ3Fjyy1c8D2yg2Sy516i60TVxIPzG2DXYquQiPtpqgkcvxjaQlnIaJPdj9M3hc1j83/2yxzh6zlMIrrapdVUG9CCVdSjUbERMBL9uuFBr7kxQYQmxkzWX9bMy8MVj18Ng4LgOqaaz5Ngsve1wB4UrB7PT4gBIDMPVLhCHVoSGtyneDt91teGD6afV3xxl/17F+dvfyGUd+upPNyKlR2Sb9cOfBI2wVAqnY5dJPKsGg4GT5Na1TNI1iLPIn3at9qaJk5uQcToWakQ2uwbNUnANfVEKVwtMV/eeqPdqPyXNt6LmomQiaa28s+e45HI9EzzXyRRt83cSDjm7f3RECHY8dr3kPptkzrejErhvtQDPBIJ4HfOCqj2USrPh3EVcxSrARuG8l07oZ8lg06NZisIdW9E5DZy+4DId/HalvqQUalFKZxuakf3iV8haut3rvtXK+KgKE1Er0at7F8nlZxqasfCDffjhyHmv+qaO/Dsk52XS2So/Bo2wVMw6JEhmK4fSjC13mYNwh+GBJS2lrp/wXThVpx7eJlTmO7qzuJq4YiJUtCa6JYTg4JkGTe40egbncgrknHWF2LjnuE8zF31x8Cy2llXx29XR2ciw1hUjbGuCRlgqhztq1SzltQvuIu76QNMswyWqKAo1h90asuMIr0sHN1mqJ0/ROQm9q6IWE5d9gz+84wpmYOLtpdDjlC7XT74fsG+Yve5H/OGdYhBCNLnfCTErRYF0QCR7W1RUhISEBOTk5LDLLl++jIceegj9+vVDz549ce2112Lnzp3s+traWkydOhVxcXFISUnB+vXrecfctGkTUlNTERcXhylTpqCmpsY/ZySDctYh179qz6RRQfvhLgs0Ackl1G2PfSg7VXE7rV4AbT0brpe3dx3D6m8qeKMFKfSGuDKO+5/uPwsAksPjE7WXkLPyBxQd055BSE6z7BZull7hA+xOwvGz1L5fSCez7Yt6u3XrVtx7773IyMjgLc/Pz0dhYSH27NmDqqoqPPDAA5g8eTLOn3fd5NzcXFgsFlRVVaGgoAALFixAYWEhAKCsrAzz5s3Dli1bUFVVheTkZMyePbsNTs+Dks0SEg61kseAciINho6c0bq1MEKjV3flHIXlZxsV13tGbfzJs/Y2W1y+4uAlffj7lp/w9NafVTVHNWEqROiLyi3qlWxx2R2f/Gg/dlXU6prVlquwqVqRtBXYHVzNUru0DOlkNShEwnL06NEoKyvD1VdfzVteWFiI6dOnw2q1AnDVAjeZTDh48CDOnTuHDz/8EEuWLIHJZEJaWhpmzJiB1atXAwDWrFmDnJwcDB06FCaTCfn5+di2bRtOnz7dBqfoQjlTOn8bOZQSaQTLMJx5GdU0CLUZcdnZ8Da8XmcuiBNMTHvjB9z04lei+HY1R3tdZYAh9kV97UuP/yEzCmryoiqinIZr0xVVpQ+b0+kJ7FBRFjfPHcOOTgZwEtV0BkSnFh8fj5CQENGGd999N9avX49jx47Bbrfjtddeg8ViwYgRI1BaWoqkpCQkJCSw22dmZqK42GWPKSoqQmZmJrsuNjYWKSkpKCkp8cc5SaIU7ugTm6VMPHh7a0q+hlFQ1GZotc7gsok02kHJmPzqt6Jl+05dAAB8e/gcT6A3qsRZ6x1MKI0+mHDR+kv63ZDkDuvruGzutbE7iCe/goxm+f68a/DmrAxkpcTiu79m48P5Y5Ea19WnffI3mg0Z8+fPR3V1Nfr27YvQ0FAkJydj+/btiIyMRHV1NatxMlitVlRXVwOA6nohTqeTvRkOh2/cC5SzDrn+VXtfma+m1JCMKyC5L0LAaZbuE1IThp3hI1HTKB/h8kzBz7hvbB/2t1oYoV7Ti9LxmCHzwTPKpgwp5DTcKz7WLLnNcAWx3Efv6j4W9m9rtzBYu7Vd3Lqv0GxhXbFiBbZs2YJDhw6hsbER8+fPx6RJk9DY2AhCCIwC/dtoNMLplipq64Xk5+fDbDbDbDYjLMw3F1UpVFEuU7rcMYK5rIRWLVzvsK+pxfVRPHBaPb1bW6EnzlpvWKvSELs19kW5Z09L2jxNx3cSHKm5yOujzUkCTimQQrOwfPbZZ/H8889jwIABCA0NxYIFCxAdHY333nsPFosFdXV814e6ujpYLK6vidp6IXl5ebDb7bDb7Whp8VF8q5JDOWuz1OaUrlSaQthGoD1DjAalplmqaVrCfJYbdh8DAGzdV9W6DraCKkH5AylhKXdWeid4WhT8MZlheHiI/tlif88t5v/vAG568Su8+V0lu8zucEpmHQo0NN+NCxcuICKCPwMaGRmJ+vp6pKeno7KyEg0Nnq9XSUkJ0tPTAQDDhw/H3r172XVNTU04fPgwu17UKaMRJpOJ/c8XKAk6pUQafORD8viuQ0Ty70BA67VSO2/hNZwzrh8AYHhyjNd9ay1C7euKhIZHiPS56R2GKwlXqXaFbC6UDhXUK7T1su77SgDAO3uOsctsDs4ET+DKSu3C8rbbbkNeXh5qampACME777yD77//HjfffDOSkpKQnZ2NhQsXwmaz4cCBA1i5ciVmzZoFwDVzvnbtWuzbtw82mw2LFi1CVlYW+vfv77cTE6KcSMP1r1Y/S7X3gjcbrrmHnYONe04AUNcgtMoOZkKgv9Vl7B/YjkZ/4ciioqZJcjul0YlWhLZFbnYeZqZcKRror+/vk/S/bKuPc2Ozx4xg403wBC66bJapqakYNWoUEhIS8NJLL+Hdd9/FsGGucpfr1q1DRUUF4uLiMGHCBCxZsgTZ2dkAgLFjx2Lp0qWYNGkSrFYrysvLsXHjRv+ckQzcOjFCiEY7nPYIHunlgcQv1fwCVMJUXKqapeADZTLJ35+2ghtREtctDMdrL0luJ9VHvXZqoesQN/ejw0k0uSJVSbg+6XVh+uZwDb4sl55oVYI7U293eMYJgTwMl50Nf/LJJ3m/u3fvjpUrV8oeqGfPnti2bZvs+rlz52Lu3Ln6e+gjQtwvo1SuRc+Lq1VYitdxh5WBPMHDIMysJLxyau+s8BIx9XxKT9a3rmM6GNQzivebe9+qG1uw8IN9kvspjU60UqqS9UhLMhIpNx09/Th4pgEz1uwBAFQ+d7v2HQVcuGxDF3fy68AVlUEUG858hUslYnC12uG8cUoPuHG4m1CBsBRq5XrDHU/UubQ4uaGvP+gu0Ia12vukk7G07kYLr5fdQTB+IN/d7vb0nrzfhZXiYbieD/WUf38n274e7l2zm7X3BrBiGTzCkvFZe/LjA6J1nggelXBHhSgg7hKuUhBIWibXXUSUCENw6VQ1S2b21K2L6C2h6wuE90arwJA6t7OtLDcrHNrbHE6crOObAboIkmFw69jYHE5U1FzERk6OSLW8qtyJpNaaP9Z+dxRAYA/Dg0ZYKiFVIF4Kxl1GarJSTrO8rKEeTWdB6YUSviSd4SMhPB25SejFdwzGqvtGc7YTn9uLnx/yuh9/enevSKu1OYhIyxZe06mjkgC4XJ4G/G0bsl/8Ckfc+yy8LQ3lT9+muQ9rvj3qTddZmL4GrqgMImHJVOe7JiWWt9zpJNhcqG2GlxGWakMu7kPd1IblSNsSoRYmNGGoCUvhBI8lsu0jOoTnINdnp5PglsHxbHkEX884v1d0Eu8VneQtkyrNIcwTyvik/rdUnGNBT3Z1AHhWUCTNWzr+J9J7gkZYPjZhIACxUX/bT2fYeGA1myUzWypdY0baKZ2bwaazo+QSJZxsUJMn7Oyp+9+7RiZ52mmjGXFhM3LtZqW4gieMRv/N2HNdcQBXIpL+Vn7tGmGe0MJK1zBc6oPM9DV3fIruvpyovYRNe457dR8+P3BW9z6dhaARlqxWKHiLj9V6hjpqX2OTwssiNwz//dvFuvvaUeGeY1Q4f3JEbLPU96Jxo1W01rGJcudolKvxooZYs5TeLr1XjHs9UdzOlzQ02zRVyQSABonrxXz4vck2NOXVb/H4B/vwXvFJ9Y2DiKATlkKtMIyT+Vtt4GJ2H6Py/CXRi8YTlgGaz5J7VneOSOStE8+GazuYJ+uQZ/+GZm3C0lVx0+PQrheRzVKl04xd7ttfWpe4Wsswfu13R9mwRzVqJbITefyK+c97Vj/pEGMude7j6S3qFugEjbA0y0zOcGcMjTrSjgkz1hCZYXggwWhWvS0RMJuUHx1Vm6WEdSuzr+tFVkokQQjBrDf34LltB+EkpFWzr+IPnut3RKhyiO2jm/fi/EXvcxZoUbpjuoRqKincYnfg471imyVzWYTho3JNS82cb9jduaov+pugEZZyX1ruQ6J1NhwQz3LL+lkCONeKF0vI6m8q8PwnvjHG60U4KcNFmPRV+wfDc7D9p122Y6nIFIaTdZfxZXkNXv/qCEBaN/sqslm6TzAnozeemjJEcd9FH0o7rGtrV/3ifFlezWqWT0weDAC4ZXC8aLuDVdJp3JjKib8akYSVM67G/+Ve41rh4w/5gyrlRQKJoBGWZpO0Zsl1rj5dr1yV0MwRlkK7JffXfkGasa/KfVdv6OmtP2P5ziN+LRMgi4I/6mO3XMXfVOdsOAA0uV/w5xRmZnm5QtE6J2ih0GIuqdEA/PrqXhiX2gOvTB8puS9TO8cbtMiro+eaYHcSGA3A77L64PV7r8Zr94wSbSdn373svpZGowEThiTAEhnqblu6dW8n+Htb+Ml1aCKNAEBOswzhDCfPNSo7RhsMBqT3igYgHTYpx2Pv7lXfSAPfHPYI3RlrdvvkmHpQSpbwq5FJ+OmpW3HvmN7ubb1vR/ixYfjkpzNsKjcAuNhib9UwXE6zNBkNiAwz4+37szBluMc2+7us3vAFWie/7A4nzCYjQs1GTByaIIqaAvi1e7g02/kjH0/0mXRb3iZrtjkIxvb3uOPNvyFwNc2gEZaM24/QZs6dSdQiAMtOuoaKm9zZdxjawgebieMFXKVU2xr2FGXkU9cws+YEyULXIQDI6Nvds15i/9+/XSQq3tUaRUY0G87WF5I+qjD8UA25iT6tz4rdSXijGcCjyTFFzZikyUKE+TKZo3CbZvIlcPtU3cg3gRxWKTznIAQr7r0ar94zEh/OH4tHbxmouH1nJmiEJWNTE2qW/+DY/1rs2qNtvjjIH4Z1hjIKrYUoaJYMzDp1p3SxYLoqwVPASqsvoy+H4UyTcnNXejKnX77iwIj8z7Dg/0oBuM73D+8UY9n2Q5o1yxaJ9goevg6fPzoe6UkxAPgZ1x++aQD79+BEvj+xp7qpp21uhU6mT8s5hdMAl3LQ1GJH6Yl6yQ+Y3eFEdJcQ3JGeiJG9u2uuvdQZCRphyWiWBfvO8L6e13CGEIxRXAsi7UPh+ZcyzHdGtMTQt2ZYfOGy58XXaubQG6nCRc51SO6YP7knoLTwzp7jaGi244PiUwCALw5WY2tZFZZtP6zLhCN8JruGmTEgvhurFXI1y0duHoAf/34zXrtnFKaO6sXbT0qz9HywPMuFtnACV8XLX732HXYeEtve28V23k4EjbDkagtPfrSf/XsgpxynntBE4euk9Pj36CodyldRcxGf7T+juc32xlM6QH6b1gzDp2cks3+fkMklKaR1s+HSrkNywjIyVL2+X4+uromUJf/jJ2zhRnLp0VDlYGzt9Zc8dnaDwYAeXcNwe3pPkYYnZbNk/jQZDPK2TEJYG/KuivOi9fFR4d6dQCckiISl51S59aK5w738O4dqP6BQsZR42hgHYOHQnyH7xa8w9z9F2HO07e2PXsHMYCuIKDabvIo8kJoNjwjzCKNb/vW1pi61zs+S/5t5FuSE5cB4vvO71D2XUxq5x1QSls9PdZVaEdoqhTCO4298XaG4HQNbl52zjC0FYfQM0YX95/6Uui53pCeKlgUqwSMsOTeaOwxi/n7u7mHI1BDdwJDRR33b39/QX9SeFNPe+KFT1OphtUElzVImrFQLch8VJXypWarZLG8dkoCFt6WJtudO5MjdR246NCVh2TvWZUdUe2a2/6zPdYm9Z7z4fvfsPyeptZyjPiC+1q/eMzKgbZRCgkZYRoR5ojK4YWRMzWO1iBQGxjXm6j7deculHm2zjsQLXx8+p6n99sQpMSkjRM1FhcEzDPccS6nioVp73iASliqz4QaDAbnX90ecu+Y1s7+DJ4Ck4QpIpYJkwpyVvkZSs+QktRbeN+6jK7wsPaODZwgOyAjLoqIiJCQkICcnh7f84sWL+P3vf4+kpCT06NEDkydPZtfV1tZi6tSpiIuLQ0pKCtavX8/bd9OmTUhNTUVcXBymTJmCmhrfOWprgZv4gXvTmUQDasMehm7u44jtXfztXpo2nBOPri4stdro2hN26KywjVabJTiTCwwje3eX2VieVvlZCmQW189SCeE58hzlZU471u0UDshrliEmA7qGq9tFmW31IGmzFAzDnQR4X5A8g+uHLDS/mIRhWwGO6Gy3bt2Ke++9FxkZGaKN77zzTlitVlRUVKCmpgaLFy9m1+Xm5sJisaCqqgoFBQVYsGABCgsLAQBlZWWYN28etmzZgqqqKiQnJ2P27Nl+PC0xXTjxvtz3iyntGa7xiy41q8j9/dbsTBx9dhLuHtWLHd44NCRE6KbxJWlPmLNQeke0VsCUokuoCde7fRmFmjsgrUVqzVAkhXDI6ZkNV95PWFaZl7pORlomcyJd5D6eXcPMCBWMcIR2UoZwM/95vXtUkuR2DKzrEMR9NXLWCfvGNTEIr7+pNWp9J0T02I8ePRplZWW4+uqrecu//PJL9OjRA0uWLEFYWBgMBgMyMzMBAOfOncOHH36IJUuWwGQyIS0tDTNmzMDq1asBAGvWrEFOTg6GDh0Kk8mE/Px8bNu2DadPixMA+ItwiegHrjY3QmO9ajnNifvgMQ+mWaFImpDOICzZYaqCbsms0zobLmTxHYPdxxHDCJLX7xWH/XmDaDJDg2sU4BE8jEYpDMEUcqL2Ek+jk7PNSkXo3JMpHTUU1YWfIm9YUrRSlz0feanZcHaCR7yfnScshZplkAvL+Ph4hISEiDZ86623cOONN2LixImIj49HdnY2KipcM3GlpaVISkpCQkICu31mZiaKi125HIuKiljBCgCxsbFISUlBSUmJz09IDrPEcIL7QidotL/IaU5Skx+eh0tdWGrVbDsCyq5Drn+9na6SyzsKuF7mbmFmr4brUohjw5Vnw+X6yJN9RBy5c+5iC68tudRroWajyL4dIeOu9JeJ/Fh8rfWjJIfhCnZmrj1W2IJZpymgs6PZ6HDo0CG88cYbePbZZ3H8+HGMGzcOkyZNgsPhQHV1NaxWfiiY1WpFdbWrHrHaeiFOpxMOh4P9z18wQlPOD1JyH/dT99oXv+CCRB5B7uOjVDpXLx1httzj7qPulO5NIg1AeRjvJAQw+E6jUYoNV0LYR+EEj3ACx+bgu+T8r6xK8rghRqPIbzFcJl1cdlocv08qfZZ0HYJ4GC5EcRge7JqlHDU1NbjvvvswcuRIhIWFIS8vD9XV1di1axcIITAKDFlGoxFO9ydXbb2Q/Px8mM1mmM1mhIX5vjYLO3xi8zN20bwv82CdaWjGoi2cNF2e6V3Otq5/NbnRqGwiNaP++ldHJLb0H0qJNBi+ckd5vPujcpZtj4M7/2hKE0ROQmA0GHiTcTkcR3a9yMWGq9ss+R+ELw56PvqEEFFUyxMf7eedz392HZM8bmOLHV1CTbyPd4TMiCNMYLP0poyz0Owg9YHiDcMFd17rpGigoFlYRkVFYcSIEexvs9mM3r174/Tp07BYLKirq+NtX1dXB4vF5Yuotl5IXl4e7HY77HY7Wlp8lwuSgcnIolWT4MJ9t/ed9IS/CUu7cv9mnrczF5ox7Y0f8LVE2JiaOGUEO+O2AiinMvMHUqYGITHuWtze1h5S8tN0EpdQ4N6v1th6zwvK7zL3SW2G3SDQLP/EySpF4EmPxvBzVYOmkQGTUJp7j7vIaJZC+6baZIvUWqHNUthvgGqWXDQLy5EjR+Lo0aPs7ytXruDYsWNISUlBeno6Kisr0dDgSa1VUlKC9HRXNMLw4cOxd6/ngWpqasLhw4fZ9aJOGY0wmUzsf76mwR2DrOZXJ9k3zqZqLiPCr/krXxzGnqO1uG/tHtG2au8S01aIRn9Qf6AWDggA00a7NL1fjVSenZVzQ5KLAOK2zb0GXcPE9nU9cLOMOzQPw5XtqlLJi/WYYriCUE5YChkjqFoqQsFmydzOP7wjrhfF1SyFl8Uc7K5DcsyYMQNLly5FRUUFbDYbFi9ejNTUVIwaNQpJSUnIzs7GwoULYbPZcODAAaxcuRKzZs0CAMycORNr167Fvn37YLPZsGjRImRlZaF///5+OzEprO4v9ohk18whG7GhQ1hyBauUsOQeSvhScSv4CTMcqWUt+rDElZBB+CL/t/SUxp63HqeMgOPCFB5TczCXt1lKCyKu1se9BokxrXOMfnBjCf75aTmvTa3DcCch+OnUBd46AiLKFnTniERdFSFLObVvlJzUZ4zpA8CVqLhvj0jZ7QCuzZJvtQQ8zxQ37HZk7xgA/PsgMpkEl6zULizHjx+PP//5z7jxxhvRq1cvHDx4EFu2bGEv4Lp161BRUYG4uDhMmDABS5YsQXZ2NgBg7NixWLp0KSZNmgSr1Yry8nJs3LjRP2ekwL+mjQDgmXlmZz913HSuVsX96nqG4Zxt3cdlnjfu8EqY4FZJsySE4G8f/gQAOC5wXn94U6nGnvsCRhOX34KxpelJd8dFXlh6BBn349YnVllIaOHVL3/B+YstOlyHXP8SAlG9b0LETudx3cK8Cv8ElL0k/n7HILzzQBaevXuY6nGUZ8PF5zvZHfOtJOSDTbOUNfg8+eSTomW5ubnIzc2V3L5nz57Ytm2bbENz587F3Llz9ffQhwhL2To1DCuF8IfhnpdCaqaY++JXNzZjzbceM4bQPqT0Mp1WqEnTlniGzvLXi6lpJJWLkXcsSB9Lbjace6+4M799YvllDbzl6qe3Y864fmwbSigOw+FJWxZiMsDmICg6VochidGqfYjuIjYpKEXqhJlNGNu/h+pxAZkUbe5/pTRpKR9hg8FVVG5PpUsDDTabZcf3hPYhIYIHwBthyd1Uytmc52fp/ndXRS1y/1PE205Y61lJ71DrHSGtq3KoFc9QWH4bj2apLc5bbtJA6Kso9An81YhE2J2Ep623Fs2uQ2wiaYm7RjznzoTSFh+vx71j1DVLpmQJF19pb1IuXUo2aPaDwDnH5z8pF/SNCsuAhXFMZ778zMOu5wvJfbB42Wbc/3KPxBVgJcfreceZt0FgTFd4l9Qeyha7s02c2rXks/TYLJWH4XKzwwaVYTizflnOSPUO62TDLm2lX02s4OH3s2uYGS12h2RCXKbmuBJJMWIXNl9pb3KapcEgvp/3junNPnM2hUxQwaZZBpXRgRkiMjYlLZm/hXAFoF1lNlzPs6Q0waOmk3hrD9OLtmG4S2g3a9UsBb/lh+Hu9X58Yhlncu4EixQn6y6z23PtkwaD6xqVnxHXrXn1y18UjzlnXD/8daIr/dszd3nyqvpKe5MKJnP7+Ivu59O/GsaaOt74Sj5fJtUsA5hQgT1N6+wnF+62fCEl1rr0CDGlTdVmUtsquIdoEFhhGjVLOYR2ZQZvTCbeouYTyfhn/ueHY6jnRHEZ4OqnmmCUgomJB4D/7fVE+Jh8FFIonfzXZb6RuqRaBCHVLAMYkWbZymG4tGbpWa/VbsffX4y3SSl8jSeCxwcTPFJ2C4ijY4Tb+0pYTs+Uj/xRCx1kKDpWh084ZUEMBoNP7gW3Frevtbej55pwqt6lGRO4NUvONX3kZlfRMy3vRFvYyTsSQSYs+W4tagWqpOBuKpXBRSpXphaUtuSajb57PFu8bxvHjSvbLF3X+HjtJTz50X7ZPJ1SEU/cY4szAqnbS/WQGC0f4to1TNuAq/4yPwKIGYbfOsRVoO5xTlZ1Pcwa15f922fuOZzrdu1zX+CFTw8CxNVnrlxkYtPbQoPvbASVsAwVaJbC5KdaUA2F4/wdJpFySw4l7ZFZN7J3jOQkgC8SdWhBSyKNMLMRZqMBDifBuu8r8cBbP+pqg80BKuOU7quXWCodGsNvNcabV9XzXbqYnsV0cSX6TVFxFJeDWxjN5zZLN699ecStWfKH4Ux7wWaP1EJQCUtGeFWev4T6S1c4Kbm0H0NuW2YGlCtI0jh1sNXQMgyXizT69Ke2qRCpJZGGwWDgRZ0clJjsANQjeGoaW3Cq/jIK9lUh+8WdrIbqq3c4xGTEzLF9ectSrC7hpqWKI+Ayw3CTXjD3npkoUhLISnD30/MhV0LqKMQ9w8P9ADFt+6rdQCIohSUAbNh9XFUISSGl2fxS3YhvJGroGAwG3HdNH41HVtcs5bSqv7xfprGN1iFlapBCT55D0Ww45yWd+K+vMX9DMSpqmvCCOyTRV5ql0QA8OWUIb5kn65ByGw9lp7J/3zXSFenywq/T2XNhzDzCrOda8Uf8v9RogLVZSrStpFmuum801s/OlF0fqASVsOQ+MO8Xn9RUgEuI1DO0ac8JTxuCdWqGcqbok7Jm6W67ne+WlkQagLj4m5QrjRbLQSOnjruU5t4amPvyz98MBwDER4Vpvs6/dWcvT4wOx/dHzrPHY7pWsM+l6Yf4QLP0FdKaJeNnKeGUrvDc3jI4ni3/EUwElbDkUlHThMpzrqGdng+51Eww171D+Nyp2X6YJK5KwkNrBm9/oyWRBgCECM751mVf4+g5vlM20fmh2u1O8tDaK3BVvMs0MrqvKz3gjVe5XvrIMLPm68zkmAwPMbEx/kaDQbTfGS/DVPUWI9OC1CkREJHNsuhYHQD50db2BeN93rfOQtAKSwCouejKH6hLCKn4pOmtgCeV4ECIN3k3/YO2GWkp38DJ//5Wclu9Z9Rareu/f7wWX/35BgzqGQXAM3vfYnOyAlztOjP7VHA+AHYnkfwwPnTTAN199Hb4roTUR97JzoYbOMtc10DuI58ap90OH2gElVO6kGa347QeYzY3/yEDVyDq0SxvHhQnkzqLD+M61N5+bVpmwwFXeQQhFzlDasB731AmnNJbwkNMvExFrLC0O3DuossVSO0ySwnsK3Ynz2wAADcNikN6r2i8suOwrj4aDAb8/fZBiNTowqTtmOJlV+xOhISaeGL0ugGuxBzt/2HueAS1Zvnmd5UA9E3wCGN8CSGKL4PSQ3f9QKusXyEXz0SU5m56xeUrDvxw5LwoiYWnH65/1brR0KyhPK2GpBxS+DotmMloQKjJiKYWT8SR1oJlXFrsDl6+UsBVrlao0Qln4OW4/7oUTJep7OhLDALzAWOe8IfdtLNDrwj0uaP8+VZ+VT21OGJFm6XB8yopOZZ74zzvDX98pxjTV+3CO3ukE0poDTlkNDQtSA0PGe1GCqH25gvCQoy4zAnP9GY2WpjDEnCNWIQjBqk0bG2B3NDewP7PBTMqENb4SYgKx3/mBN8MOJegE5ZbHxonWqZnGN6rO98pvF5Q4VGYcUbKfsfUjbnxKqumoTU7C+3nodEOd+GtryRqBAGeEq7ezvICwMY9x3Hna9+JhuVc/nb7INl1/hA2XL9Qb/Nj9pNxQBd+A4X1vtsK2WdHEMHDaM1hAnPH5twxuG5A8M2Acwk6m+WQxGj8acJA/POzQ+wyb8MdAWDWukLe7wbBUExKs3xl+khk9rUgMsysaYKHkb9KstLucIpcdvTA1WyFWojd4UT9ZRsvqa23LPxgH3+BxKF6RsmHIvpDWHLT23kbuXLL4HjJ5ckWvvCNakWBNX9gNBh42j0jLIXPQHt7YnQEOtadayOEQkVfdUd9D43UQ2YAWOO9pgkeDbO0+05dwMje3XX1jQtjvwXEwnDmm4X49heP0z2TosxfREfIC0R/CBtusIK3DuFyz4XJaIAlMhS17kxFERqjg/zBx38ch7d3HcPWfVWsZn/hso3nV8o8YkLNUk+gQaAi+WQUFRUhISEBOTk5kjtt3boVBoMB69atY5fV1tZi6tSpiIuLQ0pKCtavX8/bZ9OmTUhNTUVcXBymTJmCmhrpoV5b0CxIH6ZH/il9Ycf2j8W4VL69TU1T0eQ6pKEK5T8+4ZfFLT/TiJc+PyRpS5Pi/WJPLRmhwOAKSoBf2Kq1yJ0S4w8pJEutiqEXcM83zEdJlLmaJvcR4Aqd7LQ4PH5bWpv5Lg7rFY1//DpdZALhlW923xChzVLPJGigIhKWW7duxb333ouMjAzJHZqamvDwww/jmmuu4S3Pzc2FxWJBVVUVCgoKsGDBAhQWuoaoZWVlmDdvHrZs2YKqqiokJydj9uzZfjgdbQhne/WFO8qvWzszQ6T9SdmKuK17Jnjkj6ulCuWuilrc8e9vUHTMJchuXfY1XtlxGG/vOiZ/YA5NnBdIzSYZoVKe9d4x0rO4v1SLI3nkzmjdbOnnb3J6T8W2vYF7vt185K5zpNpTN537keN+PI0GA35/ff92912UeqyESWBorLiEsBw9ejTKyspw9dVXS+7wxBNPYOrUqRg4cCC77Ny5c/jwww+xZMkSmEwmpKWlYcaMGVi9ejUAYM2aNcjJycHQoUNhMpmQn5+Pbdu24fRpsc9iWyD0jNFls1RwnJEaJv/gDofjwWnf4zqkZTZcuW8/nWrAjDX8muRVF7QNma/p79HY1JyimagjOZ7+1TB8+acb8K/fDuctv/mlrzX1BQB6yqRQ84evaShH24sM841myXVY5/aY/4y0bWo9hsFuh3wGqWsqfAb0ZNAKVERXID4+HiEh0jajvXv34uOPPxZVfiwtLUVSUhISEhLYZZmZmSgudtWZKSoqQmamx+0gNjYWKSkpKCkp8cU56EYomPSlaJNfJ6X5MVm15WCT3SpswyZ40NDPS4Kqkeu+r1TdB+APu9QmcG4fpq7d9esRibtG9sILv05X3E5J+P1tkvysuC/hDsO1fjgnyEzoSGHkaZbtL3TEmZ7E2wifNa05PgMZzXfO6XQiNzcX//73v9GlC/+rX11dDauV71ZgtVpRXV2tab1UWw6Hg/3P1wg1ywOCGt5KKL1MUsKsn1pda3YcLr8JOwvtxYumNQExtzSv8DyEkyq3DkmAVhgnZzmU5P8D41NQ+dztvJIL/uCcO+wVALZpTHenp2SIlGsO0HblQISIbPYa9mnv6LGOgOa3b/ny5RgwYAAmTJggWkcIgdEotHEY4XQ6Na0Xkp+fD7PZDLPZjLAw35U65faXy/afz2reV05excjM4D54U6rkcgYts+E21r/RPw/sf3Ydw+YfPZmThMZ9ofeAHk1czv+QQcmswfDrUb3whxv747NH/TMRcujsRfWNBEgFOX3x2PXs3ws5WdJ5NkuO1t5OshLzb+A/k3KCcLi7NO8vz9zm9z51BjTp1mfPnsVLL72E3bt3S663WCyoq6vjLaurq4PFYtG0XkheXh4WL14MAHA4HD4XmEkCx3I9tmu5l/uPN0oLxaSYLrgjvSd6WyKwfOcRAHzBqGU23O7+qPhrCLd4y0+836GCYXiyJYJ1ffE1WhSW6IgQ/PlW70o0+AupInIp1q449PRt+On0BQzvFcMu5942vmbZPuJy6tW9kNazG25/RTq5CcN788bC7iCt8t8NJDRdhfLycpw9exYDBgxATEwMYmJisGHDBsyfPx/XXXcd0tPTUVlZiYYGz3C2pKQE6ekue9Xw4cOxd+9edl1TUxMOHz7Mrhd1ymiEyWRi//M1ORm9cffIJPZ3Fx3uInKCVc6dxmAw4NV7RuEvEz0vO/cd0TAKZ91/GFtissUl7NW0Nm+xKwSqZ/VTHlbrpaM5O6vN9DNwh+Gr7hvN/h1qNmJU7+48ocj9wHJnw9tLswT4NcrlhHaIyYguGq9HMKBJsxw/fjyamvgJJG644QbMnDkTM2fOBABkZ2dj4cKFWLZsGQ4fPoyVK1di8+bNAICZM2diypQpmDFjBtLS0rBo0SJkZWWhf//+vj0bjYSajXj0loH4oOQUAOCuUUkqe3iQe8CZPIB6kdIsmRKlDMIyBV88dgMuXXEgMtSEIzVNuHWZ8iyz8HhqCF2rmJfpfw+OE82ktpYOJis1Z/rhCku56B2pbbm0l80S4DvHt1UNp86Oz/TrdevWoaKiAnFxcZgwYQKWLFmC7GxXJcKxY8di6dKlmDRpEqxWK8rLy7Fx40ZfNe0V3Jf0sVuukt9QQMNl6Yw63kbPMJoV80JdumJHv4UFmPTyN+w2te7EFN0jXIWwQkxGRHcJgdlkhCUyVHRM4RBRru74S58fwoMbxR4J4mJhrt/dI0N97m/XETRLbomEu0Zq+3Cq1XLnwr2cWoME/E2o2Ygdj12PHxZmt6uG25mQ/YwK3YOE7Ny5k/e7Z8+e2LZtm+z2c+fOxdy5c3V1zp9wH9ruEgJHDrmJnN9laU+nxZUPwmE445d5oKoBJ+suoVf3CJyoc2V0l6rsKIwQCjUb8bUgEYbdSWCWGE3JpZYT5AJh82l6KycH94zCgSppj4OO4Ouc6C7tAQCzr+2naZ9QqQsqA3eYy33u2ltI9bd2BQDR80KRJmgtt1IamRaE0RbTM3uj8G8340YVR20AWHzHYGT1s2BcKseNijMOdzoJVn1Twa569YtfAIDNkxgTIe6zUDMb1TuGl24M0K4FjXU7pjsEXgrM3t5qgUMS5YfuHcElhasta3W+vn2Yy33q5kHq/pbcyx/LqQbZXhM8FO8IWk/TmIhQbHv4Oq+FJoPd4YS1m7bZ+jnj+mHOOL7mwrymi/+7H0dqmrCrwjNRVFjp+pvx/ZNyDBYmPCBEKmuQ+KWUCj38zehe+P7IeZFmydbLkTgnLVi6tu4a+xuu0NKaMOI3VyejX4+uGJYUrbot12Z5lY7yyJSORdBqlgAwqGcU4qPC1Tf0I9xwRGG0zRFBVnapkgrhISZ8+sh4DE1yaW8EQIvALmaX8GcVhh6mJXQT2U+dToLLVxxs7W9vtcA/yLhVdRS4ml+3cG0p4IxGAzL7WTTNFjPHF6aXo4pl5yKohaW3/GPqMJ8d6/9+PKm+kRu5F/mqhG5Y9tsRrh/ElXaLi3AYXifhM2k0GFg/Tmb7e1bvwqC8TzjbaO4qjyiNAqi90BON4w2eEsKC5e1utaTogQpLL/hthv9rozBw3XgSopW0YI9WKHz5C/ZV8QSmUJgCruEnM3pn/Cy5JgHXNt4/Loeevg2Ff7sZR5ZO8voY/iIixL/WKObKdwT7rBSvTB8JQHoCkeIhaG2WvsLfVfAYH8ueioLSo7UQiGdZn/z4AAiAWe6ZXqmJGm7d682Fx/Hs3WLt2dss4oBrll6rbbet6R0bgb9NGoTUuK5+Ob5TTrPsIIrllOGJGNs/libLUIFqlq3E39qC0CFdrR+EEMlZ1i/LPe4hG/aIc1yajAZW8DsJcKRGHC8dyNmyHxifosmjwRvkkjd3FGEJAD26hvHKa1DEUGHZSlqrWKrt32JzC0uVITDXX1OqlG0Lx53oja8qROtP1F7iaclSds2OkF6sM8IIRWqz7NzQp7+VtLZa3wfzr1Vcz6ROO1ytnBmHGzYp9Qqq+UhWN7ag7pJHQEofQ/EQFBnkSgh3JM2Sog4Vll7y9pws3DwoHr+/vnXx7SOSYxTXf1kunfNTiCfVm3SsrxalsK7JM/EjFevuK5ND7vUpPjlOZ0HOqZ/Kys4FFZZeMm5AD6z+f6P9UpqVm+6tt7uUaqLKBA/7HsrYLLXkjeTOmD+37aDClq0jpw29CToCsq5JVFp2Kqiw7AAI45FH9o5h/2bcfMYKqkbK4STSwzstSuFvRvfS1EZrCbYwv2a33VkqqIDSeaB3rwOQN3kw/vfgOPY3V7A9srkUAPBekbLzOhPfTCD2s3QdUywtrx/oiVEPDzFKxp77g+ASlR6EQQV0gqdzQYVlB4HJAAMAo7xI98Ytqas0OcOdKY/j+D0+/SvfRSWpEWyaJYPQoyFIL0OnhQrLDkKXUBPKn56Ig0smIiYiFKM4Q3EtcGfDpTRLJgP4bk5G9wUTPOWMv3Kn6ZIbrif4MIY+WIWEMIAhSC9Dp4UKyw5EmNnEOgYLX6RHbx4o3oEDdzZcShgxx/3kpyp2Gbc2N5OWTa7EhtZyC1qId09WqfmOBhqMUz9TrVKubhOlYxJcT2snouR4Pe93Rl/loblHs5SeDf+g2FVCQ66+zl/dNYLkytz+c9pwxfb1EBUegh8WZqM47xafHbMzwISLzhnXDweXTPRbxBDFP1Bh2UlQmw3n2iyVcv1K5bYEgER3EgWpmPBv/3qjV3ZUJXpGdwm6WGQTx9mVhhZ2PiSFZVFRERISEpCTk8Muq6urw4MPPojExEQkJCRg/PjxKCsrY9fX1tZi6tSpiIuLQ0pKCtavX8875qZNm5Camoq4uDhMmTIFNTU0lb1PYRNpSM+GM9gEuS3/MycTK343CiHuIbHwJQ4xGdCre4Rv+xqktCYRCaX9EQnLrVu34t5770VGRgZv+euvv45evXrh0KFDOHPmDLKzs9nKjgCQm5sLi8WCqqoqFBQUYMGCBSgsLAQAlJWVYd68ediyZQuqqqqQnJyM2bNn+/fMggzWZinjZ8kgzG153QArbhvWU3b7ZCoofYYpgBORBAOicdDo0aNRVlaGZ555BgcPeqI4/vznP8Ns9mw+bdo0PPPMMyCE4Pz58/jwww9x8uRJmEwmpKWlYcaMGVi9ejUyMjKwZs0a5OTkYOjQoQCA/Px8xMfH4/Tp00hMTGyD0+x8hJqMbMYhLfBStMlIy9qmK6iqb9bVj2ZBPR+K93QLMrNDoCHSLOPj4xESIg7h4wpKANi9ezcGDhwIg8GA0tJSJCUlISHBMzmQmZmJ4uJiAK5hfWamp9xobGwsUlJSUFIiLsNKcbH4jkG6tuemaJOzWdY0tmBPZa30ShlOX9AnXClinrt7GHpGh+PBmwa0d1corcCrT111dTUWLlyI1157jf1ttVp521itVlRXV2taL8TpdLLakcMRnJpNGMd2OLinfHVEBm6KNrnIkBa7tmuZ2deiW6hS5MnJ7I2czOCKhw9EdM+G2+12TJ8+HXfffTemTp0KwKXNGAVpbYxGI5zuyQS19ULy8/NhNpthNpsRFtYxs2v7GyZ79YTB8XjngSzV7flO6dLbMKGTaozq45n5/vOtV2nah0IJdHRrlvPnz4fBYMDLL7/MLrNYLKir46f0qqurg8Vi0bReSF5eHhYvXgzApVkGo8AMDzHhnQfGaN7eM8FDZCd4KgTVIuV44Lp+KDleh3uyeuPOEUma+0ChBDK6NMulS5fihx9+wPvvv8+za6anp6OyshINDQ3sspKSEqSnpwMAhg8fjr1797LrmpqacPjwYXa9qFNGI0wmE/sfRQMaJni4KNVLj+0ahs2511BBSaFw0Cws33nnHSxfvhwFBQWIjuYXlk9KSkJ2djYWLlwIm82GAwcOYOXKlZg1axYAYObMmVi7di327dsHm82GRYsWISsrC/37ty5xLsUDMwy/2GzHZQ0z2CHUjYVC0YVmYfnCCy+gvr4eGRkZSEhIYP8rLy8HAKxbtw4VFRWIi4vDhAkTsGTJEmRnZwMAxo4di6VLl2LSpEmwWq0oLy/Hxo0b/XNGQQqThft80xW89YO4IJkQ6j9JoejDQDp4viyHwwGz2Qy73U6H5Ao0tdgx5IlPect6RoejSsb159u/3kgjcyidgo4iA2hseIAglVrtoZsGYMEt/GxF4SFGdAkxUUFJoeiECssAQarGTmSYGQ8JHKFtDkLtlRSKF1BhGSBIaZbMohuu8gQEOJwEoWZ62ykUvdC3JoBhJn1uFyTKoOnBKBT9UGEZIEhplqfqLwEA4gQlIfxRvpdCCXSosAwQjBLS8pvD5wAA4wfwEwcHW9JdCsUXUGEZIEhN2TC5K4VlcLlFyygUijaosAwQpOqCC6sJUigU76HCMkCQEosPZtP8iRSKr6DCMkCQmuBJjJGu9T0iOca/naFQAhAqLAMEqWG42Sh9e2+8ipZgpVD0QoVlAMON1HkwO5X9Wy6TOoVCkYcKywCma7jHRSiumyeBcnYa1SwpFL1QYRnAhJk9kTq3DnEVk7t5UDzSe8W0U48olM4LTdEWQLz74wms+fYoVs4YjaguZsRE8LOh2x1OmE30+0jpXHQUGUCFJYVC6dB0FBlA1QwKhULRABWWFAqFogEqLCkUCkUDksKyqKgICQkJyMnJ4S3ftGkTUlNTERcXhylTpqCmpoZdV1tbi6lTpyIuLg4pKSlYv3695n0pFAqloyMSllu3bsW9996LjIwM3vKysjLMmzcPW7ZsQVVVFZKTkzF79mx2fW5uLiwWC6qqqlBQUIAFCxagsLBQ074UCoXS0RHNhp89exYWiwXPPPMMDh48iE2bNgEAHn74YVy5cgUrVqwAAJw/fx7x8fE4fvw4QkNDkZCQgJMnTyIhweXP98gjj+Dy5ct44403FPdNTExU7GBHmQmjUCjtQ0eRASLNMj4+HiEh4kzaRUVFyMzMZH/HxsYiJSUFJSUlKC0tRVJSEisoASAzMxPFxcWq+1IoFEpnQHPK7OrqalitVt4yq9WK6upqhIWFya5T21cKp9MJRuG12+0AXF8XCoUSfDDvfnu7hGsWloQQGAVZbIxGIyvY5Nap7StFfn4+nnrqKd6ysLAwyW0pFEpwICcv2grNwtJisaCuro63rK6uDhaLBeHh4bLr1PaVIi8vD4sXLwbgukCMzUIqDZkQh8OBsLAwtLS0+NW+Qduh7dB22qYdQgicTifM5vatHaW59eHDh2Pv3r343e9+BwBoamrC4cOHkZ6ejvDwcFRWVqKhoQFRUVEAgJKSEqSnp6vuKwVXCzWZTJI2VDVMJlObGINpO7Qd2k7Hb8cXaHZKnzlzJtauXYt9+/bBZrNh0aJFyMrKQv/+/ZGUlITs7GwsXLgQNpsNBw4cwMqVKzFr1izVfSkUCqUzoFlYjh07FkuXLsWkSZNgtVpRXl6OjRs3suvXrVuHiooKxMXFYcKECViyZAmys7M17etLDAYDnnjiCU1DdtoObYe2E9jt+JIOn3WIQqFQOgI0NpxCoVA0QIUlhUKhaIAKSwqFQtFAmwlLpaxETqcTTz/9NPr16wer1Yrbb78dVVVVmo576tQp3HfffYiPj0fPnj1xyy234LbbbmPbyc3NxZAhQxAfH4+UlBRMnjxZtp2amhqMHTuWF7bJ8Nlnn6FHjx4wGo0ICQlBVlaWX9o5deoUrr32WhgMBkRHR/vlfBwOB5566il069YNRqMRZrMZ6enpPm+npaUFf/zjH3ntDBo0yG/X7b777oPVaoXRaERiYqJf2gkPD0eXLl1Yl5fQ0FBkZ2f7vJ2TJ09i9OjRMJvNMJlM6Nq1q8/beeCBB2C1WnnnYzKZMGDAAJ+fz9KlSxEdHQ2TyQSz2YyhQ4fi+PHj7Pq3336bbad///5Yvny56Bha2tmyZQvS09NhtVoxcuRIfPfdd7LH0Q1pI37961+T+++/n9jtdvLzzz8Ti8VC9uzZQwgh5KWXXiJDhgwhJ06cIA6Hg6xcuZJkZ2drOu5DDz1EVq1aRZqbm4ndbid9+/Ylffr0IXa7nWzfvp2EhISQd999lxBCyF/+8hdiMBjIp59+Kmrn1KlTpG/fvmT27NkkPj6e18bly5dJ165dyaxZs0hzczPZsGEDMRqNpHfv3j5thxBCrr76ajJo0CAyePBg8tprr/nlfHbu3EnS0tLI888/T5qbm8lnn31GAJDk5GSftnPo0CEyYsQI8sILL5Dm5mZSVFREDAYD6dmzp8+vG/Mc/OpXvyLXXXcdiYyM9Pl1s9lsJCQkxO/PGyGEZGVlkWHDhpGTJ08Su91OkpKSfH5/uNeNOZ+wsDBitVp92s4nn3xCwsLCSF5eHmlubiaFhYUkNDSUjB07lhBCSGVlJZk0aRIpLy8nhBCyf/9+EhkZSUpLS0X9VWqnsLCQREVFkW+++YYQQsju3btJv379SH19veg43tAmwrKmpoaYTCZSVVXFLnv44YfJ3LlzCSGEjBkzhrz11lu8fUaNGkVOnDihemybzcZrhxFihBBit9vJQw89xGunX79+vLaYdpqamsj58+fJl19+KboJH3zwAbnqqqt47QAgsbGxPm2HEEKOHj1KCCHk+uuvJy+88IJfzsdms4muGwB2O1+ej1Q7/rhuNpuN/O9//yNjxowhy5YtIwaDwefXrba2liQlJfHOxx/3p6GhgaSlpZHm5ma/tiO8Pzt27CAAfN7OkiVLyJ133slbNmbMGNK9e3e2HafTyVufkZEhkgmEEMV2Hn/8cTJ79mzeskcffZRs2LBBdBxvaJNhuFpWoubmZpEX/6VLl1BWVqZ6bG4IVGlpKbp164ahQ4cCcEUHZGVlse00NTXhzJkzSEtLE7UTEREhG35ZVFSErKwsXjuhoaFstJKv2gGAvn37sn+fOHHCL+djNpt5162goAAAfN4O0xbgSojyyiuvwGAwYMSIET5vp6WlBY888ghWrVqFkydPskM9X7bT2NiI6Oho9re/nrcPPvgAt956Kx566CEkJSVh9OjRCA8P9+v9AYDnn38eYWFhPm9n0qRJ2L17N7799lsQQvDNN9+grKwMgwcPZtvh+lteuHAB5eXlvHYYlNqRkyOlpaWy56+HNhGWalmHJk6ciGXLluH06dO4cuUKXnrpJZw5cwYXLlzQ1U5paSkaGxuRl5cn2Q4AhIaGIikpSVc7wv6XlpbCZrPxbqYv2hFy8uRJv5wPF6fTiSVLlsBgMOCZZ57xSzt79uxBREQE/vGPfwCAX9p54oknMG3aNNYWZrfbfX7dGhsb8csvvyA5ORkJCQnIzc1FQ0ODz9s5dOgQNm/ejJtuugmVlZXIzs7GpUuXcP/99/v8ujGcP38eO3fuhM1m8/n5jBo1CqtXr8att96K8PBwTJgwAYQQvPjii5LbP/rooxg/frwoAbkaEydOxHvvvYfCwkI4nU588cUX+N///qf7vZOjTYQlUck6lJeXh3HjxuG6665DWloaWlpaMGrUKFZAJSQkiP7bvHkz73gXL17EsmXLkJiYyNMCmXbefPNN1NXVIScnR7Gdu+++GzU1Nbx2uP1n2unatStiY2N92g4Xh8OBL774wi/nw+Vvf/sbjh075td2MjMzcfbsWXTr1g0AeLH+vmhn7969KCgowOLFi3Hx4kV8/vnn6NKli8/PJzU1FdXV1Thx4gT27duH+vp69pnwZTs1NTXIzMzEtGnT0NLSgs8++wzh4eE4cOCA356D1157jZ0Y8/V1KyoqwgMPPICPP/4Y1dXVSEhIkM358Oabb2LHjh1Yu3ataJ0at956K5599lnMmTMHycnJeOutt3DPPfeIFDWv8clgXoWCggKSmprKW/buu++S9PR0ye0dDgdJTEwkv/zyi6bj22w2MnHiRHLTTTdJtpOSkkJiY2NFBmOpdqRsIX/5y1/I/fffz2snOjqaPPTQQz5th3s+3bt3J1dddZVfzodh/fr1JCwsjFx77bV+bYd73bp160YWLFjg03aysrLIjh072HYGDRpEunXr1ibnExUVRebPn+/Tdh577DGSl5cnet583Q5Dc3MzCQ8PJ6NHj/bLczBjxgyycOFC9nzuu+8+8pe//IXcd999vO2++OILyXakUDofLjk5OWT16tWq22mhTTTL9PR0NisRAzcrkZCCggLExMRoTrQxf/58XLlyBatXrxa18/nnn+PUqVPYsGEDhg8f7lU7TNYkbjsNDQ0YMGCAT9vhng8hBDNmzPDL+QDAzp07MXfuXAwfPhxvv/22X9phkrZyr9vFixfZhM6+amfv3r24++67ERERgc8//xxHjhxh7YvMEMzX94c5n8bGRnTp0sWn5zNy5EgcPXpU9LxxS7D48nwmT56MkJAQvPvuu355Di5cuICIiAje+URGRrKaOQAcOHAA06ZNk2zHW86dO4etW7di4sSJPjlem7kOTZgwgcyfP59cuXKF7N+/n/To0YPs2LGDEELIkSNHyLlz5wghhPz444+kT58+pKCgQNNxn3nmGTJkyBDWPYDbzs6dO4nRaGQ1GS3tyM1ORkREkF69epG6ujqyefNmYjabyezZs33aDvd8rr32WrJixQq/nM/+/ftJREQE6dOnj1+v26uvvkqys7NJWloaqa+vJ9999x0xmUxk6tSpfrtu9fX15IknniCJiYk+P5+NGzeSOXPmkCFDhpDa2lry3nvvEZPJRO655x6ftlNfX0+6du1K+vTpQ+rq6sgHH3xAzGYz+X//7//55bpFRkaSV199lRDin+dgxYoVpFu3bqR///6kvr6elJSUkPj4eLJixQpCCCFVVVWkT58+ZNWqVaL+ySHVzoULF8jBgwfZY950003k8ccf13xMNdpMWJ4+fZpMnDiRxMTEkKSkJPZCEULItm3bSK9evUhcXBwZMWIE+eijjzQfNyYmhkRFRZH4+HgSHx9PevToQUJDQ0lMTAyJjo4mBoOBXRcTE0OMRiOJjIyUbUfuoerWrRsxGo3EYDAQs9lMYmJi/NIOcz4hISEkKirKL+fzyCOPEADEYDAQo9HInpfJZPJpO+fPnydhYWFsO2azmURFRfn1usXHx5PIyEgSFhbm83b27NlDzGYzez7M8f1xPl27dm2T5y0qKop3LH88b06nk4SHh/Oes65du5L4+HjS1NREli1bRoxGI9sO899TTz0lOr5SO6dOnSKDBw8mVquV9OvXjzz33HMil6TWQLMOUSgUigZobDiFQqFogApLCoVC0QAVlhQKhaIBKiwpFApFA1RYUigUigaosKRQKBQNUGFJoVAoGqDCkkKhUDRAhSWFQqFogApLCoVC0cD/B7asdukWrTzsAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(pressure0922.time, pressure0922.p_boiler_SI)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7dc3f1e",
   "metadata": {},
   "source": [
    "# 3제강 LDG 홀더 인입 유량 Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "fc70b7af",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:44.833929Z",
     "start_time": "2022-12-28T00:47:44.820880Z"
    }
   },
   "outputs": [],
   "source": [
    "flowrate0922 = pd.read_csv(\"./220922/Pressure/LDG_flowrate_220922.csv\", sep='\\t', parse_dates=['time'], )\n",
    "#flowrate0922['p_boiler_SI'] = pressure0922.apply(lambda row: mmAq2Pa(row.Boiler), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "7f3f7788",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:44.957676Z",
     "start_time": "2022-12-28T00:47:44.835436Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2a393dfb18cf4fbb882d5a3fa0e7b526",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(flowrate0922.time, flowrate0922.converter1+flowrate0922.converter2)\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d1e10e4",
   "metadata": {},
   "source": [
    "# LDG 발열량 계산 방법"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "63d2e889",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:45.256555Z",
     "start_time": "2022-12-28T00:47:44.958674Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "be4f77b1b2d94eaba80ade8dac7198a9",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather09.time, weather09.rh)\n",
    "axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "981f8e83",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:45.364825Z",
     "start_time": "2022-12-28T00:47:45.257547Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_42260\\3561159465.py:1: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  fig, axe = plt.subplots()\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "abf321874c64448f970d38374c930025",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.rh)\n",
    "axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "40830101",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:45.488498Z",
     "start_time": "2022-12-28T00:47:45.366821Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3302af94838f46b2b552bfb750001985",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.rh)\n",
    "axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "7ea27051",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:45.614158Z",
     "start_time": "2022-12-28T00:47:45.490491Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3ca04c93fbd4f71a02f4398279ce882",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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on7Yt8N+X+hvdhzyTkoPFey9iw9Re6OTXrDGqWa2qs3tcZcZBMe62LqHKj+du48Wh7RutXg1FV5YOICm9cmDy89Fnaz0+s8oaOgBwfeVo7nHMxQwAwMrHuxndg6qNVCoxug1gblC7o9NqGT47dK3a/fFLR2D7zEiTDpvIYG8cfmOo4IES0A1ONxwB4VLlynJsd38AuumTtoSCpQO4W7HGit79B0r8eS0bGQWlZo+vmsLr4yfDIHOSchlkEiqahC3ca58JUtX0ge24x9Enb9r8UgN867nikFEnTgt3ZyQsG4GZg4LwyysD0dzNWZCOm7oKC/DiHjs7GQd2f68mAIBf49MtWkFSLChYOoD0fOOgOOqLvzAt+iz6rz6CF7efw/0Huk6XknI1GGPo5q+78d5G7oak5SPxTN82AIDhXXyN3sfSzh1D7avM8CmhYMkpU2mMOka+mxmJuCUj4NnEGR+MCzUKQGI3qeKcAUxX97xyr4h7/I0NzeiiYOkAfjx32+j5/QeVS57+npSJPh8eRnaREqFLfseCnRdQWKYLYFMj2hrNulgxsZvR+/QyuHdZX2pKrAEAuJNXgsfWnzTa1tbbXaDaNJzcwwWeTXTnjv6/eoa3Yg5cNJ0yK1bUwWOn8orL0bSJzOLe78OXdes+/xJfmSjW08349GjibNz8q20wenXeHtmJa+rTUhO6DPJPbvybez68iw+e7BWANnLbDZYAsH1mJM6n5Zl0+Ph7VY6gsKWB6RQs7Uj7Rfuh0TIcfmMIhn/2F8LbeKGwVFX7CwG897NpL3V14+MAoFegV32riQHtvbnHBaUqtKnhWHunVGuMAmVnv2b4ZlpfAWvEn/A2Xghv4yV0NXhDzXA7UVCi4q7SJm8+A0A3BEU/bMhJKsGoKnO33WvpKKg6pxsApkQEAgBWPt693nX1a96EezzuqxP1fh97kFmg5B4/0bM1vprSU8DakJrQlaUdSL1fjGGfHOOe6ztsDO2c0w9OUolRWrWvKwYPP7fVdDjRX28/BGcn09/SqMe64s0RHdGyad07d/Qo41Cl/124yz3+bFIP4SrSyMZ2b4V9ibohaNlFynp1FjY2urK0YfqsLf8+dr3G47r6e6JvOznCqszFbuKsWzvl/bFdTF4TWE3ngrOTtEGB0hxHzZ4efeImPq0YU+los5veMsio/1OVDkixomBpo5b87yKC3tuPLX+l4Kdzd2o8Vh/cZFWuFPu01fVmzxocjJ1z+uGFijGQ5z94lP8KV2EYoB1xbR6NliHqt8pB+bMGB9VwtP3xblo5Rtfc0rxiRMHSRpSrtShXa6HVMizYGYf/O3ULALBy/2XumC8n9zBaklRPn6na0O65A4xmgfQL9sbS8V2RumZsreuz8GFCD3/ucUm54wXLnf+kGT239cS4deVZQ+ehWDnWJ2Sj1sRc4RK71mRoRwWausoQFtCcm2UDAK0MOlTiPngUd/NLBU+P5tOssk6XMwqhaFb/+eq2pqBEhcV7LgpdDcG9P7YLPtx3ufYDRYKuLEUuLafEokC5fEJXeLm7QOYkxS+vDDLaZ9hx0MLDRfBAWZW5tXzs2bJfk4yef/ZMuEA1EZbh4nYpFev1iBkFS5GbvzPOouMMrx4NDe7QEk1F2sTTryceb0MDk/lgOCd/3/xBeKJX3VZRtBcDQ1pyj5f+klTDkeJAwVKkMgpKUaxUm53h8P7YLvhXv0CjbX3amS56D+gWCxOrMzdzARhnRbJ3jDHE6Zd9mNjN5jLv8MlwRtg/qbkC1sQyvAfLmJgY9O7dG35+fggMDMTvv/8OANi5cydCQkLg4+ODCRMmIDvbND2+o1OqNUjOLEL87Xz0X30EXZfq/u2cpBL89bZusfsnerXGrMHB+HBid3zzvC4l/0OdFCadMqse746u/p6Y1r9do/4/1IWbs/iz5/Dt88PJUFasPzSlryPPXTJWphJ/9iEJ43GJtaNHj2Lu3Ln46aefEBYWhuzsbBQWFqK4uBhDhw7F8ePH0aVLF8yfPx9paWn49ddfa31PjUYDmUwGtVoNJyf7+HJlFymxN+4unuvf1ujX9d1dCSZJLwCgW2tP/PbqYBQr1XCVSU2GANmq9/cm4rvTul5hR1liot3CfdxjR/l/rsnoL4/jcoauZVHdv4dYYgCv37qoqCjs2rULYWFhAACFQoH27dtj69atmDx5Mrp16wYnJydERUUhJiYG6enptbyjffpg70Ws3H/ZaKEpwDQ7kJ6iYpykh6vMbgIlYLxsaoGFc9htmWFS5U3/6l3DkY7jwyqZrMSMt2/erVu3UFZWhiNHjiAkJASBgYH45JNPAACxsbGIiKgc/+ft7Y3g4GDExVnWeWFv9L2/v8anc7NXagoWd/LMJ+m1dYaJOorK7D9YfnUkmXs8ItS3hiMdhy2loeOtm/TatWtISUlBWloaEhISkJaWhpEjR8LPzw9ZWVlQKIzH0SkUCmRlZZl9L61Wy03l02jsa8Dytr9TjZ4XlqlwOiUXa3+/Yv4FAEZ2NU1oYS8i2slxNjUXpQ4wMF1/ywFAnZbjsGeGS060W7gP/3t5oGgzFfF2ZZmdnQ2tVotVq1bB3d0dnTt3xoIFC7Bt2zYwxiCVGhcllUqh1Zq/qRsVFQWZTAaZTAZXV/FPsLdEuVqLnAdKkyESz3x9Ci99F4sb2cVG27dO64NdL/XHk70CMO8h21nUqa70SyTY+ywew0XjSCWXKreV5mw/J1BNasfblaWnpydCQ0Ph4lLZKxscHIz09HTI5XLk5eUZHZ+Xlwe53PywliVLluCDDz4AoLuytIeA+d7Pidh93nQOt36pU72newcg1N8Tj1Qs4VDdkCB74eHqGMHyj4rkygDw+STHHIRuTtXMVmJuYfAWLHv06IG0tDQwxrg5x9euXUNwcDBatWqF+Ph4PPvsswCA4uJiJCcncx1BVVW9CrV1ao3WbKA0Z+3TjvVFcnPWnYKlKvtei0c/rW/+wyF4vKdjDkI3p2q2ff7G5vCPt6gUEBCAoKAgrFq1ChqNBpcuXcKXX36JOXPmYPr06YiOjkZiYiJUKhUWLVqEyMhItG9vv81LQ/+k5plsm2wwxq5ZExl+mB2JY28Na8RaiYM+AXHSXfsdmG54tTShR2sBa0Iagtd5cN999x1mzpwJHx8feHt7Y9myZRg/fjwAYNWqVRgzZgyKiorQr18/7Nixg8+iRe3i3QKTbauf6I4negVgT9zdBifTtWX6YPnpoWuYMSjILrPv5BTrkjEHKzwQ4tO0lqMdz9LxoViuX0NexP1evJ6Z/v7+iImJMbtvzpw5mDNnDp/F2YScB0qjNGqALkO5RCJBRJDcZDEnR+PpVjl8KLe43C6CpX4tbP2Y2HsFuvGVAS1sZ5hMY6rP+vNCsK+bgyJ08FLljf3mbs7o3baFXQ8FqquAFpVLTNjDsrgl5Wr0X3ME874/z237vWJcrdzd9nI4NoaHOvsIXQWL2P7PuEgo1Roo1VqTpKbZRbomWFhAc+yZN1DMrQxBlBlkSS9Xi39+cG22n7qF7CIlDl7KhFbLIJVKsOX4TQDAA6V9d2LVVzOD1kTVoURiIt6a2Zjp0f8gbNlB3M2vnG1zO7eE6wWfOSgITlIJDUauYmjHyquK48m2n1xldUzl5IKqy2W8ONQxOjTryvA7IXMS7/eDgiVPTqXkAAAGrjmCS+mFuJxRiMEfH8WtnBIAgLeHY3bg1MZwLRZbyppdnb7tWnCPHyjVUGm0cHN2gouTFOEBXsJVzEaoNOK9FUPNcB7os6bojVl33OSYxljXxhaZW27XlqXnVybLKCpTIa+kHKUqDXoGehlN7SPGxnT3w/7Ee6KeK06fHg8sWcqzZVMKltXpF2wfIwKiT9w0ug1z5EoWRn2h++Hs5sBJfi2xbHxXAECJUrwzeChY8qCorPYb9y3oyrJamyuSGDdxtu3TcWOVtZJW7a+8fzmko+MsyFYf+qvuq5lFRj84YmLbZ6dIGK6pUh17a27yST+CoEylNbuMhq3w89Stg2R431IvUC7e5qUYGH4/pm45LWBNqkff4Aa6/0CJk9d1nTuvPBRisl8mlWDxmC6NXS2b9cnvV4WuQr3pMwt19G1mss/fy/yCckTHMFjqO0XFhjp4GqjPh4e5x/Mf6YDHevjjePJ9bDmegu6tm3NNTFKzzn7NcOVekdGKf7bkXkEZHijV8GnmiuPJ9432bZjayyjRMTHlLOIhQ3oULBugoMQ4u7eLTIoOvs3QwbcZZgwKEqhWtump3gH4cN9lJN7NF7oq9RL1my5PaVaREhN7+CMtV3d1FLNgMLq08hSyajZBn6lMzChYNsCFO/kAAJ9mrji7eLiwlbFx+nyW+xPvCVyTuist1xjV+/NJPdDVvznatfSgQGlHKFg2wGeHrgEAXhhIV5ENZcsLli3ek8g93j9/MCQSCWYPCRawRsQaqIOnnu4VlCGpIvXaqG6UGKOhSsorh19lFZXVcKS4qDRa/Bx3FwAwsqsvQv3pStJeUbCspz1xd6HWMjzXry2CWnoIXR2b1y/Ym3scsfIPAWtiuZTsB+iwuDIl4bopPQWsDbE2Cpb1lJKtWztnUAfb7L0Vm/Fh/kJXoc4e/vRP7vHobn5wlTkJWBtibRQs6+n+A13qNUfNcM43W8/GNGsw3aO0dxQs6ymnuBwAoKBgaRX6bONipmim++yHd/FF77ams3aIfaFgWQ8FJSok3NF17rRsRnO++fLzvAHcY6XIEwFrtQyFpSq4yqTY/FxvoatDGgEFyzpSqjUIjzrIPXd3odFXfOkV2ILrLFOJ/MoyvaAUSrUWQS09bP4WArEMBcs6upCWL3QV7JqsIvCIOQksUDkPPFhBIyGsQYwJVShY1lFylq4XvKu/J46/85DAtbE/+oQKBy+JeybPH5ezAICGjVnJM5tOCV0FExQs6+j8rTwAwKzBQWhDabd4p58ivHjPRZypWKpDjAorZhzRciH8GdnVl3us0mqxJuYKSsrV+OqPZAFrVYmCZR2dqwiWfdvZR3ZvsUlKr1yiQ78qohhlVswycvR13/n05eSeaFexrARjwKY/byB0ye84dFkcrQwKlnUQfzufyybj39ytlqNJQz3SRbzrSWcW6sbZ+njSlSVfmjg7mV0B8+LdQjNHNz4KljVYvf8ypmw+DbVGi7v5pVhjsMwp9YBanz4TkRhlFynhJJVQM5xnMhF/r2jcSw2+/isFAPDCt/8YJXRt7UVXlY1hxW+XMFOEeUHLVBoUlKqgaOYKJxF/uW3RpQxxXEWaQ1eWFqia+fqtkR0Fqon9i186wuh5YsXgfzHJKNDdr/RvTktF8C23YmacGFGwNONWTjG2n0qtdv/IrpSSzVqauzlj/sOVaxlN2HBCwNqYdzdPt0Bd6xbUwuCbmKcPU7A0Y9735/HB/5Kq3U+zdqzLcEkOxoCciqQlYnE3X9fJR7dj+Dd3WHv0aOOFDVN7oYNPU6GrY4SCpRmGw1eqooHo1qdfQ1qvt8GicGLAXVlSsOSdd1NX7H15IMaGtcKB14YIXR0jFCyrWFfNANiPnuyOhGUjaCB6IzDXafLZoWtgTBxTIO/k65vhdC5Yk5NUgl9eGSh0NTgULKvQr6tT1aS+gfCk5UwbhUxqelqu+yMZR65kCVAbU3foyrLRhAV4IWX1WKGrAYCCJRGh6kbjxIskuQJ18DgmCpZEdCQSCU68a3pvWCuCVrhao8W9wjI0ayJDczdqaTgSmwmWu2PvQKXRIvrETdyumHLIt2Kl2uz2/fMHW6U8Ur3WXm4YXWXVTH1GIiFlFimh0TJqgjsg4c8+C729Kx4dFscg6rdLGPzxUauU8Z+Tpokbfp43gJY3FYBEIsHGfxlnIL+VWyxQbSrpm+AB1AR3OFYJllqtFpGRkWjXrh23befOnQgJCYGPjw8mTJiA7Oxs3sstUzVsLvFfBjN19s8fjL0vD0SvQFpbRUhTItpwj8XQGU5jLB2XVYLlv//9bzRpUjkVLCEhAXPnzsXevXuRkZGBNm3aYMaMGbyVxxhD7xWH0PmDA/jrWv2DsKvB+L5Qf0/0aOPFQ+1IQyyf0A0DQ3RrimcWlglcG+BOLnXuOCreg2V6ejrWrl2LNWvWcNu2bt2KyZMno1u3bnByckJUVBRiYmKQnp5e73K+P3OLe/z3jRxutcXno89CW4eegI8PXMGc/zuHo1eyuDngyyd0rXe9CL9cZFIsG6/7PP6+kYNygRcy+7RiaFkrStHncHiftzd//nwsWrQIrVq14rbFxsZi5syZ3HNvb28EBwcjLi4O/v7+9Spn8Z6L2HriJlKyi7Hmie5G+z46cAU5xeUoV2uxbkrPGt/n38duAAAOXsqsrF9TWrFRTDwNep0/PXgVC0d3hkQibLYfZyfKNuRoeL2y3LdvHzIzMzFnzhyj7VlZWVAoFEbbFAoFsrLMDzLWarXQaDTcX3VSsnU3/Bf+nGi0/eu/UrAr9g5+iU+v01WmngfN/RYVw8kAX/+VYnRvuTEZrjg5IpSSqTga3oJlcXExXn/9dWzevNnkV58xBmmVWRlSqRRarfkmVVRUFGQyGWQyGVxdG5aFRD/bwpxPD141u31IR4XZ7UQYbi5ORs+nRZ9FRkH1n6u13MjWLVYXTMvfOiTegmVUVBSmTJmCLl26mOyTy+XIy8sz2paXlwe53Pz6JUuWLIFarYZarYZS2bCMM0PWVj/M6Ksj181up4Su4rdwd2LtB/Hsv+fuAABS7gs/hIk0Pt6CZVxcHL744gt4eXnBy8sL3bt3R1paGry8vJCbm4v4+Hju2OLiYiQnJyMsLMx8paRSODk5cX8AcGbRcFyOGoVXDXIdNoRSbb55/0TP1ry8P+HXO6M6GT2/m1+KdX8kY9kv1afS45vcQ3cve0J4/e6zE9vGW7A8ePAgCgoKkJ+fj/z8fPz6668IDAxEfn4+tm3bhujoaCQmJkKlUmHRokWIjIxE+/amixNVR9HMFW4uTni4c90XsXrlh/MoU2lwOaMQz2w6haT0Ahy+ZP5+6WeTetT5/Yn1Bbc0zm1Yrtbis0PX8O3fqQ0eX2upBxUzvGhFR8fUKD0ZAwYMwKpVqzBmzBgUFRWhX79+2LFjR73eq2cNg8QvRY1E6JLfTbb/lpCBkV39sGBnHLQMGLvOfPbtr5/rbXY7EV7XKrOososqb88UlqnQxNmp6kt4R7N3HJvVpjsOGzYMqamp3PM5c+bg9u3byM/Px4EDB9C6Nb/N3ZRVY+DuIsPgDi3N7s95oKw1EQMtFyFebeTuOPR6ZTLYUoOrybLyxhl7eSdPN3uHgqVjspm54TU5/d4jXO/k/82IwJJxoSbHLPv1Uo3v0dFXXCnsiakOvs3Mbi+r5v4z3yrzWFLSX0dkk8Hy9eGVqyu+PbIT/AxW2ZNIJJgxKAipayxLGLp//mB8/FQYvpsVyXs9SeMobYT1xctUGmQVKdGyqYvJUCbiGGwyWC4Y3oF73NS1YbddW3g445k+beDTjJY1tVWNMeZSv/wtJdBwXDYZLA151BAsv7fgapHm+NqWT54ON9lW3XhZPlXer6QmuKOy/WBZQ5NoYIj5zh69tt504tuaSDPDdmpajZMvd2gpCYdns8FSHyS7tKo5Me/hN4ZWu+9WjnUyrhPrEep+IQ0bIjYbLE+8+zD2zR+Edi09ajwuxKcpvqol8xCxHS2bupptiltrqRG9glIVAKCFO2WkclQ2GyxbeLigq39zi44dH+6P314dhJFdfXH8HdOFsIhteap3gMk2ay01oldS0ePu4Uo94Y7KZoNlXXVr3RxfP9cHbeR0n9Je/fhPmtXeu1Slm+ro5kzp+xyVwwRLQ9tnRmBiD39cWTFK6KoQHr1rxUxExUrdlaU7jbF0WA4ZLAd3UOCLyT0bZT4xsY7tMyPQ0bcp3Kp8hmqNdaY+6ge+U7B0XA4ZLIntG9xBgYOvD8XRt4YZbR+//qRVyivRN8MpWDosCpbEphlOdQWAyxmF3FIi648kY9OfN6p9beytXIz58jh+OJMGVrHO7l/XsvHDmTSUqTSIS8tDVlEZPjt0DRfv6sZyutOSIw6LPnlid3bF3sHADi3xyUHdSoyFpSq8M6qzyXFPbjwFAFi0JxFe7s4Y1KElno8+y20DAJlUArVBuipqhjsuurIkdued3QnYfqpyqWT9Cp65xeXcFWRVUb9eQtiygybb1VXy+hmuLU8cC11ZEpsX0U6Os6m5Rtt2nK0cRuTu4oR/UnPx9KZTCGjhhjKVFvcfGK/tdK+wzKKyhF6ClwiHfiaJzdsyrY/JNv2MG0B3n/Hn83cB6OZ4Vw2UlqImuGOjYElsXnM35xr333+gNLrSrK+Ly0Y2+D2I7aJgSezCp2bmi/ON1gp3bBQsiV14sncAbq4e0+D3WfFYV7Pb10+lZCyOjoIlsRt17XyJnt4HqWvG4r3RumFFk/q0wXP92yFh2Qij43q3bYFxYbRWuKOTsOrGUoiERqOBTCaDWq2GkxPdYCc1a7dwn9HzuA8eRc8Vh8weG7NgMJcPVanWwFVmfH5ptQyxaXno5t+cZu4ISCwxgIYOEbvWwqP6/JN+npWzf6oGSkB3j7JvO9PM7MQxUbAkdm/+Ix2w7o9kAECfti3w3pjOyC4qrzGQElIV3bMkduXpisTA3Vs3x2fP6HrIH+3iy+3/6Kkw9G4rx6hufoLUj9guumdJ7IpWy5BVpDRKsMEYw7+P3UBnv2Z4xCBwEtsglhhAwZIQImpiiQHUDCeEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAvwGixjYmLQt29f+Pr6IjAwEEuWLOH27dy5EyEhIfDx8cGECROQnZ3NZ9GEEGJVvCbS6NevH9avX48+ffogPT0dffr0waZNm9CuXTsMHToUx48fR5cuXTB//nykpaXh119/rfU9xTKJnhAiDLHEAF6DpVqthkxWmU/4mWeeQffu3XH//n2Ul5dj48aNAICcnBz4+voiLS0N/v41r20iln8oQogwxBIDeG2GGwZKtVqN2NhYdO7cGbGxsYiIiOD2eXt7Izg4GHFxcXwWTwghVmO1Dp5Vq1bB09MTjz/+OLKysqBQKIz2KxQKZGVlmX2tVquFRqPh/gghRGhWCZaHDx/Gl19+iR9//BEymQyMMUilxkVJpVJotVqzr4+KioJMJoNMJoOrq6s1qkgIIXXCe7BMSkrClClTsGPHDnTs2BEAIJfLkZeXZ3RcXl4e5HLzK+ctWbIEarUaarUaSqWS7yoSQkid8RosMzIyMHbsWKxZswYjRlQuVB8eHo74+HjueXFxMZKTkxEWFma+UlIpnJycuD9CCBEab8GyuLgY48aNw3PPPYeZM2ca7Zs+fTqio6ORmJgIlUqFRYsWITIyEu3bt+ereEIIsSre1g0/fPgwzp8/j7t372LLli3c9vHjx2PLli1YtWoVxowZg6KiIvTr1w87duzgq2hCCLE6Wt2RECJqYokBNDecEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIswNsMHmvRj5mnVG2EOCb9d1/o+TOiD5b6NG6Uqo0Qx1ZdSsfGIvrpjlqtFmq1GlKpFBKJBBqNBq6urlAqlYJNfRK6DkKXL4Y6OHr5YqhDY5XPGINWq4VMJjPJi9uYRH9lKZVK4eLiYrJdDOnbhK6D0OWLoQ6OXr4Y6iB0+Y2FOngIIcQCNhcsJRIJli5dColE4rB1ELp8MdTB0csXQx2ELr+xif6eJSGEiIHNXVkSQogQKFgSQogFKFgSQogFHC5Y0i1a4f4N1Gq1IOWa4+jngZD//2I6D+rCIYLl/fv3cfnyZRQWFgrSc5eZmYm///4bSUlJJuunN5aCggIUFBRArVYL8m9w8eJFTJ8+HRkZGYJ9UR39PBD6HADEcR7Ul90Hy4sXL2LQoEF48cUX0alTJxw8eBBA4/2yXrx4EcOGDcPixYsxbtw4fPnllygrK2uUsg3rMHjwYDz99NMIDQ1FdHQ0UlJSGq38pKQkjBo1CkFBQWjevDn3RW3ML4ujnwdCnwOAOM6DBmF27MaNGywgIICtX7+eMcbYG2+8wfz9/Vlubm6jlJ+amsratm3LNm7cyBhjLDo6mgUHB7OsrKxGKZ8xxu7du8eCg4PZhg0bWH5+Plu9ejUbN24cmzVrFouNjbV6+eXl5Wz27Nns888/57YVFRWx4uJiq5et5+jngdDnAGPiOA8ayq6DZXR0NHvjjTeMtg0aNIj9+OOPjDHGtFqtVcv/4Ycf2LPPPmu0beLEiSwuLo4lJSWxu3fvWrV8xhi7efMmGz9+vNG2AwcOsBkzZrDJkyezCxcuWL0OU6dOZadOnWLl5eVs2LBhbMSIESwwMJB9/PHH7OLFi1Yv39HPAzGcA4wJfx40lF03w5s2bQo/Pz8AQHl5OQDA09MTycnJAGD1+zZSqRQnT55EQkICAGD58uWIiYnBwoULMW3aNMyZMwenTp2yWvmMMZSVleHYsWM4fvw4t33kyJGYNm0aXF1dsW3bNmRnZ1ulfLVajZKSEqjVauTn52Px4sUIDAzEt99+i9deew3nz5/H+vXrcfv2bauUr+fI54HQ5wAgnvOgwYSO1tagVqsZY8yomaNSqRhjjK1YsYItXLjQ6PjS0lKrlH/lyhU2ffp05u/vz55++mnm4uLCrly5whhjLC4ujs2ePZu99tprrLy8nNerG/3/q74eb7zxBnvyySfZtWvXjI7bs2cPGzBgAO9NMX35Go2GMcbYrl272Jw5c9gLL7zACgsLueP279/PHnnkEXb8+HFey9dz5PNA6HPAsA5Cnwd8sasry5s3byIpKQlOTk5gjEGhUHD7ZDJdgiU3NzfEx8dz27///nts376dl+TChuUDQKdOnbB69Wrs2bMHkydPxty5c9GpUyeo1Wr06NED/v7+SEhIgLOzM29XN5cuXcJLL72EuXPnYuXKlcjNzcWsWbMglUrxzTffIDU1lTt24sSJaNGiBbZt28ZL2VXLX7FiBTIzMzFq1Ci4uLhg//79SEpK4o4dPXo0mjVrhh07dvBWPkDngdDnQNU6CHUe8M1ugmV+fj6GDBmC/v3749y5c5BIJGaThcrlcu4LsWXLFrz66qsYOHBgg1NMVS0f0DWB/Pz8EBERgdLSUsTGxiI3N5f7wrq7u6N169Zc07Chbty4gSFDhqBDhw6Qy+VITExEWFgYJBIJpkyZgmvXrmHdunW4evUq95qOHTsiICDAKuUnJSWhZ8+euHXrFqZMmYJu3bph165dRs2tTp06oUOHDryUD9B5IPQ5YK4OQpwHViHshS2/HnnkEfb888+zgIAAdvr0acZYZRNA7+TJk2zu3LnsP//5D2vTpg2vN7fNla9vBp06dYqNGDGCrV69mh08eJBt2LCBtW7dmiUkJPBW/ldffcVmzJjBPddqtWzu3LmsRYsW7OzZs+zAgQPs2WefZf3792dr1qxhS5cuZd7e3rzdXK+ufC8vL3bmzBm2b98+Nnv2bPbCCy+wLVu2sLVr1zI/Pz926dIlXsrXc+TzQOhzoKY6NPZ5wDe7CZbx8fFszJgx7N69e+ydd96p9oty7NgxJpFIWKtWrXj9gtRUvt66devYuHHjWFhYGBs+fDjvvZDbt29njz76KMvLyzO69/XWW28xuVzOUlNTWV5eHtuwYQN77LHH2IwZM3itQ23l37p1i2VmZrKNGzeycePGsRdeeIH3fwNHPw+EPgcsqUNjnAfWYDfBkjHGSkpKGGO6G/pvvvmmyS+7VqtlKSkp7LHHHmOXL19u1PL18vLyWG5urtENbr4cOXKEhYeHszNnzjDGGFMqldy+WbNmsV69enHlarVa3ofM1KV8jUZjtSE7jnweCH0O1LUO1jwP+GZXwdLwyiEnJ6faE7WgoECQ8q11cuqbeIwx9vLLLzMfHx+Wnp7OGNMNBmZMN9YuIiKCnT171u7KZ8z4316I86Au5VvjPDB8P6E+AzHUwZpsMlhmZWVZNPtCf6IGBQWxEydO2E35jDGWkpLCzQhhzPgL+tRTT7GAgAB28+ZNo9cMGDCAHTt2zC7KN1eH6ljrcxC6/KoBVx+QGGu8z0AMdWgsNhcsExISWNu2bdmePXvYgwcPaj0+JyeHvfTSS6xr166stLS0wb/oQpfPGGOJiYnM39+f9e/fnyUmJjLGTK9WpkyZwvz8/Nju3btZXFwc+/bbb1lAQAC7ffu2zZdfUx2qw/fnIHT5165dY0uXLmWLFy9mO3bs4LYb/mhZ+zMQQx0ak00Fy5s3b7LAwED26aefmt1ftcdTLzc3l2VmZtp8+YzpvqRt27ZlH3/8MZs+fTpbunRptccuX76cjRo1ivXt25f16tWLnTt3zubLr2sdDPH1OYih/DZt2rA333yTjRkzho0fP54dPXqU228YiK35GQhdh8ZmU8Hy559/Zi+//DJjTBeYDhw4wHbv3s1u3LjBHVNdwLKH8uPj41lgYCDbsGEDY4yxv//+mw0ePNikmWNYh/v377OcnByWk5Nj8+XXpQ7WInT5BQUFLDIykq1bt457PmDAAPb9998bHWfYqcL3ZyCGOghB9OuGGyooKOBmOISHhyMgIAAXL15EeHg4QkND8dFHH1l1EXYhy8/OzsZLL72Et956C/PmzQNjDK1bt0aTJk2QmpqKdu3aQavVQiqVQiqVgjEGiUQCuVzOy6wQocuvax2sQejyAd05yBjD1KlTAejmuIeEhOD69etYuHAhgoKCMHv2bLi4uEClUsHZ2ZnXz0AsdRCCTc3gcXd3x+3bt/Hdd99hyJAhiImJwYULFzBp0iRcuXIF69evt9vynZ2dsWHDBrz66qvctsDAQAwePBjLly9HSUmJ0ZdUf2LydYIKXX596sA3ocsHAF9fXyiVSrz33nu4efMmFi9ejJ07d0IulyMnJwd79+7F1KlTwRiDs7MzAP4ThYihDoIQ6pLWEunp6SwxMZGdP3+e2/bKK6+wRx991OiSv7S0lC1btoxNmjTJrsrX1+HChQtcJwJjugQF+ntC169fN0qQwPdtAKHLF0MdxFB+YmIil+xi//79rH///mzq1KnMz8+PG9Ct1WrZwYMHWXh4OIuPj7e7OghNtMEyPj6ehYaGsmHDhrGuXbuyZcuWMcYYO3jwIAsLC2NTp041Ov706dMsIiKCt0G+QpdftQ7dunVjH374odnjRo8ezV566SXeyhVL+WKog5jKDw0NZWvXruX2ZWVlsb59+7K8vDxu271791h4eLhRYLeHOojB/wM+2tH3FUK4ewAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.rh)\n",
    "axe.set_xlim(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "49ae67ba",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:45.723527Z",
     "start_time": "2022-12-28T00:47:45.625130Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a6078f487d84962a4276afae1b1321a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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WLVpUuk1D+aDIOKVkF+D5TwNwv1CN+YNd8d7ANvpu0hPJvF+Ez49dRU6BCnuCE3SeOzSnD9rZWT7RdlstPggAsKxrhrBPhjx1O6uCoWQAL3ekGm32D8E4FH4XLs0a4tCcPjVi9Pc/f1zFl3/GAAA8HJpg/zu9nnhblxOztKPvI9ybo72dJWb3k7fn/bQMJQMYllRj3c3MR69//QW1RuDUh/1h/0zNOEkbANQagb+uJKOXi9VT7/qX9C5LhC73RuN6jz/wVVUMJQOM/88sUTlm/RAMtUbgrZ4ta1RQAoCpwgSD29nIcoz0pU66h8Pm7AzBF8didM4cIPYsqYYKjEnBG1vPASi+NtvVppGeW2S4itQafPZ7NKwammPNoSulnl88zA3T+zhhwU+hSMkpwNa3ulXr4QxDyQCGJdU42flF6PDJg5FeOU7nqQ0y84rgseJopetZNTDHuY8GwVTiaUpPy1AygLvhVKMciUjUCcpTH/bXY2uMS+N6dbBkmBuaNiw949LDUnMLMX7z3wiIToZGY9B9LVmxZ0k1xo17uej/2XHt42Uj2j7xZYe13e+Rd/FbWCJmPe9c4WWRNpYWCFo6qErbYigZwLCkGqOj71Fk3C++W6LUqdFImuspObBuZIHYlFy8uOG0znNVfZjDUDKAu+FUI9zOyNMG5Z/zn2dQyszZuiEs69ZBR4cm8Jugez18Vn7tuJ0vw5JqhC+PFZ+kPcK9+RPfrpak6f/PRBwlzlx7/DteGiOGJRm9ezkF2H3hFgBg6fC2em5NzVe3jin+N80T7ZoXX2IZfTdbzy2qHgxLMnqBMQ9ufteiST09tqT28HJuilEexVPJfX7sqp5bUz0YlmT0dpwpnqZs4ZBn9dyS2iXj/oMp764m1fzeJcOSjFpugUr7izqwbbNK1iY5Nar74FJL789PwsBPrHlqDEsyaj8E3cT9QjUGuDWDm+2TTVNGT+bNR844OB6dUvaKNQTDkoyWSq3BttNxAIC5RjpPpTGzrFsHx+Y9r30cdCNNj62pegxLMlobT1xHYmY+urdSwsOhib6bUyvZNamr/Tqvht9il2FJRinqThY+O1o8CvvhMA7s6MvDU8RdS8lB1J2sCtY2bgxLMjoldzUEgFEedujSsuy7hFL12PfPTO2nr6Vi+JeBKFSVfYtrY8ewJKMhhMDWUzfQeskhpGQX3yJ55vOcKEPf2j9y/5+UnJp5+2p5bkVHVMVScwrQZdUxnWUz+jqhvZ08t7OlJ1fHVIFeLlY4/c9ljynZBTXy4gD2LMkozPguWOfxkPY2WDzMTU+toUctH9Ve+/X15Bw9tqTqMCzJ4AXGpODCzXQAwIsd7RC3bgQ2vdEVJibVM1M3Vc7VphHmDXYFAMz/KRQBV5L13CL5MSzJoOUVqrX30vFytsL/jeuk5xZRecZ0sdd+PXn7eT22pGowLMmgjfr6lPbrT8d66LElVJkWTerB1ebB9Hhv+Z9DXqFajy2SF8OSDNa9nAJc++f414znnWrkoEFN891UT+3XJ66m4Pu/b+qxNfJiWJLB+vqva9qvPxzCwRxjYGNZV+fx6kOX8fPFBD21Rl48dYgMkvPSQ1D/c+fAEwv7QVFNt10l+c37MRR3s/Ixu5+LvpvyVNizJINzKuaeNii7tXoGLa0a6LlF9DgCFvTDpEdmJFp/JFo/jZERw5IMxvd/38QbW4MwcWuQdtl/3+qmxxbRk2jdtAFmlHFl1Vd/xuihNfJhWJJBSMzMw7J9EQiMuadd9uu7vdC4Xh09toqeVPPG9XDg3d46y/79h3HffoJhSQbh7HXdOwQGLOgHd/sm+mkMyaKDfWOM6NBcZ9mB0DsIvmmc816aCAOfC95QbrBOVadApcazy44AAKwamOP04gGoW4ff65ogLbcQnVf+UWp53LoRkrdhKBnAniXp1f5Lt7VBCQAH3uvNoKxBlA3MsXFil1LL84uM72R19ixJL7Lzi7DiQBT2BOueg/c4PQ4yHoUqDVyXHdZZNrS9LXxfaI+Gdc10JhF+lKFkAM+zJFkJISRNcOF/Kk4nKCf3asVb2dZg5mald2KPRN7Fkci7MDdV4OrqYXpo1eNhWFK5itQaaISAhVnxX/Ps/CI0qvtgdFqjEUjMyseOM3EIupGG0FsZOq8/vXhAmZcoHgpPxOfHikdGbS3r4sj7fdCkvnnVvREyCD2clPg7tvTgTqHaOGZWr5LdcI1Gg549eyIpKQlxcXEAgF27dmHZsmXIyspCjx49sHXrVlhbW1e6LUPpgtcmKdkFWLQnFAH/3NrU94X2+PHCLUTcLr6/yvdTPVGoVmPK9gsVbqdxvToIXe6tfXzm+j28viVIZ50rK4fyGGUtUaTW4GBYIt7ffanUc9Grhmr/KD/KUDKgSgZ4vvnmG9St++Aa0bCwMMyaNQv79u1DYmIiHBwcMGXKlKooTU+hQKXGpVsZ6Lb6mDYoAcBnf6Q2KAFg4tagSoMSADLzivDp71cAABG3M0sFZeCi/gzKWqSOqQIvdLQrc8DnzCOnjhki2XuWd+7cQc+ePbFr1y6MHz8ecXFxmDt3LgoLC+Hn5wcASE1NhY2NDeLj42FnZ1fh9gzlr0ptMHX7efz5FJO27pjSHc+7Fu8tPHxtd1nCP/HW2aWn2qdIrcGQ/zuJ2JRcAICjsj7e8mqFqb1b66xnKBkg+zHLOXPmYOnSpWje/MHJqMHBwZg6dar2sZWVFZycnBASElJpWJJ8EjPz4HsgCoUqDcZ2tcfM7y+Wu+5bPVvijZ6toGxgjs+ORiPzfhF6t2mKA6F3cDP1Pl73dETzxnVh16QekrLy0e/ZZjpX25xbOrDUPXMA4H/TPOHl3LRK3h8ZlzqmCkzu1Rof74sAAMSn3cfK34p/Pqf2bl3moJA+yRqWBw8eRFJSEqZPn46bNx/MY5ecnFzq+KS1tTWSk8vuxWg0GpR0eNVq4zsfy5CExKejjqkCf0Ql4YuHrs2tqAcZuKg/HJT1tY/XvNRB+/X47o6S6lo1tMDpxQPQa91f/7zOAR8MckWzR6bwotqte6vStzH+15ErqG9uite6OQAA6hhIZsoWlrm5ufjggw+wf//+UqeOCCGgUOi+Y4VCAY2m7FEwX19frFixQq6m1UqZeUV4bdNZXLmbLfk1Dsp6OLmwv2z3tmnRpB7Pm6QKPWvbqMzlsSk5cPv4CCzMFIha4V3mOtVNtrD09fXF+PHj0bZt21LPKZVKpKen6yxLT0+HUln6rwoA+Pj44OOPPwZQ3LO0sLCQq5m1xosbTuPGvdxSy4OXDUKBSoMb93LRy4W7w6R/0/q0xpbAGzrLdpwt3jMtUGmw8fh1fTSrFNkGeLy9vREUFKTtlajVauTm5sLS0hLW1tZ46aWXsH79egDFvVClUomoqCg4OztXuN2Sg7tFRUUwM+NpoZXJvF+Ead9ewLm4B+ezBS7qDxMTwP6Z+hW8kki/5v8Yir1lzKouNGrEf/qC3gd4ZDsacPToUWRmZiIjIwMZGRk4cOAAHB0dkZGRgR07dsDf3x/h4eEoKirC0qVL4enpWWlQPqz76mO4l1MgV3NrrDf8g3SC8uqqYXBQ1mdQksH715gOOLN4gL6bUa5qOXTq5eWFNWvWYPjw4bC2tkZ0dDR27tz5WNtIzS1E11XHEJMk/RhcbZNToEJYQqb2ccSKIQY3okhUHjNTBeya1MOMvqUnDjYEVbZf269fP+3VOwAwffp0TJ8+/am3+9eVZLSxKfugcG333PLftV//982uaGjBwxZkfDLuF+m7CWUyum7H2sNX8PqWv2HgkyVVu8TMPO3XpgoTDGpno8fWED25oofOkpnYwxGnDWTX3Ci7HmeupyI5u6DUbTdrq0evuY5cMUSPrSF6OguHPIuEtDx8OMwNXVo+YzDnWhvNfJaOC/fDRKE7EhazehjqmBpd51g2P164hY/3RaBA9eAv8WXfoahnzstCqeYwlMsdjSZpAhb0K7Vs/6U71d8QAxGekIlFe8J0gnLD650ZlERVxGh2w8u6d/SCn0Lhbt8YrrVwwOfY5SSdx2cWD4BdGXNHEpE8jKZnCUA7o83DZn4XrIeW6I9aI3Ag9I72Ou95g11xY+1wBiVRFTOqsNw2qRu8nK10lqXUshPV3/nhIt7bGQIAMFOYYM7ANrJdy01E5TOqsFQoTPDZWA99N0MvhBBYcSASRyLvapf9b1oPPbaIqHYxqrAEALsm9XRuVaBSG/Rgvmwmbz+PbafjtI8DF/VH99ZlT0RCRPIzurAEAMu6D8alHJQ1/1hdkVqD4w/d5mFEh+Y6800SUdUzyrA0MTHBkff7AACuJuVAU8HtC4xd5v0itPnowf2W3WwbYcOEznpsEVHtZDSnDj3KzdZS+/Wmk7GY1U/6DEaGbtq3F/BHVFKp5Wtf7iB5pnIikpdR9iwfVTITUYFKjez8Inz1ZwySsvL13KrHV6BSQ6XWlBmUAPBSpxbV3CIiKmG0PUsAeKe/MzYEXMfPIbfxRs+WeOmbM9rnzsWl4bupnnpsnXR/x6Zi/o+huJ2RV+46v77bi7eNJdIjow7Lnk5NsSGgeMr5h4MSAAJj7iG/SG2wAZOSXYDVB6MQcScL15JzKlz3ta4OcLdvUj0NI6IyGXVY9nKxqvD5+T+FooG5Kbzb2RrclGXdVpe+TezDGtero3OKFBHpl1EfszQxMcG0Pq3Lff5gWCJ+vJCAt7+9UI2tKpsQAqsPRuGz36N15p4sz5Y3u1ZDq4hIKqOZoq286ZmEEGi95FCl23mhox2+GNepKpooyQ9BN/HRLxHlPn9m8QBY1quDizfT0adNU17CSPQPQ5mizejDEgB89kfg239unQkA/pO6Ysr2snuT/Z61xvbJ3aukrWVRqTUY+dWpcu/ffeT9PnjWphHDkagchhKWRr0bXqLBQ/eaealTC/RzbVbuusejU9Bq8UHcSrtf5e0SQuA/f1wtMyjHd3fAjbXD4WZryaAkMgI1IixLzj/s06YpPn+tIxSKysOnz/oAAMDZ66no6HsUx6OTZW/X8l8j8U05N4hf+7I7Q5LIiNSIsHS1aYSQjwdjx0O71ycX9q/wNbaWdZGeW4jxW/5Gxv0iTNp2HpduZcjWprxCtc6hAQBY+UJ7AAAzksj41IiwBIBnGpjr9CgdreojZvUw9GnTFADQ0qo+zB+6X49t47pYuCdMZxsvbjitc5353cx8qNQanXVyClRIzy2stD3Lf9UdzOnlYoUJni3x4VA3HJrTR/obIyKDUCMGeCoSn3of//4jGh8OdYP/qRv476kbFa7f71lrqDUCHR2a4Ku/rmFQ22b471vdtM+7LjuMQpUG19cMh2kFu/utFh/UeRzq443G9es8dvuJajtDGeAx6pPSpXC0qq89ZaiHk1WlYVkyFVpgzD0AwLHLxccyhRB4fUsQCv+5Qdi20zfwuqcj6ptX/BH+51UPDHuuOW8kRmTkasxuuBSD2tngu6mPf9rQa5vO4qfgBJyNTdUuW3XwMtr5/I79l26XWr9AVXyf46YNzfFyZ3sGJVENUKvCEgD6tLFGb5emj/WaoBtpWPTI8c0Sp/7pgT4sNaf4mKZ1o7qP30AiMki1LiwB6Jz3OLaLPeLWjYCHQ5Mn2tZPwQn45NdIJKTfR6vFB+G19k/cuJcLAKhbp1Z+vEQ1Ui39bX4wphXzz4w/t9N1r9eeM7CN5K1tPxOH3v8qPm/zTmY+Jvw3CABQx7SWfrxENVCt/G2e1sdJ+7XPqHYAgLbNGwEAGpibImb1MMwb7Frqdf8e61HhCPijLMxq5cdLVCPV+NHwskzq1Qpf/hkDd/sm6PTP7vdnYz2w+/wtTOrVStsjPDinN/5z9CrmebuiSF18OlGrpg3wxZ8xWPtyB/Ra91eFdczZsySqMWr8eZZVadVvURWeijTsOVv4TexSjS0iqnkMJQPY9XkKS4e31Tm22dJK9/a0PGZJVHPwt/kpKBQm+GDQg7D89Z3eODavr/ZxAwvD6gkT0ZOrlccs5fTwzEEN65qhUd2G2sf3ciq/hpyIjAPDUgb/m+aJ+wVq7Uj5Cx3tsP/SHczo61TJK4nIWMi6G3748GF069YNNjY2cHR0hI+Pj/a5Xbt2wcXFBc2aNcPo0aORkpIiZ2m98nJuqnNDtC/GdULcuhHo2kqpx1YRkZxkHQ3v0aMHvv76a3Tt2hV37txB165dsXHjRrRq1QrPP/88AgMD0bZtW8yZMwfx8fE4cOBApds0lJEwItIPQ8kAWcNSpVLBzOzBnv2rr76KDh064N69eygsLISfnx8AIDU1FTY2NoiPj4ednV2F2zSUD4qI9MNQMkDW3fCHg1KlUiE4OBhubm4IDg5G9+4PZvuxsrKCk5MTQkJC5CxPRFRlquzUoTVr1sDS0hIvvfQSkpOTYW1trfO8tbU1kpPLvu+NRqOBWq3W/iMi0rcqCctjx47hiy++wO7du2FmZgYhBBQK3VIKhQIajabM1/v6+sLMzAxmZmawsLCoiiYSET0W2cMyMjIS48ePx86dO+HqWjwZhVKpRHp6us566enpUCrLHi328fGBSqWCSqVCQUGB3E0kInpssoZlYmIiRowYgXXr1sHb21u73MPDA6GhodrHubm5iImJgbu7e9mNUihgamqq/UdEpG+yhWVubi5GjhyJN954A1OnTtV5btKkSfD390d4eDiKioqwdOlSeHp6wtnZWa7yRERVSrYreI4dO4aLFy/i9u3b2LJli3b5qFGjsGXLFqxZswbDhw9HdnY2evTogZ07d8pVmoioynGKNiIyaIaSAZx1iIhIAoYlEZEEDEsiIgkYlkREEjAsiYgkYFgSEUnAsCQikoBhSUQkAcOSiEgChiURkQQGf3fHkqsxOQkwUe1U8ruv7yuzDT4sSyYI5iTARLVbeZOFVxeDn0hDo9FApVJBoVDAxMTksV+vVqthYWGBgoICvV2Er+82sD7rG3N9IQQ0Gg3MzMxK3XGhOhl8z1KhUMDc3Pypt2MIEwnruw2sz/q1uf7T4gAPEZEENT4sTUxMsHz58ifaha8pbWB91q/N9eVi8McsiYgMQY3vWRIRyYFhSUQkAcOSiEgChmUl9HVIt6ioSC91SVdtPaSvUqn03QQAhvX5MyzLcO/ePVy+fBlZWVl6GcG7dOkSRo0ahaysrGqvDQBJSUk4c+YMIiMjkZ6eXu319X1pa2ZmJjIzM6FSqfTy/U9KSkJQUBDi4uJQWFhY7fUjIiIwadIkJCYm6iWsMjIycO/ePRQUFBjUCDrD8hERERHo3bs3ZsyYgWeffRZHjx4FUH1/4SIiIvDyyy/D29sblpaW1VLz0fr9+vXDRx99hJEjR+KLL75Afn5+tdWPjo7G6tWrce3atWqr+bCIiAj06dMHY8eORbt27eDv74/Y2Nhqqx8eHo7evXtjyZIl6NWrF77//nsA1ffzFxkZiaFDh6J169Zo3LixNqyqq354eDh69eqFadOmYeDAgdi+fTtiYmKqpXalBGldv35d2Nvbi6+//loIIcS8efOEnZ2dSEtLq5b6YWFhwtnZWWzYsKFa6j0qLi5OtGzZUvj5+QkhhPD39xdOTk4iOTm52trw5ptvCktLS7Fq1Spx/fr1aqsrhBB3794VTk5OYsOGDSIjI0OsXbtWjBw5Urz99tsiODi4yuvHxMQIBwcH7fd/7dq1ok2bNiI/P7/KawshRGFhoZg2bZr4/PPPtcuys7NFbm5utdS/deuWaNmypfb9//rrr2LmzJni7bffFpcvX66WNlSEYfkQf39/MW/ePJ1lvXv3Frt37xZCCKHRaKqsdl5enrC3txcTJ07UqRUaGioOHz4sAgMDRUJCQpXVF0KI//3vf2LChAk6y1588UUREhIiIiMjxe3bt6u0vhBCTJ8+Xbz22mvCy8tLfPzxx9UamDdu3BCjRo3SWXbkyBExZcoUMW7cOHHp0qUqq61Wq8WaNWt0fv4yMzPF6NGjxcWLF0V4eHi1/NF6/fXXxdmzZ0VhYaHo16+f8Pb2Fo6OjmL9+vUiIiKiSmsfP35cjBs3TmfZunXrhIODg1iwYEG1//F8lMFfG16dGjZsCFtbWwBAYWEhzM3NYWlpqd0NqMrjJ3Xr1sXXX3+NGTNm4OjRo/D29sann36K3bt3w9TUFHl5eejcuTOWLl0KV1fXKmmDQqHA6dOnERYWBnd3d6xYsQKHDx9GXl4eUlNTYWNjg48++gg9e/aUvbZarUZaWhqcnJzw4Ycf4siRI1i5ciVMTEzw1ltvwcnJSfaaDxNCID8/H8ePH0dgYCD69OkDABgyZAjq1asHf39/7NixA0uWLIG1tbXs9RUKBTp37ozbt29rl61atQqHDh1Cbm4u7ty5Ay8vLyxYsABubm6y11epVCgsLIRKpUJGRgY++ugjODo6Yt26ddi1axfOnTuH2NhYLF26FA4ODrLXB4Dc3FwEBATg6tWr2p9xT09PJCQkQK1W49y5c3BycoIQQj/HMvUa1QZCpVIJIYTOX+6ioiIhhBArV64Uixcv1lk/Ly9P9volbdi9e7fo1KmTePPNN0Xbtm1FaGioKCwsFCdPnhRjxowRv/76q6y1S+oLIcSVK1fEpEmThJ2dnRg7dqwwNzcXV65cEUIIERISIqZNmybef/99UVhYKFsv+/79+0KI4l1AIYTIysrSPvfzzz+LXr16CR8fnyrrVZR8n0s+g3nz5okxY8aIq1ev6qz3yy+/CC8vL9l3x0vql3yearVaCCFETk6OWL58uQgLCxNCCPHHH3+IV155RXz//fdVUr+k7p49e8T06dPF5MmTdb4Xhw4dEgMHDhSBgYFVUl+j0Yjs7Gzx2muviQ8//FAcP35cREdHi/bt24v9+/eLjRs3ChcXF+3Piz7U6rCMjY3V7lqU98v/2WefiWHDhmkff//992Lz5s3aXy656qtUKm0bvvnmG+Ho6Ciio6N11n/11VfFtGnTnrpuWfVLJCYmiqCgILF3714xd+5cIcSDH+jly5eLAQMGyFY/MjJSjBo1SowfP168//77IjU1VQjx4BdXiKoNzMjISDF16lQxc+ZMsWLFCpGamiqioqLE2LFjxaJFi8SNGzd01h8xYoSYM2eO7PVnzJghfH19RVJSkhDiwfsv+Rkr+bmYPn26ePXVV2WvP3PmTPHJJ5+Iu3fvipycHPHuu+8KGxsbcfbsWZ31X3zxRTF79mzZ68+YMUOsXLlSZGZmij///FO8/vrronnz5uL5558Xa9as0a7fs2dPER4eLlv9x1VrR8MzMjLQt29f9OzZExcuXICJiUmZk4sqlUrtqSxbtmzBe++9h169ej31VFOP1jc1NdWOOE6fPh0XLlyAq6srVCqVtn6bNm3QsWPHp6pbXn2geFfU1tYW3bt3R15eHoKDg5GWlgYzs+KjNfXr10eLFi1kOZ3l8uXLGDBgAPr164fOnTsjISEBy5cv185dWvJZvPTSS5g/fz5OnDiBb775BnFxcU9dGwCuX7+Ovn37ok2bNlAqlQgPD4e7uztMTEwwfvx4XL16FV9++SWio6O1r3F1dYW9vb3s9a2srBAREQF3d3eEhIRo52ws+b/ks2jZsiVcXFxkr69UKhEZGYlOnTrh5s2bGD9+PJ577jns2bMHt27d0r7m2WefRZs2bWSvb2VlhUuXLqF9+/awsbHBt99+i1OnTuHbb7/FkiVLAAAFBQVo0KAB6tevL0v9J6K3mDYAAwcOFG+++aawt7cXf//9txBCt1cjhBCnT58Ws2bNEtu2bRMODg6yHuSvqP6jPV1/f3/RunXrUr1NueuX9GbOnj0rvL29xdq1a8XRo0fFhg0bRIsWLbS7hU+jqKhITJ48Waxbt04IUfxet23bVqrX+vBnsHPnTjFkyBDZBjm++uorMWXKFJ1as2bNEs8884w4d+6cOHLkiJgwYYLo2bOnWLdunVi+fLmwsrKSbZCjrPrvvvuuaNiwoTh+/LjOujk5OWLr1q3CwcGhSuvPmjVLNGnSRAQFBYmDBw+KadOmicmTJ4stW7aITz/9VNja2oqoqKgqrd+oUSMREBAghND9Xdy+fbvo2LGjSElJkaX+k6i1YRkaGiqGDx8u7t69KxYtWlRuYB4/flyYmJiI5s2byxqUUusHBAQIHx8f4eTkJEJCQqqlfokvv/xSjBw5Uri7u4tBgwbJ9v41Go2YMWOGOHfunDYQ09LSRKtWrSoM4+zsbFnqCyHEd999JwYPHizS09N1QnnBggVCqVSKuLg4kZ6eLjZs2CBeeOEFMWXKFFm//+XVX7RokWjUqJH2j+KmTZvEpEmTRNeuXWX9/lf2/m/evCmSkpKEn5+fGDlypJg8eXK1vf+GDRtq339WVpZYvXq1sLGxkfX9P4laG5ZCPBhcSE5OFvPnzy/Vw9JoNCI2Nla88MILVXKeV0X1SwLz0qVLYu/eveLatWvVWr9Eenq6SEtL0znYL4fffvtN+7VKpRI5OTnCxcVFnDhxotS6JYM/cp669ddffwkPDw8RFBQkhBCioKBA+9zbb78tOnfurH3PGo1G9tPGKqo/ffp00bFjR5Gfny+io6PF5cuXxd27d6ut/qPvX61WV/v79/Dw0P5xPHz4sGw92qdRq8Py4R5campquYGRmZmp1/pVpbL6VRESjx7mePjxiBEjxL59+7SP9+3bJ+sFAY++l3feeUc0a9ZM3LlzRwjxIJRv3LghunfvLs6dOydb7cet361bN9lH3o3p/Xt6eorz58/LWv9p1cqwLC8ASgKjdevW4tSpU6xfzfWHDx8uvvzySyGEEBs3bhTPPPNMqVN4nsTDV6BoNBqdgH7llVeEvb19qZFvLy+vUscOWd8468ulxodldHS08PX1FatWrdIeOK5IamqqmDlzpmjfvr3Iy8t76p4V61dev+TUpHHjxondu3eLX375RbbBtKtXrwovLy/x888/a5c92mMeP368sLW1FXv37hUhISFi+/btwt7eXty6dYv1jby+nGp0WIaFhQlbW1sxf/584eXlJV555RVJ5+qlpaVpz3lj/eqrv2LFCmFrayucnJzExYsXn7q+EMXnxdatW1f07dtXfPvtt9rljx4OWLFihRg6dKjo1q2b6Ny5s7hw4QLr14D6cqqxYZmUlCQ8PDy0F+WnpKQIV1fXUlfAPPpNY3391V+/fr0wMTGR9WB+WFiYGD58uNi3b58YOHCg+OGHH3RqP1z/3r17IjU1VXtyPOsbf3051dhrw2/cuIHWrVtj9uzZ0Gg0aNq0KTw8PBAWFoYTJ07A3d0db7zxhvYEaLmvNWV96fXVajVMTU2xcOFCTJw4Ec2bN5etHW5ubsjMzESjRo0wefJkbNq0CRqNBhMnTsT9+/fRsGFD7ftXKpWyfw6sr9/6cqqxYenp6YkxY8YAKL4SYtu2bdizZw+8vLwQEhKCK1eu4OrVq1i1alWVfINYX3r9kquXTExMZAnKkm2VTIbSokUL5OfnY8KECQCA7777DqGhoTh//jz27dsHS0tLmJiYyPY5sL5+61cZ/XRoq0ZKSopITEwsNbImhBAJCQnaKc4KCwvFli1bxJAhQ2Q9LYj1DaP+zZs3dZb7+fmJDz74QPt42bJlwsLCQtbrnFlf//WrWo0Jy0uXLomOHTuKvn37im7duom5c+eWOdlFyYxB169fF507d9ae48X6Na9+ySj7b7/9Jvr06SOEEOLEiROiSZMmYsKECaJz585i7969rF8D6leH/wfUAtpsFsWhxgAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather11.time, weather11.rh)\n",
    "axe.set_xlim(ldg_pp_1103.timestamp.iloc[0], ldg_pp_1103.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e74b90a",
   "metadata": {},
   "source": [
    "## 대기 온도"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "834ac5cc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:45.832236Z",
     "start_time": "2022-12-28T00:47:45.725518Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a525785ddb6044bba317b4a7dce8713c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather09.time, weather09.temperature, '-o')\n",
    "axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "0f829d1f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:45.939948Z",
     "start_time": "2022-12-28T00:47:45.833231Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "93adb8375363440398c5d94395fa5a99",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.temperature)\n",
    "axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "a11babab",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:46.064216Z",
     "start_time": "2022-12-28T00:47:45.941939Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7cfd1e1e667c4826a94ee4d949fa9893",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.temperature)\n",
    "axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "cd06afe4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:46.330503Z",
     "start_time": "2022-12-28T00:47:46.066210Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, '9, 10, 11, 12 월 광양 기온')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "89dcbc3993ec486da62cda1d187cb597",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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GYRiGYRgfWEBhGIZhGIZhGIZhGIbxgQUUhmEYhmEYhmEYhmEYH1hAYRiGYRiGYRiGYRiG8YEFlB7GI488gkMOOQS9e/fG4MGD8cMf/hCJRAJz5sxBXl4e+vXrZ/5Nnz59f28uwzAMwzAMwzAMw3QLwvt7A5jc8t577+Gxxx7DhAkTsHv3bpx88sn4wx/+gEmTJuHUU0/F888/v783kWEYhmEYhmEYhmG6HSyg9DAeeeQRc7lPnz444YQTsHz5cgwfPhxlZWUdWmcqlUIikUAwGEQgEMjVpjIMwzAMwzAMwxxwpNNppFIphMNhBINcFNKdYAGlBzN//nzMmjULf/7zn1FTU4PS0tIOrSeRSCAvLy/HW8cwDMMwDMMwDHPgEovFEI1G9/dmMFnAAkoPpby8HA0NDbj99ttx2mmn4U9/+hOeeOIJPPvss8jLy8MRRxyBW265BQcffLDy8alUCul0GgDMy1gshlAotM9eA7Nv+P0bq3DtyWP292YwzD7l92+sAgA+9h3QfsklPX0fd8Y+A3r+fsuGbPcx7zuG8Ye/u/YvyWQSeXl57D7phrCA0kOpra3FkiVLcNFFF6FXr1649NJLceWVVyI/Px87d+7E7373O8yYMQNLly5FVVWV6/G33XYbfvnLX9puC4VCLKD0QIL8vjIHIEHjmOdj306wE/ZHT9/HnbHPgJ6/37Ih233M+45h/OHvrq4BxyN0P1jy6qEEAgFMmjQJN9xwAx566CGUlZUhPz8fAFBZWYk777wTFRUVePfdd5WPv/nmm5FIJJBIJBCLxfblpjMMwzAMwzAMwzBMl4MdKD2IZDLpUn0jkYhWCY7H4ygvL1fex3YyhmEYhmEYhmEYhrHgWXIPgkp21q9fDwDYunUrfvOb3+Ciiy7Cfffdh+XLlyOdTiMWi+HGG29EQUEBjjvuuP281QzDMAzDMAzDMAzT9WEBpQcxceJETJ06FWeeeSb69u2L4447DhdccAGuvfZa9O/fHzNnzkTfvn0xevRobN68Ga+//jp312EYhmEYhmEYhmGYDOASnh5EKBTCddddh+uuu85138yZMzFz5sz9sFUMwzAMwzAMwzAM0/1hBwrDMAzDMAzDMAzDMIwPLKAwDMMwDMMwDMMwDMP4wAIKwzAMwzAMwzAMwzCMDyygMAzDMAzDMAzDMAzD+MACCtPt+cObqzHhltdQ3xLf35vCMAzDMAzDMAzD9FBYQGG6NYlkCr99YxWaYgnc9cry/b05DMMwDMMwDMMwTA+FBRSmWxNLpMzlp+du3o9bwjAMwzAMwzAMw/RkWEBhujWJVHp/bwLDMAzDMAzDMAxzAMACCtOt4dwThmEYhmEYhmEYZl/AAgrT5WiLJ/GNf8zFC4u2+Y5duKWu8zeIYRiGYRiGYRiGOeBhAYXZJ9S1tOMv767FnuZ237G/e2MVZi+vwfeeWuA7dtPuZtv1dJpLehiGYRiGYRiGYZjcwwIKs0+YctsbuOuVFTj09jd8x/7lvXUZr/fe11fZrs9ZvyfrbWMYhmEYhmEYhmEYP1hAYXoUq3c07u9NYBiGYRiGYRiGYXogLKAw3ZakogPPv+dt2Q9bwjAMwzAMwzAMw/R0WEBh9glTBpd36HHtiZT2vub2hOu2xVvqO/Q8DMMwDMMwDMMwDOMFCyjMPmHh5rqMxjlDYP+3cKt2bFs8uTebxDAMwzAMwzAMwzAZwwIK06Voi9sdJ8ur9ZkmKndKn+JozreJYRiGYRiGYRiGYVhAYboUu5pituv5Ef0hGpMElJ9+cRwAYGy/ks7ZMIZhGIZhGIZhGOaAhgUUptOJJy2hoyQ/7Dm2PWl3lRw0oFQ7Nma4VY4Y3gtfGFclnivhDpZlDnA+vB+4cyAQ4w5NDMMwDMMwDMN0HBZQmE5nZ6PlKimMhjzHOstyvEJkSWwpioYQDYtDOZbUj2cOUN64GWhvAt6+a39vCcMwDMMwDMMw3RgWUHoYjzzyCA455BD07t0bgwcPxg9/+EMkEqJbzdNPP41Ro0ahqqoKZ599Nnbu3LlPtqk5ZnXLiXkIIoBbMHFmosjsaRbCTDQcRCQkDuW4z/qZA5hIwf7eAoZhGIZhGIZhujEsoPQw3nvvPTz22GPYtWsXFixYgHfeeQd/+MMfsHjxYlx99dWYNWsWqqurMXjwYHz961/fJ9sUCgbM5bqWuOdYZwlPLKHvtBMIiPVurWs1HSjOxzOMSZ8x+3sLGIZhGIZhGIbpxngHUjDdjkceecRc7tOnD0444QQsX74cGzduxMUXX4wJEyYAAG677Tb07dsX27Ztw4ABAzp1m6rr28zlypI8z7F7mttt11fXNGnHkltlwoAyy4HCAgqjY9ksYPJFuVnX1vlAay0w6sTcrI9hGIZhGIZhmC4PO1B6MPPnz8esWbNw/vnnY968eTjiiCPM+3r37o0RI0ZgwYIFnb4dX3lojrmcTHmHvN772krb9dL8iHYslQZFw0HkGQ6UxraEdjxzANLeYi2vfDl36/3bCcATXwJa9uRunQzDMAzDMAzDdGlYQOmhlJeX4/DDD8eVV16J0047DTU1NaisrLSNqaysRE1NjfLxqVQKyWTS/MsVXqGwry/d7nKcPPjuWu34H/1rEQCgpT1pOlCcDhbmAOfZb1rLx92Q+/XXb8n9OhmGYRiGYRiG6ZKwgNJDqa2txcKFC/HEE0/ggQceQDqdRjBof7uDwSBSKbWgcdtttyEcDiMcDiMvz7vsJhu8Mk2e+nSTuVxWoHeeAMAaSWjZVtdq5qz4dflhDjBWvGgtB3N0bCQkkW73mtysk2EYhmEYhmGYLg8LKD2UQCCASZMm4YYbbsBDDz2EXr16oba21jamtrYWvXr1Uj7+5ptvRiKRQCKRQCwWU455eUk1Hv5gve+2TBpUZi7Hk2mkNGU8Le2WuPKVaUM81/mtxz8zl/MjYmJckh/27fLDHEDEGu3XE23qcdmSlkTAhf/MzToZhmEYhmEYhunysIDSg1CV2kQiEYRCIUyePBmLFi0yb29ubsbq1asxadIk5bqCwSBCoZD5p+I7T87HbS8us7UpVrF+Z7PYlpBwieg65ciukrH9Sszl7fXuie86Y53yevMjISRTaQ6SZQTNjjbdO1eqx2VLSvqcTbowN+tkGIZhGIZhGKbLwwJKD2LJkiW46KKLsH69cIVs3boVv/nNb3DRRRfhiiuuwMMPP4wlS5YgHo/jpptuwrRp0zBy5Mi9fl65TbGTdDqNRkNg6VUUBQCtS2Ty4HJzeem2BnP5e0/Nd4298PBB5nJ9q2iNTEGy7EJhAAAJh3MqVyGyKUkwDHmXmjEMwzAMwzAM03PgNsY9iIkTJ2Lq1Kk488wzsWvXLhQXF+OrX/0qrr32WoRCIdx55504/fTT0djYiCOPPBJPPfVUTp53T3M7BpQXKO9rlspymmNieXt9mzLjZEivQnN5iiSmzN1Q6xpbGLUO3UEV4nEkoLTEEijO40P7gKetvnPWG7PEPbz0Y+Dg8zrneRiGYRiGYRiG6VKwA6UHEQqFcN1112Hp0qXYsWMH1q5di5tvvtkswfnWt76FzZs3o66uDq+++ioGDhyYk+dNpfWtiVsNAWV4nyJMHCiyUDbsblaOjYatw3Hy4HJzvAq5TOfY0X0AAJv2iJa17EDpfny0ZhfO+MP72LynxX9wprx1R/aPadxuL9FRUb/VWm7Znf1zMAzDMAzDMAzTLWEBhelU2uJiMlqSH0Zliejms6K6UTlWDpctiIRw9/kTXeshKC9lXL8SnDlpAABg0qByAPqMFabrMvOhOVi6rQE/+e/i3K10w/v260WV6nHE1nnAfWOBf3/Ve1wkf++2i2EYhmEYhmGYbgkLKEyHkAWNeFLvQKk2AmAXb6lH72KRgRLSHHWy8FEYDaGiMGpeH/eLV9HQJrJOUqk05qzfAwD4yWnjzAyWqLHidnagdCuSknD20docOjrK5E5OASAZ9x6/dJa4XP6C97hWd0kZwzAMwzAMwzA9HxZQmA7x4Zpd5vILi7Zpx736+XZzeZzRWWdZdYNyLAkfPzp5DPIjIfQrtZ/pn3Tr6zjyzjcx4iYrDJRcLYBVAsQCSvdi9vIdnbPiAVPE5Sm/EmGvfqU5aT5uGIZhGIZhGIbRwwIK0yHKJXeILJI4OXJELwDAmL7FCMDuFHFCwgdlnwSDAVw+fahtzPYGd0tjwhRQuISnW9HS7t0Gu8NQyU5+GRAMAykfB4qfwEL4OVkYhmEYhmEYhumRsIDCdIiA1LnYawJc0yhayR4xvBeGVxYBAGYtVDtWlm8X2ShymOxt50zw3I7x/UvNZXpcLM4CSndieJ9i2/W0RyhxVqx7R1yGokAwYm8/rCKdqYDSvlebxTAMwzAMwzBM94QFFKZDLJfKcGQRw0kkJJSWmoYYyqXWxbuaYq6x/ctEyY5z/jz/Fycr173gFyeb+SeA5WzZ2aR3qTBdD2fJ1burduZmxXvWisvFzwDBkBBQvMSZT/+a2XpZQGEYhmEYhmGYAxIWUJisSabS+Nlzn5vXx/XTCyjUUnhc/1KMqrKcBjsUpTjUmri8MGK7vcJx/VfnTcCSW09BRVHUdjutM2q0bWa6B1vr7K2LdzXlSKCIGsfbtG+LDBRAX6bTWpf5ep0lPO3qttwMwzAMwzAMw/QsWEBhsmbuhj2267+bvUo7trVdTFgLoyEEAgGM6CPKeBpa3eUUVHqTH7EfloFAAD86eQwA4NOfnYivTBuKkvyI6/Ek5MQSGZZiMF2C1na7A6U4L0cC2OBpxgqrRAYKoM9B+eC3ma/X6UD505HZbxvDMAzDMAzDMN0OFlCYrJHbzvqxwsg1KYiISfE0I1R27c4m11gSPvLC7gn0908cjQ13n4GqknzXfQQJL21dPAMlnkzhzP97Hxf/9ePc5X3sI5pjCazYru6i1FF++4ZdgGuK5UgASxhlYuF8SUDR5KB8+rfM1+sUUOo3Zb9tDMMwDMMwDMN0O1hAYbJGDpAldEGyZUbuCZXn1LfGteugcp+8cMcOy3xDpGmLd20HyvLqBny+tQGfrNuD15Z2UgvfTuLgW17Dab9/H4s21+Vsnc48nKDi2OgQ1QvFZTjfKuHRddDJL898vdyFh2EYhmEYhmEOSFhAYbImqFA/Hnx3nXLsgk21AICRRv7JwQNEi+IWhctghaILTzaQ8LK6xu1u6UrIDpvXlupbQMss3VaP1TsaO2uTMmJPs+W8uO3FZZ32PIlkjlw57cZxEM6THCgaca3R0Rmqfot+vdsWiMvJl+zd9jEMwzAMwzAM061gAYXJGpVB4A9vrlaOrSzJAwBEguJQK4oK8UDu4gMAm/dYQaKqfJNMaGwTLpjejnDZroac0fLcgq2+49PpNM74wwc4+XfvdeZm+fLSkmpzed7G2k57nvZkjkuwQnmijTGgz0BxsuZN/X2LnxGXJMr0GdvxbWMYhmEYhmEYptvAAgqTNQkpA6XKEEgOGVKuHEt5JNRZhx5bELVcGEu31ePY37xtXg91sIZjaO9C4zm7dgmPs22vH7UtXaRkZB/ltSRyLaAEAqKNMaDPQHHywvf9x1BZEHfhYRiGYRiGYZgDAhZQmKyRHQI/OGk0AGDBpjqlcEFuC8onGdO3BAAwf1OdOeaMP3yQk+2i54hlKVDsax7/ZGNW47fUtvgP2gfc+7q+21IuieeihEcWewp7+WegdARqk9ywRV8axDAMwzAMwzBMj4EFFCZr9jRZWRhnTx5gLr+zssY1ts3RmphEjj7Fosxm3sY9rsd0lO4SIrtQCmA9fGiF7/jivHAnbk3mUABwZ/HFCf0AAPFUDgQw6sBTOlBc+mWgDDs2++co7G0t1yzP/vEMwzAMwzAMw3QrWEBhsub3b1pOBDmvZI0ivHXJ1noAVnBqhVHKQy6R8x/42DZe1Z0nUyhElp6zqyKX8OxubvcYKciJI6MbEAmJ9y+eyMHrpbKa1jpxaQooGhEolGHuzk7JhXPEN63l2g3ZbB3DWKRSwNb53N2JYRiGYRimG8ACCpM1oypF6cKkQaKjzg2niRDNpdsakHbkZAwoywcAFOUJAYU67OjKbOb//OQObxeJL4MqCjq8jn1BdX2bubx+l39+xm6pzW8q1bPElKT0eihHJ5ETB4qxj/PFMWoJKJoMlK3zjY24VFyGNEHEMSn8OFoEDDlKLHMOCtNRPvkz8LcTgNv77O8tYRiGYRiGYXxgAYXJmgkDxaR0+ghRwjCiTxEA4JXPt2P4T1+2jW2JJxEIAAVGeQ05URZtrsOwG19yrbtiLzro9DIeS2VDPYVrn1loLuekvGUf8PAH6/Huqp2+4+JSnk6hESycky48JKCUGSU8ZgaKRkBpqxOXY88Ql4OOUI9LOhxDw43Sn6bM2lEzjIsl/7KWt3y2/7aDYRiGYRiG8aVrhCsw3QpyDQztXWS7VNEcS6AgEkLAsIeQA0XF+P6le7VdlIHS2sUzULKlptFyoMSTaeyPSJSaxjb/QQardjTitheXAQA23H2G59gdDdZ6w0ar60QuSpYoAyUsHFC+DhQizwiGdQolRLxVXI4/y77euk0d206GqV5kLTdW68cxDMMwDMMw+x0WUJisoQwPyhwZ3scuoLTFk8iPhJBMpRFPplGcZ4kmeRoB5VfnTcC04b2V92UKuVxW7Wjcq/V0Nn2Ko9jV5J99oiKeSAF5Od6gDPjukwtctyWSKYRD7vfzlN+9l/F6G1otQSNiHBvV9a0d2ELnxhnCTNjYWSR06IQRomSA9zjKOqEA2cJe4rLJHaDMMFkT2g8fboZhGIZhGCZjuISHyRoqsSA3SX4khO9/YZR5/3Yj44OcILUtVjiiTkD5yrShGFVVvFfbVRQVk+S9yKHdJ8jiSTDLjW3ZT+6aTze4uyW1ZdAuOumT2fLMZ5ZzI5bL19ZqbC85UCi7pE0RMEy5PaE8kWsC6AM9qRSotVZcFvezX2eYvSHds9xzDMMwDMMwPQ0WUHoYr7zyCqZOnYq+fftiyJAhuPnmmwEAc+bMQV5eHvr162f+TZ8+vUPPQQ4UuRznR6eMxYSBogTnzRXibHzcGDdCcqg4HQt9S/Pw2rXHdWg7nJTkh5XP0ZVJpYWTI1P+t3BrJ25NZvQ3goHjGQgocZ/XtqLacgtRhk2+kZOzdxjKVO1GcUmhsKpuO3LgLI3TOVAoLLbvRHFZMUxc7lqlHM4wWcFOJoZhGIZhmC5N95lpMhnxy1/+Eg888AB27NiBTz75BA899BCef/55NDY24tRTT8X27dvNv48//th/hQpUAgoA9C8T3W8+31qPFdsbsLs5phxHFERCmHPTSRjbr6RD2+EkGAygMBrCngxaA+8vnF2KAOC/87dk/PjfvLoyl5vTIcoKhAiRSdir35jPNlrODcqwyUmILAkg/SeLy1KjNCcRc4+l25prLIFl92r1erd/Li7JqVI+WFw27di77WUYwAozPlBJJYFHzwRm/3J/bwnDMAzDMIwSFlB6GB988AEOP/xwAMCAAQNwzDHHYNGiRWhsbERZWVlOniNmTHDzHE6PyUZb4+cWbMVpv38fJ/1WZGHoBJS2RO7t6mGjJqY9A3fE/kCVfbJqR9N+2JLsoHyZ8sIIIsb7nsk+vv7fi7CrSSFaGHzt6GEAgDF9i83jJCfvnRkiS84TD2dJSjoOI4Xisriver0F5eIy3iIu86Tg4zv6AtuXdGhzmW5AvBV45UZg28LcrZMydYgDPYx49xpgw/vAB7/d31vCMAzDMAyjhAWUHkY4bOUCJxIJzJs3D+PGjUNjYyNKS/euyw3x0mLRKSLoCPA4alQf5fiopqSmNF9RTrGXNLSJUNLmmE+3lS7EyMq9y37ZF1CezXWnjDWFDr/yHAB4bekO3Pnycu39JUZLoXOmDDSFmUzW6wsJJRTKaQooimyTbVJAbigsAmfjmq5D7YbY1WeMuAwEgP5TxHKiDXjwGKCRWxr3SOb8BZjzAPDX43O3zl1r7Ncps+dAJci59gzDMAzDdG1YQOnB3HnnnSgtLcV5552HxsZGPPHEE+jfvz+GDRuGCy+8EEuXLtU+NpVKIZlMmn8qnM6CQ4dUKMc5HSgXHS7KHo4Y3iubl5MREwcKF0xz+/4RUGKJpLJMh6DylIHlBbh4qtgPT87ZmPH6jxq5d52K9pb1u5oRCQnhLK5pN+zcxqVbG7Tr+8NbYgL56EcbTKEtJyU8ZheeDBwozlyUVAKI1QNJxTFE7oOo1HnqipesMFkAuG8sEOvanaCYDpBtPkl7ixVQrCPo+Bd8oB83QSn/KNF1SzEZhmEYhjlwYQGlhzJ79mzcf//9eOaZZxAOh3HppZdix44dqK6uxty5czFq1CjMmDEDNTXqScFtt92GcDiMcDiMvDx1a81IhmGtznE/PmUMfnHmQfjthZOze1EZUBgVP8A72iZ4b5izbjfG/+JV/GeePtOktV2IUQ1tcWzYLQJJl27TCwxOMYZKafY1g3uJfJvzDhnoW8KTcmxzUZ7/Nu9sjCEaNoSZhM+kMxPm/FVcrnhJXHqW8BiuFAqGJVa94h5bVCku5TPlecXAdSuBcIF12zt3Z7/NTNcmmMVn7/NngTv7A78s9xZRnI6obe524QcUcjndwif233YwDMMwDMNoYAGlB7J06VJccskleOqppzBmjCg1KCsrQ36+sIdXVlbizjvvREVFBd59913lOm6++WYkEgkkEgnEYpbTRO4Yc+K4KtfjHvjKoa7bWh3taatK83HlMcNR0gklPE1G6c7mPS3K+9fvasawG1/CZX+fk9PnXb+rGRf99ROk0sD1/1msHUeiw4QBZehdrBamZOpa7BOsBZvr9mo7OwoFxxZGQ75OEaczpaZRn4FC6/3jzEMQDYkJakObpoVwNuwwskh2GyUS5DJRCSjkNOk/yX67quVxy25xqcpIuV4Knv34j8D79wGPnSuyM5juT13mTjH852vW8rp39OPCju+AssFZbVKPQxaUqOMVwzAMwzBMF4IFlB5GdXU1zjjjDNx999045ZRTPMfG43GUl5cr7wsGgwiFQuYf0RyzxBBVu+AvTuyPDXefYbstfx+6Job0EiGgW+vUk9YT7n0HAPD+6l2epTbZctsLVjmUl0uExKSivBCmDlWXPMk89ME62/WB5QWakZ3L2hoxmcmLhBAICKdIXYva5ePMMAkGAspxgBX6O7KyGGGjNGjdrhxMnKoOFpejTjKeyJio1ivaQJt5KQ5Br1BRLrVzhbiUS3iIvBLgRyus62/eBqx7G5jzYObbzXRdKoZ37HFeLa5JMOgzVlwmNNk7BwqywFk5bv9tB8MwDMMwjAYWUHoQzc3NOPPMM3HZZZfhyiuvtN133333Yfny5Uin04jFYrjxxhtRUFCA4447LqvnoM4543xaDy++1RJvlm1TnMnvJEhAackgRDaWw049smCTSqfNUh0nbYaAkhcJ4UuHDfJdb63DgRLrhM5FmdCvTLiXiqNh7GwUkzyVgAZYLpuTxguHUltcv81VpWK95YURU3galAuRaLQhnBx0rrgkN4mqDINKeKjM57ArxGXDNvfYYsN1la/paFXa333f7FuBDR8At5YB69/PYOOZLklehu3WnTkm1Yv0Y0kwiRjhsSqH1IGEHMDsIbx2ZwLpBPo2LkUgvX++yxmGYRiG2TtYQOlBzJ49G/Pnz8ff/vY39OvXz/z75je/if79+2PmzJno27cvRo8ejc2bN+P111/X5pvoIGHAz1VC3VWAfZtHMqyPcAa0ZSCOJFK5c6A0tArB5tAh5YglUvj3vM3KcdvrxYQpGAigKCr2UZ/iqHa9TseJsxxqX0Hve14kiDF9xUQyrtnHVNpzzwWTEQoGPLeZ3Cp54ZAZNpwTYYuyFCirpHSAcV1x3JILIGg4UFr2iMuQ4n1pN0rDqN2xiu8vdN/2qOHK+seZ+scxXRv5eNg8Vz/O2cFp4ZP6sc9cKi5JZDnQHSj//LK1rApx7gEcu+H/MHPxFThy09/296YwDMMwDNMBuGdgD+Kcc87xLEuZOXPmXj8HOVD8wkwD0tnDfVl2UlEoJsGfrt/jOzaeSAHZ6UdKEskUtjeIic85UwZi/qY67NTkfoSMkpVYPIlQMIBAQN/NBgDueW2l7frmPfsnT6MtkUQgAOSFg4j4tDHeYmxjNBxEQSSExjb9RIjcKpFQAHnhHHbhSRnPSWU5JHioOnuQgEJj+08Clj8PNCnaETfXiIl0yOOrs7AXcMEj9hwMpvsjBwdvXwwMnprZ4wYelvlzJPR5QQccqRxkIXVBJm6fBQA4aOdL+HjoVft3YxiGYRiGyRp2oDBZUdssftQmM8gP+cMlhyAcDODJb0zr7M0yKTBcHeWF7oDaB95Za7uuEwCyZUutJWoUGc4bXQkPtVcmF0ckGLQF83ZV6lriyAsHEQgEfENk6fZoOGiG+ur2dVwaGw4FEQzou/tkxfbPxSU5TswuPIoJqisDxRD/Gnc4NtZ4nwMZfG0efB4w7WqxXOQOW2a6IYuespbLh+rH7Vxuv751XubPsV0fQH3A4exQ1EOIptQB5wzDMAzDdA9YQGGyImmUvaQyKH85e/IArLnzdLOsZl8wqEK4XT7bUOu679evrrBdj2fwGnY0tOGcP32ILbX6H71ySGp+RHyk2jRZJat3NNnGRUIBTweKilyG32bC7iYhOrTFLbED0AsdRUYr6UgoiKG9jUwajaBkOlCCQXPdORFQKKuEHCcUIqsqkUg6MlDySu2PIXYabqBQBralQACYZJQj9JuQ2TYzXZdEu13c8Gpp/I+zOv48B3oXHpkl/9nfW9CplMYUDjeGYRiGYbo8LKAwWUEOilFVxft5S9T0KhSTYCoH8UKX4SEz7c43sWhzHY759dv69aTEeiYPLjdLm0hscELOGCprCYeC5uP96G8EuerW3Vnc9uIy2/WI0S1HJfyk02m0xJNme2Jrf7gFlHQ6jd3NQuAIGqVN0VAwNzkvZP8vNyakJIa0NejHkgOlxGhR3FZnH7f4X8Y6h2S2DSTIrH3Lfvs6devwfUI6DdRuFJdM5uyyl9KZJWK5Ysxpxno5WNRk5UtAht+NDMMwDMMw+woWUJis2GC0mN2XrYmzgSbuu5vbfV0yfiU8y6sVk20FVK6ztbbV3C86EeD+N1cDANYb+zESCiCdtpw9XhREvdfdWYx1dFyKhPQZKLFECuk0UGhsKwlZDa1uO/6OBnc5Tdhj3VlBWRIknLTWicvlz7vHUgkPhciGjcweZ/cUEkJGnZjZNqhCaAGgsTqzx3cGH/4euH8S8OYv9982dEf+cbb9ejbdckgc8eLLj2a/3p6GStTbvWbfb0dXIpUCPvidVZLIMAzDMMx+hwUUJmPG/fwV3PWKKIPZ12UkmUJOBgBYsb3RY6R/WOkX78+s5ezTczcBAHY1xUwBJaYROWi3vb5M5Gt4iRFOSIRobMtdNkB9axw7Grw7fwzrLUqwqLOS1zZTO+dqo9sQdWBSddZR5ejsMRwpupKfjKFSnbDRHrakv3Wf86w2ddYhwaOg3NjAuGhBvGmOuE7ZJ1PtLcK1hNw5PADsYaT7mtm3isu5f99/29BFGLbnQ/zww6nA9iX+g1sdodTZ5HNEPEK0gxFRMhYpEMs9NPcjI1SvPZO8oZ7M4qfFZ/bBo/f3lmTFp9WfYkHNgozG/uyDn2HiPyZi+e7l/oMZhmEYpgtwgP86YbJBFhxGVHbNEh4AGNNXbNt/528xb1MJPrOX1WS8TnJUqJg2vLe5TNkmOpdIZYlwRFx/6lgAQNgsh1ELKBMGijyOv3/1cPQqEhP8nGSEGEy57XU8PXcz3l6p3xcbdgu3zDGj+wCAGSK7eY87F+bFRXZ3xcSBZQCA5pi75EH1now1wnVjmgyZjDEdKIaAMkyagDRus4+t22RskPGc1PJ45wpx9vfhU4C2eqBmqbi9sDcyQudA0d2+L6BuRF6T+gOE85ZfKxYePCb7B2dTwqMbm0qK8rGY4XQLRXuuA+XjP1klcDqcZVKA9Zk8UJl19f7egqypj9XjytevxOWvXI42n7bcc7fPxfNrhSvwwhcv3BebxzAMwzB7DQsoTIegLjJdkUuOEBkVCzZZQbI7m9zlIr+bvSrjdXo5IrbVWV14/DJQpo8Qk+9Jg4SwQOGpCU2QbGWxEFzKC6PoW5r7DBTSMO56WX/27zevionNK5+L0MO6VjHJo45DMk4hpjBP7A+5UxFBr5mCZgFLgIrt7WukzicqscLZFaVICEMIGCJZ6UD3Yz550FqOFLrvV7E/hRIdcUP0atpxYLsdnJDLKFOyETqSGgHF6XwJRXqkgBJKtgGv3QQ8+03vgf/7rvs2nwl4d6esbYv/oG7GlkbrNTW2e7tAH1v6WGdvDsMwDMPkHBZQmKwZ3qcIUwaX7+/N0EKZHYVRa4LfmRVHbyyz2t2aGSg+XWfIxUGlLS0axwq5fgoiId98lb1BdtH4MaSXEBBUsS0njhPdb8hJUtusnxC+tlQIMht3W06WvLA+dDYreo0Ul3InnVEni8sd9lBc061SXCkupa5KJu/cKS5LB6rvV6Er4UkoWik7qdsMPDWzc7MPGrb5j+mpOL8QHj4lu8d7iU/F/cTloV8VlynNWKdYEooKx0V3CZJNp1DQvsd3WCSVoQhSvdB9WyaflW7M2cuv29+bkHM+rv5Yuawijcz/McdSjXh42/l4e89vO7xtDMMwDJMLWEBhMua57xyNx75+BN6+boYZaNoVGVguyhM+WLPLvG2vHQ0AEpoymy8fPggAcMak/pYDRVOCQoJIJGwXUHQdgWJS62AKZPXLLMkUuYQm4RFie/QoIa78aeahACyRQ1Vm08coUTpxvBBSJg0qB6B2oKzb2ey6Lc9woOzxEF4yIuVoTQwAfQ9Sj6VJmtyeeMIF6rGFvTLfhqjDpdV3orjc/In/Y5++RHQh6czsg0yFoJ7ITkW5SDboRBEA6Ge8zwPF50UrtjhzaEhw6ybOoB9+NA1XzT0VvVrWeY4b1DC/40/SwxwopW120bJPy9r9tCWdx/3z7zeXA/D+jvmkOoPvQoN3asV617d9iK2xRT6jGYZhGKbzYAGFyZjJg8tx3JjK/b0ZvlBWCAAs3FwHwBI0pg3vhfMOUZRoZICqDAgASFcZ1rvQdIm0aRwoTUb7YnKgjKoSAa2qkFXAElzywkHsMp4/HMzNxFfOtPHKHAkaE20qtYkaQo4qi4WyXCholkQaKvuRoWOpRCoFovBZVcBsVlDZhOwC6TtBXG79zDGW8lIkseWMe0X3lEv/ax977gOZb0MobO/AssMo2Zj7kP9jY02ZPw+TPZQ70lG8RI5G4axCRHy2tY6SxU/br5sCSvcq47l48dc9748k3eJpxng5UJIJ4NYy8dfuzmPqigyv/WB/b8I+pTDsXe6YSmd+YmNrzAqlfW33bR3eJiZ3/G3x3/CT937SZZsKMAzDdBYsoDA9jmJpQk4lJBRimhcJ4TcXTPJdh6rTjS68dZMRphqLp0yXSJtm7KcbhOW9wVi/l5sDABZvqTfGBXFQf5GbkqsSnrZ2SUDxcOjQvnO2JlaJPnEj1yRihOMOMsp9VIGz5KQ5a8oA87ZJRujsXjuGyCEQlAQU6n6TV2of6wycBYCCCmDmM8Cok+xjqw7ObjvGnGotkzNB7giko3Z9ds/TEbKYvHQb6rcA7/5GhP568favMl+nnH9DeAkoJJQZ+UaebhUZckt1AwfK+JqXzOW8pNtJJlOXP9i64uyA5UfDVv19Cx63lv/ZPQJI90pM6i6lXRJtSW8H0UVjLzKXR1eM7uzNYXLMHxb8AS+vfxk7W3fu701hGIbZp7CAwvQ4AlJpQqMx+a8zWgDXt7Sb7ghA3475bqNds8xWRRkKADz4rrBhP/bxRgSDAeRHgmhp9+7S0RwTP4a9xAiZaDiIgqghzuQoRLZZ2sZFW+q04+j5yF1DDhRVmY3TgVKaLwSMgKJchISu+lZrwpgX8RaUMoYmobIDpWKYuFz+vH1sy25jbB58CWb5lTnkKGt50FRxefCXsluHF+3NwCcPZJYVkXC8X7pw0+7M/ZOFOPLHI7zHOQNch0zXj33nLmv5+BvFZSaiCAl2OkHk+J+Iywnni8sWI08k7i1IdAWOX/+7jMdevERq+51tV52oR7e3F6+1ljdk1nJ+f1PUvst2/ePBPsG6Mnu8S6W6InOqvcOZBxRb4nmsh+fd9GS2NR3AeVoMwxyQsIDC9Ei+fJjIJUkZ2R4klPQrEy4DyirRddeRWyATdylEFQA4qL9wNFxyhDjTWpIfQVs85dlueMZYUb5CgoFX2CogxIt8w61CbYX3Flm0GVShb2tLpT4knFBJz/Z699lFyokJGwIK5dEsMkqpbM9vjB3Zp8i8jbrw7LVIlIqLrjqycFM+RD22yegcpMsEqRguLmnCmw2VY63lAUYmRi6dH3cOAF69EfitJt9FZtsC+/VuViqSEdQyuGm79zgSzQgvp0PUOj6RZ0zo92gcQrLDov9k4zaNgEITYgo8pvbY3WAiGU5Z29gcyTyAOmt3TQ87Ruvz7eWjyWAWnbqyaZ3dRXhuzXOe929vtj6nfm4VZt+RTCWRzMLxdNkrl3Xi1jAMw3Q9WEBheiSVRpgplbvsbBQ/+CsKxQ9Wmqiv3anOmlBN4HVBq8uqRZ7CQQOEkFKaL848q8qACqMh5IWDpkNjhyFCeIW4iu0NoclwjHhloKTTadz8v8+xvNo/40EWeLzaNJudgwwBpaxAuDrkrBlzrFHCEzVKePqWivehptE9KXSuF7BKmuTOPB0imXB3waF2xamE3Q5fZOT66M52z/wXcNwNwFHfz347AgHg1nrxRyVC2QoomdSXt+zyH+OcjPpNTrd/7hZduhONO/zHEM7AXxk5iLjdEC8LytVjl82ylqndtc7ps+Tf4vK934jLUuNsfLzr53ksrzzdXN5cdph2XEXLBvsNmYgAB50DHPMjsdzDBJQT1t9nux5M6/dHKOV47ST0dmFasjx2y/LKzOWaFu/XN6LgGHO5T2RUdhvGZMyetj2Y8vgUTHl8CjY3bM74cbVttZ24VQzDMF0LFlCYHgnldazfJSY8P/mvsOz/e55wlow3XCOZTNTJRXHeIQM8x72+VEzYSg2BoaHN/eO4PZGyCQYjq8SkPaWZJIeCAVOwGFMlJnle7oxz/vQhHvt4I754v7+lXS6ToawVFZTxQsG31IFJlcXidKBUlVq5IjsdIopKQNnTLMaU5IexV6Ti9vwTgvJHGqut22iSFtacDa4cA3zhZ5b7oKOQw2X3muwel6szz//9hv26lxsgnRYdgP46IzfPvTekUpZwkQ2f/DnzsV5lM7IjpGywfhxgL7OgEh6/94+yccjp0tT18wSqSyeay0GPspxQ2nGMee2LAYeIy5Nu7VZ5MHuD1747dNuT9hvqNnXy1niQTmcUbP3htg+zWu3CmoXmcn4oXz8QQH7Qyq5KpnuWsCazqzUDMRziZMkdn9yB51Z7u3wAoD3ZjhvevQGvrn/Vd+y/V/7bXH5yxZMeI+00xTn4nGGYAwcWUJgeCYkXRVH7RDxpOD0qDPdEXNOaWOZLhwrbdW2L94/5K44eBkCU8ABuB0oylUYilTZzTwBL6FGFpqbTaSRTadNxQqLCgs36Mz2yEPL4Jxs9t1d2oKjcJE5MAYU6DSkEFOqiI+fMDDGCZOest5dN0PPLY0eTSJSLDJSQQoQhUUU+m0sCSigLO31HaDd+YJZ6C3Eux0Kmk8i4jwXeWdbidXa/Znlmz7kveOSLolRp1jXZPS6bNs21G/T3jfqCtWx2ytEIAbLYYgooPu/f2f8nLhuMHIFk1y/hCUpCiJcIkA44fmJ4CSjkdgoXdLuWzh3Fy4EyoMHRqvf573by1njwyg3APaOsY1TDPXPvyWq172+1hP5YMubZzSUtOfdCgQzyqrohE/8xESf86wT8ZdFffMeurluNZ1Y+g5s/utl37EvrXsIrG17B9e9d7+sUeXTpo+Zy3OPz57wvW/cRwzBMd4YFFKZHMsLI1dBNxEdWCjfB0m3+pS7/95ZwDDzwzlrPcZMGlgOwSngaWu0/jkkwkH8jmi2BFUIOlfWEDAGl2FjvLk075YRjHb+Y9bnn9soZKK0eJTxE0NgOCpNV7TsSqGR3ColUz86350zEk24HipmBksH2aEklAaTVDpSKoeJSdqDQpK6zBRRyv/jVlstlIEDmXVza6rLbHi8BZcun1rKfMNPZbP5EXC58wh2Eaxs31369NUeWcnKdfPE3/qKInHnjJ7b0M7qBFfQSl4MOF5fxvejUso8ISs4SLxGgsmmV/QadgLJb+m4NRbttS+ds8RKfEkGnIyMDQfCj/wP+77Dsux358elfgUQrsOo1z2F7040ljTQSHsdSEtZ9rck9HX6e7sAfF/7Rd0w2goWcL/PVV7/qOVZ2krQk9M9RG7N/v3InHoZhDiRYQGF6JGaZiWYirnI/6LjACKTV0dtwbxTliee0Snjskyxq27tbCow1u/Ao3BwkRtA29jPKYSjHxclbK9w15CqXCCF3v2mNJ83nk1E5dKikqFRRZkMCSGWxdYawtqVduX0UhhsNyQKKUXq1Nxkoqg485hMYNfdyDonpQFGMzyVmWYKPw6DeEWCcabec+8b6j5HxEhhe+IH0/F1oEpvwEHOcLpJ5j/quriVSIa1b877Ix5OfM4Le43FnWgKeTmyh56PSHcrg2Z+lGhly9EarPMpLQPniasfZcV176SYpryYc7fElPPGg+H4Mejhyxux+037DCTd5r7S1Dnj956JEUO4clUti3iccEo7XM72/R3crBe0e3zWrWmaby82p3dpxBwpvbXor47FbGq3/KevrNQHYCoJOB5nE82vt3eyyCZ1lGIbp7rCAwvRIqMxkgdH9ZVhvUUbyl8tE4OGEgaKeuqbR++x6eWEEU4eJSdZZk9WlF+3JFELBgJn7Qa17ZYECsFopy5D7olkh9DgdKFQapBNFVEGwTteHjNPJ4txeAEpRJWS0ala5ZkiYIgELAM47ZKBrHGAFxtrdKiQaZVF+4YQmrEFFCU+tUda07h3rtn1VwhM2RCWvLiu7VgOzb7Hf1lkCxge/zWxcV+r+4bXvOtDd6NXRtwJ9xogrusk97f9gRBJFNPuExpb0B4Ih77EkBtFxQWeU99dEJBkHNn+KQAathvOT1llqLxeFC527Rn7vOupA6UYTuLAREOslPrWGy+w3+L2+Xw+1limY2IuWPSIo2g9ZwH3Dv1xEJu7hnkspPq+xLMrXvMp9DgQeWfpIxmMfW/ZYh55jQp8J2vv6Fva1XecMFIZhDiRYQGF6JOTaqDK68ZQbro2xfUXGBrkettaqf9BTCdAL3z0GA4wQWd0PtvZEypZr0s/oPEPhq0SRISqMqCyCk6117u1IGmICZaCQKKHrmLOmxv0DZuMefTjmJofL49GPNrjGkIhDOSZEQSSEWCLl2icqAeTHp6idEWQ86ScFzQ402imrhJuM8XKg7BBhwpj7kGJ8JwsomZxVf/VG922ZlvBkS+/RmY3TCQv7A68JVjahsQZt4XIr+FUXVCuXeJEop3sPzUDiPJHBEgz756VQd6aKYcbz7SfXxcvXA38/Gectza7bVCaCi0km5Ukh2YGiEVBUpVxdSejz4cOhVwPwFp/MTkfkTEp47DufbBIX8VbgN8NFUHTNCu+x2xdnt275aTyO5Xk75rlu83KgOEmh+7zfXYmTh56c8Viv96OysNJ2fVND13fOMQzD5AoWUJgeSf9yMSlZa4gKCw0nSp5RYkKCSlGe26WQSqWxzuje06c4TwpNVZ/hjidTtlIg6vDjbCVMmSPU1QcAAkZde3mBe7IfN+rYyYGSb4g0WzSiD3Xy+cYxw/GNY4YD8G55LGePAGoxySniEHnhENJpSzAhyJUiC0p9pHIe2eWSILFFGktBufM27kV+BU2kVBkox/9EXE6VOtKYDoO97PzjR0YlPIr3y0twkbe5/+TMtmPyJdmN//D3mY3rDJyipZcDpXph1qsPIAUMmiqu6CbgJMzEGqxgYj8HCol3wQgQ05WtbAcCQes9pCyUzXPU45t3AbeWAXP8AyY7xDxxRnto/ac+A+1k5UDRigDScR8IWJ/dZk1HknbF2W65A1IXJCC5TRryhJvRy4ESp640dFx4Hfv//WZ2G/OG5HJ7oQPt2TPEsySndpXrNq/MDSdJZ4enbk6T6pj2YFLlpA49j9w62o+6WJ32vp0t9syTgnCBZiTDMEzPgwWUHsYrr7yCqVOnom/fvhgyZAhuvtmy3D799NMYNWoUqqqqcPbZZ2Pnzp4b+kU5Het2Ndsm7SRGVBSK++ducIfRNbVbP2rzI0Ezl6Ol3f1jN5FMIZW2ixHjDAFl5fZG21gSUGRxoa/hVpEDXQlyYVBpUFgSaVRumEVb6gAAEweVYeIg8SNpwaY61zjiz0YoLglEH65xT1acIg6x3chzcZb9UGaKM1tmcC/x42qz5MqJU8ZL0BpLXZN6Z9AVSEvM2O87FZ1kSo1yIrmEJ94qxI1surZ0BLNUw6NsTDUx103WUyn7fQUV6nEAsGOZtUxtczN1OjjDWfclS/5jv+41iXSi+0EvfXZ2FI/PvFxk9RsZ5JqQgELlWq1CJNGRTlnHXdRweTXuUI+9Z6S4fOUG4NfDvLd1H+IlArio26y+3Sms0Huhm1RSYHKpVB6YV5L5duwHitut79e4ERDrte9MYapqnPEgDwfKxg+y2xg5cFon2JkbEvK+X+KsEWcBAG6ZLgQaLwdKRBK4J/Q2SkWyMB6msjnuugFzttvfB2eejJN6SZjd05Z5qK7Xep2/Kx5a8pBmJBB1ODazKb9iBE+veBq//vTX+3szGIbpACyg9DB++ctf4oEHHsCOHTvwySef4KGHHsLzzz+PxYsX4+qrr8asWbNQXV2NwYMH4+tf//r+3txOo2+JVRbyyhKr40qfIjGxoTbGjW3uHxNyxkggEDAFjyVb3WeSyYEhB6GWFURQXhjBjoY2WwjrzkbxAyMsCQaUAxJTdAui8hmVi0RV8rN+p3DNFEXDKDSEiMKo+sev/EOJMkhIFJFJOnJYnPz9A3sgnS6cd/Mesb33vb7SvI26BoWlcp9Ko+Rq0ZZ61Pu0jday6lX9fRs/Epe711i3xVs6330CWBP1bfP1Y9a97b5NN7F33u4lzGz8UNqOLAM6vYSZzubNX9qvZ/MjfdSJ6tuNLInmSC+kAyFLFPETUGwhsj4OlLCxj4uqhEiSST4HlVQ1ZyBs56rDkAbPshxHdoWXA2Vj2RG0Rnqw5gkdP0XyhQitFUXImdKwFRgocq20JVhdhKAkJiQoRNZj34WMnBQz+JraPGfCQed635/Nuv5yfMZDk8brKTbKjrwcKINLBpvLhREhHnoJLq7nQs9yoOSF8mzXm+Pex/PGho3m8h/m/yHj55m1Zpb2Pj/RRjU2GhTfdSygZM+v5vwKTyx/ArtaNU47hmG6LCyg9DA++OADHH64aIc5YMAAHHPMMVi0aBH+/ve/4+KLL8aECRMQCoVw22234ZVXXsG2bVnWTncTgsEAvjJtCABg7c4m2+2A3eGw2ZFVEjNKdcb1Ez/eyYHizAEBLMHAWQ4zoKwAqbTVeQewhJAdUnCt1YVH0cY4qXZ/AMD6Xe4fVzsMgebggaUY3kds66fr1WemGiTh6KiRvZVjAEvE0XUrqq63Czk6Bwrx9sqd0lh3Xgo5gwDg8F+9od0uT/oerL9v8sX26zSxzaIlZIch63T5kOweF9OchXdONqjdrwr5zGK2Akpndyfywik8eLUxppKkScZ77JNTkjR++Ge8PwYc4t/GmIJhaZ264GBVrkz5YP127OPATHPyruCILfbwSi8RoDVSLhaGHSMutcey8f038UJxScKJznG05N/Wcr0RlN2VukUpCEklJ6mAOI68HCjm+DxDTCooz/zJvFxPALDLXT6jJ/Njj4T5PEMgamjXd+2RxZKw8blKao4lleOypzlQnAKKV/mMk2w68nixcOfCjMfS+0diWTblV4ydbDojMeL7YHPj5gM+SJrZv7CA0sMIh60z6YlEAvPmzcO4ceMwb948HHHEEeZ9vXv3xogRI7BgQRZnoroZEwaKCeuyavePuIBUrnHJ3+wTT3KgUDcdCm9VldnEkmKss2vMACODZVudJZaQuHCQUeIDWJksqxUBsF4OlKc/tVvhk6m06RbpX1ZgtlLuU5LneiwAfCSV60wZXG4uO/8hUQaKzoHyv4V2AY7KlvIcgtI/vzENAFAsZc4kjEmT7MiR3xdy52QNnSGfcIH7vt6jxGU/o36cJrxlWYoaHYHOqsvuFydHfNtaLqYuB5ofCU6ngpcws+gpaznbDicqV8y+otEh8Hq1Ue1jhBVTyYPujCgJKAFjP/i1JiaO+p7/2B1GV5OAcezqwlBVDhZqZxyrdwsma990j+/EH4/5Cf1+rmq2T769RQDjPhIBdixVD3R2wjJLoDSuKuqcBHQfB4q0n1JBElD04tOw2o/FQoXRXad6UeZPVrPMf0wnsGSXCOkmMcBLBIgbn6ELxlyAkPF50TkgbGJLQPxv7WkZKNubt9uue7kSnP+nvZwjTlfPsNJh2rHr6tw5Qrr2xPSclH2yeGfHw4YPdL7+Ws91g2fDs6ufxXtb3vMd99fFf8Xpz56Ox5c9vg+2imHUsIDSg7nzzjtRWlqK8847DzU1NaistKemV1ZWoqamRvnYVCqFZDJp/nVHKF9kR4OYSFHWhxNnKCu1GyZxg9wl7QoBZXu9+IG/p9k+QaLOPdukUpt2hTsjaAgGqlIbKwPFEhWmjxBukUEV9nyHBmObqV0zZcBs2aOum98ouW7k7XG2U46bIkdm+SC9DGdP2CEoHWlsd1MsgZTxuihE1jn2sa8Loe/QoR0sHaHJqco5QSLG9sVAU41V9hLJd4/NNfL2pNzHEgDgUykgdOjR4lIndDhdDO0eZwBlV062DhTajq5Aa53+PtpPpntBV/okXje5ADw7vsSkHKNwnn8bYzrzT5e6ddPjK8fbb6f1x+z5SWbpmUwH2jZnSl6i0X+QgVe5j3kflTRROYoTmuTRZ4Q6E/kd+0VVlvBUvyXDLc4xS/6DK+adj5LYds9hQen9ShmCgZf4VBYzxEM6FooqtWNdlPTPfKwqbLuDbGkS78FnOz4TmxHR59K0Gy6nSDDi60BplTJyKiNCBO9pXXj+tPBPtuteuSbza+xloG1Jffnm7tbdtuuleaWakUDvAsuN2r9IHEO69sQkoFTkif/TfQr6aNfL9Bxq45uxtuX9nK+3sb0Rt3x0C6558xrfsX9c+EcAwD2f3ZPz7WCYTGEBpYcye/Zs3H///XjmmWcQDoeRTqcRDNrf7mAwiJRmInfbbbchHA4jHA4jL0/tYujq9CsVIgO19610uDH+/tXDzWVZHKGJPZXfmGU2ipwSetyw3vbWxCSgyFklqnIfarOcSLrPJlNZj+zQOHiA+PFT7OgetLlWTJ5JyCH3RntS/f4ON9o0nz6xHwCrXMlZzqTLQLn9HGtCLu87cpAURuzbF5QeT1krunKf/mVi8tSqCO3NCLMLj0Iwk3883jvaCqmM7KMOAhHjOPGpbwfgL3TQJLP3aCBSCLR41FEPFg4gTP2GNUnVlaGse9d+Xc5P2d8EPf5lrTZKvmgf69wLZglPBg4U521+DpTP/ysuabIc1jlQHFkpRKnozoI9a+23UytbmZUvq7chByQ9JtW7C4bbroc8g1CN+yjfRZf/42w9TvtF9x4uelpcNteIbkaAf9lKZ/HfK1HRtglnLb/BcxiVRa2tODajEh6TlUamk1eAclGV/bqXu2yXwwE38FD/bZDZ6V/+UxurRUG4wDPThO6LBqOmgKJzUry7xfpOChrOsXjaI/OpG7K1aavtuld+TG2bPQPporEXacc+v/Z52/W4h3BO78O0ftNMR0yLpryV3qt+ReI3RKtXm23Gk+7SwSiVTuC5ndfi3brfY1tsSU7XXa/rVscwXRQWUHogS5cuxSWXXIKnnnoKY8YIq3OvXr1QW2v/p1tbW4tevXop13HzzTcjkUggkUggFuue4WAjKu2iRr9Su8vgxPF9zeXXl1lnD2cvF10wqK0vBcSqHCjU2rhfmX3dJKDIGSGqwNlio23vZxvdZ5uWVYt/KB9I5TYkRNz/5mrbWMpEGVihz2mxb7cQg6qMsF0SSJzZKmarYYfIcdAAS4iokTJddJkwgNW+ucbIatGVKNE+mbuh1nSrZIVXG2Nnpx0K49R1B8k1vUaIy5bd6vsnfllcnnqnNInUfP6oK0f5ECvDRRckS2VDhX38Q1NXvea+LZMQ1M5g1MnikkQRL9cMiVJbjDa8utdn7CvLgeIhKNE6qg4Sl34ZKAQ5JEKa99Bsne04Ro0wTax1ZBoMmOJ+DppY5wJHSUDI4/XV54vON7sKxbHs5UAxS1TyDAEoWqQe6CzhIXFwq0ZwOehscTnhAnc53n6ib7Oi65cEZZokg9GMHCgmE84Tl15deEbMEJeHXCouvfZFjaOMKpvOVoB/1x4A4UAY4WDYdJmoaGwXzppkOolwwFtAKc8rN5ebk6J0MZHuHr9L2pPteHPjm1ohQodTJJGpyLe7M73Ei5HlI23XvUQtKtdpS7bhkKpDAOizTWg9JVFx8mVTwybtehlvAsjM4bu/Wd5s/c95t/b3GT1m3o55uO+z+3zHXfrypRmtzykspjrRickwXrCA0sOorq7GGWecgbvvvhunnHKKefvkyZOxaJFVQ93c3IzVq1dj0qRJyvUEg0GEQiHzrzuS7yjZoZIcmWNHC9up3I6XOstQOUsgEEA0HEStoisMuVKczzVQkYHSnqC8FKltr+EkGVjhPgPx0PvuYLElW8TELOEQFhZurgMAHDfGstGSgNTY5t7ujbvFjyLaJ+SE+eEzC/HPOdYPIZ0DZdKgcnNZLl+i/aESUMjl0mrs14TGgVJeYJ2Vb4x1wIVCPxB1nXW+Jk08aYLnFTybS5qMFrVtmoyJ2g3isnyIlQOhy/JoMUS3SAFQOkgs63IgCg2htHmn5GzR7NtiRanAtoXqsZ0NhbD2M9qcZpLbQqKErgWuMWEsjRndubxKeGhyaWZzUCcln+yoI682xlPrasckxHRcOBwoB50jLneutN++x51NgA05tFE7ti/sMfElIWBDhSjt8srxMAWCimHicvOn6oFJx2eW9kuv4erx7xs/yLd8arnH9kUQ9F5Q1C4m/slgxBTvvIQqk6O+L/aH7ngGrGN32HHi0its2RFWmnX4bgYh2JFQBJFgBKl0Spuhce9n9wIAnlj+BEJB7wyU4ogQ4AbmTUZ52Piu6yb5kYc9cRiufedanPXcWVk9zquEhzrfEF5n78uiomxuUqX4recloFAJVjqdRpEhWuu2g94rElC4C0921EmtxAcUD9h/G5IFcxqsAPGxhad4jBR8vutzXPHqFXh06aN4ad1LnmN3t1knlVbXrtaOk7tPAdl17mKYXMICSg+iubkZZ555Ji677DJceeWVtvuuuOIKPPzww1iyZAni8ThuuukmTJs2DSNHjtSsreehyvE4ZpQQHN5eoc6CIchZ4Qxve/hDIXK8LLVKBtQZKGbXmbC1HUVGu+GWmPtH5ikH93Xd9t0viPrvfIcYRJsVkUoc6LlVrZpJ4KDslMlGkGwskcJNz1nWTF0GSiQUxFmTxT99Co6lx4eDAWXoLLWOrm0RP9jjmgyUAikPJqNWxu3NwFu/AraIunvTLaHrHjN0urW82yiVUJVIdAb03LouGOSISaekDi6aCQ5NXOs2WaKHbpJFE5New4GQMUnVTZwoaBcABh8pLqsXqsd2NrSN5FzIZLJHoZskRjkxRKbqYkOUoUm7ajwJKJSvQdtBgpWT/HIAAatjCq3T+R46Mz+I/oag7TzL//ad7ucqG+y+raM4nEshj4DOYzeIlqn9GkVgbhAZOFAoELlIk5PgdKBQjo1Xa25AHPskoDRUe4/dz0SMnIq+jcuQNn56VTZrvgeIYNhonx0VrhJdcDAJUGb+j9d+c6wjW+dOo/9+PnnoyYgYQqZugnNwbyFaT+g9wTcDxSz3CRSZIbLdLQOlptX7N4aT/HC+9j5ntxwSO1TQvuuVJ0R0rxIeErUW71qMmpYaz/EkoFBuStQpBjOeyB2qzh117v7bkA5SEvbPZLrkpUvM5Tc2Zt5VcVOj3s0UdJRqeh3PDNOZsIDSg5g9ezbmz5+Pv/3tb+jXr5/5981vfhNHHXUU7rzzTpx++umorKzEypUr8dRTT/mvtJvTS2pXLLfQJSoK3f/0jxsj/jF8/wvWRJIcGs5OPB+uEap5iyN8taokH6FgwJaBYrozJMdFKBhAQSSE3c3uieGoKjGp//rRw123OR0v8zeJifdhwyxr76SB5cptBoD/zBMTwiG9xA+vPsX2s5IkFKmCbIk6Qwh59KMN5m2NbQlXBx6CRJu3DLFK1YXHyWtLvYMZAYhyifd+A/zPCB8zz2Z7OKcoGJXyPbzG5hISd7Zr6oep1KZuk+SM8O4mgwFTrIm+LgdlveFW2LPeWu92TdcEKh8ZdbIlRuyvFrGmgGIIXJn8WCJhQRe6WS/KtdpDRrkMiVYqEW35/8Ql7VcqsdGd9UrG7a4Saq3sfA+dggFRZYTKOsUcVclXNm1t/XBMokvb9O3t85JCgBrUsAApBDNzoBQa4ZSNms8zCXzOEp5dK727DeWXW6Ut++MMuHPbPLb1mI0i+LBX2yazhXZtgcbNkU4jjYC1X0gY1YUXOwOUd+vP4OKVn9ive7lVVAT8vysHlwz2FVCOGShaW5858syMu/AEAxEEDfdOd2hjvKF+Q4cf6+XoWLbb3mUp4bEvaN8VGEJjfXtmWRMH9xECV2tSXR5ktjGOFCMUCKG6udosp2iON3t2EWKAM547w1zujvkxH9Q9mNX4NzcpOslpiHhkcDkDk9mBwuwvWEDpQZxzzjlIp9PYvn277e9vf/sbAOBb3/oWNm/ejLq6Orz66qsYOHDgft7izued62eYy//4+hGu+ynLY/Zy6+wQldqM7WflfFAuR6tDKDlqpJgYHD2qt+32UDCAfqX5aGxLmCU0y6vVnS1ajTwSyiUh4gm3Y6XSEDrqWuK20pydRq5IiRQuW5gXUq4XsIJ1P98qfkxNHGjvjtHQKn6QmZ1yFCIHZcQs3SbOpJDYEtR07CERisQb05GjEGeIX73snSsAwOrs0Wz8YPPKQDExnpNKaXRulVxDpUI7V3iPS7Zbos4edykXAEs0CRdYzgjdZIhaES/8pzXJo7IKJ589LC7XvGEJAJs+9t7eziLhmBjqhBy5HKmojzhzr3XuiNdfFDdECRItVCUghfbPtXCrBPS5ESmHgELuCOdZfmdoKlFuCFZRR/cSeq8oI0deRy5wbN/k7f/O6GGpQBhBjxaqpoASigjxKdmuLh0zBSXj+0sOdV4zW78Blz0ncn0Atxi1L3DU35vHlIKChDVxTRgCii6AN5yKIYC0JQbSceETjGx2GSvUOH0AoM5ugfcVnqjkh1wOn/zZezxEpgM5EnQTHBJLKC8F0AsBdJY5FAgjCPG9mOwGDpSdre6TNpnidWZ9+gDhZKwsECJxJm2MKai0OZMAcwCFYSEWVzepHUf0XkWCEdM5tLlRiNMn//tknPCvE7qlMLA/8CpZ6aqkPZyHe8vOFv3n5oMtH9iuL6jxKadlmE6CBRSmR1OaH8H6u07H2jtPx/Fj3Gekh/WxrK8UWNrbECnkMhlqMyxnpQBWFsjZk901rAOMHJRqo9UxdQEKOoJMKavE6WKhDjqyY0UWJ874g/0fCQAM6W2FyOYbnXhaFQIK8YOTRHeMIb3s4bNb6sRkklwiqpKcGWPtnR+aja45qpIhAPjmsSPM5fqWuBlYGw65v4bIEXPeIRmIfNEi4R5o2SUmx34ZKAAw+iRx2bDVf2wuGSCC+Xxt8xMvtM6s61q/0jrCeUCF4VJytr8lRhv1yif+wnIuZBIeSQKCTsTpbDYZ7Xv9SnhiUqZMr5Fi0qcba5zNry6ZKK7TxLB2o3ssTR7HfFFcBgLCHaFadzotbpdFEWqP7SxFMQUDh4ASDInJb3ujXSChkNBxZ1q36QSwjuAIKF1WdaZmoMWe/CFIBUKZlfAEI5ZARY4fGcruIRFEdoTVLHOPpzKzimHW5yPbMNRc4Mj3mLrlUe3QuQMvBwB8XnW21YVHIy7kJYzjmY57cuToXiOF7YYLxDHrFTgrEwiJXCQdsSZLYKFt1bjn5KyT3gW9LQeKTwlIOBj27cIjn3XuTg6Utr0INvZyoKzaI0q/hpYKYc1LQGkyvu/IVZrnzMBRMGPwDFNo0bVIpvc1HAxjVLn4PK7csxLtyXY0xsX/oRfWvrBX++BA4fWNr+d8nRP/MRET/zHRs5tTV+XWj2/V3vfiuhdt19/fmvuWygyTCSygMD2eQECdyQHY2wHvMUpSyGVSIZX/kNvCKXIkTYHB/VEyWxkbj6W2vc6OPbQNTQ7hQdfml9i0pwWTbhUdU0yRRirFocc//am9nlTOcRlZKcoWygvtE7llhqtE1ykHAH52xnhzOZlKm/uNwmKdFOWFUWCUHm2ubTEdKVHF67vp9HEArFbSvpDFvb3JmtR4iSLkaKCsCU+3Sg7pM8Z4Xk2YJhEtAnob+US6YFhTQMm3JuK1GqGj1BCiygZJ4bQZ/LCqFO+DmQGyv6BjVndWVt5HJX3F/tBNQIwA0njIcDlsnScuP/u76onFRbmUNxKOqieyKcltYY41PuuNjpIYZ5ceGSoXkvd5tVFuFS0Cjv2xWC7tr9jeDuJ47XkJjRAHoD5PPO9HQ7+DVCCEQCZtjINhq1uOasLeYOwf+f2l1ryqz2ZCKoHy61bVmTg+Q32bFGKPQSIoPnc1xWORNFrx6hwo+Ulj/1N3MDMPSfN9SGG7oQgQLRQdqbxKnwhy0OjcWvMetZZPF/kYOOKbyqHNCfv3FAkouk485FoIBUNmCY8ucPaG90SL6FUtbyIEQ0DpxDPgfizZuQR3fHKHrzjw2gZFR7MM8epgVGQIayRyeJUx/PzDnwMAnlvzHEqjpWhPtruy3IjThp0GALhg9AWmOKPrcrK+QfyviQQjmFI1BYDIrpDLi27/5HZ89dWvaretJ5JKp/Z7ZxjZZfTXxX/dj1tiMb7XeP9BGeAUFt/b/F5O1uvHMyuewePLHt8nz8V0D1hAYQ54DhlSDsByTqzaIX68FkphpocPEwFsLe1OkUNfhjLYaCm8ubbFGKsWRKj8hgQca93q8d+ZYQX/NrQl8MQn1pnzgORuedPIGpm10D5529Fg/QMiYSkQCGDD3Wfg/ENFOKZZlqMJepUfCwgxhwQUOQTWyRfGi0nR2p1Npjij2neUTbM9UwGFSk3qNksTWQ8BpcrRdWdfZaAUG5NCXccQKt3IK7EyObZpWrlSAG5YmoQHNF/pZi5MxH8yRlz4mDUxa9V3hNgnlBoOL93ZcsoIGWKE9IbzxORQVS5iZKD0N0JQzZwXFTQpz7PK+RDKEwG+zsne0lnikjotAVZZmRP6ge3VPnvWd6xl6qKEAFBAHZVymDHgKJNpD+lDlcuM7kUH1byIdCCEUDqpnayXthmZJyHJgaKy9avCZZuNsso3bnbfRz+iw3mSO2M/nOleYT8buq1E3dUOAIqNLjypQBgpQ9zVtTEO01n/YUZWk58DRQ5bJkeV7MqSKZVdfcb7pguflsOjyemjcaAsqllku76jRXwOdO17s3GgyHQFB8rMl2fimZXP4Lfzfus57n9r/2cul0TUJxacVBWK/xHOnBOZ59c8D8ASTjLZb4AIek0jrS2VolKSgnCB2V1HJxL1zhfuxJZEi9mGGgD+tuRvtnHLdi/Du5vfzWj7ujufbf8Mkx+bjMmPTcbnuz7fb9shCyh/WfyX/bYdMhP6TPC8Xz6GvDhqwFG269mGM3eEjQ0bccecO/Cbub+xdU9iDmxYQGEOeKhzDTlF6ozOL7I7pcgQBcjpQXiVuAzuJc5wU/ZJQiNGjO8vJmcxZwaKRpz50cljbNfvec3R8tTg6W8daS6npLbHS4zck76lbisvbfOjH21AMpU2RQ6Vw0bmh88sNMub6HWqoG5Ga2uaEE+kEA0FbaIPQfskoy48gOVAqF7obomqYvA0+/V9VcKTJ/2IVtnsaWIdiliT0qIq9zjAmki31llOEV04rdn1Jerf3Ydo3G4vH9rXafcp6SwelYLoSpRoAkmChFdrYoP1RhteW66Ia72KdsPm/nNMZp/9hvvxlHnj3Nf0PleO1T+3LADSBKm4Elj0tFj++I/6xxKxJn27ahnHexv06MJDNOb1RcpwDgSgPuMaTRmT52AI6Gv8gFY5quj5i6VjffzZ4nLgYYrxxv4Mhi1HVa4dKGvfBv51uf6YA6zAZYPS2A7NQGDijlkAgHE7X7XaGGv2c1Wz8Z1eb5QYkmCkE80SkqBEbqcmjdhI5Xxf/gdQaZwV1n2226zcFvMYLMnM+TSiXJRs6kpRaPIfDoYtB4pHIDHRFQQU4pmVz2Q8lspa/DhukGhFPbBYX75K7YbX1InQ8YwFFCN7R1dW1b9YvLfBQNDsAqQr4SEqCyrNEp6m9ia8t8XtCPjJ+z9x3dadSKQSWiFQ5nfzfmcuyx1oVPQr6me7rnMFdYR94YDpFz3Yf5CE12c7nbaLeodUHaIdq/q92Nmc+ZxV0nrsM8diff1+KmlmuhQsoDAHPNTB5tK/i3IO6hbTv8wKMtxsiCt7HN1yzC41CoFhsJEr8tSnm1DX0q7MNAGs8hnnusmBEnV0tXFmhpBw4Rx35AgrAPOTdVa4IYXPDpfyX4iB5dZrfntFjdQpx/uf1qodjabYkkzpfwhQyVAqLTJeVM4WwAqc3d3cbu4HT2hytmtVZiGyzvdrXzlQAKPVLYANH7rvS7ZbbgcqG9GdHaYzg71GWBOsqPs9NdcLiEk5CQB+QbZOt8fif3mPzzXyD9YSw4EiO0FkaF8MMibbfh2MAKzqc7JYCEtCorNLjOl0kAQUys1xunJUrURJMNuz1rFeYwIjh6USR3xbXPayMoOsCXI+0M/7TJ5JvA24axBwzwj/sY7WtF5tjPfki84xS+UsD8VkNiKXdISilqNq91rXWJtDiiDxacAU9/hEuxBOAgGrZErXVaqjPH4usOx/wJu368dQNo3BmN0egbcG/RqXIh0IIYWQNoD3pLV3iYWapeKSJkS6iZH5+c4DRpwglmXxQ4aOpUiBdVzrPidyGC11tdKIkuScqMgTneDK88oB2Nu12jbDeO2RQMQs9/ETAvKDpQgaJTz7K0R2Te0ac/n04adn9VhdqY3sGBhULFygXvvipCEiw+tbk77lO5YEmZ9N+xkixmdFl4tBt5dES8wQ4BV71P8n6LWEgiFz+e+fq8oggROHnKjdvu7ANW9eg9OfPd0zlwYAtjXru5c5cTouqG10Luis3JOSUF9zOVsB0+sYXVlrPwnoJR7+Z9V/snrevaWx3S18Pvz5w/t0G5iuCQsozAGPXCKTTqexp7kdBZGQzVUyb6MQWW55fqntsV4lPHIw610vrzCFAKcYQW2Gaxrt/5ypU44uA8XJiePcToXJg4SDYMHmOvO2ZqPU5ohhvVzjvzjROrv44LtrzbIcndDxwFcOBSBeKwlAwys1k3gAEwaKCfC8jbWIJ1Pa1xYMBkwxx0uQMRkmWmKiepEkoPi4SuTJT5P+zHHOIbfIEocgQQG4NCEkMYRyWpzIGSh9DCeD7iyZ7KQwujGYLXl1TLrYfj2XbXMzYYMUDkfPrfthKAsMgCWgOMNbAVOMoU4oNpcN5aGY65UmpsRgw9nlPGZU4hWdVXS6GHRtjAGgyjg+ZLeBHBh88HliefJM92NlWvcASIuJtJxlkQFenXVaokKYTYTyJAHFfXaRSlYAiLBSes3rFXZ+0yElfWbJnaM6Wx5vtoQvEj/LPUqxANFxa5Pms+TFpx4WeEe3m9awJvBZYl2vYwEAqWBYK1Q1RxzfzRSaq5vAkagXilr7uVkzIaN1hKKS0KgRzOSSQNrfPqGw1P6WJpt72tTlf8+vFWUo7al2hILebYxPGSpcMydU/Nh0oNQntqq3uQOk0ilc/srluH/+/b5jX9vY8VwTXTmMfEZ7ar+pALxzTaijTq98cZx4TU7JEdKvqJ9va2maeEel7yUSxpxQXk0kGEGRQjy+YMwFGF0hQurD+8rh2Ul8tO0j7G7b7duaOT+U73m/DDkuiiNCWM5l22c/oaejNCat/3k749l1DvJyoDizj7yOfWp/vq846qmjXLdVN6s7UzEHFiygMAc8H934BXN5WbU4W+YURORg1G11VulFIqkv4ZEdLPFkyixtiTicIn1L1P90+5aK2xta9f9MZL5+zHDXbRR6e89rK00RaP1OcbarMM/9o6Y4L2y2Zv5sYy2u/484q6tzoFAXoxXbG/HNxz4DYHX/UVEUFc+5symGVNpbHPr7FYfjjnMn+LpfAIhwVEBMdDPJQAGAde9Yy2Rl3xdMvEBcOifrznIROmNP+R9OZNs+Td6rF6nH2gQURacTmb5Gd5qoIbBMu0pc7lqlHt9ZNEkTQNonuolCImYft2edcbuiTMr4cUaTf5uA4nBiKB0oVCbldKtQ6K/tNmPi69x3XgIKOU9qpBbeskBk5mFk0SL0hR9kPhbeDpQQ5S4EomYJj0pAodBU8aCIlaez9Dn3SlUOFF3uB12njA+zC49PBsrdg4GHTwFm/9J7XDb8017+1ZjXVzMQ2FUojo/PjG48yUBYm4GypN+XxMIJIgDUV+ggUTQYtL43dMjHkl/508InrGUSdjUiJk16aJJeFhXvi640gca/uv5Vc4Ktm2TR2GAgjFhKiJEFQX+xKlM+qf4EC2oW4KElD/mOlc/uUw5IpugmtnLJRSZuHAqYJeHCa8JJfLD1A1MY0QXU0u15oTz0LRTHsl+GTSgQwrmjznXdf8v0W3DtodcCEN15egJBnylTNg4UKqM6ot8RAIANDRs6vF1O/rfmf/6D9hLZjZIJuoBowF2W4+WgIXfKRWMvAmAJjp3BO5vfsV2/dfqtAIA51R0Q4pkeBwsozAGP3G3nvVXiLECDoyPO9JHWD6U3llkqfNwMQnV/lELBAEoMkeLzbfXaEp5+ZeJHrK6EZ4BUVkMMqlBY/xUUSSLJlx8ULWHTRnBgm6a9seq1OFsvE1RqI5MX0X+t0HaTuyaqcbYAwLh+pbj0yKHKNscuaNK5/t3MMlCcRDI/c7TXjBGdDrB7jf12Z2vbAmGFR7vGVUJdWsL5VimIakIur1veJ7EGtUMj6RAj6Id8hnX2OWPbAmuZtlvrQJHcOAAwyPhRpcp5SbYDgSDSAUlAmnihuHS2a95uBAHKDhSy9L55m33sAOHGwsFfsm6jNtDOYzHhIaCQ6CKX/VArXzk0tdHHNTXvH973e+ApoKTFtieDEdNlEkq5J4YkDlQXHyxKbeQWzE4hQNnBSBN2TMdA2RDjMVlmoHzgHfwJwC7eZUFBvE57XzIg3uvWSDkAIeCF0gl1AC9NqCk8mI4TZfenpBDT6FgjwVXXypg+V+GoryhiEinyLYuTM00AK+OhPqYpJTI4pOoQMwNFJxqYAgrCKA0Ll2Qyg5yeTPn2G982l/2yLuRym0wyW2R0E8NiSfTyc4kAlhBTGBYity4UFrBElrNHnm0GYDZpykIpuDYaiprrnrdjnnKs3EUpEAjgR4f9yLzvzyf+GYBVxkWBwt0R+fXTbycd2WSPJNIJBBBAzPjuDCB32R7/WGZ990dy1GGwLWkvxUsiu8+f12fFGbjrdezXtokTgRRyTMdpZ/C9t75nu370wKPN5YU1CzvteZnuAQsoDAPgnCniR2ed0QlnhKMM5doTreBWWdAwu9RoXBK/OOsgAMCqHU1WCY9DNKD8lC219h+8FLjqzDYBgIMHuLMgJg1yn5G74TQrpJIqYcgJo8pAAYA7znVnLLzy+XbFSKBXkXsC6OUYyY/YXQ8ZiSOZQPX5RZWZZaAAwMVPWcsdnDB1CLklLnVuAdyuBHKV7NZYZVe9Ii7D+UCZsc6tmo495gTV8X6te9s91rkdvYUN2yUu7C0eZ6QAAGNOtZb9QmGpDS5Nur06DSUT7mOD3hNnMGuJEfQnT0bJodNnjH0s/UAcK+UilBm13FvmOrbBIZbZnlNyHJlBwsbxHS2xxBhdRyLi3bu971dhvKagxw/YqmbhpkkGombJSkAxcaAWvSna1/2lDjXO/awSPXXddUw3lbFes7TEQ0DRhSvruHd0duMNitp3a++zhCdxLFMrY5ULxXT00P7wOv4plJcm4X4deyqGGeuWOnLpPldHfV9cnnK7rwvG6UChS91Z+Qm9xf+ZowcebYouW5vUZTkkrAQDYYQg1pvqpAwUPxdKq+T8+nCbIsfKA50DhV7f0NKhGXUkWrVHfAZNB4pHwPfBvUVJVX44H30K+mjXvXSXVZ4cCUbMCWrfIrXTgEQb2t6vTfga/n3Wv3HP8ffg2EGiTM3Mxcmv0G7f/mBD/Qb84sNfZFQ287VXv2Yue7koVHiNb0+2IxwMY0y5+M7trLKbeCqek4Bap3iUrYDpdTw7Wxx7OZboPSPRNRP3VTbotvP181+3Bf9e9splOX1epvvBAgrDAGbZyrurxKTE6RIpK4zgiqOGAQA+22jVdJshqxonxXGjK81lcpg4HR7k2GiK2f8R6BwrgFq4yFOUzkwf0RvXnmRNBlZub8SmPeIMW2m+WmAY3KsQG+4+A2dPtiZy9BgngUAA3/vCKNttOrcKAFQ6HCuq7JgOUVAhchbqNmaegTL8WGt5f7RABYC37rCWncKFLHY4293KnVUGH2GdfU7F1ROnWqPVtXPCrvqxQO4IU4QwJgwLn1S/ho4w6xrg9krRQUgH5S9MvkSavGl+hNF7TUKY1yQy3uwWkuQ8HPk56D2RRS9qLesUUMzjTvocUqck57YkHftYRg443mWIZ4l2cXyHwkC+IZ4WZlc+4Mkw47NgBJB6OVAonyMeKkCrsRxSigDitqSqPeXsW+3XVYIS7RuX+OQoddN1RZJ5MIu6+Z0dL1ULQt/SmUQp2h/FcTERiKTc3z0uAcVL6GgxJoF1xmec3HS6dpskuBSUW/u7RSP8kDAWKfQVMc1QWEM4oXIRnaODAk0jwYjpUqFJuxMzsBRhhAzhKZHunKDMoK4VvIEciptpN47JlZMB+AsoA4sHZiSgVBaK3xV5hvtqW5O+dEQWtuhxLQn3e7J0tyWgRENR0z2yrm6d5zbLYajjeo3DacNOM69Tvkerzg21nzhr1lmYtWYWTvjXCb5jZeFgY+PGrJ5H24EqGUdrohXxVBx5xme7swQUIHunlHIdhuOkV3g4gghnLaB4bYPzM6fL3QGs3J+yPCHe51JAmbt9LqY+MRUPLHzAdvtXxn/F7FDFMAQLKAwDS0xYsV3Y81WuD3KQvL3CcivMXi6WVV14AKBfmVUasmqHEQrrGLthl/hB+9pSu83Vy4Fy1fEjcciQcvP66Cp13XsgEMC1J41Bf2M7bvjvYrS0G7XLPtki15xgCSP/d4m+rdyPTxmLDXefYbZ6VrljiPxIyNbpJ9OAXF8CAcsBMOdBcenXWSevBDjtbqB0EHB0dhkRe81pvxaXu1dbWRfOSaQsRP3e4QqSAyLzS628EgBY8Lj7+cwJmbFPjhDdG5QtZek2cg5kedbNl1duFNkK6SQwxyOgU841CfmU8NCPqCrjTBZNOJ1BmvRanD9Whx9nLbfWWsuqiX0/w0nhnBSohDs5O+W1m6xlKt/SlVwR9ZvEZaLNHZCbzQ9uv4BV2i+G06VPs6JTjgGJJYlgPpJBfRceui0lCyhyMLF8XKkcUuSoKLHO+omxjsBZeq+pzCkTdniMdTp7HJ12dLSEywEAeUl1eQSJUuRAqcsXuU1hj/KnjBwo7ztKkkhg0jmUKDsmUmgJszqxWXb70DZoSgrJBUECALkdamO1yvFUzhIJRTCgWIj1uhIIKwMlZAoondXG2K8Mg15XJuSH8lEQLjDPllP5gRMqCwoHwxmV8JB4QZNJL+h9iQQjZvisquOLXOpREC4wx+omvuSu8AqIpVbImbZw7ur8a2VmneioHKdVk1Mlu7JIBOsMAaV/kZj0Z9rm2oukIViGAmGEAlHE096imFM49XLj0LE+tkI4pr0+g/RaSqPid2Ysh+3r75xzJxLpBP686M+20sMbpt6Qs+dgeg4soDAMgImO8hfVxL45Jr64SQiRaWjT/9gZ1tteo+kURA4bqv4RRIKNaluG9i7Cc985GuvvOh2/OX8S/nLZYdrnB4AfniTOli/aXIe5G8SPuKpSxdlvibH9SvDNY4fjiqOG4SzJjaLjmW9Px6/Om4DzDx3kOW6rFMKrc+7khExaEx95NfCjpfaWsfuCQy+3lle8KC6pU4tuUi3/AKFJTFGle9xLP3bfRu1/aVJK+SpyUCkRqxcTKhL6DrvCuk/nAMmU9mZgjnR255079WNlR46Zx6L5nFGWC3UWokn1M5cCOyU7MDk6VBPRAYZIKGUcWCKO9FkhB8jGD+yP93M+zTVKA1a+YgXQ6lrNjjbKlxq3C0dDMma9Jr9AURXlQ7zvpx/vxg/Xpjz9GcBQKoZ4ULQQ9urCoxRQzrjPWpZLwlQhssXGNjiDkXVhy4UeE9uA47vAGeAss+gp+3U5bFrDY1OeMl9nSUxd7hgyHSjiNVL5UzjpnoiY+5NEIjqmVGV0RY7XTXlIqhbZgBWwHCmwyqp0DjzbZ9B4b3YqvjPgLuEhocHZrlU1PmqISjrRYEP9BgAiA4UElIZE53TC0E16iVmrZ5nLh1Yd6jk2lU4hGAiaE0JnWKaTjQ0bM3Kg0GSbHDvFHsHBVGoTCUbMdW5q3OQa51yHvK2q90UOkdURDoYRDoRRH6vPSRlJZ5CNg2F7s/qz7WR8byHk60QRul0WzFbV5iakXT5u6FjKhUuDBMtQIIJQIAwgjZSHq8TpcvLK6aHto5I0LzGJxpI4t2RXluWZHsiC5OyNVkt62SGj6jjFHJiwgMIwAAaU2X9sqspmLjdKeABg/a5mXPSXj83r00fo7fQbdtv/kZTk239QThsuvrSHOoSW2hbxj0LlQCECgQAunDoYIyq9Oy98+XC3qNGr0OfsN4CfnXEQbj37YN9xADBhYBm+Mm0ogj7Olp+fYdW7UpjsAUe00BJR3rpDnBFf9LS47ixZIBqss1bmxIbaFwNA1UH653M6KegMj1NAIVeF/ONdnqDtbbvnbM6EyWUuNLHWiQYU7ErlC/IEmRxJgD5PBrDEF9lZQs8nl9rQRN05sU85yi4IypABxHv41MVW9oxOuKMfvJ886C738cutAETLXhm/EjVyKxiZLapMEwBAOo1IKoZEUOxnqwuP+30NpRQCSl6xCCQF7E4pVRvj/HL1NjjFllBECCRer/ELP7dff+Nm/ViVg0tHhegs1JTXFwlDZIsoBBHAcqDQ/oiHxP+c/ESDa6yrhIfKcQoUWRLGNuDoa8VlsZFZoSuboHVECv3zUuY9YmxHyBqrcTNtaRKh1lSaQw6G2ZtmK8fbBBTqDqM5pmnSEgyEAOPsftBj4r43zNnu3WFDngh6TQoBIIUUgghicIkoAdS9PnJ5jKkYk5GAsqZOONgKwgUIB8KeGSimAyUUwaAS8TtA1U6ZRJ7zR5/vuu+JZU+4bqNt9mtRTPsoFy6IziAbB8PyPWrxELCLFOS+kMu9ZEiIOaj3QeZ7kY2zyYtHlz5qLmfS0SlTqGQnFIigLdVg3Kb/H+QU1rwcKLR9mQgoTvcVfba8+Mbr38BVs6/yHTd/h5UhR6VbznDfjy8Rv/u7e2tuZu9hAYVhANek39lqGACmDCo3l0+49x3MWW9loXiFoVJALVHgCFItLRD/5DY6hJZPjfVTyc3eEAgEXGU+fYq9HSidxUVTrX94bfHMU+t9+eFS+/USf9fMfmX6d63lB6YDH/3BPaZYKl+QW+Gq2ute+qy1vMzRxtB51r6vURLkFESofIU6wRC9jBa9MY0Vu3Yj8PBpQgzyOtOYjYOFti0UkbqFaCYK5DKhSbW8r6gjDwAUGa4GCoKVoX0j50GYHYkkZwSFcAL2SaoqAwWwT3qdglXELpqakNNgxxKpwxA5UBSv0Um9IzNHJ8oRdcYZaUMEUDlKACsIlVoUWw6UDEt4AMvh8+HvgTdvF6ISHReyAyUQsHJe5G5Rptgijc0vA9qbgJTm++RNR+vi1j3qcTp0x60xIU4EItheLD5TkZRauChI1CMRiJqleWVtQhD1cu+YAgp9HlUiEd1mOk9ICNQISu0twrUTCHiHLctUL/IV7qgbBpWH+HVekUtLSEDRnSmnModQIIKCYLlxa+e4FyncNhO8hAtATPYa443W69OMp3apb2x8I6MSHpo8FoQLEAlFPMfKQtXIcvE9vrLWHdJJ4ZyFiu+k385zd64yM1B8JpJDS4Xgpspd8aOpvQlTHpuC1ze8nvVjdTjLQ9qSuck/azZKX4eVDjPdEdq23MZx0Du/t1m+lqssj/vn328u59KBQhkoQURQERaOxnhav++cuSZeGSh0LFFmjlcbY3otVMLj5xhbWLMQc6rn4MOtH2oFLULOXqEwaWd4biAQQEm0BIlUosuKgsy+gQUUhjEoL7R+kKscKMFgAMV52avOvzrPPllzijVyFomqtbAu7DVb3vjR8Z7bsa8oydHrcVE2CPjmW9b1qGZy2lWoHAscfJ779hOls+MXSq1oV0s/Is02uJIIViqFnP3rcruQ4QyoHWhYz6sX2p+bJlLOFrm9jLPcutKHN38JbPoYeO8eYI36jDMAd+tmL9Ya7+Xat63J8tbP1GPJFUKvT860kc+ENRkW7EpHACxgTarlH0UkZMj7WQ5v/Z8kgulKeOT35Ykv2e+rcYh+xPl/t5Ypk6Zpp31bdA4NQD3J1U325OPEEHtUgggAhI3JRkFcCG2ZCChJp1PgC7+wlt+/F/jteKscyhlyTCVONlFLkUtDDo32Tspa0AkMDaJrTCoYMR0l5a1btKsJS2dsa4rHAVAH9mpDZFXbQUIaOUTIhbXiBffYVFKIgiS20GNiPk7Agl7erZQhAhgBy91w7MBjleMIElgioYgpGugmTnIb42hQfK9vb9d8dvaSEWWZl3N6TUz3tFkinfn6UurXVxerc43d2aLvstWebEc4EEYoGEI4GNauV95GuVSKAmJVyDktxw8Svxkm9nELzs4uPDryQ+IYU7le/Dj3f+cimU7ix+8qylI7iNPdILelduKcnE/tN1Uz0nq/G9obzG4tOsHssWWPAQCa4k2mY8tLNMiGg3pbTtTOcqCEAuL7KJHWO0WcnXQyyUDJD+cjGAhiZ6v+2KexheFChANhz7GAECWJG971zjJJwRLXqCPYkBJ3+Wuj8X/Gr0U707NhAYVhDCjjBAA2a7rOFOVlbxvORnT523tW4j05VUZpAmI7wghN6+J9za1Ge+dLj/TJZsgW2VmQyy4lncWXH3XfNmS6tHwkMHiaWJZLUVQOFMDujpBbGtOPM/qxWyqVdMln7UmYkVvOApYo8rqjFIL4/L/W8pMXqMcAwKyr7dcpm0XF+vfEZfVCwCgHcDljiHZjAkhixYm3WvkwlPmw5TMhLAGWOCNDz1G7wbqt1hBQ5LNn8j7//D/Wsk5AOfl29TYDwPiz1beTwBMIWhPWEqM0g4QDr4yfRc+4b9NNYGQXTUG5WLVOQDECT1sjQmixSnjcP46L24UToSzm6BAit6d24nxNlEtTL4kS5AaRs4LIqZWLbh+HX+m+TTW5SaVALoh0IIT8eJ0YqppQGme9U7BeH2WhhBST34DTgULHpspVQt9zJDY1GNkgde6cCzNA1hS1DBGdOvjomHyxcKwEI1ohjkp13t3yLgCrhEeHPLHPWEAJhJEXFLkfBcHctcaVs0y8HAnOYEwvAaVO6oJEDhRdacLRA0RnrwvGXGCV8PhkRshdjFLplHaCWt0sjodwMGw6V7zKVih4FAC+PenbAOxiEJFJBgpgZansavNvGezEz8XUEZzHmJeDwblPKeRUBR03A4oGmEKV7nieXyP+N8/dPjenIgcAnDH8DADAtyZ9K7cOFDNENmp6v6iUR4XzOb2OZ7mDVyqd0uYm2caGIhmZ0GS3ld9+UOX0/OiwH7luI0HRT7xhejYsoDCMQTxpfXkePFA9sdvR0Hmt5gCgLSH+YafTabQabhSVG6ajvHLtsbj+1LF4+7oZOVtnR7ji6OHYcPcZuONcRSnF3hCOApf+Fzjnz+7uHV2VGTfZr+c5Wnkecqn7MSoHCmAv49m+2FpOxsXkh4IB5U5Qb/9KGqc4uw8Ag48Ul5mWPujONu1xdHeZdJH/ugYcAkQN4U83Qd5k5BGR/TwYtHI93r1bXD50ojW+VdENY/Mn4vIFRUem4gyOJV0GSsVQ4Mhr3OMHHAL0Ge2+HbCCUdMpa59RtkUgICbAXj+48xSia0JzhlO2tHt01QEsAaUpKsQp04Gi2JYvrBWdpgY0OkL+qHxMhdNVQ+uVzxI7xUAAKDXK9VRdpbJFJUypRINYPYC0KVqSoySadIvv1LmoJWqFFCaNiVNWDhSnYwwAaFLf2yizG3qUewxBbcPJiUWfc10pGZFfZm2HRgSgSQ+VbAQCAZRExHeZ1+QwGAiaAsPCnQuVY+jxQYQQDkQRQgStKXVHm44Qkt5z55lzGWcJgJdr4PWNlmOQSpCa2tVOH3p9JdESU3DwEqDiqbi5z7zKn+Qz5OFg2CwtUYlEtA1yCQ8Fy25t2uoSGkhcCPmEtZPzJFcOCxXJVBJvbnzTJlrpoFIloiGmFwGc5RtPLHdnwRC0f6oKq6xMHw9nEABMqpzkG6CcLWvrxf+L0mhpRnk6mbK6RZx02NG+3OzAk0ZKO94ZSpyJAyUcDKNPQR8k0gnt/pDH0uvyen1zqq1MI69234BasOtd4D4RR0ILhVszByYsoDCMwYnjrPrHvLC/08SrXa+T604RZ5Tvv3iK8v4rjxElEoMrxI+X9qT1jymXpTZ54RCuOWEUhncRJ0qnMOok4JCv7O+tyJwjHa4M52R94oXW8n1GAK9ROuByoPQeabUofvFa6/Zku767z8d/lMY5slKIGTeKS1XXH1VZD03UfPHISzn0q+LymB8aE8iAvmtNmZGrI/9oO/I74rKgF/Dst+zjhygmmeT0GXemdRtNJpydTuT8GnLweHXhkTsZAUKQ+tY77nGE3K3j7bvEpRxkG4p458nQtpQNtjrw6IL5ZNHBmFD7CSiZZKAgoPl54dWJJOwQBPtPFpc7pbwXEr9kkY/K9TI97uR2yk4+/au4rBhutaxW/ZinPKB68VmkEp7eihbQVjmTtc3JgPiMhRTrdmWg0CTVeRwCUgcqY8JN+wxwhwkvdrRhpQDabQv06wWs9ywUEd8lijO1l4y/BIA4801Q+9rNjfZMHmfZBE3sKeTUSSKVQABBBBzHVK5aGcuTO9WEiSBbP+E16X1vy3vmMjlP5FId1XrIjVASKdGWfyRSCaTSKXOsV3mQc2JJ5TSqziXObQDspT6PfP6IbbwZIuvhFgCAcb2EsBhLxtDY3phVN57Th5+e0bjn1jyHa9+5Fsf/63hfoWZ1nT1I3MvlQu6dTCA3QkGkwNdRRVwz5ZqMSnjS6XTG5SKUIxJLxkynUVPcu0SvPdXs+1na0CZOMDQla1AeFv9vkwrxl/j1p7+2Xc8kAyUSjJjHqM4lJY8lt1Sm4tOhfb27ZqmY0Mct+JcZgvJP3/9p1utjeg4soDCMwdcNEQMA8jw63xBF0cxLc777hdHYcPcZOGfKQOX91Jnn0w3iDH8sISZlQ3p18RwPZu/JL7XO8AJAsUOkoEwDAGjcZrXiBaxcDBn5B+rq2UYb3Ha3q4QmkRO/bN3mzEohyDXQrHi+v33BWqYJ547P3eNUeIUw0tn2cIGYwEUKRKmO6gc4bbfsvBh8hLhs3QMsdpS0qNxJB50jLuVSl6DR4cU56T/869byi4ZjRRciC4iSnEukbTjTHcqohcQy2W0UjOhbOgPAB78Tl/WbrXwY3Q/02bdK6xXfQyHNj+lISuwbp4CiGv/JIFEKM7//Je4VfW8+MEDxY9bpqKLyAGr1DVj7t1YqO6Gylbjb/YEWyTU15jRx6dHlwaS9SWoZrdh3JDwZwlvEOKsfC7vdP8GUvQMPIDlQFBNfq42x8ZklgXCLIgOIOkuRYyEQsErjdq6wjy1yiAO0L43SLRuqfUnvj+JzSxPAqPTdMbBY/L+jYFnizU1v2q6TU8VLNAhK5U+UVUBnwveWxbsst55XVocsLgBuN4OM7CChx+laoDrFi0gogkQ64Qo8VY6l0FnFvnO23SWhql+h+/uPHi+/fzQZB4AHFj1gHy85Abwg982G+g2Y8cwMfOn5L+Hdze96PoYoyyvzHwRg8U7x/qXSKRz2xGGeY4OOaY9Xa+ldLZmXHVEpU3VTtW8o8ugK4TwcXT46o9Dgaf+chmOePgZLd/vn/lC+SnGk2LdLFADEUk14Zse38caeu3zHEtRK3EtAcYp0Xi4REhb9XFIAsKFhgznWr3uXE/o+0kHiDfHnE/+sPL4n9RG/cxLpBD6t/jSj52Z6HiygMIxBZYn1431bnfqH2e8vmgIAeOqbR+a0CcDHa0VI4rPzxWSp3RBQvFoYMz2I7y0Qk7uvvaq+X3Y8rHzZOvs9WBFqd9Kt1vKT5xulJWm3KDLJcLasfMW6TVfCI5/5bpR+lDfvhhLKHXEy9Bj7dS9rMbUJpkkgTei8OpGEpR9ANOlU4WxrC1gTbTkENxV37wvAKpcAgPmPGWM9HCgAMPY04MbNwE3VQN8MWoNHjVKuRkMcsDlQwt7iE7W0HjJdCiDV/MhcIrkSgvqSHMAKj81LijOalIESUJxdDBjuooZ8hVjVeyTwrbeBn+2w5/GEHPtuiFE6Jtvs6XX3k8r/qNOSqkTiacmNRg6qTFqXBkLe3Z+oS5RRXlaXL15HWCGIUJmOnI+SNKz7qhKeqmbqKmWIBuSsolIl23Yq/kdQVpDTHUaupanfEJeUmbTxY/c66PMmt0c3BSX3/qN8kLygdZxOHyDynDY22DNWqMMF4ZcRkkglEJCyNnpFjC4gqdx0UJEnd14ZKDd/6G5/rXNUnDXyLACiKwtlj+gmkU7xwqv0gibaNJbcBaosj4+r7e9rifGdonqNKgdKRPruO2XoKbbx5NrJVEB5Zf0raE+1Y03dGnz3re8qxSEnmYwB3K/Ti3+ttLuwvASzykKF41IDvVdje40196FTwCLk95tKeHQuEbl86sW1LyrHqFi2e5lv+2wAqGlfhXi6FVtjCzNed8hwz6U8BBQnXg6UD7aKEPElu5aY3yONPoHgcnZSpg4Ur3Wm02nX98+xg9RB2HJp18ZGn/wopsfCszOGMZADVl9fprZ1nnvIQGy4+wxMH5nbgFK5JTJgCSiZOGGYHkBRb2DmM8DQ6er7T7nDKjvZ/rnVDldVJ59XbFnzAYB+WDsnWr2MbhNyrohZwuN0AgSAcpFtgGopW+UeR8eKUUbOyA7NmTJngKhPG1AA1qS40ihfcpYlAFImjCQSqcqNANHKuNcI9+2qjkiphL21rgy5bcyxmgwUmfzSzLtDnfgL+3X5/QtGAKT1WTM1y8Tlpo89J70ArGwVwLeEZ3L1vwFYuSZeDhQSBlxtjGUi+cBJt+jvH2kcTySmAWqXFO1Tet0ymz6Sns8Yl4mA0rRdElBUIbLGa24UdfXkygkrJvWqEp6U8fOrotX9A7y2wCi7osk5leeotpuOixLpfawyPivOTBgS08hJRgG0zXaHiHisIaDIQc/1RjCtomsPnRmWz+jThMV5ll92NgDwPZOcSCcQhHUcBSH2Y2sq910wVteu1t5H+RLObfPihMEn+IZ5al0livFy+2cAnhkaUyqn2K5Tq2mnoKXaBuKxLwqBWM50AcTrDiDgalfrhDJStjTau1PJJU57i1Oo8CoTmrN9ju26TrQDrLIo6mxD+0+FvP+8WkI7xwaNPLJNDYrQZ9jdW08sf8JVSqVDDiTWHXc7W3bijT1WBpqXIEmti4flT0fI+CwmkXkJnVcGyifVojzo0+2fmg4Uv9wWm4Di8TuCxEsAWFOn7wKYSCVswsi0ftO0Y3vnW7//l+7qnG5gTNeHZ2c9kHnz5qFfv364+GKrznvOnDnIy8tDv379zL/p0zWTtQOUsBTWetyYzM885IKxfa3g0HdX7WQHCmMnEACmUClE2gqa1f14/cFCa/m9e8Rlk0MUpNbE8WarBELnQAGswNN/fhm4tQx47Fz7/SO/YE22dCIBnYWiiXEmZ45GzBCXNBmkkhYZlQOlYqh73Hl/Aa5bpc7h6CfVOpMbJRnXd7u56n3p+duBbQvFsk+oYsYc7Gh5LJ8p9XJGyPSbaE2aVcG5ANB/irUc9BZQhtfZz/QmPUJnownxfsmigRKvblnOQGXAOkadeSmA2mUjd+Yy2jRnJKAc9jVJfFLsZzoeBx4uVmnYv4va3bb/kDEZkMUkKtOJKEJnzRIecp7Qa1WWEhmPl8tDhoquLtj0iX0svW4qySNHi0r0o7whOTh6oFEeoXA79C0UAo5cAkJdS1od4c+nDhNC6jEDhSONXApbmtwtoJOpJFLpFELSvoulhIDjVUKQKc58ltKoPtssINlOBxSJfaebvFFgbDQU9Q3zpIl6JmU5TqFjYIkoS1AJAbRfjxt0nHiM6ntds15C3mZZmEimkr7uE8DKu4k6HJAvr3vZ97HZ5KXI6FxEKkfLujqNWxLW/i+LilIiLxcFvd+hQAgjyoVAr+0qJYlgRWHxudW5XZyuid/O+63rmJUZUyHy9gYUW92AdMfode9eZ7ten9CHrFZGxXpHFByNoPGd7tXG2ImX0Dhj0AyxPYdfhwHF4nOl23fBQBAlERG2TMezlwNF7rDllW8kf35mjpuJ+2bcpx17eN/DzWVdWR7T8+HZWQ/jpZdewqWXXoqpU+3W/sbGRpx66qnYvn27+ffxx5nbHg8UFt96Cm456yA8/NXDfcfuasxdR54/feUQc/mrD39qhsjmsgMP083pbQgYWz6zzsj3Gq4f72SQ4pimGvPfiqA/bBBWWqi6GcgTbQBY97b9+gUPW4GlqnargHXWngSWTLoD0Nl0Kpupd0+y0FwjxCRnCUi5JKL8eJXVjtWPNW8a4bBptZhE0KSgcZslMPmckc0YZ2CoXLJCIo1u/w0y8l+O/wmwx2jFrKs5lF+fjwNlRR8x8d1cKibSaejbGBfFd2nvs6FyAxFySDJNAlQiXx+jveguRQeVgdZ3q3ncbZvvHufkjN96Cyi0X40SHhKK6HXL0P5MSZPTeEhsy5Tt/3GNN4Nl6TXSdqjKDah7lCxa0ninAGUKjXnW+gMhcbvzNdI2lFhtbU0HT7tb9KFJjDyhoDPwzuBO4rC+4jhyTtptm5y2OvAQfaIjjfv0Z8yX7l6KWz66xRVY68Q5QfVyVFQVWkHzfpO3TY3CUSAHvvqV8MgZKLp1O9sHk0iiKkWhCb/caphyHuSSn50tO/Hk8idtz01MqZpiLr+28TVzuSnelFHpBHVlcopjwaD/96QztDdTdN1RVCJTRb6+HTaNp44yXm6Vuz4VGSJPrXjKV7iQ82No3ZTj4uStTW9ldJtq3X5ZLNROmYilvEpcxLEUDIRB4e/NycwzYrwcKCRsDCweaB7Pqn1NAcpmByqfdtGA/bU7hVwZEt1GlI3AT6f91DN/Z1TFKFw9WYT/tyQUWVHMAQHPznoYhx9+OBYvXozDDrMHaTU2NqKsLLNArgOZ0vwIvnb0cJsbRceISkWr0A4yqsr+Q7euxaiRZQcKQxQaVtRosRU663UG8PifiMsP7zcepzhTQuIE8cmfxOXyF9xjvVoOz/ipOLtPDhDFGWoAwFt3iEsSWLw6yRA0IaNJYZ3K6hywt+MlvvaKyDu5cbO9xMGPrfOsiXrAw1FCOSuNOywxI6Ioq+oITqFHdtfQhFM3gSHRIpW0urLoxi6bJa2XHCXqH7sNeSLPZEWlEFJSHg6U1nC5GOPTpQO9hgNn/x/wVcUxJ0NtuVUtvCl4WeWyoYwawCqDk0UBGToei6pEK2z6fKmEC5poG24lau3cq8VdHmFmoEj7YlvpJNc4wtyfNJn1yrGh414utSFRapdDuCAHinws0eOd+44yUIot0cAUUBRh0ioHA03qneGMThHAK8iTxsoZKOGA2B/taf3k5eIXL8azq5/FN1//pnaMvI3O16FC7tjil79AE7BIMJJxCQ9NDL0665CLggQIU0DxaE0sO0VIIFlXbzkvvvBvKwjcGfgrv5/Xv3s9AGTcEUbePideZReElxvI8zlV7jSoM0m83m86Nug1OI9j5WOSbZ4iAADUxsRnLRAI2MqCEqkE/rjgj/j6a1833Tcq8VFX7gPYxTivbkAqQaM+oResUjAEFITN5WhAX9JE7rJfHfMrBBDwdO/Ix79XHhK9Dtq/9Pqc7cVl3t1iBRaTqKmC1qHLrXFC5XFcwnPgwrOzHkbfvn0RibjP5jQ2NqK0tGP/jBg1d31pIsb3L8XfM3CrZEssIf7ZbK3NTZcBpgdAk74dS4AWI7xV1U2GcJZGKHILcJQUTqtydshUjlHf3n+K1eaYxIOls7xbyq41unBoBQDJuk0uBCqx2e34QUkhuXmK77eygcBx14vskUygHJQ1sy0RqMnjBxVt08OnWJ2HPM6m7xVyPb1ZwqMRoCg8dM9a/7EyHoIIIHfhERMJEgRKY+52n7SOtkgG+/7Qy4Hhx3mPWSDOkCsdKEXGJF/hjLDRxwhX1bXPJjcCTarpUiXM0LFriJAkoLSH3UIlOUpkMWlT2RHazbTaGJMDxZgQqkJyCfn4J7HU2UmHjml5gllpuHecZ2ed7ZEBqwxQMflSCSjDyoYBcJ+lVU7sjcc5J3Y0Vs5ACRg/XVuS9uwwFaqWvTK//PiXtuuZdvTwa1W7oEa0hk4j7Su26DJQvFwl1E2GBJXdre5Ab5UD5aBeIs9jTa3Ig3CGz8qZETr88ilkdKJDJmfuX9lgBZxnGigL6N8TZ/cnr7GAJXS0J9tREi3JOKzUzPRRCGALaxbarss5KYt3LsZfFv8Fc7fPxaTHJmFN7RrTmTK+13izhMyr9TI5tiLBiKcDhV6bjLNNuAy1OQ4GQigOVRrPpd93JCD2zu+NUDDk6UCh9yASjJjiCLWFVo2j17WtWZQcpXXf5w683j9a99heYzNaF4m+siuNObBgAeUAobGxEU888QT69++PYcOG4cILL8TSpXrlNJVKIZlMmn+Mm8qSPLzyg2Nx4vgszmx7IAfG7m4SX+YTB7FriDGQ7fhbjNZ5KtGAOOwK+3VV1sT4s6zlzx62luXWxjI/3wmMO9N+2wQpq4NKimINwK+HAv84C0oo4FV3FpImc8WSQERlGs4OPzRW1Yo1W+gH5O7V1rZVjtePp9wTGWcZUa6QJxB+DhSiZY/losjkx78hSujaGFc1iY5I1IKX8j5iIbcbL6MQ2Uwg8YA6y6i6ElG5k1f+zLSrvUtyAEs0oAki7XNnByvAcnMYAkMylI94MA+F8VpXq+28pBBmUrKbSXJdRBN2YcTlQAkGhRMq5jjTKj+PXBJBrpE9jtDTHUbIrizymbkwjsk6PVZ2EFAZoCKHyFmGIrZPXDy/9nnbGWWa2MsCCk1unBN6uj0o7btIQEzKvTIbMkV2YsjP54df8O2cahFW+tiyx/xLeBwCCmVcqNZN9y3cuRCAdxccmrSGpM/F8j0igJzaEn+49UPbY04bdpprPT+Z+hNzOZaMmds7rtc47XMTzuwTYmKficrbdXiVz1B7Wsqm0HXWUa3D6/0m4SkUDCESjCCZTnoKAQDwxWFfNF+zqgRpVe0q122jysV3260f32q7/Qdv/8Bc/v6h38ejpz0KwFswoM9hOBg2t1+VmSK7NiYUnQ3AWxCxHCghhIwQ55RHiKzpMguGEA6EPTNQZGFkR7MQh1SldOSyosBqEgO9RLCwLFp7OHfomMnU9URCo1cXJ6ZnwwLKAcKll16KHTt2oLq6GnPnzsWoUaMwY8YM1NQo0vcB3HbbbQiHwwiHw8jLU9shmdzy4GVW2dWjH20AwF14GIlAwC2YUOaIinAeMFNq2Uhti52cYLT03bbQys444luadUaBi58ERp1s3SZnWDjzLNZrOi3QpE13JpMmirL7gyaFTicFCSiqjkTZMvQoa5kmyF4ZKKouC7l0oJwknR0fLHUFIJHGzwZ/6Fcl0SCDM+vGtucl1JboxjwStMTkv7ZgmHiYwp4dTFHZyl7uD5r0vPZTcUkTmJhUr0+OC2dQMgAUGuLKQWf7Cyjk8CDnBpVoqfadM08EQCQltrUgUWcbmjZ+apXE1GeO8x3722xtLB97tI8//69UAmeMK3C4BvIl4V0WWUoNF5s8aaRyHqdbhY5tWbShz2uDW7iQsxeIulidufzfVf81l1UOFMJ5Zpwmve0pK8ukKCTe0/qEj2uuA2QqoPi5Sib1ESVa3z/k+/4lPCQ+Ge83dX1RCS5vb7ZnT1HGyMo97vwfmrTKDpS+ReKED03un1j+hO0xqnKqSw+61Fw+/InD8dmOzwBYGRRe6JwjfvvZ+dq9JsnkvqE8EV2ILAUdA8CNR9zou96X14ug28JwoW+eyMlDxf/EL4/9srntKrFFlfdD7YbX16+33S6XnEzrNw3leeUAgLnb52q3OZ6KI4AAQoGQKZJQ+2qZXS1C/O4XPdj8PMVTesfz7rjYtmAgjJDxne4V4mx+xgNhXwdKY1x8l0eDUVOUU5V40bE0vpc4qeEnYgJAqfSbyatUkI4ZXcmZE+oWtCfm74JjeiY8OztAKCsrQ36++MBXVlbizjvvREVFBd59913l+JtvvhmJRAKJRAKxWO7CUhk9R4+0QiPLCowWhSygMDLyhKr/FP9A1DGnAtevAy7+J3DQueoxlIOy9k1rfc4JmRO5JMbpbJl8if266ofTTuFk0E9kjcnSIKnMgcQiZ4tkmuBl0BHCl8O+bi17dXshzv2T+zYvwSVbjv6B+Jv+XWCwFAxuOlA0AhS5ZvJLMy/hCYRMFwMJAU7IGdEaNrpSeJT8hIwJ/147UOi4zS8Xl1TSJWdzkIDidCcBgDFRQHuLdYzofnBTiDLhJbgo8kRiIbEd+XF7RkTIOLO7q2gUVEQcE5cgva/yZKvMOP7/83XgbkPYIbeGs0RNduLIwgi9DtnZRfuO3CkEfQb7HmzdRmV+797teg2qEp6Thp5kLsulNPLkyslTK56yXaeJl+xAKQuLTh2hQO5P7mQioBSEC8wz5LJIJEPlS4NKBvl24XGKT1T2ohICnBO8mHEcqjrs0L6ThaovjbJ395q3Y55ym7z46fs/da1XB3VVceJXKuU8s+91pp/2E7XHrlOFoMPqnHRY38MwpER8nlRlNsQHW8X3wX9X/9czl0bevvxQPvoXCaEyoAjuppIdEgEA61gh5M4xgHDrREIRlBvfgXIbXSeJVAKRYASBQADDy4Qj9KElD7nHGd/ZsVSj2eHKS5AsDYvXlE6nzS48XgIKlUuRE8YrA4WcIcFA0Myv0YXIAlILb49SKWJPmyVwpNIp7ed7Y/1Gc3szgT6jmxv0HZGYng3Pzg5g4vE4ysvLlfcFg0GEQiHzj+l8ouEgjhguJq7vrhL1n1He94wMZZ8AVitSP4p6A+PO0JeW0FlpANgsbOeI+ITlySGcxY4StvMetNoUA9Y2q4QU3WSl2Zj0ysG35FpxdhahH+Iq90G2yGUQc/8uLr3OSA08zH1bLh0ogQBw8m3Aqb9yPAeV5WhEEfrxGYpmXsJTaIlmiYD6zDI5TSg8ltwlIcUP6SAFp+7t/hh3hrik451EAGrxC1jdpLxo3SP2ZzCiF+6cnY9M8UnxA327kXkjCWxRoyXxoAZ7dwsSRJKO/bquQgQtUstn82mdJTyA/dhMtotcFlUoLFExTFzK3xmq/BjKd6l3TASofbHssqJ1KjAFFGndcicLeUKkcqsQI8rsLjaaNNFZcrEsJpBbYwuU27I37Y29JvY06f7djN/ZJmYqVGGeusnbst3LzLGA95l1KlOh7IVxvcUZ++omdw6RKgOlT0Ef1zjiTycqBGGDS8df6rptd5s7d8VJocqlB+/9/NjSx3Dyf0623eYVFEpQuK1uQk23Dy4ZbO7jPa2ZOQj8OutQmUxeOM8sA1GJU/S6qQMVABzc+2DbGHIJEUNKxXFXnleOAALY0rRF2+K5JdFifq5IbKuL1WFbk901RtvRJzIK5CjMCyraxhtsi4nOf7IDxatrDxEOhhEOhpFMJ7Xb3K9ICLqFkULvLjxpu3PNL6wXsLqCUVivTlyjUOZMHWi0Xq/WyEzPhgWUA4T77rsPy5cvRzqdRiwWw4033oiCggIcd5xPcB+zT1m53f4PiR0ojBZdqGu2KOy9ytIU22MkYUM1qbr4SWvZnKBJZ7cOuUxcbtcEPNKkT26VTBNm55ksmkT213c16RDUkcgvMPHKN6xlycXRqfiV8JATI5wniQA+PwyNjJmWcDnC6XZlVyOzHa8xIUsZP6SDih+dNHavS3joR/dGwx2iEgGCQauES+e0GWl0GglF9Q6UZf+zXydxRDW+1DizLu3XgJFNcNLau+yrMRwoTjEpbUxcerVusN1uhchKAkOtfQx+PcwKalaFP9L4j/9s3WbuO0nIoRyk3Y68lHpFR44pX7GWHaHUygwUCXIHAOoSnqn9prrGAVIGihQiK2c1qMSSbTH790qmoafBQNBTGKGSioHFA82wSZ0QQJO6vFCe+TrX1K1Rjh1YMtB23Wti+MjnjwCwuuXQxF61bme3IwA4YcgJtm28/KDLAQC3TL8Fxw3S/x68YeoNrtsyCdDUhdJ6TVTv+eweNMXtx5fOwSDvIy/nh/yc8jGqcxDJjO813reEh3I5WuItKDL+P6r2j7PjknN7APfx+uUxIpMsGAia+Seq9txU4kIBvbJbqcVRokfHbSgQNgXJRNrfbb6z3cpwaU76C2jtyXbz+NO9h4t2CnFGDpFdXevuPuTM9CGx1ikOySRSCRSEC0yRxnlcEdTiWHYGeUElPH5t0pmeC8/ODhD69++PmTNnom/fvhg9ejQ2b96M119/nfNNuhj/+vZ02/VoyKdEgzmw+IbURWDC+blZZ+UYq9UtoTqjLdMmnQ1UBXdGCoCh4uy66QyRfzzRxEmX4fLmL923hSJioujsFuJ1Fj4XbP7E+35ZQMpl+Y4X9IM75nMGMJTnn4FCYpnRSSkRFP8TQoqzuJaAYjhQgnoHiqrzTIdwCmMqEQCwylnaHfuk1JickugXiujdOFQuRM4izxIeo6RAcmDpnDshMw/Gfv/gepElMbzWHuQZTCdEhyO/Er3PDJdUwmPis0TKQaLXIe87KteTxwFWKLNcwkZBvgCw8Enb8C1NQiB1TgZnDJ4BABhZPtK8zXkmGbCEAKcrJSF1/zA3IzLcXF7Xat93ABBP278jMu2sk0qnbGKDjl2tu8zt1Z39powReaJcVaAWHGj7KOOCJskqUaSX8X7RRJPcCSqnh2o/y5PqnS078cp60ekm3+f7U5UfUZFX4fkYwBI1iBmDZgDI/D0hdPu5Vfp/QMKFtlQqaYkXlJdC+1zF2Aohkl172LXmce03Ya7IrzDXqeo05OwkAwAfb/vYNuaUoaeYy/cdf5/NrUITfFUnHmdorfxeO8vBaH+GAlEzlHl7u6OMT0FVdBzyAmI/R4PqEy0NCSu7rDXRagoeXmU8gCi3kYVHJ05BsMEo31UFzhLxVBzhYBj9i8VxuKt1l3Lcsj3itRdkmKVGn6m6WF3WxzLTM2ABpYdy66234umnnzavz5w5EwsWLEBNTQ02bdqEJ598EoMGDdqPW8ioGF1lP/vW0JZ5u0DmAGDQ4cD35gPfXwCU5fDz++33gPP/bl2P+jhQiv3PPJqOgf8ZrZI/edC6b6BR462x9NocLkQgIBweTgsuTWQ13R6y5twH/cfIyCVFndXC2Am5C1QTbHkyHQr756XQmcka0Z2DBJSwIgfFJaCQA0WRgWKO3dtsmirpjGAyoRYBZFa+Yr9uhgHnWY9LpzQlZcbr6GeINl4lPHTcSW1+Pxj2Xfc4WGKU04ESNbJPRu9+yz4+nXALT86uWgAwxzhWe49030dtoYdIorzKvVOi6SJH+03OQ5KzVl6xOxLIOeKciFPJiXzm3szmkF4j5TU4u/BYbYwtYUMWU9a0vOPa9PkNT9uuZ2LL/+LwLyIajGbUEnV87/G+AZZmu+FA0Azx1LoojH1NuQqz1swCAPzfgv9zjZ3aVzh1vjVJBH1TuUijUziEdMbeIQpRKdLVs68228VmEgh7/mi7aK/KXXHiFMS+cpBwMVE3oEzR7Wf5vfUrlaK2t5FgBHnG95zXsdHHCKAujZaaAqFOnCFxrLKg0iwXWVe/Dtubt9vGyS17idNHnG4bc8qwU/D6+a9j/qXzccqwU2z30edD1c3HKV5SOCvgbnNtdbcKI2wIKMVSmZwTKqErCfc1S302ts1RjpVdYUf0P8JyoPh0MBpdMRqjy0cDcH8PiPXaM33IBaYaCwhBNJVOIRKMmKG58VQc6XQa98y9B5e9fBl+9M6PkEglTNHLqxxIh7OTFXNgwAIKw3QhgkH7hGiUQ1BhGPQe6e52kwsmXgAc9jXgbPePdhdrZme+3joRzma2XgYs94xuUj/pInF56OX22+nHblw6m2aGvebIgTLFEYJbdbB6HCFNoF3uh86CXBmqYEWnGyHTjj1G2VTSmFjkJd1nWs0MFCrhMX7IhhSTEHKlJPfWgQIAFYbjIN4sCSiayVubIyshERMiEpVWeYkic42wxXmPGGM93Dtm9yfrTOnSKnXb7oK4KGNLOiap20pEK9f6PHvQZjgVc++3k261lk9xZOKoxKTRp4pLcuAAavfO8OOV26wNUXa2MTeIp+LKs7eqAFW5xan8eMDdYYRcA0HNcVTd7i4DbEiq8x5UDCoWQvS3J30bxdFipNIp34leNBj1DbCkSXRJpMQ8m67bDnIH0DqPHnA0AHXILj0frZOeRzWhNjNQHC5Bym2gshP5ub04Z9Q5tuuZiC46qKQiU3TZI29tssRHPwGFjs9drbtM8ccrgFQuNaPOSLr3kBw6oWDI5p44+T8nY3XtajS2N+L858/HPZ/dA8DeNaksas9wCgaC6F/cXylQkdCoer9p2yZXTnbd5xQGyYkRQhT5QSHCxdP+LXlDgbBnNxvAXkIVCUZMAUW376jMKy+UZzqp5NBpwhk+TTkkK/asUK5XHj+xUnzX7mzZiW3N2/DYssewcOdCvLHxDby16S1TOCFHVzasrV/rP4jpcbCAwjBdjL9/9XBzmdsYM/uUs37vFi1UfPHX/mMocwIQHT3kMiG/drLUpadiuPr+Va9ay9RS1atbTrbcXAv8aAXw41XAdz7K3XpzBYlFCcUPUqcoZTpQfASUyRcDsFoYl8S2u4Y4HSh0OWnHczhkm717St+m5caYHLhyKP+mrV5fwnOIEXLp/JHe3mg/NrwElA3v26/Tc2yeAzTttN+3xZjoS6JBe8hyTgWl94FCYfMSdoFtUb8LAADreh1r3hYwJr35SUetfkEFcPS1wCl3AIdeZr9P5UDpY2QkffoX4BnaNwr3jjwZ2ilNynRtvCde4HqqdDqN9mS7Mv9ENalVZaA8s/IZAMBza56zPd4s4YFdBDi67GrXc+n4pFpfhkeTsKJIkSX2KBxVMsFA0Jwkb2lUdy6RQ3VJnNCd3abJMLl3vj5BdAP7wpAvuMY6s2aoFEXVmUWVgQIIl4STTMQQ55hMRBeZoaVDTceMn0jlRCd0/GHBH8xl81jT/F+h/T+6YrRvKKx8n5zNodsO0x1hCAxy/sljyx7DUU8dZRM9Xt/4urlckW+VQp01Qi3CElOqpgCwQmtlnK145dBWZwkPdQ1KpNsQCYrjbndc0cXMgFwlIUTQKzzMcxtTEMcdlR6R80fXXjqejCMcCCMYCJpOtg0NG1xtnVXCK6DP2ZG/Z0i8qW2rNfODiJZEi3l/pm2MAeDaQ68FALy/5X3vgUyPhGdnDNPF+MI46x9vfoS78DBdkH4Tga+9CvxgsX7MBY9Yy3cOsEoJJl7o3xkm3zgj164OfLOV+NCys4vI3hAMiu5EuvIGJ84Mmc7GFKAUEzJz4h6wj63dqF4XTbTzxMSmOSqs2vkJd9cLp4BSHLN+iM5Y/1vb2NoCcSYvJw6UehHeiXirvoSnfKjxxNKP7pQRhCsfR1T+FPc/22q2yF71KnCvowUxiXuyA0kSI05dfYu5TO2eWyL2zIiEMXGR82asvBTFd//JvwSO+p71+TBXpJjUySV+y18AnjjfagGuc+88eT7w5m1Ayx5pPzsmFGWDXQ9LpBNII62cUCsFlLS9HSkAXDjmQuUmmSU8juOof57oylQRHqp+LRIkkqigCXE0FDW3xy90NhQMmSURJaoQbthLNfy6hVD5BwkoXuVB5BqhMST67G7b7ZrIOUseCFX3HD9XgWo9usBgJ5cdJAS/R059xNrHPiKVk9q2WuXtcv6FnwNFztcgd4dXCY+cIUOCi85FYR2nYnvkY45KsmTkUF45h+U7U76j3R4AGFMhvq/X1bvFDipToXwUOUul1ZEdRiJEYagCUSPTRA5qdtKWqkcAIQQCQQSkfZ5SvI9J4zY6nif1EY5JVSYMID6D9H7IXaLOnnW2TWhzdpXqVyhcTM6AXEIWMSmLJ400rnnzGtu4hz9/2Dw2shEFR1eIcqP5NfN9RjI9ERZQGKaLIf+QaY1nd5aGYfYZQ6cDFR6TFwqhJJa/IC5t7WR1uRzGj73Kcer7n5TOgtMP2qqDfDe508ggeDKnkKNCFR5KE99+RtvfNtHa0zbRl6nbZFvn1jKRT1PZ7LaIO7vwkNiighwYlKmyVww0XHnxFqDBCEp0igAUotkgtXOlyZHcdnvAIeJSVTdPrZIveFhcOkvlSJABLPFKkxc0bpd1hpn2hexQAax9M6DREiJDRoeZBkdZjydNbrcQ+jo+D2tmW7kvzlwaEp/qNgHv3wc8fq71+sKOCYXcuttYn1cHHmo/+8jnj5hnlJfvFu4keUL+/UO/Lza70C5aWhko9m0uCAoRqTGpeO0OvM4q0zZFg1FPBwN1OKHgVCql8MvmiIQsAUUumVGNpUm6V3kQjVVNGr/zpn3yrctAUbWPLsugFbhTZMl0snnD1Buw+PLFqCys9HWJ6NAJHdS9CYCvKCJnzfiJLYDdweC37mQqiXDQKm9xuiecTOs/zVwOBAK485g7ceMRN2JQiXe22YAi8b1ApVsy/1j2DwDAxgYhlpfnl+OqyVcBANbW2ctMVuwWLs+8YAkCgSAKguVIIeHZAjwN9+/RlqS7axWtg47nAuN/jzOHhaCgV8DdFlh2rZjZScZYKvdZvEt9IodcNjuad5jCzO7W3a68oPX167GjWYhO2ThQqNQOgCvrhun5sIDCMF2Ywig7UJgewooXxSXlp6TiQKxeffacBBTdpF/GLxNjX5BL90smeGVz0G00mdV1OiIoR8U4W0gtidOKzgahlN2BsqFiumuMOdYMkc3B+0LHQWutVbLlXG+hYeNeJYXIqsp9SGhROVB6Ga4S6qxDpUOE7GRJKNbtxLDQO5075urCYv3F7VZ5kC5w1sXXX7OWz7rfeyxBHUScHVsO/7r9evUiq8W4c0IRCFiClCHOqVqzEp9ut7KPfjfvdwBEKQdgiRKA5eRwnqW2zuw7RICA2K5EOmYrVVDh7E5CyGe35XbDKncEbQdNpP0yUOSWuXQmXtfxpT0lyp9o8u3lWHljo2ibvrJ2pes+J7oMlNuPut01VhVC69pOx/cNiWOZQK8tE+eHzLDSYZ73U97HNyd+03z/dOumrkbRUNS3rAqwZ2j4hQYn0gllZo2OgpD9f9tZI8/CV8Z/RTPaotRwClLrX5lDq4T4TWVSgCW0FUmuzXQ6jXe2vAPA+hxFAmJ7EoocFPp8BRRTxvVt7vK4tpT4XiDRhsQJlbMrmUqaQa+Au6OOHBDr7CpF74mz0xNB3y9tyTbzM6D6Ljh24LFmmHI272EoGDJzdT7b8VnGj2N6BiygMEwX5KXvH4OfnzEeZ0xU/2NgmG7Bt971HzP/H+7bKHjWGUqpssvrMjH2JXIr430BOVB2u9ucmiU8tD/IIeFs/0zQOCNstqZYdL0ZWL/ANZTyOZJmG2PH5FqayJpCQC4yUNYbpQmPnwcYNnWUDbSPaVe0F1WJHJQfo7J9+7XElp/DPO7s++BfE/5iLk/a/qwYYvzwd4oiuwpFdkl+osHcd7qWxy6GHAncWi/+nCU9fjjFRrm7DkHhs6o25XQsGR2xZLHAydcO/pq5TGeEaTzlHQAw8w8a2xttwobZLcSRgSKXEcihsSlFpxtdeYo80Q4Hw54lPGb7WadLxMeBEg1GEQwEkR/KN1+/a2wybtt39BybG/TCrNOpo8IZukn0L+7verzcZlrHhD4TbNeppW42ZOL8kKEyCb/SmdJoqbluXatactnIeT1ezgHKGYmEIuZ7sq1pm3JsIpVQOnt0OJ0WmeIMnLXdZ7w+WYgZVS5KD+USHlmUaEqKfdWWEmJYS9JdKpWEeK8KguXmbdS5pzTkDgNe2ixOlmxqFO7GiX1EgKvq+PcSXwG7wOXM9CGhSPe5krOPSLxUCYV9i/qaAm5loTsfyIujBhwFAGjSlRszPRYWUBimC3LwgDJ849gRGdUlM0yXZcAU/zF7FFZn+rHnPP6/+6l7LDlQ9lULYRXn/AnoNRK49Nl983ytdeIyTzHxpdwO+pFsBs6q8lJSQggotH7MU1lJe8htESchIC25Af7vSCt3IS/ZKI0V74urHW9HiNW7b3O+drmdNJXaqMQ1mrg1O0JhAWDbAvv4YsckVf6hnowBgaDV5ciASqAA4MR1dwPwd6AAwNA68WOfSnh8HSiZ8POdwFUfAKPtrVBdgctORwpg7TvFfYk+o7A2Eka8TgSo0gRGJaD0ktog0+RELm+RaYqLSUh9u/V+6zJQZNpS1nEXT7uFsZRceiW/DkkoCQQCloNBUV4iZ6UA8O2s02B8DunMd0G4AG3JNpvrBjACeFPttgkkOVZU7VlPGnISAGD6AMv9dd/x95nLsjNB50CRtx8A/nzin23ZE5mSjWBAZCugUJcknVNEFRQaU33XwXIk9C3qa5WBKEphnESDUdOhUKj6rBjbIe9nZ8tnJ6qOVZkQCUVMl4Zzn6iETNrez3d/bt4mO4dIAKmMCqGlLuF2aKQoQFYSw8cUioBjlWNlaP4RACz3kNfxTJ8rXZ6OLI44M32o7bfOCSUf4xScrHLu1LXVmZ18sn1fSBzS5bswPRcWUBiGYZjO45gfed8fUvwIpwlecZX9dpqMFUm30w/x/VnCUzkW+P58YNSJ++b5qowzvypXCZ29p4kaCSi73JkmVvmO9aOxPl84D+RcDoKEADkYNhGy3BrRRLNtbDIQdotgHYEyUGwb45gUyiJBk7CMWwKKdGx45dVQFghNDJ0CYIN09jnR7i5vMZg3YKa5/MMPp6JX6wYA3mLSl5aJDBDLgZKD4zkcFYHPm+fYb3dNVhTv0Q5jwqVwdNSl4jh30AB87wMRhEmTIFXGx4gyK0eGJrBmOYxm0rRs9zJzmSZHTgcKYAXIJlLWJGt9q9U169iBoruRbrLuvN2c3CtyIGgiR5NkciTQWXYZEkVk8ozvNGd2CZUlyB1uqKtIY9x9tpz2oZxrcsow69i/9OVLzdflzIyQkbc725bChPzeZopfBoqzO0//YuHC9SqdAcRrJEeCl8ghb0NptBRtyTZtCRhN+IsiRaaTQ7UdyVQSaaRtTp9bj7oVB/c+2Dbuo0vEsfmLI3+xVyfHyLlV3VRtu10loNA2zd0+F3WGY0wWMobkiwwZ2gN1CbfriUJhZQGFSn/qE25HTjQotu+EwScAsISMjY3uIHPan6quQs5tdWb6ULaKrkSP8mQGFg80y3xUnYBmb5ptLmcroFBYsNyWmjkwYAGFYRiG6TwmXWS/7uxYo8qiaDcmGXK3HQCI5ItJa3ONVS7SFUp49jWUCdKmcGZQmUlvYX03xQCVwEQCSsQSQVrDwgauCogNGpPplObM84z11pnwUCqeGxEAAKZf4z+msJcQCwArq0TVsYdyTlSWa5pQ50nZJ99821p+9HRrOdHqDlg1+GTwN23Xh9eKiVMm+yPfaHWczKCtbMYc+2P79aDjp982jy4SqnKmRjFp+jAtjjWamDonjASVelCZiFfJDwAsqLHKx0xXQdpdolUVFR1J2tPWJCsvaDmRqI2qn4Ayskxsl5cDhcZSCYdVWuT+GZ1UiE6UA+EsLzEDeKXPp+xkcDpWnDkQKqhMIZG2lzzoyCY4U0Zuv5spfjkl5EIiaNsW7XI7BwC7A4WEE7+yKtPBEM5HKp1S5tjI6wgEAqZDSLXdOqcPdR8iSqIlWPLVJbhwrLrjVKbQJN9ZjqI6lgaWWKWOX331qwCs1zat/zRTyBmUNwUAUNMuhPb3a/+I92r/D4BVwiMLKPGU+MxFgm7BIeU4Rmk7SyLuElx6/6i7EGB37+xps0Jqne8fiY5y5osMjR9bMdbWVtqLTDtLEbT9ulbKTM+FBRSGYRim86gca78uh18C9rIIotr4sawsLYjZH0edfPanA2VfQxOeasWkotmYoNG+KyIhRHHGk8QWKU+CSnciijN15EBJK9wAADBqj5F5k04jlI7nJkAWAEoz7EhDpUiNxplZlbj2mdFh55273Y9Xte4deKh+nCJoF7CX5sikFBPZD4dcZS6P3vUmAhAT5rI29VnVDjHtKu/7nQKLjGLf92m0yp/2tO0xJyq6ifg5o84BYE1odF17qFxDdjbQmPyge/IVMnJi9sQ3mLc1Jy2Bwjf4M2Vvt0rPpRpP20xiEJUjqYQMVYZK2jjH//XX7IG9fmLS6trVtus6V4mcR9JsfK69HCgy2Zx1f+CkB8zljkwa6XVSq10nclnKS+e9ZLpDdAG8soBillVlEOwLWBNwVX4FCTnk9vBqY6xzVHWkLCoTyDG0tdn+HaE6luT9tq5+HW796FbThZEvuQdLw8KhUR1bglQ6idWtb2NN6ztIp9NIGmWFQVjrLYsMMp7T/X+CBBQScig0WvW+qPbdT6f91DxmZQHRWcITCARQEC7QlneZuUWhaMaOn2ydQfReqJwtTM+GBRSGYRim83D+IHF21okp6pepBbLTgQJYuRQxchkoyjR6OhQaWqiYwND+oIwP2od71rnH0tlUqfUvleSoJvCiLCfkW5YTQBIBpHPnQNFY8l2QI4cEDtoXslOEysBiCgeK7lg6+EvicuKXxXOselVcb3UHLhJvD7/OvXrFJHneQOss9cTtz5rhu9uLc9iW25l54qS4CrilTvx96x3/9R39A3Nx8c7Fnm2M5dvrY/auPc4MlFOHnQrA7tIwQyYDKlFKTK6pnAAA2lOWG8Uvb8M54dzdJtqsqkpnnBkoNPlUii3GeoeUuDtgUZYG0Wx0RnLeTjjLE5xBmsTTZz5tLtfGxHFpOiMUwl1VgXVGPpvgzGMGHoODeh+EQ6sONYM3s4FcGrpuJ1QqNanPJAwpHWK2i27VhGD/b83/AAiHj19nHedkvS5WB8B6D2Sqm8V3Iol5Xl2XdE4fyt0ArA45uYByPK5/93rb7SoBxRlW+9/V/8UfF/wRgD24tSoiTnSkkEBN+wrz9vZ0C+Ip4Qil7joAEDFCZDe0WSVzREOy2rYdVJ7z7Gp3RpgsgBF5oTxcOEa4dL731vfwsw9+BkDdljsvlIdYUt2JyxlQe/Xkq8373r7wbbx+/uu28bdOv9W1Dj/8RFqm58ICCsMwDLP/UP0wprIeZxtZwMq3WPGCuDwQS3hKje5czmwLwHJf0FlwCldtrnGPJfdOX6v0grq/BOEuQ8hLNitzPOb3v9h2PWxMYIKKdrAdwuli0tFvkrgkZ41TUAGAo0XWCEbMcD9edyxNvEBcLvk3cPcQ4JlLxfW+E7WbsrTqTOwuGGa7TbXv5FKdFZWnmQJKztw7xKAjvO8PBMTfgEP813XiLeZiKBDSCiLEh1s/BAA8ufxJAHrXxdztcwEA9352r3kbjQ0p9l15WJwFT6StCXOfqJjwnjbsNH8BJWkvCRhQJNw2zrIZ1TZ7tRp2lhp4QZNCebItU+8IUNbtu2AgiCP6HWHbflNsUYTI/vaE32JY6TA8dMpDvtvo5Jkzn8E/vqjonpYhAQSQTCdtk95EKoF0Om2KGeQKorKchTsXKtdFYtE7m98xXSK6fBXn+0IBoKquPbVtYr0kqnlNlFUiAGDlYwB2505noTruVKKm3J2GyA9ZZTAv777ZXN7Y+jFSxv+CopDlqEkaOUF1iS3udQWFwL+7Vey7z3eJPKWNDe4MFN2+k9sZP7/2eby35T3l8ezlOvp428cArNyhqydfjX+d+S98duln6FPQxzzGCF0nIC9ISNV1AmJ6LiygMAzDMJ3LNXNFecXVH1u3jRLdJFyZKKkU0N4oXBZeTgdyVJBQsD+78OxrqANNocIi/tbt4nLtm8ZY6Sxx0iFoKENWrX0eSkmTQ2OyE0m5J4w7HG4J6sCTn1B3R8iacJ5o13vZc+L61G+ox5Hgtt0IwKUf4THJUUD7I09x9lyVmQJY4bKu59M7Y+LhIjx26L8RC1mTKF2I7CeDxesJp9qslsd+bYyzJdMyKJmRmlDkYMjMHXhtw2u+goGcwwDoRQBnm1zAmrCquvCEDOdJU9ISB2liV5ZXZgo6OgGFnAO0HTRZl3MXnNvh7MKjElBUZQmvnf+aa5y8DbpymJs/utl23auzDrWxNUNkqeRBse8mV07GC+e9gGn9pymftzPpV9QPaaTNsod4Ko5DHj8Ekx6bZAooNS3iPaX9onpPAGBCb3HMXD3lavO90QWSOt8XEpqoA4sMCSjHDDzG9pilu5e6xprOCMd7Qu8HoA+27Qg/n/ZzAJbgR+xs2WnbVuLxLz6uFOgy6YS0se1TU6AsCFqvJz+ozh0BrBKeIaXCgfXDw36oHavL9HEGG//grR9YYwN2twqgdig9sfwJAFZIbCAQwPje483HOEsOdQKwFxQOvbBmYdaPZbo3LKAwDMMwnUvlGOCGdUBfaaJ90LniUj5zE28F6o0fv6qAVADoY7gRaFJsigA5aJfbXaDSHaOrgg0SF8ae7r6v0dExQdPBqDEq7P2F7dakJWCchWwLuV1Bm8qn2q6Ti2JX4SjV1neckV8AfrQC+OI96vtpMksCCF3vM9oaUypcC9iiaomtKeHROWCk0icdcwZfaa1eI/K1B8XkalDDAnPf5aSNsczqN7J/zLgztHdRd5yX17/s21Xny2O+bLtOZ/ydJQ9XHHwFAPtkynSgwP35Dhi5PjGpjTHlNURDUc9ME8DKF1lZKzpovLjuRQDAzR/e7BrrCrA0jjHVhFolEA0oHmBmYsgTV51L5OgBRwMAjh90vO123Rl7eZvo9eom9vsbEi4oXHRRjZXltK5eCOPjeo0DYDlzdEG4JFKU55Wb+1uVQQO4HUfUxeX9re+7xlJGCz0vOSJUWSzme+IQqjoazuvH4JLBAIBtzfbvcxLznG6MKVVT8NaFb2HhZQttt1N5lBebY/OQMD5Tcqkcde8BYN5PkGOF3g+vYFbd8ez8zCbSCWWmD3WT6kgGiVPUygtm/35RftCA4g4I1Ey3hgUUhmEYZt9DWShUrlOzAvhVP+D+/2/vzuOcqO//gb8myd4ne+NyLDfIfSt4VEVuFMGiUsELbbEH1u/PelPFs9Vq1X79WkEBqRZbvEuhasW2KgVRlEMRRVZEWZZjT3bZzfX7Y/KZzExmkuxuktkkr+fjwWMn2dnkQzI7m8973p/327cMo8SkBkS9rybAR6vkr+LDcjIt4RGZFg0GE/hc39X+HqcHfq9Gl0LtNs7e8fompimqAoE23+vcqsqoUB5G9cHzsk8XItPpq8EQxhKGNsvtGthFRjjFV2dg031A1U7jjBJRDyRTWxsAgLy/LSUw88nsyqRJrQW1Frs/08Usq8Tjm+B6ISnZOxHtwgMAc56Wvw4wD4oo/ucLYPZTwKgrTHe5ZdwtAIBhxcNC1kDRT9TEUgt9wUbRstblcSmT7GAZKNl2eXLd6PbXD9laLy8t+e+h/yqTX30hVkFkd4jshpEl8vIlwyU8vv+jGLuYHBtNnPQTdUH8jLqVsVmdkksGyN3L9LVRgmWV6JcsBauB0hmI1+Gqf1yl3HfPf+UMOlFfRZIkFGUUwe11Gy6TENkjafY0JbhhthRDH9gSHZXe++69gH3FMSPGIVribj+8PWBfsywKSZKwcspKrJ7a/uVORvp18QeERaYM4F8ylJeaF/AzQGAgTb/U6cquf8FpuddAT7QqtqlqWtlUx1SrR1tDRt+FRwTDjCjBV129LPF6a/b1BgYbhxXJnxfCyaYJpT2BRnHMNbmagu9ICYcBFCIiij2x/lgU4nwyzFRyUX8h31eg0XdVCtGYrHdWysRTkpc8qbkNskoGzpS/1unWq5tkoBzPlCe8DlUARSwtMWph7FIFUMoaP8dZlb+XhxLpZSih1B7wbz91hnFNkxxf/Rij7JGW+rYF4hqNO4loHtLhD6B4Tbr2fJ8jL2PrXrcN/Y/KmSLpTpMMrPYaNBO4vQq47IXQ++aUASMuC5rVJTIDSjJLlCvewa40F6bLASunxwm3162pD6GW6ZCvCovsBKVdsEFBYrGMQHS4AYCTHjkz5suaL+HxdTQyuzqsz1SY008uFiyK2apVN8tLSkSaf7CWucqkUPd7JVoZi9oQ6n3N6mfoO7kEq2ui7xTT7Go2fGyr9e0iZ6aJZTpG1DUwRJBAXw8G8Ac4MhwZyntiVpC3rlX+efF6iIwnI+L1F0VYC9IKNLfVgmUFjSkbg1GlkSsgC2iL/u48ulPZFr8r+toeai9M9//+iyUugk2y49TswMxFjy+o6/JqA1hFKfL7KH7nlP2hzUjLTs1Gqi3VMOhndjxP6jkpYF+jIrLBWo+PL5M/U9w4+saA7xlpz++JOF/trdnb5p+l+MYAChERxZ6YXBz6xPj71Z8Z39/jNPlrq++Kj/jg1MnS1KMuvycAb2AWigiKqD8Mis5FBz/U7muyZEUERByqeidKZoTBRFafLdGjbpvv/hjXpWnW1Umo9S0HM8pAqdYtvTDo4qAx6/F2Damyiz8T6LiuqKxwIlWelGU5j6OiVi7wOKT69XY9X1D6DlgdIGoUbNi/AVUnqkLuL4pxrt2zFm6v23R5g5i4isl/ZV0lAOMlPBl2+Uq7UQcOwB+0MevKoifaKIslPWpionSoUf59E+M3yooQz6efMBb4OkBd+NqFyn1myz/E0pR/H/y35v5gy6XEa/zoR48CAA42yAFTo4waK4mAiHiPjYgCr+pto9bHlfWVAORsG/GaGHXVAaAcp2KiXJpZavr84j0sz5Yz+kSgxmjM4baLjgaxlA4IHsgRhhabF742s79Z7rRTkKLNJBNdedRFnAFVG2PVMZqdmg2X1xVwLJpl7xgd32LJknrfYN2R8tPzAQCnFpp3NLtqsD/7SV2zJlwiaNeen6X4xgAKERHFnihq6fVoi3wK2WWB9wFAni+1V7TyVYrIdq6rrFEnlgGIYrGC0bIV0bVHP4E2WcIjAihdmv0ZHWIJj6cNrYnNiqZGzZQHtLf3rJe/qgNEWQaFdwF/MMlk8oXsksD7fvZRyCE57ZnY1Ot/8I++S0076zT6as54ED9BQHUGyQffyxMss4mr2m8//C0A80meqO/wr2//BZfHpUxc3Qi8wuzwtVIVbVP1QrW1vXyQ3E1JFCIVQaH9dfsD9hVX98XyCYfNAYfkUIIWamKSrc+EMMq4UJbk6F4Pl0kHK7M2xgDwzwPyueBg40Hsq92H0iw5QJAa6eVgHTS6dDQAfzteI+oMFNFuuNFp0HrcJ9ORqVkSZhQ0Eu+vyNBQT3r1gTBxWwTKxERZBGzUxLisWCr1da2/Pb1ZcWa9m8bI7Y/fv+x9w+9PKZSXtokMr+OuSvlxJW1mi1g6V9WiDUa7ERhAUTJFdEttggV9HjpbW+tKHMciO039HEYZKGZL6dREoVugfTVQbJIN6fZ0tLjCC9JS4mAAhYiIYk9kRZw4AtSriuFN+DmQVQJM+43xz4nuKcf3yV+TsQsPAAz3tQ4+rMvUUWrCqF6PLr4rh/oPeSZLeAYefRMAMPmre5T7RAaKWVDkhWGrAu6LeB2PUPRLTsSE3qH6YKzuvtOqWrcuJlBdKkI/z69r5a5AReEVyf3klEvxWeks8x18k0V16+jXB/42rMe2isjuAPxtUdWTkVDMJnkilf/eLffi4W0PKxPpdFvgFV67EszzBmSh9M3vG7RTDuAvADmnv7x0p2uWHGgMWihUPRnzzdfNMmCCZTjoH1e/hEEUyNU/vtkVe8CfJQPIk0zx/842agdvITH2L2q+0Lw3F/bxZ+b0ye+jbIugxVOfPhX4WL7zkVjWIjrTGGUGKRNq38+oi4jqAyNiGZQ4htTHq37pl1hCZtb9Jxrm9Z8HAFi+czk27N+gGVeoTJiFgxdi5xU7lU5aeuVpw3H1KS/htDxtPRTJZMq4rUG7FEhfAwXwBw/13XLMMrAAYErPKfjrrL8q5xpRKFYEWYHgGSj6LltG1Jlw7S36m+5Ix0n3SdPzACUmBlCIiCj2MkQnmTrgsO8K1oDpwOR7gZu+BAbPNv459WS/ek/yZqCIq6f6pUvKkibV6yQCCPqJpNtguY8Jm2iva7Lv4ZzBeG7En7UP34Zslag45LvCra9r4stq0Cx/conlTCYfotWT0GDttSOkPq1zd3UQ6fFqZsU7jZhNatSZA1sObVEmWLYQ2TmiDkOeQ15y8evTf+1va1tvPLFVWhP7An12mx2ZjkxNkVfBaHIq7tMHaMTETWTPBGNU1wEAeuT4g1GbD20O2N9oknzNUO2EV996ubMQhT+9Xi++OC4vlyrJKMG9Z9yL83uej9O7no5BBYOU/cX789mxwGWdGY4MOCSHEmgTQRF1loLg8rpgk2xKsEo9Edd3Xtp1bBcA/6RakiRU5FYAAA6d0GY8icDM4MLBIf/vkaI+5n7171/J4wgzAyVcvdInam53SelusqeWsoRH9be6T54cEDv7L+F3lZIkCQMLBipZXi9/+TIAbaBQXzhZTRwvwYrDqoNh7f09CRWopcTEAAoREcWeOltgnW8dsjoTJRzbnkneAIpoCf3FBu39SlaJ6vUQRQX1GShGRVYBvNtLLrrX5MhX7guVgQIATrt2iZDkdZvsGUVjArtIQH81+pQR8ldNAMW3j8MkgJIf3uQhUmKevdMOv//B7zW3g13BfeBM7fIqfYFVQd2xw2FzKMEIoy48AJAiyZMpEUBJlXzFP9MLlfGoi8yqGRW/zUzJRKun1XypgcE4Xt+nrVdj1pXo+hHXBzyeWUaJOmvkx2/9OODnjJaLXDPEf+y3uls7bQBFZJe899172FoltxMvypSX1j3yg0fw9OSnNctxFo9YDAA4q9tZAY/V6mnVHEuis45RW1un22n4/gHA58c/19wWhYfVx7R4zM+Pafc1KxocTeJ1MxpHpGqxSJKEK7v+BfmObihPGxlQA2VC3nUAgBy7NtNKLLdTH//76uSM0YAaKO0YszrTRxzbx/X1rwAl4GULMtWtyKtQtoMV3w1GZJ6EUwuKEgcDKAnoo48+QllZGS699FLN/WvXrkXfvn1RUlKCCy64AEeOGFcqJyKyRFroK7YAgCxfF4KyoaolK0kWQBFdiPRFZI0yUMQE6sBm7b5Gy30AVObLhU9rM/xXwUUNlGBZJW7dGnKXvX0fSDtk+sNA/6na+/THlej85FRNskQwySyA0qUCuGwtsHiz8fc7aHeJtr2wKw4CKPqClMGufM/opf3/mU1k1XVUvF6vknFhloHi9MrZIptqHgYAuH2BvlR7qrJEwWxcIkiiDjAcbT4KILDjS7BJsmi9q99XPylUd30R7XfbOoGsaamBXbIHtIAG5CvtM3vLHbdOuk8GZNh0FqIWiRdePPbxYwD8dVGMjCkdAyDwCr/X60Wru1Xz/g0vljtaGWUROT3OgPevb77xMjzx87lpuQH7iiUz6scFzI/paFBnzwjBCgy3l02yY07JY5hSeAccuq5qZalyxo34nROOOeUaQuHUhAm2JM2Muiis6GxllGUi6gsFC4xkp/gDlWZLmkIRwU6z7k+UmBhASTDr16/H5ZdfjrFjx2ru37FjBxYvXoxXX30Vhw4dQvfu3XH11VdbNEoiIgD/o+t28YNbwvu5/r42o/XfA8218nbSZaDIhS+hnygYBUVEe191m1/A36VG99o5fYGPrNajyn3+JTzmH85dugBKYdM+032jxmYDxl2nvU+0LhZOGSl/VWemtPi6WQS7Cjlgmj/zJ8K2d71Mc1sfjOqM1JMPIHgGiiRJGN/V36rc7Gq9ehlEi7tFmRRKISZjtS6548xx135lLCLV/0DDAcOf2X1UXjpoNAFXtxoG2jZJNpsUiporAJQAiJjkGU021RNFdX0Fd5DMLvEefN/4fcAylM5C/ToIVw8x/zwqJrafVH+iud/lccELryZAZNbK2Ov1wuVxBQQX5vaba/icX9V+JT+earmICPK8feBtzb7K0pkYZqA8fq62K1iLu8V/jMbob6FDko8ruy6wIjJSzI47dRaKvi6NEf3x0i2nm7Itftf+37/+X8CyLWW5W5DHFlkqAAyDkuEQ4zHqEkWJiwGUBDNmzBjs2LEDo0dro/nPPPMMLr30UgwZMgR2ux3Lli3Dhg0b8P33bUyZJyKKlBxdp53yMeH9XLFvffzRvcDRL+VtKcn+nEkSIOpQqDsQGNU16T7O+DEyfD+vWzrltPtaM7b47093yQEGKUhL1BZ7luZ2tioAE1Op2nEEFBhWljSpAiji/3XMgqAPgCPZAzS3TzradzU0lvRXdkNN3DJUS7zCuUpeWV+pTArNMlDOzr8BANArQ1uvISc1R7kqbZfshgUexTIN9YTuSJM88da3qzXKFBFdQqZUTAm5r95blW+F3Hf55OXKtqi7Eeqq/ktfvgQAuG/LfUpRXHWx1M4ow5GBogyT7ljwj78kU9sJSyypURfcFcVK9UtF3F43vPAGvM5mmS8iaKOevKvrZaiPj2hkfoSi7oIFAHd9cFfMx5Fik18b9esP+DNS9GMU1K+jWI7jgfnflXsmajO81L8DHx32d0ITNVKU5/EaF2hWS7GnYN2sdXjtwtdM9wlFHJdcwpNckuwTZ+IrLS1FSkrgyfOjjz7CuHH+D9GFhYXo3bs3tm/fHsvhERFpDfMtNaw4E0gJc8mH0sLYDYirTqIobTI5WSt/vUc1+TDqrFOoSlNXt4z2XaFDsXby3mJXLXnxTURE7ZNMZ+Bac4UuiPV1lzPM940mfcaJfnlX7Tfy1w9X+O8TLZ27Do/euNogHmqg2HTvt7rwqZH61nplO1QbY0EpImsSOMi0dwEA7G9+Hx5VZoaYNJVnl8PtdaPBaVBU1PfYXdK7KPcNKZIzu/TLRYyu7osAxaHGQ4b7BpvIioljsJom6iUFU16aIi9p8rpRkB7eue7QiUOwSTZNFkVn9ObcN4N+X7Qb1mcYiCVK1c3+9tAia0dfA8UsuFCYIXd46ZbdTXO/0+NEmj1Nk5XQO6+3sq1uwRzp4q3hUmd0/e3rvylBtlhloIjMk3r3IXzd7G+J7EHg0rhZvf1dyNQBFNHxKlgb4DPLz9Q+r0lARF+3yKxAs96AggHond876D7B7KuVg+5iORolBwZQkkR1dTWKi4s19xUXF6O6utpwf4/HA7fbrfwjIoqKmY8C174DXPFG+D9T7Cs0+dmr/vuCXGVKCqIlrwgEqD/Mq1+bz1Wvs1KAV/faqSYN/swT+e/A8YyKoMN4cvw7aEgtgdOWjrf63hn28COqS0/t7Ywu2ttf+iZs6powRsV3Y+zLgh9Y9tyRYHbFWRCTVcBf7FNPtKMVdhzdAcA8A0UUkQUAtzewlalIqzfsymKQ/SGyasw666gnySI7QYwx2OMK1w2Tl5eJ16ItNVDC2XdOvzma2x6vp91LE6JJXSzYqKOTWro9HQ7JEbBEQrweA7oM0OwLBE7IzZa3iODMwcaDAfvrAyLqn91xZIdmX6PHjrYzTvEHqHNScpT6QbFasmWH//V5t+YRZVtdh0i474z7lG11NyXxe1WeU276PPoMKnVARB2Y0WeZKcvjovzZYHs1L0QnIwZQkoTX64XNpn27bTYbPB7jtLlly5bB4XDA4XAgLa1zrZ8logSSmgmUj25ba1ix9ETNHTh5Siqb/1f+WuX7YK//MN+lQv7a0ui/L4wORike+Uqu3fdB1xuiBkSLIwcrxq7HH07/T0za/Zoq7Off1k8ohl0SuL9R8d0YWz/wAdSml+ONAb+xbAwd0eQKLNyp9tY3bynbQwqHGO7Tv0t/w/vNuvAUpfqvHDd55OLAuXZ/C+hRJaMAhAigqB5bTMD1RWSVWg2q3xVRDBUAXvnyFWUCGyzQIYIuf94jt/wWkzyzybeY4AP+uh7BMh3Manp0NrePvx1AeK1/JUlSJtrq4rBGtWbSfEWg9V11zLJERLBBnU1lVi9FHVRTtzI267oUbQtOXYCrBssd7BqcDcqx1d5uMm1lFpgTARR1IEe9ryigDATvbqU2smSksq1+v68YfIWyrW9zHe5jd9Trs18PvRMlHAZQkkRBQQFqamo099XU1KCgwDgVdOnSpXC5XHC5XGhpYW9zIupEsksC79Mv20gGS1Xn9E33yl8L5RahAcGLE756JBtu8t8nsi4MJm/f5chLWVLc8lp/kYHijmGniQ459qV/26FbDjPh5/JX9f/bbbD0Kca8kgMrR7+Kr4rOtWwMbaWuT5CXmhdkT+CqIVcp28EmeR9d/lHAfVKQj6uidfFxp7w0y646RkV9hu8avgv4uWBLL0QtDcFoCYh6ic3SD5bi1v/cqnncYAEUQO74E2qZgfr+vTV7TR9XGFQwyPR7ncmIkhHYNG8Tnp/+fFj7l2fLGQrqIJ3y2qkyDDZ/L2eVPf+59nHFch+j9zonNQcer0d534yyjQDte7Fu7zpl22z/aLPb7PjpyJ8qt5tdzShMLwzyE7HR4JYzhcy6P6kzU4zeQyPqLA/1+6D+HRTvg3JbLI+LcgaKqKVEyYUBlCQxfPhwfPqpf83miRMn8OWXX2LYsGGG+9tsNtjtduUfEVGnkWZQYLMTpqlHnc0GjLhce59YwqMvHNnaiACiBorBhEx01BGdeGy+AIo3jNaUnUKxaiKpz0AR9XI8Ln/gxGN9Bko8mt13Nl698FU8fs7j6J4b2FpVrV++Pyvola9eMd0v1Z6K1VNXa+4zy0ABgFavnPmxvWGtb1//e5iTKtfzMeqQYZQpIjI+RBcW4fsT3wfsC2jrUGz6dpPmcY0m1NN6TVO2z/nLOcrSEbOgyMqpK5XtGzbdYPq4gr4TzNndzjbd12pFGUVhT26/a5QDYH/d+1flPqMMA3XmSaPqnCcCKJX1lQGP3SVNXuInCsMaZRsBwPk9zzcc2zf1cuBOXxMoFvRBipqWGpM9Y8cOeUxmx/S2qm3Kdnvqx6hfZ3UWmFHhYCC8dsodoc60+eL4F0H2pETCAEqSuPLKK/Hss89i586dcDqduO222zB+/Hj06dPH6qEREbWNPlhSarwcICmc9hPtbbNlOYMuCPxZsxoo8Nc+sfnSsUUbY0+8BFCOqFL47boroeoMJtHa+ehe374MoLRVn/w+OKfHOSH365EbvMismvrKMmBeAwXwT9hEK2M7/Me+6O5iVHPFKFNEdNTQT4bFJElfnHR/3f6Axw2W7aAvALth/4aAMaipC5eGWu5j5K4Jd4W9bzx48pMnlW2jyfflg/wB5W8avgnY12jJkMiGEgEXs7bEkiThztMC6zqJY8xomVi06ZfRqIOUsXBVV38mjtNzEl6vB260Ijc113SJz7bD/gBKe4Ic6n0lScJfZ8lBNdFBSxDL8GKZGXTxGxfH7LnIWgygJIkJEybg/vvvx/Tp01FcXIwvvvgCf/7zn60eFhFRxxUZ101ICvr/uwiK6Iuhzn0m8GeD1EA5nlkBAOhRJ3/Y9QdQ4mQJj5o+KKK+/fovgOP7gbfvMt6XIkYswwCAG0bdEHTf7NRsze1gAZSh2XJwsGvqUHlf1TF6/KTcNWr1Z6sDfs6ohoaoc/H6Pm1dA7HsQHQNEfRLfQB/h51wiAKZwSaQM3vPBABc3F+enIWq6fDOD9/B6qmrsfOKnUHbA8cTEcBSF4w1ev9+MeoXyvaB+gPKtghqGRVY1RcaDpZBdFG/iwK+J/bvmm39MtJ9dbFtwy5JkrKEzuVtgctXyNmooPTNY28GIC/fEsItovx/k/4PAPDL0b8MyFrKTpHPFfpCwGK5V6wzgxqNsj0p4TCAkqDuuusurF27VnPfddddh2+//Ra1tbXYuHEjysvNq14TEXVqN30NDJgB9JsCTH/Y6tFYx5Hm6zIjAR6PeVBEXQdEtDJW9g2cKAw6shEAMOa7NfIuviuFcZOBMvZa/7a+C4/aN+8B1Z+bf58iJi8tDxmODBRnFOOaodcE3TcgAyXIcVeQUgEAqHPJyzzsqiU8otWwEaPJm7qlsZqo1aCfVKuLvIr6E6KrjLpdq9q1Q/3HpshgCTaBHFs2FgCw5dAWeQwhgnzFmcUYVToq6D7x5t4z5BpP6jbXRu9fii0FZ3U7CwBQ21Kr3N/qkSf2qfpsNPgzFXYe3Qkg+LIScZ/T48Qd792BH63/kWVdeIyYHXPRlOuQl9Ecat0Fl1fO0DKqcSR+V9QBxnA75ZxRfgZ2LNyBq4dcHfj8viW9+uCmWL4X7RoogLb7lb6AMSUmBlCIiCj+ZBUCl70A/Ogv8nYyS80B4AWcTcE76+R2k7+KTjxBaqDoxd0SnukPAQtfA376oXHXJvX/WT0hPVkXuC9FRIotBa9c+ArWzlwbcl/9BEwKkoGSIsmFWZs8craJxzcpA4D5g+ab/pzRBFx0BxKTL8FsqcEt425RtkUXnpMueRJpVlxSHxwyelw1kTUhvnaGiXqsdcuWz12iTglgnr0glumoWw2LDBSjAIrw7K5nAYTflvi1fa9hx9EdShZStLu9mLlmiD8Yef8Z98f8+R2SfFy+W/MIan1BzIMNBwP2E8GvPcf3KAHJtrTxNlsSlOWQs130mV8uj8u0kG2k3T3hbmQ65GwydacoSlwMoBAREcWzE761383HgwdQ8nxZhydr5a9BaqD8dfD/aW7HXQaKJAG9fwAUmyzvmvqgf7vpmH/bgiu4yaQ8u1ypMxKMPu3ebPIEAEWp2lpuXvgDKOoghr7IpFERUpGBol/6YjbRE22PAbk+SrOrWZk8qr+ntuDUBQH36dsmq/XK6wXAX9jWqom6lcRSp82HNiv3mXUwEu/d377+m7JPsFbDUyumAvAX+BUT4HADVV6vt037R5q6vfKsPrNi/vyi9hAA1LjkZVNDi4YG7KcOHC7ZtARAZFoNqzNM6lvrlW23xx3T9+TCvhcC6ByFfCn6GEAhIiKKZ13llsNoOBw8gCIyTr7ztYkNsu/BPO0SAH8AJUEmb6MW+rcbqvzbDKDEnVRJWy8l39HNcD99kU+jWhdiol5ZV6nZ1ywDRZ9N8umRT5XH9cJrOA67zY4Vk1do7uuWYzxmwF/jQQi1hCcRFWcUA5CDYCJgYRbUUr+WYhlPdbOcJWKUgTKxfCIA4PNj8tKLZ3bK9aKMCg8Dga2iRWHhWLcxFipyKyx5XuGkxx+08PqClEZLeHJV3fP+dfBfANqWgRKO2/9zu7Lt9rpjsnxHEMfl0eajMXtOsg4DKERERPHMt2QADYeCB1AK5CvZqNolfw22ry8DwONbOhHXRWSNOFTFJPf8zb/tao39WKhD9Nkpdkk7ST618FQAwLHmY5r7jSZvIuXfCy8+O/aZcr+S7aCbkI0pG6NZNlHbUosMh7ykSF0fRU9/hT5YUET/OG0pUpso1EVJt1TJtWCMisgCwLiyccq2CG5IkI8RUVRYTfz84abDeOHzF7ChUu6MpK6hoqavcSEyQGI5WVebN2AeHjzzQbx18VuWPL/alnp5GdQH338Q8D19jZImZ1O7OksF8+7BdwHIwQy31x3TbC3xe6rvBkSJiQEUIiKieFbga3V6ohpwBwmK7P+P/HWLb3lOiBooLfYs2OBGqqtRyUDxxssSnrY4+KF/u6XBfD+KqX5d5JasPxr0o5D75tr9S3X0AZSak3JKvejKIbg8LtgluyYAo97+02d/0uwrP7b2+LdJNs2yCa/Xq0zsg2UkiCCLkGYL7A4j6Dua6DMgkoF6SdfyHcsBmBd7ddgcGFE8AoB/Oc7uY7sBAEOKAlveiyVSe2v24oGtDyj3q5fGBCPqsli1tEqSJMzoPQNlWWWWPH+4HDYHVk/1d8NasXOF6e9VW83rPw+AP3hmFlyLJrH8T5xvKLExgEJERBTPcn2Tx8r3g2eVNFZpbwfbF0CaWy6Kef2WcyH5AijuRMlAMaMqUknWevK8J/HctOc0hVrNpNj8AQlJ99FWdOIRHW8El9cVdIL1xtdvaPYFzCdk53Q/B4A86Q5nWYI+ayZYcVP94xi14k0mW6u2Agi+/EMsxRLZAF/WfAnAeKKuz4xoK1E0OBmL+wLAgrLnA+4TASw9dXeoHUd2RCwDZVxXOXAiCtWaZYxFk3hukcFEiY0BFCIionh26FP56+6XgwdFrt+ivR2kiKyaBK+yhCehMlCU9teqyeygCywZCgUqyyrDyJKRYe3b5PYvz/FCWyz24+qPAQC3vXeb5n6RgRIOs4Kl/ueU6x+s3bO2XW1tgwVQOrJvIrl57M0AgD55ctHgYAGUxla505iYoFfWVwIAhhcPD9i3S5px6+pwukUBqgyUJA2gpNjS0TvjTM19d5x2R8if21K1JWItoEWdIPFeRCqzpS06ewYQRRYDKERERPGsxV/EDx6XXL/EZvDnPb+7f/vw7pAZKGqpvmyUuOnCE45UsTTCV+xzzNXAxCWWDYfar2/mD5TtXId2IjPxFLlIqL6lqcfrCT+A4g1+Rfvdb98FIC8VaU9hTNFm14xYZgIkbwBFBNP21e0D4C/WafQeDigYAECugeL1epV9jbrD6JdTCaIdcijJHkABgDyHtmV3uIWOD584DKDjy59E0VpRt0j8vsaysG/vvN7KdqjfZ4p/DKAQERHFswL/Bzd4XOYBkVRVLYWab0LWQGlMLVa2x3wvp2knTBFZAEjRTZy6jpDbH1PcSZH876VD0i5xuWH0DQCAVo92UuP2umEzCDT+7aK/BdwXqt3q5YMuD9g3RQp/8hZq8v3KBa8o20aFUJOBuuOR0+NUAh9VJ6oC9hUT6jWfrcH+ev/SLbG0R029nGpuv7kozSzF+5e9bzqOR37wiOa2CKBY1YWnM0jTdcIK5rbx/kywPcf3AOj4Uhvx2hdmFALw18eJZQaKw+ZA3/y+ANiJJxkwgEJERBTPzr3Tvx0sgAIAA2bIX0N17AHwxsDfBtyXUBkoerxqGLeKU/uZfq9/l/7KtrgyLFqO1rXUBezfM7ensi2KkIbKQJnRW/69mnDKhHZloIwuHR30++rn/ffBf4f9uIlE3Z74WPMxeHwtc3vn9w7YV9SJ2V69HZe8cQmA4MV3/zv/v/j7RX/HXRPuwts/fDugPbWa6OokJHsNFADol3mu5naG3TirBwAuHXCpsi2WvnX0tRN1bMTvsxU1UAB/p6/61voQe1K8YwCFiIgonhX28W+7TgLBroSKZTxH9oSsgVKVE9ixIqECKPpinM3snhCvChz+oEemTVvTwibZUJFbAQD4slYuJtrobAzrcXce3QnAPyEzm+iJCXuruzXsug4vXfASAOCSAZe0aQKpn8AnC0mSlEDT0eajQbOCijP82XOilbHokmIkKyUL3XO7m35fLSc1R3NbPH4ssx06mxRbOkbmyIGqoVkXomt2V9N99QWUgcgt4fmq9isAiHh75HCJ45OdeBJf8oZLiYiIElGwq27ZpfJXj7tNNVCEhFrCI+muIYklTRR30m15yra6I48gMk+ON8vLXySEt1Rr19FdGN91vD8DxWSSnG6XJ3Dq1P1Qk7f+Xfpjx8IdhhPKYIoyitq0fyIRV/ibXc1BM32Map3sPLIzImPISdEGUEQmTDJnoADAyJx5GJJ1AVJs6W3+2Y6+dur6Rl6vN+SSu2hpdsvLuWpbamP6vBR7zEAhIiJKJME+jIpslerPQ9ZAMZJQAZQ+2rRz9JtszTiowyRJQs/08ci1d0WevTzg+xPKJwCQ2wwD/jolIjNFrzBdrqUgAiehluWIK+CV9ZVtWsLTluDJPRPvQWF6Ia4ffn3YP5NoRDed53Y/F7S1dGlWacB9Dc6GiIzB7D1L9gAKgHYFTwAEXTIV1s+n+X++ydUUsu14tBSkFQDwLxGkxMUAChERUSIJ9qExQ/6Ah7ScsDJQNvRbprmdUEt4HLpuJl0qLBkGRcZ5Bb/C3JIn4LClBXxvW9U2AMDWqq0AoEywzDJKjp2UMx2e2P4EAITMQClIL1C2q5rkoqaRLio6u+9sbJq3CT1ye0T0cePRnpo9QQNVoq1tqPva6/ye5wfcF+tsh3h2/QhtEFAdAGkPmyqbcPrL0y2rgVKUKWeHiWVdlLgYQCEiIkok9iAf5LN8tQG+/AdQd1DeDvIh0+HRfhD0JlIARW3sIiCr0OpRUAeZZQeIzIV1e9cBCF3TRCzJEcRk3WxCpr6/PUVkw9XW5T6JZv7A+QCAOX3nBF2mYdSa+Hdn/y5i47h34r3o10VbuDhD39WLTC0evlhz26ZfTtkBx08e9/++xvjvlThviMLClLgYQCEiIkokwSZuOarU9rpvQ+5/IH+c5nZCZaAAwFUbgYv+CMyI3OSKOh+x7EVkIYTqqvPkpCc1t0NloBhJ5qKi0TKoUO6k8+SnTyp1bYwCVZIkBdRBOf2U0yM2jsyUTFzQ+wLNfcncxrg9umV3C71TO1lVRFYUk/667uuYPi/FHgMoRERE8e6ip/3bQZfwGHSiCLJ/fXo5Xhi2WrnttGe2Z3SdV8/TgeGXht6P4tppp5wGACjLKgOgykAxWXYxomQEAKBLmvz74vK4YJNsYV8pd0iOpM8WiYYvjn+hbIulUmaT5GenPIs5/eYAAE7JOiXq7wcDKG2j72YUSVYVkW1yyW3P89LyQuxJ8Y4BFCIionjXfax/O9RVtzJdh4oQ+x/J6q9sN6SWtHVkRJbrldsLAPD58c8BAE6v3GrYLAMlxZYCh+RATYvcjtTtdYfMKNk0b5OyLWqsUGQVZviX2Z1wngAQvLDv3RPuxs4rduIfF/8j4mPplddLczvFzgBKW3TNMm913B4vX/Cysh1qyV20iKLUTc6mmD4vxR4DKERERPFOfcUrVABlkDb1PNT+HtX3m1Py2zgwIutlpvgzp9Z/vd5fZDJIUEQEQTxeD9wed8jlAMncXjhWLht4mbJdWVcJwLruN/o6Kywi2zZZKVkRfTxRXLkks8SyJTyZDvk883H1xzF9Xoo9BlCIiIjiXZoqHbq5Nvi+le9pb4dxle6Z0a/i+eFr4LKzUCLFH/Xyilv+c0tYE6xUm9yl6aTrJFxeF2uadAJiggoABxoOALAucKHOhgFY4Letrhl6DYoyinD/GfdH5PHE72t1UzWaXc0AYl+HSBQS7pJusFSWEgoDKElk2rRpKCwsRFlZmfLvpZdesnpYRETUUeqWvHUHgu8781Ht7TCu0tWnl6M6e2A7BkZkPf3kNpw2p+KKdpOrCW6PO6zlAKJmCkWHJEkYVDBIc59VGSjMOOqYPvl98M4P38GsPrMi8njq3/EHtz4IIPbHRvfs7gD8bdMpcTGAkkQaGhrw1ltvoaqqSvk3d+5cq4dFRESxVNBbe9uiCQiRVVo9vg4uQbIXxNXr/XX74YU3rKvZK6asQLfsbnh2yrORGSgF8MKruW1VAIWFQjsuWlk7IrglOjXFSn56PgBmoCQDBlCSSENDA/LyeMInIkpoOSGK8+k/tNpTjfcjSlDr9q4DEDzF/4sauePLms/WAAhvqUj/Lv2xYe4GjC0bG3Jfap89x/doblsVQAGAuyfcbdlzU6DBhYMBAOn2dACA0+OM6fNnp2TDLtlRdaIKXq839A9Q3GIAJYk0NDQgNzfX6mEQEVE0XP9fucPO/L+07eds/ChAiW/NtDXK9uv7XgcQXpeOTd9uCntfij0rAygX9b0IF/e/GDeOvtGyMZDfeT3OAwDsOrYLANAtu1tMn1+SJKW+0kn3yZg+N8UWPzUlkYaGBowePRrFxcUYNWoUHn30UXg8HsN9PR4P3G638o+IiDq5kkHAT94Dug6zeiREnc6IkhEB9wWbfBdnFGtus4hs5zC913TNbZtk3VRGkiT8+vRf46ohV1k2BvITS/MkyFmWqRZkV/bN7wsAaGxtjPlzU+wwgJJEdu3ahQMHDuDQoUN44okn8L//+7+4+27j9MNly5bB4XDA4XAgLS0txiMlIqKoGs0P/JR8xpWN09wOtiznisFXaPdlraBO4bbxt2lui+4rRAML5ELnjU45eJFiTwm2e1SIZUNHm4/G/LkpdhhASSKlpaUAAIfDgYkTJ2LZsmVYt26d4b5Lly6Fy+WCy+VCS0tLLIdJRETRNuMR4JzbgSWfWj0Sopi574z7NLeDLcuZ02+O5jYDKJ1DXloe8tPyldsZDrZWJ5mofSKo25fHSmG63N66uqk65s9NscO/BknM6XQiPz/f8Hs2roknIkpcNhtw9q+sHgVRTJVllWluB1uWk5Oao7lt5VIR0qpvrVe2rcgyoM6pa5a2gLoV2UkiaFPXWhfz56bY4V+DJPHhhx/iueeeQ1NTEwDg008/xV133YUf//jHFo+MiIiIKPbaklXyTf03URwJtYXH66/fZ0WWAXVO+gCpFTVQ+nXpBwBwe1g/MpExgJIkunfvjnfeeQf9+/dHWVkZrrzyStx1111YuHCh1UMjIiIiigl13ZNQAZQrB1+pbHfP6R6tIVEHWDFJps4pMyVTc/ukK/adcETmWoub5Q8SGZfwJImysjKsWrXK6mEQERERWeavs/6Ki16/CEDozjoLTl2AVbtXAQC+qv0q2kOjdmARWTLTO793zJ9TBPTUAZShq4cCAD5d+CmXAiYIvotERERElBTy0/OV7WBFZAGgJLMkyqOhjmIGCplpdbfG/DnT7Gma51bX6/no8EcxHw9FBwMoRERERJQUCtILlO1gbYyp81o0dJGyzRoopLZulr+7aFFGUcyfX2SePL79cQCA0+1UvufyuGI+HooOBlCIiIiIKCkwhT7+XTPkGgDAtF7TIEmSxaOhzmRAwQCsnbEWd4y/AyNKRsT8+bce2qq5rS54vLdmb6yHQ1HCvyJERERElHR2Hd0Vcp9bx90KAJjbb260h0Nhyk7Nxs4rduK3Z/3W6qFQJzS4aDAuGXiJJc/9s5E/09w+2HhQ2X5428OxHg5FCXMXiYiIiCjp5Kflh9znsoGXYVzZOPTM7Rn9ARFRXMtOzQYADC2SC8cu3MBup4mIARQiIiIiSjoNzoaQ+0iShL5d+sZgNEQU77qkdQEA7D622+KRUDRxCQ8RERERJZ19tfusHgIRJRCRgaKufUKJhwEUIiIiIkoaPx/5cwDAA2c+YPFIiCiRqLtCqTvwUGJhAIWIiIiIksZ1w67Dxws+xujS0VYPhYgSTEVuBQCgrrXO2oFQ1DCAQkRERERJRX2lmIgoUo40HwEA1LUwgJKoGEAhIiIiIiIi6qAxpWMAAF/VfhXwPdZGSQwMoBARERERERF1UKu7FQCw+2hgJ56G1tCdv6jzYwCFiIiIiIiIqIMGFgwEAOw5vifgezuO7Ij1cCgKGEAhIiIiIiIi6qDhxcMBAFVNVQHf++TIJzEeDUUDAyhEREREREREHdQ7vzcAYH/dfgBA/y79MbZsLACgX34/y8ZFkcMAChEREREREVEHFaQXaG47bA7kpuYCAA43HbZiSBRhDKAQERERERERdVBOak7Aff279AcAfNf4XayHQ1HAAAoRERERERFRB9kkG7JTspXbja2NqDlZAwD4854/WzUsiiAGUIiIiIiIiIgioNHZqGwPKRqCFneLhaOhSGMAhYiIiIiIiCgCeub2VLbrWupwycBLLBwNRRoDKEREREREREQR8E39N8r28JLhOLXgVOV2Q2uDFUOiCGIAJYkcP34cc+fORUlJCXr37o3Vq1dbPSQiIiIiIqKEZJfskCRJKS57oOGAxSOijmIAJYn8+Mc/RkFBAQ4dOoS///3vuPHGG/Hhhx9aPSwiIiIiIqKEcPPYm5Vt0YFnSOEQAMB3DezEE+8YQEkSR48exSuvvIJ77rkHdrsdAwcOxIIFC7BixQqrh0ZERERERJQQ5g+ar2x3y+4GACjLKgMA7K/bb8mYKHIYQEkSn3zyCcrLy1FWVqbcN27cOHz88ccWjoqIiIiIiChx2CQb/jjpj7hh1A3ok98HAJCflg8AOOE8YeHIKBIcVg+AYqO6uhrFxcWa+4qLi1FdXW24v8fjgdfrBQC43e6oj4+IiIiIiCgRTCifgAnlE5Tb3XLkTJSqE1VWDYkihBkoScLr9cJm077dNpsNHo/HcP9ly5bB4XDA4XAgLS0tFkMkIiIiIiJKOKWZpQCAr+q+sngk1FEMoCSJgoIC1NTUaO6rqalBQUGB4f5Lly6Fy+WCy+VCS0tLLIZIRERERESUcIoz5ZUAqbZUi0dCHcUASpIYNmwYKisrUV9fr9y3fft2DBs2zHB/m80Gu92u/CMiIiIiIqK2K8ksAQDsPrZbKZNA8YkBlCRRXl6Oc889F7feeiucTic+++wzPP3007jqqqusHhoREREREVHCKkwvVLaf2P6EhSOhjmIAJYmsWrUKX3/9NUpKSjB58mTcc889OPfcc60eFhERERERUcKSJAmjSkYBAJbvXA6nx2nxiKi92IUniXTt2hUbNmywehhERERERERJ5Z6J92DGKzMAANdsvMbi0VB7MQOFiIiIiIiIKIp65PbAwlMXAgD21u61eDTUXgygEBEREREREUXZTWNvAgA0u5otHgm1FwMoRERERERERDHQN7+v1UOgDmAAhYiIiIiIiCgGVk1dhTvG32H1MKidGEAhIiIiIiIiioG8tDz8cMAPrR4GtRMDKEREREREREREITCAQkREREREREQUAgMoREREREREREQhMIBCRERERERERBQCAyhERERERERERCEwgEJEREREREREFAIDKEREREREREREITCAQkREREREREQUAgMoREREREREREQhMIBCRERERERERBQCAyhERERERERERCEwgEJEREREREREFAIDKEREREREREREITCAQkREREREREQUAgMoREREREREREQhMIBCRERERERERBQCAyhJ4sUXX0RmZibKysqUf/PmzbN6WERERERERERxwWH1ACg2GhoasGjRIjz++ONWD4WIiIiIiIgo7jADJUk0NDQgLy/P6mEQERERERERxSUGUJJEQ0MDcnNzrR4GERERERERUVxiACVJNDQ04MEHH0RpaSn69u2Lq6++GgcOHDDd3+PxwO12K/+IiIiIiIiIkhkDKAlEXSBW/HvxxRcBALfeeiuqqqpw+PBhbNq0CQAwadIktLa2Gj7WsmXL4HA44HA4kJaWFrP/AxEREREREVFnxCKyCaSqqsr0ewUFBcp29+7d8cc//hH5+fn49NNPMXbs2ID9ly5dijvvvBMA4Ha7GUQhIiIiIiKipMYASpISS3Ty8/MNv2+zMTmJiIiIiIiISOAsOUksW7ZMqXlSX1+P6667DhMnTkTfvn0tHhkRERERERFR58cASpLIy8vD1KlTUVJSguHDhyMrKwvr1q2DJElWD42IiIiIiIio0+MSniSxZMkSLFmyxOphEBEREREREcUlZqAQEREREREREYXAAAoRERERERERUQgMoBARERERERERhcAAChERERERERFRCAygEBERERERERGFwAAKEREREREREVEIDKAQEREREREREYXAAAoRERERERERUQgMoBARERERERERhcAAChERERERERFRCAygEBERERERERGFwAAKEREREREREVEIDKAQEREREREREYXAAAoRERERERERUQgMoBARERERERERhcAAChERERERERFRCAygEBERERERERGFwAAKEREREREREVEIDKAQEREREREREYXAAAoRERERERERUQgMoBARERERERERheCwegDU+Xm9XgCA2+22eCQUDR63m+8tJR2P75jnsa/licLrkeivcTReMyDxX7e2aOtrzNeOKDSeu6wlXicxz6L4IXn5rlEIra2tSEtLs3oYRERERERECaO5uRnp6elWD4PagBkoFJLD4UBLSwtsNhskSbJ6OEQB3G430tLS0NLSArvdbvVwKAnwmKNkxuOfYo3HHCUal8uF9PR0Hs9xiAEUCslmsyE1NdXqYRCFZLfb+YeIYorHHCUzHv8UazzmKNHYbCxJGm/4jhERERERERERhcAAChHFPUmS8Otf/5pLzChmeMxRMuPxT7HGY44SDY/p+MUiskREREREREREITADhYiIiIiIiIgoBAZQiIiIiIiIiIhCYACFiIioE+HKWiKi2OE5l4jaggEUIiKiTqC2thYAWFCOiCgGeM4lovZgAIWIyIDb7bZ6CJREdu3ahfnz5+OLL76weihEluA5l2KJ51xKRDyPxgYDKEREPnv27MGcOXPQ0NAAu90Oj8dj9ZAoCezevRtTp07FzJkzMWDAAKuHQxQzPOeSFXjOpUTC82jsMYBCROTzhz/8AevXr8f06dNRX18Pm83GP0QUVbt378b555+Pe++9F9dff73hPlyfT4mK51yKNZ5zKdHwPBp7kpdnCSIiAMDs2bMxevRofPzxxzh48CD++c9/Ijc3Fx6PBzYb480UWc3NzVi0aBEaGhrw+uuvK/e///77OHLkCL799lv85Cc/QUpKCo9BSkg851Is8ZxLiYjn0dhjAIWIyGfNmjWYPXs26uvrsXjxYlRVVeHtt9/mHyKKmrVr12Lr1q047bTTMG/ePDz22GNYvXo1SktLsXfvXqSnp2PXrl2QJAler5fFDimh8JxLscZzLiUankdjjwEUIkpabrcbNptN+YAkPix5PB5UVlbil7/8JQ4dOsQ/RBRVTz31FPbs2YPa2lr861//wsaNG1FRUYG0tDSMHz8eZ555Jh5++GGrh0nUYTznUmfAcy7FM55HrcdXk4iS0q5du3DxxRdj1qxZuPHGG7Ft2zblj5HNZkPv3r3x6KOPomvXrpg0aRIaGhq4rpQ6bP/+/di4cSNaWlqU+37yk5+gqKgI+/fvx6ZNmzRFDadMmQKXy2XFUIkiiudcsgLPuZRIeB7tHBhAIaKk8/XXX2PatGk4/fTTsWjRIuzYsQMPPvggHn30UU3xOPGHqFu3bhg1apTyh4ioPZqbmzFz5kzcfvvtWL9+veYD/R133IEXXngBFRUVcDqdSEtLAyBfWcrLy1O2ieIRz7lkBZ5zKZHwPNp58NUkoqSzc+dOTJo0Cb/61a8we/ZsvPzyyxgzZgzeffdd3HvvvQF/iH7zm99g7NixOHr0qIWjpniXmpqKiooK5OfnY/ny5QEf6MvLywEAKSkpAICnn34aq1atwvz58wGAa/EpbvGcS1bgOZcSCc+jnQcDKESUdI4ePYrNmzcrt3Nzc/Gzn/0MkyZNwvbt2/Hss89q9u/Xrx+ee+459OrVK9ZDpQTyySefYOTIkfjnP/+JPn36YMWKFZoP9OLDz5tvvonFixfjoYcewhtvvKFJLyeKRzznkhV4zqVEwvNo58EiskSUdJqamjBt2jRMnjwZt99+u3J/fX097r//flRWVuK5555DamqqhaOkRFRdXY2SkhK0trbiF7/4BQ4cOIBFixZhxowZSgq50+nEP/7xDwwbNgw9evSweMREHcdzLlmF51xKFDyPdh4MoBBR0nE6nXj66aexadMmXHjhhViwYIHyvSNHjmDAgAF45plncNFFF1k4Skok6naY6or5119/veEHeqJEwnMuxRrPuZRoeB7tPLiEh4iSTkpKCn74wx+iZ8+eePXVVzVpj8XFxZg8ebJSRI4oEtRr6SVJgtPphM1mw5NPPokePXpg5cqVePnll9Ha2mrhKImig+dcijWecynR8DzaeTADhYiSitvtht1uByCnQ95///3YuXMnysvL8fOf/xxvvvkm7rvvPmzZsoXrRilixHHX1NSEzMxMAIDH44HNZoPX68XChQtx8uRJPPvss8jJybF4tESRw3MuWYHnXEokPI92LgygEFHSEH+AvvnmG1xxxRVYs2YNsrKy8MEHH+Cxxx5DS0sLWlpa8NRTT2HkyJFWD5cShDjuDhw4gKuuugqPP/44Bg8erPme1+vF4cOHUVZWZvFoiSKH51yyAs+5lEh4Hu18GEAhooTn9Xrh8XiUD1TnnHMOFi1ahFtvvVWz34kTJyBJknK1iqgjjI67a6+9FrfccotmP3FVlCieqWtOANpJLM+5FC2hjjuecyme8TzaOTGAQkQJ5eDBgzh48CA8Hg9Gjx6tKRD3zTff4LzzzsO1116Lm2++GYD8QQoAP0xRh7T1uNN/6CeKV42NjcjOzgbgP67FV55zKVraetzxnEudWWVlJTZv3ozs7GycddZZmlomPI92PnzViShh7Nq1C2PHjsUjjzyC6dOnY/HixVi1ahUAoKWlBZdddhmuvPJKzR8gm83GP0DUIe057vhBnhLBV199hVmzZmHlypUAoJnE1tXVYcGCBTznUsS157jjOZc6q127duGMM87A+vXrsXDhQtx99904duwYAKC2tpbn0U6IGShElBCampowdepUzJ07F0uWLMGOHTuwbt06bN68Geeccw5uu+02bN26FePGjQPAFF6KDB53lMxefPFF/PSnP8X06dNx/vnna9pqNjc3Y9u2bTjzzDMB8NinyOFxR4miuroaZ511FpYsWYLFixdj8+bNuPjii/HQQw9h/vz5aGpqwkcffcTjuZNxWD0AIqJIyMjIQGFhofJHZtiwYejatSsqKiqwYsUKZGZm4oYbbgCgrWZO1BE87iiZ7du3D9OmTUNRURFeffVVAFAmsxkZGcrvhdfr5Yd+ihged5QovvvuO4wYMQKLFy+Gx+PB6aefjquvvhrvvPMO5s+fj8zMTB7PnRDfBSJKCJIk4fDhw1ixYoVyX3FxMebMmYOFCxfi7bffxsaNGwGAk1iKGB53lMzGjRuHNWvW4P7770e3bt3w2muvYc2aNcr3RZIzl09QJPG4o0RRUlKCU089VXNfaWkpPvvsMwD+WieAf6kaWY8BFCKKe06nEwDw0EMPYcuWLVi+fLnyvfz8fMyePRuFhYX44IMPrBoiJSAed5Ss3G43AGDSpElwu91IT0/HnXfeGTCZlSRJMwEg6gged5RI3G43ysvLceeddwLwB0vGjx+vdNQRGSffffcdAAYFOwsGUIgoLn3++ed48MEHAQApKSkAgCFDhmDevHl45ZVX8Kc//UnZt6ysDOeddx7eeecdtLS0WDJeSgw87ihZqY99u92ufNgX20VFRbjjjjuUyezzzz8PgF0iqGN43FEi0R/P6u5QDodcWSMzMxOVlZVoaGgAACxfvhy33norGhsbrRk0BWANFCKKKyJ98aabbsLf//53HDt2DA899BAAIC8vD5dccgmamprw/PPP49ixY1iyZAkA4Pjx4ygpKeGHKmoXHneUrMyOfZvNpukGoZ7MPvDAA1i9ejUcDgcuueQSi/8HFI943FEiMTueRbaU+jOC3W5Hc3MzcnJysHLlSixduhQbN25U2naT9RhAIaK4IiL1qampePDBB/HAAw+gubkZf/jDHwAAFRUVWLRoEcrLy/HQQw9h3bp1qKiowJtvvomNGzcqWQNEbcHjjpJVsGNfP5n1er0oKirCzTffjN///veYOHGixaOneMXjjhJJuMczAPTq1QujRo3C3XffjWeeeQYbN27E8OHDrRw+6bCNMRHFFZHuuGTJEvzud7/Drl27cPbZZ2PhwoV44oknlP08Hg+qq6vxwgsvID8/HxMnTsSAAQMsHDnFMx53lKzCOfbVH/7FNtttUkfwuKNE0pbjuampCaWlpbDb7fjPf/6DoUOHWjx60mMAhYjiitGHo61bt2Ly5MlYsGCB8ofI6XTyqj9FDI87SlbhHvucuFIk8bijRBLu8exyuSBJEh577DHMmjUL/fr1s2K4FAIDKESUEPjBiqzA446SldGxry6ISBQNPO4okRgdz4AcSBFFZanzYQCFiOKO2YelrVu3YsaMGZg5cyZWrlxpwcgokfG4o2TFY5+swOOOEgmP58TBS2REFFfcbjckSUJDQwOOHDmi+d64cePw2muvYdOmTaiqqrJohJSIeNxRsuKxT1bgcUeJhMdzYvn/ofzbdPvcWk4AAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1104.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots(figsize=(12, 4))\n",
