{
 "cells": [
  {
   "attachments": {
    "crossover_method.png": {
     "image/png": 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"
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   "source": [
    "# Gridding and Filtering of Elevation Change Observations   \n",
    "\n",
    "In this tutorial we will discuss different types of gridding and filtering strategies that are commonly used in satellite altimetry to derive gridded products of elevation change. We will then use these gridded products to derive integrated volume change of the region in question.\n",
    "\n",
    "## Background\n",
    "\n",
    "In many aspects of Earth Science gridded datasets plays an important role for understanding and extracting geophysical signals in both space and time. \n",
    "\n",
    "So, what might be the reasons of why we want to use gridded data?\n",
    "\n",
    "- Estimation of geophysical signals in un-observed regions, based on noisy observations.\n",
    "- Data-reduction, where billions of points can be represented as a regular-grid.\n",
    "- Application of advanced digital signal processing algorithms.\n",
    "- Data visualization\n",
    "\n",
    "Satellite altimetry has for decades been used to study the worlds ice sheets and glaciers by measuring the change of elevation over time. One of the most widely used methods for deriving elevation change from altimetry is the \"crossover\" method. It is one of the most robust and accurate methods currently available. It can be used for both deriving elevation change and to study the precision of the measurements themselves.\n",
    "\n",
    "![crossover_method.png](attachment:crossover_method.png)   \n",
    "\n",
    "From this method the surface elevation change is estimated at the intersection of two sub-satellite ground tracks at different times. At this crossover location the two closest points in each track is used to interpolate both elevation and time to the crossover location, allowing us to compute $\\delta h/\\delta t$ = $H_{t_{2}}-H_{t_{1}}$. [Image credit Zwally et al. (1989)]"
   ]
  },
