UV-Vis_FTIR_spectrum.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4bacfe12",
   "metadata": {},
   "source": [
    "# Activate the packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cc2a22af",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pylab inline\n",
    "import pandas as pd\n",
    "from scipy.signal import find_peaks\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da87d0cc",
   "metadata": {},
   "source": [
    "## Plot an interactive spectrum"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f4580cd6",
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   "source": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file01 = pd.read_csv('data/UV_01.csv')\n",
    "PercentTransmittance = file01['PercentTransmittance']\n",
    "Wavenumber = file01['Wavenumber']\n",
    "\n",
    "fig = go.Figure(data=go.Scatter(\n",
    "    y = PercentTransmittance,\n",
    "    x = Wavenumber,\n",
    "    mode = 'lines'))\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "948d931e",
   "metadata": {},
   "source": [
    "# Define any functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b22df332",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IR_01.txt\n",
      "IR_02.txt\n",
      "UV_01.csv\n"
     ]
    }
   ],
   "source": [
    "## Print the name of all files\n",
    "import os\n",
    "\n",
    "#Universal path for the working dictionary\n",
    "PATH = 'data/'\n",
    "\n",
    "files = os.listdir(PATH)\n",
    "for file in files:\n",
    "    print(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4258f46f",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''numpy.loadtxt(fname, dtype=<class 'float'>, \n",
    "              comments='#',\n",
    "              delimiter=None, \n",
    "              skiprows=0, \n",
    "              usecols=None, \n",
    "              unpack=False)'''\n",
    "\n",
    "\n",
    "def load_d(name):\n",
    "    xy_data=np.loadtxt(PATH+str(name),skiprows=3)\n",
    "    x1=[]\n",
    "    y1=[]\n",
    "    for i in xy_data:\n",
    "        x1.append(i[0])\n",
    "        y1.append(float(i[1]))\n",
    "    return np.array(x1), np.array(y1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7b371885",
   "metadata": {},
   "outputs": [],
   "source": [
    "def normal(a):\n",
    "    amin, amax = min(a), max(a)\n",
    "    for i, val in enumerate(a):\n",
    "        a[i] = (val-amin) / (amax-amin)\n",
    "    return np.array(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c2edc60c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "d8ce54fc",
   "metadata": {},
   "source": [
    "# Plot UV-Vis Transmittance to Absorbance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "323c00b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def diff(x_raw,y_raw,x_bg,y_bg):\n",
    "    \n",
    "    x_raw_diff = x_raw-x_bg\n",
    "    y_raw_diff = y_bg-y_raw\n",
    "    return x_raw,y_raw_diff\n",
    "\n",
    "def TransToAbso(x_raw,y_raw,x_bg,y_bg):\n",
    "    abso_raw = []\n",
    "    for i in range(len(x_raw)):\n",
    "        #abso_01 = np.log10(-(y_raw[i]-y_bg[i])/100)\n",
    "        abso_01 = -(np.log10(y_raw[i]/100)-np.log10(y_bg[i]/100))\n",
    "\n",
    "        abso_raw.append(abso_01)\n",
    "    return x_raw,abso_raw"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56fc6c88",
   "metadata": {},
   "source": [
    "## Import data and plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3edd5610",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Background data\n",
    "x_IL10,y_IL10=load_d(\"IL diluted 10 time in DMSO.csv\")\n",
    "\n",
    "# All raw data\n",
    "x_02_21,y_02_21=load_d(\"02-21_2.5wt_7525 diluted 10 time in DMSO.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "213dc88c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transmittance to Abosrbance\n",
    "x_02_21_diff,y_02_21_diff=TransToAbso(x_02_21,y_02_21,x_IL10,y_IL10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb6da669",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(20,15))\n",
    "plt.xlabel(\"wavelength (nm)\")\n",
    "plt.ylabel(\"Absorbance\")\n",
    "\n",
    "\n",
    "plt.plot(x_02_21_diff,y_02_21_diff, label='02_21',linewidth=3)\n",
    "\n",
    "plt.plot(x_05_11_diff,y_05_11_diff, label='05_11',linewidth=3)\n",
    "plt.plot(x_08_22_diff,y_08_22_diff, label='08_22',linewidth=3)\n",
    "plt.plot(x_21gly5_1000_diff,y_21gly5_1000_diff,label='21gly5_1000',linewidth=3)\n",
    "\n",
    "#plt.yticks(color='w')\n",
    "#plt.xlim([200,400])\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
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o5Zdf1uDgoC644AKtWrVKnueppaVFmzZtkud5WrFihRYtWiTLsk7vyToBKigCgGgCAAAAAM4cx3F05MgRdXZ2amhoSL/85S+1fft2tbe369ChQ/rHf/xHtba2nvQ6d911l4aGhibcf99992nv3r1KJpNKJpMTHtfV1aXW1lb98Ic/VEdHhyTJdV298cYbeuKJJ9Td3a3f/OY3evPNN+X7vh566CE1NDRocHBQ3/ve99TZ2an+/n499dRT2r59u/bs2aNnnnlGbW1t7//JeR+ooAgAI0MPCrpSAAAAAChmB+77sRLth7J6zdm3fl5l884Ztz0cDmv58uW6+OKLVVJSor/8y7/Uvn37dM0112jp0qXasGHDyLGe52nnzp16+umnZZqmPM/TlVdeqZUrV0oaDjsee+wxTZkyRatXr9bevXvV1NSk5cuXy7Is3Xjjjbr44otPOM6FCxdqwYIF+vWvfz2yQEIikdDLL7+syy+/XDfffLN++tOfaseOHZozZ4527Nihr371qzr//PO1fft2vfTSS1q2bJnefPNNff3rX1dpaal+8pOfqLm5WbNmzcriM5qOgCIQmOIBAAAAIFi6Nr2ggaadWb3m1I98NGNAYVmWKisrJUkDAwPq6urSpZdeqpqaGoXD4bRj29vb9Zvf/EbRaFTnnnuu/u7v/k7Tpk3TRRddJGl4xUXLsvSrX/1Kq1ev1rZt29Tc3KzLLrtMjuPob//2b1VfX69bbrlFV1xxRcZxVlRUSJJMc3TShOM4OnDggK677jpFo1HV1taqvb1dzc3NqqqqUk1NjSzL0qpVq7Rz504tXLhQPT09WrBggQzDkOu66u3tzcrzOBECiiAgmwAAAACAMy6VSumhhx5STU2NLrzwwnHhhCS1tbWpt7dXn/rUp7Ro0SI9/vjjacdZlqVly5bpscce044dO9TS0qJZs2appqZG3/rWt2Sapnp6evTNb35TDz74oGbMmPGexub7vmzbHulvYVmWfN9XIpFQKBQaCTOi0ahs25bv+3JdV6HQaGzged7pPD0nRUARAOQTAAAAAIJm2d/8kzzHyeo1w1XVE+7zPE+PP/64Ghsb9dnPflYzZ87MeJzjOPJ9X6WlpQqHwyotLR3XeLK2tlYXXHCB7r33XlVVVWndunUyDEMXXXSRDMOQ53maM2eOtm3b9p4DCsuyVF1dra6uLknS0NCQTNPU9OnTNTAwoFQqJWm4wmPKlCkKhUIqLS1Vf3+/LMuSYRgqKSl5T/d1qggoAiFDREFqAQAAAKCIhatrc3p/Gzdu1IYNG3TrrbeOBAmZ1NXVyTAM7dq1S6Wlpdq1a5fOO++8tGMqKip00UUX6Uc/+pFuvfVWLV68WLFYTJJGQoOtW7dq/fr173l8kUhEK1as0IYNG3Teeeepra1Nc+bM0bJly9Tf3699+/apvr5eDz30kB588EFVVlZq1qxZ2rhxo2praxUKhSYMXbKFVTwCwJAx7g8HTTIBAAAAIDt6e3v14osv6oUXXtC3v/1tXXnllfrpT3+qJ598UpdccokaGhr0mc98RuvXr9f8+fO1evVq/cu//Iu+9rWvybZt1dfXyzRNVVdXyzCGP7/V1dXp2muv1Qc+8AGZpqmOjg7dcccdWrt2rW644QbdeeedWrJkScbxvPjii/roRz+qbdu26eMf/7i+9rWvqaSkRNdcc406Ojr00Y9+VMlkUtdcc40sy9Idd9yh73//+1q9erVuu+02LVmyRPX19br22mv1gx/8QOvXr9eyZcvGBSnZRgUFAAAAAACnobq6Wt/61rf0rW99a9y+66+/Pu227/tatWqV7r77bvX39+vHP/6x6uvrFQqFtGnTJknDjTb37NmjcDisyy67TJI0f/58/fjHP35P41m7dq3Wrl07bvv06dP1r//6r+O2r1y5Uv/93/+dts2yrAmvc6YQUATARKVFAAAAAIDc8jxP27Zt08MPPyzXdbVu3Tqde+65I5/bPM/T22+/rQ0bNuiWW25Rbe3EU1Vc19WuXbuUSCRGttXV1WnWrFlnvF/EmUBAEViEFgAAAACQa5Zl6eqrr9bVV1+dcb9pmlqxYoW+//3vq6ys7ITXSqVSeuaZZ9Td3T2y7aKLLlJtbS0BBQoXPScAAAAAFDvTNOU4jlzXHbcyRjGKRqP6kz/5k7zdfzwez+rzTEARFIah4aoJP98jAQAAAIAzoqysTP39/Tpy5IhM8+xdE8L3fSWTSUWj0XwP5YRSqZRqamqydj0CCgAAAABAUYhGozIMQ7Zty/fP3l/O2rat7u5uzZ8/P99DOaGysrKTTkN5PwgogooZHwAAAACKjGEYikajBV95cDLxeFy+76uqqirfQ8mps7fmBe+LQRcKAAAAAEABI6AICMMwqJoAAAAAABQsAorAIJ0AAAAAABSurPSg6O7uHv4NvaRwOKyKiopsXBZZZBy3igdxBQAAAACgkGQloLjkkkt0/vnnKxKJaPny5fqzP/uzbFwWAAAAAAAERNZW8bjvvvtUW1ubrcsh66iZAAAAAAAUrqwFFM8++6zq6uq0ePFizZw5M21fa2urmpqalEwmFYvF1NHRka27xVGpVOqEz2symUy7PTQ4xOtQJOLxuLq6ujQ0NJTvoSCHent7lUwm+XMcQLZtK5FI8NoHlOM4vPYBNDQ0pO7ubtm2ne+hIMd6e3tP+u98FCfbthWPx8/K135wcPCUl0fNSkDxyU9+Uu+++6527dqlrVu36vbbb0+rpujr69OePXsUi8Vk27YGBgaycbcYw/O8Ez6vjuOk3U7aSV6HImHbtoaGhpRKpfI9FORQPB5XKpXiz3EAOY7Dax9gruvy2geQbduKxWLyfT/fQ0GOJRIJ/s4PKMdx5DjOWfnan06YmpWAYv369SovL1dzc7PuueceNTU16fLLLx/Zv3TpUi1dulSS9POf/1wLFy7Mxt1ijNbW1hM+rxXvVkido7dra2t5HYpELBbTnDlzaE4bMO3t7YrFYlqwYEG+h4Ici8fjisVi/B0eUC0tLbz2AZRKpVRfX6+ampp8DwU51tbWpkQiofnz5+d7KMixeDyueDx+Vv6dfzqtH057mVHbthUKDecchmHIcZyRFT1QOI6t4QEAAAAAQCE67QqKrq4u/cVf/IUMw5Drujr//PN1wQUXZGNsyCaDiAIAAAAAULhOO6Coq6vT17/+dUmSaZqaPHmyKisrT3tgyC6DcAIAAAAAUMBOO6CIRCJavHhxNsaCM4qAAgAAAABQuE67BwXOEsfN8KBPCAAAAACgkBBQBAaBBAAAAACgcBFQBATxBAAAAACgkBFQBIRx3BwPmmYCAAAAAAoJAUWAEEkAAAAAAAoVAUVQ0BQTAAAAAFDACCgCgngCAAAAAFDICCgCgmVFAQAAAACFjIAiMNIDCgILAAAAAEAhIaAIFEIJAAAAAEBhIqAICJYVBQAAAAAUMgIKAAAAAACQdwQUQUHPCQAAAABAASOgCAhDRlpGwZQPAAAAAEAhIaAIFEIJAAAAAEBhIqAICJYVBQAAAAAUMgKKgGBKBwAAAACgkBFQBAX5BAAAAACggBFQAAAAAACAvCOgCCjf9/M9BAAAAAAARhBQBJQvAgoAAAAAQOEgoAgoAgoAAAAAQCEhoAgopngAAAAAAAoJAQUAAAAAAMg7AoqAon4CAAAAAFBICCgAAAAAAEDeEVAEFT0oAAAAAAAFhIAioFjFAwAAAABQSAgoAAAAAABA3hFQBBUFFAAAAACAAkJAEVBM8QAAAAAAFBICioAioAAAAAAAFBICioDyWcUDAAAAAFBACCgCi4ACAAAAAFA4CCgAAAAAAEDeEVAEFFM8AAAAAACFhIACAAAAAADkHQFFQLGKBwAAAACgkBBQBBQBBQAAAACgkBBQAAAAAACAvCOgCCiaZAIAAAAACgkBRUAxxQMAAAAAUEgIKAKLgAIAAAAAUDgIKAAAAAAAQN4RUARA4u2nlWx5Q77njGyjBQUAAAAAoJAQUASAe7hBTu8hyXNHttGDAgAAAABQSAgogsD3M7ScIKAAAAAAABQOAooA8Md8H91IQAEAAAAAKBwEFEFAGAEAAAAAKHAEFIEwPqCgBwUAAAAAoJAQUARGeiDhU1UBAAAAACggBBSBQBgBAAAAAChsBBQBxRQPAAAAAEAhIaAIAt8f1yiTKR4AAAAAgEJCQBEImcIIAgoAAAAAQOEgoAgCqiUAAAAAAAWOgCIwCCkAAAAAAIWLgCIQxocT9KAAAAAAABQSAoogyJBFsIoHAAAAAKCQEFAEQoZVPAgoAAAAAAAFhIAiCDJM52CKBwAAAACgkBBQAAAAAACAvCOgCCoKKAAAAAAABYSAIggyTfEgoQAAAAAAFBACikAY3yQTAAAAAIBCQkARCJkqKAAAAAAAKBwEFEGQIY1gFQ8AAAAAQCEhoAgEX+NTCgIKAAAAAEDhIKAAAAAAAAB5R0ARCFRLAAAAAAAKGwFFEGTsQeHlfhwAAAAAAEyAgCIQxi8z6lNVAQAAAAAoIAQUQZBhxQ5W8QAAAAAAFBICisAgkAAAAAAAFC4CisAisAAAAAAAFA4CiiDINMUjD8MAAAAAAGAiBBQB4EvjQwp6UAAAAAAACggBRRBkrKAgoAAAAAAAFA4CCgAAAAAAkHcEFIFABQUAAAAAoLARUASBP/Lt+I0AAAAAABQEAopAyFBBQT4BAAAAACggBBSBQBoBAAAAAChsBBRBcfwqo4QWAAAAAIACQkARBBmyCJ85HgAAAACAAkJAEVBUUAAAAAAACgkBBQAAAAAAyDsCimLn+8rcJJMKCgAAAABA4SCgKHK+72dcU5QWFAAAAACAQkJAUfT8Md/HbwcAAAAAoBAQUARCpgoKAgoAAAAAQOEgoCh6BBEAAAAAgMJHQFHsJuiRSQUFAAAAAKCQEFAUvQkTipyPBAAAAACAiRBQFD2WGQUAAAAAFD4CimLn+0QRAAAAAICCR0ARBJlmeOR+FAAAAAAATIiAouhlnuJBk0wAAAAAQCEhoCh2E+YQBBQAAAAAgMIRyvcAcKZNUEExZtu+rt16qumXGkz06fL5V+uSOR9SNBTN4RgBAAAAAEFHQBEEJymW6It3a8fBV9Q71KF5NQvkzro8N+MCAAAAAOAopngUO3+CZUb9sYf48n3v6C0jF6MCAAAAACANAUXRG04ijo8d0hcfHb1lGAYRBQAAAAAg55jiUeQmmt0xXDXhy/WPhRPHggxDMogoAAAAAAC5lbWAIhaL6cEHH9SCBQt01VVXZeuyOG2Zp3gkU64efeUdGZKik+JHp4IMV1AAAAAAAJBrWQsofvvb3+qRRx7RypUrCSgKyQQtKPqGkrrvzd2yDEPz57fKDx2roDDFJA8AAAAAQK5lpQdFV1eXHn30UV1zzTXZuByyKnNCEU+mNBRPqT9m6532fvlUUAAAAAAA8igrFRTf/e53dcMNN8hxHHV2do7bv2nTJj388MPq7+/X4cOH9cYbb2TjbjFGLBbL+LyaTkw1PT3jttt2auRn13WVcoZvt7W26q3UW4qYJWdusMiqnp4eJRIJhUK0lAmSeDwu13XV29ub76Egx1zXVV9fH++lATXR+z2KW19fn/r6+hSJRPI9FOTYsff7ngz/nkdxO5vf71tbW1VVVXVK5572J5rf/e536u/v17p16/T0009nPGb58uWaP3++XNfVtm3btHTp0tO9Wxynv78/4/PqJweUPFQpDaRvt8Z8mDVNU5ZlSY40beo0LTl3iUpC0TM9ZGRJY2Oj5s6dq7KysnwPBTl05MgRxeNxzZkzJ99DQY4lk0nt2bOH99KAmuj9HsWtublZU6ZMOeV/8OPsdfjwYSWTSc2ePTvfQ0GOJRIJ7d2796z8O3/z5s2nfO5pBxQbN27UM888o5deekkDAwMqKSnRvHnz9MUvfnHkmLKyspEPT6FQSKWlpad7tziOaZoZn1fPsOWY1rjt4ydyDE/xiFlQpLwAACAASURBVIQjKi0tJaA4i4RCIZWUlPDnKmAikYgcx+F1DyjLsnjtA8owDF77AOK9PrgikYg8z+O1D6iz9f0+HA6f8rmnHVDceeeduvPOO5VKpfTYY49p27ZtaeEECpM/pi+Ff/S/YfSgAAAAAADkXlaaZB5TXl6u2trabF4Sp22CZTwybjvWJJOQAgAAAACQW1nrqhcOh3Xdddfpuuuuy9YlkQ3+cEAR8v202OHYqh3Hjhm7igfxBAAAAAAg17JaQYHCtTCVUpnnZdznS0eDDMmQQQEFAAAAACDnCCiKni/50opUSssSrkJHCyfSKijG9KAwjv4HAAAAAEAuEVAUu6M5RFjSsiFPkaPBhOf7aYeMBBQG4QQAAAAAIPcIKALhWPgwZovvjb0xEmTQJBMAAAAAkA8EFEVvdPqGaYxO3/C8E0zxIJ8AAAAAAOQYAUWR88dUR4ytjPCPn+JxtKKCCgoAAAAAQD4QUBQ9X8cSCnOCgEJjfmaZUQAAAABAPhBQBEja1I20VTzGFFmICgoAAAAAQO4RUBS9sUGEkXGrL186OsXDNEx6UAAAAAAAco6AotgNN5gY/jm9hGLcYaNIKAAAAAAAuUVAUfQ8jcYPmYOH4Uaax1b64H8JAAAAAEDu8Wm02I0pjTAm2iGNLDN6dKHRMzwoAAAAAADSEVAUvbEJxUTBgz+yqodhGMzwAAAAAADkHAFFIPgn2Tu6FKlBBQUAAAAAIA8IKIqd74/JJ06+hCjhBAAAAAAgHwgoAmHM9I3jtmlM9YRksMQoAAAAACAvCCiK3uj0jrTqiAxBxHA4QUIBAAAAAMg9Aopi549800T5hHGSZUgBAAAAADjTCCiK3vE9KMZsP+5nwzCOmwYCAAAAAEBuEFAUvbFTPJShSMIf24Ei0wEAAAAAAJxxBBRFbngRj2NTPMZ2oRid9mEYTPEAAAAAAOQXAUXRG1tBMdHLzRQPAAAAAEB+EVAUPX+4jEKaoEBi7DKjAAAAAADkBwFFsRu7ikfaMh4ZmmTSgwIAAAAAkCcEFEVv7BSPkwQQaT0qAAAAAADIHQKKojcmoBhbQGElZIZ70o40hjtm5mpgAAAAAACMIKAodr5Ge1CMebktK66Kyc/KtAZHV/GgggIAAAAAkCcEFEVvtAlm2godhqdw2X6VVO4c3TTmOwAAAAAAuURAESTHTd8wDE+GNaT0ZUbzMC4AAAAAQOARUBQ73z/JKqLGyIoerOIBAAAAAMgXAooAMceVRxiSb4zpUUFAAQAAAADIDwKKQBhbITHKkKeIb4/sp0kmAAAAACBfCCiK3pj5HUZ6hURIKdWGW2QY9vBulhkFAAAAAORJKN8DwBnmj1nF47gaCseU+ssGFQ29M7zfOP4IAAAAAAByg4Ci6PljZnAY41pMGOFBWeHB4Z9zPDIAAAAAAI5hikex80e+DQcUJ0T9BAAAAAAgPwgoipwvb2SVjpMFFMMVFkQUAAAAAIDcI6AoYr6TVGr/RjlHdh/dcvKAghoKAAAAAEA+EFAUKd9zlNz9pOKv3ys/3iNJMgxTJw4pCCcAAAAAAPlBQFGkfHtIzpHd8vo7RrYZ7+XlZooHAAAAACAPCCiKlBmtUnTZLYosvGpk20l7UMikhgIAAAAAkBcEFEXMrJgqc1L9yO0Mq4ymGQ4wiCgAAAAAALlHQFHEDMOSYVhjbp+sgoKFRgEAAAAA+UFAUcwMc/jr2M2Tl1BQQAEAAAAAyAsCimJmGGkBhWkY8j1r4sPFMqMAAAAAgPwgoChmx1VQWIap5OAS+V7ml/2kFRYAAAAAAJwhBBRFzDDM43pQmIr3XCGzf94Ex1NBAQAAAADIDwKKYmZYkjmmB4UM+W6ZrKEZE50gSigAAAAAAPlAQFHMjutBYciXJJn+BIeLeAIAAAAAkB8EFAFi+MPJhOV7ExxgDH8BAAAAAJBjBBQBYhiuJMlU5hIK+k8AAAAAAPKFgCJADN+VIV+hifbTJBMAAAAAkCcEFEFykikehpjiAQAAAADIDwKKADH84SkeIWOCLpnUTwAAAAAA8oSAIkAM35Pky/In6EHBFA8AAAAAQJ4QUASJ70q+FD5aSXE8pngAAAAAAPKFgCJAjKO9J0KaoAcF4QQAAAAAIE8IKALlaEAxQZNMSUzwAAAAAADkBQFFgBzrQXHiCgoiCgAAAABA7hFQBMixKR5hTdAkUzTJBAAAAADkBwFFkHjDzTHDE1VQyDhhAUV/zNaruw9rT2u/PG+ipUoBAAAAAHj/CCgCxZXkTxhQ6ATLjCZSrl7Y3qa7fv6G7vvNbu3rGDhzwwQAAAAABA4BRYAY/nDVQ0RO5v0yJlzJ40hfXL/YuFcD8ZQ2N7brrb2dZ2ycAAAAAIDgIaAIEMN39ccfPVd1ocHM+0+wzKjvSynHG/kZAAAAAIBsIqAIEN/zdKm5RR+ONiqcMWWYeBUP35ccl2QCAAAAAHBmEFAEiedJhiVJWhmLyTwupDDkT9gj0/d9Oe4EvSsAAAAAADhNBBRB4ruKnnuddjoL9LFYQrWp9F4UXnJQXiqe+VRfBBQAAAAAgDOGgCJIfE9GKKJ/HbpZLyQvl5GsSdud7G9VKt6T+VQqKAAAAAAAZxABRZD4wwHDEX+mHo5/TC2p+Wm7k6m4HMfOfKok16EHBQAAAADgzCCgCBDf80aW4PAUlutVpO1PGYbcCZtQSN7Rc0+w2AcAAAAAAKeEgCJI/LFTNAy5bnpA4RimjgzaSqTcE17GNAyZJikFAAAAACB7CCiCZExA4cuQ55an7XYM6eGN+7R9X5c8b+LpHKZJQAEAAAAAyC4CiiAZu6yob8jz0gMK1zDUOZDU028cUs9Q5l4UEgEFAAAAACD7CCiKXGTx7yk8+1JJUumar8qIVumyC2dIMuS7ZeOO9yW99FaLegeTE17TNA2ZNKIAAAAAAGRRKN8DwJkVnnqeyq76P3J731VkzhUywqX6+g0XaEZtmcKRam3YN3yc5fu6OJ7QgVRSO/3x0zvcMVM+qKAAAAAAAGQbAUWxMwxFpi+Xpi8f2VRdHtH/vnaJ2npK9Mo+U0nP1bnJpNbG43rKS8qUl3YJ35eSjpt2O0OGAQAAAADAKSOgCLBqM6SbrWq9M3hQK2xbczxPYdmyTE9j6yN8+UqmxgYUvnwSCgAAAABAFhFQBFjEDOsDpVN0cfvbo9uMpCJWSnuOvC1FJml+3SLJT5/i4fkioAAAAAAAZBVNMgPMMC0ZJZPStoWUkhF6R7986ye6f/M/qGOgTb7SAwrf93WCVUgBAAAAAHjfCCiCzLRkllRKklKSug1DyfCgSqu3qi+5S01tr2njvg2SJMcd7Uvhe0zxAAAAAABkF1M8AswIlSo0+VwlJXWapjaWlKi5ok1G2JEMR5LUHeuUL8lxx1ZQDIcUAAAAAABkCxUUAWaEoorMX6PIoquVlNQSDqk3GpdvpdIP9CUnrQeFL+IJAAAAAEA2EVAEmWEoVDtf0ZWfUXTqEoUypA4DyV5JvtyxUzxYZhQAAAAAkGUEFEFnhmSW1SoSrVQkQ13EYLLv6BSPsQGFLy+AUzx831c8FVPMHsr3UAAAAACg6BBQQDJCCpsRhTNVUMR7x03xkI5O8whQGYXve2rseFN/9NDH9PfP/R+927Mv30MCAAAAgKJCQAEZZkgRM6xwpgqKxNEKCs9L2+4FbKnRWGpITzQ8rIQ9oJ0tm/XKvmfyPSQAAAAAKCoEFJAsS2ErnLGCIpbsk+/7cpzjKii8YPWhcD1XvbGufA8DAAAAAIoWAQVkGCGFrUjGNWdtJy7bteVmqKAI0hSPIXtQcXsg38MAAAAAgKJFQAHJDClkRWRNsHhoPBWTe3wPCs9XUBYb9X1Pv939qNrOQN+JWGpIPfEueb538oMBAAAAoIhl+qU5gsYMSVZYhoyMu20nKccd3yQzKD0oPN/X0zsfyvp1bSepJ3Y8qFhqUKvP+T0tnLxUjuupua1fvTFb58+uUWVpOOv3CwAAAACFiIACMkxLhhWZcH/Stcc1yfT9oPWgSGX9mu9079HjO+6XcfS/hZOXqqmlTz9/oVmtXUP6/LrFunzpNIUsCp0AAAAAFD8++UAyQycMKGwnOW6Kh+sFqwfFmdA2cEgpJynbSahnqEOStHN/t97cc0Tvtg/o+R1tittunkcJAAAAALlBQAEZZkiGVaJS11XEG98LIWkPBnqKx5nieunhQ8r11DeUVPJoKHF8KAQAAAAAxYwpHpDMsBSK6ALb1kHTUr9pKGaaOhwJyzMMxWNH5Lgz004J2ioeZ4Kv9DCodyip7oHkyO2IZcrI3BYEAAAAAIoOFRSQYYVlhqKq9zz9P/GY/vfQkKa7zkjLzGRiYPwqHr4CsobH+9fVn9Rrbx/WQPzEfStSrjPys+d7GkqkFLNHtyVSbqD6fAAAAAAINiooIBmGFIrItEKKHv3QHBnzyfhwT5ee3nwg7RTf8+UHeArCRMFByvH0rf94Xftb+nTNqtn6/268QIZhKJFytalpuM/E5UumKRq2lHDiI+e5vqt4KqGUM1pVEbcdeSQUAAAAAAKCgAKSJCMUkWFF5B8NKEK+RiooXti2R6VGjTxZSvoRSYY8zz9rKij2dwzoZ8/vUSzp6kv/4zzNnFw+wYKqmfn++L4cQ4mkBuJJHem39cimd2S7nnoGkpo1uUy73+mW5Kutc0h9sZSqyyN6eVe7/u2ZJh3uiekv/uelWjKzSm3dPSPXS6ZSOtI3qFhytC9FwvbeUwWFL1+2m1TKLVHYYllSAAAAAGcnAgoMsyJSKCLZMUlSeEx1RFlin/649A11eNP038nr1O/XKpFy037bnyu+JPm+jPfRnOHZNw/pxW0t8n1p+fxa/f7l8xUJvffZTbZnj9v26y3vqOXgNvUMump4p0fO0efiDUlmqE9maECuypSwXalcatjfrY7u4ef28c0HdE/HgIaM3SqvG77ezgOdev31NzQwWDJyHwk7Jd/3NZDsk+/7qoxWycgQrQykevX4rpc1pXqarll8k0KEFAAAAADOQgQUGGZFZFglI1URIfkjH4UviOzWJUZCPV6n2rzpeta+Ss1t/erojWtKVTRnQ0ykXO1r75ed8jS/vlJVZRMvjTqW749OyTjYFZPreXo/7VdsJzFum+s6eumtFvn+cWGA4api6q8VKTsklV2t9t6LZFm2En67zFC/PLdCb+09Itv2VD5lNPiwUykNJeKSSiQjJSs0oITrqjferRd2PSTP93Tjss9ocvm0cWNpGNiil/c/JsdPaV7duTpv2kXv+bEBAAAAQKEgoIAkyQiVSKHR396Hx0wtsE1fey1LETOheaF2yZaaD/WqrWtI58+pydlKEwePDOruX7ylWNLR//q9pfrIipknP+k4p7LySNIZX0Ehwxv+Ou5yhuGopGKvJKknuU+PvbZLFZXtOhDfoNLakBK9l0iRLkUikmmN9qAw5Mm0BiVJoZJ2lUzaLidcqQ279+nFtx+WaVoKmyX6+EX/r8KWp4hVMlJF0pU8qJQ3vPrHW62vEVAAAAAAOCsRUGBYKDIcUhy7OaaCorkkordLSlTlSlZi9BjH9eT5vqwcJBSe76t3MKl3OwYkSa1dQ3I9X5Z5Cvf9PjMK20lm2Ood/RpmmEmFSw/IMEfDjL6hIW16p0HRSTtVWr1TpVWWTNNWpGy/ZHjy3PKRY83QoKJVb0qGq1CkU6HoYRmGq5f2vCXP9+S5nl7a/aSUmqpIZFBzqlZq2ezzVR4100KXkPneqkoAAAAAoNAQUECSZFjHV1CMfuh9t2R4+2FP8ktD0tDw9pTrDwcU76vl5KnxfSmRGg0EbMeV43qyTOuk5439AO++j+aesaSj32xrUcfg3nH7wqWHVFq9Ra5TKScxQ6Foi8pqNmts+mEYKVnhbhnW0NHbrkoqm2QYw4/DtEaDDzPcp+ikXTLM9KVJXW/09mCyR082/It8xVUfPaSwMV1L55TJGXOM5zsCAAAAgLMRAQWGhUqGQ4qjwmNW8TjGNqXEmDwg5bo5WwbT930lU6MrXCRTnlKup5LwiQMKx/PkuKNjtMdcQxquzLAdT9HjrhO3Xb22p1MPPrdHSe1VdGr6dUMlh2WG++R7EbmpGlnWgKxIr9LKM0xbZrhbphUb2XQsnDieYbiS4WbcN3qQKxl9MiS19B7Swc5OzZw2Ka3CYzDZf+JrAAAAAECBIqCAJMkIl8oIl47cDmWoMzB8qUQJTTUb5MuQ4S5QhhU4zwjPHw4ljkmmXNljVhGxD/xO9t7nVHLeTQrXLxvZnnI82e7ocXHbledLtuOp4WCPGg/2aue+Ln3owum6+qKZituuugaSeuTlfdq2r0vdfXFVznom45hMMymZSVmhgYz7rdCASqt2yLTGN9k8Xa4XU9LpV2PHfnXHO0e2jw0oEk5c21tfV0vfO7pk9hrNqp6X9XEAAAAAQLYQUECSZJVPlVkxukJE2dTFMpxOyR/9rb4haam5V9eX7ZEMKaTF8vzFORmf7/tK2qPTF8Yuc+rbMQ09/zdyu5qVOrBZNZ9/YuS4lOulLYcaSzryfV8/eqpRr+5sUcz2FEs4sh1P+zsGtfXtw0okXXX1J5RMuTLDXYqUtpzSmA0zJcvsO8VHfLJrJ7St7QWpe7d6Y0dGtr914CUNJPtUWVKlQz379fPXf6i+2BG5rq3rz79VZeHyE1wVAAAAAPLntAOKZDKpm266SYlEQmVlZfrsZz+rT37yk9kYG3LILK2RVVo7cjtaNVNGT4/kjgYUniENlSSUSg1qkeuqxz4sz03p+P+NXM/VniO79MqBF7Ri5gd10YxLRlacOFWeLyWc0bHYjqvU0coIL9Ejb7Bdfiour791uPHE0ftLOZkCCum5hocVrn5Vbt9yebHV2r6vUzv2d6UdK0lWpEvvu6tmDkRKD+ngYLs06MgbU8YSswf0wOs/1B9fsV4xe0Dtvfvl+74OdDerN95NQAEAAACgYJmne4FIJKJf/OIXev755/X3f//3+vWvf63m5uZsjA25ZJgKzfuArCmLJMNQxYyVMszwuMMORsJqiEYlSV6sW36GFS66Yof1i20/1TM7fqandv1cB3v3n/bwhntQjJniYY8GD77njmQIvi95qdHlO4cDitFgI2GnFEumVDr5KYUiPSqtektmuFPOcZUWx1jhznHbCoLhyfPttHDimDf2P68DPfs0ZA+MNAi13aRcjwaaAAAAAArXaVdQGIahiooKHTlyRB0dHTJNU6FQ+mWTyaSGhobkeZ5c15Vt2xNcDafK9/3Tf15nXKbIR/5Kkq9oKCSj6eGMh/UZhvoMQ+5Ql+z4gOxoWdr+noEj2nXoFUlS8+Gdaj68S/Xls05raMmko1hizOOLH5F9oEu2tViOPSj/2Ad135M92CWzIiTfl15pbNPm3YdHT0s4au0a7RlhRbpVM/dexXtWKda1VpIlGa6scI8Mw1Z00vbTGvfJGTIN6z2svmHIc6OSb0rG8AohY5c0HSvlJvXqO8+lpY/98V51DnaoJBRV2IwoZIRkGiGFM4RQODukUin+Pg2oVColz/N47QMqK+/3OOu4rqtUKsVrH0CO48hxHF77ALJt+6x9v3ecU//FaFZ6UHiepz/6oz9SZ2enPv7xj2vmzJlp+1977TU9+OCD6uvrU2dnp7ZvP9Mf+oInFotl8Xk1lPJiMpV5hYxu01CPacrvOqTdDTvkRVsVtkxZ5vC0ivbYuyPHppyU3j3wrrYPnN7Y4ran1rbhYCGiuBYeflJVz23Uwa2L1Vq7VufYtsKSXNdR4/bX5FbMVTzlacfuQSXt0QqKwaGkNm3blnZt00wqXNoiM9wjL1WrSHmTKqY8Jyvcm3ZcyIooZEaUSA2+7/F7ToVk+DLN2HC3UUmGDFWXTdPU0nP0dvcroyFLBq5drb7WP5Dh1SoUMqSSbaqse11lZa5Sbkyun5LnDT/OpJPQo2/8c9r5rd3v6J5nv62kO6SwWaqayDTVR+dq1dQPK2YPyPUc1ZVPVSlTQM4aiURCruuqr+/M9DlB4XJdV/39/byXBlQ8Hue1D6D+/n719/crEonkeyjIMd7vg+tsfr/v6OhQXV3dKZ2blYDCNE394he/0O7du/XjH/9Yzc3NWrp06cj+NWvWaM2aNZKkSy+9VKtWrcrG3WKMl156KevP6zNdC9XUumXc9j7TVL9haGbEkVk/S019k1RXEdUlS6bJNA3t6yyX9gwfa1qW5s2fp1WLTm9s/bGUXmlrkPSuas0u1ZvtsuRpUl+jno9fpNmuFJZkmabOP2e2jBkrtftQr5JNeyQNSZIMMy7XsDVgTht/B4Yr00rKtFpVVrNlXDgxbdJcLZq2TCnX1eZ9T73ncVtmWK5dp8EjH5QV6VRp9esjq3osrl+u1Yv+h+bWnKN/e7VXPUNHFLMHlBwzReWYRN+lWjhtseqqokq5vl5v8lRqLdLFCyNKJHfKD9uy3ZjePrxDidTQuPOT7mio4rq22uJ9ak/sUd30GjX1b1MyFdPN8/6XVi1c+54fG/Krvb1dsVhMCxYsyPdQkGPxeFyNjY1auXJlvoeCPHjxxRf5d1QANTY2qr6+XjU1NfkeCnKsra1NiURC8+fPz/dQkGPxeFxNTU1asWJFvofyvm077hfC70dWmmQahqFIJKKysjKFw2G1t7enBRQ4O82bvDhjQBEzTcUsU85Qt554qUkbD1XICpn6xz9erTlTKtL6Ivi+d8LKgPfK933ZR3tQGPJljGlc2dPTLbfUPdpRxZOT6FNLx4Du+81uvblnuIeEYSYVnbRNoZJ2bdw9TZVT069vmkmFSg+opGyfwqUHJUmeUybPLZNhhPTJVV/W8pmr9HTjL7R538nHaxiGLDOsWTULVeVfr8aByZpU06wBq0lJN6FZNefoy1f+pSaXT5PtJvW5D35Dezsb9cq+DXq7fZvKSipVWz5N7b0HFAmX6uIll+kTV6zQpLKInth8QFsaO9TTHdFQzxxdPG2uPrDifJWWlepnr/9QDW2vayDRo+7BjpM+p79tGJ7GYxqW9nS8pQ+dc63iqZi6Y0dUFa1RZUnVaTc4BQAAAID34rQDisOHD+vJJ59UJBJRb2+votGoFi/OzdKTOLNmV2f+zWzSNJUwTaUGutV85LASbqlku3rizW1aMicl3xhtnOl4thwv9Z7v0/N9tfXE5Hq+ZtSWK3R02ojnS8mjzS6PDyhqjR5ZxnB40el76jncqL3O1JFwQoajkopdKq19TVaoX2HnwLj7tcK9Kqt+XaY1Wr2QHFooe3CxTCOiD8xdLdd3Namkaty5laV1iiX70ppQ1pRN0ZXn3qC5tedqVtUK7V0UV3npYjV0umrpa9ZVi2/U5PLhSo6IVaJzp5yvWdXzZDsJxe0hLa5fruWzLlPT/8/efcfJddf3v3+dc6buzGzvTbsrraRVL5Ysyd3GBWMbbLAT0wIBQvklkBCSRxLIj19uuPldbgIJhBRCu2D/wCS44xps3C3Zkmx1adW1vffp55z7x9qy1iq2pJXO7ur99D+e2SnvmS16nPd8z+fbsZm8nBKumvMeoqEAWduhIPLW8s4XtneQ6/i5aBlYpsXtyz/F/ppL6Bnt4HDvbnrHutjbvY3hRD8AIX+EdDaJc8z2sePvr008PcJQcoDXWl7i1cPPUpZbxQ1Nt1OWW4WBSgoRERERETm3zrqgiEQiRKNRbNumoqKCG264gcrKysnIJh6rzK054fWOYTBiGATNOAHjjYNyI8srrT9hc9cAhdH8o7e17SzJTBzbyWKZ7/zjdqhrlPtfOkj/cJJPXj+f2eW5GMbEXTz8ZAnwVulRYfViYeMCDwd9dB5+ipTdgT+nGNeOYPiGCeVvxPINA2D5Ro57XsNMY71t6GQmXkc6PhfLsLBMC8M1iAZzJ9zG7wtyXdOHSGXjPNP8a0aTAwAU5pTyoeWfxjTGR1VWFYwXG42VdzKcHKQ89/ihoTn+COvqr6WuaC7lsWpKouUsqViF3wocXcVgWSaxnADBgEUqbTOWyHCozyCVdY8+xuKKlbi4ZBqupW2ohfu3/JhXDjzFvPKlLKxcRevAQXJD+fxm168mPH9/vJcXDz7Fy/ufYH/3NkzThwvUF81jJDnI0qq11BZoeaGIiIiIiJwbZ11QFBYW8pGPfGQyssgUU3GSggJgyDAxrBQB0oCL6Rsm6W6DNIz2tx5zS5dkJkHGybyrguLFHZ08s6WNeDJLWVGEG1ZW094fp640Rjoz/qm/38gQMN4qKCqtPnzYjBnweiiInejAdXqJluThOsHx8iEwcFqv3TQCOJkicA3eXDxgGia54QLyIyXEU6M0li1hceUqLp/9Xvy+IJV59fzghW8QsIIsql5ztJw4Vm4on9xQ/nHXv6kkWkZJ9K0ZGQFfcMLXDaC6OMLCWYVs3tsDQPuwTTrrvu12BgErSE3+LN634HeZW7KIhuImagvmMJQcIBKIYrsOv91939H7tPTvo2+si6FEHwCOk+WFfY+y8fAzJNJjHOzbwx9e/j8xjRMPTxURERERETkbkzIkU2amUx1ID5oGKQPCxigmNpa/76S33dfZx86CfhZUlxPyH39w67gu5hsrBPqGE8ST46syth3qY/fhfkYSGVbMLWU4Mb7CIUAGw0jzit9Pl2WxOjmGjcNGnw/7jccxzAy+YO8Zve6QP8LqWTfxdEcFA0mDusq3TuuoLZjDxy/+MonMGI0lCymOlBP2hzEMk0tnX4eLQzKTYE391Wf03O9GTUmU379+Pn7LZMPuLnqGHX78m70sri/iAxfPmjAzwmf6aSxdSF3RXHymH8u0iAZjAHxo2afwWX6ea/41qcwY8fQI8fTE1SVjySHGkuNTo/d0bKZjuJWqvFnn7LWJiIiIiMiFSwWFnJRpmFw27/08v+chcoK5lOfPonuohdHkAMOmRcI0iRpD+KxRgnknn9T62r52duzcEcp3pAAAIABJREFUxJ/ddgmL6wuPlhGDY2n+5dc7wXW4aU0dXQMJthzsxyKFi0Fb3wF80c2kE/X8ZtN8bHv8FI+AkaXdctkcDtPh95EgTq8vTEvAPymv+/oFt3Pt/Nupi8TZvL+fm1e/dUAeDcZYVXs5Li5+yz9hNkPACnD57BuwXZuQLzwpWU4k4DOZW5VHQ0WMjc3dpLMuL23vZHNzL3Mr81hYO3HCt2lYBH3HF0NFkRJuXfJ7+E0/j267++j1BZEyimIVtPfvn1BYJDJxdnS+roJCRERERETOCRUUckqfWvNl3tt0O4U5xaTtFI/u+AWPb7+H7oCfH1sx/NY2Cv07sEPHb235plQmxcDAKDvb2hhwXmdxxRIKcorZeWSAZ7e0AS4bm3twXZdQ8ghfzHmAaquLf84tYTRnmFBsO/2HKnGd8YN+v5GlJWRyJBjAAV6ORnAwcE5zjmM063BDtoDny0rpGtp79Pqq/DqKIsVcu9zlqiVVbzu4N/BbJy9C/FaAyalJTs0yDWrKYhTmhegZSJDJOmSyaTbt7z2uoDiVgpwirpn3AcYycQpyiphbsoiSSDmj6WF++OL/nlhQpEd5Zvf9LKm8iPJY1bl4WSIiIiIicgFTQSGnFPKFaSiaC0DGTlMaqQDAAUYtC3JH3/lBzCyQ5ZGd/4yzdweVRbP5f27+KZ0DiTdWRbgMj43v/HFHzvOsDu4ef+4QjBkWWEmCuVsI520mYFZRkSjAIoPhWmAYZE+wDWY4kMf8irXY9jBbW18C4IrGm6gwgzy/635WDQ9wRcYmPKuR2z54Fwf6mnlw293k+HNoLF2CYRj4LQO/dfwcianimiWVhAM+fvjYTtp6xgui7YcHcV33XW8NamBQlVfL5y/5iwnX245NXXET3SNtNJYvZ1fbRlw3y4Henfz7c/8Xn7v8f6qkEBERERGRSaWCQt41vxUgFsrHNKzjtqk8FYMshpUgke3F78vS2ruHnzzzDA88M0Yo0EYg9zUq0kmseDWYY4wZBllcnDfvb2SJljyNYThYVhILEydtYxsn/vEtChfxuTVfocQM8MtN/w6A6bos2v4wSxvfy6Ujo7iZ8SGbbnwQw84wp3g+f3rVN87q/TnffJbJ5QvLyQx18P3fJOgbc9i0q5P//ast/Mn7FxEOnPmvt2VafOHSr/G7Kz5LcaSUf/jt19h08DcA7O58je8//w0+vOqPaCieh6WhmSIiIiIiMglUUMhp8VkBAv4wyfS7WDnxBtM3Ro6vE8t4axvPR7f/G5a5mrkF99MazRLMZKgJb2OLz+RVX5SmdIbUMasADGO8rsjYcbYbWczAiQ+Kg45D40AHxY/9BSRHqDYN8nNyKLCzRMfipHc9jJtJHr29a6dxRjux8mpwXQfDtICJqw/s0U5IjWLGyjEC0Xf9us+X4ohJXsRPfzyN67q8tK2DFbOLuWHF8VuZng7LtCiJlgPw4ZWf5WD3VvrHugHY1bGJezb+K+9bdCcNxU3khvJPuGuJiIiIiIjIu6WCQk6L3xck6Du+oAg6DoW2Q4f/+B+pQM4RCt0+Rq0Ub1YUwchh3GA3rb7xHTs6/H46jm6WEaQjGDzucd406Dv5j+3qeIIPxuNYb5QbywyDmG2T57qU2TZufGjC7d1simzvPpz4APZQG1ZeJWakGDNahmEFcLNJRn/zv8h2bCO8+tPkrPzkqd8gDxiGQWlhDkf6MmRtl3TGZv3urrMuKI5VmVvDh1d/iR+/9E3iqWEAdrS/wr6e7ayuu5or595MfeFccgKRSXtOERERERG5sKigkNPitwIE/cfvUFHv+rh4pJ+fFp54a9KBnFHct81FMHyJs85Tls2C62IDRY7DjYnk0XICINd1WZ7NnvT+bmqE5PZ7cUa6yHZsxSqswyptIjj3eoINV5IdPEJ695MApLY9MCULCoDa0hivHxgma4PjwsBwknTWIeCbnFUNhmGyrPpi3rf4oxzp28Ohvma6hltIZeI8v/fXHOpv5rLZ7+Waee8nJxCZsLuJiIiIiIjIu6GCQk6L3woct4WmkfWzdtYlFG+596T3e3s5cTKm6+IaBu4x1/lc94SDMCsyGa4dixN0XbIGVNoOUVwwTKyCWqzCBjIdr0E6jptJnThXaoT07sePXrZ792P37ifbuQ1ntAsz99hBkC44NphTb+bCFYvK2deZYPMbu6H0D6do7x+jrjQ2ac8RDeTywaWfYCQ1xP1bfjpha9KWvmYeHO1iKNFLZX49a+uu0WoKERERERE5LSoo5LRYhoVlvvVjkxxewtySxaxoXMnYll+d9ePXZjIEHYdDgSApc7yUuGZsjJRh0mOaDFkWrQE/fsdhZTLJokyGN+sSq3wBdudOzHAB4TV/gL/qIrKdW3FGe0luvw+7p/no8xiWH9fOnDSH03+Y+Pp/J9B47TFXOjiZBGZw6s2hqCqM8Ilr5wOwubmHeCrL7tahSS0o3pTjj1Ieq8Iy/djOW+/hWGqIR7b9H2LhQhLpODct+t1Jf24REREREZm5VFDIaXHf+O9NV8y9gWsWXkVeYZqse4o7vo0BFKazFNs2+0IB7DdWSDT5IpTFR+jxOaRMC8N1ua5oAWZxI717n6Q1PsrLdpAy22a5YxA2rfFVDUD0qr8kuftRfEWNBOfdhBmM4iuag5uOk+3aid27F9zxkP5515Pe+etTv9bRXtJ7nnjrspPFTQ3DFCwoDAMW1uZz/UU1bG7uYSyZYfPeHi5fWE5OcHJ/zS3Tor64iQWVqxhODtJUvoyNh5+hd6QdgNHEAL/ZfS+V+bNYUb12Up9bRERERERmLhUUclosw4fP9B+9fNmiGhbVFmK6NmbwrSX9QUyCrsEI2eNO72iKJ7k8nSLXcQm6Dtuyaf47J4fcaBkLFvwuNb0H2XrgceJ2mivH4hSu+yiBqouIxcoo2nwXNfEhQq5LQdVyGO7AGe7AzKvAX70Kq6gRM5AzYbcNwx8muPAWsn37sLt3Y0QLyVnz+YkFheXHV7EIXJds5w6w39yGtP/oTdxEH+mDzxBe+uHJflsnzerGEkoKw/T0J9h6oI9ntndw48qaSX+eWYVz+OSaL5NxMuSHi1hQvpwjA/vZ2vEqze2b6B5p5aEtPyUazGVuycJJf34REREREZl5VFDIaanIq2Fe6WL2d29jcfVaqgoqMQ0DDB9W8WyaBvezKydMWSbNdWNjDBoG68NhWgNvlRqN6TQLM5mjYxTzUmnmZW1y6m6kbu77cK2n+VDz48THhsm1bQJVF2HlVpFz0e8TrLuUyMafkd7/FOHGazFCeaQOPE1o3vswTD9WtPT40IZBYNYl+G6bi5scwfAHsfJnTbhJYPaVRN/zdZx4H8kd95Ha/hBuYmDCbZz4AKldj+CvXYevoG6y39pJkZsT4MNXNvKd+7bSN5xk054eLmkqIy8nMKnPE7ACVObVHr28omYdiytXsbb+Pfzzc1/nUPcO9vds56nd91OTX0fYr3kUIiIiIiJyaioo5LREA1FuXvxRltVcQnG0jLJo5dGv+csWclv7NtZns8y2bRZms7iMn87xhGky7BsfLpnvOBP2eAgHY8xuvIrwktsJ5BSSsHzkuRCzx0/dsGKVYBiYwVzMyhXk3jAPN/1VjFAumD5CC27BsALj5zmchOELYuVVQ95b14XWfY7kS/+OVdRAaPlHsHIrsWLl+IobcQaOkN7/LLjOW3dwHbLtW0ht/SW+y/4UzKn563PZwgoe2nCEg22D9A4n6B5KTHpB8XY+04/P9FOZV8OXr/o7/tcjn6N/tIMX9z3Gtrb1XD3/Nm5oup1ocPJnYoiIiIiIyMwwOXsQygXEID9cyOKKlVTEqjGNt36E/OVLKHddPpBKsTibxQQs02Rd4/UsrlhGwPJTHK1kvnvMsArTJFB/KbnXf5NA+RLAwMqtxfDnvPF0JpjH/JgaJkYwhhkrw/CHMSz/+G3PoCyIrPos4cu+RPiSPyIw69K3Ht8XInTxH2DGyo67j5uOE3/lR4w++/e46fhpP+f5EAqYzK0ab2KG4hk6BxJkbAfHOY0hIWfIwKAop5QPLP0EAFknQ/9YN7/a9H2e2/coWefkW76KiIiIiMiFbWp+BCzTkr988YTLhi9EoOlGCi/5I/4wr5ZkNoHfsBj64bU4g62AgVU4m9CKj2P43vqEP1C1nEDTjaT3PU3O5X92zvKa4Tyil3zphF8L1lxMIlqCM9J5dLDmUXaWxIYf4KaGiVz6x5jR44sML/lMk9nl4zM4ugfifO+h7XzHdrl5zSxuW1dPLOx/h0c4O5Zpsbx6LRUFDXQPHcF2soDLIzt+QVluFQsrVhL0hTB4d1vPioiIiIjIhUErKGTS+AoawHqr8wrMuYbo1V/Dyp+FYRiE/Tn4fEFyLvsTrIJZWIWzCC39EIGa1RMfyDCJXvanFH7i14RmX3meX8VbrIpFR1dmGJEi8AUnfD21+1Eyndu9iHZKPstgXlU+kbCfVNqmdyDBwHCSxze20No7dl4yFOQU8Yk1f8rKuqsoyCkBoG+knR+++P9y35afkkifnxwiIiIiIjJ9aAWFTBrD8mMVz8Hu2o0RiGAV1mGGco+7XXjhrVgFdTiJfoJ1l53iAb39hD28/Pew+1sgmyKw6BYyB54jvefJo193kyO4yZHxORXG1On6DMOgsjjC6qYyfru59ej13f1x4snMecngM/0srVzFgrKlPLv3EX656d8YSQ4yMNbJI1vvoiJWxeVzbsQyrfOSR0REREREpj4VFDJ5DIPQsjtJbbsfX+l8ggtuPumBe6By+XkOd/p8xY3Ebvwm4GJFy8lWrsSND5JpeeXobZzRbtxMEiOQ413QE4iGfCypK5hQUAAk0jaO42Ka56f88VsBllSvZXf3Vl7e/wS2k8V2Mvz45X+gPK+WprKl5yWHiIiIiIhMfVPnY1+Z/gyT0IJbiV7zNXLW/SG+4rleJzprVqwcK1YBhoGvuJHwqk9OmJeRHTqCm5l6pyv4LYvqoijRnInzJjoG4qSzzknudW4UR0q4pOE6GkoWYZnjeTLZBL967UcamikiIiIiIkepoJBJZQaj+KtWYOVWvvONpxvDxFc0B/+sdUevcobbcDNTbzcPw4Cq4gjXrKimKC989GyZjv7zX1CYhsWiipXcedHnuabpNqLB8R1GdndsomXw4HnNIiIiIiIiU5cKCpHTYObXEl79aXzVFwHgjHbhZpIepzqx4twQv3PZbD56TSO1ZTEAugYTZGz7vGfxWwEWlC/n1qWfYHXDtfitILaT4Rev/jN98e7znkdERERERKYeFRQip8Gw/PhKm/CVzgfAHe2G7NQsKCzToCw/zPLZxVQWjs/I6B5MnPcVFMcqCBexuu5KQv4wANvbXuW7v/0av9z8A15teZH/fO2H3PXq92gfOuJZRhERERER8YaGZIqcJiMQwwwXAuDEBxl9/h8INt1CeOGtR7clnUrycgLk5ozPzegaiJNKn/8VFMdqKl1CY/kKXjv8WxzXprlrC4f79hLyh0llEjg4VOXVUBqrxDcF308RERERETk3tIJC5DQZlg8zWoQRioLrkDm0nrEnv06mZ7fX0U4oGvZREAvis0ziiQyvH+gjY3u3iiLoC/HFK77Ozct+HwDXdUlmxhiM95LIjJHKJGgfaiExBYePioiIiIjIuaOCQuQM+GvX4au+eHwapWPjZpKkDj7vdawTMg2DhXVFVBZHcF14bmcnGQ9P8wAI+cJ8eMVn+asb/40r5t+G9baVEl2j7YylRz1KJyIiIiIiXlBBIXIGfEWzib7nfxJovBasN7bObN0AuN4GO4k5FbmU5Y/PfWjtHiHr4QqKYy2pWMmn13yZz1/xNxRFy/FbQQA6h44wnBzEnaLvp4iIiIiITD4VFCJnyJdfQ/Sar+ErmQeAfWg9mY6t4E6Ng/9jFUYD5EUCGIZB/1CKrsGE15GO8lsB1tZdxZ9f94+sqrsKgJa+Zl459DQjySGP04mIiIiIyPmigkLkLFixCoxwARgmbjbN0C8/TnaoxetYx/FZJkV5IYIBC9d1+eVzB3DcqbM6wTJ91BY00FS+nKB/fMeRX2+9i52dm7Edb4d6ioiIiIjI+aGCQuRsmBZmtAhMCwA3nSB9ZL3HoU5sdkUeeW/s5vHs6230Dk+t7VENDKoK6qnKrz963abWlxhODjKSGvYwmYiIiIiInA/aw0/kLJmxcgzLj2tnABdnpMPrSCe0rKGIxuo8+oaTZG2HHUcGKV0c9jrWBLUFs7ly7k2MJgfpHmlje+sGHrBCgMF1Cz5EVd4sryOKiIiIiMg5ohUUImcp0HA1RiA2fsF1cUbavQ10EkWxICsaS8gJjfeSWw/1e5zoeNFAjEtn38DKWVcQ8ucwMNbFEzv/kyd2/pIHt93tdTwRERERETmHVFCInCV/+RJyLvlDDF8QcHEGp94MijfNq8ojHBgvKDY1d0+Z3TyOleOPsKzmEooiZROu39b6MsPJQY9SiYiIiIjIuaaCQuQsGb4AwaabwPS/sYKiG9fJeh3rhOpKY5QUhDEMg66+OLtap+YuGY3FCyiKlmMYxtHrhhP9fO/Zr/PKkec9TCYiIiIiIueKCgqRSWAGczEi+QC46STOWK/HiU4sFLBY0ViC32dgOy4b9nR7HemEcgIR5lesIByIHr3OdrJsb3uFX2+9i/29uz1MJyIiIiIi54IKCpHJYBiYedUAOKNdjDz8J7iZuMehTuyixmL8lonrury2rwd3Cm03eqwbm27nC1f8DX9xw/dYXHsZAI5rs697K//3Y1/ga7/+NK+1Ts0dU0RERERE5PSpoBCZJFZB7fj/uA72YAupg1PzVIR5VXlE39hutKsvTsdAwuNEJxby53BRzaUsq1rNV6/9Ft+5435CgSiO6xBPj7Kvayvb2zcwlh7xOqqIiIiIiEwCFRQik8QI5h/9fzc1RLZzCzD1Vif4TJPFs4sBSGVtXj849XbzOJFYKJ95FSsmXNc31s1IatijRCIiIiIiMplUUIhMkkD9ZRj+EABuaoxs+zacsT6PU53Y6rklAKQzDpv39ZLK2B4nemd+08+iipWYpnX0up7RTu3sISIiIiIyQ6igEJkkgeqLCS6+DSw/AHbfPlL7/tvjVCe2oqGYgtwQWdthx4FeXj84NYuUY/ksPyuq141vQRotB6BlYB+H+5rJ2GmP04mIiIiIyNk6rqCIx+N0dHTgui7ZbJZsdmpulygy1RiWj9g1Xycw9z0AOIkB7P5DMAWHUBZEA3zgknoMA/pHU/z35lZGEhmvY52SgUFlbg2fWfcXXDH3FnxWgHQmwQv7n+DIwH4c1/E6ooiIiIiInIUJBcWBAwf4+c9/zj/+4z9i2zZdXV089NBDXmUTmX4sH5E1nwdfALJp3PgAbjbpdaoTumlVLbPKc8lmHfa1DbGzZcDrSO/IMEwKcopZXXsFTeXLAdjTuZlHd/ySocT0mKUhIiIiIiInNqGgePDBB8lkMrzwwgs4zvinkffcc48nwUSmJwMzpxgzOj7jwUkO4sSn5oFzXk6AGy4a33mkdyjJtoP9OM7UW+1xIjUFDVxcfw2xcAEAGw7+hlePPM9QYuqXLCIiIiIicmITCorW1lYuvfRS8vPHdyOIRCKkUilPgolMW5YPM68aAHu4DXvggMeBTswwxodlRiMBkqkshztH6B2Zmqs93s4yLZZUXczS6nX4LD9ZO80j2/4P//bc37D+0DO4U/C0GhERERERObUJBUVDQwPPP/88AwMDbNq0iW9+85ssX77cq2wi05LhC+OvWQWA03eATOtm3OzULPoKY0Hm1xbgAu0DcQ52jXod6V0riZTx/iUfY27pUgC6ho/weutL3P3KP/GfW36okkJEREREZJqZUFB85CMfoaioiNraWn74wx9SXV3NF7/4Ra+yiUxLhj+HYMNVmLlluNkU2b79OGM9Xsc6oaDfYtWc8dNRuvrjHOwcnoozPU/IMEyq8uqoLWrE7wsevb53pJ3nmx+hd6zbw3QiIiIiInK6fMdeCIfD3HLLLdx88824rotpmhiG4VU2kenJMDAjxVgl83CGu3BG2rDHurDeOO1jKvH7TBbVFRAO+kikshzuGmFgNEVhLPjOd54CTMNkYeUqXjvyAl3DLUevj6dG2Ne3i5JomYfpRERERETkdExYQfG1r32NHTt2EA6HiUQiDA8P88lPftKrbCLTlhGIYRXPB8AePIIz1D4ltxs1gPxIkPmzCgE41DVKS9+Yt6FO06qaS/nja77Jusb3EfSFAcjYafZ0b8Vl6r3nIiIiIiJyYhMKikwmg2VZRy/7fD6SyekxNE9kKjGCUfylTeAL4I72kTn8EvYUPeUgluNnSX0BBtDaM0pL98i02c3jTfWFc/ji5V/nz677R3yWn4ydYuuRF2kbPOx1NBEREREReZcmFBQ1NTVs2LCBrVu3snPnTh577DEaGhq8yiYybRmmD19ZE/6a1QBk2jbjDLV5nOrEcgI+mqrzieYEiCcz7Dg8QM/w9CwmF5YvZ3ntFQD0jnbwwLa76I/3epxKRERERETejQkFxZ133kl7ezvf//73+Zd/+Rc2bNjAl770Ja+yiUxrVm4V/uqVYBjjp3mMdIBjex3rOIYBFUURFjcUAbD98ABt0+w0jzcZhsEdK/6A/EgJ6WySzYef5Td77ieVnZ6Fi4iIiIjIhWTCkMzKykq++MUv0tzcTDqdpry8XFv1iZwhI5CDr6AOI5SLmxgi07sXf/1lmMFcr6MdpyQ3xJL6Ql7Z1UVX/xitPaMsmlVIwGe+852nmOr8Wdy05OM8+PpPGEn0s/HQM5Tn1rCsei2xYC4GGvwrIiIiIjIVTSgoNmzYwPPPP082mz16XVFREZ/5zGfOezCR6c/AiFVg5tdgJ4ZI73uaYMMVmBVLwZhaB/5Bv0VNSZSi/BBdfXH2tg9zSSJD0TTZzeNYBgZXz7mJ7uF2ntzxC1oG9nHfaz9kIN7LFXNuJD9c6HVEERERERE5gQlHSQ8++CChUIjVq1ezbt061q1bx/Lly73KJjLtWdEyrLwaAOzO7SR3P4KbnpqnT5TkhagujgJwqHuU0UTG40RnLuwPs7b+aqKhfFzXpXPoCE/u/C+O9O/zOpqIiIiIiJzEhBUUfr+fiy++mJUrV2KaU+sTXpHpyIyWYuVWH72caX0VN5vACMY8THViRbEQlYU5bAJaukemdUFhGCZVebNY03AtT+26F9d16B/r5HD/XuaWLSb0xnakIiIiIiIydfjefsVf/uVf0tTURCQSAaC0tJQvf/nL5z2YyExg+EME57+XTPtrZFs34gy14tpT88A/FvZTXhDG7zcZjWc40DlMY1XetJxDARAN5nLTwjtxHYendt+L67q8cuQ5ltdcQnV+ndfxRERERETkbSYUFDfccANNTU0EAoGjKyii0agnwURmBgNf2UJ8RXPItm7CjQ/hJkdg6s3JxDINakpjlBVEaO0eYUNzD5cuLCcQnX5zKABMw6QsVsWtSz+B7WR5pvkhDnZv54Gtd3Ht/NtoLGnCnGKzQERERERELmQTCoqLL76Y1atXe5VFZEYyLD9mtAjDH8LNJMgOteArmTvlBmUCNFbkUV8Wo7V7hNf29jA4lqZgmhYUML7taFG0lPkVK3it7SWGxnp4ef+jbG17iW++/y4Kcoq9jigiIiIiIm+YcIS0a9cuPvKRj1BaWkphYSHRaJR169Z5lU1kxjCjpRjB8dOmsr17wHU8TnRipfkhGipzCQd9JFNZ7nluP6mM7XWss2JgUJlXS1lsfBaI7dgMx/vY07Pd42QiIiIiInKsCQXFj370Iz71qU+xcuVKurq6+MlPfsKtt97qVTaRGcPMr8EI5QOQ7diCO0ULCoAl9YXUlEYxDHhqUwvN7UNeRzprtfkNNJUtI+SPHL1ua9srOO70Ll9ERERERGaSCQWFaZpUVFQQiURoa2vjoosu4rXXXvMqm8iM4cuvxwwXAOPbjbrZpMeJTm7xrELWLCgnEvLjuvD01navI521kD/MjYvu5PLGGwm/UVK8sPcRdnVt9TiZiIiIiIi8aUJBMX/+fEKhEDfccAM/+tGPuOeee5g7d65X2URmDDO3AjO3AkwfznAXmbbNXkc6Kcs0WDu/jJL88a04N+zuIpWduis+3q28UD53XvQ/WDv7OgK+EOlsgh+9/Pdsa9+IrZUUIiIiIiKem1BQ/M7v/A6VlZW8//3vZ8GCBTQ1NfEnf/InXmUTmTEMK4C/ZhVmePw0j+T2//I40anVlUapLIpgmQZdvXF2tQx6HWlShP05vG/RR5hTugTTMGnv38f3X/gG+3t3ex1NREREROSCN6GgGBkZ4Z577uGuu+6ivb2d9vZ2RkdHvcomMqP4a9dh5BQBkGl5FZyp+6l9wGeyqKGIcHB8o5+H1h/CcVyPU02Oqrxa3tN0Gz4rAMBQvJdn9z6Ky8x4fSIiIiIi09WEguLee++lra2Nuro6GhsbSSaT/Md//IdX2URmFCuvGjNaDIaJO9pHdqjF60intHZeKYW541uMbmruprVvzONEk2dp5WoubrgWgKydYW/3Fg727/U4lYiIiIjIhW1CQXH48GHe+9738qEPfYhbb72Vj33sYzQ3N3uVTWRGMSw/VvFsDCsArkty5wNeRzqlqqIcFjcUY5kGiWSWLYf6vY40aSKBKLcv/zSLay7BxaVrqIXnmh8h62S9jiYiIiIicsEyAQ4dOsSzzz5LOBzm7rvv5oEHHuCxxx7jW9/6Fk1NTV5nFJkxArPfgxEY30Uite0+3Ezc40QnZxoGSxuKsCwT14VtM6igACiNVvDRVf+DaLiAVDbB3p5tHBk44HUsEREREZELlgmwY8cO/uu//ovOzk4GBgZ44oknePjhh+nq6sJxpv/0fpGpIlCzGrO4DgwDd6yP7MAhryOd0qJZBfhMA8d12XN4gJFExus8BEZRAAAgAElEQVRIk6o6r47V9e8BoG3wEBuPPIfj6m+eiIiIiIgXfADXX389V111FY8++iirVq2irKzs6A0Mw/AsnMhMY1gBrJJ5ZFtfB9cm27MHf+kCr2OdVGlumMbaArbs7WFoLMWG5h7es7TS61iTxjItrmm8ief2PEgyPcozzQ9RGqviijk3YKC/fSIiIiIi55MJ4PP5yMnJYcuWLQwPD+P3+wkEAgQCAfx+v9cZRWYUX1EjYOA6Dnbf1B7MaBhww0U1AMRTNi/u6MBxZ9JuFwbludVc3HAdhmHSP9rJK4eeom3oiNfBREREREQuOL5jL9TX1/Ov//qvXHnllRQWFgIQiURYt26dJ+FEZiJf8TwMw8R1smR7p3ZBAXDZgnL+NRJgZCzNoc4RDnWP0lAW8zrWpIkEYnxw2Sfpj3exu20jOzs2s63tFcqiFfjf2IpURERERETOvQkFRSaTwbIsnn/++aPXlZWVqaAQmUS+knngC0AqjdN3EDedwAiEvY51UuGAxZVLq3j4pYMMjKTYsKeb+tIYM+nsr/JYJTctvJP2gYMMxXt5Zu/D1BbOpqlsGaZhvvMDiIiIiIjIWZtQUHz605/m4MGDtLe3Y9s2ZWVlzJ0716tsIjOSGS7AzK/C7tqDmx4j278Xf/kSr2Od0vUrqnj8lcOMJTJsP9jHyEU15ObMnNUFpmHRUDSftQ3X8dvd93O4dzfrDz5FdX49eaECr+OJiIiIiFwQJnw0uHHjRu655x4ee+wxnnzySX7+85/z7LPPepVNZMbyV18EgJseI334JY/TvLPZFXnMrsrDcV3ae+Psah30OtKkK8gp5tLZ19NQuhCAVw8/y6H+vTiu7XEyEREREZELw4SC4uGHH6auro4//uM/5s///M+59NJL+dnPfuZVNpEZKzjvRjAt3HSczKEXcZJDXkc6JZ9lcNXSKgB6h5PsaR1iRs3KfENtQQMrai4lGspjcKybF/Y/wVh6zOtYIiIiIiIXhAkFRSKRoKSkhKKiIgoKCqiqqiIej3uVTWTG8leuxCppBNfBGe4g29vsdaRTMg2DZQ1FBAMWiVSWtp5RRpMZr2NNuoAVZGnVGuqLmwCDzYefo23wEO5MbGNERERERKaYCTMobrzxRh544AHuu+8+AGzb5sMf/rAnwURmMsMXwF9/KXbXbtzkMNmeXQSqV3kd65QKo0Fqy3LZ2zJAW98Yh3tGWVQ78+YzVObVsqDiIg707mIsOcRvmh9kdnETfktbLouIiIiInEsTCopLLrmEqqoqent7cRyHgoIC5syZ41U2kRktMOsSkut/iJMaxu6Z2isoYHw3j5WNxextGaClZ5Tm1kEW1uRjzKTtPACf6aOxdBFFkTLGkkNsPPg0K2ouYV3d1V5HExERERGZ0Sac4vHiiy+Sk5PDmjVreOKJJ/jbv/1bdu7c6VU2kRnNX7YYIxCCbBpnqB0n3ud1pFMKBSxWNZYQCvkYS2TY0zpIz3DS61jnREPRPEpjlRiGSTIzxkNb79JpHiIiIiIi59iEguKRRx5heHiY9evXs2vXLr7whS/w93//915lE5nRjEAOVvn4jhH2aDfZvv0eJzo1wzAoLwizpKEI14U9rUMc6hr1OtY5keOP8KEVf0BVfh0Ah3t38nr7Kx6nEhERERGZ2SYUFI7jkEqlePzxx/n4xz/OihUrSKVSXmUTmdkMC1/VagDc0W7snt0eB3pnBdEgF88rwzCgtXuE/e1DpDIzcxvOuoI5XD73/YQDUVzX5f97+VskMtrRQ0RERETkXJlQUCxbtozvfve7rF+/nquvvpp4PE5xcbFX2URmNMO0CNZdCqaFE+8n29OMm53ap0wE/RZzKnKpKo3huvD6wT46BmbuTj/XzL2ZmsI5GIZB70grj+26z+tIIiIiIiIz1oSC4vd+7/f4yle+wre//W36+/tJJBL89V//tVfZRGY2w8QqmIWZXw2ugz14BHvwiNep3lF5QZil9YUYBuxpGaS1ZwzHmZnzGSKBKLcs/QR+K4jj2rx25DlG0yNexxIRERERmZEmFBSHDh1i/fr1PPDAA/z0pz/l4YcfJh6fuZ+OinjN8IfxV60EwBluwx485HGid1YQDbKwtoBIOMDIWJpth/sZSWa8jnXOLK24iMJoGa7r0jawn6eaHyKR0d9FEREREZHJNqGg+MUvfkFXVxeXX3451113HbZt873vfc+rbCIznuHPwVe5HABnpAt7oAVcx+NUp2aZBvUVucyuzAXg1eYeemfobh4AfivAFXNvwWcFiKdHeWrXvWzv3OR1LBERERGRGWdCQTE6Osp1113H5Zdfztq1a7njjjsYHZ2ZU/pFpgLDCuAvnoMRjOKm49gDh3GSQ17HekfVRRGaavLx+0xau0fY2zZEJju1i5Wz8Z7GW7h6/m0A9I9181rLi9juzBwOKiIiIiLiFR/AK6+8wsaNG2lra+O73/0uixcvxu/3s23bNsLhsNcZRWYuw8DIKcIqnk22bQv2wEHskQ7McIHXyU4pJ+hjbnU+Jflh2nvH2LCnm7VNZeT5Al5HOydioTxuWfxRXtr/OKPJQbqGWugf66EkWu51NBERERGRGcMEsCyLQCDAunXrWLp0KbFYjJycHNLpNN3d3V5nFJnRzFAeVtkiAOz+gzgjHR4nencaK/OoLY0BsPVAH6OJmTuHAiAvlM/s0iUAdAy3sL1Dp3mIiIiIiEwmE2DRokXccccd3Hnnndx4442kUinuvfdekskkl112mdcZRWY0I5SHv2QBYOCMdOMMtYM99Q/2S/PD1JZGCfgthkbTvH6wb8bu5gFgmT6umPNeDMNkMN7DltaX6Rnt9DqWiIiIiMiM4QOIx+M899xz/OpXv2JwcJB169axf/9+XnzxRWKxmNcZRWY0wwpg5VdhxEpwR7rJ9u7FSQ5iRkq8jnZKPtNgfk0BxXkdtPeO8ejGFq5dVk3ANLyOdk6Yhsn8siUsrLqY7a0vs6tzM9s6XuWqxpswmJmvWURERETkfDIBvve97/HVr36V973vfdx999185StfIRAIUFFRQTQa9TqjyIxnRkvwFc0BINuzG2es1+NE787KOUXUlkQxDNhzaICdLYNeRzqn8kKFXD//g1iWn6F4H6+3vEzncJvXsUREREREZgQT4I477uD222/nO9/5Dp///Od5+OGHyWazpFIpbFuT6kXONTNSilXcCIDdtxcn3udxoncnGvKzYl4puZEgruty38sHvY50TlmmRV3xXFbUXgG4bG1bz+6u13Gm+NawIiIiIiLTgQkwb948vv71r/PMM8/w2c9+lmeffZZQKMRf/dVf8eSTT3qdUWTGM8MF+AobwPLjxoew+w/jZlNex3pX1s0rozR/fLefV3d20j8yPXKfqaKcEi5tuJacYC7J9Cg7O1+jP97jdSwRERERkWnPPPZCMBjkiiuu4Dvf+Q4vv/wy69atY/PmzV5lE7lwGCZmXiVWXiUAma6tuKlhj0O9O+UFIebW5BPwW6QzDv/9+sw+5cE0LKoLZjO/fDkAOzs2cqBvD1kn63EyEREREZHpzTzZF2KxGB/84Af56le/ej7ziFywrNxqzPxZAGQ7t+GmRjxO9O4YhsGlC8uJBH0APP16G6nMzD41rDhSSlPZMkL+HPpGOnh+3+MMJfq9jiUiIiIiMq2dtKAQkfPLzK3EKqgDw8DpP4Qz1gPTZLbB4lkFVBRHMAxo6RqZ8cMyg74Qi6suprFsKQC7OjbRM9qJ687cbVZFRERERM41FRQiU4QZiGLl12IEo7iZJJnuXbh2xutY70o44GPNgnIs0yRrOzy5uQXbmdkH6zX5dSyqvIhQIMpocoDtHZtI2zN7/oaIiIiIyLmkgkJkqjAMrIJazEgpAJnOrTCNDnivXFRBLOLHdly2Huhjf+f0mKFxpizTx+yShVTk1gDw0oEn6Rvr9jiViIiIiMj0pYJCZAqx8qoxoyUA2N27cO20x4nevcrCMJctHh/yOTSa5uXdM/9gvaFwHvXFC/BZAToHD/Hs/se05aiIiIiIyBlSQSEyhZi5lZg5xQA4fYdwU2MeJ3r3DMPgxlW1AKTSNtsO9DGWmtk7W+QEIqytv4by3Boc1+aFvY+RmUalkoiIiIjIVKKCQmQKMQMxzPxKDH8IN5si3bYZptHgxYayGPVVeTiuS0ffGK8d6PM60jk3v2wJ1QWzMU2L/rFOdnS+5nUkEREREZFpSQWFyFRiGFilCzAi46so0vuenDY7eQBYpsHNa8a3Su0dTrJ+VxfODB+W6bcCzK9YQTSYh+s63LflJ15HEhERERGZllRQiEwxgfKlWNEyALJtG3Fd2+NEp+fqRZXkxYJksw4HO4Zp7pjZwzIB1s66muJoBQYG+zpfZ0v7q15HEhERERGZdlRQiEwxZl41RqQEDBNnpA97qM3rSKclFLS4ZkU1AG29Y7y2vxdnGp2mcibywvmsm30DIX8OAA9tuwvbmdnzN0REREREJttZFxTpdJpt27axadMmtm7dSl/fzD/nXORcMkwLq7geIxAGIH1kvceJTo/PNLl6cQU5IR8j8TS7Dg/QPZT0OtY5d9ns6yh8Y+XL/q6tHOjb63EiEREREZHp5awLir6+Pn784x/zs5/9jB/84AfcfffdJBKJycgmcsHylTRhBKIApA8953Ga02MYUFEYYVnj+Hap+zuG2HVkgJm9hgLyQgWsrLsK0zDJ2Gme2feIthwVERERETkNZ11QRKNRvvzlL/NP//RPfOELX2DTpk10dHRMRjaRC5avbDFGKA+AbMsruOm4x4lOTyTk4/KF5fh9Jj2DCfa1DZGY4VuOAlzWcD2hQBTbybKjbQOtg4e8jiQiIiIiMm34zvYBYrEYsVgM13VJJpNYlkUoFJpwm+bmZl5++WUSiQRDQ0McPHjwbJ9W3iaVSul9nUmcLD4rj6BhwtgA7dueJl248IQ3HR4eprW1lWAweJ5Dnlogm6AgYtI9lGX7oR427TCpLgh4Heuccl2XmpwF7EmtZ2Csm8e33ss1tbdhnoNxP8PDw2QyGQzDmPTHlqktk8kwOjqqv/kXqHQ6re/9BWhwcBDHcRgcHPQ6ipxnb/57Lxee6fzv/cDAAHl5eWd037MuKI4Ncc8997BmzRpKS0snfC0cDlNaWkoqlTphgSFnzzRNva8zjFW7CqNvO2QSOK3PE6pceeLbWRbBYHDKff8riv2snFvKY6+2s799mNa+POrLYljmzD6gvm35J/inF3aQSI+yo/NVmgpXMqe4adKfJ5FI4LrulPu+y7lnmqb+Lb2AGYah7/0FyOfzEQgE9L2/AOnf+wuXaZrT9hjP5zvzmmFSCgrbtvnWt75Ffn4+t99++3GBampqqKmpAeDv/u7vqKiomIynlWPs3btX7+sMk3avZmT7PTiZBNGB7RSUl4Fx/CfxPT09lJSUEI1GPUh5cqWOy6oxixd39jIylqZt2CAYK6Qkd/r9kT0d5W45l3S+l9/s/E+GUt0cTu5gbdnl+MxJ64OB8YOUeDyu3/sLUCKRoK+vT9/7C1Rzc7O+9xegwcFBiouLKSgo8DqKeCCZTOr3/gKUSCTo7++flt/7WCx2xvc963XHruvyjW98g0QiwWc+8xkKCwvP9iFFBPCXLMDIyQfAHmwnOzC95hlYpkFdWYymWQW4wKZ9PbT3jXkd65wzDIP3LvgQkVAByUyCg7276Rpp9zqWiIiIiMiUd9YFxdatW/n2t7/NSy+9xMc+9jE+97nPsXPnzsnIJnJBM/whfFUrxldNZFPTbrtRgMqCHJY3FOPzmfQMJNh6qJ+xC2BYZnGknIVVqwCX/rEeDcsUEREREXkXznrN8eLFi+nq6jo6qM00zbM650RE3uKvv4LUtvtxnQyZIy/Bsg97Hem0+H0mc6vzaKjIpbllkJd2dXHV4koiwZn9N8IyfTSVLeOV/U8yEO+hdWA/F8+63OtYIiIiIiJT2lmvoHhzcEcwGCQYDOL3+zVVXmSSBGetwzB94NjYXbtxkkNeRzptsytyaaopwDBg35FBWntHsR3X61jnlGVazCtdTMAXIpkZY2fnJg727/U6loiIiIjIlDb5e9+JyKQxwwVYFYsAcFOjZNo3e5zo9EVDfubW5FOYG8JxXZ7b0UkiPbNP8zAwKImWs3b2DRiGwd6ubWxpXU/G1jZhIiIiIiIno4JCZIoLzLkaADc9RqZtk8dpzsy86jxmlY5P8311TzeDY2mPE517kUCMy2ZfT264mHQ2wd7ubXSPalimiIiIiMjJqKAQmeICDVeDaeJmEtidO3EzSa8jnbaaogizK3MJBiz6h5Js2teL487s0zxMw6Q8t4ZFVasBaBk8QPdIOzCzX7eIiIiIyJlSQSEyxfmK5mDlVYLr4Ix0kh044HWk0+azTBbVF1GcFwbgvze3kkzbHqc692LBPGYXN2GaPvpGOjjQu4t4euZvtSoiIiIiciZUUIhMcYZp4au7BAAn3k+2c6vHic7Mwpp86spiWJZBc8sAG/f1eh3pnAv6gtQVzqUyvx7bybCp5QW6RnSah4iIiIjIiaigEJkGAg3jcyic5BDZrl3gOh4nOn0F0SAXzy8lNyeAbbv88rl9ZOzp9zpOV01BA0ur1mAYFi39eznU30zGnvkzOERERERETpcKCpFpIFCxBCOcC9kU9sBh7JFOryOdkXVNZdSURjENg70tg2w91O91pHMuGojRWLqIomgZmWyKDYefYSg56HUsEREREZEpRwWFyDRgBGL4KpcC4Ix0kO1t9jjRmcmPBlmzoJxgwMK2XR5+5TDuDB+WaRgGs0sW0FiyGICdba9yoHcXtjPzZ3CIiIiIiJwOFRQi04Hlw1/7xhyKkS7saVpQGMCViyqIhf0AvN7cy67WIW9DnQdFOSUsrFpFfqSUdDbB03sfJpmNex1LRERERGRKUUEhMg0Ypp9AzcVgmLjJYez+w7jp6XmAW5Yf5vJl1ZiGQSKV5fHNrV5HOudMw2RZ1RoaiuYBsKPtFeLpUY9TiYiIiIhMLSooRKYDw8CMFGGVNgJgDx4iO3jQ41Bn7gNrZ+HzmWRth9ebu+kdTnkd6ZwrjpRSmV9PwBcik02ytX2j15FERERERKYUFRQi04QRiOCvWgmAPXgEu/+Qx4nOXEV+mJXzSwEYjqd5bkcHM3sSxbjZJQvJzykG4KnmB7Wbh4iIiIjIMVRQiEwTRiCCv3IFGCbOSBfOwGFcO+N1rDP2/jWzsCyDsWSWDbu7GElM39fybi0oX05Vfj2mYXGgayu7urZ6HUlEREREZMpQQSEyTRhWAKuwHjNaDHaWbN8+nLFur2OdseX1RTRU5uE4Lv8/e/cZXdd5mPn+v/c+Fb33QgIEC0iwN1GkJFKiqWbJVrGTWJIdJ7FvHPtmnGSceBLPeO7MSplMMimTxHbkIjtWIsuS1WWRKuy9F5AAiQ6i93L6Oft+kOfOjcexJfGAGzh4ft+8vCT+Qa4l8Dx497u7+qc4dW3Q6aQZl+3LYVXlraR7swB4rfEHJOyEw1UiIiIiIrODBgqROcRMy8MqWQFAbLCJ+PjcvWDSZZk8eMtCDMNgZDLE8SsDTM2DUxRryjeTn1GMgcGl60e5Pt7pdJKIiIiIyKyggUJkDjHT8nGXrgYMEqPtJMa6IBFzOusD27SkkOqSTKKxBM3d41zuHnM6acYVZZSytGQtLstNNBZi77VXnU4SEREREZkVNFCIzCGGOw1XQR1GWg52JEhs4DKJ0LjTWR9Ylt/NrvWVAPSOTHO2ZYhwNO5w1cwyDINbaz6Ez50OwKn2vYwFRx2uEhERERFxngYKkbnEMDGzK7AK3n3daLT3HInpuXt3g2WZbKgrpKQgnXAkzuWuMToGp5zOmnEL8+qoKXr3UZ3R6QFOdR9yuEhERERExHkaKETmGCurDHfxcgDiA1ewpwZgjr6k0wAKsnzcsrQYgJaeCZq6xrDtufn1vFcuy81ti+7DwCAaD3OkdTexROrfvyEiIiIi8vNooBCZY0xfDlbBIgxvBnYkgGeyDTMecjrrA0v3udi0tAi/z8V0MMKF9hH6x+fu1/Nera+8lez0YhJ2gt6xdr1yVERERETmPQ0UInONYWDlLsDMrQYgbfIKZizgcNQHZxoG5fnprF5UiG3DmZYhWnrn7r0a75XX5WX70o8AMBka43jHXoeLREREREScpYFCZA6y8hbiyl8EQNpUK1Z0bt/bUJTt49ZlxbhdJiPjIc62DDM2HXE6a8btWvIR3C4vkViI1oGL9E7M3dfGioiIiIjcKA0UInOQlV6MlV+D4fbhioeJ9pzGjs/dD/Quy6SuPJv6BfkAHLsyQOfgFCl+FQU5/jzWL9gBwOBUH2e6D2PP0ftERERERERulAYKkbnIMHAVLcPMrgAg0vImRIMOR92Yivx01i0qwOO2uD44xbnWYQKRmNNZM2573f24LA+ToVGa+s4wGZ5wOklERERExBEaKETmKFfRcqzcBWAYxLpPE5+au68bBfB5LFYsyGVBSSYA+y70MjgWTPnzBLUFS6kuWIZtJ+gabaN54KLTSSIiIiIijtBAITJHWZnFuAoXY7jTsMPThNv3O510w2pKsmhYkIfbbdLRN8HZtmFisYTTWTPK6/KxrXYXhmEyNNVDU/9ZwrHUf4uJiIiIiMhP00AhMlcZJq7ytZgZRQBEml5jrl/akOl3s6q2gJK8dBIJm92nupkKRZ3OmlGW6aK+ZA0FmeVEYiFaBhu5Pt7pdJaIiIiIyE2ngUJkDnOXroaMEsAg3nuJ2GiH00k3bEVVLovLs7Esk5br45xpHXY6aUYZGOSlFbK2aisAnSNXaR1qJGHHHS4TEREREbm5NFCIzGGmP5dQ1kLilgc7FibU/JrTSTcsK93DurpC8rO8xOIJXjjSTjwxt0+G/CJpnnRWlm0kzZvFdHic5oELDAeGnM4SEREREbmpNFCIzGWGwXTWcuJWOgCRSz+a8495GMDGJUVUFmVgGAZNnaOcTfFTFKZhUZZdxeKS1di2zeW+M1wfa3c6S0RERETkptJAITLHhTIXYftzwDCID7URHbzidNINy0n3sGlpCZlpbmKxBE/va3E6acYVpBezpnwzpmExNNlDy+AlAtFpp7NERERERG4aDRQic5xteXFV3YJhecBOEGp61emkG2YAO1aVUpDlA+Bc8wBN1yecjZphbstDVV4dFXmLsO0E53qOMTzd73SWiIiIiMhNo4FCJAV4Ft0Fbj8AsebdkIg5XHTjctO9bGkoxeu2sIHvvdOc8ndRlGdXs6xkDYZh0NJ/kZ7xTuK6LFNERERE5gkNFCIpwF2yCiurBID45ACRnjMOFyXHPesqyc9+9xTF+atDnGsfcbhoZmX5cqgtqCfTn088EeV01yGmw5NOZ4mIiIiI3BQaKERSgGG5cNftfPd/xMKEr73pbFCSlOT4+dCGKgwDwtE4b5zqIhZPOJ01oxYWLGFh/hIAzncfZSQwiE1qnxwREREREQENFCIpw7v4brBc2PEIsa7jJMKpcWfDrjUVZGe8+8rRxrYRWvtT+0RBSWYFNQXL8Lr9jE73c7HnFLH43H9kR0RERETkF9FAIZIiXAWLsQoWgW2TmBgg2nPW6aSkKMr2cfvqcgBGp8K8c66HWDx1TxS4LTeLi1dSlPnu13yodTeB6JTDVSIiIiIiM08DhUiKMEwLb/2DANjhcaLtBx0uSp4HN1aTkeYmFIlxtmWItoHUPkVRm7+Mqrw6LNNF5/AVmgYuOJ0kIiIiIjLjNFCIpBDv0vswXB7saJBY3yUS04NOJyVFVWEG21aWYdtwfWiaQ5d6U/qNHlm+bOpL15PlzyOeiLHnyo+w7dT9ekVEREREQAOFSEpxZZVjla0C2yY+3k3k+imnk5LCMOCBTdWkp7kJhKKcax2mLcXvolhVvpGizHIMDJp6T9E+es3pJBERERGRGaWBQiSVGAbe5R8FwJ7qJ9p+GDsedTgqOSoL0rntJ6coWnsmOHl1MKVPUeSnFVJftgGfJ51ILMSPLz/ndJKIiIiIyIzSQCGSYnw1d2BkFmDHIsQGrhAbvOJ0UlL43BZ3r60gze9mOhTlbMsQHYOpe3mkYZjcsvBOMr05ABxteYOxwLDDVSIiIiIiM0cDhUiKMXxZeJbcC0B8+CrR7hMOFyWHYRiU52ewraEU24aL7SNcaBsmkcJ3M1TlLKS2ZCWW6SISDfDWtVedThIRERERmTEaKERSjOHy4V9yH1ge7OA4sd7zxKf6nc5Kiux0N9sbykj3uwmGYpy8OkT30LTTWTNq+6L78Ln92NgcvPoqoWjQ6SQRERERkRmhgUIk1RgmZk4F7upNAMT6LhLruwDM/ZMGpmFQXZTBLfUlGAacbRniStcYsXjC6bQZs7x0LaW5NQCMBQY53rnf4SIRERERkZmhgUIkBZn+XLyL7gLLRXy0g1jveexIwOmspMjP8nHLsiKyM7wEglEONfYxMB5yOmvGWIbFXUsewjAMwrEgR9reJBxL3a9XREREROYvDRQiKchw+XCVrsTKrYZEnEj3KWJjHU5nJYVlGiwuz2HNogIMA85cG6K5O7VPUWyo2kZeRimJRJyukWaaBy85nSQiIiIiknQaKERSlJVVjnvBVgDi/ReJD1xJmVeOFuf4WV9XSF6mj+lglLfP9zA+HXE6a8akezLYvuQjAEwGxzjRsZdYIjX+LEVERERE/hcNFCIpyvTn4q5Yj5FegB2aJNJ5lESKvKbSMg0aFuZTX52LYRicuTrEle5x4om5f8/Gv+X22nvI9OcRjoW4NnCR7rF2p5NERERERJJKA4VIqjItXIVLcJetBiDafpD4aAekyGs5S3L8rK0rJC/TSyAU5bWTnYQiMaezZkxBehFrq+8AbAYmr3Pu+jGnk0REREREkkoDhUgKs7IrcVesw3D7SEz2E+k8jB2ZcjorKSzTYHWUjZEAACAASURBVMPiQmrLst59o8fVQS52jjqdNWMMw2BH3X24XT6mwxO0jVxmIjbmdJaIiIiISNJooBBJYYbLi6tsDVbhErBtIo0vkZgecjoraYpz/KxfUkx2hpdQJM4/72shkcKPeZRnV1NftgHbTjAUuk5fSI95iIiIiEjq0EAhkuLcJQ24y9f85JWjXYRb92LHU+NCSdMwuGNlKVVFGRgGNLYOc6RpwOmsGeN3p3P7onsBg+nYKN2TV5kKTzqdJSIiIiKSFBooRFKc4fbjXnArVu4CsBOEzj0NsZDTWUmTn+Hl9lXlZKZ5iCdsvvHjyyl7WaZlWtTkL6G6sB4bmysD57g21Oh0loiIiIhIUmigEJkH3JWbcRXVg2ESH2wh3HnU6aSk2rm6nMrCDAzD4Hr/FLvPdjudNGNy0vLZVvshTMPk+mgrTX1nCUYDTmeJiIiIiNwwDRQi84DpScddcytmZhEAoVNPYSdS540X6V4X929egN9rYds2zx9sYzyQGo+x/DSfy8/SotWU5dZi2wnO9xyne6zN6SwRERERkRumgUJknvAs2IaVtxAMk2jHMaL9qfVowG0rSqgtzwagd2iaN053p+yjHsVZ5ayt2IqBScdwE61Dl4nEw05niYiIiIjcEA0UIvOElVGCe8EWDG862AmCJ78JdsLprKTxuS0eva0Wj9siFImx51Q3HQOp8UrVn5bhzaQmbxnprlxi8Qinuw4zMj3odJaIiIiIyA3RQCEyj3jr7sbMKAYMotfeJjrS6nRSUm2sK2TLihJsG/pGpnn7/PWUPEVhYJDvLaUsrQbDMGnuP0fHaAvxFHpsR0RERETmHw0UIvOIK28h7qpNYLmwIwFCZ//Z6aSkclsmn9heh9/nIhiOcfbaEG39qfkaznQrkwXZS8ny5xOMTHKy8wDTkdQ8MSIiIiIi84MGCpH5xDDxNXwMw5MBtk3k2lvEhlPrFMWCwgy2NpRh29DZP8W+C72EY3Gns5LONEwWFa5gYf5iAM51HWJgsgfbTr0TIyIiIiIyP2igEJln3MXLcNfeBoA9NUCo8XmHi5LLNA0+essCcrN8BEJRTjYPcLlrzOmsGVGSWU5d8Ur8nkwmgsMcbnuLWCLqdJaIiIiIyAeigUJkvjFdpK3/dTBM7FiY6LV9xMc6nK5KqqrCDO7ZUIkNtPdOcKSxn6lQ6n1wd5kuGso2UpZdBcDBa68xHhp1uEpERERE5IPRQCEyD7mLl+GuuwNsm/hYJ6HGF51OSiqfx2L7yjIqirOIxBIcvTLAxY7U/OBem7+E2qIVuF0+JoIjvNn0stNJIiIiIiIfiAYKkfnIMEnf+rsA2OFJIi37iY22ORyVPAZQlp/Og5urMAzoHpjk2OV+RqbCTqclnWW62LhgBwXpJYDNG43PEI6FnM4SEREREXnfNFCIzFPuwiW46+8FID58jfDll8FOncskfW6L1bUFrKgpAGD/pT4aO0dJpOBrR+uLV7KgcCmW6SYYHuf1yz90OklERERE5H3TQCEyXxkm6Rt+A8ObgR2aINp+hOhgk9NVSVWRn86dq8pI87kYmwix73wPgxOpd7rANCy2LbqXbH8uALsbn2UyPOFwlYiIiIjI+6OBQmQec+XX4ln27imK2EAj0da92LHUeQzC4zJZWZPPmrpCDMPgyOV+LnWMEI0nnE5LuoaSdVQXLME0TMamB9jf8obTSSIiIiIi74sGCpF5zHCn4Vv+UcyMQuzQJJG2g8SGmp3OSqqK/HS2LCsmP8tHMBTjtRNdDKfgKQq35Wb74o/gcflJ2AkOXH2V8WBqXgwqIiIiIqlJA4XIfGaYuPLr8Cy5GzCI9V0k2nkEOxpwuixpLNNgTW0Bq2rzcVkmF1qHOdo0SCyeendRrCrbQHXBUsCmf6KTox17nU4SEREREXnPNFCIzHOmPxvvop2YORXY4Ski194iPtLqdFZSFWX72VJfQnGun1g8wYtH2hhKwVMUXpePe+o/jmGYhKMBjrbuYWh6wOksEREREZH3RAOFyHxnWLiKluFZdBcYBrHeC0Q6jmBHpp0uSxrDgLW1+TTU5ONxW3T1T/LKiU6ns2bEmorNLC5ZQ8JO0D3awvGOfU4niYiIiIi8JxooRAQzLRfPwm1YeQuxoyFCl35EfLQdSJ3HILLSPNy1poLiHD+2Da8e7aClL/XedOF1+fjoql/FMCymw+Oc6TpI/2SP01kiIiIiIr+QBgoRAcPEXb4aT+12MC3ig1cJNb2GHZ5yuiypVlTlsn5ZMT6PxcR0mG/uvoJtp84I878sK17JiorNJOwEHcNNnOw86HSSiIiIiMgvpIFCRAAwfdl4Fu3AVVwPiTihs08TH+sglU5RuF0mD29ZSEG2H4AzzUPsv9TvcFXyeVxeHlzxCQzDYjI0ysXrR+md6HY6S0RERETk59JAISI/YeCp2Ihn4VYMtw87MM708SexY2Gnw5KqNNfPfZur8bhMItE439lzhfFAxOmspDIwWJC/mDXVt2PbNs0DFzjXfRQ7hcYmEREREUk9GihE5H8zLTxLP4yrdCUYBpHGV4j2nHW6Kuke3FTNwrIsAPqGA3z7zWaisYTDVcmV5slg19KP4HH5mQ6Pc6HnGD3jXU5niYiIiIj8mzRQiMi/4i5aiqfuTgx/DtgJpvf/WUq90QPA67b4/AMryExzE4nGOd7Yz8mWoZQ6X2AaJpW5tayrvgMwuNx3lsa+08QSUafTRERERER+Jg0UIvJ/8C77MK6SFWBaxLrPEbz0PKl0FwVAfWUuD91Wi2kaDE+E2H2qi/Hp1HrUI9uXx5aFd5LlzyUQHudU5wH6Jq47nSUiIiIi8jNpoBCR/4OVUYKv4WEMfy4AwWPfID7W6XBV8n1kUzU1ZdnE4gkud4xy+HI/8UTqDDGWabGwYAmrK7diGCZXek9zpf8ckRS7V0REREREUoMGChH5mby1d+Ku2gimRWK8l8Cp72DHY05nJVWm380j22rwei2GJ0K8c+46rX0TTmclVV5aAWsrbyU/o4RQdJrDrXsYmk69N5eIiIiIyNyngUJEfibDk45//a9i+LLBThBp2k30+kmns5LKMAw21BWyeVkxiYTN5Y5R9p7vYSKF3uphGhaLi1awomwDpmFxdeA8F3tPEonrFIWIiIiIzC4aKETk3+QuXYW34SMAJKaHCJ55Gjs85XBVcmX63TyweQHVpVkEwzEOXOzlbOswsXjqPOqR489nVcUtFGaVE42FeLv5JcaCI05niYiIiIj8KxooROTfZJgu0tb/OmZ2KcSjxLpPErq2x+mspLJMg8Vl2exaV4nbbdE7HOClox20D0w6nZY0pmGyvGQtS4tXY5kuuoabOdi6h3gitR7ZEREREZG5TQOFiPxcVmYJabf+NgCJ6UHCl14kPt7lcFVy+b0uti0vYduKUhIJm4ttwxy42MdkMHVeyZnpy2bDgu0UZ1UST8R449K/MDSluyhEREREZPbQQCEiv5Bv2f24qtZBIk7s+mlCF5+HRNzprKQxgNJcP3dvqKS2PJtoLMHLR9tpvj5OIkXe6mFgsKpsA0tL1+J2eRkPDPODs990OktERERE5P+jgUJEfiHD7Sfj9v+A4fJgh6eIXH2LSPdxp7OSyjAMGqrzuG1FKR63xfhUmH984wrDkyGn05LGbXnYtewRSjIrAZtDV1+haeCi01kiIiIiIoAGChF5TwxchXV4130KDJNYfyPhy6+QCAw5HZZUHpfJnWvK2bysGNM0uNo5yuunuonGEk6nJU11bi3rF96Jz50OwHeO/SWRmN7oISIiIiLO00AhIu+J4cnA3/AQruJl77529OoeIi1vY8dT55WcAKW5aexaX0VVcSYG8MMDLTRdH3M6K6l2LX2IspwFGBh0DTXxzrXXsO3UeJRFREREROYuDRQi8p5ZOVX41n0Sw59DYmqI0KWXiA1dhRT7cLu2Np9blhbj97mYDkT5ny9fonc04HRW0uT4c9m1/JfwuP3EEjF2N/6AvsnrTmeJiIiIyDyngUJE3jPD5cNTvQXP4p1guYh2HSfc9DqJ8LjTaUnlcZncs6GSlTUFuCyTq11jPPVmMxMp9FaPWxZsZ1npesBmaLKHN5teIJpip2FEREREZG7RQCEi74uVWYKv/gFchYshHiN86QWi3aewEzGn05KqPD+dR7bVUF6YjmHAvnPX2X26m0SKnBbxWB4eWv1p0n05hGMhTnfs53L/eaezRERERGQe00AhIu+PYeIuXYVn6X0Y/lwS4z0ET32HxESP02VJt2phHo/eVovX7SIaTfDKsXYudow6nZU0dQXL2L7kQcBmaKqXfVdfZiTFLj4VERERkblDA4WIvG+GJwPfkntwV20E0yLaeYzg6acgnjqPQACYhsH2hjJuW12GDfQOBXjuYCv9Y0Gn05LCMAx2LX2Y6oKlRONhLvWc4HjHXuKJuNNpIiIiIjIPaaAQkQ/EyqnCt/qXsfJrIR4jdP45Qtf2OJ2VdD6PxRM76qgqzSIWT3Dm2hAvH+sgHE2ND/H56UV8ZNWn8Lj8jAdHONb+Nm0jzU5niYiIiMg8pIFCRD4Yw8RTuQnv8gcx/DnYoQmm3/5j4hOp9zaI0tw0fvvBFfh9LgKhKHvP97D/Up/TWUlhGibLS9ZyS+3d2HaCa/0XOdG+l0Bk2uk0EREREZlnNFCIyAdmuLykrXkMd+U6MF0kxnuY/PEfYKfgIwLLq3J5YucSbBv6hgP8+EQnTddT4+0lmd5s7lryAAVZFUTjIQ62vsHF3pPYKXIhqIiIiIjMDRooROSGGN5M0m7/fczMEgCiHccJnPwmkFofbt2WyYfWVLB1ZRm2bXOuZYiXDrcxOB5yOu2GGYZBVW4t99R/HNO0GJ7s4Z2rr9Az0eV0moiIiIjMIxooROSGufMXkbb1CxieNIhHCZ34NpHuU6TaSJGd5uGx7YtYUJoFwNvneth9pptAeO6/YtXr8rG2cgvrqu/AMEzOdR7kRMc+gtGA02kiIiIiMk9ooBCRpPCveBj30l1gmCSmhwgc/CviE71OZyWVYcDC4kw+eddiCnP8RKJxXjnWyalrQ0TjCafzblhJZgW3191HcVYlCTvOG5ef5dpgIwk79R7ZEREREZHZRwOFiCSHYZJx+5dxldRDIk6s9wLB098lEZ5wuiypXJbJ2toC7t9UTYbfzcDIND882Erz9XHiibl9YsQwDOqL13Br7S78ngxGp/p4rfEZRgPDTqeJiIiIyDyggUJEksZKLyDt9i9hZhZjhyeJNP2YyLW3sOMRp9OSKsPv5raGMjbVl+D1WFxsHeaZfS30jc79xyHSPOlsWnAnS0vWYpkuznUe5GDLbuIpePGpiIiIiMwuGihEJKm8lZvwrf8khttHfKyb0Ll/IdZ3AVLsjRAV+ek8uLma5QvycFkmRxr7ePZAK9MpcB9FZc4Cbqu7l4LMMhJ2nNcu/TOX+885nSUiIiIiKU4DhYgkl+XGv/xhPEvvBdt+91GP888Qn+h2uiypDAOWVuTwyNYaqoozsG2b3ae6eO5QW0o86rGqfBMbqrfj92QwHhjkX079A0PTA06niYiIiEgKu+GB4nvf+x6f/exn+epXv5qMHhFJAWZ6Pv41j+GqWIMdDRFpfovQ5VdJhMadTksqyzRYU1vAQ7fWkJfpIxyJ8/zBVt48d93ptBuW5k7nrqUfobawAdO0uNZ/nmfPPEkkxR7XEREREZHZ44YHiuzsbDZv3sxbb72VjB4RSQWGiatoGf61T2BmlWIHRwmd+T7RzqPY8ajTdUnlcZnc3lDKPZuq8XlcTE5H+Kc3mzl5bcjptBtWnFnGQ6s/RU5aIWBzvO0t3mp+yeksEREREUlRNzxQ7Ny5k9tuuy0ZLSKSQgyXF2/tHfhWfxzD4ycx0cP04b8hPnwt5e6jSPO6eOTWhWysL8YwDHqHp3ny9Uaars/tEyMGBkuKGnhg1SexTItQZIrdjT/gcv95p9NEREREJAUZtn3jnxTa29t5/PHHOXDgwM/8//fs2cPXvvY1RkdHaWpq4plnnrnRX1J+yvj4ONnZ2U5niAOmp6fx+/2Y5uy8UsYKDZHf/kNyho5gGAZTBavpq/114q4Mp9OSbjIU47vHpxkYT2AaBgsK3Xx4ZRp5fiPpv1Y0GiUej+Pz+ZL+7/5psUSM13ufpmPqLKZhUpG+lLtKfok0K/X+DOeCRCJBIBAgI0O///ORvt/PT8FgELfbjcvlcjpFbrJIJEIikbgp3+9ldkkkEgSDQdLT051Oed/eeOMNVq5cyaOPPvq+/9mb8l+5nTt3snPnTgA2btzI1q1bb8YvO6/s379fv6/z1Pnz56mpqZnVH1aivQuZevuPiXWdIGPwNCuXNpF+y+fBtJxOS7pNm8P81t8fZGA4QMdwlDODaXzhwyvIy/Qm9dfp6+sjEAhQU1OT1H/vv2VjdCP//kefYHjyOn2hVrq8F3l8/RfwuJL7dckvFgwGuXz5MmvXrnU6RRywb98+fb+fhy5fvkxJSQm5ublOp8hN1tvbSygUYuHChU6nyE0WDAa5cuUKa9ascTrlfbty5coH/mdn549cRSSluEtX4V/zK5i5VYBB4NDfEmp5C+yE02lJl5fh5b88voGiPD/xuM2xy/18752rjE6FmcsPtqS50/j87f+ZdG82kViI421vs6f5RaK6NFNEREREkuSGB4rOzk6uXLnC9PQ0jY2NjI/P7WeuRWRm+Jbci2/5RzD8WZBIMP36HxDtPZ9y91EA1BRn8tsfWUlRrp9wJM6bp7t59lDbnB8p6grreXT9b/7k1aNDvNP0Ame6jxJLpNbFpyIiIiLijBseKF555RW+//3vU1VVxde//nWuXbuWjC4RSTWWG/+6T+JZdCeG5SERGGNy9x8RG2p2uizpTNNgTU0+n9y5hKJcP4FglFePdvDi0Y45PVK4TBdbF97FbYsfwOPy0z1yjd2Xn6Vt+CqJFDwNIyIiIiI31w3fQfG5z32Oz33uc8loEZEUZ/pzSbvlcyQmB4h2HCI+0MT0wf9Bxvb/gJVT5XReUnndFluXlxKKxHl2fwt9IwFeOtyGZRo8uKma7HSP04kfSIY3i3uWPcLIdD+nO/bR2HuK3Zd/yMNrfo3izDIMkn8hqIiIiIjMD7qDQkRuKldeDWnbfhursA4ScaJtBwmc/Dbx6UGn05Iuw+dix6oyPrq1hpK8NCamI7xwqI2XjncwHY45nfeBFWWWct/yX2JRUQN2Is7x9rfZ0/QjJoJjTqeJiIiIyBymgUJEbjpP+TrSb/v3mJlF2JEAkcaXCZ3/AYnwpNNpSZeV5uGu1eU8sGUBhTl+xqfC/OhgG88fbicWn5uPRZiGRU3BMnbVf5zy3BrC0QD7ml7izeaXCMdCTueJiIiIyBylgUJEHOGtuYO0234Xw5tOIjBK+NwzhK+8hp2Cb4XISfewa20lH75lAXlZPsanwjx/sJWn97UQS8zNkcJjeVhdvom7lj1MQUYpU6Ex9jQ+w5GOd7Dn7C0bIiIiIuIkDRQi4gzTwrfkXvy3fA5Mk/h4D8HTTxFpP5iSrx/NSfdw/8Yq7r9lAZlpHiamwjx3oJWn3ro6Z09SpHnS2VrzIbbV3U+GL4exwBDPnvwaZ7qPOZ0mIiIiInOQBgoRcYzhScff8Ai+NY+BnSA+eJXg8SeJ9l1wOm1GZKd5eHjLAh64dQFej8VUIMJLh9v51pvNRGNzc6TI8GZxT/2jrKnahtvlZXiql388+F+51HfW6TQRERERmWM0UIiIo8z0AvzrnsCzeOe7l2Z2nSBw8jvEx7udTpsRGT43j92+iEfvWIQBTAUivHrk3ZEiFIk7nfeBZPly+MT632JpyTpMw2J0eoCv7f8qrcOp9wpZEREREZk5GihExGEGrryFpG36LK7SFZCIE7n0IsGz/0IiNO503IzwuC1+9c7FPLZrKaZpMBWM8uKhVv7u1UtMBKJO530gOf48Pn/bf6K6cBlgMDTZy9/v/8/0jHc5nSYiIiIic4QGChGZFdxlq/Fv/k3MvGowDELHv0H48ivY0dR9K8SndtTxyV1LSfe7CUfivHW6m2/tvsLgeAh7Dt4zme3P5Xe2/ylluTUA9Iy18s0j/43eiW7sFLxXRERERESSSwOFiMwOhom3dgf+tU9gphdgx2NM7/tvhFv3Qnxunip4Lz6+rYbP3l9PYY6fSCTOGye7+P47V+keniaemHsrRWFGEV/c8SeU5taQSCRo6jvD0yf/ju7xDhIaKURERETk59BAISKzhuHy4lvxEN6GRzB82dihSab2fIVw6zsp+WYPALdlcueqcn5111LKCzOIxuK8fqKTp/Y00dI3MSdHisqcBfz6lt+nMq+WWDzKmc4DPHv6H+kcbSFhz817NkRERERk5mmgEJFZxfRl41/zCbz192N40rGnhpl686tEuo4zJ597eA98bovbVpTw+F2LqSnLJpGw2Xe+h396q5lLnaNzcqRYUtTAL2/4PDWFy4jHo5zu3M+L579L91i7TlKIiIiIyM+kgUJEZh0rq4y0jb/x7ps9LA+J8T6m9/85keunnE6bMX6Pi631JXzyriXUV+diGHDoYh/feuMKR5sG5tw2Y5kWDaUbeGTNZ1hU1EA8EeVUxz5eOPcUHSPXiOskhYiIiIj8FA0UIjIrWTlVpG3+TdyV6wGI9ZwncPhvifaec7hs5vg8FhuXFPLEXYtZVVuA22VyoXWYb71xhddOdRGLz62TB27LzYqydTyw6pMsLKgnEgtzvP1tfnD667QONekkhYiIiIj8KxooRGTWchXUkX77l7BKl0MiTqzzOIEj/0B08IrTaTPGbZmsWljAr+1ayqb6Ejxui/beCb67p4nvvXOVyeDcujDUY3lZWbaBh1Z/mrriBuKJGOe6D/P9E39D63CT03kiIiIiMotooBCRWc1d0kDmrj/BKqjBjoWJtu0nePTrxEbbnU6bMS7LYEl5Np+5Zxk71lbgdpkMjQV54VAbf//KJa4PTzud+L54XT5Wlm/k4+s+x5KS1WBDU99Znjz0p7QMpe7YJCIiIiLvjwYKEZndDAN38XIy7vkzzJwy7GiISPNugsefJD7Z63TdjDEMg/K8ND6zaymP7VyCZRpMBaLsPdfDX//oAhc6RpxOfF88lpdlxSt5bONvs6i4AQPoGL7CX739Zc73nnQ6T0RERERmAQ0UIjL7GQae0tVk3v1nGBl52NEgoQvPETz1FIngqNN1Myo73cPHt9Xw1Sc2kJHmJhKNc+baEN96s4OLvdE59YYPy3RRm7+Ez9z6H6guWAYYDE5e5+/e+Y8cbHsTe67dBCoiIiIiSaWBQkTmBtPCXbmRzJ3/FcOfA7EwoZPfIXjmeyRC407XzSi3ZbJlWTF/8ZktVJdmYQMDEzGeeqeDF452EAjHnE58zwzDpCJnAf/+rj+npnAFhmEwHhzi24f+jJcuPU00HnE6UUREREQcooFCROYMw3Ljqbmd9Nt/DzMtDzsWIXDwbwmefZpEeMLpvBlXW5rFf3liPVsaSvF5LMYmw3zz9UaeequZ3pEAiTl0AiEvrYAv7/pLGipvxe3yMh0e58Wz3+KfT3+NseCwTlOIiIiIzEMaKERkTjHcfrzL7se/+bOYmUWQSBA88veEr7yOHZlyOm9GGUB5Xjr/94eXc+/GSjJ8JpFoguf2t/B3r17ictfYnHoVaYYni9/b8SfcseSjZPpyCYQnebPxOZ4++Q90j7cTT8ydkyEiIiIicuNcTgeIiLxfpjcL36pfwk7ECJ34FonpYabf+WPsaABfwyOY3kynE2dUQZaPe1YVYIfGOXM9TvfAFEcu9tE3GuSJHXVsWFyE32M5nfmeeCwvj63/HEUZJbx5+TkGJro5dO11ApFJ7l3+y9QV1uO2PE5nioiIiMhNoBMUIjInmd5MfCsextvwKEZaHnZoksC+Pyd45p+wIwGn82ZcmsfgrlUlfHrXUlYtKsDrsWi7Ps5fv3CBHx1uo61/krnylITX5WPn0od4ZO1nWFi4DJsEpzr28szpr3Gi8wChWNDpRBERERG5CXSCQkTmLCujCP/6T2K4fIROf5dEYITg4b/DMC38qz+B4Ul3OnFGeVwmW+qKyMv08urxTvadu87YZJjv7G7iUuco922sZv2iAjyu2b9F+1w+Ni24g0xfDq9efJorvadp6j3NeHCEoek+dtR9mAxvltOZIiIiIjKDNFCIyJxmZRTjX/c4mAbBI1/DjgQIHvsG2An8a57A8KQ5nTijDMNgWUUOueleyvLSeOV4J/3D0xy/3E/fSID2NeXc0VBGWd7s/33wWF5WlK4j3ZPJjy8/y+mO/fSNtfPS+e/SP9HNzqUPsyBvkdOZIiIiIjJDZv+P1UREfgHTn4t/zWP4N30GDJNEYJTgye8QOP0UiXBqX5z5v5Tk+nnwlgX8zkMNbKwvIZGw6eib4Nl9Lfzj65c51TJEPDH7n/lwmS5qC5by6OpfY1f9x8jy5zEVHGVf88t86/CfcaLzoN7wISIiIpKidIJCRFKC6c/Fv/5T2BgED/01ialBQqeegngU/7pPYfpS//GAdK+LdbWFlOams7ssix8dbmNiOsKRxj66h6a4e0MVd60uJzttdl86aRomJVkV3Lv8lyjKLOf5c99keKKH5v7zPH38b+geb2PXkodIS/FHeERERETmG52gEJGUYfqySd/4afxb/x1gkJgaJHjqKQInvkEiOOp03k1hGFCen8bHttXyR7+8jvqFeURjCdp6J/nu7ib+4vkLNPeMk5gDpxCyfNlsrd3Jl+7679SVrgFs+sY7eOXcd3ny8J/RNdbudKKIiIiIJJEGChFJKYYng/QNnyZ9+++DaWEHRgkd/zaBY98gERh2Ou+mSfe5WF9XwO8/upp7N1XjdplMBaMcudTLl791jOcOtxOLJ5zO/IU8lpfK3Br+4K7/zh3LHsbGxknNAAAAIABJREFUZjo8ztHWPfzt3q9wrGMf8UTM6UwRERERSQINFCKScgxPOv41nyB9xx9ieNKwo0GCx59k+ujXSEwPOp1305iGQUV+Ol94YAW/97HVVJdkgQ1jk2G+9tJFvvjNY3QOTs36uykMDNI8GXz2li/xhR1/THZaATY2ncNNfP3Af+H5808xHhrFZnZ/HSIiIiLy82mgEJGUZLjT8Dc8QtodX8LMKAQ7QejEt5g+/LfEJ3pgHn2Y9bhM7lxZxn9+fD07N1SSk+nFMAwaW4b4rf95gGcOtDIyFZ79Q4VhsGXBDr68629oqNyCz51GIDzJ86f/kW8c+lNahq4QjUeczhQRERGRD0gDhYikLMOT/u5IsfW3sXIqAYPQqX9i+sBfEh/tcDrvpqssSOeLDzbwf92/gmVVOXg9FoFQjKfeuMIfP3OGU9eGGA9EZvVbMgzDZEHeIn7z1j/k3obHKMwswzRMTrW/w9/s+wqHWnczEpg/p2REREREUone4iEiKc1wp+Fb/hCYboInniQ+3Er4wvMkQmOkb/kC7pIGMObPVut2mexcXcbyqhyeO9TGiSsD9AxPc6Z5kK6BSXasrmDbihIWFmfi98zebxG5afk80PAYlTk17LnyPC2DFxkY6+TJQ3/KLbW72F73YWoKluBz+Z1OFREREZH3aPb+7VNEJEkMtw/f8gcxXB6Cx58kNnCF6NW3mZzqJ/2Wz+OpuQPD5XU686Yqy0vjc/fVc6gmnz2nujjXNszQWIjnDrRwvnWY7avL2Li4iLL8dFym4XTuz+Rz+di8YDvFWeXsbX6Fkx37GA0McKD5ZZr6z7FzyUdZW7WVsqwqDGN2fg0iIiIi8r9poBCRecGwPHiX3ofhySB44ltEO48T721keu+fkJgexLvsw5i+bKczbyrLNNhWX8Ki0iz2nu/hSGM/V6+PcaVzlO6hKc61DHPr8lK21BeT5Xc7nfszGYZBTf4S8tcUsbBgCYdadtPYe5KB8U5+ePobNA9eZGvtLlaUrifdk+F0roiIiIj8HBooRGTeMEwX3todmGn5BE59m0jjK8RHuwgc/jsSU4P4Vn0cK6vM6cybyjDePU3x0K0LWbEgj4OX+jh4oZeB0QCHL/VxtWeCix0j3LGylDU1+Vjm7HwcJtuXy+2L7qU6r47j7Xt5u/klJgKDnOrYS/dIC+sX3MGtNR+iKnchpmE5nSsiIiIiP4MGChGZXwwDd9lqMtJ+l2BmGaGT3yIx2U/w9PdITA/iX/8pXAWLna686Xxui4bqPCoL0lm1MI+3z/dw4soAg6MBdp/s4nLHKCtq8rh7bSVLK7Jn5SMTpmFSk7+E4sxy6opW8FbTC5ztOkjveDtvXv4h1wYusqX2Q2yq3k7WPDstIyIiIjIXaKAQkXnJyqkibdNnMLNKCRz4S+zgGOHGl98dKTZ9Bk/ZWjDn10/aDQNyM7xsWlJMXXk26xYV8NzBNjr7Jmnvm6BneJrGthHWLy3i3vVVVBakO538M6V7MlhTcQtl2dUsK1nDjy//gOGJHpr6TtM73s6FnuPcU/9xFheuwJpnf8YiIiIis5kGChGZt0x/Lv6GR7DSCpja9yckRq8Tad1PfLSNtG2/g3fRXRiWx+nMm85lGRRl+7lrdQVragrYffY6zx9oYSoQpe0nQ8WJKwPcuaaCXWsryMucfReMmoZJaVY5H1r6EIuLGnjt0jOc7tjHWGCIU+37uNp3nlsW3c1DK58gw5vldK6IiIiIALPzYWIRkZvEcKfhXfwhMu/5c6zSFRCPEh9qY+q1P2D62NewI9NOJzrG4zIpzUvjE7fX8uQX7+D+LQuxLJNQJE573wTfeeMKf/jdE7x9oZdgJO507s9g4HX5WFy4gs9u/TK/se2PKMutJZ6IMRoY4I2LT/OlFx7nQNubJOyE07EiIiIi854GChER04WnajNZH/4rPMvuA8uFHZ4iuP+vmNjzFRLBUbBtpysd47JMCrN8/LsHVvD3X7iNW1eW4XFbxBM2zZ2j/PH3T/K7Tx7lSNMAoUh81v1WGYZBmjud22p38Yd3/w0fWvFxMnw5JOw4I1O9/MM7f8R/feOLXOw9QzwRczpXREREZN7SQCEi8hOuvBoy7vwK/o2fxswoBMMkcuEFRp/+GJHrp7CjQacTHWUYUFuSyR99fA3/8bH1rF5UQIbfjWEYNHWM8JVvH+erT5/iQucIE4EIscQsWyqA/LRCfnXjF/ninf+N+rINpHkySdgJGq8f4X+89SW+f+of6BptIxgNYM+2pUVEREQkxekOChGR/x8ro4j0rb+DlV1B8PTTxIeukhhsYeLZT+Pf8lv4ln0YK7MEjPm773pcJpuXFLG0IofDl/vZe66Hlt5xJqYjnLjcz+nmQbY2lLJ9VRlLy3PIy/RimbPnrR+GYbC8ZDV1O/+Ct5pfYV/ziwxMXmc6PM5r5/+Jo61vctuie9lYfQdl2ZV43X4MZk+/iIiISKrSQCEi8lMMy41/1a9g5S4kePI7RDsOY4enCBz4K2J95/GvfRx3yUoMd5rTqY7KSfdw7/pKNi8p4kBjH4cv9dHcPcbEdIR9Z69z/HI/m+tLuKOhlJrSLAqzfbit2TPseCwv9yx7mPWVW3nn6sucaH+bgcnrjEz18uK5b3Om+xBba3exomwDlTkLcZlup5NFREREUpoGChGRn8Uw8FRvwcpdQPDM9whfeY3EaBeRpt0kRtrxrf4VPIvuxMoshnn+0/W8TC8PbqpmY10hBy71crZlmKvXxxmZCLH3TDenrw6yuraAdXUF1FflUpGfjts1e4aKwoxiPrryCZYVr+Zs9xEae0/SPdZKx9AVukdbWFy8mi0Ld7KkeCUVOQsw5/HpGREREZGZpIFCROTnsLLKSN/6RVxF9YQu/JBox2Fi/ZcJHP5bYkNN+BoewVW4DMPST9dL89L42LZabq0v4UzrMEca+7nUMcL4VJh9565z+tog9VW5rK0rZN2iAqqLMjCN2THuuC0PDWXrqStazrXBLZzqPMC57iP0T3RxuecE7UNXWFy8ipXlm1hZvomK7GqMWdIuIiIikio0UIiI/AKG5cG39D6svBrCl35E6NKLJCYHCJ9/jvjQNTyL7sS75B6szNJ3b5Kc58rz0ynNS6NhQR6XOkY4fW2Icy3DjEyEOHa5n8bOUY5d7mdlbT6blhRRV5o1az7s+1x+VpSuoyq3lobyTZzq3M+J9neYCI5yrusgzf3nOH/9KPWl61hTsYWKnGpMw3I6W0RERCQlaKAQEXkvDBN3UT1WRjFWQR2hM08T671ItPMY8aFrRDuP4t/4G3gqNmikAEzDoLowg/K8NNbUFnCtZ4KjTQMcbexjbDLM6auDNHWPcbSxn/oFudy2ooz6ypxZc5lmli+HNeWbqc5bxKryTZzqPMTRtjcJRiY5332Ya4MXOdN1kGWl69i8YDsV2QuxTA0VIiIiIjdCA4WIyHtlGJjpBfiWPYCVv4jgmX8i2ryHxPQQkZa9xIdbcNftIG3DZ7AyipyunRVclklpbhpF2X7qq3LZsbKMt8/1cOBCD9PBKFc6R2nrm+Bk0yBLK3O4c00FDdV5eN3O3/NgGAb5aYXkVG2jrnAF2xbdzZtNL3K6cx/ToXGa+s7QOXyVE21vU1vUwN31j1KdW6s7KkREREQ+IA0UIiLvk+H24ylbjSuvhujS+wkc+mtifY3ER9pJnP5noi378W38NP76hzBcHqdzZwXLNMjP9JKb7mFxeTYPbKrmtdNd7DnRSTgSp7N/kt7haU42D7K4Iod7NlaxtjafNI/z36YswyI3rYAcfx5VubXcvewR3mx+kZPt7xCITBKITNI/0cWlnuMsKV3LbbX3sKpsg9PZIiIiInOO83/zExGZiwwL05+Lt3Y7rqLlTJ/4OpGzz2BHg8SHWgjs+X+IXH6ZtK2/i6dsjR77+AnTNMj0u1lcnk1NaSaP37GI5w638/qJDianIoxMhDh+uZ/TzQMsLMvmgVsWcPuKEvyzYKgwDJMsXw6Z3mxqCpZwb/3HeePKc5xsf4fp0BhDkz2MTPVzvGUPyytv4SMNT7CkcPmsuV9DREREZLZz/m98IiJzmWFiZZWQded/IrriYab2/CdivZewo2GibUeY6Ps1vCsfIW3tJ9+9RFP3FADv7jVuy6Qgy8dn717Kx7Yu5JUTnew+1c3gSIBoPEFT5yh/3jnKd99MY9f6Ku5aXUZRth+XaTq69xiGgcfyUpO/mN+89ct0r/gVfnTuKc51HSAYmSYaD3O2fS8XOg+ypHQ99634JZYXr8Hj8uhCTREREZGfQwOFiEiSuItXkPsrzxK89EOCx/6RxHgvdnCc0LFvEm3Zh2/t43hrt2NmFOu1pD8lN8PL49vruH9DFfsb+3j7zHW6+ieZCkXpHw7w3Teu8M9vN7NjbSW71pRTVZhBus+Nx+X8fQ8V2dV8fttXGJzuY1/L6xxsfpXx4DChaIDG60dp7jtFVf5Sdix+gBWl68jx5+F1+XWyQkREROSnaKAQEUkm08Tf8Cie6q0ET3+XSPNuEhO9xIeuMb37q4QrX8a/5jHcpSuxcipBP1H/V3IzvDy4sZodDWWcuDrI3nM9tPdNMDIZJhiO8caxDt453c3ymjzuWFHGsqocirL9pPtcmA5+4DcMg6KMUh5d9Wlur72X/S2vc7p9H0PTfUyFxmkduEDb4CVKcxaweeFdrCzbSGFmKbn+PJ2qEBEREfkJDRQiIklnYGWVkb7td/DU3EHo4nPEuk4Sn+gh1nWSyetncFVvIm31J7AKl2JlV+hExU/J9LvZsbKMW5cVc6lzjBNXB7jUOkL38DQT02HONA1y/towlUUZbKkvYdXCPKoKM8jP8jn+qtKijBIeWfWr7Kj7MMc793Hh+jG6R1sZmeqnZ7SV50e/wdtNL7CsdB0bq7ZRnlNDaVYFbksXqoqIiMj8poFCRGSGGJYHT9VmXEVLiXQcIdL8BtGuEySm+v9f9u4sSK7rvvP895y7575U1l6owg4Q4E6BbIqyaFGSLcn2yHYrJNtth7e2Rx0TMe2ZeZmZh4lxzMN0TPd0R3Q4euzu9m63LC/yos2SLFGkRJGUSJAgQeyoKtRemZX7dvd5uEkQ3ERwAcDlfCJu3Kxcbt3KQiAzf/U//z/B4iN0Nk5g7LoXc/d9GHPH0IoLCPUh9UUsQ+OOvWVu31NiabvLE+drPLdc58JGm816n6WNNsubbb5ZSnPL7hJH5ovsnsqxdyKHbd7YyoRSaowfO/QzvH/3hzm5eZyT6z/gQvUka81Fmr1tvnf+K/xg6UEOTNzKbTN3M1fax2xhN+VURS3/UBRFURTlPUkFFIqiKNeYtAvYBz+GMXUL/sr38S5+G+/8N4iHXbyzX8Nf+i76rmOYu/4ZxsL70cv7VEXFSwgh2D2RZWE8y4dunea5Sw2eW27wzFKdixttNnd6bO70eOiZDfZM5Ti6UOTgbJE9U1lmSukbVlUhEGStPPfM388tU+9jqXGOs1snOF89yenNp+gOm5xce5TTGz9gPD/HvrEjHJ68nYPjtzCRnUZX/w4URVEURXkPUQGFoijKdaLlZtCOzGDM3ok5fw/epcfwFh8i7tXxLzxIsPYk+oUHk9v3P4BeOayCipcQAkoZi/tumuT2PWMsbXc4tdLgxMU6zy7Vafdcnluqc/pSg4liirlKmj1TeQ7PFzk8m6eUsW/YBJCUmeamidvYP3aE7e4Gi7XTnNp6iqfXvketvcZGY5Gt5iWeXX+cueJedo8d5vDUHRyoHCFlpG/MSSuKoiiKolxHKqBQFEW5zrT8HNrRf46x8H6sgx9jePar+Oe/STxo4S8/QrB5Am/xYYxdxzD3fxRz6haQ6r/rl0rbOkd2Fdk3lePugxOs1Xo8u1TnO6c2WdnssDGqqjhxcYfvPOswXU5xcK7InfvGODCTxzJuzBIQQzOYye9iOjfHkak7uXfPh7lUP8+TK49wevNJGr1tGr1tzm6d4InlbzNb2sfR6fexp3yQhdL+G3LOiqIoiqIo14N6x6soinIjSA0tN4uWnUKfuoXwyE8zPPVFvPNfJ+41CNafJqydwzv7dfSpI1hHfxZz1/sRmvpv+6UsQ2NuLM1sOcWR+SIfvn2Gs+ttvn9umyfPVml2XFarXdZqPU4uN/jm8VVmKhnuPFDhnoPjzJZvTHWCEIJiqkwxVWb/2BFun7uX5fp5Hl9+iGfWHqXdr7HauMBGa5lTG0+QNjNM5Xdz+8wHcML8DTlnRVEURVGUa0m901UURbmRhIaWmUBLj6FP3kx4+88zOP5neKe/Qux2CeuLhK1V/MXvIYtzWLf8LPb+j93os35bEkKQdQyyjsHMWJp7DlZodF2eWqzz7Wc2OL1cpzfw6Q18Nup9Ti7W+csHz7MwleP9R6a451CF8ZxzQ87d1C0ms7NU0pMcmbyDnV6V46uP8tD5L7LZXKLVr9Hq19hsr3B64wkcPctzwaPcs/AAByo3Yen2DTlvRVEURVGUt5IKKBRFUd4OhIa088jJmzE++n8RHPuXDJ75S9yn/4p40CDq7xAN6gSbJxl87/dwZz+EtufHIZoHeWOnVbwdGZrESJnkUiZzYxk+duccq7Uu33pmg28eX2Or3qc39OkNfXbaLk+dq/H7ls7hhRIP3D7D+/aNkU9d/4kqmtTJWDkyVpbZ4gIfPfRJTmx8n6fWHuX7i9+iN2zQ89r0vDbfOvU3PHTm76nkZ7l79wN8YM+PMZmdQQp53c9bURRFURTlraACCkVRlLcVAZqBXt5H9v7/lfTdn6V/4vO4x/+UuFslDn2i5gqp5h/BqT+j8fQdOHf9KubcMYSZRkjVVPOlpBSYUrBnMseeyRy/9KP7eXpph396eoPHTm0wGAQEUUyn7/H4c5s8/twmuYzJHfsrPHDbDEd3FXFMHU0TyOvWYVOgCY2Umeae+fu5Z/5+fvXYb/GdpX/iOxe+wrn1p4kJCSKP9foFvlC/wN8f/wP2TtzCB/b+OMd2fZCUmUKTugosFEVRFEV5x1ABhaIoytuYdApk7v4N0nf9Ku75b+A++3mC9WeJ3A4EHsHy43SWH0er7MU89JPYBz+OTJeTsEK7/hUA7wSGLrlrX4W79lUYekd47GyV7zy3yemlOt2Bz8ALaHc9Hjy+xoPH1xgrOtx1YJwPHp1iYSJDytKTwOI6jy41dYsP7fs498zcz0NPfIt+rs5TK99lu32JgdfDC4ec3XiCsxtP8KfGv+fWXffxzxY+xL6xwzhGGttw0FWApSiKoijK25gKKBRFUd4BhKZjH/xxrL334116jPbJL+FtnMT2doj6dcLqBQbV/8DwiT/E2H0f5u4PYkwcRabHkHZeTQF5Fbap8cGjk/zIkUnqXZcnztd48lyVxc02jY5Lu+9Rawz46mPLfPWxZaYrGd53sMLte8aYLDpkHZNixryuE0EEgvHUFHfc8gk+ftOnuFg7zRMr3+HC9jPUupu0hnVcv8/jF77GDy5+g1J2iiPTx7hp4jZ2FfdScMpk7ZwKKxRFURRFedtR71gVRVHeQYRuY+35IKFzgP72IiWxgr/0CEHtHFFjibjfxDv5RbxTX0Er78aYvw9j+na00gJabgbpFECV/L+MEFDOWnz09hkeuHWajUafE4t1Ti7VWal22WoOqLeGrFe7/F21yxcfWaKUdzgwm+f2PWXmKhnG8jaVvEPK0rletRW2bnPT5G3cNHkbrWGDU1snOLn+fVYbF9jurNPoV6m11/h2+ws8fPbvqWRnOTx5B4cmbmEqv4ux9ATFVBkpVB8TRVEURVFuPBVQKIqivBMJgZadxNlzL9ahTxBsnsBbfJhg6xRhY5GouUpYPU9YPY9rfh6tcgBj+nb0yaNolYNouVmknYXr9lH6nUOTgtlymtlymo/cPsNKtcup1RbnVptc2u6yWuvR6AypNvpUG30eeXaTQtZi73SOgzMFFiYyzIxlmCmnyNjXr0ohbxe5Z/6D3L3rR9jsrHG2+gwXtk+y3lpms71Ks7/NVmuZrdYy3zn/ZaYK8+wpH2J3+SCT+V1M5uYYS1dUZYWiKIqiKDeMCigURVHe4aSZwdx1L8bM+wgbSwS1swTrJwi2nyWoniHu1QnWniJYewqRLqOPH0Ir7kEf24NWOYReOZQsA1FextDk5eaa/u0zLG11uLjZYb3WZXWnz5nVJlv1Po32kB+0h/zg9DaFrMX8RJbdE1nmxjNMl9JMl1NMFlLo2rUPhIQQTOVmmcrNcu/CA6y3V1htLrJSP89S/RzLO2do9XdY2TnLys5ZHpY6k/l55gp7mC0uMF3YzVxhDxPZaTW+VFEURVGU60oFFIqiKO8SQjPQx/ajj+0n3nM/QWORcOcCwfYp/LUnCbdPEfd28Be/i7/4XYSTQyssoJX3vFBhocKKV2Vokv3TefZP5/GDiFpnyNJWl42dHsvbXU6vNrm01aHZcWl2XE5cqJFJmYzlbMbzDrOVNLPjGfZM5tg9kSFlGde8fsXQTOaLe5kv7sWdu4/t7gbrrWVW6hc4XzvFxdpztPs11hsXWG9c4IlLJsX0OBPZaaby8+weO8xC6QCz+XlM3brGZ6soiqIoynudCigURVHehYSZxpg4ijF+E9GeDxK11wnqi/iXHsNff4KweoF40CYYnCDYfAZh53CzU2iFWfTxg2iVmzCmbkXLTqqeFa/A0CVTxRRTxRRBGNHq+1RbAzbrfU5eanJiqc7SeotOz6PT81jcaPPkeUk2ZVLKWpRzFrsm8xycSbapooO4xiNMLd1mrrCbucJubpk+Rr1fo97bYqVxkZObx7lYfY5Gb5Nqe5Vqe5XTm8d5YvkhCqkxxjKT7K4c4dD4zewuH8DWnWt6roqiKIqivDepgEJRFOXdTEikXUDaBbSxA5i77iYatIi623grj+Jf/DbBxkniQYtw0CKsncVffhRhZZF2EW18H/rsXZizx9DL+5NuksqL6JqknLUoZy32T+e5fe8Yrb7HTnvIyZUmZ9danFzcodlxqbeH1NtDLqzDiYt1HnQMMo7BRNHh0HyJm+eL7J/Kk7av7cuzY6SYye9iJr+LA+M3c2zhftrDJmvNRZ7ZeJLTm09Sa69R721R722xVDvFyfUf8G0rR9YpsWf8CEcm7+RA5SgFp3hNz1VRFEVRlPcOFVAoiqK8RwipI1JjyNQYlHZjTN1CfPsvELY2cC/+E975fyLcPkvsdondLlF7g2DnHN65bzEwHGR2HH3+HsyFD2BM3Ya0sjf6R3rb0aQgnzbJp01mx9IcniviBiG9QcBKrcvxizs8cb7KymaHgRswcAOqzQHLWx2evrDD3xoa+bTJ3pk8t+0d4/BsgZly6pqOMbV0G0u3GUtPsKu4hzvm3k/XbXOhdppnNn7AyfUfUGuv0nNb9NwWW+1VlnfO8Mi5L5Mys8wU93Jk+n3cMn0XU7k5dDXSVlEURVGUN0i9i7gKQa9L48QJrLExsvv2X/MyXEVRlGtOSISZRphpZLqCMXmU+O7PEjSX8ZYfxV98kGD1CWK3Rxz6xG6HqFsl2DrF8Pt/hLCy6HN3Yh38GNb8fchUWVVXvIQUAtvUsE2NfMpkqpTirv0Vfu0jB6m1hxxf3OGxM9scP1ej1/cuBxbNrsvKdpeHnl5HCMimTY7uGWP/dI5DM3n2jV+75RW6NNBNg7SZZTwzxd3zHySMQpYaF3hs+UGeXn2U1Z0zeMEQLxjSGTbZ7qzx9Mp3+JyQlLMzHJ25mzvn3s/RydsxNPOanauiKIqiKO8+KqB4DZHvsfq3f8Xy7/5bcjffyb7f+t/J7jvw1hw7CIg8l3DQZ7i9TX91BaTEHhsnvbAbPeUgdUO96VcU5RoTIDWEdDAqhzAqh+CuXyYaNPFWH8e78E38pYeJe03iKIAoJO7X8c98Hf/M1+npBlrlAPr8vZgL92FO3gq6CUJDSE31sBgRAjQh0KRgqpRiqpTi43fOEUYxp9daSVhxvsalzTZeEBGGEWEUU28Neej4Kg8dT45jmZKFcYcf6V3k8GyeubEMaVtHyuTY8i16zRBCogmJJnUOVG7iQOUmfvGuf8V2d5PHLz3MU6vfZal6Cs/vE8YhQeiz2Vxks7nIN05+DkO3OTh1J7fP3sstU3dRyUyiSQ0pNaSQCDXiVlEURVGUl1ABxWsI+32Wf+/fAdB+9km2v/4PZPf9z2/qmHEc425tsvGPX2L7q3+Pu7VCHPgvuo85NkXpAx9m+id+GmtsDCObQ+jq16UoyvUjnQL2/o9i7/8oRBF+9RTe0sMEK48T1C4kS0H8pMIi2DhJsHGS4aP/GWE56NO3oc8ew5y5C62wC2GmEIaD0G0VWLyEJgVH5gocmSsQPbCfnfaQE8sNTizusLTZodYcMPRC/CDC9UNcL+LMao8zqycBKGQtFqZy7J/Oc8tCiblKGtvQsU0Ny9AwNPmW5tzjmUl+4qZP8Ymb/jmdYYvT28/w7MYPOL/1DM1+lWHQx/WH+MGQZ1e+y7Mr30XXDCq5OQ5M3Mrh8VvZXd5P1i5g6w6W7qDJa7eERVEURVGUdw71ifc1xRDHo4sxRNGbOlrQ79M++TQrf/GnNB//dnKlEAjdQJoWxDGR5+LVNtj8wp+w/ZW/oXDnvUz91M+QP3obRlat+VYU5QaQEmPiCMbEETj2G4SdzaTJ5srjRDsXifp1omGLeNgmdgf4i9/DX/weAymT3hWTN6NP3Y4xfgiZriDMTNKI0ymqKrErSCGo5B0euMXhgVumiaKY1dEY09WdHufXW6xtd6g1ewSxxtALaHZcnupUeepslb8EHMdgupzm6EKRPRM5ZsfSZB2DlK2TspLN0N58SCQQ5OwCx3Z9gGO7PoAfelxqLnJ6+wTntp5hu7VMx23TdVsM/T4bjYtsNC7y7dNfwDYzzJX2s3/8KAcqR6hkprCNFBkrR9rMoEvjzT+ZiqIoiqJMU585AAAgAElEQVS846iA4jryWy02vvy3LP3u/0schSAEeq5Aet8h7PEpjFIF4hivukF/dZn+4gWiYY/6I9+ge/ZZpj75GSY+9GPYU9MIqf4CqSjKDSIkWm4a58jP4Bz5GaJhi6B2lmD7JOHWacL2OlGvStSrEg9aRK1NvNYm3pmvg2YgcxNoxQW0sYMY07chnSIyXUbYBaRTQmjqw+nzpBTsqmTYVckAEAObO22+9sgJ9NwUG7UuW40+rb5Ps+vR6rkMBj4XVptcWG0CYBoa48UUs5U0uyoZZsfSlHM2+ZRJLmWQS5nJEpE3GRQZmsne8kH2lg/C4U/R6Nc4VzvN4s4pVusXaPSrtIYN2oM6rtfj3OZxzm0e58tANjXGZG6O3eWDLJT2M56dJmsXyFg5clZe9bJQFEVRlPcIFVBcJ+FgwPoXv8ClP/iPxFGI0A2yN91O+QM/ytgHPkRqavryXxEj36dz/iz17z1M99xJWk8+jlfdYPXP/yv9i+eZ/uSnyB0+ijTVGzZFUW48aecxZ9+HOfs+iGPCXpVg5yzhznminSXC9hphe42ovUE87BA1Vokaq/gXv8NQaklgUdqDlptFK+9Fy00hspNo2SmkU0ToFqh+BUDyLBRSBjfPpLjjjr0EYUS967LRGLBa67FW7VLvuGzW+9Q6Q5pdl8EwYHW7w+p2h0dJXmqyKZPxUorpYtILY6LgUMxZlDI2paxFMWNhm9qbetaLqTGO7bqPY7vuY+D32eyssta6xHpzkc3WCtXuBrXuJq1+lU6/Rqdf49zmcTSpU0iPM5mbo5KZZCq/i/HsDGOZScqpCjm7qCaFKIqiKMq7lHqFf00ieTf3/DKPNyDyPTa/9iU2vvDnRL4HQpC/414WfuWz5A7f9LJqCGkY5A8fIX/4CP21Vbb+8Ytsf/2LDNeWqH37q3i1LWZ/7pcp3nkMzbLf7A+oKIry1hECLTOOlhmH+fuIA4+wu0HUXCZsrhC11gjbG0loUT2TBBbNdaLmOj4kFRbpEjI3g5afQ6YryOx48nVhDi03i7TzalnIiK5JxvMO43mHWxdKxDF0hz6rOz22m0NqrQG11oCt5oDt1pBqc0Cz69LuebR7HudXmqPjCIo5m7Gcw3jeplJwGMvZjI0uTxQcShkLTb6x590xUuwuHWB36QBxHNNym2y1V9nqrLHdXmWnV2Wrs8ZGe5lWr8ZOZ52dzjoAUmrknDITuVnGM1OUUuOMZaYopiuMZSYYT0+RMtNv2XOqKIqiKMqNowKKqyEkxOEbemgcRVQf/CZrn/9j3OomCMH4Rz/J7M/+PNmDh17z8amZWeY+84ukF/ay8cW/ovnk92g/8wTLwz6R71O+5z40y3pD56YoinKtCd1EL8xDYR6A2B8QDepEvSph81IyunT7dFJhUb9I1KkStbeI2lsEq08mx7DSiNQYMjOOlplIAoviLrTiAnphAZmZROiqogxG1RGOweHZAodnkyUhQy+k0XVpdF2aPY96e8hmo8/aTp/1ep+tep9u36PaGFBtDDgFCCGwLY182qKYMSlmLEpZi/FiiqlSmumyw1QxTc4xXndWJISgYBcp2EUOjt9MGId0hi3q/Rq17ibbnTVWm4tsddbYaq/S7Fdp9rZp9rY5QzJdJGMXyNoFCk6JcnqCidwc04UFKulJZvK7cMy0mhKiKIqiKO9AKqC4CoLkTd4b0XzqSdb+5s8Zri9DHDHxUz/Hwr/4NeyJyas+hp5KM/aB+7EmJlnN5th5+Bt0z55k+fd/B6HplO+59w2enaIoyvUlDAfNmEHLzWBM3UYcekS9GrHbThptttbxd84Rbj9HWL9I1K0Ruz1it0fUWCYA0E2knU96Vth5RLqMLMyglfagl/ail/YiU2VVZUHy+uWYGk4pxXQpBUAYxfTdgPbAp9P36Q48aq0hy9tdlqtdVqpdqs0Bg2HAYBiwudMDkn4YKVsn45jkHINcyqCUs5kopZgpj/pblNOkLP11PfWa0Cg4JQpOiT3lA/ihR9tt0nM7dN0W1c4mS43zLO6cYqO1Qqu3TWdQpzOos964iBAS20iRtQukzQw5u0Q5O0kpPclC6QB7xw5SsEsI9e9BURRFUd72VEBxNaSE6PVXUERBQP3736V77iRxGGIUxtj16V98XeHE5VMwDHKHbmL+Vz6LMExq3/oK/aVzXPxP/xYt/X+8qSUoiqIoN4rQTLTcNDANQBz6mF6P2O0Q+z2iYZugeppg+zTB1jNEOxeIvSFRtwrdKiGAkAjDQhhphJlGGClEdhx9/CCyMI9e3otW3I3mlJP/z9/jNCnIOgZZx4BScp0fRgzckL4XMHADOn2P1Z0eFzc7LG51WN7s0Oy4dPs+3b7P5uhYuiaxTA3b1HBMnZSlUco5zE1kOTCTYyLvsKuSSb7XVTI0k3JqnHJqHIBgPOAO//30vC6u36fer7LcuMhqc5GlndNsNS8x8LoMvO7oCAJDMzB0m5SRThptpspMF3YzV9zHfHEv0/ldpIzUW/ekKoqiKIryllABxVV5Y3916V28QOfUs8SeC8DCb/5rnMnpN34WmkZ61wILv/JZ4iBg56GvMVxd4vz/89uEn/qVN3xcRVGUtwuhGQinAE4huSKOMaZuhdAjDlxiv09Qv4i/8TTB5gmCreeIO1Vib0DsDaBXSx5XPUNw6TGQBkIzQTMQqSJaeQGtvB994ijm7DGknbtxP+zbiKFJjJQkl0qChDiGw3NF/DDCDyL8MGKnPeTsepuz6y3Or7dZ2WozGAYEg4jewL98LCnbHD9XxTQkmpTYpsZkOc3uqTx7JpOJJAuVDJmrDC10qZO18mStPABzxb3cNHkHQeTjhR7N/g7na6c4VzvJUu00642L+KGHH3r03Ta17gayLjm98QS6NDE0A8tIUcnNMl86wO6xQ+wu7mcqN4Ommm8qiqIoyg2lXomvxhsoC3XrO2x86a9pPf04AKX7P075nvsQ+pt7yoWUpKZn2PPZ3yLsd2k8/h0Gq4vEf/a7+B/5CEYm86aOryiK8rYiRDLFQ7cQVhYALT+HtfABICKOQqLuNt7mMwQbTxFsniDcfC5ZFuIPgeELS/Q6W4TbZ0B8DZAIKZHZCrK0G238Joy5ezAqB6+YHPLeJQQYusTQJYyeinLOZv9Mno/Hc0RxjOdHrO30OLPe4vRqi7OrTVa3O3heiBuFuP4LlYdbjT4nLtQQJD0oHEtjopxmYTLH0fkih2eLzJRTOKb2mucmhcTSbSxs0kDRKTFf2seH9v8EMRE9r8Naa4Wz1Wc5vvpdlqtnGHodvMDFI/mDAYM61c4ap9YeRwiJEAJDs5jIz7OrfIDDk7dxsHKU8cwkulRjbxVFURTlelEBxVUQQryuHhRxHNM6/n22v/ZFCEOMYoXpj/8UZqH4Vp0QzsQku3/jX+PVq/TOnULbXuXZ/+1/4ub/+9+jp1Q3c0VR3sWEAKEBGkIaaIVdOIVdcOgTAMRhgLf+JGFzmbCWLA+J6kvEg07S8DgOicOAOPAJG6uEjVX8Cw8z/N7vJsc37KSnxdgB9MpB9Mph9MpBNKcIUksaJwuJEM9ffm/0Nng+XECAhsDQJAdm8hyYyfOT70vu4wURK7UeTy3ucHGzw1qty6XNNp4fEUYx0Wjr9H06/SbnV5p84/uXgGTpyfR4hoNzRQ5M51iYyDI3liZjGUgpkFKgSYEU4iVPeXJdUuyokbdL5O0SN03cyieP/gJBGLDRWeFc9TnO155jsXaaWmcVPxgSRiFRHBFGAUHos1Q9yVL1JA+d/gJCCLJOmZniHuaK+1go7WOhuJ+J7DSa1JBCQ0qZ7IVaOqQoiqIobwUVUFyV1/fm0282aD13grDXRtop5n/tf6B4xzGE9tp/GXo9svv2s/s3/xcu/PvfZrC2TOfZx7nwu7/Dnn/5r1QlhaIo71lC07HmjsHcscvXxZFP1N0mqJ0jqJ0lWH2ccGeZOHBHy0eGxP4AogD8IVH1AlH1Av6pr1w+hkwXkcUFZHEeLT+PPrYPLTuJdEpg2MlSEpmEJsJwkvDiPcbUJXsns+ydzF6+ru8FXKp2Ob/R4VK1y6WtDls7PQZeiOeHuEFEEEQEYcTKZoeVzQ7fGD1W0wTlvMPceJb58QwL4xkWJrIU0yaGrmHoEnO0aZp8xVdrXdOZK+xmrrCbD+1PQqye22GltcTizlmWG+dYbyzS7tfwQg8vdPGCIUHo0+7XaPdrnFp7/PLxDN1mIj/PTGE386W9zBf3UclM4hgpDM1Cl0bSA0MzkOKtfd1XFEVRlHc7FVC8FgG8jrnvcRjQOnmC7a9/CYD03sNk9x9GmtdmBF75fccIfv1/5PS/+z+JO02qX/sCZqnI3Kd+XlVSKIqijAhpoOWS6SHWnvvh2G8Qhz5hZ4OwtUK4/RzB9ini3g6R2yP2esR+n9jvg98n9odEvQZRrwGrx198bDuDLM4jC7uQTgktO4k+fhPSyiXjTw0nad6pWQjdQuh2UonxHpEydQ7NFDg0k/QViWNoDzy2WwOWt3tc2GyzVe9Tbw3oDgJ6rs/QCxl6IX4Qsl3vs13v88TpLSB5Wc6kTabG0syU08yNpZkdyzCWs7ANDdvSk72pYRsapq69rMglbWU5NH4zh8Zvvnxd3+ux0VllqX6eS/WzbLdXaPZ3GAYDhn6foT/ACwb4wZDVnTOs7pzhsQvJYzXNoJyZYio/z3h2monsDJPZaXJ2EdtIYeoWlu5gaTaWbqO9h37/iqIoivJ6qIDiqlx9QOF3Ouw89l2C5g7StMjfcjv29BtvjHk1xn/0w5z63iMYj3ydoNNk8x8+j1UZZ+KBH0ez3tvrqBVFUV6N0Az0wi70wi6Yf39yZRwTeV3C9jpha4WotUrUXiNqbxEN28Rui9jrEblt8JI+F/GwS7hxknDj5IuPr1uIdBGZnULm55DpCtIpjqouCggzBbqDMDNJ3wszNep98e5eMiIE5FMm+ZTJ/qk8H741eY0c+iFrtT6Xal22mgOqzT719jBZDjLw6Q59uoOA/tCn0/Po9DzOLjcuH9c0NNIpg8lSiom8QyVvM15wKGUs0o5BytJJ2wYZxyBt6ViGTJaGjKTMNHvLB9lbPgh8giDyaQ7qbHU32O5sUO2us9PZoDNs0HXb9LwOHbfFwO0ShB7brUtsty696Ge1zDTjuVkKzhhj6QnKqQpjmUmyVh7HTJO2cmTMLLaRwjEcVXGhKIqivOepgOI1ide1vjjs9eideQ4AZ34vxWP3YuYL1+rkgGRNsHz/B5maqLD2F3+AV91k/S//BLNQpHzs3jfdmFNRFOU9QwiklUVWDmJUDl6+Oo5Cov4OUWfjin2deNAi6jeI+lXiYYvY7yfX9xvJ1JHWJlFr88VVF0IinCzSKYKVR6bH0Aq7kHYJ6eQRdjYJK8wsws4jrUwSYpgZ0N69DRttQ2PvVJa9Uy8sD3H9kHrXZbs1pNoaUmsNqLeGNHsezZ472idhheeHeK2QRmvIqSuOq2uSXMakmLUpZy0qeYdSxiSfNslnLNJ2MnI1l0pCDNvQSFk6ujQYS08wlp7gyMRtQNJjqu/3qPW2qPW2qHY2aPSrdAZ1moM67WGTrteiO2zT9zq4Xo+V2hlWOHP5fKTQsMwUeadMOT1BJT1JzimSt4tknSIpM0PKzJA2s5enlxjv4t+7oiiKolxJfXK9GlcZUES+T+OpJxhcSmo+MwcOk9l38DUe9RaRkrlP/wuCZp3NL/0V/aXzrP7FH6OnMuRvuQ0h33troRVFUd4qQmpomXG0zPiLb4gjomGbqLtFNGwk1RXdKnFvh9jrEQ7qRN1tou4WsdshdtvEwy5xv0XYbwEQApeHdGoGwsqMtlxSWWHlkHYOaWYRdgZfWqR2urjn6wg7h7TySZBh55PlI++ipp2WoTFVTDFVTF2+LoqTJps7XZd6x6XRdWl2XNo9j0bPpd71aHZdml2XVs9j6AbUW0PqrSEXrji2rkmyaYOMk1RzFNImaVvHsXTGcjaFrEU+bZF1dMpZm1zKwDF10maGtJlhvrj38rHcYEhjsENzsEN72KQzbNIdNql2N6j3d+h7XVrDOp1Bg77bZuB2GLgdNptLl48hhCRlZUmbOTJWjoydJ28XydlF0maGXGqMnF1kZXCR9dZuUmaGnJ1XVReKoijKu4oKKK7K1b3Z65w7w+rnfp+w30XPl8jsPYiRzb72A98iRibL7Kd/Cb/dpPbgV+mcPM7KX/wRWjpNdt+Bd9WbVkVRlLcFIZFOAem8vFIu9gdEbod42CQa1JN+Fl4/qbjoVYn6daJBk7B+nnjQIBq0IXCT6ot+snQhfOlBNQN0m7ww6W18JeltYaQRZgZhppFWGuxRsGEXkKkiwikinSLSKSVVGO/w/gdSiKT6IW2yZyJ5jY1j8IKQ7jCgMxgtCRn49AY+rZ5LreOy0x6OKjEGtDouQy+k0XZptF1Wrji+EMlykYxjknF0HFMnlzJJWxq2qZPNmBQyFsWMRTGdXM6nTAqpSSYyM5dfamNi2sMWHbeF6w/oem36bofOsElr2EgqMLob1LqbdN0W/WGL3mjbftFPLNA1g7SVI2Vm8QY+lx49jq2nyNp5sk6JnJNMLik4ZYqpMoVR7ws1XURRFEV5p1EBxVUQV/HBPvJ9Lv3pf2WwfAGh6eRvuYvy+++/vpULQuBMzzD7mV/G77RpPfEIzSceYSWTY/ev/Pc40zPX71wURVHe44ThoBkOvLTqIgqI/AGxP0imhwzq4CdTRKJBk7C7RdSvJZUXvSpRf4e4v0Pcb0PoQ+ijA+Fw5+XfVGpJY07dRug2wnAu79FtpJkCJ490SohUGWnnknDDziHTFbTMONIuvOMmkAiRVFtYhkY5++LeS0EY0XdD+m5Az016WAy9gEbXY6s5oNYZUm0O2W4OaPVcOj0P1wtxvQE7rZd/H0MfNeA0dWxTwzG1y9+7mLUo5WxyaZNCymS84FDJVyjYGvNFE10ThFGIFw7pez16XpeB38UNXLrDJvV+jZ3+NvV+lZ3eFrXOJp1BnSD0aPVrtPo1AHZWV0fnIzF1O2nAqTvYhoNjJJcNzSTnlClmxslZBbJ2gXJqnPHsFDmrgK7piHd5vxNFURTlnUcFFFfjKgKK5T/9I5qPPwSANTFF5cMfx5mcutZn9jJC08geOMTcz/0qQbdL78wJ6g/9I3oux8Iv/jpmoXjdz0lRFEW5gtSRVhasUYVdYdfohpg4CpMqitAjDr3RZR9CDwKPsF/Hba6yefFZJvM6UW+LqFcl7laTCSOBR+wNwBsQv9L3FgKkjtAM0EyE1GG0Cd1EaBaYKWSqgLCTpSPCKaBlppD5WWSqjJ6dQpjpd0xVnq5JcilJLvXiPg5BGOEGEX4Q4frJyFM/jBi4AdutIWs7PbZaAzYbA1a3u3QHPoOhn/S68EPaPe8Vv5ehS3RdYmgSS5eYhoYmBZahkU0nvTBKOYty1mYsl6KcLTKVc8iP60T4+KGHF3r4gYsXurjBgHq/xkpzkUZ/h7PLJ4ksj9Zgh+6gjuv3cf3+q/zsJoZmoksDXTMwNRNTszE0g5SVo5SZpJiqUEyNUUxVKI+2nF1Qk0YURVGUG0IFFG+Rtc/9HpHnAqBn86Tnd9+wN29S1ynefifBZ36Zpf/yHxmuLbL1D5/HyObZ9ZlfQrPtG3JeiqIoyg8jksDA1BG88phoPQqJBj168T6ytxwljkOIRlsYEA6bRJ0Nws4mUWedsLNB1N0k6mwRd7aJ3T6EfhJ60H/1EEPIpJmn0EBKEDpo+uhrDSF1hJNFZCeRmXFkZuLypmUn0TITSKf0tg4xdE2iaxJeMuwqjuFgFBFEMWEYE0QRQRgRRUnTzs1mn/V6n416n43GgO3mgHp7SLPj4vshQRiB+8rfU0qBJsXlfbJJNCnQNUEuY1HO24zlU4zn7WQSSb7AVHYXByt3YeqCh4cPc/c9xwijgJ7XZrOzwVZnja3OGtudNbbaazR727h+nyD0CMKXBymQVF9oUkMTOlJqaEK7vDd0i5xTppAap5geo+iMUUqPM56ZZCIzRcEpqwBDURRFuSZUQHEVxGuUuoaeRzh44a8XeiqFNT7+Qx5x7UnDYPyDH8JvNrj0x/8ffqPKyh/+DtJOMf/pX3hbv2lUFEVRXoXUQBrEmoWwsi8r0Jf5KRg/DMTJJ+1RBBHHMcQRsdsl7KwTttcI2+vJxJFhM6nEaK4StdaJhx2IQyAkfqF9Z3KcK79oAVunSfo0iVG7pmTyVXJRRxgGWBm08h5EupI08kyNoRd3I1MlhJVNqjOcwtvmdUmI58ML4BWGZ8yU09yxN06eXpLnNiYJL1ZqPbabA6rtIVvNAWfX2+y0+gyGAe2uRxTFRNErxkIAbDUGnF8lWXoxekqfX2YqBKQcA1OGfGvlApWcTSXvUM7OU0zt48CczXTZwTE1iGEYDlltLrHVXqc22KLa2WStuchWa5nesEkYBQRhRPCS3/HztttrSVY1+v2K0e9XIJBSI20XyKfGKKUnGM9MUclMMZ6dYiI7w3hmAlOzVQ8MRVEU5XVTAcXVeI03TYPVK9prCYHmpNDTmWt8Uq9N6DrTP/nTBO0Wa3/9JwTtBkv/6d+g2TYzP/FJNX5UURTlXefKoOBF1yZ73UKmyxiTN7/yw+OIyO2O+mDsJFtvm6i+SNheSy43NyHykwAkji5vz4cgRCExMcQ+cTCAQZuouf7DT1s3kdlKEmJkKsjMVDK5JF1By80hU6WkUsNwLld3JK/N4sUVH4grbrs2Ln9ov/wtkguGJjk8W+Dw7CuPFnf9kFrbZbPZZ6s5YLM5ZLvZp9ocUBs17oyimChOJpXEo8tx/MK+1UlKM6qtzVf8HrouyaYMchmLYsammLUoZ3dRyu5nX8bi7kmbsaxN2pa03BqbnVWqvU1qvU12epvUe1u0+lsM3DYxUbLFMXEcJecUR0SEBIGP192k0d1kiWdf8VyklEzkd5O2cui6QSU9xVRujnJ6nLSZoeCUqaQnMDQTIQRi9Pt7fi9fdN3bI7xSFEVRrj31CfVqyB/+wthbWU4uCIE1OcfYAz/5tnkxlabJ3M/9EqE7ZPOLnydot7jwH34bBEx+5GPoqVcuI1YURVHeg4RMggE7B+x/9fsFHmGvStjdHDXzTHphJJdryZhVtzcKMULiwEv2cQRRAKGXXB4FGgQeUWMNGmsvn1xy5enpJiJdRGQmkFYO4RQRVjaZUJIZRzoltOwE0sqDpidhhdSuWKqiXfG1lvTeEBIQ13y6iWVozJRTzJRTr3i7H0bsdIZUW6OtPaTWdtlpD2h2XdpdD88P6fYG6IZJGCXLT6IwJoyT5ShhEF2eTLJM+1XPRdck6ZSRNPPMTJJPz1NMmxzKmBQqJhkH0NoMwgYdr05rWKc1rNLqb9MaVHH9NkLEQERSaRMSxgFh9PwWEkURG40XBruefoXzMHQbfdTMs5KdImsXyZjZUUPPpBdGykiTs/MYmoUmNeQVS1GSyxJNaC/cpqo2FEVR3tFUQPEaRoWNP/Q+/UtJQCENi7Ef/RiTH/mx63BmV0+zbeZ/6deJA5/NL/81YbfN4u/8G/xmk+mf+CRWeexGn6KiKIryTqKbaPkZtPyrT4eK/SFx5BMNm0StNSK3Tex1k/GqnXVifwB+n6jXBL9PPGoOSuiNAo0g2YcucRhAlHwdt7agtfVDgwyERJgOws6AmU2mlVhZhJVLlplYOYSVT8aw6imQEi1VGoUWGkIzQRrJXtOvCDWuuKzpCGm+ZdUahiaZLKSYLLxygBHFMd1hwNe+9R32HbqFes+l2fVo9316Q596e0ijM8T1I4Igwg+TBqBX7oMwuS0II1odl1bHZYXOq56TrklSTopMqkDGPkg2ZTJh66QzAt1wkVqPkDZ+3KYfNukO67SHO7h+C0SApvkIESNETIxPFHtEcUBMSBD6+IGLHwwZuG22mouveh6aZpAys6StHGkrT8rMkLayZK08aTNL1sqRMXNkrByOkULXDDRpJD02pIYmDXSpo0kdXepJ09DRZSk1Nc1EURTlbUQFFFfjh7z5iDyPznNPJ3czDLIHb7peZ/W66KkU87/8m8RxzNZX/oaw22btv/0XgnaTmZ/+NKmZ2bfN+l9FURTlnU8YNgI7mViSn3v1O8Yxsd9PlpMMW0SDRtIXw+8TDxrJ5vaJh+1kuonXIw7cUZDhQuQT+33iYJhMPQm8ZJmJ20uqONgiuprz1U3QjGQ0q1MYjV8d7Q072fTRuFbDQZjpJOjQrSSs0AzQkybUQuoIwwZpJKGGkAhpJMfXng8+RlNUrvK1VwpBzjGopCW37Sm/4n28IKQ7DOgM/GTr+3SGyb479OkOPHoDn8EwwPWT6SVuEI6mmCRTTZ6fUuIFScPPdtej3X3lRpsJHSFKmGYFy9TRNUnG0TH0EMvuoGsRmhYS0sKPW/hhjyB2Cf0OxB00GaPpPlJ6CBkCAbF4IcyI4oAwDOgM6nQG9dd8njSpYxkpHDODNRq5mjIzpIw0jpG+fDllZkiZaRzdQdfM0cQTI9nLZPrJC5uBoZmYmokUWrIkRYUaiqIo14QKKF6LED/0zcPOo4/QfurR5K6ahjP96n9NutGMTIaFX/0seibHxt99Dr++zdaX/5qg22X2Uz9PZs8+hFSlkYqiKMp1JATCTKOZaX7oIos4Ig7cpALD6xL7SQARBwPiYZPY7RC73SSUCFziYEjsD5L985s/hMtfj8axRuELy1ACL3l8t3bV546mJyGFkUJYSf8poVkIO4fQ7VE1hobQnVHQ4SD0FMJIJSGGbo4ebyNG01KQehJe6FZyP2mMpqcY6F6dqL9z+XhcsaTB1DVKGY1Sxnq1MwaS5SQ9N6A38OkOA3pDn54bJvthQH/o0x/6DNyAoR8y9JLNDUb758MNP8T1Qlw/wHVDXDepa6k3n/9O2mgzABuYuHwOui6wzO8x7IEAACAASURBVAjTjDFMF13vIzWfGJdYDAmiHmHsEoYeYdwH4SKkj6YFaFqA1AKkDED6gE+MRxz7hFFA323Td199icuV5GhqiaU7WGYKW09hGw62nsIxU9i6g2OkcIwUtpHCkDq6NLHNDFJI9FF4YWhWMsZVt3F0B00aQIyp29i6jaWrpqGKoihXQwUUV+OHBBTrf/c5otEED6lpONPT1+us3hAjnWb+F34Zs1Bk9fN/xHBtiZ0Hv0LQaTLz058hf/NtagypoiiK8vYjJMJwkqUlr3XfKByFEwNif0DkDyDoJ8tORtfjD5JqjNGI1mjQTEIQv0c0bCcBiNd7oSojvHIJipuEHf4QAp848GHYJe5sv94fCnRjFFA4SRXG8+GEZiQBh5FOLo+uG6816PmPjgIOJ1mWIsQLIYfUk+UphgW6jdCsUeXGqGpDNxHSIqMbZA0TbAuhmUllh25dDjxiIAgjBl6YBBVeyNAPGXghQz/52vVChl5AfxRyuH6ylKQ39PGCiM4gmRTi+iF9NxgdJ8D1QoIgJggEvb4AnNH2ak9TgBA+UvPQ9BdCCiF9hPRA+MSxR4RLjIcQHkJ6CBmA8BHCQ2o+UvpIzU8eJ7xRpUaI6/dx/T4Mdq7qtyaljmOkEUJi6CamZiUBhW5dDjR0aRATj752sPTUqELDSkKLUeChawaa0NA1A2t0m6GZ6EJLlqRoBpZuE0RB0nxWURTlXU4FFFfh1RpexmGIv7NFHCXFo9JOoWey1/PU3hBpmkx94r9Dz+ZY+W+/T+/cSRqPPYS3vcH4j/0U4w98DKtUutGnqSiKoihvjNQQVuZyRcPVtL+M/cHlKo3Y771QcRH5xKF/xT6A0E/6YXh94jAJK2KvQzRsIRBJhYfbTYKQ0B9VaAyJvX4SjPiD5NhhkFRtBB4MO1f18bMADGuPvnDF89NMNCNZpiJkEnI8H0hcrsgwRtUZL4Qdl8MMqY96aoyWoejG5TBD00wyukVWM5OwQ7eSUMU0EanR19LAizSCWCMUBsPQIBAmw0AjkgZ+bOCGyRIUb1R1Mbi8JeFGd5iEHl4Q0XeT6/zRkpMk1DAJAofwlaeiXiG8IpgIQYQI4SNkgJTJbUKECJEsJQF/FGa4o81DCPdl1yVLUHwQIVEU0HNbV/HbejEpNLQrKi4s3UaTGkLIpCeGZmKM+mNI8Xz/DB1DM+l3+mQ2s9iWg2NlsXRrtCzFurwUxXzRshQLQzMwR5Udlys8rriPquhQFOXtSAUUV+WVA4qg37scTgCUP/Txt830jtciTZPKj/woei7Hyuf+kNaTj9I9+xzuTpXWiSeZ/MTPUrrrGFKNIlUURVHeA4SR/AVfmGngKkP6OEoqMKIg6Y8RuAhILo9CjctjWKPghXAjCiAcNf30ekRu64UeG+Gov4Y/HC1bab2o50av08TRAbeThBxxDMSjSg/3hVN7w0+EeGHayeXJJy9tFJpcL0ZNRRGj24REkxrpK24TUoPR0pXnw5JYN4k0h0AYBHGMr0X4uTShMAnRCKRNgEmETig0QmkRxRI/BE86eJHOMBQMA8EgkAwCST8Q9HxB3xMM/IiBFzB0g6Taww3x3ZDgFZ+UeBRiBKN9+OI94aiCIxpdHyHkECEHIKLL4QXSRUoXIQdIbZAsPYklQg6R2hAhfSJCoiDED4Zv7HdTTRq367qJNgox5BUTTF62F3J0P3n5/tpoAsrzzUMNzcLQnw80LEzDeqEiZFQVYmoWtuFg6TaWZiGFjm04mJqVLHORBrahlrEoivLWUJ8+r8YrhA7Nk8+w8mf/meH6KgBGaYJdn/7F631mb4o0TYp33IU1VmH9H/6G7X/8O/ydberf/Sbd08+SPXwrkz/1/7d351FWlHfewL/PU1X33r63u9l6AWXfWhDZEQ0RowMqUVyQjLiN0ZjNmTNzTibHOdExMR51NDNzZnFGzknGqImJE0/eRI1IYFqEoCAQZGkU6Fb2pll63+5WVc/7Ry333qahG+jusuH7OXDu7XtvVT311PLU86vneWopBs+a028CL0RERH1GSAhN+oNrnjWloJTltLKwTSilnIAGbMDOCmooy31kq43KzZswe9ZM53PbcoMd7tNSUq1O4CPdDpVuhe0GMVQ6Dpheyw3vvfe5NzaH25VFKUC5T03pmNzzy6zMuF5CQrgtBww4I1R4g4lCCD/Y4f0NofnXYjY02AqwIWArwLIFLAXYynm1bMCChC002BENKqrDgg5b6LClAVvoMOH8TysdaehIK4mUMpC0JZqTTguUlNIRtyTipoa4JdGSEkhYEmllwEIEpnCCWEKYiCMGwIYSgIKAEgJKuOsMu0NLjhSEjENobZBaAkDaCXpoaaflhhvMcFqCeNMk/UFEFZTz9BMkO8njs9wiQkAICSmk8woJId2/4bz6/6XmvxcQ7tNPpLN5IKFJ6Q4gqgEQ0GUEmgy53VTC0ISAlDp0PYywFkbE8LqzGM7Appob4JACId0bqNSAIXUYWtgZ60MafisTQ+ow9BB0GYKu6dBE7z4mmIj6DgMU3SDkqZXzk+XvoGHTB1BpZ2Tr8LCRCA0c2NdJO29SNxAbMw5jv/FdFE6agsOv/xzt+yuRPF6NVN0JNG7bgOjYyzD05qUYOH0GIkXFHEiTiIioJwjhDIwpncux7twKSOYdhl5clvWJciIHynICHFB+MMMJdig3EGJnfacA2Fnv3VfbhrKSsFNtbpCj3RmnI93udGcx3dd0HMpyuqyoVJszNoeZ9AcghTdAaToBpL3Ah7c8ALCcFian0VUgRLr/z8jr+tLJewXhLkO4SRL+cm0lnGyDgA1AaQJKA2wDWb8VOWlUWanx5mUrASUk0kKDDem0DFESJgRMAKYt0JrW0a5CUFCQsJFUOlIIQRM2wiKFdhVBSuUhDQ0mNFjCybtGqSMhAFMKpIWCJQBL2rCEgi1s2NKGEjaUtABpAtKEcluAQLpjdwgbCk6AzD7zQ3vPgfuUE+E960S48SXhvheQIvNeeFNkfYZTPgMEcqdB1vdQEkLokEKHEDo0EcKwgWVYeNnNKM4fjGjIDXJomcfNSgY1iL6QGKDoltxLBisRR7qhzg9OAIAxqP+O2SCEgJ5fgKELF2Hw3C+h+ve/Rc3/+yXSTXUwmxrRvH0TWnZsATQNxsAixMZPRv5ll6Ng0uUIF5ciNGggjFg+ZCh0+vE6lIIVj8NKJmBbFuxkEnY8DjPeDiueAJQNaYRgp1OwU07zV2XZUKYJ2zKhTAvKtqC895b73rKdwc1M0+lu4/3OtJzpLPfukvu5MEKAUhCaBmWasOLt0PLyoIUjsG0byrIgQyFokQiUArRQ2PldKgljwADYySSgaZC621RVCOixKLRYAVQ67VwEKQUIAWPAAIQHDUa6tRlC6giXlEJAQSkF2zQRKS2FphuwLRN6XtRtSusW6GyxQkRE3SLcep9+xgDH2ZQqTrXNrYL7NfHOwgYdf9P5b5VS7pge7X63FpVohEq3+8ETu/2k87dtOd1d0m1QVtoJdKRa3ZYkNux4E2C5g5PaqcwYHlbKGazUMuEHXE6TvqxwRfed00SdzCM7OVrXM+wqWON/351n6WZNZQNIAWiHQEIAcQHEhUQSQCs0xKVEOyTiQiAhJeJCIiEkUtIJ3CQlYLnvnQCJgO3nkXIG9FRd7D697Fjzp9h++K2shtAd8lsJKKUBkIDynjiju++9KpJyu/ko53eZcIr7XjpBKeXOX2QeQJu5lstdee/jnNSI0+xeAlC2DVvZ0DSvxYqWFYyRUFBOqxYRBqAghQ5DRAEhoIkQpNT8zzURgi7C/meacLsKuV24NKFDlwak1AFYTh1BhtyAk+12F3LGRtGE111Id+YjNejSmZfzG+kMAOv+LaTb7UhIaFK4LXOkOw/3vZTQhPAaWvnBLOe/1+rHeeyy9yo7fiY7/B6Z73h93T/0SIDid7/7HZ599lkUFBTgwQcfxH333Qd5Qd1lz92Z0y2tsOLxnM/M5rMfLOkLRwiEBgzEmK8/jEtuvxNH3/o9jv3hf2E21UOZJpSZRurkUaROHkXDxvJTJ9d0yEgMdsIdFT1rvpm7NHRaXj4BEEYYRsFAWKkk7HQSRuFgJxgSzYdtmtBi+ZDhPJhtzWhPpZEqLkEonAcrGYcyTYSGFEMBEJoGPZYPaRhOoSkFZDQGo7AQKm36zZO1cBiQEkopaOEIlK2gLBN6LOYEW2L5sNMpaJEI9GgUVjIFJQS0UAhCSmjhCLRoHjQjBMs0kW5qhJYXhRGLOhemlgWl4AR2OhYOZywsBDIXmqcrvc+YqTjjVZEbTPLf+9M4L8qyMoGjrP3XtiwIKCdIlT0724aybX/sFgUAtu1es0jYppm5eJHSzQuF062YcxyJ3FZLblqstlbY7e1INzdl8jQ7L7Nne8oiusiXTqfpgn+HUuXO+lyuBbK3yykz6CzdHa72Tt2Up52XUqdfUe+On1IqK4+zl5G1XyqVe4rL+Xl3M0G5q95hX8+6wlcA7EQCKpmA1d7eIcHZ03RYL3+Td3IsnWl7dczu7F02e37+tNn7oJ31bSd50PH3neruztRV+dLhYMg+BPx16mT/7Wxnyjm2VNbfosO80Mn8cJr17rCcM61POgUrET/996cQ3Zptd2ZzftMbgDEAwgBEXgkwAO6x7lT3zjzrTvIxO13ZbOUMaGomnAFP3dYdyn0KixMo8Z7I4ozbocyE+7uEG+xwXr2xP7zfOa+Z+cFOO+f99ibnxodSgOl0vQFUh+MksypnzsjcHTOzq7nXBznbQXVyVJwuaJQ7bwmnEhDN+c67duuiRUUn81bCiZGYypk6LgTSAkhDIAH3OyGQApAUAkkBpIRAWgj/90m3fDSFQBrO9KYQMCFgCQFTOK+WgPMK51W5N3eyk+V0lFJuKOZMOXFuzrQZVdZrZ/M/18PI7HKA2DM743I7lglnmzHdWaluztM9LTgTeO+z5i/89yLn1CaU6HwRKveXWSEkd36ZFjn+74Xwlym8JYnM1MJNh3SuBt0fCj+tfssf1fFCxAlu+S2CFJxAip+CjgEuhYLIEKjQNzHz8vldZ94F4rwDFG1tbXjiiSewevVqtLW14fnnn8e8efMwbty4nkjfF0OHClS6pblDgEIgNnZi36apl4UHDsKYBx7CyL+8G8feW4XGj7cgcWQ/zOYG2MkErGQSKpVyWivYTt9YZZmw2joJ1HhX7V7rAKe25lSOpchUbJSNTH9TkXUNJzLbwP+8Q4XMaw6Y87fwp89UNGz4VwxuSwVlq6yzoYDfNBbZFwQCyrKcgcGATMmk4MzTtnP3E7dSDttyBhBTTusMnxBQlun9Ab/pqzd5OolU/XH/79TJaue1k20lALQdrkRbJ9/1NSE1pwrl5ofQdGc9lXIq5EYYQkj4QQchoMcGZCp43kWocs7YMpQHu70VVjIOYYScPstSQmhu/2SPl3fZd8ykBqEbsONt7oBuyNn3nEp+M0QoAqFJ2MmEvw7evuN9L0MR53tvv0gnoZTtDvjmNhFVtr9NZV6B0w/ctpy7fALO4wOtNADhtOYJRyGUDdtMQRoRJ+9s03nMnzsvO51wCqtQHmClnccAGiGnabQRhtnWjKOA89hAwBlVX2puoMSC0DQIBfe97qyXFM5I/1CA5V1EZ447ZdtAOuW8ekEUN/9Ou901HTIUhjTCsFJJZ/t7QQZve9lu83Kp+ZU6pxWScioUcJKnTNPNk7CTfk2HspXTz9/2mqm7We7lt24AmuZvO+X213eCSxJw+1TDCza5r3YiAautGdIIAdqpTX2lbkBIDVZ7K7RYvjMfIwxIATvl3q2VEjIUdgJGyQSkrrv1U83Ja+n2p9c0/1zg54+fgd76WLATCchoFFo44lR4bKclmfMoTAu2ZUFJifZEAjtiMWd319xlefs2ABVvB8LhzIWSELCTSSgzDS0adQKSdlYavHq7EE6+u+dLr7UabAUYOqTUnf1J12GnklCm6R4HznaWugGhO/ua2VgH2zQzx6x33No2YFuQ4cgpQT5/X7Oc7WybaUApJ+jnbmPlnT+8c4X7P/v84XVnUAqQmoSMRAGlYKdTELoBGQq7lVQbMhKBHY9DRqMQSsFqb3OPa+W00oNy1kkIyHAYMC3naRjKhtXeBjuVdPb/UBjCDfTKUNgvG7yyQNm2k0fu/ubc+YTzG7cM8LahM63KPae5zJMn8em6/0NO4OH0RyekYUAYBgSU2wpQzwQ9lXL2MdV5JU5AuINdCn/dcvLe3RZKecE+dzqvJaB/GxR+mZv9aiXiTvpCIX+bd0ZZFuxUCsIwMst259mtSo9Szt3baBTKsp1917IgQ4a7T1pOq03bPT5t29l3jHxAkzlBKCEBf3wMwD8+hJLucWV6mQCpSzitPuKAO4kVd1qJCKkgtazrDyWcFiNmyskj3cg8AUZZiLe2wDB06IYOmCn3c7cbj3KvN/y/bf88mMkDZ2BWrxzzb4gATvcP03R+00lNs2McP2e3zFxquV+6n0lAU06bg5BfY/eWqeD1rrDNzDTZl3v+vNx5K7eogncZh8zqCglnHBIAthSwJXACEtVKRxucAIbt7bZuMMyfjVf8ZFdGsyIMQrh/Z33vVZpF1np5gaPs7/3focP07rQ5y8n6Tnb2uZf3mTo03PqtO/ZJ7mfZ3yHre3/6nFfhz8NbvhLI+exMhHLTfEq5lntw5qQdgJKZz7w89vJVnC4N3UzTmdJ6+i/PMO9OzjOn3Hft4lykOnzf1Xp4vw/lN6Hxkt0AAxTdt3PnTkyYMAGXXnopamtrUVZWhh07duQEKOrq6nDkyBGk02kkEgk0Njae72L7jNnaAitrD0wmk2g8VoNUWysAQEWiQMkwFCy6JdD1siyr15Yf+/JXEPvyV2CbaSROnEDb/n1oP7gfiaOHYbW1wGpvhZ1OOHfk3ZLCCxRklS1OBVN3K5m6DhEKO91CjLBTQJqm8xvDcC5opQZo0q+UOhen7t+azIwwLqV/ASzciz7/t+703m+sVNL53q1cylDICba4F9HQJFQqDTuVdC7o02n3gl2H2dIMGYn4wQrvbrmdiMOKxzNPPHEreWZLE+y2Vsi8KJSZgtnS7JR0lgURCiPdXA/hXD1DpZOZiwbAuTgyLTesKjNhcy8Q4l1EaZpzN1+5Ra5XafeDIcq96FOZjWFbuQEVv68yMn97BYtXqfR+7/02Z1pA+KPUu8uVmrsOWeF+24ZKxk85IacSHe4Cn06il0Iw8dYzfq3irbBP8xtn/U69pWF3EqjLCVABUIm2rE2SvW65+aEAqHiL+1cCyIqNCu/7tDtY2tncVKV+r6Xrn9AFSAdQvzvoVNCFx+vicGEoAHCZ/1f2lcf5VG8vVL2VJ8zrnpAcYEHVt/er+jMAxONxDBgw4JymPe8ARV1dHYqLi52Z6Tqi0ShaWnIvmw4dOoSVK1eitbUVbW1tOHr06Pkuts/Y7W2w/DvdQHNdHVo+2YWku5NEJs1E/l/eh0YFNAa4XqlUqo/yVQBjxsEYM84ZdTuLMk0gnQYMw7lbplRuE7o+6vajOryej+wUZx8s3blhc1a8u1JexT+dgh1PQBjOo9mUGxBDOu3chUyloNIpiHAYtcdPoDCaB0NKwLu7lIg7ibQVkE5l3ZmygWQKIpUEdD0TcDDNTCjYC0YId3lKQZgpZxA3y3SCJd7dZrf1jHBbCsALUIQiTqXZst0gksjcScxaT6XcO3peUzj/1oKbNNN0uoUYhntHy71b5wVOTtkamVC8sty7tEYoJ5sztyEUZCjkdj9RkLrmdm3JBBK0cNi/gy0Mr68n3ECZzKwP4N4VlP5dZ+cOpXAH2XVb7wi3tQycO/DOMiKw3VYmwmvBINyWDm5rA29+tpUJLiXa2qA0DbH8fP/OpZce7+6k12LIma/lxKlUVsApu1uGF8QSzp1S4TWX7Ub3LOVuW6/VximtW1TWLa+stqOZu7aZbSjc5Xvbxb895qVB5v7WW77fmknB7yKhOtzldZapMoE1TTrj0mS3aMhuCGVZbusNzW+t4S3LC44CCsq0IHQNUtMz552cu8vIBAG9u76dctfdtnKOFSFkVgsJAduy0N7ahlhBftaystYNgNB1Z7/1g4lwA7dO4DU7/9w/3PXzthfg3+n2zt1eCxY3SCo0J/gL93Hb3t1nL49kJOy2avGOW+8858w75/jx0oisbi6A24rHWTeVs52ym/Jm3UXPPol4b72Ar39rF36AF3CD425+AXDPGco9HNx8sZzuVsq2/OMccLut6brb0sS7e+22JvDzzwk0C3RYj+zWhd6yOk6bs07OKrS2tiA/Px/d4rWQcLeRXzZnnRs6u9N5yjxUZtsJdDJNZ/u0v22V+y8rUO4fz9LfZ4TW4Roh+7TjnRf8LnMiM8/uspWzjb1zq3u+FV763f3SH3Sxs33UO11mr4M3re204sm0EoR/Phea9Pd/5xwJt0zMujFxxjx0rvM0XYfWo9dS3cg/r9wAcveXDq1Gc/LDL6eROXfl7GMqU17pRofWOVnniY534L3yzduX3HOaX2665/zM/u6Ww6fbX7M/91+62L+94/U0n5+a7qxrm9Odq7K/OuUcJpByWzVGInnwzpF+HmRd02T+VKe8+uW5J6c5DPz5+mlQZ3V0ZZUn2QdJJ7zyynvf4Tzon9uz09DZNYif2LNxthN0LJ/Ocdpuzbrz3ytbQUUiyCsY1q/qzwDQ0tKCoUOHntO05x2giMVifkDCsiyk02lEIpGc38yYMQMzZswAAJSXl2Py5Mnnu9g+Y7a04M/hiP8wJ/3YERiJONJtLbAAlEydjlGz5zh9+ANUW1vbr/KVes7OnTsxduzY7l+w9iLbveCQuu68t2wIXfMrnLYb8PC7E1gWzLY2tyk+kH0hoZRymk6Hw86gpabTfFV5F3WnVCizLxTgDJxqmtAieX7jD7+wdi+4tWie23zeGaRV2bY7+K0zLz3fGfNDuekQ0glQSO+CyhucFfCbxivbdpqRuxV14VWC3CCDd0Fsun3IdXd8D9g2hNRgW26lUnMrvEpBmWkITXe6FVgmICWOHTmCNARGjxvrX+TaZtqdj9OW2E+bm1YAfjBBeK1zPF6FWkhnm7kX2TkV1s4oQNnOtrXTptNc292eXsXcv1D1NoR3IeIFg6Twy2anhZQGO51yLli9fFNO5TLnqUruhXr2vuFtCydAo/xtnVNxdCvLUteh5eVlujB4afT2ZzPtNAM3DNiptLss06mEaLpf2bPTKUgjBBnKBMPgL8fpBQ1vn83u1uZloE/4A/gq0+nbntOazO0Wl4jH8XnVZxh/uXvOt9Up20qEQlCptFM5ANwgnAFI6XT1gMoZ28Sv8KlMpUm4FSt4lTmv25r7XhgGpLvPO4E02x282Aku+ePfuF0InIpypvLtnA+y9i0/QOFV8twKtRTuvN0m7NkVejffcj7rULFXlulsPy//IZwm9m63DTuRcLp5JJOAUtDyon5l2tvfvNZ0TgVXcwIVAGQ47Azw7G0zd5/2K6ZuMNPrLpXpsuNtK+EH3bIDFF6A85SAlgJ27NiOsdOmZe063pvOLr6dQZlhWe65S0dOt0QvAHa6oJkXzFDK2c/89GTlsR+0yK2w5nTZ84KEfmXXzV83+Kcs2+0alJt2f9WkdILIppWbJ10ET3PmZtmwk0mnpaXudEtyuiDCPx/650Up/ZadXlDEz2PlrZdXAXfzzw2iC5kJqHrjDknDcAN4llshF/5g3lBe4KzjANm549pUHzmMgQMHIZZd1ndr/c+6ZpU7qR9kBvzugFL4x2hOYMEtQzJdHjNdhNwZuPO1M2VvOOKcR9zgeSaIjqwyyskj55yY2QbCcM5psEy/+6BTxpnO5Lo7/pYfNMgOsODUc0ln+7f3vej4WYd5dhZU9IMZ2cvNnmfuZ37wzfvMnW9tbS2SyRSGD78UmWBf7vGluvM3Mn/7x6J/bXRqYEidxfGVyaMOZVt2EMXn7tveMZOdXznHgRfgVznTenlwmhEnzpDIU96ckq7O3gJnlxc5567Tzf+Ujzv/LplM4WhtLaZfdxOMwsKzSEPwNmzYcM7TnneAoqysDPv27UNjYyNaWlpw8OBBzJ9/YfWRyS4w2qoy7SqFbqBgYlmmaT/RRU5m9eOXXp9zl9A0aJ3089ej0VM++yLRwmEgFuv0O5FdIfU+A3Irqp4O54lQVlAz+xzSaQNbd37ZgdDQ4DjM9nZo4UhnU9AFTIvHYSTTKJxQ1vWP6YIjW1oxeObsoJNBfax+924MGjoUgwYNCjop1MfaYgUQiQQKxowJOinUx+LxOE7s2dPvghPn67xr1sOGDcOiRYvwxBNPwDAMDBs2DJMmTeqJtH0xdLx7kSU24XLkj53g3yElIiIiIiIionNz3gEKIQT+5m/+Bp9++il0XceYMWMQ/YLfET1bnT0zNzZxCkbc8xDC7vgbRERERERERHTueqRvQnFxMa699tqemFW/UTz/egyePRcyFOzYE0REREREREQXgr55rEI/19mwJaHBQ6Dl5fV5WoiIiIiIiIguRAxQdIedG6IQUkKGwjkjoBMRERERERHRuWMNuyvq1EfLCCMMofHJHUREREREREQ9hQGK7sh+TjvcAIVuBJQYIiIiIiIiogsPAxRdUug4CoUMMUBBRERERERE1JMYoOgO1TFAEYLU2cWDiIiIiIiIqKcwQNEdpwQoImxBQURERERERNSDGKDoBtVxDIpQCIItKIiIiIiIiIh6DAMU3dFJFw8GKIiIiIiIiIh6DgMU3WF3eMyobvAxo0REREREREQ9iAGK7lAdAxQahGTWEREREREREfUU1rK7QSF3DAqp6YDGrCMiIiIiIiLqKaxld0duAwoIXYeQWjBpISIiIiIiIroAMUDRFaU6GYNCh9AYoCAiIiIiIiLqKQxQdEuHp3joOgS7eBARERERERH1GNayu6AAEAhkpAAAHaxJREFUqFMGyWQXDyIiIiIiIqKexABFd3QMUGjs4kFERERERETUkxig6A7V4Skeus7HjBIRERERERH1INayu6HTLh5sQUFERERERETUYxig6A6OQUFERERERETUqxig6AbV8SkeHIOCiIiIiIiIqEcxQNEddocWFAYfM0pERERERETUk1jL7o5OuniALSiIiIiIiIiIegwDFF1S7v8MqemQHIOCiIiIiIiIqMcwQNEdbEFBRERERERE1KsYoOiKAqDsnI+ElBBCBJMeIiIiIiIiogsQAxTd0PEpHkRERERERETUsxig6A7FAAURERERERFRb2KAojuyAhT6gEEwBgwOMDFEREREREREFx496AT0B8oNUOQNH4Whi/8SA6bPDjhFRERERERERBcWBii6ww1QxMZMwLDFd8LIzw84QUREREREREQXFnbx6A73KR4yFIIejQacGCIiIiIiIqILDwMUZ0MI5z8RERERERER9SgGKLqkMoNkMjZBRERERERE1CsYoOhCxyeMCragICIiIiIiIupxDFB0xbYz7xmcICIiIiIiIuoVDFB0QXkBCiHAPh5EREREREREvYMBiq5k9fFg9w4iIiIiIiKi3sEARRdUx0EoiIiIiIiIiKjHMUDRFeWNQSEAwewiIiIiIiIi6g2scXdB2VmPGGUXDyIiIiIiIqJewQBFV9jFg4iIiIiIiKjXMUDRBW8MCgHBQTKJiIiIiIiIegkDFF3xx6AAu3gQERERERER9RIGKLqgbDdAIQScgSiIiIiIiIiIqKcxQHE22IKCiIiIiIiIqFcwQNEVm108iIiIiIiIiHobAxRd8AbJZBcPIiIiIiIiot7DAEUXVFYLCj7Fg4iIiIiIiKh3MEDRFa8FBcAGFERERERERES9hAGKrvgBCsEWFERERERERES9hAGKLijlPWYUYHYRERERERER9Q7WuLug/CEoBLt4EBEREREREfUSBii64kYoBMDHjBIRERERERH1EgYoupLTxYMBCiIiIiIiIqLewABFV+ysp3gwt4iIiIiIiIh6BavcXbDtrKd4sAUFERERERERUa9ggKJLWS0oGKAgIiIiIiIi6hUMUHTF9sagEBwkk4iIiIiIiKiXMEDRFZU9BgUDFERERERERES9gQGKLqisAAXHoCAiIiIiIiLqHQxQdMULUAgBjkFBRERERERE1DsYoOiC8sagADgGBREREREREVEvYYCiC5kuHhwkk4iIiIiIiKi3MEDRFeU9xQMMUBARERERERH1Ej3oBHzR5Y+ZgAk/eBZCaoiNHhN0coiIiIiIiIguSAxQdCFSXIRhC7/q/CHZ4ISIiIiIiIioNzBA0RUhIHRmExEREREREVFvYpMAIiIiIiIiIgocAxREREREREREFDgGKIiIiIiIiIgocAxQEBEREREREVHgGKAgIiIiIiIiosAxQEFEREREREREgWOAgoiIiIiIiIgCxwAFEREREREREQWOAQoiIiIiIiIiChwDFEREREREREQUOAYoiIiIiIiIiChwDFAQERERERERUeAYoCAiIiIiIiKiwDFAQURERERERESBY4CCiIiIiIiIiALHAAURERERERERBY4BCiIiIiIiIiIKHAMURERERERERBQ4BiiIiIiIiIiIKHAMUBARERERERFR4BigICIiIiIiIqLAMUBBRERERERERIFjgIKIiIiIiIiIAscABREREREREREFjgEKIiIiIiIiIgocAxREREREREREFDgGKIiIiIiIiIgocAxQEBEREREREVHgGKAgIiIiIiIiosAxQEFEREREREREgdP7eoFHjhzBnXfe2deLveAdPXoUl1xySdDJoADU1dWhsLAQhmEEnRTqQ+3t7TBNE4WFhUEnhfqYZVmor69HcXFx0EmhALC8vzg1NDQgGo0iHA4HnRTqYyzvL16maaKxsRFFRUVBJ+WsHTlyBN/97nfPaVqhlFI9nJ4zampqgpRsuNHTbrzxRqxatSroZFAAHn30UXzrW9/C+PHjg04K9aGVK1fiyJEj+OY3vxl0UqiP1dTU4Omnn8Z///d/B50UCsCCBQtQXl4edDKojz377LO44YYbMHv27KCTQn1sxYoVqKmpwcMPPxx0UqiPVVdX47nnnsMLL7wQdFLOmlIKkUgEoVDorKft8xYUAwYM6OtFXhSEECgoKAg6GRQAXdcRi8W4/S8yeXl5CIVC3O4XoebmZmiaxm1/kZJScttfhAzDQDQa5ba/CEUiEYTDYW77i1AsFoOu6xfdtmdThgtEfn5+0EmggOTl5bFV0kVI13U29b1ISSkRjUaDTgYFhOX9xSkSiUDTtKCTQQEwDOOc7kJT/yelRF5eXtDJ6HPak08++WTQiaDzN3DgQJSVlQWdDApALBbD6NGjEYlEgk4K9aFwOIyhQ4dyHIKLkJQSgwcPxqhRo4JOCgWA5f3FKRqNYuTIkYjFYkEnhfoYy/uLl6ZpF2V53+djUBARERERERERdcR24UREREREREQUuD4fJJPOnlIKx44dw4oVK2BZFoqKinD11VejqKgI7733Hg4cOICCggIsXboUkUgEzc3NWL9+PQ4cOICJEyfiqquuuugGV7kQ1dfX480338SkSZMwZ84cbNu2Ddu3b4dhGLjppptQWloKIQTWrVuHXbt2obi4GF/5yldQUlISdNLpPPz6179Gc3OzPzDeXXfdhUOHDuH999+HZVmYO3cuJk+eDE3T8PHHH2Pz5s0AgEWLFl10TQIvJKZpYvv27di5cyeSySSuv/56jBgxAr/73e/Q0tKC0aNH4y/+4i8QCoVw6NAhbNiwAfX19Zg7dy6mTZsGXWfx3h9ZloXPP/8ca9euBQAkEgmMHDkSV199NbZu3YqDBw/mlPdNTU1Yv349Dh48iLKyMsydO5flfT/34YcfoqKiAqFQCFOmTMH06dOxfft27NixA4ZhYNGiRSgpKYEQAmvXrsUnn3zC8v4CsGfPHmzatAnxeBwzZ87EnDlzUFNTg9WrVyOdTmPmzJn+ub2iogKbNm1CKpXCokWLMGbMmKCTT2ehvb0dK1aswNGjRzFjxgzMnz8f6XQaH3zwASorKxGNRnHHHXcgPz8fiUQCf/rTn1BVVYVRo0Zh3rx5GDRoEBoaGrB69WrU1tZi3LhxuOmmm4JerR7FFhT9hBACeXl5KCgowLZt27Bu3TqsXbsWf/rTnxAKhbB582asXLkSpmli586d+OMf/whd17FmzRps27YN7MnTv6XTaZSXl+O3v/0tPvjgA3z++ed477330NraiqqqKrz77rtIJpM4duwYfvrTnyISiaCyshJvv/02t30/9+qrryKZTKKwsBD5+floamrCypUrcejQIdTV1aG8vBzV1dWor6/Hz3/+c0gpkUgk8F//9V/c9v3Yrl278P777yOVSiE/Px+WZeHdd9/F5s2bYRgG1q9fjy1btqC9vR3l5eXYu3cvAOCVV15BfX19wKmncyWEgGEYKCwsRGFhITZt2oQtW7Zgw4YNfnm/adMm/PGPf4RpmtixYwdWr14NXddRXl6OHTt2BL0KdB6amprwH//xH4hGo2hpacGKFSuwZs0arFmzJqe8T6VSqKmpwc9+9jO/vP/DH/7Ac34/1djYiNdeew0tLS3Iz8/HSy+9hCNHjuDdd9/FZ599hpaWFpSXl2P//v1obGzEr371KyQSCZimieeffx62bQe9CnQWLMvC8ePH8cknn+D9998HAOzcuRNr166FbdvYvn27fzxXVVXht7/9rV/XW79+PZRSeOutt/xgxi9/+Uvs2bMn4LXqWQxQ9ANCCJSWlmLZsmW46667MGzYMFRXV+Ott97CjBkzcN999+G+++7DSy+9hPb2dmzfvh3Tpk3Dgw8+iOHDh6OyshJtbW1Brwadh2PHjqG8vBzXXnstAKCiogJCCNx33324//77UV5ejra2NqxatQrDhw/HAw88gPnz52Pv3r2ora0NOPV0vhYtWoRly5Zh8eLFqK2txfbt2/3jvq6uDp999hm2bNmCcDiMe+65B1//+texd+9eHDp0KOik0zkwTRObNm1CLBbD/fffj3vvvRcTJkzAyy+/7B/z06dPx6pVq3D48GEcO3YM1113HR566CEkEglUVlayotJPSSkxZswYLFu2DAsWLMC4ceNwxRVX4KOPPsLs2bP94/7ll19GW1sbduzY4Zf3l1xyCcv7fq61tRWVlZW44447MH/+fLS2tmLDhg2QUuL+++/Hfffdh9WrVyMej2PVqlUYOXIkHnjgAXz5y19med+PHTp0CI2Njbjllltw7733IhKJYOXKlVi7dq1/zNu2jV27dmH79u1QSmHp0qV4+OGHsXfvXhw4cCDoVaCzEI1GsXTpUsyfP9//bP369Rg5cqRfxr/yyiswTRMbNmxAWVkZvv71r2PSpEmorKxETU0NPvroI1x//fV44IEHMH36dLz99tsBrlHPY4CiH9m2bRuWLVuGtWvXYurUqWhsbMTIkSMRCoUwffp07NmzB4lEAsePH8fYsWMRCoVQUlKCtrY2XrD0c8uXL8eiRYswbNgwAEBtbS3C4TCGDBmC8ePHo6amxm894zUBHDRoEMLhME6ePBlw6ul8CCHwox/9CA8//LB/YdrY2IhRo0Zh6NChsG0bzc3N+PzzzzFu3DgYhoH8/HwMHTqUAYp+qrW1FfX19fjzn/+MH/zgB3jqqadQW1uL3bt3Y/r06QiFQhgxYoTfikZKiZKSEkQiEQwfPhyHDx/mHbULQGVlJSzLwoQJE1BdXY1Ro0YhFAphxowZfnl/4sQJv7wvLS1Fa2sry/t+rLi4GNdddx3uuOMOPPnkk7j00ksxYMAARCIRDB48GBMmTMDRo0dhmiYqKiowderUnPKeAYr+qaCgAI2NjWhubkYymcRnn32G7du349ixYxg/fjyKiooQCoVQV1eHgwcPYvjw4cjLy/Of7LJv376gV4HOgqZpGDRoUE5XzJqaGhQVFSE/Px+XX3459u7dC9u2sX//fpSVlcEwDBQXF8M0TRw4cMB/uoeUErNmzcKuXbsCXKOex06q/YQQApMnT8bTTz+Nt99+G9XV1WhtbYWmaRBCIBQKIZ1OQykF0zRhGAYA5yBQSvFuWj+2bt06xONxfOUrX8E777wDAH7lQ0oJKSUsywIAJJNJ/1nZHb+j/uknP/kJCgoK0NDQgB/96Ee45557YFlWTsFm2zZSqRRisRiEEADgnxOo/zFNE8eOHUNBQQG++c1vYsWKFfjlL3+JtrY2//jWdR2WZfnHt6ZpAADDMGCaZmBpp55h2zb27NkDwzAwYcIEmKbZaXlvWZZf3uu6DqUUg1P9WCKRQE1NDZ577jkcP34c77//PlpbWzF58uScMl0pxfL+AjJixAjccsstePbZZwEAJSUlME2z07I++1wAOI8g5Tm//zNNE1JKv5ufd45Pp9M5x7kQAslk0n8POPvAhXa9xwBFPxKNRlFWVoZZs2Zh8+bNSCQSaGlpgWVZqK2tRVFREXRdR0FBgd8HuaWlBYZhIBwOB5x6Oldr1qzBm2++iVWrVqG5uRkDBw7EiBEjsHDhQsTjcSQSCeTn50NKiUsuuQQ1NTUAnGBFIpHggGn93BVXXAEhBEaNGoUZM2agoqICeXl5aGpqgq7rEEIgHA6jqKgIR44cgW3bEELg5MmTKCoqCjr5dA6i0ShKS0sxdOhQXH755UilUvj3f/93DBo0CMePH0dRURGam5tRWFiIWCwGpRRaW1sBACdPnsS0adP8Cxfqn44fP46amhqMGzcOhYWFGDBgAJqbm/3yfsiQIdB1Hfn5+X5539zcjFAoxPK+H1uzZg1KSkowa9Ys1NTUYPfu3Vi3bh3Kysr88r6goABSSgwbNozl/QVC13UsXboUt956K5RSeOaZZ1BYWIiamho0NDQgEonAtm3k5eUhFouhsrLSD0rU1NSguLg44DWg81VQUIB4PI50Oo2mpiYMGTIEUkoMGTLEbwnttY675JJL0N7e7gcljh49itLS0sDS3hvYxaMfsCwLJ06cQH19Pdra2vxmPwsXLsSHH36Iuro6vPrqq7jttttQUFCASZMmYd26daipqUFVVRWKi4sxcODAoFeDztGPf/xj7N+/H1u2bME//dM/4YEHHsA//uM/orm5GZ9++ilWrlyJmTNnIhKJ4I477sCbb76Juro6VFZWAgBGjhwZ8BrQuYrH42hoaEAikUBDQwO2bNmC2bNnY/To0Vi7di22bt0KXdcxYsQIXHPNNfjggw9QV1eHvXv34vjx45gyZUrQq0DnwGu2G4/HUVdXh61bt2L48OG444478Oqrr6K2thYbNmzAl770JYwZMwaWZeGTTz7BgQMHsG/fPlxxxRWQksV7f3bw4EE0NTVh2rRpAIB58+Zh/fr1qK+vx8svv+yX92VlZVi/fr1f3peUlLC878eGDx+O7du3o6mpyQ9SffnLX0ZTUxP27NmDFStWYNasWQiHw7j99tvx1ltv5ZT3I0aMCHgN6Fw1NDRAKYXjx49j5cqVuPfeezFt2jSsWrUKu3btQltbG8aPH48rr7wSO3fuRE1NDSorK3Ho0CFMnz496OTTWVBKIZVKIZ1OwzRNpFIpv6v+4cOH8Zvf/AaLFy+Gruu4+uqrsXr1ahw/fhxVVVXIz8/HxIkTUVRUhIqKCjQ1NeG1117D4sWLg16tHsUWFP2Abdv4+OOP8Z//+Z+wbRvjx4/Ht7/9bYwdOxbPPvss7rnnHpSUlGD58uUIhUKYO3cuNm3ahLvvvhsLFizANddcw7tpFwApJWKxGAoLCzF79mxUVVXhiSeeQF5eHn784x8jFoth0qRJ+OpXv4olS5Zg4sSJ+Pu//3tWVPqxlpYWPPbYY6iuroZlWbj77rtx2223obS0FP/yL/8C0zTx0EMPYdKkSTAMA/fccw8eeOABSCnx3HPPcdv3YzfddBP+53/+B3/1V3+F4uJiPPHEExgyZAj++q//GqtXr8ZVV12F22+/HbFYDDfccAOWL1+Ol156Cd/4xjf4qMF+zrZt1NfXo6CgAJdddhkAYMmSJXjmmWewbNkylJaWYvny5QiHw7jqqquwefNm3H333Vi4cCHmzZvH8r4fmz17Nm6++WYsXboUhYWFuP3223HnnXfijTfewOOPP45oNOqX95MnT8aNN96IJUuWoKysDN/73vd4zu/HXnzxRWzcuBFCCLz44ou49NJL8bWvfQ1PPfUUEokEli1bhpkzZyIcDmPp0qV49NFHEY/H8cILL/hd/Kh/aGhowPe//318/PHHME0TLS0teOihh1BZWYnvfOc7GDRoEF544QVIKTFz5kysW7cOd911F+bOnYtHHnkEQgh897vfxdNPP42f/vSnuOaaa3D99dcHvVo9SigOTkBEREREREREAWOolYiIiIiIiIgCxwAFEREREREREQWOAQoiIiIiIiIiChwDFEREREREREQUOAYoiIiIqEs/+clP8Pnnn/fIvJLJJDZu3Og/133nzp148cUXu5zuF7/4Bfbs2XNey16/fj02bNiAZDJ5XvMhIiKinscABREREXXpo48+QkNDQ4/Mq7W1Fa+99po/vxMnTmDr1q1dTvPGG2/gkksuOa9lFxYWYvPmzTh8+PB5zYeIiIh6nh50AoiIiOj8fPDBB6iqqsItt9yCN954A5s2bcLLL7+M9957D1VVVbj22muxfPlyHDp0CJdddhkeeeQRNDQ04De/+Q2effZZKKVQXl6OTz/9FPfffz9ef/11rF27FgMHDsTf/u3fYurUqf6yUqkUVqxYgddeew3hcBhLlizBbbfdhueeew7JZBL79u1DU1MTXnjhBYwePRoVFRV4/vnnEQ6HYds2Fi5ciJaWFqxevRp79+7Fddddh7lz5+LIkSN4+OGH0djYiLvuugtf+9rXctZxzZo1mDJlCgoLC3HkyBH83d/9HS677DLs3LkTixYtwv3334+1a9di06ZNqKmpweeff45HH30UmzZtws6dO3HDDTfg29/+NiZNmoRf//rXqK6uxrhx4yCE6OvNRURERKfBFhRERET93LBhw1BVVYXGxkasX78ee/fuRSKRwNatW3HppZdi/PjxeOqpp/D6669j8ODB2Lx5M8aNG4d169ahtbUVyWQSa9aswcSJE7Fx40ZYloWXX34Zt956K1auXIna2lp/WYcPH8Y777yDn/3sZ/je976HqqoqbNu2DbW1tUgmk/jnf/5nLF68GP/2b/+GlpYW/OpXv8LNN9+Mxx9/HABQXV2Nm266CdOnT8cLL7yA73//+7BtG9XV1fjhD3+Ib33rW9i0adMpLRw+/PBDzJkzBwBgmiaOHTuGq666Cj/84Q9RU1ODnTt3oqWlBdu2bcNjjz2G559/Ht/5zndw7bXX4rHHHsNnn32G3bt3IxQKYciQIaipqUEikei7jURERERdYoCCiIionxs9ejTq6upQU1MDXddx9dVX46OPPsLOnTsxY8YMHD58GE8++SQWLFiAl156Cbt27YJlWbj++uvx9ttvo7W1FR9//DGmTZuGLVu2YPny5bjxxhvxzDPPoKKiAqlUyl/WRx99hNWrV+OrX/0qHnnkEXz44YdoaWkBAFxzzTUoLS3FnDlzUFVVhUQigX379mHBggUYP348pk2bhlAoBMMwoGkaotEowuEwpJSYMWMGRo4cidLSUhQUFJzSneTYsWMoKSnx/y4qKsK8efMwcuRIhMNhNDU1AQCuvvpqFBcXY86cOUin07juuutQVFSEQYMG+YGWAQMGoLm5Gel0urc3DREREZ0FdvEgIiLq5zRNw/Dhw/HOO+9g8uTJmDJlClauXIn6+nqUlJTgf//3fzFgwAC8//77eOWVV9DS0gLbtrFkyRI89dRT0HUdV155JWKxGIYOHYp/+Id/wIMPPgghBCzLgqZp/rLy8/Nx55134l//9V+haRosy4IQAm+//TYMw4AQApqmwTRN/30ikYBpmkilUgiFQhBCQCkFpZQ/31AoBAB+lwvbtnPWMT8/H62trf7fUkoYhgHTNAHAn5c3fykldF3P6cLhzTORSGDgwIGQkvdpiIiIvkhYMhMREV0Apk6divfeew9TpkzBvHnz8Pvf/x7Tp08H4FTaLctCRUUF/vznP/utDWbOnImamhq8/vrrWLx4MQoLCzFixAjs3bsXGzduxNatW1FRUZHTFWLq1KmoqanBunXr8PHHH2P79u2oq6vrNE15eXm44oor8Ic//AEbN25ERUUFbNtGLBaDYRjYs2cPDhw40O31271793nmEmBZFk6cOIGSkhJEIpHznh8RERH1HO3JJ598MuhEEBER0fnJy8vD0aNHsWTJEgwdOhT79u3DzTffjIkTJyIvLw979+5FRUUFhg0bhqlTp2LixImIRCLQNA2NjY14+OGHYRgGSktL0d7ejvLycuzYsQNDhgzB2LFjUV1djZkzZ2LUqFEYNmwY3nnnHWzbtg2maWLixIlobm7G+PHjMWzYMCQSCdTX12PhwoUoLS3FBx98gP3796Ourg5TpkzB3LlzYVkW1q9fj9bWVowfPx7pdBpXXnkl4vE4kskkxo0bh0GDBvnrN3DgQPziF7/A7bffDsuycPLkSXzpS1+CEAJNTU0YMWIE8vLykJeXh4kTJ8IwDOzevRu33norUqkU2traMGrUKJimiV27dmHWrFnn/UQQIiIi6llCZbevJCIiIuohtm3j4MGD2LJlC9ra2rB//34sWLAA8+fPP6f5Pf7443jkkUdw6aWXnnOaNm7ciJMnT+Kaa67JCYAQERFR8BigICIiol5h2zb27duH//u//4MQAhMnTsTcuXMRi8XOaX7V1dUwDCNnsMyzdfToUf9JHnzEKBER0RcLAxREREREREREFDgOkklEREREREREgWOAgoiIiIiIiIgCxwAFEREREREREQWOAQoiIiIiIiIiChwDFEREREREREQUOAYoiIiIiIiIiChwDFAQERERERERUeAYoCAiIiIiIiKiwDFAQURERERERESBY4CCiIiIiIiIiALHAAURERERERERBY4BCiIiIiIiIiIKHAMURERERERERBQ4BiiIiIiIiIiIKHAMUBARERERERFR4BigICIiIiIiIqLA/X+qF+jb3B4VwgAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "1b56e6a1",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "352b48a9",
   "metadata": {},
   "source": [
    "# Lazy plot: Plotting everthing in one graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d270b6f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_d_nor(if_normal,name):\n",
    "    x_rst, y_rst = load_d(name)\n",
    "    if if_normal == 1:\n",
    "        return np.array(x_rst),normal(y_rst)\n",
    "    else:\n",
    "        return np.array(x_rst),np.array(y_rst)\n",
    "    \n",
    "def lazy_plt(if_normal, name, nameOfplots = None):\n",
    "    \n",
    "    plt.figure(figsize=(12,5.5))\n",
    "    plt.xlabel(\"wavenumber $(cm^{-1})$\")\n",
    "    plt.ylabel(\"% Transmittance\")\n",
    "    \n",
    "    # -----Set the linewidth-----\n",
    "    count_plot = 1\n",
    "    \n",
    "    addup = 0\n",
    "    for i in range(len(name)):\n",
    "        x_rst_ori,y_rst_ori=load_d_nor(if_normal,name[i])\n",
    "        \n",
    "        # -----restrict the range of data-----\n",
    "        x_rst,y_rst = x_rst_ori[:],y_rst_ori[:]\n",
    "        \n",
    "        # -----Set the linewidth-----\n",
    "        lm=1.5\n",
    "        \n",
    "        y_rst = addup+y_rst\n",
    "        if if_normal == 1:\n",
    "            if nameOfplots != None:\n",
    "                plt.plot(x_rst,y_rst, label=nameOfplots[i],linewidth=lm)\n",
    "            else:\n",
    "                plt.plot(x_rst,y_rst, label=thisPlotName,linewidth=lm)\n",
    "        else:\n",
    "            if nameOfplots != None:\n",
    "                plt.plot(x_rst,y_rst, label=nameOfplots[i],linewidth=lm)\n",
    "            else:\n",
    "                plt.plot(x_rst,y_rst, label=thisPlotName,linewidth=lm)  \n",
    "\n",
    "    ax = plt.gca()\n",
    "    ax.invert_xaxis()\n",
    "    if if_normal == 1:\n",
    "        plt.yticks(color='w')\n",
    "    plt.legend(loc='lower left')\n",
    "    # plt.xlim(4000,500)\n",
    "    plt.grid()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d9acc535",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3tkVEpH1SUt9OrMkp442tZnb47wCTmfIaO/kVtewpq6Wkqh5fqwWTCbblV+JwuvCxmEkM9yci0AeH08W63DLCA2z0iAuhqr6BpPAABqWE0eB0UVHbQO99IwLBfjbCA2xEBfkS7GfF12rBbDKq/Voa0UMYjDcnPeMPfm21mPFWDj00NeJAUaUz+8VzymNzeWHuTm6f0NU7AYmItCJOp4t/fb+ZV+Zl8O9p/Zk2OMnbIbVbfjYLg1MiGJzSuBkQZ/VPOOTr9bllfLwihxd/2cmDX26ke2ww5w9OZMbotENu4ouISPujpL6dsJpNWMwwf3sRNouZYD8rMSF+9IoPISLQl1q7A7vDSd/EUJLCA9hZWElOSQ3FVfUA/G5Sd0akR3Togj1hAT78eUpP7vt0Haf1iaObF1siiYh4W1VdA3d+sJrFO4p45aqhjOsW7e2Q5Bj6JIbSJzGUB87sxaY9FczamMezP+9gTXYZT108oEP/fRcRae+U1LcTvRNCuLyLkylThmGzHb/ITqdITcs7kvMGJfLDxr1c/OJiLhmWzLkDk7RGUUQ6nKq6Bq58dSn5FXXMvHmUV/u+i3tMJhO9EkLolRDCaX3iuOjFRfxx5jr+fX4/zI2cUSciIm2LbtuK/IrJZOLpSwZx8/jO/LS5gFMfn8sfP1lLg8Pp7dBERFpErd3BtW8sJ7+ijg9vGKmEvg3rHhfMm1cP47v1e3ngiw24XEeuiSMiIm2bknqR3/Cxmrl2TDrf3jGGD64fwXcb9vKv7zZ7OywRkWZX1+DghrdWsKu4mnevG05cqJ+3Q5IT1C8pjNdmDOWjFdk8+eM2b4cjIiLNQEm9yDEMT4/k6UsG8sr8DGauzPF2OCIizcblcnHfzHVs3FPOO9cOJylcy7Tai6GpETxzySCe/mkbC7YXejscERHxMCX1Iscxpms0f5nai999tIY/fLyW/Ipab4ckIuJRJVX1/Ou7LXy9dg+vXDmE1KhAb4ckHnZqr1imDU7i719txOHUNHwRkfZESb1II1x9UhqvzRjGmpxSLnphsRJ7EWnzauodvLkok1P++zMD/z6L95ft4n+XDqJfUpi3Q5Nmcs+k7mQVVWvmmYhIO6Pq9yKNNK5bNINTwrn85SVc/vIS3r9+JBGBPt4OS0TELWU1dl6dn8EbizJxueDq0WmM7x5Nj/hgfK0Wb4cnzSg2xI/rxqTx+KytnNk/AT+brreISHugpF7EDUG+Vt6YMYxLXlrMWc/MZ2KvWKb2jWdIaoS3QxORDm59bhlgtDg1mQ62LsspqebLNXuwmKG8poE3F2US7GfjnondOH9wEgE+eivQkVw/rjPvLNnFawsyuWl8Z2+HIyIiHqC/5CJuCg2w8cENI3hlfgZLM4p5Y2Emr141lPHdY7wdmoh0QJV1Dfz503V8vno3AH0TQ7l+bDqjOkfy/rJs/m/2NhLC/AnwsWA1m7h7YjcuHZ6Cj1Ur8DqiIF8rd5zalf98v4VLhiUTFqAZZyIibZ2SepEmCPazceep3QD413ebufXdVXxy0yi6x6mfs4i0jFq7g2/X7+Hp2dtxuFx8eetJBPtZeWneTn7/8Rpq7U7CAmz8/ew+TBuchNlsOv5BpUO4eGgnXp6XwXM/7+C+KT29HY6IiJwgJfUiJ+j3k7qTWVjF1a8v45ObRqmvs4h4hMvloqCyjj2ltVTVNVC576OitoGteRV8sWY3LhecNyiR303uToifDYBHzu3L/Wf0YlteJZ0iAwj1t3n5lUhr42M1c8+kbtz78VquG5tOVJCvt0MSEZEToKRe5ASZzSYev3AAl7+yhMteXszLVw4lTe2gRMRNDqeLOZvz+XzNbvaU1rCzsIriqvoDjwf5Wgn2sxLkayUu1I8HzuzNlL5xR1wT72ez0DcptCXDlzbmjH4J/OvbzXy8Iocbx2ltvYhIW6akXsQD/H0svHrVUG57bxVTnprH5SM6cc1J6Rq1F5Ejqqpr4Ot1e1i8s4gteyuob3BSVFVPZW0DE3vHclLXKC4fkUL3uGCSIwIIsFk0fV48ymI2ccmwTry7ZBfXj0nX95eISBumpF7EQ0L9bbx21VA+X53Lcz/v4P2l2bx+9VAGp6gyvohAfYOTvPJaPl+dy0vzMjCbYHSXKM7sn4C/zUKQr5Vx3aM1FVpazEVDk3lq9jbmbS9kXLdob4cjIiJNpKRexIMsZhPnDUrinAGJ3PvJWu54fzXf3zmWQF/9qIl0NPUNTnYVV7E8s4QPl2ezclcpAHEhfvxuUjcuGJKsPuHiVTEhfkzqHcs7i7OU1IuItGHKNESagdls4qGzejPpiV947Iet/PXMXt4OSURaQE29g283FvDO4iyWZ5XgcLqICvLh9D7x/G5ydxJC/UkM98dmUTs5aR0uG57C9FeWsLu0hoQwf2+HIyIiTaCkXqSZBPpa+dvZvbnuzeVEBftww9jOWLRmUaRNszucZBVVsS2vki15FbhcRl/4ensDL282c++yOZhNJs4ZmMAtJ3ehW2wwsSG+mEz62ZfWaVTnSNKiAnl3yS5+N7m7t8MREZEmUFIv0owm9IzlsQv789fPN/Dz5gJevGIwYQE+3g5LRI5ie34F32/IY09ZDYlhAewtq2He9kLKqu34Ws3kV9TR4HQR7GulS2wQAM/P3YHT5aJPGDx5YT/G9Yg9YkV6kdbIZDIxfUQKz8zZzm0TuuBr1ZIQEZG2Ru86RJrZuQOTGJYWyZWvLuUvn63nmUsHeTskkQ7P5XKxLb+SuVsKWLijkLzyOoqq6sgrr6NrTBDp0YGsyS4jLMDGxUOTiQ/1p8buID7Uj64xh46+O50uquvqmf3Dd5zaMwabTX9apW05b3AS//5+C9+t38vZAxK9HY6IiLhJ7zxEWkBimD//vaA/5z67gIu2FTCmqwoSiXiD3eHks1W5vPDLTrbnV5IWFciYrlGM7hJFeIAP/ZJC6Rob7NYxzWYTvlatkZe2K8TPxrkDE3lzUZaSehGRNkhJvUgLGZAcxqXDOnH/Z+v59o6x+PtoiqNIS6m1O/hgWTYv/rKT0up6Lh+ZwstXDCE1KtDboYm0CtNHpnDak/PYvLecHnEh3g5HRETcoKT+N+rq6qirqzvwdXl5OQB2ux273e6tsI5rf2ytOUaBuyd05sdNefzuo9X89/w+WI9TAVvXtf3RNW05pdV2soqr2binnOfmZlBrd3DFiE5MH9GJUH8b4LnroOva/nS0a9o50p9BncJ4e1EmD5zR09vhNIuOdk07Cl3X9kfX1ODO6ze5XC5XM8bS5jz44IM89NBDh21/9913CQgI8EJE0t7kVMH/NlroHOziiq5ONGAv4lm7q+DH3WZWFZpwYiLE5mJotItJSU789PMmclSL8018nmnmkaEO1KxFRMS7qqurufTSSykrKyMk5NgzqJTU/8aRRuqTk5MpLCw87n+mN9ntdmbNmsXEiROx2WzeDkeOY1t+Jde8uZI+CSE8c3F/zEd596Tr2v7omjYPu8PJz1sK+WB5DnO3FTIiLZzrxqQxqFMYQb7NPylN17X96YjXtLCyjpH/mstH1w9jQHKYt8PxuI54TTsCXdf2R9fUUF5eTlRUVKOSek2//w1fX198fX0P226z2drEN1VbibOj65UYzptXD+Oc/y3g2V8yuWtit2Pur+va/uianrgGh5NFO4v4fsNevlu/l/LaBk7vE8fMm0cxqFO4V2LSdW1/OtI1jQ+30Ss+hIU7Sxma3n4Lunaka9qR6Lq2Px39mrrz2pXUi3hJ19hgnrx4IDe8tZye8cGc1ife2yGJtGqVdQ0s2VnEutwy1ueWsyKrmIraBkZ2juTOU7txZr8EQgM67h9/EU8Y2y2aX7YVcMepXb0dioiINJKSehEvmtgrlrtO7cbdH64hNSpQFYdFfsXpdDFnSz5frd3Dxt3lbC+oxGo20SshhD4Jofx5ai8m9IghPNDH26GKtBtju0bx0rydlNXYDxSUFBGR1k1JvYiX3XpKFzbtLee6N5fz2c2jiQw6fPmHSEdSU+/gk5U5vDo/g+ySaib2imXa4CR6J4QwKCUcP5uq3Yk0l8Gp4fhYzCzaUagZZCIibYSSehEvM5lM/Gdafy5+cTEXv7iY/1zQv10WKBI5FofTxbLMYj5blcvXa/dgsZi4bHgnrhiZSmyIn7fDE+kwfK0WRnaOZO5WJfUiIm2FknqRViDQ18qbVw/jr19s4NxnF3DTuM78fnJ3b4cl0mhVdQ38uCmPnJIa0qMCSQoPwOFyYbOYCA/woa7BSXFVPSVV9RRX11NaXQ+AxWxme34lszbmUVxVx8jOkTx0dm9O6xNHgI/+RIl4w7hu0bwwdwculwuTSb3tRERaO71jEmklwgN9ePqSgZw7MIGb3l6J3eHknlO7eDsskWPaUVDJW4uy+GRFDpggNTKQzMIqKuoajrh/gI+F8AAfwvYVtHM4XcSF+nHnqV2Z3DuO6GAtPxHxtlN6xPDAFxvYuKec3gmh3g5HRESOQ0m9SCtzSo9YXr5yCDe/vZJteRVM1vspaWVySqr5dt1evl63h9XZpfRLCuXBs3oztV88fjYLLpeLiroGrGYT9Q1OSqrt+NnMhAf4aD28SBuQHBFA99hgZm/Kb1NJ/ZKdRewqrua8QUlYzJphICIdh5J6kVZoTNdoPrt1NNe9sZwndlk4aXwtyZGqQizeVVZt58nZW3lrURbxYX5M6RPPw+f0oU/ioW/6TSYTIX7G92uAD4QFqDq9SFszoWcMszfnc/uEttHabtbGPG54azlmk4m88lpuPaVtxC0i4glmbwcgIkfWOTqIj28YTqANrnp9BeW1dm+HJB1Ug8PJm4syGfffOfy0OZ9nLxvEL78/mfum9DwsoReR9mFCz1jWZJeSX1Hr7VCOq6iyjvtmruOGcZ3505SevLkoC6fT5e2wRERajJJ6kVYs2M/KDT0cuFwubnt3FTX1Dm+HJB3ML1sLOP2pefznuy3cMr4LP9w1lkm941Q8S6SdG5AcRkSgD3O3FHg7lGNyOF3c89EaooN9ufPUrkzsFUt+RR2ZRVXeDk1EpMUoqRdp5fyt8PxlA9meX8m5zy4gS29UpAXsKKjk6teXcdVrSxmaFsGc34/nurHp+Fq1Jl6kI7CYTYztGsXPW1t3Uv/ot5tYkVXCM5cOxNdqISncn/AAG2tzyrwdmohIi1FSL9IGpEUF8uVtJxEd7MuZT8/np8153g5J2rFPV+Uw+YlfqKl38PXtY/jHuX2JClJVepGOZnz3GOZtLcDRSqeyz91awKsLMnnussF0jg4CjJoeXWOC2VmoG+Ai0nEoqRdpIyICfXh9xjCmj0zh2jeW88SsrVozKB43b1sBv/9oLX88vQfvXjecnvEh3g5JRLxkRHok5bUN7Cio9HYoR/T24iym9o3npK5Rh2yPD/NjT2mNl6ISEWl5SupF2hCL2cTvJ/fg+csH8+r8DG59b2WrHUGRtmd5ZjE3vLWCa05K49ox6Vo3L9LBxYb4Eh3s2yqnstc3OFmwvZDT+8Qd9lh8qD97y1t/gT8REU9RSzuRNmhS7zg+uTmQC19YxF8+W8c/zu2rBMyLauod5JRUU1xVT1ZxNRW1DdQ3OMkorGRtThk+VqNHe0SgDzFBPjhLTIytayDc1nraFK7IKmbGa8s4Z2Aifzy9h7fDEZFWwGQy0TcxlHU5pUwbnOTtcA6xYXcZ1fUORqRHHvZYQpgfszbu9UJUIiLeoaRepI3qFhvMK1cO5bKXF2OzmPnj6T0I8NGP9IlwOF2U1djJLalhe0EF2cU1VNTaqap3UFnbQFK4P30SQ6mpd1DX4MRihk17KvhkZQ4VtQ0AJIT6ERrgg4/VTEKoH+cOTMQFlFTVU1xVz8rsUlZlmXn9n3MYkhLBlL5xnDUgkVD/5k/wdxZU8u/vtrA8qwQ/m5kByWGM7RZNVV0Dj367mfMGJfHw2X10g0hEDuibGMov21pfsbyNe8pJDPMnPNDnsMfiQvzYU6aRehHpOJQBiLRhg1PCee2qYdz23iq+Xb+Xf5zbl4m9Yr0dVpvhcrnYUVDJmuwyFu0sYtbGPMpq7ABEBfnSKcKfsAAf/G0WAnwsLMss5o2FmYT42/C1mnG4XMSH+nP/Gb0Y3z2aUH/bcavD2+12PvvyGyJ7DuaXbcU8NXs793++AT+bmYRQf24c15kLhiR5NLF2uVy8tTiLf3yzicEp4dx3eg9qGxwszSjm0W83A/D7yd255qQ0JfQicoh+SaE8P3cHDQ4nVkvrWbW5YXc5vROOXPMjMsiX6noHdQ0OdewQkQ5BSb1IGzeycyS/3Duep37cxi3vrOSd64YzNDXC22G1SmXVdr5Yu5uMgirqHQ7mbC4gt7SGiEAfhqaG85epPemTGEp8qB9hAYeP/niKjwXGdInilJ7x/GlKT9bklFJRa2dNdhn3f76e95ft4u6J3RndJfKEkmy7w8nXa/fw8vydbM+v5M9Te3H58E4HjnnZ8BRPvSQRaaf6JIZS1+BkR0EV3eOCvR3OARt2l3NK95gjPhbka7y9raxtwDdISb2ItH9K6kXagQAfK388vQeVdQ1c/+ZyXr5yKINTwr0dVquws6CS7zbsZWlGMQt3FBHqb6NfYigmE8wYncqkXnEkR/h7bYTax2o+cBPmlB6xnD8oiSd/3MoVry7hgsHJ/O2c3m6PNOVX1PLR8hzeWpRFea2dC4ck89xlg0mOCGiOlyAi7VhMsC+RgT5s3FPWapL6BoeTzXvKue3kLkd8PMhvX1Jf10Ck2nGKSAegpF6knTCZTDx0Vm8aHC4uemERf5nakytHpXa46dR7y2p5bWEGOwuqKK+xsySjmG6xQYxIj+Ty4SmM6x6NrRVNIf2tTpEBPH7RAC4bkcKNb69g24sVPH/5YGJC/I773B0FlTz14za+WbeHuFA/rhyVyqXDOhEa0HoK8olI22IymeiVEMKG3HLOHejtaAw7Cqqoa3DSJzH0iI/vH6nfX+tERKS9U1Iv0o5YLWb+Na0fg1PC+cvn68mrqOPeyd3bfWJfa3ewOruUHzfm8dbiLFIjAxnZOZLUyADuPa1Hm5y1MDglnC9vPYkb3l7Bmc/M57WrhtHrKOtHK2rtPD5rK28tymJIajgvXTmEcV2jMZvb93UXkZbRKyGEda2ord2G3WVEBfkQG3LkUfgD0+/rlNSLSMegpF6kHbpwaDKxoX5c98ZynC4X907ugaUdJnh1DQ7eWbyLp3/aRlmNnd4Jofx7Wj/O7JfQLhLauFA/Prh+BL//eC0XvbCIl64cclj7poKKOq58dSnltXaevWwQE3vFtvubOCLSsvokhPLukl04nK5W8bdkw+5yeiWEHvV3ncVsIsDHQqVG6kWkg1BSL9JOjesWzYtXDOa291axIbecpy4e0C7WFrpcLrbkVTB7Uz7vL9tFeU0Dt53ShQuHJhPi1/6mmfvZLDx10QD+9tVGrnh1KQ+f3YdRXSIJ8rWSU1LDbe+tItjPyhe3nkTEEVo7iYicqOFpEVTUNrBxdzl9k4485b0lLc0o5uQeRy6St1+Qr5WqeiX1ItIxKKkXacfGd4/hq9tO4qa3VzL1/+bznwv6MaZrtLfDapKdBZW8sTCTHzflk1taQ9eYIM4dmMQ1o9Pa/Zpxs9nEA2f2Ij7Uj/s/X09dg/PAY6f0iOH/Lhl4YLqpiIinxYT40SUmiF+2FXg9qc8rr2Vdbhl/P6fPMfcL8rNqTb2IdBh6FyjSzqVEBjLz5lH885tNTH9lKb0TQji9TxzXjknHz9b6W/1U1zfwyrwMnp6znT4JIVxzUhqn9oylU2THquRuMpm4YVxnLh+RQlFlPRV1dkL8bKpoLyItYmrfeGauzOGmcZ29urxp1sY8ooJ86XeUInn7BftataZeRDoMJfUiHYCfzcJDZ/fhshEpfLV2D28syuLTVbk8eFZvRqRHtrpq8FV1Dby3dBefrMxly95yQv1tPHpeX84dmNjh14sH+loJ1Ki8iLSwi4Ym8/zcHXy6KpfzByd5LY5v1u3h9D5xx72xEORn1Zp6Eekw9M5QpAPpFhvM3RODuXp0Kn//yhi597Gamdgrlr9M7Ul8qL/XYsstreGDpbtYnlXC6uxSAnwsXDY8hfvP6MmA5DACfPTrSkTEWxLC/Ll9Qlf++vl6esaHHLUbR3MqqKhj8c4ibp/Q9bj7BmmkXkQ6EL1LFumAwgJ8eOzC/tw3pQcrs0p4Zs52TvnvXE7uEU1CqD/nDkqkd0Lzr5t0uVzM21bIB8uz+W79XjpHB3Jy9xiuGJnC+O4xbWJ5gIhIR3HTuM5s3lvBRS8u4rx9M6dsFhM2i5klGcXsKa1h+shUbhyX3iyzqn7clEdEoC9DUyOOu2+Qr01r6kWkw1BSL9KBRQX5Mql3HBN6xvLV2t0s3lnM2pwyXlmQwWm94+gUGUCfhFAm9oo94QTb5XKxPrecz1bnklNSTWpkIAt2FLJ5TwWn9ozllSuHMK5bdIefXi8i0lqZzSaevGgAr87PYNHOIqxmE/UOJ9V1DoalRRDmb+OxH7YSHmDj4mGdPH7+FVklDE+PaFRbvWA/K3vKajweg4hIa6SkXkSwmE2cPSCRswckAjB/WyGfrMxh4+5y3lqUxZ8/NTGhZyyDU8LpkxhKTLAvOSU1+FrNxIf58ePGfH7clIe/j4VOEQGs3lVKXkUtflYLLow18hW1dkqq7QxJCadbXDAbdpczMDmc5y4brGJvIiJthMVs4rqx6Vw3Nv2o+zzyzSZO7hFDbIifR8+9JruUC4ckN2pfTb8XkY5ESb2IHOakrlGc1DUKMBLyb9fv5ect+bzwyw6yiw8f+YgI9GFy7zgaHE5WZJbQLymUKVHx1NkdgPHmKtDXSp/EUNKiAlv0tYiISMu55qQ0vly7m399t5nHLxzgsePW2h1sL6ikz3Gq3u8X6KtCeSLScSipF5FjCvS1Mm1wEtP2VTsura6npNpOfKgfdXYnWcVV9IgLwcfauiroi4hIy7NazPzxtJ5c8eoSbh7fmS4xwR45bmZRFS4XdI5p3I3hID8rFRqpF5EOQu/CRcQtYQE+pEUF4mezEBpgo19SmBJ6ERE5YHSXSIalRfDErG0eO+bOgiqC/axEB/k2av9gjdSLSAeid+IiIiIi4jEmk4m7J3bnm/V72J5f6ZFj7iyoJD06qNHFVIN8rVRppF5EOggl9SIiIiLiUcPSIhjcKZxnf95OZmEVV766lNOfmsd/v9/CtrwKt4+3s6CKzm7UZAnys1JV78DhdB11n215FZz+1Dw+XJ7tdjwiIq2JknoRERER8bh7JnVn5spcJj3xCw1OJ6f3ieOnzflMfOIXrnx1qVvV6TOKqkh1J6n3NcpGVdUf/RyP/bCVTXvK+cc3m2hwOBt9bBGR1kZJvYiIiIh43MjOkbw4fTAPnNWLN68ezu0TuvLNHWP45vYx7Cys5JGvNzb6WJmF7iX1wX5GUn+0dfVVdQ3M3pzHYxf0p6zGzurs0kYfW0SktVFSLyIiIiLNYlLvOC4bnoLFfHAtfK+EEP52dh8+XJ7DnrLD26T+Vlm1nZJqO2mR7o/UH202wNKMYkwmE1P7xdMlOoi1OWWNPraISGujpF5EREREWtT4btGkRAbw4bKc4+6bUVQFQGpUQKOPH7RvpL7iKCP1izOKGNQpDD+bhZTIAHYVVzf62CIirY2SehERERFpUSaTiSl94vlxU95x980srCIqyIdgP1ujj+9rteBjMR91pH5tdhkDksMBSI4IIFtJvYi0YUrqRURERKTFTegZw7rcMvLKa4+5X0ZhFaluTL3fL8jvyL3qnU4X63PL6JcUCkBKhEbqRaRtU1IvIiIiIi2uf1IYUUE+/Lwl/5j7ZbpZ+X6/IF8rlXX2w7ZnFFVTUddwIKnvtG/6vct19PZ3IiKtmZJ6EREREWlxZrOJEemRLNpRdMz9MouqSWtiUn+kNfXrc8uIDPQhMcwfgE4RAdQ1OMmvqHP7HCIirYGSehERERHxipGdI1m0s+iYo+SZhVWkRDa+SN5+xkj94Un92txy+iaFYjIZFfmTwo1jawq+iLRVSupFRERExCtGdY4ir7yOjMKqIz5eUlVPWY3do2vqN+wup19i6IGv/WwWYkN82VXUtKTe4XTx+oIMXl+QQa3d0aRjiIicCKu3AxARERGRjik1MoC4ED8W7SwiPTrosMe35FVgNkF6dNOm31fVH5rUO12wcU85N4zrfMj2TidQLO/FX3by9E/b8LWaeWbODoJ8LewpqyUtKpCnLh5I97jgJh1XRKSxNFIvIiIiIl5hMpmMKfhHWVe/NqeUrjHBBPi4Pw4V5Hf4mvr8GqixO+nzq5F6gE4RgU1K6u0OJ6/Mz+B3k7oz7w+ncPuELlw7Jp1nLxtEckQAV7++jJp6jd6LSPNSUi8iIiIiXjMyPZLFO4twOg9fV78mu4z+yaFHeNbxBR9hTX1OlYnwABvxoX6HbG/qSP3KrBKKq+o4b1AiQb5WrhiZyuUjUpjQM5YnLhqA3eHk9YWZTYpfRKSxNP3+N+rq6qirO1j9tLy8HAC73Y7dfnhblNZif2ytOUZxn65r+6Nr2j7purY/uqYtZ2R6GIWV9azMKqJ/0qEJ/KpdJdwwNq1J18HfZqa8xn7ItcyuMtErLoiGhkOT/cRQH3YVVbl9nnlb8+mTEEKgzXTYc33NMH14Mu8syeLqkcmYzSa3X4Mcn35W2x9dU4M7r9/kUlPOQzz44IM89NBDh21/9913CQhwv/KqiIiIiBzbf9da6BHm4oxOzgPbCmrg4dVW7uvfQFwT3oL9ssfEgjwz9w04OP396Q0WUoNcnJniPGTfjAp4cr2V/wxrwMfS+HP8b6OZpAA4O9V5xMfL6+GBlRau7+GkZ5jecotI41VXV3PppZdSVlZGSEjIMffVSP1v3Hfffdx9990Hvi4vLyc5OZlJkyYd9z/Tm+x2O7NmzWLixInYbDZvhyMeouva/uiatk+6ru2PrmnLygzYyedrdnP66aMPtJp7e8ku4jMymXH+mAPb3FG/ejfzZ21jypRxANTV1/OHpXO4ZVJfpvRPPGTfgoo6nlw/l97DxtI19vCCfUficrn46+o53DSpJ1P6xR91v/k1q9nhgnumDHD7Ncjx6We1/dE1NeyfMd4YSup/w9fXF19f38O222y2NvFN1VbiFPfourY/uqbtk65r+6Nr2jLOH5LMkz9tZ83uSoamRgCwYEcx47pF4+Pj06RjhgX6UVnbcOD6ZRVVU+sw0S85/LBrGh9uxd9mIbe8nl5Jh1/vDbvLmLkylztP7Uqwn/F4dnE1ZTUN9O8UcczvkctGpHL168soqXEQE+J31P3kxOhntf3p6NfUndeuQnkiIiIi4lVJ4QGM7xbNawsyACitrueXrYWc2jO2yccM9rNSVe/Asa8A34bd5fhbXCSH+x+2r8lkIiUygMzCqiMe6w+frOWV+Rm8PC/jwLYNu8sI9LGQGnnsdnsndYkiLtSPj1bkHLJ9w+4y/vnNJuZsyUerYUXkRCipFxERERGvu/WULnyzbi9rskv5fPVuQvytjOse3eTjBfsZE1Ir97W125JXSUIAR53Knx4dSEbR4Un99vxK1ueWc1b/BL7fsPfA9nW5ZfRKCDluATyz2cRlw1N4Y2HmgfZ2szflce7/FjJ3awHXvrGc854z/q3kXkSaQkm9iIiIiHjd4JQIzugXz83vrOSJH7cyfUQqNkvT36qG7JsmX15rVJDOKq4myu/oSXNaVCAZBYcn9Qu2F5Ic4c8N49LZvLeCnBKj9d3anDL6JYU1KpYrRqbgdMHfvtrAW4syufHtFdw0vjPf3TmW2XePIz0qiBmvLeXCFxaxs6DysOfXNTiO2PJPRASU1IuIiIhIK/HP8/oyPD2C0/vEceP49BM61mFJfVE10f7HSuqDyDjC9PslGUUMT4ukV3wIcSF+zNlsTJdfl1tGv9+04DuaQF8r/7t0IN+s28sj32ziz1N6ctfEbgCkRgXy2IX9mX3PePx9rJzx9Hw+WZGDy+WiotbOw19tpO+DP3DKYz+TXVzt7n+DiHQAKpQnIiIiIq1CsJ+Nxy8c4JFjBe2bfl9R24DL5SKruJqhnY6+f1pUIHvLa6mqayDQ13iuy+Viyc5i7pvSE5PJxNhuUfyyrZBx3WIorbY3eqQeYHh6JEv/PAGnE/yP0DcvLSqQ168aykvzdvLHmWt5b+kusoqr8bGYefS8vry/NJs/fLKWd68b4db/g4i0f0rqRURERKTdsZhNBPtaKa22U1xVT0VtA9HHmH6/v5XdlrwKBnUKB4z19EVV9QxPMyryj+0WzR8/WceKXcUE+1lJiQhwKyZf6+HJ/K+ZzSZuGNeZcd2j+XBZDif3iOHq0Wn4+1jonRDK5Cd/YeWukgPxiYiAknoRERERaacig3woqqojs8iYth51jI5yIX420qICWZdTdiBpXpxRTGKYP8n7kvcxXaNpcDq564M1TO4de9wieU3VIy6Ev57Z65Bt3eOCOalLFJ+syFFSLyKH0Jp6EREREWmXIoN8KaqsJ7OwiphgX3yPPVBOn8RQ1uaUHfh68c4ihqdHHPg61N/GlaNSMZngqlFpzRX2UU3tF8936/fS4HC2+LlFpPVSUi8iIiIi7VJUkA+FlXVkFFaREnn8qfL9EkNZm1MKHFxPPyI98pB9/nhaD9Y8MImRnSOPcITmNbl3HKU1dpZnlbT4uUWk9VJSLyIiIiLt0v6R+u35lXSODjzu/kPTItiWX0lBRR07CqoorKxjRNqhybvJZDpQWb+lRQT60CchhEU7irxyfhFpnZTUi4iIiEi7FBvsx97yWnYUNC6p75sYSqi/jQXbC1mwvZCEUD+SI/xbINLGG54eyZIMJfUicpCSehERERFpl1IiA9hRUElmURWdo46f1FvMJsZ2i+abdXuYuSqXKX3jMZmapxheUw1Pi2DlrlJq7Q5vhyIirYSSehERERFpl9KiAimttmN3uOgeF9yo51wyNJkfNuaxJruUaUOSmjlC9w1JjcDucLIut+z4O4tIh6CWdiIiIiLSLvWMDwEgJtiXmGDfRj1nVJco/n52b0L8bfSIC2nO8Jok1N9GWmQg63PLGJoacfwniEi7p6ReRERERNolH6uZr247iUBf997yTh+Z2jwBeUivhBA27i73dhgi0kpo+r2IiIiItFt9EkNJa8R6+rakV0IIG5TUi8g+SupFRERERNqQ3gmhbMuvoL7B6e1QRKQVUFIvIiIi3rP9R3htKlTmt+x5nU7YsxYc9pY9r4gH9IoPwe5wsS2/wtuhiEgroKReREREvGf+k5A1H7Z823LndLngs5vghTHw2c0td14RD4neV/hP6+pFBJTUi4iIiLc01MOuxWD1g9zlLXfeLd/C+k/gtH/Bug8ha6GxvTQb6qtbLg6RE9ArIYSNe5TUi4iq34uIiIi3FG4Bpx2G3wA75rTceef9FwZeBiNuhN0r4et7oNMIWP4qhCTCjG8gKLHl4hFpgl7xISzPKvF2GCLSCmikXkRERLxj73oIjIHup0P+RqhrgfXBhdshdwUMu8H4etIjYK+GTV/BRe9AVFd47xJoqDvy82vL4McHIX9T88cqcgw940PYvKccl8vl7VBExMuU1IuIiIh35K2HuD4QPwBMJti9qvnPueVriOgMMT2Nr4Oi4baVcPdG6HkGnP8KVOZjXvzMkZ8/++8w/wmYeb2xNl/ES3rGB1Ne28CeslpvhyIiXqakXkRERLxj7zqI7QO+QRDTC3JaYF191iJIH2/cRNjPbAGLzfh3YBSMuxfz8lcwORsOfW7FXlj5Bkz4K+xda0zdF/GS1MhAfKxmtuxVBXyRjk5JvYiIiLQ8l8sYqY/tY3ydONiYFt/c58xeAsnDj71f/4uhvpL4st/Es/hZCE+F0XdBymhY836zhSpyPFaLmW6xQWzaq2J5Ih2dknoRERFpeZV5UF1kTL8HSB5mJNzNOaW9aAfUFEPy0GPv5xeKq9e5pBb+dHBb7kpY+hKcdBeYzdDnfNjwKTgajn4ckWbWIy6EzXs0Ui/S0SmpFxERkZaXtx7MNojsanzdaSRUFUDxzuY7Z85SCIyG8LTj7uoYPIPoyk1QsBn2rIW3zoVe50D/S4wdep8L9lpY8lzzxStyHD3igtmskXqRDk9JvYiIiLSM4p2w8i2oq4Q9ayC6B1h9jMci0o2Ee3/P+OaQswyShh66nv5o4gdQFNgVy3f3wtvnQZdT4exnDj43IAImPwI/PQyF25ovZpFj6Bkfwo6CKuoaHN4ORUS8SEm9iIiINL9V78Czo+Cru4xR701fQvq4g4+bTJB+Mmz7ofliyFkGSUMavfuGxEsw5a0z1vuf85xRUO/XBl1hrK3/7CZwKqmSltcjLhiH08X2/EpvhyIiXqSkXkRERJrX93+GL283qsbfuRZKMo32df0uOnS/nmfCtllQU+q5c9eWG+ve6yohbwMkDWv0U0sCu9Bwzw649IODMwp+zWSCs56Ggq0w999QX22cR6SFRAb5Eh3syyatqxfp0JTUi4iISPPJXQmLnoHLPoaRN0NIAty0AG5aCPH9Dt2322ngHw6LPbROvTQbnugDr50GO34CTJAw0L1jmI7zVik0Ec75H8x9FP4RD/9Og4x5TQ7ZbfVVsHMu7PwZMhcYN0z2K86ALd+Cvabl4pEW1ychhPW5Zd4OQ0S8yOrtAERERKQdW/I8dD4FOp98cFtQjPHxW1YfmPR3+PQG6DLBqIh/oue2+kD5bvhwOvQ4A3yDTuyYR9LzTLhxAdRXworXjfhvWmDcoGhO+Zvg7fOhPBcwAfs6B6SPh7BOsPo9cDkgYRBc/gn4hzVvPOIV/ZPD+HlLgbfDEBEvUlIvIiIizaO6GDZ8Bhe81vjn9J0GO+fAzOvg1uVgsTXt3C4XbPwcxtwDXScZCf7IW5t2rMbY35ovrh+8OA5m3gC9zoLaMhh6LVh9T/wcVYUw5x9GK8DILrD8FUg9CW5dBj6Bxrr+Path2SvGLIVpr0LycHjzLHjrHLh8plHgT9qV/slhPDtnB/UNTnysmoTrCW8szOTTVbn0jA/mjgndiAv183ZIIsekn3wRERFpHms/MEaru05273kT/w6V+bDpi6afO28DlGVD99MhsjNM+Q+EpzT9eI3lEwAXvmlU9//hfpjzT3h9KlTsde84Zbkw/0mY+x9Y+SYsfxWeGw27FhkJfMZcGHI1THvd+BqMQn6Jg+GcZ+GKz4ybCsGxcOVX0FBvxFGc4eEXLN7WPymMeoeTTXvU2s4TPl6Rw8Nfb2R4egQbdpdzxtPzyCqq8nZYIsekkXoRERHxPJcLVrwBAy8Di5tvNwIioPsU2Pw19Dm/aeff/DXE9ILw1KY9/0TE9IS7Nxr/rsyHDy6D50+C0XdAj6lg9YfVb0NVEfS7EBx2mPcYNNQaFfXLcuDnR431+v4Rxg2BhloYcAmM/xPY3Bw1DIqGq76CD6+A/xsAAZHQaSSc+RQERnn85UvLigj0oXN0IIt3FtE/Oczb4bRpVXUN/PObTdx5ajduObkLdoeTa95YzhWvLuXjG0cRHeyBGTcizUBJvYiIiHje8lehaBsMnN6053edBN/ea1Sud/emgMsF6z+GPtOadm5P2N/+LiQeZnxrjLovfQl++IuxPTwVghNgyb6igD3PMuoMfHEbmG1w+qMw8Aowe2hSZUAEXPkl5K4wiukteApeGAfnv2RM5fcLO3KFf2kTxnSNZt62Qm4Y19nbobRp7y/LxmSCa05KA8BmMfPcZYO45KXFTH9lCe9eN4KIQP2cSOujpF5EREQ8x+WCef811n6f+RREpDXtOF0mGOvRc5dDpxHuPTdzPhRuNdbntwZWXxj/Bxh3LxRug4YaiO1rJOxFO4x9IvclY1P+a7TK88Qa/N8ymSBpiPHRfQp8fTe8drrxmH8EXPaR8Zi0OeO7R/Pukl0UV9Ur6Wyi+gYnL8/byYzRafjZLAe2B/paefPqYVz60hIue3kJ718/glD/Jtb6EGkmJ3T7t7a21lNxiIiISHuw6i34+V/GuvJBVzT9OIFRxvrwrd+797zclfDZzdD/0oOJcmthMkF0N4jvf3AEPrLzoXHa/Jonof8tnwA493m4bSXcvNjoTvDJNVBX2fznFo87qUsUkUE+vLM4y9uhtFlfrd1NeY2dy4cfXnsjLMCHd64dToPDya3vrsTlcnkhQpGjczupdzqd/P3vfycxMZGgoCB27twJwP33388rr7zi8QBFRESkldv+ozEyv+5j+OZeoy1dzzNP/LjdJsO2Hxq3b9EOY+r6S6dA8lCY+tiJn78jiOxs1AA440lwOuH7P3k7ImkCq8XMXRO78dTsbdz5/ip+2aoWd+5wuVy8vjCTC4YkExpw5FH48EAfXrxiCIt3FvHdejcLX4o0M7eT+ocffpjXX3+df//73/j4HJze07dvX15++WWPBiciIiKt3I458M4FRuu6T66BrhNh+I2eOXb30yFvPeRvNqatl+85fJ+yXJh5PTw9GPaug+kzjVZuPgGeiaGj8AuB816AVW/D2g+9HY00wYVDknnm0oHU2B3MeH0Z/5uz3dshtRmrsktZm1PGFSOP3SEjLSqQq0al8sg3m6i1O1ooOpHjc3tN/ZtvvsmLL77IhAkTuPHGg3+0+/Xrx+bNmz0anIiIiLRi9dXw5e0w5BqY+l+jmrt/uDHN3BPi+kLKSfDieGMdutUPpr0GPaYYVeVXvgnzHjemtF/xOaSN9dy5O6KUUTDxIWPGQ1RXSBjo7YjETaf1iee0PvF8vXYPt723kpO7x9ArIcTbYbV6byzMZFy3aNKjg467720TujJzZS6vzM/glpO7tEB0x+ZyuViaUcw36/ZQXttArd2BywXnDUpkUu84b4cnLcTtkfrc3Fy6dDn8G9jpdGK32z0SlIiIiLQBv/zbqE5/6gPG14GRnqvWvt8Fr8Epf4abFsGo2432cC+fCo/1gGWvwOSH4drZkD5OCb0njLwVupwKs/7q7UjkBEztF8/IzpG8+MsOb4fS6hVW1vH12j1cNSq1UfuH+Nm4Z1J3/jdnO/nl3qsv9v2GvVzw/EJG/vMnLn5pMTsLq7CaTUQH++LvY+HGt1fw5qJMXC4XGYVVVNc3eC1WaX5uj9T37t2befPmkZJy6PSUjz76iIEDdUdXRESkQ8jfBAufhvNfAd/g5jtPUAyMus34d2wvY/Q44xc45S+QOuZg6zjxDJPJqNL/wljYsxbi+3k7Immia05K4/o3V/DQWX2Ouk5c4Ks1u4kM8mFst+hGP+eiocm8uSiT//tpGw+f07cZozM4nS5WZZcya2MeJhMUVtTxycocLhuewgWDkxnZOZLkiEOXHI3uEsUfPlnLMz9tJ7+ijvhQP2bePIr4UP9mj1danttJ/QMPPMD06dPJzc3F6XQyc+ZMtmzZwptvvslXX33VHDGKNI29FuY8AmGdYNh1R97H5YL5j0NZDkz+p1F1WEREDle0Az6eAYExMPgqmHW/0Uu+19ktG0ePKcaHNJ/4/sYNk0X/M9bZS5s0pms0gb5WZm/O47xBSd4Op9X6dPVuzh6QiMXc+Jk+FrOJ207pyt0fruauU7sRGdQ8HStWZBXz6Leb2by3goraBganhGOzmGhwuHjrmuGM7hJ11OdOG5xEj7hgVmWXMrhTOH/5bB33fryWt64Z3iyxine5ndSfeeaZfPDBB/zjH//AZDLx17/+lUGDBvHll18yceLE5ohR5PjK98DOORCSAOnjjW0//wOWvwr1VRCeBl1PhV1L4JNrIbq70W5p58/w08Ng8YWwFDjpTi++CBGRVsrRAB9fDbZAMFuNKfBpY+G8FzXlvb0adRu8f6mxtCIkwdvRSBPYLGYm9Ijhhw1K6o9mZ0Ela7JL+ee57o+2T+4dS0yIL28v3sUdp3b1eGzltXZueGslg1PC+Od5fRmcEu72KHufxFD6JIYC8Oj5/TjtyV+Yt62AMV0bPytB2ga3k3qAyZMnM3nyZE/HIuKeqkL46e+Qu8KoeOwfATUlMPkRY/Ro0f+MCshZC+Gru+DCN+DdC6HzKZCzDD643KimPOx6ox/yqrdh9B16gyoi8ltLX4DinXDLUgiJNwrk2fz1+7I96zLRuCG+9EU49UFvR9M49dWw7CUYdIVRsFEY0y2Kv325EafThdmNkeiO4rPVu+keG0zPePeXEFktZq4ZncbTP23nhnHp+Nk8uxTolXkZ+FrNPHXxQI8cu1tsMNMGJ/Gf77dwUpcoTPr93a64Xc1m2bJlLFmy5LDtS5YsYfny5R4JSjoopxOcjWwP4nTAe5cYI+99zodrfoTf74DzX4Yf7odXT4NOI6HnWXDK/cZzXjrZ2Hb+y3DZR8aNAKsvnPxn4xhF24xtAEtfMm4KuFzN81pFRNqK0l3w0yP7RmzjjW0+AUro2zuzGUbeYsx4q6v0djSNs+I1o8Dfgv/zdiStxtDUCEqq7ewoaCPXsAW5XC4+W5XLOQMTm5zgXjAkmQaniw+XZ3s0tur6Bt5YlOnxmwU3je/C2pwyVmeXeuyY0jq4ndTfcsstZGcf/o2bm5vLLbfc4pGgpAOqLYNnh8MTvaEk6/j7r/3Q6F08fSacdBckDzXegPSdBpd/DD3PgLP/Z7zp9A2CKz+HSY/AtFeMokoxPeGuDXDLEqM3b0Q6JAyC9R8bBZi++R18/yfY8k3zv3YRkdaqIs+Ygh3bGwZf7e1opKX1v9hYbrH6XW9H0jjbfjA+Zy/1bhytSGKYP/GhfizLLPF2KK3Oyl2l7Cqu5qwBTV9eEuhr5erRaTw7ZwdlNZ7rAvbBsmwsJhMXDE722DEB0qICGdM1yuM3IcT73J5+v3HjRgYNGnTY9oEDB7Jx40aPBOVNdXV11NXVHfi6vLwcALvd3qpb9u2PrTXHeCzmRc9hrqvAFZIEH0zHcdW3YPExHnS5MO1eiSs4DkISoaEO65x/4Bx6HU7/aPjta+40xviAg48FJ8PQGw7dhgkcTuMDMPc+D/PiZ3FlL4Pe5xnr7Je8gKPzpOZ98cfQ1q+rHE7XtH1ql9e1uhjraxNxBUTimPYmOBzGRwfRLq+p26yYB83AvOh/NAy4onV3GnC5sO5Zi6v7VEyZ82iorz9sNklHvaaDO4WxZGchFwyK93YozaKp13XmimyGpYYTE2g9oe+JK0ck8cWaXKY+9Qt/mdqDCT1imnwsMGYQvLkwk4uHJmE1ObHbnSd0vN86tUc0z87dSX19faudgt9Rf1Z/y53Xb3K53JtfHBkZyVdffcXIkSMP2b5w4UKmTp1KSUnbvhP44IMP8tBDDx22/d133yUgIOAIz5DjMbkcRFRupdYngirfWEwuB0MynyWqYiOLO/+O0oAUJm64hx0xp5ETPorxm/9MfkhfNsedR0B9IT33fExk1TYaTD5sjj8fq7OG9IJZzOr1XxqsgR6L09dexmnrjbZJP/V4BIvTzritDzK757+o9GuffwhFRI6m367XiKrczNzuf8NhaZ7KztL6+drLmLT+DhZ1+T2Fwb29Hc5R+dpLOW397axIuYHBWS/wTd9nsVuDvB1WqzBvr4mfdpt5YFDHuSl3PA1O+OsKC2d2cjIy9sSXWtY0wPc5Zn7eY+Ka7k76RjT9mFvLTDy70bhe4c3wq7eoFv62ysof+jWQ4Lm30dIMqqurufTSSykrKyMkJOSY+7qd1F988cXs3buXzz//nNBQo5piaWkp55xzDjExMXz44YdNj7wVONJIfXJyMoWFhcf9z/Qmu93OrFmzmDhxIjZbK+hFaq/BtOVrTMU7Ma95F1N5Di6zDcfp/8VUtBXzmndxxfbFVLEbx+i7sXxzNw23rwP/cEy5y7F8fBWmyr0AOHuchePkv2DKmo9l9oOY6sppOONpXP0v8XjYpoxfoL4SV3ejXZLllQm4Oo3AOfERj5+rMVrddZUTpmvaPrW362ravRLLa5NxXPIRrv0dRTqY9nZNT4Tl3Wm4wlJwTnnM26EclSljLpb3LqThlhXYnhmA/YaFENXtkH066jXdvLeCM/+3iF9+N5b40PbXurcp13X25nxue38Ni/8wnhB/z30vPPrdFmZtyufHO09q8ij47e+vwe5w8txlAz0W129Nfmo+0wYnct1Jac12jhPRUX9Wf6u8vJyoqKhGJfVuT79/7LHHGDt2LCkpKQwcaHyzrV69mtjYWN56662mRdyK+Pr64ut7+G0xm83WJr6pPBanowEqdhs93o8nbwMsfhbi+hmV5Osq4M2pxtr48BQYMgMGz8C0YSbWb+4GlwMu+wRT0mB4dhTWL26GAZdjC9k3XSl1JNy13ijO5BeGOTDSKP4Q2x36XQC1ZVjDPLvG6IBuEw79eth18P2fsUz4q7E2v64CfIJavEBUW/n+k8bTNW2f2sV1ra+Cb++BXmdj7a5Wte3imp6oPufB7IewnPE4WJrUOKn5leyEiHRs4cmACVttMRzlunW0a9o7MZwQPyurcsrpFOV+lfe2wp3r+s36fCb0iCUyxLOzcK8Z05lXF2axOreSYWkRbj+/tLqe2ZsLeO7yQc36PTquewy/bCvi5pO7HX9nL+poP6u/5c5rd/s3c2JiImvXruWdd95hzZo1+Pv7M2PGDC655JIO/Z/ertSUGq3fspfA6f+B4dcb27f/CHP/DSYzBERCQIRRhX7dx5A4GNZ/CpnzoboI7NVw+yoIjDx43GHXQdo4cNRB3L5+oJe+DyvegDH3HBqDxQaRnQ+PzS/E+Ggpfc6HOf+AmdcZCX3mPCP2i99t3A0PEZG2xF5rtPusLYcp//F2NNJa9DzTaA2bOQ86n+ztaI6scKsxMm+xGu9RKvO8HVGrYTabGJQSzoqsEs4ekOjtcLzO6XQxb1sBf57ay+PHTgjz56QuUXy8IrtJSf2Xa/cQ4m9lbLfm7SN/cvcY3lqURUWtnWA/5W/tQZNutwYGBnL99dd7OhZpLtXFkLP84Mh7+smHjjRXFxt92ws2G6PQq94yer2Ouh1m/w16nWW0s3n/cuNufViKkbhXFxkJ+jnPGslv3nr45DqjUu70Tw9N6PeL/s0dwfj+cMbjzfv6T4RPgNEC76s7jRsX0z+FeY/DS6fAaY9C99PBRwuSRKQdcDTAxzMgfxPM+AaCTqzYk7QjARGQPh42fNq6k/qEfdOVg2KgqsC78bQyQ1Mj+HrtHm+H0Sps2F1OSbWdk7pENcvxpw1O4k8z1/HgWb0J8DFSrQ+W7eKf327mlvFduG5s+lGf+8mKHM4ekIjN4naDMrcMT4/Ax2pm3rZCpvSNx+VykV1cQ1FVHX0TQ7E28/nF85qU1G/dupWff/6Z/Px8nM5DKzL+9a9/9Uhg4qaSDFILfsS01QTl2cYd6soC2LMa8jcaldxDEqAsB5KGwqkPGon8yjehcIvxeHQ3YzQ6JAku+cC4071zDnz3RyjfDZ1GHGwTdyRxfeGWxS35qltG6mi4ddnBr1NOgtkPwRe3G7MWpr0C3SZ7Lz4RkRPlchk3L3cthqu/N9p8ivxan/Pgh/th6mPGbLrWpmg79LvQ+LdfqPF+Rg4YkhLOYz9sobzWTkgHH5mdt72AbrFBxDVTfYHJveP4y6fr+W79Xs4blERJVT1/+3Ijo7tE8Y9vN9E1Nojx3Q+/abqjoJLV2aX849y+zRLXr/laLUzqFctzP+9g8c4iZm3MY09ZLQDjukXz6lVDsZhbZ2V8OTK3k/qXXnqJm266iaioKOLi4g4pAmEymZTUe4mpJIvO+d9hmfmB8WYsJAECo6DvBZA6xhgRt/pAcQZ8fTe8OgkCY4wp8Z0nGAm51efwA5/5lDEqbfWHW5e2+FryVsnqA5MfgVP+AnMeMWYn3LQAmmudv4iIp7lcUF9p9KHPWwer34OMX+Cqrw6fUSUC0GMqfHmn8X3SZcJxd29RdRVQnnuwMJ5PoJL63+ifHIbFbGLVrlLGNfPU7tZu0Y4iRnVunlF6AD+bhTP6J/D+smzOG5TEawsziQjy4X+XDeLf323mng/X8OY1w+idEHrI8z5ZkUOPuGB6JbTMMtM7Tu3GxS8uYkVWCbec3IWRnSNxueCMp+fx2apczh+c1CJxiGe4ndQ//PDDPPLII/zhD39ojnikiVzp45nd+79MmTLl2LUNItLg8plQmgVBcWA7zl3KxMFwyzLjrrzWkB/K5g+nPgTZy+DTG+HKL1p3D18REYCtP8BnNxpLqMBYdtX5ZLh21sF6JyK/5R9ufJ9s+LT1JfVF243PkV2Mzz5BRsFHOcDPZqFPYigrMos7dFLf4HCyMquES4c173vaS4d14sxn5rNyVwlvLMzkd5O7Y7OY+f3kHuwuq+XMp+czbXASlwzrhJ/Nws6CKt5anMU9E1vupmpaVCCL75twWJX+68ak89gPWzijfzy+Vr2vbSvcTupLSkq44IILmiMWaSkmE4SnNn5/jdocndkC570Iz4+BJ/qAox7Sx8FZzxjr8UVEWkrBVvj8ZmN21oS/Hnlm1Zbv4MPpMPxG6H0uBEZDSCKYtX5SGqH3ufDdfXDGE61rCn7hNuN7OWBfYTKfIGMmihxiSEo4yzJLvB2GV23eW0FVvYPBqeHNep6+SaGM7hLJtOcWEhHowwX7Rr19rGaeuWQg84Yk88SPWzn32YXGdouZaUOSmD4ytVnj+q0jtd27bmw6by7K4o2FmVw/9ghFq6VVcjupv+CCC/jhhx+48cYbmyMekbYnPAWu+R52/mys45v9N+Pj9Ee9HZmIdCTf3mtUr1/0DER1hQGXGtt3r4Zf/gNFO6BgE4z7A4y/T8upxH3dp8CXd8D22dD9NG9Hc1DehkN70vsGQWm29+JppYakRvD24l3YHc5mL8TWWi3PLCY1MoCY4OZZT/9rj184gOfn7uDsAYn42Q6OeJtMJsZ2i2Zst2hKq+txuiDU39Zq1rCH+Nn4w2k9ePCLDQzsFM7QVPer+EvLczup79KlC/fffz+LFy+mb9++h031vv322z0WnEibEdPT+AAjsf/wChh1K4RqPZKItIDiDKOw6TU/QtZ8+PYPxoi9swHeOgcSh8CgKyB5OCQN9na00lb5h0G302DNe60nqXe5YOv3RiG//XwCNVJ/BENSwqmxO9i4u5z+yWHeDscrlmWVMDilZZLU2BA/Hjiz9zH3CQs4Qj2rVuCSYcls3FPGtW8sZ87vxhMR2DrjlIPcTupffPFFgoKCmDt3LnPnzj3kMZPJpKRepPsUY8Rg8XNGQT0RkaYqyYKKPUYyfqyR9bUfGr93koZA4iBjmv1HV0FduVEo9ZL3jf7dIidq8FXwzgXGlPeort6OBjZ9CUXboO+0g9s0/f6IIoN8SY8KZFlmcYdM6l0uF8szi7nrVC0rPR6TycQDZ/Zm4fYiXp63k3tP6+HtkOQ43P4Ln5GR0RxxiLQfJhOMug2++T2M/b0xsiEiciw1pZC9FLKXGAVMo7oZS3pWvA4up1HArvtUsFcbdTu6nHrwuS4XrP3AmG5vMoHJAue/DB9cbiQ3015TQi+e0/kUSBtrzEi7+nvwa5lK3UfksMMPfzZqRPy6DaMK5R3VkNRwlmeWcO0Yb0fS8nJKasgrr2OIppM3is1i5qKhybyzZBe/n9z9iOvvpfXomAtqRJpbn2nGNPzlr3o7EhFpbZxOYyR94dPw40NGoc1/pcIHl0HmPNj8DXx+K2Qtgks/hDvXQ8poI8nfvcoYJf3qbmioM46XuxKKdxgtTPcLS4Yb5sL1cw4WDxPxBJMJpr1qJM2zH/JuLJnzoHw3jLnn0O2+QVCnkfojGZEeyeKMIpxOl7dDaXHLs4oJD7DROTrQ26G0Gaf3iWdXcTWb9qhFZGvXpFv3OTk5fPHFF+zatYv6+vpDHnv88cc9EphIm2b1gRE3w4KnYNh1RvEq/3CNlol0dFVF8Mk1kLXQGI33CYQeZ8Dp/4KEQUdvM3r6vw7+O3M+fHy1keT3u9BYT5x+slG0U6QlBETAmU/CW+dB3wuh03DvxLFrMSQMPPzGldbUH9XoLlGUVtvZuKecPomhx39CO7I801hPrxHnxusUGUCv+BC+W7+HXglenJUjx+V2hjF79mzOOuss0tLS2LJlC3369CEzMxOXy8WgQYOaI0aRtmnIDFj6IjzZD2qKIaa3USXfN9jbkYlIS3M6jVHFz242luTcvAgim9gqKPUkuGkhLHketv1gJDRnPOnJaEWOr/Mp0O8ioxr+Db8YN7Nb2t51ED/g8O1aU39UsSF+dI4OZMH2wg6X1K/IKuGcgYneDqPNOb1PHJ+v2c1dE7vphkgr5vb0+/vuu4977rmH9evX4+fnxyeffEJ2djbjxo1T/3qRX/MJhKu+MqYFXvkVVBcZ62NFpP1yOWHPWlj0P2MK/ee3wkcz4PEe8OZZxlrka2Y1PaHfLzAKTvkLXPcTXP6JMd1epKVNfgQq82DBk945f3HGkX+WrH5G5weno+VjagNGd4liwY4ib4fRospq7GzJq2BwSvP2p2+PzuifwPb8Sk3Bb+XcTuo3bdrElVdeCYDVaqWmpoagoCD+9re/8a9//es4zxbpYMI6Ga3t0sbAsGthyYvgaPB2VCLiSfXVmDZ+xrCdT2F9vBu8MAaWvWKsOW6oBVsAjP8j3L0Jzn0OfAK8HbGIZwRGwZT/wM+Pwtf3wLzHjKUlLcHlgtJdxt/Z37LsmzXgsLdMLG3MmK7RLNlZRFVdx3k/sjq7FJvZTN8ONjvBE9KiAumfHMb7y3Z5OxQ5Bren3wcGBlJXZxTnSUhIYMeOHfTubfRgLCws9Gx0Iu3J4Kvhl//C5q+g9znejkZEmqJwm1GhPijWKNC15RvImIcFaAjqj2Pyo1jTx0KopnhKB9F3GtRVGD8LuSvgp4dh2PVw2qPHbsN4oqqLwF51lKR+39tbR/3R61R0YGO6RmExm/h5SwFT+8V7O5wWsSKzmD6JIfjZLN4OpU26aVw6t7+3mhvGdSYxzN/b4cgRuJ3UjxgxggULFtCrVy+mTp3KPffcw7p165g5cyYjRoxojhhF2ofASOh/iVE8r9fZzftmR0Q8o7YcNsyE2jLIWQ6bvoDAGKgtNepj9JgK5z5HQ8o4Vv44lyl9poDN5u2oRVrWkBnGB0DGPHjrXKNjQ6+zjG1VRfDjXyGuv1E81hN//8p3G59DjnADTSP1x+Rns3Byjxi+Wb+nwyT1y7NKNPX+BEzuHUfX2CBemZfBX8/s5e1w5AjcTuoff/xxKiuN4iMPPvgglZWVfPDBB3Tp0oUnnnjC4wGKtCujb4dnhsKK12DI1d6ORkSOJHcl7F4J1SWw5DkwmY3EITgOZnwHKSON/Vyug8mJXcmDCGAsNxt6Dfz0d+g+xRg1/+HPkPELrPsEsubDwCsgffyJdYSpKgCzFfzCDn9sf1Lv1M/l0UzpE8/vP15Drd3R7kevGxxOVmeXcsXIVG+H0maZTCYuH5HCv7/bzB9P74GPVV3RWxu3f5ump6cf+HdAQADPPvusRwMSadci0mHqY0aP6YjOkD7O2xGJyH5OJyx4Amb/HSLSwOoPo26D4TcdeQqvZtuIHNmY38HKt2DNe9B1Iqz7GC5+15ixNusBeO9ioxXdVV+B1bdp56gqhIAoMB8hubDsmy3jqD/8MQFgfPdoHE4Xc7cWMLl3nLfDaVab91ZQXe/QSP0JOqNfPA99uYHZm/I4vW/HmOHRljQpqV+2bBmRkZGHbC8tLWXQoEHs3LnTY8GJtEuDr4K8jTDzOrhlqdHeSkS8o7IAFj0N+ZugeKcxpfeC11X3QuREBEUbRWJ//icUbDbWvXc51UjAr/oKynLhuZGw6m1jVL8pqgogMPrIj5n3J/UaqT+aQF8rp/SI4Ys1u9t9Ur88s5iUyACig5t4A0kACPazMaVvPB8uz1ZS3wq5PXciMzMTh+PwFiF1dXXk5uZ6JCiRdm/S341pg8tf9XYkIh3X9tlGYrHlO4jqBoNnGP3jldCLnLhRtxktHhc9AyNuOnREPTTR+Hlb9VbTj19VYFTfP5IDa+o1Un8s5wxM5MeNeVTUtu+bH1pP7zkXDklm7tYC9pbVejsU+Y1Gj9R/8cUXB/79/fffExp6sCWEw+Fg9uzZpKamejQ4kXbL6mu8yVn4NIy8penTD0XEfY4G+PkfMP8JGHEzTHgArD7ejkqkffENhis+h8z5MOjKwx/vcYbR374iD4Jj3T9+VeHRR+otGqlvjPHdo/G1mvl+Qx7TBid5O5xmszKrhFtP6ertMNqF4WkRJEcE8MnKHG45uYu3w5FfaXRSf8455xz49/4+9fvZbDZSU1N57LHHPBaYSLs36EqY+x9Y+wEMusLb0Yi0b6XZRjvJkiwjySjLNtb4dj/d25GJtF/R3Y2PI0kcBD7BsKuJs2OqCiDqKImaqt83iq/VwtR+CXy0PLvdJvW7S2vYXVarkXoPMZlMTBuUxMcrcrh5fGdMqi3TajR6+r3T6cTpdJKSkkJ+fv6Br51OJ3V1dWzZsoUzzjijOWMVaV/8QowWQAufNgp0iYjnNNTB8tdgzj/gwyvgqf6w5HkoyYAup8CN85TQi3iT2QLx/WDPmqY9v6oAAiKP/JgK5TXa9BEpLMkoZk12KQC1dgc19Ycvs22rlmeVEOxnpWtMkLdDaTfOGZhIRmEV63LLvB2K/IrbhfIeeughgoODD9teX1/P+++/zxVXaMRRpNFG3ASLn4P1H0O/C70djUj7sHsVfHojVOZDbG/jjf/0mZA2ThXrRVqT+AEnltQHxRz5MfO+t7dK6o+rV0IIp/eJ49b3VpIWFcTiHUU4XC6mj0jh/jN6YTG37d+ZKzKLGZwSjrmNv47WJDkigEGdwvh89W76JYV5OxzZx+1CeTNmzKCs7PA7MxUVFcyYMcMjQYl0GMFxcNJd8P2fjARERJquvhp+egRePhViesFtK4xK2xe+YfTEVkIv0rrE9YW969x/nstl/M0MPEpSbzIZU/DVp75R/jWtHxN6xJIc7s/z0wfxv0sH8cnKHF74ZYe3Qzthy7NKGKKp9x43pW88szfleTsM+RW3R+pdLtcR10/k5OQcUjxPRBrppLtg2/fwweVwxRdH7octIkfncsGGT2HWX42RufNehD7nezsqETmeyM5QlQ/1VeAT2Pjn1VWAo+7o1e/BSOq1pr5RQvxsPHhW70O2ldfauf+z9UwblERMSNt8X1JZ18CmPeX8ZWovb4fS7gxPi+ThrzdRUFGnVoGtRKOT+oEDB2IymTCZTEyYMAGr9eBTHQ4HGRkZnHbaac0SpEi7ZvODi9+Dl06Gz26E818x1hqKyOGcDsBkjMTVlMD6T2DFG1C4xahkP/Z3RtVtEWn9wlONzyWZxlKZxqoqMD4fbfo9GFPwNf2+yaYNSuK5n3fw9uIs7p50lGKHrdzqXaWYTCb6J2vQ0dN6xgcT4GNhRVYxp/VRz/rWwO3q96tXr2by5MkEBR0sOOHj40Nqairnn6+REZEmCYmHyz6G16YYo42TH/F2RCKtg70WsuZDxjzI+AX2rDZ6X+8XEAUDL4OL3z6YIIhI2xAYDbbApif1ARqpby5ms4kZo1N58sdt3HxyF/xsbW+wYf3uMrrFBhPg4/bEZDkOq8VMr/gQNu+tUFLfSjT6u/yBBx4AIDU1lYsuugg/v7Y5FUek1YrrA+e/DO9dBP0uMqoCi3Q0Lhds/R7WfQRlOZC3ARpqIWkodJ0Ip/wZrP7gchjTdWP7qse8SFtlMhk344oz3HteZT74hh57uZqS+hN2/qAk/vPdFr5dv4dzB7a9lneb95TTM04zt5pLp4gAdhVXezsM2cftW1e/7VEvIh7UbRJ0nQzf3WcU+BLpCEp3Gb3ji3YY9SXyN0Gvs6HzKTDsOug2WVPqRdqriDRjpN4dVQUQFH3sfSyafn+iAn2tnN43js9W7W6bSf3eCs4dmOjtMNqtpIgAFu8o8nYYsk+jkvqIiAi2bt1KVFQU4eHhRyyUt19xcbHHghPpkCY/Av8bDhs/h25TvR2NSPOoLTNG49e8DznLjCrWUV2NtnMXvwthnbwdoYi0hNBkKHFzpL6qwJi6fywWHyX1HnDOgESmv7qUwso6ooLaTkE0u8PJjoJKesSHeDuUdqtTRAAfLsv2dhiyT6OS+ieeeOJAb/onn3yyOeMRkcjORv/67/8MKWO9HY3IiXO5oHgnZC+Bgi1QvAO2/WhMn+9/MZz+b0gYqJZzIh1RUIzxu8EdFXuOXSQP9rW0a2h6XALA8PRIIgN9+H7DXi4bnuLtcBptZ0EVdoeLHpp+32ySw/3Jq6il1u5okzUX2ptGJfW/nnKv6fciLWD8H2Hj51g+vQ5z0MXejkbEfXWVsOY92Pw15G+EyjxjND6mB4R2MtrOdTtN6+FFOrqgWGONvDuKM4wbgcdisWmk3gMsZhNjukazYHvhEZP6/Ipavlu/l/MHJRHo23oK0m3eW05YgI0YtVtrNp0iA3C5ILe0hs7RQcd/gjSrJv/05efnk5+fj9PpPGR7v34q7iVywnwCYfqnmN44kxF5j4N9EtjUkkVaufpqyJwHW78zWs2ZrdD3Qug7DTqNhIh0jcaLyKGCYo2bfi5X438/lGRAn+N0XDIrqfeUUZ0jefjrjTidLszmQ6/R7z5ayy9bC8gqqub+M1pPP/iteRV0jw0+5pJhOTGxwX74WMxkF1crqW8F3E7qV6xYwZVXXsmmTZtwuVyHPGYymXA4HB4LTqRDi+xMwxVfEfjiRCwfXQGXfnDsSr8i3rJrCSz8P9j+o9FuLnUMTHoY+l4ANn9vRycirVlQDDjtUFMCARHH37+hzuiMEZF+7P1U/d5jRneJoqTazqa95fROODjAkFFYxS9bC7h4aDJfrNnNX6b2bDVJ9Ja9lXTX1PtmZTabSAr3J1sV8FsFs7tPmDFjBt26dWPhwoXs3LmTjIyMAx87d+5sjhhFOq7QZBZ0uQ9T4RZ482wo3ObtiEQOKtoB714Er04yRtmmvQr3ZsD0mTDoCiX0InJ8QbHG58ZOwS/catw8jOp67P0sNiX1HhIX6kd6dCALtx9a6fyHDXtJiwrk6pPSKKioY3dZrZciPNzWvAq6xSqpb25JEQFkl9R4OwyhCSP1GRkZzJw5ky5dujRHPCLyG9W+0TRc8TW2b++B50bDuc9Dn/O8HZZ0ZNXFMP9xWPw8JA+HG+ZBvJZeiUgTBEaByWxMwY/pcfz9s5caFfOD4469n6rfe9SozpEs3FHIdWMPzpCYvSmfCT1i6BIdRLCvldW7SkkM8/7N3Or6BnYVV2ukvgV0ivBnV5FG6lsDt0fqJ0yYwJo1a5ojFhE5mrBOMP1TGPd7+PRGyFnu7Yiko1r7ITw1ADZ+AdNegau+UkIvIk1ntkBAlNGmrjFylkHysOPvp5F6jxrdOYqlGcXYHUYtrZKqepZnFTOhZyxms4n+yWGs2lXi5SgN2/IqAegWo6S+uSWHB5BdoqS+NXB7pP7ll1/myiuvZP369fTp0webzXbI42eddZbHghORXzGZYMzvoGgnfHQVXPYRxPT0dlTSUdRXwdf3GL3lT/4TjLrdeNMsInKi9hfLa4zspTDs+uPvZ7EZa/XFI0Z2jqTa7mDVrlKGpUXw46Y8Qv1tDE0NB2BAchiLdhYd5ygtY0teBXEhfoQG6G9Uc+sUEcAuralvFdxO6hcuXMj8+fP59ttvD3tMhfJEmpnJBFP/Cx9fDc+PgXF/gDH3gNntSTcijVeWA+9cAPWVcPX3kDTE2xGJSHsSFNO4pL6uEop3QHz/4++r6fceFRbgQ7/EUOZvK2BYWgTfb9jLhJ6xWC3G+4+BncJ4ad5O6huc+Fi9+55kW14F3TT1vkUkRwRQUdtAWbXdIzdR/vTpOuobnPzznNbTSaGtcPun7vbbb2f69Ons2bMHp9N5yIcSepEW4BMIl7wP5zwHC56CD6cbo6gizaGuwiiG5xsC189VQi8intfYXvX5G43Psb2Pv69Z0+89bUzXaH7akk9ZjZ152wqZ3PtgXYMByWHUNTjZvLfcixEatuRV0j1WLdZaQnJEAIBHRuvX55bx7pJdfLwihw27vf991Na4ndQXFRVx1113ERsb2xzxiEhjmEzQ7wK49kfYuxb+2x3eOhd2LfZ2ZNLefP07I7G/5L3GtZsSEXFXY0fq8zYYNWb8Qo6/r0V96j3trAEJrM8t5/b3VhEe4MO4btEHHosM8qVTRACrdpV6L8B9tu5V5fuWEupvI9TfRlbxiQ8ufbQ8m6Gp4YzpGsXL8zNPPLgOxu2k/rzzzmPOnDnNEYuIuCumB9w4H85+Bvwj4LXTYc4/oUFvZFoFpwP2rIEt30HWQqNq/H51FfDJdfD0YNj0lfdiPJa1H8L6j2Haa0roRaT5NHakviQTIjo37pjqU+9x3WKDOW9gIvO2FfCnqT0Pm2Y/sFMYq7NLvRPcPmXVdvaW1yqpb0GpkQFkNbECfklVPQ99uYGVu0r4fM1upg1O4qZxnflq3V4eWmnh4W82ezja9svtNfXdunXjvvvuY/78+fTt2/ewQnm33367x4ITkUbwC4Xe5xgfPc+EL++AVW/BKX+B/pcYo/rSPJwOKMuG/E1QsBkKthif6yqNUaKyXKgrA6s/NNSAyYyl70VE1KRjffu/RmKfPt6okXDV15A81Nuv6KDinfDV3cb3UdJgb0cjIu1ZY0fqy7IhLLlxx1T1+2bx2IX9eeCs3oT6H75+emByGK8uyGz5oH5lTU4pNotJ7exaUGpUIBmFjR+pX51dSn55LZN6x/HPbzfx4fIcXluQiY/FzJS+8QT72fj9pK78uGILby7exe0TuhEZ5NuMr6B9aFL1+6CgIObOncvcuXMPecxkMimpF/Gm3ucYSeLi54zkvjIPTrrL21G1fRV5ULQNQhLAJxjWvAtLXzIKyOEykvbobhDdA3qcAf7hxrTPwGhIGQ0h8WCvhcz58NPDjNnzHs74gZiumWX0aHba4f1L4fo5EJrk7VcLLhd8fquRzI+6w9vRiEh7FxQLVYXgaADLMd6alu6CrpMbd0xNv28WJpPpiAk9wJDUCB78ciP55bXEhPi1cGSGVbtK6RUfgp/N4pXzd0SpkYEs3FHYqH0r6xq45MXF1Ngd/Pv8fnyyMpdXrhzCql2lJEf4E+xnfG9dPyaN+PJNbF/tw8IdRZzZP6E5X0K74HZSn5GR0RxxiIin+IfByfcZU/M/vhpCEqHfhd6Oqm1xOmHnT7DtR9j5MxRsOvTxwBgYeQskDjL+f8PTjt+BwOYHXU/FkTKW2Z+9wfizLsPsZxSYYeoTUHgmzLwervzK+90MMufBrkVwyzLvxyIi7V9QLOCC6kIIjjv6fuW7ITSxccfU9PsW1yMumCBfK8uzSpjSN94rMazOLmFgp3CvnLujSo0K4J0ljZt+P2dzPhaziYuGJHPvJ2vplxTKKT1imNDz8FptFhN0jw1iW16Fp0Nul9xO6n/L4XCwbt06UlJSCA/XD5FIq9H7XGP698zrjWJnyUNh6uMQnuLtyFqvhjpj6cLi56AkC1JHGzdE0sdBbB+o2Au1pRDV3UjSm8Jkoto35tAe71YfOO8FeHYULH8Fhl3nkZfTZL/8F3qdA1FdvBuHiHQMQTHG58q8oyf1LhdUFRg3VRtDfepbnNViZnBKOPO3F3olqXe5XKzOLuXsAY288dMYDjvM/RfUlMDYeyFYhcJ/KzUykMLKOipq7QdG2o/m+w17Gd89mr+d05ue8cGc3CMG0zGWiaZGBpLRxPX6HY3bSf2dd95J3759ueaaa3A4HIwdO5ZFixYREBDAV199xfjx45shzJZTV1dHXV3dga/Ly42WCna7Hbu99f5x2B9ba45R3HfC13XoDZB2CqaCTZiXv4Tp+dE4Tn8MV+/zPBhlG1dVCH4hmPLWY/nyNqjKxznoapyDZxz65tIFBCUYHwBNvCZHvaZBiZhPvh/zrAdoSDsZwrxz88WUuxxrxlzs1/3S5NfYEel3cPuja9qCLAFYLb44SnfjijpKf+racmyOeuy+YY363WTGgqmhDsev9tU1bX6Te0Xznx+28efTurVYv/r913NHfjkl1Xb6JAR57Bqbf/4H5pWvQVAcbJtEw1XfGcvm5ICkUGO9+7a9ZfRNDD3qfrV2B3M25/OPc3pjdjm5bJix3PBI12r/tuQwX2ZtLuywP7PuvG6Ty+VyuXPwpKQkPvvsM4YMGcJnn33GLbfcwpw5c3jzzTeZM2cOCxYscDvg1uTBBx/koYceOmz7u+++S0BAgBciEvEQl5NueV/Rfc9MciJGsS5pOg0Wf29H5TUmVwP9st8itWgOTpMFs8tBTvgI1iZNx271UoEdl5NR2/+FxWVnftc/4TKd8GSqozI76wmrzqDcP5kGy8HfbcN3PI7LZGZp+p3Ndm4Rkd+auOFutsSdw67IsUd8PLB2L6duupfvez9Jrc/xu3Gk539Hp6J5/NzzEU+HKsdQ3QD3L7cwo5uTPhFupRgnbFmBiU8zzTwyxOGRGsHWhiomb7iDNckz2BM6mJO2PUyNLZKlnVWr6Lf+usLClGQnI2KOfs3XFJl4a5uZR4Y68G1kyYPVRSbe3WHmX0M9c03bmurqai699FLKysoICTl2K0+3k3o/Pz+2b99OUlIS119/PQEBATz55JNkZGTQv3//AyPbbdWRRuqTk5MpLCw87n+mN9ntdmbNmsXEiRMP60ggbVdzXFdT7nIsn90AJjOOU/+GK3UM+AR55NhtRmUeli9vx5S3FscZTxsdAqx+uFJGN/upj3tNy/dgfXkczgGX4TzlAc8H4HJiWvs+lp//galyLy7/cJwn3YOz78WY13+EedZfaJjxA8T39/y52zH9Dm5/dE1bluW1ybi6nY5z9J1HfNyUvQTrm1Ox/yEXrMevhG1e/irmFS/TcMPCA9t0TVvGre+txmo28+RF/VrkfPuv65KGFHLL6nh5+iCPHNe06i0sc/5Owx0bjOUceeuxvnIKjks+xpV25JtPHdW1b64kLSqAP0/pcWBbeY2dYD8r32/M54kft5NbWsM5AxJ4+OyjzMb5lf3XNKXfSM55YRmL/jCOqA5YAb+8vJyoqKhGJfVuDwPFxsayceNG4uPj+e6773j22WcB406CxdL2K036+vri63v4N43NZmsTfwDaSpziHo9e19SRRm/7H/6C9ZMZxrbk4RDXD3KWGS2DznwKup/umfO1Fk4nbP4Klr4IWQuMXsdXf481spE9jz3sqNc0shOc9yKWdy/Ekj4eup7qmRM67LDhU1jwf1C8A0bfAUOvxbTmfSzz/otl1l/AbIMzn8TWaYhnztkB6Xdw+6Nr2kKC46CmEMvR/q/rSsA3FJt/I29C+/iBw37Ea6dr2rzOG5zM7e+totbBcddYe9LGvZWM6xbjuWu7+QvodTa2/UVtkwZCz7OwrnwVuk3wzDnaiZ4JoazNKT3wf//Dhr1c/9YK+iWFsnF3OZcN78Tg1Agm947FZm18vpgeYySyOWX1xId3sAEocOt72e2kfsaMGVx44YXEx8djMpmYOHEiAEuWLKFHjx7HebaItAp+IXDW/8Fpj0L2Ytg+2+i1njYG7DXwwXS48A3oMfXgc+qroTwXIrvQpuZANdTD0hdgxRtQmgX9L4bxf4ROI8HcSm9Edp0II26Gz2+BmxdBwPGnmh6mtsxI4rMWQV0F7F5lbBt4GVz2odGeD2DUrTDkasjfaFTxD4z07GsREWmM4/Wqrypwby2z+tR7zfju0fhazXy3fi8XDElukXM6XLB5bwW3ntzVMwe010DWQhh+w6HbB18Fb58PlfkHCzwKPeOD+WDZLlwuFyaTidcWZDI8LYLUyEAuGJzE9JGpTTquv4+F+FA/MgurGJrahPdCHYjbSf2DDz5Inz59yM7O5oILLjgwqm2xWPjjH//o8QBFpBn5BEDnU4yPXwuIhA+vgJP/DAMug5yl8PU9xhuuvhfC2c8Yo7p1ZeB0GMl+ZQGkjASfQO+8liOpKoT3LoHinTD0GiN5PVa7pNbklL/Ath/g2z/A+S81/nn11fDjA7DyTbAFQJcJENbJqOQ/4FLwP0KXEp8ASNLovIh4UVAsFG49+uPVRW4m9T7qU+8lvlYLU/sl8Pnq3S2W1OfVQK3dSZ9jFGpzy65F4HJA6kmHbk8bC36hsP1H42+qANAjLoSSajv5FXX4+1hYmlnMGzOGcVLXEy8qmBIZQGZRlQeibN+aVIVp2rRph2278sorTzgYEWklxt0LwfEw+yHjw2SBETdBt9Pgk2vgudFQV37oqIrJYiT0vc81Esmuk5ve9u1E1JTC+o+hIg/WvA/+YcZygxDv9MxtMps/nPMcvHwqDLrCmEVxPA47fHQl7F0P5z4P3aca7fJERFq7oBijbejRVBcbN5wbSy3tvOqcAQlc/NJi8spriQ1p/vcCOZUmooJ8iA3x0LrrHXMgaSj4/qZwrtkCXU41brorqT8gPToQm8XExj3lNDhcWM0mhqZ5ptV5amQgmWprd1xNSupnz57N7Nmzyc/Px+l0HvLYq6++6pHARMTLBk2HfhcZIyeBUQdHuK+bA0ueh4h0SBxkjNgHxxlJ6MbPYd3H8OlNxhuqHlONqeN+oZAwyBg5yZwPzgYj+Y9IN0aJPWX7j/DZLca/IztDzzOM2Qa+bXQdVtIQ403Dd3+E6+eC5Ri/sl0u+Ob3kLsCrv5BPeZFpG0JijWm2B9NdRH4uzH91uKj6fdeNDQ1goRQf75cs5trx6Q3+/myq0z0Tgg5Zs9zt2TOMwYnjqTrJGP2osNuvNcRbBYzPeJCWJ9TRnF1PUNTI/B1Y+38saRGBfLV2t0eOVZ75nZS/9BDD/G3v/2NIUOGHFhXLyLtlNUH4vocui00ESb9/cj797/Y+KirNNZz75gNBQXGNPif/2VMZYsfYPwhnPdf4znBCca0+NSTYMNMY6r8SXcb08UbK3sZLHwKNn1lrEWfcL9xk6E9mPAA/N9A2PgZ9D18ltQB8x6D1e/AlV8qoReRtico1pgBVl995Ju91UUQc/yq2QeYbZp+70Vms4mzByTwycrcIyb1by3O4qkftzG6SyT/vaA/NsuJ9bTPrjJxencPdamqLYM9a2DSw0d+vMsE43s1Z7mx7FAAGJwSzopdJewtq+XM/gkeO256VCA78qtwOF1YzMo7j8btpP7555/n9ddfZ/r06c0Rj4i0B75Bxkj/oF/9nqirNJJ6v33r3cpyjKmWuxbDkhdgzsPGVLegWHh9KnSbbLRVC02GsGSwBRrT+wMioWg7FG0zptpv/R52LTTuqF/9PXQa7pWX3GyCY2HAJbD4uSMn9S6XsURi4TMw7VXoNKLlYxQROVHBscbnyjyISDv88aZMv3fUG78jNQDlFdMGJ/HszztYl1NG3yTjb7/L5eLf32/h5Xk7uXl8F15bkMF7S3dxRRMLqe0/5t5q6BHnoVl5WYuMm0KJR6k1ExABsb2N9x5K6g8YnBLO6wszAXj0/BNfS79fv6QwauwOtudX0j0u+PhP6KDcTurr6+sZNWpUc8QiIu3Zb6fAhyYZH0lDjNH1qvyDU/xzlhut5zLnQ0mWUYgP18HnmsxGsu8fbswkOONxiOnZYi+lxQ2/EZ4ZYsxISB566GPf/xlWvAaXvm+s8xMRaYsC91USr8w/SlJf5GZSv6+eiNNx7KVL0mzSo4MYlhbBe8t20TepLw0OJ3/5bD2fr97Ny1cOZVy3aGwWE8//vIPLh6dgbuIobEFlPTUOE52jPVSoN3MeJA87dl2glFFGdfwx93jmnO3A+O7RB/7dJ8FDsyaAuFA/YoJ9WZ1doqT+GNz+LXfttdfy7rvvcv/99zdHPCLSEZnNh1alTxpyaDV2pxMcdVBfZbzhC008OOLfEUR1hS4TYfGzkPzawe2r3jHa9U3/1KjIKyLSVtn8jN/rR2tr5/ZI/b6k3lGvpN6LrhiZwj0fruG6Mek8+u0mFu8s5p3rhjOok1FE7cIhyTw2ayursksYnNK0lmU7C6ow4SIl0oNJffepx94nZZRRjNfpaL3tcVtYsJ+Nj24cidVswnqCyyl+a0hqOEszSrhoaCePHrc9cfu3XG1tLS+++CI//vgj/fr1w2Y7tEDE448/7rHgREQAI+k3+xvr5N1padSejLwZ3p5mzFwITzH6zn91F0x6RAm9iLQPQbFHTuob6qC+ws2kft9bXEc94MGCrOKWKX3ieW1BJif/92diQ3z56MaRdIs9ONoaE+LH4E7h/LAhr8lJ/Y6CSiL9wNfqgUSyphT2rIXTHj32fp1GGevq89YbSwUFoNl6yY/sHMVzc7bjcrlOqJ5bfYOTx37Ywm0TuhLk275u9rn9atauXcuAAQMAWL9+/SGPqWieiEgzST/ZWMM3+29Gi7uPr4ZeZ8PwG7wdmYiIZxwtqa8uNj43aaReFfC9yWw28dqMofy0KZ9RnSOJOUJ7u5GdI1m4o6jJ59hRUEWcv+v4OzZG1kKw+kLi4GPvFxxrdPDZtVhJfQsY1TmS+z9bT1ZRNalRTZ+RsXFPOS/8spNeCSGcPSDRgxF6n9tJ/Zw5c5ojDhERORaTCaY+Dm+eBes/NjoGnP5vFYASkfbjqEn9voQvwM2WdqBe9a1AiJ+NcwYePYEa1CmcF37ZSX2DE58mjLbvKKgi1lMNbzLnG+vprY3odx8/wBjVl2aXHhWIn83M9vzKE0rqCyvqACiraX+/F9rXvAMRkfYseSjcvhrqKyGys7ejERHxrKBYKN5x+PbqIqNAqju1VMy/nn4vrdnATmHUNzjZsLuMgfvW2rsjs6iasZEeGqnPnAc9z2rcvvH9YN0nnjmvHJPJZCIhzJ/dZTUndJyCSiOpr6xr8ERYrUqTkvply5bx0UcfsWvXLurrD/1lOXPmTI8EJiIiRxAcC8R6OwoREc8LijHahP1WdZHR7cSdgmSaft9mhAX4kBzhz6Y9FW4n9fUNTvaU1xLliZnURTtg7zo444nG7R/XD3562Kj50JiRfTkhiWH+7C6tPaFjVNQavw+q6xyeCKlVcXuOy/vvv8/o0aPZuHEjn376KXa7nY0bN/LTTz8RGtqBqlGLiIiIiOcExRodTn6rxs3K9+BeUl+WA472N3LXlqRGBpJZVOX283aX1uByQaSfB0bq5z8BCQOOv55+v/j+4GyA/I0nfm45rvhQP3aXnthIfdW+ZF4j9cA//vEPnnjiCW655RaCg4N56qmnSEtL44YbbiA+Pr45YhQRERGR9i4oxlhT73QaXU/2c7edHYBlX3em402/L98NT/SGk+6GUx9w7xziMWlRgWQUup/U7yquxmo2EeZzggFs/hpWvwNXfN74WjWBURAYAwVbIGHgCQbgQXWVMOuvxs2GLhMgIArWf2JU6vcLheAEGHwV9L/I25G6JSHMn/nbCk/oGFX7kvmqdpjUuz1Sv2PHDqZONXo3+vr6UlVVhclk4q677uLFF1/0eIAiIiIi0gEExxkjnzUlh26vLjqBpP44I/U7fjI+Z/zi3vHFo1IiA8lsYlKfEOaH+URqxuZvgpnXw9h73W8RG9nZmLbfWpTlwisTYcds40bD+k+NJQJRXWHKf42bVwkD4bObYPV73o7WLQlh/ic+Ul9vJPPV9e1v+r3bI/URERFUVFQAkJiYyPr16+nbty+lpaVUV1d7PEARERER6QCC9tULqcyDwF8l8fvX1LvjwPT744zU715lfM7fCC6XOop4SVpUAFnF1TidLsxuZOjZxdUkhwcAFU07cW0ZvH8ppI+HcX9w//kRnY9c3NEbSrPhtdMhNAmu+vrY3SJC4uHruyFpiJHwtwGJYf7sLa+lweHEanG/SwK07+n3bv+PjBkzhlmzZgFw4YUXcscdd3DddddxySWXMGHCBI8HKCIiIiIdgH8EmCyHt7Vryki92WJUzD9eS7vCbdB5AtirobbUvXOIx6RGBlLf4HS7uvmu4mqSI06gn90PfzE+n/v8oUs+GisyvXWM1Ltc8PnNEJIAl888fvvHkbdCyij45FpoaBsdIuJD/XC6IH9fW7qm2D/tvr7B6amwWg23v3ufeeYZLr74YgDuu+8+fve735GXl8d5553HK6+84vEARURERKQDMJsPrqv/taYk9WCM1h9v+n3RdkgfZ/y7fLf752hOWQuNpDOv/RdiS44IwGI2kVno3qzf7JJqksObmNRvnw0r34Kz/we+wU07RkRnKM4wkmpv2vETZC6As58Fn4Dj728yGfuW5cDcfzV/fB6QEGZc5xOZgr9/+n2Ds4Mn9Q0NDXz55ZeY993JMpvN3HvvvXzxxRc8/vjjhIe731tSRERERAQwRhrLcw/d1pRCeQBm27Gn3zfUG+dKHAwWX+8n9Q11xprooh3wzb3w2hTY/A28eTbUlns3tmZms5hJCvd3uwL+rqImJvX1VfDlHTD8BmPEuqkiO0NdmXHjyVtcLvj5Ueh/MUR1afzzgmON9n3zH4e8Dc0Xn4f42SxEBvqQewJJfXW9g1B/G/UOL9+EaQZuJfVWq5WbbrqJurqmT3sQERERETmikITDk+smj9QfJ6mv2LPvnIlGglOx1/1zeEreRniqPzzRC54eBJu/gukz4eZF4HLC2g+8F1sLSXWzWF5ZtZ3y2oZ9a+rdtPZDqK+ECX91/7m/FpFufD7SFPzqYlj1tnGzpjlt/gp2r4Qx97j/3F5nQeoYmPeY5+NqBgkn2Kt+f1Jv1/R7GD58OKtWrWqOWERERESkIwtJPDSpt9cY692bPP3+GAWx9p8nOB78wry3pt5eAx9cBgmD4NblcOc6uGMtdD4FrL7Q9wLY+Ll3YmtBaVHu9arPKjb2bdKa+jXvQ/9LwSfQ/ef+mk+g8f1zpGJ53/0RPr8FFj97Yuc4FnsN/HA/DLvemDXQFGPugQ2fGssIWrmEsBPrVV9T7yAswIbd0f6Serer3998883cc8895OTkMHjwYAIDD/1h6Nevn8eCExEREZEOJCTRWEu+X3Wx8fl4hb+O5Hgj9eW5Rg9vmx/4h0FNqfvn8IQFTxm9xc99zugj/ltpY2DF68ZyAeuJNmRvvVIjA5i3raDR+2cVVRPqbyPU3+beiaqLIWcpTLjfzQiPIuIIxfLstbDpK4juCetnwkl3Nf341cWw7QdjyUCXUyE85eBjP9xvzAQYd2/Tj5821ohz5Ztw6gNNP04LiA/1J6ek6d3WqusbSPcPpLzmOLU22qBGJ/VXX301Tz75JBdddBEAt99++4HHTCYTLpcLk8mEw9H++v6JiIiISAv47fT7/WuVmyWp32209gKjZV5NifvnOFHle2D+E3DGk0dO6AE6jYSGGtizBpKHtmh4LSk1KpDs4hocTheWRrS121VcTWpkE6beZ8wFWyAkD29ClEcQkX74SP3ulcYMk8kPw9vn76sL0YTv4dJd8PJEo4uD1R9mPQBXfwdxfWDrD7DsZbjic/dbPv6ayQSDrzSm4J/8J+PnppVKDPNnSUaxW8/Znl/B5r0VnNEvgep6ByF+NuwdeU39G2+8QW1tLRkZGYd97Ny588BnEREREZEmCU2C6kJjpBOMpN5kAd+jJLzHYvEB53Gm34ckGv/21vT7+Y8bFdT7XXT0fQIiIDwV9q5tsbC8IS0qkHqHk9ySxk2vziqqolNkE6bP5yyHpMGeS14jOx8+Ur9nDUR2gU6jjNaKTS1E9/XvICIN7t5kLMvoMgHevRB2rzZa2I269WD3hhPR9wJjpsq2H078WM0oIcyfXDdH6u94fzW3vrsKh9NFXYOTEH8b9R15+r1rX6uGlJSU4+wpIiIiItIEIQnG54rdxghodZGR1Dalh/hxC+XtNtZDgzH9vizH/XOciLIcY1r9+a8c//VFdYfCrS0SlrckhQfgYzGzs7CSTo0Ygc8qqmZoahNGv3NXnFjF+9+K6AzFO40q9KZ9Mwx2r4aEAUZ7uYjORlKfNsa94+5aAtu+hxt+MWorAJz7Arx1Lrw4DuL6win/396dxzdV5f/jf90sTdIl6b6XsoOssskimyCiyOI2o6AMjuP4HWfcZnRc5qciyqgz4zLO4LjMpn7cHQVBUShIC4oIAoWyCMhaoBvd0jZNm+X+/jhN2jRp2rRps/T1fDx4pLm5ufekJ7f6vu9z3sdPUwgi48XQ/h8+B4Ze7Z9jdoOseB2MZiuq6y0dnnZRWCFuAjjm4ht0aljDMKj36S+kJLU/FIaIiIiIqFNi0kRm0xFgG88BMamdO1Z7S9rVlDQf25+Z+iNfAvnvtr92+Y5XgMTBwND57R8zaTBQdsQ/7QtSSoWE7IRInCjrWLG8MxWmDgX/LmxWkUXPGNeJFrYhYYCopF/Xoh5A0T4gbbT4OXUEUFLg+3G/egoYdk3zcQBR/+GWj4Eb3wF+trY52PeHwXNFpj6I13DPbhqZcdrHpQ8BoLApwy8K5YXf8HufCuUNHjy43cC+osK3eQ5ERERERABEdt2QKTKf/aaLYc3xnazqrYwAbF4KYtUUNQf1ulj/zKkvLgDeaxpKb2sExt3qeT+LWQT+sx/v2CiExCGi4FqY65cYhRMXatvdz2yxoajajL6+Dr8v/1HMdU+7uHMN9CSuX9OxjwPRyaIi/YWjQGpT8fDEIcCJXN+OeXIrcOpr4Nc73F+LiAQu6sCNIF/1nwGsu0fUB0gc5P/j+4FBp0Z8VAROXqjDqMzYDr3HEb4XV5udx+jVw+8BYMWKFTAYOjGniYiIiIioI+JbzFGuOAFkXdK54yjVbQf1sgzUlgDRLTL1/qh+//1/gOypYqj11y8CY37mOWj/4TNRtXzkDR07btIQMWqhoQbQxHS9nUGqf1I09p+tanc/x5DqbF8z9aWHRH0GxzQPf4iIFLUZKo4D2ZOB0sOAbBPD4wFRrb7qdMePZ7eLgngjfwIkD/VfO9sTmy2ug6J9QRvUA8BFaTHYV1iNRRdntLuvLMswW0QR92Jjc1BvsdmdRd7DhU9B/U033YTk5OTuagsRERER9XYJTXOUARHcj76pc8dRRrQ9/N5cBVjNLTL1cWKb3d65+fuAuFHw4yZg8l3ARQuBvD8DJ3PFevOt5b8DjLi24wF6XF/xWH0WSL6oc+0LAYOSo/G/3YXtBlyny03QqhVIjtHAavVSDLG1sh9EoOzvYK7lsnbFBYAhq7nafWy2GBVibejYcPn8t0U7b3zbv21sjySJof5F+zp+sykALr8oBX/8/DD6JUZi6eS+Xvett9icQ+1bZuplGbDZZaiU4RPUd/ivVjjdySAiIiKiIJU4WAQ1NcWimJ0j4+krb5n6mhLx2HL4vWwHGms6dy4AqDwlliDrP1MslTfkKlEIrzXjeTEce/SSjh87MhFQanq+mF8PG51lwIXaRpxvCsDacqq8Dn3iI32PT0oPd89NkaSh4tiAWKWg5XfWsa58VWH7x6mvBDY9AUx/ADC0n4n2u9SRQMmBnj+vD342uS9+PXMA/vTlETRYvS+lXmUS179KIaGo2gyVQoIuQgkAYTevvsNBvdxesQ8iIiIioq5KHyPmPh/LEeuJJw/v3HG8Vb+vLRYF+aKSxHNtrHjsyhD883vF0O7EweL5uJ+LauK1pa777f9Q1A3oM7njx1YoxJDx6g4EhiGsf2I0ojUq5J+p8rrfj6W1GJTciWkIZT8ASd0Q1KeNEhl6QDy2DOpj0kTRxqpT7R9n9xtiPfrJd/m/jR0R3w+o9GGqQAAoFRJ+MbU/ahusOHTe6HXfGrMYxZEVH4kSoxm6CCUilCL8tQRxQcDO6HBQb7fbOfSeiIiIiLpX6ihApQU2Pgr0mQQofZot2kwZAdjbytQXA1HJgEJk7aCLFY9dqYBftE8Ed47s8YBZQEw6sLfFMGpZBva9B4xe7Pswf0MmUH2u8+0LAQqFhEn945F7pNTrfkdKajA4xceg3toghsh3xzz11JGA8SxQWwYUH2gukgeI75ghU4zi8MZuEzUZxv/cv1XtfRGbLW4cBXnAa4hUIylGg5MXvFfBN5rF9Z8Rq0NRtRmREUpEqJqCemtwf0ZfdXLSEBERERFRN1BrxVJe5ipg/G2dP4636vc1xUBMSvNzjQGA1LVMfctlzAARtI/7GbDnzeYg6fxekS3uTJ0AQ1bYD78HgCuGpyLncAlMjZ7nysuyjGMltRicEu3bgS8cEwXskof5oZWtpIwAImKAna8Bljpxc6eluOz2M+A/bgaMRcDYn/m/fR0V20eMbqktCVwbOqhfYlS7QX2N2QKtWoG4qAiU1TQgMkIFtSNT31uH3xMRERER9Yj5LwB35HVt6S6Fysvw+xIxLNq5rwLQ6IEG78N52yTLYi51y6AeAMYsFYH4j5vE833vi2H38f19P4chs1cE9fNHpUGlkPD2Ds9B8PlqM2obrBic6mOmvuwHQBffPOXCn5RqYOAsYOtfRIAf28f19dgOVMDf9U9g2CKxLF6gONrtS7X+ABmQFIUTZe1k6uut0GvV0GvFaB+dWgl1U3E8S5gta8egnoiIiIiCS0QUkH5x147hNVNfBESnuG7TGgBzdefOVXcBMJW7F2GLSQWGXwts/xtgbQQKPhJD7zvDkBH2c+oBIDJChV/NGIBX806gxuzef0dLahChVCA73sfl7IoLgJTh/q987zDtAVEwb9Zj7q/FtjPKouKkqCEx4fbuaVtHqXViWkp7UwWCQGZcJM5WmrzuU2O2IEarQoxWDQCI0iidmfpwW6ueQT0RERERhR+vQX1Jc+V7h64E9ReOAJCAhIHur017ADjzLfDvy8Xz4dd07hyGTFE5P8jnO/vDLZOyoVEp8PYO9+DyaHENBiRHQ6X0MYwpOdj5lRQ6Im0U8JvvgCFXur/W3tSJ7/8jbjj0mdR97euo2D5BXywPEPPk21slwWi2Qq9TI8aRqXcZfh9e1xGDeiIiIiIKP0ovw+9rivwb1JcdEWvJq3XuryUPBa7/l1iW7qZ3xHk6Q58hCv+ZLnTu/SFEq1bipgl9nGvWt3S0M/PpAbFUW0onV1LoKkOmqONg9fB9tJiBvf8HTPhF940i8EVcB6YKBIE0gxZlNQ0el7WrqGuELMswmi2I0aqh14lMfWSL4fdWzqknIiIiIgpyygjPQb0sizn10X4O6pOGtP368GuBpZ8A2VM6d3xADIsG3JfIC1PXjEnH8bI6HCutddl+tDOV7+vKxY2cQAb1kIGa8+6v/fCZGFEy8qc93iyPYvuExPD79FhxA62kusFl+6kLdRj7VA7W7jvfNKde5ZxTHxnB4fdERERERKFDGQHYPVRQb6wFLCYPmXp914bfewvq/UEXJ4r/1fWOoD47IQpZ8TrsOFHu3Ga12XG0pAZDfS2SV3IAkBTds0Z9R8SkA5A8L0m4921x00fTidEH3SG2T0hk6lP0WkgScL66HhV1jahrENe64/uy82RF05z6lsPvm4N6LmlHRERERBTslGrPmfqaYvHocfh9J6vflx0BErs5qFcoROX2XpKpB4CJ/RJcgvrjZXVosNoxPN3HKQzn94r+UWv93MIOUkWIwoyt59VXFQIncoExtwSkWR7FZot22t2Htbeprhz44mHgfH63Nau1CJUCSdEanKkw4dJnv8K97+8FAOfIjhNldWJOvVaFpGjR73ZZhlIhQamQuKQdEREREVHQU3gO6qXaYgBS83B2h84OvzcbxdDupKGda6cvel1QH4/vTlQ459UfPF+NhKgIpOg17b/5wrHmOewntwL9pnVjSzvAkOm+esGBj0UthqyJAWmSR3F9xQgXo4epAm354vfAd68AH9/ednHKbpAeq8O6fedRb7Fh0+FS2O0yTl2og0GnxvGyWtSYLdDr1MiIE0P1k2JEcK9SSCyUR0REREQU9Nqqfl9bLIJjpcp1e2eD+orj4jFhgO/v9VV0iqgH0EtM6p+A8rpG/NiUfT143ohh6XpI7RWUO7gGWDUeeGsRUH4cOL0d6H9Z9zfYG0Ome6b+0Box9D4YCuQ5GDIBSEDlqfb3lWXxuz3wCbD4AzE1ZOfr3d1Cp0HJ0dh27IJzznyR0YzCShOmDkxEaU0DymoaEKNVIT4qAk9fOxLLJmcDACKUCs6pJyIiIiIKekq1x6Beqi0BYlLc9+9sUF95CtDGArpY39/rq+hkoK6s+88TJLLiI5ER2zyv/uD56o4Nvd/6HDBsEdBYA/x9LBCVCAya082tbUfroL7ytJgWMGxR4NrkiUojVlpob179hv8PeLYP8O6NwKgbxVJ+M/8A5D4L1PXMCg0jMsR34dYpfaFWSjhWUoPCinpMHpAAADhbWQ990xr1Syb2QUK0GOGhVilY/Z6IiIiIKOi1Vf2+tgSISXPf3pWgPq6v7+/rjOjkXjX8HhDZ+h1NQ/APnTdieLre+xsqTwMlBcCMh4Gffwlc9Rfglk/ETZ5Ais12zX4fXiu2pY0OWJPaFJftPVNffRbY8Q/gkl8Clz8BzH9BbJ/wC/Ed/frFnmglFo5Ox0/HZ+KWSdnITojCzpMVqLfYMC47zrl0naNIXktqJYffExEREREFv7Yy9TXFYhh7a1oD0GAE7D7+z35PBvVRvS+onzwgAd+eKMfRkloYzVaMzoz1/oZT28T0iuSLREX5iXcASYN7pK1eJQwAKk82fycPfSqy9ME09N4hrq+4OdKWYxvFd3HWYyKQj4gS25VqYMZDwK5/d77opC/NjIrAn28YjWS9FgOTorHliBjF0ic+Eoamtekd2fmW1Bx+T0REREQUApRqwO5pTn0bmXqNHoAshmz7oqcz9b1kSTuHqQMTUVHXiBdyjqB/YhT6JER6f0PhTqDPpOALlhMHiQJ0VWdEpvvsLmDYNYFulWdxfcUNiLac+gboP9Pz73jYIjFK5sgX3dU6jwYkR+FwkRGJ0RGI0qgAiLYNSIpy23f1ry/FglHpPdq+7sagnoiIiIjCTxvD76Xa4rbn1AOeh+BXnQG+eclzFr/Hg/oLgM3aM+cLAqkGLaYNSsSGgyW4amRq+28oPQykjOj+hvlKnwmotMCFo6LqfWwfIGNsoFvlWdIQoPQHUQjPk/N72267SgMMuhw4vrn72ufBkFQxLSMzTtz0eeCKwZjUPx4xWvdpF0kxGugilD3avu7mPsmgl2toaEBDQ4PzudEoho5YLBZYLD23RIOvHG0L5jaS79iv4Yd9Gp7Yr+GHfRr6JFmC0toIa+u+rCmBVZcEuXXfqqKgBmCpLQeiXDP5ys0roSj4ANaUUZCzpza/YLNAVVUImz7L/XjdQRMPNWRYjG1MIQhTKxdehE/2nsetU7LdrkmXa1WWoSo9BNvEO3umP3ykTB0F+cxOKH7MgX3Y9bBbg/TmTMIQqBtrYLlwXMz7b8lshLriOKzJI9r8HSvSx0Hx/b+c156vOvP3d1iKyMjHRapgsVhw/Zg0XD8mLaT/hvvSdgb1rTzzzDNYsWKF2/aNGzciMrKd4T5BICcnJ9BNoG7Afg0/7NPwxH4NP+zT0JVkLMAkayPWr1/v3Kay1UOy1OGb/cdRdXy9y/6SbMNCAN/lbkR5zBmX12YfzUU0gCNfvYsfU5rnCusaynCFbMOW/BMwHa7rzo8DAIiw1uAqAF9vWA2jrk+3ny+Y9AewdfORNl/PycmBrvECrmisRd6hUtSeWN/mvoEyrDEJ/bf/HZJsQV7cYtSsD742AgBkO65WaLB3/Rsoip3g8lJCzQ+4FBK+zD8H237P7Y+ra8D0ihPIWfshLKroTjfD17+/C/tIGKopdrnmQ5nJZOrwvpIstzWuonfylKnPysrChQsXoNe3U20zgCwWC3JycjBnzhyo1QGu7kl+w34NP+zT8MR+DT/s09Annf4GqrcXwfKHUkBSwGKxYPu6t3D54YdguXufWLarFdVf+sK28B+Qh8xr3mg1Q/WnLCCuL+S00bBd+6/mcxTugOqt+bA8dFYMre5udivUz6TCessa1xEDvVjLazXi7HYo3/sprA+fAxRBmLss+wHq16fCPuBy2G56P9Ct8Ur57vWQE4fCfsUfXbYrdr4GxZ43YP3Vt22/2doA1XP9YPvJ/0EeMNu3E8syLFYrTrz9W1ykPgf7df8CIhM68QlCn9FoRGJiIqqrq9uNQ4Pw2x5YGo0GGo2HKolqdUj8Rz1U2km+Yb+GH/ZpeGK/hh/2aQjTiBGWakkGmvpQaxHz5dWxGZ6XONPFQ2Wpce4PAKj8EYAMDLwcUlE+FC1fqysBIhOg1sV016doRQ1oDVA1tmojQa1WQ1VzFjBkQK3RBbo5nqWPBH57CIqoJChUQd5//WcABR9D2fp7VnYYSB3p/e+iWg2kjoSqeB8w9MqOnzPncWDXv6EcNBfDz38CAFDufROY+VAnPkDo8+W/PSyUR0REREThRxkhHlsUy9NaKiFHJra9ZnlkPGAqd91W/iMQEQ1kjBNVy1uqKQL0PVxFWxcP1Ff07DlDRdUZ9zngwcaQAagiAt2K9vWbCZQeBGrLXLeXFACpHShEmD4GKMpvf7+zuwHjeaDsKPDN34AhV0E6+gUOpf8U9lmPAXvfbrtgHzkxqCciIiKi8OMpqLdWeS8wF5ngHtRXnADi+wGxWUBNMWBtUVHfeB6I6emgPg6or+zZc4aKUAjqQ0XaaHEz68z25m02q6iKnzKy/fenjxFV8r2pKgT+NQt4ZQrw8S+A7EuB6/4J6+9P48eUq2Efdh1QfQY4mQd88TBQuKtrnymMMagnIiIiovDjIajXWKoh+xrUV54C4voBhkwAMlBzvvk14/mez9RHxgMmZuo9qjojloqjrlOqgMzxwJnvmreVHwNsDR3P1NcUAcaitvc5uFrUtsiaKJb6u+JJQJLEP0Bcc1mTgLcWAd+9Amz4g++fo/QH4F9zgIYa398bQhjUExEREVH4UXkafl8l1npvS2SCe8BceQqIy27KyEuuQ/ADEdQzU9+2ytOir8g/siYBhTuanxcfENM/YtLafo9D4hBAawBObWt7nx83ARctBBa/DzxyVkxxae3KZ4AhVwPz/wqc+973G1rHNgBnd7Y/aiDEMagnIiIiovDjyNS3GC6vsXYmU38aiOsrbhJEJwPV55pfC9icegb1bmwWoLbE46oG1El9JgJF+4DGpqXVHPPpHZl0b5QqYODlIhvvUFcusuZbngYaaoEz34p9JKntOhcZY4HF7wJjbhHTAY5/5dtnqC0Vjy2v2zDEoJ6IiIiIwo/HQnnVQJS3TH2ca1BvtwHVhUBsX/E8Jq15+L3dHqCgnpl6j+pKAcg93x/hLHMCINuB83vE8+IDHZtP7zDxV8CRL4D9H4nnXz0lsuZ5fwZ2/QuQFEDfSzt2LKVaVOT/cbMYLVN2tGPvq7sgHusrALMR+OKh5psUYYRBPRERERGFH2dQ3+DcJDL17Q2/bxHU1xSJmwKOId36jOY5wnVlgN3a84XyOKfeI6mmWPwQkxrYhoQTTQyQMlxk1AGg5EDH5tM7ZF0CXLESWPMrYPvfgT1vATf/TxTE27Qc6DsNUPuw/OCgK0Tm/+WJwMuXABZz++9x3ACrrwSObQS+exUo/M77e0IQg3oiIiIiCj/OoN7S9NgIjbWm/er39VWiyjcght5DAgxZ4rm+RabeeK55W0/SxXFJO09qigGNAYiICnRLwkvWJFEsr7ZUTG9I8SGoB4ApdwGX3gdsfBToO1UMt7/qWaDPZGDmI74da+h8wFrf9ERuvtngjSOoN1UAVafFz5WnfDtvCFAFugFERERERH7nmKNrbcrUNw3DlaOS2n5PZAIAWQQC0UkiCIhJA9Ra8XpMGnA+X/xcfVYEkVpDtzS/TY459bLcsbnNvYRUW8wsfXfoeymw731RaE6hApKG+H6MWY8CQ+YBiYPEdzZ1JHDbl74fJzIeuOt7cc29uQAo+wEYcJn397TM1CuU4mdzte/nDnLM1BMRERFR+JEkka13ZOod2W1dQtvvcWTxa0vEo6PyvYM+XQzJB0RQb8j0a5M7JDJOTAlorOv5cwezmiIG9d2h7zSgsQbIfUZk11Ua348hSUDmOECr73p7EgeJgpWJg4CyI+6vn/oa+MeU5ikq9ZVAbLa4/h3Xbhgub8egnoiIiIjCk1LjLJQnmavENm+Z9cgEcSPAMT/bUfneISZNvOYooBeIoF4XJx5ZLM+FyNT38FSI3iAqEegzRWTqhy0KdGuaJQ4Ra9u3lv8eUHoQOL1djGYxVwPx/cT1UtN0s67B2LNt7QEM6omIiIgoPCnVzYXy6qvQqIxsHoLriSSJbK9j3nzlKZHlc9BnALJNzC8OWFAfLx45r95VDYffd5uFfwcuXwGMuzXQLWmWMBCoOCF+rjgBHP5M/Fy0TzyWHAAs9YDdAsT1A0yVTSskQFTBDzOcU09ERERE4cll+H0lLMooRLT3Hkc2HhBz6lsPvwdEkbzqs0DGOH+3uH0aPQBJFPQjJ2bqu1HiQGDqfYFuhau4vmI4vaUe+OhWEczf9T1QdhjQxopr2DF33pGphwzE9uHweyIiIiKikKGKcBbKk8wiqG9XTBpgPC+Wy6opch1+r4kGopKAipNNc+qzuqfd3igUIrAPw8CkS5ip710c12XJIaD4gPh5xz/EMpMDZoklJx1BfVw/URegsbbp59qANLk7MagnIiIiovCkjHDOqYe5Go2q6PbfE5sFVJ0R/wDX4fcAED9AzNmtKwvM8HtArB8ehvOCO0thbxQ1ExjU9x4xqYBKCxz4WDwftgj4/j/iplzyMDFFxhHUJwxofp8hq/lvQhhhUE9ERERE4UmpcRl+39iRTH3CQKD8R6CkQCxZ5xhy73x9AHBwTdPPg/za3A7TMlPfktbSFLw5Vi+g8CdJIltf8BGQMhy4aKHYnjRELEdZ1xTUq3Su0zIMGc3LXIYRBvVEREREFJ5aFMqT6qtgUXUgqI8fILL0Z3YA6Re7rwWfPgaoPCky+FFelsfrTpqYsCz21VkaqyOoTw5sQ6hnJQ0VwXvmBGDwlUDGeGDC7UBUMlBbBpirxGoX2tjm92hjmaknIiIiIgoZKk2L4fcdnFOfMhyADOx83XMhvIGzXR8DQaPn8PsWNJZqyBFRQEQH+pfCR9ZE8dhnkqh38cvNwEULRN0LS52ojaE1iDoUDi3qbIQTVr8nIiIiovCkjACsTevU11ehUZnR/nsi48Wc3NJDwLCF7q/H9wd+s9N9rn1P4px6FxprtcjOUu8ybpkI5odd47o9Okk8lh8TQT0AjF4C6OKapuQwqCciIiIiCg0qDWA1i5/N1bAYOpjJvfZV4NxuMdTek6Qh/mlfZ2liOKe+BY3FCDkqGVL7u1I4iYgCxv7MfbvjBs+FH5uD+mtfEY/7P3Te6AsnHH5PREREROFJpW0O6huqYVFGdux9aaOB8bd1X7u6SqvnnPoWtNYqzqenZhGRQESMa6beQRkRlpl6BvVEREREFJ7UkYDFBNjtgNnYsTn1oYDr1LsQmfqkQDeDgkl0EmAqdw/qVRpm6omIiIiIQoZaC1jMQIMREuSOZ+qDHQvluRBz6hnUUwuO5Q2ZqSciIiIiCmEqnRh+b64CgDDK1HNOfUsaSzVkFsqjlhw3eTxl6u1WwG7r+TZ1Iwb1RERERBSe1Dox/N4s1jFvDJdMvbaHMvU2K7D3naCfv69lpp5aazNTrxGPYbasHYN6IiIiIgpPap0Yfl9fBRkSrEpdoFvkH45MvSx373n2fwB8+mtg65+79zxd0VgHlb2hOYgjAoDYLPGoT3fdrooQj2E2BJ9BPRERERGFJ5UWsNaLTL1WD0hh8r++mhhAtgONdd17niPrxeOJ3O49T1fUlQEAC+WRq4FzgJSRQOYE1+3OTH14FcsLk79sREREREStqCMBS72YU68xtLt7yHB8lu4egn9uNzD8OqD0h6ANgqS6UvEDg3pqKWUYcOfXQGS863ZVU1DPTD0RERERUQhQa5uC+mr3ubWhTBMjHruzWF5tGVBTBFx8M2C3AOU/dt+5uqK2DBaFTky1IGqPipl6IiIiIqLQ4ah+X18FWRcb6Nb4j1YvHruzgJ0jiM+eLJYBM57rvnN1gVRXggZ1GN2woe6lZKaeiIiIiCh0qHXNmfpwGn6v0gIKVfcOv684DugzgIgoUWys+mz3nasr6spgVoVR31L3chTKY/V7IiIiIqIQEBEFNNYC9ZXhNfxekgBNNy9rV34ciO8vftZnBm2mHrWlzNRTxzkz9Rx+T0REREQU/LR6USXeeB5yOAX1QPOydt2l4jiQMED8bMgI2ky9VFeGBpU+0M2gUKFUi0dm6omIiIiIQoBjyH11IaCNDWhT/E6j79459ZWngbi+4ueYNFE0LxjVMVNPPpAkka1npp6IiIiIKAQ4CsqFY1Cv1Xdvpr76LGDIEj9HJgCmiu47VxdInFNPvlJpmKknIiIiIgoJmuZh2bI2zIZoa2K6b059owkwXXAN6usru+dcXSHLQF0ZM/XkG2UEq98TEREREYUEtVZUigfCL1PfnYXyHEXxYltm6su751xd0VgLyWJCAzP15AuVhuvUExERERGFDEkJAJD1GQFuiJ91Z6G86kKxZF50ingemQBYTCKDH0xqSwEADeowG4VB3Wv0TUB8v0C3wq9UgW4AEREREVG3sdSJx7hsACcD2hS/0uqBihPdc+yqQrFGvULcEEFkvHisrwAiIrvnnJ3hCOqZqSdfzH480C3wO2bqiYiIiCh8XfYokDAQUAdRMOoP3Zqpb1EkD2gO6oNtCH5dKWStAXaFOtAtIQooBvVEREREFL6mPwDc9X2gW+F/3TmnvroQMGS2OJdBTGMItgr4taVAVHKgW0EUcAzqiYiIiCh8SZL4F2403bikXfXZ5iJ5AKBQiGx90GXqL0COTAh0K4gCjkE9EREREVGo0cQA5h7K1APBuVa9qVy0i6iXY1BPRERERBRqtHpRBNBu8+9x7Xag+pzrnHqge5e1k2Vg5z+BkoO+va++AtDFd0+biEIIg3oiIiIiolCjiRGP/p5XX1sC2C0egvpuHH7/4yZg/QPARz8XAX5HmcohRzKoJ2JQT0REREQUajRNa7P7e1599VnxaMhw3a7rxqD+yBdAXD/gwhHgwtGOv89Uzkw9ERjUExERERGFHkdQ7+959dVnxFD7iCjX7ZEJYrh7dzi7ExhzCxA/QGTtO8pUCZlBPRGDeiIiIiKikNNdw++rz7oXyQO6b069zQqU/gCkXwxkXQKc293x95rKxbQAol5OFegGBJuGhgY0NDQ4nxuN4g+lxWKBxWIJVLPa5WhbMLeRfMd+DT/s0/DEfg0/7NPwE359KkGl0sJWVwnZj59JUXEakj4TtlbHlCL0UJoqYPX376/iONR2CyyGflCkXgzFd6907BwWE9TWeljVegCVYdSvFH7Xauf48vklWfalGkX4e+KJJ7BixQq37e+++y4iIyMD0CIiIiIiIndzC+7GgYwlOBc/2W/HnHj8BdRpUnAg82aX7SnVezH+1Mv4fPS//HYux3EnnFyFz0b/E7Gmk5hxdAXWj3wZFlWM1/dpG8sx9+BvsemiP6NOm+rXNhEFA5PJhCVLlqC6uhp6vd7rvgzqW/GUqc/KysKFCxfa/WUGksViQU5ODubMmQO1Wh3o5pCfsF/DD/s0PLFfww/7NPyEY5+qXrkE9kvuhH3cz/13zH9Oh33UYtgn3umyXTq7E6o358Hy0FlApe34AWuKoHr7Gtj7zYD9yj+7vazY8TIUBR/A+sutgLUBqr/0he2nb0MeMNv7cYsLoP73ZTDdfQg5X38fVv3a24XjtdoZRqMRiYmJHQrqOfy+FY1GA41G47ZdrVaHxJcqVNpJvmG/hh/2aXhiv4Yf9mn4Cas+1RqgtJqg9OfnqT4LZXxf92PGJAMA1JYaQOc9i+5iz3/EMXf/B8oJvwBSR7i+XnUSSBwk+kStBlJHQFWyHxh6pffjNlYDkgLqmETRrnDqVwLAPvXls7NQHhERERFRKNLE+LdQXn2VOF5slvtrjirzJh8r4B/5EpjxIJA6Eji0xv318uNAwsDm5xnjgHN7OtDWCkAXB0gMZ4h4FRARERERhSKN3r9L2lUXikdDH/fXdLEAJN+WtWuoAcoOA9mXAoOvBE5udd+n4oRYys4hZThQerD9Y5sqREV+ImJQT0REREQUkjR6ETj7S1UhoI70vEycQgloDb5l6osPAJDEkPuMcUDRfsDWoqJ3owkwngMSWgT1SRcBVWeAhlrvxzZVNI8eIOrlGNQTEREREYUird6/w++rzwKGLECSPL8eGQ/UV3b8eBeOiuNpYoD0sYC1Hig93Px6xQnx2DJTnzy0+b3emMqZqSdqwqCeiIiIiCgUtZept5ibsuUdVH3G83x6B128b8Pvq04Dcdni55gUEeCf2938esVx8RmiElucIw6ITgXKfvB+7PoKIDKu420hCmMM6omIiIiIQpEmBjBXt/36lw8Br14KHMvp2PGqCgFDZtuvR8b7Nvy+skVQDwDpY1yD+vLjQHx/95EBiYOAC8e8H5uZeiInBvVERERERKFI6yVTb7MABf8DFGpg1786drzqQpFNb4suzrfh91WngdgWQX3ryvYVrSrfO8T2EXPtvTE1Vb8nIgb1REREREQhyduSdkX7gcZa4Ko/Aae+di1Q15aqQhFQt0XnY6beMUffIWOcqIbvKIJXfsK1SJ6DIVO81xtzNaCN7XhbiMIYg3oiIiIiolCkMbSdqS85AOgzgWHXiOC+uMD7sSxmoK7Ue6Y+0oc59XY7UFsq5tI7pI8Rj0X54rHiuGuRPAdDZvPyem0xVzUts0dEDOqJiIiIiEKRJgawNYqAvLXSQ2LN96iEpsJzR7wfy5EZ91ooL67jmfr6SkC2AVHJLdobLZasO7dbBPy1JUDSEPf3GjIB43nAbvN8bFlmpp6oBQb1REREREShSKsXj56G4Fe0GNqeNKT9avLVZwCFCohJa3ufqETAdKFjbastEY/RKa7bsyYAp7cDZ3YA6iggZYT7e/WZgN3afIzWGmoA2Q5oDR1rC1GYY1BPRERERBSKNDHi0dMQ/MrTQFxf8XPS0PYz9VWFgD4dUCjb3icqWWTgrY3tt62uFJAUYsh+SwPnACfygMPrgKxLAKXK/b2OIfu1pZ6P7aj4z+H3RAAY1BMRERERhSZNU6a+9bJ2sgxUnWmuPN+hTP1Z7/Ppgease11Z+22rLQMiE91vEgycLYbhF3wIXLzE83s1ejFqwFTu+XVzlXjk8HsiAICHW2NERERERBT0IqIBSO6Z+tpSwFrfvEZ80lCg8hRgqQfUOs/Ham85OwCIbpofX1cKGDK871tb4j70HhDnv/l/wLnvgRE3eH6vJIk16Nuav++4iaHRA3bZezuIegFm6omIiIiIQpFC4XlZu6rT4tGxPF3SUAAycOFY28eqKvReJA8Q51Jp2x4W31JdmZiD70n6xcCE20X72xKZ0Hamvr4KiIjxPHSfqBdiUE9EREREFKo0evdMfdUZERRHRInnUQliKLy3efXVZ9rP1EuSyNZ3JKivrxBt6CxvQb25mvPpiVpgUE9EREREFKq0evc59dVnxbJwLSUNbXtevd0mlpBrL1MPiGJ5bVWlb8lU4V4kzxeR8d7n1HM+PZETg3oiIiIiolClixMV6VsynnPPunsrlldTJJaQM/Rp/3zRKR0rlFdfJdrWWe1l6rmcHZETg3oiIiIiolDlKaivPgvoWxWy87asXVWheGyv+B0ght/XFLW/X31F14J6nZdMfX0Vh98TtcCgnoiIiIgoVOliPQT1he7D75OHAhUnAGuD+zGM58Sc+7Yq47dkyASqz7W/X32lCMw7KzLe/XM5MFNP5IJBPRERERFRqNJ5CH7bmlMv24Dy4+7HMJ7rWJYeEMP6qwvb36++smuZek2MewFAB86pJ3LBoJ6IiIiIKFS1Hn7fWCeet55TH5Uk9vU0r9543n24fltis0ShPE8Zf2cbTIDV3LVCeRHRXoJ6ZuqJWmJQT0REREQUqloH9Y6h8a0z9ZLU9rx64zlAn96x8zmOW3227X0c7elqpr6xto3jV3FOPVELDOqJiIiIiEKVW1BfCChUoqBda21VwDeeB2LSOna+mHRAUrQT1Fc0t62zNDGArdHziABm6olcMKgnIiIiIgpVujiRubbbxfPqsyLrrlC679tmpr6o48PvlSoR2HubV19fCUDqWuAdES0eGzxk6zmnnsgFg3oiIiIiolCliwMgAw3V4rmnNeodkoYA5T8CNkvzNpsVqC3u+PB7AIjvJ47TlvpKEdB7urHQUZqmoL6x1bx6ayNgMXH4PVELDOqJiIiIiEKVY4i7qWnIu6fK9w5JQwG7RSxt51BbAsj2jmfqAXFz4MKxtl83VXStSB4AaPTisXWm3tx084LD74mcGNQTEREREYWqyATxaCoXj57WqHeISRPBcst59cbz4lHfwTn1AJA42PMwfoeuLmcHtBh+3ypTz6CeyA2DeiIiIiKiUBURKQL12hLxvPps21l3SWoqltciIK85LwLkiKiOnzNxsMj2Wxs9v15f0fWgXhUBKDXuFfAd0wwcmXwiYlBPRERERBTSopObhtHLYkm7tubUAyKoLz3c/NyXNeodUkcCsg0oPeT59fpKQNfF4feAmFffYHTdZq4GJKVvNyGIwhyDeiIiIiKiUBadCtSUAHUXAFtD28PvASB5WKug3oc16h2iEoG4vsDZXZ5fr6/qeqYeEEPw3ebUGwGtXow6ICIADOqJiIiIiEKbI1PvWGbOW1CfMhy4cLR5/Xfjed+DegDInNB2UG8q73qhPEAMsXcbfm/kfHqiVhjUExERERGFsphUoKZYzKfXGEQmuy0pI8TQece8+qpCQO/lJkBb+l8GHN3QfHOgpboLzQX8ukIT7blQHufTE7lgUE9EREREFMoMWUDV6aY16tuZHx+VCESnACUHxBz8C0eApMG+n/OiBYDVDBzb6P6a6YI4T1dpYjwE9czUE7XGoJ6IiIiIKJQlDAQqTgJVZ7wPvXdIHyOGztcUi8x30lDfz6nVA0PnA/ved91us4pCeVFJvh+ztYg2MvUM6olcqALdgHBhs9lgsVgCdn6LxQKVSgWz2QybzRawdpB/BVO/qtVqKJXKgLaBiIiIPEgYIArkncgDsie3v3+fySIYLz0IKFRA/IDOnXf0TcB7iwFTRfMcelO5eIz0R6Y+2vOceg6/J3LBoL6LZFlGcXExqqqqAt6O1NRUFBYWQmI10LARbP0aGxuL1NTUoGgLERERNYnrK7LapQeBab9rf//+M4BNy4G9bwMZ48Wa8J3R/zKRNT+8Dhi3TGwzXRCPfhl+rxdV/VsyVwOx2V0/NlEYYVDfRY6APjk5GZGRkQELdux2O2praxEdHQ2FgrMqwkWw9KssyzCZTCgtLQUApKWlBawtRERE1IpCKea4H/hEBNrtSbtYDLk/uBq4fEXnz6tUAUOuAn74rDmor7sAQPLjknae5tQzU0/UEoP6LrDZbM6APiHBDxU+u8But6OxsRFarZZBfRgJpn7V6XQAgNLSUiQnJ3MoPhERUTBZ9DJw5TMdC6YlCbjudXET4JI7unbeIVcBH/0csDaKjL/pghiKr/DD/ydoooHGVkF9A6vfE7XGoL4LHHPoIyMjA9wSop7h+K5bLBYG9URERMFEofQtO542WvzrqqyJYj5/yQEgYyxQV+6fInlAU/X7VnPqWSiPyA1Tun7A+cXUW/C7TkRERC6iEsWc/nO7xXPTBf8UyQM4/J6ogxjUExERERFR52WMF0vkAUBdGRDlp2mpGr1r9XtZFtXvmakncsGgngLOZDLh+uuvh16vhyRJAV9JIFzk5ub6/PucOXMm7rvvvm5rExEREYWhzAnA2e/Fz9VnAUOWf46riQasZsDWtGx0Yy0g2zmnnqgVBvW90K233oprrrmmw/t7Cg7Pnz+PESNGYOrUqV0Owt98801s27YN27dvR1FRESorKyFJEvLz87t03FAkSRLWrFnjl2NNmTIFRUVFMBh4N5uIiIi6UeZ4oOK4WK++4qQYju8PEdHi0TEE31wtHpmpJ3LBoJ58dvz4cUydOhV9+vTBxo0bERsb67aPLMuwWq0dPt5FF12EESNGdGkNdF/OGe4sFgsiIiK4pjwRERF1v9SRgDJCDMGvOu2/oF4TIx4dQ/DNRvHIoJ7IBYN68sn+/fsxdepUTJw4EZ9++qmzGrojm79hwwaMHz8eGo0G27Ztw/Hjx7Fo0SKkpKQgOjoaEyZMwKZNm5zHmzlzJp5//nls3boVkiRh5syZ6NevHwBgzJgxzm2edPacf//73zFy5Ejn8zVr1kCSJLz88svObXPnzsUjjzzi8bynTp2CJEn48MMPMW3aNOh0OkyYMAFHjx7Frl27MH78eERHR+PKK69EWVmZ8327du3CnDlzkJiYCIPBgBkzZmDPnj3O1/v27QsAuPbaayFJkvM5AKxbtw7jxo2DVqtF//79sWLFCpcbGJIk4dVXX8WiRYsQFRWFlStXuo2wKC8vx+LFi5GZmYnIyEiMHDkS7733nsfPSERERNRhKo2opH9oLWBr9H9Q3zpTz+H3RC4Y1FOHbd++HTNmzMB1112Hd955B2q12m2fBx98EM888wwOHz6MUaNGoba2FvPmzcOmTZuwd+9ezJ07FwsWLMCZM2cAAJ988gl++ctfYvLkySgqKsInn3yCnTt3AgA2bdrk3OaNr+ecOXMmDh48iAsXLgAA8vLykJiYiLy8PACA1Wp1flZvli9fjkcffRR79uyBSqXC4sWL8eCDD+Kll15y3lx4/PHHnfvX1NRg2bJl2LZtG3bs2IFBgwZh3rx5qKkR/6HatUsUmPnvf/+LoqIi5/PNmzfjZz/7Ge655x4cOnQIr732Gt544w388Y9/dGvPokWLUFBQgNtuu82tvWazGePGjcNnn32GAwcO4I477sDSpUvx3Xffef2cRERERO3qMwnIfxtQR3VDUN+UqW8wAiodoIrwz/GJwgTXqe8GVpsdRdXmHj1nSkz3/3G79tprceONN7pktFt78sknMWfOHOfzhIQEjB7dvAbqypUrsXr1aqxduxZ33XUX4uPjERkZ6RwqDgBGo9H5Xsc2b3w954gRI5CQkIC8vDxcf/31yM3Nxf33348XX3wRgAiuzWYzpk6d6vW8DzzwAObOnQsAuPfee7F48WJs3rwZl156KQDgF7/4Bd544w3n/rNmzXJ5/2uvvYa4uDjk5eVh/vz5SEoSa7rGxsY6P7fdbsfzzz+Phx56CMuWLQMA9O/fH0899RQefPBBLF++3Hm8JUuWuATzJ0+edDlfRkYGHnjgAefzu+++G19++SU++ugjTJw40etnJSIiIvJq+HXA9r8DAy4DlO6Jn05RaQCFGmh0ZOq5nB2RJwzqW2loaEBDQ4PzuSPAtFgssFgsLvtaLBbIsgy73Q673e7cfr7KhOl/yeuZBjfJe2A6DCo42+ONLMtt7jdy5EicPn0aADB16lSsX7/eud/ChQuxevVq5OXlYdq0aS7vc+wzduxYl+PW1dXhySefxOeff47z58/DarWivr4ep0+fdu4ny7LLMVo+evssXTnntGnTsGXLFlx22WU4ePAg7rjjDjz33HM4ePAgtmzZgrFjxyIyMtLj+R3bRowY4fzZEZAPHz7cZVtpaanzeWlpKZYvX44tW7agpKQENpsNJpPJpV2tP7csy9i3bx/27t2Lp59+2rmPzWaD2WxGbW2tcwpE699D69+jzWbDn/70J3z44Yc4d+6c87ve+nN6+w7Z7XbIsgyLxQKlUtlm31DbHH9HWv89odDGfg0/7NPwwz7tZskjId28GnLSRYAff8cqTQxspirIFgsUdRVQaPSwtjg++zX8sE8FXz4/g/pWnnnmGaxYscJt+8aNG53Bk4NKpUJqaipqa2vR2Njo3B4pyfj8V+O6va0tRSmsACTnUG5vLBYLrFar84ZFS++9955zrrZWq4XRaITJZAIA/OUvf0FUVBSuvvpqfPDBB86MNADnPna73eW4999/P7766is89dRT6NevH3Q6HZYtW4ba2lrnfo2NjS7tqa0VQ6zq6uo8ttEf55w0aRLeeOMNXHrppRgxYgQUCgUmT56MDRs2YPPmzZg0aVKb53a0r7Gx0blPfX09ADHE3bGtoaEBNpvN+Xzp0qUoLy/HypUrkZWVBY1GgyuuuAJGo9HlXPX19S7P7XY7Hn74YSxYsMCtLY7fHQAoFAqX9zl+PzU1NVAoFHjppZfwt7/9DU8//TSGDRuGqKgoPPLIIzCZTM73Wa1Wl8/l6Xz19fXYunUrixJ2UU5OTqCbQN2A/Rp+2Kfhh33a3Xb69WiX25Q4+v12nDmpxqDiXUitt2Pb+vVu+7Ffw09v71PH/8t3BIP6Vh555BH87ne/cz43Go3IysrCFVdcAb3edbiP2WxGYWEhoqOjodVqXV6Lj+2J1jaTZRk1NTWIiYlpt9q5Wq2GSqVy+zyAyD635riZodfr8e9//xtarRY//elPsW7dOmcRO8c+MTExLsfduXMnfv7zn2PJkiUAREBcWFiIiIgI534REREu7YmPjwcgbip4amPrdnXmnHPnzsXDDz+ML774ArNmzYJer8fs2bOxbds27Ny5E7/97W/bPHd0tFheJSoqyrmPp7ZotVpIkuR8vmPHDqxatQo33HADAKCwsBDl5eUun1OtVru0U5ZljBo1CqdPn8bFF1/c5u8CAHQ6nUubW7dp165dWLRoEX75y18CEDcLTp06haFDhzrfp1KpXM7fmtlshk6nw/Tp092+89QxFosFOTk5mDNnjse6FBSa2K/hh30aftinoUl17s8YNaQfRlwyD4qvdkEqyca8efOcr7Nfww/7VPCW3GyNQX0rGo0GGo3GbbtarXb7UtlsNkiSBIVCAYUisDUHHcOlHe3xRpIkGI1G7N+/32V7fHw8+vTp47a/43gKhQJKpRKvvPIKVCoVFixYgHXr1mHWrFku+7Q8/8CBA7F69WosXLgQkiThscceg91ud2mn4yaE43lqaip0Oh02btyIPn36QKvVelxrvSvnHDVqFBISEvDuu+/i008/hUKhwGWXXeaccz59+vQ2f4+eztveNke73nnnHVxyySUwGo34/e9/D51O59Kuvn37YsuWLZg2bRo0Gg0MBgMefPBB3HTTTejTpw9+8pOfQKFQYP/+/SgoKMDKlStd2tWyza3bNGjQIHz88cfYsWMH4uLi8MILL6C4uBgXXXSRy/u8fYcUCgUkSfJ4PZBv+DsMT+zX8MM+DT/s0xCj1UNpMUGpVoul7XQGKDz0H/s1/PT2PvXls7P6fS+Vm5uLMWPGuPxrWandG0mSsGrVKtx+++2YP3++y3Jxrb344ouIi4vDlClTsGDBAsydOxdjx471enyVSoW//e1veO2115Ceno5Fixb59Nk6ck5JkpzV7R31AUaNGgWDwYAxY8Z4HSHQWf/5z39QWVmJMWPGYOnSpbjnnnuQnJzsss/zzz+PnJwcZGVlYcyYMQCA2bNnY+3atcjJycGECRMwadIkvPDCC8jOzvbp/I899hjGjh2LuXPnYubMmUhNTcU111zjr49HRERE5H+aGFH1HhBL2nE5OyI3kuyoUkYeGY1GGAwGVFdXexx+f/LkSfTr1y/gQ5Ed88r1en3ARw2Q/wRbvwbTdz5UWSwWrF+/HvPmzevVd5/DDfs1/LBPww/7NET97xdARBSw8G/A29cDycOAK55yvsx+DT/sU8FbHNpa4KMEIiIiIiIiTzQxQAOXtCPyhkE9EREREREFJ5egvhrQxga0OUTBiEE9EREREREFJ42+OahvMHJOPZEHDOqJiIiIiCg4uWXqGdQTtcagnoiIiIiIgpMjqLdZAIsJ0Lovc0zU2zGoJyIiIiKi4ORY0s7ctKwdh98TuWFQT0REREREwcmRqTdXiefM1BO5YVBPRERERETBSRcHyDag+qx4zjn1RG4Y1BMRERERUXCKTBCPlacASEBETCBbQxSUGNQThYnc3FxIkoSqqqoOv2fmzJm47777uq1NRERERF0SGS8eK0+K+fQKhi9ErfGq6IVuvfVWXHPNNR3evzPBInWMJElYs2aNX441ZcoUFBUVwWDgXDMiIiIKE+pIQKkBKk5w6D1RGxjUU8iSZRlWqzXQzQgKFosFERERSE1NhSRJgW4OERERkX9IkhiCX3GSRfKI2sCgnjrl448/xvDhw6HRaNC3b188//zzLq/37dsXTz/9NG677TbExMSgT58+eP311132KSgowKxZs6DT6ZCQkIA77rgDtbW1bZ7TMWJgw4YNGD9+PDQaDbZt24bjx49j0aJFSElJQXR0NCZMmIBNmzY53/f3v/8dI0eOdD5fs2YNJEnCyy+/7Nw2d+5cPPLIIx7Pe+rUKUiShA8//BDTpk2DTqfDhAkTcPToUezatQvjx49HdHQ0rrzySpSVlTnft2vXLsyZMweJiYkwGAyYMWMG9uzZ4/I7AoBrr70WkiQ5nwPAunXrMG7cOERGRuLiiy/Gk08+6XIDQ5IkvPrqq1i0aBGioqKwcuVKtxEV5eXlWLx4MTIzMxEZGYmRI0fivffea/P3S0RERBSUohKB8h+5nB1RGxjUk892796Nn/70p7jppptQUFCAJ554Ao899hjeeOMNl/2ef/55jB8/Hnv37sWvf/1r3Hnnnfjhhx8AACaTCVdeeSXi4uKwa9cufPTRR9i0aRPuuuuuds//4IMP4plnnsHhw4cxatQo1NbWYt68edi0aRP27t2LuXPnYsGCBThz5gwAMW/84MGDuHDhAgAgLy8PiYmJyMvLAwBYrVZs374dM2bM8Hre5cuX49FHH8WePXugUqmwePFiPPjgg3jppZecNxcef/xx5/41NTVYtmwZtm3bhh07dmDQoEGYN28eampqAIigHwD++9//oqioyPl8w4YNuOWWW3DPPffgwIEDePHFF/Hmm2/ij3/8o1t7Fi1ahIKCAtx2221u7TWbzRg3bhw+++wzHDhwAHfccQeWLl2K7777rt3fMREREVHQiO0DWEyAITPQLSEKSqpANyAs2ayA8VzPnjMmrcdO9cILL2D27Nl47LHHAACDBw/GoUOH8Je//AW33nqrc7958+bh17/+NQDgoYcewosvvojc3FwMHToU77zzDurr6/HWW28hKioKALBq1SosWLAAf/rTn5CSktLm+Z988knMmTPH+TwhIQGjR492Pl+5ciVWr16NtWvX4q677sKIESOQkJCAvLw8XH/99cjNzcX999+PF198EYAIrs1mM6ZOner1cz/wwAOYO3cuAODee+/F4sWLsXnzZlx66aUAgF/84hcuNzZmzZrl8v7XXnsNcXFxyMvLw/z585GUlAQAiI2NRWpqqnO/P/7xj3j44YexbNky2O12JCYmYsWKFXj44YexfPly535LlixxCeZPnjzpcr6MjAw88MADzud33303vvzyS3z00UeYOHGi189KREREFDRis8VjfP/AtoMoSDGo7w7Gc8BLo3r2nPfsAxSxXT7M8OHDcfr0aQDAtGnT8MUXX7jtc/jwYSxatMhl26WXXoq//vWvsNlsUCqVAIBRo5p/B5IkITU1FaWlpc5jjB492hnQO45ht9tx5MgRr0H9+PHjXZ7X1dVhxYoV+Oyzz3D+/HlYrVbU19c7M/WSJGH69OnIzc3F7NmzcfDgQfzqV7/Cc889h8OHDyM3Nxdjx45FdHS0199Ny8/jaF/LYf0pKSnOzwcApaWlePzxx/HVV1+hpKQENpsNJpPJ2a627N69G7t27XLJzNtsNpjNZphMJkRGRnr8PbRms9nw7LPP4oMPPsC5c+fQ0NCAhoYGl985ERERUdBLHen6SEQuGNR3B30GcO/+nj1nTBpQa+ryYdavXw+LxQIA0Ol0HveRZdmtGJssy277qdVql+eSJMFut7d5jJb7edM6KP3973+PDRs24LnnnsPAgQOh0+lwww03oLGx0bnPzJkz8frrr2Pbtm0YPXo0YmNjMX36dOTl5SE3NxczZ870es7Wn8fRxtbbHJ8PEKsMlJWV4a9//Suys7Oh0WgwefJkl3Z5YrfbsWLFClx33XWw2+2ora1FdHQ0FAoFtFptm7+H1p5//nm8+OKL+Otf/4qRI0ciKioK9913X7vnJyIiIgoqw68BrGZg8NxAt4QoKDGo7w5KFRCX3bPnbBFMdkV2dvvtHjZsGL7++muXbdu3b8fgwYOdWfqOHOPNN99EXV2dMzj95ptvoFAoMHjwYJ/avG3bNtx666249tprAQC1tbU4deqUyz4zZ87Evffei//973/OAH7GjBnYtGkTtm/fjnvvvdenc3a0Xf/4xz8wb948AEBhYaFzXr+DWq2GzWZz2TZ27FgcOXIEAwcOhN1uh9FohF6vh8LHdVm3bduGRYsW4ZZbbgEgbhYcO3YMF110URc+FREREVEPU+uA8T8PdCuIghYL5fVS1dXVyM/Pd/nX3rBwh/vvvx+bN2/GU089haNHj+LNN9/EqlWrXOZvt+fmm2+GVqvFsmXLcODAAWzZsgV33303li5d6nXovScDBw7EJ598gvz8fOzbtw9LlixxyZgDcM6rf+edd5xB/cyZM7FmzRrU19e3O5++MwYOHIj/+7//w+HDh/Hdd9/h5ptvdhv90LdvX2zevBnFxcWorKwEADz++ON466238MQTT+DgwYM4cuQIPvjgAzz66KM+nz8nJwfbt2/H4cOH8f/+3/9DcXGx3z4fEREREREFHoP6Xio3Nxdjxoxx+deycrs3Y8eOxYcffoj3338fI0aMwOOPP44nn3zSpUheeyIjI7FhwwZUVFRgwoQJuOGGGzB79mysWrXK58/y4osvIi4uDlOmTMGCBQswd+5cjB071mUfSZKc1e2nTZsGQMyRNxgMGDNmDPR6/y+R8p///AeVlZUYM2YMli5dinvuuQfJycku+zz//PPIyclBVlYWxowZA0Asr/fZZ58hJycHEydOxJw5c5xD+H3x2GOPYezYsZg7dy5mzpyJ1NRUXHPNNf76eEREREREFAQk2dNkaHIyGo0wGAyorq52C/zMZjNOnjyJfv36ucx1DoSuDNOm4BVs/RpM3/lQZbFYsH79esybN8+t7gSFLvZr+GGfhh/2aXhiv4Yf9qngLQ5tLfBRAhERERERERF1CoN6IiIiIiIiohDFoJ6IiIiIiIgoRDGoJyIiIiIiIgpRDOr9gLUGqbfgd52IiIiIKLgwqO8CRzVGk8kU4JYQ9QzHd703VyIlIiIiIgomqkA3IJQplUrExsaitLQUgFh7XZKkgLTFbrejsbERZrM5KJY+I/8Iln6VZRkmkwmlpaWIjY2FUqkMWFuIiIiIiKgZg/ouSk1NBQBnYB8osiyjvr4eOp0uYDcWyP+CrV9jY2Od33kiIiIiIgo8BvVdJEkS0tLSkJycDIvFErB2WCwWbN26FdOnT+fQ6DASTP2qVquZoSciIiIiCjIM6v1EqVQGNOBRKpWwWq3QarUBD/7If9ivRERERETkDSdfExEREREREYUoBvVEREREREREIYpBPREREREREVGI4pz6dsiyDAAwGo0Bbol3FosFJpMJRqORc6/DCPs1/LBPwxP7NfywT8MP+zQ8sV/DD/tUcMSfjnjUGwb17aipqQEAZGVlBbglRERERERE1JvU1NTAYDB43UeSOxL692J2ux3nz59HTExMUKwT3haj0YisrCwUFhZCr9cHujnkJ+zX8MM+DU/s1/DDPg0/7NPwxH4NP+xTQZZl1NTUID09HQqF91nzzNS3Q6FQIDMzM9DN6DC9Xt+rv/zhiv0aftin4Yn9Gn7Yp+GHfRqe2K/hh32KdjP0DiyUR0RERERERBSiGNQTERERERERhSgG9WFCo9Fg+fLl0Gg0gW4K+RH7NfywT8MT+zX8sE/DD/s0PLFfww/71HcslEdEREREREQUopipJyIiIiIiIgpRDOqJiIiIiIiIQhSDeiIiIiIiIqIQxaCeiIiIiIiIKEQxqA9SzzzzDCRJwn333efcJssynnjiCaSnp0On02HmzJk4ePCgy/saGhpw9913IzExEVFRUVi4cCHOnj3rsk9lZSWWLl0Kg8EAg8GApUuXoqqqqgc+Ve/zyiuvYNSoUdDr9dDr9Zg8eTK++OIL5+u33norJEly+Tdp0iSXY7BPg0t7fcrrNDQ988wzmDBhAmJiYpCcnIxrrrkGR44ccdmH12to6Uif8noNPVu3bsWCBQuQnp4OSZKwZs0al9d5nYam9vqV12roe+KJJ9yuzdTUVOfr/urj3opBfRDatWsXXn/9dYwaNcpl+5///Ge88MILWLVqFXbt2oXU1FTMmTMHNTU1zn3uu+8+rF69Gu+//z6+/vpr1NbWYv78+bDZbM59lixZgvz8fHz55Zf48ssvkZ+fj6VLl/bY5+tNMjMz8eyzz+L777/H999/j1mzZmHRokUuf6SuvPJKFBUVOf+tX7/e5Rjs0+DSXp/yOg1NeXl5+M1vfoMdO3YgJycHVqsVV1xxBerq6lz24/UaOjrSp7xeQ09dXR1Gjx6NVatWtbkPr9PQ016/8loND8OHD3e5NgsKCpyv+auPey2ZgkpNTY08aNAgOScnR54xY4Z87733yrIsy3a7XU5NTZWfffZZ575ms1k2GAzyq6++KsuyLFdVVclqtVp+//33nfucO3dOVigU8pdffinLsiwfOnRIBiDv2LHDuc+3334rA5B/+OGHHviEFBcXJ//rX/+SZVmWly1bJi9atKjNfdmnocHRp7xOw0dpaakMQM7Ly3Nu4/Ua2lr3Ka/X0AdAXr16tcs2Xqehr3W/8loND8uXL5dHjx7t8TV/9XFvxkx9kPnNb36Dq6++GpdffrnL9pMnT6K4uBhXXHGFc5tGo8GMGTOwfft2AMDu3bthsVhc9klPT8eIESOc+3z77bcwGAyYOHGic59JkybBYDA496HuYbPZ8P7776Ourg6TJ092bs/NzUVycjIGDx6MX/7ylygtLXW+xj4Nbq37lNdp+KiurgYAxMfHu2zn9Rq6Wvcpr9fwxes0vPBaDR/Hjh1Deno6+vXrh5tuugknTpwA4L8+7s1UgW4ANXv//fexe/dufP/9926vFRcXAwBSUlJctqekpOD06dPOfSIiIhAXF+e2j+P9xcXFSE5Odjt+cnKycx/yr4KCAkyePBlmsxnR0dFYvXo1hg0bBgC46qqr8JOf/ATZ2dk4efIkHnvsMcyaNQu7d++GRqNhnwaptvrU8R8VXqehTZZl/O53v8PUqVMxYsQI53Zer6HLU5/yv6vhiddp+OG1Gh4mTpyIt956C4MHD0ZJSQlWrlyJKVOm4ODBg37r496MQX2QKCwsxL333ouNGzdCq9W2uZ8kSS7PZVl229Za63087d+R41DnDBkyBPn5+aiqqsLHH3+MZcuWIS8vD8OGDcONN97o3G/EiBEYP348srOz8fnnn+O6665r85js08Bqq08deJ2Gtrvuugv79+/H119/7bKd12voaqtPAV6v4YbXafjitRrarrrqKufPI0eOxOTJkzFgwAC8+eabzmKW/ujj3orD74PE7t27UVpainHjxkGlUkGlUiEvLw9/+9vfoFKpnHeuWt+JKi0tdb6WmpqKxsZGVFZWet2npKTE7fxlZWVud8fIPyIiIjBw4ECMHz8ezzzzDEaPHo2XXnrJ475paWnIzs7GsWPHALBPg1Vbfeqo4srrNHTdfffdWLt2LbZs2YLMzEyv+/J6DQ1t9Smv196B12no47UanqKiojBy5EgcO3bMb33cmzGoDxKzZ89GQUEB8vPznf/Gjx+Pm2++Gfn5+ejfvz9SU1ORk5PjfE9jYyPy8vIwZcoUAMC4ceOgVqtd9ikqKsKBAwec+0yePBnV1dXYuXOnc5/vvvsO1dXVzn2oe8myjIaGBo+vlZeXo7CwEGlpaQDYp6HC0af9+vXjdRqiZFnGXXfdhU8++QRfffUV+vXr1+57eL0Gt/b6lNdr78DrNPTxWg1PDQ0NOHz4MNLS0vzWx71aT1XkI9+1rH4vy7L87LPPygaDQf7kk0/kgoICefHixXJaWppsNBqd+/zqV7+SMzMz5U2bNsl79uyRZ82aJY8ePVq2Wq3Ofa688kp51KhR8rfffit/++238siRI+X58+f35EfrNR555BF569at8smTJ+X9+/fLf/jDH2SFQiFv3LhRrqmpke+//355+/bt8smTJ+UtW7bIkydPljMyMtinQcxbn8oyr9NQdeedd8oGg0HOzc2Vi4qKnP9MJpMsyzKv1xDUXp/KMq/XUFRTUyPv3btX3rt3rwxAfuGFF+S9e/fKp0+f5nUawrz1qyzzWg0H999/v5ybmyufOHFC3rFjhzx//nw5JiZGPnXqlCzL/uvj3opBfRBrHdTb7XZ5+fLlcmpqqqzRaOTp06fLBQUFLu+pr6+X77rrLjk+Pl7W6XTy/Pnz5TNnzrjsU15eLt98881yTEyMHBMTI998881yZWVlD3yi3ue2226Ts7Oz5YiICDkpKUmePXu2M/gzmUzyFVdcISclJclqtVru06ePvGzZMrf+Yp8GF299Ksu8TkMVAI///vvf/8qyzOs1FLXXp7LM6zUUbdmyxWO/Llu2jNdpCPPWr7LMazUc3HjjjXJaWpqsVqvl9PR0+brrrpMPHjzofN1ffdxbSbIsyz03LoCIiIiIiIiI/IVz6omIiIiIiIhCFIN6IiIiIiIiohDFoJ6IiIiIiIgoRDGoJyIiIiIiIgpRDOqJiIiIiIiIQhSDeiIiIiIiIqIQxaCeiIiIiIiIKEQxqCciIiIiIiIKUQzqiYiIiIiIiEIUg3oiIiIKCddeey3i4uJwww03BLopREREQYNBPREREWHdunUYPHgwbr/9dvzzn//EHXfcEegmubnnnnvw1ltvBboZREREQYVBPREREeHdd9/FF198gZSUFKxcuRJLliwJdJPcXHbZZYiJiQl0M4iIiIKKJMuyHOhGEBERUXC79dZbkZqaimeffTag7cjNzcWqVavwv//9L6DtICIiChaqQDeAiIiIgpvdbsfnn3+OtWvXdut5xo0bh4aGBrftGzduRHp6ereem4iIKFRx+D0REVEvd9VVV2HZsmXO51999RUSEhJgtVoBAN988w0UCgUmTpzo3KesrAx33HEHUlJSoNPpMHr0aGzduhUAcOrUKUiShE8++QTTp0+HTqfDuHHjcOrUKeTm5uKSSy5BZGQkLrvsMlRUVDiPuXv3bhw4cMDtHwN6IiKitjGoJyIi6uUyMjJw7tw55/PLLrsMDQ0N+OabbwAAa9euxYIFC6BQiP9tOH36NEaNGoXKykp8+umn2L9/P+6++27nfPf8/HwAwD/+8Q88/fTT+Pbbb1FeXo6lS5fiT3/6E15++WXk5uaioKAA//73v3v2wxIREYUZDr8nIiLq5TIyMvD11187n0uSBK1Wi7KyMgAiqH/uueecr995550YOnQoPvzwQ0iSBAAYNGiQ8/V9+/YhLi4O77//PhITEwGIGwVfffUVDh06hKioKADAhAkTUFxc3OF2zp07F3v27EFdXR0yMzOxevVqTJgwofMfnIiIKAwwqCciIurlWmfq8/PzUVlZiSlTpuDw4cM4e/YsLr/8cgDAmTNn8MUXX2DPnj3OgL61/Px8LFy40BnQO963ePFiZ0Dv2Hb11Vd3uJ0bNmzw9aMRERGFPQ6/JyIi6uUyMjJQW1sLo9EIu92O3/72t7j55puRnp6OtWvXYs6cOdDpdACAvXv3IiIiAmPGjGnzePv27cOkSZNctuXn57vMyTebzTh69CguvvjibvlMREREvQUz9URERL1cRkYGAODs2bP473//i6KiInz66acAgE8//RS33367c1+1Wg2r1QqTyYTIyEi3YxmNRpw6dcol6D99+jQqKipcth08eBA2mw2jR4/uro9FRETUKzBTT0RE1Ms5gvr7778fH3/8MTZv3gy9Xo/S0lLs2rUL8+fPd+47ceJEGAwG3HnnnTh8+DAOHTqEV199FT/88AMAkaVXKBQYNWqU8z35+fmIjY1F3759ndv27duH/v37O4vrERERUecwqCciIurlEhMTodFocPr0aWzdutUZ5K9btw4TJ05EcnKyc9+EhASsW7cOx44dw4QJEzB16lSsWbMGKSkpAESwPnToUOdwfUAM2W+dkd+3bx+H3hMREfmBJMuyHOhGEBERUfBZuHAhpk6digcffDDQTSEiIqI2MFNPREREHk2dOhWLFy8OdDOIiIjIC2bqiYiIiIiIiEIUM/VEREREREREIYpBPREREREREVGIYlBPREREREREFKIY1BMRERERERGFKAb1RERERERERCGKQT0RERERERFRiGJQT0RERERERBSiGNQTERERERERhSgG9UREREREREQhikE9ERERERERUYhiUE9EREREREQUohjUExEREREREYWo/x8CV9/0xbJ1VAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lazy_plt(1,[ \"IR_01.txt\",\n",
    "            \"IR_02.txt\"],\n",
    "            [\"L-Kraft raw material\",\n",
    "             \"L-Iono raw material\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fadbb6bf",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}