    "\n",
    "axe.plot(weather09.time, weather09.temperature)\n",
    "axe.plot(weather10.time, weather10.temperature)\n",
    "axe.plot(weather11.time, weather11.temperature)\n",
    "axe.plot(weather12.time, weather12.temperature)\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "'''axe.axvline(np.datetime64('2022-09-22'))\n",
    "axe.axvline(np.datetime64('2022-09-26'))\n",
    "axe.axvline(np.datetime64('2022-10-13'))\n",
    "axe.axvline(np.datetime64('2022-10-19'))\n",
    "axe.axvline(np.datetime64('2022-10-26'))\n",
    "axe.axvline(np.datetime64('2022-11-03'))\n",
    "axe.axvline(np.datetime64('2022-11-22'))\n",
    "'''\n",
    "axe.axvspan(ldg_pp_0926.timestamp.iloc[0], ldg_pp_0926.timestamp.iloc[-1], alpha=0.5)\n",
    "axe.axvspan(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1], alpha=0.5)\n",
    "axe.axvspan(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1], alpha=0.5)\n",
    "axe.axvspan(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1], alpha=0.5)\n",
    "axe.axvspan(ldg_pp_1103.timestamp.iloc[0], ldg_pp_1103.timestamp.iloc[-1], alpha=0.5)\n",
    "axe.axvspan(ldg_pp_1122a.timestamp.iloc[0], ldg_pp_1122b.timestamp.iloc[-1], alpha=0.5)\n",
    "\n",
    "axe.set_xlim(\n",
    "    np.datetime64('2022-09-16'),\n",
    "    np.datetime64('2022-12-01'),)\n",
    "\n",
    "fig.suptitle(\"9, 10, 11, 12 월 광양 기온\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "6031b210",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:46.816844Z",
     "start_time": "2022-12-28T00:47:46.331500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c412ba98ed17489d9479ac31f5e228cc",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1104.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 6, figsize=(12, 4), sharey='row')\n",
    "\n",
    "axe = axes.ravel()[0]\n",
    "axe.plot(weather09.time, weather09.temperature, '-o')\n",
    "axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "axe = axes.ravel()[1]\n",
    "axe.plot(weather09.time, weather09.temperature, '-o')\n",
    "axe.set_xlim(ldg_pp_0926.timestamp.iloc[0], ldg_pp_0926.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "axe = axes.ravel()[2]\n",
    "axe.plot(weather10.time, weather10.temperature)\n",
    "axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "axe = axes.ravel()[3]\n",
    "axe.plot(weather10.time, weather10.temperature)\n",
    "axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "axe = axes.ravel()[4]\n",
    "axe.plot(weather10.time, weather10.temperature)\n",
    "axe.set_xlim(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "axe = axes.ravel()[5]\n",
    "axe.plot(weather11.time, weather11.temperature)\n",
    "axe.set_xlim(ldg_pp_1103.timestamp.iloc[0], ldg_pp_1103.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "# fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "f702ecba",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.004342Z",
     "start_time": "2022-12-28T00:47:46.817840Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f012ebc40>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "43ae067668b2495e95ed5e4d0d1fbe0c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.temperature, label=\"광양시기상관측소\")\n",
    "axe.plot(ldg_pp_1026.timestamp, ldg_pp_1026.Tamb - 273.15, label=\"#9수봉변\")\n",
    "axe.set_xlim(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "axe.legend(frameon=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "bd1708e6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.175883Z",
     "start_time": "2022-12-28T00:47:47.006340Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f011a2f10>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fa54238b0327463085f44b76973da2aa",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather11.time, weather11.temperature, label=\"광양시기상관측소\")\n",
    "axe.plot(ldg_pp_1103.timestamp, ldg_pp_1103.Tamb - 273.15, label=\"#9수봉변\")\n",
    "axe.set_xlim(ldg_pp_1103.timestamp.iloc[0], ldg_pp_1103.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)\n",
    "axe.legend(frameon=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0d67e40",
   "metadata": {},
   "source": [
    "## 대기 수분량 (부피 비율)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "120b4798",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.286681Z",
     "start_time": "2022-12-28T00:47:47.178964Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6fe953c50a774715853f9612cc5f798d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather09.time, weather09.XH2O, '-o')\n",
    "axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "1d9f1269",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.395390Z",
     "start_time": "2022-12-28T00:47:47.287679Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6f9a07834f604185a02fb4ee8f5cc6d4",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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d7q63t8DawV7U99knlPsxr2yAt5sO6S/chv9tOGQTlK3+/U0ORgwIQE+9JyxWGZJGA0nSoLjq7HbP+i5XdVAeKq9Dfnk97rk2EBrNpT8fQgh8t78M/Q3eiAhsudTJqcZm7Dhcjde+P4jEYaF4KLqXzTI/HChHk7nlJNc7D1d3GJZCCOwtOYW1B04o29JklpF3og7Xhvz6609llZxCX38v+PzC1x/9ek79kWexyvh+fxmazB1feqLU2Ig/vLMVY9/bhuU7jiqDBofK6y54OPVeWiFiX9sI+cwAQ1VDM8Z9sAMvr7zw4emFvLomF0P+sxGPL96F4zVNyiHq0Qv0D27Kq8D76UVYnXUcP+S0D6KLsVhlpOWdPcFyUWW9cj/7eM15l3PVSR0GZUfqTRbM21SAxT8Vw9O145MczPw2ByNmb0b/l7/HS1/tAwBsLzp7WZGOQraVEALzNhXgrwt/xt6SUxgz/yc89UkmRs5Jx67i6vMus72oCs2Ws2fxzy2rxZGqBqzYXYqJn+zBhKUt15kyWax48P1tGP/xbhSdbMCLX+5HQUWdzeOtPXD2AyKv3HZeq5TNhXgg5Se8n1YEjQbw82wJteM1p23aWWWBScv34Oqpa7H7SPv6l24/gkc/2IH0/Jb/m9kq46eCk7h/3laMmJ122Qe9DhyvwfIdRy/rY14KZxrEc+o9y3c3FWDuj4fwcHRPvDbG9oTFJdWNuOWNTcrfL321H2+tz0cXdx0KKxsQGdIVrz5wLa4Jbv+pf76+stVZx/G/P1+nur5NByvw1vp8PDq0DxZsOWwzr+a0GSXVjXh3YwEA4Lpevthz9JRNmzfXnT1F3t+X7sabf4rEH6J6wE3XcShtL6pCF3cdru7RFVsOVeLRD3YgwMddmV9W06TcLz7ZEtKrnopFiJ8HXHQS7n93K2L66NFotip9icG+Hgj29cCHCdF4IGUr8stbAve+yCB8u6+ln3VRRsu2/evegTh4ohZf7CrFhwnR+HjbEXy3v8wm6D/fVYr1OeXo1c1L1XP4fnqR8jxktOknPVRRjzfW5uHzvw8BADQ2W/DG2jwUVtZjy6Gz7e65NhCT77gKd7+9Bd5uOnTzdgUAFJ1sQJPZis92lijb1OqRBT9j/l8HY3BvP5xutmJ7URXcXSS4aiWUGk+j3mRBo8mCo9WNuKGPHiXVjTb/qwcH90RAV3f8b8MhFFU2QAiBk/XNeGt9HqJ6+mLV3pbn9pOfSzC4tx4Wq4w3f8hDb70X/vV1yweyRZZxa7g/ZnyTg4+3txxxVNaZsLWgCjeHdb/gc3ay3oStBSfxh0E9Lrj3LYTAvf/LAACEBXhjcO9LP/r6pbYVVuHdTYewv7QGK54civCALh22+8/3udhV1L5/3B6cJix3Flfjpn62F1f7YlcpgJbD5dfGROKjbcXYWWzEf8dGIv1Q+0tWVNSZUFHXMkK7r7QG972TAQ8XLRY+egP6G7zRzctVmX8+j36wAx8+Fo1mq4xZ3+Xg/qjg8x7iP/vZXtScNuO5L7I6nH/fOxmoM1kAAFPuG4jwgC54ZMF27CvteK/v+RX78FXmMXzyxI3t3gSVdSY8nLodAFD82r1I/Hg3ZGEbkKXGRhSfbMDO4molePp090JXj5a9oI1Jw6DRaFBQUYcfc8rxh0E98Oroa6EBIEka9NJ7KsHy9sPX4ZEbe+GRBT8DADxdtRh9fTDcdD3x0t0R8HTV4WhVI77b337gythohrHxFLzddKg/s/2tBgb54O5rAjF7fceDPAE+bpg9Ngr/99FO7CiuRmFlPfr5e+OTn49i8U/F7da1Zv8JrNnfsmdYb7LYrC+/vA57jrZcHiXQxx1X9/DBhoMVqKgz4U/v/YTD/7kXO4qr0WyRMSzcH1ZZIKPgJHYWV2P66gMormrEJ/93I1I2FyqPqZU0+OtNvXHgzJ7762sPQidpsKXgJNLzK/HpjhKl7YaD5bBYZWw4WIH302xH/vcePYUGkwVfZZbaTP98V8lFw/Jvi3ciq7QGx06dhqtWwpjrQ1Bc1YB5mwowalAP3B8VDKClT7nVvtKaC4Zlk9kKN52kuuujrskMF60Ed5ezH+xmq4yVe47hdLMV01YfUKZ/sasELloJd18ThIZmC6atOoDovn6IizBgQXqRw1y00GnCcvxHu7Dx+Th4uergppOwJrsMx06dPcSpqjdh6qqWf8CJmtNKALSV8pfr0dhshVYC/vFZS4CdNlvxl4Utb/j+Bm/cc01gu+W8XLVoaG75h6XlV2L74SqszynH0u1HsXT7URS8cje+2XccIwYEoIubDsdOnUaInycazgmCm0L12F509tCr5rRZud9L7wlvNx1WTohFZZ0JViEQ+9pGAMCzt4fh+KnTWLnnGLYVVWHknHQUVtZjzPUheHPsIAgh8PWeY8pjHa1qRGPz2ReYVtLAKgtkldZg5Jx0NFvPHp62fZ5a3wj9DV2wPXkEPN200LbpJ70qsAt+zK3A1T18oJU0uLbNXvltEQbljeHp2vKy6tXNs91z+caYSLzwZcuh+J8Gh6DUeBo/5pbjht5+ePneAejTzQt+Xq7IK69T9lxj+uqxOCEakkajrOOxoX3xXlohvttXhq4eLsqg09B+3fBTYcshvruLpPQ1dmT/sRoUnOma+HT8TTB0ccPV09YBAIRoCdctZw6Hbw33R7NFRkbBSZtR/kfOvHa6e7thzTM3wywLBPt6wNjYrLR5ZU0uOupuPtVoRn55PVbsLm03r6HZivmbC5XXXav1OeVobLYoz3Fbsiywcs8xZJ35sH1jbcve7omaJmzOr0RBRT1+zK1Af4M3ru7RFevadC9klZw67/O056gRD72/HS/dHYHHb7YdrJu2KhtbCk7i47/diG5ernB30aLmtBm3v5WGHl3dsWrizfip8CSsssDircXYcLCi3eO3HnWlbC5EmMEbhyrqkVdeh6XbW7oHovv4wX4dBWc5TVjWnDZjxjc52H3EiOM1p3FuV8dfF+1Q7u8sPnthtffjByPM4A1XnYQQv7NvXotV4PkV+2weo6CiHv87c1jcylUrIePFOLz45T7lcLJ1b6pV/5e/BwAMv8ofdwwMwMsrs/HHqB6wnOn3Gzs4BP8ZfS3qTRY8+uFOxPbrhpTNhXDRavBQdE/4e7uju3fLVSy1kgaBXVsOnT954kas2FWKJ24JhZebDj39PDF7fT4OVbS8wb/YXYrbIgx4c10eDp9sUOp5d9Mhm/pu7t8daWfe9M1WGcG+Hjh26jRu6H3+6yd19Wz/YTPxtjB4uenw8JkBkC7uLvhm4s3IKDiJ+6Paj9z37X72UPvfowaitsmCB6N7os5kQbNFxuM390GjyYq5P+bj8Zv7onebQ/ObQrspYflMXFi7cLjn2kC8l1aIt87sgQItXRnL/u9GGBvN8HDRwsNVi6ySU8peams/YExfPXYcrsamgxUorGiAq1ZCTz8P6LQSxg3prQy07Txcrby5bw3rDoOPO97ZeMjmgwho+aD7PHEIDG26PHr42l4y5dwu4AAfN5TXmvCvr/cj8+gpdHHT4W+39MXO4mr00nvi0x0leHeT7WvRRavBabMV2wqrMGJAgM08qyzw5NLdHfZtL8yw7QL651f7seixaJsP7p3FRsiyUAYRn1qWCbNVxvvxg/HcF1lotsqY8W2OTVg2ma3KNyhiX9sISQPERQSgst6EyrqW256jRvxl4c/t3q8BPm7YkDQckf9eZ/PctL6227o/Khhftpva+ZzmTOn9XloNizg7HqXRALcPCEB/gzfmtzkMaiu0uxc2Pje8w3lNZitmfJuD63r6oqqhGZV1JqXv7c6rA+DfxQ1Ltx/FiAgDFj0Wjap6E97ZWNDhod6F/GFQjw77Ob/KLIWflytuu8qg+rGq6k3484LtyC+vb7eX2hFfTxc0ma34+qlYvLOhABsOlmPp327E9b38sCKzFINCfHFVYMd9RZfL2uwTCOrqjkE9fS9pOSEEPttZgtomM564JbTd4Z8QAsP/uxlHzoyq671csftft5/3MLG2yYwpX2dDCCD5ngjcPjtN2WuLCOyCtc/eqrSdt6nApg/S0MUNP/9zBDQaDQ6eqMXMb3OwtaBl73VAkA/+93AUws7pczvdbMWAqWvPu31/jumFT88MrLhoNViSEIOh/VsOr0uqGzHirTQ0W2RoNFCCJv6m3vh4+xFcE+yDZX+7CV09XVBz2oyc47U4cLwGs77LRaCPO+KH9FZqWLnnmHIE9nhsX3yxqwR1Jgv0Xq6obmiGt5sOIX4eOHiiDjP/eA2iQnzh6+mi9PdPGzUQ07/JAQBIGqDw1XuU53hrwUnlqEytYeH+OHC8Fu/8+ToM6dcND763DTvOGaiL6umL+Jt6I+mLLPTp5omVE4ZA7+1h9zOlO01Y/v2jHfj+QMun/Kw/XoNh4f7oqfdERV0TYl7ZoLRPHBaKPUdOYUdxNWbcfzXGDemjaj0mixVX/avlxf3JEzcipo8eX2UeQ0xfPfqc2UOSZYH//pCHAUE++CGnHH6eLrh9QADGfbDjvI/71YShuL7XpV8B83wsVhnldSZ4umhx/az1yhvpv2MHIdTfC6NTfgLQcni9+bnhkDQadPV0gcUqo6HZ2mH3hLMyNjTjupnrAbQE2o6Xb1e97L9XH1A++B66oSde/9PZAcLqhmY89P42ZS8ncVgoku8eoMyXZYGs0lMYFOJ7wa9zFVTU48DxGkxavhcAEB7grfT5Lhx3A/7vo10AgKQ7wvH0CNvv8f5w4ASWbCvG8HADXlnT0sXw7dM34753WgZkvFy1+OSJm/DfH/JsBrRWThiK69q83tpu5/LxNyGoqzumrjqgHGncPsCAkVcH4oU2R1kTb+vfbq+21bghvXFTaLeWvv6MImwtqELy3RF4dGgf3PP2FhSdOcLp7u2Kk/VnuyJmjx2EI9WNeOq2fjYDlFX1JkxdfQC39O+Obt5u+CqzFI/c2Aux/bpj48EKRPfVw9tVcojLSjhNWBaW1yAl7TD+MKgHbg23HeiZv7kQeSdqIQC8fO8AQADbiqowKrLHJX038ZOfj+JIdQNeuivikr7Dtza7DIFdPbC9qAqFFfV4cng/fJlZCr2XG/52Th/P5fRAylZlBH3LC7ehp94TR6oaYLYKdPVwgX8Xtyu2bkcx69scLMw4jGdGhGHyHeGql7NYZaw9cAJNZhn3RQbZDEQALUcex06dRjcvV3i76aDT/vJv2f3js704ZjyNV0dfg9vfSgcA5M64C7f9dzN66j3wyRM3weUCj//Sl/vQ2GzF2w9HYe6Ph/DtvuMorGxo1+6WsO74+G832kzbX1qDUe+2BOyB6XfCy02HuiYz7v1fBuqazPhqQiyCurojYkrHe8EBPm5IGnkVNh2ssPmObaugru747plboPdyRV2TGVa55bX36Y4S/HNly/d45z4UhT9eF6zuyeqAo1yDx2nC0t5PlCPKOHQSr63NRZihC+Y8FGXvcuzCYpWRll+JW8L8neKXMp/tPAp3Fy3ujwpGs0WGpMElB3GT2Ypb39ikfHPjsaF9MCzcH1E9feHn5WrTVgiBKauy4ePughfuilCmN5gsEAC8z/yia0F6kbIHCwCRIV3x3l8HQ39m0Car5BQ+3HoY/l3ckJZfiaCuHgj0cUfisFCE+nu3q7G2yYznPs/CX27qjWHn7NxcKkfJAIYlkRM6UtWAEzVN0GklRPX0tfnWwi8hhECTWcYPOSdwoqYJY2/oCf05wWsvjpIBDEsicmiOkgGOf9xCROQAGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKUnV1NcaMGQODwYDQ0FAsWbKkw4ZCCCQnJ6NHjx4ICgpCUlISZNn2XIGLFy+Gi4sL3nvvvUtelojIkUmJiYnQ6/UoKyvDmjVrMHnyZOzc2f4SpikpKVi3bh1ycnKQl5eHjIwMzJkzR5mfnJyMZcuWISIi4pKXJSJyeFqtVpSVlYlWkyZNEuPHjxfnioyMFMuXL1f+XrlypQgPD1f+LikpEUIIMWzYMDF//vxLWvZCLBaLACAsFouq9kT02+IoGSAFBwcjMPDspRRiYmKQmZlpE6gmkwnZ2dmIiYmxaZefn4/6+pbz84WEhHQYxmqWJSJydJK/v+3pk/z9/VFRYXudjKqqKsiyjLZtW+9XVra/MNivXVaWZVitVuVGRGRvkiRJ505oN/gizpyYqG3b1vsXG6j5JcvOmDEDOp0OOp0Obm6//RPYEpHjk4xGo80Eo9EIvd72kph+fn7KvLbtALRre65fsuzUqVNhsVhgsVhgMl340rRERJ1BKi4uRm1trTJhz549iIyMtGnk6emJsLAwZGVl2bQLCQlRwvB8fsmykiRBq9UqNyIie5Pi4uKQnJwMs9mMnJwcpKamIiEhAXPnzkV8fLzSMCEhAdOnT4fRaERNTQ2mTZuGhIQEVSv5NcsSETkCafHixSgqKoLBYMDIkSMxc+ZMxMXFoaSkBHl5Zy8H+vzzzyM6OhphYWHo168foqKiMGXKFFUr+TXLEhE5Al5WgogcmqNkAH8bTkSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCgxLIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhUYFgSEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqSBVV1djzJgxMBgMCA0NxZIlSzpsKIRAcnIyevTogaCgICQlJUGWZWV+VlYWoqOjERAQgOuvvx67du1S5r3++uvo0qULAgMDlVtSUtIV3zgiostFSkxMhF6vR1lZGdasWYPJkydj586d7RqmpKRg3bp1yMnJQV5eHjIyMjBnzhwAQFNTE0aNGoWJEyeivLwcL7zwAkaNGoWGhgYAQF1dHaZPn44TJ04ot9mzZ3fqhhIR/RrSypUrMXPmTGi1WkRERCA+Ph4LFy5s1zA1NRUvvvgifH194ePjg+TkZKSmpgIAvv/+e3h5eeHRRx8FADz88MMICAjA6tWrAbSEZdeuXTtvq4iILjMpODgYgYGByoSYmBhkZmbaNDKZTMjOzkZMTIxNu/z8fNTX12P37t028859nLq6Ovj4+FzBzSAiurIkf39/mwn+/v6oqKiwmVZVVQVZltG2bev9yspKVFRU4EKPU1dXh4kTJ8JgMCAiIgLPPvssqqqqzluULMuwWq3KjYjI3iRJks6dYDNwA7QM7rTOa9sOaAk2IQQu9Djz589HWVkZysvLsXr1ahQUFGD06NHnLWrGjBnQ6XTQ6XRwc3P75VtHRHSZSEaj0WaC0WiEXq+3mebn56fMa9sOAPR6PfR6PS70ON27d4ckSdBoNAgPD0dqairS09NRWVnZYVFTp06FxWKBxWKByWT6dVtIRHQZSMXFxaitrVUm7NmzB5GRkTaNPD09ERYWhqysLJt2ISEh8PPzw6BBg2zmne9xWpnNZmi1Wnh7e3dclCRBq9UqNyIie5Pi4uKQnJwMs9mMnJwcpKamIiEhAXPnzkV8fLzSMCEhAdOnT4fRaERNTQ2mTZuGhIQEAMCoUaNw+PBhfPLJJxBC4PPPP0dubi4eeOABNDY2YtasWUr/ZUVFBRITEzFu3Dh4eHjYZaOJiC6VtHjxYhQVFcFgMGDkyJGYOXMm4uLiUFJSgry8PKXh888/j+joaISFhaFfv36IiorClClTAABdunTBqlWr8Prrr8PX1xezZs3C6tWrodfr4erqiubmZgwZMgQGgwGxsbEYPHgw5s2bZ69tJiK6ZBrROnrjoKxWK3Q6HSwWCw/JiX6HHCUD+NtwIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhU0Nm7gItp/ek6z5hO9PvU+t6392ksHD4sW8+2zjOmE/2+nXsFh87m8GcdkmUZFotFOdO6o7JarXBzc4PJZHKKsyM5U73OVCvgXPU6Q61CCMiyDJ1O1+7yNZ3J4fcsJUmCq6urvctQzdnO7u5M9TpTrYBz1etMtdoLB3iIiFRgWF4mGo0G06ZNc+iugracqV5nqhVwrnqdqVZ7c/g+SyIiR8A9SyIiFRiWREQqMCyJiFRgWNIlYzf3lWPvL16rZTab7V1Cp2NY2pEz/YTz5MmTyM3NRW1trVOMnJaXl+Pnn39GcXExmpub7V3OBRUUFGD+/PnKjy8cPTD37t2LUaNGoba21t6ldCqGpZ3k5eXhlVdeQUFBgb1Luajs7GzcfPPNSExMxFVXXYUffvgBgOPuYe7fvx8333wzkpOTERsbi6VLlwJwzHqFEBg3bhxmzpyJ1157DWaz2aEDMzs7G6NHj8bIkSPh4+Nj73I6FcPSTl599VXMnj0bn332GYqKiuxdznkVFRXh7rvvxtNPP4309HQ88sgjSEhIgNFodMg9zIKCAtx77734xz/+gY0bN+Lpp5/Ga6+9BpPJ5JD1ajQajBgxAsOHD0djYyOmT5/usHuY+/fvxx//+Ec899xzmDx5sr3L6XQMSztxd3fH3XffjTVr1mDx4sUOG5hpaWl48MEH8dRTTwEAZs+ejdDQUKxfvx6AY+2tybKML774AmPHjsWECRMAABMmTMCAAQOQk5OD7OxsVFZW2rnK9iIiInDixAkMHToUx48fx4wZM9DU1GTX30Gfq6mpCffccw+GDBmCCRMmKP/3ffv2Ye3atcjIyMCxY8fsXOWV5fC/Df+tEUKguroaoaGhePHFF7F27VrMnDkTGo0Gjz76KEJDQ+1dog1vb28EBgYCAJqbm+Hq6gofHx8cOnQIABxqb02SJAwePBilpaXKtFmzZmHNmjVoaGjA8ePHMXToUDz33HOIiIiwY6W2rrvuOnTr1g333XcfXFxc8MUXX2D+/PmIiIhAXV0dHnzwQXuXCHd3d7z77rtITEzEDz/8gJEjR+LNN9/EZ599Bq1Wi9OnT+P666/HP//5T4SHh9u73CuCYdmJZFmGRqNBt27d8MwzzwAA7rrrLpw+fRqzZ88GAIcJTKvVCq1Wi+HDh8Pf3x8AlD2dIUOGoL6+3qZ9U1MT3N3dO73OVq31Dhs2TDmdX0NDAzw9PZGZmYlrr70WP/74I95//33s3r3brmEpy7LNXuPAgQNRWVmJ3bt349Zbb4Wvry9mzZqFpKQkfPTRRwBaPmTt9cHUOhB5//33w2Qy4aWXXsKyZcuwc+dOLF++HAMGDMD27dvx9ttvIy8v7zcblo6zn/8bdvjwYRw4cMCmH8rDw0OZ/8ADDyApKQkbNmzAkiVL7HpI3lqrVquFEEIJSgDQ6Vo+Wz08PJCVlaVMX7ZsGT7++GO7jO6fW2/b8556eXlh6tSpuPbaayGEwO233w69Xo/Vq1d3ep1ta237OrBYLACAPn36ID8/Hx4eHjh16hQ2b96MoUOH4tixY2hubrZLULZ9boGWwH7wwQfxxBNPYPPmzfj6668RGRkJFxcX3HLLLdBqtfjmm286vc7OwrC8wk6dOoVbb70VQ4YMwa5du6DVam067lv7floDMy0tDSkpKSguLrZ7rRqNpsNBBr1erwTjggUL8PTTTyM2NrbTT/Glpt7WkGl9nnv37o3+/ft3ap0d1doamK0fQLfddhsqKyuxYcMG/PnPf0ZKSgrGjx+PAwcOoKamxu71tn4YAcD48eOxa9cuhIeHw2KxKK+FsLAwREVFdXqtnUbQFTdixAgxbtw4ERISIrZv3y6EEMJqtSrzZVlW7n/66afizjvvFBUVFZ1epxAXr1UIIbZu3SqefPJJ8eGHH4qePXuKvXv32qNUIYS6eoUQor6+XixatEj07NlTZGdnd3aZQoiOa7VYLEIIIb777jsRHBws/Pz8xPLly4UQQjQ0NIjq6mq71Hq+eluf27avWSGE+OCDD0Tfvn1FXl5ep9fZWRiWV1hWVpa45557xIkTJ8QLL7ygKjDr6uo6vU4h1Ne6efNmodFoRFBQkF2DUm29ixYtEo899pi44YYbxJ49exyu1lZ///vfxYoVK4QQZ0PUXtQ+t5s2bRJTp04VoaGhdntuOwvDshM0NjYKIYSoqKgQSUlJFw3Mcz+1O9OFarVYLEKWZVFUVCTuv/9+kZuba7c6W6l5bg8cOCByc3PFiRMn7FanEBeutS1Zlu36Gmil5rndu3ev+PLLL0VBQYHd6uwsDMtO0DYQq6qqLhiY9naxWlvV1NR0dmkdUluvI7hYrfbemzyXMz23nYFheQWdb++g9YXXt29fkZGR0clVdcyZahXCuep1plqFcL56OwvPlH6Z5Ofn47PPPoMkSYiNjcXw4cMv2L66uhovv/wytmzZgl27dsHNza3Tvh7iTLUCzlWvM9UKOF+9dmXvtP4t2LdvnwgMDBRJSUli6NCh4k9/+pMoLCy86HLV1dWivLy8Eyo8y5lqFcK56nWmWoVwvnrtjWH5K5WXl4tBgwaJefPmCSGEqKysFOHh4WL16tU27RyhX9KZahXCuep1plqFcL56HQF/7vgrHT58GH379sWECRMgyzK6d++OQYMGYd++fUhLS0NkZCTi4+MhSZJdf7LmbLU6W73OVKsz1usI+AueX+nGG29UTnQgSRI+/PBDrFixAl5eXiguLsbnn3+OKVOmALD/SSecqVbAuep1ploB56vXIdh1v9bJmUymdtNKS0tFaWmpEEKI5uZmsWDBAnHnnXfa/as2zlSrEM5VrzPVKoTz1esouGd5iXJzc/H4448DAFxdXdudPCI4OBjBwcFoamqCi4sL4uLiUFlZiYaGBtZ6Ec5UrzPVCjhfvY7o/wFqGhCMH2RlpAAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.XH2O)\n",
    "axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "32da81f5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.521053Z",
     "start_time": "2022-12-28T00:47:47.396385Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9cf4f4a976d9469681c6f6e3be630e68",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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Ork4AgLmb0yzaLh4bhAqDGWoJcFJLaMU5CYBhSURN8HX6Ofn7/ku/A3D1bHbKmQsWbScPvNVhTs5YA8OSiBSpMprx8S91B+I1mQXe+zHbYlrorR43VVACDEsiUigzv6ze6b3mb68zbe6oQFuX0+Kk4uJijB8/HjqdDv7+/ti4cWO9DYUQiI+PR7du3eDj44O4uDiYzWaLNhs2bICTkxPWrFnT5GWJyLGNeVvZPd7fx92P0Fu1Nq6m5UmxsbHQarXIy8vD9u3bMXv2bPzyyy91Gq5atQo7duxARkYGTpw4gb179yIpKUmeHx8fj02bNiEwsO5/lMaWJaKbRy+vjvYuwSakLVu2IDExEWq1GoGBgYiKisK6devqNExOTsa8efPQuXNnuLu7Iz4+HsnJyfL8GTNm4Ntvv4Wnp2eTlyWi1sPVSY33JofWO29wX68WrqblSL6+vvD29pYnhIWFISUlxaJRZWUl0tPTERYWZtEuMzMTFy9eBAD4+fnV24GSZYnI8XleuRVx/eQBGBKoQ0TvuhtG6yYNaOmyWozk5WX5n8DLywsFBQUW04qKimA2m1G7bc33hYWF1+2gOcuazWaYTCb5i4jsz7NjdVj2vrKbnfREiMX85Kj+0Khv3psCNZJk+eYkSapz8qVmYKLabWu+b+xETXOWXbJkCRISEpTUT0QtwGwWyMyv3hN0da6+ulzn3g7HE0fBZBbo4HLzX1gj6fV6iwl6vR5areWZLA8PD3le7XYA6rS9VnOWXbRoEYxGI4xGIyorb44h6YlaM/9alwe1d74ajO2c1G0iKAFAysnJQWlpqTwhNTUVwcHBFo3at2+PgIAApKWlWbTz8/OTw7AhzVlWkiSo1Wr5i4gch1q6uS42V0qKjIxEfHw8DAYDMjIykJycjOjoaKxYsQJRUVFyw+joaCQkJECv16OkpASLFy9GdHS0ok5uZFkisq/LVVfPG6z5S387VmJf0oYNG5CVlQWdTocRI0YgMTERkZGRyM3NxYkTJ+SGc+bMQWhoKAICAtCrVy+EhIRg4cKFijq5kWWJyL6yz18CAITdqsWoO7wbaX3z4mMliOi6Pj2YizmbD2NiWHcsHxfc+AJW5igZcPOe5yciq5iz+TAAoNLYtm9RZlgSObjM/DI88a+fkHqm+iqSC+VVqDDY/vrjSqMJ+aUV8s/Dbutq8z4dWds4509kByln9Fj4eToWj70dYT2rL5M7f7ESP546j6G3dcWanaeRXXQJSU+EwFnT8HbLW9+fxIHsYjy6ap/F9JpxJK0pt7gc6/dmY8aQ3oh9/yBSzlyAWlLBZBaI6N3F6v21JgxLIhsZdyXcnvjXT9dt9+XhPADAmxNCcH8fL1SZzHBWS/jX7ixIKmDblfnXKiirgM6tnVVrfnTVPpy/WImiS1XyYL4ms4Crkxru7dp2XLTtd09kI0ZT04/vzfz41ya1zy+ptHpYnr9YfRPIyWvGrnR1Vt90g/k2FY9ZElnZC5+mofeCrxqc38OzPQCgnZOENX/ph1u07ZvVT9GlG7u7zWQW8u3IRRcrEbbsO3ne8XOWYVl8qeqG+roZcMuSyAoKyypRUFaB0W9ZDpD7cEg3vDnh+o9/vaenJwa+/AO6uDkjt/iyPD3Ixx0ZeaUWbV9//C4c/aME7/2Y06QAE0Lg04O/Y83u04i9zx+/FZVj1c7TAKqPfW7Yl4OCsobDd3hQ2z65AzAsiZot6dtMvPn9SXw2PRzjV9c9LjlnZF9MG+Tf6Ot4dHDGscRRAICfThfhyNkLiI7oCSe1hC2pv+N/Prl6q3D/Hh44V1IdqNcLt9qEEOgZf/Xe7nmfHbGYbzYLZBVeqnfZ4UFdsXzcnejS0UVRXzczhiVRM5jMAm9+fxIA6g3KowkjmzXARHgvT4T3ujpOpKbWaF2fTQ9Hzy4d5EfPvvzVcUgq4KMDuZgzsi/e/O4kTlw51vjqY8GAAMbc5YMjv5dct8/39uXgyyPVJ5H2zB2CQa/+V573zpN3w0XDm0EAhiVRsxQ2sFX3XnQohvTVWa2fe65cchTR2xP9e1R/37PL1cc2vLS9+hnef9tkOWD33CsXks/97HCjfSRuy5C/9+3siqGBOnx/vACDArowKGthWBI1Q9b5uqP8x97vb9WgBKrHjPx10XB0rLWVOrCXJ54Y4Id/H/y9Sa+1+ql+CLmlM7q6tcOvv19AJ1cnDH1jlzx/XD9fSJIKL48PxqHfijHy9rZ7H3h9eG84URPN23wYnxys+/zsk8segFMLjhQ+f8sRfLj/jPzzn/y1+DgmHKNW7K5zNvulR+/ExLDudS7/ySu5jPDlPwAA0haNQKf2TrYvvIkcJQMYlkRNdOuLX9aZtmfuEHRv5iVAzXW5yoQRK3YhZpA/Rt3hAy+36pMwNbdCtnO6Of5eHCUDuBtObZbRZMbhsyUYt2ofdG4uOLBgWKPLXLtt8bfBvfD80AC7BJOrsxp75kbWmX6zhKSjYVhSm/R56lnM+uRX+eeCskqs35uNv97bs8FlhBDou/Br+edpg3pi9vA+N/VDuugqfsrU5rzzw0mLoKyRuC0DJnP1lmNJuQHD/rkL6/ZkodJowr9/yUXP+O2oqjVM2YLRQQzKNoTHLOm6zGaBV3YcR5CPO+4L8EInVycMWPYdii9VYces+9DX283eJTbZoFd/sLhTZs7Ivnhtx9WnAuyZOwSvf3MCX/z6R4Ov8fmMCIR072zLMukKR8mAVrMbnvTNCbzwQJD8c+oZPXL1l/HQXd0ULS+EaPMDATTH7pOF+NeuLPnnxIdvl2+zS/jPUXw47U/2Kq3Zurq1k8Py2JJRcHVW45uMfKTlXgAAi4uy63P6pQfb7EO72rJWE5Zv//eURVjWjO0XdqsW3p3qjrzy0YEz8PNwRbBfZwx9YyfOX6zCoIAueG9yKHedFDjyewnGvrO3zvSFXxyVv2/oFjlH8/qOE9h3+jw+jgnHyYIyHPytehDdT2L+JD8D29vdBWnXeY25o/oiolcXBPt14j/dNqrVhGVth3+/IH+fff5SnbAsKK1A/P8dwbX2nDyP3gu+wvwHAxFzXy9bl9lqGU3meoPyWmbHPoIje+e/pwAA+7OLELX+AABApYI8IC9QPQr4jqP5Db7G3wb3tm2R5PBa1SZWzpWnzD30zo/ytIlrf4YQArnF5cgtLse8zYcR9tL3132dl7Yfx/988iuWbsuAEALpZ0tQabT9MP2twenCi9cdXqy25g4tZi/bj1wdRFcIWGwhju/n1+Byu+YMtmVZ1Eq0qi3Lwa/vxJ2+nepMrz2iSkPaOUmoMFw9k7kl9SwAYN3ebHlaSPfO2PK3gagwmCFJ1Vutt3p2aDPXrVUYTBa3vzWmZne2tfjoQN27bmpIDRyD/Dl+aL2HeajtaVVhCQBHzl5/BJWGpC4cAQGBoEU7Gmzza+6FOsHbrVM7bH3u3hsaoqrksgFuLpoG/yAdxeHrjE7TXetqcQa5hqOfOCutMChue2DBUCT8JwNTIm5Fv1s8AMCh3xu1rFa1G95Un8+IwPdx9+M/z94LV2c12jtrkL38Qbz4QCCeGNDwbldtf5RUYMDS7+qdZzILnCupqHfel4fzcOuLX2Llf0/hroRv8M9vM6/bz6mCMpRXGeudl1tcjtU7T9v0iX7lVUb5WTHOGgkH5g/F2kkD5PmfxITXu9y/dmfVO91RNPT5TBtU9+JznVs7rHyyH/r30EKlUjEoyUKruc7yljlfQCUp3x1e+WQ/jA72Udx+/d5si6GqrvXZ9HD076FFhcEk75bP+TQNnx6qHvll9VP9oHNvh0nr9yPxkTsw+9/1n1v98cVIlFUY4OqkRg/PDgCAHUfPIfb9Q+jq7oIFo4NQUFqBqYP8UWEwYcO+HLz8VfUwXPf38cLGKWGK31NTfHbod8R9Wl1zza6nEAIrvjuJiN5dENZTi22H/8CzH6bWWTZz6QPXfTqhPdW+j/uz6QNxd/fOSM3V4+7uHg6/pU/VHOU6y5sqLNf8pR9CuntAktCsBzldKK/CaztO4K/39oS/V0eELPkGF8qrd+Pu6anFK+ODMfj1nZgS0RMnC8qw5+T5Zr2nGg/c4Y0H7vTB8x/VDSDPDs4oquexAe9OHgCVSoXBfbysuuUz9u29OHK2BO2cJBxPfKDBdkIIHPpNj8fWXB3wNj1hpMUQYkII/Jp7Ab10HeHezn6j2FysNOKOxVcPu9ji0bFkewxLhRoKy/49PGA0C6TlXoBnB2f8+5lw9PLqeJ1XarpTBWV445tMfJV+zqqvaw3PDw3A56lnMf/B2/B1eh6eGdwLgd7u9bY9V1Ih/wM5VVCGDi4a+HRyBQD8ri/HIyv3yU/1W/1UPzxwZ+Nb5LW32H5dNByd2zsDqL5sK/aDQ0g9cwEdnNU4sGAYOrhoUGEw4ZecYtzT01PeCs0+fwkf7v8Nz0YGyKN/W9Mnv5yRH6HQs0sH/PeFwVbvg2yPYalQzS9q1fcnUGVWIem7TLi10+DIP0ai0mjC/qxi3OOvtdmIzkIIDFj6Xb1beQCw7bl7Mebt+q9JjAzU4YfjBTdcQ88uHZB9vvELwOvbcqo0mtD371/Dv0sHbJwSJt+dsnvOEIxfs6/OiN9fzRyE23zqD93aaofl/vlD0dW9HdbtycLSL49ZtBt5e1fc3q2TfMz2mft7Ye7IvjALgdBl30FfbsDT4T2Q8PAdjfZZn+zzl+DqpJbPWBtNZhz9oxR3+HZCr/lXT9bxrHbr5Shh2WrOhsfc3wtqtRpTB/WUn23iolHjvj5eNu1XpVJh8UO317urDAB3+HbCbT7uOJZXinF3++Kffw7Bf9L+gEd7ZwR1c8dL249hR/o5lFUaEe7viajwHujS0QUh3Tujz9+rr2eMuc8fkkqFNbtO13n9fS9Goltn1wbvqKnt3ld+wM4XBkOjliCEwO6T5+F15Sx+1vlL+Ol0kdz2vtfqv6Xv1ivHURsTdqsWB3KKAQD3vPQ97umpxf7s4jrtdhzNt7jYe+uvZ7HzRIHF4LT5pcof6VphMKHSaEYnVycYTGYMeX0ngOp/FAWlFZiw9mdkFV7C2Fq3wapUYFDSDWs1W5b2/K9SZTTLwVZbzYCvBaUVWP9jNp4d0htu9Ryju1xlQvofJbi7e2eLWy3zSytwMv8iBvbyxNkLly3uSXZSq/DpMwMtBmv46kgenvsoFUZzwx9ZRxcNVv+ln3ynSm01od6QmUMD8D/D+zQ4v7b0syUNblE3VVNOXNU38C4ADLtNh++O1b8Vv/XZCAT7dW5ueWRnjpABAMNSsTNF5fj2WL7FGXNrD6iw/Uge9mcV4R8P3d7gyZsT58owcsVuhHTvjOXj7sRT6/bj0bt9sb7WxfXNcfDvw5p0LWlphQHB//jmhvqsMfpOH6x8qp/FtF9zL2DniQI8FxkAtaSC/lIVTFcOiTRV9vIHeRlQK+YoGaAqKioS06ZNw549e9CxY0csXrwYTz/9dJ2GQgjMnz8fGzduhBACTz75JF577TVIVx7VmZaWhqlTp+LMmTPw9fVFcnIyBgyovk7vlVdewdKlS9Ghw9VdvKeeegpvvPFGowU6yi+qxj+/zcRbVx6Baq+zq8WXquDR3skiAEouG3BXQvPCa0pETywaG9R4w2s0tJXXHO//NQyDArzwwqdpOF14EalnLsjzbtG2x5ni8ma/Ns+Ct26OkgGa2NhYaLVa5OXl4eTJk4iIiEBQUBBCQ0MtGq5atQo7duxARkYGJEnC8OHDkZSUhLi4OFRUVGDs2LFITEzE008/jY8//hhjx47FqVOn0KFDB5SVlSEhIQGzZ8+209u0Hvd29j/Mq+3gXGdaJ1cnHFsyCrct+rqeJa6aFN4D3p3aIcjHHYMCvPBtxrlmH/dtbLe+KaLWH0DKwuHYfKjuEwtvJCiJrEXasmULEhMToVarERgYiKioKKxbt65Ow+TkZMybNw+dO3eGu7s74uPjkZycDAD46quv0KFDB3mLdMKECejatSu2bt0KACgrK0OnTnXv6W6NHgpRNn6mPbg6q3E8cRTmPxiIr2cNspj3WH8/5Lw8GksevgN/G9wbg/vqoJZUGHWHD9o7N+8fwNsT75afa13be5NDseVvA5v8elM3/tKsOohagsbX1xfe3lefDxwWFoakpCSLRpWVlUhPT0dYWJhFu8zMTFy8eBGHDh2ymFczPyUlBRMnTkRZWRnc3Ru/HKU10Lm1wyvj74Sfh2OOuNPOSS0PP/evqP4orzIiq/DSdZ8t01y9dR3xSWy4xe743nlD5N+NWlLJj2lQIqXWrjeRo5G8vCx3wby8vFBQYHlWsaioCGazGbXb1nxfWFiIgoICXO91ysrK8Oyzz0Kn0yEwMBCzZs1CUVERGmI2m2EymeQvR/Pn0FsQ0buLvcto1MjbvfHo3X6IG9FXvmjcFlb8OQQe7Z3wf38baPFPJG3xCIwI6mqzfhvj1k6D3XOG2K1/urlINSdoak2A2Wy2mFZzwrx225rvzWYzhBC43uusXr0aeXl5yM/Px9atW3Hq1CmMGzeuwaKWLFkCjUYDjUYDF5fmj/ZDLeORu32RumiEPFJPjY4uGiRPGoDs5Q/We5/+sNt0N9TvP5+4C0/dc0uD84/8YyRu8XTMPQBqfSS93nJMQr1eD63W8jiUh4eHPK92OwDQarXQarW43ut06dIFkiRBpVKhT58+SE5Oxu7du1FYWFhvUYsWLYLRaITRaERlpfILlskxqVQqTB54q8W0vfOGyDcXNNXxxFHIeXk0xvXzw7JH78SPL0Yi3N8Tn00Px5q/9Mcdvu748vl7rVA50VWanJwclJaWyscUU1NTERwcbNGoffv2CAgIQFpaGnx9feV2fn5+8PDwwF133YUVK1ZYLJOamoopU6bU26nBYIBarUbHjvXfy33tVirdXP53Shj8PNpf9+L6+tSctb92MGbfzq74KObqg9NG3eENImuTIiMjER8fD4PBgIyMDCQnJyM6OhorVqxAVFSU3DA6OhoJCQnQ6/UoKSnB4sWLER0dDQAYO3YssrOz8eGHH0IIgX//+984duwYHn30UZSXl2Pp0qXy8cuCggLExsZi0qRJcHV1tcubppZ3p28n6NxcMCG0uxx6JlPTwvJ/p4Thf200RB1RYzQbNmzAlClToNPp0KFDByQmJiIyMhJffvklTpy4+izlOXPm4OzZswgICAAAPPHEE1i4cCEAwM3NDV988QWmT5+O6dOno0ePHti6dSu0Wi2MRiOqqqoQHh4uX0L0xBNP4O9//7td3jDZRzsnNfbPH2pxIb2SLctJ4T3Q0UVj8XAxInvg7Y5kN1M2/HLdUZkOzB8KLzcX3qrYxjlKBtj/dhRqsxrashx2mw7Dg7pC586RgshxMCzJbmpvLz50VzcczCnGtucH1Xs7J5G9cTec7OZ04UU88/4hzB99G4b0vbFrLunm5SgZwLAkIofmKBnACxqJiBRgWBIRKcCwJCJSgGFJRKQAw5KISAGGJRGRAgxLIiIFHP4OnprLQB1xxHQisr2av317XxLu8GFZM9o6R0wnatuufYJDS3P4O3jMZjOMRqM80npzmEwmuLi4oLKy0m53ALAG1uBINdi7/6bUIISA2WyGRqOx68DgDr9lKUkSnJ2tM7CCWq22+y2TrIE1OFIN9u7fUWpQgid4iIgUaBNhqVKpsHjxYrsOIssaWIMj1WDv/h2lhqZw+GOWRESOoE1sWRIR3SiGJRGRAgxLIiIFGJathD0PLRuNRrv1XRsPr1fjulCtpX8PDMsG5OfnY9++fTh69Cj0er1daigpKUFJSQmMRqPdzhimp6dj8uTJyMvLs8sf6fnz53Hs2DGUlpba7XfAdaGavdcFwL7rA8OyHunp6Rg8eDAWLFiAMWPG4M0330RFRUWL1zBo0CA8/vjjCAoKwrvvvousrKwWreHo0aMYNWoUevbsiU6dOskrZ0v9oaSnp+Pee+9FbGws+vbti2+++aZF+6+pgeuC/dcFwAHWB0EWcnJyRI8ePcTq1auFEEK8++67wt/fXxQUFLRYDefOnRP+/v5i5cqV4sKFC2L58uVizJgxYurUqeLQoUMtUkNVVZWYNm2aSEpKkqeVlZWJS5cutUj/p0+fFn5+fuKdd94RQggxe/Zs0a1bN1FcXNwi/QvBdaGGvdcFIRxjfWBYXuPDDz8UTz31lMW0Rx55RKSmpoqjR4+Ks2fP2ryG7OxsMXbsWItpX3/9tZgyZYqYMGGC+PXXX21egxBCPPnkk+Knn34SVVVVYvDgwWLEiBHilltuEa+++qpIT0+3ad/vvvuumD17tsW0e++9V3zyySdCCCHMZrNN+xeC60Jt9lwXhHCM9YG74deQJAk//vgjDh8+DABISEjAV199hRdffBFPP/00YmJi8NNPP9msfyEEKioqsHPnTuzZs0eePnLkSDz99NNwcXHBxo0bUVhYaLMajEYjysvLYTQaceHCBSxYsAC33HILNmzYgFmzZiElJQXvvPMOcnNzbVZDx44d4e3tDQCoqqoCALi7u+PkyZMA0CLHq7guOMa6ADjG+sAtyyuMRqMQQojjx4+LyZMni27duonHH39cODs7i+PHjwshhEhNTRXTpk0Ts2bNElVVVVb9b2YwGCzqmD17thg/frzIzMy0aLdlyxYxcOBAm+yC1dRgMpmEEEJs3rxZxMTEiOjoaFFaWiq32759uxg6dKjYs2eP1Wuoef+1d3Vr6kpMTBQvvviiRfvLly/brAauC/ZdF4RwjPWhRpvfsszOzsbRo0flUU/69u2L5cuXY8uWLZgwYQKmT5+Ovn37wmg0IiQkBN26dcPhw4fh5ORktf9mGRkZeOaZZzB9+nQsW7YMxcXFmDp1KiRJwrp165CTkyO3feSRR+Dh4YGNGzdape/6akhMTER+fj5GjRoFZ2dnbN++HUePHpXbPvDAA3Bzc8NHH31ktf5rfw5CCHh5ecnzNJrqwbFcXV2RlpYmT9+0aRPef/99qw0MzXWhbg32WBcAx1gfrtWmw/LChQu47777EB4ejoMHDwKo3vXx9vZGWFgYLl++jEOHDqG4uFj+gNq3bw9fX195V+BGnT59Gvfddx8CAgKg1Wpx5MgRBAcHQ6VSYeLEicjMzMRbb72FEydOyMv06dMHfn5+Vum/vhqOHj2Ku+++G7/99hsmTpyIO+64A5s3b7bY1erbty8CAgKs0v+1n4NKpap3oFetViv/IaxduxbPPfccIiIirDK8F9eF+mto6XUBcIz1oV4222ZtJYYOHSomTZok/Pz8xM8//yyEuLrp/9NPP4kRI0aI5cuXi2+++UasXLlS+Pr6isOHD1ut/7fffltMmTJF/tlsNovp06cLDw8PceDAAfH111+Lp556SoSHh4uXX35ZLF68WHh6elr1oHpDNXTu3Fns379ffPnll2LatGkiOjparF27Vrz22mvC29tbZGRkWK2G+j6Hml3AGj/++KOYPn26eO+990T37t2tfnKD64JjrAtCOMb6cK02HZZpaWniwQcfFOfOnRNz5861+GBqvPXWW2LMmDEiODhYDBs2zOofyPvvvy+GDx8u9Hq9xXGvF154QWi1WpGTkyP0er1YuXKlePjhh8WUKVNavIbffvtN5Ofni9WrV4sxY8aI6Ohoq9Zwvc+h9h/Izp07hUqlEj4+Plb/HXBdUFaDrdcFIRxjfahPmw5LIYQoLy8XQlQfQI6Li6v3j0Sv14vi4mKLA9vW8sMPP4i77rpL7N+/XwghRGVlpTxv6tSpol+/fnK/ZrPZJpdINKUGk8lkkxqu9zkYjUZhNptFVlaWePjhh8WxY8es3n9jNdTgumD7dUEIx1gfrtXmw7L2f6qioqI6H4ytVsraZsyYIXQ6nfjjjz+EENUXAQtRfY1dWFiYOHDggE37d4QaGvscapSUlNitBq4LLVeDI6wP12qzYdnQSl/zwfTs2VPs3bvXpjXUrIRCCPHYY48JPz8/kZ2dbdFm4MCBYufOnTdtDY7wOdirhtr91g6HlvwcHK2GhrTk+tCQNhGWp06dEps3bxabNm0Sv//+uzz92gPGNYqKisQzzzwjbr/9dnH58mWrbE1kZWWJbdu2iY8++sjiFq3aYTVx4kTh7e0tPvvsM5Gamio2bNgg/Pz8RG5u7g337wg1NNS/I3wOLVnDhQsX5OsBa79e7e9tvS44cg0NscVn0RQ3fVgeOXJEeHt7ixdeeEEMGzZMzJkzRyxZskT+RTf0R1JcXCzy8/OtUkN6errQ6XRiypQpwtvbWzz22GNi2bJlcg01F9kKIURCQoIYNWqUCA0NFf369RMHDx68KWporP+as87XasnPoSVqyM7OFsHBweKll14SZWVlQoiGg8JW60Jrq6E2a34WTXVTh+WlS5fE/fffLw8AcOnSJfH555+L4OBgMX/+fPnDseV/qKqqKjFmzBixfPlyIYQQhYWFYsWKFWLMmDEiJiZG7rv2gfTz58+LoqIiUVRUdFPUoLT/hv5xWYMj1CCEELt37xY6nU5MmDBBvPHGG/UGRe0arL0utKYaHM1NfVG6yWSC2WzGmDFjAFRfRDxgwAB06tQJ2dnZeP311wHY9r5SJycnuLm54c477wQAdOnSBTExMZg6dSpyc3Px/PPPQwgBZ2dn+QJbrVYrf90MNSjtX5Jstzo6Qg0AcOTIEYwePRohISHYuXMnkpOTcfHiRahUKnmoMUmS5O+tvS60phoczU0dlm5ubjCZTFi7dq08zWAwoEePHhgxYgTS09Nx/vx5m9dhMpmQlJQk/+zq6ooHHngAU6ZMwZkzZ/D+++8DgHzngS3C2941KO3flhyhhv79+2PNmjWYN28ewsLCsGvXrnqDoub3b4t1oTXV4Ehu2rA0GAwAgBkzZuDo0aN46KGH8OGHH2LIkCH405/+hMmTJ+PgwYP44osvrN53Xl4e0tPTcejQIQDAa6+9hsrKSixatEhu4+zsjNGjR8Pf3x/ffvvtTVeDvft3tBpSUlIAAPfcc48cBPPnz8c999xj86BgDVbS0vv9tpSRkSGio6Mtpl24cEHs2LFDPPTQQ2LmzJli7dq18rznn39evPrqq1atIS0tTQQFBYnBgweL22+/XSxbtkwIIcT69evFgw8+KB8zq7Fv3z4xYMAAq14vZu8a7N2/o9aQmJgoz6s5mWQymcSyZcvEQw89JJKSkqx+sTtrsJ7/B1QO+WSscTrlAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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CQixXZlFmL5V8cBAIf+PgwatYROrk4AgLmb0yzaLh4bhAqDGWoJcFJLaMU5CYBhSURN8HX6Ofn7/ku/A3D1bHbKmQsWbScPvNVhTs5YA8OSiBSpMprx8S91B+I1mQXe+zHbYlrorR43VVACDEsiUigzv6ze6b3mb68zbe6oQFuX0+Kk4uJijB8/HjqdDv7+/ti4cWO9DYUQiI+PR7du3eDj44O4uDiYzWaLNhs2bICTkxPWrFnT5GWJyLGNeVvZPd7fx92P0Fu1Nq6m5UmxsbHQarXIy8vD9u3bMXv2bPzyyy91Gq5atQo7duxARkYGTpw4gb179yIpKUmeHx8fj02bNiEwsO5/lMaWJaKbRy+vjvYuwSakLVu2IDExEWq1GoGBgYiKisK6devqNExOTsa8efPQuXNnuLu7Iz4+HsnJyfL8GTNm4Ntvv4Wnp2eTlyWi1sPVSY33JofWO29wX68WrqblSL6+vvD29pYnhIWFISUlxaJRZWUl0tPTERYWZtEuMzMTFy9eBAD4+fnV24GSZYnI8XleuRVx/eQBGBKoQ0TvuhtG6yYNaOmyWozk5WX5n8DLywsFBQUW04qKimA2m1G7bc33hYWF1+2gOcuazWaYTCb5i4jsz7NjdVj2vrKbnfREiMX85Kj+0Khv3psCNZJk+eYkSapz8qVmYKLabWu+b+xETXOWXbJkCRISEpTUT0QtwGwWyMyv3hN0da6+ulzn3g7HE0fBZBbo4HLzX1gj6fV6iwl6vR5areWZLA8PD3le7XYA6rS9VnOWXbRoEYxGI4xGIyorb44h6YlaM/9alwe1d74ajO2c1G0iKAFAysnJQWlpqTwhNTUVwcHBFo3at2+PgIAApKWlWbTz8/OTw7AhzVlWkiSo1Wr5i4gch1q6uS42V0qKjIxEfHw8DAYDMjIykJycjOjoaKxYsQJRUVFyw+joaCQkJECv16OkpASLFy9GdHS0ok5uZFkisq/LVVfPG6z5S387VmJf0oYNG5CVlQWdTocRI0YgMTERkZGRyM3NxYkTJ+SGc+bMQWhoKAICAtCrVy+EhIRg4cKFijq5kWWJyL6yz18CAITdqsWoO7wbaX3z4mMliOi6Pj2YizmbD2NiWHcsHxfc+AJW5igZcPOe5yciq5iz+TAAoNLYtm9RZlgSObjM/DI88a+fkHqm+iqSC+VVqDDY/vrjSqMJ+aUV8s/Dbutq8z4dWds4509kByln9Fj4eToWj70dYT2rL5M7f7ESP546j6G3dcWanaeRXXQJSU+EwFnT8HbLW9+fxIHsYjy6ap/F9JpxJK0pt7gc6/dmY8aQ3oh9/yBSzlyAWlLBZBaI6N3F6v21JgxLIhsZdyXcnvjXT9dt9+XhPADAmxNCcH8fL1SZzHBWS/jX7ixIKmDblfnXKiirgM6tnVVrfnTVPpy/WImiS1XyYL4ms4Crkxru7dp2XLTtd09kI0ZT04/vzfz41ya1zy+ptHpYnr9YfRPIyWvGrnR1Vt90g/k2FY9ZElnZC5+mofeCrxqc38OzPQCgnZOENX/ph1u07ZvVT9GlG7u7zWQW8u3IRRcrEbbsO3ne8XOWYVl8qeqG+roZcMuSyAoKyypRUFaB0W9ZDpD7cEg3vDnh+o9/vaenJwa+/AO6uDkjt/iyPD3Ixx0ZeaUWbV9//C4c/aME7/2Y06QAE0Lg04O/Y83u04i9zx+/FZVj1c7TAKqPfW7Yl4OCsobDd3hQ2z65AzAsiZot6dtMvPn9SXw2PRzjV9c9LjlnZF9MG+Tf6Ot4dHDGscRRAICfThfhyNkLiI7oCSe1hC2pv+N/Prl6q3D/Hh44V1IdqNcLt9qEEOgZf/Xe7nmfHbGYbzYLZBVeqnfZ4UFdsXzcnejS0UVRXzczhiVRM5jMAm9+fxIA6g3KowkjmzXARHgvT4T3ujpOpKbWaF2fTQ9Hzy4d5EfPvvzVcUgq4KMDuZgzsi/e/O4kTlw51vjqY8GAAMbc5YMjv5dct8/39uXgyyPVJ5H2zB2CQa/+V573zpN3w0XDm0EAhiVRsxQ2sFX3XnQohvTVWa2fe65cchTR2xP9e1R/37PL1cc2vLS9+hnef9tkOWD33CsXks/97HCjfSRuy5C/9+3siqGBOnx/vACDArowKGthWBI1Q9b5uqP8x97vb9WgBKrHjPx10XB0rLWVOrCXJ54Y4Id/H/y9Sa+1+ql+CLmlM7q6tcOvv19AJ1cnDH1jlzx/XD9fSJIKL48PxqHfijHy9rZ7H3h9eG84URPN23wYnxys+/zsk8segFMLjhQ+f8sRfLj/jPzzn/y1+DgmHKNW7K5zNvulR+/ExLDudS7/ySu5jPDlPwAA0haNQKf2TrYvvIkcJQMYlkRNdOuLX9aZtmfuEHRv5iVAzXW5yoQRK3YhZpA/Rt3hAy+36pMwNbdCtnO6Of5eHCUDuBtObZbRZMbhsyUYt2ofdG4uOLBgWKPLXLtt8bfBvfD80AC7BJOrsxp75kbWmX6zhKSjYVhSm/R56lnM+uRX+eeCskqs35uNv97bs8FlhBDou/Br+edpg3pi9vA+N/VDuugqfsrU5rzzw0mLoKyRuC0DJnP1lmNJuQHD/rkL6/ZkodJowr9/yUXP+O2oqjVM2YLRQQzKNoTHLOm6zGaBV3YcR5CPO+4L8EInVycMWPYdii9VYces+9DX283eJTbZoFd/sLhTZs7Ivnhtx9WnAuyZOwSvf3MCX/z6R4Ov8fmMCIR072zLMukKR8mAVrMbnvTNCbzwQJD8c+oZPXL1l/HQXd0ULS+EaPMDATTH7pOF+NeuLPnnxIdvl2+zS/jPUXw47U/2Kq3Zurq1k8Py2JJRcHVW45uMfKTlXgAAi4uy63P6pQfb7EO72rJWE5Zv//eURVjWjO0XdqsW3p3qjrzy0YEz8PNwRbBfZwx9YyfOX6zCoIAueG9yKHedFDjyewnGvrO3zvSFXxyVv2/oFjlH8/qOE9h3+jw+jgnHyYIyHPytehDdT2L+JD8D29vdBWnXeY25o/oiolcXBPt14j/dNqrVhGVth3+/IH+fff5SnbAsKK1A/P8dwbX2nDyP3gu+wvwHAxFzXy9bl9lqGU3meoPyWmbHPoIje+e/pwAA+7OLELX+AABApYI8IC9QPQr4jqP5Db7G3wb3tm2R5PBa1SZWzpWnzD30zo/ytIlrf4YQArnF5cgtLse8zYcR9tL3132dl7Yfx/988iuWbsuAEALpZ0tQabT9MP2twenCi9cdXqy25g4tZi/bj1wdRFcIWGwhju/n1+Byu+YMtmVZ1Eq0qi3Lwa/vxJ2+nepMrz2iSkPaOUmoMFw9k7kl9SwAYN3ebHlaSPfO2PK3gagwmCFJ1Vutt3p2aDPXrVUYTBa3vzWmZne2tfjoQN27bmpIDRyD/Dl+aL2HeajtaVVhCQBHzl5/BJWGpC4cAQGBoEU7Gmzza+6FOsHbrVM7bH3u3hsaoqrksgFuLpoG/yAdxeHrjE7TXetqcQa5hqOfOCutMChue2DBUCT8JwNTIm5Fv1s8AMCh3xu1rFa1G95Un8+IwPdx9+M/z94LV2c12jtrkL38Qbz4QCCeGNDwbldtf5RUYMDS7+qdZzILnCupqHfel4fzcOuLX2Llf0/hroRv8M9vM6/bz6mCMpRXGeudl1tcjtU7T9v0iX7lVUb5WTHOGgkH5g/F2kkD5PmfxITXu9y/dmfVO91RNPT5TBtU9+JznVs7rHyyH/r30EKlUjEoyUKruc7yljlfQCUp3x1e+WQ/jA72Udx+/d5si6GqrvXZ9HD076FFhcEk75bP+TQNnx6qHvll9VP9oHNvh0nr9yPxkTsw+9/1n1v98cVIlFUY4OqkRg/PDgCAHUfPIfb9Q+jq7oIFo4NQUFqBqYP8UWEwYcO+HLz8VfUwXPf38cLGKWGK31NTfHbod8R9Wl1zza6nEAIrvjuJiN5dENZTi22H/8CzH6bWWTZz6QPXfTqhPdW+j/uz6QNxd/fOSM3V4+7uHg6/pU/VHOU6y5sqLNf8pR9CuntAktCsBzldKK/CaztO4K/39oS/V0eELPkGF8qrd+Pu6anFK+ODMfj1nZgS0RMnC8qw5+T5Zr2nGg/c4Y0H7vTB8x/VDSDPDs4oquexAe9OHgCVSoXBfbysuuUz9u29OHK2BO2cJBxPfKDBdkIIHPpNj8fWXB3wNj1hpMUQYkII/Jp7Ab10HeHezn6j2FysNOKOxVcPu9ji0bFkewxLhRoKy/49PGA0C6TlXoBnB2f8+5lw9PLqeJ1XarpTBWV445tMfJV+zqqvaw3PDw3A56lnMf/B2/B1eh6eGdwLgd7u9bY9V1Ih/wM5VVCGDi4a+HRyBQD8ri/HIyv3yU/1W/1UPzxwZ+Nb5LW32H5dNByd2zsDqL5sK/aDQ0g9cwEdnNU4sGAYOrhoUGEw4ZecYtzT01PeCs0+fwkf7v8Nz0YGyKN/W9Mnv5yRH6HQs0sH/PeFwVbvg2yPYalQzS9q1fcnUGVWIem7TLi10+DIP0ai0mjC/qxi3OOvtdmIzkIIDFj6Xb1beQCw7bl7Mebt+q9JjAzU4YfjBTdcQ88uHZB9vvELwOvbcqo0mtD371/Dv0sHbJwSJt+dsnvOEIxfs6/OiN9fzRyE23zqD93aaofl/vlD0dW9HdbtycLSL49ZtBt5e1fc3q2TfMz2mft7Ye7IvjALgdBl30FfbsDT4T2Q8PAdjfZZn+zzl+DqpJbPWBtNZhz9oxR3+HZCr/lXT9bxrHbr5Shh2WrOhsfc3wtqtRpTB/WUn23iolHjvj5eNu1XpVJh8UO317urDAB3+HbCbT7uOJZXinF3++Kffw7Bf9L+gEd7ZwR1c8dL249hR/o5lFUaEe7viajwHujS0QUh3Tujz9+rr2eMuc8fkkqFNbtO13n9fS9Goltn1wbvqKnt3ld+wM4XBkOjliCEwO6T5+F15Sx+1vlL+Ol0kdz2vtfqv6Xv1ivHURsTdqsWB3KKAQD3vPQ97umpxf7s4jrtdhzNt7jYe+uvZ7HzRIHF4LT5pcof6VphMKHSaEYnVycYTGYMeX0ngOp/FAWlFZiw9mdkFV7C2Fq3wapUYFDSDWs1W5b2/K9SZTTLwVZbzYCvBaUVWP9jNp4d0htu9Ryju1xlQvofJbi7e2eLWy3zSytwMv8iBvbyxNkLly3uSXZSq/DpMwMtBmv46kgenvsoFUZzwx9ZRxcNVv+ln3ynSm01od6QmUMD8D/D+zQ4v7b0syUNblE3VVNOXNU38C4ADLtNh++O1b8Vv/XZCAT7dW5ueWRnjpABAMNSsTNF5fj2WL7FGXNrD6iw/Uge9mcV4R8P3d7gyZsT58owcsVuhHTvjOXj7sRT6/bj0bt9sb7WxfXNcfDvw5p0LWlphQHB//jmhvqsMfpOH6x8qp/FtF9zL2DniQI8FxkAtaSC/lIVTFcOiTRV9vIHeRlQK+YoGaAqKioS06ZNw549e9CxY0csXrwYTz/9dJ2GQgjMnz8fGzduhBACTz75JF577TVIVx7VmZaWhqlTp+LMmTPw9fVFcnIyBgyovk7vlVdewdKlS9Ghw9VdvKeeegpvvPFGowU6yi+qxj+/zcRbVx6Baq+zq8WXquDR3skiAEouG3BXQvPCa0pETywaG9R4w2s0tJXXHO//NQyDArzwwqdpOF14EalnLsjzbtG2x5ni8ma/Ns+Ct26OkgGa2NhYaLVa5OXl4eTJk4iIiEBQUBBCQ0MtGq5atQo7duxARkYGJEnC8OHDkZSUhLi4OFRUVGDs2LFITEzE008/jY8//hhjx47FqVOn0KFDB5SVlSEhIQGzZ8+209u0Hvd29j/Mq+3gXGdaJ1cnHFsyCrct+rqeJa6aFN4D3p3aIcjHHYMCvPBtxrlmH/dtbLe+KaLWH0DKwuHYfKjuEwtvJCiJrEXasmULEhMToVarERgYiKioKKxbt65Ow+TkZMybNw+dO3eGu7s74uPjkZycDAD46quv0KFDB3mLdMKECejatSu2bt0KACgrK0OnTnXv6W6NHgpRNn6mPbg6q3E8cRTmPxiIr2cNspj3WH8/5Lw8GksevgN/G9wbg/vqoJZUGHWHD9o7N+8fwNsT75afa13be5NDseVvA5v8elM3/tKsOohagsbX1xfe3lefDxwWFoakpCSLRpWVlUhPT0dYWJhFu8zMTFy8eBGHDh2ymFczPyUlBRMnTkRZWRnc3Ru/HKU10Lm1wyvj74Sfh2OOuNPOSS0PP/evqP4orzIiq/DSdZ8t01y9dR3xSWy4xe743nlD5N+NWlLJj2lQIqXWrjeRo5G8vCx3wby8vFBQYHlWsaioCGazGbXb1nxfWFiIgoICXO91ysrK8Oyzz0Kn0yEwMBCzZs1CUVERGmI2m2EymeQvR/Pn0FsQ0buLvcto1MjbvfHo3X6IG9FXvmjcFlb8OQQe7Z3wf38baPFPJG3xCIwI6mqzfhvj1k6D3XOG2K1/urlINSdoak2A2Wy2mFZzwrx225rvzWYzhBC43uusXr0aeXl5yM/Px9atW3Hq1CmMGzeuwaKWLFkCjUYDjUYDF5fmj/ZDLeORu32RumiEPFJPjY4uGiRPGoDs5Q/We5/+sNt0N9TvP5+4C0/dc0uD84/8YyRu8XTMPQBqfSS93nJMQr1eD63W8jiUh4eHPK92OwDQarXQarW43ut06dIFkiRBpVKhT58+SE5Oxu7du1FYWFhvUYsWLYLRaITRaERlpfILlskxqVQqTB54q8W0vfOGyDcXNNXxxFHIeXk0xvXzw7JH78SPL0Yi3N8Tn00Px5q/9Mcdvu748vl7rVA50VWanJwclJaWyscUU1NTERwcbNGoffv2CAgIQFpaGnx9feV2fn5+8PDwwF133YUVK1ZYLJOamoopU6bU26nBYIBarUbHjvXfy33tVirdXP53Shj8PNpf9+L6+tSctb92MGbfzq74KObqg9NG3eENImuTIiMjER8fD4PBgIyMDCQnJyM6OhorVqxAVFSU3DA6OhoJCQnQ6/UoKSnB4sWLER0dDQAYO3YssrOz8eGHH0IIgX//+984duwYHn30UZSXl2Pp0qXy8cuCggLExsZi0qRJcHV1tcubppZ3p28n6NxcMCG0uxx6JlPTwvJ/p4Thf200RB1RYzQbNmzAlClToNPp0KFDByQmJiIyMhJffvklTpy4+izlOXPm4OzZswgICAAAPPHEE1i4cCEAwM3NDV988QWmT5+O6dOno0ePHti6dSu0Wi2MRiOqqqoQHh4uX0L0xBNP4O9//7td3jDZRzsnNfbPH2pxIb2SLctJ4T3Q0UVj8XAxInvg7Y5kN1M2/HLdUZkOzB8KLzcX3qrYxjlKBtj/dhRqsxrashx2mw7Dg7pC586RgshxMCzJbmpvLz50VzcczCnGtucH1Xs7J5G9cTec7OZ04UU88/4hzB99G4b0vbFrLunm5SgZwLAkIofmKBnACxqJiBRgWBIRKcCwJCJSgGFJRKQAw5KISAGGJRGRAgxLIiIFHP4OnprLQB1xxHQisr2av317XxLu8GFZM9o6R0wnatuufYJDS3P4O3jMZjOMRqM80npzmEwmuLi4oLKy0m53ALAG1uBINdi7/6bUIISA2WyGRqOx68DgDr9lKUkSnJ2tM7CCWq22+y2TrIE1OFIN9u7fUWpQgid4iIgUaBNhqVKpsHjxYrsOIssaWIMj1WDv/h2lhqZw+GOWRESOoE1sWRIR3SiGJRGRAgxLIiIFGJathD0PLRuNRrv1XRsPr1fjulCtpX8PDMsG5OfnY9++fTh69Cj0er1daigpKUFJSQmMRqPdzhimp6dj8uTJyMvLs8sf6fnz53Hs2DGUlpba7XfAdaGavdcFwL7rA8OyHunp6Rg8eDAWLFiAMWPG4M0330RFRUWL1zBo0CA8/vjjCAoKwrvvvousrKwWreHo0aMYNWoUevbsiU6dOskrZ0v9oaSnp+Pee+9FbGws+vbti2+++aZF+6+pgeuC/dcFwAHWB0EWcnJyRI8ePcTq1auFEEK8++67wt/fXxQUFLRYDefOnRP+/v5i5cqV4sKFC2L58uVizJgxYurUqeLQoUMtUkNVVZWYNm2aSEpKkqeVlZWJS5cutUj/p0+fFn5+fuKdd94RQggxe/Zs0a1bN1FcXNwi/QvBdaGGvdcFIRxjfWBYXuPDDz8UTz31lMW0Rx55RKSmpoqjR4+Ks2fP2ryG7OxsMXbsWItpX3/9tZgyZYqYMGGC+PXXX21egxBCPPnkk+Knn34SVVVVYvDgwWLEiBHilltuEa+++qpIT0+3ad/vvvuumD17tsW0e++9V3zyySdCCCHMZrNN+xeC60Jt9lwXhHCM9YG74deQJAk//vgjDh8+DABISEjAV199hRdffBFPP/00YmJi8NNPP9msfyEEKioqsHPnTuzZs0eePnLkSDz99NNwcXHBxo0bUVhYaLMajEYjysvLYTQaceHCBSxYsAC33HILNmzYgFmzZiElJQXvvPMOcnNzbVZDx44d4e3tDQCoqqoCALi7u+PkyZMA0CLHq7guOMa6ADjG+sAtyyuMRqMQQojjx4+LyZMni27duonHH39cODs7i+PHjwshhEhNTRXTpk0Ts2bNElVVVVb9b2YwGCzqmD17thg/frzIzMy0aLdlyxYxcOBAm+yC1dRgMpmEEEJs3rxZxMTEiOjoaFFaWiq32759uxg6dKjYs2eP1Wuoef+1d3Vr6kpMTBQvvviiRfvLly/brAauC/ZdF4RwjPWhRpvfsszOzsbRo0flUU/69u2L5cuXY8uWLZgwYQKmT5+Ovn37wmg0IiQkBN26dcPhw4fh5ORktf9mGRkZeOaZZzB9+nQsW7YMxcXFmDp1KiRJwrp165CTkyO3feSRR+Dh4YGNGzdape/6akhMTER+fj5GjRoFZ2dnbN++HUePHpXbPvDAA3Bzc8NHH31ktf5rfw5CCHh5ecnzNJrqwbFcXV2RlpYmT9+0aRPef/99qw0MzXWhbg32WBcAx1gfrtWmw/LChQu47777EB4ejoMHDwKo3vXx9vZGWFgYLl++jEOHDqG4uFj+gNq3bw9fX195V+BGnT59Gvfddx8CAgKg1Wpx5MgRBAcHQ6VSYeLEicjMzMRbb72FEydOyMv06dMHfn5+Vum/vhqOHj2Ku+++G7/99hsmTpyIO+64A5s3b7bY1erbty8CAgKs0v+1n4NKpap3oFetViv/IaxduxbPPfccIiIirDK8F9eF+mto6XUBcIz1oV4222ZtJYYOHSomTZok/Pz8xM8//yyEuLrp/9NPP4kRI0aI5cuXi2+++UasXLlS+Pr6isOHD1ut/7fffltMmTJF/tlsNovp06cLDw8PceDAAfH111+Lp556SoSHh4uXX35ZLF68WHh6elr1oHpDNXTu3Fns379ffPnll2LatGkiOjparF27Vrz22mvC29tbZGRkWK2G+j6Hml3AGj/++KOYPn26eO+990T37t2tfnKD64JjrAtCOMb6cK02HZZpaWniwQcfFOfOnRNz5861+GBqvPXWW2LMmDEiODhYDBs2zOofyPvvvy+GDx8u9Hq9xXGvF154QWi1WpGTkyP0er1YuXKlePjhh8WUKVNavIbffvtN5Ofni9WrV4sxY8aI6Ohoq9Zwvc+h9h/Izp07hUqlEj4+Plb/HXBdUFaDrdcFIRxjfahPmw5LIYQoLy8XQlQfQI6Li6v3j0Sv14vi4mKLA9vW8sMPP4i77rpL7N+/XwghRGVlpTxv6tSpol+/fnK/ZrPZJpdINKUGk8lkkxqu9zkYjUZhNptFVlaWePjhh8WxY8es3n9jNdTgumD7dUEIx1gfrtXmw7L2f6qioqI6H4ytVsraZsyYIXQ6nfjjjz+EENUXAQtRfY1dWFiYOHDggE37d4QaGvscapSUlNitBq4LLVeDI6wP12qzYdnQSl/zwfTs2VPs3bvXpjXUrIRCCPHYY48JPz8/kZ2dbdFm4MCBYufOnTdtDY7wOdirhtr91g6HlvwcHK2GhrTk+tCQNhGWp06dEps3bxabNm0Sv//+uzz92gPGNYqKisQzzzwjbr/9dnH58mWrbE1kZWWJbdu2iY8++sjiFq3aYTVx4kTh7e0tPvvsM5Gamio2bNgg/Pz8RG5u7g337wg1NNS/I3wOLVnDhQsX5OsBa79e7e9tvS44cg0NscVn0RQ3fVgeOXJEeHt7ixdeeEEMGzZMzJkzRyxZskT+RTf0R1JcXCzy8/OtUkN6errQ6XRiypQpwtvbWzz22GNi2bJlcg01F9kKIURCQoIYNWqUCA0NFf369RMHDx68KWporP+as87XasnPoSVqyM7OFsHBweKll14SZWVlQoiGg8JW60Jrq6E2a34WTXVTh+WlS5fE/fffLw8AcOnSJfH555+L4OBgMX/+fPnDseV/qKqqKjFmzBixfPlyIYQQhYWFYsWKFWLMmDEiJiZG7rv2gfTz58+LoqIiUVRUdFPUoLT/hv5xWYMj1CCEELt37xY6nU5MmDBBvPHGG/UGRe0arL0utKYaHM1NfVG6yWSC2WzGmDFjAFRfRDxgwAB06tQJ2dnZeP311wHY9r5SJycnuLm54c477wQAdOnSBTExMZg6dSpyc3Px/PPPQwgBZ2dn+QJbrVYrf90MNSjtX5Jstzo6Qg0AcOTIEYwePRohISHYuXMnkpOTcfHiRahUKnmoMUmS5O+tvS60phoczU0dlm5ubjCZTFi7dq08zWAwoEePHhgxYgTS09Nx/vx5m9dhMpmQlJQk/+zq6ooHHngAU6ZMwZkzZ/D+++8DgHzngS3C2941KO3flhyhhv79+2PNmjWYN28ewsLCsGvXrnqDoub3b4t1oTXV4Ehu2rA0GAwAgBkzZuDo0aN46KGH8OGHH2LIkCH405/+hMmTJ+PgwYP44osvrN53Xl4e0tPTcejQIQDAa6+9hsrKSixatEhu4+zsjNGjR8Pf3x/ffvvtTVeDvft3tBpSUlIAAPfcc48cBPPnz8c999xj86BgDVbS0vv9tpSRkSGio6Mtpl24cEHs2LFDPPTQQ2LmzJli7dq18rznn39evPrqq1atIS0tTQQFBYnBgweL22+/XSxbtkwIIcT69evFgw8+KB8zq7Fv3z4xYMAAq14vZu8a7N2/o9aQmJgoz6s5mWQymcSyZcvEQw89JJKSkqx+sTtrsJ7/B1QO+WSscTrlAAAAAElFTkSuQmCC' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.XH2O)\n",
    "axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf20df4e",
   "metadata": {},
   "source": [
    "## 대기압(해수면)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "5fbfb827",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.616798Z",
     "start_time": "2022-12-28T00:47:47.523045Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b510a661752c48f98745177affdbedd8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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TUaNGYf369ejevTscDgfcbjccDgcAYPHixWhsbEReXh4WLVoEn8+H3NxcAEB1dTUSEhJQXl6OmJiYiLWR+P1+WCwW6LoOs9ncKRsMIjIuo2SABgANDQ0oLCxEU1PTac00NDTA5XKhsLAQiYmJobADgNTUVOzatQsAkJ+fj9TU1NBYfHw8UlJSUFBQ0GEtEZHRaQcOHMCSJUtQV1eHCRMm4G9/+xsqKirg8/nw7LPP4uuvv0ZdXR08Hg9sNltYsc1mg8fjAYCI4x3VthUIBOD3+0MXIqJo0zIzMzFnzhzYbDZkZ2fj6quvxtixYzF06FB4vV5cccUVsNlsEBFoWvjBc03TEAgEACDieEe1beXk5MBiscBisSA2NvYs3l0iou9H27JlC/x+PwYOHIgePXrg2WefxcGDB3Ho0CE8+OCD2Lt3LwYOHAir1Yra2tqw4traWlitVgCION5RbVvZ2dnQdR26rsPr9Z7Fu0tE9P1oAPDyyy8jIyPjtMGNGzciLi4OgwYNgtPpxOHDh3H8+PHQeEFBAZxOJwBgxIgRKCoqCo3V19ejrKwMTqezw9rTmtI0mM3m0IWIKOoeeOABSUtLE7/fLwcPHpSjR4+KiMjOnTtlwIABsnHjxtCh8/T0dMnKyhKfzyclJSXSu3dv2bJli4iIbN++XeLj48XlconP55OFCxfK2LFjlWojMcppA0QUHUbJAMybN0+OHTsmIiIffvihJCUlid1ul5EjR8qGDRvCJldUVMiECRMkLi5OEhMTJTc3N2w8Ly9PkpKSpFevXjJ+/Hhxu93KtWdilBVFRNFhlAwwiYhEd982MqOcY0VE0WGUDOBnw4mIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUaMnJyVixYgUAoLGxEQsXLsTAgQPRp08fpKWl4eOPPw5NrqmpwfTp02G325GSkoKVK1eG3diaNWswePBg2O12ZGRkoKqqSrmWiMjQKioqZNSoUbJ161b5/e9/L1deeaV4PB4REXnttdekZ8+ecvToURERmTFjhsyfP190XZc9e/aI1WqVHTt2iIhIUVGRxMXFSXFxsei6LllZWTJ58mQJilQbia7rAkB0Xe9wLhH9+BglA0wiIhs2bMD777+PQ4cOISMjAwsXLgyFaVxcHD744AMMGTIEDocDbrcbDocDALB48WI0NjYiLy8PixYtgs/nQ25uLgCguroaCQkJKC8vR0xMTMTaSPx+PywWC3Rdh9ls7pQNBhEZl1EyQAOAhoYGFBYWYtq0aVi5ciW+/PJL6LqOpUuXwmq1YuTIkSgsLERiYmIo7AAgNTUVu3btAgDk5+cjNTU1NBYfH4+UlBQUFBR0WEtEZHSWAwcOYMmSJairq0NWVhY8Hg+Sk5MRExODfv36YfPmzbjwwgvh8Xhgs9nCim02GzweDwBEHI+NjY1Y21YgEICIAGjZqhARRZuWmZmJOXPmwGazITc3F+vWrcP+/ftx4sQJZGVlYeLEiThx4gREBJoWfvBc0zQEAgEAiDjeUW1bOTk5sFgssFgsiI2NPYt3l4jo+9G2bNkCv9+PgQMH4umnn8YzzzyDiy++GDExMbj//vvRq1cv/OMf/4DVakVtbW1YcW1tLaxWKwBEHO+otq3s7Gzoug5d1+H1es/i3SUi+n40AHj55ZeRkZGBuro6XHDBBWETLrzwQhw7dgxOpxOHDx/G8ePHQ2MFBQVwOp0AgBEjRqCoqCg0Vl9fj7KyMjidzg5rT2tK02A2m0MXIqKoe+CBByQtLU38fr/ccsst8stf/lI8Ho8EAgF58803JTY2Vlwul4iIpKenS1ZWlvh8PikpKZHevXvLli1bRERk+/btEh8fLy6XS3w+nyxcuFDGjh0bOuweqTYSo5w2QETRYZQMwLx58+TYsWMiIlJTUyN33323JCUlid1ul1GjRsmGDRtCkysqKmTChAkSFxcniYmJkpubG3ZjeXl5kpSUJL169ZLx48eL2+1Wrj0To6woIooOo2SASeTkYWeDMso5VkQUHUbJAH42nIhIAcOSiEgBw5KISAHDkohIAcOSiEgBw5KISAHDkohIAcOSiEgBw5KISAHDkohIAcOSiEgBw5KISAHDkohIAcOSiEgBw5KISAHDkohIgSXaDXRE+JW4ROe14Gs/2n+n3PBhGfy6XH4lLtH57Uxfnd1VDP+1EoFAALquQ9M0mEymTv95fr8fsbGx8Hq9hvkaC/akzoh9GbEnwJh9tdeTiCAQCMBisUDTovfOoeH3LDVNQ0xMTJf/XCN+DS97UmfEvozYE2DMvozYEw/wEBEpYFi2YTKZ8Oijj3bJr/yq2JM6I/ZlxJ4AY/ZlxJ6CDP+eJRGREXDPkohIAcOSiEgBw5KISAHD8iwy6tu/RuzLiD0BxuzLiD0BxuyrM3viAZ7vqaysDG+//TZ69eqFPn36YMaMGdFuCYAx+zJiT4Ax+zJiT4Ax++rqnhiW38OePXtw9dVX49Zbb0VlZSUOHjyI5ORkvPvuu1E95cGIfRmxJ6P2ZcSejNpXVHoS+k78fr/cd9998uijj4qISENDg3zxxRcyZMgQufrqq+XYsWMiIhIIBM77vozYk1H7MmJPRu0rWj3xPcvvKPjxy4qKCui6jtjYWCQnJ6O0tBQnTpzAr371KwAtJ9dKF+60G7EvI/Zk1L6M2JNR+4pWTwzL7yD4p6IGDBiAr776Cg0NDdA0DV6vF5qm4dNPP0VFRQV+/etfA0CX/4rSv39/uN1uQ/U1cOBAHDlyxBA9NTc3h/7fr18/QzyGNTU1of8b+XlllMcwqq/Bs7qf+iPV0NAQtkvf1NQkw4YNk2nTpoWWeb1eERH56KOPJC0tTY4cOdLpfR0+fFg2bNgg77//fqiHYcOGydSpU6PW16FDh2TVqlWyatUqOXbsmPh8Prn00kujvq727Nkjc+bMkZ07d4qISGNjowwdOjSqfRUVFYndbheXyyUixnleud1uKSoqkk8++URERHw+n4wcOVIyMjKi1pcRXoMMyw7s379fxo8fL++99574/f7Q8oqKCunTp4/cdtttYfO//PJLGTVqVKc/eVwul/Tr109mzpwpZrNZfvOb34iIyFdffSUOhyMqfblcLklMTJS5c+eKzWaTu+66K6ynW2+9tct7CsrOzpYLL7xQ7rzzTvnoo4/C+orGuiouLpaUlBR54YUXRERE13URaXleRXNdFRcXS//+/WXatGnSs2dPmTNnjmzbtk2qqqokJSVFZs6c2eV9GeU1yLDswMsvvywxMTFyxx13yIcffhj2YO3bt0/69u0rGRkZ4nK5JBAIyKpVq+Syyy4Tj8fTaT1VVlbKxRdfLHl5eSIismvXLrngggvkjTfeiFpfR44ckYsvvlhyc3NFRKSkpESsVqvs2LEj1FP//v1l0qRJXbqugt5991255pprJDc3V2bPni3btm0TEZG9e/dKQkJCaF35/f5O76u4uFiSk5Pl1VdfbXd8//79MmDAgC5fV99++62MGTMmFOClpaUyb948mTJlirzyyity6NAhSUlJkcmTJ3dpX0Z5DfLUoQ489thjqK2tRXV1Nerr65GZmYn09PTQHyGtq6vDTTfdhIaGBni9Xhw9ehRr167F6NGjO62nTz/9FC+99BLeeOMN+P1+mM1mPPDAA4iJicHTTz8dlb7Wr1+Pd955B6tWrUIgEICmaZgyZQpuueUWVFVVYcKECUhKSsLMmTNRXV2N5ubmLllXQZWVlbj99tuRnZ2Njz/+GGVlZcjMzMTYsWNRU1ODu+66C0ePHoXP5+v0vu644w78+9//xtdffx1a9q9//Qv79+9HdXU1brzxRgwdOhQzZ85ETU1Nl/QEAF6vF1OmTMGyZcuQnJwMoGW9vfbaa/jkk09w2223ISMjAzfffDOOHTvWZX0Z5jV4VqP3R2jt2rUi0vJr0syZM2Xq1Kmnbd10XZe9e/fKzp075auvvur0nnbv3i1//etfReTU6RHPPPOM/OIXvxCRlvfjgn3t379fduzY0el9ud1u+fvf/x66/vzzz4vJZJLf/e53MmLECJk0aZJs2rRJ/H6/7Nmzp8vWlUjLeqitrZW0tDTZv3+/lJeXS05OjmRmZsrTTz8t99xzjzQ1NUlJSUmX9ZWWliZ33HGHiLSsqyFDhsiCBQskNTVVJk6cKJs3b47KukpNTZVFixaFLauqqpLHHntMpk6dKgcOHBBd16W0tLTL+jLKa5BhqcDn84mISF1dncyaNavdB6sr+f3+UEg2NzeLiMjGjRslPT09bN7Ro0e7vDeRlifu5s2b5YsvvhARkerqalm0aJHceeedUekn6MEHHwz96ltdXS3z5s2T7t27y8MPP9zlvZw4cUJuuOEGueSSS2TYsGFSVlYWWn7vvffKPffc0+U9iYhs2LBBrr/+elm9enXY8srKSrn++uvlD3/4Q1T6MsJrkKcOtRE8NaG4uBgFBQUAgG7dusHv9+Oiiy7CsmXL0L17dyxfvhybN2/usi9Rat2Xy+UKnRJhsbR8M4jD4UBlZWVoXl5eHrKzs9HQ0NAlPRUWFoaWm81mXHfddUhOTkZTUxOsVituuOEGlJaWdmo/HfUVHx+PTZs2AQB2796NtWvX4tprr8XBgwexc+fOLuspPz8fPXv2xIsvvohhw4Zh7dq1GDx4MJqamtCzZ0+MGTMGJSUlXfKNpsHnb3FxMUpLSzFu3DhcfvnlWL9+PdavXx+a53A4MGvWLOzYsaPT+2rdk5Feg9yzPKn1m8GVlZUyZMgQmTdvnlRXV4eWB7didXV1Mnv2bLnuuutk8+bNUe9LpOUgT0JCgoiIrFixQhISEqSgoCBqPbX99MQLL7wgU6ZMkaampk7pKVJfVVVVItLyVsFvf/tb2bRpk/z0pz+Vf/7zn7Jnzx657777xO12d2lPwb3++vp6EZGwPaQ///nPkpmZ2amfigl+ykWk5ajyJZdcInPnzhVd16WsrEwyMzPllltukRUrVoTmPfXUU3LzzTeHjtx3dk9GeQ0GMSyl5ejkqFGjJD8/P7TszTfflLfeeuu0ucFfe2tra2X+/PmdfnqJal9VVVUyceJE+ctf/iL9+/eXwsLCqPck0nI60UsvvSRJSUlSVFTUKT2p9lVeXi69e/cWk8kkb7/9dmh5MLC6qqc333yz3fm6rkteXp4kJSXJ7t27O6UnkZbH5LrrrpONGzeesa9Dhw5JTk6OpKWlyc9//nNZsGCBxMfHd9oG+Ew9Rfs12Np5H5a7d++WpKQkWbp0qYjIGd8DCZ7wKnLqwerMLf937evEiRPSo0cPiY+P77RQUu0puPf4zjvvyIIFC2TSpEmdGpSqfYmI5Ofny6ZNm0REOm0P6bv0FFxXW7dulccee0ycTmenbehEWk616dOnjzz33HPi8/kiPod1XZfy8nJ59NFHZdmyZVJaWhrVnrr6NdjWeR2WJSUlkpCQIKtWrYo478CBA/Lkk0+GPv1htL527NghgUBAHnroIdm/f78heiopKZGmpiZpaGiQurq6Tunpu/RVVlYmOTk5oT22QCDQaS+077qudu/eLQ0NDbJ7926pqKjolJ6CHn/88dABreDR9l27dp3W1xNPPCGff/55p/byXXo6ePBgl74G22P47w3vLM3NzXjllVfQv39/zJ49O7T8P//5D9xuN/bt24d7770XiYmJKCsrw4svvoiEhASMGjXKcH3Z7XaMGTMGjz/+OLp16xb1nl544QXY7XZceumlAIAePXqc9Z6+a18HDhzA0qVLkZiYiOHDh3fa55i/77oaPnw4hg8f3ik9teZ2u5GWlgYAuOaaaxAIBFBbW4sePXrgrbfewtChQ7Fv3z4sWbIEDoejS86BVelp7969XfYaPJPz+qT0zz77DO+99x569uyJhx56CEuWLMHy5csxcuRIFBQUoLGxEf/973/Rv39/bN++PfSAGrUvEem0EPixravzraegpUuXorq6Gj6fD9988w2ee+45eL1e3H333di7dy/+97//4Sc/+Qk++eQTXHXVVedtT+05r8MSAD788ENs3boVLpcLpaWl2LJlCwYNGgQAmDx5Mnr06IG1a9eGgij46ZTzsS8j9mTUvozWU/CTXtu2bcPq1avRu3dvzJgxA06nMzTnmmuuQUpKCl5//fUu6cuIPUVyXp1neeDAAeTl5eH48eOhZTfccAMuu+wyXHDBBaEndH19PQBg6tSp6N69O4BTf+qpMx4kI/ZlxJ6M2pcRe2rbl9lsBgCMHTsWzc3NePLJJ7Fv3z4ALR9zBIBZs2aF3sbpinVllJ5U/X/uPowLVZAhcwAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather09.time, weather09.atm_sea * 100, '-o')\n",
    "axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "59c5b0a2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.710737Z",
     "start_time": "2022-12-28T00:47:47.618793Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ee23ea61da6d420dbf96610183626d31",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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LVW7D1a26rvI6N64fExiQgx6BHehXf3DARayQCGJV2UhBD425ZibP3hzNvzH20NaHQ2z1b1ig5/nNAPUwbHIyRID6NBwWmni/ef1yCtZADDki4ZOw5W4n++OIgmpwuHbKegun1/9RUd8MR1vTE/vR/0PDmkGVrJAIYlXZI+zj+K17YfhtPlxiHbKZ+2pOhueGt6GsJCm2eZQXodl7fzI61kAMOSLnkrvzqC3P9W4/rkGDz9YSGcLt9/Et2NBvzPXYMwuk8UgvQKZ52dTCsZwLAkauHkaQfmvVeAYlvzV5qEAMpqzlyVFNXNiOUPDEGKJRx6RcfLOTuBVjKAYUnUgaVbivHenp/gdLlhq7d7t18R2QWrp6fh8kjeTO5C0koGMCyJJLndAgs+3ofN3x+HQ3WjttHZqk98j1CsfHAY+sV290OFFyetZADDkuhXaHK6MGed1XvPI6D5fkmeZe7+cENfzLmhj7/Ku6hoJQMYlkTniepyY/77Bfg4v3mpO6Oh9bqel0d2wfL7h/I+8L+AVjKAYUl0nm0uOoYFH+/DqbMWU3YJgSanG8F6BUH6tk8M9TJ3xfL7hyIuIrQzSg0IWskAhiVRJ2lyupDxTh6+OnSizXa3W0B1CxgNSpuzUgDoE9Mdr00bAnP3S2eBEK1kAMOSSCNOO1Q8unoPdp1jOTu3EBAC6BqsR0iQHoMSIvD3e69Gl+CLez1QrWQAw5IoQNQ1OfHQG98hr/Skd1t4aBD6RHfD0nuuhuUifeuulQxgWBIFoPKTjZi2chcOVzYAaF55qfvPK87fcrUFT43vd9F8YV4rGcCwJApQQgicsqt4ZNUefFfi+9bdEhHqc1nm9f2jseCmAQG5erxWMoBhSRTghBDedT93HanGrHfz2rytcXyPUATrFYQG6/HHCckY09fc2aX+KlrJAIYl0UXGobrhcJ1ZNLnoaC2eWJOLmtNnrjgKCVKQ8PM9jnqbu+EvU1I0uxiyVjKAYUl0CbCrLjT+fJuOf3x5CCt2HvFpjwsPQXiX4LaGSgkNUmDQK6hvMaNNHxCDmWN749kN+zDQEo7JqXF45qO9KPn5FsoeXYL10Ot0cAsBnQ44ZW+u87ar49DkdGNT4VH8a97v/J4BDEuiS1DtaSecbjfqm1RMX7UbR040XJDjWCJCvfeSjwsPQXlt0y/eh3C7UPriLX7PAIYl0SXO6XKjusU93n+NnG0/4v09P+GluwYhNSEChWW1mLPOitNn3XQu0dwVKx8chi7Bzf+Wy0824tHVe9AzIgT1TSpCDHosf2AI8n86iac+KIRe0eHFKQMxaVC83zOAYUlE50WT04WQoDP/RuubnKhtdCKqmxF2pxv1didiwkIQpFdajTMaFLh+vs2H4ef22kYndDqga5CiiQxgWBKRpmklA9q+AJWIiHwwLImIJDAsiYgkMCyJiCQwLImIJDAsiYgkMCyJiCQolZWV3h8+++wzDBs2DDExMbjsssuQmZnp03ndunVISkpCdHQ0Jk+ejJZjq6urMWXKFERHRyMxMRGrV6+WHktEpHmTJk0SHtdcc43YvXu3EEKIo0ePip49e4qPP/5YCCFEQUGBiIiIEHv37hWqqoqMjAzRcuwdd9whHn30UaGqqti/f78wmUziu+++kxrbHlVVBQChqqpUfyK6uGglA3R6vV6UlpYiLi4OqqrCYDhzP4+pU6di4MCBWLBgAebMmQOHw4GcnBwAQFVVFWJiYlBaWorg4GDExsairKwMsbGxAIC5c+eisbERy5Yta3dsXFxcu2GulW/vE5F/aCUDlMTERFitVgDwCUpVVZGbm4vk5GQAQG5uLtLS0rztkZGR8IzNz8+HxWLxBiUApKWlIS8vr8OxRESBwGA2m2Gz2Vo1LFq0CGFhYbjtttsAADabDWaz78rKnrFGo/GcbR2NbYvb7Yb4+ZJ1l8vVZh8ios6kKIoCt9vts3HLli1YunQp1q9f751tCiGgKMrZg73Bdq62jsa2JSsrCwaDAQaDAUbjpXN/ZCLSLqWmpgYmk8m7oaioCPfccw/Wrl2Lvn37erebTCbU1NT4DPaMba+to7FtyczMhKqqUFUVdrv9Nz1BIqLzQSkuLkZKSgoAoKKiAjfddBMWL16M9PR0n46pqakoKCjw/tzQ0ADP2JSUFJSUlKCurs7bbrVavfttb2ybRSkK9Hq990FE5HejR48WQghx6tQpMXjwYPHss8+2edr866+/FpGRkaKwsFA4HA4xe/Zs4RkrhBDp6ekiIyNDOBwOUVRUJKKiosTWrVulxrZHK18bICL/0EoGoKysTAghxIYNGwQAERMT4/N49NFHvZ2XLVsm4uPjRXh4uBg/frzwjBVCiPLycjFhwgQREREhLBaLyMnJ8TlQe2Pbo5UXioj8QysZwJXSiUjTtJIBvDaciEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEiCUllZ6bMhNzcXsbGxuPvuu32279q1C0ajEbGxsd7H8OHDve3V1dWYMmUKoqOjkZiYiNWrV/uMX7duHZKSkhAdHY3Jkyfj7OMSEWmZMn36dO8Pn376KaZNm4Zhw4a16lhfX4/x48fj2LFj3sc333zjbZ8xYwZMJhMqKiqwadMmzJs3D7t37wYAFBYWYubMmdiwYQMqKiqQkJCAlsclItI65bPPPkN5eTkAYOjQoSgsLMSQIUNadayvr0d4eHibOzlx4gQ++ugjZGdnQ6/XIzk5Gffffz9ef/11AMDKlStx991346qrroJer0dWVhZaHpeISOuUxMREWK1WAEBMTAyCgoLa7FhfX4+wsLA22/Lz82GxWBAbG+vdlpaWhry8PADNb+3T0tK8bZGRkWh5XCIirVPMZjNsNluHHevr67FmzRr07NkTV1xxBaZOnYqioiIAgM1mg9ls9unfcr8dtZ/N7XbD5XJ5H0RE/qYoigK3291hx2nTpuH48eOoqKjA7t27kZSUhLFjx8Jms0EIAUXxPbHecr8dtZ8tKysLBoMBBoMBRqPxVz41IqLzR6mpqYHJZOqwY3h4OEJCQgA0zwoXLVqEHj16YPv27TCZTKipqfHp33K/HbWfLTMzE6qqQlVV2O32X/O8iIjOK6W4uBgpKSm/arDT6URERARSUlJQUlKCuro6b5vVavXuNzU1FQUFBd62hoYGtHdcRVGg1+u9DyIif1OuueYa9O7du8OOS5Yswf79+yGEgN1ux9NPP43Q0FCMGTMGFosF48aNw5/+9Cc4nU58//33WL58OR5++GEAwEMPPYQ33ngDe/fuhdPpxDPPPAPZ4xIRaYGydu1aqY49e/bEvffei5iYGPTp0wc//fQTNm/e7P1McdWqVTh8+DCio6ORnp6O7OxsjBs3DgAwYsQILFq0CBMnToTZbMaBAwcge1wiIi3QCSGEv4toj8vlgsFggKqqfEtOdAnSSgbw2nAiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIglKZWWlz4bc3FzExsbi7rvvbtV53bp1SEpKQnR0NCZPnoyWY6urqzFlyhRER0cjMTERq1evlh5LRKR1yvTp070/fPrpp5g2bRqGDRvWqmNhYSFmzpyJDRs2oKKiAgkJCWg5dsaMGTCZTKioqMCmTZswb9487N69W2osEZHW6fR6vSgtLUVcXByOHz8Ok8mEF154AT/88APWrVvn7Thnzhw4HA7k5OQAAKqqqhATE4PS0lIEBwcjNjYWZWVliI2NBQDMnTsXjY2NWLZsWbtj4+Li2i3Q5XLBYDBAVVXo9foL9DIQkVZpJQOUxMREWK1WAEBMTAyCgoLa7Jibm4u0tDTvz5GRkfCMzc/Ph8Vi8QYlAKSlpSEvL6/DsUREgcBgNpths9k67Giz2WA2m322ecYajcZztnU0ti1utxtCCADNf1WIiPxNURQFbre7w45CCCiK78lzz9j22joa25asrCwYDAYYDAYYjcZf8nyIiC4IpaamBiaTqcOOJpMJNTU1Pts8Y9tr62hsWzIzM6GqKlRVhd1u/yXPh4jogjAUFxcjJSWlw46pqakoKCjAfffdBwBoaGiAZ2xISAhKSkpQV1eHsLAwAIDVavXut72xbWk5C+XbcaJLm+ffvicL/Gb06NHibAsXLhR33XWXz7avv/5aREZGisLCQuFwOMTs2bNFy7Hp6ekiIyNDOBwOUVRUJKKiosTWrVulxrbHbrcLAHzwwccl/rDb7VKZcaEY1q5dCxkjRozAokWLMHHiRNTX1+Paa69Fy7GrVq3C9OnTER0dja5duyI7Oxvjxo2TGtseg8EAu90ORVGg0+mkxviDy+WC0WiE3W4PiK84BVK9gVQrEFj1BkKtQgi43W4YDAa/1qETwt9z24uDVr4LJiuQ6g2kWoHAqjeQavU3XhtORCSBYXme6HQ6LFy4UNMfFbQUSPUGUq1AYNUbSLX6G9+GExFJ4MySiEgCw5KISALDkohIAsOSfjF+zH3hyKzToAVOp9PfJXQ6hqUfBdIlnCdOnMD+/ftRV1cXEGdOjx8/jl27dqGkpAQOh8Pf5bTr0KFDyMnJgaqq7S4woxX5+fm4+eabUVdX5+9SOhXD0k8OHDiAF154AYcOHfJ3KR3at28fRo0ahRkzZqBfv37YvHkzAO3OMPfu3YtRo0bhT3/6E0aOHIk1a9YA0Ga9Qgg88MADyM7OxuLFi+F0OjUdmPv27cPtt9+O9PR07zoQlwqGpZ8sWrQIS5Yswfr163H48GF/l3NOhw8fxo033ohZs2Zhx44duPfee/Hwww+jpqZGkzPMQ4cO4aabbsIf/vAH/Pvf/8asWbOwePFi2O12Tdar0+lw/fXXY+zYsTh9+jSee+45zc4w9+7di1tvvRVPPvkk5s2b5+9yOh3D0k9CQkJw4403YtOmTVi1apVmA3P79u2YOnUqfv/73wMAlixZgsTERHzxxRcAtDVbc7vdeP/993HnnXciIyMDAJCRkYH+/fvj+++/x759+zR5o7zk5GQcO3YMI0aMQHl5ObKystDU1NRqDVh/ampqwsSJEzF8+HBkZGR4/78XFhbi888/x1dffYWjR4/6ucoLy79Xpl+ChBCorq5GYmIi/vjHP+Lzzz9HdnY2dDodHnzwQSQmJvq7RB/dunXz3i7E4XAgODgYYWFhKC4uBgBNzdYURcGQIUNQVlbm3fb8889j06ZNaGhoQHl5OUaMGIEnn3wSycnJfqzU19VXX43IyEhMmjQJQUFBeP/995GTk4Pk5GTU19dj6tSp/i4RISEheOWVVzBjxgxs3rwZ6enpePHFF7F+/Xro9Xo0NjZi8ODBeOaZZ9C3b19/l3tBMCw7kdvthk6nQ2RkJGbPng0AmDBhAhobG7FkyRIA0Exgulwu6PV6jB071ntLEM9MZ/jw4Th16pRP/6amJoSEhHR6nR6eeq+77jrv6voNDQ3o0qUL8vLyMHDgQGzZsgXLli1Dbm6uX8PS7Xb7zBoHDBiAyspK5ObmYsyYMYiIiMDzzz+P+fPn46233gLQ/EfWX3+YPCcib7nlFtjtdjz99NN45513sHv3bqxbtw79+/fHt99+i6VLl+LAgQMXbVhqZ55/ETty5AiKiop8PocKDQ31tt92222YP38+tm7ditWrV/v1LbmnVr1eDyGEz72TPEtkhYaGoqCgwLv9nXfewdtvv+2Xs/tn19vyNiRdu3ZFZmYmBg4cCCEEbrjhBphMJmzcuLHT62xZa8vfA1VVAQBXXHEFDh48iNDQUJw8eRLbtm3DiBEjcPToUTgcDr8EZcvXFmgO7KlTp+Kxxx7Dtm3bsGHDBqSkpCAoKAijR4+GXq/HJ5980ul1dhaG5QV28uRJjBkzBsOHD8eePXug1+t9Prj3fPbjCczt27fj1VdfRUlJid9r1el0bZ5kMJlM3mBcsWIFZs2ahZEjR3b6El8y9XpCxvM6X3755UhKSurUOtuq1ROYnj9Av/vd71BZWYmtW7finnvuwauvvorHH38cRUVFqK2t9Xu9nj9GAPD4449jz5496Nu3L1RV9f4u9OnTB4MGDer0WjtN5641fGm6/vrrxQMPPCDi4+PFt99+K4QQwuVyedvdbrf3v9euXSvGjx8vbDZbp9cpRMe1CtG88v3MmTPFm2++KRISEkR+fr4/ShVCyNUrhBCnTp0SK1euFAkJCWLfvn2dXaYQou1aVVUVQgjx6aefCovFInr06CHWrVsnhBCioaFBVFdX+6XWc9XreW1b/s4KIcQbb7whevXqJQ4cONDpdXYWhuUFVlBQICZOnCiOHTsmnnrqKanArK+v7/Q6hZCvddu2bUKn04mePXv6NShl6125cqV46KGHxNChQ4XVatVcrR5PPPGE+OCDD4QQZ0LUX2Rf2y+//FJkZmaKxMREv722nYVh2QlOnz4thBDCZrOJ+fPndxiYZ//V7kzt1aqqqnC73eLw4cPilltuEfv37/dbnR4yr21RUZHYv3+/OHbsmN/qFKL9Wltyu91+/R3wkHlt8/PzxT//+U9x6NAhv9XZWRiWnaBlIFZVVbUbmP7WUa0etbW1nV1am2Tr1YKOavX3bPJsgfTadgaG5QV0rtmB5xevV69e4quvvurkqtoWSLUKEVj1BlKtQgRevZ2FK6WfJwcPHsT69euhKApGjhyJsWPHttu/uroaf/7zn7Fz507s2bMHRqOx074eEki1AoFVbyDVCgRevX7l77S+GBQWForY2Fgxf/58MWLECHHHHXeIH3/8scNx1dXV4vjx451Q4RmBVKsQgVVvINUqRODV628My9/o+PHjIjU1VfzjH/8QQghRWVkp+vbtKzZu3OjTTwufSwZSrUIEVr2BVKsQgVevFvByx9/oyJEj6NWrFzIyMuB2uxEVFYXU1FQUFhZi+/btSElJwf333w9FUfx6yVqg1Rpo9QZSrYFYrxbwCp7f6JprrvEudKAoCt5880188MEH6Nq1K0pKSvDee+9hwYIFAPy/6EQg1QoEVr2BVCsQePVqgl/ntQHObre32lZWVibKysqEEEI4HA6xYsUKMX78eL9/1SaQahUisOoNpFqFCLx6tYIzy19o//79mD59OgAgODi41eIRFosFFosFTU1NCAoKwrhx41BZWYmGhgbW2oFAqjeQagUCr14t+v/0NussFi/cTgAAAABJRU5ErkJggg==' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.atm_sea * 100)\n",
    "axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "673f9aad",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.821035Z",
     "start_time": "2022-12-28T00:47:47.712362Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ed262510aa3c49dc842b40982bf8ce67",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather10.time, weather10.atm_sea * 100)\n",
    "axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "1dad10da",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.930698Z",
     "start_time": "2022-12-28T00:47:47.822987Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "503df08cd9cc49479f9d2ffea9de9eb0",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "axe.plot(weather09.time, weather09.atm_sea * 100, '-o')\n",
    "axe.set_xlim(pd.Timestamp(\"22-09-22 10:00:00\"), pd.Timestamp(\"22-09-22 22:00:00\"))\n",
    "axe.tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "cffec2f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.946689Z",
     "start_time": "2022-12-28T00:47:47.931705Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "710fa93d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.962614Z",
     "start_time": "2022-12-28T00:47:47.948651Z"
    }
   },
   "outputs": [],
   "source": [
    "components = \"CO2\tN2\tCO\tH2\tO2\".split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "7a9a2b05",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.978570Z",
     "start_time": "2022-12-28T00:47:47.963612Z"
    }
   },
   "outputs": [],
   "source": [
    "raw_array = np.array('''\\\n",
    "16.56 \t27.21 \t55.53 \t0.49 \t0.21 \t1686.00\n",
    "15.48 \t30.60 \t52.94 \t0.63 \t0.35 \t1612.00\n",
    "18.79 \t33.18 \t47.18 \t0.48 \t0.36 \t1434.00\n",
    "15.49 \t31.89 \t51.76 \t0.53 \t0.33 \t1573.00\n",
    "18.49 \t34.21 \t46.43 \t0.63 \t0.24 \t1415.00\n",
    "13.65 \t25.77 \t59.58 \t0.77 \t0.22 \t1815.00\n",
    "16.99 \t31.78 \t49.77 \t1.23 \t0.24 \t1531.00\n",
    "14.28 \t23.85 \t60.21 \t1.27 \t0.39 \t1847.00\n",
    "12.25 \t22.05 \t63.99 \t1.34 \t0.38 \t1963.00\n",
    "15.41 \t29.06 \t53.90 \t1.27 \t0.36 \t1657.00\n",
    "16.00 \t31.37 \t51.35 \t0.94 \t0.34 \t1572.00\n",
    "17.65 \t32.70 \t48.61 \t0.72 \t0.32 \t1484.00\n",
    "18.66 \t35.03 \t45.32 \t0.63 \t0.36 \t1382.00\n",
    "14.87 \t27.54 \t56.60 \t0.56 \t0.43 \t1719.00\n",
    "15.69 \t28.18 \t55.08 \t0.65 \t0.39 \t1677.00\n",
    "14.05 \t27.17 \t57.95 \t0.53 \t0.31 \t1760.00\n",
    "16.56 \t35.68 \t46.51 \t0.88 \t0.37 \t1424.00\n",
    "17.93 \t36.32 \t44.47 \t1.02 \t0.27 \t1366.00\n",
    "17.80 \t33.39 \t47.38 \t0.96 \t0.47 \t1453.00\n",
    "17.05 \t34.60 \t47.43 \t0.59 \t0.33 \t1444.00\n",
    "17.04 \t31.96 \t50.12 \t0.49 \t0.39 \t1523.00\n",
    "13.39 \t24.66 \t61.07 \t0.52 \t0.36 \t1853.49\n",
    "'''.split(), dtype=np.double).reshape((-1,6))\n",
    "\n",
    "fractions = raw_array[:,:-1]\n",
    "\n",
    "fractions[:,2] += 100. - fractions.sum(axis=1)\n",
    "\n",
    "fractions /= 100.\n",
    "\n",
    "HV_CV_Lower = raw_array[:,-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffb96702",
   "metadata": {},
   "source": [
    "## 이론 공연비"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "9d2fd74d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:47.994527Z",
     "start_time": "2022-12-28T00:47:47.979608Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.326894  , 1.26174255, 1.12046175, 1.23214995, 1.1116317 ,\n",
       "       1.4299908 , 1.20542115, 1.4486055 , 1.5407244 , 1.29944925,\n",
       "       1.23167265, 1.16198685, 1.07941395, 1.3435995 , 1.3116204 ,\n",
       "       1.38059025, 1.11330225, 1.0724931 , 1.131201  , 1.1302464 ,\n",
       "       1.18919295, 1.45266255])"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(fractions[:,2:4].sum(axis=1) / 2. - fractions[:, components.index('O2')]) * ( 1 + 3.773)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "1d6d94a7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.200976Z",
     "start_time": "2022-12-28T00:47:47.995524Z"
    }
   },
   "outputs": [],
   "source": [
    "gas = ct.Solution('gri30.xml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "a3884f2c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.216932Z",
     "start_time": "2022-12-28T00:47:48.202022Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'for frac in fractions:\\n    gas.Y = {x: y for x, y in zip(components, frac)} \\n    print({elem: gas.elemental_mole_fraction(elem) for elem in gas.element_names})\\n    print(sum([gas.elemental_mole_fraction(elem) for elem in gas.element_names]))'"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''for frac in fractions:\n",
    "    gas.Y = {x: y for x, y in zip(components, frac)} \n",
    "    print({elem: gas.elemental_mole_fraction(elem) for elem in gas.element_names})\n",
    "    print(sum([gas.elemental_mole_fraction(elem) for elem in gas.element_names]))'''"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9309e9b9",
   "metadata": {},
   "source": [
    "## 생성 엔탈피, MJ / kmol (298.15 K, 1 atm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "50884b08",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.232891Z",
     "start_time": "2022-12-28T00:47:48.217930Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'O2': 1.634333196302546e-08,\n",
       " 'N2': 0.0014299020481404884,\n",
       " 'H2': 1.3281769137764726e-08,\n",
       " 'C': 716.6759156716466,\n",
       " 'CO2': -393.5077576704113,\n",
       " 'H2O': -241.82462162536495,\n",
       " 'CO': -110.52936976271478,\n",
       " 'CH4': -74.5995744749737,\n",
       " 'C3H8': -103.85333587295308}"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{comp: gas.species(comp).thermo.h(273.15+25) / 1e6 for comp in '''\n",
    "O2\n",
    "N2\n",
    "H2\n",
    "C\n",
    "CO2\n",
    "H2O\n",
    "CO\n",
    "CH4\n",
    "C3H8'''.split()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "3c86d089",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.247850Z",
     "start_time": "2022-12-28T00:47:48.234887Z"
    }
   },
   "outputs": [],
   "source": [
    "h_dict = {comp: gas.species(comp).thermo.h(273.15+25) for comp in components}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41dd9344",
   "metadata": {},
   "source": [
    "### CO 발열량"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "812ba6eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.263807Z",
     "start_time": "2022-12-28T00:47:48.248848Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3019.350799684347"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dhCO = gas.species(\"CO\").thermo.h(273.15+25) - gas.species(\"CO2\").thermo.h(273.15+25) # J / kmol\n",
    "gas.TPX = 273.15, ct.one_atm, \"CO:1\"\n",
    "kmol_in_Nm3_CO = 1000. / (22.4 * 1000) # 1 000 mol / 22.4 x 1000 L\n",
    "dhCO * kmol_in_Nm3_CO / 4184"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9da5c3b",
   "metadata": {},
   "source": [
    "### LDG 저위 발열량 - 정압, 정적"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "16aa0dfb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.295726Z",
     "start_time": "2022-12-28T00:47:48.275775Z"
    }
   },
   "outputs": [],
   "source": [
    "def hf(species_name):\n",
    "    gas.TPX = 273.15 + 25, ct.one_atm, \"{}:1\".format(species_name)\n",
    "    return gas.enthalpy_mole\n",
    "\n",
    "def uf(species_name):\n",
    "    gas.TPX = 273.15 + 25, ct.one_atm, \"{}:1\".format(species_name)\n",
    "    return gas.int_energy_mole\n",