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CigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKAP/9L3+igAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKAPHv2gfDVxqvhSz1a1jaRtLkcyqo5ETgbm98FVz6DJ7GvXpIkmjeORFeNwVZWAIYHsQaAPDf2fPF8l1b3PhW6Lu1spurWQnO2PIVk9sFgR/vGvWtI8J6FoN1NcaTpFnZTTDa7wRBSR1x7DI6e1AG3mvC/il4q+I/hLUr+e2kij0G5KRWdwkUbGE4BI5GQxwR8wI9DmgD3TI9a8U+G3xuh1aSHR/FDxW97gLFe52xzH/AG/7rH/vkn+7wCAe10ZFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAf//T9/ooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooAKKACigAooACcAmkf7jfSgCreWdtf2r2t7bRXNvJw8UyB0b6g9RVh+v5fzoA+Wfiv8LJPBcratpkgfQ5pQqRs/7y3c5+U5+8pxw2c9j0BPqf7QX/ACTcf9f0P8noA0fg14tfxP4IhjuJWkvtPxbzsVxkc7DnuduM+4PrXJ/s2f8AIF13/r4i/wDQTQB7jRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAFFABRQAUUAf/9k="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Elevation Change Case Study: Pine Island Glacier\n",
    "\n",
    "In this section we will use crossover elevation changes from ICESat and ICESat-2 spanning the time span of 2003-2019 (16 years) over Pine Island Glacier (PIG) in West Antarctica. PIG is one of the most active areas in Antartcica showing the largest rates of elevation change on the continent.\n",
    "\n",
    "![is_dhdt.jpeg](attachment:is_dhdt.jpeg)\n",
    "\n",
    "Before, we start with the excersice we need to import some packages and functions needed for the analysis. Many of them can be found in the \"utils.py\" file and have been written and devloped here at JPL as part of the captoolbox, which will soon be avaliable.[ Image credit: Johan Nilsson (JPL) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import h5py\n",
    "import numpy as np\n",
    "import cartopy.crs as ccrs\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from utils import gaussip\n",
    "from utils import medip\n",
    "from utils import lscip\n",
    "from utils import transform_coord\n",
    "from utils import make_grid\n",
    "from utils import mad_std\n",
    "from utils import spatial_filter\n",
    "from utils import interp2d\n",