    "\n",
    "hO2 = hf(\"O2\")\n",
    "hCO = hf(\"CO\")\n",
    "hH2 = hf(\"H2\")\n",
    "hCO2 = hf(\"CO2\")\n",
    "hH2Og = hf(\"H2O\")\n",
    "\n",
    "uO2 = uf(\"O2\")\n",
    "uCO = uf(\"CO\")\n",
    "uH2 = uf(\"H2\")\n",
    "uCO2 = uf(\"CO2\")\n",
    "uH2Og = uf(\"H2O\")\n",
    "\n",
    "water.TP = 273.15 + 25, ct.one_atm\n",
    "hH2Ol = water.enthalpy_mole\n",
    "\n",
    "dhCO = hCO + hO2/2. - hCO2\n",
    "\n",
    "dhH2l = hH2 + hO2/2. - hH2Ol\n",
    "dhH2g = hH2 + hO2/2. - hH2Og\n",
    "\n",
    "duCO = uCO + uO2/2. - uCO2\n",
    "duH2g = uH2 + uO2/2. - uH2Og\n",
    "\n",
    "HV_CPl = []\n",
    "HV_CVl = []\n",
    "for frac in fractions:\n",
    "    gas.TPX = 273.15, ct.one_atm, {x: y for x, y in zip(components, frac)}\n",
    "    kmol_in_Nm3 = gas.density / gas.mean_molecular_weight\n",
    "    kmol_in_kg = 1./gas.mean_molecular_weight\n",
    "    '''print(\"LDG\", {x: y for x, y in zip(components, frac)})\n",
    "    print(\n",
    "        (\n",
    "            gas.mole_fraction_dict()[\"CO\"] * dhCO\n",
    "            + gas.mole_fraction_dict()[\"H2\"] * dhH2g\n",
    "        ) / 4184 * kmol_in_Nm3\n",
    "    )''' # J / kmol\n",
    "    HV_CPl.append((gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2g)/4184*kmol_in_Nm3) # J / kmol\n",
    "    HV_CVl.append((gas.mole_fraction_dict()[\"CO\"] * duCO + gas.mole_fraction_dict()[\"H2\"] * duH2g)/4184*kmol_in_Nm3) # J / kmol\n",
    "    # print((gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2)/gas.mean_molecular_weight/4184) # J / kg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986f5fc2",
   "metadata": {},
   "source": [
    "### 정압 발열량과 질량 분석기 발열량 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "7079e99f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.358553Z",
     "start_time": "2022-12-28T00:47:48.296723Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26f053359a0>]"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cae142b030334641a8ab7b05e9d25897",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(sorted(HV_CV_Lower), sorted(HV_CV_Lower), ':')\n",
    "plt.plot(HV_CV_Lower, HV_CPl, 'x')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "543f98dc",
   "metadata": {},
   "source": [
    "### 정적 발열량과 질량 분석기 발열량 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "6b02caaf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.421385Z",
     "start_time": "2022-12-28T00:47:48.359554Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26f05399a00>]"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f1ff1c85e975403b999c66a3b08730e1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(sorted(HV_CV_Lower), sorted(HV_CV_Lower), ':')\n",
    "plt.plot(HV_CV_Lower, HV_CVl, 'x')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12e74081",
   "metadata": {},
   "source": [
    "### 분석기 열량 기준 이론 정압, 정적 발열량 차이"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "76c19f15",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.437343Z",
     "start_time": "2022-12-28T00:47:48.422383Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_42260\\891169795.py:2: MatplotlibDeprecationWarning: Passing the linefmt parameter positionally is deprecated since Matplotlib 3.5; the parameter will become keyword-only two minor releases later.\n",
      "  plt.stem(np.arange(len(HV_CPl)), HV_CVl- HV_CV_Lower, ':')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<StemContainer object of 3 artists>"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.stem(np.arange(len(HV_CPl)), HV_CPl- HV_CV_Lower)\n",
    "plt.stem(np.arange(len(HV_CPl)), HV_CVl- HV_CV_Lower, ':')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01bb418b",
   "metadata": {},
   "source": [
    "## LDG 조성 Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "d023d019",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.453300Z",
     "start_time": "2022-12-28T00:47:48.438340Z"
    }
   },
   "outputs": [],
   "source": [
    "LDG_comps = \"H2\tCO\tN2\tO2\tAR\tCO2\".split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "d6a19fe9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.499210Z",
     "start_time": "2022-12-28T00:47:48.454308Z"
    }
   },
   "outputs": [],
   "source": [
    "X0922_0000 = pd.read_csv('./220922/Composition/LDG_composition_220922-0000.csv', sep='\\t', parse_dates=['Time'])\n",
    "X0922_1126 = pd.read_csv('./220922/Composition/LDG_composition_220922-1126.csv', sep='\\t', parse_dates=['Time'])\n",
    "X0922_1317 = pd.read_csv('./220922/Composition/LDG_composition_220922-1317.csv', sep='\\t', parse_dates=['Time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "467ac168",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:48.515134Z",
     "start_time": "2022-12-28T00:47:48.502181Z"
    }
   },
   "outputs": [],
   "source": [
    "X0922 = pd.concat([X0922_0000, X0922_1126, X0922_1317])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3d3c90f",
   "metadata": {},
   "source": [
    "### NOVA IR 연료분석기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "3322b2c5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:49.639347Z",
     "start_time": "2022-12-28T00:47:48.517129Z"
    }
   },
   "outputs": [],
   "source": [
    "X1013_raw = pd.read_csv('./221013/13_10_2022_11_34_44.csv', parse_dates=[['Date', 'Time']])\n",
    "X1013_raw['CO %'] = X1013_raw['CO ppm'] / 10000\n",
    "X1013_raw['HV kcal/Nm3'] = (X1013_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
    "                            + X1013_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "d9478620",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:47:49.671232Z",
     "start_time": "2022-12-28T00:47:49.640358Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Date_Time</th>\n",
       "      <th></th>\n",
       "      <th>O2 %</th>\n",
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       "      <th>CO @0.0%O2 ppm</th>\n",
       "      <th>CO @0.0%O2 mg/Nm3</th>\n",
       "      <th>...</th>\n",
       "      <th>Cooler °C</th>\n",
       "      <th>T-Hose °C</th>\n",
       "      <th>In1</th>\n",
       "      <th>In2</th>\n",
       "      <th>In3</th>\n",
       "      <th>In4</th>\n",
       "      <th>AUX_tc °C</th>\n",
       "      <th>Status</th>\n",
       "      <th>CO %</th>\n",
       "      <th>HV kcal/Nm3</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-10-13 11:34:45</td>\n",
       "      <td>---</td>\n",
       "      <td>0.69</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3</td>\n",
       "      <td>12.34</td>\n",
       "      <td>543774.813</td>\n",
       "      <td>560088</td>\n",
       "      <td>562239</td>\n",
       "      <td>702236</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>54.377481</td>\n",
       "      <td>1640.823633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-10-13 11:34:46</td>\n",
       "      <td>0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3</td>\n",
       "      <td>12.84</td>\n",
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       "      <td>579713</td>\n",
       "      <td>724062</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>56.281331</td>\n",
       "      <td>1698.271716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-10-13 11:34:47</td>\n",
       "      <td>0</td>\n",
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       "      <td>2</td>\n",
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       "      <td>574070</td>\n",
       "      <td>576172</td>\n",
       "      <td>719639</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>56.281331</td>\n",
       "      <td>1698.271716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-10-13 11:34:48</td>\n",
       "      <td>0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2</td>\n",
       "      <td>13.23</td>\n",
       "      <td>577399.813</td>\n",
       "      <td>588948</td>\n",
       "      <td>591105</td>\n",
       "      <td>738290</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
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       "      <td>---</td>\n",
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       "      <td>57.739981</td>\n",
       "      <td>1742.286027</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-10-13 11:34:49</td>\n",
       "      <td>0</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2</td>\n",
       "      <td>13.39</td>\n",
       "      <td>583123.875</td>\n",
       "      <td>594786</td>\n",
       "      <td>595500</td>\n",
       "      <td>743780</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>58.312387</td>\n",
       "      <td>1759.558207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <th>15824</th>\n",
       "      <td>2022-10-13 15:58:30</td>\n",
       "      <td>0</td>\n",
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       "      <td>---</td>\n",
       "      <td>-100</td>\n",
       "      <td>0.41</td>\n",
       "      <td>1972.226</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>0.197223</td>\n",
       "      <td>5.951131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15825</th>\n",
       "      <td>2022-10-13 15:58:31</td>\n",
       "      <td>0</td>\n",
       "      <td>20.36</td>\n",
       "      <td>---</td>\n",
       "      <td>-100</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1901.880</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>0.190188</td>\n",
       "      <td>5.738864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15826</th>\n",
       "      <td>2022-10-13 15:58:32</td>\n",
       "      <td>0</td>\n",
       "      <td>20.37</td>\n",
       "      <td>---</td>\n",
       "      <td>-100</td>\n",
       "      <td>0.38</td>\n",
       "      <td>1848.294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>0.184829</td>\n",
       "      <td>5.577170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15827</th>\n",
       "      <td>2022-10-13 15:58:33</td>\n",
       "      <td>0</td>\n",
       "      <td>20.37</td>\n",
       "      <td>---</td>\n",
       "      <td>-100</td>\n",
       "      <td>0.38</td>\n",
       "      <td>1848.294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
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       "    <tr>\n",
       "      <th>15828</th>\n",
       "      <td>2022-10-13 15:58:34</td>\n",
       "      <td>0</td>\n",
       "      <td>20.37</td>\n",
       "      <td>---</td>\n",
       "      <td>-100</td>\n",
       "      <td>0.35</td>\n",
       "      <td>1712.067</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>5.0</td>\n",
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       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "      <td>0.171207</td>\n",
       "      <td>5.166109</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>15829 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Date_Time           O2 % Air ratio  Exc.Air %  CO2 %  \\\n",
       "0     2022-10-13 11:34:45     ---   0.69       1.03         3  12.34   \n",
       "1     2022-10-13 11:34:46       0   0.61       1.03         3  12.84   \n",
       "2     2022-10-13 11:34:47       0   0.49       1.02         2  12.84   \n",
       "3     2022-10-13 11:34:48       0   0.49       1.02         2  13.23   \n",
       "4     2022-10-13 11:34:49       0   0.44       1.02         2  13.39   \n",
       "...                   ...     ...    ...        ...       ...    ...   \n",
       "15824 2022-10-13 15:58:30       0  20.34        ---      -100   0.41   \n",
       "15825 2022-10-13 15:58:31       0  20.36        ---      -100   0.39   \n",
       "15826 2022-10-13 15:58:32       0  20.37        ---      -100   0.38   \n",
       "15827 2022-10-13 15:58:33       0  20.37        ---      -100   0.38   \n",
       "15828 2022-10-13 15:58:34       0  20.37        ---      -100   0.35   \n",
       "\n",
       "           CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
       "0      543774.813        560088          562239             702236  ...   \n",
       "1      562813.313        579698          579713             724062  ...   \n",
       "2      562813.313        574070          576172             719639  ...   \n",
       "3      577399.813        588948          591105             738290  ...   \n",
       "4      583123.875        594786          595500             743780  ...   \n",
       "...           ...           ...             ...                ...  ...   \n",
       "15824    1972.226             0               0                  0  ...   \n",
       "15825    1901.880             0               0                  0  ...   \n",
       "15826    1848.294             0               0                  0  ...   \n",
       "15827    1848.294             0               0                  0  ...   \n",
       "15828    1712.067             0               0                  0  ...   \n",
       "\n",
       "       Cooler °C  T-Hose °C  In1   In2   In3   In4   AUX_tc °C  Status   \\\n",
       "0            5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "1            5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "2            5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "3            5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "4            5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "...          ...        ...   ...   ...   ...   ...        ...      ...   \n",
       "15824        5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "15825        5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "15826        5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "15827        5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "15828        5.0        ---   ---   ---   ---   ---        ---       48   \n",
       "\n",
       "            CO %  HV kcal/Nm3  \n",
       "0      54.377481  1640.823633  \n",
       "1      56.281331  1698.271716  \n",
       "2      56.281331  1698.271716  \n",
       "3      57.739981  1742.286027  \n",
       "4      58.312387  1759.558207  \n",
       "...          ...          ...  \n",
       "15824   0.197223     5.951131  \n",
       "15825   0.190188     5.738864  \n",
       "15826   0.184829     5.577170  \n",
       "15827   0.184829     5.577170  \n",
       "15828   0.171207     5.166109  \n",
       "\n",
       "[15829 rows x 37 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1013_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "c586397e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:00.341546Z",
     "start_time": "2022-12-28T00:47:49.672245Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_42260\\720058084.py:1: DtypeWarning: Columns (2,4,5) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  X1019_raw = pd.read_csv('./221019/19_10_2022_13_50_25.csv', parse_dates=[['Date', 'Time']], )\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Date_Time</th>\n",
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       "      <th>In1</th>\n",
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       "      <th>In4</th>\n",
       "      <th>AUX_tc °C</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-10-19 13:50:26</td>\n",
       "      <td>---</td>\n",
       "      <td>21.54</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.2</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-10-19 13:50:27</td>\n",
       "      <td>0</td>\n",
       "      <td>21.55</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.2</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-10-19 13:50:28</td>\n",
       "      <td>0</td>\n",
       "      <td>21.55</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.1</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-10-19 13:50:29</td>\n",
       "      <td>0</td>\n",
       "      <td>21.55</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-10-19 13:50:30</td>\n",
       "      <td>0</td>\n",
       "      <td>21.55</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172588</th>\n",
       "      <td>2022-10-21 13:46:54</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.43</td>\n",
       "      <td>515343.750</td>\n",
       "      <td>510190</td>\n",
       "      <td>508331</td>\n",
       "      <td>634906</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172589</th>\n",
       "      <td>2022-10-21 13:46:55</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.43</td>\n",
       "      <td>515343.750</td>\n",
       "      <td>510190</td>\n",
       "      <td>508331</td>\n",
       "      <td>634906</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172590</th>\n",
       "      <td>2022-10-21 13:46:56</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.43</td>\n",
       "      <td>515357.813</td>\n",
       "      <td>510204</td>\n",
       "      <td>508344</td>\n",
       "      <td>634921</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172591</th>\n",
       "      <td>2022-10-21 13:46:57</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.43</td>\n",
       "      <td>515357.813</td>\n",
       "      <td>510204</td>\n",
       "      <td>508343</td>\n",
       "      <td>634920</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172592</th>\n",
       "      <td>2022-10-21 13:46:58</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.43</td>\n",
       "      <td>515366.313</td>\n",
       "      <td>510213</td>\n",
       "      <td>508351</td>\n",
       "      <td>634930</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>172593 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Date_Time           O2 % Air ratio  Exc.Air %  CO2 %  \\\n",
       "0      2022-10-19 13:50:26     ---  21.54        ---       ---   0.04   \n",
       "1      2022-10-19 13:50:27       0  21.55        ---       ---   0.04   \n",
       "2      2022-10-19 13:50:28       0  21.55        ---       ---   0.04   \n",
       "3      2022-10-19 13:50:29       0  21.55        ---       ---   0.04   \n",
       "4      2022-10-19 13:50:30       0  21.55        ---       ---   0.04   \n",
       "...                    ...     ...    ...        ...       ...    ...   \n",
       "172588 2022-10-21 13:46:54       0  -0.29       0.99        -1  17.43   \n",
       "172589 2022-10-21 13:46:55       0  -0.29       0.99        -1  17.43   \n",
       "172590 2022-10-21 13:46:56       0  -0.29       0.99        -1  17.43   \n",
       "172591 2022-10-21 13:46:57       0  -0.29       0.99        -1  17.43   \n",
       "172592 2022-10-21 13:46:58       0  -0.29       0.99        -1  17.43   \n",
       "\n",
       "            CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
       "0            0.000             0               0                  0  ...   \n",
       "1            0.000             0               0                  0  ...   \n",
       "2            0.000             0               0                  0  ...   \n",
       "3            0.000             0               0                  0  ...   \n",
       "4            0.000             0               0                  0  ...   \n",
       "...            ...           ...             ...                ...  ...   \n",
       "172588  515343.750        510190          508331             634906  ...   \n",
       "172589  515343.750        510190          508331             634906  ...   \n",
       "172590  515357.813        510204          508344             634921  ...   \n",
       "172591  515357.813        510204          508343             634920  ...   \n",
       "172592  515366.313        510213          508351             634930  ...   \n",
       "\n",
       "        Sample flow l/h  current pump load %  Cooler °C  T-Hose °C  In1   \\\n",
       "0                  60.2                   51        5.0        ---   ---   \n",
       "1                  60.2                   51        5.0        ---   ---   \n",
       "2                  60.1                   51        5.0        ---   ---   \n",
       "3                  60.0                   51        5.0        ---   ---   \n",
       "4                  60.0                   51        5.0        ---   ---   \n",
       "...                 ...                  ...        ...        ...   ...   \n",
       "172588             60.0                   53        5.0        ---   ---   \n",
       "172589             60.0                   53        5.0        ---   ---   \n",
       "172590             60.0                   53        5.0        ---   ---   \n",
       "172591             60.0                   53        5.0        ---   ---   \n",
       "172592             60.0                   53        5.0        ---   ---   \n",
       "\n",
       "        In2   In3   In4   AUX_tc °C  Status   \n",
       "0        ---   ---   ---        ---       48  \n",
       "1        ---   ---   ---        ---       48  \n",
       "2        ---   ---   ---        ---       48  \n",
       "3        ---   ---   ---        ---       48  \n",
       "4        ---   ---   ---        ---       48  \n",
       "...      ...   ...   ...        ...      ...  \n",
       "172588   ---   ---   ---        ---       48  \n",
       "172589   ---   ---   ---        ---       48  \n",
       "172590   ---   ---   ---        ---       48  \n",
       "172591   ---   ---   ---        ---       48  \n",
       "172592   ---   ---   ---        ---       48  \n",
       "\n",
       "[172593 rows x 35 columns]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1019_raw = pd.read_csv('./221019/19_10_2022_13_50_25.csv', parse_dates=[['Date', 'Time']], )\n",
    "X1019_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "ae46697f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:01.504847Z",
     "start_time": "2022-12-28T00:48:00.342544Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_42260\\2870550581.py:1: DtypeWarning: Columns (2) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  X1026_raw = pd.read_csv('./221026/26_10_2022_10_58_31.csv', parse_dates=[['Date', 'Time']], )\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date_Time</th>\n",
       "      <th></th>\n",
       "      <th>O2 %</th>\n",
       "      <th>Air ratio</th>\n",
       "      <th>Exc.Air %</th>\n",
       "      <th>CO2 %</th>\n",
       "      <th>CO ppm</th>\n",
       "      <th>CO @0%O2 ppm</th>\n",
       "      <th>CO @0.0%O2 ppm</th>\n",
       "      <th>CO @0.0%O2 mg/Nm3</th>\n",
       "      <th>...</th>\n",
       "      <th>Sample flow l/h</th>\n",
       "      <th>current pump load %</th>\n",
       "      <th>Cooler °C</th>\n",
       "      <th>T-Hose °C</th>\n",
       "      <th>In1</th>\n",
       "      <th>In2</th>\n",
       "      <th>In3</th>\n",
       "      <th>In4</th>\n",
       "      <th>AUX_tc °C</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-10-26 10:58:32</td>\n",
       "      <td>---</td>\n",
       "      <td>0.64</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3</td>\n",
       "      <td>13.93</td>\n",
       "      <td>529838.813</td>\n",
       "      <td>545734</td>\n",
       "      <td>546500</td>\n",
       "      <td>682578</td>\n",
       "      <td>...</td>\n",
       "      <td>59.9</td>\n",
       "      <td>52</td>\n",
       "      <td>13.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-10-26 10:58:42</td>\n",
       "      <td>0</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2</td>\n",
       "      <td>14.37</td>\n",
       "      <td>559243.625</td>\n",
       "      <td>571499</td>\n",
       "      <td>570882</td>\n",
       "      <td>713032</td>\n",
       "      <td>...</td>\n",
       "      <td>60.1</td>\n",
       "      <td>52</td>\n",
       "      <td>13.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-10-26 10:58:52</td>\n",
       "      <td>0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1</td>\n",
       "      <td>14.39</td>\n",
       "      <td>577013.000</td>\n",
       "      <td>582783</td>\n",
       "      <td>584394</td>\n",
       "      <td>729908</td>\n",
       "      <td>...</td>\n",
       "      <td>60.1</td>\n",
       "      <td>52</td>\n",
       "      <td>13.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-10-26 10:59:02</td>\n",
       "      <td>0</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1</td>\n",
       "      <td>14.31</td>\n",
       "      <td>578459.438</td>\n",
       "      <td>584244</td>\n",
       "      <td>584321</td>\n",
       "      <td>729817</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52</td>\n",
       "      <td>13.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-10-26 10:59:12</td>\n",
       "      <td>0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1</td>\n",
       "      <td>14.33</td>\n",
       "      <td>578049.250</td>\n",
       "      <td>583830</td>\n",
       "      <td>583108</td>\n",
       "      <td>728302</td>\n",
       "      <td>...</td>\n",
       "      <td>59.9</td>\n",
       "      <td>52</td>\n",
       "      <td>13.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17212</th>\n",
       "      <td>2022-10-28 10:47:23</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.20</td>\n",
       "      <td>499715.656</td>\n",
       "      <td>494719</td>\n",
       "      <td>494425</td>\n",
       "      <td>617536</td>\n",
       "      <td>...</td>\n",
       "      <td>59.9</td>\n",
       "      <td>53</td>\n",
       "      <td>14.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17213</th>\n",
       "      <td>2022-10-28 10:47:33</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.19</td>\n",
       "      <td>500295.563</td>\n",
       "      <td>495293</td>\n",
       "      <td>494991</td>\n",
       "      <td>618243</td>\n",
       "      <td>...</td>\n",
       "      <td>59.9</td>\n",
       "      <td>53</td>\n",
       "      <td>14.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17214</th>\n",
       "      <td>2022-10-28 10:47:43</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.18</td>\n",
       "      <td>500632.594</td>\n",
       "      <td>495626</td>\n",
       "      <td>495310</td>\n",
       "      <td>618643</td>\n",
       "      <td>...</td>\n",
       "      <td>60.1</td>\n",
       "      <td>53</td>\n",
       "      <td>14.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17215</th>\n",
       "      <td>2022-10-28 10:47:53</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.16</td>\n",
       "      <td>500998.750</td>\n",
       "      <td>495989</td>\n",
       "      <td>495635</td>\n",
       "      <td>619049</td>\n",
       "      <td>...</td>\n",
       "      <td>60.2</td>\n",
       "      <td>52</td>\n",
       "      <td>14.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17216</th>\n",
       "      <td>2022-10-28 10:48:03</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>17.12</td>\n",
       "      <td>502340.094</td>\n",
       "      <td>497317</td>\n",
       "      <td>496910</td>\n",
       "      <td>620641</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52</td>\n",
       "      <td>14.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17217 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Date_Time          O2 %  Air ratio   Exc.Air %  CO2 %  \\\n",
       "0     2022-10-26 10:58:32     ---  0.64        1.03          3  13.93   \n",
       "1     2022-10-26 10:58:42       0  0.43        1.02          2  14.37   \n",
       "2     2022-10-26 10:58:52       0  0.26        1.01          1  14.39   \n",
       "3     2022-10-26 10:59:02       0  0.21        1.01          1  14.31   \n",
       "4     2022-10-26 10:59:12       0  0.18        1.01          1  14.33   \n",
       "...                   ...     ...   ...         ...        ...    ...   \n",
       "17212 2022-10-28 10:47:23       0 -0.22        0.99         -1  17.20   \n",
       "17213 2022-10-28 10:47:33       0 -0.22        0.99         -1  17.19   \n",
       "17214 2022-10-28 10:47:43       0 -0.23        0.99         -1  17.18   \n",
       "17215 2022-10-28 10:47:53       0 -0.23        0.99         -1  17.16   \n",
       "17216 2022-10-28 10:48:03       0 -0.23        0.99         -1  17.12   \n",
       "\n",
       "           CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
       "0      529838.813        545734          546500             682578  ...   \n",
       "1      559243.625        571499          570882             713032  ...   \n",
       "2      577013.000        582783          584394             729908  ...   \n",
       "3      578459.438        584244          584321             729817  ...   \n",
       "4      578049.250        583830          583108             728302  ...   \n",
       "...           ...           ...             ...                ...  ...   \n",
       "17212  499715.656        494719          494425             617536  ...   \n",
       "17213  500295.563        495293          494991             618243  ...   \n",
       "17214  500632.594        495626          495310             618643  ...   \n",
       "17215  500998.750        495989          495635             619049  ...   \n",
       "17216  502340.094        497317          496910             620641  ...   \n",
       "\n",
       "       Sample flow l/h  current pump load %  Cooler °C  T-Hose °C  In1   In2   \\\n",
       "0                 59.9                   52       13.0        ---   ---   ---   \n",
       "1                 60.1                   52       13.0        ---   ---   ---   \n",
       "2                 60.1                   52       13.0        ---   ---   ---   \n",
       "3                 60.0                   52       13.0        ---   ---   ---   \n",
       "4                 59.9                   52       13.0        ---   ---   ---   \n",
       "...                ...                  ...        ...        ...   ...   ...   \n",
       "17212             59.9                   53       14.0        ---   ---   ---   \n",
       "17213             59.9                   53       14.0        ---   ---   ---   \n",
       "17214             60.1                   53       14.0        ---   ---   ---   \n",
       "17215             60.2                   52       14.0        ---   ---   ---   \n",
       "17216             60.0                   52       14.0        ---   ---   ---   \n",
       "\n",
       "       In3   In4   AUX_tc °C  Status   \n",
       "0       ---   ---        ---       48  \n",
       "1       ---   ---        ---       48  \n",
       "2       ---   ---        ---       48  \n",
       "3       ---   ---        ---       48  \n",
       "4       ---   ---        ---       48  \n",
       "...     ...   ...        ...      ...  \n",
       "17212   ---   ---        ---       48  \n",
       "17213   ---   ---        ---       48  \n",
       "17214   ---   ---        ---       48  \n",
       "17215   ---   ---        ---       48  \n",
       "17216   ---   ---        ---       48  \n",
       "\n",
       "[17217 rows x 35 columns]"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1026_raw = pd.read_csv('./221026/26_10_2022_10_58_31.csv', parse_dates=[['Date', 'Time']], )\n",
    "X1026_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "f722824e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:02.103942Z",
     "start_time": "2022-12-28T00:48:01.506805Z"
    }
   },
   "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_Time</th>\n",
       "      <th></th>\n",
       "      <th>O2 %</th>\n",
       "      <th>Air ratio</th>\n",
       "      <th>Exc.Air %</th>\n",
       "      <th>CO2 %</th>\n",
       "      <th>CO ppm</th>\n",
       "      <th>CO @0%O2 ppm</th>\n",
       "      <th>CO @0.0%O2 ppm</th>\n",
       "      <th>CO @0.0%O2 mg/Nm3</th>\n",
       "      <th>...</th>\n",
       "      <th>Sample flow l/h</th>\n",
       "      <th>current pump load %</th>\n",
       "      <th>Cooler °C</th>\n",
       "      <th>T-Hose °C</th>\n",
       "      <th>In1</th>\n",
       "      <th>In2</th>\n",
       "      <th>In3</th>\n",
       "      <th>In4</th>\n",
       "      <th>AUX_tc °C</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-11-03 09:21:03</td>\n",
       "      <td>---</td>\n",
       "      <td>21.46</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>59.9</td>\n",
       "      <td>52</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-11-03 09:21:13</td>\n",
       "      <td>0</td>\n",
       "      <td>21.46</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-11-03 09:21:23</td>\n",
       "      <td>0</td>\n",
       "      <td>21.46</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-11-03 09:21:33</td>\n",
       "      <td>0</td>\n",
       "      <td>21.46</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-11-03 09:21:43</td>\n",
       "      <td>0</td>\n",
       "      <td>21.46</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8701</th>\n",
       "      <td>2022-11-04 09:31:13</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>12.53</td>\n",
       "      <td>568653.500</td>\n",
       "      <td>562967</td>\n",
       "      <td>560806</td>\n",
       "      <td>700446</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8702</th>\n",
       "      <td>2022-11-04 09:31:23</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>12.49</td>\n",
       "      <td>568608.938</td>\n",
       "      <td>562923</td>\n",
       "      <td>560753</td>\n",
       "      <td>700380</td>\n",
       "      <td>...</td>\n",
       "      <td>59.9</td>\n",
       "      <td>52</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8703</th>\n",
       "      <td>2022-11-04 09:31:33</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>12.44</td>\n",
       "      <td>567972.438</td>\n",
       "      <td>562293</td>\n",
       "      <td>560144</td>\n",
       "      <td>699619</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8704</th>\n",
       "      <td>2022-11-04 09:31:43</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>12.41</td>\n",
       "      <td>567513.875</td>\n",
       "      <td>561839</td>\n",
       "      <td>559756</td>\n",
       "      <td>699136</td>\n",
       "      <td>...</td>\n",
       "      <td>60.1</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8705</th>\n",
       "      <td>2022-11-04 09:31:53</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-1</td>\n",
       "      <td>12.41</td>\n",
       "      <td>567392.125</td>\n",
       "      <td>561718</td>\n",
       "      <td>559746</td>\n",
       "      <td>699123</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52</td>\n",
       "      <td>5.0</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8706 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Date_Time           O2 % Air ratio  Exc.Air %  CO2 %  \\\n",
       "0    2022-11-03 09:21:03     ---  21.46        ---       ---   0.02   \n",
       "1    2022-11-03 09:21:13       0  21.46        ---       ---   0.02   \n",
       "2    2022-11-03 09:21:23       0  21.46        ---       ---   0.02   \n",
       "3    2022-11-03 09:21:33       0  21.46        ---       ---   0.03   \n",
       "4    2022-11-03 09:21:43       0  21.46        ---       ---   0.03   \n",
       "...                  ...     ...    ...        ...       ...    ...   \n",
       "8701 2022-11-04 09:31:13       0  -0.29       0.99        -1  12.53   \n",
       "8702 2022-11-04 09:31:23       0  -0.29       0.99        -1  12.49   \n",
       "8703 2022-11-04 09:31:33       0  -0.29       0.99        -1  12.44   \n",
       "8704 2022-11-04 09:31:43       0  -0.29       0.99        -1  12.41   \n",
       "8705 2022-11-04 09:31:53       0  -0.29       0.99        -1  12.41   \n",
       "\n",
       "          CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
       "0          0.000             0               0                  0  ...   \n",
       "1          0.000             0               0                  0  ...   \n",
       "2          0.000             0               0                  0  ...   \n",
       "3          0.000             0               0                  0  ...   \n",
       "4          0.000             0               0                  0  ...   \n",
       "...          ...           ...             ...                ...  ...   \n",
       "8701  568653.500        562967          560806             700446  ...   \n",
       "8702  568608.938        562923          560753             700380  ...   \n",
       "8703  567972.438        562293          560144             699619  ...   \n",
       "8704  567513.875        561839          559756             699136  ...   \n",
       "8705  567392.125        561718          559746             699123  ...   \n",
       "\n",
       "      Sample flow l/h  current pump load %  Cooler °C  T-Hose °C  In1   In2   \\\n",
       "0                59.9                   52        5.0        ---   ---   ---   \n",
       "1                60.0                   52        5.0        ---   ---   ---   \n",
       "2                60.0                   52        5.0        ---   ---   ---   \n",
       "3                60.0                   53        5.0        ---   ---   ---   \n",
       "4                60.0                   53        5.0        ---   ---   ---   \n",
       "...               ...                  ...        ...        ...   ...   ...   \n",
       "8701             60.0                   51        5.0        ---   ---   ---   \n",
       "8702             59.9                   52        5.0        ---   ---   ---   \n",
       "8703             60.0                   52        5.0        ---   ---   ---   \n",
       "8704             60.1                   51        5.0        ---   ---   ---   \n",
       "8705             60.0                   52        5.0        ---   ---   ---   \n",
       "\n",
       "      In3   In4   AUX_tc °C  Status   \n",
       "0      ---   ---        ---       48  \n",
       "1      ---   ---        ---       48  \n",
       "2      ---   ---        ---       48  \n",
       "3      ---   ---        ---       48  \n",
       "4      ---   ---        ---       48  \n",
       "...    ...   ...        ...      ...  \n",
       "8701   ---   ---        ---       48  \n",
       "8702   ---   ---        ---       48  \n",
       "8703   ---   ---        ---       48  \n",
       "8704   ---   ---        ---       48  \n",
       "8705   ---   ---        ---       48  \n",
       "\n",
       "[8706 rows x 35 columns]"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1103_raw = pd.read_csv('./221103/03_11_2022_09_21_02.csv', parse_dates=[['Date', 'Time']], dayfirst=True,)\n",
    "X1103_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "9d995b8a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:02.119890Z",
     "start_time": "2022-12-28T00:48:02.104900Z"
    }
   },
   "outputs": [],
   "source": [
    "X1019_raw['CO %'] = X1019_raw['CO ppm'] / 10000\n",
    "X1019_raw['HV kcal/Nm3'] = (X1019_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
    "                            + X1019_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "c290c4b4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:02.135821Z",
     "start_time": "2022-12-28T00:48:02.120857Z"
    }
   },
   "outputs": [],
   "source": [
    "X1026_raw['CO %'] = X1026_raw['CO ppm'] / 10000\n",
    "X1026_raw['HV kcal/Nm3'] = (X1026_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
    "                            + X1026_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "0de6bab5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:02.151779Z",
     "start_time": "2022-12-28T00:48:02.136819Z"
    }
   },
   "outputs": [],
   "source": [
    "X1103_raw['CO %'] = X1103_raw['CO ppm'] / 10000\n",
    "X1103_raw['HV kcal/Nm3'] = (X1103_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
    "                            + X1103_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "419c7673",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:09:32.250397Z",
     "start_time": "2022-12-28T01:09:32.231448Z"
    }
   },
   "outputs": [],
   "source": [
    "def read_nova_csv(filename):\n",
    "    X1013_raw = pd.read_csv(\n",
    "        filename, \n",
    "        na_values=['---'], \n",
    "        parse_dates=[['Date', 'Time']], \n",
    "        dayfirst=True, \n",
    "        encoding='latin1').dropna(axis=1, how='all').dropna()\n",
    "    X1013_raw = X1013_raw[X1013_raw['N2 %'] < 50]\n",
    "    X1013_raw['CO %'] = X1013_raw['CO ppm'] / 10000\n",
    "    return X1013_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "39bbeb0b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:09:32.406244Z",
     "start_time": "2022-12-28T01:09:32.399268Z"
    }
   },
   "outputs": [],
   "source": [
    "def calculate_HV (X1013_raw):\n",
    "    kmol_in_Nm3 = 1/22.4\n",
    "    X1013_raw['HV kcal/Nm3'] = (X1013_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
    "                                + X1013_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))\n",
    "    return X1013_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "7229018d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:09:33.142195Z",
     "start_time": "2022-12-28T01:09:32.559582Z"
    }
   },
   "outputs": [],
   "source": [
    "X1122a = calculate_HV(read_nova_csv('./221122/22_11_2022_08_51_16.csv'))\n",
    "X1122b = calculate_HV(read_nova_csv('./221122/23_11_2022_11_51_53.csv'))\n",
    "X1122 = pd.concat([X1122a, X1122b])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "61bbfe6b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:09:33.997127Z",
     "start_time": "2022-12-28T01:09:33.991150Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([ 218,  219,  220,  221,  222,  223,  224,  225,  226,  227,\n",
       "            ...\n",
       "            1214, 1215, 1216, 1217, 1218, 1219, 1220, 1221, 1222, 1223],\n",
       "           dtype='int64', length=1006)"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(X1122a['N2 %'] > 50).index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "a6eaa592",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:09:34.169604Z",
     "start_time": "2022-12-28T01:09:34.160625Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "218     41.0\n",
       "219     32.2\n",
       "220     31.9\n",
       "221     31.8\n",
       "222     31.8\n",
       "        ... \n",
       "7302    31.2\n",
       "7303    31.6\n",
       "7304    31.7\n",
       "7305    31.6\n",
       "7306    31.6\n",
       "Name: N2 %, Length: 8308, dtype: float64"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1122[\"N2 %\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "d71a7962",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T01:09:35.071270Z",
     "start_time": "2022-12-28T01:09:34.889721Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26f1f88c8e0>]"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c78405cf0414a5f8bfe0d8bc3efb0b3",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(X1122.Date_Time, X1122['CO %'])\n",
    "plt.plot(X1122.Date_Time, X1122['CO2 %'])\n",
    "plt.plot(X1122.Date_Time, X1122['N2 %'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "67835067",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:03.050855Z",
     "start_time": "2022-12-28T00:48:02.152776Z"
    }
   },
   "outputs": [],
   "source": [
    "X1019_raw[['Date_Time', 'O2 %', 'CO2 %', 'CO %', 'H2 %', 'N2 %', 'HV kcal/Nm3']].to_csv('./221019/X1019.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "c9520176",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:03.066655Z",
     "start_time": "2022-12-28T00:48:03.051726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Date_Time', ' ', 'O2 %', 'Air ratio ', 'Exc.Air %', 'CO2 %', 'CO ppm',\n",
       "       'CO @0%O2 ppm', 'CO @0.0%O2 ppm', 'CO @0.0%O2 mg/Nm3',\n",
       "       'CO @0.0%O2 g/Nm3', 'CO mg/Nm3', 'H2S ppm', 'H2S @0.0%O2 mg/Nm3',\n",
       "       'CH4 %', 'CxHy %', 'H2 %', 'N2 %', 'Net cal.val. MJ/kg',\n",
       "       'Net cal.val. MJ/m3', 'Gross cal. val. MJ/kg', 'Gross cal. val. MJ/m3',\n",
       "       'T-gas °C', 'T-air °C', 'Diff. press. Pa', 'Sample flow l/h',\n",
       "       'current pump load %', 'Cooler °C', 'T-Hose °C', 'In1 ', 'In2 ', 'In3 ',\n",
       "       'In4 ', 'AUX_tc °C', 'Status ', 'CO %', 'HV kcal/Nm3'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1019_raw.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "1c842b80",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:03.081615Z",
     "start_time": "2022-12-28T00:48:03.068650Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1019_raw['CxHy %'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "56df52a6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:03.207278Z",
     "start_time": "2022-12-28T00:48:03.082612Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26f053c23a0>]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "29a7d6e158a74c9887bd598c3ceb7080",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(X1019_raw['Date_Time'], X1019_raw['O2 %'],)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "8270ac11",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:03.379819Z",
     "start_time": "2022-12-28T00:48:03.209289Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ceffe9a02cb947a4b902831e133126fb",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=920.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "plt.plot(X1013_raw.Date_Time, X1013_raw['HV kcal/Nm3'])\n",
    "\n",
    "plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
    "plt.grid()\n",
    "plt.xlim(xmin=pd.Timestamp('2022-10-13 08:00:00'))\n",
    "plt.xlim(xmax=pd.Timestamp('2022-10-13 15:50:00'))\n",
    "plt.ylim(ymin=1000)\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "dca99a97",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:03.724826Z",
     "start_time": "2022-12-28T00:48:03.381814Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f085e3df0>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "22e20233f118468b9e4c5a9d80856ac6",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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0hpe+24opi3egINODf1wyAt+srwIADOtq7H+IAmGvTlmawzm6n+5T+0okJu831zVBHExIICSI9sDz8XmZnf1n5SDk4cW5XfVhngz2P9x28NeHIAiCIIhDTmA/iXTballbYuLwLknH5R1scgW1jx/L65Drd6NfSfYhW4ealhBen7sNABOHvly9hwTCnwGZ3tRkBJfTGGK8clcDmoVK5Z+v2oPPV32hFSziVDYGDdXOuRORI4YY9+6UCbe6nP31IqO9NAUjGPbQVwCAT39zHIaUkbGC+GlBsjZBtIeY+mDzcIHwIDkIty8A6rcDjbsO3DK4g9Cfpw9z+dj/2M9ICCUIgiAIImVEF9++hBvzfn4qDiRNXDhMXEE/JVbsbMBFLy3Apa8sRDh66ATWlbsaDN+X7qg/NCtCaKzY2YDRj83U8gmmQsyUQzArRYHQYXIQVjZa95lEcfDMI0oBAMt26ueK22GULUQHYffCDLi4g1A+dOf6fxaUa+IgAHy9du8hWxeCaC/kICSI9iCbQoxrNx/4ZTbsBN48U/9+8v2AwwFUb2QCpdMDON3A9nmA5ATqtgBFA4EbvwfcvtSX01bH/hf00Yc51UTEMapkTBAEQRAdEVEg3BeXzh5VIOifgquNiwLkIEyfSf9i+eJqW8O46b8/4oYTemNMzwJNSDlYmHPMLS6vRyAcg9/jtJmiYxCJyZCAg348AGD6it2obg7h9++vwAUjyyBJUtJpzGH+WSmGGPMiJTH1pUJtq55P9MkLh+KkAcX4Zl0V7v14FQDguuN6oVu+H1+s2YNlOxr0GZlWURQICzM9moPwUL1M2Li3GQ9OW2MYRvct4qcICYQE0R64UBZU33ZlFBz4Ze5YYPw+68/Jp6leDzzZAxh2CdCyFxh7KwsdLugN2DUGuINQ3CYHCYQEQRAE0ZERBYJQND7ceOmOeqzZ3YQrx/ZIOJ+9TUwgLM1J/vLSdZiEDf7UaGgzFnWZtaEaszZU49pje+GBCYMP6rrw8+b0wSWQFQUz11Vh0ANfYFSPfORnehCTFfzhjAEY1JnlvZ6+Yjd+M3mZNv3ZQ0vx3GUj40JMN1e14L6PV8HjcuDhiUegd1HWwduoNAhGYnA7Hdr6f7lmD2767xIAQLcCP76648SDLpY2B/UQ3y3VrehbnHzfxQmEKToItSIl6jVcrwqED5w7GJeM7g4AuPzo7rj86O7aNP9btCNuPrLJwegVBEKPy3FI0xFUN4dw+j9mA2D3tRtP6I1HPl2L+jYqrkT89CCBkCDagxxlollhX/b9YOQgbFFt6i4fMPIqYNk7QOlQYOdCwOkFLn1HFyyLBgDf/QVY/ylzFy59iw3f+AX7f8IfgPH3Wy8noDoI/YJAqDkI6UFHEARBEB2RgEEgjO+EX/DCfADAkd3yEubdqm4Owe2UkJfhTrpM92EQNvhT5Hz1WJiZurzioAuE/FwpyPSgd1EmZq5jRSd+3K6Hj/rdTvzripEAgH98vdEw/eer9kCSluFfl7Pf31m0Hdtr2/DK7K3aOJe+shCz/+9k+NyHlyuxujmE0Y/NBACsf/RMPPLpWoP4tbMugGkrKjSh7GCxpbpF+7xga21KAqE5B2m6AiHPQbizjuUgLUhQzVoU/zgxU1oDh2B06FmYqTkVo/LBf5lQXtuqfb7++F7oVcSKO4YidN8ifnqQQEgQ7SEWYaKZy8u+HwyBsH47+3/O08CRvwTOfop9b61h6+E1hepc+g7w3/OB6g1A93HArsVAgzqP7dYNRwBAm4WD0Kk+xGVyEBIEQRBER6QtpAsEYk67r9fuxXs/6sUE6lSHkCwrqGoOQVYU+NxOFGR60BqKojUcQ5dcX0phjXaFBxRFwYvfb8Ffv9iA647rhVE98nHW0M77tH0/F856dg621TDB4u8XD0dNSwj9SrJx439+PCS5CLnzzOd24qQBxXj88/UAWAGHj5ZW4I152/DV2j3a+FbFLz5fVYlAOIbdjQHc9/HquN+rmkP49/xy3Hxin7jfDiXLhHyLA//0heG3m07sjZe/34ry2oNfAHBTlS4QrtjZkNT1C8Q7CAsTCHwiXCCUFQWLy+vwvpr3MKFA6I4XCM26X16GPn2O360JhIfCQVhRH9A+n3dkGdZXNrN1OQRiJUHsKyQQEkR7kCOAO5M594CD46xrZW9cDdWFASCzk/00v/zIGErcUg38rS8TFe2wdBCqD2EKMSYIgiCIDoeiKJi3RW87HPvkLHgcTjy/ZbZBbACAq974AQATBnhhgiyvC/P+OB5NAdaOKMzyprRcl00OwgVbavHXLzYAAF6fuw2vz92G357SD3ee1r8dW/fzYl1lk/b5gpF6m9Hncu63StTpwB2EXpcD/Uuy8cIVI9E514chZbk4oksO3pi3DYoCRGMyXE6HdqwX3XsKSnJ8uOjF+fhxez121bdhuyCmFWd78ZcLh+LL1Xvx7o87UdV0+BXSaxJCeTm3n9IPd5zaD1+uYaJofevBj84R8/d9sGQXzhnWGScPKE44TSBsvAbzUxQI+TUclRU8962es70wK5GDMN4Jag4xzhDCsgsyPGiLsH19KHIQcgfh/ecMQqcsL9xOdk+MHMLiQATRXqiKMUGki6KwEGOnC3CpD7eDUcW4pZr9z0z8ADdgfjvPi6qEW+PH5bTVsv8Zhfowp/ougUKMCYIgCKLDEYkp2GsSYMKyFCcOisRkBT7VCdQSimJnXRtaQqwTn2p4ol7F2NjRnrp8NwDAIxR4+Oc3m9AUjOC1OVvx0vdbsGxH/T5VW/4pksg95XU7EZWVuH15oAmpoiQPGz17aGcc2T0fACBJEgZ3zkFUVlDRwFxYfBt4eDkvhtEWjqEpyATm647rhR/uOxXjB5bgzCGs4u3hmO+tqpn1D3J8Llw4sitWPnQ6fndaf0iShIJMJpLXHgKBkAv1nF+9uVhbVzOyrEBRlDhx2Z1icRVefDgmy9gi3C+65mfYTuOxCjE2CYRi3saSXC+ckrEYysHkn99sAgD06sRCiw+HisoE0V7IQUgQ6cJddA43ywcIAFH94b6pfhPKssqQ4bZ/8LWL+nL2P69b++fh8gGSAwjbNOiDjcDORexzjhCqozkID7/GF0EQBEEQB5ZEHd2rx/XAJaO74+x/zjEMf/NXo3FCvyLcPmUZPl1ZiT2NQdS0MJEx05tarjit8IAgDmyvbcW7akjzrD+chLI8P3r+8TMAwFnPzNGEJgC47eQ++MMZA1Na1s+BtrAu4lw9zhg26vewfRmMysg6iJVzNQehTX7AXp0ysbayCTvq2tCjMFMLJ+fh5dwp1hqOasJWtlBBl+cdNIfAHg5wV+NDE48wuDkBXSRvC8e7DA8kraEoQlEZXXJ96FOchTmbmDN4zGPf4Li+nXDRUV1xx7vL0bc4C5urXLh9wQx4XQ6cpQqxAFIKSeZwB2FMVtC3OEu7PnP99jlIrXIQyibhL8vjQp+iTGT53PC6nHCoIcaH4qUAvz0NKGXpnviLizAVVyJ+gpBASBDpwvPwOd2A04MIgAWhPWja+inumXMPAOCkrifhuVOe23/LjASA5t1AZlF8rsF0kCTA5Wfzs6Jiqf5ZXI4mEB7cRgxBEARBEIeeSNS+o/vwpCFxw8r/co72OV/NFXbvx6tQ1cwEkwxPal0QrUiJ4HrjocVHdMlBWZ4fAHB8v06Ys6kGFQ0BZHic6F+SjeU7G/D9xuoOJRC2hvR22r3nDDL85nPpQlqqDs79gRhibEVRNnPS/fObTTi+X1Gcg5CfK4FwTAvZzfHp4hJ3qR6OAiF3B1rl2+N59vZ3IYuYrODxz9dh3uYarN/TjGyvC6W5Pjx3+ZEYWJqD7zeyiCSPy4H/Xnc0lu6ox9Vv/IDmYBRzN9dg7mYmGG4W3H6hqIwv17BiiecfWYZHz4u/5u3QqhjLinaM3r95XMJpLIuUmByEDoeEz28/Hm5VgORFSxKl/QtFY5bhy/tCi3DNcVek22XtfCaInwIkEBJEuqgOwjkeJ26ddwfQqzsQ3Aio4iAAzKmYYzNxO2lQK57l99r3eTld9iHR9dvY/8GTTNNQFWOCIIiUiEWAxp1AQe9DvSYEsd8I70NHlzvAuDgIpO4g1EOM9V7/Z6sqAQCvXDVKG1aS49M+P/2L4TiuXycMfegrNAqhlJGYjGve/AHlNW24Ymx3jOlZAJfTgflbavDdhmr8sK0ON53QG32KsnD+yLKUQygPJ2pb9HaaWQjhTrtA+OAKaWKREit4sYvF5aygR7xAyB2EMc1BmCO4z3ioafAwrBg7fQULhbcqvMJdZlYVwfeFj5buwutzt2nfm0NRNFe14NXZ2/D0xcM1AZALryO752PO/52Ms56dg8rG+P7BY+cPwX0fr9ZCjHkxkFQRqxhzh2vnXF+iSSxDjM0OQsB4jvPVMguJr87eisc+X6d9f/bSEZg0oizpepfXtMLrdmDR1jqM7V2IUpt15qK8mNXJLnfqQUdRgIfz2Of7q/XUWASRABIIOyBLlizBOeecg5NOOglTpkwBAAQCAdx9992YPn06gsEgevfujcceewwnnXQSAKCurg433HAD5syZg6ysLDz44IO4+uqrtXlOmTIF999/P5qamjB27Fi8/vrrKCoqOhSbd8BpDjXg9tJiLPabkvV689EztyeWVS2D22Fvm28XdeqDPr/nvs/L4QaUGHto2FUQ9GTHTwMAscMvATRBEMQhp2En8P1fgMHnAe9cxIYN/QX73m0MkKXmjm3YAQTqgYI+LN9rblfAsX/dDARxIEino2tuWlh19lN2EDp4qB5bvihucfcgYKyoenz/ImR6nJAkoCmgu3ue+2YT5m1meZa5C9HMy7O3AgAUKLhkdPeU1vFwgud7G9UjP+43vyrQhaL6Pnzss7X4bkM13rtpXMpFJ9IlmYPwsqO74+mvN2rfw1EZToekCUu6gzCq5SDMEUOMVZHoUBRgSZX8jPh+geYgjO6/9Z62Yjf+8MFKw7CnLhqGP3ywErvV0F4u8F0wUhfJ8jI8WHDPKYbpFEXBtGnTcGRfYzFEV5rCuZYbUFbQqoZTJ7v+PRbLMAt/ZriD0Bxi/PyszYbvczbVJBUI52+pweWvLtK+9y/JwjvXj8UTn69D14IMFGS4ccFRXZHjc2uVwYeW5cat/yEPMZ7+W/3zD68Ax/z60K0L8ZOBBMIOxmeffYa77roLo0ePNgx/5JFHsHjxYvzwww8oKirCv//9b0yYMAHl5eUoLCzETTfdhIKCAlRWVmLTpk049thjMXjwYIwePRorV67ELbfcgjlz5mDQoEH47W9/i2uvvRbTp08/RFt54FhTuwY3fnkDmvz6W6RHq2txiuJH9h9WAQBOfPdE1AXrEJNjcO6vjh939hXsBwehQ73s5ajuDOSEmtn/Tn2Nw11qtcEoOQgJgiDi+P5JYNnb7I+z6n32BwC3zGf5XT+7i72g4ZSNAq6faf+yBgBWvAt8/Sfg8veALiMOyOoTRDLsBMKPbz1G+9w514fKxiAyTE4xKyeelaPKCrODcG8TcziJnXEA6KRWRc7yurTwWackGSqfLtxWZ5gm2+tCs+r+Gdu7AAu31uHoXgVYtK3OUC33pwQXK8QcfRyvForLxpFlBa/OYe3LIx/9Gr86tieWbq+HAhYSe8rAYuRleNC9gIVNtoWj2NQoYcXOBmT73ehZmKmJeIlI5iDslOVFpywPalrCiMRkRGKKln8QEByoTSG89+MuAMYKuIdzDsIuuT7sbgyiiyBmc7j7LbwfHIT/mrUZW6pb8M26KgDATSf2xh/PHIhQVNauGS6gcpG9R2FmSvM2n0visUkFLlrLiqKFU/ttzgWOlQgZTSYQOuKLlATCMc1FfPbQUny+ag8q6m3SLAlw5ydn494WjH5spmFYaziG207uqwm8ogBuV1zpoLNO6Iuv/oAEQiIlSCDsYIwaNQorV67EY489hvXr12vDFy9ejMsuu0xz/V1zzTW44447sH79egwYMAAff/wxdu3aBafTiYEDB+LKK6/Ea6+9htGjR+P111/HpZdeiiFDWD6KRx55BCUlJdi9eze6dOmybyu88Stg3rPAWU8CTRXAwheBKz7Qq+oeRHY178Kln14KAMiUZTwVzcHxk94EXjga6DpYG8/vYo2AYCyITEdqD9+k1LE32vsnxJi7ASMWAqGab8STZRyuFWNJ/lAlCILocOwxOjbQ91Rgs9CZeFEXUVDQW80rWwlU/Mj+5yR4Vn58I/v/yolAdhdgxOXAsb/V3eD7kpeWIFLESiAcWShjRLe8pNNaOQitHFVWcDGCF0mpVoucmN1ivxzbAy2hKM4eqhdYczokTVSoaw3jB1Ug/OG+U1CcbR0u+MXqPVi0rQ51h6Cy7P4grLn14gUYPowLGpVNxnDSN+eVG75/t6HaYglOPL92PgDmkrrlpD74cs0eHNe3E7bVtOKesweiT1EWdqkiTLeCDE0UsnMQAixkuKYljIr6AAKRmEGU4gKh6DLsW6Tf9/ztEAhD0RgqG4Lo2Sl5O11RFK2ASro0BiJwOyVLQYzvj30Nja5rDeOpL3VH7JlHlOKes1j+SZ/badg/oWgM7y9hImsykY5jzlfJw2dTRcxBGIjEi2lWWImQyWqPcKeiWE9pcTm75o/r2wn3nDUIn6/ao7kY7ZBlBZN/YEWQFtwzHq/N2WYI2T62byHmba5FeU0rANEhq+9PrbjSoRYIMwpZ1AIAtNYc2nUhfjKQQNjBKCkpsRx+wQUX4PXXX8ekSZNQVlaGl19+GQUFBRgxYgQWLFiAsrIylJbq1avGjBmDf/zjHwBYyPJ1112n/VZYWIjevXtj2bJl+yYQhpqBd3/JwlpfOlYfPu8Z4IS72j/fdvCfNf/BM0ufAQB0zSjB1DWL4ek6GvDlsBEieiOLC4SBaACZ7v0kEPKOZqf++z4v7mqULR6QvJNr7nC61TefUQoxJgiCiMObo3/uexrwyw/Y5+Y9wNcPADUbgcZdLOT4nL+x396aCGz7HmitthcIzffc5t3AnL8BWSXA0reAvauBc/8BjLqWVaH3ZOt2DYLYj4QtipSkmopsX3L56R1ttnye76tfsfFFpt/jxO9OM7aRRIFw0dZabbidOAjowsW+5Fw8lHCxwkqU5aGlfF9u3NNs+L0424sHJgxGSY4PS7bXozEQQXVzCDvr2pjQ5HFi9+7dKOhUgsXldWgNx/DsN5sAAOvVeX2zvsowz/WPnolgNLGDENAr2p70t+8AGHNOmsNRR3bPQ64gMJudkanwxw9X4eNlFfjTuYNx3XGJX773uufzuGF/Pm8ITh9cguIc+3OJhdTGUJjpgWThEufn2r6GGD/9lTFc/oqxxtB4n0cPwV6wRb8OeO7GZLicDjgdkhbim66DUBTugpEYvC6H5vazw+qecW2S48RnKeYq5EJ1fqZHcy2LRUWsWLKjXvvcOdePS0d3w+tzt+HcYZ3xj0tGYNHWOszbXIugeq1ZXXNui9yphwShf2qbf54gTJBASAAAbr31VlRVVaFnz57weDzo1q0bZs6ciczMTFRVVcXlEywqKkJVFWsEJPvdjCzLWn6IWIw9FBVFMeaMiIaAz+6EZJHzTnF5E79GCjSwm2B2qf04afLa6tcQkSMYmD8Qr4z8P3jWnArF4QJcPkgAlGhAWyef6rYLRAJQfBbrGYsAK6ewHFTdxwJSkoZzoB5S3VYomcVAlyOTv0JLhsPN1jkWiZ+X289+g2T8jW9nJLDPy+fH2ZwjhPj5Qse8Y9Ehj3dbLbtHXv0p0PM4/T6ZVQKc/7JxXP6bN4tNE2qxv6+G29g4uV2Bq6YBsx6DtPpDKFtmQtq7mo3z6e/Ynwnl/up4l/iBQI5Cmf03FDXJUJQJB355xCEhEosXMZyS/XUuDvdYCAq5fndK9winJmqxtmOzWsW2MNOTdHqnJCGstjnnq8JIjs+VcDoeGhiJyj/Je5gY7mhefzHskbnimAPqtpP74K7TBxjGtcphqCgKpk/fhQkTRiEck/HL137Aj9uZmHLVuB7YUtWCTVUthmI022paEFJdYx6LdeLk+oz3qkAkpo3rd+vtZL/bifdvGhd3fkkSE59SOWb/nl+Oj5dVAAAe/XQtRnbPs3TCxmQFv3t3ueU87v9kNT5ZVpGwGm9LiIW2Znntzzm/22nY1vYwe6Pu9Hxk4hE4rm8nw/x8qnAVCMfQJrjnfG774wEYn+UuQSB0OqS01pdrozGFVTHO9iW/9s2FUJ677EiccURJSsuVhT7l1hoWGTWmZz4yPGw/tIaiCeeztZpNM6A0G4qioG9xFrY9cbb2u0etUBxSj5vV+c3XPxw7xPeRSJver7Pq95n4Kd7ziP0PCYQEAODFF1/EJ598go0bN6JHjx54/vnncfbZZ2Px4sVQFAUOkyPB4XBAVj3cyX4388gjj+Dhhx82DJs+fTqcTvVNlqLg+E2PoqB1M2KSG7MGPQ4FQJeGxThi93tYt2oFNlVPs92WE9f/CZnhanw9+G+IuLJsx0uFgBzAkvAS1AdZA+gK+Qosn7sQJwOoqWvEwi+/wQQAwaY6fDWNrVNTcxMA4MuZX6LIaRRO3dEWnL3qVu27DCcciGFd6QXY2Pk8y3Xov2cqBgGoRT7m7Ye8jie3tiEHwJczPkPIbczhM27HJhQDmL1mNxrK9X3cb88cDAYgzXsGU9tG7vM6APhZ5qgkEkPHvGPRkY73GXUV8AH4dPleyCvtn08iI/fWoxuAhbO/QVWudeiPL1yHMwA0hSR8N3c1ylpKMApAbPOspA24BZOfQnXOkDS2on10al6DYzc/iWMATJ1+4JdHHBq2twDmboNTMl7nbQEnAAnRaBTTpunXwZq9EgDdrTSyUIayfQmm7VySdLmNYbbcuvpGTJs2DQvUeVXuLMe0aVsTThuLOhGTgWnTpqFtD5tuTGHYsG5mNjey5e3YVYFp03YmXb8DSXMEWFIjoTUi4asKB/xOBef1lLG1SUK3LAVuBzsGTom5p0r9CioDbDt379qBadPKDfPbs9sBwIG58xagdq2CuTvY96ryjZg2zbpoixX8mF/Zhf0xtuCoYgBqPaY3Njiwos6Bz77+Htt3SwAc+GH+XOxdZT3PRVvYuSPCj9PKWv38GZwbwaefxj9b3JITrcHExxYAvtol4bOdRufc+S/Mh8+p4PyeMsYW6wLJtmZg+mr9nD+uRMbcvXp/58ft9fjfh9OQZfMepj4EAC7EQq226+VQnGiNSvhk6rSUHblmGlrYvvv70VE4q1dg2rQV8cuRnGhuC2LmvB/B9+X82d9hc3xqxDimT58OSdGPz6LVmzAtlPr5UhUAABf21tRBViQgmvw4sdpC+r5v2rQYM8oTL6clwqZpbGrW5r9wvXqOb1qBL6tWQIITTa3BhMufvJFNM8zfYDneDvVeuHN3JaZNm4ZHlrJ9U71nN6ZNY+HbzFToQnNrW9JtrQ8B/93kxJZmCZ28Cu4ZEUOSCOyUOSfYAjg8kBQFSjiIz5KsS8ziRRDR8SCBkAAAPPHEE3jttdfQr18/AMCdd96Jd999Fx988AFKS0tRX19vGL++vh4FBQUAgIKCgoS/m3nggQfwpz/9CQC7EXm9XkyYMAEul3o6bvkW0nJWccpx+RSc0letqvWjE9j9Hgb164lBJ0+03pBoENKyqwAAZ6+6FcqtC4GigentDIFHFz6KLzZ+oX2fNGkSsGMBsB7oVNIZ5066EFhxPXwuYOJEtk5Tv5yKHXt34ISTTkC//H76zNrqjHmoADjAbsQD62di4E1vWK/EG/8CABT2G6UtY5+ofArYU4EzThsP5JiqeL3yd6AZOOHM84wVk79fB1QCiid7n9eBvYGejgkTJliGXBA/P+iYdyw63PFWFGDFtVA82Tj3vAtTn+7TWcCS+Rh71DBgsM19tXYLsAbI6dSZ3XvXASh/AS6Z5UdTigdDqloL5fi7mE1j22xIO1nlxXEjBgBD9sMzIxmrI4BaJLLDHPMOyIqdDfj7qvmGYQ7JeMyfWPMtGsNBuN1uTJx4jjZebFkFpmzVRYunrzk5pdxvAMuv9sCSmfBnZWHixBNRNWcrsHU9jhwyEBNP7ptw2odXzkRbaxgTJkzAru+3AOUbMWb4YEw8vrftNEu31+O5tQvQqaQUEyeO0oYrioKv11Vh+Y56vD63XAtB/v3p/fHrJOuRLsFIDFMW78QL321BteDGC8QkTN7CxJ1FFukBfW4HcwJuXIchA/pi4lnG9u/cD1bix5pdOGrMGJw6qARzPlgBVFTgtOPG4LTB1imIRNK5ty+euhorFu5A/2FHYUlwJ9BQi9NOOQkDS3Msx79z0QwARvcSb29mrNuLNzcyMfmOSWNxnKmqLgA8tOJr1LdFcO65E2zDVwPhGG5/8Evt++qHTsf5L8zHpqoWBNV9+/j1ulNs+ordwOrlGNOrAK9ddRSyfW4EIzH43E5c8doizN9Si2FjT8QQU8Eczsa9zcDSOSgrLsTEiWMtx3ly7bdobQzijLPOSTnk18z9S7+CyxHD+efZ3O9jEby99A0sj3ZDnwGDgHKWy/Gai85NWJFYPN4Pr/wGQTUvZ8Sbj4kTj7WdzsyOujY8tvw7uP1ZQGsr8nMyMXHiSQmnCUZi+ONi/Vide85ZyPEldsQ3tIVx348zkZHJ7hUA8O9d84H6Bpx/1ino1SkTf1j8BSSHZLg/mfn9fexcvPOS01CaGx9Cvn5PE55eNRd5BUWYOPFo3L6AhaBn5hdj4sQxANi++/2iGXC5vZg48dSE6332P+dgSzML0a8JSYiUHYkLRndLOE1KKAqkZWEo/kIWaixHk/bhotHE4ddEx4AEQgIA0NjYiIyMDMOwzMxMNDQ04PTTT0d5eTmampqQk8Me7MuWLcOwYcMAAMOHD8eKFStwxRVXAABaW1uxadMm7XczZrchAEiSpDc2flSFsonPQeon3FTdbP2kSMC+4mObsUKdtOxt4IzH7Dc8CQsrF2qfM92ZbB3VkGCpdjPL9eTyQwrUAQ07gPweWuViGbKxAfXjG0DLHvbZnw/cXQ40VQJ/HwgJkv02+VmYhzTi8sSVLlPFwR6wkhyNn5+6/6SMQuNvXVkjWRpw5v5ZB5iOOdEhoGPesegwxzvYyHK6Zhamd3/0MIFEirTZT6cWhpLcPjaO02v4WTr5XmDQBKPvZsYfgUUvQlLk/Xa/FmkKN+HlFS9jYp+JGFBgDEvsMMe8A2J1XJ2S9TFXFMUwzCxCuJyOlM8TntcrGmPzbA6xF6tZXlfSefDwZFkB2sJ8OnfC6dym5fHteWNeOf782bq48f+3aAd+M75f3PD2IssKrn5jMX5Qiyv07pSJ0T0LkJvhhiwraAlF4XM7keFxIiYriMQUxGQZby3YjmBExrKdDQBY0Q/zdvLjEJPZtu1tYuJjaa4vres2leucV5VeU9kk5CC0P2Z/Pm8I7vnIaC/k44rFHzI81vPI8LhQ3xZBMCrbVsievYk5tU8eUIQ3f8WEnBm3H48l2+txySsLMbhzjmHePFR6dM985PhZ1WS/mg+xTK1KXNEQxNCueZbL47nusn32283zAwajMjJSrOxtJhhloqXtMflzEd6XgOuU36MpyMTxB84dDLdFIRsrJEkyhPyePaxzWucLvw55/tCE66pizkHociS/Z/D+pXj/4RWMC9Q8kG6HhIisJJyX3+NEczBqe1343Ow4haIxw+8toaj2ne+zcExOut7rKo25QFdWNOLSMd1txk6DGNt2yekBYlHWnkiyLvT8JgASCAmVs846Cw888ADeffdddOrUCZMnT8b8+fPx7LPPoqysDOPHj8c999yDZ555Bps2bcIrr7yCd999FwCreDxx4kRceeWVGDhwIO69914cffTR6NOnT/tWZucP7P/g84zD3epbnEiCSrrNe4zfq9dbj5ciTok9PIcXDcddo9TCKLJqvy4dyv7zyr7PDgMeaoTLwS6rqLkISNUa9v+KDwEufOZ0Blx+IJagWl6wkf3PLLIfJx3U9dO2QyRQxwREc5ESrYoxFSkhCIIw0KYmfc8oTG86VSBEuNV+HP684wWvzDkFfXnx02iFqPZ/qNDOpp24aPpFaIu2YXXNarx11luU+LwDk2qtAnM+MVcaRQ7M1UD/qRbFsHL2xK+fmnNPVjB3c22Ssa2XBwCPfLo2rsIvpyDTk9J8U+WDpbvwQ3kdyvL8eObSERjVIz+lTntDIIKpy3djdwO7Z4hVgDm8cAIvUlKlCoQlCQpttBcuBmV5XFoVY5/b3q12yahu2FHXhhe/2wLAqGOIxR/sKu92yvaioiGA8tpWHNHF2tH35jxWifaMI/Qc5S6nA72LWDqiqCk1UltDNf7seh1trdcDMLoxy/KZQHjz20uw7pEzLd1/TUEuENo73/j2mKtyp0QsAvmLe9BX7o0aV1/mZt/4BVDYD+ikulqFnHJHOTZhhnodFOd4reZoiyjYOdMUkbhAyEV6bwrVk50OlleSr74jhWWKLwQ4XCDkx8DldCAQidjO47OVlWgORpGTQNQVCxmJOfsCpiI5LqcUV6Tkn99swuLyOrx5zWi4nA40BiKG7QSAnXVtSbY0RRR1fSQnaxcoMlsQiYBEEkggJACwHIR33303Ro4ciXA4jG7duuH999/H0KFMBPv3v/+Na6+9FsXFxcjMzMSjjz6K8ePHAwCOOeYYPP744zj77LPR3NyMsWPHYvLkye1bkWAT0FoFZHfRKwRzVAdhQoFw50LhiwTsXr5PN8PqQDVckgv/Oes/cPBiIor6EHdYXD6KYi8Q1rBGLTqZ3jS7PKxisx1cIPRZN3jShncwY6YHZDQEhFuArNL4/eX0WE9DEATR0WmvQMifaW21wEPq/f2BemMVYk0gVDvwLlOnzmMRpml+Vu0nwrEwrv3qWrRFWedlT6v6Qo6eCx0Wu5xpcc4104jONJKtiZV3p/ywQxverSDDbpK45dwxZTlWqM66ZFhVHxXFwW1PnA1JktAUjGDYQ19pRVP2F6t2sTbfb8b3xeie1ql6rOCVfvc0MsE+y+sCwm3At38G6rcB0SCu31ODR3wrsfOHs4HAicho8sAhlaBwP4ucANCjkN2bIjFZK4yR4bbvdjocEroIoq94hhgEQpsw3BxVEN1SbS0QRmMyFm1jrszxg4oNv3lMlbI5R9VOw7Gub4CV3wDHzAXmPwes+xSItOKq7AGYjN9gLwrw4/Y6HN8v/iV+kypO5ViItdr2qGJZMBJDfWsYfo8zYbVnjR/fAD69Ew4omOEFEAPA07sXHwHcqqYDaKrQJsmB/jIqI81wZvEYJKtAbIYLiq3qeeBPIBRzmNvPoYXyp9KN46sVExTC1nAUfrdTuxe4nRJkhTl1HQ4JszdWY9qK3bjnrIEozPLitv8tBZC40jHfF6GIrFVJB4CehcZ7ktvpQCCsP4fDURl//5qFd6/f04whZblYXdEIRQGO79cJd57WH+e/MF8TlvcZTSB06C8OFZkJhgSRABIIOygPPfSQ4Xt+fj5eeeUV2/E7d+6MGTNm2P5+44034sYbb9z3Fatjbw5RaOE+dKuZdCMJ3BZNu9n/AWczQa52ExuWW2Y/jQ1tkTa0RlpRmlmqi4MACyUD9JutSCsTFAGTQCjH2Pq4fECuKa+E0wsojWwc8zy3zQaq1rLPqlNEURT8c9k/8d3O7zC++3jcMPQGrXJySmjuEtMDiIdnZ1g0SDWBkByEBEEQGi3VwNbv2OeM+LxYCeHi3oIX9GGbvgIGnKl/1wRCtePhNHXkMy2WuZ8dhNVt1cjz5uHeuffqoiCALA8vAkZVDzsCVkc5ZQeh0ywYpp6Bn3fsa1pC+KMQgjq4s3UuOxG+mC/W6OftsK6JX7ZypxQXJkSH0H1nD9LEzyyPC5IENAf3r0C+q54J8H2K0yuyxwWfquYQjpQ2YeT6r4F1FeyeosKDFrtVfA5UfI6n5C64POu5hHno2otH24965emsBEIZYBSeRMeYR1g/O2FraFku5myq0ZyLZtbvYS/iO2V5UJxtbDO71aq04ajRAVbQuln/8tJxxt+aN+Bs5yK8GTsLda3WUUB8u3P8CRyE6vYsKa/HvR+vwrg+hfjvdUfbjg+A9WssKtdrVK1hxgNvNrB3rTY4UwpiVQUToHsWppYDlCOK/GkYgAHox5VfSikJoGBiHtfXUnEQ8nH4Nbujtg3BiGwQwPm9JyLL8Dqc+O2UZWhoi6A424v/O1N3icoJHmvcQRiKyggJ58yDE44wjOdxOtAsR7WQ5x2CM7C+jZ0zteq506tTJrrms+e83TmcNppAKOmioFVfkyBMkEBIHF7UcoHQIuEzz70UTRCOy0Wv7mPZG5PaTUDd1nYJhLtbmNhY7De+aQQPQbByEH51P1yVM4GsTERlodHYsIOJayVDje4QQO/wRUOAx/RG/K0J+me3D4qiYOqWqXht1WsAgM0Nm7GlYQueOfmZ1DdMzUEI2dSoTeSCIQchQRBEPH8TnlVWL1cSwQW2UKM+rHI5Ewi3zQY+uA7IU18o8Rdk5hBjczoIAJCcUAD8csvbqNj8Jv595r/RM7dneusGYMneJbjzuztRF9Rz+7odbjw3/jncPPNmBHlosUICYUfF6Ujt2DtN7Z50HISSJMHtlAzurnNSzIFmFQpZmJXYLcfFMh5u2ix01m84QS9u4nBI8LocCJrCCtvL9tpW5GV4sHFvCwCgT1F6AiEXYWOygo99DwIbhR/PewmIhbFp7vuI1m5HvZKFY5xr0UuqxFFd01tOqnDRLRKT0RyMItPjTHrcxeMlHjpvCg5C7sRrC8e/GAlHZZz73FwAsHRlmkVhjgyL9e12NKAWghpd6sCbFdbLBHQXWlaC3IJcLJu+cjeisoI5m2pQ2xJCYVaCEOD67dq67Dntedzw4pcY2SmKh8c6gO/+AkTagJqNQNlRQKVeHMgJffsSzt8CQ4hxOx2EHF+KuQ/Ztcj2bSqL5AJhTFEQkxWc/sz3bHmCIMnXPRpT0BYKo6GN9WvKaxOYT0xwB2E4KiOkhob3Lc6KS3vgEkL6p6+owJ+mrtZ+a2JlmtGoCoV5frd2nrTtN4FQPS8NDkKqUkwkhwRC4vCCW+HzusX/5uS58yxunNEQ8OV9wNqp7HvJEF1sDNTHj5+E8sZyfLL5EwDA0KKhxh/58q0s2ivfhbOICWyxPauALuPY8Ab1YV7QK34al+jOywAadrKQkIHGCltT1k/BY4v0gitlWWWoaKnA/N3GqoJJ4R1Ms7uEC4RqURTjOnJxlhyEBEF0MGIR4JtHgDWfAN1Gs7C9fqcBA84yjmfl5kuEVV7Z3cvZSyj+cqi1iv3XBEKTuOGxEAgdTuxwubAywFxTEz6ZgLmXzkWuN/U0FYqi4NEFjxrEQQB46dSXcGTxkQCAYIznHiSBsKOSqk5gDjF2p2lBcjqMAmGqYb1WQkaynIFanr4oW16jKiAMLI2/1lwOR5zrzJJoCNizGigbyXJOK4qeNgDA3qYgTnzqO+RnuFGvupnSzW3I97EPpnZapwHAiMsAANPrxmk5HD+V7sUQRzkuGXBg3ETcqdUSjCIck1GQmTzSRXQQSoI4l0oOQi4cBsLx58YP2/T72AUju1qsqy5mivgiTcYRr/0K6H40sHwy8MnNKPWyZQVt8gdyJ5hd0RRA3545agEVAFi9uwkn9k+Qd5y/nMntihZfF6xSesObkQ8cewx7hqz5iKVsAoANn2uTOaGvZ6KwZyvEazbdQhbmkOREuSiNyxTCmlNyELL/sgJUNQc18V7M78i3oyUUxcfL9PDrbTVtkBPZBgX4uR1TFE1UFkVs8/pHZRm/f3+F4TfuPOYCZW6GBz63Aw4pcXhzWnAHocMJyAcuNzHx84MEQuLwQgtztQqbsnC+ff9X9jDsOx5Y/Ko+PKtYd3M0V6a1CqFYCJd/djmaIywcYWTxSOMIWg5C6wecS3VTRNvUh/3u5cB/JrHPeRZVqbgzsmIJ8PaF+vCVU7SPy70egzgIAJ+e/ynO+PAMVLVVIRQLwetM8W0gdz6a3YB8P2V3tlhHnrcwgXuTIAji58ZXfwLm/1P/3qjmQNs4g+WjEkk3B6E/T/9c0Iel2Ni9DPjYIl2HVYixO1N/cSbicGGpz/g8OG7KcVh0+SJkuJPnbQOAvW17saWRvWQ7oesJmF8xH3854S8Y03kMFEWBQ3KQg5BIOdTQLNTtqwNpeJIw4UTL8SZxL7mFEERA78AXZce3sVxOCa3hFATCuf8AvnsCta5iZMit8MuqW2nQBAQaa+COKrjXVYh3AyehHmUYYBYjA/Ws7bZ5JlA8mEWlFA82RMfwfVQAU07rmg3ax7pWXTysUdg+LPMKBRGaKoGFLwCjrrV+oZ0GXBzhIZRWRVPMiEKy2MQWBUJzdVsOz8FoVexj0Tb2AvzCkV1xqin/IMCrMsffynyRBgBAm7cYGb9dyCrVA9pLc6/Eti1kIxLzIjCJHIRWgue26pYkAqF6HF0+TZzUXHJe1REabgFaa4DdS7XJnOrLnLI8f9oi3z45CE3j27lAzXgMomTqy1EURStOAsCQB5A7hJ+csR4fCQJhY1vYcBwTiZhirkNegCeRQLhke7xRpYkLhOp65mewquOZXhdaw7G4SvDtgp/QkkO/oMhBSKQACYTE4UXCMFcuUkX1/7NU0cx8E80s0vM71ZentQqb6zdr4iDAnHoasSjw8c3ss1WI8TlPw7X9U6B1C6K8uMi8Z/Xfc+PfXGoOwncutl2nN3JZrp2hnYbi6ROfRucsJuLlenNR1VaFhmADSjJLkm+cuN7mEGOevzHHSiBUG8Y/M4FwV/MufLb1MyysXIi9bXvRFG7CkUVH4uIBF+P4rscf6tUjCOJQEmo2ioODJrI38us/Zd/rtxnHz+mS3vw9Qmhf2VHsf90WYNX79uOKIcaiwCgiOTAzkwmBNw67Ea+sZPmFH1v0GB477jHraUy0RZhoMLJ4JP51yr8Qk2NwqiFKkiTB5/TpAiHRYTHrBIqNmzSuinEaOQiBeIHhN+P72YxpxOw6SsW56HYZqxg3BNQQwIx4R5/LIUERCh7YsuwdAEBhtMo4fN10+AH4AdzoAk5xLMUp4b9hQIkqELbVAZ/9njnCrMjuApz2CDDsF1oYd75kX/Ru7W7dERcBu55zPMJ6T/sNsPlrAApw+p/ttycFPGqIMc+1lopAKB4vuxyEdvg9bBxzuO/mqhY8P4vlErz6mB62ootDkgz5JgGgrHUNAODrkz7GpEyhX6K+qHGD9UdCNmHmPOecx0I80tdbF8v6FGViS3WrJhrZwu+9Lh9CUS4QqsvgrvJQC9C4k312ZwKRVs1BWNGQoNijDftUxdg0fjKRniPmxkxFLOPjxGRFc/4CQDAqCITqdSqKgwALLxfF5ReuMJlDTMtxOiQmEKqiotUx5vebm/67JO437oLmLyDyMtizPdPjQnMwilBUTjlXoy3cLSg5jDkICSIJ+z8rLUG0F1kGlv2Xfc6yELvMDkKxc9awwzhuRqEevhVJr1x8bbDW8D3TLSTyXfMREFIbWOYQ4yOvBEZfD5facIhG1Qfw3jX6OFYCIRffxLc6/gLEACz1erHN7cKszAzkefPw2umvaeIgAGS62LoFomk87B02odrb57H/2RadXJeQJ/EnRG2gFkPfGopbZt6CmPBQDEaDeHzR4zj7o7Px/PLn8ePeH7GzeScaQ434btd3+N13v0PELKASBNGxqBGSeN29Hbjkv8Cl7wAPNbI8VGYKLIprJcIrCITZJUCXI42/X/GB/rnHMey/+GLKqoIxAEVyYHYGC0m+dMCluPOoOwEwV2CqBGLsmeJ3sfk4TUnNfS4fwnIYsiKTg3B/sX0+8MwwoGJp8nEPIe0pVmAugpGmAckgEF41rkdCwcVuOsA+PFXEJeQoA4QOvEWhCZfJbWiL6jyuVbLxSewYzIiNxlexo/BE5DLMjw3G3BgrbtDHUYlMBNG/JBsINgIvjLMWB/35rJ3cvBv49hG2LurByJdabFfjrCF6+zGmCoSZom5XzvL04cc3E29PCnBBqU5zENoX6uCI4dqiQJiK44zntTO7+b5YXQlFYTnihpbZO08lmG5lioKwg93/ZK+pII76osalCm6iAKVPrsCrinaJqkSLItCIbizFT9IQeoODUDbOhz8Xwi36i381esmF9otDYoGNdKsYm98HpFOkJF2cDlalWKwELB5XOwdqOKpX2x5SloPxAxObLpwSFwjZPrUSPfn9wSpHJT/GjeoLiFw/O0cyvWw++yXM2K6KMUEkgRyExOFD5XL9s1UVY6cpNFYUBZv1CnXw57OHd8kQdbydaa2GOeeSQSAU8xnyjtqAs1mOjyEsPNipDo9xt11+Tz3EwzLEWGg4ZHcBfr8O+NdYTHOG8ECR/sby9B6nx4WHedRpw3Iazj6zE5PDKzVb5dH6iRYpueLzKwAAcyvm4tGFj+KhYx7C9zu/x6+//TUAwCk5cdnAy3BGzzPQK7cXQrEQTnn/FIRiIVS2VKJ7jsXxIgiiY8Dz2I66zuDWUxQFUnZp/Pi+1HP8ATAWGMkqMToKAVZs6/4q5mTk92XxxZR5fJUVIf0lV1FGEUaWMCeEz5l6tXvuDvS5rKfh8wpGg8iwcY21hFvw629/DUVRcFH/izCuyzh08tvnaYzKUXxR/gVawi3ok9cH3bK7oTTTYj//XPn3Oazz9vUDwDWfHuq1iYO7q7wuB6Jqh9fcf5esijrAKCpe4/oa0pvPAZdNts55bIFY5KS2JfX2jlkgNBehsIILCLqD0OjwsZp/LFHuMqHddFToJfjcThzfrwgju+fjF4OLcerfZwMAvpT+DwMcu5CBEAZ2zmZCccsewF/A2mdteo46XPc10Kkf8HhXoLECkGVtXXiIsZxZDEdrFbt/qXiFsMmo6hHxuYR1zy5lL9/DLayNaJXCIBlbvwdmPY5e+aNxu3M3urQ0o9XlwIBGJ/DsGiCrFBh+CQtjNpHh1e9v4qHL8Ljw0i9HIieByKgVlzEd4x/KWbv9wQmDE7rQJMmUTTXUDI8cQIVSCKd5P6jtaDeiKEY9Tt7yFNDwoNbGbw1Fcc4/56C8lolqxTn2915RrxrWNRcfLt2lCVW2cFOAy4v3f2R9nDiBMNLGzg2ArVf1Oq1IyWmDU4w4EhjeLVdzHqYt8EvpC/WAvZiXCIcEyIpiqC7+14uG6etiWvkbT+iN/ywoRzgma+HaGe7k5z13EHJR2zLE2DRs6Z9Ow7zNNfjN5GVaEaSKBvas5fcXHo7eGoqiU5qFZOLQBEInIKlnNzkIiRQggZA4fAgJYRFW1SBFB+HCl4Av7tZ/axXCNjLV/CK5aqGTxvQEwvqgMVeEQSAUBTL+NuYXb7Ew5qL+AACX2nCI8nHFysSd+scv0CUIhGpjWXa6DOIgAEzqOyluUre6T9Jyu/H1NjsIeVU0LqyKaCHGPx0H4Z7WPaho0UMIVlSvQEOwAXd9f5c27P0J76NfvjFU6fQep+Or7V9hV8suEggJoiNTtY79LxoARVGwsHIhbvz6RvhdfgxXPPg/txv9IsK910aws0UcP6vUWM0YEgsLczj0IlGA0UHotV7e9bs/M3x3qqJiLI3cQ8kEQq+6TsFYEBkWDsLbv70d3+78Vvu+tGopMlwZ+Pbib43PVIFjJh8T54a/sN+FeOiYh1Je7/3Cmo+Bz+4CrvoEKB2adPT9Bu/M2ezzwwWPy4HWsHVlUbsQY6dDQhEa8KrnaYxwbAF2AFj9ETD6Osvx46fXP/fslFoeTb5ckQGlOTZjxk/DRT9eZTTXwkHoFqqU2tIiOnclTLlxHEZ0y9OGZHldaAlFEQC7pvxSCD0KMoG15WyEkVcC3ccBky9l3+/drYtA/jwg3AzEQpoIw0OMw8OvhG/gGawwiooY2h1VHYQuRW0LKoqe5gcA1k8HjjjffrtEKlcyx2NbLfD+1QCArjsX4nd8l7kA8NtbfTm7t1oIhGceob8QaDK56M4cYpH+RsDqWMRkBT+W18HjdFhWLxaRYAoxVosLViid4kNqHdxBGMUD7v9gTPUiYPJ64BYWibNke70mDmZ5XeiW77ddrljApKs6XsLzCdAchK2yC58sZy5BPcSYOwhb9bzuqnDJBcJUBToR0SG3rzkI21OkJFUkSYIsK1q48PXH9cLFo/TCl6IrsXenTNx79iBM+WEHWsMxBNR8or4UHKtOh8SqGHOB0GKfijkUs30uFGR69MIlMQV3vrcc6ypZVBp3KPNjX9MSRo9C62dlymgCoWTf9yMICyjEmDh8aK1m/0dfb/27FhobM4qDZnhocWYRc7417GRhvhVLUwqFMguEhg6SeGPlN1uXRxMHAcCpNhxiXLTjQuFxv9MrUYo44wXCPaa3lad2PxXDiobBjCYQpuPssyr2AjCRVXJYV9Z0OAFIP6kchCurVwJg+87lcGF3y24srFyoVd78ZNInceIgAOSooSRtaYamEwSRAs17dWfe4c425uxB8WA8t+w53Pg1Kx4SiAawMNaIO0o6weBVcdmHkVkihu1ml+ovtwAAinUhLHEaqwrGAEImIdChusPlNEKL+Esnl2T9Hpk7CEPREMxVjL/e/rVBHOS0Rduwt9U+zNkqVcaHmz5Ea6Q11dXeP7x/DXNrvf+rg7tcjmsfXSPp8PEtwIc3pDWJQSiw0QnMg10OCfe632HiIIe3+VJAFGicaeQvNAs79509KKXpXA4JUVUgrNdyhMVf3yk5CBt3AQC+jY0AAHQvMAqcXLBoU9hxz0AIOY425iQFgLwexrQ7YiQJb59GArqDUBUIHVnFrOKukLdUdHLyEGPIMSYmvXaKnkIHADZ9bb9NIpEg8PrpwFvnauIgPFmoG3ApHotcjr9GLsF9kWsxs/fdwCkPst9DjUCggX0O1AOvnQZ8+2dDKHqqIhLH7PwEgKe+3IC2cAwDSrOThrXGOQir1gMANstliNOp1P6ICzEMldR0R3tXAzMfZpM26y/Tbz6xd1yIvchR3Vm7v1uBXwudN1dTjkN9gROCfmx5iLX24incCjQJDkIATonNd1WF+DIqNTxpVhQW4UVgtHVNUaB0tSfEWGIhxjz02uz8FUXyLDUvpsflQExWtLBefwrnnkNiVYx5iLFVnkyxy5mpFtHh1/uP2+vx0VLdxMCrlvP1bRVCjL9aswe/mbxMK2ySMrwtYAgxJgchkRwSCInDh1Y1fMJKoAKE0NgkN0geCuZwsJx/0QDw4jHAqycDW2clXY031xhzr/DOFQCjqGbOQajiMrv6ImqnZ9BE6wWKjhB13TeYZn1GrzMsJ3U72+Eg5PtRFDtjEdZI8xdYd0oliXVaoj8dgbC8qRwAMKxoGDLdmWiLtmFZ1TIAwG+O/A365FnnC+Md37TyOhIEkZhYhOW3ero/8K8xQPWG5NMcamo2sf+lQ/H1dtZZ/uWgX2LyOZPhgoQdbjdq2+FwMMBFvsK+1g5zMwaBMDUnVXschFxMNOce5PAXZ4FYwNALUmQZjyx4RPv+3cXfYdXVqzC281gAidNhdM9mndi5l87F8+Of15yGzWH7ogsHFK+1AHvAcaYpNLeXWARY8T9g1XtMTGjey1x9G2YknEzM/+dJ8fR3OiTI5i6HmBom2fSCUGAueJIIMVfa9cf1wpheiV1k2vIczIUEJM5B6LYJazWw7G0Aev63fLNgoc6jFeyaOtO1BNJfuutiXUEvIEcolicqLW5dINRyEKohxg6LdDGi4BJVBEfRpq+ACrWQAnf4Ln/HfptEajbqIa+QgDOeAO6twN6TnsKrsXPxQmwS3omdisr+VwDH36nnWuWF/DbNBHb9AMx+Cgg04NxhzCl4VI/Uws85ZoGwvjWMl75ngnSPwuT3SkkNTdWoZgLhRqVrvCitttudUNDDIUQwzf07EKjXisEUZXtx84mJc9Me3bsQz112JKbcOE7bhrBNVeSYrGBPYxBKhAmEy3br7VRtzflzwSIHIS9SkjTHoQXidZ+ugxAwivVW4bhWtDfEOKYo8dWdVcRrgIt2XPDkod0p5Sp1OgxVjK3yota16c87Lnjzfbel2pgrlIe/cxcp/11RFNz43yWYvmI3vlhlvGfWtITw4ndbUF7TigVbauOK7BhyEFKREiINSCAkDh94fhWrHHiALqQlq5woJhPO7Wb8rXKl9TSzngAeysXeef8wzkpyAnOfYU6S5j16gwYwdtQEXGYHIRcI3TYNFLEqpZrDaobTuI2jSkZZTto+ByHP5Sg0EHhYiZ04C7BOy0/IQVjVxhptJRkl6JPLGmj/W/8/AEiY14on5SeBkCD2E+E24NnhLMcawDqkn9xyeBe3iIb0kF9/HprCrMP3+1G/x5BOQzDCzYSGepvnQMr84t/A+S+z6vHFA4GJz7PhXWwqKIovlJIIST61Q9AeByHvaNjllBNzEIpJzxuCdWgINaAsqwyrrl6FQj9LleFS1zvRs6ox3AgJErI92Tix24kYkD8AAGwdhIqiYF7FPNQGai1/T4WoHMWSvUtQ2VIJAPjPmv9gaK/uuK2kCC3e1ENZ9ytWkQYHAjGcdMss4NlhwAe/YqGsu+KrbnLEzr03xdPf5XCgWTFtlyqcpYLRQZi6OCFOl8jFFTed4CBs1KoY2+cgjCZyEKrFjsJw4eyhpXF58LjgyUOMb3JONU7f+2RWxOj8l4FrjOkDtHalhYPQmRXflhb3XRSCQCim+BFzZaciJojFnP64Axh3K1s10/4uy/PFrTObXnhZ1LgLj0wagjtO7YdnLjEVbUoCF354cZntQlGNkd2Ti40sxFgYIAiEreaCEep934kYZMV0Pj7ZE8PqmMh+9bgexvOuZjPw+f8BrcZ71oThXVCW57d0QYr87t3lGPvEN/jXTFb8cOYmvU+i5S3kAm8kqLlX9SIlbL4XHWVRMDEJ4nXfDn3Q4Do8/Qj7NrhIe4qUOBwsVDwQthYI3YbKyMZ10xyEntQrbvNQZivRc2Cp/pJpt5pr0Er0vGpcD+0zP3+5U3vpDj2qzZyb8pHpa/HkF+tx0t++w2WvLsSCraZnIX82O5xUpIRIC8pBSBw+8MZqRqH171xIaxHe1p32KPD1n4zjiXmZOvUDtn2vf49YiD7bZgPf/wUAUP3940AZe3DdXteAoaEQsPVB6/VxWF8+LjXMLBqLYGvjVjRHmzAcsG/0O4RGp9pw2gb2EBgZDOKhgMc2sXu7ipRoodpCR42/ybcTZwHWGQ01sWrTSUJ89rTuwbbGbRjuKcD0TR9jpLsA/QZdwOZRuxnHbXwU+OcDwK+XJE+CLctAQznQUs2SZ/sLgD7j2XThNnbeeLPZvhNC/HiHPs+Xh8sHXY6lVXplyJIM+wTN3BkTTCZEEwSRGhU/6qFO2rAlwD+GsHvKdV8zcWwfiMQicDqcRsd3itQEavD3H/8OALh/7P2sGFQzE4xQwnLQtUZa4Xf5NaEr3+UDIkCD0wHsS+2mfqcav4+8Eug8HMi2ybclOtdtxMlcpw+NsSD+3elENpq6T2JpOAdktSNptz+5ez0qRyEG5u1uZY6VrlnGDih/mRVV851tqNuARxY8glAshEGFg3DD0BvQHG5GtidbWyYvymUnEH669VPcO/de9M7tjU8mfZKwAIEVq6pX4d6592pu80l9JmHqFibOzM7wYxx24OXd83FMl2PSmu8+c7AcHjxqAwAWv2Z8+Vq7Geh6lGF0fpRLcnzYVMXcLV5naiK/0ymhCSbBVY6wdUjU7lARnYBpCYTCuNxRlOp03MWlOQgtBEKXkE/Mlp2LAADfy8Mt3WQuU4ixQwx09eboKsbwS+PnzUOMowE4Jdb+yQYTxiR/fNEkUZzgRUogR4xt47G3AIteBqrWMAdanulFuxneNj/yl4BPf0FvPk68SqseFq0KeNzlBgD15SgoHYI7Tk3BTW2Ch3jyQjS71YIaLoeEy49Onk9akkzvrNQctJvkrsg3VyEWBMJP5GNxgXMucMxvgPnPAQDO2/YI7sD/MMRcNfmz37E+R1stcNHrCbbB+nyatoLtK6/60Akp+jnZElLPb97XCLew55g7U+tXOdT7uqcdwpvHIBC2R7gDEGNOuoIEVZ1F2ucgZCHGjWpxIXPuUJfFPYGfq63qPkyn2jkXCK0chGI6huHdcg3TiefaOUP1532vTkzg5aHL93y0SvstEDGKe/x84CzaWodj+gj3U74QyQEt8QM5CIkUIIGQOHwIquEUogNQhAtpvFBGj2OBHhYNd1FwG3AWa/hyRFEsGgL+XAKxc7MrrzMABae3tOL6xiZg+GXs7WqggYlTDTt0F51NiDHPQdgqh3Hx9IsR8oYw0+lEiV0Ce9FBqIYGZEhOQAGubWhCr+7jradDe4uUcIFQeBNVPpf9z+9pPx13q8gRwGGfI0lRFEz8eAICMaPAlrPyGfSKRFEUi+H3oXpIrTHgiz8C5/zNcj6zdszCvCUvoLh8Ia5vbDLanSVnfB6NrBLgth+0MG0elpbjycGoklEo8hehOsByHqXiIAzGSCAkiP3C+9cYv5/+GPDVfUCT6m748l7gyo/aPftANIALp12IfG8+3jknxbA4MGFwXe063PrNrdqw4UXDccnAS/TnUXMlonIUoVgIhT795VW+k92r69PIh5YynePzzWqIL6Yc8YIFALjVZ9MAJ+totMdByMe1EwgdEOYp9HQ21DHXjTmFAxdWg9EgVtesxtUzrtZebG2o34BPNn8CACjJ1F/e8BBjK4EwJsfw4ooXAQBbG7fimx3f4NQep8aNl2j77pl7D7Y3bdeGcXFQZPau2QdHIBR7iwcribyYA3DXYva/x7HA9nlAoM52MtEpk5liL8LvdsJnpaRv/oZVtE2C2KlPJ8RYFKm+35h6zkOXQ0JMPSYNmtAQL2q4NAeh9bVV1xoGD2ouV0oNgoE+D7Y/29QQY6+4n8beknhFDQ7CPABAhqS2XSzanM5EOQgBYMQVwMirWMhx1RrW7k0mEPJ0EWKEDeKPU46a701vS6ptODHv4ZqPgEHnJl6eDWYH4VY1RPOuMwaklPPOISqEkSBQvw2tjmxUIzfeR63ezxyKDDfPRNvnFJYy4rvHAQDDpC3otnMPMPlOYNILwJFX6Hlt68st10HLQWgRYizmn9MEQujnZDhqEggbd7L+Sl4PQ85EoH3C274UKQF0N2+q+QcBY77AVHFILBSbh/fmm3KHiiHGvYvYNcL1Tu4UTSX/Jd8H3KlolYNQnA/fbisns7hP+DkQisrYtLcZG/fqochcNAQQH04MXRTV4NeY5FBFQlAOQiIlSCAkDh94I8EX/9YTQLxbwpdnHWKVIYQS9D4ZGHUda/zuWWnMX7j5G2ji4Mn3AyfcBan8K2D2XWjsOx647TXEIcvAI+r8bd6gudR1+j5Sh5DCxMxKlxMlPjvhU7gM1caeQ3IACpAjy/pN3QLNQZhO6K9VLscW1UHYbYz9dNydFw3ZJ1FXFPz7mW4IFBjDOfyyjCanEyuc7Bgu9nkxd0cFsHMhANbBf3nFy5i6ZSpqAjXol98Pm+rV/F8Feejs8GBC/hCWU7JyBbBHfaPmzweyu7CGbMte5lTqyzqJXCDM9mTD4/RgUt9JeG0VO6bFGWIxACNabi0KMSaI/YMYynjO06wQ1eBJwPTbgS3faKFc7WVl9UrsbN6Jnc070RZp05xncTTsBJa8ye59Gz7HrblOrFOM1/nmhs3sA3fUdBtjWdE318WW0aje02xfbO1vxOegjYs9pMTgVBS41Mcbz0G4P0OMuVuPVa1l4zZLEv66hDkxBxYYHaH8ZdbDCx42VJcfkD8ALZEWbRjPQwjoAqFVwajvd32Pnc07te/iPFPhy/Ivsb1pO/rm9cV7576HO7+7E9/t+k77fWQwiKU+H8oby9Oab7uJ6kUNDloHTnQQhltYW6PraCYQJnHQT73tWGypboFzpzEU2S5rgMflQAaEeY68Glj6llEcSoDoWErHvSQKGeMH2j/3raZTFD3nm8shxeUOBESBkG14TFbQ597P0TnXhwX3nIL/LCjHcXJ/jHJsxG6l0LISMp9HvWIS9Mb9GjjuzsQrapGDcISkFoLh1WzF0QVxJCKGGPNrrGwka9vyXN4hY540S7gD0BSh4zCJSNqx0KqpRuKXkZt+6CvHHJ67pZqJnn2LUqsuL0HIQfjRDYAiY4+vJ9AmxTf3uUCImBa2C6cbOOluTSAc6tiGPnPfYL9NvRXoeZz1gtd8wvJ+TnpeqMQcf6/eKYRM53ligAwEhSIlt5zUl33gzyleDCy3TFhfNl93ijkARUSxqz0OQv7MSEf087jaIUTy66nVOjWAuHwuxvFp2sKpOwj5NH/+jDlNrUKMRVGVf7Z6wTFUcJry+YQiMn79v2WG8WQhlUFta3y/Ly4U3pCDkDuG9edLWziKDXuaMaJbXtoOfOLnDQmExOEDb6zadbTMNy9PZrxQVdAbGKu7QeBwAuf+HVgxBfj4JqO1es3H7P/E5/F5XiEef/d4DMxnnRqr6rZsfmLBEutGPBcINwgdzwZPhtEpKCKKnGrHtll9iHeOxmzDyIB9dRAK6x9MIs6K62kjRtYEanDyeycDqjj4SHUtBl76Efrn94XT5UUgUI+5u+fhzsWPo9HpRASAO8DeOL+34T28vloPt9DEQZXJfcdgwjmTte+zy7/GlE0f4JnxzzGR9LO7gMWv6lXxYBQIAeD8vudj2pZpKMsq01yCVhhyaxEE0X7qtgE7Fujf71itu1HyujHX4F97s/DjWMT+HpkE0QXWEmnRBUI5Bqz+kOXzq1wOzHwIaNyJ9R435vr9WKfkadONb23Dt5kZKN8wFRjxa73D7PZrbmJ+bwAAr/rsCfPn0i3z27XuaSM+B232V1iOwqsomtCkhRi3o0iJrYNQDFtWFEQAnNe1M9qibfA5fTi528mG8bmDUBTy/nbi33BGT1aAa2fTTny+7XOc1uM07Xer51tzuBmPLngUCyrZedU/vz821m9EWzS9qvOLKlnY5y/6/wJup1t7TnAera7DOd26aKkqDjiiCHooHIQAcw/yarlJ1mF4tzwM65qLaSaB0A6P0wG/xNoOf/T9CX/JV88rq7QvFohCXzqVTUUho1NW6tWh+fJ21LWhJRRFn6JMS+eP2xRivH4PO18qG4NQFAV+txNZYNvYpGQg0yJpoyZowFQUZ9S1ugBoB2/LRAJaIY1W+JCHVsv2nFhsQ3MQxiLxubKTtPcMZKnCaz9jMT2zEKIJM+YoFjH/4T7kpXWr84+oIsrynQ0AgD7FqQmEkNRXHZEgsG4aAKDOVaL+ZDrn1JcuTiUGt+rK0/bZqQ8DMx/EY+43jNOsm65/Fvcrr/zc/wy4u5zJtsFCIOQ57M4eWooJ3gJgte4gPG9EF4zolqeuh/pcCKvCa3YXrR/Bxcx0XLgc0eVmFn9TgYuv6TmA0xcyudBVpwpo5nBm8f7BXX/mfIJW4cLx62bcDivR1ZCvVRVYzfevu88caNifXnU/NwUj2LCXXRt3nNoPz8zcZMh1urkqXrxvSSQQWlQx/sP7K/HZqkpke12IyDKCERnDuqR4vRA/a0ggJA4P6rYBu5eyxk5BL/vxvLl64nhPRrxAeOFrlm9N4/LuKQqw8UtAcqKt78l4ePqFaIu2YdEe1mlw24RuGbBpQHOBMCKELocSvZkxCISssVev5mnKk2XbUGZxPdsnEIoOwr3sfyIXjFPd1zYNxg83fqh9HhEM4bwJb0LqOlYb5vdm47S87uiz8V1sadyCRqcDndROEc8Bdc0R12BH0w7saN6Bm7IH4bTZ/8JxvXtjVc1qVLVVoZO/Ex6c/6AWjvbehvfwy8FC3hshxEUTCN2s0d09pzu+vPDLpDnKuHhY2VqZcDyCIJLw0fV6ZUwAyOkSP05GJ+YwDDQAWQmKJCWgJqA7oZrDzcwhHIuwYgubZ2q/NTok/K57byx2xt+7b6tvxLeZGdgUbWEvj7hQ4vIjpKa18ArPG7dDvc9LAPqfmTwM70Bg8fJIURSElCjyFUV7CdQeB2GyHIR8OHcQfpqViSoXe7Z8NOkj5PnyDOObn6kuyYVBBYO0791yuuGm4TdZTsPzFgLAtzu+xYxyvcruSd1Owsb6jWouxNSpC7IQWu50FKs1F0Wj8Kid2bSerfuC+ELqoOUgNAmEIy7X3VztXAe7po7bKcEPdh1FHD6Aiw18u6s3At8+Chx5JdD/9LjpRVEhvRyE1p+TwcWs8tpWdf2tJ3aaQoybAvp52NAWQSASQ7bE2jnNyECGRfEDPu86xSQQipWL7eDhpNGAGsKp6E5NKwehoUgJdxRF9RBjLhDy6zWV64oLfKYoGbPLTNN6nKZ5hwWhI5yCY9EGt+o2i0RlxGQF22pa4XE60KMgtWJDElTndP02bVitm6WjiXcQOtVpZF0gVNvWsbLRMNyZMwqNLnrAer9+8Cv4blwBwDoHYW0Lu366FWRAamTHmOcgNAhp5nt2VpG2vloOwn10EDrb4Tbj2m86169VGG0y+Lqt38POS3OIsVvYV1zA46sUTFBwJG45pu3g7kMRcT4+1UFovpeYl8W/cwEw2+tCl1x2nceE/bFRFQ9vOrE3JgzrgnOfmxsvEPLnl8MZV8U4Jiv4bBXr5zQL063YZUwVQHRMDkDyHIJIH+l5NRl2ZpHBFaEoClrEBoMhX1+WLlppM7IR08xhtYF6JjTm98CnlfPj3Acum9AtAzZuDKd5nQDEYiGLMVU8euNlqxzA+VPPR5USRoYsw6coiR2E6nbtc4hxndogciV4W82ni1pvS21QbwD9tffFkAacYTked2o0uf2aa2LJXiYinND1BDw7/ll8POljnOnIhRPAadksbOKU90/BjG0zNHEQEMIBubAphCs1h5vhc/q0fQSw45pqEQO7xPgEQaSGVGFyF1ndy3gntmUPsOELlhg+FmH36BThFcsBoOmDa4Ct37Mk+1wc9OcDA87BrHHXWoqDI4tHov99NejmzkWty4mNNWsFB6EPIfWeJzoI+YugKCTbUN8DjsWLLJ7Xz7OPDkItxNimI2jIa6goWOBn++bxox9At+x4sVR8pg4qGISvLvoK3XMSFw7gwqZYXOWHPT8YxumS2SVunFTg+8mrPq/F9XMAcKvbn9azdV8Qz/eDJRDy4mScfqcL4Z/tWwe7/rwkScgQBUKXHhoLAHj7Quba+vJey+lFh017cxAaBKtAPfD3wcBDuexv+WTDdFxDqGlm6zyos/XLUx4Syp09DW36+bKnKYhQVEY22hBRnAjCYymOWDoIs0qTuwcBXSBUqxhnIQCPFEOFZF2ITXRBxhT1WG+fx1IvAIKDkLcTUzj/uUDoNQqc5m2NcxDGLByEqYQ028DnH5Vl7TiEY3LKbjeHQ2Kv9YN6O3JBNnP02QmEDiWm5fXj+6yhaJRx3ON/z/6HmqEVirDZr/6tXwCwdhDykNLCTI/WDg+BC4TiupmeR/58rW+0LzkIjQ7CtCfXHITpaIvtCXuNmW5Cfo+x3WFwEGoCoSmfoEWuUDNmkTQQjm9beIV9xgVW8/3LXJmYr9MWNYfmyQOLtXNYDDHeqobQ9yvORpaXHfPmYCoOQjZsgyqgFmV7cfOJfTCsay6yveQbIxgkEBKHFx7jm75/Lf8XjptyHDbUqUmQRcdgqDneQWgnppldc40sd5GSW4ZvdnwTN7o7lVA32xBjC4Ew0XyERNIf1q/WRK/CGE8um9xBmJZ7wirEmIeImBp4Bvi+jlk7Knh+rpNa29C5dITtbHiHLOTSGzn5XhaWnOUWrO1qFdHbe03UBv1xzh8N89rbttdy3WJyDMFY0D4XWQJyvSwsJ8OV/rTpEIlFMHvXbLy26jU8tfiptDu4BHE44zS/FDn2dusR+QuHWU8Aky8BXhgLPD0Q+GsfYMuspMuRFRkfbtLdy4HajcB/Jup5Ss/+G3B3OXDZ/7CtQBeuPA4P7hlzDz6e+DFeOPUFAMD4giEAgMWNm1mYGQC4BQehcG93q/eciCS1OzR6n7EQJnlqBK+iaC4V7o5rV5ESm2aioUgJFGzwMMH0qKJhwKJXgPeuMoSPig7Cnrk9UZSR3C3K11t8vonbcGzZse3aNoDdfwH9We+S9H3pVKA5CMOxMPDhDcBrpxqEg/2OmA/wQIcYBxqAv3QHVvyPfb/ua+Du7ayasFURM5W0zDwW/Xq/pAqETr/gfAsCLVVA4w72vbUqfkIYO+Pp5SAUXE+8Y64owH8mGSurf3Iz0KYXZuFiE3fYdM4VxLpYlJ3fP7yqOwhVx1edIBDubQoiFg4jC0G1grP1enORcY3cUx9YckRqGygIhC6HhFww0aBFsoikAXMNcbQchKv1+6fWBrd6kWwHfzFrKopiFgj1HITqORZpA9Z/Zixusg8OQo+Wg1DB3iZ2rg3rmiBtTmOFfp8HdxBCFyyHXYJqTxf1N9OxU7dBUqJwSdxByPZZdUsIb0SZsIjL3wP8apma7/8CLe95TIhmErdhOytiIgpBHB4ym5/h0Zy3ukAorJ/5uRCLasOckpqDcB+LlLQnByHforSu33akxatu1tsex/WNr5AuCnT8nNEKjqThIDQLzyGLwjIGByEvUmJSVysagqZp2Hi76tnzs0dhhrbOom68raYVd7nexaSZJ6LTmjfwuvspuIVoCgDGKsaag5Dd2zfsZdftGUeU4I9nDcS0Xx+H2f9nTA1CdFxIKiYOL0yN0pdXvgwA+GjTR7jn6HuMHbHcrvECoZ2YplVAVuffyKpnPugOYv5uljvK5/RpuaZSCzG2cxDGF06Rex1vPx8hDKRO1h9snTSBMEGREkc7ipRYhRjzzlUiJ4yWk8baQRhQG9vntLYBpfZVOHmYXsjpZg4XRdHWP4s3MGVZe6NdmN8XU8+bikmfTNLm8dSJT+EP3/8BcyvmQlZkOEyiJz+OiXIN2sGFwZCcwPWZJg3BBryx+g0s2rMIG+s3ojSjFNWBak14AJjA+psjf7Pflkn8vGmLtEGSpHad4wcDp/n6MYWcapQdyYoMbfhMH9amNnJ3LAT6JG6w7mreZfiupXNYOYX973+m9tu2RuaUfv301zGmc3xBpmH5A4C987C2cTMWffk7/LFbGf4abYbbIsTYJYYYp/K8OBBY3K+5k9upgN1HcWByEGpFShQFwVgE5W4XsmMySt25wIw/sJGOvArox4pGic/UPG9eSuugOQiF9d7SwBLv3zXqLlw84GLM3M5comIYsoai2NpV+L2XP0PFEGMHFHjU7mw40gqsf4/9MPfvwKkPpbTuSQm1AJ//Adj2PRMkxGIdB1IgrN4I/O9iXZRxuIGigXp4qMPYibQipf69hZjIQ4yjDh/AxYZIANi7JuF0ALC7QReb08lBKI6aG9wFfP4i8MPL1iO3VAEZTMzhgsF3G1gYdqGYv3DPSmDtVGDtVLj6s5cYPMS4XigcUNcaRkawEg5JwR65AHbwZTVBEPVyOqe2gYIT0+mU4FPzPIZg7T7M8ev3jBgs2stccNRCjFMQCFvV6BFe2EQlqUD46R3xTvF9EOFdQoGPoFrttclc1ZVTuRJ4+Xhg0ATgkrcBCPe0UBOTAz1ZUFQjuV2REkmW4ZXUa0Xtn9S3RvBI9Ep8UvArTOt/BrDu0/jlc4HQJIi6di8GcEWcCw7QqzJ3K8iIcxAaRDfzcyGvmy4Q8iIl7VDexBDj9giM/NpOR1tsjxApMqZX/HUnumi5W09qRw5CsxOwS158W0x0EHLh0nz/Gten0DiNadl9i7O09YsJ1dLLa1vxlmsqEADcs+7HKU5gd2gaAL2vpAvQUpw7fFsNO7l7d9KF/UxyEBIq5CAkDhu+yfDjAW9Yy/kjFonQEoiL4ps/Pz7E2M5B6DS9FW/chcU+Lz6OMAfa1YOvNjgaUhIIbQhYdFRiQy+2n0DogHmFTnQhf1WUwMvP3Q/ty0EorKecXIxMlrS6bTertuWXZaCwr+1seJheiB+TYCNCqmvAt+hV4JPbgCmX6RPkdUfv3N54++y3temP6XKM9vOsHbMAhxP/zcnGqRUfY3P9Zq0CcXvEk3ZVhk7A9C3TMWnqJLy55k2srV2LqBzFrpZdBnEQAN5Y/YYhl9qBoCHYgD8v/DMeW/gYORZ/YlS3VWNR5SIsr1qOCR9PwNH/Oxrj3xuPypbDM1emUzFdP/586xHNw0+6Fxh/P/vcuCt+fJXZu2bj6hlX48avbzQMj7tq1dyAUTmKdXWs2mCvXOs8t0Py2H1rmkfB9Z1LUONy4trqb7UqumKIsVvtmB/aEOP4591Ly18CAGzzuPUQY7Wpl04+JwWJQ4xF8W5LpAGyJGFAOAxJLEqzZ4X2UQzhTdWdbXbIL69arh3D8/qeB7/LbxmGDACo2cRccotesZw3v7/z+73oEGIhxuxzRBTudhsrSmqEmoFwGkVSZj4MPFHGHHxNFfGVfA/kvfmDa/Uca0MuAn75gTF3nFWEQSpMvx2YelvCUXiIcUDy6ULUkjeB/56nj2TTlukq5JFLRzQQXT7Hrn7AKA5e+DrwUCPQ/yz2XXCymcMHDaF3AdFpaHQQ1rfp63/neytQ3LIWALBNsRf8REdRffYA9qFr/AsMS3iUhJqD0Ae2/Ihk3YYVhZ2oVRdQrRyut/eStC0X/AvYPpd9Nr0EMgsocQKhKA7ytmc0taI1VohVjEMR1n4+oouNg3DD5+y/UDiEr60S1EOmNQOWeXrBjeXhDkK1Pc7ESQndStTIHKu86LEw8N2TwBNq1eYexwEuHyQ1F2TMwkHIc+oNKs3RHYQKf8GRQCB0+4UiJe0PMRYdhO0RGHmIcXuv31TpKxSl6Zof3wcQBboMNfyY7w4e7tseB+G1x8a3K7zCfh5Qmh23fADwmL6bl901P0O7H3HhOByVsbeuIW55zYp5ewVV1lSkZNUuNr3ojva4HJqrkujY0FlAHDbcUVKEj73AV+VfAQC+LP9S+413VgwCocvHhD9R1ErmIBRCjP+VxxoONw27CXeNvktzEgApOi1sHnKF/vjQqZiUoGNWPFj76PXqjZmCFEKM+TqnJRBahY5oDsIEeTe4eyZqLZzNjbC3yN7OIxKKmlqIMW/EvHgMQs3MfeiZ/09g+dvAxi/0CXJZou7hRcPxztnv4L9n/xc5nhz0zu0NQM1D6HDhqYI87I0F8L/1/0OwRRUc5fTCzgzrlyhvZAr8uOdHDH1rKO6dey/qgnU4q+dZ+HDihzi1+6naOCd1OwlTz5sKgHWCT37vZDz5w5MHTLy7e87deHfDu5iyYYqev5E47FlUuQhnfngmrv/qelw540qtqE9LpAU/7v3x0K6cDQ7zPcnkLtGHCwLhqQ8BJ90NdFdfAIT0Djva6gz5T99a8xaWVi01VMUFgLDYaL9qqvZxxrYZ2NO6BwPyB6CTPz7sCAA6Z5RaDr9pJiueYQwxZo1qFmJ8iARCi2eQWMCDizyaM8bOnmVByg5CKNgYYoJJ/3AEmPOUPlLNJmDnYgDGl26ZbosOswXc1cefx0urlmq/5XiYqOVw2LgjZz3OhDfuZjTBn5maQCiGsCqscexSFITF89iq4m64DXhhHPB4Z+D50UDF0vhxRNrqmBOR0+904I87gRu+BS5/nw1Lw+mZFtEwc+sCwAl/AC56Heh9knGcBCHGtsQiwJJ/A8vehl9R95FF84i729oUj32+YxtBShTo0hE3RKGvpF44Nr/6Ahh6kbpiartLEGrN7rdj+wn3DCFPnpj3DjA6CAFgbzVzIEqwb4uIgsHcMS8AE59nxVpSwa07CF0OCV71FUlYsq7YLIp2UasgMi7c8ntaMoFQzBlpqppsFoK0ZVulZCgaqK5U+9tdWj7ImKI5CG2FHvH8nvsPAMI9gJ8H3mz7FyWC09ajim58f7aF2Pe8DHU7iwcBpirpaKsBvntc/37Mb9i+j7QBUOIEwoa2MCobg+iS60Nuhltbx1aw42x0EJq22eXT+kkOzUG4b0VK2jO94GVLmXbog4Zr3muRS1AsUpKrFjDh+29dJRNhUymkIl5LF47sauk69FiEGLtNx8ccciy6DgEm4PHdzX0jlY0BZCvxedIjimkdRAehqUhJq3qe5mYYr0erSutEx4MEQuKwg1cXXFCpOxG0/EIWFX8NLkI7YYo3eqNh4P1rULXoBSzzeeGEQ6uc6LEIDU6IjUDosch7J8sydrfsxn/X/jde/MkQLPBCCFsRFwjTKFIyZ9cc7GzemXi9RYfA5pnA3wYAu9TE7wmrLSdOWl2n5jaJDDo34eJ5JzvIt6upQgsL9JkdLqOuM3wdVjRMqzp58/CbAQDVgWrA4YKizqMp3ITgohfZ/OrKE66LFfvDQbi9abvB2fTMSc/gryf+Ff3z+2N89/Ha8GA0iJIMYzLxt9e9jVU1q9q9bDs21m/UwukBIX8jcVgTiAbw4PwHtaIKACvMcG5vdp3xsNnDDadi6lha5GYFYHSdlAxRxzW5V5oqgX8MAf5crBVWsBNGl/jUDvNNcwzixzvr3mGDh99k64qTXB78qsE+xM0niBo812xUgv22HXDit4OLnw9X18YJTek4CPkzNy73lopYpOSBWvasHhAOQxLDRVdMBl4/FfjgWqODMMXcsNwdyB2Em+vZS42JfSZqx5DnDowTCM2uPBP8/s6FS0l4VjjVrqxHAcLiuWL1TNizUstpjJqNwPTfJt6o8rn65/urgCveZw6+sqOAwj5s+IEKMa7bwl4Gdh2ju3TNmFwmKSHkDewGe0czr64bkN16+41z+0r2skCOWCY7FEW09KoYs3ElyJB5B/n+aqDHOH0knndPCPcUl3feiC4oE8MHBeeb2UEo5iAEAHeYnYcr5T626ygKDaGMUmDklalXgeBREpEgnA4JXok7CK3bs6KwI1t1AbnbLZ0QY443x/DVPsTYok3L82BbifApIkkSXA4JYcFB6HXb7EexqvDMh4BoWGv+KlwA9uaA63Rxpxy/nykxbZ8HwfZ5S4h95+40ZJcCv1sFXPCa9brc8C0w4EzAnQEJCryIxAmE3D04sHMOczLXl0Nx+rSwdFciB6HTA0gSFIdLcBC2J8R4/zgI04kaTudat5rGZ3H8xWs7128M0S7N8aW8XFGItNsf4vXG18VpGjfeUWhc5/wMj5ZLlYcYb61pRa6kCoTdj4EySM3VHvfsEByE3CkebAAAhFQRvcwUGk1hxgRAAiFxGCIrMmbtmIXPtuo5qTRRTexY8M9iHsJkVYz3rgHWfIwpOVmQJQkXdT9N6yCIhUkKfPb5YjTMbwT5apkbvmD5ka754hr8dfFfMWXDFOOPnfqz9e4yEkFBBLisqSXxNkHv3ETkCBZVLsKt39yKe+bcEzeeoihoDqthEw4X2iQJy0NV+Hj2Q5iYK+HFvBys8bhRJzSQZUXGjqYd2FC3AdubtkPhDksb4WyQ2jjqkmffEAaEHIRCA5gLhJ6hlxpHzu9hO59cD3tb3RRuMuyj5nAz6le/CwBw8kqkabCvDsJILIJzPz4XETmC03ucjoWXL8QpPU7Rfu+cqYca9c3ri0x3piYSDu00FACwo3lHu5adiNm7Zhu+t+xDMnDi4HHK+6egoqUCwzoNw4wLZuDBcQ9i2vnTcELXEwBAv64PM5zmjqVdTi3RQcgFEvPLiIofAV5V/HPmCLPLY/dhdhbCV00FOhvzoK6pZcLVyOKRCVbagzvqG3BOi3UFc9F5aHAQmnPhHixMPa1ILIK6YB1yXBm4oKVVcwpwMS8dB6GihYPZFClRhzcKLs+jg0HLcbH1e4ODMJJK4QPoYcmxLd+wUEaVUSV6lVDbEOMkLmxD4ZnKlXCs19sbDlW09igKIpKk77WYhXDHi+F06s/+V61ny27ey4qBiOux4l3gPdUZdupD9kXWDpRAWL2e/S8aYD+O1I51aNZfNpUo9mkyMhBCm+JlwpS47T2OY896TZSKP3Zi3rB0xAne0S9EMxxKjB0nl0k8015IROOmAyzykYkhxqYqxmKIMQD4Yuz+3Ah716zLUEgl0dZYoBUpaYPLqTsII47kAqEiJXIQphhiLGISNc0aiy4QWjgIe5/M/u+DgxBgxyMaUzTxw8pBBoAVKBHZvQwSgCOkckjVLI2BIcQ4TiDU3VheNaw7pFaF/nAJm/eKXYID3p8PZAnRRWVHAdd/CzzYwD4DWp/Gh7AmpnHWVzKheWBpNvDKSQCAWE5X8JdECUOM+cpLTi0HYXvCSMXroF0OQm1fpn79tqeKsbgvLB2EwrrnaQIh+87Pmxx/8jRT4nLs8qIaHIQuaweh+ViYRW2f2xHnIGwNRdFJUl+CZRRA6j6WfTa/2BEdhJmqCN9ag8rGgHZ+5mUY7xWZHvs+J9FxIJmYOOxoDDXitz8a38JrCchF8Y2HVrj92hsR21xQfHjjDtQ4HHg7JxsORcElR1ytjSKGGLsS5ZS67F3gx9eBsbdY/uy2yHsnKzIqW9mb9ao2U5U+SQIeZA3OwOz/AwC83G0icrc9r6578hDjcCyM67+6HgCwonqFYZxILIKrZlyF1bWrAQBdvfnY3aMr5IZFgBOA040XPHl4IT8P+PIKjC4dDb/Lj9U1qzU3J+esokLsWfksuu6ZBZ/LhwxXBi7odwF65/WGS1EACfCYKtmZ4Xm8wi17tGEhSYJXliFd8DJw/kssZAsARl5lOx9e0KQl3GLcR5E2LZinyeFg1SEzrUMKrdAEwnY2VO+be5/2+Y6Rd8SF05Vk6o7BQj9LTvzSqS+hNliL5VXLsapmFZqSuF/aA3ea9cntgy2NW9ASIYHwcCYYDeLmmTdrAuAD4x5A1+yuuCibhcXx86otmr4IfjDQQoyLBgLH/BbocqT1iKJAmM0qRsZ1ToXqolg3DQjUJ0wDUScpEIOFRTGcX3OWOD1wAPhLdS3+Ul0LGcDwXt21n3/R/xfaZ5f6LIoCh04gNLn76oJ1kBUZJWpVeL7/uAswrSrGSBxizIfzZ0ROLIayqM0xCdTDJcynR479ix8R/hyObvseWDYdwZOYo7wsq0wbxxyGrG9AYoGLhxi7Y1Hg5eMh5efp88zrDmTWwaPIAByIAqwUgPhyTJaZ2LdeLUAw/n6WW7BuC7DyXeATtX3gLwDuXMfaK8v+q0/P896JtDf/X6rwfGs8nNOKhCHGqgNIiQF1W4Hc7qwDKlQDzoLN/UiW4ZMiqFFyWB4tsZ3E0w+ILwZMYftuoTPuTNVdB91ZVSyprr+skviRLAq3iSJC3PJaquPmzwXCBtVB2DnXh8rGIPyxFsAJNCkZOKaP9b1HdBSlXZRBqAbtAIQchNYCoShkyFZtS/7iPdUQY073cXGDJEmC0yFpbjjNcWXVvs5Rr+l9yEEIsOMWCMe0irKWIcZrpwKbvjQOe+N0PC8NxRjvKkDVB+HNgm1grHCtutlTACGFnb+FWWzfx4lwolv+hm8tVp4dywyEELRxEA7qnMNChqNBtJ72JPAf1k51JBIIeRVlhwtO9fxIpQiHGY9z3wRCbfXScRDuo0Bo5SAUf+cOQj4sqDpPzSJesuWYw4Q5ViHGZjHRZRYITcdGkiTtvsCF48zyrzHF82c2glB9XopLqyQo3ELF8/F/+14bI8dnPF/IQUgAJBAShyGvrnoVANAvvx+uHXIt7plzj+AgFPLWcAef6Cq0LVKivw2aneFHwOHAxEAE/YqH6rNzpigQDjiT/dngtghV3tOqi2GJCqDoxTWE7UzkIFS3a0PdBttxFu9drImDALArVI9sWcER3nz0aGnAj44wZEgsqT2AxXsW285rRlYm0LIdy1q2a8O2N2/Hc+OfQ0iRAQnwJhEIuQC3zeNGDMCjnQoQcDiQ41QfXpIE3LYw4TwAQSCMtBgaRNHWGgTVh2n/cBjYuxrYMgsYdgnLw+LNBn54hVXBHnND3Hx5GCGvhJwqzeFmPDj/QXy9/WsATEzoltMtbrzSTF26yHKzbeib3xd90Rdra1lCczGcdH8xbcs0AMCQTkOwpXHLYes8Ixij3xmtff7zsX/GgAKj64cXemiNWLvdDjUOXqSkdBhw5BX2I4oJ3Pn93VwQqdaUL3P3Mi3s1IqwySG0q4UVOxldOtpqdB3TvdsBoMxbgAo1x54oLvIXQSwH4eHhIOTPjwz+zFArQ7fHhaGFGNtMywufNIQaAABDQ8I9a+gvgJPvZQUP3jgDqN8GtyBO+i1c9lZo7kC1c96qvjjJFM6ZuErHssxCfsvnJJw33z7nt3+O+02CBGSVwK2wMMSwJxPucKsx3HL3Ul0c7Hk8MPBcYP5zTCD8RHh5GKgDdi5k4e5iUQYrF58pR9R+Z8ci9r90qP04SUTKI6RteGrnb4B/1kKCWi9zuf67VV4sAGpuNRaGKSuKsS3HBUILoY5jcBCmoTA4NIGwQV1BCyezOS/zttl4fe/luMNxIzpLdTiuJgNYs4W5RTfM0PM4QgwxZufT9to2OB0STuhXhHd/3IlssP3Rs6wLrrlkhOU6GsXPdgqEqz/E0PWf4xTHcABAxCYHoSjsxKy6gPx6T1KUDgATh705LJz/8nctR3FKEmJQ4JAEEcuqfZ1RwJaZyovZL+8DFjwP/G4tkNMF+PZRYNHLwKAJ+Ju0HTFnFKfNWIWLfQFs3DwemHcycOxv9XV+z/rF8xjFlNolkYNQLFKCMCKKE0H1kunVid2fzhpqymlrl3eTo/ZlMh1htJoEwnWqQDh+ya2sQElOVyg9TwDA2psGIc3cZ1BfYEkOJ5xqmH97RCBRuEqnkrgZu7QVVrQrB6HB2WcRYiz8zvNE8uccF5bdrhRCjA0CoV2IcbxYaR7XvC+tXI98WVxsP2aFkPszs0jLMSmZi2SKDkLhZQKv1gzEP+PFglBEx4UEQuKw4O6i+Derz41/DqtrmLClNf7FBOA8n4LYqbMtUqKf6ptUIewoh1HIMjgIrUIvUsRKXNzepAtqL698GUd3Ptqys8orN/vFKo+JqhirYuPaurXaMHPl3rkVLOfRrSNuxQV9L4Bj2xx0+uA6SMOPB3bPBFrZ2/ANbjcu6toZud5cPH3i0+if3x9bGrYgFAuhf35/3PjRJIyrq8DQYVfB13s8WiItuHfuvVpeqLDqOPHahF5zuPjlkxXMzvDjw2x2HJpi6b05znaz5SyrWoaxNfr2B9qqEVD3mU9RgP9MYj/MeyZ+JqOuswiLccAludLOQfjp1k81cXBQwSA8MO4By/FEgdgc8qeFjKcT1pMConNoUOEgTN0ylRyEhzFiePuVg6/EpL6T4sbRHITtCKM/GGghxsncdQVqWHHxEcLEphDj7fOM00jOxAKhSbDb1cwEwq5ZXROvi8XLnZoI65jxohgclyHEOM38tfuBNR4Pnq34HJmztsLj9GBgwUAML2LiQIbJtcw7ZGlVMeYhxjaZaHinYlkVq+ybLToXPFlAQW/9MwCXIDjxFyMJFg7MexbOdf8DPGqeR0C7Z4nTcydjTI4Bqz4APrpBL7oF6O4ZE7Iis2nVfLWOnM6AKuY4JSfQeTg81d8AAMKdhyFz+wKjm2rmQ/rnS99hLyfFZQ2/nA1b9l8tbyZqt7D//7fNOhFXewqEpEqgHmjaxdpIvU6wHy9RmLOi4DPvfUAC/ZILYnGo96k2xcv6rAYHoep4tQj15bjbmYOQd8bzoD7vMixcfGYxbNnbyJab8brnafZ9N4D3/xU/HaBVsI3KCnbVt2nrx8MEc1RH5YXHHoHiHGuBSHQopu2Y4vsxFoYrFsYvXCyVSNQ2B6E+fyVRUTot3DvBudi4i4mDhX3jCpRwnA4JiJmOmVVRJ38e25ZUUp8sUKNrvnucOdPnqMdpxWScAbDIGPUc7V/3LfD1tyzHYeUKXdTnlAxhDvcZf8DOUAbK5D1w8KKC3mwo4LlYTTgcTJSRI3ArEYThQluYLZS70HxmoaewDwsntnBbAtAEnEwpDFEfjMkKNu5pRjdXPTJ3zGID+55iEL+MDkKHusbqTPgz2KGHGGd62iMQ6tuzL5Vu0znF21PFWLyGrIQ7USTP9rkN04QiqVd5TiZEAkZRle8/s7O2MWBs71vlzTQLhN6YcJ1kdBJyx8pQFEUX/fizUJJ0gTpJns9/XDwCzyd4p0t0DEggJA4LvsjKNDyAT+h6AsqyyrC+luXM0TqDvlw9nIXb9cXGhl2DRxDtVnnZw7KL29jhE3MQJnQQJsHKIciFTs5t39yGH674IW487gDxiQJhCjkIRQFIFJdkRdacYyd0PYGFt/rUxrgcNVTjGxCJ4NXjn0JZpyM059uoUj3X08clpwGbnwFy+gHdTwYiATys3INaNXQ6xBO7mxJVmxmYz8KbdrldqHG2P9dFnhCu0SrrgkrA4dQchH45SYc4GtQTlAu4ne60BUIxtPuuUXclHPePY/6Iyesn4+RuJxuGawVS9rODkAskgJ5fkxyEhy9cdB9VMgr/N/r/LMfhhR5ao4engzAzpOYl27s6yYiFwB+2GJ3gYohxLMI6dp4s5tJaOQWIBOIEwrJIFBVudt8Ou4z3YE0gzE4mEMbfu88tHYcPd8/GhD4TDMPd6j2ahRgncYYI1ARq8PX2rzG281j0yu2V8nRm3szNxoK2XcAOtm2fb/tc+017SdSXVUznnQU5QSVVM8mqGHPnHhcI13sEQUJ0haqf3TFdVeL5Yy3ZPBN4+0IAgCsrEygqRAwSYgDWqk75bOEllMFB+OF1cbOLK4ahoigKEz/dmUCkFdLQS4A1bwBQKyNnFsJTxZ4f4Yw8NpEoEHKH4nkv6eKIuKxJzzNnE8A6ZOE29rwBjIXJRKwKhFRvANZ/Bhx7e8J0I0lpVXMDdh2duIeewEFYuvIF/ct9e6EoMUz7/GtMPH4opGVvA3P/jixVIIxbQpC5P1vgZ51c0UGoteXsC2OIIXx2nXEruPjml9Q2gsXzPpkYFpU8cPU6lh2/UAtwyp+Aab8FWvbA62DTNLZFcNyTqnijKJqAkqMWEpBsBDTAKNqlLYjYnN8Rh/WLGY8hB6EThneUN8zSP6cSYly7if3nxaUs4MJGwhx5ALu/u7yscn0smlpl+GVvsz8AKBkKjLkB3342GavCpRjepztGl78EyeVDRqwR+Pgm63ncor58Gn4JLv3Lt7iv9Qmc7VTb5t4cyApz/Vo6qV0+IBKEBxG0IAvNQXYu8ArKPlM1Wjjd1qHFHMFBKBYp2VHXhkAkhnM67QDXuXHmX+BKJIQ5XPp1xF+YOVxwSgokyFoYdDrsaw5CTjqO9rRD7pEkf6jpd/6Z3164gzAVAVRcN7u8qKKoKoY7uwSBsNT04sBq2VzAjMlKvMCX2Ul7AeNCDDFZEVyJggVWbVcpwjXdjt1LdBBIICQOS351xK8AGCslAgAmPge8dgp7Y8mrnhkchDY3daHj16w+CfJNLouUQ4yTYCUQ1gZrDd8DNnlWNAehuG6JchBaOF6iSlRzR2xr3IbGUCP65ffDEYWqQ4fvi2goLt/L2JLRrMNuBV8WDwH58j54ZAVtiALRMMJQAEjwJHEQdsliecY+yzLu/2uHXJtwOjNuhxv98/tjY/1Gw/CAHNEEQq0q8tE3A6c9ypw+sQjwqJqT0EYg9Dg9aIw2Gt/EJWFVNQtPmXnRTEOeQSuuGHQFrhgU/4pOLDqzP3lpxUsAgAv7Xai5b8hBmDoxOYaWSAuq26oRlsMIx8KIyBFkuDIQioXgdrgRlsPwOr3wOX1wSA4U+ArgdXnhdXptRRY7Hl3IhIV8LuZbcLg7CP0RNW+gUMDAFnOOUNHR01TBOu4FvbRrVZl8CWJCbkAAuLGhEf/Mz0Oty2nIrTVn1xw8vYQ5TNrjILxrzB8xsuYMnNXLmDOOF6OKCA1vO+ZVzMO83fNwROEReOKHJ7TCHn1y++C2I2/DaT1OS7xeFvDn2LBOw9AaacWWxi3ab5U8d6ypEnFaDkKeb84uxNh0TrtEpSHQoH/2cgehfk9LGGKsioNsnoyoBJS7XYgqUWS6M5Hv1a8LLQdhyHQ/O/8V4OMbbUWfmBJj2xZpBfK6QxLOGafkBDIKtW2Kcfeo+NLI4WLzHi4U1spTU0r489lzm4ve0SBQXw5AAbqNtd92K/fev8aw//k9gSEX2E+bDJ7H029/T7FdBwBQFBSvfRMA8GH+dbjQ7WNOT0liblE1x6gfrH0Qd6ap4dX1Sjbr5BoiHXipWHtR6qu1epoWu3A+K3hf268W77AU1MximOk6eeaoL3HXuabiRt4soAXwqFa1DXvZC7eLnbPwqPstTG35K4Bi5HJHZYL9bhAs2puD0ISdg1AUV2XJpR+ovB5AmbCNqYQYB/UiCXZoAqG4XeY28sBzgcJ+umhcswEoOQIpc/zvgVNYxMajs3pgW1srri/qhWs2HI2HTu2Pa+RPWJj/5pnG6U59OG5WYbFb7M2GogqElqecy6cVrGlR/GgJqQJhhAuEaYpo6rHMcoQRi+rnIC9QMtK/lwmEZzwOeDLgiukvfOJctaJAyB2E6suU+f934j6HGB+sHIT7HGJsMYNgJP7lBxf7wuo+TWX7XIblWI+fKxQ7MVaBdmhipHkdrfJmag5CRdGvO23GuVq/zAEZkZgCTZcUQ4x50S/h/mqZo5MgQAIhcRjy1YVfoXMWyxMTl4C86yjgoUbjBGJjw9ZBqI8TVu/FnU0OwpSLlCTBl6KbpCHYgIgcwab6TXhr7Vu4ZMAl2FDPHBI+d3oOQjNROYrPtn6GB+azRlPf3L76j3zbxHxI2rISPI1dgqsHAFa+B09JDpolB6KNuxAC4FIUOJPkl+qf3z9u2LIrl7Vrn7977ruIylH4ts9H7L/nY0Sv7ggoUU0g9GaVAJn9dHEQYAJp6VCWTyjSBiC+ccvPhagcNThL7WgINmBH8w4U+4uTioOJ4MvanyHGkVgE07ey5PRn9TpLywF5MKsYp1Mc4XAhJsfw0eaP8L91/8P2pu37JNpO7DMRjx33WMrj84JGk/rEhxZzeBqERKG2h5Jmn5p0XhRQUkUMMebhmTllmuBitcVuRcER4TBmu/yGghW3fnOr9rlbdnxOUONyTZ3q819BVm43TMyNn87F1yVJFePKlkrcPut2y6roWxq34M7v7sQnkz5BnyTV3820qB2SJ45/At1zumP2rtm47ZvbAACDeBEQUyXidKoYJ3MQmoXDP1cLL8GKhHu86iB0CWGjGS4LF5eZUx+Gs7QPMO9eRCFp2zuieIRh2dxBKAfU5ZcdBZzwf0C/01WB0DoeVoEC7cnaqb9hng7JAWQUwqnurpgng7UhRAFJjjHRR9wPo64FajYDx93BvoshXc272eecLvbbbHbvBYW2zr7eQ/nzPqlAaOEglGVg5oNwB2uxWe6CGXmX40LzdOq2ehSb+2QNe5HXgEyWg1B0iJWy0PhEDsJenTKxt4ldQ4acXbEIc2oeeSXQqV/cdNxB6FOFS4NTWRvJJIapL05DigvXRO7GSKtp1LaXV2Ln9cKttXAjir+6WQ7tI6unYZJjIPo42L3c6bePrDAWREk3xNi6vRm1cRACzKEUjslQHC5opmLzdZ5KiHFYFT89mbajmMMn2bxNbb1JzzMLF9+WF48BHqi3Tq9jfsnxqxlAj2O0r1xs4S4+h8sNjPsD+/H7p4BZas7RooH6dcpXywGEFNEJnSWUKLE4Lm4/oL5j36EUoyXEtnV1Bbtu4xyEyVC33ytFmBAE9lLn/k+YC78fdqrrzvKXiudKnNNO3Me8Ta4O65zdvpQYDoeE64/rhUhMbleRE20+aYjgXERLB7ECtJXQx4XcROuUSqX0VKoY52fq+5rnOzSPb36Wit/PP5K1oxxCiHFri14TXXZnwlEyBGhjqQWckBGRZdTUhXDLO0twlLwaDwNQJAlVrVGUAAgL+YJtq3wTHR4SCInDDi4OAil2gkUBJ0kOQgXALrcbLkVBdidjJT+Dg3AfchDyKr0AkBuLodEmjPb4d483fF9UuUj7nOEWXHgJBCorByHAqhp/svkT7Tt37QHQG36t1YgjUQgTD1OIhdgbrHAzvApbz3CoEUEJ8HNHQQI8Tg/+kPMHzNvzCOZn+HGpu6TdgqzL4WLTOlxwAvBCQkCRtRyE/mPvACycelonwSYXhxjqm4pAOHnDZADA0KIEyd9T4EA4CMX8lEcWH4kdTTsAAFsatthNsl/Z27oX5087H0dJR2EiJh6UZe4rb699G08uflL77nf5UZxRjJKMEnidXnicHgSiATSHm1HRUgGv04ueuT3hdXoRjAbREmlBfbAekiRhT+sefL7tczx0zEMJCxRxKlsqUResQ543D8d3Pd52PIfD5K4+zJC4SJfC9ROHGGLMnWHeHK0DFbW4x7gBOIROFRAfRp92iHG2vdjvVu8hEQm2RUoicgSTpk4yiIN3jLwD1w65FtO3Ttcqnpc3lactEIbVfcDvVd2zdUelW+LboboA2+Eg1ARCmxyE5uFHhIV7lugOU52ubkFwsn2JxgWHnDLguDvgLGeVRmPZJQi0sSrs2W6jQ13LQciF5NHX60XEJIetwCErMhz8t+JBBiHUITmAzCLNQRh1+9k5ye/LkTYAipZfUaOgN3D5FGHb1f2w4XNg9UfqtqUhEG7+Rv/toAuEwn7b/DUw/58AgG1KqcVE0ERyr+rUi7tC9zCH/S6l2NCBBwBkq/Pkx8DiPD26VyEWbmVuLYNbZ/5zwLxngR9eA+7bHb9aasfaLyVwEJrFsAiL5Lg4/ABWKH0x2kqoUu8VbjUH4a76Nizy/lb7WXI48KznBWF0e1HGIPTspxDjaILCSW6nhHAMiEFo75nbfqmEGPOXjAkK05Xl+VHRENAEL8tlac9FYdsjraygnBnRMX/h6wZxENAFIZ4H0CD8iC9yLNZZgmR0EHoytXumZbNWuI+tU3rAp4YYd8nzY+PelvTDN51cdI5p4afbalpR28rO3bKQWqxLDekWhaT4EGPhnOXXdKL8oily/7mD2z0tp74t9RQ6Q7okSEdhw/wt+ssqK4HQaphZmLdzBNpNU91sXVwny+vCoM45qGwMoChbP/9cBnHXfhmPnz/UMH5MVvDlsi24AMC82BHoe/sXKMnJ0Y6tEzLWVDThsldZocdsRzPgAT5btQefLd+AFz3A9+srtflbCvgEARIIicOcOAeh5UhCw8u2ijE71T/MZp2VqCRBOuY3hlHEzvu+OAi9QiMkT5ZtBUJOkb8I1YFqwza6xfw8CdbFTnCIyBEtRxkAYwgbb/hVr4+fMFEopBZiHNZyz3jUxlNbuAlRSYIvWc4/lVxHLl7aW41VXg8GDTgm+QTJUPeRBxLaJKBNDWuzdarwRrVNeCbfr+FYGJlfP8w6SOPvB4bE+SYAQCtOkrRKahLE5e4vatpY7qkxpWPgcXq00NSoudrZAWLWzlloDjfjO3x3QJejKAre2/AeluxdguuGXhdX9TcVInIET/7wJN7dwCoy9szpiXuOvgfjOo9rVyVYAJj4yURsa9yGlnBLwpBhzuxd7E3w6T1OTxiaHFe99XBg52JWcViOwhdV3U/tuZeKDkIu8nkytRA0Owch31t8n9QHjS7pPG9e4uVKEgzJ3RMIum61Ax4VqwMKbG3cij/N/RMC0QAkSJhz6Ry4HC7t+pvYZyI2N2zGm6vfRFOoKW76ZHCBkN8zxG1z832uJShXv6bhIEwaYix0oPIcJvFDfH6pzxuXIBDYntf8pZUacs6fwzHJgTZ1eRkmN5fmIAw2sAEDz9F/lJy2DsKYEtPXafD5kGr0F3QOOIDsUt1BmNmJbUdIfaHEnX1WzjIRLiDsWqwPS5CLziDOKQqwYrL+W5LE8klJWSC0EBHqtmkfP4uNTSiWeGDT4WytAgAslgcgZtY6c1XhXhMI48VQ0bFk6MzXqHnwbKq583H9CR2EJjGsYgkAVnEZsAlpVttDHsQwUNqBL7x/NK6vbBQMEgkOopso7RBjXy5LuZPTBXLFUjhU0c4uxJgtzwEghrAsrJP55XqyEONwK7DqffY5gUDIN9vQNDS/iDHfrwCWs9MsEH72e1ZFGmAi2dCL4pbHnV/ceWY4V0SB0OLluiQBYbgNAxK+UwnpL6A+jY3FGaYQ44LMNJ16XGRXRWdZVrC1mp3Xpw4ohGfnbravs+JfXMUJy+Jzdz8KhPuDdAqkXDCyDJWNQZw2OPXInAyPUysYY+Xsu3R0N3ywZBd+fbIeWWXefRne5M468dzqWWj/LHj/5nEIRmIGt554P7ByDZ89tBTVzSEtTJ0L3bKi4Mulm3ABgGZkIJenalLvnU7I+M+Ccm0+kuCBjaovBJra9GfJb8cL0WUEIUACIXFY0DMcwXZf/MNU6wTbNPLZSPEOwnAsbHTXqZ2oDWoi9SyHm1VNE9hfOQi9wpvb3JgMJDDQvHb6azi689F4YN4D+HjzxwCA4oxiY+MlgQMnkUDIc5NNnTQVvfN66z8m2rYE4cx6iHGYhVFBFwibWph7w2fjNrFcFIBhoXDC8JSU4QKhLKPZIaHZmwEgpHXG4+AOF9UpYEZzEO5dA/zwMhv4wbXsDwBungvsWAiEWxHpPhab6jfBCQmXL/8MWPwe8MuPrMXq1R8B3zwCnHAXMPyyuHH4cveng7A6wDrdI4pHANDdO6LT9UBS1VZ1QOevKAo+3fop7p17rzZsR/MOTDl3SoKprHlx+YuaOHh6j9PxtxP/1m5hkJPpYudgSyQ1gXDmDpYn6cRuJyYc77ARCBWFOaSmXK4NkgBo8mx77qUOJ7sXxcK6q8ybpYcYWxwTj6KHjHL3W3NE78CVZJSkdizdGbrYkOjey9MBSBLgM4YPfr71c9w9524ATLh75bRXkOuNF4Z4MZG2aPp5JCPqpvB7hvj80lzPpkrE7XIQ2oh5ooOwxGESSEUHIV8vq06pLDMXEt9/LVwgZPmFtQgChwNt6rEzv/TRXiLGQkBmkVGAc7iMBT8EFEWBg1deLhsJqVYvGiZJEpDdBU7uIMwqYtuhyExw5K7WpnjHmgErd1e2jQMP0AUyOQrM+Ruw6Sv9t6j1s0oj2AjM+ydzUOZ0jv9dEwjzEs+HtwHE/bbifwCA2l4T8Mm642CZMVMVNzywEZTU5TcombqD8LyXgJa9eg47bdkWAqHg+jGE/9kIgxze+e4jqcfKMgehSQzL7wkE6jSxyDLsV53Gh4BBHPxXdCJuc02DWzYeL7sQRMDkJko3ctPhBG77gV3rf9XbebEEIcZ8eSFFdJnZuPrsxKQv79OFbyunnwoXPGVRITQ/E7TvwjhWx3Xxa/pnG6FbdxDGDMtnX8R2dfxzSQIQMXWL9RclFgtr1ds2K5S+OJYXKVHdi/50Q4zV+7ZHimCAtAOxypWoa2XXxoi8ALA9AuT1t1yZuNNL3Md8fCsh9jDH5XTg9lPjUwck4rTBJZi6nF3vbosLqjDLi1l3nWQYJjpNHVJqeU5TqWIMMBdhlinno3g/sAq5fuGKoww50MUqxsOKncBuoBVePYxdPbYuxBBVr7Xfndoft/XwA++wK+uSo3sBy6BVsva7nfjdafEpnwgCIIGQOEwYFgpZC4QpOQj1TlxQjmD020dq38/seSb+NO5PyHH58XhBPqbksIbMYyUnx81mfwmEYocqTzY+iAcVDEJjqBHvTXgPOZ4c7eYvuiKq2qpMrsjknVQz4VhY6xxnmd/uJgpzTMVBGAvpDkK18VRTz8JV5TSKMSgXvQlp7t+BE62rtKaFep54FBmAAw1ONxIKhJqD0LpzwXMQhle9Zz39S8dpH3e6XUDXLvDJMUgbPmMD/9KddVSdbqDLSPamuWUvsGcl+33qbexN8BHnGVfrADgIuUBX5C8CILhyDpKwNKdizgGd/9M/Po231r4FAMhyZ6El0oKKloq05zNz+0y8uorlj3pw3IO4qH+8O6E9ZHpSLyYiKzJW1ayCQ3JgTOmYhONqzin5EDb2l7wFTP+tcVjP4/UKr0D7BEKA3W9iESHPVbZ23VptsVtRtBBjfm6LIcb/HP/PFJfrgmaCSrDu/DqKSIhz0HCRF2AvgezcrH4n255gMvHHzLF3ILzjAwD6PcPggOcpMrTwODXEeD/mIBSHZ5jFBYMDnudVFe5pTw9kobb124G2GuB3a5iLjDsI1QJk/PkflSTNQeh3GQUeLcQYEhN2DD+62POK892TwI4FwGVTWIixUOFRzDHmlJxAZifdQZhVYnT38fOqW+Jr1DI/XGECxwbvKAbqjOHFQHKBcNbjwKKXWMXvX34Q//u+5CAMs3tXc+dxwDqb6Xj+NDsHoeq6bIIgEI64zDiOJpDGP5tsHYThxPdVl0NCd2kvTnauYAMS5BPUxDD1XG1VfNo84lAFpiE7dZfnHyI3YqncD7e5psGJGNbJ3THIsQP3R36FuxIIDqKbqF3FH/j1J1yHiXIQ8mWEZYce1Wu+zsU0DxZIS/+tf0kgEHLxwxhibHYQWghp0SRtIBsnrmsfHIRsXY33SL7alnnzBpwDbPgMW3v/ElgLiyIl6QqEqugsRfGl94/Aq0DdCezFRVdJvTfm97CeNJGDkMMF+EPsIIyl8aKqPRheJrhSe8ErHl9ZSa3Ssig+p5KzUES8p9gtypBrVx0/KivomcWOX0aOUFBSvYYckBFVLdolOV64JLavJwzvChzRRRUI2fnZuyjTejv3Yw504qcLla8hDgtuq2/E2TkD8K9T/mUYnpJLhndAAJz43kmGn74o/wLPLX0OcLgwOVdvxBS54xs0hiIl+5CDUMQndN7Lssow+ZzJmH7+dOR6cy0TrQNqEQ9R+LN408kxOwj5fMJyGK1qx5pXrdVI1GFPKQdhRAvr8ai3kJofmbDijlrn4bDkiPOZEy+RoyJVNAehGlqoPkztHYTCtljAO9ItGz4FIAF3rAL+VAsMmsBG6Ha0Nu7urqzy3/ExF9BV7TCGW1j11fpyYM1HLER5z0pj56wpXsQ6EA7CmgALMeYCYUqu3P3Eg/MfxPo6FspumeR7H2mLtGni4C/6/wLTz5+ObE82msPNKbulFEXB51s/1yoHP3zMw/tNHASQVtXoqrYqtEZa0SunV9JiR5owcqgchFu/ixcHb54LXPMplFIhF+c+CYRhYIb6AsGTqXViZYtTya3oDRoubnFR9oJ+F2BwYYq5k8T1TcG9HYUUV6Rka8NWAMB7576XMNSdH2O7qva2nPYwImq1eX7PEF9q6c+F9ucg1HJv2Vy34vMrw/y8FM9ddR8atrG5koVxqukPUMf2l+bIUUOM+b2qGQoCFi/TxHFiElilaxGHmoNw+wLg8TLgu8eBrbOgVK6EAjUkfejFcdspSRIgSXCpub6i2SV657qtFqhS03N47UMr2cpZhBj67Su+GuBhzCPUHLo2bncNHu5ZPtf693XT2P8E4aAArHMQZrJnR1tBgmtIcxDaCYQsjL5Z8RvdZCL8nLJwOLmdNiJakhcvToeEcQ49D29KVYxVMZbno0vkIOxb8QkA4PXoWXg/dhI657O2JeuEs+38MjYqYfERUSxIu0iJiNCOTOggVMWMYExYVpxAyPdJCi8rvfYFWHjoq+HWI7YzJadw3IWRzG0gc3uly5GwIs5BKO5Psb1sdW1K0F8awLhKliLOuX8Hjv89dg9jxaHiBMJ0C0Cobews6Nd60W72smlww3dsgF3ETVyREr5scfstru2DCD8UcTlI9zNu4WVCKrkEgfZdd05BFEx1ORwxJDyVoi18/WRZgTvMng3du4i55dV7FWQ0q05WViBFOIEFlyFbZ5vlfvirlLeD+PlCDkLisKA0FsOT3c8Fup5gGK45CBOGGHvwSm4OnivIA9RQrQJfAS4ZcAleXPEiK9JgugF38sQ3aPaXg1DEKzwH/S4/nA4nnIhvNDiFBpPL4UrZQWguUuJ1etEWbYMsy2iJtMAhOeIcF4kEx8QOQnU9oiGWZwyAx50BIIK9aqdgYHj/Od/SQm0Yu9WGxzKZOTzitp2TpKHExZxYqBnoeRyQpxYAuOTtuHGrNn0EzH8QpSOuAkb9nrUoG3cB275nHeEuRwK+PPbGO68H8OPrwBd/tHQ+cGH6QIQYd8ow5vU60NVvdzXvwkebPtK+Z0r7IZTcxLc7v9U+PzCOVezOdjOBMBANxIkJVgz7zzDt8xGFR+CCfhfs13XkInVrklA4ANjZzKoUdstJUm0XukB4SIqULH4d+OxO9nnMjcCZTxpj44oGakUJ+LW2YPcCbG7YjCsHX5naMpxuQKw26M0CWpiAJFuIVh5FgSOrBECLtk/4Pk+pai7HkLvJ/t6rOwgl/f4Adjx2Nu+Ez+nDwIKBdpMD0O9PaTsIAYTlCFySSzsPJIObwRhi3C4HIRI7CMWXWm7zu2axE6uuy7iMMrghYWJzMzDqOlbx95Nb2IuTQAMb1xRizEXKakTRxnPJ2TgIZUhAvlkgdDGxacHzekEFALJ6XkgA0Hl43Hbyz678nkDzFsQUWT+//z5In38C5xTbdotnbTIHH6d5D1vDsqOA5e9olXUNKAoLu/z8Ln1YRmH8eABzsAO2IdcaVnnKdi8FAER9nQDssJ5Oq2IstAGm/hrY8i0LgVXztbUgA7l2FVD5stPJQSgcVyvcTgdaFOGcsRJI46oYs/8hNcQ4UQ5CzrPR8wEAb98wDngWcCgx+NVw6yC8CZ2BYnhiKqGNtvw/e98dJzdxt/9I2nq9++w794JtbNwNuACmmG4STCANCCTUJKTxJm8aobwhPaSSkB8kAZJACgFsem+mGeOGezu3s33n63Wrfn+MRprRjrTS7t6d76zn87F3b1VGZTSaeeb5fh+mDU7YmJRkHGJ8eCPw2o9QHTWFfDoIMeb3LciPB/D33Tx5a558rhXne6bXOaKRdFxuPvZ5FEz+SCAKLBYqbCZKCquBs25DsK4ZwB6dmOmhBGHApQZHO6YiyegrLN/5HaxWvoBJdX8nP8y/QbytmXQTpQvSn+2BmVSUJQlJVbWeIMgRLNMR2CCTTDKcONWlglARqAOdrJ9QVfhjZLIlwaYt0e63IhkEYdivMIJYiSMRyTFb1M+mPeLfPRxX8AhCD8cOBDN6eg4iG0OFZilJyEENfz73z5hXPQ/Nvc34w/o/CBPAlwsUhLkyKQGAm3zD8WrXXszr7cVKzRjFLucbq1j0ST6TgtB6kGreZ3GwGN3xbiTUBLpiXcj3CyTk7KD30/8Gnvoa0H6A/G1HEFKVTDwCNO0CfCEE/XlAog07NIe+4vIBymdBFYRaJykk+dCjxq0VhGkIwoklE7G3fS96ZMl6wKWhqYc4ppWHtPUkCSgZCcz6rHgD1oDBfFh94Ex7oIPcW7OCsM9MSiIdwP738HLdMwCAxUUT8Gb7TqhqnBCmBdUZJFoSY9PRTQCAOxfcqf+m549MRNMShM/ueZb7O9fkIOAuzxwNja4tSOO2C0L6yJLc/wrC9nqDHASAcWek3s9CZmZb8SGejOP6F68HACwcsZDPiWoF8/tAUvTwTNHwwn/u3VC69wC7V+rPD1WtWU4UiMC2jw4MomKFw7gB8pGuI4gmo5hQMiFtmBJVEPYmMiAIE9YO6/q7jGlHJEg5DTFmz60taWrL2OdOu49lRzbjvT374A8VAWffTvIOjjuDEITUYKSljnxqIcb0+lTJIfRox2Eme+m7MwkIFITa/dvxIn9uWturqKrevrPnQ/MrchEMogG3IK+ksHwW6XIAFlQDnYdJmHGo2CC0zApCVQUevxHYYMq1GrBo84bPIOHHFWne0WaCkImCiOQPhzVBSF2MCbFTiG5g7cNkWdMOoLcVCTmIGHy4damFqtbGpIQd6HN5xWgKAgula9ivMIn6wZH5OsxkmK4g1HIQigbSzL39c/w8tKOA+11GEmGJkFo9CDhWELpVIlkdk2qbmoYJMaZIZ1KSiAMPfxxSVyPmmhXDNgShsAlULNpY9r6v+jWw+Qnj70/8ld+HhRs4rSc0DyBHUKZREEqSlKIgTNopCDXQ/HIdvaTud0cS8MkSR1Q5gnZMheAnE3/s13IvFo4ARoqJ0ZSWnT5L3PkPbIgxzY1X1+Q+564bsJMJTnNIZ6IgPNxmkNZun1vFQYixaP1kUkWAEoShEmMF2TApofUwHFCAWKqC0K8pCNfs5U3ctAKAFo8g9OARhB6OJQg6NHoYncWMVzwZx+nt7+p//+uif2FKOZnhp+RZJBFJCa0KCMJMcqkgvNk/HDfXv4dX8oxy7EIGWQWhIiuOFYSSJMEv+3XFGUtGJNREangxwHfOCqpM4R42byq6XcseomaoOhEBraPYob28ouXjrbfvS+gEIfmzRyO/ysMW5B69vxYhxvrAXZLIINYGTb1N9mWZYTMI0vPK5Ygg3Nu+F3Xtdcjz5aEyTyMIZQUSJGtiSQsFMxsvpMXBD4GHP6aHxm2pLAcK8rF8xzt4p6oCktoNiVXfAEBRLSGna+YC5/3YsvNrxvaW7fjeW99Dc28zAGB8iVHvdPMIByrMNUfW6N+Xjl6Ki8df7Kh8N9BDUR10yhu7iYJqWJ4zxz5FUvqfIHz3D+SzdAxJE3DCBanrsCop2YctTUbisqd2P4VbZt+Suo0ZZvIrWEhydkoSkmWjgBc+xy32B4sh9/KKcxpibDlRIALbHtqorXUlrmlotrOVqKvHFo9N2cYM2l67DTFWVRXRZBTFfos8XPpg3zg2SZJctSuqSX1oBmtScoLf1FawKi16Hzf8C36owCk3G20LDU2kbqANWiioFmJMn52EJOkKQjPpTydV4hLECkKAz0MIQNXafQkwCEJziDGYHIjJuDj9Rl4aNaCoH+GzVnaRQpl3f6DQyOdoriPrHyXkYLAIWPRVIK+ChPyL3I6b9xByELANB+WOmfa5uhoJYVZxgv7uEtYI3cWYEEqL8KGxrKcFiPdCzqvAe189C1WFFtdAfzemtmms4QMb2qcbxliETof8CkKSpggsHIUgNURhYQ6nTUSQhIKEFu0hVhAa7VOLypRNVTqagjCmKojDZ6sMZNVHbpVILCRO1Wv9/qPKoTgbzWKu3yJnZy1HqGKeXLRTEIrOm0vjwBKETFvKkoMA8CzvEm2dg1BTEMZpiDF7MCwxKRpvCHZI+RVhaQSFIUoQxpFIquiIxFGWH3BvcKa1DYUqeW8lAwW6KzUAW0O/lKhdvWxRiPEAG5v1MTbXp4pC0oEN871m4RhH20yoKsBLW4gy27WCMMMQ43hSRShJ+thqsMRYgSoIYVIQRg0XY0NBaHP/2w9CyiCiwcPQg5eD0MOxA8FgjHbQrQY296y5R//+5eZWnRwEDJInkohwg/NrWtuFHXeWIHSlOBFB69z4mLd20GZgwCoIFclEENqFBIN3Tabn3KopMgoDgo4b25krrHaeI4yWc4SotlAxAQHt/jQr5POE0oFSEFKTEuN6h31h6/tIO4oWHSV6TSOSBAw/SbgOBc3x55wgFLhE0kVaZy5XBOF7h94DACwds5RTyCqyIibdVRW4Zxrwq2nuCvrwIeD/LTHyZtXMwc4wGTRNmnwpfJKMmCRDNas3qHL14AfAY593VNQTO5/A8hXLsaV5C450k84ZS8bQXKJOCEJ67/549h/xizN+kf1zL4CuNHOQ+Hld4zoAQJnDPGWKpPR/iPF+UqfwiQeJEkyY5NpQlCUlBZ9+xnA43ty0OXV9EcwKjynLyOeJH0eyIJVA9fvDKQR7V1wLMXYQam6Uaz+I1BdJMhRJSalnHx39CABQW5heBZopQUjVv1Yu9qJcbjJksfTSAvQaWuUgZJWFYXPaDIFJiV4nxjLu3KwqHdBDWVFGCH9dUQ0J3RYKQv2ei0xKWFWUL6yrupMaYSgDQgUh3Sd9L1sqCLW0DZbIZKLRxxKE+YYjNKsgjHQAT9xIvn/sD8DibwCztNB9EUH4m5nG93QTP2YSoXUv+SxMM2lhykE4DTuNZZrbs9R9FMOKQtbEif5uTK2oeQEmyoJlcii5bEFShQMyQhpp2Tr+EnG5ZkOOeAQJ7n1pT3J1I5jyu6zGEUIEPSD7tiOLcpeD0Phan2ed3oCWl2CHgOlMSt62MXnKhiC0UhBSTNPyAXce5n+3IAgDeg5CalLCnFeayBwJEg6p/LvXcDG2vi+FIbKvjt64rt4qDtuYAVpBVxASUjBePQvdYNpSK3UwBHn9RHn+dBfjgSEIn/vqYhSH/XjrW0v6tJxMchyyJF1tqbP+Aqdq7ieCMJFUEYhrbR6nIDRMSjq01CzEJIdVEGrvNY0gPH1SJXlfHFpv1JeHP+bqPDwMXXgE4XGINWvWoLq6Gp/85Ce53zs7O3HjjTeipqYGFRUVuPhiQ03T3NyM5cuXo6qqCuPGjcODDz7Ibfvoo49iwoQJqKqqwrJly9DY2Oj+wASSf7twyEQygYc2PwQAuLvhKK5v42eNZEmGX/ajubcZVz93NQBgVCyGr7e0iglCxqTEVc4qEegAh/mJOlaKkJqD0NkgFeDND+iAs01LYlskyLUIf9gIm82rcEEQateHhmyXjdMVhA1aMubSfGfKp5yDSueZjoHw3PX17UMtwtQ8QJKAYfZk2eEu0nEdnj/c4bFa54FxZMrjAu8fJg54C2sWcr/7JJ+4jFgPEGkjRF/CYRiKqgIrvky+j5gFnPdjxK9+Cnv8foSUEGou/h18/nzEJBn4ygbgthbgW3Xk89sHgMvJM4zWvUD7obTF3fnOndzfZaEyjghPcYLe/gKweYWww7ypiZDdjg0sMoCeq84BYUmP3bbuMpAluV/MZnREu4H6tSSE1O65YMIYn27fxi1aVb8KGxs3pi+LfR+c8kUujFlEigb8efogjubPy0xB6MykBCD31qwMrWuvAwCMLhS7TbKgKnenBOHKXSvxk/d/oq/PvrM4iJL+S5m5GCsiYgz8gDlsXodTEJqOkXXh1M2iTCHKxSQHp07QSbDOQaixIgkJemiysZA5rupp+iQXJQgVFYCmKGMVkWYFYSKZsFAQppkUsjP9sgJ7vY5uEysI3/4t+QwWGwpeWSbnxxKEooFyGvOjlPQb1P040ileX99OAWS/HmJ8Mj4ylrVqYcmjTrXfh426Pi+oYJR0BNcrKxH8w1zg7lrgvtMBmtvV4lqHfIrhrGyZk5gJMU4mgHgv4kz6FqH6j2knejWCsKYkrJ+DnIwhICUQQQB5Aft6kKschJJ2v7vVIJI2KW0omcGF06aEGNNnMwLsew/Y+hQAQBVFVNgY3wiJNSuCkE4YUvjCwMf/qJvk8MvEE+70+vWKFIRpQ4yBfyTOQu/Ei4FrSPoRW5MSDTTEuDMSR1sPqWtFoUwmB8g9K1ZJHzuu5KFTZe6jzXvMESemu4QPTIjx5OoirP/BUscEXKY4e4r7cQiXqtLhI+jnnluXJiXchFT6Aun6SVXFsEgdAEBl01XQdod5psMBhakYkl7/aQ5CvyIB/7oKuO804BcnAM99R88v78GDF2J8nOHpp5/GrbfeinnzUkP5LrnkEixYsAC7d+9GIBDA6tWr9WU33HADysrKcOjQIezYsQMLFy7E1KlTMW/ePGzYsAE33XQT3nzzTUyZMgW33HILrr32WqxcudLdwdmEGIvcF//3TRJyMFwO4+IucU6LkBJCLBnDxqNkQLrPr5Uh6Fyw+Zyscjs5xvTLgNd/Apk5bLsQY05BaA4xdnEstIyGbpLM35JouOpJMihTfM4JQp+pQ1Vci0AT2bZZ65wXOFXR5RraOXQxL2mhetK0fopTnoZggnQuewN5aUPCDnURUstpWKihkkgdBNnVd7doj7bjlX2vIKSEcOpwfmCmyAoiprA7AHzHMd4LKGkcLwHggNFO4AuvALKM/W17EE1GMbV8KmRJhk/2IYkkVFWFJMtGCGqwEJh6CTD5IjIAOfgBUCQO81VVFXvb96YQbebr7tcIg9jv5gKBEj0sCgAp55Mk2ffRnqM43HUYNQU1KA2lCRXMAm5CnmmI8ZiiMY72rUgKomo0/Yq5wru/J+3GuDPslc2MumNlMyEKbjjpBty34T4AwKef+TQ++OwHnPo5BWy7Z8rbRskrn6qFlgLw+fNSCPbMTEqc5SAECKFrNhh5vu55AMCimkVpi6LEZXcaJ1YAWH14Nb7z1ncAABNLiUmA2aTKAB1wMCHGcBdiTK+hZQ5CRq4UMs81syk82HriC5Mce/oyRl24hRAQCBbpZLCeYgSSpYuxrKkPk6wbqr6QKdufp5eX1CY/JKg6QcjlIJT4HIRxNS5WEBZWp/5mVb5TNJgUtmYFYcte4PWfkO+n3crn//SHyeSOqhI15t8/Acy+mt9fusGoefLs6HbyOXJ++mP3hRCM9qAcbZjE5irsbuI/raATGKmTHiW9B/FU4LsokrqBZu3HQ+uMFSxIj1BAQVBTEHLKVhZsPXzkUwCAKBM2L1bBGfWhWyXt2J8/Nw+006do6uUeNZCW9FNypSDU+g1JSPY5DzVio4sln8wEh67u7TXqGwCMWUwc7FnYvAuEZIsVQRguNQhpAJj/BXJvXCj7qYMtdRLm1FmKPUEIAF0Io/Wi+1FdTK4NQ69Ygl7r5q6oQRBmoiDUrnmZSq5BczKMqBpCFS3cRkGY2mMUMJv0Wut5O4cmAlYmSDbgnkGHuSN9nIIwixyEDjZlQ4wDSfIuUFnlLhNiTBHyycY4Q5L1+++TGIfvHS+Q5Z1HSP/OgwcNnoLwOMPcuXOxYcMGzJkzh/v91VdfRUVFBe666y4Eg0FIkoT580mH8OjRo3j88cdx1113QVEUTJ48GVdeeSXuv58kzn3ggQfwyU9+EtOmTYOiKLjzzjvx7LPPor6+3t3BCToZdk6dz9U9BwC4PM9aqWEO6z2pVyNFBJ0DSzVGJtBnaozXttMchD7Jx5NSLgYZfomUu7V5K9nU6s1TPZ24IwLOVQ7ma5ZfiYC2/6j28srvQ6LFFto5FDIJ1e0JQoFDH4OQpsKIlI2xLTaejKOhuwFFgSLnYYw2Kgl9QJwDBeH6hvWIJWNYVLMIxaZk+j7ZJ1aecQShgEAU4d17yee5d+uDDJqHbULJBL08wMYYhV4TmwHkHe/cgYufIOThJUyoWHu0nbig/vNK4PZi+Pe+DQCISSDkIDvrvvUpoJuMLmmo64nlJzo7zwzhJgchNSmpyqtKsyaBLMt9ZzYjwnZCfuG0b6ZZ0Wj3dvSQMPBrp12Lz08zwsj3t++33wXb3picX6lCkB2C+X15xvtCaweoMYw7gpDNQehAQajGdUK/M9qpP7vDHKipaZvhxOF6xa4V+ncaxmw9kSUIMZbknJqUsL93qibym5vgYr6XT+CJCEoQ97YB//wM+c4MevTwYQnoli1MSjRFe0J0Ldh3ZyDfIAg1UxUZIHn+wBOeVE1I263G7sZUAgUAqtIojy3e3Y5Vv1OWMekwtOf810zKC7MRlj8PgEqIrlfvJu3pql85K4tCMhGE9FijnelVSr4g/IhjimwyMukiqRwweoH99rL1u7Fq/b2EHDTjvB/zx2tCyKcgKGk5J9MRhNEuYAdp40KxVn2xUB3E3NseTUHoU5g8X1pkR08aB2OAD0/MyqREuwYFUi/v3msCVSxFWY2ImQDXCcIoyT8IAP+7nyf/AeDzvAFQSllp8jdy7e1X1vPr0Xbf6r4JkBpizBJkaUKMBW7vyTS5WM2obyV9x8wIQnKepUlCEDbFw+hiQ4xt+pgpk8qqgNps3m1aNjThNtwX4O+vUxUva5YU8rskCLkJKechxsmkioT2rKoBpl/PhBhThANsiDGYHISCZ8ODBxM8gvA4w7Bhw+D3p764HnroISxZsgTnnXcehg0bhjPPPBO7d5OXybp161BTU4PqamO2fP78+fjwQ5IvaM2aNTqZCADl5eUYN24c1q5d6+7gBApCK9OGtkib/v3asLUjplmhEqIvRgFB6Gbw5BTsA2bnYsyGcSmS4irMjeLk4SfrLznqrDu3eq6Dg3SZg5Ci4gQEm3m3q3ybUJM+hXYOVXFj4GVLCqRJ1hzWwql6w/YulTSHXUYmCDYhxrlQEFLzlBEFqW5/iqRAhZpKvLPH5CRRcddRovwJFBg5sCAgCKkbuRVJNuoU8tnZIFzc3NuMx3Y8pv99xQlX6N9nl0wC7jkR2EIIFPq0NPsCiC3/M/C/+0gos37MRKW3oXEDAODEiv4hCNMpCBu6G9DU24TRRaMdk825NrXR0XEE2Pq04WBKP6nLbPV0++0riUtpFMDRWDvKQ+XI8+fhK7O/gjNqzwBgkKGWYNto0+QKfT78DEkVCBSkKAipMq8vchACqeQvVRPTep8ONFzWiYvxEzuf0L9TgtAyZ6YuIOQVhG5Az8nKsIslCGtl03FYOYeaTawoCdHB5BdrN+qFHuILoJsqCE3vIbmbDKYT6YiVQL5+LGpcIwhV6KQUpyDUfqNK/JAvZOFibLzvumPdqe02c+67/T68mhfGgkcWYObDM61J4fFnGd9DRfZqd7PhBiVSnv4GsPMl8t1t26DnKdO2o++BaoOYtBzPas/pCZKJ/G/T/s5PM/EhmjyL9QKPfgYFm4jye17vvcDtbca/U24CIFmnCwkoCECry1ZEE71PtH0DcLjSSMuRLo8eJQj9sqHSkTWFfi8CaQ0M2Dx52ZiUwGHYIi0uzhGEpudH9gGQSO6/3lagfKJWH01t4jD792dDh2CikSUF2fYlVAzMZXIRU4LQPLl+/k8tyzOTQ9x1UOz71fQ2J5nHWGX4FSfYpBlkZJSDUGsPaY647W0yusC0rTYmJY4wYhb5bEszOTfI4VbNB/Ch6E6Js4YO470d9LlLJ8EpFt3kIFRVBJJaDt0gUzeo6p1TEJpDjPkchH6pn/NXexhU8AhCDwCA7du347777sOPfvQj7Nu3D4sWLcIFF1yARCKBhoYGVFbyOUAqKyvR0EA6z+mWm5FMJpFIJPR/FKrih6qq3D99GzXJ/f7B4Q8AAOOLx0NiGkTz9mZSLqjtU1QWGypmXub6nzYLbQ4xtlqfHYT5ZB9HVaqyz7YsirNHna0P2mgOwopQRfpjZcq2Xc/UoVJLR8NfxJNP+b58R9cnJ9eY/aedd5gZWDT3Ntucs0bEJWLC5YEecv16g0W25VKiWpEU18eqJhOW9zKhpi5z+297MwkNKwqknoNO2CXi/DJmEKrGe9OX8/KdQDIGddzpUIOF+u9vHXgLAHk+2fods7jeqpbsX933rnD5mwfe1I/rsomXYVqFkf8uvvUpom4pHgn1k/+Ab9yZAICbhpXjrvb1UGUFaqAA6uQLSRldjTjUeUgPd50/bH5u66LFtbY8d+3fR42E9JlaNtXxvvUQyGQ8q2Pk/r36I+AXk4BHPw111a+hHloP9Uc1UN/6FdDVCDW/CqovaL8P7X62auZFZaEyvX5X55OJpq5Yl/0+mPZGVQLcMqrA8jNdGJ8/n1Ocq6qK9Y1EkRL2hZ2fP9sepml72XyXqqrqEwbjise5qht0e7t/LLY0E1fosBK2WEdTwjDvTUip71G7f3qIMWThcpZw9JuGz5b3sahGuExlJgbU4TP15VTJl4CRgzDvF1NInaTrNBC1fELUBrcYE1iqP0+/t3GNOJZlYxsWEiSoqopJmulWb7xXf2fo+zvjO/q27xx8B6c+ciquef4aHO0+qv/elYzhjXAIvy4txiW1I3DLsEp0REmC+fcOvSe+9oxCSw0UGu8q+owXGrluLbdd+zCskL7+m8rTwhFVf5i7Tux1M8on/a1aiUzCqBqZq2p5rdTSMfZli96Nu17W899tSI5FV6Bc+MyK3qeqqiLok+DXCELZl9rv4+ohk45i/bTv6N8VWXDdGMK4Rw0Y65mItm41BJ8sfobovwPNhjJSkbLoG2lld6hhyDb7oc9unGk/Vdn0/ABQmUgWtXycfq25+pSm7zO52lAEs/fLKNd0T9hloZLUZ+LEj0Odf71leWZySJIclquqeiuWTPK/a1vYnufMkSUAgB0NZHJZRgb30RTxVB2M6nUL0NowVXRsROlovn/k/kip+3/s81B3vuL4uLh7Nwj+sQpAp9uw77Omzoijbbqjxvg1oEiujpGdz5IkB+tr6yaSKgJqBL2qHxL77Ek0rygZAwV9slb3k1rtlfQ6MVPeBQAoThpCGxbJq58S/u7h+IKXg9ADAKCxsRE33XQTZs0iM0y33XYbfve73+Hdd9/VGjP+pSvLsh7GlW65GXfeeSfuuOOOlN9fe3s12sNHuN86kqQz3drWihUrjBCrVb2rAABF3UXYc2A3qIaQXQcAejr55O+UIHzz7ffQsp4PZ6Rl5Ul5KftxiwnJcTgRq7kQ47oddVixX7zfjREjaf/h+sNYsWIFaBDlm6veRcs6a9OXq/OvxqbYJihbFRzuJkqMXa3kBfDRmo/Qu8FenbKwpQ3Ui9HuvIOxVpynfY8oBXjumRfQ3i1zcX6rXl6FsFlNYgHXOSptoCQiuAjG/QWAvE7r+zjhyHacCGDzRxuwszF1nZ76XUAesKm5CZf84xKMUkbhnPA5KevtiZMBaFGkyHGdGd76IeYDqNuzCxtM27QmWwEALa0tWdfBAz1ENbdhywasqOP3FdFC7Z986kkEJMa9O3oUS7Xvr774HDrC9k6sF6/9GyQAGzvLsIc53oZ2MuDfvno7Wj5sQU83eQ6fefYZ5Mmpaq5hbVtwCoBDR1uxWnDez/aQhOGXhC/BzMaZ3LUp0tqZZ0Z/D/FtcRzp6tCXPb7zccw5SkLpZzW0YhSAd994BY8G/62vs3PVTuySdtmeZzbYHCGhzJu2bsKKvdb39KUeTfFz2P45ZEHv44qVK/T0AtmgtGsnTtv+Y/3v5Cs/xKEPn0NtrBt46QcAgFa1AG84OL5LADRqg7W29jb9nPb3EPXCe2veQ2yjtary5KPNoJr11Ws34FCdMdlzOEHaOTmp6tOcz7/4KnbHiOp9zYdrgE1AKEa2eef1d7BV3pr2mAHg3PotelDXiqeetl030kOu/8qnVyIsh7ExStrx1kOtju4hJeE6ujvSrh9EEDHE9PBqAGg72ibcbvc2ch3a2lrxurY8GU8iiaTjurWnm7Rtaz5YI3yHbIps0r+3mkzJ2DKGt64DjS/Ys2s7NjLLhrWtwykAuhv2gGpj2lqNY27RQu06e7r1EOOwqkK67zQ8OeshAMCk/c8AhUA0EU85t8XBWpTFCTm1e/9hRH2dmAJgx6a1QBiAahwrez4H9x/EihUrsLtXq0/r1+CcllbQDLsdweF4pW0yoG37aNejSKpJrDmyBkv+vQQTfBMQUSOoTxxEoppXzc3wz8BpodPQsbYDK9am3os5h4+Ctrrb99Zjf/sbOBtA89FGvLViBc7vbkcAwHPTfouI+Xw7elFm3iGDJGSsTHf/1SQuARDp6cbzK1bgpP2bMBbAmg1bsEopBuDDoUOHuGtN3+VndEVQDKBWIkR5t1KM/EQDJM3dfvWGrTi0z7r8OfWHUAvgnbdXofEjss24hudA9cpto8/HD0ojKff5QlUCor14WnBuXTHoBOFHm7egqSF1nbxII84BIGlmOYeK52DNljpAc+f+4P330b2DJ5GnHtyLidp36mL8yksvosiv6n03uizS22373B1okPSyXnjuOWTibwEA5/T0IA+EJKir24MVK8TvtaONMgCZUxAePtKI903HeIEq6927A42d+HDFCoxq2oRZzDornn7WNola42FSFmA8a4U9B3Gmtry9sxuvMeWeeHAfqP76nbVb0LhLwYKWDlAJwoH6w/jQ5lru3m+UBwDvvbMKDZpfTkHvIVB97ubtO7Gzjd9PW5sCQMKLL76Icu0l0NJCfnvl5Zf130ToaCXrPfcReTd1HN6DFSt2W28gQGnXTpzG/P1uVw0+Lb+i/71zXz02p5w7uYe7tm7CihbDGOjsri7kgwgyntK2mXHwCMZoy+uf+hE+GNsBp8hlf72vsb7JeJ6cvu/21hn1ZtXaLRjRtsl+AwC+ZqOcN157BZucR8KjqdEo75mnn05rjBJPAoAPXV3dCCq9aEEBVr31BvZrIvai7n1YAoMgVJDAihUrMLx1NeYD2LtvH7a9/BrOZfbZXc8byFGsXCcW93g4vuARhB4AAEVFRZg5c6b+t8/nw6hRo1BfX4+ysjK0tLRw67e0tKCsjHRF0y0347bbbsP3v/99AEAikUAwSDpXZ5xzIVA2llu3qacJP/n3T1BQWIBly5bpv69/dz2wHbj85MsxdvPLgJbihl0HAP773H9R32DkQqQE0uIzzgKGz0g5tsuTl0OGzOUEzAjqRVBXTYFUMRp4nwysZ02bhWVTl4lX36XiiVVPAABGjRyFZYuWAVqE9uIzlgDDZzoq9v033semuk2QJRlJNYkzFp2B2cNm22/04J+ALvKiMF8/Dj0twEe3AACCiU4sW7YMbSsfB1qMkLBLl12qq2qsoKoqVq5ciYsvvthxXpe0iEeADddxBOGU8VOwbJ7F+byzH6j/J6ZOnoSpi5l1upuBR67A8/EGAH68hTogTojAuz9+NxRJQXu0XVdBvbrvVeA14ITRJ2DZAptrx2KrDOz5LcaMHoUxF/PbHO46jJ8/9nMUFhVi2cUO92eB7R9sBzYD58w9B8vG8/u67/H70NbRhnPPP5fP1dhSB2j9oiWLTzVCUkRQVUhrCcEx/VN3YDoT7va7//wO6AY+ddGnkOfPwwNPPICm9iacc+45KBcZ2RydDPz+Hgzv2Sasg2+98RZQB5y/8HwsGLEA6DyCH/4niR5ZxomRKNTvHsYFWhjS22++jY/2GB1lfX8rXgSaV+GUebPx9/rngAPADxf+EBePF5ui5ArJnUmseHsFxk4Yi2VzrO/pwysfBiLAxxd9HKeMOMXRvu997F60d7Xj/AvOdxdGa4XXfwpsB9TpnwB6WqHsfBE1Sd5ZsmT6Uiw7z75uqqqKIztPQiRK2pXqsmosu4Bss+fDPVj10SpMO2kalk2y2c8//wW0EwXgvFMXAZPO0xdtadqC3z39O/Qqkp5i58JlH8eO9Yfx1qa3cNLMk7Bs4jLc+997gU7gsgsvc54GoPsRYBshpG3bQwB/efIvaGprwtnnno3ycDlaNrUAa4A5U+Zg2Qxnz+8dD98ByS/pZe1t35vizN0d68b3HvkeqvOq9UkgACiuKMaypUY5Rz86ipW7V+Kri24Ett2P4qIifb8/euRHiCaiac+JYs3ba/DBzg9wyvxTsGTUkpTlnVs68czqZwAANVXVABMlzJWxzQ/sIa67Y0+5GGNnM8t2FQK7f4n8qEEwFhcbx3y46zB+8dgvEAyH0dPTgWAyCfpmXnbBuYAviNg//wlEADlUkHpuf/kD0EUIwnGTp5NUCIcew7jaSqAJUBSfvk3X1i48/T4hhEePGo1lC5ehc0snXlz9IsadMA5l3R8BXTsAAAXFpfp2bZE2fO+f3yPbFY7Gwa6D2KmRkgHZj1M6uzC7N4Jp5VNxymefTfvOk+64Sv8+6aR5mDR5KbDlmygr0a7Lli8DCeDcSz+TSsw8+P+AOoMUUv35kJhQZskXTH//VRVYBwT9Cln3yeeAo8CcUxYjETgZv9n0LoYPH45ly+akvssbfg0c3I8RGkGYVz0e2GcMNueds1zY79Lx36eAlndx6iknAxPOIu7HD/wPOaylP8SiU78o3m5zCIj1CM+tN5bA4+v+CgCYM/dkhE4SnH/7QWDzN/Q/q0eOwcknzMWDO0gnbOGCU7B4oslJ9+V1QAOp/zTE+KILzkNJXgDqBh8kLeS5B0GUFBVi2bLTYIXi7Y34xy5i9nXxRRdqucMywO7vAG0kx+74ceOw7CJxjsz/Nq3G1rZGTkFYPWJEyvWT1hp1sXbqfNSevQzqhh5g3/3678uWXWJrfPPmf9bjw6aD2rra/pt2Alu/DQAoKinly31pLdBA2t9Tz7qA9H0f+TuwnUy01Y4ag1qbOrz/1Z147sB2/e8zTjsNMzR1H1rqgC3fAgBMnTYDU0/l9/PAvlXY39WGs88+GyPLyPv0/n1vAV3tOOecs23dd/9z9H3s6jiq//3Z8xZi7hg7ul6Apl3A9jv1P3fVXIxHth7ErX4yoTlhykmYcAZ/zP5xh/DkunrcfsVMhPxMvdnzfSBKVNL69X3mTaDpNQDAiGmLseys9O+CPumv9zHOTyTR8thGnDetGkunOjMPXP/UZrxxuA4A8Kmz5uCC6cPtNwBQsLUBD+4g0WwXnrcUVUXOGcInmskzCAAfW5b+2iaSKr7x3rMoCEhAAuhBAEvOOB0njtDSIDVsBrYZee+L88NYtuxMYLMK7AFGjx6D0ed8DNj0VdQlyTWZVBUG6owy1PxK4PT/xcWzLoEHDx5B6AEAMGvWLOzZswdLlpCBQDQaxd69ezFu3DhUV1ejrq4O7e3tKCoizm5r167FSSeRnDQzZszA+vXr8ZnPkCTjXV1d2LFjh77cDLPakEIK5Kd0NChRl0SSa0Dr2usAAONLxkOCkSTZ3MiajUEogST5gsJOjbUrpEtICrD4a1COGkRFyBeyfAmYQ4zZ9SRJTu88qK+rJbLVZOVV+VXpX+rMIMN2XfbajF4ISZLgZ447oLq7fpIk5a7DoYUIhRiCMOwLW+9fW19KJvhr++ingQOrEQqHgSJ+QPD3rX/HY9sfQ3u0Hc8vfx6loVK0x0i+maJAkfNz0UKTJDWRcl9pPUioiayvDXUpFl0HNncdt4zJQSjFI/b1jskVJuXzpN/h7sMIyAHk+fMgSRL3zAvPq2QUWeYLCctsjbQCAEpDpWT7bc/i0frDeDMvH8u+WgeJcdg250zTy9PqppSMobGHdMymlE/p806vbtCSjNuW1R4ldam2qNbxMekhtab2MWMcIQo4acYngfWPku9tPEEonfk9R+3RuxNuRdmcMuDlmzGqaJR+fDQvbDQZddzeSMk4V6Yqkee8Sg6hI0FCuiRf0HhfaPW6M9oJWZKR7893fn2YvH7ptqH39nfrfofvnvxd7G4jipHxJeMdlxeQA4glYoircdz04k147/B7mFE5A3+74G/6OpubyeC4JFSCmsIarDlCTAPM7cTnp38en5/+eT2nn6Sq+nWjYbNOj4uqGxVZEW7DPtNBU4gxtz57H0PFfN0ROMRLMI6ZmrAkoKJHllHKpCSRHv0UcOXjUKIkPDMOwbkxbYHEmpRoxiaKJOvbsDkVZZn8HtZCG+9dfy/ul4BLy0vx3aYWSIofkIgr9CVPksHUghELcN8596GurQ4v7XsJc4fNxZRAOYK/0tIhVBnuzLaQfXo+Pamg2nhXJWKkfe5tA/IqIIkmMdlJgiv+DunJLwKMSFeK96R/diUJkBTj3aiFGEsB/hkyf5ckSc8VV6MRhFIhP8iW8ivsy9fugaQmyXqMIYuof6hDVsg1EywP+RVdQegLBMT1n3UDBXkP+RXGOE6RU7djQud7NBdjv097ViQF0MrsUkPwyfZ9nQATFissyzGYNhLW7df4ygK8vr0RPuYcJZELOLvniolkOdvHkxRIaer0KeMq8J81BzGthukjMddOkn18ueyycClZxrbJ2rNnBbODLXc92X0LxgCSFprKXjs9g1ua/mpQKzegyIgmkigKW9Q1OzA5TV9OzEJXNIHfJT6uE4Tm9yAAXDB9BC6YnppnWj8nSTK2iRmh7FZjILv9DBaCMOBTcM8VM11tY3YSd3Ku+UHj/RLy+1xdH7Y8qzExvz75DKhE5dyjBvm6rfXpZS2vYMjPv7clSdLzyFMX4+HRvVwZ0pVPANXTIMX70fjOwzELLwehBwDAlVdeibvvvhu7d+9GLBbD97//fUyYMAGzZ89GTU0NzjzzTHz7299GLBbD5s2b8ac//QnXXHMNAOBzn/sc/vznP2Pjxo2IxWL4zne+g5NPPhnjx49PU6oJgdTZOTan1KqDq/CZpz+D9Y3rsfowmW0dXTTa1pHLbFISpNmHc0UEpgE76LBMKA/DxAEQJIW3Cd8wQzElUi8KFKXfyOn+2cFcqIT8xAxSogPZd9DOIcRkl7ZVDFklft//LtkPk8vwtFoy83/vuntxpPsIeuI9uklAuzbQLAo6uM562dSkJDUEX++U2tRpp+iJk7BeUb2zdBXmXIz58PwU1K8jn5VThOWyBJDZPCIF/jBQPAroPgq0HwI2/ge4/xzgOZIHiuZ6LAmWkPU3P4FxsTiuPvNnUHz8s2xlqkCf+Xg8is1NmxFSQhhbPFa8bg5BSQ47kxJVVXWDixH51p19M+i55syk5NAG8jlsunF/WZx9R8pg2g4iF2H9eiTsTVvsXIzp8xFk77Ukce+LSCKC9mg7SoIl7gY2Nm7zZlC19GM7HsP/vfd/eHzn4wBI7k3Hxck+9CZ6Mfvh2Xjv8HsAgPWN67k24EAHIWnzfHn463l/1X+3vO96m86YlEhSbl2Mme6jOQchBzZ3bcjUTopMI5hDpGV3aq7Deax7wK5XgEQccrRTO17BubEkGkMQqlq7LbGTY6yLMX2fMDmMoxLwaFEhOiVJN2q45rlr0NxLFFvfmkeUSWOKx+AL07+AmVUzEWQJO6dmYEt/aHwvqOINtXpIWcgTqLAB3mF2/JLUfg6jwrWF7ANoW00NZAqGpX8vaX2EEklTLZoIwrRtB71fonpdOtr+eKFavlMDMvnd508lpAFoTtY8qe1L5yzMEoQIaOtJzPEQdDtwMfaxBGGOnEXtbtWXzpyAZTNG4OlbFhs/pjPDo/mm2XrsoE5/fFYN/vjZ2Xjo2pPF25n3wR5HUQ35ZOt1OuMoxUwQMteT3VZw7HRN9tp9dLA95TcRqHovmiB1LT+YgQqUaS8+UsdwOe4AABHnIcEQtfXcZLBHArGQzWSaA+QxSl8zMZ0Obh2EJUmCLAH+JEn30YMgb25icjE21KTUZUfW3we6aZNkql/9NC72MDjgEYQeAACnnXYa/ud//gdLlixBbW0ttm7diieeeEJvKP/6179i9+7dqKqqwtKlS3HXXXfhzDNJFpEFCxbg7rvvxgUXXIDKykps27YNjzzyiPuDEITI0Y763va9uPGlG7Hh6Ab84oNfAAAKA4UkrM5mcGw2KbFzMe4LsISd36YDxpIa+jZjTychUWXOB5vmwVyB34GrsFOCkO1QhUsA8MRmlTqAzYk2a29WEFpCH3QxnaR2IxSd3c81J16DC8ddyG3eGSODUqr6ckTE6sdKB0HWLsaWRJoLUNMdkXu2Xo7ZSZm9HhYOzzro9TK5GFLSdFzxOP03SibYEllF2mDyl5OBxz4PHHgfePf3SLbuw8HOg5AlGaUhjSjq1vKHDksNoTKT5MYCH17OC+MuLQ9gbWGtNZmYQ5idbkWg9QmAq/QG9Hl3Wl/2t+/HLz/4JecCr6NlL9CqzSgXDhO3C36bZ0oAvQ4ypFtAJm1vVCN9LBE1rol5UEjrUaWSh8+2teN7RwlxwhKER7pIPls3hCsAwOf83cDWn//u+K/+fXSRDZlhsw8WlHgCDHfkc0bzeVCtCT9t4MA8bxLcEYS6gtDieWIHUQGnyvOgyRVedO5K6ruwg6qh1SRPFrfth3RgNWRVRUJ0buz+/Xn631RBKEusgoohCLX2amLpRJjR4FMAxY/6znp82PAhAOCuhXdhXMm4lHV5t1aHzzV7fuUTjLqfjBPXeADIr0jdDuCfTyWYSvpc+v+cHQOjYkSbphQvrtEXWzpiM895DApgUpYjXZi/lFpvdQRsyEXR+5zi4Ie4RCamWZJVH0yWwREqvhCn6hPye0y97taylurklKlep3MmZpfLOSAI0+2hLD+A33xqFiYNY66piHi77M/Gd0rWKfYkmxmKLOG8acNRls+0A3ZEXS/zbqJlsZM2aYjMFIKQvZ7stoIxgF79BPuNJewn4cwutgXBDPoWjEvxB8kTdIJw08zvA/mVwCk3u98niwW3GN89gpAD+9zJDglC9h73NUFItwmo5F3YgwDfVphcjMN+7XhoWypJgKxAhWHaVBA39QPTTRJ4OK7ghRgfp7j99ttTfrvhhhtwww03CNcfPnw4nn32Wcv9XX/99bj++uuzOyhBB1qkXqDqLV39E7AmwYKmECbdH1gQ2tQX4AZRsvXAkx2E6QPGT/8TSESFykrL8piuYXGw2CHZ4PBFxb40qYKQJUCd7qevIMlcDkLXBOGuV/Wv8XFnAL3E1GBq+VR8t+y7GFM0Bo9ufRRNvU26So46UhbaDV5Syja9uNlF1MXRxUDeCvQYzWH2gEMFYboO5EbN6GPapdzPlDTVyTwYIRS2BGHNXGA/UVAhWEzCYZIx7Dj4Ltqj7ZhaPpXc01gv0LAFCBYBVSem7IZ9lspDzABVCeCrwyqBFqKS6w9yEDAIQuo8KwIls2ZVzXK1b5YQc4LrXrwOBzsPoi3ahjsW3MEv3PAv8knVsJMvBN4yJbF2mZs1qiX9Z5XcNA0BXWYJTjXC3yt6vpIs41vNrcZqzPWo7yIE9vCC9LmEODATBekgmvTJ9+fbTgaZYSbgZlbOxLrGdXhq91O4+sSrAQD1neJz6WZCxjjQtpoSSiDvIjdKUzp5YJkShH23qTZtP3vvzApCIUFovCfp/ezSyOSQqgLFtWTybPMTQPMuoGQUFKjic2OvbSAfiJBzSkY7gRDfvxCFz04snYibZtyED498iMjhDViHHnRLMiD78NZBQjpdOvFSfGzCx8Tn7pJMIYUyJHDRCIMwScaB3lbyXXv/poAjCH18+Qu+nHr9rSArQCxK2tr2A6S8YCGAJvvtOoxElF0Io4QLR5U58lcIej/URKpkK2gz2amTqDEApn7W/1tifHc6MewPccSSWEFo7CuiWXnog36mnVSQhD9NCGG65c7BhBi7jUIQ3ZuRTC5cOoGXRoXnCJyC0PRO2f1a6vo27wIzAiaCUGGvLbutiCDUPtlrN64yH7sbu9ISfgEf3wbmZ0IQMtfigFqJRIT0wRomX4UTP3aru33pp8AcV+UJwCW/B578onCC+ngGy7U55e6Kw8az4Jbwc0pCslBkCYFkL6BoIcYCgpAqCPU8pnpdJqHmCckHv9bvH9W1wVSARxB6MOApCD0cE1Av/JXwdxFBSEP1ZlRqya4XfJmYKVzx95R1zSHGOvqpIeQUhDahESyRp2/jDwOhYost0u/HsXLGRQizDk3lwOUgHGiCMBnnFYR2aid6/xMsCaZtO/tqTL+M5P8q9BOVamGgEDfOuBFXTL4CgEG+ZaYg1K63QKGnK8LSqfccoDdB1FsiopTWk1QFIfO3HUH43n1E4QcJmLiUW3S4iwwSWXWpIyLrzO8CxSPJ91vWAiddjjZZxjP1bwIA5g6bS5Y1bCLHNnyGMKcXS3pyRKvp+VtUs8j6WHII2l7VFlg7Qh/oJCGkNQU1luuIQNsKO3Uii4OdRA1U11bHL+hsBF7/Cfl+hZb7ztxGBgpT7nU60DyYbG5Sve6lG6AUVhvfTYNIPfzV1IVhFbiHOonqjhoKOUblZMersnWcgg0BdrQPpg398eIfozKP5D79+Qc/h6qqaOltwZO7ngRgtOmnDCcD9/PGWoSM0naw2yAIzdcqHeg1tlIQciHGtoMd5hk0p2IQDfaZd5657I+CQTKwL9PUei11QDwCRVWRELUt7P4D+YaCUFOnyky9EoUYA8DNM2/G/efejxLtXsclAEoAT+1+CgCwuIYJ07Qr30rZbEZeGXD1SuDaFzTVB5MOo6eVfDeF3OswR2GY8sU5Bs3pd0TLoVwxydl29R/qXzuRl5aQSYGurk8S4zEWduHJetqONO2gXb+vfILx3Rfmwn6Fg39uX6blTL06pJanJQ/SKQydw3jWlFyQjsU1wBnfBpZ817j+HOmdYRlse26+J6MXpq7PTnKmIQj9JqLOWkGYWhcoacNSq/r2aW4RS0wGFDltWLkllv0WqwrPxx61Gt1RUp858xGnoM+COVUMm7LAgw42XNcpeVeWH8AlM0fgxtNdptNCZqkEFMlQEPYiwB+n9kwZCkJTnaH56SW/riCM+kyKbi/E2AMDT0Ho4djAnKuEP1vlPwIYdVBxDXD9a8J1zOGVcfqWtyIOcwxWlWCnWLLNQeimPKYXU1toTUjwG2XQOdUGcSzpGciEaMwpVI4gZPOepUA0oKBqm7KxCCpBrL9qfUr9o/tMIQjd5CB0EGKcCwWhKLyTgta3jBWEa/5KPkfOT+lo67kPGYKWkgm2pFAgH/iaYeqjBouwaHQtUP8aAGBe9Tyy4AAxaLByw+xhOsRseUnTczUsz5m7XbageRPtSLy97SS0d1TRKFf7Zk05ssK79xICYvrlwLjTyW/s9cqrAL62SZwzzgYigpDWvbQkONtZtVAQKqa2iyWiM8npSHbqQv1nIi5rC2oxucw5wQjw7f05o8/BlPIpeHEvMd5q6G7AS/te0pdT1fwvz/glHtj4AK6eerV4p4L7xOY3dZJjKV2IMds22ioIi5jr70RBeI7h4ilUwCtBPcUFnibOs3J5LWKitoXd3p+nt73JnjagqIgLMWbPR3TOfkkGVCAmSYDi1+vXCWUnpJar79RdvjYdYxnHW3ZATxWE9PzNMLf1Ns+QLWhOv9Z95O9AmtBgAbZgLGo5gtBBn0tXECY5QwUA1qQo4Jz0sMtfx0ai+EPwszkIRQSeHeHKnHcMChJJ+/d5rvIOcvt0SzpaHeIZ/8v/nYkq1gy7fVRPJ58jZhu/ccpYdyHGHDnLPg92IcZMP5J+tQyr18CGmAZdhptymH0V/rF1GtB4CF2a4jnkz2B/HZoS3twm2IXjH8fgFeTOt/n1J91FfVBkQuDLsoRggslByCkIaQ5CUmF1UplVEAJIyn6Ekt0AVIQSTBoXwFMQeuAw0CN6Dx5sYUsQhi0SdTMwhxiXURfEgchB6FZBmGV5ZaEyZxtlQuxpYc9ciHEWx50rBF2blDCdJC0vFQ3fEtU9SjhT8o3m23MXYkzJydTBDO2k5CIHoZ1JibWC0GEOQjpgvOielEV72vYAACaWGPm7WNdkp2gB34HVFYTbnyOfI8QdM/ac2O89pkGYk/YjF2Cdqa2wv2M/AGBUoUuCkCrmfjUNuL0YeOBc4MOHgO7mNFuasFZTDc5mJmq4/G1h1+QgYKgnWSW3ZXi7GSyhYOq4UgLdPGij16Mr1oU/rP8DAGBEgUuC0MWgl7YDFFPKp1isaQ2WIAwoAYwrHqer0g51HcKGRhIGdOeCO3WyvzBQiK/O+ap1KDNti6kil4HTyYd0JiVciLHdjlhyKWWwanpnXP4QUGVcQ2HZij9FKaeoFm2L2aRE+1vVcn5KMeP+sXVJRKD6tOVxAKqk6EppW9Uve/zZkintB4EnbiLfrUKM7Qwf3JRP6w8l6YodKptHnap/3ShN4q+/k9yerLpec0/WIchRrcMp6WHX72Prpi/EEU1CAs+uLOZax6GgN27/Po+nIRCdwzhO1znOnL6bcx5ibNrHSVcAZ98OLL/f+I27N/ZEs20OQjvlIow2gI3ONlyMbYvlCMJsFaFUGdYTI/WmMJTBdaYGQaZ3lGO17XEGJYMchNkgk0kBnywhqJL72a0G+XpmCjE2ngPKcJN1Q1rewXz0IpxCEHoKQg8GPILQwzENu7AoJwQYO/ga7ivA5R1ag+gyl1amYAc4Tk1KslIQMi8252GvGbwMtc66j8lbEzgGmhPWfdieIGQSv1NQhzibUCY6QDfnIMzMpCR1UKATaQI3RrewMynRFYTmTqJTBSENdStIDd+kqjF2wO4oByGDhzY9hGub39b/fvKSJ1FAFR6H1pHPsrFp98OScp0mYmRyqTulF4fWfYSQu70YeOwLtqvqhJgDBaEbcwuAUczRZ3j/u8CKLwM/HQv85cL01osACbOnyiRmgN+kxrGfJl534ezLQhhirNXx3ngv3j74trWS0JdeQWjuyNP275GthknWycNPhiu0HXC8Kn3+Kbiclw4hUqZQUj+aII7bADChZELKepYQTELQcpw+g24UhLb5Z0MlQO18MvA3D7zM7zrTJJq57Ip4ghAEpvooQ0VCTaTmXUsJMdbaV+14FSacWWRSwoJOhsUkCV2KWHmYAvZ80+Xfs9yHYP95Fmo6c78mKwUhgIjWX8qvAmAtMtPBkDpHUG4KMXagIJSZd6OZILQbtDsmCG0UMmx74+MVhEK1jy1BaNyHOBTEEvZXrrIw9xEtftcEhEOSUrEh95yCIxlNddYXABZ9DShnwjbN5js28JvIOUuiVFQXBCYltE1JdzUDTJuQcXgxPTRTYdXF7szBAACjtPyR5jzNnoJQCD4HYd8ThJmYEfmlJL7iI2ZovQjw+TZNIca6atmkIGwuIBP3+ehFRfcuvgCPIPTAwAsx9nBMg+18y5LMDW6cKIDY0N3vjFuOvB13kT/64QUAmAZRdgpCZiCUKwWh0KlUhIwUhIR880nGOR0LCkIf07PLN+fXYCFUEFKC0JrsowN3XUGYTQ5CgaKMDlKTyJ4gtDMpscwDR92BAfsOpJ4sPzVHZnecqE50EyE4DDHWEE/G8bMPfqb/fUa4lncIpdfPIlcc+5yx5NNtR14DAAQlBU9e+rTrfH9QVeCV/wPe/Dn/+8Z/Axf9ik+iH+shRLAvYE3GMqAKwpGFqYovO+gKQgkk5DraBTTtJAv3vkVygtXMSd2OHZTVryVmSCNP4QZ/V+z/L46MrMFrew+g3MVAsLG7UXd3pUYkrEETLfvf2/+Nf2//N66ddi2+NudrgpNjyQ1xDkLJRAjR60Gfy5qCGvuJAhGsjD8EoAQoRSaqVJGRC/0eSUT0c60pdFFfBWkM3Bog0TyVliYlzJDZNv+sJAGff0H8zrVTvIEcM+u+/NChw8CEWSlu2rR2JNUk//40uxjT54UuZsJWrXIQUvhkBUgAcUlCm7bqlDIXilG78FY70DyEbPtRZFEXzOSvzTNkC7ouJcBN19uy+8RMGB1CBX/93SgI1aTxPnYC2m4lYmnWsyMImfekP8wZkwjVPgyB+cvLZ6C6iNmeqYMx+NIahlQUBHH7xVNRXpAbolCC6j6E0ampidl4JhNYGYdYwaTutEOKgtCKrBOQIfQ2ixWEzkOMsyUIWfKoMOTLzBF52W/JBJE5yoNe78RxTBC2HSRGLfOvByZfAAAmF+O+P4RMhqDvJ67QZV09CPJ1W7uvPu3tZriGUwUhWTeujYsKJUE/p5+M+zwMDgy85MeDBxuwL2XzQM+JWoML3S0bZ7Nm38BpiDGrGnTmPCwGO7BxrEbK5E1VQBQFnElJrMdq7X5DMaO8y7fLmyQKs8hAQdgebUdICXEKqbSQBL1QDaJQ3KSaxC8/+CUe3/G48zJATEr8sl+oSLUkrdhrZkVoqSpREAYKhaqYlt4WAEBFuEL/TScnHAxCqJqOoog1gkjEgK5GUrbF/WWNG1hC8u0ukk8roibck4MAsOf1VHKQonm38V1VgV/PBO4jYaL0+tNwWzMSyQQOdR1CYaAQxUF3pkS6qY3sB254A/jyGuD2NmD6J8gKjIsttx376v/gz+Rz3BncOkfiZAB81qgaxNsPOj6mL778Rdz6+q3YH9+PmDZgF+UgpHi+7nnxjhzkIJRN9clM7Hxx5hcdH7eOmrmOVz3SfYT7OxOCkJoJWTk97+vYh4AcQGnQJgebGTYKQif8YFJN6sY5Vip+LgdhOn2N1TvGPKkkIHBomxhIqhgZT5B6kRJiTE7qvUPvoaG7gTlIixBj6jvAlGflaExBFYRxAK3aCJLmF3WEbAZf5r5D7XzxeikEYYbhoPS6UQWhneEXV55RRj2q3CsI2cmzTubZWvZb++1EE36bVwArv2Jaz4YgVHgFoY9TEArqL5Pi4tLZtVgwwXjfcSHGquKIe/vcwrG4eIbLdAg2cB3mSif90iEXIcbc/hzsg61/2YQYsxC6GFOVdSpDmO5qsspFs4rRLdjcuqPKbELr7RAsBK54GMiv4H+3yYF93GDFl4DdrwLP3Kr/xDqJO8nRmy1cl7DtOe7PHjXA123tuagukFGa58eFJ2kh5vSdoJ1T3E8msqukVsFB9Y9wxsPggEcQehg0MOdScxJizCnzCqqBq1YAN7+b82OzglMFIUvi2K3npjzHocpuXgqfexq48JfA8JkAAJU9P5eOy32BqoTR6SnwF1ivKBpQ9GqKy6D1drqCMNGLSCKCSCLiTj0IwOgapI4aRG6/79S/g79s+gtue/s2RwQbQIi43nivMLwYsMmLxw4wrQjCWDcxtLBIlN8aaQXAD55Zd1k77GjZgXcP8c9nEfua6tQG/zFT+BmDxTWL8eiFj6IwUCgMO/S7ee3FeoEuTVW540Xj97GnAbe1ACd9kvzdXm8s2/oU0HkYaNwKJJNpc+61RFqQVJMcoeoUukmJedBElVG97cLt9HaiaRew/h/kOzUnAV//EpKEVdUTcO+6e3H5ysvx89U/1xV6Imxp3gIAOJg4qJOidhMgls8Pe05WJiUVk4DSMcDFvyZ/mwgn1+pBAJjxKeKSe/5P0656zbRruL+rwlWuixOZCVGCkBKQ0WTU3aBFkgBI/CBQ29yJOrmpx1AS95hdMDVw77ZMU6iZJ8ME7z563nm0TvqCKfkw6ZHc8NINuPGlG5mNzQQhqUf0CigW71qRil8nCCUJbRI5YVeEfqYhxgB/vhf8HMi3IKLN4foZhxhr14VOmrlIMfBd6Sv4U/xCNEml/P1t3JJ+Y1ZB2ElyPGLxN/jcqMLjFZiU/OtKw0yLwo7oNCkIA+lyEI4/Ezj3R8B1r1ofD4hJSSRNDsK+QEWBy3BBp/VDsQkPzgSuFYTuCELLEGNBuaK5W6c5CIM5VBCyxzymIoN3mB1k5hk7XkGVxszEJ3t/+4Mnc13G27/h/uxBkK9nWlufJyex9ralmDdGGx+b+r/Dmt4HAPzFn75/4+H4hqcn9TBoEDTNQDtRbaUMTMctyPlx2cFxDkJGVZNNiLHT8ji4CRMZs4j801DIOAUHjoEQYxnAD5QaNExbZl8/6LVhQ5IaSK4v5FdabkYJwu54t5F/0I2DMcDwg+JRtSzJHJFGHU0BoCPW4YiQ7E30IqEmLFWUliYlHEFoMaih+QctEuXrBCGz3EkOwoOdB7F8xfKUEMhSVnH22t3kc+zpsIIkSTix4kQ9rNUcdvhgiYucdD8dR8jIL39oJPs+78fAKZpZAE3e37bf2Gbjf4zviWjaHIQ/fZ901Djlk0MoNHTbPGgS5dhkF9Nnfs/r5DNYzOUf7Izxyau/JB8FNNOPLc1b8MLeF/DCZS+k7Jc9x4Sa0P9mJz3M7Zvlc8q29yYiRzcp8ecBX1mv/24m0TIiCPPLgVvWOlr1hpNuwJGuI3hsx2MZl0cVhOwEGH3X0dDz+dUWijE7yArAKKrdqHgPdhoDp5MqTxKuw+Xsy3RAlSbEGDCUt2F63BYmJRQ7WnaI96cEDBdjrRGWmPLTKghlhiDUKEZXBGE2aqtAIdDToh2IDUEyZhFROVMHWM4MwsX7mV43OmlmZxBiwnPyYjTFT0ZpAPZOvyLQexDpBHo0o6UCB27z5gk/qxy+dudhCmNlw/eEJJMkAafebHE8fA5CTl3YD1Bk4JKZLlXyTnOvZurM7WR/VnChIAw4VRAKyGKdIGT6IEYOwv4LMWbbn+Jwjp1lWSMgDzr626TENfa+zf3ZiwDfLumh41HThrxJCUVI0sY+/nzbCXcPxy88BaGHQQMzQegE5hyG/Q1O0SdZd4S4UOgchRjblcchi+sSYAbuxwJBCACX+Stx80yLjjuFWXGgqkb+PQcEYW+8NzMHYwB2CkKA3EN2EE/JBwA42i0OGTWjM0oIHisVJSVpUkgrljywUhDSUCQrBaG2nFUQ0jBFW4Kw46AwP9p4SXvuG7cZbrsl6XP1sXkWKRFalkhguuKQxIlHjY7T/veAA6vJ92HTjHVKNNfhViYsmiWdExH9OaRmEyxUVcVL+14CAJw16ixnx8WAPrkJc9uoqwTEgwC9nTiiHdP5P+E6kG2UGGDAtieHug4J90udXQEggohO7nAEoal9sxx42ShVrBx2zeSjrYo4B5AlmSPvXIWcaqDnIgox3tNOHMGr81PNgNJCUrj7rzt0Oogx/sILxHjnkvGXWCrRudBjp/nLUnZiNimxfmflUdLHny/IQciXr7tLs6SPJOnPRVKrcjJTXvochKQ+xoHMCMJMzMAo2vYxB2Kj5hu/hERJXKmlo8g4B6F2XboayadFW+94P4BBWtqBkqDRDuDIJvI9z0HYPpsypG4V8IsTxOs5NSnxh7kQXZ/bfH7Mtb5kzmh867wsDLHcQDvkgCIj5HfZH7PKa2kGew1z0edzQsa4MSnxOTQpEUS8UGJIpCBM9/jyBGGWIcZMdcvIwdgOXogxT6KpKrDnTQTjxqRov+QgdPM+UNUUYjwimd4DkkTae3MeVpNJyatL+VBlVE+DBw8ieAShh0EDVmnCGiDYgR0wZuMOnCnYQZRTF+N+VxBmMXDxM2FTx4JJCQBnM9LmHISdFnmrTGBzEGZkUAIwYVQWBCEMBSFVEFFQA5B06IgRdaMVeWkZ9soSeE0mhzMKXUFodLATyQSue+E6TH9wOuq76hH2hZHHqEtFodNmbGraJPz9lJh2ndY/avw48VzL/VCwJCgNk8xLJtMnsqdgzSoiHcAhTanGqjKLa8knG2LcygzmEzFdVTYiPzW/1DuH3kEsGUNQCeLOBXc6Oy4GtKYmzAYA9Fm0UAkokgJ0NwNbVpIfhk3lltO6vaC7B2v37MODyhi88+l3sPozhCQdlidW9dR3GtchqkaFIcbmiQvLiRsHIcbmbc1/u1b3ZgAuPYTjNjcVXIixpn7d107q0vD84e53KCscya8ThGnIvLfr39bNV+ZWW+dj5FV2OSIIbVTfIXrcgXzAlG5EMbVzTb3aZE9KCDMfYiwz7yynLsZxScKWOGlfiwMuCMJsVCms8i1d5MS40w1CL9MQY1qPdYKQpCxwzQOzZdqk7tBB3ymBAmMQ7yS8WVdMx4C/LQe6LNTYdvfApCBkc5Ipbgkf5rzPnVyeexVYWrg43m9sJ2Hclz/kbP1MSWcrOAl1zTDEWJGlVDXwJx8BLvwFUGg96cIRhGIBVgqCvly6GBuFFYVyXHcE+WmPO7B9wLd/Czx4EeZvN4zx+iUHoZsiDq0H4r1ol4z3XNRMEAKEPKfGUjr4CpworMFf4kz/uWAYcNYPgOtfc3FAHo4HeAShh0EDVmHhdDCdK+ItUxQEjE4x6+RpBjto7v8chNkoCI174s9FZzEXcHIc7IACMPIjDZ9huxmtg9FEVCfv3BOENI5F3DFWZEUnQNY1rOOW6cqYNEinINRzENqFGBdakBICBWF9Vz2XO3BS6SSuk2XpmszAHGr6+0mfw2t7DyC/W1OVbH2afF78a2DyhZb70ctk8h5SYjWsqvbuzCxY0x12m9IxxvdiTcnYUkc+u5uBIxuN5fEIgtqAJpo0h34YhNqCEQsyUg5Tk46kmSCkz/7254B1/0jdTpKBf19t5Pmq4BU3XZpyMl9V4QMw21+MkM8w47EyXGFDUyNqRBhibG6XLJXhSnqC0NyRN19DJ0ZW2YIt066NTwd2W3pNKFGb5yLEU4ek8CYlVB2Thsy74cUb9O+XjL/Ecj2u7ciVgtCGYN3n05YFC3hFUbA4JQz1YMdB8XFpbQL9lVMQciHTqe9EWodjEpCnPQdWeUXFyGLQecIFxncX+QAzNimhbTGdODOlk3A8uGXLdNL/ogRhMmHcO6v3kKicZAKwyJmZFiaTEj+nIMycILQzPes7uHgeC4cBZ93mPEdmrkOMnbQdjNt4uvofSBcaPvkCYN4XhNuK2kg9nUWaQ2RzEDZ3p77r3YB11C3qMwXhcZyDkO2/aHlKx9Y/o/+UEwXh278Dbi8G6t4SLnZcROt+4E8kpU6RapB/cdFEEZ3UZlMsmBSEfkXCj+Ofws6kNmE9ZhGw+Ouc6ZIHD4BHEHoYRGAJBKdkH2dSMgAEITsYNpusWK2XqxBjx0RjFgQhq5gJOA1p7ms4uc/sgKLuLeB1LWFvGmWaPkhkOhgtkRa3B6h9ijvGEiSdAPmDlveNQkQyiaCrGy0UVJamIVwOQgulnSAHYZcph4m5rjtRL5nVhacNPxnlySQJMYv1AEe3ke+zr3Y0QtUNPNSkHg4uqXCuIGQHmomYRipL/GC5bBz5vYEYkmDFl00nFYdP8kGWZERTcsMYeQfnDnPunMvCp13XhLmzSNuQbc8AT9xEiEt2sSQDe94gfwQKUkwfKKGqh3Vq+5clGT7ZJzwXgBDFFBHVWYixpYLQhtygxIy5TTfvKyNizSW4yZ0sFITsoJS+D+hzlRHxKMviEGObZ5A1n1kycomtkqKuvY75K1OCUAY3VLIhHE6IanUuUMAr6mrnoD3GqyZ+v+735It5AoROVGjnxeUdTBNi7Keqa0jo0TSIowtHWx5vCrIZkFcyBL55MsAOGZuUaOvSlBZO8gBq4GoC+6w7mrhjyAs6QRNw8AzT7SxMmRyBnQQKFWWXk4y91jb9vkGJXJuUOAE7KZfmXvjTmcvYQJQe2lAQ2u+LVRBmq/pjFYSFuVYQskZAxyvYPqDWxsV9RmRI1jkIVRV44bvk+6pfC1dxrFKkeaIBbFYmI6aSetYgC9pk+r5n++66izG57z5ZRgQBnBf9MV4/+T5gzjXw4EGEY2RE78FDerBKk9JQqc2aBtiOfjbEWzYYkT8CvYle2/JzFmKMTAjCbEKMjQFIYABCuIVwFGKsrRPrAf56EfRhTe08280oSR1NRNGtzdZNLZ9qt0kqRFZ5DBRJQUTVQvyGzeXCjO1CdFlQQsxK3WiZg5Ad3lkp7WieKEZB2GEKa7hy6pXC8uwUhKwxxpVTrzRUQvEI0KLl+Csb57i+sudIidVeWbImPs1gFYTxCNkuWGTk9wPIYKlyMlEN3qm1Sf58onhoPwCoSUiShIAcQCwZw+amzXhk6yMYVTgK1510nU6y1BS4TCivQYaFgtDchkQ6gDzD9V1i696y36bsl9bt/KS2HptrVA5YE4SmEGNav+xCjC1VWFyIsSkHoUZcmtWIotDQvgbbrmej/mZDjOl+6PVzYsiVAkkhgwNVBSQj1M7Oxfijox/p3392+s8s1wNM7saZKggB0hbTZ9KGYNWfejOhrQTR3MsT4Pp5REyEkVZfDGdSMSkoNCnR6mNcArq1dswVAZ3NgJwzaXCjIMwyxJiCaTucQpIk92ozNj8aVcPYOQ+b913/obuDZMGmjsiv5OqA65xykukdMZQgZ6hKtdyfk3ohAZMvIor4svG2q7L3yjL/oNWh6CYlBnSCMM22Qb9xzysL3edLZ3G43YgUyXkOwuM9xLh5D9C4lXyXfboRk8T0TbMmCHsY0YATBbQdqHlQwTD8yP891B8+hDnyduzNE0xOlYwm+bATUab/xIcY09yqcfjQNGyRuwknD8cVjpERvQcP6RGQA3j0okexv2M/agtrHW3DDiAHwqQEAJ76+FNpexd2Chs36G+TEpa09R8rCkInCcVpOE3HIXDdwcpJtptRJU80EUVXXAvDdO1cmsakRJZ1IpAquaryqtDQ3ZAaEmyBdPkRrXMQMsdkpbTTQ4wNkp4qnS4Zfwn+b9H/pWziJAfh5qPEMOP6k67HjTNuJKo8gHR2qMO0CyULWyYNzZ4QjQEJpyHGTDg3zcVlJhwAkr+PDSu+7M/Am7/QCUKAKMs6oh248cUbdcXpsvHL8OyeZwHwjs9uQEOME2ZiytyGxExhd3TwPWI2MO3SlP0e7iahx3n0fjHhZwElgO54N1RVTSFSDnQYTphOTUos6zRLbpjKoURzSg5Ct2YCOQD7jsmEyLvnjHvwiw9+gW/O/aZwn0CGxCN1gVWTgKQ4cjGmxNrCmoVpTcHGFY9j/soRQWgzOWYQhPk8SaH4AW3zMUVjUNdeh1FFmnlQ7Txg7cPAmMXc/mkrxE7GpTUp0XKqxiUJGyJEddJvBCF7L9yYtWWq9jLXtwwGzKqqug8xZskLnSB0cI3pee5dRT4X3EL29dY9xjrUuMUKrPpQO9+fLJ8Onyy7z0mW6zBct8iGsE8Hth7lok/t9Posvx+IdhOXeRv4fVkoCOkkiuD6pc9BmDuTkpFlRp0v6isX4x3PA/vfB0bOt19/qIEa3QFam6SlQYl3QkISKuSs0sUCAKLGZDe6xMaCrU7D0A98QD7PvRvtb5RhlypjV6IGNaI8l7T/wfbddYabrJ82BN+DBw1eiLGHQQNJknBi+Yk4b8x5jrfhTEoGiMDyK/60Azx2oOGX+jkHYRa5kXycsuhYIQhdKAg7DvO/F4+y3UyRFSiSgmgyquf5y/e5JAjTKAhlyFChQlVVPF/3PACgMkycle0UeCwoCWXlsukoB6GlgrCVfDKkFlUQWpmipCMIVx9ejdcOvAYAmFo2lTwvdCCciBrGH8XOJgYA5hzVhE4QhlzlIGRMSjqPkM+RJ6euN+xE4/tnHgNOOM/ohGvXl5ItbDh6a6RV/y4yMHECRbueCV86gpA3t3nx8DuE0rG4nvR6RWhdjRgKUUqSp6pPeXdjLsSYISrMCmnLOm2TjJ5uY97XQKSRYMvMhMg7e/TZeHb5sxhXYhBu5lDljBSEFJra04lrYksvqZ/JpEsyK1sFof7dwf0LFvDEF1NPKDGopzyYdSVw6f8DrnhY27/WDmnrs8RPWpMS7R0dh4RhftLOuQv9zuIasSqPTEOM3Twb7PV16m4rAndvHQw32PDHTBSEu18jn8NnAPmVxvKKScD4M+33ceLHyGeZ8RxeMW8Uls9x/s5JOR7z9z5HPw/4c3FudMIxHfzhtOQgwBMgPpdmIeIQY5qD0HmIcbYmJSFmX7l3MWaO7YFzcrvvwQBqNgdwUTASVBSA9HuyVhCyk8vtB4WrlOQ5bMepuZPs4whvn4iE1glC1qVZf9tp23kEoQdn8AhCD4MGmQz+WLXKQCkInYA9tmyOs79NSlhlUTbhdTmFG4LQTE44GMQElABiiRh2tOzQ/3aFNNdbRKZRsxG3IcYlwRLhcmc5CC2INIFJCQ0PZk15WNBziiQi+PNHf04xX3n/8Pv6d50spwPheMQIs6hxnquPlplQE+hJEAUdMSlxmoOQ6eRRIjksCLWb+RmiVLrkXmDi2VrhfCJwkVlMV6wLhYFCKJKCqrwqZ8dkgqINZJLmOmhuK9+6B+rRndxPnZIElIgJcVrPhsW1+sHk0aLkFXW6pVBVFU09TfrfrEkJF2Jsej4tFYQ27Qndxi4H4dVTr7bcPpewO7eM92mazMqIIKTEDh3taoMGOwXhc3XPAQCmlE9Ju3suz2g26ji2zbVpG7kQY3YAx1yb8lA5ZEk20hXIMnDS5YbaWatTyQxyEPq0ENS4BPRq7abVBIwQbklXFqxqsL9DjJl9pDO4YUFCjFm1mYP+G+u+TlXPThSEZmK5YJh79eKoU4CvrAe+uDr9ummPhyl7IEKM+8GFFUBuchBmM/khQFY5CPXVWZMS8zIxeAVhdmMNlvzJD/RRiDGQdkJ8SKKImYylE78aCkEmJbIORGDTb1gQhCG/w2eHtoNFI7jclMK6TdsaUQoYPQdhFuZLHo4rHLuMiQcPJmRiPc+ZlBwrLrtpYJcjKh0yIwgzLo7r3PmOlevrxIRCRD7MvsrR7n2yD9FkVM+D6b5e2bsYswRhaZCUMSyfhNY6dc3sTRByK88nHlzRY05RgbHHZHUddQWhEWKczjWZPoev7H8F96y5B1c+eyWX74wNhdbJMjZcokNTphVWi49JAEqyJJNGiHEoqTo3KWFVdzTEuVyQ/yi/AvjCS8Cszxi/6UoYQiSwRO208mkAiFqrI9qB0lBpxm2TriA0D0LNz/6WFYg//HHupxZFsVTnUAVWGSXvCgwCU8/DaTLM6Yx1IpqMYlgeqatWJiXm0FV3TrAEliHGTJfmhhk3oD/QF6pFs4Iwo8kXlqROJiFreTyTzbuFq7954E0c7SHhUE5SeJwx8gycP+Z8/GrJr5B1iDGFk2uZZ1IRKQFcO+1aAMDlJ1xO8n1aPeNaWbSVY+tLukk6nSCEhF6tzqYLw+aQDYnKqgbdECpKhko2tr4JCEknatSUMh1N3DHtZm8bIQcdmZuY9l011b0yFSBmGE7dfG2Ph6k/AzFx2pchxiyymRCZ8WnyOTG3KjZWFeVWIaW7GAtMStKBzUGYbYgxe9yOiSSnYNvYoLi/NigR6wXW/QP483nA9hes17Nphwsl0udz3L7ZHQtFVyOZ5M4UUU0N78/jmxXReFgYYkxNSsj6AYbIVgYgJYuHwQOvdngYNMhIQTjALsZuMLZ4LABgVGHms3oZmbJkoyBkOr/qsdKcsMovK5ivzbzrhGYNIgTkAJJqUidRKsIV7o4vXYgxo3yLq3HIkqznOXQa+kcNBEIWahNKnqUShA5MSuwUhBYE4Y5WorZ879B7+m+v7HtF/97NkHHjSzQSTg8xjhgzvS4SPtPrGFfjTIhx0nmIMQ1rBoycMqybqB1MIcYsQTihdAIAYF8H2b/r+sPAcQ5CALH2/dzfHbJkGXa3s5WoDfOoSQlnRmTk4WRB1YPD8ocRIxMLkxIzqWKpIGTqlxlU4WieBGHbvFyp+dKhLyaeUhSEmbgYs+Ga6/8BSSPx1Na9wtWf3vO0/n1O1Zy0uw8oAfz09J/irFFn5TDE2OYdUjoGWHwrFwIKAPAF8bU5X8PGqzdiWsU0+GSfMPydLYserZWCUGxSQnMQAr3a/s1u7bZwqlwWIScKQjchxqwLbxYKL7ckHe2jdR4hKhg2TNhpOUqQmKpwxHM/90244zlGUq/0CbIgUpb9BrjhTWDa8twdjgmZuhgnWYJQay3SKwhzF2LMsZDXwwAAshJJREFUHndeIMfvF7eq3mMV0W7gmW8C9WvJ++dHtcATNwH73gHesenL24wPzpVJvr+sQ2/jppzPrftTVnGsd6F940Aed1z7mrtT1xWGGOsaWAB83cqymnoY4hjKby4PQwyZhN6yg7djnSC854x7UN9Zj4mlEzPeR0YmJdkM7hilS7K/wlrSIeAgJ6CZPHAxk0oJjsNdJOzU1SARQDqTElpPKQmZ78t35ALMghJiVgoXNj8fBychxge0ECwmB6GuILQIMW7sISYfR7qPCJdTw5c7FtzBHCQTYkxDfAudm5TQZz+pJg3CVLVQEG56HOhuBuZ9nvz9+E3A+n+krlc52VnhphDjMKPUo3kaaf0pD6XPq2QFRbtHKQpCQVsZNdXxblkGRi8Q7jekmEgIZv9UQWhWadF7XB4qR74/Hy2RFj0MmVXAmUlryzpdUAVc9hegbGzKIksFYSbtX5boFwVhJmGKLEHYtMtodViHRQbVeYY6t6Ywi7xzbuFUQVg6Gjjr+6m/m66NIiuIq3GhiQ59LpMQhBhbOBpT+EIknDgmuVQQzvg0aUuyIULYfJyZ5iB0FWLMKhazcGTN1KRkpzZ55LRvwk6Q5JWR0XemBi25gNvzzjn6SUGYlfGOHxh+Uu6ORVREhiHGbBoGw8U4XQ5CNnondwRhOOcKQlaGZnGcB9eQiQg2v/Kxho3/At6/j/wbNo2fgKGqOxHMhm0Mvu7/D36TuDT70FuzYrDzCFAxIbN9RWku1nxO8Te9RpDeQhhizJuU+LkchB5D6MEaXu3wMGiQCUHIDhKP9RDj8SXjsbh2cVb7YK+R47A0pyGXIjADicaE9Yu3XxEUG2VwMJOIIee5pChBUtdeByADgiCNgpAOVLvj3UiqSeT58zjS0AkoQRi2CCGlz0JGJiWUGGQUXh0xzaTEL772S0cvTfktxnToqIKQcwWldau3FWjTZmCd3Fu6uWSEUeuuzomkWMnz788BT38d6GoCnv6GmBwEgAqH5D2tExqRVRUmIbohJaSTs2sb1gIAysOZE4SyZh6SzDepEE1kQBLAr8r5/IldNdYqMZrmoDKh1Q9msE3bFXOI8f4Oco/y/fn6faTX3TbE2E7ROe1SYMSslJ9pvTWrBDNSUGcJp8+kG5jPK6MchBJDUnc2GAShxeCJNRhyFToLZKkgVMTfTbAeoPO/03e+kHjW6nFC28RKQShq0/3aRFBcktCViCKkhJzVsWW/Ab6x3ZKMdwT2/rtSELIkWaYhxtkQhOy9dWJSoq3fruWcdar2ZsvR800OIEnHlu1kwnKwog/avlzCNUGotQFsa5ZRDkJfliHGDIkj5zpPHDuOEo2pkkkSpvuHLNqr/gBL9B3R0tWc9xPySdPgiOAgwihrBaGZhOxuSlklmXT4zqSGW4E8sJHr9iYlohDj1O28HIQe7OARhB4GDTIhCLkB4zGuIMwFMspBmM1AmhmATMlznh+uT3DF30nI5IJb0q9rPme/8048va50QM3mz3MGZwrCVi2UtzBQCFk2wo6dgJI3VqGJOnmmxpFIJvDKvleICjBdDsJEjBB2eRXcNUynIBQ9eywxRMO1OUdonSBsE+4zHVhStS1C9lGcTAIJm0Fn5xFg9f3Wy+ngMx30EGNyPW+eeTOumXYNHr7gYZ3A2NK8BQAwu2q2s30KoDTXAQASBSZlpal+fxQM4LEAX9822IQucTkbAY4w0HMQmkKMqUoz35+vh8RTd2s7Iw9bgtACVgpCtp71lymV+TrkAubJnexCjFWguwmSditVc/iTBqr2/Pb8b7svqx9yEFoShCa1Bq1fwnplF2Js4Wis71cj5nolCRE1zk9m2EHxu1I+C8E6vbohbzMOMRablDi5zZwJjuschNox0vo/89PptzHvm4YlZ5KDMFdg63E2BKvrcvt7wN9PSsV+gsw0mRSGgtAerDusP0tlVp/yNulCjLubDAVaVBDGOtDoagKe+jqw923+98XfAOZoxmR2Of9i6QnCbEPEU0hIAUH4pTOJovCny9OoaHUFIR9iLDxGkYJQtVYQZu3W7GFIwwsx9jBokJGCUB48CsJcgB0gOyYIl3wHaNwKnP6/GRToxxMH6rEuGMT506a63z6XmHIR+ZcJXAzy6eCdkh+OB4oUDnMQbm3ZCoCYdrgNMabhn1YqUnYQ/diOx3DXu3dh4YiF+GPpfGMl0QCbhieajAIowWeVg1BUF9lz0QlClqiVJDI4pffGZbJ3llRtixKCsChpoSCkaK8Hhs8ADq13VVZq4XyIcZ4/D1+f83UAfO5FAJhZNTOzMlr3Q4m0AaEiJIpM5Lyp478pkEow7ZOtB3e6ApXWUUGIsVlB2NDdAACYVDpJd/gGCLFjNznjtE6LtrFzMe4vUEOP6vzcTZDkRkHIhBj3tjEKQjFBSI2NrPKW2iJnOQgzeEebnmcnBKFuUsIak0D8Xd8vVcVq7Uq+i0mlrMGmNnBDPmQaYsyu27gtdbmDcaVk3o8rF2PtnjpV9rPl0MmSAVUQMuVlE6LtFv1lTqKXd2wrCJ2KtCh0BaGaqiF0Y5LIGkFkgkisD68r+yyI3pess2/nEZL7tT/RdhB47n+BudeIcyS/chew5i/G34UjSPqJk280+oh2fTwbBWGzSvqvOVMQ0v5rT3PKKoUhP+p+fKGzfflCgKxwxxUQEoSiHIS0LpFtWfJaqEL04EGDpyD0MGgg6rSnw2AyKckF2E6MY4KwuBa47hVgUmoYaFrIfoyPxbG8swtSJnmyBhITzzW+C/KcWYFeV0oQuh5Q6wShvYvxbz78DQBgZOFIQw3n0KREd4+1uCesScld794FAPiw4UOTglBAmnYRl1OYQlppiLGVglBE3LADeBpinDLoZge4F90j3LcV2FDDurY6AEBJImkfUt+wmcxQi1CU3tlVh8nFmDsu03PpXoGqoX4tKMeXNKtUTGU0+lLbvkkF1mZIPQmas1GrDyxBaGFSQo1NxhSNMZyoQUhqu8GVpUmJDeg2xwJBWBGuwIuXvYgnL3kyZ/tMIQizNSmJdupvTzUmDjGOaKoL1+HFZK8ZbKPBqYLQXIdq52mf87mf6aSImCDU2lFtX5wqkfkqzEGoPWNtA0EQBjNsIzLNw8e2uzTc1yVUwD3529XA/x1wOPnGlkPVmsdKDsJ+NSnhDQn6HMdon5o2FUm3hCntmjE/OVUQsgj5s3sPra5LJZRyBi4HoeD+dR5mvjekLu9rvHsvsGUF8I8rxMsPreP/PvsHwLXPkZzF9Hzs+ngWBGE8UIRidEFCMgc5CLUyirRcvt3NZNL5vT/pxnWOoKrEpESbnGIJQschxqYchOx2WROhHoY0PILQw6CBmsEgZDCZlOQC/U6IZqpQOBbwqUeBG98CLvoVcMIFjjfz6WFqpD6GlRyYlGz4N/DhQ0AyqQ9OD3UdAgDcNOMmLiTYCdKGGGvPRRdDFpxQegKvQBB1pLo1gjCPz2enhxhbKAhFdVGkIExRY7L1y2UuJ90NOpnA0R5y3MVJgYsxe847XwK6GknI+edfNDp4ADBipovCqRImtTNovhZFbgf/LXtJ2HXHYShaHUpR4Zk6/k8WpF67Tp/180oVgKIQY0o6m01K9rUTV+bxJeMxPH94yvpWcFqnWdC8f3Yhxv2J6vxq90piG5gNVrI2KTm8Qf9ZtUjSPnAKQpd56igu/RNw3o9TzD90BaGoXmn1WKggtAg3Nu+XKgjzfLm732lRNByoOAGYfbW77TI2KWHq2wkOVC5WcBtibG6bnZKwLAlH29MBdTEe4L5mf4UODvR5WkAPncyMH+RDjOkyF5c029DN2lK3fUoX4EKMRQpChhRkycL+Qps2IZGIit8rHaZjYvNsSxJ57u3Slli8/xLBEiiSigL0QslWWUf7zsXapHJ3M/DU14Bn/wfYstL5fmI9AFSdIGTrlfsQYyllO8ULMfZgA48g9DBoUBx0biRBcdwpCJl5TscKwmwwkLP02UKWgerpJJTBxYuSDdtVJMX9dTaHGHc3A//9ArDiy8AHD6SQHuXhcn3AqjociDsNMT7QaahDOmOmHISiPC69xHSCdTAGCEGoSIqlo7PoGsUSMZ0YpC7GKaocVhlnoU60AuvUTJ/9ikQidXaZPec9rwOJCAmrGTkfWM7kI2RMWdKCJWcsjovCsZkQQDrHvz4J+NtlQMchQ0FoVpYydah18gVoVFKfza2Ro5bFUFWjHmIcM3IR6QpCJsRYVVXUtdchpIRQFirDpNJJKetbIZMQY0r+2JmUDGakuBi7DK8HkKJUlrShrrrhX8LV9byTZgdrR8iRgtCuBHPbVzYOOOWmFFdf1pzIqiwRQZjWpES7B23KACgIAeBL7xPDEzdg1aBu+j/sPclzmHfVBBJinIaMMMPsEu+0T8EeL31nODS/6RMMVF+zv1MCZqD+7g9QYZRbBSElYFgxAm133IQYu1lXhOVzCLF0wjDnpmyOkS7EuMNCQaiqwLPfAl77Se6PiYU22QwAuKMEaNxu/J2IAx2H+PXN7bDstycIKXl34yrO8CmhjS+Lpa7sFYQ0z2HRCPJ5eANxhgaAhi0u9qP1uwKpCkJxiLGIIDSFGHsKQg8OMTR60x6GNB4+/2Esn7gcX5z5Rdfbsi/q4yEHYUYuxtmAHcgeBwQswJMSIV8og86gSUF41MjXhp0vc4PTGZUzABj3Na2KtusoEO3SQ4ytcpfpBGGHQRD2tNalJwhp541xE1ZVFZ2xTuT78y2vBXtOdCC+cvdKLHpkETYd3STOQQjw9ctpuJkGXUGoJtAaaYVP9hHCy9x5FA1yaHJ8tk6bSFFbmFyMWZgNO1yRWjteJJ8H3gfe+iV8Wn1IUUsxZRwqqoIquC+KjXKRkiv6XopH6stEJiVNvSQsm9aBE8pOSFmfxa1zb9WdnTMJMbZSEFo73Q4umNVpWecghNHZS6oxoONIyurUpCSjEONc5SDMARyZlAhcjJ0qCAckxDhTcGYjLvoDmbofm+E2xNhcltNJIY4g1Ab98gD2TTKY9Mgt+ivE+Nhsb+nz6zoHoU4sGr9l0rJle1UmVxfhjf9Zgie/tDDLPQmQVkHIvBsOrQMSMSjJCCHm3vsj8NrdwCOfBh6+1Fl5ySQJr3X6jjAr/N5iUsuwZk0U5n6h4rcPMab7H3YiMGKW/rOqqfTCiGRPnFEjsJLR5JO6LAPAxn87vxZRLcJHEGIsVhBq/YRIB/MjH2LMpaHychB6sIFHEHo45jGzaiZuX3B7Roo4dhA7VNQldsjIxTirAnM0kBhE4AjCTNQ2rLsowIdxNO3gXuDTK6YDMO5r0i4peHcz8Ns5wL+uTq8g1EIY93fs13+LxXuBpl3GSuZcL4DR8WAGbt3xbqhQdVdnEVhyvjKvUv8eV+P444Y/ojvWDZ/kS1WbsWRFhiHGkXgE3fFulARLSMfdHDotGszpBCHTZrgJvdRDjAUKQiZ81DWJH2nni9E+U+oFc703JTogwvaWncLfVVVFb6KXz43IEMIik5KWXmJeQ8NTqxlHcxG5dfWJV+Ply19GSAnl1KQkkzQUxyLM1ywrglCbLNBdjAHg4Acpq+vGNBYqYHtkcd0dkjdOJ2LsCULN7Ekbwlv1CYQmJVR9qB3H4CAImXrjpv9jEZrs+i67NQox13Onqm0u518g9bf+nhzOwJk9N+DDCfscA3ae9shUQWiEGLMKQveXMxeXf1R5HkL+Pqi37MGJnou9q4zva/8G3Hcaztzybf6dse1pYNfLzoiuVfcA950GfPigs+NjohUAAH6m30VN8rjlJoJQ9pF3ntWxxXtJX06S+HW0vksIUfiydKHWFYQVWiQF2/Y17wJW35+6jXA/VEFI3jVKOnKPTuD3thm/0b6haJL4GCX4PRwbGPqMiYfjGmyy/OMB/U4QskoDfyahaYMPLMGTUb4us0lJS52xrKUOCtMs08G62F3PhN2vkRnWnS/q5I1VHaC/U9UQAMQkKb17r64gNAhCatZilX8Q4IkctkyA5B/sjncjz5+XSgJkE2Ks3afmXpLwuyRYQhawISyAoSAMFAITlwLn/cTIscgOqt2QNA5DjF0TP708QaiMOQ2AgCBkjlugAwWQ6kJMEUvGkFSTfN1m7jclcWOJGFRVxZM7n8SWZhI2M6VsCgDerMYuxFiRFTGRkwa6SYk8RAlC0zXLLMRYqwMRUt8l/VmSgAOrU1anOQiHioJQSDxr7UtMa2bY68qqT4UmJabjzGXOyT6DT0z0pUWa3IGOh5VucxCaVY5O368iBeFARjfYKZj6Evpz2E8Dfzeq+n6EHirsWkFIQ4wNqKrq+mqW5WcwodNfSBdibJr4kBq3IC96FPjPtanrmvtSZnQ2AC/fSb5vf8HZ8VGFX81crQyGMBQRhGanc/rciyITVNVwBWbXBaBqfe2PKasg73rZ2bFagSoI/SGgeFTqJPTLdznbDz13pwpCOrnHvpv0JiF1feE+PHjQ4NUOD0MamTkyDl5QMgToJ8UkO0AfDAOmHIDND5aZ2sYUYsyq9pJxSAzZoxOENGQGNgpChmiMJqIIyAFIbfuBvW+nrCrKsRWTJODo9pTfOWhkA0vW6QYlNgQeOxCfWTmTW7b68Gok1aRYkcOFGGemIKThr1wOU3YAR693fjnwmX8Dp9xoLGMJSzchenqIcRqC0K07LasgHL0Q8oSzAAjIEObZD5lIyLCmauyN9woJ5x6tc8uZ7zD3ltb/aCKKd+rfwfdWfQ/ffeu7AIASwYDRTvmlSEpGCkJKiJrrcSbhysci2PeW6zB0CrqN9nxKVIUMAIc2pKyuuxibHbEdIUcmJXYlOBzts5Mfbx54E4c6Sc6qlt4WPLnzScQAxGg+JqZdsgo3pvBL/PM/6BSEmZqUZBVi7DIPoJkI9zt8v7J9D0qKZmp+kwsMWDvUPxMkq8fcDDVQCCz4cr+U5xYGQehSQSjwj1PhXL38nxtPxReXjMeF04enX3mg4CbEmIEkmsjrTuO2zCrlwg5zmVJSbPHXySc7oSwqjxqBUNA2JCkg6RNRENMPrV05/6eEwPvMY5A0gcPnfc9CeuSK7Ca9aHoeX1jchkXaeOLTCqYchDJDEB5qE5it5FeQT679sZ40KAwdH1FfHjKDRxB6GNLISOE1iDGgA+T+yHl4DIAdVGYWYmxy2Gsl7q80nFZhCBNKENKQN8sOb3cz8PId+p/RRISQDL+aDvzlfODIJm51kbIwConP8SK6nzR0gZm13duxFwAwLG+Y+NjAP4elIXFHUUwQZh5iTM+xqUcjCAPFRsgHF4KhXW9RZ5ntTLtSEJpUooLjAjJQhrHHfdWTOkGWqiA0jrtHqzNjoqTD/P2jzaiRQ+hN9HIu1hT3bySdek6Nx9xv1qRkV9subls2pQNVZNkpBH2yD0k1aR86LwDdp5kgtFJFDjZkRSJTmBWE2rVSAaPN0RBJRPBRE8mTlNGkh8v7x6GPFIR/3/J33PzyzVj62FLsaduDr7/2dXxv1fcwe+wo/KiCKITZyR6WBHCiIMz3DQaCkGk/XSkIMycIuTcUS6w4CjE2leW0/8a+G7wchH0eYlxfegrwv/uAmtl9Wk6moGfvOgchaO5CniF0ejXnjinD/5w7Gb5jWZnFtm3mdk5VLQlCIV76QaqrMLuvjx4z/hap/0SgpBidbIwz73TRPswTt7QNEal4qTqRthHDpgJf2whMPJsn8pJx4K8X8mW7QYxREFpNcjSJU7zw+6EKQtK+seYpE6sEKX301DZMn0sQYjxlOEkfUxw+PsZsHjLDMdyKefCQPYJKEHcvuht/OPsPA30o/YJxJeMGrnBz536IgiV1wk4VDhxM09S001NJjB3WtmzT16TEmhH6YtHj/YORzDoJIK4meCfUJp7IEboKS6bBXTKGw611eGP3M0YuPZqDkDG4ONxFOoijikaJjw08kWpFEApD9tgQOZeKHTrIP9JNOryVeZVAgUZisp0zem6iQWTWIcapA0WFIWdcpwGgBOHnngYUv7VjK9MZ7NFUp5d1dOLVvQdwUVc3yjVyg6orWfx1018BAPs69gG180hnOq9CX07DolsjrSkTEtRUBzDqKksamkGP362KkIapm0O0+8WYqR8gSZKuIswo/yDAEITt2p/aJIMEoGkHcN/p+qrP7H5G/57RpAebs8vt8eY4PxxNLbDqoJFL6536d/DBkdS8izFmEMmGGNuZlFAMihBjTgno4jrnSkHIwomKz1x3nL5fmRQIhovxcZiDMBvVk1scy/nLMs1BSOf1UhSEuTmsYwJciLHpuYh2ElKqMFUBqZ76ZWDMYv7HTY8DvzhBTNy1H+T7WY4Jwh4ysUFTFrEKQrqPIk01OHpR6vb0uRc9g1TZJ2hXfAHTb3tXkTyLmYDmuTYrCCsmAbOvJt+bdqRuZ4ZuUqIJBZiKGPCJJrTpubMRMrxJCQA8dtOpWH/b0mObyPYw4PBqh4chj4vHX4xFNYIXiYfc4BMPklCT4TMH+kj6BexAMaMQdnMvlHZ6KiamrKorCAUmJW2RNtz93t3Y0LgB6KjXf49q++eIBdMsr3mwW5hIQpUksDRNryThnCcvxhff/BYO/WM5+THSgTiAJ5o36rkHqUKvIlQBK7AKwrJgmXAdYQ5D9vq6JKAp+dQWIaRaUaAIqJlDFrKKSkpOiQaRHEHoRoFjHWLsf/NX+ndXBGEiBmx9inzXZtctzWuY46YEYVhVUZFMQgJQroVbH+05al/mNc8C39zDnTstq7W3lUtpAIhVoPVd9Sm/UdAcgm6Vz3oYtEntNrtqNj49+dP41Rm/crW/YxH0+c04VQTdTmtfJI0408e+jAkRex8zC51lRtQLbnG5rbPRt1uTEpb8XnNkDQByLRd2G6FZo4tGC/dvZ1JCMfhCjPuHILS8S072Yyb4HSsIWYKQKghtiJC+xkDlIBQxXMcjMjx9QYSxloNwCDGEdu0AdbcvqgEu+7P+86GiWcDSu6yjOA6uSf1t16vkk5KKZvMRKySipN2ifb84QxA+/23yOf86Eh588a9Tt6dtiOgZpLkBBWk0Aj7BdRHlXXQCnSAM8gRhIN/o5x91oSAMpOYgFJqU6OHVLDma+jDkBXwozhsak6ke+g4eQejBwxCC25wrOcGJHwOW/t8Qm2a1BqtSyowgpM0uQxDKPl2ltUAyBjtmkxKWCLpnzT14ZOsj+MUHP+d2H9FuAxeaaDIlYImVsAoUaPuNMvfwn4XGcRzer6lx6t7Ez8pK8f1tf8Wtr98KAOiMkRDGIkZVaAarSqotrBWuUxEWEIxu8v6ZN9U6wu1RoqDK8+cB+ZqDcg9DbFFyqi8UhALiy8eEcZtNNmzBuguWEaWwpQKP2W+7FnZbyDgql1ecCMAgdy2h+PXOqV50iBC8kiSlEIwTSiak7MLWpMRCAZlIJvCvbf/CtuZteGXfK9jbvpdbbuW4K0kSvn3yt3HW6LPszmpQgLYzmZi4AAD2vkU+OxsAAJJG0KhX/N1YR3tf0FDzqrwqx0QcB20/q8fcDCz5jrttHZbnNgchi4+OkvDpi8ZdhD8eacTrew/gZ/lTcc6Yc/R1WFLQkUmJbxAoCH05CDFmJgec3ALLVTIJMXaqIBSFGLPb9reCcMAIQuuJqeMJkQQ5f6HKygai3IUq0G+eL/0Ctm0zv1toHuuCYcSwTUNC1toRq/7Y35YDe97gf1vxJfJ54se1nTgI11VVon5TfEbbRbdj+i8oHQOcfANQkdrf0NsQUQ7C/e+TT+oyzECKC3L6xbqBtgPpj9sMPQdhkM+PGigAyrVjfu1uYM+b9vuJ8iHGLEEYEKn/dAUh0x/UQ4w9useDO3g1xoMHDx5cgCUIMwv/Y/LTJWIkBDBcCkw6l+yTGVzYhRg/toPkd9nRwhuLxEQKwnZexcUSmz0S4Nc6xNTds0OS8PNyIxS4VwLp9ETa8WGIbPt2PTE/oQSGXXjnxFJDHTm2eKxwHWEeuixCtSj5tLV5KwBtQE/dibuZcBddQSh4HbKD2hy5GLNDVdYROy2a95DPGZ9iklanVxA2a+605QntPJc/gIqiGgCpCkInJExNAdm2ubcZjT2N3LLq/Gr9ewDkehUGBLlyNFg5zq7YtQJ3vXsXLlt5Gb7y6ldw0eMX4eerDSLcSkE4lECfp5hooOMGRwg5JmkDJ7V8AlA8kizTFArUwXj5xOVZFdURqnE/EMnxwEVEEFIV60kVJwEAypJJnOev5F2MXeYgzCy9RD8jUyVgmu2ckMgpq7g2KZGct7kBQYgxu21/KwjHnUE+q0/q33J1BeHQMGvKFNE4eR8GXRKE9PKxuQtVFzkIBwUkCcgrJ9/N/aturT+gJjliK0En+ewmxF+8jYQc/+kMYNVvjN+nXKztxAFBSIkt2W88v5RsY/NjT73Eeh9CFZ2G/15HPhu3pC5jScPpnwAmnE2+b38u7WGngJ6rEuBV0IF8Ll0LHrzIMP4TgeaIFigIhQ7EtI1NiEKMh1Qt9tAP8AhCDx6GEIQqLA85BZvbL+sQ455W8j1cpoe/+piQCnOIMSVwqCoOAMr9mnJv9EKgdj4ilCBkB1vdPBFkNu8J6AQh2XbjmHnc8pgkYVfjR2hUZOQzM7mzH55NQpwhdkbWjzFcjs/kfwYPLH0gRXkzvng8AGBy2eTUDbNQYpiPZ13DOnKdAd5dT3WagzATF+NUws3H/OYqxJiGrZQZeUYpwZiag9A47qYEIYF0glDxozxEBghHe47i+brn8cTOJwDwZNSy8cuEh0EJv85oZwrBWBQwVKTTA9MBkBQPVhApCG9bdRtue/u2lHUf3PygniuPEoSDQsWVIXTyNFPjKZqfSSMBDZMS1UgAr+W0pPWI1gvX0Ot0JoMQZ9vIDp1ouy1C2YoCRfjYxI8xv/DPJhtG6IggHAzkNBdi7KL96oschE6IYPZ4/WHng1pRiDF3Dv081Jl7LXDu3cAVD/dvuTYTU8cTqDtrdbG7fKpGdWMVhOrQ41auepJ8mvsNtD9aNZkj9GOK1taJCPsTLyWf9euAZ/4HqF8LvPh98tuoBYa614nhB+1/KP5UBSGbz9DuhtDnPuFycjnOEITL7wdmfpp8P/ihu/0AxrmKQozNbs5UtSmCriDUCELmvMUhxoL8i3pbMNQqsYe+xvHhKuDBw3GCqeVT8c1538RJlf08c30cIeschGymGxrqmldGnGJlH5REFNDUV3T/NPyNKsXuXXevvremaCv5kl8BlI1H9Ajp0ATYgV2UHzSzg9vF3T046iflxbRj21E1Hmgw8hbuCvjxxRc+B4ziw4NjyRi2aaYq6cJlp/inYF71vBTV2c9O/xk+OvqRmJDKhiA0Hc/i2sVAQCMIExFyTQJ5TIixSEHIdKpyZFLCvnTdEYSRlOOgedBS3IgZsrNFI9NKtbAryD4MzydJyPe07cH/2/j/AACn1Z6mH09tQS1+uOiHwsNgyzSHKLPKogvDF+KqhVdhYc1CWMGsINzfsR+P73wcALCoZhG+MecbqMyrxKJHCdm1qn4VLhh3AbrjpD4PZZd6K3WlY9Ak79p+uHyVQU3V2dsOFI3QieHMjTeySG3hcPTt1M2ZzT04LG+YblJ07bRr+fbadMhs3RWalEiDnCB0lUO1DwhCJ/HJ7DG6ebapMhwwzrkvzsEpfAHg1C/2b5kAcRVu2QOMOrX/yz6GcP9Vc/GdxzfiexdOdbklDTE2flFV3hxiSEAUigoYE8lahAFFzKe9L8yTpKMXAp/4C+nvfPQfoIvv2+GUG43nkTUbsQLt78m+VAWh04kyXUHosu9o7t/VzCWfe94k4c1uJhkSTF/NHGJsJgijpr4bCz0HIelzyekUhIpJPfnqj4C3fkm+eyHGHlzCqzHHIdasWYPq6mp88pOfFC5/+umnIUkS/vrXv+q/NTc3Y/ny5aiqqsK4cePw4IMPcts8+uijmDBhAqqqqrBs2TI0NppeFB76BZIk4cqpV3Juoh5yi6xDjFkFYbdGEIbLyO/+fPiYmU86KDaHGP9n+3/0dTriPYgCJL9euFTPIxhkB7Sm/CpsTsCyRAJBrZwerQOyI0KOi6rF/s3kI7SCU7LLrOyrKajBxyd+XEwwZhFeaVYBlQRLgEpGpUg7ZnSGNa1JiYt7LVsrOVgFoZ3qMgW088zkFaP3hxrG6GCOuzXeDUkFiqjyU/ZjZBEJMX1p30v6eh8d/QgRrTNuR7xRYqQj1oGWCAnVzvfn4+aZN3PrBaQAloxcYkui6zkUtc7/g5uM98qvl/waE0onoDhYjP9cTOp7fScJFT0eQoxp/c2YIKQTEb2a2pi9Vro6g9xvShBm7JiclYLQHpRgXjJyiaP1O6NGyBartJ5fPd+0pjsFoSRJHEnolLAcUMgKUfFMOt/ddn2hIHRCIrOknpsQblkBaucTZSx1YB3IEOOBwoW/AM6+HbjsLwN9JAOKk8eV4+VvnIEpw63zIotA+RfOpARDMDrTyum3W5tcyeOV5Pr1YJ+pG940lIg0z6AZBdVaWRJvNmJGIg407TKOR6QgpP216Zdb7wcwJhlEk8tjTyOfF/8mddmZ3wNq5wGfe5r8XTqapAho2wcc/MC+TDPYEGM/G2JcQIQALMyTu9wyawWh31ZBmCDX9PUfG8uGXCX20NfwCMLjDE8//TQ++9nPYt68ecLlXV1d+MpXvoJTT+VnIG+44QaUlZXh0KFDeOaZZ/D1r38dq1cT44MNGzbgpptuwhNPPIFDhw5h5MiRuPbaDN2fPHg4xtEaadW/Z6YgpGAVhNqsoj8MH0Mq0f3rBKE2EDeTcVuDATKgCpcgqg10/ew6pqTMQYZkKkskUagl3enUiK36GCGcxhaRfIHNSvoBltN8euZjt3VpzUJBaD4ev+IHQkUkwTVgkKZ2JiUsaegqxNiOIGS+u3IxprPSxnGUhki9YVVTAHSCMgmgJd4FVWKUi7KCsUVjURmu5Db54stfxJoG4kZoV6/pMe9pIzkRJ5ZOxNufehs3zbjJ+bmY9hVXycCAuul+dfZXObKK5jZs6CaGG8cDQeiKPBaB1sEIIcn0HIRQU8KwotqAxi6PqD1IpVYzijC23+iXp/8Sfzn3L7hkgk3eKQYsWT613FAQDS8Yzq9oUrSx7ZDVtWef18zVlv2Ma54BPv2ou23YdqlfFYRM/XOrDv7c08A3thL1nnlf/W1SMlAIlwKLvgYUVKZf10MKjByErIRwCAZn0ufBTBDSSBMasl9K+n/dAa0+saZHvqDxjE1cSlJa1M4DJp5rrFNYTS6qL2jfl3vvj8BvZwNrNGJb9jMuxlrfVXuP6ep3y3OzURDS+6ql8+FQPh74wkvAmEXGbyO1SaXWffZlmsGFGDPviXAJITAXfd34zVZBqPVRtckSNqxYnIOQMWjZ+hS/zFMQenAJr8YcZ5g7dy42bNiAOXMEDSSAH/zgB1i+fDkmTZqk/3b06FE8/vjjuOuuu6AoCiZPnowrr7wS999P8ng98MAD+OQnP4lp06ZBURTceeedePbZZ1FfXy8sw4OHwYwxRWP07xmpSFjyiFUQAoA/xIWg0nyH5hDjqrwqAAYJ9p/CAuKGHCzSFYQBdpBrUhCyREBtPI7CCBlUd2jEUkRTLdFBcJeD8AqnjrxmUsx2uywIQjPxqN+rAs1Ig85o6yYlaRSEbsgTOxdjRp8QdZK4m0IPMTY66aMKR0GChB0tO3ijEq38FtF9U/yQJAknlJ2QsogagdgRReZlMypn2JO8NjArCHe37gYALB29lFuvMFAICRLaom1QVRXdsW4ElaA7F+hBBlfksQh0tKvlGZS1/SXVJBP2ReofVRBmTBD2oYIwz5+HudVzHdexHqatu2XWLfr34qBJuZFBWDSnHh8MCkIgM+UIl7uQcTF2cM0cmk2LkamCECDEILsNe97Hi4LQQ1aQRCHGUDNzdj+WYaUgpG0nVb1d/hDUJd/DoRIt3NZKWewLANc8TQg2Vn1YMEzbLmgfYvyilnP4vT9p6/vIP0k2yDZKEIbSqELtchAmGOLOCWhfsfOIs/UpOg8DkMg1Ytskqh48+wfAPM0wxU5ZSclRbbKEDXX3ifp2rEnJv682LRxiddhDn8MjCI8zDBs2DH6/eBCwfv16rFy5Erfffjv3+7p161BTU4PqasOhcv78+fjwQ5LrbM2aNZg/3wjfKS8vx7hx47B27drcn4AHDwMMdpAYdNrRYMGZlDA5CAHAn8eFoFIVlZ4/DIQE6tJmHW+ddysAoFeSgJmfAfx5hkkJOyhKxi2TNo+LxVCYTzpylCCMaaSZOdR0eNw68bNTxVMKQWi3XRYhxmbySFekUYWJObeNMAdhhiHGukmJvYKwM2bjYGfGVi30pdtQC+b58zC5bDJaI63Y0bKDKZ8cNyWLy1lpl3b9S4Il+k9VYUI403xtduSUedncYXOdn4MJ9B4l1ATaIm3Y1bYLpcFS1BbyuS5lSUZRsAhtkTY09TahN9HLOSYPRWStIKQDgk6iupS0+qtCNQZ32oCJEtUZhxgjG4IwtwOXh89/GLOqZuGJS57gjI9SyE8bBaEVUcrW/cyv1SAAO2gVvOMyu2NOQoyZ9jaX+UX726TEw6CE3jVjfhtyLsaAdQ5CGmlCVW/DTwJOuxVJ2h5aTBxwYM0+KNGo+EkfNJnaH4KqGpO0nVrea1qeLwRE2rRlWtoqU/hzCnR1pKDvaNfXE6GA9IvQcVi8PBGzUReqmnqSIQjZ/IPmEGoRaDustYWsaDDgE4UYa9ct1pO6bKiR3B76HJ5JiQcAQDKZxA033IDf/va3CIf5mduGhgZUVvIhC5WVlWhoaHC0XFQWDZVMaM6aqqrqv3kY2qD3ebDeb3bwGFJCGZ2HBG2g3t1MvodKSUep7QB8+QYxEFbC3P7pc9Iea0dQCWLRCBIOsc/vg6oEAV8UMa0f4Dd1gtRYNyAb4Rl/OudP+OiD+zBrz+NYUzIWaNuIAz7ySohSglDhB2mTojEc8olfGz7JZ3kt2Hsum+alJEjW1zDeS66PpLiWppjL0Y9P9pF9JuN651QCoMqiMozMZKric34MkqSVkUjZRmGGH6OLRjuvP91Nwn3Oq56HLc1b8OGRDzGpVFN+SzIkAL1aUqVRzKtelcl5sATh8knL8Yf1fzCOUVIsj8tMXJWFylLWdfqMsy7GVL04pWyKcNs2baCw9giZeBqRP2LQtiFOQPNLAhm2lVod1AdfmvJUTapQlQCpS4kYoKq6gtDuGbaFqmptWgbHKjHPWA7u5/iS8XjwPCOX5Y8X/5hrpw2LqKTl82x1HViC0CdneK0GA/IrjOvkC+nXyThfleuzsdeBseCCqtULso719Wahr+8POW9v0+0rg/eHBzEGe//NDnp9STJ1W1swpM5XUvg+EMXBD8jvvmDKM0/6Tn7jGskW/aGR8yFt+i+3LXxBst94b6oy+K17UghYVfGTd4qWg09NJoG2A2QfRTX2z7J2jPTdxu9Y6+tJsrP2IFRM1o90iNd//aeQ3vgp1E89Ckw6z/hdkiGp2jjXHzKuWV6FsR9FuyaxXutjof1fXwBQVd7FWBb0m2Xtvsa6U68pqcTpzxlDrK57yBgeQegBAHDvvfdi4sSJWLp0acoyVVUhm2ZgZVlGUpsNSrfcjDvvvBN33HEH99vKlSuhOMhz5mHoYOXKlQN9CBlhY3Sj/n3Lxi1YsX2Fq+19iR5cCKC7qwuNW9diDIDVm3bi0MEVuCTSDiW/RF/37f/cj868UVgXXQcA2LFzBx4/8Dh6470okArw9itvAyC5A1996134Ej26CrDtMJ+X7rmnnkTUb4RnSGoc160jjrGBZgVQgK0BQn529HYDEtBQz5P8E6NRvJ5HOnjjfOOwO75bX/bWG29hl2+X7bmvXLmS63zIkLFihfX1G1b6cZzScg8+HHUdDtisJ8LW3q3c32+9/ha2KdtwSuNRDAPwxmuvojV/L4q79+AMAI2NR/GOqYxgrA202/fqG2+jI+wsF80Jh3ZgMoCNG9ZjzyFmn2oSs5nzP1x/2Pb8WczKm4ZRvW/hvbpOHGkxtolHiarz7vfvRs+WHpQr5SjsOYAzoSlLAcgxQynw+ltvoy3vEA71HtJ/q99eDwUKEiDrNR9ttjwuMuiX9HDDD975AA0+8WRQume8uZMoaF959RU80fkEAGBU2yhh2WN9Y7EnvgcPvP0AACDZlHR87QYj5ibmYqe8Ex/L+1hG5zn/8BHQrHsJyYfGplYAwOtvvI7Cg4cwGsB777yFI5u7cLDzIADg3VXv4oDvgOuyFjc3gWigJdft+tz6elDPzL66n53oxIp1ZN80k+GB/QfwIVNeQ8Kow2+9+RZ2KaltWbTXUHs8s/KZoRd6qCEQawe1NXl3zXo07CDP+tZWCYCCAwcOYsWK/fr67D2PRhUAEiKRCFasWKFf742bt2JPY/r7S9dvaG7Hu1nWB7qvHTt3Ykv30G0rBgKDtf9mhz17ZAAyPlizBthHjCmSSQXx2NB61/jjHbgAgNS4BU8y53UailCKJrz8+ip0hXZz26xcuRLjj+zENO3v5198GRG/OW0DoCTLMa38DBwoPRVN2r7P6o2hAMAzTz2JuMLnbj1v4y9h1ig3tbRh1YoVWKb1NFY++TjO3rwSeQDe3LAbLbus78Xs+sMYCeDdt99Cw0ft3LLTW5pRAuDFl19BT6DCch8Uw9rW4xQA+/fswFrB/b9k7U8BAIee+RlWbyXvBklNYJmaRK+vGM+vWIGali2gMRavrd6E9k0knc+kQ3swBcBH69Zgd71YFbnwyEFUAHj1jXfQEd6Hd/eR+gkA77/7Llq28EReVfsGnAqg4UAdhpn29eHatTiw11neXCrc8XB8wyMIPeDIkSP45S9/iffee0+4vKysDC0tLdxvLS0tKCsrc7TcjNtuuw3f//73AZCGKBgM4uKLL4bPQpnkYWhBVVWsXLkSF1988aAcYBXsK8A/X/snAODkOSfjwnEXuttBtBPYAOTlhTG6shBoAuaddi5JjryWd7k9E28Dy74EaZeE/676L8aNG4fF0xYD/waGFQ3DZRdfhrv/djc6ZBlLzjkfiLTjH4/eAwCYGuDDDM5bejZJGk2x9mFgnbZs2Xfxy6c/gV0aQSgFfEAMOGHsCfhw24f6JuOjRtjGQ8sfwpdf+TLWNhJF15lLzsTE0onCUzbf8zsevgNxNQ6f7MOyZctsLtYyqPFvYbYvhNnprqsJHVs68OzqZ/W/zz37XBK6+sg/gPYNOG3RApKE+uAaYBtQOWx46rF0NwEffRkAsOTspUD5BGeFv74VOPwEpk87EdNPZvb54UM4YvDLGD1yNJYtsjt/Bo89CTQDJy9YDIw3HF3PTZyLf/z9HwCAezruwYarNgCNW4Gt0MPNC/1GF/z0M84Eqqejd1svXn7vZfLb/NPxytuvoEMzpxlePRzLzrQ+rjv/dqeuOjvjtDMwrWIat9zpM/78y89j58GdGD9nPPA6+e3rH/u60EX54ZUPAy3AptgmAMCnFnwKZ44603LfQwHX4/rMN/7Xv4E2YjqjqHFUD6vG9oPbsWjxIox6dzvQ/CZOnjsLmLIMK15YARwGzjrjLGFuyrS4/9dAN6BKkvt2/Z//AlrJV/u2IEfQMp/U1taililvT9se/OZJ4m551pKzMKEk9Vm/7/H70NZBlKyXXOLMNGVQItIOfPQlAMApi5cAo4mTdOmORvxhy2rU1tZg2bJZwuf8tnUvAj0xhIJBLFt2tn69p8+ch+lzHNxfbf2qmtHZ1wdtXxMnTMDEs/uhbh0HGOz9NzusW7kZbxyuw6zZs7FsFpm2+Oq7zyAQ8GPZsnMG+OhyiGgnsPGLUPPK+Wfs9z8EuoGzLrwUyCdRYdz9fr8eqCeGR+decBEfMsvhExjN/nngbqCxARcsPUvfL4W09qqUrcurqslx7aoB2g/g4kXTIK0nE96LL7nGSMkjwpPPAy1v45R5c4ATTO7t9T8BeoBzlp4HFI2w3gfF7mJg9y8xcngVRoraIq19GV5Ta1zHaBewDgjmF5HfduYDdfcCAM64cLnhsv7WbuDwfzFtyiRMW2jRNt3/a6ATWLL0fKB0DHpW78eL/yUdyDNOW4Q5o03Xf3cRsOvnqCrNBzr4RbPnzMXs6c7awLhNKiEPxw88RsYDtm3bhiNHjmDiRGNw39XVhX/961944IEH8Oijj6Kurg7t7e0oKiIKpLVr1+Kkk04CAMyYMQPr16/HZz7zGX3bHTt26MvNMKsNAeLSOtQ6Gx7sMVjvOZs3LuwLuz8HLaxSUkGMRQBIeeV6jhCVCQ6Qol2AJOnPjApVD7UsDhbDr/gRVoFOSYbkDwHJGPb5CMlXeWANX6ya4POQbPgX+fzUPzGsnISmNmkqXhpizOZYzEsmMYrpOOT583QTFYAYqqS7FvSeK7KCeCIORVbSXz+3yeo1mHPlBZQAKUv7XVKT5HpoeQIlWUnN08KEaUtKwHkeF+1+6WX0tAD/vR7Y8QIUJpGMIjk4fwotV43k448j5Avhnxf9E1c8dQUA4GDnQdRq50gVhCEmLJieR0moRP+tOr+a5FTT+F+f5LM9Lp/s0wlC/boKkO4Zp3nfvvH6N/Tfwhb3e3rldGxr2ab/PWfYnEHZfvQfmGtTNt64VpJWhwBIiRggSca99FnfS1swJiWu23U2PLUf76ckSdxzxJbtl8VtGdumDOm6xzhvSv4wc52MT8l07UTXg1vHF3SVB8tVe5tuX6K23UNWGKz9NzuY6zRAmidZGmLPu+ZSLCVNfUItpFcK5Kc8L5Ik6XlsAUCSfc6fKa2fKCWijraR/HlkPUXrq21+kiyonQ8pP00OQlpWMp5aVpL29Rweu5ZDUYpHbNfn2iraT6O/5RtKRSmvwlhP61vbXpM47fOFAEninIv9ipxaJ+m5a/eRO0ZJdny/hlRd95AxvMy9HnDaaaehq6sLra2t+r+FCxfi3nvvxZtvvomamhqceeaZ+Pa3v41YLIbNmzfjT3/6E6655hoAwOc+9zn8+c9/xsaNGxGLxfCd73wHJ598MsaPHz/AZ+bBQ+6RO5MSxsWYzoiOXqTnEASgG1Lo7npQ0RppBWCYTBSqQFSW8Jddj6Mx3o1/FJPcZQt6TImKzY51BzUCsWYOZEmGDxLiWjnRJFH3sfnmgqqKKZEoRuZVY1r5NPgVP0cQUkdlJ6D7zd6IwRqUSKXQTQXMDn564uo0LsbZmJS8fBew4wUAvEmJK6da6ugsOI6p5VPx2SmfBQA8V/ecfty92meQc2MmZQ7PH67/NK5kHH8v0xwX+wxk47b7+oHXHa+b78vXvy+fuJwjOD0IwN7zUDEz4FWNZOZanerVEsuHlczI+KxMSgRGPv0D/lhZkxKrOm3OazpkwZ6/PzUsLaPxY+no9OtwheTw3eC5GHtwAJl2zbTmLJlUtd+HGGEiSUCwCOht5fPStWlpA3wW7wG276GIjZzE22n9ZJFjb1Ft6m90kpC+p7Y/Tz7P+Fb6sug2IpMSmo9Xdtge0P49a7wiAntdaD+NbssQhLpBHrvczt1ZdzEm6/p9PEGYAtpuR1MJQg8e3OI46e14yBZ//etfsXv3blRVVWHp0qW46667cOaZJLxrwYIFuPvuu3HBBRegsrIS27ZtwyOPPDLAR+zBQ99gZOFI/XtQyYAgZNO4UxfjsEYQnnMn4hVMiF9PKwDGxVhNYl8HyYNHCZICrRP7yw1/xJkvkHCNcdEYauOmPCJmF2PawdM6MH5J1snJqJpAQA7wzp6qCj+AJ899EA+eT0wAWKLI7BpsBzoAl526yWWAEQV8CIl+rLrLnXY99E5jOhdjFx1iuh3dd0udvogNIXdFkFK3Owuikoa6P737aX0ET01KWAUhnZWfXjEd35z3Tfz+rN8j35/v6l6yBIqV42sm+NM5f7JclscQFd+a72CgcLyDHdT687hJBr0ua4OonjiZTBCFdjsCm9Df9bbHRr4jiSEMrQhCNbMzHHxg607GbsLaPm54A7joHmD0Apfb5/Ba9+F7xsPQAa32SWqiqH3K8hAjCAFjYoaqzVii0Mr1m50QdzMxSNsQEdEmIvIoQUnfUwdJPkjUzk9fFt3G3N8F3LsY0+M+vBF47Drgt3OALU9p+2ImtljikxJ+tJ9WOAI48VLgdFOfxWdDmpr3q60bUIx6KHYx1u6JQEHotYEe3MILMT5Ocfvtt9suf+2117i/hw8fjmeffVa8MoDrr78e11+fRb4kDx4GCVjVYNhqptUOZgVhoMCYWaydg97RJwM7nyB/a50Nqv5Jqkl9INva2woAyFOTAHhC586jvEEJ2ZjpMKkq0NsGBAr14/FJCrqlOFQAMTWBfCXAEUV+rf/oz6/SSaaAbJBVbpRk/UEQmsm3VAWh1lmkHWXRsWRNENJOuKHmVD72B2Dd3eS7C1LVTkEIACeWn4iyUBl2tu5Ee7wHRRCHGOsh1pKEK6deqf/MqQLTqEHNbq6Z4l8X/QuXP3U5AODaadfi1BGnWq7Lhr1k9Nwdb2DrbksdpNEkpx518gYAJGLY1rwNde11ALIgCCmZk1F48kApCHmw9cuqTidpOoJMlJKDFaacYa4xfAb55xbJHBLH4ZLc7cvDkIWustb+pkShMtQUhIDRn4j1AIF8o48SKLTehu0DuXnv66RdNHWZaD90PXZZfhUQKkpd12p/uVAQ0r5WVwOwUUvJ89y3iWNxF2PMFmES/mlhwToBKMvAJ/4i2DdVEAquib6vXm5dn8yq3EUKQu28ol2py4ZiHfbQp/AoZQ8ePHhwATYMr9CuM2UJ7UXdcYh0Ysr5UPy3D75t/KHNILID0u44mR2cXD4ZABBlZn4XjViAfxw8jBkRQaeDJQgjmrtb1OjY+CEjIUm6sYVIQQgloJODALiw1L4MF84EZvJNH/S7CTFmw+vchBibZ7GpOcwVf4N/4rnGajlUEEqShOkV0wEA2zTCh97LIEcQiolON6QfSyZmoyCcVDoJV5xwBb4575v42pyv2a4bsZtp9yAAMyAYMVN/llWoxkBCTeKylZfpq2WmiAavPnGLHCpQXcFE+HMKwjQEeV9ObBwz+E498M09QLDA1WZqNnWBhTklRiY490dA1YnAtMvSr+vhuIfeAughxuRzKAoIUUnyTuskFO0TlowUrw/wfQ83hBPdjlX1rX8U+OFwoP1g6vpRLc8320Y7nahQ+PQZHOgNddrvEk2Yte0Dtj/LRYWg45Dx3awgTHucdgRhhPRXtT43F2LsExGE2j418QCH4+Gd5SGn8GqMBw8ePLgAa6JQFHAwo2mGuWM1ZjH35+xhjF+vRoqwIcY0HDDPR8irHt17QMIfzv4jpkdNHY6xp5FPdkZVkKPEr3VouihBqAS4nFs+qGSmmUGmCkI6GE/2oXqIHeT7JJ8xqNfJkQT/KZpVZmdp3RCEZhKSdgLDZfD5jWtoec2SSeDvlwMPfcz4jRJkNkrGijAJF2/XSGSqIAyzhIdFmW5CjHOVg1CRFXzvlO9xSkYrROxy9XhIhUn9Sq9fR7SDUbjyZE7mxBcNMc5gJO02N122mKI5OU7nSSP23K3qv64gPB7UGIF8e7fQvkYuBrSn3gzc/DZQkKUK0sNxAUNBeByEGOthv9p7larggnYKQhd9IG47ExkW6QAev0EcCsseCzt5ZOmYbIK578XCdQ5CE0G47Lfk8/Wf6DmlAQBNO413adwhQehzqCBkjsHPhBj7RXXSti82BOuwhz6FRxB68ODBgwuUhYxBU0HAnboCQOrAp3QM9+cPTv0BTq89HT9q7SWzkaqqE3VJNYlurVMV9oWBRAw9NIxUczpLAe1gsCFbdNZ4hEFGUtKnWyPFAqYQ4wQk3f3OvA3gkiA0dcT7Alx4NEuq0dljXUGYZlZ51pXAjE8771QCqXkO6acS0B1kARsFYedhYMfzwO5XgU2Pk9/ShBgDRhg17XLSHIRBliBUHBCEaWbY+yoHoR1OH3k6AOD8Mef3S3mDHmxbIPt193W/7OdyZNJJjvvOuS/zsvTHOINByOJbgXFLgGuey7x8N7jsL8Ata4FxZ3A/O8lBSAnC48asxAQnrXXW5GlQm3QbMTO7/Xjw4BJGDkL6qYUYHw8EITXMsyPisiUI6SR1wxbxeiddQT5r5vDbAbphX1rIdgpCrR/mWEHIKOr9+cCMTwFVU0lOwrfuMZbFuo2wXrNJiRXoucUtCMJ4hPT/ReHCSGNSIoKnIPTgEl4OQg8ePHhwAVmS8fuzfg9VVTMkR0ydzYJh/J+BAvzurN8B66aQH+IRjlCjCsKwLwzEenBGdzf+U1SIucPmWhww7ZwxM6q0U8ioISmJ1ikzCkKmU9GqyCmOlgHFAdklAA1D68tQPU4RJMjBl2pSYnH8l/wug8ItFISKnyNuLJV6tLMOELfpEz+eNsQYMEJEI1oReoix7EBBqDgPG86VgtANTq4+Gf+86J8YVzyuX8ob9DApCEcVDsPahrWIJ+N6HYwn4+iIdqA4WIwFI9yaSLDIgugvqASueiKLsl1C8QFlqXXISQ5COqFxXCgIbWB39lmHGH/+BTIpcsoXs9uPBw8uodvHDXUXY8DoR9DJYhoma+qPcnAzSSoqi5JnvW2p61z0K2DapcCYRcBJn9TKY9php3lMFRsFIZ0kd9pnYRWEeWWk/3bVCuD5bwMfPQac/r/A1qeAwxuA7qMkHYPjEGN6TSwIwp0vaV+M9rSiwCAd84KiiBeb+zMU67CHPoVHEHrw4MGDS5xWe1rmG5tf1FYJ1PUQhIjhQKqqfIhxPIKvtrShKliKTy0ixheYdD7JkUJBOw3sjCrtFDKznD6qINSIhYDMhxiPi8Y4QhHI3MVYH2j3YdgDF2IsIsiSCaBxm5GcO5dkZQpBSNV/PPFmmeusfq3xnXamaUfSZ93xpPcjqpGeHZoaNMSdv0UOQuZYjkUFoSRJmFo+tV/KGhpgni3FrxPAsWQMkBT0ShK+dvBZqFBRGc4yBJOOqAfxIMRJDkKqIPTC3dMj46pQNYX88+Chn6H7x2n9E6okHIoCwhQFYf2H5LNohM1GGV4Is6qP5hhkUTISCBUDs68yfmP7S07THcgmtSILfTLYYV+PjbagysqCSmD5/STc2B8G6t4kv1Oln9mkxHLfJtLUjE7NBIWqKQHkBYx+WdAn6KPZGukNxUrsoS/hEYQePHjw0J8wj5yCFnkMaQcjHuFyEPZq5F7YHwbiPShOJnGTWgiESsj65k4CS1Z1HAY++DMJkwBM+U20HIRab9iv+DkVng9IyUHIGVukSewvQl8ShCxhySsIte+bHgf+ex2zQYbhMyKYnZItwoMVK1JyxZeM7z2ttvtgQe9HXE0iWjsXj/pJJ7NQZjqrDhSE6VSB7HJXTswe+g+mEGP6fBIFoYxHigrwVvd+AMCMygxcZjlkkYPwGAGrCrRSCB7qIiqb/lLNDmbkyqvEg4f+AlUK0rqbGMoKQmYCGkCqojCXMOcgpH0aFqK+EDv5aJcbUViWSEGYdB5ebIaZoKST5fp1067jB38mnxahwcZxUoLQYrKJ5mc8wUipUpKXpo/qhRh7yCG8Xo4HDx48DCSsZkZ1grAXkhZyqh5cg56KCWQzTUFI1mWVfaaRmZ7/JQE8fiPJa1eozRIzs5d+LTxVz0Eo8zkIFVVNURCyIcZuwu76I9k/SwpyJBb9vu0Z0wa5JAjNOQi162zqwDnqslFHOtq5tlHssUTygeX3ASs+DgCY6GdIaIvZ80xNSjwco5B4BSEltYiCUMY+n1EXh+XbhJU5wRBgg5ykOxhTNAZ17XVIsPlcPXjwMCRghBhTBeFxlIOQfpaNt94mU2dx2rei27cdSF1H1P6yCj6nBKE+OWuhIMx0QjNs0U83KwG3PU0+tz5lvz+7EONEHHj+O+Q7IyAoCPpw+8VTMbwknLoNkIYgHIJ12EOfwiMIPXjw4KG/IckAdfC1SgrNdOBkLR+J2rgNPQWkoxL2hYGIFh5rF87Adph2v0q+d9Qbv2mgBCHrYswq/BQgJQdhpkRRX5qTUFiqG606UbbhGS5hmYPQREIKnfZM10YPMY6R/dqEx1BSNKEm8O7h9/Xfa/3p3bbrO+v17+nUoJ6CajCAVRD6dIVoPBkHZIVT++X78s0buwSts0N7EEJJxP5ovwY7vPGoh8GGI+2EJGvsJO/rpDqUFYQmxWDCQWjs6AXA+LM4VZsjmBWEAcH7Jq2CMH0fhi9LZFKSyFxBGLQwJPRZEH35adJ22IUYt+1jyuXP+3MLx1rv0zYHoacg9OAOXo3x4MGDh36H1uGU/SnOwDpoh6O3DdJWMiuZlIDuo9sBUAWh1rnzW8wo3rLW6DR0NaYuZ5L1+zVCsot1MZZMCkJTxy6QoequP0xK2EG8MAehGX0SYkwJQsPFmCty33sk7JuFOcTn0HpiVJKIpD1GVkFI782MyhmOknKPLTY6nm5CjD0co2CfLV/IyE+ZiAKSDJUZ8+aZiH/XUAd/iLETc43dbbv74UiOXTi5Rh516mGwYvVeEqmxbn8rACCeOB4UhFo/kzVSs4LiB678LzD/Out1rLZjy4gLwmqFCkKWILToJ5shMuWjSMYynwi26qcrplBtik88aL8/3cVYcC3YdtapchKwjS4Z6pN3HnIPjyD04MGDh/4GTZacV2YttaAdB1WFpIW0JQH0RNsBAOFIJ2M2EhLsAIQApJ2GHS+mLleM2WKqMOpiXYxlUw5CG5MSN6ADzb7MQZjnM0gPPsTYitzK4dA2JQch7XybQox3vQL84gSgeY/xIzVNYfHGz8k+0nRuWQUh/T572GxHs8dhJkw9XYhxXxK7HnIEtl3xBVESLAEANPc2A5KMGKsg9GepIKRq6EGstIkmLdwkGdwy6xYAwHXTXQ6QhxiOdxdnD0MTF00fDgBYNKEcsUQSP3t+GwAg5B+C7zsmhQ35pH2UNOYamcCslosL+jiiviDbV3OqIKTbmJV5qkpIw0wnN60m4fUchNr1o/m9yyfY70/PASlSOjLkppuJa9sQY+e78eAB8AhCDx48eBg42HUiqLqvbR9kbXZSLahEj0bO5B1cC8TSEIQA0H2UfG5/PnUZE05Cyb4uJgch62JMchDmJsQ4CS0HYR/2Wlh1I2dSYkVuOe2AOoE5B6GFwYh+9r+ZacwaiwjCvDJCwrhQEPYmSN0IKSFHeXc445FMw3A8HDswKQhHFo4EAGxu3gxIMrYFjGeXJdMzg8r8PzhRFiKpGyrCFZbrXHfSdXjzijfx5Vlf7q/DGnTwxqEeBiuCfvLekyUJT66rx4r1JO1GyD8E34e0z0iVb/TTl8NICgqzkUcmCkIrgi5lG4schLQvlqmCMGZh3qKYo0VoXy9NOXY5CLkcty7eqp5JiYccwosT8uDBg4eBQoGNOQDtQBzdodN06pjF6N73GpCMINTVZIT8+hmC0JxAf+cr5FPklsYQiwGZlNeZXwkgQhSETKdClIMwUyWZHqrWh6NJlry0DTG+6FfA0e3AnM/lrnBziDF1pPPxnVzu6u19GxizUEwQSjZh4gyo8i+hJhDROuFBJejIRILL2eiFEA8B8ApCGkK+sXEjUDiTWzNr0xl18OcgDPvCWPWpVYRQt0EJdYv3IMRgJok9HN+gwlhVBdp7DIIp6BuCBKGZtNv4b/Ip6n9kCz2cude6DFFfku3vFNc6K8sqxJgSd5m+6yonWZSn9ZVoVJCFIV0K9LBrQb+cPfYJ5zg/RtuJ4MH7bvYwMPAoZQ8ePHgYKIiSNVPQDlzjNv3VnlST6FETCCWTkGNdjIsxM6gtHUM+C6rJ50mf4PebX2V8Z2aL9RDjCUvI37KfCzX1qSoQ4AnCdKGoVqD5AXvN+fZyCFZBaGtSMu504LwfAeGS3BVOy2jYAqz4MlFx+kIpBiO9kgSUTyR/fPBn8knJRABY+n/ks3UfnEAPMU4mdAVhUAnCybCdvUbpTEo8FmAQgFMQBlFbQAZYTb1NuGTXQ9geZBS2mTo76hj8BCEAFAWKMs6r6oHH4K4JHo5H0IiGpKqivMBoB8KBIUgQmkk7Crs+acZl0XBaTS0X6UhdR0QQFtUY361chM3QiTcTQUiJO8Xl5OdN7wBn3wHMulK8nE7e6ulkHCoIzWlouGPVjn3C2bamdKnHIsGy5fUUhB5cwqsxHjx48DBQsEp8DBgdjKYd+is/noyjV40jT1WBaKcxE8sShGd8G1h8K3Dts+TvPFPI3OgFxndWQagNjDtjnfrf6VyMMw0R7tFy0PSlUo1VRXGDfnOZeeW5L5x2EiPtwIcPke9WZOgXXgT8+cDmJ4Cuo0C0i/x+wgXA8Jnk+9Ed5LN2vm2xbIhxRJuZDvrcKwj9uXR09jAw4HIQhjgScHekWf9+2aTLMGfYnOzKUgd/iLEHDx6Ob1AvEhW8MYkyFNluPQehNsk8eiH5pBPLOS3LREY6JQjZtC9OzTpkixBjShi6VRAOmwos+qq1Oi8l37RDpaKdmYqe0zcDYtrqOL28sR5cwiMIPXjw4GGgIMo/QkFJrbYDkLWRNyXWwkkViHYbnTs2P0uoCDjr+0YOQzMhRhWGbBkwQoy7YoSgEroY5yjEmOb7ipk7cTkESwoG2cTb5g5ULnMPmvfZflC4+JzqUwAAiydeAoRLgfFLSEfxyCaj8xwsMpz72g+Qzxp7Ioc1KaHqzJASMjqcNuAIwmxDTj0MPEwKQiv84NQf5ICopykDvEHIUIZHAHsYymBDjGMJ453ZFRWovAY7UoxDNPLOaa4/NzCTkUKCUGRSotgvF0FXEOY4B6EVqMKP7l8PMU5D7pnT0LCgv2XyXrYkFb13swd38BINefDgwcNAwa4zRjtwPS2QtXDAbi38NKwmSc4T6gZnQwCkdFTYvIcCBSElCINKUJCD0JRDL0OCkBJ2MZGDW47AEYQ+G4KwL0iNNJ3Dn57zBzS17MawMi28mObX6ThkdApDRank5ehT7YsVKQgduhJaKi49DFLwCkIAeObjz+Czz36WOBnnEkMgB6EH5/DusoehCDbEOBY36PB4Iv0E26CDWWl3cA357FOC0KQg9IWM30R9STbdilNYKfOc5gZ0XZ4pB2EiTo4hXb9SlgFIYoKQnreb8GL2eER5Db0QYw8u4dUYDx48eBgo5Fs7ZopmOil5F06qpGOhuxjbdOrMHaL8SuM7QxDqLsZaGX7ZzxOEKlLy00gZkmuUgIqIOjI5Akt48QpC5nosuKVvChcRhOf/VP/qk30YVj7J6ERS44PedhKWDJCQGnMI+rgltsVyJiXatQ35Qq5DjKma1AqqpyU69iFQEI4sGom7Ft6l/7wwUGneKkPQEGOPOvLgwcPgBNudiTCkYCwxBN93bGgs69DbJzkIaYixKQcha/gkIrBouhU3sFIQtmlRGIc3uN+nHfQchNTFOOpcpaj4U3MlAsZ5t4kjUGzhhRh7yBE8gtCDBw8eBgp2s5mMios21F1x0nHIU1WtY6fNNPptnDfNZYQYVVqoWP9KSbR2jaBKCTGGmqogzPAVcnrt6QCA88een9H2bsERXmwIxtK7UlfOBcxhHp99DDj5Buv1qVlMIgK01JHvwUI+707FCfy9E4BVENJwdMcmJSxBmEZB6BGEgwBSqoIQAEqDpfr3XxfPzk1ZnoLQA4XXNHgYpKATnsmkilicJQiHoIJQYUJc6aQk4DzXnxukKAjbAUh8WSICK5qJgtAiB+Hq+93vy1F5jEmJqpI+nF1ED7etT6wgpJPbpaPdH4+VUtBTEHpwCS/E2IMHDx4GCna53liCUCWdJ0NBmCQdix4tVNDOaIMlCAMFfNgqQxCGNBKhI0ZmdwNygFMIhlSVmGkwqAjbKCBtcOOMG1EeLsfF4y7OaHu34AgttR/yCZlJ2XQ5/RQmRw/tFKsmQrZkZNpiWRdjLsQ4xzkIVQeKRA8DDHbAxbQlwwuG69+DuSL0qEmJp1Lw4MHDIAVrUsKSguee2AfGHQMN+r5PxIjhHZA2x3HGYPs3qkoUhMFCUz9J8O4Yexqw/h/AlGXOy2LPi0X5BFeH7Lq8ZIJxMHZBEFKjQQ5a/yoTNSenIJSMfXmTdx5cwiMIPXjw4GGgoNgpCA2SRtJmWo0chFqIcddRskK+Taggl+hZ4WdtWYJQ4VWIZgVhwExYAZhVNQs3z7gZ84fbu+uaURgoxLXTrnW1TTaIsmYwfZj3UIc5zCNd3hs645yIAi17yPfSMTzJU5h+kMLlIIy7CzF2k4MwiSGoqBhyECsIK8IVuHvMpah+5w9AeY7IcgcEtIfjBN441MMgBa26rEnJwgnluHrBmAE7pj4Da5JBQ1o7G/umLL1/EwH2riKTtMGi9CYkMz8FVJ5A/jmFYpGDkE6in/4t5/tyAqrMUxNG7j+fwxzOso8oHV/7CbDgy0BAMwHUXYwzUP2x0StKwDgmb/LOg0t4BKEHDx48DBTslFp0VheApBE2CU39pocYdzaQFWwJQqaZl2WeaGJCVkM+niD0K35OQRhUVaMDQ49LknDTzJusyz5GEE0yBGGyHxSE5o5dOoJQdxSMGk5/4VJ+HTZfj9VuWBfjBAnnySTE2J8uh44nIDz2wYUY84qGiytnA72RHBJ7NAehF8Y0pOHkuffaBg+DFLJsmJQktG7CedOGQ5GHILmim3kkgMZt5Hvbvr4pi/Ytj+4A/noh+V4+HuhpYVayuMY1LtNgWLkD00lSS5ffDMGWR3MsulEQAsBrd5Ow63N/SP7W38sZ1Du2r8kRhN672YM7eDXGgwcPHgYKdkRMxST9q2wKQyAhxgmgixKENqG+HEHoI+uOmAVUT+ccjc0EYUDmFYTBpOqIpDoWcbCTSfYsyvmSa5gJQTulKMDk6Ikax1c0gl/HQbgJSxDqJiVKBgpCz6Rk8IMzKQmJl+WKINQVD0NwIO0hFQ5us1cVPAw26ApCGArCgDJEK7KeOy9mqOtq3UWCOAbt37TuNX4bNi29gjATWJmUZKPKswObg1BXELokCAHg6Hbju05mZuJizCoI2fHFEK3HHvoMHkHowYMHDwMFW5MSJsTYpCYLqyrpbLVqM75BG/MKtgxK+F33KnD961xnImxyQg4qQV5BOGZRqqrtGAcNY77j1DuMH/vQOVmH2xBjvVMbASKactScLNzsaCzajVZuUk2iV0sIHvKFrJ3tLJAuB2Gm7tUe+hPiEGOyKNcEoedi7IGHl6bUw6CD9l5TVRV7m0jYrV8ZosNkNhSXpmApH983ZYkIs7KxJjVfjt4dskWIcV9NYtG+nZowoj/SpGjRoQj65kCWIcbMNmxKIK/P5sElhmjL58GDBw+DAHbE0bglxmqmzk5eUgWOfGT8YPfy5xSEirG+iTTK8/Hhw+YchMFZVw66TsbX5nwNG67agOmV040fi2rJZ/V08Ua5gDmMJS1ByCTxpo6ClBA8+w6goBo46fK0xdIchAk1oeerzPfnA2d+j9Snq1c6Ovx0OQhvmXULAnIAP1z0Q0f78zAA4BSEQfGyXCsIPYLQgwcPgxS6SYkK5AfIO7sr0g8RBwMB1szDLbHlFuYJKgAYvdCkIMwRHWGpIEzkthwKiVUQakRrJgpCtm+dDZnJXlP2ug+yvruHgYeXg9CDBw8eBgp2xFFeGeALA/EeSMk42OY67GZgz3YYbJRkKTkIZT9iSaOTFXSaV+UYQ4ra7cSPA72twISz+rBQcw7CNDn9WJOSCHGR1gnCRV8FFn7FUQdPNylJJtEd74ZP8hE1YDAAXPWE7bZloTL9ezqCcGr5VKy5ck3a4/EwgGDblhQFodYO5DgHoTcI8UDhVQUPgw2SNsGhQoWsVeBhRQJyayiAc991SWy5BZsexRcGbnwTqJjIT6TmqsHQz2sAQox72/hjSIfuJuM7JwLIIsSYvaacgtDTg3lwB6/GePDgwcNAIV1H4rRbyWozruB+DieZ+K3FtzovwyZBs8jFWGY6FYOVIEyB4gPmXweUjeu7MvymQUW6EF9KyMUjQLyXdKJl5vXssPNMFZ9xNY7ueDfy/HmOw4FZUjBdiLGHQQAuF5GpnaEq1fWP5KYsNemFFx8H8HKPehjKoArCJONiHPAN0WEyZ67RjwrCUacQchAw9YtynYPQIsTYZbqVtNAJwjiw8ivke92bzrb1M1E7LEGYVQ5C5l1P3/NkZ+735eG4hqcg9ODBg4eBQjqCcOFXgYnnQAoXAvse038Oswme0jnOikKMBQiaZo8DcgBRyXD/HTIEYX/AfK3S3WdWQRjvTc0/6BCU0F19eDWSahLt0fY0WxjgTEr6aqDgof9gN7jImXKQ2Z8nGTtuINkMNj0K0cNghcSEGEd1k5KhThDGGHONPlJLsu+GklHM7+4nQdNCz0HYXwpCJgdhw2Z32xYOBzoOke/JhPF7NsfK9vFpjnLAez97cI0h2vJ58ODBwyCAnKYJVnzA8BmQTB2FvCQzwE9HPpldjC0gUhByJiUeQegcZtI2HYlLCbloF+kcZthRpwrC1kir623Z++spCIcA7JQSJaPJ56Tzc1OWCi+EyYMHD4MaEmNSQhWEviFPECaAeB+HGLOgjslA7tV8AJ9bkUWyjwhCGpUT7TbyWs++ytm2bL9QRBBmovpjz2/0IvHvHjw4gFdjPHjw4GGg4DBXiWx6uReyIcbp1F5cImgXCkKTSYmnKnMBSeKvtVMFYW8r+cyQjDXXk7NGOc+zyN5fn9McOh6OXdipBH3avU5E+d87jpB/GZXlKRQ8eLXAw+AFrbsqgFiC9LH8yhCt0ayZR6KPQ4xZ5FcY3/skB6FMyDBLF+Mc0x60nObdQOEI8n321c62ZSdihSHGWZqUFI1gFgzReuyhz+ARhB48ePAwULAh7LjVTB2FQlZB6CrE2LrJFykIkwzJEPaFzZt4sAN7X5y6GHc3k8+2fdbr2sBM7J035jzH2wZkjwAeUmAVCWYoTEg7RSIG/GIS+ffXi4yE646gegoFDwC8EGMPgxciBaF/yCoImdx5sR7ync2Jl2ucdRtQMQk46ZOpxwAgpwSW7O8/gpBGexQNN8KanU6wsuev5ijEmB1TcOYwXgSQB3cYoi2fBw8ePAwGOBtOpSoIXYQYOySq/LKfyy0VkAMoDBi58DyC0CXY2fi0CkJt3Z5W8jny5IyKNNcTszO1h+MI5hArFrRuUsUqwOcrqnsTeP476cvY9Djw4g8I0egRhB4Y2OUp9ODhWMTxZVJCc/XFgUgH+c4SSrnG4m8AX1oN5DMhxn2hIARIn9f8/usrgjBcQj4TcaPMdJP2FOx6sR6DqNWPNRMFIdPX9AhCD1lgiLZ8Hjx48DAY4KwDYB5slWSqILRRLEqSpBNKEiTk+fM4RZpZYeghDRzmfgTA5CDUOupZ5iCkcBMqXB4uR2GgEGOKxmRUtodjDOYk7Sxom9G43fjtyCZ+nY2PGQNHK6z4CrDqVxpB6BFCQx2qC3mg53jsYbCBNSkxQoyH6DCZdTGmavFgQT8fA3ttc6kg9PW/SUkybqgWneZwZtc78hHww2rtjyxcjPe/a3xnFaHeZLEHl/ASDXnw4MHDQMHhoJpVhuX78hBiR2rpBvFsGEOapNB+2Y8e9KAwUAhZkjmzirDfUxC6AkvcOjUpodjzekZFmhWEbsxG8vx5ePbSZ738g0MF5hArFqEi8llca/y2/TnyOecaoO0AsPNF4MBqYPyZ4n0k4kCECUP2FITHDTwu2MNQhKxV7KSqIhInIZ9DNgcha+ax9mHyPa/Cev2+QF+4GAOkv6UmiTEJJSFpCG+fEYQxRkHosA8lWu/ZbwHv/ZF8z/ZY2TzEXg5xDy7h9eg8ePDgYaBQNs7RaqyCsCxUyi9M16lzoWRLaJ0oaljBEkxejjqXYMm5dLkmcxT+8f/bu/OwJs61f+DfhB1ELQIJIgoIiPsK4nJwqVVU0FOr1ba2Im+rYmvP0W4uba1asT+tVdtqbdXWpcX1PVI9istrXWoXaxFEtLgjUkFEwQUUSJjfH5gxgbAnhGS+n+viIpmZTJ5wJ2Hmnvt5nrpUEAJAE7smcLIxYjcjqj/qShKEmuECVI+A+JnA5hcfJwhlwMAPniQOH92reB+qR2UWWOiJNNUKuxiTObv/qPT709m++hfZzIomOZV/68kyj0712waZEccgBHSrCI1eQajWGoOwuhWEeo7PNMlBALX6m2hf0CvIeXKbXYyphlgqQERU32b8BTy4WWaWsYppV4Y1s2+mu9K6qlmMtbsYV35wJDyuTJQ/vnaknWAqO1EKVUH76nAlk8OUblvm4M0ntFZPWbaCkNWAElZZF2PNyYLqEXDiqyfLndxLx4iyezz2aNGDivdRNkHI7wciMmOaCkJ1iYBrtwsAAM52Fvo/VHNs8PDxxGheIU++9+utDcYag1CrOlLzv06TIKyiF03Nn0trLEfNRbnqjkFYVSKxrpOU2Dd5cpsVhFRDFvrNR0TUgDVuXu3kIKCbnGvmUCZBWFUSSKeCsPKDI3HcqMdP19i2tCsiE021UFn1VVllu5rUZLAv7d3UsYKQLEhlk5TIZKVjEhWXSfI5uZX+1pwoVjZ8AROERGRBNF9hP5y4Ji6Tyy30e63ssUEjt/pvg9EqCLW6/WoIdRjXr9Lnevwa1MWlY/EC1a8grCqRWJu2ah/jh74LFNwBgv6H/5+pxtjFWIISEhKgVCoxbtyT6eZzc3Mxbdo0NG/eHEqlEqGhoUhOThbX37lzB8899xzc3d3h6+uLDRs26Oxzy5Yt8PPzg7u7O0aMGIFbt26BiAxDt4txmQRhVd1Xa9DFuF2zdgBKu5oCpYnJMxPOIPHlxOo3lkrVpUtHibpWD5OXqVS0ljFBKFlVvYes7YDifN1lmpNE28eD1RdWUkFYNrnIMQiJyIxpjrMsdmISbWWTWA/zTNAGY1UQPq6W075IVmKsMQgf/x3VRU8SktUdg/Du9crX1+Zvov367BoBI78Emnet+X5I8iTwLUja9uzZg/HjxyMoKEhn+erVq9GiRQtcuHABWVlZGDhwICIjI8X1kydPhouLCzIzM7F3717MmDEDJ0+eBAAkJycjOjoacXFxyMzMhJeXF6KiourzZRFZNButK43NHF11DwKq6jKhcxBW+bYvt30Z7Zq1w0e9PqpFK0lH01Z1eGzLWj2sbAWhTXW7upDl8e5T+tupgsoQfbMaOrk/Xqc5wSqqeP8cg1ByalnYTGQWNMWC1o9vTOzjbbrGGFvZ48YWPeq/DTrJOgP+/9BMqFdc8GSZscYg1E5Gil2Mq9mdV6k15qOnnr9/rboYM61DhsHyAonp0aMHkpOTsXDhQqSmporL33nnHVhbP3k7PP/881i4cCEEQcDt27exc+dOZGRkwMrKCoGBgXj55Zexdu1aBAUFYd26dRg3bhw6dOgAAJg/fz4UCgVu3LiB5s2r342SiPTTniDExd6ltBJQc/JeowrCyrd9utXTeLrV07VtJmmrSwXhkIW1eli5BKGMCULJ6jC6dAD6Ds/pX683Qfg4mWhVnQRhoe79ymZNJotS2am8wCwimSlNwVZ+kWayNgtOtshkpceGmu9tu8b13wZjVRBqJlorfvhkmZggNPCFLM1rKFHVfJIS7Qu4ty+VX1+rCkJeqCPDsOBvP9JHoVDAxqb8l5d2chAATpw4gYCAAMhkMiQlJcHT0xNKpVJcHxwcjFOnTgEo7bIcHBwsrmvWrBl8fX2RmMhuiUSGoD2bcDP7ZmWSflV8jdcgQUgGVNvx/1oEA05VzExd0VNykhLSsLYF+vzryYzE5dbrSRBquhjLtQZer4jqoe597WoNkjyep5K5Sflbd9xgi+9qrH18UN8TlADGG4NQU0FYpK+C0MDHwOJ4h6onXZqre5ytPTndo7zy62tTDcgLNGQgPHugcrKzszFr1iysXLlSvO/mpttNyc3NDdnZ2dVaX1ZJSYl4lVmtLr1SJwgCrzxLhCbOjHf1aSd+XOxdIMitxcMpQWZV+UGBzKr62xqJJGOuHaNqvO4n25bUOkbyMtf8rGRWJvmbSzLe5sbartwpmeDkXvres7KBDICgKqz4vVj8SOfxssfJRMbccomTWEH3mE1fzAWB7wVLZMnf7b5uTjr3baxkFvk6RdrHKLZOer/rjRpvmfzJ85c+iWH2a+tY+v+rOP/JPkvUpctkMsMeA8tLj6+FElVpElJzrF6d53j8fxYAhPbPQnZ2p85qAbVoq7q4Rsed+lj0e56qjQlC0qFSqfDCCy9g1KhReO650q5JgiCUG/xeLpejpKSkWuvLmj9/PubNm6ezbPfu3bCyYnWTlOzevdvUTTBLp389jU4qNTSdjn/97XfkpFQ8Y66NKh/DHt/++0YWEnbtMnobKyKlmA+4ngJNp51d1fibj3z8Oy/3Do7VMkYPS3Sruv7vwP/BSe5UwdbGJ6V4m5u+9x+izHRH+PmvLOSm74JHXhKCAaRduYTkCt6LyrwE9NSznDG3XCl3ZACskJ6ejl270sTl2jFXqawAyPDw0cNqfe+RebLEz/mF3NL3t8alC6nYlf+X6RpkZEPVgngceTLpLDKvVfx5NUa8O2RcQ+vHt/ftP4AiG8N0c+6alYOWAE4d+S8yXHIBAJ3Tr8IbwB8nE5B10SBPAwCwK76LMAD37+bCvrgI1oIMu6v5ved38wLaP76dceMmvMqsP/dXKi7dqdl3aEjWDSge367t96+mcIekjQlC0jF16lTIZDKsWLFCXObi4oLc3Fyd7XJzc+Hi4lKt9WV9+OGH+OCDDwCUfhHZ2dkhIiKiXDdnskyCIGD37t2IiIiAjP2Qqu39je8DAMaFj4PNpRigoHQG0t59/wG06lPxAwvvA2eiAQCeLVvCc8QIo7e1LEnGXLUbOLMdADCiOn/zxyMyNG3apHrb65FfnI+Fm5+MXxg+LBzOtvXfdUiS8TY3G9YA+bpnSv949n8A+ybAeWvg6hfw9moO74reiynFwNXyixlzy+X4102sOZ+Ali1bYsSITno/57MT9qOwSA1HBweMGDHQxC0mQ7Pk7/anLt7C6tST4v3OHTtgRF8fE7bIyC6+AzwoPY4M6h0K+A8ut4lR473/BHDrAAAgLCys1kOrlLNxHXAH6BYUgm7tH///+vEAcBsI7tkTaDOs8sfXRMEdIGUanJ0cgQf3AaG4+sdvJ24AN7YCAFq08gZyf9VZ3a59B7TrXcNjwY1rgfulN2t7HKlScTxhYoKQtMTExOC3337D8ePHdcYp7NSpE9LS0nDv3j00blx6hScxMRGdOpXOwNS5c2ecPn0aL730EgAgPz8fFy9eFNeXVbbaEABkMpnFHWxQ5RjzmtkyfAtkMhmcbJ10xo6RyW0qH/BJayBkmczapINDSSrmcu2/e/Vfs0wQah0jqzJj39hY2Zj07y2peJsbPTMtyhyaPl5XOjaSrERV8Xux7CQlmn0w5hbsSVy1Y1xRzPk+sFyW+Dm3LnNuYmstt7jXqEP7GMXGsdLjDqPEW+t4RSaTG+7YVNEBuHoUMnWR1j5Lu83K5AY+BrYqPRaXlahKuwPX5HXYNxVvyvSMFy2TyWre1pIn1X+1jZdFv+ep2ix8BFaqrtjYWKxatQp79+5FkyZNdNZ5enpi4MCBmDVrFoqLi3Hu3Dl88803mDhxIgAgMjIS3377Lc6cOYPi4mLMnj0bPXv2ROvWrfU9FRHVQnvX9mjXrF3pnZpMPFKTCU3IcGo7IYygf2iG6ig7i3HZ+0SisgnCV37UWvf4O6PSWYwfVryOLBrPH8kSlU2MWPwkJVYmrhEy1izGmovi2hexxElKDBxTcZIS9eMxCGvwOpQdS3+7Buif+bg2ba1sYjGiGrDwbz+qriVLliAvLw9BQUFQKpXiz/nz5wEA69evx5UrV+Du7o7BgwdjwYIFGDiwtPtI7969ERMTg2HDhsHNzQ3nz5/H5s2bTflyiCybzoFVFV/j2kkizmprBmo/QHTZWYzL3icSaVUWIzAc8O2vte5x8lAzK6M+mpMvaweDN42IqL5ZySWWINROSmmqx+uTsS5gWj+eHVj7Apemss7gVZBasxhrT1JSHcoOwITdwIvbdP8fazBBSCbEs0WJ+uijj3TuJyYmVrq9h4cH4uPjK1w/adIkTJo0yRBNI6Kq1KiCUOsggxVl9Uf1qHaPq8MMcmUrBpkgpAppVxCWfZ9oThxT//u425Sek6rixxWEdo1YTUhEZq9sPtDGysJLZXWOI/UkqIz+/EauINROEBq9glCF0ou7Ndy/T2jpb30JQtTib1LZRT2iGuDZAxGRudE5sKpB0q+23V6p5vq9Bzi4AEMW1exxdUgQymQynaQgE4RUIe0EYdnKYu2TlYw/9T9ekwC3bWTYdpFZq/23F5FpycskqWwtvYJQu4ux3gSVkekcuxoyQfi4glBVCDy6V5o0M1aCULO/2lQQarPTM4NzrSoIOQMxGQYrCImIzE1NKggrehwZl6s/8M7lmo/7WIcxCAHAWmaNIqGI4w9S5bRPCMt+h2iv2zoemH62/HhVx5aU/n6Ya5z2ERHVI0l3MTZFglCnd4shE4SPL37duQJ8GgAEDtNKEBr4uEgmKz2uLlFXXG1fHfZNyi+rzb7YxZgMxMK//YiILFBtKwhZUVa/ajMpTB0ThJqZjDkTHVVKp4tx2QSh1roHWcC147rr/054cts1wPBtowZJqEZ1M791yFyVqyC0tvDjJZ2LRKaoINT++xp+ZmFcOVo6/EXK/z5JnBnjGFhuo1VBaMgEYR3GIOQFYqojC//2IyKyQLWuIORBQ8NXt056mspBVhBSpSrrYlw2EXQ/S/f+moFPbrceYNh2UYMnq+Rknl2MyVyVTRBKq4LQtuLtjEVWg8n2akLz/+xu+pNlt1IN/zzazyeOQVjLBKG+47XaJBvvXC79LbCrMdWNhX/7ERFZoNomCFlB2IA9PhiswxiEwJMKQo4/SJWy1k4QlnmvNPbQvV9Zsllf5QNJHisJydyU7WJsa23h72KdMQhNMPyMsSYp0TeUzu1Lj5/HGAlCK6CkuG5jENobaAxCIgPhu4+IyNxoHwDVpFKsjsknMiLNAXJduxg/fj9UVuVDVGkXYztnQNGxevthgpCILECZ/KDlHy41pApCQx6vVDbWtrEqCOs6CYpL6/LLarOvp3wet8kEXcbJojBBSERkbrQPrGrUbdjSj3jNWMDQ0t+tB1a+XRU0lYMCY02V0T4hvHqs/PrW/Z/cLimueD82DgZrEhGRqRSqdC/OWfx/UFOPQVifFYTiOiMlCDVq+zpc/fQsrMW+xKSixb97yciYICQiMje1naSEGq5/rgJGrgKemV+n3XDsQaoWa7snt9VF5ddrJxD1rdfgzOiSwVNOsmRuznY6910b2VWwpYWo7VA1hmKsSUq0X4tdma67xqogNMT+p/6ue782+4pYDlg7AGM21L4dRGCCkIjI/NT2wM7i+8yYMYemQNeXAFvHOu2GYw9StVhpnfy2f7b8eu33kbqSCsI6dokn88MJ0skS2ZWZtVhSsxib4kNdHxWELr6664w1BuGTJ6j9ftzbAv94W2tXtWirTygw+wbQNrz27SACE4REROan1lcsmSCUCoHJYKqMdSWzGAO63yslqor3o+wEABCaeBmoYWTO+LVD5srOWvdiq42VhWfCTT1OXX2MQejwVJnnbMAVhADg5Kq1r1r+TYzRjZokh+8iIiJzY+quIdRgaSYn4RiEVCntCsKqEoSVVRA2aw28fhKI/tVwbSMiqmdlKwZtrSz8FNkUMxdrq48KwkYK3XXGGILFEGMQamiP6cveIGRCfPcREZmb2o5BWHjf8G2hBkX2+ACVFYRUKZ0B6vWdKGqd6FQ2BiEAuAWUznxMksfux2SurMpMY9zEwcJngjX1eMXGqiDUTqw19QJsnfWvMxSdrtp13L81E4TUMPDdR0RkbrQThDWZJMDKwgfdJhErCKlSqsInt/V1SXpw88nt3DTg1vnS2wlag5+/vNMoTSPzxesSZAleCG4pXmwjI6mPCkJrO92LVw15DEJAt4KQyISYICQiMje1nqSEEwpYOpkhr8ST5XLW6nql7yJDccGT24mbgJXBwMNcYPebT5a3CDZe+6jBqUnyj8kVMme2lj7+YENgtFmMtROE9qVJQr3PaYTnYxdjshB89xERmRudAxImCKk8VhBSpayqmKQk+LXyy/4+pXu/JtXLZDGY+yOyBCY+RqiXCkJ73f91xvjy0r5ywgQhWQi++4iIzI1OF+MafI0zQWjxxMod5gepMlUlCD27A6Hv6C5jgpCIJKBECv8/82+b9vll9dTFWOd/nRHGXbyh9X+xrkk9JgipgeDRHTV4giCguLiSWRTJrAiCACsrKxQVFZl1NyQbGxvTtb+2J+ZMEFo8djGmatEZWL2Ckyb3trr3rx7Vvc8Z1InIAhWpJHCsZOrx7oz1/0N7v0X5hp1EpEp1PP7SmaSEx3JkOkwQUoMlCAJu3bqF27dNfJWLDM7DwwNXrlwxdTPqrFmzZnBzc6v/RGFtZ58T1IZtBzVYKkFl6iZQQ6Y9YVFFJ2ryMrN4pv2se58nMERkgdRSmG3HqyeQsgPwH2ya5zfWLMra/5eaeBl/DEK/Z4BLBw2zf1YQUgPBBCE1WLdu3cKdO3fg4eEBBwcHs642oycEQcD9+/fh7OxstjEVBAEPHz5EVlYWAMDd3b1+G1DTCsLOLwKnY4FO44zTHmow0u+nm7oJZA6q6mJcdhuiauDYp2QJVGoJVBD2iCpNSDXvaprnN1YFoX2TJ7dt7I1fQchJSsgCMUFIDZIgCLh9+zY8PDzQtGlTUzeHDEgQBFhbW8PW1tZsE4QAYGdXelUyMzOz/qsIa5ogHPkl0H8m8FQr47SHGgzfJr64ctf8q3PJyLRPmipMEPIQkbQx+UfS4OJkV/VG5s7KGuj2sume31jHzLbOT25bO5SZpMQISUmdyVbqmNSztte6Y77nR2T+mJ6mBkkz5qCDg4nHyCCqhOb9We9jZNb0yqvcislBInpC+6TJzln/NmW7GBMBqOzElWOgkjn7/n96IlDpjIl9vE3dFMtnrC7Gtk5Pblvb6w6nYZQKQu3XwQpCsgy8PEwNmjlXmJHlM90kJZwcgIjqQLtSQbtLljZ2MaYaYhdjMmd9/V2x79+hpm6GNBjrOFZ7zEG7RvXcxbiO+9epdmSCkEyHCUIiInNz929Tt4AaKJ6gU7XYNXpyu8IEodaJVfdI4GEuUKIGUv9r1KYREZGFM+YkJW5tgYd3gKd8yiTdjHBR35BjEGo/nvUxZEJMTxMZQEJCApRKJcaNKz8JxJYtW+Dn5wd3d3eMGDECt27dqvZ+8/Pz8c9//hMymQyPHj3SWffzzz8jJCQE7u7uCAwMxI8//qh3H4WFhXj33XfRokULPPXUU5gxYwaKiorE9d7e3vj999+rbEtOTg5kMhlUqvKzo6alpeltY114e3tj37595ZZPmDABGzZsAAD0798fMpkMp06dKvfYtLS0Gj9nYWEhZs2aBV9fX7i5uaFNmzZYs2ZNrdpvVM1am7oF1EAJj2dfZFc/qpR2lYWTq/5ttE98fPsDz28EmncxZquIiEgKjNkTJmofMPV3wNq29EejoU9SooPHcGQ6TBAS1dGePXswfvx4BAUFlVuXnJyM6OhoxMXFITMzE15eXoiKiqrWflUqFbp06YLmzZuXW3f9+nWEh4fj3Xffxc2bN7Fr1y68++67uHz5crlt58yZg6SkJCQkJCA1NRWnT59GixYt4O3tDW9vb2RkZIjbRkdHw9XVVfxxcHDARx99pLO/pk2bIjTUNF0wBEHAgQMHMHjwYHFZv379sHDhQoPsPz09HYWFhTh+/Dhu3bqFbdu24a233kJCQoJB9m8w7HpAVeDwDFRtTm76l2tXENo4lv42VtUHERFJhzH/lzg0BRxdSm9rD6dhjKSkIccg1CZIYCZtarDYxZiojnr06IHk5GQsXLgQqampOuvWrVuHcePGoUOHDgCA+fPnQ6FQ4MaNG3oTf9qsrKxw9OhRFBUV4auvvtJZt3fvXvTo0QOjRo0CAAQEBOD111/H1q1bMXv2bJ1tf/jhB+zevRsKhQIAsGjRIoSHh4sVdn5+fuK2EyZMQJ8+fcT73333Xbl2PXjwoNJ2G1NiYiIUCgU8PDzEZW+88QaioqJw9uxZtG/fvk779/f3x2effSbe79y5M/z8/JCamoru3bvXad8GxQQhVYEVhFSl6N+A+zd0qwm1aXfN0txm4lmyBI5eQESGUl/HscaepERmwFmMtanrefJDIi08yySqI4VCARsb/bM9JiQkIDg4WLzfrFkz+Pr6IjExscr9ymSyCpOIjx49gpWV7pWwgoICJCUl6d1PScmTK1FqtRoFBQWIi4tDXFwc8vPzxXVr167Fxx9/jB07dmDHjh1wdnZGYGBglW0ta8WKFejYsSNu3rwJADh+/Dj69esHpVIJb29vLF++HADw6aefomPHjvDw8EBAQAD27t1b6X7j4+MRFhams8zV1RWvvfYaYmJi9D6mf//++OKLL9CrVy80a9YMw4cPx4MHDzBjxgwolUoEBATg8OHD5R6nUqmwY8cOZGZm4umnn67x38ComCCkCmjGIGSCkKqkaAf4Dap4vXbXKZVm+Ai+r6Sushwxk4hE1KCYaxfjEiYIyXRYQUhmpduCg3hYpDb68zjYWuHUB8/UeT/Z2dlwc9PtvuXm5obs7Ow67XfQoEGYOXMm9u/fj2eeeQZJSUnYuHEjvLy8ym378ssvY/bs2diwYQMEQcDs2bPRqlUrMUmXm5urs/24cePKdSsGII5b2KhRI3Tr1g3Hjh3T27ZPP/0UsbGxOHz4MFxdXZGSkoKwsDB89913GDVqFAoLCxEbGwsAyMrKwp49e9CyZUscOHAAU6dOxbBhwyp83fHx8ViwYEG55W+//Tb8/f1x6dIlnYpIjWXLlmHXrl1o164dRo4ciYEDByIqKgqZmZlYvnw5pk2bhpSUFHH7P/74A3379oW9vT22bdsGpVJZYZuIGhLNGITM41CdaXcxdm/7eBlnNqaqsdCUiCpVX98R2l2MG/osxtpYQUgmxDIUIiMSBAFyue7HTC6XixV9SqWy3M/WrVur3G/79u0RGxuL999/H56enpg/fz4mTpxYLhkJAB9//DF69eqFfv36ISQkBCEhIUhOTsaRI0dw5MgRdOzYEba2T076du3ahVdffRWRkZEYM2YM+vbtCw8PDxw6dAgAkJeXV2FycNGiRdi8eTMOHToEV9fSge+/+uorjB07FmPGjIGVlRUcHBwwevRoAKXJxIKCAmzfvh0nTpzA1atXK3zNeXl5OHv2rE4XaA0PDw+88sorWLRokd7Hvv322+jQoQPkcjmGDh0KAJgyZQpkMhnCwsJw/vz5J4kVAMHBwcjPz8fmzZvx4osvlpsExeQE4yfJiUjitJOBDk+V/la0M01byKywkpCIGgQrY1cQGmkMQvYUIhNiBSGZFUNU9dUnFxeXchV6ubm5cHEpHTw3Kyur1vt+9tln8eyzz4r3Z82aBR8fn3Lb2djYYMGCBXor7wDg5MmT4u3Jkyfj8uXLkMlkcHBwgLOzMxQKBQICApCXl1dlm44cOYKcnBydWZLT0tIwaFD5bmw5OTkIDw+Hi4sLQkND4ePjo9MVuqwDBw4gNDRUJ5mp7b333kO7du0wd+7ccuvatm0r3nZ0dNS57+DgAJVKhcLCQtjbP7nSaGNjg+HDhyMiIgI//PADunXrVvmLr0+V/J1I2jRdjFUl5WcbJ6oR7coIW+fS396hwNNzgdYDTNMmIiKi6tIeY9cYE6MYuoJwxJfAuTggcHjd90VUS0wQEhlR586dcfr0abz00ksAgPz8fFy8eBGdOnUy6PMUFRVhw4YNiIuL07v++vXr6Nq1q951ubm5+OWXXxASEoKgoCAEBQUhJSUFy5cvx6lTp3Dnzh00b94cffv2xerVq8uNfaht//79WLhwIUaNGoXDhw/D1tYWXl5euHDhQrltP//8c7Rs2RLbt28HgCq7XcfHx2PIkCEVrm/VqhXGjh2LxYsXl1tXdkbXimZ4VavV5V6fjY1Npa/ZJPKumboF1EBl5df+ogORDhuHJ7c1lfByOfCPGaZpD5kNdjEmokqV1FNPGJ0EoRG+mB7dNez+u71c+kNkQqxfJTKiyMhIfPvttzhz5gyKi4sxe/Zs9OzZE61bt67TfktKSpCQkAAAuHv3LiZOnIh+/frpTIiizcvLCzk5OXp/ylYdpqenIzQ0FO3bt0d8fDwuXLiAjRs3IisrC19//XWFyTWNefPmwcnJCdHR0QCAiRMnYtOmTYiLi0NJSQkKCwvx/fff4+HDh7h79y6Kiopw//59TJs2rcJ9CoKAffv2lZugpKxZs2Zh06ZNtZ5pefXq1Zg3b55YLfnrr79i27ZtYpfoBsOjs6lbQA2UbxNfUzeBLIWNAzAxHph6wtQtoQaAvYaJyGDqa4w9KyMnCG0ctfbPtApZBr6TiYyod+/eiImJwbBhw+Dm5obz589j8+bNdd6vWq3GpEmT4Obmhg4dOsDT0xPr16+vcPu0tDTIZDK9Yx4+ePBAp9vuH3/8AR8fH0yfPh0KhQK2trbw8/PD0qVLkZiYiJycnErbJpfLERsbi4MHD2LFihXo2bMnduzYgcWLF8PDwwP+/v7IysrC9OnTUVhYCA8PDwQFBSEiIqLCfSYlJcHZ2Rm+vpUnP/z9/TF8+HDcvn270u0q8sILLyA7OxtdunSBUqlEdHQ01q9fX2Hi1WSCXgWGLgamNbCxEcnkqkrgE9VIq96Ae81nsifLxW8YIqoztzalv12MfFFTe5ISY3B8SusOvx3JMrCLMZGB6Jv5FwAmTZqESZMm1Xq/3t7eOhNoAKXdXjUVhDXx6NEjvct/+ukncYy9Xr164fr161i1ahXGjBmDpk2bIiMjAzExMQgODhYnH6msja6urkhPTxfvh4WFidV/giDg7t27aNKkCY4ePaqzn/Hjx4u309LSxNsVdS8+cuRIuWWxsbHiLMn6tomMjERkZKTettvb22PlypVYuXJluf02KHIroOdkU7eCGiAX+9LxTb0be5u2IURERET6OLkC71wG7Bob93ms9Y9bbjDa4xqygpAsBBOERBKgL8lYEU9PTxw7dgxLly7FunXrkJeXB4VCgcGDB2PJkiVGbql+8fHxmDlzpkmem8iczOk5B/N+m4cZPThOHBERETVQTuULDgxOu4uxMWjPYsweHGQhmCAkonICAwOxZs0aUzdDFBYWhgEDOGsmUVVaNm6JdUPWmboZRCRBHKeQiBoUa2MnCLVnMWaCkCwDa2ElKCEhAUqlEuPGjdNZvmXLFvj5+cHd3R0jRozArVu3xHV37tzBc889B3d3d/j6+mLDhg3VfixRXc2ZMweOjo5Vb0hEREQGV81OCEREDYexE4TaXYw5BiFZCCYIJWbPnj0YP348goKCdJYnJycjOjoacXFxyMzMhJeXF6KiosT1kydPhouLCzIzM7F3717MmDEDJ0+erNZjiYiIiMj8VVYkw9NjImpQ6rWLMdMqZBnYxVhievTogeTkZCxcuBCpqani8nXr1mHcuHHo0KEDAGD+/PlQKBS4ceMGbG1tsXPnTmRkZMDKygqBgYF4+eWXsXbtWgQFBVX62ObNm5vkdRIRERFR/WGRIRE1KFY2xt0/xyAkC8RUt8QoFArY2JT/skxISEBwcLB4v1mzZvD19UViYiKSkpLg6ekJpVIprg8ODsapU6eqfCwRERERSQfPk4moQTB2gpCzGJMFYgUhAQCys7Ph5uams8zNzQ3Z2dmws7OrcF1Vj9WnpKREnFFXrVYDAARB0JllV3O77HKyLOYeW75Pq0f770SWj/GWHsbc8gma+kBB93+e3pgLfC9YIn7OpcUi4i2Ti0MfGOV1aO8fMrMfrNWsY00GwwQhASj9QpDLda98yOVyMZlX0bqqHqvP/PnzMW/ePJ1lu3fvhpXVk6swVlZW8PDwwP3792FtzbepJbp7966pm1BnKpUKBQUFOHjwoJjsport3r3b1E2gesR4Sw9jbrkSb8sAWOFqWhp27boiLteOeYnaCoAMBQUF2LVrV/03kuoFP+fSYs7xdijKweDHt43xndTizhl0f3z7ZnY2Tpj59x7PZQhggpAec3FxQW5urs6y3NxcuLi4wN7evsJ1VT1Wnw8//BAffPABgNIvIjs7O0REROgkAouKinDlyhU4OzvD1ta2zq+PGpa7d++iSZMmpm5GnRUVFcHR0RHPPPMM36eVEAQBu3fvRkREBGTse2bxGG/pYcwtnzw5E+svJMLH2xsjRnTQG/N3Tu4DVCVwdHTEiBEDTNxiMjR+zqXFUuIttHgEuAZghN8gw+/8TCFw7WsAgEKpxIgRIwz/HPVIpVKZugnUALCzPAEAOnfujNOnT4v38/PzcfHiRXTq1AmdOnVCWloa7t27J65PTExEp06dqnysPnK5HFZWVuIPAMhksnI/FS1viD+nTp2Ch4cHXnjhhXLrtm7dCn9/fygUCowcORI5OTnV2ueNGzcwYcIEKJVKNG/eHOHh4bh+/bq4Pj09HYMGDYJCoUDbtm2xf/9+vfspKirCe++9By8vL7i4uOCtt95CcXGxuN7HxwcnTpyosj23b9+GXC6HWq0ut+7atWuQy+UoLCyscj/aKtvOx8dH72uKjIzExo0bIZPJMGDAAMjlciQmJpZ77LVr12ocx6KiIsyePRutW7eGu7s7AgMDsXbt2ipfj6nff+bww7+TtH4Yb+n9MOaW/lP+/7a++6UL+V6w1B9+zqX1YxHx7vU6ZP7PGGffWpOUyGRWpn+tBoo5SRsThAQAiIyMxLfffoszZ86guLgYs2fPRs+ePdG6dWt4enpi4MCBmDVrFoqLi3Hu3Dl88803mDhxYpWPlYI9e/Zg/PjxCAoKKrcuOTkZ0dHRiIuLQ2ZmJry8vBAVFVWt/S5evBihoaFIT09HRkYGlEol/v3vf4vrx4wZg379+iE7Oxtr1qzB2LFjkZGRUW4/c+bMQVJSEhISEpCamorTp0+jRYsW8Pb2hre3t85joqOj4erqKv44ODjgo48+0tlf06ZNERoaWr0/joEJgoADBw5g8ODB4rJ+/fph4cKFBtl/eno6CgsLcfz4cdy6dQvbtm3DW2+9hYSEBIPsn4iIyGJx+CoikhK5dmdMJtfIMrCLMQEAevfujZiYGAwbNgz3799HSEgINm/eLK5fv349oqKi4O7uDicnJyxYsAADBw6s1mMtXY8ePZCcnIyFCxciNTVVZ926deswbtw4dOjQAUDp+IsKhQI3btxA8+bNK93v0qVLdbpdP/fcc5g2bRqA0grO8+fP4/jx4wCAf/zjHxgwYAA2bdqEWbNm6eznhx9+wO7du6FQKAAAixYtQnh4ONLS0gAAfn5+4rYTJkxAnz59xPvfffdduXY9ePCg0nYbU2JiIhQKBTw8PMRlb7zxBqKionD27Fm0b9++Tvv39/fHZ599Jt7v3Lkz/Pz8kJqaiu7du1fySCIiIiIikgydWYyZICTLwApCifroo4+wZcsWnWWTJk3C9evXkZeXh3379sHT01Nc5+Hhgfj4eOTm5iIjIwNTpkyp9mMtnUKhgI2Njd51CQkJCA4OFu83a9YMvr6+SExMrHK/ZSdnOXHiBAIDA8X9dunSRWfcu+DgYJw6darcfmQymc6EMWq1GgUFBYiLi0NcXBzy8/PFdWvXrsXHH3+MHTt2YMeOHXB2dhafsyZWrFiBjh074ubNmwCA48ePo1+/flAqlfD29sby5csBAJ9++ik6duwIDw8PBAQEYO/evZXuNz4+HmFhYTrLXF1d8dprryEmJkbvY/r3748vvvgCvXr1QrNmzTB8+HA8ePAAM2bMgFKpREBAAA4fPlzucSqVCjt27EBmZiaefvrpGv8NiIiIJIXnx0QkJXImCMnysIKQzMtiX6D4ofGfx8YBePdK1dtVITs7G25ubjrL3NzckJ2dXaP9pKamYtmyZTh48GCN9/vyyy9j9uzZ2LBhAwRBwOzZs9GqVSsxSVd2gplx48aV61YMlE7IAQCNGjVCt27dcOzYMb1t/fTTTxEbG4vDhw/D1dUVKSkpCAsLw3fffYdRo0ahsLAQsbGxAICsrCzs2bMHLVu2xIEDBzB16lQMGzaswr9DfHw8FixYUG7522+/DX9/f1y6dEmnIlJj2bJl2LVrF9q1a4eRI0di4MCBiIqKQmZmJpYvX45p06YhJSVF3P6PP/5A3759YW9vj23btkGpVFbYJiIiIgK7GBORtOhUELLuiiwD38lERiQIAuRy3Y+ZXC4XK/qUSmW5n61bt+ps/+DBA4wePRrvv/8+evbsWa39avv444/Rq1cv9OvXDyEhIQgJCUFycjKOHDmCI0eOoGPHjjqViLt27cKrr76KyMhIjBkzBn379oWHhwcOHToEAMjLy6swObho0SJs3rwZhw4dgqurKwDgq6++wtixYzFmzBhYWVnBwcEBo0ePBlCaTCwoKMD27dtx4sQJXL16tcK/ZV5eHs6ePavTBVrDw8MDr7zyChYtWqT3sW+//TY6dOgAuVyOoUOHAgCmTJkCmUyGsLAwnD9/HoLw5MwmODgY+fn52Lx5M1588UW9lZlERERSIdQg+SdjKSERSYG66MltJgjJQrCCkMyLAar66pOLi0u5Cr3c3Fy4uLgAKK2gq4xKpcKYMWPQvXt3vPvuu9XerzYbGxssWLBAb+UdAJw8eVK8PXnyZFy+fBkymQwODg5wdnaGQqFAQEAA8vLyKm0rABw5cgQ5OTlitSEApKWlYdCgQeW2zcnJQXh4OFxcXBAaGgofHx+9CU6NAwcOIDQ0VCeZqe29995Du3btMHfu3HLr2rZtK952dHTUue/g4ACVSoXCwkLY29uLy21sbDB8+HBERETghx9+QLdu3Sp/8URERBauOr3oBJYSEpEUOGn35uKFEbIMTBASGVHnzp1x+vRpvPTSSwCA/Px8XLx4EZ06darW46dOnYqioiKsXbu23H7nzZsHQRDEKekTExMr3O/169fRtWtXvetyc3Pxyy+/ICQkBEFBQQgKCkJKSgqWL1+OU6dO4c6dO2jevDn69u2L1atXw8rKSu9+AGD//v1YuHAhRo0ahcOHD8PW1hZeXl64cOFCuW0///xztGzZEtu3bweAKrtdx8fHY8iQIRWub9WqFcaOHYvFixeXWycrc0ZT9r6GWq0u9/psbGwqfc1ERERERCQx1nZPbrOCkCwE38lERhQZGYlvv/0WZ86cQXFxMWbPno2ePXuidevWVT42JiYGv/76K/7zn/+UmwQlJCQETz31FBYvXoySkhIcO3YMu3fvxvjx4/Xuy8vLCzk5OXp/fHx8dLZNT09HaGgo2rdvj/j4eFy4cAEbN25EVlYWvv766wqTaxrz5s2Dk5MToqOjAQATJ07Epk2bEBcXh5KSEhQWFuL777/Hw4cPcffuXRQVFeH+/fviDM36CIKAffv2lZugpKxZs2Zh06ZNtZ5pefXq1Zg3b55YLfnrr79i27ZtYpdoIiIiqhy7GBORJOgkCPm9R5aBCUIiI+rduzdiYmIwbNgwuLm54fz589i8eXO1HrtkyRJcv34dbdq00RmjsKCgAHK5HDt37sSuXbvg4uKCqKgobNiwAW3atNG7r7S0NMhkMr1jHj548ECn2+4ff/wBHx8fTJ8+HQqFAra2tvDz88PSpUuRmJiInJycStstl8sRGxuLgwcPYsWKFejZsyd27NiBxYsXw8PDA/7+/sjKysL06dNRWFgIDw8PBAUFISIiosJ9JiUlwdnZGb6+vpU+t7+/P4YPH47bt29Xul1FXnjhBWRnZ6NLly5QKpWIjo7G+vXrdWaiJiIiIiIiiWMFIVkgdjEmMhB9M/8CwKRJkzBp0qQa76/sGINlBQYG4pdffqnRPh89eqR3+U8//SSOsderVy9cv34dq1atwpgxY9C0aVNkZGQgJiYGwcHB4uQj2ry9vXUm+XB1dUV6erp4PywsTKz+EwQBd+/eRZMmTXD06FGd/WhXQKalpYm3K+pefOTIkXLLYmNjxVmS9W0TGRmJyMhIvW23t7fHypUrsXLlynL7JSIioopx7EEikhRre607rCAky8AEIZEElE3gVcbT0xPHjh3D0qVLsW7dOuTl5UGhUGDw4MFYsmSJkVuqX3x8PGbOnGmS5yYiIpI6pv6IiMrQThDmnDddO4gMiAlCIionMDAQa9asMXUzRGFhYRgwYICpm0FERCRpldXIlI49yFQiEUmEdhdjtcp07SAyICYIiajBmzNnjqmbQERERJVgF2MikhRbpye3VQ9N1w4iA+JomkREREREZBCczJOIJMPq8USPJawgJMvABCERERERERlENYc8JiIyf3Kb0t/sYkwWgglCIiIiIiIiIqKakD8esY0VhGQhmCAkIiIiIqIKCTUoC2QXYyKSDCsmCMmyMEFIRERERERVkjH7R0T0hLJj6W9+N5KFYIKQiIiIiIiIiKgm+s4AHF2BUd+YuiVEBmFt6gYQEREREREREZkV337AO5dYQUgWgxWERAaQkJAApVKJcePGlVu3ZcsW+Pn5wd3dHSNGjMCtW7eqtc+///4br7zyChQKBTw8PDB8+HCkp6frbLNv3z44Oztj5syZFe6nsLAQ7777Llq0aIGnnnoKM2bMQFFRkbje29sbv//+e5XtycnJgUwmg0pVfoyNtLQ0yGQyPHr0qFqvrTq8vb2xb9++cssnTJiADRs2AAD69+8PmUyGU6dOlXtsWlpajZ+zsLAQs2bNgq+vL9zc3NCmTRusWbOmVu0nIiIiIiILx+QgWRAmCInqaM+ePRg/fjyCgoLKrUtOTkZ0dDTi4uKQmZkJLy8vREVFVWu/ixcvRmhoKNLT05GRkQGlUol///vf4vrVq1fj/fffR9euXSvdz5w5c5CUlISEhASkpqbi9OnTaNGiBby9veHt7Y2MjAxx2+joaLi6uoo/Dg4O+Oijj3T217RpU4SGhlbrNRiaIAg4cOAABg8eLC7r168fFi5caJD9p6eno7CwEMePH8etW7ewbds2vPXWW0hISDDI/omIiCxVDeYxISIiogaIXYyJ6qhHjx5ITk7GwoULkZqaqrNu3bp1GDduHDp06AAAmD9/PhQKBW7cuIHmzZtXut+lS5fC2vrJR/S5557DtGnTxPsjRozA5MmTMXHixEr388MPP2D37t1QKBQAgEWLFiE8PFyssPPz8xO3nTBhAvr06SPe/+6778rt78GDB5U+nzElJiaKFZUab7zxBqKionD27Fm0b9++Tvv39/fHZ599Jt7v3Lkz/Pz8kJqaiu7du9dp30RERFLAWhoiIiLzxApCojpSKBSwsbHRuy4hIQHBwcHi/WbNmsHX1xeJiYlV7lc7OQgAJ06cQGBgoHi/efPm1ZpNUCaToaSkRLyvVqtRUFCAuLg4xMXFIT8/X1y3du1afPzxx9ixYwd27NgBZ2dnneesrhUrVqBjx464efMmAOD48ePo168flEolvL29sXz5cgDAp59+io4dO8LDwwMBAQHYu3dvpfuNj49HWFiYzjJXV1e89tpriImJ0fuY/v3744svvkCvXr3QrFkzDB8+HA8ePMCMGTOgVCoREBCAw4cPl3ucSqXCjh07kJmZiaeffrrGfwMiIiIpYiEhERGReWIFIZmV0C2heKQ23Dh3FbG3ssexccfqvJ/s7Gy4ubnpLHNzc0N2dnaN9pOamoply5bh4MGDNW7Dyy+/jNmzZ2PDhg0QBAGzZ89Gq1atxCRdbm6uzvbjxo0r160YgDhuYaNGjdCtWzccO6b/7/Ppp58iNjYWhw8fhqurK1JSUhAWFobvvvsOo0aNQmFhIWJjYwEAWVlZ2LNnD1q2bIkDBw5g6tSpGDZsWIWvJT4+HgsWLCi3/O2334a/vz8uXbqkUxGpsWzZMuzatQvt2rXDyJEjMXDgQERFRSEzMxPLly/HtGnTkJKSIm7/xx9/oG/fvrC3t8e2bdugVCorbBMRERERERGRuWMFIZERCYIAuVz3YyaXy8WKPqVSWe5n69atOts/ePAAo0ePxvvvv4+ePXvWuA0ff/wxevXqhX79+iEkJAQhISFITk7GkSNHcOTIEXTs2BG2trbi9rt27cKrr76KyMhIjBkzBn379oWHhwcOHToEAMjLy6swObho0SJs3rwZhw4dgqurKwDgq6++wtixYzFmzBhYWVnBwcEBo0ePBlCaTCwoKMD27dtx4sQJXL16tcLXkZeXh7Nnz+p0gdbw8PDAK6+8gkWLFul97Ntvv40OHTpALpdj6NChAIApU6ZAJpMhLCwM58+fh6A1eFJwcDDy8/OxefNmvPjii+UmQSEiIiL92MWYiIjIPLGCkMyKIar66pOLi0u5Cr3c3Fy4uLgAKK2gq4xKpcKYMWPQvXt3vPvuu7Vqg42NDRYsWKC38g4ATp48Kd6ePHkyLl++DJlMBgcHBzg7O0OhUCAgIAB5eXlVPteRI0eQk5OjM0tyWloaBg0aVG7bnJwchIeHw8XFBaGhofDx8dHpCl3WgQMHEBoaqpPM1Pbee++hXbt2mDt3brl1bdu2FW87Ojrq3HdwcIBKpUJhYSHs7e3F5TY2Nhg+fDgiIiLwww8/oFu3bpW/eCIiIiIiIiIzxQQhkRF17twZp0+fxksvvQQAyM/Px8WLF9GpU6dqPX7q1KkoKirC2rVr69SO69evVzjbcW5uLn755ReEhIQgKCgIQUFBSElJwfLly3Hq1CncuXMHzZs3R9++fbF69WpYWVlV+Dz79+/HwoULMWrUKBw+fBi2trbw8vLChQsXym37+eefo2XLlti+fTsAVNntOj4+HkOGDKlwfatWrTB27FgsXry43LqyYzVWNHajWq0u9/psbGwqfc1ERESWjjMUExERWT52MSYyosjISHz77bc4c+YMiouLMXv2bPTs2ROtW7eu8rExMTH49ddf8Z///KfCSVCqy8vLCzk5OXp/fHx8dLZNT09HaGgo2rdvj/j4eFy4cAEbN25EVlYWvv766yonRpk3bx6cnJwQHR0NAJg4cSI2bdqEuLg4lJSUoLCwEN9//z0ePnyIu3fvoqioCPfv39eZobksQRCwb9++chOUlDVr1ixs2rSp1jMtr169GvPmzROrJX/99Vds27ZN7BJNREQkZdWYG42IiIjMFBOEREbUu3dvxMTEYNiwYXBzc8P58+exefPmaj12yZIluH79Otq0aaMzRmFBQUGN25GWlgaZTKZ3zMMHDx7odNv9448/4OPjg+nTp0OhUMDW1hZ+fn5YunQpEhMTkZOTU+lzyeVyxMbG4uDBg1ixYgV69uyJHTt2YPHixfDw8IC/vz+ysrIwffp0FBYWwsPDA0FBQYiIiKhwn0lJSXB2doavr2+lz+3v74/hw4fj9u3bNfsDPfbCCy8gOzsbXbp0gVKpRHR0NNavX68zEzURERERERGRpWEXYyID0TfzLwBMmjQJkyZNqvH+yo5dWJH169dXe5+PHumfAfqnn34Sx9jr1asXrl+/jlWrVmHMmDFo2rQpMjIyEBMTg+DgYHHyEW3e3t46k3y4uroiPT1dvB8WFiZW/wmCgLt376JJkyY4evSozn7Gjx8v3k5LSxNvV9S9+MiRI+WWxcbGirMk69smMjISkZGRettub2+PlStXYuXKleX2S0RERBVjL2QiIiLzxgQhkQSUTeBVxtPTE8eOHcPSpUuxbt065OXlQaFQYPDgwViyZImRW6pffHw8Zs6caZLnJiIiIiIiIrJ0TBASUTmBgYFYs2aNqZshCgsLw4ABA0zdDCIiIqoAhyckIiIyb0wQElGDN2fOHFM3gYiISLKEanQgZhdjIiIi88ZJSoiIiIiIqEqyatQJyjjVMRERkVligpCIiIiIiIiIiEjCmCCkBq2kpMTUTSCqkOb9yWoJIiIiIiIiMmccg5AaJBsbG1hbW+PGjRtwd3eHjY0NkzAWQhAEqFQqFBUVmW1MBUFAcXExsrOzYW1tDWtrfpUSERERERGR+eJZLTVIMpkMPj4+yMrKwvXr103dHDKwgoICODo6mroZdebs7AylUmm2iU4iIiIiIiIigAlCasCsra3RokULlJSUQKVSmbo5ZCCCIODgwYN45plnzDqxZm1tDbmcozQQEZHlE6oxRbFQnY2IiIiowWKCkESHDx/GnDlzcPXqVdjb22PEiBH45JNP4ODggC1btuD999/HvXv3EBISgnXr1sHNzQ0AcOfOHbz22mv4+eef0ahRI8ydOxcTJkwwWLvkcjlsbW0Ntj8yLUEQoFarYWtra9YJQiIiIqnhv20iIiLLxfIXAgDk5ORgxIgRmDp1KjIzM3HixAn89ttvmD9/PpKTkxEdHY24uDhkZmbCy8sLUVFR4mMnT54MFxcXZGZmYu/evZgxYwZOnjxpwldDRERERPWJF/2IiIjMGysICQCQmpoKGxsbjB8/HgDg7u6OF198EXv27EFBQQHGjRuHDh06AADmz58PhUKBGzduwNbWFjt37kRGRgasrKwQGBiIl19+GWvXrkVQUJApXxIRERER1RN2MSYiIjJvrCAkAEDXrl3RtGlTrF69GiqVCmlpadiwYQNGjRqFhIQEBAcHi9s2a9YMvr6+SExMRFJSEjw9PaFUKsX1wcHBOHXqlCleBhERERGZEOsIiYiIzBMrCAkA4OTkhIMHD2Lw4MH417/+haKiInz00UeIjo7GsmXLxPEGNdzc3JCdnQ07O7sK11WkpKREvMqsmXyEk5BIh2YMQpVKxe5IEsGYSwvjLT2MueVTqdQQStQoUamgUqn0xlwoUUMQALVaxeM6C8TPubQw3tKj+d5mNbi0MUFIAIB79+4hLCwMb775JqKjo5GWlobRo0fDw8MDgiCUm61VLpeLib6K1lVk/vz5mDdvns4yBwcHw70YIiIiIjK4jx7/VCYdgM1MozeFiIiMQKVSwdqaaSKpYuQJALBjxw64ubnhX//6FwAgICAA/+///T9MmTIFSqUSubm5Otvn5ubCxcUF9vb2Fa6ryIcffogPPvgAAFBcXAwHBwc8evSIX0QSoVarYWdnh8LCQlhZWZm6OVQPGHNpYbylhzGXHsZcehhzaWG8pUelUsHe3p7xljhmZAgAcPfuXTg6Ouosc3JyQl5eHoYMGYLTp0/jpZdeAgDk5+fj4sWL6NSpE+zt7ZGWloZ79+6hcePGAIDExER06tSpwucqW3EIANbW1vwykhgrKyvGXGIYc2lhvKWHMZcexlx6GHNpYbylR9+5OkkHo08AgEGDBuH48ePYtm0bACA7Oxvvv/8+hg4disjISHz77bc4c+YMiouLMXv2bPTs2ROtW7eGp6cnBg4ciFmzZqG4uBjnzp3DN998g4kTJ5r4FRERERERERERUXUwQUgAgI4dO2L79u1YvHgxFAoFunfvjsDAQHz11Vfo3bs3YmJiMGzYMLi5ueH8+fPYvHmz+Nj169fjypUrcHd3x+DBg7FgwQIMHDiwWs8rk8kwd+5cDn4rIYy59DDm0sJ4Sw9jLj2MufQw5tLCeEsPY04AIBM4TQ0REREREREREZFksYKQiIiIiIiIiIhIwpggJCIiIiIiIiIikjAmCImIiIiIiIiIiCSMCUIyaxxCk8gyqVQqUzeBTITf69LDmEtDcXGxqZtARERGwv/lloEJQjI7d+/exd27d6FSqTjLkgTcvHkTJ06cQFpaGoqKikzdHKoHKSkpiIyMRGZmJg82JCIvLw85OTkoLCzk97pE5OTk4K+//sK9e/cYcwlISkpCREQE7t27Z+qmUD25efMmfv31V5w9exa5ubmmbg7VA7VabeomUD3jebnlYYKQzEpKSgr+8Y9/YMyYMWjXrh2+/fZbXLlyxdTNIiM5c+YM+vbti1mzZqFPnz74/vvvAfAKlSU7e/YswsLC4OPjgyZNmogHG4y55Tpz5gz69OmD1157DU8//TTWr1+PixcvmrpZZEQpKSno27cvJk+ejDZt2uDAgQMA+Dm3VCkpKRg1ahQGDx6Mxo0bm7o5VA9SUlLQv39/zJkzB+Hh4VixYgUePXpk6maREZ0/fx4LFy7EpUuXTN0Uqic8L7dMTBCS2bh58yZGjhyJKVOmYPv27YiKisLOnTuxaNEinDp1ytTNIwO7dOkShg8fjunTp+Onn37CtGnT8Mknn7DCyIIVFxdjxYoVePvtt7FgwQI4OjriwYMHKCgoYMwtVEZGBiIiIvD6669j586deO+993DixAksXrwYqamppm4eGcGVK1cwdOhQTJs2DceOHcOLL76IiRMnIjc3l59zC3TmzBn885//xNtvv40ZM2aYujlUD65du4bw8HD861//wuHDh/Hhhx9i06ZNuH//vqmbRkYUExODpUuXYuvWrUwSSQDPyy0XE4RkNh4+fIj27dtj6tSpaNKkCWbOnIk33ngDJSUlWLJkCU6fPm3qJpKBlJSUYPv27RgzZgymTp0KAJg6dSratm2Lc+fOISUlBbdu3TJxK8nQbGxskJ+fj5CQEBQXF2PAgAF47rnn0LZtWyxZsgRnz541dRPJwC5fvoxevXqJn/OIiAh4e3tj//79WLduHU8yLNDRo0fx/PPP4/XXXwcALF26FL6+vjh48CAAVhFakkePHmHYsGHiZ1wT2+TkZOzbtw/Hjx/H33//beJWkqH9+uuv6Nu3L6ZMmQIAmDhxIjp16oS///4b586dw40bN0zcQjIGe3t7DB06FHv37sX69ev5/9vC8bzccjFBSGZBEAQ8evQIR44cwc8//ywuHzJkCCZMmAA7Ozts2LCBSSMLIZfL0a1bN7Rv315c9vHHH2Pv3r1455138Pzzz2PWrFmsMLIgKpUKBQUFUKlUyMvLw5w5c9CyZUusX78e//73v3Hq1Cl8+eWXuH79uqmbSgaUn5+Pw4cP48KFC+Kynj17YuTIkVCr1fjjjz8AMGlkSRo1agSlUgkA4riyjRs3FruVs4rQctjb2+PLL7/EwYMHceDAAchkMixZsgRRUVGYO3cupk6dijlz5uh8/sn8yeVy/PLLL0hOTgYAzJs3D/Hx8Zg5cyYmTJiASZMm4bfffjNxK8lQ1Go1bt26BV9fX2zZsgUffPABDh06hA0bNjBJaKF4Xm7ZrE3dAKLKqFQqWFtbo6SkBIGBgXjttdewYsUKKJVK+Pv7AwBCQ0Nx584dLFmyBNevX4ebm5uJW021pYm3IAgYMmQISkpKAJQmERwdHXHq1Cl07NgR//d//4evv/4aCQkJCAwMNHGrqS40MZfL5XB0dMTzzz+PnTt3ori4GF9++SWcnZ0xffp0xMfHY+nSpbh27Rq8vLxM3WyqA+3PeWhoKPr3749vv/0WQ4cOhYeHB9544w3ExMQgMzMTH3zwAUaOHAkHBwdTN5vqSK1Ww8rKCv379xf/T8vlpdepe/XqhQcPHuhs/+jRI9jb29d7O8kwNJMVjBw5EoWFhZg5cyZ++OEHnDx5Elu2bEHbtm3x+++/Y8WKFTh//jwCAgJM3GKqK81nvEuXLujfvz+GDh2KPn364Mcff0RycjLatGmDpKQkrFq1Ctu2bUOPHj1gbW3NiwJm6uHDh3BwcEBJSQnc3NzEngBhYWF4+PAhli5dCgCYMGECfH19TdlUMhCel0uDTOBleWqgzp07h88++ww2NjbiSePNmzcxd+5c+Pj4IDo6Gt7e3uL24eHhaN26NVasWGG6RlOtaeJtbW0NT09PTJ48Ge7u7igpKYFcLhcPPAVBgEwmw+TJk5GXl4etW7eauulUS9qfcaVSiSlTpqBRo0aYOXMmtm/fjri4OISEhIjbP/vss2jevDlWrlxpwlZTXWh/zlu0aIE333wTf/75J9atW4fDhw8jICAAQ4YMwaxZswAAvXv3xjfffIMOHTqYuOVUW1evXkVBQQHat28vfn+XtXTpUhw6dAh79+4FAPzwww8oKChAVFQUrKys6rvJVAfa8Var1ZDL5ZDJZPjqq6/wySef4ODBgzrJwLFjx6JJkyb45ptvTNhqqgvtmGtkZWUhPT0dGRkZOHbsGJYvXy4mFz766CP8/PPPOHTokAlbTXVx7tw5zJw5E40aNYJCocAHH3wAFxcX8ZgdAHbu3ImlS5fi6aefZpLQAvC8XDrYxZgapMuXLyM0NBT+/v5wcXHBmTNn0KlTJ8hkMrzwwgu4cOECPv/8c5w/f158TEBAAFq0aGHCVlNtace7WbNmSElJQadOnZCYmCgeaGh+a65ptGrVCn5+fiZrM9VN2c/42bNn0bVrV1y7dg0vvPACOnTogB07duh0KW7Tpo14hZLMT9nPeVJSEtq3bw+FQoGNGzfi+PHj2Lhxo5gcLCwshJOTExwdHU3ccqqtvLw8hIaGolevXvjzzz8hk8nEynBtLi4uYsXZmjVrMG3aNPTp04fJQTNTNt6ai3oAMGnSJPz5558ICAiASqUS4+3v748uXbqYsNVUF2VjDpQepymVSgQHB+Phw4dISEjAnTt3YG1d2nHN0dERnp6e4hADZF7++usvDBw4EP3790e3bt2QkZGBuXPnQqVSQS6Xi5/5Z599Fm+99RaOHj2KVatWIS0tzbQNp1rjebm0sIsxNUjx8fEYOXIk3nvvPQClBxuvv/46evfujf3792PKlCnYtGkTJk6ciJEjR+Lhw4fYuHEjjh49auKWU23oi/ebb76J0NBQ/Pe//0W/fv3EqpOHDx9i69atWL16NeLj403ZbKqDij7jffr0wf79+zFjxgzExcVh7ty56N27N/Ly8rBhwwb89NNPJm451VZFMe/Vqxd27dqF/v376ySPtmzZgpycHDRu3NhUTaY6atq0Kdq0aQNPT088++yz2LFjB3r27KlTZQKUJv9bt26N9evXY8GCBTh8+DDatWtnwpZTbVQWbysrK7i6ugKAmCj67rvvEBsbi3379pmy2VQHFcVc0+ujdevWcHR0xDfffIPu3bvj4sWL+PzzzxEfHw9bW1tTN59qSKVSYcmSJZg+fTpmzJgBQRCwYcMGbNq0Sfxcy2QysVr82WefRWFhIdavXw8nJycTt55qi+fl0sIEITVITZs2xfXr15GXl4cmTZpAJpNh1apVcHJyQlhYmDhhQWxsLA4cOIBmzZrh0KFDOt0byHzoi/cXX3wBR0dHREREiFUH33zzDX777TekpKRg165djLcZq+wzPnToUCQmJqJHjx74z3/+gx9//BFubm7Yt28f2rZta+qmUy1VFHNnZ2dEREQgISEBAQEBuH//Pr744gt8/vnn2Ldvn5hUIPOTnJwMOzs7LF68GJ999hlGjx6tN0lYXFyM1atXIy4uDvHx8ejcubOJW061Ud14HzlyBIcPH8b333+P//znPxx/0IxVFnMACAkJQXh4OA4cOIDNmzfD3d0de/bsQceOHU3ccqoNKysr2NraYuDAgWIScOTIkZg3bx7OnDkjxlV7KIlx48YhPDwcjRo1MlWzqY54Xi4xAlED9NNPPwmdO3cWTpw4IQiCIBQWForrXn31VaFbt27CvXv3BEEQhJKSEqGkpMQk7STDqCzekyZNErp06SI8evRIOH/+vPDXX38JWVlZpmoqGUhNPuNqtZqfcQtQ1ee8c+fOwv379wVBEIT4+Hjh3LlzJmknGVZBQYEgCIKQnZ0tvPXWW0KLFi2E33//XRAEQVCpVEJJSYlw5coVYeTIkcJff/1lyqaSAVQWb7VaLQiCICQlJQn/+7//K1y6dMlk7STDqSzmGrm5ucKdO3fE/+tkvv773/+Kt1UqlfDgwQPBz89POHr0aLlti4qKBEEQeAxn5nheLi0cg5AapAEDBqBv376IiIhAZmYmbG1tUVxcDACYM2cOrK2tkZqaCqD0KhVnQDNvlcV71qxZsLGxwdmzZxEQEIDAwEAoFAoTt5jqqiafcc0g92Teqvqc29vbizEPCwtjtaiFsLOzAwC4ublh9uzZGDt2LEaPHo0TJ07AysoKMpkMPj4+2LhxI2eltwCVxVtTQdi5c2eMGjUKrVu3NmVTyUAqizlQ2h2xSZMmeOqpp+Ds7GzKplIdCI/HFhw+fDgAiEMHODk5oU2bNsjNzRW3/fHHH5GbmwsbGxsA4DGcmeN5ubQwQUgNjuYL58svv0RoaCiCg4ORlpYm/pPx9vaGtbU1CgoKTNlMMpDqxNvGxgb37983ZTPJgPgZl57qxNzKygr5+fmmbCYZkOZkUnusQRcXFzGB8MILL+CXX34R13GsSfNW03iT+atuzJkwsAyasQU1tOMuCALS09MBAF9//TUmTpyInJycem8jGR6P2aWHYxCSSV2+fBlJSUkoLCxEv3794OnpCRsbGxQXF8PGxgbbt2/Hiy++iF69emHlypXw9fXF6dOnkZ6ezivPZojxlh7GXHoYc+nRF3PNjMXaJ5HAkwRCfn4+Jk+ejD///BN2dnZMIJgRxlt6GHPpqU7MVSoVrK2t0bhxYygUCsTFxWHhwoU4fPgw/P39TfwKqKauXr2Kc+fO4f79+xgyZAieeuopHr9JkEzQvhRAVI9SUlLwzDPPYPz48UhKSkLXrl3h7OyM999/HzKZTJwBDQDmz5+P3377Dbdv34ZarRZnQyPzwXhLD2MuPYy59FQVc30JBADIzc1FcXEx3N3dTdBqqi3GW3oYc+mpacznz5+Pr776Co6OjtixYwe6du1qwtZTbZw9exYDBw5EeHg49u7di759+6Jr166YNWsWZDKZmAwGePxm8Uw2+iFJWn5+vtCvXz9h2bJl4v24uDihU6dOwuzZs8XBTYuLi8XH5OTkCLdv3xZu375tiiZTHTDe0sOYSw9jLj3VjTkHLLcMjLf0MObSU5uYL168WJDJZJxczEwVFRUJ4eHhwqJFiwRBEIRbt24Jy5cvF8LDw4VJkyaJsdaenITHb5aLYxCSSajVapSUlCA8PBwA4OjoiB49eqBJkya4evUqPv30UwCAtbW1ON6Fi4uL+EPmhfGWHsZcehhz6aluzNm10DIw3tLDmEtPbWL+zjvv4O+//+bkYmbKxsYGzs7O6NixIwDA1dUVkyZNwquvvorr16/jzTffhCAIsLW1hVqtBsDjN0vGBCGZhLOzM9RqNdasWSMuKy4uRqtWrTB48GCkpKSIg9tq/gHx4MN8Md7Sw5hLD2MuPTWJOZk/xlt6GHPpqWnMNRf8PDw86r2tZDhqtRrLli0T7zs4OGDo0KGIiopCeno6Nm3aBADiMDE8frNcTBBSvdPMhvT666/j7NmzGDFiBGJjYzFgwACEhIQgMjISf/75J3788UcTt5QMgfGWHsZcehhz6WHMpYXxlh7GXHpqE3MmisxTZmYmUlJSkJCQAABYsmQJCgsL8eGHH4rb2NraYvjw4fD19cXBgwdN1VSqZ0wQUr3466+/EBUVBQDitOjDhw/Hm2++CZlMhj/++ANz5szB66+/DgAYNGgQ7ty5Y7L2Ut0w3tLDmEsPYy49jLm0MN7Sw5hLD2MuPcnJyRg0aBCmTZuGCRMmICYmBi1btsTEiRORkJCATz75RNzWwcEBzz//PFJTU3Hv3j0Ttprqi7WpG0CWTRAEyGQyLFu2DOvXr0d2djb++9//AgCaNGmCwYMHY/DgweVmw1Kr1WjcuLHOPqjhY7ylhzGXHsZcehhzaWG8pYcxlx7GXJrS0tIwYsQIzJs3DxERETh48CA++eQTjBw5EqNGjcL9+/dx8OBB/Pvf/8by5csBAImJiXB0dBQTyGTZWEFIRqX5p3H79m18/vnnuHbtGgYOHCiuV6lUACD+4ykuLsaaNWuwc+dOPP300zr7oIaP8ZYexlx6GHPpYcylhfGWHsZcehhzafrzzz8xevRoTJgwAS4uLhgwYADs7e2RkpKCpk2bIjIyEv/zP/+DkydPws/PD6NHj8aCBQuwbNkyODg4mLr5VB/qc8pkkq5PP/1UePDggXDnzh2hbdu2woABA8R1arVavL1t2zbBy8tLSExMNEEryVAYb+lhzKWHMZcexlxaGG/pYcylhzGXlrVr1wpfffWVIAiCUFJSIgiCILz55pvC+++/r7NdSUmJ8P333wt79uwRLl26VO/tJNORCcLjqYeIjEDQU3p+8+ZNDBw4EAqFAj/99BOA0nJ1zaxIWVlZUCqV9d5WqjvGW3oYc+lhzKWHMZcWxlt6GHPpYcylKT8/H46OjpDJZGJsZ82ahYyMDGzatKlcl3KSHkafjEpf6bnmn47mnxBQOmV6UVERAPAfjxljvKWHMZcexlx6GHNpYbylhzGXHsZcegRBgJOTE2QyGQRBEBOBAQEBePjwIYDSLuWff/65zkQlJC1MEJLRlS1SFQRB/Ad0+/ZtdO/eHUDpVOpk/hhv6WHMpYcxlx7GXFoYb+lhzKWHMZcWTWJQc1uTJG7atCmysrIAAKtWrcInn3yCZ555xmTtJNNigpCMSq1WQyaTITc3F1evXgXw5IqVQqHAvn37YGdnh2vXrpmymWQgjLf0MObSw5hLD2MuLYy39DDm0sOYS4++mAOAg4MDXF1d8d1332HRokXYt2+fmBwm6WGCkIxGM67BtWvXEBwcjMuXL5fbxsPDAz///DNatWplghaSITHe0sOYSw9jLj2MubQw3tLDmEsPYy49lcW8efPm2LVrFz7++GPs3r0bnTp1MmFLydSYICSjKC4uhpWVFdLT0zFkyBC88sorGDRokN5tNQPfkvlivKWHMZcexlx6GHNpYbylhzGXHsZceqqKecuWLdGrVy/8+OOP6NKli+kaSg0CZzGmOrlw4QJiY2Nhb2+PwMBA/POf/xTXXbp0CeHh4YiMjMTMmTMBgDMjmTnGW3oYc+lhzKWHMZcWxlt6GHPpYcylpzYxB0onJtGerZqk7f8Dq3Yji1VKiFIAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1288.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,4))\n",
    "plt.plot(X1019_raw.Date_Time, X1019_raw['HV kcal/Nm3'], label='10-19 열량 kcal/Nm3')\n",
    "plt.plot(X1019_raw.Date_Time - pd.Timedelta(1, 'day'), X1019_raw['HV kcal/Nm3'], label='10-20 열량 kcal/Nm3')\n",
    "plt.plot(X1019_raw.Date_Time - pd.Timedelta(2, 'day'), X1019_raw['HV kcal/Nm3'], label='10-21 열량 kcal/Nm3')\n",
    "\n",
    "#plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
    "plt.grid()\n",
    "plt.xlim(xmin=pd.Timestamp('2022-10-19 00:00:00'))\n",
    "plt.xlim(xmax=pd.Timestamp('2022-10-20 00:00:00'))\n",
    "#plt.ylim(ymin=800)\n",
    "plt.ylim(800, 2000)\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "840c4fa4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:03.960671Z",
     "start_time": "2022-12-28T00:48:03.727642Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f0cad4fd0>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1500f3afaad642d3ad4579cf683f1721",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1288.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,4))\n",
    "plt.plot(X1026_raw.Date_Time, X1026_raw['HV kcal/Nm3'], label='10-26 열량 kcal/Nm3')\n",
    "plt.plot(X1026_raw.Date_Time - pd.Timedelta(1, 'day'), X1026_raw['HV kcal/Nm3'], label='10-27 열량 kcal/Nm3')\n",
    "plt.plot(X1026_raw.Date_Time - pd.Timedelta(2, 'day'), X1026_raw['HV kcal/Nm3'], label='10-28 열량 kcal/Nm3')\n",
    "\n",
    "#plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
    "plt.grid()\n",
    "plt.xlim(xmin=pd.Timestamp('2022-10-26 00:00:00'))\n",
    "plt.xlim(xmax=pd.Timestamp('2022-10-27 00:00:00'))\n",
    "#plt.ylim(ymin=800)\n",
    "plt.ylim(1000, 2200)\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "7171ce7d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:04.150833Z",
     "start_time": "2022-12-28T00:48:03.962671Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f1178f0d0>"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0bafdd51ebf74fb4af8f4f7e29534c51",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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1paqjkuIyMjxN1XW1uLjIwM2TCr1YozzjgDN954I9577z1ceOGFsvEOhwNPPvmkqvMOANavXy9+v/nmm3HgwAFYLBYkJCQgJSUF2dnZ6Nu3L2pra8Ouz/Lly1FZWSmrklxQUIBzzjknZNrKykpMnz4dGRkZmDhxInr27CkTP5UsXboUEydOlImZUu69914MHDgQjz76aMi4AQMGiN8TExNl/yckJMDr9cLlciE+Pl4c7nA4MH36dMyYMQMff/wxRo4cqb/yBKGABEKCIAiCIAiCIAiCINrEsGHDsGXLFtExt2/fPng8HvTr1w8+nw82m002vcPhCBnGOXLkCEaMGKE6rqamBqtWrcK4ceMwevRojB49Gtu3b8ecOXOwceNGVFdXo3PnzpgwYQLeeOMNzWUAwLfffounn34al156KZYtWwan04lu3bph7969IdP+85//RF5eHj7//HMALKRaj8WLF+O8887THN+9e3dceeWVePbZZ0PGWSwW3f85ZrcrQehBIcYEQRAEQRAEQRAEQbSJP/7xj3jhhRdw5MgRtLS04L777sMVV1yBxMREfP3117j99tvFIiC7d+8WQ3nV6NatGyorK1X/evbsKZu2sLAQEydOxKBBg7B48WLs3bsXH374IUpLS/Hmm29qimucxx9/HElJSbjlllvE9fjoo4+wYMEC+P1+uFwu/Pvf/0ZLSwvq6urgdrvR0NCA22+/XbNNQRCwZMmSkAIlSu6//3589NFHEVdafuONN/D444+LbslffvkFn332GX7zm99E1B4R25BASBAEQRAEQRAEQRBEm5g1axauueYajB49Gl26dIHD4cCrr74KAJg6dSpSU1MxYcIE5OTk4OKLL8ZDDz2Eyy67TLWtgoICWCwW1ZyHjY2NsrDddevWoWfPnrjzzjuRnZ0Np9OJ/Px8vPDCC9i0aRMqKyt1+221WjF37lx89913ePnllzF27FjMnz8fzz77LHJzc5Gfn4+SkhLceeedcLlcyM3NxejRo1UrMHM2b96MlJQU9OrVS3fZffr0wfTp01FVVaU7nRazZs1CeXk5hg8fjpycHNxyyy14//33ZdWkCcIoFkGa2ZIgjjE+nw92ux0ejwd2O0W8xwKCIGDhwoWYOXNm2Ld5xKkB7fPYgvZ37EH7PPagfR570D43htvtxoEDB9C7d2/NvHMnA4IgoK6uDmlpacdtfxcUFKBnz55IS0tTHf/QQw/hnnvuAQAcPXoUI0aMwGOPPYbLL78c6enpKCoqwuzZs7F161asXbv2WHYdADB79myUlJTglVdeOebL1kPrGPV6vXA4HPB6vRSeHMOQIkMQBEEQBEEQBEEQxAlDjx49YNTL1KVLF6xYsQIvvPAC3n33XdTW1iI7OxtTp07Fc8891849VWfx4sW47777jsuyCSJSSCAkCIIgCIIgCIIgCOKkpX///nj77bePdzdEpk2bhrPOOut4d4MgTEECIUEQBEEQBEEQBEEQRJR48MEHj3cXCMI0VKSEIAiCIAiCIAiCIAiCIGIYEggJgiAIgiAIgiAIgiAIIoYhgZAgCIIgCIIgCIIgCIIgYhgSCAmCIAiCIAiCIAiCIAgihiGBkCAIgiAIgiAIgiAIgiBiGBIICYIgCIIgCIIgCIIgCCKGIYGQIAiCIAiCIAiCIAiCIGIYEggJgiAIgiAIgiAIIobYsGEDcnJycNVVV4WM83g8uPvuu2G1WrF7925T7c6ZMwd5eXnIzs7GNddcg+bm5pBpmpqa0KNHD0yePFm1DZfLhb/97W/o2rUrOnTogLvuugtut1sc36NHD6xZsyZsXyorK2GxWOD1ekPGFRQUwGKxoLW11fjKhaFHjx5YsmRJyPBrrrkGH3zwAQBg8uTJsFgs2LhxY8i8BQUFppfpcrlw//33o1evXujYsSP69euHt99+O6L+EwQJhARBEARBEARBEAQRI3zzzTf4/e9/j9GjR6uOP+uss2C32yNq98UXX8Qvv/yCwsJC1NXV4d577w2Z7tFHH0X37t0123nwwQexefNmbNiwAbt378aWLVvQtWtX9OjRAz169EBRUZE47S233IKsrCzxLyEhAY899pisvfT0dEycONH0+kQDQRCwdOlSTJ06VRw2adIkPP3001Fpv7CwEC6XCytXrkRFRQU+++wz3H333diwYUNU2idiCxIICYIgCIIgCIIgCCJGGDVqFLZu3YrTTjtNdfwnn3yCf/zjH6bbfeutt3Dbbbeha9euiIuLw2OPPYb3339f5v7bsmULFi5cqCoccj7++GPMnj0b2dnZyM7OxjPPPAOAuf4KCgrQo0cPcdprrrkGc+bMEf/Gjx8f0l5jYyNWrFhhen2iwaZNm5CdnY3c3Fxx2J///Gd899132LFjR5vb79OnD1588UV07twZADBs2DDk5+ebdn4SBEACIUEQBEEQBEEQBEHEDNnZ2XA4HJrju3btGlG7GzZswJgxY8T/hw4dCo/Hg3379gEA/H4/brrpJrzyyitITEzUbMdiscDv94v/+3w+NDc3Y8GCBViwYAGamprEce+88w6eeuopzJ8/H/Pnz0dKSgr69+9vuu8vv/wyhgwZgrKyMgDAypUrMWnSJOTk5KB79+6iYPr8889jyJAhyM3NRd++fbFo0SLddhcvXoxp06bJhmVlZeHGG2/E7NmzVeeZPHkyXnnlFZx++unIzMzE9OnT0djYiLvuugs5OTno27cvli1bFjKf1+vF/PnzUVJSgrPPPtv0NiAI875hgiAIgiAIgiAIgiDC82wvwNPS/stxJAB/O9j+y9GhvLwcHTt2FP+3Wq3IzMxEeXk5Bg0ahH/961/Iz8/Heeedh+XLl2u2c/XVV+OBBx7ABx98AEEQ8MADD6B79+6YM2cOAKCmpkY2/VVXXRUSVgxAdC4mJydj5MiRmi7C559/HnPnzsWyZcuQlZWF7du3Y9q0aXjvvfdw6aWXwu12Y8GCBQCA0tJSfPPNN8jLy8PSpUtx66234oILLtBcl8WLF+PJJ58MGX7PPfegT58+2L9/P/Lz80PGv/TSS1i4cCEGDhyIiy66CFOmTMF1112HkpISzJkzB7fffju2b98uTr9u3TpMmDAB8fHx+Oyzz5CTk6PZJ4LQghyEBEEQBEEQBEEQBEGEJScnJ+Tv008/BcDy7VmtconBarXC7/ejuLgYL774oijy6fHUU0/h9NNPx6RJkzBu3DiMGzcOW7duxfLly7F8+XIMGTIETqdTnH7hwoW44YYbcO211+Lyyy/HhAkTkJubix9++AEAUFtbqykOPvPMM5g3bx5++OEHZGVlAQBef/11XHnllbj88sths9mQkJCAWbNmAWBiYnNzMz7//HOsXbsWhw4d0lyP2tpa7NixA2eccUbIuNzcXPzhD38Qw6eV3HPPPRg8eDCsVivOP/98AMCf/vQnWCwWTJs2DXv27IEgCOL0Y8aMQVNTE+bNm4ff/va3IUVQCMII5CAkCIIgCIIgCIIgiPbgOLv6ok1paanmuIyMjBB3X21tLTIyMnDnnXfi4YcfljkMtXA4HHjyySdVnXcAsH79evH7zTffjAMHDsBisSAhIQEpKSnIzs5G3759UVtbG3ZZy5cvR2VlpSxPYkFBAc4555yQaSsrKzF9+nRkZGRg4sSJ6NmzpywUWsnSpUsxceJEmZgp5d5778XAgQPx6KOPhowbMGCA+D0xMVH2f0JCArxeL1wuF+Lj48XhDocD06dPx4wZM/Dxxx9j5MiR+itPEApIICQIgiAIgiAIgiAIok0MGzYMW7ZsER1z+/btg8fjQb9+/bB582Z8++23uPPOOwEAHo8HLpcL6enp+PnnnzFkyBBZW0eOHMGIESNUl1NTU4NVq1Zh3LhxGD16NEaPHo3t27djzpw52LhxI6qrq9G5c2dMmDABb7zxBmw2m2afv/32Wzz99NO49NJLsWzZMjidTnTr1g179+4Nmfaf//wn8vLy8PnnnwNgIdV6LF68GOedd57m+O7du+PKK6/Es88+GzLOYrHo/s/x+Xwh6+dwOHTXmSC0oBBjgiAIgiAIgiAIgiDaxB//+Ee88MILOHLkCFpaWnDffffhiiuuQGJiIvbs2YPa2lrx77XXXsOECRNQW1sbIg4CQLdu3VBZWan617NnT9m0hYWFmDhxIgYNGoTFixdj7969+PDDD1FaWoo333xTU1zjPP7440hKSsItt9wirsdHH32EBQsWwO/3w+Vy4d///jdaWlpQV1cHt9uNhoYG3H777ZptCoKAJUuWhBQoUXL//ffjo48+QmNjo+50Wrzxxht4/PHHRbfkL7/8gs8++wy/+c1vImqPiG1IIIwxFi9ejNGjRyM7Oxt5eXl45JFHxHGffPIJ8vPz0alTJ8ycORMVFRXiuOrqalx22WXo1KkTevXqhQ8++EDWrt68BEEQBEEQBEEQxKnNrFmzcM0112D06NHo0qULHA4HXn311YjaKigogMViUc152NjYKAvbXbduHXr27Ik777wT2dnZcDqdyM/PxwsvvIBNmzahsrJSd1lWqxVz587Fd999h5dffhljx47F/Pnz8eyzzyI3Nxf5+fkoKSnBnXfeCZfLhdzcXIwePRozZszQbHPz5s1ISUlBr169dJfdp08fTJ8+HVVVVeY2UIBZs2ahvLwcw4cPR05ODm655Ra8//77smrSBGEUiyDNbEmc8owbNw6vvvoqRo0aheLiYowaNQpvvPEGevTogUmTJuHnn3/GgAEDcMcdd6CwsBBfffUVAODyyy9Heno63njjDezbtw9nnHEGlixZgtGjR2Pr1q268+rh8/lgt9vh8Xhgt1PEeywgCAIWLlyImTNnhn2bR5wa0D6PLWh/xx60z2MP2uexB+1zY7jdbhw4cAC9e/fWzDt3MiAIAurq6pCWlnbc9ndBQQF69uyJtLQ01fEPPfQQ7rnnHgDA0aNHMWLECDz22GPic2tRURFmz56NrVu3Yu3atcey6wCA2bNno6SkBK+88soxX7YeWseo1+uFw+GA1+ul8OQYhhSZGGPlypWiEMfzMmzZsgU//PADrrrqKgwePBgA8MQTTyA7OxvFxcVwOp344osvUFRUBJvNhv79++Pqq6/GO++8g9GjR+Pdd9/VnLdz587HbV0JgiAIgiAIgiCIk48ePXrAqJepS5cuWLFiBV544QW8++67qK2tRXZ2NqZOnYrnnnuunXuqzuLFi3Hfffcdl2UTRKSQQBhjSF16Xq8XGzZswOWXX46XX34Z119/vTguMzMTvXr1wqZNmxAXF4cuXbogJydHHD9mzBi89NJLAIANGzZozksCIUEQBEEQBEEQBNGe9O/fH2+//fbx7obItGnTcNZZZx3vbhCEKUggjGFmz56N1NRUXHLJJXjwwQdDSs537NgR5eXliIuL0xwHsOpNeuOV+P1+8W2Qz+cDwGzsFO0eG/D9TPs7dqB9HlvQ/o49aJ/HHrTPYw/a58aQbqdTZVudKutxrHnggQcAnHjbT+sYPdH6SRwfSCCMUb7//nu8/PLLWL16Nex2OwRBgNUqr1ljtVpFMU9rHICw45U88cQTePzxx2XDvvrqK8p1EGMYyVFJnFrQPo8taH/HHrTPYw/a57EH7XN9bDYbcnNz0dDQcErkV6+rqzveXSCijNfrRXNzM7777jvRrANA9p2IXU7+qxZhmh07dmDWrFmYN28e+vbtCwDIyMhATU2NbLqamhpkZGQgPj5ec1y4edV45JFH8PDDDwNgF6K4uDjMmDHjlLiJEuERBAFfffUVZsyYQUmuYwTa57EF7e/Yg/Z57EH7PPagfW4Mt9uNgwcPIiUl5aQuUgJALFJCnFq43W4kJibi3HPPDSlSQhCkyMQYJSUlmD59Ov7+979j6tSp4vBhw4Zhy5Yt+N3vfgcAaGpqwr59+zB06FDEx8ejoKAA9fX1SE1NBQBs2rQJQ4cODTuvGkq3IQBYLBb6sRFj0D6PPWifxxa0v2MP2uexB+3z2IP2uT7SbXMybydpuOnJvB5EKHzfWq3WU+Z4JaIHCYQxRFNTEy688EJcffXVsqIiAHDttddi5syZuPrqq9G/f3888MADGDt2LHr37g0AmDJlCu6//37MmTMH+/btw1tvvYVPP/3U0LwEQRAEQRAEQRCnOg6HA1arFZWVlcjKyjppRRdBEOD1euF2u0/adSDkCIIAj8eD8vJy2O12it4jVKGjIob4/vvvsXHjRhw9elRW4WnGjBl4++23MXv2bFxwwQVoaGjAuHHjMG/ePHGa999/H9dddx06deqEpKQkPPnkk5gyZQoAYPz48brzEgTRzribgY9/A+SNA85+5Hj3hiAIgiAIIiaxWCzIy8tDYWEh6uvrj3d32kRzczMSExOPdzeIKJOSkoKcnBwSfglVSCCMIS666CLd6kQ33XQTbrrpJtVxubm5WLx4cUTzEgTRzhRvBA6vYn9THgbohk8QBEEQBHFcSEhIQN++feHxeI53VyJGEAR89913OPfcc0lIOoWw2+2q6b4IgkMCIUEQxMlOc1Xw+5ZPgOGzjl9fCIIgCIIgYhyLxXJSFykRBAE+nw9Op5MEQoKIIUg+JgiCONlpqgh+X/Cn4PfmakDHNUwQBEEQBEEQBEEQAAmEBEEQJz/1xcHvaXnsc/8PwLM9gR+eOD59IgiCIAiCIAiCIE4aSCAkCII42dnxRfC7LZA5Ys3r7HPli8e+PwRBEARBEARBEMRJBQmEBEEQJzt+b/C7q5F9eluPT1+IExNXI1C4Fijffbx7QhAEQRAEQRDECQgVKSEIwhh7lgCeJqDfdMARf7x7Q0jhoqA9HnA1sO8kEBIAOzZWvQysfhXwNAMWK/DnX4HM3se7ZwRBEARBEARBnECQQEgQBKOpEmipBTJ6AlZbcLggAF/fCWx4j/0/9k/A+f84Nn0q28GEri6nHZvlnax4WgBHIuBMYgVLfF7AQwJhzFNfDHwwA6jaD1gDt3vBDxxcTgIhQRAEQRAEQRAyKMSYIGKZhlKgeBPw4cXAc72BV09jgoKUvUuC4iD//1hweDXw+njg7SnA9v8dm2WejPj9gLcFcCQwgRBgTk/RQWg5bl0jjiOuRnZeV+0Huk8AblkNXBzIS1mx57h2jSAIgiAIgiCIEw8SCAkiVtk8D5gzBHhrMnBwWXD44VXMTcgpXM0+z30SsCcwUVEQ2r9/UlHywA/tv7yTFS4EOhIBZzL7/uoYFk4KMOGQiD1+fBKo3AN0GgT87nOgY18gqy8bV7Xv+PaNIAiCIAiCIIgTDhIICSKW8LQA1QeBog3AN3cDPjcbntUPuL8I6DOV/V91IDhP9SH2mTMESEhngpTX1b799LrkTsXawvZd3smMp4V9OhIAS8At2FgK1B9l3+1xx6dfxPGjch+w9k3AkQT89hPAmciGZ+YHxxMEQRAEQRAEQUigHIQEESsIAvDGBBZyyOk2DphwJ5A3FohLAVK7sOH1RQDGsu81AYGwQw9WBAMAfK72LVRydCPQWgd07A9U7AYaytpvWSc7nib2aY8HSreGjo9LObb9IY4vXhfw9tkABGDcn4D0vOC4hHQgqSNQd4TlqHTEM7fwkbVAwUogMQPoPwPo1P949Z4gCIIgCIIgiOMECYQEEStU7JGLgwDQazLQb1rw/6Qs9tlSExxWUwhYbEBat2C4qqcViE+LrB9+H2y+QFhsyVagci8TAjsNBKwBUzPvZ6/JbHwjCYSa8ArGcanAwIuBnQvk4+PTj3GHYpBV/wTWvwOMuQkY/+fw0/s8wKo5wMGfgPG3A33Pi15fNn0EuOrY91HXhY5P7cIK2ax4lomFS+6Tj9/wIfCXzfJCRQRBEARBEARBnPKQQEgQsULBz8Hv3cYCrfXAkMvl0/BwVB5C3FrHxIa0PMBml4yPsEJu9SHgP5fhguoC4NCjQENJcFyvs4Crv2BhstWBEOesPkBiFtBUzvpE4bKhuBrYZ3wqcNGrbJttnge4G4HWWsDvPa7dO2URBGDXV8C+pUyUA4ClDwLDf8uceHr88Djwyyvsu9UeXYGwJOAiHfsnIK1r6PjUzkDJZuDnF+TDT/8zsPEjoK4Q2PA+MPr66PWJIAiCIAiCIIgTHhIICSJW2P5f9nnlx8CAC9WnsXOHYCCvXV0R++RCAw8xNpuDsKEU2PAB8Ou7sDSWsbq6DSVM/OvQAzi6gRVKqdzHiinUFLD5OvQEkrOZQNhUoS54xDpcIIxLYX9THmJ/zdXAsz2ZW42IPuvfARbdEzq8pkBfIPR5gM1zg/83V2pPGwn8nFWK/5zUzvL/O48Erv2aVcDuNBD48lbgm7sAdxNwxh3R7RtBEARBEARBECcsVKSEIGKBlhpWjTgxC+hzrvZ0PK8gdwgWrWefWYHiBqJA2GJu+Z//EVg+G2gsg2CxYmX+AxBu3wT87QBw4w/AsFlsuso97LM1ECKZmAEkd2LfIw0z3rkQWP8uULzp2FRfPta01rJPZa5Ba+D9j58EwqjTWgf8+BT7nt4duOQtFt4NAK56YNH/AW9OAnwK96YgAN8/BjRXAdmD2TB3U/T65fMEK35riekpucHv1y0FblrGxEEAGHYVC3kGWJETgiAIgiAIgiBiBhIICSIW2PQx++w0QD9MlzsIuUC4+xv22ff8wPgIHIT7fwAKf2HfE7OA679DVUp/IKNncBox92Et++SiiTNZIhBWGF8mZ+dC4LOrmSPqrcnAqpfNt3Es2PQf4NlerFCEWeqOsE+lM8zmYJ9KkYpoO6v+yYTZQZcCf90KDLuShXgDwIcXAeveYmG83AnL2f5fYPWr7PvIP7BPd3P0+rX6teD3pE7q0yRnB793HS0fZ7UBU58CEjJYFWxynxIEQRAEQRBEzEACIUHEAt89zD7Tu+tPxx2EnlagqQo4uBxwJAK9z2LDI8lB+O2D7PP8Z5ljsMtpodPwgifcOSgVCBMz2feWauPLBAC/n4mDUrgj8kRBEIDvHwe+vI25yuarFJUIBxdVE7Pkw60BgZAchNGlYCXL32exAZMlBT7iUkOndTfK/+eCO8ByFQLR3T88jQAQLPijpMtI9pk7XHua1M4ABCoORBAEQRAEQRAxBAmEBBELCH72Oelv+tNJQ4h3fQn43ED+2cHqxaJA6Da23Iq9QMUulmdwzE3a04UIhAFhxZkU7JPHZFjz5v+wT0cicMOP8vaPF02VTFx6bSwLNW0sA1a+GBzfWGbetcVDjBPS5cN5FVqfwX1FGGPpQwAEYNrfgY79gsP9vtBplcNKtrDPW9eykHCLLboOT34eXThHe5rsQex8+MOXOu2ks0+e35IgCIIgCIIgiFMeKlJCEKc6fj8TIpzJQIcwDkJbQAD0eVhhEQDocaZkPA9bNSg67V3MPvtfyKoTa8HdV1yQEB2ESUFx0oxr0e8HVv+LfR99QzCE+XgKHjzcmVOxGxgwI3S6msPBnI9G4KInF4c4Fgtgc1KIcTTZ/wPLZZnUiR1XUtQcroJEIGyqZNW5U7sAnfqzYVZ7+CrTDaVsP4arjAywKuEAMPgy/em6qrh4pTgiFOUJgiAIgiAIgjhpIQchQZzqtFQzoSJZIyeZFKkA2FjOvid1lIznAqLBHIR7lrDPfufrT+dQFD9xN7F8iFZbUCA0I1bUHWHOxeQc4OxHgwU8jodA6HUBuxcBn1/L/u82NjiOCzpSGorNtc9DjLnrS4rVQSHG0aKlBvjPpex73tjQ8NzeU9hn32lMEAfk4t/OBeyz+xnBYbYw+2fbfOCFfsDzfYPnkhaeFqC+iJ2v8SrhzmaI5JwjCIIg2sRHaw7j2x2l+GRdIbYfPc4RDwRBEERMQgIhQZzqcKHPkEDoZJ8+T9ARxXMAAuZCjJurgSNrgIQOQLdx+tPy4iieVhaW6WkOVlaNJMS4ah/7zBsH2OzHVyD89PfAJ7OYSJs7HPjd/OD2qD0cnG7oVeyz3qRAqOUgBNi6x3KhicOrgfcuYALt4vuAij2Rt3V0Y/D7uNtCxw+5Arj6C+CKD4Ph3dIQ4wPL2Gf/6cFhVpu+g/DXfwfa8chD0dWo2s8+M/voT2cEOwmEBEEQx5L95Q14eMF23PzRBtz3v22445NNx7tLBEEQRAxCIcYEcarTpOIE1EIqEPI8gNLcdmZCjIs3styH3c9gQpUeYhhxiyS8OFExzmCIsSCwKrMAkNU32G+b89gLHg1lwL6lwf/Pm83cXVxo5eLt+NuDRUbMCoRNgerOSVmh46wOJkwKgnaIt98H/Hsa26fXLQlu75MdQQDmXckE1MOr2LDaQmDW3Mjaq9zLPif+Deh+euh4qzXoIrQGjncu/gkCcGQd+95rkmQeBztH/P5QR2JrHVC4JugCrSti++rHJ9mxMvqGoPMWAEq2sk8z4elaSM9HgiAIot3ZfrRe9v/hqmYIggCLXnoWgiAIgogy5CAkiFMdUw5CiQCo5kwzE2J8JFAxuPOI8NNKQxrXvM6+1xayT7MOwn3fAYd+Yt+lRSTs8cdW8Fj/LvBC3+D/ad2C4cVciOX7Jj6d5aYDzAmEfj/QUAI4U4IuSSni/tRxERatB4rWASWbgX+ONL7sE52NH4YWpak/GllbgsCKygBAZu/w01sCDkKeg7CmgAn1Wf2Yo5ajFBI5jRXAR5ey+ftfwArt1B8F/jkcWPkSsPRB4B/dgblXsTBkACj8hX3mjY9gBRXw89Hd3Pa2CIIgiLDsLGEC4T1T+yI3LR4+vwCX13+ce0UQBEHEGiQQEsSpTmnAWZRhQNiQOgibq9h3qUBoD4wPF2Ls8wA//Z197xKmIAIgFwG524tj1kF4eGXwuzTfnz2eCTHHomhHSy3wzV3B/0f+gbnzuJOSb2fpNk7NZd8bSkwsp5qtU0qO+nhrQCDUy3O3++vg94ZioC5CEU0PQYBFUKny63UDO74I5lGMJpv+Ezos0orO+5YGjz8jIbzKEOPFgerh3cbIp7Np7J8FtwBHf2XfB14UdJdy0Twtj4mWexcD/7sJcDUG81nmDDG2TnqI1wGqgE0QBNHeVDW68NaKgwCAM/t0REo8+61Q3xrDKUIIgiCI4wIJhARxqsNDG/PG6k8HBAWLuiNMjEjtKi9+IRUO/H6WM1CN6oPB73kq4ZhKpCIgFyR/8558nJqD0K/ydr0gIBBe+R8gvZtkGYpCKO3Je4qiLBPuAtK6Bv/n27k5kOfRmRxZnkReaVpLIOSCpJbQ4/cD2/4rH/bP4caXb4SDP8HyRAdM33ITsOsr+bj/XMqKt3z6eyZ4RQt3Mwtxd6YA018ALn6DDY9U8NoTqMbddYwxR6woEAbEaH4O9pyomE7FQVhzGNj/Hfs+8f+AgRcDSZI8oL/9DLhzG3D3bva/4GNh5lxkNVLtOBxawiVBEAQRddYdqha/D+yciuS4gEDYQtdggiAI4thCAiFBnMoUbQCOrGXfOw0MPz0XBnjxjNyh8tx1Yoixm4k6L/YPilxSKgLixfDfy/OkaeGQFCnhrrqO/dmnXeEgbKkBXh0DPJYGPJ3NQnk5rXVA8SYmava7QL4MaSGU9sTrBsp3su9XfAQ8Vgdk9JRPo3QQxqWErqcR9PIPSpej5Zos285cg7nDgsOi7Rrb+SXriuCB5bOrgZeGAId/YUJYwc9smoKfg0U2osHRX5no1m0My9U3YAYbHum68ZD137wbmitQDUtgGiEgYPMQ78G/kU/HBULp/uEFdgZdAkx5iImN0hDx/HPYZ2IG0Gsy++6qB1pr2Xe1atZm4c7TY+G2JQiCiHFqmtk1/sKhuXDYrNhYWAsAuO+/245jrwiCIIhYhARCgjiVeWdK8DsvjKEHF5Q4Kbny/3mIsasB2PMNE+sO/BjaTmVA5DBaMEEMMW4OimZc9BIrJ7eyUMoFtwKVgWq0PnfQ3QUw4UnwAz0mBF1cHNFB2M4CYfUB9tllFDBwpvo0agKhw2SuRem0jiT18eFCjLl43ONM48s0S90Rxf+FwMI7gC8VlYCjKRDygh08vF0aOm+W1jrmiE3OAdLzjM0jCoQC0FoPeJpYWLBSXBSdehIhjocKd5CIyjzv4eDfyI9rqQDcUsv+j0aRGe48JQchQRBEu1PTzF5eDeuaLhv+6+Ga49CbE4vnvt2N37+zFs1uemFFEARxLCCBkCBOVfwqOd/CoRQIlaIiHy8NIf7v9XKRDgiKHEbyHgLyEOOmSvadF3Pg4qHXBSx/BtizSD4vr3oMAD+/wD65s0qKWYdeSy2wZ4m6Q1IPHk6aM1h7GrF4SKDYS6QOQj6/lvgrhhhrCD0lW9inkbDZSAm49orTRweHVe1jrsEOPYAhl7NhZrezHqUB1wXPx6dWfdvTCpTvYuKaXnhz8Sb2mTvURAcCrlvBH3R5qhUJEkORJfuHV73OkuQ6PPtRYPwdwHlPK+YP7F9vCxMh49O1q1WbwWqguA1BEAQRFXgocVqC4zj35MTC4/PjtWUHsHJ/JVbsrTze3SEIgogJSCAkiFMFv4857LjY0ST5MeVINNaGTfHjlAsQ4viAEMVz33HmXcXchBzuojNS8RUICo/eVlZ4Iz492Bepg5DnsPvzr8BfAyKQJ1BptaWWVeQFQnO9AeYcekc3sCqx864EPv6N+jTuZiZaHlkvz4VYuDrQh0na7SuF2LhU4w7HgpXAweWBaQOCl6ZAGFhOwc9sWi4aV+4HXhsLbPqI/Z87XH+ZbSGwzAMdz4Nw1oNAUifmsBt/O/CnlUERme/HtuLzMicpEBT1LBZWWVgaMvvVHcC/xgFPZobmjJTy4UXsMznbeB+kIcY89DchPXQ6pRDn9wOHA8dPP0mfMnsDU58MzTXJz09RVFdZRiRQDkKCIIhjxrx1rABVakAgnHPlcADAmX000ofECEU1wd9raw5WHceeEARBxA728JMQBHHCsHkuc0e56oF93zNRxWIFnElAYzl7oLcnMKHgzLuD893yi7H2lcKVUjDkIcaNZaHz1hcz15+7CSjezMSLjF7Glmu1MQGHh9xy9yAQFL9aalluxORs5q5qLGfDuaDGqzUDQMd+ocuwmwgx3jwv+P3oBiYGOiUi6+5FgcIaAcHtzLuBsx9h36sC4mj2IO327UqBMNlYjsTGcuDDi9l+nnQvkNol0J6GQNh5JAsj/vK2YEhvXCrQZWQwT2Tf842HgkdCQLD22BKBibcCY25iIjA/NqQCcDTY+ikLY+46GkjvHhxusQZzAvLpOIWr2fH772nA8N8Bk+8NdTT2mWq8D1wgRCDEGGDbXQkX+Hi/ls8G3A1A9hD5OaCFKBAGXIpG5jGCWDwlAhcyQRAEYZgDFY2ob2Uvr1IT2LW3d8dkAIAlGo7wk5iCymCEyKYjtcevIwRBEDEECYQEcbJQewRYcIv6uNZaVgnXnspEtoYWYPVrbFy3caFFMrSwKh2Eiv9tCoFw4MXAzgXsO6++u/sbFvLYc6K5fGg2Z7DCMBfzpN9FV2JAzFJWgOUOxtP+qN6+3YSDsHKv/P/G0qCgVXWAiW2CRDwpWBX87goIQnpijdKZGZfCwoGtdn2hbN3bQVfXT/8AzryHfbdpCIRnP8y2y9ZP5P3jDkQAGH299vKiQWA7CVw0S0iXO91EgdAVneVxl+mZd8vDba02uUCoZPNcJkAvn82E9/XvAO7G4Hhe6MQIfLmCEDwe4nUEQr+XCb8Hl7H/e0wwthwu4HMHYTQKlEj7RSHGBEEQ7UpZXfCebwvcOxx29un16dyzImDLkVqsL6jGteN7wG478YPIDkkEwrrmKBdQIwiCIFQhgZAgThY+uDD4fdT1rABGt7FM8BIEVtXUYmH5//45PBgGrBSj9LBamZOPi19KB6FYFCHwQ41XRt65IDisbDv7HHix8eXyZXGBULpcpTuOC3VKgZALlHHJ6u07TOT44wUzepzJwnP3fc+chE0VzJHnbgS6jmFVbecMCS4bYGHeABNstVDuE+4etCfoC5hbAs7G9O5MzOL91HIQOpOAS95gFXEtFmDuFaHT9D47dJggRCeXHSCKcgI02ou2QMi3iTKvotRB6Fd56JK6YlfNkY8beY257aEsUgIwEVgJz0HobgqKgwAw9mZjy+HHUTOFGBMEQZyM1LcGr7PD89IBAPZAQStPlAXCuz7bjAMVTUhw2vC7sd3Dz3CckQqEjS4qUkIQBHEsIIGQIE4GBAGoKWDfr10E9DgjOE7p0uPVf0WxzeRpLnXyaQmEnIR0Sf7AgEDYFAgTVlZADrtcDVFQ6Y7jeQ2VYZBcmFML5QSMhxi31gH1R1muvKy+TCBc/H/yafLPZeKgJSDwyATCBjZczz3J5wOYmMSr2zriWYip3xdahRlgIcaOJKDnmcCmw0wkBPQrVFssQL9p7Pstq4HXTw+O++3noZV1ASbWOeJDh0eCX+EgVML3iy8KAmHBKlYAxZkcmjPQYg0KXi2B8OHMfJZ/cft8oOawdrt64eJqSHMQcgdhXFrodHwf8zyFAPBQRWgIuhbKEOOoOQh5bkR6IDtRWbK9BB1T4nFa9yiFlRtAEAT8tLcCI/I6IDXeHvPhjwQRDepb2HX25om9EGdn9wRnwN3n9ukU0JJQUNmExDgbimpacO/8rZg5rDN6dUyGw2bB1EEsd60gCDhQwQS3d1cewqzRebBa2+8c9vsF/Li7HKN6dEB6osF7moRDlU34aE3wvuz2RlcsJQiCINQhgZAgTgZ4+Gx6d7k4qIYzmT3gczFEGSYcDqlAqJxXKUQlZgbFDO4g5H01mw9NKj7Kvtvlrkaed0/LQajl3HMYyPEHAB/MZJ+ttfKiEF1GAVOfYvkNEzPYMB6CydddEJjAF5ei7ziTOgil37mTsLEcWP0qC9Pue16g3y1MREvqGBSCuBirJxBKUe4TrX3kbY2eQCiG9WoIhLYoOQgbSlmxHADIHhy6/S3W4DHE3bXJOUFnH3fhKUnIAAZrFKrRRFLFuNVAiHFrHfvMHW5cHJTO3xjlHITkIDyh2X60Dn/6z0YAwK4npiHBqfIyIUpsLKxBSW0rpg/NxbsrD+Gpb3YBACbkZ+Gj68ecMiJhfasHD32xHQVVTfALAm6e2BszhnU+3t0iYgDuIEyJD/4WMBNivL+8EdPmrEBmshPZqfHYV96IF74Lpkn58rYzMKxbOmqbg9fzgxVN+M0bv+D+CwagQ6IT7606hJnDOmNsr8xorRY+XnsYD3+5A1MHZuOtP4wyPf8/Fu8Wv8fZrfD6jYmlBEEQRNs48RNQEMSJTvkuoGwn8PWdwL7v2mcZ9UfZZ1q38NNaLPKqxWZCjAG5ky+cgzApSxJ2HBB4uDuLi2jRWK40J2FSR/apFAjdYUKMjRbD4MU7Bl0id0FOfRLofrp8vcRcbQGB0NPMRCEtF6M4n+TSK3UTclHu6zuZQDj3CuCn59gwUXhNZ6HDQHBba+UgVKIUEnk7SqIV7gsEQ4y1hIRoFSnZuZC59RyJwCWvh46XhhjzcOLkTsHjhRfIkXLm3cCd24Ekkw9N4rpKchDqFSnRC0PWg58n9UXsM7mTufm1oByEJzSfrC8Uvw94ZAlK6gzkVY2A6iY3Lv3XL7ht7kb8vK8CTy/aJY5bub9SLKxwMlPe0Ir95Y145Yd9WLilGFuL6rD9aD2e/XZ3+JkJIgq4As64eEfwt4DDZjzEePG2Enj9AsrqXdhaVBcyvqCKuQZL6+X32I2Ftbj8jdU458Wf8PHaQlz51hos31Me8XooWV/AfrMs3VkmKzZilN2l7L5417l94bRbox5uTRAEQahDAiFBtIXt/wP+NY6Fbf76b2Dh7WLV1qjC86qlGxAIAbn7y3SIsQmBMDEzNNQ3Ugeh1K2oXI5U2OKho1YrAItKDkINkUUpKGrBnYYXzgHyz2Ghxr0mA3mnh05rsbC+ciHFSP5BaV+U37kQundxcNiyp4CiX4FN/2H/x6UGBWBeRMNu0O2nFAiV25kTjXBfDi9SonW7iVYOwv3fs8/L31evnq0mEKbkBPdVa+iDFTJ6a4uoelgidBCaXRafvy4gEEodr23B6LlCHBdW7ZeL2fxBPNpsLaoVvz+zaDcEAZg6MBvxDnYu157kRQMEQcBvXmcCyds/H4LVAsy9YSwAoKIhitdAgtCBC4RxUoFQzEEY/vfk1qPye9cVo7pi8yPn4o4prKBbXQv7fcIFwouGd8bKe8/C5ad1RV5GomzeRdtKTPe/stGFd1cewjkv/oT95cF0K9L8gd9E0G6zm/12uGliLzhsVnh8AoT2+H1NnPR4fH46NggiilCIMUFEwqqXgV1fA0Xr5MMbSlhF0eSO0V3ekfXss6vBMA2pYNQWB2G4EOOEjKADjguEzQFXm9l8aFohxsrlSnPLWe2hOQidWgIhD5vUET1cjUzgTOkMOBPZ35072DbRcsDZnEEHYTiRkiN1DUrdhNK8hck5LMzZ28oq6vICJc7EUCHJaFiq0mmoln8QiLKDkP1o08xByI+3trjVlv8D2PctE061KgBLC4dIHYR8uJpAGKngxttc9TILSQc0HISKHISmBcLA/Fz4VOZdjBSbgXMlUlpq2DnLc6USpjhQ0YhDlU3okp6A6UNz8daKg+0m1JVJHEc7S5jQfffUfqht8WDdoeqTPidYUU0LCqubxf+n9M/G+PwsZCXHobLRBa/Pf1JUeiVOblxe9hsmzh481niIsZFz7HCV3J13Zp+OSE90ioIjb4NXS85JjUfXDol47vJhcHv92F/eiNoWN3779lrThUB+2luBW/+zAU0BMe+LTUfxf+f1D+Q7bBSn+2R9Ia6f0FPmktTD4/OjotGFDokOxDtscNgsgeECnPZTI61BLFPb7Ma/lh/A97vKUFHvQpcOCZjUtyPuO7+/btoKn1/Ak1/vxO7SesQ7bGj1+OCwWfHzvkpcOqILXrxy+LFbCYI4haFfPjHIhg0bkJOTg6uuukoc1tLSgjvuuAM9e/ZEbm4uzjjjDCxfvlwcX11djcsuuwydOnVCr1698MEHH8ja/OSTT5Cfn49OnTph5syZqKioODYrs3sRULLl2CyLU7EH+O6RoDg46BLgsTogbzz7XyuXmR6tdfrVa4tZvil0iUQgjCAHofg9jIMwPlUiUviY+NJSw0Q6M7nUlMvSEwilzkSr3biD0GYgbLK+mH2mdZEs26mfT9DmYAIhzz8IaIc5i/2WCoQqDkIA6NQfuHkF+35krWRmS6hD0WiIMc/nqLZsKW0N95XCBVytKsbWKOS7+/Vd9jnt79oim7RwSGMgjCo5O+jGFFQexHKGRtYfvqzKvcCur9j3dnEQKs7PEznEuLka+PBi4NnewHO9gY0fAZs+Bl4YALw7NVjkiFDF6/Njb1kD5m9gbtGLR3RGZhK7TnKnTbQprZO/KBjeLR39clJEIcN1kguE2xXOq1smM+dxchy7Rja52me7EoQUlyfgIJQKhAZDjP1+AYermmXD+uekBNoIiIw+P/aUNuC+/20DAOSkBX9nOO1WDOyciiQnu+YbvZb4/QJ2FNfJxEEAaAykHahucsvaOlLdgv4PL0FpXSteW7YfK/bqPyNUNLggCEB2anxgXdqnqjNx7KlqdOHKN9fgrRUHcbCiCQ0uL3aXNuDNFQdVQ+SlrNpfifd/KcCag9VYvqcCaw5W4+d97Jnrf5uOHovuR0x5QytaPXRPIU4OyEEYY3zzzTe45557MHr0aNnwJ554AuvXr8e6devQsWNHvP/++5gxYwYKCgqQmZmJm2++GRkZGSgpKcG+fftwxhlnYODAgRg9ejS2bt2KW265BT///DMGDBiAO+64A9dddx2++uqr9l2ZqgPAJ7PY91vXAMufATr0BLqOBvqdr14FNhos/7v8//OfZZ/c/WVWXKkpAN6aDKTnATcuD3V1NVcDRzcyEajTQGNtOtriIJSIc8p5lcKdIzG4nf1eJtL5PUCiyQrGgL5AyMUbq0O+fay2oHuPh9tqiXNGwibFNsLkEJRicwIQmBAWrlCKsi/K71IhMqMXC+EGgOqDweGCL9TJabRICcBESE/AcWDROEfaJQdhOAdhG9xqrfWswMtp12hPw5fv9wUFwqROgFCmPv0lb7bBCawihurlINy3lH0aDRVXzs/hx0tbUStS4m4C1vwL6HcBkJgFpBhwKwoCsP8Hdo5ueB84uCw4buGfg98bilmIeP8LotL9U5F/LNmNt38+JP5/yYiu+OUAezBqaS+BUJGzbN6N4wAEK6ye7ALhrlJ2ve6VlYSrxnTDyDz28ikpjp1XjW4v0hJNvmAjCJOIIcYSgdAeqC7sC1OYo6S+NeQ87J7JXjRxUc3rE/DXTzdLxsvDioFg/kOj15IHF2zHJ+uPAADOH5yD6UNz8ee5m8S+FNWwF96Du6Ri+9F6cb5xz/wAAMhIcmLjw+dqtt8QEBrTEtj555SsC3Hy0uz24taPN2JPWQNGde+AWyb3RmZyHJ76eid+PVwjc62rUVzLjquz+3fCTRN7wW6zoLrJgxs//BV2qwWCIJxwhbM8Pj/umLcJi7eXRlywhyCONSQQxhijRo3C1q1b8fTTT2P37mAS7vXr12PWrFno2JE9EF977bX461//it27d6Nfv3744osvUFRUBJvNhv79++Pqq6/GO++8g9GjR+Pdd9/FVVddhcGDBwNgYmN2djaKi4vRuXM7VgE88GPw+7/Gycd1Gwdc8gaQ0TO6y/S6gw/zl7wFDLwoKMZFkkut9ggw90rmumupAQ79BBxexdyEfaYCOUOA/17PcsL1v9C4K88uCVVtUw5CpZNP8j8XB6U5CJsCb4WTInAySZelXE/usIpPkw+32gAPdxCGKfRgxKnG950ZoUZapGVFoKBIOIFRKpZJRbqCVcHv6Xnq6+L36Tssw2F3BgVCLRE9qgIhz0HYTg5Cn4dV3Q4XXisNx+XHaXLH4HGjZNhV6sONoCaGKo9dIHju1AaKTnAHq1GU+0963rcFq4pou+ZfwI9PsT9HIvDHxUDn4frtHFkDfHxZ8P+UXOD674B/jgjd35/MAs56EJj0t6iswqmGVBzs0ykZ+Z2SsbGQ5R6UuhLu/982zFtXiLyMROSkxuOhCwdgaNf0iJYpfVgb1ytDrJbsDAgZJ3uIcX0gN9tfzumDi4YHXeOim8pkuCVBREIwxDh4PbdYLLBZLWEdc7z4h81qEcVEfn7aJa67XSXB+1xeRqhT3R5wG/oN5HFbWWrB54eYODi8WzqeuGiw6MZ1+xQCYec0pMY7sKukHi6vX3QVVje50erxaYYc81Dn5IBYb5e4IYmTk9UHqjDr7TUAgJ5ZSXj/ujHi/h3YORW/Hq4Ju395xe/TenSQVdzumBKHigYXfH5BPFbaG7eXOXMBYEhX+e+7hlYPXli6F5eM6ILaFg8Wby8FANHtaJby+lbMXrQL32wrwbCu6ejSIQGPXDgQmckmfvsThAkoxDjGyM7OhsMR+kb80ksvxQcffIDDhw/D6/XitddeQ0ZGBoYPH47NmzejS5cuyMkJ5uMaM2YMNm5kYa8bNmzAmDFjxHGZmZno1asXNm3a1L4rc3C59rgja4D3zo+u0OFpAV4eylxmPScBw65UFAMJiDZGl1m5D3h1dLBqLgB8dDETmVa/Cnx8ObDi+aAQmjvMeF+j5SAMCTGW3Ix4OKRF4iBsCCSiTorAeaUnTGoKhHYm+AhC+AIhYtikzkMfd3+aEdx4X+uOAocCIcFhQ4w1HIRn3R/83mWUehERwR863GiIsbS/ymWndg1+j2aIMXcQagmERkK/9RArABsUZaUCYVInecXvaKH2BltN7FUKiWc/YnI5UjetI9R9HClqDsKG0uB3TzOw7m39JnytwMdXBAf0OBOYNY8VWrp5BRPh7fHAH74MOh+XPQ2UU/VYJcrk61eOZsWqEgIP181uHzYcrsHR2hbMW8fE5sLqZqwrqMa9/92GumYP5ny/F7d+vAHvrjwEI5TXt+LH3cxp+/JVw/HG708Tx3Gn08n+sM7dUkqRwnmKrB9xcqDmIATkop8WvELxlaO7BcS6QeI4p0RUk96SumWEvkjijkVvmOUBwI4aNm2PzEQsuO0MdEyJC3lpcNtc9nyQm5aAuTeOw6ZHpmLbY+fh4xvGolMK+73CxR41mgICIXfzUojxyc8Xm4rE76/MGiGKg0Dw2Ofh9lrUt7DjIjVe/mziMHH8Rorb68eyPeXicXvP51sw49WVmPHqSny89rBs2g9XH8b7vxTgyrdW44Wle8ThndNNRokEePG7vViwuRgen4BfD9fgy83FeHXZ/shXhiDCQA5CAgBw6623ory8HD169IDT6US3bt3w/fffIykpCeXl5aKzkNOxY0eUl7OHh3Djlfj9wWpTPl/AXSSYrE7maYFl99cQLDZg/O2wrJoDISUXloYSCPnnAGU7YWkohlBTAGT1Nd6uHnu/hSUggAl9zwutVmx3wgJA8LqMVTJe/y4s3hYInQayirkfXsT+j0uFxVUP+FwQtn4qyipCRm/jFZLtccH5rHZzlZWtdu15bY7gOGcSG2e1sfX2+4CjG9n37EGay+T7OWR/25yS5Tpk84vDHQnydgN9FfxewN3IvjuT1ZctnVZre3hb2TSOeOPbLNBvoWJ3sJ+2OP35LVbJulqD055xJzD4N6yIRtfRwfZ9wfxsgt8r2w9seQ7j/ZXuX4tk2dd8BbwyEhYIELyt0avG7fex5Vms6ue4uF88kS3TVc/mj0sJs80tbDrBBzRXse+JGYAjXlW6bFtFPEtIm6rnoXRfdOjJrlVmlmuxBee3mzhmDbYr+CT7JDlHfsxVH9A+x/1+DCn6DyyBnJzChXOA064NjBSATgOAvx1iAqc9DrhtPfDlLbDs/RZC1b5gYRcCAHC0NpiftnNaPGYO6wxBEMRqwj/vq8BHa+QPKNMGZWPJjjLsKqnHsCeWisMXbStFn05JGN87CzarttNizcFgpeQZQ3NhsVjEc8IpPsz5Qq7nJ1MlSe68jLfLr01i7jYvVcbU42Tc5ycirsBx6FQeh1YLPH7938a8UvDgzql4+mIWxcOntwdeGHm9fmQkOVHVyH5HOG2h92JrQEH0hakULAgC6txs2o+uHyNZVvCc8XiDjuaOKU5xGqsFGN87E9mpcShvcMHl0T6/Gl1MhEmKs0EQBFEgdHt9dLwdQ6J5jq8+wO4pP/9tMrp2SJS1ye8prWH2L6/InRpvl01nE48/X4jQHg1qmtw47+Wfxer2Fov858+jX+7A2B4Z6N2JmQO4+77V48fWojqkJzhQ2+KJ+J7CHblA8N5eXNvSLucCnV8EQAIhEeD111/HggULsHfvXnTv3h2vvvoqLrjgAqxfvx6CIMCqcKZYrVb4/QFnUJjxSp544gk8/vjjsmFfffUVbDbjOQPzqn7CCAB18d3wU/NIYMSHsAg+dK5dj9KkERhteQXZKMaK775BbVJ0HCk9K34AL1nw7dFkuBYulI0fdrQMPQCsW70Spbt0Co4EOGvXV0gF8GPm1WjcVIqU/IeR4K5CZcoAjCp4Dbl1m2CRFDz5flc1mg8u1G5QwqjyGvCAqQOHDmPHQmPzAcD46jpwufeXNetQuaNRNv6iwGd9iw/LFy5E39J9GADAu/QxOPxsvdce9aEszDKVOSrHlFeBZy7cf6gQOyXz82XW1dfjJ8nwqS4PEgAs+eITnN9YBr/Fhq++Way6vLyq7RgBYP+eXdjZqN633Jp1GAOgoKgUWw1us0mNTUgHsPWX78E9ngV7tmJri/b8Xau3gftxmppb8YPasjayYdMFi+xCvdoxAb4163GmZNiPK35BY7wxZ9A5rS7wAKNFS76F1xZ00A3NmoKelT/g1zWrULwnOuF15zY3IRGAAKtqXtLk1hKcDaC6ogwrTRynnLTmAkwGS2q+Wmf+c5pbkQRg0TdfY1pTFQRrPL75Zgk6NB3ARJXpF0bQF06/kn3ob6C9IUeOoFfge0OLG8tMLrN32W4MDnx3+4ElbeizlNSWQpwFoLK8FL8E2uxddkBcFgDUVZTIzkV5vxZhcPUK8f/Vu4pRcVS/bwNrbegDYPPqZSjcSy4RKbtqLABsGJHpx7V9G7F62bcAgD11bHiBokjBrN4+jEs9isFDgH/tssHrB3qnCqhqtaC81YI//Hs9AODynj5MyFF/GFhaxNqemecLOW+PHrECsOKXtevQsl8+f7vnHo4iBwvZemxYtxq1kp8JleVs+LKfVqDQRDraWOVk2ucnIkXF7Hhbs+pnHJXU3PP7bPD6tO9FggB8tcUGwILSvZuxsHSzbPzWSnYO791/EPF+CwALruvrU22v1gUAdlTV1Ore+/wCUN5ig8Mi4NcV32Nj4B3D4QY2/87DpZg8ezH4a9344s1YuFDer4Y61uclS79DJ42sGGvKWd9LjxzGwoWH0FDL5ln6/Q/IjlImDcI4bT3Hq1qBIzV2ZMUJ2Pjz99ioGH8ocL/ZsGkLkhXHsZSd+9m5snPzBgiHfxWHu1rY8fH1N4uRFOW0sd8WWbDoiPz5lGtoV/byYV2FFYcagNe+WIbJuWzE5j2snwAwKsuPS3q04MFf7ahvbI7ot2VBCVu/R0d60eI9iiWw4+CRkjb9TtWCG3eI2IYEQgIA8Mwzz+Cdd95Bnz59AAB33XUXPv30U8yfPx85OTmoqamRTV9TU4OMjAwAQEZGhu54JY888ggefvhhAOxCFBcXhxkzZsBuN3E4LlgEFAJpk2/DzDEzJSMuYR+ffQXUb8XE00ex0La24m0FflgDFAHC1Kdx3ul/CJ1m0c9A1U8YM3IoMHhm6HgpdUdg2VQEIaUzplz+p9CQxP8uBuqCIdrCtYtwTvfxxvu7YBFQy6os9+7TH73PDdMfKR9/BOzfCQAYf+YkIO90+fhAt1I7dsHMmTOBlQeBkvmiOAgAY8+fpencFAQBX331FWbMmCFPJvzZfKCeNZ7ffyDyzwr2Wag7C5aDy5A27ELMPE+yLoceAmqrMa3+YwCAVfCxPqmxpQkofBf5vboj/7yZLNR06cPMqTfoYjbN1hagAOjRux96TDO4zcrmAC2FGNq/FxCIoOjRZwB6nKcz/zYXcPhNAEBSarp2nwFg1x1AK3trKQy9Eqdf8iCrarzvaXGSKVOnAendjfX38ONANROeL5h+oTwk+9u1QOUPGDV8CDDMxDGjx4H7ATcgWCyh+xxgRXp23YuMtBT97aBGXRFQbAH2AB279taf//BjQHU5Ljh7IixbvRBSctj0ZTuAvfIXFsK5T2Lm+Das/0+7gFL5INW+LfkFqPweAJCSnml+/VcfAYo/AQA4E1PNz69FxR5g90PIypAcmyv2AsWAMOEuWFa+iLTkeO3lffSe7N/Tz78CyMzXX+aybUD5IgwfPBDDR0dpPU4Rji4/AOzeg8kj+mHm2X3E4RsP1+BfO1eHTH/NhZPRL1DJ9AavD3arFTarBZuP1GLW22vQGgjj2tCYimdnTlJd5sr5W4EjRZh25iicP1hedGrL1zuxqqwAQ4ePxMwR7FWU5nU9Qn7YVYb5G4pw3/n9xaIL0ea/leuAmkqcc9YkDOkSTF+xtHETttWUYMy48TgjP6tdln0qEO19firi9vrx71WH4PL4UdPsRlmDC4IgYMawzjirX0ckOu2YW7oGqKvG1LPPQp/sYCqKJ7Z+j5Ymt+b2rWx0oWzND0hPcOD2WdPEnIMc5/ZSfLBvI7rkdceRg1VAczP+ctU0pCaEKigVDS48uvEHJKekYOZMtVdmjCPVTfCs+QkDclNw8UXB39Y7S+rx4vaVKGoK9nNY1zRccvEZIW3MK1uDgsZqTJg0Gf1z1BX4qlUFwIGdGDawH2ae0wefla/FgYYqTJg4GQNySbU/VkTrHP/s1yPApm04e2geZs4cEjK+dMVBLDqyG336D8TMSb012/nyg1+BynKcO3kCRnbvIA5/7eAKlLc24pyp56FjSvTy8tW3enD3k98DYMLf7VPykRJvx5AuaRjbMwMWiwXf7ijFn/6zEf60bpg5czgA4O1XVgKox8c3jMHpgVyJD/66GPa4OMyceY7pfjy3exnQ1ILLZpyP8gYXnt26AmkdMjFz5unhZzaJ10u5dwkSCIkAdXV1SEyU5+JKSkpCbW0tpk6dioKCAtTX1yM1ld2YN23ahKFDmZ9u2LBh2LJlC373u98BAJqamrBv3z5xvBKl2xBgCZk1bz71JUxASwnkQKw7Cmybz+brP10931cgr5jF06o+3iyfXQPsY64NS0IH9TYDeessPnf4ZR7+hU3b51z1vGGKnHKWrqPNrYekWIHF5jA3ryRHncUWpzmvxZnExqkUQbEkdQy7zJB9rrfcy94Fdn4By7BZ8uGBHHqWwuBDsuZxFGjf4vexNkq3A2teY+MG1rD9EMgfaXHEG99mvA/uoNPSMulv+vNLiktYLDb9aSW5GcXtqsgrabGb7y8AWKyKY0M8hl3ROW8ASQ5Cq/p5Hlg/i99jbplVB4A3JrB8eAAscan68wdyZVoW3cM+myvZ9E5FDsLrvoUlb5xybnOEVIfWuL5J94XNaX6bS+e3a5+rphH3iTfYZiAvpSWQB9Ti1b62CoGQeCEuFRZYYEnvHr5vgcJAUT32ThF2BAoMDOmaJjuOEpzqP+G6ZSSK08U7gtOMyOuAHY9Pg9fvR7+HlqC6ya15vTxSw86rvIykkGm4EOHzh1aM1L2XG8TvF/CXTzajye3D3vJGfHHLGe1STZgLpQkOm6zPPETNo7J+RCjR2OenIvWtHvz1k81iLk8p3+4og91qwZtXnxbMQag4DnnYpE8I5liTwsMOh3ZLh8MeGoHDwzY9PgGNLuYKSoyzq+4r8ZwWdH5DASiqYfeB7pJrDCAvsMJJTXCotuUMTOv1aS+r2R0oUhLP+sv756Vz8rjQ1nP8qy0sPdNZ/TqqtsPzwLq9+vs3eFw4FOcKP36je3ys2l8Fr1/AuF4ZmHvDOFhVzkMuWB+sbBJTcRRUNcNutWBMz0zZM68/wuM3WIDIJp5rHp+/Xc4FOr8IgIqUEAHOP/98PPLII6ioqIAgCJg7dy5++eUXnHPOOejSpQumTJmC+++/Hx6PBzt37sRbb72FP/7xjwBYxeN///vf2LZtGzweDx544AGMHTsWvXtrvwUyTEMZ8K+xwOvjWZEQAFj+DCuI0XcakNZFfT5HQCDzNKuPN0tAHAQAJKSrTyMWKTFQ4KEqkFw2e5D6eGkVX1uc8erFHIckBsN0kRJpsRCdefkyQsQQAPHp5pYZslzFw2BSJjD6hmBhFI6ZdROrLQcSY1fsDY6rLWCfEVUxDvTVxfKt4cy7gYQO2tNL+wJoVxIW23eGflcWt1ArZhLJsvl6R7O4jz+QZ1Stsi+gXjHXCJs/lp/falWCpfDlF7HwSgz/LftUFilRHnuRoPyBde3X6tNJ94WZfSjOL9l/Zo7ZsO3yc0WyT/h1jV//PDrXOT7fdd8C/7fP2PVLPPaiWCDnFGFvoFKi0m3DqworSYrTvi7arBbE2W1IibOjsVX7nCuvZ9eA3LTQ44rnGwtXQCFSNhfVoilQQORgRROGPbFUfDCMJi08B6GiSIlYECEg3Pj9Ag5XNbXb+hKnJje8/6soDv7mtK64+9y+mHvjWFx3Rk8ATOz6emsJvIF0PEoHID8OvT71447nFOyk4ZiSFvZodnvhtFvFYUpsBs/p6ma2TGX1VKdKu4ka16dg8RTtUMadgZciVKTk5KbV48OS7SVYub8SmUlOTOmfrTqdNAehHrwKtvLY4nljtc6VSNlRXAcAmDYoR1UcBIC0gCOXF9ZZfbAKjS4venVMkp1vRooOaeEX83haxCrNniivK0FIIYGQAMByEObn52PkyJHIycnBiy++iM8//xxDhjAr+Pvvv4+DBw+iU6dOmDp1Kp588klMmTIFADB+/HjMnj0bF1xwATp27Ig9e/Zg3rx5be9UYwUTB1vrgOYqVvUXEN13uOB57Xm5kOQJnwvQNFriF3/A9xvI38DXJVNDRJU+7JsV+AB5FV49kU8NWZVbHbGECylq/YukmqpUmDFaRZiLkzxMdtYn2tOKVYwDAmH5juC4ssD3SKoY83a5QGg3kCBHKqqGFQgl24UvK0TYM9NfybxKcZe30w5VjKFaCgTqFXON0Fwl/z85TOVsLhDyasJjb2GfDsX+0jvmjaIUCHtMUJ9OJhBGsFxZFeMoBgSoVfzmorEzmS1X7xjh55gjwfixKR57URSnTwGqGl04UNGIDomOELEuwRF67TD68t9pt8LrF+BXeWBxeX04XN0Mh82CDomh4q6ZiqeRsO5QNQDgd2PzxGE/76vUmjwivD4/th1lD39KodVhlz+A/XdjESY9txyz3l6DRheFXxH6bD9ahzOf/RHrCthx/Jez++D5y4fh9rP7YHzvLDwyYyCW/JWF5xbVNINrXjbFyWsTzzN1UYyLdRlJ6i9g+Hla0eBCs9snqxqrNa3Wsng7D36xHQBCrgv8nJGiJWCIRY686statrsci7axHB1cIHTaSRQ5GXnzp4P4039YxsEZwzqL+16JU/FSRotGRXVrTnvdk6qb2G+ZTqnaL2B5XxoCfftuZxkA4IpR3WTT2SyWiOvI8dWyWkgsJ44NFGIcozz22GOy/zt06IC33npLc/rc3FwsXqxe/AEAbrrpJtx0003R6h7QXM1cgy2S3IYt1UBTFVB9AEjpDKR3056fC2zRcBAqr+ha7jClAKVH1QH2mdlHfbxMpDNevEXEHi0HoY5oIYpVUXrPIHPKGRRLeB94eG/vs3Xa50KUj4Wtr3wpOK5sJzBgRmQOQlEgZG+84TAwr8zFF2b/SAUrLggphT2bCYFQJjgq9p3o4nIjagg+CLBoKxe8P0bOGylckOUkhskVxrddKxMFEBcQlUMchBE4+bSWFY5oOggjuU5otqvmIAy8bHEksONETyDkYq+Za097iNOnAAcqmuAXgNO6dwgJ/VETCF+4fFjIMDVEF4LfjzjFsXPRq6vg8wvITIlTdU3wcC5vOz2gcMfkmX2yUNvswTfbSkS3VLSYv6FI/K7lIOQOp18L2O+QdYeqMfjRb/HiFcNwyYguFIp1ElDd5EZdiwc9s9onj6Uab/98EEeq2fXy2vE9cOe5ofmYO6XEi/3j1YZDbsdhXFE1TeycUBPxWXts/tWBiuTVTdrnkOgg1BHgfv/OWrGKbIaiEoRaRXQtAcMpViRWH//VlmLxe0o8OQhPZl5bvl/8PqV/J83pguHw2vtXEAQ0tHKBUH7NtrfTPak2IMKn66S4cNisiHdYRUc+f8GlzF9rsbAQ6EgQJA5COheIYwEJhMSJyf4fgKZyIKkT4G4CPE1A6Tbgw0A923A5wsQH3ChUYxIUF+EkDSHCpvJQrdqewEROWxyQ1lV9GqlAZVRskCIVqcw6oowKhHzbRsu5pBZKGw6ZQGLXD2Xk0/o9wLwr5ePK2FvxiByEyhBjpSNNry9A+O2nJhYrXYBmXKJ6y7ObCJM3iuDXP4b58RnuvJFSvImlHwBYEZ2K3UBP7cTqbDlKgTDgJLQ5WB+4qBWNEGOpW/Lmn3X6JNmPkQiEFh03aFtQc3VKxXN7HHt5Iwjqwi8Xe82sU3uI06cAlY1su3dMCX3xEO+Un1fz/3Q6RvVQLw6mJPhAJUBqxmhyebE7INDxcK6QeW3t5yC87v31YlhmfqcU9MtpxDfbSuBSCT0T2pBvim9XAEhSOAiVAsahyibZ+Ls+24J/LNmNnLQE2K0W3DutP8b0NLbdARayrBWuRkSXGz5Yj42FtbhkRBc8efFgXRddNCiqacaXm5nA9c9ZIzBtUI7qdFzgaHR5xT4pHYThXFFBB6H6Pctu4hgz4sDaUxZ8KacUJZV9B7SFzaDAoT4+USL+pAS2Db9ekShyctE9IxH7ytkLfL1rZPCljPr+rWp04Yx//IhWjx/dMxNDQtrbK+yWOxZT4/V/FybH2VHZ6MahyibsKK5HWoIDfSUFh4C2hhizT4slGE5NblqiPaEQY+LEhOcJm/IgMDJQMXjpQ8HxI36nPz8XQYQ2CISeFmDF88D2/8mHh3MQhguVbK1lzsbUztquH3sUHYRmBQ+jIcZc0ImWMBGJm0o6jyOMQ8AqcaqVbJGP4zkhRYEwEgehmRBjyaU33PaTin/8R7h0HjNiJqAvEFojDPfVw+/XP4b58Vl/NNStq8bRDcBbk4HDK9n/M14G/nYI6BCmijPf5vy4lR4vUhdhNARv6f7VyjMKKATCCITJdnMQcjFdJQehPV6STkFD1PVFILaKDsJ2SAtxElPREBAIk0OviU6bFVINQCt8Sw2tnE27Arm/AGiG07ZHDkJBEDDl+eWiOGixAL2yksSCIcpwxP9tLELfhxbj1R/3RbQ8ab630CIsQbHk2x2lYqjov343UpymrN6FLUdqseFwDV6XuGTCsWx3Ofo/sgRLtpeGn5hoE36/gI2FtQCALzYdxQe/FLT7MhcHQmMn9u2ImTohlXF2G5w25jrip5FdYSEURXyNsN/6Fn3xwowIbTQHIaeDIqxZ2XeAbQM1giHG6r/PpXnblCHGbi+JIicT2YHQ3OvO6Bni1JYSbv++9P1esajUvdP66xbOiiY895+aQ1YKP2bXB9yDZw/oFDKPzWIR24ukHxYLu1eRg5A4FpBASJyYcIGw6+hgKCCn33QgP0yZeKtCDDCL1wX8exrw45PA/24IDu9xpvZDr1USwqpHY6CiXbK23T6qOQhNhxiHCfXtcx77zB2q3v7oGxARbXUQKqvRhrQvcarxcNRbAtWPm9lNPeiSaouD0GyIsYkiJVx4ks4TLrQ2ZNkGxDqzBUP0COsglPRn7Zvh2zuyTv5/uOrFHGkfnCnyeC6p6zPaIca6697GEOP2chCqFY7xSARCqdiuRiQhxpEWqznFKW9g2z1LpRCBxWKRhRmbEQj5A5VHIT7wyqgAMH1Iruq8tnbI91TV5MbBgFOvY0ocPrmRVYwUBcLAw6EgCNhwuAZ3fbYFHp+A55fu1WxTDx4qeZdK+KfUXXnHvE3i8AuG5GL3k9NQ8PfpWPvA2Vj45zMAAPsrGkPa0OKOeZvg9vox5/vI+k0Yp7JJns+0pK79Xz5w9+2Vo3RS4ARIjrejye0TH/SVGlu4wgutgSI7WsWK1Fx9WlgsFlhNhEAq8x4q+z6qewfcPLGX6ry8CqtWiLG0eBJ/GUGiyMlJQyu7zl47vofudE5b4JjQ2L/xkirZF6jcl/hxoryfGUUQBNVCWLw5a5hziR+fm46wdBQj80KNJFarBZHeMv1+QeyDuK50LhDtCAmExIlHYwVQvJElw+/YP7Ry7ZQHw7fRlhBjVyOrkFqyWT48JRf4/X91lhm4gYXLpWZEIJTlnYvEQSgtUtKGEGO1B/zpzwPnPweMuzUwjaJ/0/5ubnniciMRCKUOwjACoTSvms/N/s8eyLY1z1XZJgdh4CHRiIPQjPNLuo78WJDOk6IewqTdnoG8kr7o5iA0fAz/8ET4aZTHZFyK+nRKpEKd8qWDow2OW9VlWdS/KzmpchAGzg1HvCSdgsa1jot8ZrZlpMVqTnEOV7FrU16G+vUtwRk8htQqiWqhVSGVV/bNSY3Hc5cPVZ1XDEeMYogTr5oMAMvumYyxvTIBAE4uJvh8ePCLbRj99A/4ZmuJbF4u9pmB55bq0yk5ZJw03HJ4t3QAwAVD2HWWu2CyU+MxpEsakpw2lNa1qhZ7UYM/ADfoVJAmokNpnTxVRl1LcJtXNbpUHWzNbi8eW7gDS7aXiAKcGfaUMQfugNzw9yUeZsyPhRDHURghviWQAkAtF6lae+GwW626OQilKEOMlQ7Ci0Z00XQw8hcZWgJhfUBUSom3o3dHdn6K16sIBSBCTlWjC2X17Z/vlx/bPJekFmLYrMYxwR2rD00foDq+rfekhVuKMejRb7Es4GDnBKsH68/PXec7ivn5nxoyjdUSucPRLwT7YLFY4LRZKcSYaFcoByFx4vHhTPaZlMUeep2KH/BGcuqpPeAawdMCvDQwmKdMiiNR31kmdajp0RjInZakIxDaTDjMVOc3GCashnR6NdEiPQ8YKylII+2fPSFygcUWgVhixkEoLSLjaQ4KijZnUBCLxEHIt1e7FSmRCoQqRUpS1V0+htpT0h4ijeA3fgwaybep7L/yBYKRtpWiorSNaIcY6xFJYR6t5USSq1QLtXQJ0hyEvN9abj/RQWhindTCmgnUBISsrGT1a1JGkkPMpxenE8KlJJjHSP5AxkWH343NQ6JT/VywieFcbN69ZQ24fe5G9HRYsOaLbUhy2nHbWflIT3QYzhFYEViHmcM6y/LEcQdhUU2LmNvtm23FsnkLq5oxpGuaoeVwapvZMZquVqVZFE/94oPfn88KLShmsViQnujE0doWuLx+TScXcXwoCQiEA3NTsbOkHlWNLnz26xG8tmw/Dlc1Izs1Dp/cdLqsgMn/Nh7F+78U4P1fCtC1QwLeu3Y0dpbUY2ReB3TTEOmlHChvgtNuRffM8Pel5DgHgBZREFO6lOyK80wJF/O1QjeVAuGtk3vr9sdmtRh2BXdQFG0IKbCio6iIAqGGA4qnNvjkpnGiyCg6CCnEuM24vX5c9NoqVDa6sOb+s1WvgdGiPiAQJocRCMMVKeFispZLnl+nIxXg7v3vVggCcN//tmLtA8EINW6oDXcf4y/nimuZS7lzeuhzAD8fI8lB6xcE2fXBbrNonj8EEQ3IQUicWHjdQPlO9v2C59mnUiA08iAdqYPw8C9BcbDTQCBvfGibYZcZRlypDzzc6Ak7apVrzdAmB6FJ0cISJReTdLl6xUa0lh2uki9fF28rEyFEgdAhEQgjcBByYdNtwkEo22bhjitpGKlKiHGKWYFQZx8pwzy/fwz46NK2hX36fcZCgAFjxVaU/TfatnSbK68pUoEwGiHGMLq+YcT4cKgdG9HAamXtScU6TyA8TxZirOE09blZ5Woz1wNF2PLXW4txuKpJZ4bYgAtZypxfHKlwaMZBqFWUoNWrLzoAgEMx7xebjmJPWSOWFNkwb90RvLPyEEY8+R1GPPkd3vn5oKH+iLkWFaHUcQ62TjXNwftqWcBtmJbAjpnD1eaPkxqd6pRcPH112X6s2s8qwCZqiH/xgf61GHSb8cuVEGEuKsI43CHVP+Dm++VAFf42f6voyi2rd+GxhTtk85RLXFVFNS0496UV+Msnm3HuSz/hp70VustrcfvQ4vEhK8lpyL3HC3DwQ0E5TzCUUMNBGC7EWNHeH8/oqdsfJhCqiw5K4UZ5PigdhHrhzXFhHIQ815zUGcnPSako8tTXO3HRqytFJ6jPL+DrrcU4YCLkPxbZUVyHopoWtHr82FXSEH6GCDlY0YjKRhdsVossr6Qa4YqU8OFa7disbctByJ2HSpHerIOwspHdVzKTQp9HeNuR5CEMEQjbUPCEIIxAAiFxYtEUsHdnDwH6nMu+K51hhkSrwKFttkjJhvfYZ3w6cM3XcqdR2FBQgzkI93/HPtPytKdRq1xrhjblIJSGGJsQY4G25UFra4hxuOOCT9vKnX4JwWUJfrbfpC4poyi3ryEHoQlhRy1foXQ7J2aGX54MnV86YvGJwMP4ypeAAz8AtYdNLkOCEKZIiaxrJh2Eo64z3g9p28rwfqlgGJUQ42PlIGynEGMgUNlZci1rrWWfCemGQoz9lgivO34v1h2qxp/nbsKk55aba+MURHS6JagfH9JQv4hyECoeyFoDDsJ4HTecsqBBQWWoQJcSZ0dtswevLTNWwCNYrVkhEAZCjBtbQ4+1sYGqmIermiEIgmZRFTVE4VXFPcPXTxoGrCUQcnHGqEBIz3THDu4gHJAjD/cb1DkVWx6ZCgDYUyoXSKqa2AP+OQOykRkQ+rKSnWj1+PHWigO6y6sWRWdjv1+S4uTHVEgV4zCFF8QchAYdhOFEDr0QSOm5cFkPX4ijStm2nkCqVXiIo+YWU+Yg9Pj8eGflIWwpqsPeUiYIvrfqEP48dxOmzVmBM/7+I65+dy2eWbQLNU3GU6Ys2laCv36yCf/8Yd8pK+JLRcEjNc3ttpxZb68BYEy0Cyca89BjTYEwcLhFGoKeGri/NipSP3AxL5yDUNqveIdV9V7MBT6jeT7l/ZCfY3abFT6/cMoeo8Txh0KMiRMLMT+fpPqZUqxprxDjTR8Du75iD923rgaSMuW5ycIKhAZzEBb9yj77na89jVQsiER0s0XJQahSmS4EmdhlzjYvX24EbipTobqB9rlDlLvGxHBJt8RBGEGIMSeckxFoQw5CFQehWWFIbx9x4cfnkYtDzdVApn54kiqCAEAw4W4zcvxIpjGafxCQ9yFDsS5RDzE26iBso0AoO/eiLRDa5dey5mrWX0eioSIlgtn+SK7ZR6rb76ElHC6vDz6/oBle2xY+XV+IhlYvbjhTPXm/GrXNbjhtVk2BijvsgOBDlhG0QoxbvaHuHSV2m9zZtK+cPaBPyvHjtT9NQ3KgquqIJ5aiptkDj88f1kHC88V1UgiE/EGrySUX4CwWYEKfLCzdWYbCqmZc/8Gv+HF3Oc4dmI23/zBKd1mAvoPQrtJXLZcWT57PQ7P1EAQB3sD2bo4gvx1hDn5M9eqYBIfNIh6vf790KNISHYizW8UiCpzqgJh03YQeOK37CAgCE+KGP/EdjtboFznhQlSHJGPX8mRF9WFl2GG4YgSt4UKMFfehcK5Gm04RBS7cDMxNxcTc6pDxFosFNomriV8j1HCGEQi5I1BNIPT6BFQ2unDDB7+K43hxia+2sOgcj0/A0doWHK1twc/7KpHgtOGv54QWI1Jb7p2fbhb7ta+8EcO7pWNAbgpG5nXQdVWfTOwsCaZQ4rlY24Oyelf4iQKEcxDyc0DrJRh3EEZaJVh8KeTywucXguHAgebCiesOa+ixqrWMSDRMQRBglfyGlb6k0zvXCCJSyEFInFjwarJSV5RSLDIVYmxQIGwoA74MFN0YcyOQ2pl9lwoH4R54jeQg9LpZ/rvkHCA+NImtiBnhSw1ZiLHJ0EWzQoWZiry67UgFQoN9MCW0Bca7Aj+ORAehJFwyEgehsq9G9pepEGO1HIRW9fFtRXTBeoJVmQGgrjCy9oTAL6FoilfS88uUQCj5ETX4Uvk4aTttEbnNthGJa1a2nHZ0ENrswW3taQE8TaxitsUicZpqXOt8HvgjFQh9nuP6g/eS137BwEe+xe3zNqkWMYgUv1/Avf/dhqe+2YWjtcaqqbq9fjS5fbq5/GRVjE2FGGsUKeEOQod2W8FwLj88Pj8KKpuQHGfHJT38SJLkD+Rh0eEKcgiCgJ2B5O7dM+URA3ydlO7AIV3SMKgzu4d++usR/BhILv/dzrKwD72CIKCmyYNEp031oV8tf5qWYMyFQyMFLZrcPvGBs7HVS+6PdoZXLc5Ji5e5+npksWMs3mFDi8cn2w9VkhDBODs7PlIDQl59mOOYi85qrlQ1kiUOQjXxzq5w6ioxG2IcLu+ZNEeaEo8Y4qndhlSQ1BMj+Tmt5Rbjw+Ns6iHGD32xHZuP1Er6xvp7qLIJVgvwyIUDZUWdqg06CCsaXDLR8qstxXjy65347dtrcfkbqw0XIjqR8fsFLNleJv5f2xzFfNMKwhUmkeIIl4OQC4Qax19bipQIgiArdLVke6lsHBAaehyyfEm/tO7DXEOM1EEo7YJWihCCiBYkEBInFi0qAqFSrDEkEPKE9wYf8KokYVAT7pQsS+qmi0IOQl7IIj5MQnVZmG9bi5SYDfUzKVTICiVEK8TYoIPPakJo49tULcQYYG6oiByEiuUa2V+mnI9hchCa3ea6DkJJDkJ+rALAfBOhvFL4+RfN/HhSUcppQiCUFdNR7N9wFbDNcqxCjKUO32huY4Adl4KPuUCbWR428bosOk1VHrz8PlggtCnEWJnPygx+v6D5kGGEnSXsuP9qSzGW79HPOWaGBonAtbukXmfKILUtbPumaYQXA3L3kJnE5/yBWxmS1RImbBGQ5yA8XNUEr19AfqfkkEsLdz1yh48WH605jHUF7N6flyEv7sAdI0qn18i8DshJU8/3Gk4QqG/1wu3zaxZ+URMItQQPHgJtJMRY+hDq9QtirjWifeCVsXNS42ViRUpA8Etw2OAX5E62knomKkqdrFarBQ6bRVPQ4vD9q3e+SpEW41EVCBVOXYAV5OH5OlvcrD/xmq4qhYMwjMihFwLJt5FDx6UsvWzrFSnhruewAqHkJQW/DtS3evDjHnmlWY/PD7fXj/pWLzKT43DdhJ5Y8bez8O9rmZNY6T7Wgm/XSX074o4p+fjd2DzcPJG5vbcdrcOvh2sMtXMi89Gaw2I6BwCojaACvFFG5nUAALx37eiw04YXjdkxqeXOs4YR0/Vo9fhly31TkkqANxfuna+0X1ouxzbnILSGCvCUh5BoL0ggJE4sSrexz+Ts4DDlw7ypEGODAmFdEfsccxOQkhPajvK76jIN5CBsKGGf4ZxPUuHgmBcpOU4OQlskDkLpssPlIOTjAzdUh1qIcRRyEJoRsNXm12tfrYqx6W2u80tHKnJLHYQA4GkNnV4PQQC+eyTQrsE+GtnuUoHQjJCr57p0GCgsYwbDAmEbi5S0dw5CgG3vpkr2PSlTPk4txDggGrYlxDhSB2Grx4dr3luHPg8uxhebikzPr3w4icSNoIXUjXj9B7+KlUv1qNPJk8fRc/rpEXzAkA8PF7Yon1fAvjIWXpzfKbRqa6KD7dNw4bePfBksFJGVLF9XHjbdoHAQDu2aFhKOPLoHeyDVCl3kFAXybimXxTFz/IUTO6TUKx7Gv9h01PByCPNUN7thtbCcgPdO6w+71YIbzwwW6nDY5S4cr8+PktpWJMfZQ0LPnTZr2H3M85elxBsVCIPTqYl3dkXhhf3lDTjnxZ8w+bllqGp0odXjg9NmVQ2JB1QEQoMOQjXRQQzx1HEpS1/s2HRe8jgDzkC3T/264FZZFhdgVh+ogtvrx+R+HTFrTDcA7HznLwUyJcWcePi/EXcvELxOJcfZcdfUfnj6kiG4/4IBuDMQnrzuUJWhdk5UWtw+PBooysOvna0GUiNEvLzAdu/aIfzvK6eYY1L9nhsuxFh020YgvvGiNn06sVzU0lQCfoMOQqmzVjtPorZDVw9BECAICClSApCDkGg/SCAkTiyOrGOfvSYFhylFADMCjJEiJT8+BXz7APue2kXRjgnxy0gOwm/uZp9Hf9Wexuxy1ZA5CE0KfpE+2ANtczG1tUiJmVx+gEaIcau55Uvn11qOal8iLFKimoPQpFPLkINQRSAs2xE6vR5l24G1r4dfJgD0OY99dhsTvl2pAG9m3fUEQjNCo7GFGZusrSHG7Z2DEGDHQnNAIEzMYp96IcaB619bQoylP7b3lweOQ0EA5s0CPrxYM4nPD7vK8fM+1tc7P92Ca99bZ+oNe5NChGp0ya/lLW4fKhpcKKtvhdvrx3urDuGKN1djyvPL8b+NRboPokpx4Zf9lWH7wyv3quXJ4/CHYLOIIcaKbWlEIJQ6m/aKAmHoS68E0UGofx8e3IWFCudlJIaEUvMHQuVz39CuaXBIcjOekZ8phjeHEwi3FbE0E8O6pauON+NgdWoUe1GjTiEQKl2RRPTw+vyoa/EgPZEVGjlvUA42PXIuHrhggDiNKMAFRImyBhe8fgFdOySEHIdxDhvcPr9uWDgPgzcaWplkMMTY4/djZ3E9znlxBdw+lnZgU2EtWjw+3RcESlEj3G1Yz+HkCVNFls0f2nc1xByEGg5al8cPu9Uic0zx5e4OFNgY2jVdVriEu+KkrmCzrjKPn7vU5H3nVbALj2Nu3GiwdCcLnbVbLXjxiuEAglXr2wMj9xKOM0yREne4IiUROuqe+3Y3LnxlJQCWezYzyYmqJre4vGAOQuNFSjQdhBH2UVDpAzkIifaGipQQJw6CAFTsYg+62YODw2WuIosxwYw/nIbLQdhQBqx4Lvh/hiJ5vJkcd1o5CF2NTFzpNgY4ukG/DWVbQGQP/lLBIy5ZezpVTN5woiVSSNfZqGBjJpefUsjj1bG52OF1s1xrgLmQ05AQ43bMQci3dZtEWT0HoeQY5qHYnJJNQNfTjC+mvkSyyDDHxejrgX3fmncQmhIIdbZ5NPM4AsZzELbF6Qu0fw5CgG1vZW5YaTEbJYH9Y9pBKLl+xrWU4VXHy3jBewVu+OBXLP+/s4CaAmDPIjbNureAcX8KaaKgSl5Nd/meCtzz+Ra0enwY0jUN0wbloFdH7euhMs9dfUvw/9pmN856frko2qXE22W59e76bAvu+mwLzhuUjecuH4Z4uw23/GcD+mSn4L7z+4eIVluL6jC8Wwd0TInTdPboFdLgmAkrlqL1gGEkxFiag3DVASZ0Du+WjrJa+XRcAGkKE2LMH4D+c/3YkHFKx1L/nBT8eUq+KEj+95bx2Ha0DhcP74Lb520EALjCOIb4PsxOVb/e6IkbWtNqOV+kKAVCcn+0H3UtHggC0EFy7iidfXw3c9dRYRUTgLp2CL3/8+PQ5fVrCh78eiANHdZDKiSqHXJciPf5BLzy4z7ZuKKaZvj8gmb+QSD0OA4XYmzEQaiXg1DqZDRSxVirIIXL5w8puCTNQQgAXdMTxBc6Hp9frD6dIXEQmnWV8QJCSkcmd3C3Z76+YwFPn/H7cd3Fa7OR4kqRYkYgVO5fJeEEan68mXH9Vze58a/lwXDi2mY30hIdqGpyo6HVg8zkOEkOQv227Cpu15A+igK84S4CCB6/cgFe/QUfQUQLEgiJE4e1b7AKs6ldtItsmHWWhRMIeUVbTsf+6u0A4UUO5TK9btb+59cAh1cBsz4FBv8G2PoJMP0F/bbakkMQkOfwS8gwN6/RsGyOTMBqi4OwjUVKws2jPHa4CMjnE3yAu5FNZzfh5opEbIrEmQpohBi3k4OwtZZ9T8xkOeiKN5tbTrMkHCeciMnHC2F+7Pj9wNIHg/+Hy+WptgwgsryR7YG0Hyeqg9DvDbpJeWoEaTEbJaKD0ORxKVle703/QI5tLUZb92Bs1b/Y8FpJoZycIapN8BxSeRmJotuDh3Eu3l6KV37Yj7UPni0WHVASIhBKHF6bCmtFYQkIigFZyXGynE7f7ijDtzuWYvrQXPywuxw/7C7HteN7iI4Ep52FKv5r+QH8a/kBdO2QgNE9MrC7tAG7SuoxtmcGmtxe9MpKFp11eiHGkdbU0QpR4nnx9JxJ0hyEvBDEgNwUlG2TT5dgMMSYF4bolBr6YkjpxhjbMwMXDu0s/j8gNxUDclMDfWbnQDgHYbhccUqB4I6z+2i2xXOyeQ04CHmIcbzDilaPP6yQSUQOF9elgpES6UO2y+vDrLfXAAB6q4TLOyWilpbgYdZBKAsxVs17GXTIrTskrxxcHrjW6Qn5ypcHRkOM1TSHcDngAPUQSDX0HISCIMDt9SNJJcRbSuf0BBwKvBBye/2obNB2EBoN6eQiv1IEdYYpoHGysLeU3ccvGJIrKa7Ufutk5F7CsVktsFjCFylRCsecSEKM3/jpAASB5SjNTY/HQ9MH4ImvdwFg9/fM5DjRTatVJIzjkBzvWoVUeBNmcxCqhTmTg5BobyjEmDhx2P5f9tnrLPnwSBL5iw+bYW5+HrnjBBk95f9HlIMw8JD57f3A8/lMHASAI2uDhR+kDknVttoYYiwVWBNNCoRGwrKltEuRkkhCjE06CLlAyLev18UEQmfow4Gpdg0VKWljDkKpEBtNcUsM83QD/7uRfefnY8lmc225G4Pfwx1T/IdPOIGwaJ38/z7nGu+PrkAY5XdlRn8AtlUgtKiIx9FCej3jxUi4w1MqJCvxRxpiHGwzsY4Vjcq21AbH//gU+xx4MdDjDNUm+I/lmyb2ChnntFvR4vHhUEVTyDiOUiCUOgR55WHpc++NZ/bER9cHw+L7ZQfDbL/ZGnTQFlY3iwLhuF6ZovAHAEU1Lfhi01HsCrg71h6qxvaj9Vi4pRgvLN0LALIKrErChT5pIT5gaFQx1nMmSR9OqhrdcNqsSFFxTSUaCDH2+vyoaHQhNd6uKrwoBUKt8C0g+PDYZoFQspOzU+Nw17l9NdviD4Zazhe15XLnYquBvIVEZFQ3hc/fKRXENh6uFYf3zgp1GYcLgQSCIeNGHYSJYUKMuVC1rqAaVU1uDOuahkdnDAQQPJaM5AoF2C02nMihdFRKCZcDDpCfN3piZFDID70uuDWWoxQmO6fHy0KMyxpYephMSV5Rm07RFTW4G0uZYsCMS/hEhqeD6JedEszP2I4hxnz/xhlIg2GxWHTzfEY7xFgQBHy1pRgAMPfGsfji1jNwWvcMpAbEfX7vD4YY67dnJMQ4UlFPUOkDdxdHM08ywNKsnArVuom2Qw5C4sSBu/nOeVQ+XFbR1+AhK1YxDuMgdCtyiujlkzObg3D9O/LxSR2ZSAgAcanQRRZiHMGDf3wqMPQq9mBvNr8aD7PuPMLY9NHKQSjNlWhYIDQRYmm1MUGFi1WiQBjoPxcgWkxWqlPmeDQbYmzUmao1rekqxjr7SE34yRkM7P0WKN/FCpU4DBZwkQqEXpf2dNI+hRMIebEMADj/OXNhuVY9gTCC8N5oIBMI21jFuC3uXdW2JWHEyureegJhxEVKgtdsmzJ5vd8fFIeVeWIl8Ae8rOQ4nD84B4u3s5xLg7ukoldWMhZuKdat2sgFwg6JDtQ0e2RFJYoDAuHQrunYfKQWAJDotCMvIxiOuPD2M7CvrFHMacSpaHChYyApfLzdis9uPh0NrV7UNLvxxaaj2HG0HuN6ZSAnLQEdEh34aM1hLN9TIQpd3TK0k7yHCxvUQnzAkDwM/LyvQgxD4wVG9OZtaPWi2e1Dblq8qvjABUI9B2FJXSt8fkE1rBMwKxAaK0pQH9ZBKHVC6Z9XjjDJ9WXLDTx0dkqJw+GqZnIQtiPlKoKREjEs0e+X5YOcMqBTyLRGxGd+/Ug26CCUuqHUhH7ev02FtQCAM/t0FI9/IwKhTLAzcJ1oa5ESm2GBkLWh5l4TKxgrRCVl9eT0RKckVFkQt1F+p6C4a1aQ8Yghxqeeg1AQBFQ0uJDotCEt0SEKg0ZCjFt9wJebj2LKgGxsOVKLhZuLcffUfshJ0/8t6PL6YbHoh6VLcdqsaHB5MW9dIWaNyZONCxfibnZfF1Q1o6SuFfmdkmVpR1JEgTDwotNgkRK7kSIlEQqEai7G9nAQfr21GH+euwmJpAwRIIGQOFHw+1gImT0+mAifE8lDtNEiJZ5gtSpVYcdm1x8vm1YjB6F0fi6CJqTrtyUVLCJ1iF36ZmTz9ZgAXPYu0GmgsenNiHR6RCQEm9g/ABMevYF97lQIhPu/M7bMkDYjEJtMCZtSgVDlR4pp95uBHITc6QoAKZ2ZSFi4GqjcC+QONbYYt8Sp5Q1TAVkUCMOcr4WrJX1tgzCqnDfaDkKjeTyj6iBsxxyEyureuiHGgTfvEecg9MAecHbXCwFhrF5S7TU1V7MJ/jbdbrXIwkTj7TYxFE9PPOJVSHPSEphAKHEQrgwUFTmtewdRIEyKsyEpzo6/nN0H8Q4b4uw29MwKdSBXN7lEMSrOYUOi045Epx3ZqfG4//zQl0VpCQ4s31Mh/p+bpi0QRhpirHzAOFrbgqvfDTp09R2EbNtyEUYrjDPRyY6hZp0chEWBipFalS6VggSvgKqGUQchDx3XCjWXihvhKhrz48xMiHGnlICDsB3D+2KdncXsHqZWPIcjPQe4c+3qcd1lYaocYw7CQIhxnLHfqVIRTN1ByJZ5qJJdD/MyE8W794+7ywGECTGWXByMOI2NFCnROx+MCoRxOu41aSoGKUphKMFhkzj7/FhzkKU0GdczU5xGb33UCIYYazkIT97ztcHlhdvnR3bgXuIwWFzJ7xfw9m4b9q/bIhuelRKHe6f115iL4fKwXJLhnKsigcnu/982HKxoxO1n9xGv0XzfRMudt2gbc/hPyJc/b/JzV7z3R7FICd8OZgstiy5GSbMOMT1CdATC8oZW/PWTzQCApnbMS0mcPFCIMXFiUHeEiQhZfUKdMJE8RBstUiINMZ74f6HjzbjjpDm7BEGeBxBg4gcXCMPlTmtrkZK2MuQ3QLZRgdBEnkY9pPvW6A8KmUBo4Ee5dLvyKsZKcWjgxcaWrdYHtf/VcEgehs3kIFSbNprOMS4KtdQGhw25HEjvzr7XFxtvSyYQRslBWLEn+N20QKiTr9IXpn9mMRxiLO1TG3MQRjuPolVNIAz00VCIsdkchFwg9MHhZg/39QiIbVX7g9ONuVmzCf5wYLNZZDmB4hxWOOzhH/K4A6hzwBnxy4FK+PwCqpvc2FpUh8wkJ86WuIu4AHbnuX1xy+TeACBW0pVS3+oVw630HDgcpTjXKUXbBZ6q4YILhzLJeUlt8GWZw2YxFEpYVs+Oi0wVQQUIOgj1Hjh46Lamg1Cxvfh+VJ3WgIgDBEXiBKf6OjoMFltg/TMuHnCBkLtJ2zO871Tmo9UFuG3uRt39zJ3CuTouJ6moEK4IgvhAbuD6EW0HIXcLdu2QIB7jPGxfmRZBbX7A2M8EPZGFi+5GHYR6zlvuIFTLQejWcCoq/493WEVx3uXxo6HVi6xkJ9IkuQvNikZejRyEZlzCJyrVjTwnJ7v2SCvR67GnrAH760OPzapG/d9MgiCg1eszVKCE0yQ5lt/++RCuf3+96ORzhzn+tHLqarEsILDPHN5ZNlzLQRju8c9hxEGoEsJfWteKv3yyCZsKtSOXjkUOwkVbS6hoFiGDHITEiQEPHUzOCR3XphBjxQ/wxgpg5UtA3jhg4MxgiHFiFjDuVpV2IshB6PMwB5ZSdKgrYkKo1R6+Sm4k63y8kBXMaEuRkkgcVDpho6rLkAqEAfFBKayc9SBMIRMmLca2gbRabyQ5CKWYDjE24CB0B4pSdBnF1ic18CNK6uQKBy9sAcAS1kHIHb9hHrIby4wvP2QZOsdK/wuB7x4BRvw+8vZlROIgbGMV46gXKZE4opUOQn6uqoYYs2HmQ4wD28LbCqvA2vAIgTa4QDjhLt0CQp7AD1yH1SpzusTZbaLzTE9U4A8ouelsPZvdPrz8/V6cN5jdl/rnpsjyiyXF6a9j745JOFDRhIZWbzB0zkDCduVDkFZidgC4eHgXrDlQhQuHaTsr1VA+YDRIHs7CPdTxbcuFiywNByEXOl9ffgC3nZWvOk1RDbsHd9FwEFqtFjhslqCDREeg4A9m7jDCW/BhU309paGZjjDXc7sJ8aA6UDiDC4QnsyPpeNHq8eHhL3cAYOfrkC5p2FhYg/3ljRjWNR2PzhyELukJohtYLx+gzEGo4VzjcGFaL9ekkWVKkRZvUHPmORTidGZSHOoUlXT1KoRLZ29riPHSneze67BbAY1FGg4x1nEQctFQLwdhgsMGi8Uinqcvfc9ytSqv7XwWo4VetXIQirkqzVq/TiB4lefMwLXaadD5zFNrXDy8M8bnZ6G+xYOnvtkV1mXm8QkQBP17lxLlYbe+oAYjn/wOfz2nr3jt1BLfzBSk8fr82FFcD6fdisGd5WYNXuk8NAdh2x2EaufX3LWH8eXmYizbXY4tj05VdVvyn8XSc9hu4sWUEb7bxc7vMT0ysPZgRZipiViAHITEiQGvmKoWehtRiDF3v0huYoIAvNAPWPMa8NnVgKsR8AQEwlF/ZHn79JZt1Onl9wKN5aHjV78aHB/ux1o0QoyPFdGqpBpJrJzZYi5SEVLLQdiWIiVGxVzpurZVIIxmiLHy/OLbQhQII3QQhu0SdxCG+XEnzWtottq2nkCY2Ru4/ygw81VzbbYVWeXuE81BKMmpqsxBKF5f1RyEEYYY8+VJql87LYEn0aoD7DNTXWTi+AIPeDarRfaDPc5uNZRHij8USEN6//njftS3sOFpCQ7RNQhA9l3K7EuGYEzPDNx4Zq9Aux5DDhyOsoqu3sO2027Fi1cOx5T+2WHblS1D4biQ5lsM50pQVijVDjFm+7TR5RUfNJWU1rFjq0u6ttPLqdiXmtNJKs3q4QojBkkFgnAOQqOhegBQUsvWleetPJkdSceaVo8Pf1+8G/0fXiIOW76nAq/8uB+r9lehrN6FpTvLMP/XIgBBsV/N0cuRFrEIisbq+9shCira+8xsFWOpQK0m4NkUQlVyvD30mNU5hCwWi3j8Kisaq6EVkltS1yIWXdJ1EKoIGGrEGXAQKs9zmUAYuK4oz01pSggguD5egwqhVhXjYPVZQ83I8Pr8+H5nmWpBlmNJMK0COzbFsOkwK3UkkAKiS4cEXDGqG0b1yAAgd/upYaZAiR4en4Dnvt2DikCVamUuSo4ZB+GBiia0eHwYkJsacj5x9y8/l4PuPf02pfdsrXPEKoYYB/vIC1XVt3pRoeHKDOYgDA6LtoPwcBV7Fj5DEXJNxC4kEBInBmLobXroONlV0WSIsTSnWf1R+f+NZUGBUMvRF0mVXL8nKBD2vxA4b7axPqu1BUS/Omm0kQmEbeirmhsp7LJNisfSabj4pRQynGHcnSF9MFGRWI1wQle4EG7TobYGHIScuED+Jl4Yot0FwjA/5KVthptWSTghOy458oRuSo5LFeN2DDHmbmibmSIlJs8FiyXk+ItDwI3IHYRhBEIxB6HNEvJGnz/46zkI+UOBMqSXP1ylxDlE0QsAkjQEwt+OzcNnN5+O3PQEsV0zDkKlABeuUEYk2BSOC+nDdTinjFK4sGmIAdLTqUUj9yMPldQTcqQh10aqGIcT3oKFEDQeNm3GhA4gKCYYeTAtrm2B3WoR3ZLkIDTOa8v2442fDoQMPyM/Ex/fMBZPXjQIAFDRyETYBgNinbQSqDtMjjMjQnBjqxd2q8Wwa0p6LVAT8JTHXnJcqEAY9lwNnIThhG7pNErRoaYpeJ2PSpESu04VYw3x3ilJLcDzLiqvk1r9MaqheMU8i/Jlqwk7Rsl/cDFu+PBXXPf+etPzRhOlYC4W6AlzDdpXxiJB+gSKvyTxtBFhBUL9a2w4zsjPxGndO4QM18q5ye9JPgNi8JaiWgDAsK6hqZ6UIcaCQQehUxZirD6tVfJCgtMgue8WVjWHzAOohxibDakOR6PLC4sF6JRqsqglccpygisPRMzAc54lhN4QZEQSYiwILKx4xXPyaVprgyHGmgJhBNVm/b5gKGRydmSike1kchCadPFp0bE/MOgSYNo/Ily2wSIlHC0HocOkg1BWfTmCMFGvurMm2H4YAda0KKsnEFrl7YU4CE2EGLeHQOiKloOwvW99EQiEkVwn2rOKsU0txJg7CHUKMvl4DsIIrgWKbcAFQlQbcxDyH8t2q0X28Ch1EOoVsGjSEBV4WF9qgl0mECaGCTEOPmwEcxDGGXAQKsOo2uNw1XMQhgtHVD6Ya+UPlFZ41qqWyfMB6jlNpCHPWiFmAFT3sd8v4MvNRzHqqe9EF1R4B6ExoUPan3B5DxtaPWhweZGdGi8+NOu50Ygge0ob8Ppydg24elx3fHfnRHHcC5cPxxn5WegcEONb3Gw/GHEQig/skhBjzRyE/AWDhqDS4vahweVFcrzdcFEGqXiids4pz7PkOHuIQBfuCOLXDiNFSmwaDkJpGLOeE1Geg1B7OqvVAqfNqlqkR0tYMuIgVGKBOWFPLMSiaJdvOrP6oHS5q/ZX4UBFo87U7Uuzi11nefi7xcJSN4S7Bu0tY33um81eFicG5m9y6f/+4td1MzkIJ/frCAAY1b0D3r1mNP5z/VhcOrKLOD7eYdXc52J+P43LcKPLiyXbSzD9nz/jvVUFAIAhXUIFwlTJPRtQd++pYY8wxLheUj29sFouELq8PgiCoBrmHE0HoSAIaGz1Itlp171eErEFHQnEicGB79lnYqb+dGarGPu9wNGNwPePhU7jdQUdhFquMVMhxhJXDXcQJmdH5qqTik7Ho0iJGaLlYrJagcvfNz+P+N2sQMirGCv6bFbka6uY6zGYnw/QOJai5Hrj2JzBkFJRIIzEQWjix7ARgdDvlxcVMusgjJY7MJq0tUjJsXIQiiHGPAchv9a5Q+eLtEgJb1cimDvhgQNeoOYwc5cnZujOHhQIrbIf7Hab1VCi+RaxeIW877tLmYsiNV4eYqzlIOSkStwI4oOvgQcmpXOoPRyEVsUDhtTJcO/5+tUplf377Zg81elO656BzmnxKK5r1Qyx49slXsdZKXWN6DkInSpi3X83FuH/5m8FANw2dyPOHXh+eIFQeuwYFAjDhTGWiKHUCUFRkRyEhvh6azG8fgHXju+Bx2YOklUiz0pm101+jLR42HEsFgzReeDl+9YnGChSEub6sb+c3e/652hXTVYiPf7UHYTyvHs2qyXk3At3V+MimaEqxoHFKQ/LRsm1QU8IN+ogBJgAqOYq1gpNlW4r0UGo2BY3ntlT9r8o7On2JIhWpVyz1ZA5PDUF55utJbjj7D6m2ogWjSqCud1qhSfMdWtvWQOsENCrI/stGC++hNEXCCNxEL581QisPlCF8wZliyL7i1cMx9dbSuD2+XXFRptN30F4yWursK9c/pt0eLf0kOlCcxAGBMIwZ5r0uhE+T2JwmPTF3GGJg7DV48PEZ5dhUOdU/P2yoawPki4oi4y1BZfXD69fQHK8HclhXnoSsQMJhMQJgWXvtyzJQziB0EilWkAeYly2XT7OFsdC5nxukyHGJnIQNjCnApI7aU+vRyw6CNu8bAOXM+k0okCoqIRsVkhqqwssrINQ2n4UhIJwwprVAUAhECZmMgGrvpi9RjeyjUwJhPyXvE7fPEpHosk3p8dSaD9WIcbRCu9XbTvQN58ntEiJVDxU4mPDTBcpAUKuH3EWL4ZYDsIi+IDsQWGPO2kOQmnIj9NmNVThlufEirNb8eRFg8RiCDuKWQqM1ASH7OEx0am/jtKHDTM5CJWFMYyEB5pF6SDkoWbP/mYorhjVTXdeaX+GdU2DzWrRdOkM65aO4rpSTWHFiINQFmJswEEo3cerD1TJpimubYHb64PVoi3+mXEQGq0GWh6o+NwpNU6Sz44EQiNwZ83Eviw/VrzDhvG9M2G3BV8EBPe9gKU7SsWH7SSdc9RUkZIw++xwNbs/9cwyHoEgPZbVDmvpcchzoynD++88t6+hZRm47Gi6kqQFjPQqbxutYgywFyUNLi+8Pj9+3F2O2+ZuhMcnYHAXlgtct0iJ6CCUT3Pf+QNk/4uCjMH7sVaREr5WZgXC8gb5y9+9ZQ0aU7Y/ao5au80iOm4Bdp/z+QUM7ZoOgL3Yqm/1IiMueH02mueVO8YTwtwjpaQlODBtcGihym4ZCThQ0YS+nbTFd72QW0EQQsTBeIcV+YGwaSnc9V8vVjFmw8PdgqVhxVrXEN6G9DiqkwiERTXBZ4GKBhfKG1wo31Mhno/t5SCUisdaeZWJ2INCjIkTC7VCIVKMClDiA6xflvQeSZ2APuey7z6vgRDjSHIQeoOhmKldIgwdbKPodCyR/pg61vkSox1ifDz2lVc9MbFqm9HYvuEEQptkec7ADzKrFUjJZSIdLygUjmiHGLsUgmOHHsbbly7jRCKaVYyjXqRE6iDkAmHg/NGLufK3JcQ4dBsMtB5mX3KHh53dI8lBaJe90bcYKlISdK9YcfXpPfC7scwZV1DFjuXUBPn53UGjOAeHu5ekVYz1HHAcpTOmPQRCZc4mnhfJUBEVq3Tb6k8fLnebEQdhvFEHofjwGhQxjgaKo/DKwfWtHrh9fjjtVs1QUFkOwjBCh5prUQ1+bMU7bMECASZDjH/cXYaV+ypNzXMqUNXInMqdUoKFbD6+YSw++ONo8X9+jjS5vLjpow0A2DGlzCcnRfqQzY9PreNfeRxvK6rD/f/bJuYN44JkXoZxgVDaN9UQY8lxmMJzxymmu2h4FxjBSBVjLaecR3Jst2rkEgXMOQj5+e7y+vHS9/vEc2H70XoAoftBep1JS2D3CamAmpXsDFmmKMgYrWIsuX/I2wmEKhtrRmR74MVSv0B4Li/IdDxodHNHrTxdg9cvQBAEVDa6MP2fK/G7t9eKL3vK6ll/0yS3OS4UqhWYkVIbSMvB91VbuO/8ARiZl45HZgzUnMamkt+P06xIbxFnt+KRCwepXv+VDkJBJf+fGrJ7osY9Q62PtZKq5JWSIiXS+yUX8KTNRjMHYZPEbR0uKoKIHU7AJyYipgnrojH4oCR183FBY8Y/gf/bF8xzKHUQaoYYR5CD0NMCHPyJfc/oGZloJL0ZneghxtEWsMwgE0hMCoTcHddWkSaSKsZSwm2zcNvXrONR0A8NkYk00orOXPRecr+x5URbIJS2N/kBoN8FxtuXLuNEIqoOwihfJ1RzEAYe0MVtKflx+uVtwFuTxf0UkYNQ5fzrbgnkc00L/yDsk+YglBWasBoK6wyGRbG+ZyYzUaks4P5KiWP9+93YPJw/OEfXnQQwh6HNapGHGEcgELaDPhjygCG6FAwszG7ALaGcVivXlSEHocOgg1BFrDtYyY7Hgbns5ePzS/ei1ePXXZ4ZoUNcvzAqhLRCqpnKx5yCyiZc9/6vuPa9dTLXSSygFi5ssVhkD/j8AV0atqoXXgzIBcJwYefBHIRsP875fi/mrSvEzf/ZAK/Pj+e+3QMA6J5pssiZoi9S1B2EEtHQQLVkMz8PtFxJUkEjU+eliE3F4aQFvw62enzYVVIfMl7pPHOqCITSZai9qDAbGqxVxThYpMRQMyJ3froFAFDdzATuhlYVx/0xgoeJSx2EDon7+Z8/7APA3KL8fCutY/e9NKcgm8di0c/lCwC1LWyd0xPbLhCeOzAb/7v1DAxWyRnIEY9dlfuMcrvvfnIafjtWPS1GSkgVYzY83HlkyEGoKAzm9wtidWYAsu9S4Y8Lh6oOwjbmsfX6/PjLJ5sBsHVPohBjIsAJ+MRExDT2KFVQEgUHn6QASjr7lObPEkOMNd76RpKDsLkSaCoHcoYAWX1C5+sz1cgaGF/u8eZkCjGWChCig7CNLixrhAJh7jD22X18mPajHEaaFCbsXa3SMxAMJ90yL/wyBCH6OQibA86ZnhOByfdGkFPwGBYEMPokId2fbc1B2K4OQp6DkF+fVULCN/0HKN4EFK5ms0WSg1BlHXpwgZAXytFBmoPQoXC5xRkJMVa42TooHm46JLH/n75kCF7//WlhixFYLBYkx9nR6AoWKTHiIJT23W61GC56YAbpA8aPu8vwdaCAR7ice8ppwq2PM4ww645mDkLFPm5o9aCiwYXctHhR2FixtwKAdlVlIHT76yGKfV79c16a4y74YG5cIFy6sxQAO8a3HKmF3y/ETIhyc8D9pFcUiO8yucNNf9/ZJCK50RyEXp8fgiBgXUE1AFbldfORWnE6aWEeM6g5HaWuJO7sMVoIhMOnMHJH0nJh+SVixfUT5Hn+ZPObchCyfblHI+xWKRBKBZh0FQehWrVxs8VFNEOMA/+aCTGWiqzPXDIEgLwgxbFkY2ENPl5bCADITUsQh/P1rGvx4JP1R8ThXBwrqWPu63TJTxOLhRWYCeeYrgk44zokRvC7JgKCL2pC91GjS77d9e6nyirGfkGAxaI/DyC/bmgWKREFa/Z/YXUzWjw+sUJ0hYaDkDuoZVWMddbXDCv3V4rXr+6ZiVSkhBChI4E4sbBFSSCUVhRuqWHfuXOQP4j7PEFXUlSKlFjBfo4FLtgd+6vPd+nb4XovJxJX27GkPQslhENW5MGkg9AerRBjky5GztULgIKVQP/pYdqPskPzrPtZqPDoG8Mvzxmao8UQnmZzRUTEX+A686x5nX2afY3PMVvUpE0YFQilWacjuPa1Z3i/VCDkxUj49VkUdAPTSvfJ0Y1stiiFGJ9rY+GCyOgVdnYeLmu1KlxuNkuIUFXb7MbDX+7AzRN7ic4EMcQ48PCqDI9Kj+BhJyXejroWjxhKpOdc41itFtisFvj8QruEFwPyB4zr3v81uGwj1U6lAmGYEGOjDkK9BPSyHIQGBELuBPr3ygIAQH6n5BABQbfYgs240CGKfWEchFLxgYtB/OGutK4Vi7aV4Ldj8zS3w8bDteL3+/+3DcV1LYi32zChTxa2HKnFxL4dkZnkRGqCA6nxdiTH2zGmZyY6p8XLHm79fsGQS/REoklRgVUNLnZI92s4V6f4wG4iB6HH50dJXavoSvL6BZnYrJbXLFKkxyx/cJeLcNG95isdTgBzrvJ1/fNZ+WIIphpmxEt+nG8rYmG4I/LSMaVfJ7zw3V4AQKLiPJC2zV1p0XcQqovEkeQg5C7fXh2TcM7AbDjtVllBirbw5eajaHH7cPGILoaqBD/x1U7xu/T45NeuAxWNsvOGi5vlAUdbqkO+3nF2qygialEXcE1GI8TYCHr7WppnMRxxdhucNmuwSIlfMHRPNFakhH3y7csFwe6ZSSirb0V1k1u850vvl1WigzDYVrRyEC7ZXip+/9Ok3shKjsPoHh1Q2KZWiVMBEgiJEwt7lN42qYUYx6ezTzF0zsPCgYGgmyyknQgcavxhOiEjdD6LNehkNMqJGBop5XiGGJsV56QCIb9bK4uUmCXSEOPEDGDgzPDThd2+Jh/2EjoAF72mPV7LQXjhHODrvxpbHnftGoXvRz0Rr5KFwGD478y1zTmWAqEZEfPCl1ie1HD5V9U4Fg5CnyfUQagsKuOV5FYq3cpGRSQQ6pw/HQdojwvgFUPErLIf6bIqxoEHobdWHMRXW4rx1ZZiFPydifTSIiUAq1osRS+8TgsualQ1sfuCEQchwB6w21Mg5O0qXWxGlid12IRbH6M5CPWERqM5CPl+c3n9OFzVhJe+Z2LD6b0zcaS6WXO+kD5LHYQqziTZtAaqYwNBh6HDHhSr+fH66MLt+HZHGSoaXbh3mnoF6UOVwRQLPK9ii8eH73Yyh+38DUWq82UmOTE+Pwud0+Px3Y4yHKxsQmq8HY9fNAiXjOiq2+cThSa3FxYLEG8gLFwa+jilv75bXlrJOygOqe9vXvSotM6F8X//UTaOFxe4eHhnQ4KNGn6VB33pecZzx5l2EJoIj+XNcdFh+9E6XPjKyuD4MMszW8UYCFZ/ntS3I87s21EUCJUOQqnIHcxBqJ/3zaxAqJUGIpIQYy4ac/dzarwdlY1ueH1+3byY4fhma4kYEvr0ol14/vJhOG9QaGEPKTyHLiAX7Hg/DkvGA8H9z0NbUxW3PafdBn+rV3dd+AuxSF6qRYJeTj69wjpqpMTbUdXkDriFjaX4MJJ2Q3k8Vgd+E2QkOZCVHIf6yibUtXiQkeSU3S8r1RyEUahi/N6qQ6JzdNEdZ6JrB2aU+eSm0+G4LeJmiVMEEgiJE4twDkKjoVYWieCg6SA0EmJsUoCy2oMCoVOlSm4kAlqkjqljhfSH2YkeYqz2xr3NDsI25iAM2/4xFmCl6xMncUOM/AMTCPl5pIfRQiaccCHGnhagcg8rmjL0CnNtc47lecSvAUYYdV3kyzkmOQh9oTkIlYFrntBK3D5LBGK7xvnjt8XDauDlkbTan/RB32GzIk6SFB8AdhSH5r1SPiCmSUKMU+PtEbkheFs8ZMlIDkKAPfC40D4FSnj7AELy2ZmpdgqEdxCGEwhbPT447VZd8UFaLVqvKIrTxqZz+/zYcJjd91Pi7bjm9B6YvWiXbj+lmHFpGa1IzJ2rDqtVfJjkw77dwUS+Vfu1C5DUNMuvKecPzsHdU/vhy81H8fXWEgzpkobRPTqg2e1Dk8uLo7WtWFdQhSPVLfhqS7Fs3vpWLz5df+SkEQibXT4kOmy6xwjfZ9IQ49mB0E7NeSQhtcH0AurXUS6ELN9bHjKuOCDYdk7XeNFsALXiCtLjkDsIzVTYNgtvr7iuBee//HNIbsBwgmQkDsIDFUwg7NohURaerXeepwVEJ5mD0B66PD7a6K2fu+iUy45EIFQ6o1PjHahsdONgZRP6ZmtX49WjvtWDB77YJv7f0OrFzR9twP+d1w+3nZWvOd/gzmlYub8yJI0D30eHKuUvT4ICIbvmpChue9IXMZoCYeC+kn6MHIR6OfmkBVXm3jA2bFtcIGx0eQMhxuHPM+l90KnxkkHp+uM5BzOT48Qco00ub0AglDgIm0JzENoVbUXCj7vZtWxMjwwMyI3smCROXUggJE4souYglITH8UrF3LnHBZCyHUB5wHpvJMTYyAO4VFzhomObQ3BPcIFQynGtYmzgh4hPJSzCbJiyEpmDsB0E0nA5CKOtH8iqGEuEc6uNCXSuBvZLWe9HU3O1uWXqCYReFzBnCDuXu4yMfBsfU4EwTGXqaHFMchCadBAG8EWSLkJjHWqGXIdMA7Pzh2y71SJzlwiCIIb2tnp88PsFHKkJdZQFqxgHH+o4XTskRpQLkLfFQ5aMOgj5w4QRl1AkcOFLWkURMBZiLCW8g5A7FdXPP5fXH+IWUmK0SAkXCdxeH0oCFUP/fFY+kuLspsQUmbhsNMQ4jEDolYQvim6XwDCrheWl4o4SJYIgoLbZg0SnDX85uw+qm92497z+sFotuHtqP9w9tZ/mcotqmrH9aD2KapqRl5GI07p3wGlPfY/y+mN0jWojbq8fbp8faYn61xO+TbnQd1r3DmHdfNKQ2nBFhLhotK8smFu3f04Kdpc2iE6rthRkUHMQSo9D7kS2RigQCgZ+R/JznxfXUBJueZEUKeEOwq4dEpCR5ETPrCQcqmwSq46rIToIw1Qbt0QYYqy8pvHVMhNi3KpwEPLcdlNfWoFl90xGzyzj1a45O4vrUdfiwYi8dPzvlvGYvWgX3v75EJ77dg8uP60rOqXGq87HX7C8e81o2XB+TBdUqjsIKxrYNTRFGWIsedmWpLGbagMvNHje3vZGFN9U9hHfF5ef1hXj87PCtiWtZOwXjP3EtiteSKqhdBD+Z81hAED3jERsdsqLo0idgfxaLb0126KQg/BA4Nx7+5pR7ZLnmDi5OcFjF4mYI2o5CHmIsY+5mSy2YD41Luiseys4vUNDIDT7AC6dJlYchFKOq4PQwLLVnF2R5hBUm7898kWGO36ifXjIqhgr8inFp8pD87Uo3mRumaLgpBIKsu87oIkVFkDX0aHjjXIsQ4y9JhyEbaE9HYSyIiVu5rzm+0mZ/f3T34fM7rFFkKxf4/zzwdi68Qcbm01exbi22SO6J1xeP27+zwYcrGAPRdKHQZfXD4sl+GAudQxmJkf28oo/TJl1EHIhwKxgZxQuqChFKbOupLBVjK3aDkKvzw+vXwgr5EgFRD0xUVrFuDQgEOaksYdmM9tRVh03WiHGgfF2Gys647BZxGEZgdB1LYGwye2D2+dHh0Qnbp7UG/efP8BwHsGuHRIxbXAObjizF6YOyhGdaHpFWk4klKGaWgRDjNn0RoR1/hzPHIT61bT5NYE/wP/72lHisVjRwCu2Rv6COxIHoZkiJUZQnvvKczvcOSTN3RlOcODnfH3gxUmXgPvyo+vH4KUrh+H8wdphs8kq+RjVXhzw0VINZXdpPabNWYFlu0OdoFp5KNsiEPL7jjR3452fblYVhMNRWMVeap2W1wEWiwX3nBd8MaD2wovT7GZ9UTrg+TFdoAgx9oZxEKpVi1dSXMuuv1nJUXqmC4NeTr5WMbewsXtvsFAJcxAauScaKVLCzx+314/fvr0Gu0tZgZ6eWUni+d0UuL5I75fFgXtZNB2EjS4viuta0TEl7pjliSROLkggJE4sIqnkqQYXUnwuwFXPwiL5xVVNxNESl8wKULIquVwgbGMhgWNaXKGNHGsHoXR5hsQ9lZtpW3MQHtMQY5UfKokGQn7NoJWDEAgei7NzgYW3a7dRU8A+Z74KjL8Dwp9W6S9TdBCq7B/pOuedrt+OHsfyPBr1RyA+DTj3ifZdzrHMQWiXuBPE804AGiuAoxtkswpxqShJGxn5MhX4DFZE5jnd7FaLTHS6fkJP8cG/uskt5m0DgH6ScK9Wjw9xdqv4cCv94Rzpg04wxNicg7C93+fzhx5l6KrNrIMwTIhxsHBI6PkXzrXFke5LPaFIrGIcKCQBBKt2RurEDBdirCeASuFFTPj2ctisknlY35rdPlGoklLTFD03Dt/WrSeJQKjl6lLC969Hkoc0HGKIsV8I5h/VEBGUy+/dMVnMe8cdhG2p2KqWSky6DlxAsJpw6ZlFee6vf/AcWdhvuE0aZyK3njLctUNAJO/aIRGXjOiqKzByR1y4KsZqOQjf/fkQdpc24La5G0Omd2vkoYwsxJgfT3IHIQBsPlIrqxpslMPVTMjLy2T7JM5uw1WjuwEIhquq0RSoAq6sUBvMQcjExe6BdqU5CC0WQHnZ4eukdq0SBAE3fPArdgbC07u0IezeDPw6rCoQBvaFXg5TKdJKxoJBB6EypYkafPBnvxbhlwNV4vBeHZPFHKMNokAYXA9eTVp6K7KJOQgjEwj3BaqH94sw3J049aEQY+LEIlyIsdGHF/6gyUMdpYVB+EO1IzGYgzBcO8rvRqZ3qoUYRyKgnUQOwmNexViyvY2499S2v1kRWEmkRUqMouUg/ONiVjG2y2nRXd6RtcHvSoFQer5s/BDIP4e5fvtNk0/XUMI+M3oBI68O/LI+oLNQRciqFGnBk16TwnReh2MpEKZ2Bu49bPx6FSntWcWYH9c+N3ON2tMlIyX76z+XBgfb44FL3gQ6dIdnfaH5ZWrlIDT4LpM/CFotFuSmBQXN9EQH6gMOvm1H61TnFQQBrR4/OkjCBKUPsRkRFCgBgsICd3FEWsQg2vCHa17wghN9B2FoiPG6Q9XomBKH1MCDWFgHoWS83rRcBN5+tB57S1n4FD8OIhVTtIpWcJx2YyHGYpESWzB0vNXjgyAIsuqmR6qbkd9J/tDGw8DbIkBxLBYLEhy2k8ZBKBX99VA6Ko3sb6voOvTj10DOSs0chNLCPDYrunZIFJcRFAjbEGIcxkHIBYT2zEEo3YY3T+yFtASHTLwPJ5YrBSg9lE5NZdViPXj4sdEqxtJNu66APRPw67EUfo5qFSkxo8WIDkKVdBUA8PzSPRjdowPyOyWjweVFSpw9rOvySDW7VneTiLZB97F2heTmQBXwJIX7ml+L+LWga4cEHK5qhtcvoL7Vg9pmD9IS/r+9N4+TorrX/5/qZXYGGJgFBhCGfUfCjiJiREUZ4hLFqFclCbjcJMbERMwPF7x4k3j1G9er3mjQLGo0ETGKK7hFVPZVdtmHfYYZZu2lfn9UV/Wpml6qu6uXmXrer5evke7qqlP1OedUnac+ixtOSZ+aR70+oTwIaxo8+PAb5QVcrtuZUEGWWDBWCBZRhUyz914xxFiGDIeJZyuxP4e7J6r9df+poMdmpzw3ijtkt/IgFKsYq/N/SA/CKPedcOwICITx5sMk7R8KhCSzsDrEuCWQL0YsrKB+5wvcUKcvir4fwGQOQmFIaR6EopcPQ4ytPV6MAm4oGyZcpCRBgTGW/YsPKmdNUv5LJsYQ46n3AO/+Ovjvv/+H8vfmZUpb/D7g5dnAzveVzwu7mzuO6JFmRC0yNG1BYiHcqfbETXVOF6v7nnqt1TlUnJtFj89A1WIAipg49HuBOSsegTD0OXjNehD6g2JC7675yHI50DnPDUmSWi1IZ47sjrc2HNZyc6nebKIYJS7YjAs8sxiPmykCobpYUT0bjZ+bJdoC0FjE42htE65+diUA4Iu7pwGI7kGYmyWKFOHbJ3p/qd5ApYG8XGZDco1EC6sMehBGvk+rOaXU65XlcsDfpAgVLcIib++J1gKhmqTeCoEQUITv6gYPZJMJ+NOJR8jdGAmjgBhN2AWCHnNr9lZrn4XPQRjcX7dOOXA6gmkM1CrGpWFywJkhlLAhHjM/RA7CaOHvAILvckw8RooehIVanj9h7EU5XEFODAKhMFbzsyIXoFH510/OwfG6Zs2bW1fFOETjgpkwZFSdbkTnvCzNs1j1Dvf7Zfz3sm9Q3eDRxEO12JGKQ9iPWVQBUvV2FEWjy88uxxvrDuHC//cpOuS4UNfkxU8v6I87LxwQcZ/7A5XYe3YOCoTq/sMJ/qfqW3A0kEuwlQehcP1y3A7kupXvfX4Z8/+pFEMxFrEC9EVKjNQI2yerwFYoIlX11TwIYw0xbvYoOQhNnEaBcG3DedWrc+0OIY/pLwI2F4uUAKHPI5T3cLwehGp488CygihbErtCgZBkFlblcDMKPTmdgv+vikT+wI0sO8IblIQ8CPP0xwPaf4hx0gPjDOjEVxML7069lL8FpaF/F0//S1RgjLr/RD1QYySvC9AQCH8wXo8RVwOr/gh0Gwlsfj34+Z8uUdIDGHM8xioQGvu6LAPv/0b5fzPVkyPShoT2eLA8B2HA9s3Kg6RWoATQFynpOgA4sSP474SOGS4Hobl+r+UgdEgozHFjxS+nag/uxsVBZUAgVJ/DjVUnjcSSf0rEKDjkmAwxTjbhxIVYhbRoIcnGIh7qwgSIfs1VzIaGGa+1JAUX5rGGTqtE8wx0RwihFlFFQHXxqC5oT57Rz5lVta0L/qi5wCIVboiFXLcT1fCg2evPGME6HJ4wYZ9GjGJEqKIV4X7TJIRKhhMIRYEnL6t1PsAslwM9OsceTilJym0uVA5C8RxUr6ZYKmzHijj21X4qVmSNJvgUxOBBKI5ps56Hw8o76v6tr5ocqkiJ8vfw6SZM/O/l6FqQrXm9qS8s7nh1PZYaqnwbKyLHWuwECAp2qoAn/vZ/vj8SLoeE19Yc1F7QPP7RTkzu2wXjK0KX4/L4/Nh6uBa5bid6FgX7mTp+G1taF+A70+zFd/7rA8iy0lfzwngQAkr/0nJy+mWcCIQsnzegGECV7ndBgbC1KJmu1AXBHIStv1PbFC6/qBF9kRJzL1FEcTxsiHGI/aiFZfKzVIFQaWso70xx+CWSg7DJ48PbGxWbDu3eMcrWxK5kxpMqSSlr1qxBWVkZZs+erfv8zJkzuOWWW1BeXo6uXbti5syZ2nenTp3ClVdeiZKSElRUVODFF1/U/faVV15Bv379UFJSgsrKShw/fjz2hjmzo7+qMbsINm4nhhgbHyRcEd766sQfE8NFl78t8GYm1QKPnYg1f+D59wDj5gE3vRNmH4lWMU52kZIULOYufzb8d3lFwE9WA1c9D5z7C6BkSPA747Vz5epFpUiEy0GoVhkHEhcI25TQHgeWexAGvJWaA2+7w+UgjPSCJVbCjD+vyXeZXp8fDim4oCvvlKt5ihgXoRXFSvi8unBrDCNWPTZ7FM7u1Qk3TDzL5EnoMQoO0Sr2qqjnkCxZO5y4EKuQFk1P1Ip4BBYy24/Uat+ZzUFoFqPnhjidxOtB6I3iGahWOY62nRq+qAqzqghx/Iw+d1htCI+dg4ECBFYl/Ff7eFvIQ6h5BUfxIDSKV04T3nVqn1C9dgB9MQkRcdGvCi3iGMp2OuLyxtTCV0Ms9MW0BsWa11zrMMNIxNIi8RKr4pF43tHGkFGAioToQRiL56GIeP7uEHOI0fv3hDDW6lt8eHP9oVbiIBDaU1eSQs/Fx2qb8O7mKry7+YjOho2GlBKieZ0OCf99xXD8z/dH4qU54zBtUAkA4IcvrsYj72/HJzuOa0WtVPaeqEeLz4+BZR10QlduBA/CQ9WN2hzYKeBJL6IXoF06L7zygNh9Y4j7XlYED0JxTkmlu0BQIAyf69asB6Eait3Q4oMsR7/HAQYPwighxiJlAYHQ6AkayjPQKg/Cz3aewLG6Zow5qzOGdi+M+ffEHtCD0Ga8/fbb+OUvf4mxY1tXA501axYmTZqEPXv2ICsrC6tWrdK+mzdvHoqKilBVVYWdO3di8uTJGDJkCMaOHYuNGzfi1ltvxWeffYbBgwfjpz/9KebMmYO33nortsaZERPMCg7GxY8oLhhFlkj7TMiDsKD18eISeNqS51OK2yqKFmbsk1cEzPi9/rOEQ4xFgTCFIcbJoqjC3HYX3Kv85/MCTpeSZf2dXwK1h5Vqx0OviL4PlXAehC1CdT1jPsRYae8CodXisTPQ79QQY908KXgQegSPJ9EzNx6Evt4su5AdyH3kNZ2DMLznkNvp0HKvdch2aWFE6gJKXdAZBbxZo8oxa1R5TKchYlwsmPWGSzbhxIVYw8KiiQaqsOPx+uHx+bFiW/DloVkPQjXnVt/iyHOAcQHcp2twe6PwadbbKaoHoVbFOPJ2asiYur2xwIVKY4jcaMsDFVfH9k7Ui1ohK0IOsUzDY/C8DIex37pN9GO1T6iViW+YEP4lgDhe1MW8W1e1N+rhwrbBBzmkB6HoMdq1gyJaxVukxMyTmThGVMHNrQsxjuYtHEOREmEejMXzUESXgzDEtYiWHuDRD3Zo///TC/rjhc+/xaLLh4WcjxyS1ErElWUZM5/8HEdrg2P4Lz8cj3P6d23lQViY27pAyFXf6QEAGNenCJN+uxyn6lvwxPJdyvcOCR/eeR56B+aw97YcAQD0K9GHhOZqHoStx3KD4FUY6pxcrTwIg15pzWEqOgNBT7xQAqH4WSpXA64Iglmz6kFo0ls6z5APMFo/AvQvucJ5O4fajVoYJi9Lf0xviPuJ+Pt4PAg/2XEcb6w9iL7FSh+aMqA441NMkPRBgdBmjBkzBhs3bsSiRYuwbds27fMVK1aga9euePDBB7XPxo0bBwA4ceIE3njjDRw8eBBOpxODBg3CDTfcgD/+8Y8YO3Ysnn/+ecyePRvDhg0DACxcuBClpaU4fPgwunc3GWIIRK5g3KE7UHcY6D7a/P4cLsAfuEGKIcatPJ0iCYQJ5CDMVj0IEywk0Jb0wVTjFgTCeMPTExYIEwxRjrr/FAuEXfoC1/xV+WsGVUhyOIDLHo3vmGLIqohaZAgASofFt2+V9i4QJt2DMFSIsQx4A0UuzpoMXPK7xI4pnEMz3MiGMn/7YO7cvH5/xEWz+jBdmOsOJrCH3oMwUpXceNAlL3c64vZks5pw18nMYsjMflTUxZLXL+PeN7dg5Z5g9UazHoTDyjviH7dO1CoSm2X+JYOEduq/e2XuBFP7aDEbYhyqDK2AMVRWFVOMIcahhEY13M+qcDD12NHOLRNQcztGy7dnfDFgpjhC0IMw9MsBEdFDTZ0j9OG+8Y1rl1NCiy+0WJvjduKaMT3hk+W4PQhjQZybNCFbV6TE3Fg3gyhYqeGVseKKUjk2lsvz8+9GzgHokFoHOJxu9OjEQQD4YvcJnNO/Kz7feQJAsE/ddl4/7DvRgKvH9mi17xy3Ey/cNBbLtx3D4x/tBKDMl/9YexC/mD4QgBImDQDDDWHWkXIQioVYQgns4mcdsl06kU2r6h1SIAz/giHdIcZiKPfybUfRt7hACDE29/ysFsxRw7/N3BJFoS3cM4RRYP/HrZPQKeCtmid4LQJAS2DemzKgGJ/uUF6q6V4OqLl9YxAIb3zhawCKrYGg9yIhoWC8o80oLS2F291axHjppZdw/vnn4+KLL0ZpaSmmTZuGPXv2AADWr1+P8vJylJWVaduPGzcOa9euBaCELKtiIgB06dIFFRUVWLduXWyNiyTUzV0BTPkVMPF28/sTBb1QRUrMHNdyD8J2noMw1QVVdB6EcS7sY62EbES86SclxDgNIeqDLwNKBqfmWED4EOPGgEA4uBLoGL8XV8h9tzes7htaDsJASKgrTJES1YPw+n8CZcMTPGZwLLYgOJZaZPM5CCMtmlVBJDfL2aoyZayJzM0iLkryszPDexCw0IPQZIhxi8+Pl7/WF64x60EIAN85qwjdO5kXCO+8cACmDw0+s4jix4VDSlvlMwtHtNBhrUqzN/x2p+pb8PLXBwAEr4cqbqgehF0LlIViqGIndU1euBySZX0zmBcy8+dE1ZMmWk5BYz80I56pC3bVaydSPxTFlFzNg9C8eBYONbz0nH7FIb//3VUj8D/fH6kJEI4YRclYPIR0HoSBPhJLDsJYciLq58XEPQhDCcjRzn3fSSV0/xHh+oZDgtQqB+ERIV/obVOVF6q1gdDgY3X6Yigd89x45obvYNqg0F72o3p2wp0XDsAT156tffbGukOa12JNg/Iiob/BgzBSDkIxdD6U95x4zQqyXVrf8vlkLb9gqN9FDjFOz3pFC7kNzGnvbTmCOYtX48cvrRZCjM3df9X7tHr9YvWy6xSmmJTYXyUJGN2rk/bvoECo9yDsIIyNUFWMQ3kahkIMWa8LnFdJoUVFQUm7hB6EBACwY8cOrF+/Hi+88AKGDBmCRYsWYcaMGdiyZQuOHTuG4mL9w0txcTGOHVPCXqJ9b8Tv92vVwHy+4Nsm2ZkVfhFfUKrkjwPML/QdTkiB3cs5HYO/kxy63BiyMzv8PoVtZckR/dhOd3D7rAJle0mKbR/qodXfuCK0L0PQ2go5altV28dSES4srpzgsR2u+K6TaGOHM659JPr7iDicQv8J8Rq7DRDd5soYkWW//vwaTiqfl41I/LxlX/A6tsFrGI545hZTBOYyueWM8tcwD2n28jYq/xLm77jHuMOlnU+zIBA2eKSo+1q3vxoenwyPzxt12065bkgBz0G/LEOWZW2BleN2Wto/xBCt4g7Zpvct9tVk9NdwnoJOKTa7Kf1ADmvzSAsZdTGU7XJYfo4Ow3novC9iOEeP8LwSCk0gjLDdvW9uDh7bofRlVVxSBcIu+Vk4caYFLT6fbj9+v4wzLV50CggNVlwnTbT1+kzt718bD+ONtYfw2ytH6MJeLb2Xh0H1UnI7o88BDiko+LscJrYPDM36QD/MdYfvh6LgmBuYI0SnLEmKfrxQPHT5MIzrXYSrx/SI+fdmzlHFzDyiq5DsUK6FeN7imAq1L9FBK9qxdDkIs+Obc/WCZmjbiX0CUMbf2N6d8eWeU9q/Lx1RFvX4ag5CcbsjAa++mSO6YUQP5YWDx6dcZ7VS7cVDo+9b5LIR3XDp8DJMefhjHKxuxJbDpzGsvCNqGhSBp2OuW7c/TSD0tB7LokCYE2KOFW2bn+3U5fHTQowDIqL4W00gDHHMZsGDMFn3rlCop+LzK8dc/O+9AJSKwYO7KXn2zN5ncjUPQo+2bzO/+9NNY1B1ugmd89xh+6KK+sJB3S5Xl/dQ1jzJxZeKDkdwe1Xb9fgi359U9p2sb/VZeafckL9tT8/HJH4oEBIAwPHjx3Hrrbfi7LOVt1f33nsvnnzySXz55ZeQZRkOw5tBh8MBfyCkJtr3RhYuXIgHHnig1ed1jS1YsXSpFacDAJjhk7Ul5tebduDIfmXf5afWY4yw3adffI2aDSdC7iPbU4OLA/+/et16HN4b2SV70qkaqFLp0reXAQA6NB7EtMBnDU1N+NDkOc4K/N18pBl7LLwuyUBt66GDB7DGZFtjzlEZgpyWU7go8P8rPvkcdbl7Y95Ht5q1UP1fDx85htVxXGv1/PcdPIwNFttK7D8ffrQcDdmbI26fyYSzudtbjxkA6s/U4iPh+g0+/BUGANi46yD21iR2XcdVHUG3wP8vzfDxFAtq31u1ahWqdlkXctatZj3GAThz8gg6AKg6dgqrlqpz6DqMAbBnz26c1VQPSG68HcK2sY7x0Yeq0DPw/82yW1PJdu4/jFNRbPbEFgfUoIhw9r24h4R3DzoxOvcE3n33XQAu1NWdwdKlS7H5lATAieNVh7B06YGY2h2JHVXKfgFAbqw13feam50AJLS0tCSlv+4/A4R6BFyxYjm2mHLUU367desWLK0OzklGm2+tVs5/+aYDMKatv/2vawFIOHJwH5Yu/TaW5kdt1/Zt32BpXbDI0bbDQTscOVJl4poq+zl59EjUbSU40dDYHHa7tbsUWwLA6q++xOltMmprlM8+WL8XgAS5qRaAA7v37MXSpXu03zZ5AVl2weGzrh/UnFLGyofLV2CbidSu961xoqZFwh3Pf4BrKlo/11lxLw/HthrFbkerDmPp0oMRt5UQvM779+mvYyi2H1L2XVPfBEDCrm1bsfT0lpDb7q0D1D5RFeivhw4E55yW5qa47dMRwHvLNsTwC6Udx48djXpMT4tyTZqbw/dPlT37guezfu1q+PfKOHYk+Nm6tWsh7V8DILTN1xwPjrFox9pcHdz2eNVBLF26P+L2oWjwAuq12PftHixduivEVsE+AQD3n+3Bv/afgHpOnbP8eO+dt6MeS/Y74fHrz+vLY8o5nDl+CGtWHwTgxLd792HJm98CcCHfJePdd/4V83kBQDeXAwfhwJsffIo9RTL2VSnnserfH2OX4PilzuP7Drae074+FrzGZ06favX9gf1B2x47dADKyHZg5dercPS4A4CEf3/6Mbrm6O29N/C71WvXIevQWt0+vxKOOaUkOfeuUJxoAgAXTpw8hVf+uRRf7lGul1OS8e3+gwAcWPPVSpzeFnk/AHCwXtnX9v1HAEhoajI/tvMBLF26PuR3u4Tr7ZB9un1+G5hf9uxXnj82HwjMewf3a7+pOhycAzcGxtrOXbuxdOlO+PzA0984UZ4v44rerefoDw4F7aKy8Yvl2BrC6Vd03CH2hQIhAQAUFhZi1KhR2r9dLhd69eqFw4cPo6ioCNXV1brtq6urUVRUBABRvzdy7733YsGCBQCUiSg7W7nbdejUBZWVlVadEvDNT4EmJT/WuPMuAnpNVD7f4gP2/a+22ZRpFwKlQ0Pvo/4EsPmnAIAxY8cDQ6K076XngTPfAEDwXE7sALYp3o95+QWmz1Ge8AWw9U0MO/eXGJaM3HZWEogmLy/vgfIo5yfLMt566y3MnDkz8QS5DaeALXcAAM6/4EKga//Y97HdBXz7BACge4+z4uuDgfM/q3dfnHWZhX0Y0PWf7154IdApfCL1TCWqzZtqgE1Afl6e/vr/awVwFBgx/jyMGJrgdf3bX4FAtKyl80y6CfS9sWPHRp+fYmG7G/j2CRRkAWgGuvXsE7xum1qAfUBF77MgHW+BnNtZd03jHuNvvgdU/xuA3oPQm1cc1Wa/+GoZ1ISt4ba91C/jeF0zyjrmoLbJg/mrPkBeXj4qK6fCsfEwsH09BvTtg8rKMPeDOKj/ej/+sVcR0Pqf1R2Vleby6C7c+CHOeFvgdmehsvJCy9qjsvVwLR7Z9Hmrz6df+F30ChQFicTPViqV4EcOH47KSb3D2rzLrhN4dtvXONGsfNa9Uw48PsUOcmDh3qNXb1RWJphj1NCuoUOHonJKhfb5yX9/iyX7lHtzz/JyVFaeHfL3Ku6KKjz24U48edNYlEcJbf7VqnchOSRUVl4a8vun9nwKNCgeRVPOnYyxvYvw6rGvsKfuJKoalWswqHc5dmyoQvcePVFZOVL7bdXpRmDVCpQWdURl5TlRzt4cb1avxvbTxzBx8hScLYS5haLZ48PPVr4HANhRn4Ppl5yPFq8fhQFPJsvu5QHqm726kNOCbceAb1ajdy/9dQnFr1a9C1/A86l/v76ovDRymoyqT/fgX/u3odmntH3s6FGoHNsz5LabD53G/9uszE3DBvVH5fSBWLVkM1YeU4St/LxcVFZOC/lbq1H7eI/u3VBZ+Z2I2963/gM0NHqQnZ2NysrvRtx2x/vb8eHh3QCAyRPG4/xBJfjk7xuw9uQhAMD4cWNw8dCysDb3rD2IP+/aCCD6PbZo1wn83zYlJ9qwgf1QKeQLNUt9sxfzV70PABg8sD8qLxrYapu7vn5XSy3xmxmDcP25Ffj2X1vx1fG9AIBZ3+mDysuGRD3WPWveg8cv68b4vuW7gN07MHn0UPQrKcD/bVuFbuU9cMmM4fj5l++hMD/+PrH9ve1Y9fFu9BkyEpXjeuF3W5cDaML3Z83QCloAwPYjdXhk02coLOqKysoJkGUZ72w+gg0HatBnYDawW1HE/nDTFAzppq9Yu/FfW/HZEeU6DBvUD2eaffj30X0YPfo7+LJ2N3CmDpdMvxCrPv1AZ+/dH+zAh4d2Yciw4aic2Fu3z4ZVB4DdmzB9SCmevG50ynLuHqxuwIPrPkZhx04YMm4o5FVfKF9IDnQp7gqcOo5pU6dgVM9OUfd1rLYJD29cDp87H0AD8nOtGdu7PtiBDw4pInZejn48bjtSiz9s/lyz4/b3tgMHd2PEkAH45Ijym549gvctef0h/GXXBvTuU4HKmUPwTVUtdn31OXbVSnjsxxdpoe1f7jmJG57/ulWuwh+M64krvhc6JYzX2zpcndgPCoQEAHD22Wfj22+/xfnnnw8AaGlpwb59+1BRUYGysjLs3bsXtbW1KCxUbjDr1q3DiBEjAAAjR47Ehg0bcN111wEA6uvrsXPnTu17I0ZvQxXJmRV/KbiQBwq+LZFyOwf3bcglKLlzwx/XGdxWcriit88XzPMghTieJDnMn2Pp0PDCZYYiQTZ9fpIkJb6oEIqUSE4T9gmFkDfQlI0jIDlisK9ZdP3Haf3+U0hYmwfydLbqP4EchFJeUeLn7Q8xNtsREmBt3wgUKZGa65S/rmxhDlXmcMnXHPgu9Bwa8xgXqxgLAuHX++vQf/txnB/I12XE75d1D8DhjulySugWEHvUfFlyYHs1d1JultPS/iHmPeqY645931Jy+mu4Ig5OR2w2KzSck9HmxuIBPTvn4WB1o+4zr1+2/BzzDXYU86OZOccZw7tjxnBzRdbcTgeavT5T55DlUtplvP5dC5R7mfFanAkU0CjIcVl2jbKEBPfR9rk9ECoJACfOtGDwve/BIQHP3zQWUwco8RLhxrnH54dDkkzn53trw2H89JV1+O0Vw3HN2F6BfSjjOsvliNpWXVVbZ/TtjXkKI439LKHYUF6WYgunLvzWgueZGHGaOEfx6+jXL9gn1X6qz7MYPF4om0/u1xUA8N3BJVGPJRZyKMiOr2+LY8gV5lqIH5V3zoMkSThUE5x/unTINnVsJYTcr9v2aCAHYVnHHO06ef0yWvzm+2w4ivKV+29NgweLv9irFSnJz9Y7C6g5Aj0+PxpafPjhi6u08Gl1H7ef3zdkgSOXIQ9kY+Ae6JeD+XrV+5dob/W6+/yt+5RaCGxgWQetkEYqcAnX/3BNMDekzy8HC5CZvLd3KciGJAXzSFqyVoF+fmry6O8XuW7l2afZq/Qx9ToWGHIQGm3gl5U5fP+pYJ8+VNOo5UH8v8++DVnI5P+7bEjYc2qPz8ckdigQEgDADTfcgDlz5mDq1Kno2bMnFixYgH79+mH06NGQJAnTpk3D/Pnz8Yc//AE7d+7Ec889h1dffRUAcNNNN6GyshI33HADBg0ahHvuuQfjx49H374mq6CqRCoWEg+iEKirYhxvkRITCW4FEUJDLB6QqiIT6SLVBVV0RUrirWIsViFOcEpMxvmnuopxOtCKXhiuX/U+5W9hggVKAKBDIMC4c+/E92UHVK/lFrWKsZheQU2AE3godVtUDU8nEAYTfXvhwN++3h9WINx2pE77/6/uucDcoQKnoCaej6VgRiyIVYwLc83PUWKh6GQQTrQxK+b8+uJBeGvDYVw8rCzidm5D5cjSwhxUnW7SfRYuqXs8LLhsCN7acBhXjNZXCxU9Waz2anE7JZxpVnJfmRWlsgxFFbpoRUqUnFKL3v4GXQqy8Z2zOgOAloPQkvaqlZdNJLhftVcRG8o75WrCil8Gbv7TKkys6IIxuQh53kvWHcKv/rER2S4H/vWTc3BWl9CxzE0eH97fehST+3bBB1uPQpaBX/9jE/oWF6BP13x4A6lqolUxBkIX2YiEMQ9npLEv7k8tKGAUnVON1VWMQ10/p1ikJErf7tYxF5sfuAj5EapBq4jXuiAnzirGwvkbx5OKaGNVbPEJgknXAnPrjlDpnw8EXnSUFeZo+/T5ghWAQ1UONkuHwDWpbfLg4fe2h90uS6go/PTHuzRxEFCKIwHh7Sa2Ly/LBZdDWb/4xCrGIQojubTK9MH5o8Xrx1++3IfjgZyqqR4PYjEs4wuoM81qrltz93aX04GOuW4t76NVepnYF+tb9GG8xjlZfTEijg19Hl3VBsp2Yo5BtSq7zy/j811K+qyl/zkZw8s7Yu3+GuS6nTovVEJCwR5CAABTpkzBXXfdhfPPPx9NTU2YMGEClixZoj30LV68GHPmzEFJSQny8/Px4IMPYto0xeV60qRJeOihhzBjxgzU1dVhwoQJePnll2NvhNO6RQIAQxXjTqE/BwCnhVWM/SFyN+iq0GZOFct2gU7ci7P/xGrjSPhaEvt9KGwlEApP4D4vcHwb4MoFiipC/y4WLlyovCgYPzfxfdkBY1qDUFWMVYHQZb66rNljNsvB//fBieq65rA/235UiR2/fkIvlBaaEyvVh221y2leBhYLhGKRksKcWESe5C6wwlYxNrkaunVqX9w6NfpLQLchYqB/SQE2HTqt++zmyb1NHdMMPzynD354Tp9WnztDLK6sQvReiSZMqf2hwFC5tXsnpd96fDIO1TTij58rORkfD1Q1Vb2BrEBtY0uIKqRG1uxT0scsnDUU+dku9CspwDMf78Zraw5i5Z6TWAkXnlnwLgpz3OjTNR8Oh4TGFp9m4xavH19/eyqsQPjE8p14asVuVHTNx8CyDtrnVz2zEllOBy4cqlR9jVbFGGhdZCMaRhEj0tgXPelUcUvUf8IV/UkmZo4ZUxVj4XxUwcIdY9VkY78Oh9VVjLNcoe0tNrlz4EWEmDLArIjnkPRVjA/XNOLTHccBAIO7FWLbEeUe5PX7Ne+7cG0yQ4fAvaKuKRjuKRYIUlHbX9PgwVMrlPDw3105HL/+x6Zg28PYTRwj+iIlslCkpPU5qHO6WAX92U9245EPdgj7Tu14UMduk8en8xAFgDNNagEy8/YQz9uqsR1p/GiV5b3KNVWFQp0HYYiXXGqV672BitxAsOhSTUMLWrx+VBTnY0SPTgCgvXAiJBoUCG3K/fff3+qzefPmYd68eSG379atG5YtWxZ2f3PnzsXcuQkuvC33IBQe9ty5oT8HgKwI+ZZE0cmUB2GI3A2iKNheBR6VdFa/ygud8zIqOoEwQS8NLwXCuAjlQXhqD+BtArqPNjf2opHfFbj4ocT3k7FYPPaMgrtOIFQ9CBtaf5cIYUKMvXDim6pa+PxyyIfsk2eUcdetY+xCpbroa2wJhBjHsIgwg7gQjsWDMNmEW6xY7l3n0u9vcLdCODcc1v49qKyDaVE3EZIp5qiLSY/P3yqkGlBrtCuoC2ej12T3QN/1+Pw4Jojhu47Whdzeiva2RPEgbGzxYdnmIwCA0b06o3NApPz/LhuCX18yCE8t34WXPt8BD1w4Wd+Ck/X6+1+Wy4EWr1/z4DEiyzLeXK/0hT0n6rHnRNALZlBZB2w7Uoe3N1Zp+4qG2KfNeBwa+3puBM83cX/dDWkKAL0QlSpiOaSZRzOHziNPObdkeUnmGEKM40EUP8MJfeJY75yvzL93XjgQL65UohPO6d/V1LGM1ZD/9lWwqEp+tks7jl8OCu+JCITqNalr8qJP13x8e6Ier82b2Go79RiqKNY5z43pQ8p0AmE4sc6l84p1afb3yTKaPD64HK1TIYi/8wYEwmavTycOAtbfR6KRowmErT0IVZE1x6QHIaB/IWDVqUS674j3ECDonSk+P4jtcAliLgDsPxWcO1W7VAc8IDtbeO8g9oECIckcrPYgVMW6rAL957qQXyfgjiAQxur9FyrE1GEjgdBqkcIMl/xe8WSKt5CLpR6E4b2c4sYWAqEaTymMn+2ByoLl5oo6EIsxjgWdp3XAXk2Bqi/Zhjk27mMG50pRIOzVtQNWHvPjs53HMXVg6zBjNaQmz0Rom3YogwdhkzdZIcbBMdsxgwTCcOdpteeH0ZNrSPdCnQdfIovoWBAXZ8kIMQb0HjXht1XO95uqWu2zHLdDCyXz+Pw43RhMVbLruBLiH8p7KP72mgsxfmdTlfb/nQ0ejG6nAz/7bn/0afgGlZWXotHjw7cn6uF2OjTBft2Bavz+3e1hj3OktqnVYh4A1i24EJ3zs3DjC1/jk4CXlpl+KdrYzPZGT9JIHoSiB+eUgKgkaifpCDG22slYH2Ic8CAUQ4wtPEcxdDVegVDEmMpARTSxKpR0zHNj728vDfvCKfR+1PuFEk6vjofpQxQPV7Xv+fxyUCC0IMS4rsmj7S/Ui5Rsw3lfPKwMedn6fhxuvhNt26UgSxe2Wt/iDevxHvSYVtq1Ytux1tukeDw4HRKynA40eXxauG1hjgu1Td6gQBjDvV28Nla9UIp0SdTxtudEPU6cadbuJS7dS4jW9zBVINx7IuhB6AvYpaZBmYc752XOcwdpO7TT1SZpk1jtQdgcyJ2Vra/cpRPscgrNJ5iwwoPQRNhLmyYdHoTj5wHn3BH/72PNMxkJXxKqf9lBYA4VYnxojfJ3UOjKoMSA1X3D+MJG9LRWj9UYqF4v5nhNhDA5CIf3UhbkK3efDPmzhkBITSyhasYchI0twUTmVpItLEoK48i1JSdpTg13nlaLZ+IieXyfInTvlKs7RqoSouvyN1k8VFwmBTcguBA8b2Cx9tnaBRcKop2MWkEg3BEoElKSBoFQFSdvnHhW1H3mZbkwtHtHDCjtgIl9u2Bi3y6CV0zoPvz66oMAgKkDi9G1IDjeOwUWtH26BsOSQ3lmGhE3CVeER8QoYkQSELJdTmz/r4ux/b8u1vqsM8ziPZOIpVX6Ii/K/7uSIJQA+nxwnSwQMMKJcaqtctyOVi+QYhE8g/cL5a+as3ZcnyLdvvxyUCDMTuBlkxhi3Bx4eRXqZYpxXJR3ykWW06ETo8KlVBDFp9LCHO0c6pu9kOXwwq0adu7xyahr8uCu1za22saZhrVOjtuBM81e7Dx2BoU5LvQsUp5ZVE9po5gaCd38YVG3j9TfRNvev3QLvL7IuVdVm/pkGc1eHw6fDr5oUfMSqh6EVnqfE/vQTlebpE0SKRdgPLQEEtcbvVtEQcgoHkbExF1i4Azlb49xwvHEh4TMfIi0jLYoYOnyGCb4oJqMRYJOwGyD19cMoUKM644qfwt7tN6etKZTL2v3ZxwLoqe12s81gbB1hcS4EAVCIQfhmArFa3DjwdOtfgIEk5Dnx5B4WwwJA5JXpERcuMZTpCRZhPOWsj4/X3B/as5CUZhJlaOJOHVafY5aBdMwQph4DVTh5fKzg4WXlAIBatieXycQ7jqmiHRWhmGrYd9qvqtwqB4oE/t2ie84EYTIk2eatbDEfsUF+J/vj4Qk6SvgioKOmaIjouBhyuPQsE00ASHb5dQJW2I/SodAKMXwPGnmNUOo6uPJCzEO7rdTbuICRjhPZPXFT5d8c9WKwyF6EALB+0W2VuVX2c4vy2jxBQS9BN5EqC+TzjR50ez1w+UIXQ3cafhcrSovClzh7KbzIMzP0rZT55/87DD3CM17zY/HPtyJuhApBFLtQQjoBdl+JQW6PpHldMT08kt/j7LKgzD8fsTj/WtjVbB6u2BHsRqxGGJ84FSj7t16MMSYHoQkfhhiTDIHt0WJ7o20CjE2eBBaybi5isgxTsjHKIpmVuRSy2Qy9C16RKzIQfj9xcBbPwPOv8eSJunQhXq2wetrhlAC4Rkl9xU6RK6Sanv+403gyGag+9nW7tcYYpwlFBkwehCKRaAsOqYYYtynpBMc0hms3HMS/73sGwwv74hLh3fTFm31qkAYZkETimCV4IAHYZKKlGTrFsKZ86CeaBVjs4geLqq4Ii7UrBbrwpGaEOPQHnniNVW9XLt1zMVTPxitLd50HoRNrRfcVnoQms1BqIbmxVtEIpJAKIYWZ7kcmDqwBF/Ov0CXL0sU48x4BIoisKmqx4ZdxuJhZDxGWkKMTRCL/7F4ydRz0xcpsahR0Asfam5Aq/YnovbxLgWJiZDhPAhztYI1gRdOfmgFPmLtTyIFQohxs9cfMRVDltOBxkCBRPUlmcshQc0IGk6YEufmgmyXdg6nNYEwjAehMFdtPFgTcptU5yAEgBNngil+pg8tw/JvgqHPoaoxR0LvOZt424DIc4RRvH47kN5BnPfEeVQMMV6+7ajut6qQqL7goQchiQcKhCRzyApd5S5hjJ4wokiXHYPni5kciYXdgAsfCH+89l7FuC16ELoEz4x4cxAOvVz5LxmIbbI6DD9TMOYgbDoN1ASSgGd3CP0bolAxVfnPaozznS5Xq/owG1gtWeZBKOYgFISCrCyUd87FgVONePaTPQCA/Rc34Lap/QAA9QEvkVhyWWkeIYF/J8uDUPRqjOdBPRVJG1wOSVtUWO0JJXqpqIs0UYhIleeVLsQ4SR6E4QRC0btD7F+XjugWch+1TUEPQpWSQusFwmghxkHhPb77orGYgcjR2ibt/6+foIQwG70kxUW9qRBj0QPOTNVjQz8wc4xwv09LCkITx1RDFc2MM32IcWCsJinEWJIk/H+XDgYQDKdNhGgCbaL5X1VvTX+YF0pBj3TZkiIl6n4bPD60eP3Ij+AFlu12aO1Rx6pTJ+yGCTEW+rvL6dDO4UBAvC/tENprWRvX/uD8ke1ywOWQtHtxOjwIz+nXFZ/tPAEAuHlyb3y287jQvtju62Jfj8VTN/I+g/+/cNZQU78RPW3F+VqsOP3xduU81aJQ6phnkRKSCG1wNU/aLckSCI2TuyhiuU2E7VQ+CYyYDZR/J87DizkI27lA2BY93MQ+4MzAdyZin3Elv9pn+pCgySEfCiJ7W/RKbQ8YX6yEykGokpQchPriQb276O8PX397Svt/VcjIiyHEGFArU6oLPrWKsbVzdJeCLE0kiycHYSoQ8xEm14NQ+X8xFDRVwzuZHoTqYjhcrj01kfzbPz0n/D60RbeM2ka9B2GHbFfMfTsSakEHVcgIh1r8p0OcAmEkT8WjgUrNt5/fV6sKbET0wDITYuwwIYqIGLcJV+gi/O9DHzuT+O5gpYjGFBPVesVzUAVWty5s29ol44/OrcCPzq2wZF/R7J3ovK7uXitqFbhfqAKOmNO22YIiJZKkhA6rL66ieRCqqC/JdCGyYa6NMb+t+pudgcrpFcWh12RqP/D6ZE1MXLvgQt3Lj3R41P7qokGYNao7Pr3rfGS7nLr+mhOjB6Ho0WfVPUq0w9jeRaZ+I/Zb8f4i5rzcd1IpUPKDcUqaGaMHIUOMSTxk5tMqsSfJEgiNYcTGKsbRGH2D8l+82KHIhIrsS3cLYsclLE4SrWKcDMSnk/YslkmOoAehmm6gS7/0tcfuGMdCqByEKskQCIUchHC4Wnn3VNe3aP8fjwchoIhG/sDDdJNWpMTaOdrtdOD1WyYhx+00FSapkoqR/uKccXht9QF0ynPjL18qHrtWr+vEUC1V8NHlA0zRQlIn5lg8j6qL93AeeaoIXVwQ3gtQ9CCsM3gQFlvoPWg8ViTqLPIgVI8jyzK8fhlupwPHAh6EkXIr6kKMTYhTogehqRBjQz+I1esp3UVKzBzxgVlDMa5Pkc5bNRyhrl9bCKMGoj8aJVotPehxHs2DUAgxjlGUMqIIhGq4coQCOsJx1DQbuhyEYS5Ok+EFgSpgVZ1WxmZ559DCvSrWb62qxfG6ZjgdEvKzXbq+kg4PwuE9OuKx2cFUK+4Q9x6ziK23amyLdog0ln57xXDc88Ym+GV99XRR0FX31ez140htEwpzXJqnoPpCqrqeRUpI/LRztYK0KXQhbBZQ+YSSf/C79+s/T7VgJ9kgxLj/dOVvnynpbUc8iGG78eYgTDbdRwM9J6S7FclFcgRfz/sCC+Tzfp2+9tgdM0VKVJKcgxAOF64YrRR1uCEQjqgunADBgzCGHISAchpql2tMUogxAIzs2QkDyzIvVP68AcV48gejdQKQ1VWFRe+WXC0/VuqFFUm3OLN230EPwsghxpGurVsIxzXmILQy/yAAZAWO1RLG41El0RBjsXjL7uNn0Gf+O+j/m2XYebQOR06bEQjFEMj4QmQjYfSsijXEWGxSqnJpxkqHHDdmj+tlKozXEeL6uWL0ykw15wY8I0f26