    "from scipy.ndimage.filters import generic_filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we do anything we need to get our data into our local enviroment in our little jupyter world! Let's mow download it from the ICESat-2 Hackweek S3 bucket by running the code below (just once):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!aws --no-sign-request s3 sync s3://pangeo-data-upload-oregon/icesat2/gridding-data/ data/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the crossovers so we can start working, using the h5py library. But first let's inspect what varibales we have to work with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dh_elv                   Dataset {40992}\r\n",
      "dhdt                     Dataset {40992}\r\n",
      "dt_year                  Dataset {40992}\r\n",
      "h_elv_1                  Dataset {40992}\r\n",
      "h_elv_2                  Dataset {40992}\r\n",
      "lat                      Dataset {40992}\r\n",
      "lon                      Dataset {40992}\r\n",
      "t_year_1                 Dataset {40992}\r\n",
      "t_year_2                 Dataset {40992}\r\n"
     ]
    }
   ],
   "source": [
    "!h5ls ./data/IS1_IS2_AnIS_XOVER_PIG_ALL_BEAMS_R205.h5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this tutorial we are going to use the longitude (lon), latitude (lat) and the elevation change (dhdt) variables. The \"dhdt\" variable can be created by dividing \"dh_elv\" with \"dt_year\". \n",
    "\n",
    "Let's load the data into memory!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with h5py.File('./data/IS1_IS2_AnIS_XOVER_PIG_ALL_BEAMS_R205.h5','r') as f_in:\n",
    "\n",
    "    lat  = f_in['lat'][:]\n",
    "    lon  = f_in['lon'][:]\n",
    "    dhdt = f_in['dhdt'][:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's plot the data to get an understanding of the spatial coverage and signals! We are going to use cartopy for this!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x1a1b880090>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z3Xc3MHnyjyXq//zzBIYObV1S9lwnISEvARAQYCY///FK3n3DR4gXoVC5xHIh0nVlrcpTE3wqF/AMXn/3rOwQ9oc1IqLhbysCYJuegKZ5Vz0MCe20jfidNqHYzB3InBVEuTLAfCfxYU+XKP/ZMxFL5g6i9mcR1fhmmrR4rKbEByCbCzHYhQeNvSQAkIaN47TEiSSbRkxhGpZCxXoVX7JIbkfDINo4Rl9Tf7pxKwAprvbkW7IAQbA+mCjzZzV6L9WNjgtTsU2g87iNw4XHGh4O0oIEcvknLxbVOcTv7GEB3RlPJBfVmKxVdSlpL4Ss+hpo2fRrYC4lf4/RzUfEx50kcsUozNG98ev0SKny/WY7V8z6kSY3HMVoJ7B/5M+siXb6tZ9GSFQiV1s/BsBk0ri0qTJj1wTClAxGFhDOg52bcHJ72T6gsXV871cwJoIr8F/dKT2kr7ChBweTL2CHXdJzv2B7sT18QgiM3fG88NbdtG9u4rqRQWdss127SKQs+0X+zTc7S5275pp55OU9WlL2YD9efXUon3yyhVdeUZsvy8afUwr338OokYPH+48EQ2g4aZjuRmVhNjwYmoZA4pYCjdK7YlNdOxmcsgeQpAe+Dqcp3JeZZ0E03r9awMYz5HMjZhrTiBbkkMgW+mJgIpgcPAj+x0wGMZo13I3Eyc3iBtpwI6cPZTqpeF3YJC62Fp334GE/LxPNpURSf/Uu02kRV9rQj8OsBTT8sWMnkGxSANDRWcQY3DgYwDtE+jrETjUhUAplRSit7yyZu+9F7kl7hSUtHWjxV5VZ587o/6NlWhKGRYAAGScxaxp3tHqCG0I+xlaPlkQbDMZfKYjzSDnSsF/oQ4UfVmvJHe2nR5nUDdhwUpB0fijdB55Z2a6IH34YX+rcv/5VMrnPt9/+iRDP8MADi9m+PYXgYDUkl0W+/R7MIecT1awneu4VpcqfeNOBECcQ4jgitH6k1d4n99M8bzcx2clckHaoRNkkfuFXodOKA7Rw7eQBq4XGdTAMXHXRwXIAs7MV+R4rFt2PRKMdR5wR6O5EJJJfZS/MJiduzfu8OEXdCg23hZfZwp+Ek0E4O2jNN5zHOmShW4uBiUDySaA363gGCylYyWEvs9ApnQgt3PQtVo8Tsy6JNZ3yAV/Gxbj5mMNMIJ0tNXZ/Z0IiSeEYLqqe6KorN3MjDxJKNntIIIYUbi701f6eKwjgOKFkspQ7OFJsAlKXUS4lFaPefuWwYdVMjmoLiN58jB43reGdiO50i9jActmfVgfH0KX1tlLXBPk3QR+yCLH2MoxwDdPB1mW07OUPprGJnTSmFVfybHXeSoPC5Ybw+FTcuRrtLLuYMrs740aUH6C4VbfGJG7KBEsEs94v++d+34vw+rtAOzg2DxqHVpPw58g72dm8keJifrMwOtlKD0dmIZjbMpix+7Nxuv1o7OfP4i4l67RfAPvzABd8uAu0XZD5IoRUwXfdajUj5VQAkpMziY8vHa1i1Kj5JY779PmEbdvu4LzzGlW+wwZMgM2EO/vqcstfmuqEvyzCuW50HUx1K2BHKe5z7kEGtMGfAg6kRpMhDSIK/YmPkE0AOmEihwz/UJ6sLTNtLSEQtPdfjEfmspWeNCEdYYWcrN4EhB8gkAJCTdnsjY/B42pK14A1tS1yEV9xOcm0woyHY1zC1SwFwIwf3TCRzElsZHMxz9OG9tjZRDbe1bBwupRpzfc39aepKaPUeTPesIsmdPLYSySl9z/UJBLJm9xNMo0xo9OEYP7F/VVqK4o23MrnZZSUNAwdYBnNOL9KfSjqFkrhLgM3Omt7baKTlo+7ZzB/vH8pQSOnIKXAJHXC9KblXmvqdjEhf83gO5VdR8fJN9jJ4zwSsdOZg7SgZTXcScPj6+Vgd0SBBXa6Erj/X0mMG9Gu3PoH/giDClYWXn8Kry5zFJo/Dq63fCqyT1ghHfzfHzb0vBDOT3LjKWff5BXxZvLiy7/fxL+MoyZAB8MDn2+Fyb3OTb6ylO3y2L07vZTCLaX0ZlM11eyi24UXvsfWrSeYN280o0Z1rPiCWuLF1/x5+BYnICHMVOeVbYDRmh9bDe9qn8ljEFpsU18UQeTgJh8bPcuwZekYTJQrcOPhMzEQUx0LB+grBDaQp6IvmbQE/AgizwjGpOlITdIx4OtSGyI35I0nz7KfximX0T6uZg02+QQjEXgwY5y2KjGyjGQw3bmLbEbgRyj+VC53QTTXkMo3mAilM6NLlJ1kCduZWhg55R5aMabyN1NJDHTsWHBjwYOFTI6XKPfgYD23UEAanXmCWAZUuo8LeYJNPI+BIAsTo7jTV+JXK8qlpGLU51MGGgLpBGkDdAgyRfNtzDC2Jv1Mc0trohPONfuKCSsuQOKHowopAhouWw4b3P1AGs/f4cfAwaVNzQPPB83Ix9ACaaonY23ug4QSVrwKtwXC62CUEgA7BobL+3IzXCaklN7EFJXkg17wz5XgcAEZoFlg7GlW8Okz4OlnwemUXNAln7lzrCQkVG25X9efJDh4Gna719VF0+C660oqtkKUjEqQkBDC7t33Vun+KkO/fh+xadMJwOt7PmBAPBs3Hue55wZy//19qrXvyvLQRD8emli/UmXfZB3C9bqHYx5JiybmEt/nbC4747XD5c/YyMFAY6D8lRWifvr+J7Geb/mAaNJoRC6DWFJCeTYJM53lMtLcYwkyBhAS6n0WhvzlVlHGI3CUxeQGJmICTjT7mdbGQ1i08jOHVhZdevjQPRE0ySDxDxJMJb8rf/IIxYofDkLPcmUilLgqydKB/6M9d2Gi9P3t4glcBCKBvfzHZwq3RPIZ0zlICuGk0pgURvI1VoIxYaYDbckhBRMeulHShe4I35KHN2LTNp7jUpZUuv84BhBXh7KWKnzH3y5Kyc7N7/Bu52z8hZMRX35F//E7yqyXm3GYP78fS7SrKW1ur0IM0wpI4hvW8l8iGcAQ7vN5+5VhG6m8z04G04pRVRwYq4pHh8073XRpa2LjUY1+N7rAYqZ16gbiW8exdGHpRCu6Lpn/RToxbUK5uJflnGNzJx+FjqOhVU/Y9u/S5W43WJtIyASs0GmSg3TdxvYXIMoHySYNCf0PrWLPibYEBWXzU0I87f1KLrtKKel9OJU/T/gzMlbwRfNze8F6DG/2bu20z27zZuh2Id7c4gAmCXoqhhFTbQrw6Qo3wPLlN9O/f/Vm54uP/zeHD5cOwRcYaCEvr2YjPihKMkT+QCB5gCCFSNaI8kNh1mU+4H7C2YMVD2AwlA/wp8U5tXmYn9grn8WMjgT6GkuwmHyX9fZ9183ss7QEBAlyL7drNRgxRNohbwb5ohU/2b6msXaEDD2aweZ/YzstTvVy+pFXaGE34eGyYqnkv/fcTIrmoqO4nF5ifKUyX67lR75iMxINEx4S2EkPormAN4vq5LOLA9zKcdrQi7cJLZwQ5JHIGm5CAkG0ow8fnsOHUTtUNUpJZyGkrzWljipKSf1mlXsTFnNzDGFiT58u9C+nXnBEHL1vWl1O6bnTnGtozjXV1n5leJ4VuHDxIelcSmOCauhncSQNmjdNxdDDadvsOyz9B4HF++JIdseRvaP05hoAk0kw5h9RPpMjvinkneGr3pkIpANSwBDJjk1en/Ho20B+de79b3fCtuOdycsLJT03mkGBmRxvVVLhFkKwNj4GX21YN5fjuRET413eLppXF/5jGKV9hk+cyMFmsxAa6vtlgfj4sh3ppZTk5bkIDq4413lU1HTS072/oc8/v5oOHWIIC/OnZUuv+8u+fXdjs01DSoiLC8RstnDwYBYTJnQ5U7P1mtx8COsFREDaD95QmHWR/4g+3CnX48bETEq7jC3hAE+TiIGJfoTxMmXnRagJlrOAvazhWu4i/DRlujuD2MwJokgngHyslO+OeLbEMYxkxyc4OEhMziAssVVXtr92XImweGjm6UtPP29CG69y+pe+VcMGtvx3IO9F/BA0CezgNaYIAyd7SincA1jJdu7BiYMLOZXjcIfxNikmNyDYyhJWsI67eYkAAktcb2DwGY9h5yRjmE4E3hUkK1b+un+JQCBpzKn9FdlsZiP/xEDDxg7e5iUe4wUAgmjFJSzFQQoB/L32qSiXkoppUJ9PYuaf7NjyOD2PZxIzbnmZdYaFXsFe5zZMZp2Oy7aiXKchigCO4cKKH/7V5Cvp0iHsrlyMlAJC5BE2ze7Gb1vB0L1pbg8cTSB+VSqhEQU4CyTdI7Zw60PDqkWWytKpNRArvUp3iISswpeRp+z6f+bpNPETRFi8Wm2BLrl6k4s2HhNv9y79yLW1QsvgA2zP64rNaufOsIqVyeqiaVPYtxemzRB8s8CDycjhxRdtmEynDB5//HGMnj0/RC/MMqhpMGxYW/73v3FV6lPKqUgpCQmZRl6eh02bbqN587DT6kg07ZSvanCwmezsx8q1uns8RpGyDTB+/LeAdzKxZcsddOnSCD8/C4YxtUoy11dC2gAO4AhEXAVyaW1LVDYdiOB3Uf7zP4M/MQr9gVeRXlNilWIRn/MHm2jMCeYylZt4igBObZbvygi6MgIP2Zjx3W7svra53n/OYa672D4Jp80PsJJi/R0P92MmkFutHzHLdTOG5uFK8xM+kfesMXcEBCYRyA7HYGKtfxIrexHCFZA/F1y7WRG6lxztBGbchOKhPa+UsGBrJd5h3jEqkR10Lub+sZ55/MAfgCAKwXzu5QbeI4hguuaGcEgmsT0olDjNwTjew7/Yd5fNJozCAG8ezHhO82M3YSHQBxMrRcOj3rqUGPmJePR0rCHegPAeJBe7f8VlsjImdT4P/LoBbVz1WajrMkbhIGMAN3KYvTiZRRznUXY0Dw8Gu8gggTD8fDQHM5B0mp3BkVV2EoLS6DXiAmb+7i3zW5FCbG8P+6c2JTxmN/bcAPqct4wew8fy2gu1p2yeDRl5EHkH4II7roB3by5Zblrlwcg3gQARno+0S0x5ZvRV/mCCqJYGqRPLntT8lJ9DX2sAwZa6PQ+eNOl7PvhgU6nzGzbcTvfupV2AfEFGRgGRkTNKnFu//la2bDnKrbdehHZaetbTFXSTCfTCiInffjuWq64qP9lPQ0ZEc2qi2AXk77UpTdW5lvkcwxs830IBy7m8VJ2T5ONEEs+5hb88EzN5ER1vVBEDwVWMJboKmSNrg1/sd3LSlgpIQslmmPgeM3Ug/KB+HEQQFPdLd66Bk32QwM/NLkbXzIAkhGysQE82lmjiJ894TgonuZoVlwjmXmYWKeIfMA4XNgQ6R2hGEPmEkcVw+SARuTcgjYOkOULIiQlG0zw4sNGCd2lEX694OFjNtbjIJJ/WDOIdgqvxN1bTVNWlpIsQcqGPZWmpXEpqH2P7DDa0/QKXzULb9QeJ3WlH3piDR5i9qVBN/qDXj1i1vmYuaTzLYQQW3jKasTY9D6kL5sec5DytbJ9YMxrn4TsXDYBHkrPYrUdArwj2LzTIXp0FehiYIDA3ldDweCxmyMv4S/G50af9VxcRQSDLiuRUiOEqHKckaJpAamZkislraNEhzVn+hHVYoO/8MKuThx7qy9y5f5KbWzIObbNmZfsneDwGDoeboKCqT6bCw0tOFqOi/OnRw5vXbNKkn3jqqf78+OMB/vzzJA6HTseOYSQm3s37728kPj6Mq67qwIQJC+jYMYqRI8uPatPQWbUC+g4FwmDpzNLly3fBxeMkSIjoJkn/uG6mapjPtbzHOo6j8zSDSpU/xkqWFcZJjkbjOwZWqR+J5AmeojFHiCSbsXyFVuy1eRv3MZ0nkEAjMomi7mQIzSad2TxILmFEc5IbeJ0gTm28HRLwLt85RiEtdtppd9QNZRvA1LiMk+Yi55YIZwap/tGYhBsdMBeLQqVLDwfkpbQ0pdJDTGYBqzHh4FNuYAAPEkc7XPgDAomJQOz4Y8dKPi30fHTPDsAgObYxJiQ6FgJwsJeXixRuE/7053/V/CEoGiL10sLtXtyTtUMMJILGB0/SxkhGyG/YE+DPruS3GbRrGyE3H0TUh9hZPmYUe9iDHQmEOPIxWZ3k2MMgH/6MvbDG5HjhSDZP/BICEkIXHKTpBeFMvTKIR17ex9ArInlzQix+9XK6d2babvJwIFuAvwepg6YHTvS+AAAgAElEQVR5ME6aEEfMSD/J8ivMfGfJ5p1DGrYAB683sTAh4uxD6tUlsrMdzJy5AT8/jbFjO9O0acklc6fTQ7t2b5GUlA1A377NWLnyVp/0bbM9j8Ohn7FOy5ZhJCb+yyf9/V3wHyZxHiucNAZK5Jr6GUPpMn4kt3BFT8PDSqoW5WQhP3CEr+nELgSSUEZwPk/6UtRqYyZ3kUIIBib8KaAPgoG8WttiVZ38BcjcB8GUiT1kBrv8FhBOb1ryEGQNQegrORDUhEyrdzwNI4PFYnjR5YHkcBNf8ZEcjxMbGm5ihCQUMz2ZSpBshD3nfKSRTGJYHBKBLgRurMTwFC25rrbuvEapqoX7fCHkjz6WpZmycNc+lj7f0W5dZ3KiAolPOgb5wOBetAtqTLtmw6EwoldB0n9Zb3kHsx5Mr7j/Yaqft1vECbL5mZ1cQgfiyokt/QRNuZtDNMWfo1qudx4vdIzTw1GcA0ccELfJgAKIbJHMmtZNaHuaH9vjzUJZYU5n/eJ0WndwsujhVkQFwZh5dTfW8dmiG2AeAewHguHlZ+HBwhXtfd3M6Aa8ekiw0+Hhs0NW+kfrLB/l/e15kFyyPACP24I9J5h/WlJ5JXs/W1q2qbX7qSqhof5MmVLetmPYsSO1SNkGWLv2qM/6/uWXf9Cv3ydFx1arCZerpAIeHR2IonKMuxxmfVhoVCknnPuyAzo3fW9n/ugAujetm0aNZziPB9kFwD8ovbKXQS4PMgc3FmYyjuAykrEAtCSO/diQgIFGKHXrOTUweNPxGOEWKzeaninhy9ySDtjZRS6