BRxu1hDTI2oU5aWg7BFX6REncd8fhlnAuM31hdWRsRrn4gHYbhurZ6Dtp3BvIVh+ozaD9SiYWr4titJBW3ixam7frGGGAf/3zIPQpNFjZwOCV//5rv48M4p6CK8VPL5W3sQVje0wOeX0bVDtu6FTJPHh3e3KHm8iy2+fxB7kIHuMsS2WJ1rbPR/AKOub135NdVFQ3SCZPpvmknh+4uBA18Bfc5Ld0tix53hHoQA8OPl6W5B8hE9CJtqlL9WeaaR2DGK5ToPb6MHYXJzEMLpxqXDSzFmfhFy3U78+ct9aPIqi5uVu09qlV5jXZBJkpT0HIQJk4IkhMkUN0RRTA11cpgIf7Oa1OQgDBrL75eDieRlNb9j+H2oi2uPz48zBg9CKysYA+Y9CFWBMF6hw60JkX58uiOYD+zj7cexIzBmexWFfzEsiiKmqhKb9NDRtjFsH6uo4RSUF4ujb01h9bB16QRC1YMws0QfI4tvHoeGFm9UATRRbz4xxyAA7f5jLFIiyzK+qaoFoPf+igexf0bygBPFz1A5CMOJUWcM1YeN9i0IkxLDKKTfN3MIgMzzNhX7rpkUBSJmxbyY9ilck0jzmcspoWtBNroaPM4FfVC7vg2BNBA5LqeusvEL//5W27Y8TAoHQiKRoathYkuSUYwg1FOblGoPQuFG0F5zEGblA32npbsV8SHaJBNzEALtV1gWkaSgQNhYo/y1yjONxE4sHoRJyUGo9yCUJAllHXPQHFiYNXl82HakFtf+35dK85xSzGFE+hyEyaliHC+y4W8ySfZi7qkfjMap+mYtj54uP1aKprZk5otTc9epyeEPnGrAjMc+Q9+SAjx0+XCtj0VaaLqFHIQNBs+eSKHJcbVXFQij5CA80+xFrtsZd/9Qj9Pi9aOmISh6njjTjN3HzsDlkNC/pCDq7wFzVYydIQSuiO2LMcdhq+MlQURIJwUhPInNFLtIJ06HZMo7MpF8gIBQlkt9RNFSUij3C9X8fhk4XKPk5RtentiLM7FATEQPQuG7/JAehKHtdu24XvjnuoO4PVDsy2lYL4XLPWoUt0J5LaYjxNhIIu1JRgEisQtGGktGO6j45dYehPUtisib43Zon51p9mLphsMAgLLCHF2OYULMkqGrYWJLUlWtNNUehLpjc6LOaDLVg9AOiCHG9CBMPw6n3qszYpESqzwIw+cgVMlyOuCQlBDj3cfqtc9z3c6Yw2MdkhT0CNGSzmfGHF3eKRfH65oxpHth9I0TJNnihjH/WTK8M6IhJdOD0BH0lAOAf6w9iLpmL9YfqEHlk5+jRyCXVyRhUpIkuBwSPF5/K4HQygrGQFAYi+RB6PH50ez1JxSeJlZLrm4I5gzdeewMzjR7UdE1P6Lwl+USBD8zHoRiSKEz+jjOEQXCOFwA0x1+a1V1VZXOITze3GnOK2cVVnkQBnMQ6ouUiFVl1Xkg3tB8FZ1HZ4T+Kb4Yy88KkYMwjN3KOubgs19NE7bTfx9OeDWOWfWlmj7EOP0ZzGJNOSCiu0VY5UEYxcN56sBifLz9OIaGueeLIcbqvtRCUjnuoAfhP9cewqGaRozu1Qmv3TLJkrYT+8HVMMkcUiUQOtKYE7C9Fylp87TdB+A2j+QA/AEvkxalKlvyKpsTUzjcgE+pNqrPEZusEOPwHoTakSUJOW4nGj0+HKtr0j435m0zg4Rg2E6z1we3M/Yww2Txh2tG4ZlPduPnFw5I+rFSfc56D8LUhxhb7kEo5NoD9CF/Xr+MvYEqk9EO63JK8PhDCIQdrA0xNpODMNHwYkAUImWcEooKbTqk5C4LVwRBJdacZqIToBmPwGzhZUCsFYwBfT+yOndnOghV7VSXLzRD5sZ4yE7Ug1DwEASAxoDnVusiJbJWHTxWUcqILkw4wq5CedrGI14b5+LwIcb67XI1UVI8pqlDJhVRVI3VFsnwIIwmED42+2zUNnrQM0zaBdGD0NXKgzBYBO3wacWD9dIR3TPmeYa0PSgQkszBDh6E7TXEuL3gj11kIBYheqt5AgKhm7lT0oozIBBKTsApeJeIc6grB3BbJGCYEAgB5WH4VH0LjtQ2IREcQpWSZo8/4UT2VtK7az5+e+WIlBwr1YsIfX6sFB0ziV6LLkNOv5YwobvRjut2ONDo8aGhxYtsl0OrhmrMRZUoZnIQntEKlMQ/JlQPwiOnm7A1kJcNAI7XKS8dyqLkVhQFBzMLfJ3HkAnBL8ctCgix9wmdCJOGdbjVmmSoaqeZFjYaL4lWMRYFQI/Pr4n+qpddUEAMehAmekyzArmaP1dEFxpusqMYj5EfJjTVWFE8N6TXYvoVQjFE20yRIxGx+ZZVMY4i2nbMdWsFX0IRKgehqhnmuB3a+FQ/C2c/QsyQ/hFMiEpWGgTClHsQcsLOaCgQphEhB6E3IPy4rPWcITGi5iHMytevRsX/9yYm0umIUKRERA0NVCuhAsCA0vC5zMIhBXIQ+gNhYbHmMGwvpNr5yUwCfasR12NWe7eoHnkevyIeLN92NOR20YRYt8uh5SDMy3LishHd0LUgC8N7WOShq7bXFcwNGA41dC0/K34/AnU8ieKgSFnHyPO7O8YCGWJfMpNzTnwhEI+3lyMOL61MJpQ4IYo+bTnPYqJinSgAbg54wAJBuzs1ATE4rhI9ptl5UgzfV9F5aZvsm8Y+HG5MGMW2YIhxZonJ+vbE70Fo1ZkkWijLH6KKsUqOy9kq9DvREHdib9h7SEYgZxcCOcnPtQRA78WX6rdcbfgByxZYKXaQ2JAkaCUZPEqIBAXCDMFl8GBKVqqEcDkIDcdT8wSeblRC0rt1zMGzN4yJ/XAOJQeh6qllV4Ew1aSj8IGUCg9Crx8vfP4tNhw8HXK7aIcVF7R5WS48Nvts+GU54VBFI+Y8CJWx1SFMmGEsx1G5dlwvvPz1fu3fkSoYA4YFvgkPoFhzjokehPEUsRDbl44QY6sP6XY68N4dU3SFmlztJQdhgt7h2pwhAzWB+853B5e2+l71MATi80oVMSsQ1gXSa4jVanXefHF6EIabm439IJRAmAmCuUsXYhxbe5JxvxAvSTzh+r4QRUpUsoUchCqJeH8Twqdhkhnc8lnrqpnJQkpjDkKGGGcmvSYqf9tqJeb2gBhi7G1SxMEMCFOxNb6AR63TGHqWpIf/cCHGUuuHYQCoDSzUHrl6JPp0jT1fpZqDUK2MnCkFSto7Tp2wkvpjWr14FQW3V1cdCLtd1BBjYVGfl6VUD7ZaHBSPE1kgDHgQJuCFYvSg6tM1TxPispwOTB9SZqqdgDkPoFirGIuiUawhiEDiHkGJkgwRZmBZB/TqEhRuxdx9bTkHYeIehEEPwdOBitw9hBya6rXx+4M5CLNNFMqJhNk568rv9AAAzDuvIubf6o5n6MPhBGHjnBQ6B2H6+4pO3I45B2Hw/60a2uI1iUdsF0OMjfeSUNXm8xLw/iaEvYdkBh17pu5Y6cxByCIYmcn1/wRqDwNd+6W7JfZFHZd+v5KDkBWM048vELpkrO6dAg/CBoT3HlU9f9TCJPF6/qkP2WoF40QXkcQcycwHGA59iLHVAmEwxFj08uhakIUTZ4Lhf9FEJHFBm0yxWhXpzBQpsVIg7Jjr1hLtl3XMQccQRTFE9MUXkutBGI8Qm26PqUj5yqxCrP7blj0I4/EQFVFP3S/LqAmE9HYS+m/we8BrWQ5Cc/Pkzy7oj4uHlmGEkIpAN8eaLVJi1oPQMBZzQlYxTn9f0c0HMbZHF2Js0akkmpJADDE2jsUct6PVS5FE0kMQwqdhYj/SWcWYZCZZeRQH040qOnkD4cUsUJJ+VIHQ6N0tPjHf9LZ1xxPm5iY5C48New345a5Wm+W49B6EWXF6aqheIY2BJO/Z9CBMCc40eJokNcQ4sDD2+fw6IeLmyX0MbYi8H1GkSqZY7XYFBM0IOQjPWFHF2GkUCLM0e/v84cVJlVjDW0VRxMz103sQxn690+EJCwCPzR6FkT064sfnVkTfOEHEa5QJok+85CZYsEHMQaiGGHcSBFqxX6vCu7UhxuG3y3E7MbJnJ90cp/PmM9k5jYJ3uLB5Y+iuOs71RXvS31diTVEgogsHtqpISZQqxuEY36cIADCxb5dgm0KEeRsLw+QxxJgkAOVlYj9EUTDlHoTRH4oJsSXqw5OHAmHmEJivIoUY5xZZdzjBg9AHB2qyy4GC4labBT0IAwJh3B6Eyt/GloBASA/ClOBMgndG1GMmsTCKuvj0+vX5Aovyg+NGkqLnqRMXtIl6PEXCVIhxU+ICoeihBygelW6nUp3ZjEDodojea9Gvh7hojrXqcVY8IcZp8iCcNaocs0aVp+RYoidrWxYIE8mlCQTnDFkGqmqUXNXFHXJCfC+jxeuDQ4pPdBZJxEPVofMgNPkbk8cThc9w+SqTkRohVsQ5I3ZbJMGDMM6UBI9fezbe3XwE147rFfy9USDMcrYSQVPhYUzaL+kfwYSkGl01Tg4BQjICdSy21Ct/XRQIM4ZWHoSO8N8lgiAQehH+5Y26aE00NFi9FagehMxBmBraWxVj9Xy8flnXF8UFmpnzTJUHYZYJgdCKEONsl1MnIPTpmq9dq5YIx1bRCw6xeRDG6r0Va5VT5Tep78epRhR5M8ErLFbmTO6D8k65GHNWYi+yJEEg3H38DACgb0m+8L3y1yfL8PisKSykmydjFAidcXjzidtF8tgV9y16ZiZSFCQZiPNHrC9cxNPPtei5QJxiYrFnaWEObpzUW3dPaB1i3LpISScKhCQBqI4Q+6ELMeYQICQjMAqEblYwzhgcRoFQ/M7CQASdQOiAFCZnq1HIi9+DUNl/c0AgTKbXViYjp9ixPR2haDqPGstDjIPhhaqgMmN4mU4kMHOe4qI6qSHGgXY1CyHGt/9tLS76f59qBRbOtKgehIktjvMCAkK2y4Gi/CzkB/5dF/D+jUSsRQ9izUEoYsaj0Ugy+1SmIIYYt8UiJffOHILPf31+wiHGYg7C3cfPQJKA3l2CAqE6vv2yIn5bMX7jEflC/tZskRLTHoTBcwtb8ToD7qWJFAURx3NNQ/S5ylR7LJwjohUpmTulIiNsQNou7D3EfqQzxDjVKzFC2gqqQOhpUP6688JvS1JLyjwIg/OxL6IHof7RJV5hT33IVr2Z2nIS/raE3jMmNccU11NWh0qq/aa20YPNh2oBAL++eJBuwWxmbehKVQ5CtahKoN/7/TLe3liF7UfrsHZ/NQBrPAgB4HQgX1uX/CxIkoR55/UFANw6NXrOX7fOI8n6EGMR1Ys4FvQCZsw/bxPkt4M8ZtFC+03tI/D3ZH0Lqhs86NE5V/eiSr2XeH1K+LwV6SrM5iAM+ds4ipSYFdRcOg/C4PyQaJVeq9HnIIzRg1DYvH9pgSXtsVJgDxViLM55FV3zjT8hJCaYg5DYD3FxyyIlhGQIgQceLcSYHoQZQ6QchEbvwkQwGWIserUAiXv+qd5DbTnHVltCX9whNdc8Ho8a0/sO9L9nP92jfZZrCPkyF2Ic3CY7iYqTKj56AsUUjtU1a9/tOnYGEyq6oL5ZEcwSyUEIKGHXAFBUoMwh/zHxLIztXYQBJhbdbkFkMeVBmIAI3BSHQGgHD8K8LBf+97rRunyadkS17+lGpXBXl/xs/feB/qamvbAixFgM2Y05xDjGAj+AQeCL0H5diLFYCTxGQT/ZuHQvDGK7fuJ9qY9FYpuVc4TRpLlZeg/CZL5gIvaAPYjYDweLlBCScWhFSlQPQgqEGUN2B/2/05yDMNvgQahWZY35cGrh7ICI0RZD6KzAH0d4ZSIkEjoXL6kIMRbJMSzYzAhWKatibMhBuO9kvfbd4ZpG7DhahzfWHQKQuEA4Y3gZAGByv64AlIX3kO6Fpjx6Yq1CGs/4VV8uNHnj8CBMIEdcW+KS4d0wvqJL9A3bMeqc0RAoaBUqL51DCvajtIcYxzHfidtFEhVF8UwM3daJkhmQg9ApzDGx5hgVr4VVYqeVL6YkSdLtr6wwR2cz40tUQmKFHoTEfoheg6n2IGSIMSGhYZGSzMUY7i0uOJKUg9AHR9iwzBzDw288BQYAMSwsIBCmf02TFlLt/JRI6Fy86IuUJF8gzHXrQ75MhRg70iQQnmrQvqtt8mD6//tU+3eiIca/umgQ+pV0wI/P7RN3OwFzYzwesdnllNDiC84BsZCOfkzSg9q1GprVglat+6PTIWleudZ4EMbv9RzPb+Pxss51B+cHt+ixl6rcERGI9QWDiHj6VuXys3qOcEoSfAGnk+4dc3GoplH7jh6EJFHYg4j9EL1fUu1B6LMm2S0h7Y5WOQgpEKad3ucqf/tM0X+eAg9ChClQArQuUhJvxUT1V16/IpS0xSqdVpCqMF8V8Tqn6th6D0Jr9x1q8el2OmKu1uxOoOpmLDgdiveJWpBk17Ez2nd1TV7dtol6EPbumo87LxyADjmxzxPOGBf48XiGBsXSxARCu84ddiHoQaiMj1AV78W5zIrxm0gqBkccYp9OUIvjN05BFMwED8JEQowdOltacy5We66Lds12O/RVmykQkgShByGxH+KbrVRXMfa1pPZ4hLQVNA9CCoQZwzV/AfZ/CfS/0PBFsnIQmnthI3pvuBxS3CKT+sCu5iBMtVCWKVw2ohsefm87rhnTMyXHc8ZYndYKkhli7AzjLROrF0+qipQAyoJZFcXW7KvWPleLiqgkKhAmyvQhpfDLQAcT7fDFEaGhCgfqS4JY0BfbsefcYRfUKaMxkGMwlEAodgHLQ4xj3F2s+U+N25mdl8Ux586wEGNdVeUYPRrFS2ZViLHVjxfGojD6EGMKhCQxKBASe5NqgdDvjb4NIXZEy0HIIiUZQ24nYODFrT9Plhe2yXBlcXGWyMO72uXU8MIMyKueFs7qko9vFl4cMmwuGTiT6M0XjngWv2ZxG/aXF8jLpSsyYOKQ7hR6gLidDjS2+HCwukEnEDa26HPxJRpinCjP/ccY09vGk0tTtVHiIcbpF0RI8lDt26h5EIYIMU6iB2GsHqrxeBDqBSdz7ff6gsK6OGdlQoixU1c0JX4PQssEwghREfFgTJuRqhQVxB6wBxF7k/IQY3oQEhKSVh6EeeG3JelFXKxYuTA2CITh9qzzIEzAU0H1GPSyijFys5xpqSicKmFFXK9a7e1l7Dd/umksAH3fNHNt3Slc4GU5HfD6ZRw53QQA6N1FmW89Pr0nXVtaaMbjQajOJRXFsVcqdSZRdCaZhWrqpkBYfqgiELqwVAvGjShMxTpnueIQF+PJQegVRPkOOcH7dyZ41OpyIsYo8onNjzeFiRGrb3Wqx7lDChQtEdqZn0X/L5IYbefOT0gySJUH4SUPK3/P+3VqjkdIW6NVDkJ6EGYuSXr4NzkfF2QHw5oT8dRQFwG+QHihXUOMU006QjN1HoRWVzHWLcycWsXXWItYiKJCMnMQAsEF89HaZgBASaEy3za0xF7NN1PwxeFB+PurRqIg24Ufn1sR82/pQWgfVPuqeTtDCWgOnSCVeH9IpH/pUiqYnEpizfkJ6MdcYRx5RpOJ/nzSX8W4ojgfRflZuGRYmSX7U9uo/hUF0YIcCoQkMdiDiL1JVRXj8XOBUT8AsgtSczxC2hqsYtx2SHVqBgOd84ILkUQ8CB1GD0Iu8lOCK0bhzAqSGWIshnZli+Hvwudm+paYNyrZOaTcLqU9x+oUD8LiDtkAWhcpaUvE4UCIcX2KsOn+6XG9HGAVY/ugdg9fBG9zq3MQpryKcQxzZOc8N6obPOjWMficlpuV4oisKIjPBrEKtsnIQZjtcmL1b75r2Usx1cZqW0WbdaBASBKEHoTE3qQyxJjiICERCDzcqAIhPQjth8kchJ3zs7T/t+LhPdKij1iPM0bhzAp0IcZWexAK/SZHEAacMYYY6zwIUxBiDADH6hQPwuICRSA80xwUCFOVk9Iq4vEgBOL3HI4nJJO0TYIvk/y6f4uIfSArRAhyrCTiQRhP/kKnrqhH5N+8cdtkVI7sjl9dPFD7rKwws57ZxBc3sRcpsd6DELDWY94454hekgwxJonCHkTsTZo9YQghAbQiJY3KX+YgzFzkJIUh5hUBk3+GdbWFwKrwmxXlBQXCxEKMlT6nVnOlA2FqEBefqQrr1lcxtnbf4kJNLKCj85Q00U3FvGapKFICAEdrFQ/CkkJFIGzyBMf2J3edn9Q2WI0/HhfCBHCmoR+T9KCa2hOhoJVeVEq8P+hyEMa4u3jSOLhjqC7fu2s+Hr/2bN1n4/oUYeGsoRjVs5P5hiYRcf6NNdJA7w2amWNbvaeo/a4wx4VLh3dDl4IsvrAgCUOBkNgbCoSEZAbqWPQqC1Y4MyufDRHwJzFP2YULsXvNQWDVhrCCXWGuRSHGgS6n5iBkiHFqcLtEsS4NOQitDjF2hg4xjrVQgCgK5ljggWTmWMcNHoTNgRxrI3t0RGmGeQRFI+UCYRLzWpLMQito5Qt/rxA/syJFQCIeqvqKxOZ+K75si8drTpIk/MfE3jH/LlmI1yCRKsaxeh+mGrWlkiThqetGp7UtpP2Q2b2ekGRDgZCQzEAdi2qlb5PhpiQN+NObp8yq4gAS9B6EmVB50Q6Ii88k1+IIHiepOQhDCwPiwtJMP9XlIExyeG9rD0K9GNgWx0K8IcbxogvJtKjSKclMVOuq+WpDjQ+d15kFE5vLohBj8x6E4rzc9vuzyxm/yJeMIiVWk+L3IcRmZGavJ4QQYi9Uj0Gv4tGSsgJCJHbSLBACwXDgloBHRzwEqxgHFn30AkoJ4uI5VaGZ4rtAqxd8+hDjcDkIo+8nS1ekJLnzn+pRU3VaEQhLAyHGKma9jjIJX4oXzE6LQ0pJ5qLlIPSFL2hldd46Vwwhv0bi8W4V29wWx78RXQ7ChIqUZOa1UAVCPraQZECB0IasWbMGZWVlmD17dsjv3377bUiShMWLF2ufnTp1CldeeSVKSkpQUVGBF198UfebV155Bf369UNJSQkqKytx/PjxZJ6ChfAVDCEZgTOQV84byEGYygJCJDYy4NW1uoBJxGtICxvzh88rRazH7YrNs84KkukRIu4vXA5CMwv8lFYxDrRZrVrcrWOubqHZFsVyf6o9CHVhnJw82jOqeT2BF1KhvPL0RUqsCDFOIAdhHOJiLDkI2wI6e8Q45zd5gi8e1QrvmYqEtm8rknnwjmYz3n77bVx//fUYO3ZsyO/r6+vxs5/9DBMnTtR9Pm/ePBQVFaGqqgrvvPMO7rzzTqxapWSR37hxI2699VYsWbIEVVVV6NmzJ+bMmZP0cyGEtCNUD0IPBcKMp9tI4KxzgKn3JPUwkbzL1Id/bwJuQ+ru1bxSbVEUaYtkJZB8P14SSVgfDZ0HoeD5py8yEFsOwmR7EIo2yMtyojDHBbejbYcYpjzEOIEcZ6Rtod6LPBEq3osfWeJBGEeYsIroNWj2via1obx7ZhDn+VjtUdvo0f6/k1AUjRC7wCRPNmPMmDHYuHEjFi1ahG3btrX6/r777sOVV16Jo0ePap+dOHECb7zxBg4ePAin04lBgwbhhhtuwB//+EeMHTsWzz//PGbPno1hw4YBABYuXIjS0lIcPnwY3bt3T9m5xQcf6gjJCJyBt7SqQMgQ48zF6QJufjtpu5dNeCgqCxh/QqKAw+BBSIEwNYhCWKqEKFEQsyI/mIi4kM/PDj5Wx1rlVhQFc1KUgxAAhpd3hCRJcDkltATqD1EgjI4owrjoftyucQfGQ3OgyneoEFyH5R6E8RfBSaTASby/yTQSCTH2JJC6JFWYeU4iJF54R7MZpaWlcLtDVwfdsGED3nrrLdx///26z9evX4/y8nKUlZVpn40bNw5r164FoIQsjxs3TvuuS5cuqKiowLp166w/AcvhBEtIRkAPQhID6gO/188chG2NdOS6cjji9yaJhrj4LMgOPW+ZOU0xrNgKgSESYpj34G6FAGIPic40aps80TeyELFPtYecbSQ86nisb1FC8kPdK8TPrEgRkEjIr76QV+zHbg/9WTyHWF8KeVP8siEeUpW/l9gTehASAIDf78e8efPwxBNPIDc3V/fdsWPHUFxcrPusuLgYx44dM/V9qGOpbz58PuVtnCzLKX0bok6rsoyMyKdlJ1Q78+2XfTBlc2cWJACyp1H5Kzk5NtsoVo3xSPcFMcQ40eOoIqPDwXkpXmKxuVu3eJVSfs075bosPabo3ZOfHXrfDin6tckXxMVOue6kXpcsQXwoLcyGLMutQqKjHT/T7uUPVA7FjX/6Go9ePTLlbXI5Ut+P00Gm2TxVqALh5kO1AEKPZ9FJze1MvD+I84qE2K650eMwnraI99+2aG9RE3TGOD69ggdhpp+7DGvXz5l+viQ1UCAkAICnn34a/fv3x/Tp01t9J8syHIZ8FA6HA/7Aoira90YWLlyIBx54QPfZW2+9BaczdR5DswJ/N2zcgH2Hl6bsuCTIW2+9le4mkBQTyeZnHz6KXgCkQJGSz/79BarXh37JQNoG8Y7xdcckAE7s3r0bS5fuDLmNt9kJQEJTSwuWLo1vDq8+pezj5a8PAAC2b/sGS+u2xrUvomDG5kcaAPXxc8vmjVh6fENyGxXg8t4Smn3Ae8usDY+vbQHU89m/ZweWLt0ufKt8Xnv6dNR+2uID8l1OZDuBFe8vS2p1ysMHHVCDiA7t2oqlp7fA61HGAwAcP3rE9LjKpHv5b78DePaswtI9qTqiYt8N69bCcWBNqg6adjLJ5qng4L7geAGALZs3YemJjbpt6uqC42fblk1Yelz/faxsrVLugwCwdctmLD21yfxvjwZ/G9v9UenPBw4cwNKl+7RP26K9a5oB9Xw+WfERNsVQa6TqaNDe8T5fJJvGRqW/+bw+S9uoOu4Qe0OBkODo0aN49NFH8dVXX4X8vqioCNXV1brPqqurUVRUZOp7I/feey8WLFgAQJmIsrOzMXPmTLhcKeyOgejnkSNGYuSYytQdl0CWZbz11luYOXMmXeRtgimbv7UcOPWZ9s9zp0wFykenpoHEUhId482rD+BvuzehX79+qLxkUMhtfvfNcpyuaYLkcKGy8tK42vny0S+xq/aU9u+hQ4ag8ry+ce3L7sRi830n6/HfGz4BAIw+exQqx/RMRRORrDt9TUMLFqz5EAAwbcJoVJ5drn33s5XvAAA6deqEysrJUfd17gVNyHI60Dk/uYnxV7+5BSuPKQLAxedNxOR+XfHwthU43aK8oCkv747KysjzL+/lQftOGD8WFw0ti7J128euNt/+3nZ8XLVb+/eoUSNROa6Xbptn936Oww2Kh+HEsd/BzJGJ5WA/89V+/GPvZgDAyBEjUDnxLNO/9a87hFf2KC9eKivNz3xqf+7eowcqK0e1aXsfr2vGfWs/AgDMuGg6SgpzTP/2r0e+BALPBrFcv1Ty8LYVONXcCMnpjPsZKBRer9eyfZG2CwVCgu3bt+Po0aPo37+/9ll9fT3+/ve/4/nnn8crr7yCvXv3ora2FoWFSq6adevWYcSIEQCAkSNHYsOGDbjuuuu03+7cuVP73ojR2xBQcimk4+YjSUBSX9OTsKTL5iR9RLS5S78glpwujs02TtxjPPAbCeHz7EgBTw2/LMc9jxjzSLkcDs5JCWLG5llCMQ5nO7jm4vmM7tU55PnIMJczqqxjbtRtrKBjbjAXdWlhDiRJ0oUYOx3mxy7v5UpeSztdA7vZ3GcIu3SFGB9i3r/cLFfC10fMbep0xna9c7OCy/t42yH+ri3aW5zP3C5nTO0XQ4wz9by1ZsnWtjFTz5ekFhYpIZgyZQrq6+tRU1Oj/Td58mQ8/fTT+Oyzz1BeXo5p06Zh/vz58Hg82Lp1K5577jncfPPNAICbbroJL7zwAjZt2gSPx4N77rkH48ePR9++9MQghJjEafCYYRVjEoHO+YrAURqDV4ARo0DI5+LUIBbgaA/J8POzXRjXuwjDygtxVpe8kNukusJuNDrlBQXCkg7KGHIlUDXV7rCKcfvm5JkW3b9DFykJ/r8VVcidgjNFrAW0slyJjd/2kIbOKQis7hirGLeJIiWBl6Qyi22SJEAPQmKKxYsXY86cOSgpKUF+fj4efPBBTJs2DQAwadIkPPTQQ5gxYwbq6uowYcIEvPzyy2luMSGkTWEUCFnFmETgD9eMwvx/bsI9MwbHvQ/jmqstVm5tixg91doDf79lIuQI3qyZtt4sEkKYC3OVpYArDdWl2wtuXq92jXE8hJq3xKrWue7En18SEeydISK1YsHfDhRCt3ANYq1c7/Fl/vnzHQ5JJhQIbcr9998f8fuPP/5Y9+9u3bph2bJlYbefO3cu5s6da0HLUkw7uAkS0i5oJRDy9mR7IjwA9yvpgNdumZTY7iOEiJHkkdUOBUIgcmhWplWGzBbCotV2i142jnZkl1SQbYEgRDKXH51bgVdWHdD+HVIgFMZ/jhUCYQLjMdHRm2HTVVyINopVIBRDjDOd9mArknnQJ57YG76CISQzcBlDjHl7si0peuA1rrmYeyc1iCHG7UkgjESmhRgP7a7kk57Ut4v2mc6zk2MhJko6xFAilbQ5+pUU4MFZQ7V/hwr5FV98dC1IvD+IHoSxTpP9SwsAKO2Oh/bgQZjlcuCuiwZi4ayhMd9nmr2KQJjtytznUM7QJJnQRYPYk4n/CWx6DRh0WbpbQggBGGJMUo7xAZuiSGoQF2vtPZRVkhQPD2ORg3TTu2s+Prlrqi6Hpy6kMcacXXbls1+dj/2nGtCzKHTuSdJ+iBaC371TsMBQl4LEq5CLYcKxClzdOubi81+fj8558bWjPQiEAHD7+f3i+l2TxwcgwwVCSc1BSIj1ZG7PJySZXLQI+MV2oKAk3S0hhAAMMSYpx+gFwjoDqae9h7KqorM/wzwIAeCsLvm6UEh6EMZOz6I8TO7XNd3NIClA59EXYt7q1jEotsca0hryeGKIcRzjsUfnPORnx/ccZRfP7nCowuLPvjsgzS0Jj1bEuJ2IuSSz4AqM2Bc+ABOSObCKMTEgJTmIxhhSzBDj1NPePQgdDgnwyxlXpCQUoiBhd4GAjEKGXwAAJhJJREFUECPRBPSBZR0AWDen6Tx6Uzwe7X4vvHFSb1wyvEyr8J7JtIFbC2mDUCAkhBCSfhhiTALIKXrkbVXF2OaLonQQj2dMW0Jd12daDsJQuBIIaSSkvROt+vqM4d1w5HQTxvTubMnxnAnkIEyU9j4vmyHjxcGAiehASJIBA2oIIYSkH5chqTdDjEmSMS66HHwiSjntJddVOFTRuS2EgbnpQUhIWKJVFXY6JPx4SgXO7mWNQCgK9qkS7B6bPQodsl24/fy+KTkeiR/O0CSZcAVGCCEk/Tjd+n+zijFJMsZFF70mUo+3DXjWJYLapzKtSEkoxCIMHAuE6NEJ6CkYH+kI+Z81qhyzRpWn5FgkMdRbCqdqkgy4AiOEEJJ+3IYqkAwxtj3JfvBtFWJMr6mUk93OK8NIWohxetthBlEAae+5IQmJFZ1HXwqmLXEMutr5PEliR3255mboA0kC7FWEEELSj1EgZJESkmSMRVDoNZV6uhRkR9+oDaOKzm0ixFgngHAsECKS6irf4gsrCvbEiDfw1okvNkkyoEBICCEk/bhz9f9mDkLbkjItxZiDkAJhynhpzjjMv2SQVvmzvaIu3tpGiHFqQygJaUukOkcniwaRSNxfORQA8LurRqS5JaQ9whUYIYSQ9JOVr/83Q4xJsjFoNlyDpY4pA4oxZUBxupuRdFTR2d8Gci2KHlKiWEgI0Yf5piLk18WQfxKB6UPLsGvRJQw/J0mBvYoQQkj6MXoQskgJSTLGCrr00iBWowmEma8P6kQIetMSoseV4pBf8Ri8N5FQUBwkyYI9ixBCSPpxCx6EkoOl2YgxAthyjFGfzLtGrEZd2BvF6ExEXGxy3UmInixXakN+9TkIOSAJIamDMw4hhJD0kyUUKXG409cOknZSJaXIhiPRa4pYTbCKceYLhFm6HGtcHhAikmoPQl1RFL68IoSkED4BEEIIST+uHGg+YyxQQlKA0amLhRmI1aiicxtwINR7EHIoEKIj1YKdzoOQA5IQkkIoEBJCCEk/kgS4A16EFAhJCjBqNnSaIlbTZqsY02OJEB36oiEpKFLCHISEkDTBx2FCCCGZgVqohJ5cBMnvBq1yELLfEYtpC6HFKm6H6CHF5QEhIjoPwhR49DlTHNJMCCEqfAIghBCSGbiylb8+T3rbQdJKupyt6KVBrObsXp0AAN8dXJLehphA70GYxoYQkoGIAjpzEBJC2jOM4yKEEJIZOLOUv77m9LaD2ARjkZI0NYO0WxZWDsPoXp3xvbPL092UqIg5COlNS4ieVIfgs4oxISRdUCAkhBCSGagCod+b3nYQW0JRhFhNxzw3bpzUO93NMEUWcxASEhZ9DsLkjw/mICSEpAu+kiCEEJIZqAIhIQAkpHZR5GZcJbExLgdDGgkJhzvF40OSKBASQtIDn4YJIYRkBi4KhCR1GHMdulKQeJ6QTEXs/xTLCdHjSGPIb8dcd0qPRwixNwwxJoQQkhnQg5AAkJGaKiXGo7BSJLEzLIpAiDlSNT7++B9j4HRIHI+EkJRCgZAQQkhm4ORbcpI+JOYgJDbG5UhtjjVC2iqpGh/fHVKakuMQQogIYwgIIYRkBvQgJClENsQYe3z+NLWEkPRDD0JCzOHg+CCEtGPoQUgIISQzcGanuwUkg0i1Q1+em49ExL6IAmGqc6wR0hb49K7z0eLzpbsZhBCSVPg0TAghJDNgiDFB6+IhqeB/vj8Svbrkpf7AhGQIWS56EBISCd4jCCF2gK8ICSGEEGI7RB3yqu/0SFs7CMkEct1O7f9Z0ZsQQgixJxQICSGEZAa5nZW/JUPT2w5CCLEZOW4xxJgCISGEEGJHGGJMCCEkMzj3F8Dpg8CEW9LdEpIBUKIgJHXkiB6EzEFICCGE2BIKhIQQQjKDTj2B619PdyuITUhHrkNCMpXcrKBAyByEhBBCiD3hK0JCCCGEZAzU7QhJPTnMQUgIIYTYHgqEhBBCCCGE2JgcVjEmhBBCbA8FQkIIIYRkHlJyRQp6KhISxOVkkRJCCCHE7lAgJIQQQgghhAAAcoVwY0IIIYTYBwqEhBBCCMkcWD2EkLRQ3ikXANC1IDvNLSGEEEJIOqBAaEPWrFmDsrIyzJ49W/usuroaP/nJT9C9e3eUlZVhypQp2Lhxo/b9qVOncOWVV6KkpAQVFRV48cUXdft85ZVX0K9fP5SUlKCyshLHjx9P2fkQQgghsSJTiCREx0e/OA9bF14EB0OMCSGEEFtCgdBmvP3227j++usxduxY3efPPPMMevTogR07duDIkSOYNm0abrrpJu37efPmoaioCFVVVXjnnXdw5513YtWqVQCAjRs34tZbb8WSJUtQVVWFnj17Ys6cOak8LUIIIYQQkgA5bifyslzpbgYhhBBC0gSfAmzGmDFjsHHjRixatAjbtm3TPr/rrrvgcgW7w9VXX41FixZBlmWcPHkSb7zxBg4ePAin04lBgwbhhhtuwB//+EeMHTsWzz//PGbPno1hw4YBABYuXIjS0lIcPnwY3bt3T/k5EkIIafvQh4kQQgghhJDUQQ9Cm1FaWgq3293qc1EcBICvvvoKAwYMgCRJWL9+PcrLy1FWVqZ9P27cOKxduxaAErI8btw47bsuXbqgoqIC69atS9JZEEIIIYQQQgghhBCroAchacWxY8cwf/58PPXUU9q/i4uLddsUFxfj2LFjpr434vf7tdxPPp8PgJILivmg7IFqZ9rbPtDm9iJRe/u13yX3viDumn0zMTjG7Qdtbj9oc3tBe9sP2poAFAiJAa/Xi2uvvRZXXHEFrrzySgDKZOFw6J1NHQ4H/H6/qe+NLFy4EA888IDus7feegtOp9Oq0yBtgLfeeivdTSAphja3F/Hae9MRCYAT27fvwNKGbVG3j5fjxx1QAymWLl2atOPYCY5x+0Gb2w/a3F7Q3vZBddwh9oYCIdFx2223QZIkPPbYY9pnRUVFqK6u1m1XXV2NoqIiU98buffee7FgwQIAykSUnZ2NmTNntgpzJu0TWZbx1ltvYebMmZAkZhmzA7S5vUjU3jUr9+L1b7di0MCBqPxu/yS0UOHvx7/C9tMnAQCVlZVJO44d4Bi3H7S5/aDN7QXtbT+8Xm+6m0AyACoyROOhhx7CypUr8fnnn+vyFI4YMQJ79+5FbW0tCgsLAQDr1q3DiBEjAAAjR47Ehg0bcN111wEA6uvrsXPnTu17I0ZvQwCQJIk3H5tBm9sP2txexGtv7TcSktpfJKEMCvulNXCM2w/a3H7Q5vaC9rYPtDMBWKSEBPjb3/6Gp59+Gu+88w46duyo+668vBzTpk3D/Pnz4fF4sHXrVjz33HO4+eabAQA33XQTXnjhBWzatAkejwf33HMPxo8fj759+6bjVAghhLRhUpUCJ8fNtBaEEEIIIYSoUCAkAICHH34YNTU1GDt2LMrKyrT/tm/fDgBYvHgx9uzZg5KSEkyfPh0PPvggpk2bBgCYNGkSHnroIcyYMQPFxcXYvn07Xn755XSeDiGEEBKRc/t3BQAMKy9Mc0sIIYQQQghJPwwxtin333+/7t/r1q2LuH23bt2wbNmysN/PnTsXc+fOtaJphBBCiC4EOBlcP+EsdCnIwsSKLkk9DiGEEEIIIW0BCoSEEEIIsR1Oh4TLRnRPdzMIIYQQQgjJCBhiTAghhBBCCCGEEEKIjaFASAghhJCMQU5VlRJCCCGEEEKIBgVCQgghhBBCCCGEEEJsDAVCQgghhGQcUnJrlBBCCCGEEEIEKBASQgghhBBCCCGEEGJjKBASQgghJGNgBkJCCCGEEEJSDwVCQgghhBBCCCGEEEJsDAVCQgghhGQcTEFICCGEEEJI6qBASAghhBBCCCGEEEKIjaFASAghhJCMQWYSQkIIIYQQQlIOBUJCCCGEEEIIIYQQQmwMBUJCCCGEZBwSkxASQgghhBCSMigQEkIIIYQQQgghhBBiYygQEkIIIYQQQgghhBBiYygQEkIIISRjYI0SQgghhBBCUg8FQkIIIYQQQgghhBBCbAwFQkIIIYRkHBKrlBBCCCGEEJIyKBASQgghhBBCCCGEEGJjKBASQgghJGOQZWYhJIQQQgghJNVQICSEEEIIIYQQQgghxMZQICSEEEIIIYQQQgghxMZQICSEEEIIIYQQQgghxMZQICSEEEIIIYQQQgghxMZQICSEEEIIIYQQQgghxMZQICSEEEJIxiFJ6W4BIYQQQggh9oECISGEEEIIIYQQQgghNoYCISGEEEIIIYQQQgghNoYCISGEEEIyBllOdwsIIYQQQgixHxQICSGEEEIIIYQQQgixMRQICSGEEJJxSGCVEkIIIYQQQlIFBUJCCCGEEEIIIYQQQmwMBUJCCCGEEEIIIYQQQmwMBUJCCCGEZAwyWKWEEEIIIYSQVEOBkBBCCCEZh8QUhIQQQgghhKQMCoSEEEIIIYQQQgghhNgYCoSEEEIIIYQQQgghhNgYCoQ2ZM2aNSgrK8Ps2bN1n7/yyivo168fSkpKUFlZiePHj2vfnTp1CldeeSVKSkpQUVGBF1980fRvCSGEELPITEFICCGEEEJIyqFAaDPefvttXH/99Rg7dqzu840bN+LWW2/FkiVLUFVVhZ49e2LOnDna9/PmzUNRURGqqqrwzjvv4M4778SqVatM/ZYQQgiJFaYgJIQQQgghJHW40t0AklrGjBmDjRs3YtGiRdi2bZv2+fPPP4/Zs2dj2LBhAICFCxeitLQUhw8fRlZWFt544w0cPHgQTqcTgwYNwg033IA//vGPGDt2bMTfdu/ePS3nSQghhBBCCCGEEELMQQ9Cm1FaWgq3293q8zVr1mDcuHHav7t06YKKigqsW7cO69evR3l5OcrKyrTvx40bh7Vr10b9LSGEEEIIIYQQQgjJbOhBSAAAx44dQ3Fxse6z4uJiHDt2DNnZ2WG/i/bbUPj9fsiBJFNer1f3l7R/ZFmGz+eD1+uFJDGI0A7Q5vYiUXv7fD7Ifp+2D5L5cIzbD9rcftDm9oL2th/qM5fMZNC2hgIhAaBMBA6H3qHU4XBoYl6476L9NhQLFy7EAw88oPssNzc30VMghBDSjrj9YeD2dDeCEEIIIcRGeL1euFyUiewKLU8AAEVFRaiurtZ9Vl1djaKiIuTk5IT9LtpvQ3HvvfdiwYIFAACPx4Pc3Fw0NTVxIrIJPp8P2dnZaG5uhtPpTHdzSAqgze0F7W0/aHP7QZvbD9rcXtDe9sPr9SInJ4f2tjlUZAgAYOTIkdiwYQOuu+46AEB9fT127tyJESNGICcnB3v37kVtbS0KCwsBAOvWrcOIESOi/jYURm9DAHC5XJyMbIbT6aTNbQZtbi9ob/tBm9sP2tx+0Ob2gva2H6HW6sQ+0PoEAHDTTTfhhRdewKZNm+DxeHDPPfdg/Pjx6Nu3L8rLyzFt2jTMnz8fHo8HW7duxXPPPYebb7456m8JIYQQQgghhBBCSGZDgZAAACZNmoSHHnoIM2bMQHFxMbZv346XX35Z+37x4sXYs2cPSkpKMH36dDz44IOYNm2aqd9GQpIk3HfffUx+ayNoc/tBm9sL2tt+0Ob2gza3H7S5vaC97QdtTgBAklmmhhBCCCGEEEIIIYQQ20IPQkIIIYQQQgghhBBCbAwFQkIIIYQQQgghhBBCbAwFQkIIIYQQQgghhBBCbAwFQtKmYQpNQtonXq833U0gaYLzuv2gze2Bx+NJdxMIIYQkCd7L2wcUCEmb4/Tp0zh9+jS8Xi+rLNmAo0eP4quvvsLevXvR0tKS7uaQFLB582bcdNNNqKqq4sOGTaipqcGJEyfQ3NzMed0mnDhxAt988w1qa2tpcxuwfv16zJw5E7W1teluCkkRR48exRdffIEtW7aguro63c0hKcDn86W7CSTFcF3e/qBASNoUmzdvxrnnnovvf//7GDJkCF544QXs2bMn3c0iSWLTpk0455xzMH/+fEyePBl/+ctfAPANVXtmy5YtuPjii9GnTx907NhRe9igzdsvmzZtwuTJk/HjH/8YF1xwARYvXoydO3emu1kkiWzevBnnnHMO5s2bh4EDB+L9998HwHHeXtm8eTOuuOIKTJ8+HYWFheluDkkBmzdvxtSpU/Gb3/wGl112GR577DE0NTWlu1kkiWzfvh2LFi3Crl270t0UkiK4Lm+fUCAkbYajR49i1qxZuOWWW/Daa69hzpw5eOONN/Df//3fWLt2bbqbRyxm165duPTSS/Hzn/8cy5cvx09+8hP89re/pYdRO8bj8eCxxx7DL3/5Szz44IPIy8vDmTNn0NDQQJu3Uw4ePIiZM2fi9ttvxxtvvIFf//rX+Oqrr/D73/8e27ZtS3fzSBLYs2cPLrnkEvzkJz/Bp59+ih/84Ae4+eabUV1dzXHeDtm0aRO+973v4Ze//CXuvPPOdDeHpIB9+/bhsssuw89+9jOsWLEC9957L/785z+jrq4u3U0jSeShhx7CI488gldffZUikQ3gurz9QoGQtBkaGxsxdOhQ3HbbbejYsSPuvvtu/Od//if8fj8efvhhbNiwId1NJBbh9/vx2muv4fvf/z5uu+02AMBtt92GwYMHY+vWrdi8eTOOHz+e5lYSq3G73aivr8eECRPg8Xhw/vnn48orr8TgwYPx8MMPY8uWLeluIrGY3bt3Y+LEido4nzlzJnr37o333nsPzz//PBcZ7ZBPPvkEV199NW6//XYAwCOPPIKKigp88MEHAOhF2J5oamrCjBkztDGu2nbjxo1499138fnnn+PQoUNpbiWxmi+++ALnnHMObrnlFgDAzTffjBEjRuDQoUPYunUrDh8+nOYWkmSQk5ODSy65BO+88w4WL17M+3c7h+vy9gsFQtImkGUZTU1N+Pjjj/HZZ59pn1900UW48cYbkZ2djRdffJGiUTvB4XBg9OjRGDp0qPbZf/3Xf+Gdd97BXXfdhauvvhrz58+nh1E7wuv1oqGhAV6vFzU1NfjNb36DXr16YfHixbjjjjuwdu1aPPnkkzhw4EC6m0ospL6+HitWrMCOHTu0z8aPH49Zs2bB5/Ph66+/BkDRqD1RUFCAsrIyANDyyhYWFmph5fQibD/k5OTgySefxAcffID3338fkiTh4Ycfxpw5c3Dffffhtttuw29+8xvd+CdtH4fDgX//+9/YuHEjAOCBBx7AsmXLcPfdd+PGG2/E3LlzsXLlyjS3kliFz+fD8ePHUVFRgVdeeQULFizARx99hBdffJEiYTuF6/L2jSvdDSAkEl6vFy6XC36/H4MGDcKPf/xjPPbYYygrK0P//v0BAFOmTMGpU6fw8MMP48CBAyguLk5zq0m8qPaWZRkXXXQR/H4/AEVEyMvLw9q1azF8+HB8+OGHePbZZ7FmzRoMGjQoza0miaDa3OFwIC8vD1dffTXeeOMNeDwePPnkk+jQoQN+/vOfY9myZXjkkUewb98+9OzZM93NJgkgjvMpU6Zg6tSpeOGFF3DJJZegW7du+M///E889NBDqKqqwoIFCzBr1izk5uamu9kkQXw+H5xOJ6ZOnardpx0O5T31xIkTcebMGd32TU1NyMnJSXk7iTWoxQpmzZqF5uZm3H333fjrX/+KVatW4ZVXXsHgwYPx5Zdf4rHHHsP27dsxYMCANLeYJIo6xkeNGoWpU6fikksuweTJk/Hmm29i48aNGDhwINavX4+nn34af//73zFmzBi4XC6+FGijNDY2Ijc3F36/H8XFxVokwMUXX4zGxkY88sgjAIAbb7wRFRUV6WwqsQiuy+2BJPO1PMlQtm7dikcffRRut1tbNB49ehT33Xcf+vTpg1tvvRW9e/fWtr/sssvQt29fPPbYY+lrNIkb1d4ulwvl5eWYN28eSkpK4Pf74XA4tAdPWZYhSRLmzZuHmpoavPrqq+luOokTcYyXlZXhlltuQUFBAe6++2689tprWLJkCSZMmKBtf/nll6N79+546qmn0thqkgjiOO/Rowd++tOfYvXq1Xj++eexYsUKDBgwABdddBHmz58PAJg0aRKee+45DBs2LM0tJ/Hy7bffoqGhAUOHDtXmbyOPPPIIPvroI7zzzjsAgL/+9a9oaGjAnDlz4HQ6U91kkgCivX0+HxwOByRJwv/+7//it7/9LT744AOdGHjNNdegY8eOeO6559LYapIIos1Vjhw5gv379+PgwYP49NNP8Yc//EETF+6//3589tln+Oijj9LYapIIW7duxd13342CggKUlpZiwYIFKCoq0p7ZAeCNN97AI488ggsuuIAiYTuA63L7wBBjkpHs3r0bU6ZMQf/+/VFUVIRNmzZhxIgRkCQJ1157LXbs2IHHH38c27dv134zYMAA9OjRI42tJvEi2rtLly7YvHkzRowYgXXr1mkPGupf9Z3GWWedhX79+qWtzSQxjGN8y5YtOPvss7Fv3z5ce+21GDZsGF5//XVdSPHAgQO1N5Sk7WEc5+vXr8fQoUNRWlqKl156CZ9//jleeuklTRxsbm5Gfn4+8vLy0txyEi81NTWYMmUKJk6ciNWrV0OSJM0zXKSoqEjzOPu///s//OQnP8HkyZMpDrYxjPZWX+oBwNy5c7F69WoMGDAAXq9Xs3f//v0xatSoNLaaJILR5oDynFZWVoZx48ahsbERa9aswalTp+ByKYFreXl5KC8v11IMkLbFN998g2nTpmHq1KkYPXo0Dh48iPvuuw9erxcOh0Mb85dffjl+8Ytf4JNPPsHTTz+NvXv3prfhJG64LrcXDDEmGcmyZcswa9Ys/PrXvwagPGzcfvvtmDRpEt577z3ccsst+POf/4ybb74Zs2bNQmNjI1566SV88sknaW45iYdQ9v7pT3+KKVOm4F//+hfOO+88zeuksbERr776Kp555hksW7Ysnc0mCRBujE+ePBnvvfce7rzzTixZsgT33XcfJk2ahJqaGrz44otYvnx5mltO4iWczSdOnIilS5di6tSpOvHolVdewYkTJ1BYWJiuJpME6dSpEwYOHIjy8nJcfvnleP311zF+/HidlwmgiP99+/bF4sWL8eCDD2LFihUYMmRIGltO4iGSvZ1OJ7p27QoAmlD0pz/9CX/729/w7rvvprPZJAHC2VyN+ujbty/y8vLw3HPP4Tvf+Q527tyJxx9/HMuWLUNWVla6m09ixOv14uGHH8bPf/5z3HnnnZBlGS+++CL+/Oc/a+NakiTNW/zyyy9Hc3MzFi9ejPz8/DS3nsQL1+X2ggIhyUg6deqEAwcOoKamBh07doQkSXj66aeRn5+Piy++WCtY8Le//Q3vv/8+unTpgo8++kgX3kDaDqHs/cQTTyAvLw8zZ87UvA6ee+45rFy5Eps3b8bSpUtp7zZMpDF+ySWXYN26dRgzZgz++c9/4s0330RxcTHeffddDB48ON1NJ3ESzuYdOnTAzJkzsWbNGgwYMAB1dXV44okn8Pjjj+Pdd9/VRAXS9ti4cSOys7Px+9//Ho8++iiuuuqqkCKhx+PBM888gyVLlmDZsmUYOXJkmltO4sGsvT/++GOsWLECf/nLX/DPf/6T+QfbMJFsDgATJkzAZZddhvfffx8vv/wySkpK8Pbbb2P48OFpbjmJB6fTiaysLEybNk0TAWfNmoUHHngAmzZt0uwqppKYPXs2LrvsMhQUFKSr2SRBuC63GTIhGcjy5cvlkSNHyl999ZUsy7Lc3NysffejH/1IHj16tFxbWyvLsiz7/X7Z7/enpZ3EGiLZe+7cufKoUaPkpqYmefv27fI333wjHzlyJF1NJRYRyxj3+Xwc4+2AaON85MiRcl1dnSzLsrxs2TJ569ataWknsZaGhgZZlmX52LFj8i9+8Qu5R48e8pdffinLsix7vV7Z7/fLe/bskWfNmiV/88036WwqsYBI9vb5fLIsy/L69evlf/zjH/KuXbvS1k5iHZFsrlJdXS2fOnVKu6+Ttsu//vUv7f+9Xq985swZuV+/fvInn3zSatuWlhZZlmU+w7VxuC63F8xBSDKS888/H+eccw5mzpyJqqoqZGVlwePxAAB+85vfwOVyYdu2bQCUt1SsgNa2iWTv+fPnw+12Y8uWLRgwYAAGDRqE0tLSNLeYJEosY1xNck/aNtHGeU5Ojmbziy++mN6i7YTs7GwAQHFxMe655x5cc801uOqqq/DVV1/B6XRCkiT06dMHL730EqvStwMi2Vv1IBw5ciSuuOIK9O3bN51NJRYRyeaAEo7YsWNHdO7cGR06dEhnU0kCqClALr30Uu3fTqcT+fn5GDhwIKqrq7Vt33zzTVRXV8PtdgMAn+HaILJQx5brcntBgZBkHOqE8+STT2LKlCkYN24c9u7dq91kevfuDZfLhYaGhnQ2k1iEGXu73W7U1dWls5nEQjjG7YcZmzudTtTX16ezmcRC1MWFmGuwqKhIExCuvfZa/Pvf/9a+Y67Jtk2s9iZtH7M2p2DQPhALkKj/VpFlGfv37wcAPPvss7j55ptx4sSJlLeRJI767K3mklSFYT6z2wfmICRpZceOHXj11VfhcDgwefJkTJ06FW63W8tr8dprr+EHP/gBJk6ciKeeegoVFRXYsGED9u/fzzfPbRDa237Q5vaDNrcfoWweThBQBYT6+nrMmzcPq1evRnZ2NgWENgTtbT9oc/thxuZerxculwuFhYUoLS3FkiVLsGjRIqxYsQL9+/dPU8tJvOzcuRM33XQTfvnLX+Lyyy/X7M3nN3shyeKrAEJSyKZNmzB9+nRcd911WLlyJbp3747f/e53qKioABCcjABg4cKFWLlyJU6ePAmfz6dVQyNtB9rbftDm9oM2tx/RbB6O6upqeDwelJSUpKilxApob/tBm9uPWG2+cOFC/O///i/y8vLw+uuv4+yzz05xi4kV/PWvf8WPfvQjjBs3Dj/60Y9www03AICuyBTA57d2T4pzHhIiy7IsHz16VB45cqT81FNPybIsy8ePH5cHDBggL126VLedmAT1xIkT8smTJ+WTJ0+mtK0kcWhv+0Gb2w/a3H6YtblanIK0bWhv+0Gb2494bP773/9eliSJxcXaOBs3bpRnzJghL1myRL7gggvkv/71r9p3Pp9PZ3M+v7VfGGJM0sK3336LPn364LbbboPf70fXrl0xcuRIbNy4EZ988glGjBiBG264AVlZWZr7elFREcMT2ii0t/2gze0HbW4/zNpczV1FW7dtaG/7QZvbj1hs7vP54HQ6cdddd+H6669Ht27d0t18kgCDBg3C6dOn0aFDB9x888149tln4ff7cf3116OhoQEFBQXaOOfzW/uFRUpIWhg/fjyuvPJKAEqS2z/96U94/fXXkZ+fj7179+Lvf/87FixYAABwuRQdm5NQ24X2th+0uf2gze1HLDanrds+tLf9oM3tRyw2dzqdWuESioNtE9V+LS0tcLvdKC8vR1NTE6677jrMnTsXf/nLX3DXXXfhsssuQ01NjbY9x3v7hTkISco4ceIEvF4vmpqa0Lt3b913hw4dAgCUl5fD4/HgxRdfxOuvv46///3vrGzYRqG97Qdtbj9oc/tBm9sL2tt+0Ob2gza3H6rNW1pa0KtXL+3zZ555Bjt27MCjjz4KAFiwYAEefvhh/PCHP8RTTz2VruaSFEIPQpISNmzYgAsvvBDXXHMNrr76atxxxx3w+Xza9+Xl5dobC7fbjWnTpuH48eOor69PY6tJvNDe9oM2tx+0uf2gze0F7W0/aHP7QZvbD9HmV111Fe644w54vV4AQM+ePbF69WoAwKeffoonn3wSV111Fb788kv885//TGezSYpgDkKSdE6ePInZs2fj7rvvxrRp0/Dtt9/iuuuuw969e/E///M/6Nevn7ZtTk4OAOCjjz5Cbm4u8vPz09VsEie0t/2gze0HbW4/aHN7QXvbD9rcftDm9iOSzR977DFceumlWLZsGZ5//nncddddeOGFF1BZWYknnngCo0ePTnfzSSpIW3kUYhu2b98ujxs3Tvb7/dpnp0+flidMmCB/73vfk/ft26d9vmzZMvkPf/iD3LNnT3n9+vXpaC5JENrbftDm9oM2tx+0ub2gve0HbW4/aHP7EcnmM2fOlDdv3iyfd955ssPhkF977TVtm5aWlnQ0l6QBhhiTpFNcXIzs7GwsWbIEAODz+VBYWIh3330X+/fvx5133gkAWL16NT788EOsX78e77zzDkaOHJnGVpN4ob3tB21uP2hz+0Gb2wva237Q5vaDNrcfkWx+4MABPPXUU3j99dfxxRdf4KqrroLf7wcAuN3uNLaapBIWKSFJp6WlBbfeeiuam5vx+OOPo6ioCD6fD06nE9XV1Rg8eDAWLVqEH/7whwCApqYmzY2dtD1ob/tBm9sP2tx+0Ob2gva2H7S5/aDN7Uckm586dQoDBgzA7373O/zwhz9kxWKbQg9CklRkWUZWVhYWLVqElStX4o477kBLSwucTid8Ph86d+6Ma665Bvv27dN+wxtP24X2th+0uf2gze0HbW4vaG/7QZvbD9rcfkSzeVFREa677jocOHAAgCIMUhy0HxQISVKRJAkejwdlZWX4+OOP8f777+NHP/oRDhw4AIdD6X4+nw9nzpwBANChtW1De9sP2tx+0Ob2gza3F7S3/aDN7Qdtbj/M2ry2thYAbW5XGGJMkorqsnzs2DF07NgRp06dwmWXXYb+/fsjNzcXvXv3xqOPPoqVK1diyJAh6W4uSRDa237Q5vaDNrcftLm9oL3tB21uP2hz+0GbEzPQg5AkDXUS2rdvHyZPnozly5ejW7dueP/99zF9+nQUFBTg1KlT+PzzzzkJtQNob/tBm9sP2tx+0Ob2gva2H7S5/aDN7QdtTsxCD0KSFLxeL1wuF/bv34/p06fjuuuuw4IFCyDLsi6XgTpZkbYN7W0/aHP7QZvbD9rcXtDe9oM2tx+0uf2gzUks0IOQJMSxY8fQ1NTU6nOXy4U9e/Zg+vTpuOmmm7BgwQIAwVwG6l813wFpG9De9oM2tx+0uf2gze0F7W0/aHP7QZvbD9qcWMH/D6UQIZiV3/zkAAAAAElFTkSuQmCC' width=1288.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,4))\n",
    "plt.plot(X1103_raw.Date_Time, X1103_raw['HV kcal/Nm3'], label='11-03 열량 kcal/Nm3')\n",
    "plt.plot(X1103_raw.Date_Time - pd.Timedelta(1, 'day'), X1103_raw['HV kcal/Nm3'], label='11-04 열량 kcal/Nm3')\n",
    "#plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
    "plt.grid()\n",
    "plt.xlim(xmin=pd.Timestamp('2022-11-03 00:00:00'))\n",
    "plt.xlim(xmax=pd.Timestamp('2022-11-04 00:00:00'))\n",
    "#plt.ylim(ymin=800)\n",
    "plt.ylim(1000, 2200)\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70fa0eef",
   "metadata": {},
   "source": [
    "### 이론 공연비 $\\phi$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "7439ef2c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:04.341319Z",
     "start_time": "2022-12-28T00:48:04.151826Z"
    }
   },
   "outputs": [],
   "source": [
    "X0922['phi'] = X0922.apply(lambda row: (1 + 3.773) * ((row.CO + row.H2) / 2 - row.O2) / 100., axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5609c6f4",
   "metadata": {},
   "source": [
    "### 발열량"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "b97ef702",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:04.357282Z",
     "start_time": "2022-12-28T00:48:04.343320Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.04000000000000001\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1620.7064102104578"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def LDG_Heating_Value (X_dict, XH2O=None, debug=False):\n",
    "    '''\n",
    "    Lower Heating Value of LDG in kcal/Nm3\n",
    "    with or without vapor content\n",
    "    X_dict : LDG composition in volume\n",
    "    XH2O : mole fraction of H2O\n",
    "    '''\n",
    "    gas.TPX = 298.15, ct.one_atm, X_dict\n",
    "    \n",
    "    if XH2O:\n",
    "        X_normalized = gas.mole_fraction_dict()\n",
    "        X_normalized[\"H2O\"] = XH2O / (1-XH2O)\n",
    "        gas.TPX = 298.15, ct.one_atm, X_normalized\n",
    "        if debug : print(gas.X[gas.species_index(\"H2O\")])\n",
    "        \n",
    "    return (gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2g) * (kmol_in_Nm3/4184)\n",
    "\n",
    "LDG_Heating_Value(dict(zip(components, fractions[0])), 0.04, True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71af4327",
   "metadata": {},
   "source": [
    "#### 질량분석기 발열량에 대한 생성 엔탈피 변화 발열량 오차율"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "962f2c0b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:04.763192Z",
     "start_time": "2022-12-28T00:48:04.358275Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.3, 0.0)"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1fcf99cf51ce40c1a2d2264090221714",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(X0922.Time, (X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1) - X0922[\"LDG CV Lower\"])/X0922[\"LDG CV Lower\"]*100)\n",
    "plt.ylim(-0.3, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f46d7de",
   "metadata": {},
   "source": [
    "    gas.TPX = 273.15, ct.one_atm, {x: y for x, y in zip(components, frac)}\n",
    "    kmol_in_Nm3 = gas.density / gas.mean_molecular_weight\n",
    "    kmol_in_kg = 1./gas.mean_molecular_weight\n",
    "    '''print(\"LDG\", {x: y for x, y in zip(components, frac)})\n",
    "    print(\n",
    "        (\n",
    "            gas.mole_fraction_dict()[\"CO\"] * dhCO\n",
    "            + gas.mole_fraction_dict()[\"H2\"] * dhH2g\n",
    "        ) / 4184 * kmol_in_Nm3\n",
    "    )''' # J / kmol\n",
    "    HV_CPl.append((gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2g)/4184*kmol_in_Nm3) # J / kmol\n",
    "    HV_CVl.append((gas.mole_fraction_dict()[\"CO\"] * duCO + gas.mole_fraction_dict()[\"H2\"] * duH2g)/4184*kmol_in_Nm3) # J / kmol"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88b10d3a",
   "metadata": {},
   "source": [
    "### LDG 건식 발열량 변화 22-09-22 15:00~ (발전소 앞 수분 측정 시기)\n",
    "홀더 인입 유량과 함께 (우측)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "10ce314e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:05.313374Z",
     "start_time": "2022-12-28T00:48:04.765185Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 243684.0)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "426c95c77fc549889af8ae578ff4a1bf",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1))\n",
    "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], 'x', markevery=3e-2)\n",
    "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45) \n",
    "\n",
    "twin = plt.gca().twinx()\n",
    "\n",
    "twin.plot(flowrate0922.time, flowrate0922.converter1)\n",
    "twin.plot(flowrate0922.time, flowrate0922.converter2)\n",
    "twin.set_ylim(ymin=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "720d5d3b",
   "metadata": {},
   "source": [
    "#### 측정 시기에서(22-09-22 15:00~) 발열량과 공연비"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "7d39e42b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:05.509800Z",
     "start_time": "2022-12-28T00:48:05.316314Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.61822193045)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7ef51f64d48e4b1292b6ff599c917ab8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "# plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1))\n",
    "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], '-', markevery=3e-2)\n",
    "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "plt.ylim(ymin=0)\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)\n",
    "\n",
    "twin = plt.gca().twinx()\n",
    "\n",
    "twin.plot(X0922.Time, X0922[\"phi\"], '--')\n",
    "twin.set_ylim(ymin=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd8ee2d3",
   "metadata": {},
   "source": [
    "### 수분 함량 4% 에서 발열량 변화"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "c92c7cea",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:06.008181Z",
     "start_time": "2022-12-28T00:48:05.510794Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26f11b48670>]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6c7006c017cb43689f6f67b1b3ba0317",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1))\n",
    "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90b57e8d",
   "metadata": {},
   "source": [
    "#### 수분 측정 시기에서 (22-09-22 15:00~ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "c319e806",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:06.464987Z",
     "start_time": "2022-12-28T00:48:06.009145Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f18223124f8e479ebd7706fb29640b39",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAA9kklEQVR4nO3deXxU5d3//9csyWRPmDCZSUJYQthpQNkUFCnWBbW40CqiKGArpdVaW73vQu8ixELvb5efd1VEqCKiVayCioK7llpFlhCSQFjCGrJA9oUss16/P04yEAhwAlkG8nk+HvOAnHNm5jOTzHvOuc51XceglFIIIYQ4J2NnFyCEEJcCCUshhNBBwlIIIXSQsBRCCB0kLIUQQgcJSyGE0EHCUgghdJCwFEIIHSQshRBCBwlLIYTQQcJSCCF0kLAUQggdJCyFEEIHCUshhNBBwlIIIXSQsBRCCB0kLIUQQgcJSyGE0EHCUgghdJCwFEIIHSQshRBCBwlLIYTQQcJSCCF0kLAUQggdJCyFEEIHCUshhNBBwlIIIXSQsBRCCB0kLIUQQgcJSyGE0EHCUgghdDB3dgHn4/P58Hg8GI1GDAZDZ5cjhOhgSil8Ph9msxmjsfP27wI+LD0eDxaLpbPLEEJ0MqfTSXBwcKc9f8CHZdM3idPpxGQydXI1QoiO5vV6sVgsnbpXCZdAWDYdeptMJglLIbqwzm6GkxM8Qgihg4SlEELoIGEphBA6SFgKIYQOEpZCCKGDhKUQQuggYSmEEDpIWAohhA4SlkIIoYOEpRBC6CBhKYQQOkhYCiGEDhKWQgihg4SlEELoEPBTtPnlbYYThRCVCD432AZCRJy2rigLynIBAwSFgckMJgsoL8SmQHSPTi1dCHHpu3TC8pWbwXjKfHZ3vQSpP9b+n/4KbFvR8v1ueBrG/VL7f80xCA4HS2T71iqEuOxcOmGZcgOExUB9hRZ2MUkn1yVdBR4nKAUo8DSA8oHBCLYB2jYNVfDG3TB0Cox7rDNegRDiEmZQSqnOLuJcvF4vZrMZj8dzcTOlH90KL/8A4gbDzze1XYEicHlcUFOoHVHUlkJVvvZF6vNAz6uh9zhtu6oC2LNea7YxmrUvWuXT/h83CHpfo213ZBPUlUK33tpjeD3avz43hMWCfYi2nbMGyg+BfSh08qUQLgdtlgEX6dLZs7xYPUZCZDwU52gfnPDunV2ROJXPC9nvQG0xVByG4t3gdYMlQguiUT+FnmO0besrwVWrhWBN0clbbQlc+xstzAA+fBx2vN7y81333yfDcuc78Nn8lre74v6TYXl8J2x4ouXtBt8Bd7+q/b8wA179IfQaB9PfBbNccO9y0HXC0mCAnlfBrnch7zsYdFtnVyROZTRB+krI+7bl9YMmn/z/Z7+H7ata3i6238k2atsAiB8GkQkQZtVO9AWHgzFI+/JsEhmvhafRrO0pGkza34vXDfGpJ7cbeCsc/o/WFGQ0azdTkFZ7j1EntwsK0wL+yDew6z0Yds+FvCMiwHSdw3CA75bCx7+Fa34NP3iqbQoUF8fjAnPj5U3zNsPBf4E1GWJ6aoHjrIb6cnCknuz9sOFJOPwNRDogKl4Lw0gHhNu04Esaddan6zC7P4S37oO+18P0tZ1dzSVNDsM7g6NxL+H4zs6tQ2i2r9K+wKa/q4VdzzEnD7XP5ZY/t39tFyvlem0P9uhmrW3T1LU+apejrtX67Biq/VuU1bl1CMh6G9b9Ekr2QMH2zq6m7QWFQsJwcJ3Q2snFJa9rfd2FRMPMj6D7gM6upOsqyoJP5sHhr7WfJy+Bgbd0bk3tJWkM5G/V9i5PbfsUl6QWwzI9PZ1bb72VCRMmsHr1agCGDBlCWVlZs+3Ky8v59NNPmTBhApMmTWLLli0EBQX51y9ZsoQpU6YAsHr1av7nf/6H6upqrrrqKl5++WVsNpvuQtek53O8xoUjOgS3V2EygtFgwONT1Lm81Ls8GAwGQoJMBJkMBJmM+JTCYjZhMRsJDTIxOtlKVK+xrX6TRBspSIeVPwR3rda+eOOiy/vkx8DbtD7BPa/u7EpEGzgjLNevX88TTzzBqFHNG8l37drV7Oeqqir69OnDwIEDAaipqeGzzz7jyiuvPONJsrKymDNnDl9//TWDBg3il7/8JbNmzeKDDz7QXeiT72RiMF5c425iTChrfz4We1TIRT2OuABKwUe/1YLy6kfgBwu0M8mXs15XazdxWTgjLEeOHElWVhaLFi1iz549Z73jihUruPnmm3E4HIAWltHR0S1u+/LLLzN16lSGDtXaDNPS0rDb7RQWFpKQkKCr0Aev7k1MRAhVdS7CLWZ8CnxKYTYaCDYbMTcOhfQpcHl8eJXCaACn24fL62PzwXL2Hq/h6/Wv86PKlfC9H8E1v9L13KINGAww9R+w9SW47rfSWbu9FO+B3R9A+QGtvdT+PUi9G6x9OruyS94ZYWm32897J6UUS5Ys4dVXX/Uvq6mpISoqqsXt09PTeeihh/w/x8bGkpycTEZGhu6wfGrykIvqNnC4tJYJf/kX3x0o5UeebG1khuhYEXHw/Xm6Nq1pcKOA8GAzplPnBDgPn09R4/RQUFHPsep6iqoaKK52UlnnorCqAafHh9fnw+NVRFi0x/b6FGaTAa8PzEYDPqXwKQgyac06ZqP2b53LS7jFRI9uoXh8Cq9X4fYp7fEaf/b4FBazkdiIYG5NTSCx5D+w7xMYMePkCcb24KqDdY/AzrXAKb0Bd38A3/wf/DJD63EgLtgFneDZsGEDkZGRjBs3zr+spqaGESNGUF9fT1JSEtOnT+exxx7DaDRSXFx8RvukzWajuLi4xcf3+Xw0df/0er0XUuIZencPp19cBBklVrCgffOKjlG4Q5stKqLlNmqP18f67CI+3XWc0hNO8ivqKayqp6kHcFiwiQiLmcRuofTpHk5y93AiQ4IormngeLWT4honxdUNlNe6qKp34/T4Ou61ncPSfx3gP1f+i/Btf4e4ge0bluYQrW9ncDiMmQ2JI7Uz8vs/17rMNQWlUtpePmijoJQCrwtCu51cDlp/V+WD7v21353hPF9YPh+U7NYGfJTthxPFMPF3Wp9ZgE9/r53U83m05zSatROuXjeMeRiG3Kltt3ON9hjGIAjrpuW+q6Et36kLdkFh+fzzz/PII480W7Zz507sdjsej4fNmzfz4IMPUllZycKFC1FKYTztsMtoNOLztfxHnZaWxsKFCy+ktHMak2zlrWI7PowYyyQsO8z7j0DxLvj5ZrD1b7aqzuXhJ69u49sDzU8eRoWYiQkL5oTTwwmnRwvEGicZeZXnfKogk4Ee3UJJiAklITqE+JhQ7JEWYsKCSYgJJSzYhMlowGQ0UF7rwufTEtlkNGA2GfB4FSajAYMB3F5Fg9tLg9tLdYOHYJOROpeXqno35sbHCDIZMBmN/p/NJgMNbi9r0gvYcric/9TYuQng+K5z1n3RjEZtuGXiiJOd9wH6fr/5dhuehF1rtXCtLji5PDgSfp0DIY1Hh589BUU7tP8HhWujoXpeDZF2GHLXyYlsvluqBfLRreCsav5cw6edDMvyg9ow0JaMmHHy/3nfwZblzdf7AmPcTKvDMjc3l61bt7J2bfNRCU2H72azmXHjxpGWlsaiRYtYuHAhVquVioqKZttXVFRgtVpbfI758+fz+9//HtD2LC2WthlbO6JXN17/zkxlsB1rQxHUlWvD4ET7KTsAx7O1ETnd+zVbVefyMPOVrWw+VE6f7uE8edMAelrD6BUbRoTFjOGUvZkGt5f8ijoOltRysLSWOpeXuEgLcZEW7FEhxEVZsIZrI4Es5s4b5dFkaGI0tz77H94t7NZ+YXl0C3y1GMY/qY1zHzDp3NtXF2kThtSVAwrC48AUrHWYry6E/Z9ps3IBDL1L+52V5mp7ioXbtRtoodkUlvs+gYNfaUNEE67QZgBzfA8i7NrPTSb9CW5apO0xGozgdUJDtTZ5yald+UbM1ALf520cVmoCzPD0w231rl2wVofl888/z4wZMwgNDT3ndm63m5iYGACGDRtGZmYm9913HwC1tbXk5uaSmtpy37PT90LbypAE7QTUERWPlSLtgyxh2XY8Tm1UzsiHTp7Ayf1M+3fArc0O5epdXmat1IKyX1wEbz58Fd0jzv6lGBJkIiUukpS4S2Mu0sHxUcSGB/NlaTQqNAjD8RztULUt/7Z3vKEFVcoPTk4Kci5R8fCbxglK6iu07ltNvxOfr/mh9qnTGHo92uCB/C3aVIfdTjlZNP5JbfKSxCu1JoCziU7U95rsg7XbqbxeoPPDslW/uRMnTvDaa68xZ86cZsu3bt3KqlWrqKurAyAzM5MFCxYwe/ZsAGbMmMGKFSvIzs7G7XYzb948xowZQ9++fdvoZeiT3D2ckCAju5yNMw5Ju2Xb8XlhzUParDxfpmnLXLWQ0TjrT8r1/k23HCpn+sub+e5gOSlxEbzx03MH5aXIYDAwsnc3XMrMiahkcNVA5ZG2ewKvG3LeBwwn9wb1MgVph+qnhqPRePZ2SZNZa28dOQuuebx523PvcdDn2nMH5WWiVWG5atUqrr766jNCLikpiS+//JL+/fvjcDiYMWMGCxYs4IEHHgBg7NixLF68mFtuuQWbzcbevXt588032+5V6GQ2Gelri+AV9w0U/fhDbRYZ0TY2L9POvEYlanuW5QdhcYJ2CB6ZAL2vwenx8sgb27l72Sa2HaloDMox2CIvr6BsMqq3dtRyxNS4J9aWh+IHN2oTjPS+RttjFO2ua806BDzyxnY+zCrilZmj+P6AuPPfoa35vNpEHke+hfxtMOohaBpVlPG61g4VGqNNIOtxnpyI9soHT5l/cS1kvHbyMZumFqsrg2HT4Kqfacuz34F//1k722kwamcfQdu2340w8X+0n49lw1vTtTk+LVFa08SYOdBjhL7X5K6H/2+QNs/kT77Q7ldfAa9PgZK9MP09SBrFvHezeWNzHrZIC3Ou68s9o5IIt1y+I26z8iuZ/Pw3/NSRy+9Gm7Qv56YTHhdr7WzIWg23PaPt8V3GZNahTpJsiwDgYEkt3+/IIeLFu2HHPyDzLW2C2yaDfnjy/0c3n32expieJ8Oy8ggc+LLl7WL7AY1hGRyhtTW1pGmCXNBmEK84pN2a7P4QHvpU35jmnHVaOPa78WTAhnbTgtNVC5YI3t9RwBub84gKMbPmZ2PpGRt2/se9xA2OjyIkyMiq0gH895ibMJvaqL3SVavtxRuDtEmHT1NQWc+RxpNgAxyRJFkv//e6I3S9sOweDijGbP0V7K7RPtDn60N2sXauhfd+Dp567eeEK7Xg6zlWm5C4yZifafMfNlRpY4qDQhsnojU2byAfNg2Sm7qEqJMnDkK7aR+gJinXw6/3aGccMWh7gKC1QZlPOUHXayz8Zq+2N+usgczVsGUZrHsUfvrV+U9KbG8cnHBqFxDQ3ldLBNUNbn73rjYt3l/vHt4lghK0Zp8Bjigyj1ZyqLSWfvY2Ojl1ZJM2bHTArf4TlCU1TjLyKnjuy/1kFzTvwjOyVzd+d+sgrujZrW2ev4vqemFpCwcMdD+xD6oKtUPX9r7EhCVKu/bLqJ9oh7fdU1rezj7k5HVcziXSrt3OxxSkrz0rJFq7NXVcdnxP65TcUKVdruFcZzLryrUmhXAb9LupxU0+3XWcE04Pk4Y6uGGwjrovI4PjtbCs3fQSGA9qXWiCzt2T5Lz6/QAeywJ3PR6vjz+s382qTYf93RF7dAtlaEI0IUFGvjlQxrYjFdy9bBOPXd+Ph8f3JdjcPr1NlFLkV9RzuKyWshMuSk848TaOaKpt7J9aVeem3u0lyRqKNdyC2+ujzukhzGImPNhEuMVMt/BggoxGokODUCgaXO52qbe1ulxY9umunbU74rPhoBAq89o+LCvzYPtrMGGutlfW7wfwiy1ndMgOWKYgmLlBm6n8fHvdYVb47RGtD99ZJrhdl1kIwB1X6Ow+chkZnKB18rYeeA9qdsDo2a0byXPkW212f1cd3PfPk22e3XoBkPb+TlZtOkKExczYvrHcMNjOXVf28A8R9foUL319kD99spe/fLqPd9LzGZoYjcVs4mDpCUwGA5EhZsItZoqrndS5PRwureOE00OQyUBsuAV7dAhDE6K4tl937FEhhAabKD/hos7lxeX1caSsjoy8CrbnVVJ6wtmG755G+dpmFN/F6nJhGRkShC3SwuH6bowxo3XGTTxzpqQLtnMtvPszrdNt3MCT3ToulaBs0povkKY900a1Tg9hwSYMBgNlJ5x8s7+UyBAzEwbon5LvcjE4XgvLA754erIDynJbF5bbX4OiTO3/7z8C45/QrvdjieRIWS2vf3eE8GAT7/1iHClxEWfc3WQ0MPu6vozvb2Pu2mx2HK3kcFndOZ/SbDQQExaE2+PjWHUDx6obyDxayT8255233L62cAY6orBFaoMEgkxGnB4v4cFmosOCiA4NIths5Gh5HVV1bnwKuoUHUefyUuf0UOP0UHbChVcpquvdGA0GTAYfr+h/x9pNlwtL0PYujx1t7Ix+6pCvi5X1T3h3tnb2+qqfn9KueInyuLQharb+WntoS04ZBaWU4g/rd/Pyfw7R1xbOihmj2HyoHK9PceNgR0CMrOloAx2RGAywo87G90EbEdMady7Veky8M1O7ANpr32jdsx7dzuqtR/EpuP+qXi0G5akGxUexds5YDpSc4FjjOPqBjihMRgM1DW5qGjxEhwbRLSwYe7TF/7uqc3korKxn86Fythwqp7rezQmnB1ukhbBgMxazke4RFq7oGcMVSd2IDmv7afe8Xi+vBMAJ/y4Zln1t4RTlNYZlVX7bPOiRTdoepVIw+Tm48oG2edzOtP5xrTvTlJe1Ke1O56zRugwljUZNf5+09bt55ZvDABwoqWX2a+n+PpQTB3ZCN60AEG4x0yc2nKxyOwQDpfta/yA9RmpNOu81DgYZfAc+k4V1O7TmjR+PTNL1MEajgX72yFadaAoLNvtHTt03plerS7+cdMlJBft0D6dIxWo/VBde/APWlcOan2hnnW9adHkEJZyc4fvQv1teX5ihnbgyh/D29gJe+eYwkRYza+ZczZU9Y9hzrIavc0uJtJi5tn/XvU77oIQoDqjGqQj1hmVVgdak46rVfh4+De5epX0R35DG1sPlFFTWk9oj+rx7laJtdMk9y+TuESz19WFF4tPMuq7lM7itsv9zqM6H/pO0w+9z8PkUB0pOsPVwBVn5lSgFQWYD1fUezCYD0aFBRIUEUev04PT4/HMr1rk8/hlxXKdNQWYyGvD4fFTWuf0z5jjdPhTg8Sk8Xh9Gg4EIixmfUtqsXEphMhgIMmuz5pTWOLGGBxNhMdMtPIj7r+rFkF6N/TrzNrX8Yop3A+CxDeFPH2v9OZfcdyUjell54b4R3LN8EwUV9Tw77QqiQi7zWdHPYXB8FB9l2fAagjCV7m8+TdrZZL0FXyyEq34BNy9ufKDb/avXbteaj24f3vVOmnWWLhmWfWzhVBDF+84kZtnaoGd66t3aCZH44Wf9EOw5Vs3a7QW8l1FAcU3bnzFsa+/vKOTt2VcxJDxO2xuqrziz3bIxLHc44yk94eLaft0Z3187ieOIDuGTX42nss6NI7prX8ZjcEIUPoystz7A5DGDtHHdTddKb4lSkNk4HLiFcd91Lg/rs4swGw3cPlzf5Nni4nXJsOxpDcNkNHCwtBalVLOpwFrl1D2EvhNb3MTnU7y++Qh/WL/bv0c4OD6K0X2sXNEzhrBgM06Pl6gQ7YxgrdNDTYObiJAgLGYjJqMBowGCzUZCzCb/TNxNNSulGi+hoZ3B9DTO1h1hMQPacq9P2ztVaHuVJqMBc+MM4W6vwu31ERUaxIkGD7UuDx9kFvKPzXk8+U4263uMwrB3PeSna12gTtUYlm8e1g4Dp1/VvE0rJMiEI7rrndQ53ZDGM+LPOCczefSE89+hIF37grINbLGnxie7jnHC6eGGwfbLbgKSQNYlwzLIZKSnNYwfVryGa9UyLFOWnXUW77PyeeG1O2DQ5OZTkjVSSvHv3FL+9PEedhVWYzDAzHG9mX5VL/+Qy0A1slc30o9UkFNUzZHeQ+jNem16rlPDUiko3o0ymPigIJy4SEuXPYlzPrZIC7HhwRwqraXO5SEs+Dwfu6aZmoZPA4MBpbQvwKDG4ZLvpGsnJX80okd7li1O0yXDErS9y5FVe7EcyoaqvNaFpccFn/1eO/FRV944zO9kWG47XM6fPtnLlkPlAAywR7LozqGM7H1pzJ1pNhmZNqYn89/fxYbKnvzcNghCYppvVFsC7lrqInvhqg9iVG9r2419vswYDAb62SOwHNxHzaf/S1iPZC0IW+Ku107sGEyQeg8fZhXy1Pu7cHp8rH74KqJDg/j2QBnW8ODOmQimC+uyYZkQE0K+agzIisPa7MznUpmnTWQbFAbfvQDHsrSp+Sc/67+kq1KKv32Ry/99rvWlS7KG8qvr+3PHFYmtuuhWILhpiIP57+/i9cIE5vx205lNFRFxMK+If366GYqrGZLY8sXqhCYlLoK6Q1XYt/0ZSq89e1ju/lC7PEO/mzjmi+GJt7+iwa013zz+1g6GJkajlLZX2V7DFkXLum5YRodySDWOhS47eP47pL8KX//l5M/xw+Gu5dq1SdCCctH63bz0n0OEBBmZd8sgpo7qecn+QdujQuhrC+dASS2Hy+r8w0SbMQfzUZ72JzQ8KaZjC7zE9IuLZI1KRGHAcHzX2c+I9x6nTZ2XOII3Nh+hwe1j2pieZOVXsrOgmtziE0SGmJlzXcdOnC26cljGhJKpGieZKNt//jtc91/grNbaKmNTYPRP/XuUAG9uOcpL/zlEpMXMyzNGMbrPpXHIfS7XpHTnQEktW3cfpE+PSm08ckxPbaXXTXGtly2Hy4kND2b0JdLE0FlS4iKoJ4TioATs9QVw4njLl6aNSoDxT6KU4r01/wLgwat7U17r4sFXtuDy+PivmwfSLfwcZ9NFu+jSYenfs9RzeQmzBW75c4urdhZUsWDdLgwGWHr/iMsiKAHGpnTn1U1HCMv4O3zxqrbHM/5JbeXK24gqPUgPwzyuSBku7ZXn0a+x4/ge1Qs7BXBs5zmv473jaCV55XUMdEQywKGNuPn0V+Nxenz+n0XH6rJ/4QkxIRxVcXgxnnvP8rsXtckMXC1PPlBV52bOP9JxeX08/oP+XNPv8hmpclUfbZTTu1WNU8rlfq79qxSU7CG4vpRi1Y1B8fLhPR9bpIXIEDPbGxo7kR/feeZGq+/TZkCvK2fNdu2M96kzNfXuHi5B2Ym6bFg6okNwEcT/Gn8KdyzVAqAl3y2BdY9o816eRinFE+9kcrS8nvH9bTzy/bPMU3mJig4Lor89gn/V9sZridG6D9VXwoliaKikNCgBF0EMcsjJnfMxGAz0i4tgl6+xGeP0sPQ4tROIOe9Tbwjl/YxCTEYDd3XBae0CVZcNS4vZhC3Swt/rrqMh+caWG9srj2pnwbv1OXmd5FOs/PYwn+UcJyE6hP+7ZzjGS+yMtx4jelnxYqLIOkqbTenIN1C6F4D9jeOdZW9Hn5S4CLJ8yRzsN/PMkTmFGdq0fj1Gsj6njBqnh4kD44iL6tqjnwJJlw1LgITGYXhFVQ0tb9A0JrppjPQpDpXW8v8+3oPRAM9NuxLrZdrgPrKXNsQx3fA9bcHBjXA8B4BMp4OoEDPxXXw4o1794iIpphvr7D+HAZOaryxI1/5NGsPqLdq8kVNH6ZtNSHSMFsMyPT0dh8PB1KlT/cs2b96MxWLB4XD4b1dffbV/fXl5OVOmTCEuLo7k5GReffXVZo+5evVqUlJSiIuLY/LkyZSUlLTTS9IvsVsogwxHCPn4cUhfeeYGh/+j/dt09UW0Q+/3Mgq484VvaHD7+Om1yYzodfle22Rkb+21vdfUbnngSzj6HQAZ3r4MjI+68OGiXUzT7EC5xSfOXFmUBUBhWH+2HanAERXCdf273mTJgeyMs+Hr16/niSeeYNSoUc2W19TUcNNNN7Fu3boWH2j27NlYrVaKiorIzc1l3LhxDB48mFGjRpGVlcWcOXP4+uuvGTRoEL/85S+ZNWsWH3zwQfu8Kp16x4ZTaaghfv9bYK4984JbeVooVDtGs+CtHXy085g2pX6tC9A6Bj9+wyU2A3or9bSGERMWxMbyaLyDvo8pabR2qQNgm28At8khuG79G98rX0EGfPEh9LkOkq/TVh7LBuDtgm6Am7tHJUkPgwBzRliOHDmSrKwsFi1axJ49Jy+jWlNTQ3R09OmbA1BaWsq7775Lfn4+JpOJgQMHMn36dF566SVGjRrFyy+/zNSpUxk6VJtOPy0tDbvdTmFhIQkJnTdrSrItgnd8jQ3op18y1lWrTWYQauWpjSd4d4fW4F5f6yUxJpQ/3Dm0Sww3MxgMDHRE8t3BcnZNXElqjxjw+Xj9n6sp3xFF/7a6YmEXkBAdQnRoEDGVOfD1S1oPi+TrwN0ApXtRlkhe2enDaIB75BA84JwRlnZ7y1ffq6mpISqq5bOeO3bsIDExEYfjZL+x0aNH88wzzwDaYf1DDz3kXxcbG0tycjIZGRmdHJbhFBNDjTGKyLID2szflsYPv/LBzf9LbV0tH35RRGiQiY3/NYGokCCCTcbL8mTO2Qx0RPHdwXJyCqu1sDQa+aI+BSiRsGwFg8HA4Pgosg710RY0XVvHFASz/822rJ1UfuFlwgAbiTEXeQVI0eZ07+fX1NTw+uuvEx8fT+/evbn77rvZtWsXAMXFxdhszdtXbDYbxcXFutafzufz4fV6/bf20rd7BGBgF30B5T8UArTQvOpnvG66A7dXMXlYAnGRIYQEmbpUUMLJdst/555sZ953XGt3628P7BmUAs2QhChyVQ+8BrM2v4DPB0YT2Ifwakk/ACYPkzkqA5HusLz//vs5fvw4RUVFbN26lZSUFCZMmEBxcTFKKYynTVFmNBrx+bQJAM63/nRpaWmYzWbMZjMWS/vN1xcdFkRseDDbXI193wp3nLHNB1naZSemju66h0XX9bcRZDKwcW8JLo+PE04PBZX1xEVaiAm7PHsBtJfBCVG4COJYSDK4TvhHj/l8im8PlGEwwPUDu9a11S8VusMyOjqakBCti4jNZmPx4sV069aNjRs3YrVaqaioaLZ9RUUFVqs27O986083f/58PB4PHo8Hp7N9ZxXva4sg29d0WLTj5IrvXqT+q79SUFhAt7AghvWIadc6AllkSBAje1mpdXnZnldB7vEaADkEvwBDErR2/12q8W+ucAd88jvqX7mdbnWHGOSIapcrJIqLd1Gn29xuNzExMaSmpnL48GGqq6v96zIyMkhNTQVg2LBhZGZm+tfV1taSm5vrX39GUUYjJpPJf2tPybZw0n0D2JU6t/n1c7a+ROjGNEzKx1XJsV3u0Pt0TRcc+zq3hL3HtLDsJ4fgrdbXFk6w2cg3dY0T9xakw5FvCT+6ES/Gy2ZegcuR7rD861//yu7du1FK4XQ6+e1vf0toaCjjx48nMTGRiRMnMnfuXNxuNzk5OSxfvpyZM2cCMGPGDFasWEF2djZut5t58+YxZswY+vbt/GmmUuIiKCWaz6LugoTh2kKvByoO4zSGUUoUV/eN7dQaA8G1KVqb88Z9JWw7oh0lyLRsrWc2GRnoiORf7iFUXDFHG8lTdRSAQtVd3tMApjss4+PjmTZtGna7nX79+nH06FE+/fRTf5viypUrOXjwIHFxcdx44408/fTTTJyoXZdm7NixLF68mFtuuQWbzcbevXt588032+cVtZK/o/DxUzoKVx0Fn5ujhnjAwNXJEpZDEqKIjw5hZ0G1/7IGshd0YYYkRHFEOfh3r0chbhDUllBmsOIiiKGJLXfPE53vrFO0LViwoNnP06ZNY9q0s8zujBamH3300VnXP/zwwzz88MOtr7CdNbW7mQs2w5qlkPID7UqNwF5XdyJDzHJdZsBoNHD3yCT+9oU2C/zIXt2Ij5buLRdCa7c8ys6CKm6P0t7Pnd6ehAWbWp5kWQSELjufZZP46BC6hQXhqjoG2f/UFiaNBuCQcjAkQYbzNXl4fDKf5Rynqt7NwtuHdHY5l6zUHtreY96Rg7BvLgDfeQcyuEfUJXf5ka6ky4elwWDgez1i2L4vBYKAgm0Qph12H1YOhibIYVGTcIuZ9b+8Rr48LtIARyRBJgM7jjlRcSF4TGF84hzJeDkED2gy+BQY1iOa41g5YYmD8oOQOILvbD8m09dXph87jQTlxbOYTQyKj+K4y8L+H33B/xv+GQdVAgPlby2gSViCvw/l/iDt4mOERLM09GFyVY+Av8a3uDR9r3EvMqugmqOV2hSBPa1hnVmSOA8JSyA1SfvD3eRs7Ch88CsOlmpnx/vapMFdtL1hjV2Eth2p4Gh5PQBJEpYBTcISiIsMIT46hHUnBgHgPVFKcUUV3cKCZDifaBfjUrQeF//eV8LRijpMRoNMohzgJCwbpfaIZrfqRfa1L1BltoJCunGIdpMYE0q/uAgKKuupafCQEBMi81cGOPntNGo6LPpSjWZLyuM4CaZPd2mvFO3n1JnQr0i6fGfbv1xIWDZqGmaWcbSCQ6W1gDZuXIj2MuGUyaOvklFiAa/L97NsMqxHDEYDbD9S4b/4mByGi/Y0tm8sv/h+X4oqG/jhsPjOLkech4Rlo3CLmUHxUewqrGbdDm0OyyEJcj1s0X6MRgNP3jSws8sQOslh+Cmu7Km1G3l8iqgQs/R7E0L4SVie4tRL2l7Zq5uMVhFC+ElYnuKmIQ6G9YgmNMjEry/zS9wKIVrHoJRSnV3EuXi9XsxmMx6Pp91nTQftWijVDW7pjC5EgOjoDDgb2bM8jdFokKAUQpxBwlIIIXSQsBRCCB0kLIUQQgcJSyGE0EHCUgghdGgxLNPT03E4HEydOtW/rKKigkcffZSEhAQcDgfjx48nKyvLv37SpEnExsbicDj8tzVr1vjXr169mpSUFOLi4pg8eTIlJSXt+LKEEKJtnRGW69ev5/7772fUqFHNlr/44ov06NGDffv2cezYMSZOnMiMGTP862tqavjss884duyY/zZlyhQAsrKymDNnDu+99x5FRUUkJSUxa9as9n1lQgjRhs7olH78+HGsViuLFi1iz549rF69GgCPx4PZfHLejZycHIYNG4bL5cJgMDBs2DDWrl1L3759z3iSxx57DJfLxdKlSwEoKyvDbreTl5dHQkLCOQsMlA6pQojOESgZcMaepd1uJygo6IwNTw1KgM2bN9O/f3//+OmamhqiolqepSc9PZ3Ro0f7f46NjSU5OZmMjIyLKl4IITrKBZ3gKS4uZu7cuaSlpfmX1dTUMGLECGw2G1deeSXPPPMMPp/Pv73NZmv2GDabjeLi4hYf3+fz4fV6/TchhOhsrQ5Lj8fDvffey1133eVvkwTYuXMneXl5FBUV8dxzz7FkyRIWLlwIgFIKo7H5UxmNRn+Yni4tLQ2z2YzZbMZisbS2RCGEaHOtDsuf//znGAwG/va3vzVbbrfbAe1wfdy4caSlpfHOO+8AYLVaqaioaLZ9RUUFVqu1xeeYP38+Ho8Hj8eD0+lsbYlCCNHmWhWWixcvZtOmTaxZs6bFds1Tud1uYmJiABg2bBiZmZn+dbW1teTm5pKamtpyUUYjJpPJfxNCiM6mOyzfeOMNXnjhBTZs2EB0dHSzdVu3bmXVqlXU1dUBkJmZyYIFC5g9ezYAM2bMYMWKFWRnZ+N2u5k3bx5jxoxp8cy5EEIEIt3X4Pnzn/9MZWXlGf0vN27cSFJSEkuWLGHevHl4PB7i4+NZsGABDzzwAABjx45l8eLF3HLLLdTU1HDVVVfx5ptvtu0rEUKIdiST/wohAlqgZICMDRdCCB0kLIUQQgcJSyGE0EHCUgghdJCwFEIIHSQshRBCBwlLIYTQQcJSCCF0kLAUQggdJCyFEEIHCUshhNBBwlIIIXSQsBRCCB0kLIUQQgcJSyGE0EHCUgghdJCwFEIIHSQshRBCBwlLIYTQQcJSCCF0kLAUQggdWgzL9PR0HA4HU6dObbZ89erVpKSkEBcXx+TJkykpKfGvKy8vZ8qUKcTFxZGcnMyrr76q+75CCBHozgjL9evXc//9959xffCsrCzmzJnDe++9R1FREUlJScyaNcu/fvbs2VitVoqKitiwYQO//vWv2bp1q677CiFEoDvjuuHHjx/HarWyaNEi9uzZw+rVqwF47LHHcLlcLF26FICysjLsdjt5eXkEBwfjcDjIz8/H4XAA8Ktf/Yr6+nqWLVt2zvsmJCScs8BAuWawEKJzBEoGnLFnabfbCQoKOmPD9PR0Ro8e7f85NjaW5ORkMjIy2LFjB4mJif6gBBg9ejTbt28/732FEOJSYNa7YXFxMTabrdkym81GcXExFovlrOvOd9+W+Hw+mnZ4vV6v3hKFEKLd6D4brpTCaGy+udFo9Afb2dad774tSUtLw2w2YzabsVgseksUQoh2ozssrVYrFRUVzZZVVFRgtVrPue58923J/Pnz8Xg8eDwenE6n3hKFEKLd6A7LYcOGkZmZ6f+5traW3NxcUlNTSU1N5fDhw1RXV/vXZ2RkkJqaet77tliU0YjJZPLfhBCis+kOyxkzZrBixQqys7Nxu93MmzePMWPG0LdvXxITE5k4cSJz587F7XaTk5PD8uXLmTlz5nnvK4QQlwLdYTl27FgWL17MLbfcgs1mY+/evbz55pv+9StXruTgwYPExcVx44038vTTTzNx4kRd9xVCiEB3Rj/LQBMofayEEJ0jUDJAxoYLIYQOEpZCCKGDhKUQQuggYSmEEDpIWAohhA4SlkIIoYOEpRBC6CBhKYQQOkhYCiGEDhKWQgihg4SlEELoIGEphBA6SFgKIYQOEpZCCKGDhKUQQuggYSmEEDpIWAohhA4SlkIIoYOEpRBC6CBhKYQQOrQqLF955RUcDkezm9VqZcKECWzevBmLxdJs3dVXX+2/b3l5OVOmTCEuLo7k5GReffXVNn8xQgjRXsyt2XjmzJn+a4E3+d3vfseJEyeoqanhpptuYt26dS3ed/bs2VitVoqKisjNzWXcuHEMHjyYUaNGXXj1QgjRQVoVlqdzOp289NJL/Pvf/yYnJ4fo6OgWtystLeXdd98lPz8fk8nEwIEDmT59Oi+99JKEpRDiknBRbZZvvfUWqampDBgwgJqaGqKiolrcbseOHSQmJuJwOPzLRo8ezfbt2y/m6YUQosNcVFg+//zzPPLIIwDU1NTw+uuvEx8fT+/evbn77rvZtWsXAMXFxdhstmb3tdlsFBcXt/i4Pp8Pr9frvwkhRGe74LDcvHkzxcXF3HbbbQDcf//9HD9+nKKiIrZu3UpKSgoTJkyguLgYpRRGY/OnMhqN+Hy+Fh87LS0Ns9mM2WzGYrFcaIlCCNFmLjgsn3vuOX72s59hMpkAiI6OJiQkBND2GhcvXky3bt3YuHEjVquVioqKZvevqKjAarW2+Njz58/H4/Hg8XhwOp0XWqIQQrSZCwrL48eP88EHH/CTn/zknNu53W5iYmJITU3l8OHDVFdX+9dlZGSQmpraclFGIyaTyX8TQojOdkFhuXz5cu644w66d+/uX/bXv/6V3bt3o5TC6XTy29/+ltDQUMaPH09iYiITJ05k7ty5uN1ucnJyWL58+RndkIQQIlC1uuuQx+PhxRdf5L333mu2PD4+nmnTplFQUEBISAjXXnstn376qb/NceXKlcyaNYu4uDjCw8N5+umnmThxYpu8CCGEaG8GpZTq7CLOxev1Yjab8Xg8ckguRBcUKBkgY8OFEEIHCUshhNBBwlIIIXSQsBRCCB0kLIUQQgcJSyGE0EHCUgghdJCwFEIIHSQshRBCBwlLIYTQQcJSCCF0kLAUQggdJCyFEEIHCUshhNBBwlIIIXSQsBRCCB0kLIUQQgcJSyGE0EHCUgghdJCwFEIIHSQshRBCh1aH5aRJk4iNjcXhcPhva9asAWD16tWkpKQQFxfH5MmTKSkp8d+vvLycKVOmEBcXR3JyMq+++mrbvQohhGhnrQ7LmpoaPvvsM44dO+a/TZkyhaysLObMmcN7771HUVERSUlJzJo1y3+/2bNnY7VaKSoqYsOGDfz6179m69atbfpihBCivbT6uuHDhg1j7dq19O3bt9nyxx57DJfLxdKlSwEoKyvDbreTl5dHcHAwDoeD/Px8HA4HAL/61a+or69n2bJl53y+QLlmsBCicwRKBlzQnmVUVNQZy9PT0xk9erT/59jYWJKTk8nIyGDHjh0kJib6gxJg9OjRbN++/QLLFkKIjnVBYTlixAhsNhtXXnklzzzzDD6fj+LiYmw2W7NtbTYbxcXF51zXEp/Ph9fr9d+EEKKzmVt7h507d2K32/F4PGzevJkHH3yQyspKlFIYjc2z12g04vP5zrmuJWlpaSxcuLC1pQkhRLtp9Z6l3W4HwGw2M27cONLS0njnnXewWq1UVFQ027aiogKr1XrOdS2ZP38+Ho8Hj8eD0+lsbYlCCNHmLrqfpdvtJiYmhmHDhpGZmelfXltbS25uLqmpqaSmpnL48GGqq6v96zMyMkhNTW25KKMRk8nkvwkhRGdrVVhu3bqVVatWUVdXB0BmZiYLFixg9uzZzJgxgxUrVpCdnY3b7WbevHmMGTOGvn37kpiYyMSJE5k7dy5ut5ucnByWL1/OzJkz2+VFCSFEm1OtUFRUpB588EGVmJio7Ha7Gj58uFq5cqV//bJly1SPHj1UdHS0uummm1R+fr5/XWFhobr55ptVTEyMSkxMVEuXLtX1nB6PRwHK4/G0plQhxGUiUDKg1f0sO1qg9LESQnSOQMkAGRsuhBA6SFgKIYQOEpZCCKGDhKUQQuggYSmEEDpIWAohhA4SlkIIoYOEpRBC6CBhKYQQOkhYCiGEDhKWQgihg4SlEELoIGEphBA6SFgKIYQOEpZCCKFDqy9Y1tGaptuUqzwK0TU1ffY7e+rdgA/LpitAWiyWTq5ECNGZznY12I4S8DOl+3w+PB4PRqMRg8HQ7s/n9XqxWCw4nc6AmZldatIvEOsKxJogMOtqqSalFD6fD7PZfMYltTtSwO9ZGo1GgoODO/x5A/HKklKTfoFYVyDWBIFZVyDWJCd4hBBCBwnL0xgMBp566qkOOeTXS2rSLxDrCsSaIDDrCsSamgR8m6UQQgQC2bMUQggdJCyFEEIHCUshhNBBwrINBWrzbyDWFYg1QWDWFYg1QWDW1Z41yQmeC5Sbm8tbb71FdHQ08fHx/OhHP+rskoDArCsQa4LArCsQa4LArKuja5KwvAC7d+/mmmuuYdq0aRQVFXHgwAF69+7N2rVrO7XLQyDWFYg1BWpdgVhToNbVKTUp0Sper1c9/vjj6qmnnlJKKVVXV6cOHTqkBgwYoK655hpVWVmplFLK5/N1+boCsaZArSsQawrUujqrJmmzbKWm4ZeFhYV4PB4sFgu9e/cmJyeHmpoa7rjjDkDrXKs6cKc9EOsKxJoCta5ArClQ6+qsmiQsW6FpqqhevXpRUFBAXV0dRqMRp9OJ0Whk06ZNFBYW8rOf/Qygww9RevbsSX5+fkDV1adPH44ePRoQNbndbv//k5KSAuJ3WF5e7v9/IP9dBcrvsFM/g226n3qZqqura7ZL39DQoAYNGqTuuusu/zKn06mUUuqrr75S48aNU0ePHm33ug4fPqzWrVunPvzwQ38NgwYNUnfeeWen1XXw4EG1atUqtWrVKlVZWalcLpcaPHhwp79Xu3fvVjNmzFDbtm1TSilVX1+vBg4c2Kl1ZWZmqri4OJWVlaWUCpy/q/z8fJWZmam+/fZbpZRSLpdLDR8+XE2ePLnT6gqEz6CE5Xns27dP3XTTTeqDDz5QXq/Xv7ywsFDFx8er++67r9n2R44cUSNGjGj3P56srCyVlJSkpk6dqkwmk3rkkUeUUkoVFBQoh8PRKXVlZWWpxMRENWvWLGWz2dTMmTOb1TRt2rQOr6nJ/PnzVXh4uHrwwQfVV1991ayuznivsrOzVXJysnr22WeVUkp5PB6llPZ31ZnvVXZ2turZs6e66667VEREhJoxY4b6+uuvVUlJiUpOTlZTp07t8LoC5TMoYXkeL730kgoODlYPPPCA+uijj5r9svbu3asSEhLU5MmTVVZWlvL5fGrVqlVq6NChqri4uN1qKioqUv369VPLli1TSim1fft2FRYWpl577bVOq+vo0aOqX79+aunSpUoppXbt2qWsVqvasmWLv6aePXuqW2+9tUPfqyZr165V48ePV0uXLlXTp09XX3/9tVJKqT179ii73e5/r7xeb7vXlZ2drXr37q1WrFjR4vp9+/apXr16dfh7deLECTVq1Ch/gOfk5KiHHnpI3X777erll19WBw8eVMnJyeq2227r0LoC5TMoXYfOY8GCBVRUVFBWVkZtbS2zZ8/mxhtv9E9CWlVVxY9//GPq6upwOp2Ulpby9ttvM3LkyHaradOmTbzwwgu89tpreL1eTCYTv/nNbwgODuaPf/xjp9T1/vvvs2bNGlatWoXP58NoNHL77bdzzz33UFJSws0330yPHj2YOnUqZWVluN3uDnmvmhQVFXH//fczf/58/vWvf5Gbm8vs2bO59tprKS8vZ+bMmZSWluJyudq9rgceeIBPP/2UY8eO+Zd98skn7Nu3j7KyMn74wx8ycOBApk6dSnl5eYfUBOB0Orn99tt58cUX6d27N6C9b6+88grffvst9913H5MnT+buu++msrKyw+oKmM9gm0bvZejtt99WSmmHSVOnTlV33nnnGd9uHo9H7dmzR23btk0VFBS0e007d+5Uf/3rX5VSJ7tH/OlPf1ITJkxQSmntcU117du3T23ZsqXd68rPz1evv/66/+e//e1vymAwqCeffFINGzZM3Xrrrerjjz9WXq9X7d69u8PeK6W096GiokKNGzdO7du3T+Xl5am0tDQ1e/Zs9cc//lH94he/UA0NDWrXrl0dVte4cePUAw88oJTS3qsBAwaoOXPmqNGjR6tbbrlFff75553yXo0ePVo99thjzZaVlJSoBQsWqDvvvFPt379feTwelZOT02F1BcpnUMJSB5fLpZRSqqqqSt17770t/rI6ktfr9Yek2+1WSim1YcMGdeONNzbbrrS0tMNrU0r7w/3888/VoUOHlFJKlZWVqccee0w9+OCDnVJPk//+7//2H/qWlZWphx56SIWEhKh58+Z1eC01NTVq0qRJqn///mrQoEEqNzfXv/zRRx9Vv/jFLzq8JqWUWrdunbrhhhvUm2++2Wx5UVGRuuGGG9Tvfve7TqkrED6D0nXoNE1dE7Kzs8nIyAAgKCgIr9dLVFQUL774IiEhISxfvpzPP/+8wy6idGpdWVlZ/i4RZrN2ZRCHw0FRUZF/u2XLljF//nzq6uo6pKYdO3b4l5tMJq6//np69+5NQ0MDVquVSZMmkZOT0671nK+u2NhYPv74YwB27tzJ22+/zXXXXceBAwfYtm1bh9WUnp5OREQEzz33HIMGDeLtt98mJSWFhoYGIiIiGDVqFLt27eqQK5o2/f1mZ2eTk5PDxIkT+d73vsf777/P+++/79/O4XBw7733smXLlnav69SaAukzKHuWjU5tDC4qKlIDBgxQDz30kCorK/Mvb/oWq6qqUtOnT1fXX3+9+vzzzzu9LqW0kzx2u10ppdTf//53ZbfbVUZGRqfVdProiWeffVbdfvvtqqGhoV1qOlddJSUlSimtqeCJJ55QH3/8serWrZt699131e7du9Xjjz+u8vPzO7Smpr3+2tpapZRqtof05z//Wc2ePbtdR8U0jXJRSjur3L9/fzVr1izl8XhUbm6umj17trrnnnvU3//+d/92ixcvVnfffbf/zH171xQon8EmEpZKOzs5YsQIlZ6e7l/2j3/8Q73xxhtnbNt02FtRUaF+8pOftHv3Er11lZSUqFtuuUX95S9/UT179lQ7duzo9JqU0roTvfDCC6pHjx4qMzOzXWrSW1deXp7q3r27MhgM6q233vIvbwqsjqrpH//4R4vbezwetWzZMtWjRw+1c+fOdqlJKe13cv3116sNGzacta6DBw+qtLQ0NW7cOHX11VerOXPmqNjY2Hb7Aj5bTZ39GTxVlw/LnTt3qh49eqglS5YopdRZ20CaOrwqdfKX1Z7f/K2tq6amRoWGhqrY2Nh2CyW9NTXtPa5Zs0bNmTNH3Xrrre0alHrrUkqp9PR09fHHHyulVLvtIbWmpqb3auPGjWrBggUqNTW13b7olNK62sTHx6tnnnlGuVyuc/4NezwelZeXp5566in14osvqpycnE6tqaM/g6fr0mG5a9cuZbfb1apVq8653f79+9WiRYv8oz8Cra4tW7Yon8+n5s6dq/bt2xcQNe3atUs1NDSouro6VVVV1S41taau3NxclZaW5t9j8/l87fZBa+17tXPnTlVXV6d27typCgsL26WmJgsXLvSf0Go62759+/Yz6vrDH/6gtm7d2q61tKamAwcOdOhnsCUBf93w9uJ2u3n55Zfp2bMn06dP9y//7LPPyM/PZ+/evTz66KMkJiaSm5vLc889h91uZ8SIEQFXV1xcHKNGjWLhwoUEBQV1ek3PPvsscXFxDB48GIDQ0NA2r6m1de3fv58lS5aQmJjIkCFD2m0c84W+V0OGDGHIkCHtUtOp8vPzGTduHADjx4/H5/NRUVFBaGgob7zxBgMHDmTv3r08//zzOByODukDq6emPXv2dNhn8Gy6dKf07777jg8++ICIiAjmzp3L888/z/Llyxk+fDgZGRnU19fz5Zdf0rNnT7755hv/LzRQ61JKtVsIXG7vVVerqcmSJUsoKyvD5XJx/PhxnnnmGZxOJz/96U/Zs2cPmzdvJjIykm+//ZaxY8d22Zpa0qXDEuCjjz5i48aNZGVlkZOTwxdffEHfvn0BuO222wgNDeXtt9/2B1HT6JSuWFcg1hSodQVaTU0jvb7++mvefPNNunfvzo9+9CNSU1P924wfP57k5GRWrlzZIXUFYk3n0qX6We7fv59ly5ZRXV3tXzZp0iSGDh1KWFiY/w+6trYWgDvvvJOQkBDg5FRP7fFLCsS6ArGmQK0rEGs6vS6TyQTAtddei9vtZtGiRezduxfQhjkC3Hvvvf5mnI54rwKlJr3+fxkuu/scX//TAAAAAElFTkSuQmCC' 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      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1))\n",
    "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], '--', markevery=3e-2)\n",
    "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "cbee74f6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:06.480885Z",
     "start_time": "2022-12-28T00:48:06.465966Z"
    }
   },
   "outputs": [],
   "source": [
    "time_boiler_0922_15s = pressure0922.time[pressure0922.time.between(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "07e1c9d1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:06.607545Z",
     "start_time": "2022-12-28T00:48:06.481882Z"
    }
   },
   "outputs": [],
   "source": [
    "LHV_dry = np.interp(time_boiler_0922_15s, X0922.Time, X0922[\"LDG CV Lower\"])\n",
    "\n",
    "#VP = np.interp(time_boiler_0922_15s, ldg_pp_raw.timestamp, ldg_pp_raw.vp)\n",
    "\n",
    "VP = np.array([ldg_pp_raw.vp[ldg_pp_raw.timestamp.between(\n",
    "    t15s - pd.Timedelta(15/2, 'sec'), \n",
    "    t15s + pd.Timedelta(15/2, 'sec'))].mean()\n",
    "for t15s in time_boiler_0922_15s])\n",
    "\n",
    "LDG_p_gauge = pressure0922.p_boiler_SI[time_boiler_0922_15s.index]\n",
    "\n",
    "ATM_p_sea = np.interp(time_boiler_0922_15s, weather09.time, weather09.atm_sea * 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "0e0c8ce9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:06.623502Z",
     "start_time": "2022-12-28T00:48:06.609540Z"
    }
   },
   "outputs": [],
   "source": [
    "time_boiler_0922_mass_anlzr = X0922.Time[X0922.Time.between(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "f1c685b2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:06.797066Z",
     "start_time": "2022-12-28T00:48:06.624501Z"
    }
   },
   "outputs": [],
   "source": [
    "LHV_dry = np.interp(time_boiler_0922_mass_anlzr, X0922.Time, X0922[\"LDG CV Lower\"])\n",
    "\n",
    "phi_dry = np.interp(time_boiler_0922_mass_anlzr, X0922.Time, X0922.phi)\n",
    "#VP = np.interp(time_boiler_0922_15s, ldg_pp_raw.timestamp, ldg_pp_raw.vp)\n",
    "\n",
    "LDG_VP = np.array([ldg_pp_raw.vp[ldg_pp_raw.timestamp.between(\n",
    "    t15s - pd.Timedelta(15/2, 'sec'), \n",
    "    t15s + pd.Timedelta(15/2, 'sec'))].mean()\n",
    "for t15s in time_boiler_0922_mass_anlzr])\n",
    "\n",
    "LDG_p_gauge = np.interp(time_boiler_0922_mass_anlzr, pressure0922.time, pressure0922.p_boiler_SI)\n",
    "\n",
    "ATM_p_sea = np.interp(time_boiler_0922_mass_anlzr, weather09.time, weather09.atm_sea * 100)\n",
    "\n",
    "ATM_XH2O = np.interp(time_boiler_0922_mass_anlzr, weather09.time, weather09.XH2O)\n",
    "\n",
    "LDG_XH2O = LDG_VP / (ATM_p_sea + LDG_p_gauge)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6cd0b37",
   "metadata": {},
   "source": [
    "### 측정된 LDG 내 수분량에서 발열량"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e57f19a",
   "metadata": {},
   "source": [
    "#### LDG 및 대기 중 수분량 (부피 %)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "9b09ca50",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:06.892417Z",
     "start_time": "2022-12-28T00:48:06.799064Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "71a4e0aa8a3640be8138894af3904ed1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(time_boiler_0922_mass_anlzr, LDG_XH2O)\n",
    "plt.plot(time_boiler_0922_mass_anlzr, ATM_XH2O)\n",
    "plt.ylim(ymin=0, ymax=0.05)\n",
    "plt.gca().tick_params(axis='x', labelrotation = 45) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db8bf243",
   "metadata": {},
   "source": [
    "#### 건조 발열량과 수분 포함 발열량 kcal/Nm3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "93f100db",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:07.045974Z",
     "start_time": "2022-12-28T00:48:06.894379Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f11e60e80>"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "45090b1598c04d008337dc6b62cebf1e",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "\n",
    "axe.plot(time_boiler_0922_mass_anlzr, LHV_dry, label='건조 저위발열량')\n",
    "axe.plot(time_boiler_0922_mass_anlzr, LHV_dry*(1-LDG_VP / (ATM_p_sea + LDG_p_gauge)), label='수분 포함 저위발열량')\n",
    "axe.tick_params(axis='x', labelrotation = 45) \n",
    "axe.set_ylabel(\"kcal/Nm3\")\n",
    "twin = axe.twinx()\n",
    "twin.plot(time_boiler_0922_mass_anlzr, 100*(LHV_dry*(1-LDG_VP / (ATM_p_sea + LDG_p_gauge))-LHV_dry)/LHV_dry, '--', label='변화율')\n",
    "twin.set_ylim(ymin=-6, ymax=0.0)\n",
    "twin.set_ylabel(\"%\")\n",
    "\n",
    "\n",
    "hl, ll = axe.get_legend_handles_labels()\n",
    "hr, lr = twin.get_legend_handles_labels()\n",
    "\n",
    "\n",
    "\n",
    "fig.legend(hl+hr, ll+lr, ncol=2,\n",
    "          bbox_to_anchor=(0.5, -0.1), loc='upper center')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8019c604",
   "metadata": {},
   "source": [
    "#### 건조 LDG + 공기 이론 공연비와 수분 포함 이론 공연비"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "5f330012",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:07.203940Z",
     "start_time": "2022-12-28T00:48:07.046977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26f085d04f0>"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fdfaac3182564458a861590a2f778b97",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axe = plt.subplots()\n",
    "\n",
    "axe.plot(time_boiler_0922_mass_anlzr, phi_dry, label='건조 LDG 이론 공연비')\n",
    "axe.plot(time_boiler_0922_mass_anlzr, phi_dry*(1-LDG_XH2O)/(1-ATM_XH2O), label='수분 포함 LDG 이론 공연비')\n",
    "axe.tick_params(axis='x', labelrotation = 45) \n",
    "axe.set_ylabel(\"이론 공연비\")\n",
    "twin = axe.twinx()\n",
    "twin.plot(time_boiler_0922_mass_anlzr, 100*(phi_dry*(1-LDG_XH2O)/(1-ATM_XH2O)-phi_dry)/phi_dry,'--', label='변화율')\n",
    "# twin.set_ylim(ymin=-3, ymax=0.0)\n",
    "twin.set_ylabel(\"%\")\n",
    "\n",
    "hl, ll = axe.get_legend_handles_labels()\n",
    "hr, lr = twin.get_legend_handles_labels()\n",
    "\n",
    "fig.legend(hl+hr, ll+lr, ncol=2,\n",
    "          bbox_to_anchor=(0.5, -0.1), loc='upper center')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5853c37",
   "metadata": {},
   "source": [
    "#### 수분 4%에서 발열량 변화율"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "d78b9365",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:07.661786Z",
     "start_time": "2022-12-28T00:48:07.205930Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-5.0, -3.0)"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "030414e4f2de4c4eb0c6cf1063e179c0",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=331.2/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(X0922.Time, (X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1) - X0922[\"LDG CV Lower\"])/X0922[\"LDG CV Lower\"]*100)\n",
    "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
    "plt.ylim(-5, -3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "f60fa4f0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:07.677748Z",
     "start_time": "2022-12-28T00:48:07.662779Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42721.51260864389"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(dhH2g * 0.6282/100. + dhCO * 62.6294/100.) / 4184"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "f075548b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:07.693697Z",
     "start_time": "2022-12-28T00:48:07.680731Z"
    }
   },
   "outputs": [],
   "source": [
    "testX = dict (zip(LDG_comps, np.array(\"0.6282\t62.6294\t21.5912\t0.0038\t0.8488\t14.2986\t\".split(), dtype=np.double)/100.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "41df8920",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:07.709655Z",
     "start_time": "2022-12-28T00:48:07.695692Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(testX.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "d819ac28",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-28T00:48:07.741574Z",
     "start_time": "2022-12-28T00:48:07.711654Z"
    }
   },
   "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>time</th>\n",
       "      <th>temperature</th>\n",
       "      <th>precipitation</th>\n",
       "      <th>wind_direction</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>atm_post</th>\n",
       "      <th>atm_sea</th>\n",
       "      <th>rh</th>\n",
       "      <th>radiation</th>\n",
       "      <th>sunshine</th>\n",
       "      <th>vp</th>\n",
       "      <th>XH2O</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30932</th>\n",
       "      <td>2022-09-22 16:00:00</td>\n",
       "      <td>24.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1002.9</td>\n",
       "      <td>1012.9</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1.76</td>\n",
       "      <td>30660</td>\n",
       "      <td>1525.430983</td>\n",
       "      <td>0.01506</td>\n",
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       "                     time  temperature  precipitation  wind_direction  \\\n",
       "30932 2022-09-22 16:00:00         24.4            0.0            70.0   \n",
       "\n",
       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
       "30932         2.2    1002.9   1012.9  50.0       1.76     30660  1525.430983   \n",
       "\n",
       "          XH2O  \n",
       "30932  0.01506  "
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       "      <th>time</th>\n",
       "      <th>temperature</th>\n",
       "      <th>precipitation</th>\n",
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       "      <th>30930</th>\n",
       "      <td>2022-09-22 14:00:00</td>\n",
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       "      <th>30932</th>\n",
       "      <td>2022-09-22 16:00:00</td>\n",
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       "      <th>30933</th>\n",
       "      <td>2022-09-22 17:00:00</td>\n",
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       "      <th>30934</th>\n",
       "      <td>2022-09-22 18:00:00</td>\n",
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       "      <td>0.17</td>\n",
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       "      <td>0.015906</td>\n",
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       "                     time  temperature  precipitation  wind_direction  \\\n",
       "30930 2022-09-22 14:00:00         24.6            0.0            90.0   \n",
       "30931 2022-09-22 15:00:00         24.9            0.0            90.0   \n",
       "30932 2022-09-22 16:00:00         24.4            0.0            70.0   \n",
       "30933 2022-09-22 17:00:00         24.3            0.0            50.0   \n",
       "30934 2022-09-22 18:00:00         22.3            0.0           320.0   \n",
       "\n",
       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
       "30930         2.3    1003.6   1013.6  50.0       3.03     24180  1543.797883   \n",
       "30931         2.8    1003.1   1013.2  49.0       2.29     27780  1540.275799   \n",
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       "30934         0.7    1003.7   1013.8  60.0       0.17     33540  1612.551948   \n",
       "\n",
       "           XH2O  \n",
       "30930  0.015231  \n",
       "30931  0.015202  \n",
       "30932  0.015060  \n",
       "30933  0.014966  \n",
       "30934  0.015906  "
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       "Timestamp('2022-09-22 15:02:45')"
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     "start_time": "2022-12-28T00:48:07.790447Z"
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       "Timestamp('2022-09-22 16:11:18.800000')"
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