hhJFOO848+ZRIviwYwUD/lWTmBNA+9GilontUO4GjEIGjvP8C3bkN8Mot9ZUgIEB3kllYXZYhu0AwzDhMEBvIJoSVWn8cQrKaGxkg5rEguBN5ojf+5BHHYXrzLTYa1a3PoQ5TvzWs6qdeWriLI5P2QJOWCEvpOMEr0i5iZ2RHBJIuWS3pFV46/Fh94k7ew40HiT8fU7GlMFU6GJa1G5fb4Neo5sRokaXqpJPDYGMHaUQxRCznE1F2u+/tcXPnm2YIheBrneRa/UCC5aSDq4ec5CvR4hzvrm6z5DfJ0Mvmg/sohF4KcR0g3zsIW3uCc87ZtWMgCVhjx2kPACkJjMvAJpykJjS8TTYej0H79m9x4ID3FTht2iWlFPSUlHwef/xXliw5QPv20SxaNL5K4QezsgrYsSOVfv1mAdCtWyRr107GYqmbCmF1cvhwNvHxrwPeDa0OxxOV+hwycyXrD8Fl55X+HrYdM7hgpoG0m8EiuXOo5J3BddPt5EzcznsEFKpmJ2nOXG4ot+5m1rOD9+nNQFozoaZErBAH+TxsvEGWiELDoK3czePa6yXqJLGFg2ygHzdh5syx9PPJY6vsT3uxBykF4eIwWqGffF1lN6v5hMUMsK/gYudqpITEsCaYMIjUbqeAoSzlNaxoXMvbLGEMjYyjtJP7SRZxbBddQEA4GfTmDb6Xz2Iv9McOIYMxYj7mwsRMm3mFAk7Sk+cxlTNBawici4Xb19HDG52FhVsIMQx4A286tw+llC+dVn4/cBve3SupwC1SyiQfi3pW1PsJiWhevj9meHoOIlJikh7CtIaj0GhnOduOFv78EX7mVLhfyY0cIQEQbJPtkUKWOZt/+Fe8caizITfLgBDACQHNsxkl6qdLRHkkJhZw3nnfEh4uOXz4BoQQTH4gB9x7vBVy10CTDnAACIDXbzv7tjUEv14AI5JTcQsPZt3Em41LZtozDDC9BLiBUElEY5jYEl7pUb+sLGazxv7995Rb7vEYNGnyalG0k6SkHO699yfeeGN4udeUR1iYjb5944tSzf+def3NUxvIDAN27UqjS5fYs74+PFhw2Xlll61M8iCdhb9XN3y22aiXCrel6NUnEBW8BrvSg66nJTipCxxgKw7h9bs20MgtY+Necy6g+VmmQw8gkH0FrQm3ZZGTYqVnbEll2574IdnOh9kW1JlezeYTKs4u6Y0vOcR+bAQQi3dz9nJ+xoUfSwIGsz2gEz2JYyAPFdXP4BD+SMDDRl7HiosMLZr1Mpw8wggQHgQFhNOMcLpwGY/wi5yGwCBI9C9Stv/HFRzD+547yZV4CGU0X9f4/ddlBODz/f7lRAIr6lMIE/A2cClwBNgghFgopdxZrNpmoLuU0i6EmAzMAMb6WNKzov6NlJWgU8tNjNiWy/CUvrQPnVTb4pSP7oKPu8GrYZD4S7nVnmYsQ7mIaaeluD0XrhFdiSMZG/m01PczZMMJPLK0b+zVbVJoHb8brYWT2A4F6N3B0U9yIiGaG3wY7qq2mDRpG35+s/nuuwO0bj0bu30vR4/uIyTEuzHvg9eDwNQU7xy1C8ZPIPeD3AaTB1eur762QDLaxZCb0ITMDrHcEFYyg2BSFt7QbToQABnZ8Oo2+HSPD260DqHrRpGy/RdRUXVk41YdxjAkg4d9y4hR8zGM0iuOUx7pVfS/zWamUyffKUZ39bYS0/goWCRamJs1N5W2nD//22Es0534vZVPch3du/4Wt2ChDTrt+Jxra1ucckl37GRexlW845iCPC0mdgd6Eek8jD92gslirHZuGzYFgpsCvqaDOEjP2NKDjdu4m8CEfHqFreNj+fg59VUVHmMqnzOT2bzIc/wLicFIbsaGHRsOIkjj/NPejUt4BokbiYcjbEMvjFSSLwJoJIYxiu+4msUE0JTFDCBZ3ElvrRdjtC8YKU4p7o5in70HK/5kYXDmPSTnyndM5Tke4Afq98p8NdMD2C+lTJRSuoC5wFXFK0gpf5NS2gsP1wLNaljGIio9H5FSkp+fT15eHlarlYiIurvkJKyBND5/QW2LUTEHl0DqZu//vzwAk7aWWa0RYYz1saUllnAc+Y3xBMJKBhHb7BAzT7q4p9Epv8cFmXZmN2oC1zeh7au7aS5isa3Po2mwg8SONW/l8DW33baXjz7y/k6uvjqN4vNQu90NwKABJqTn5hqRp0U43vi6xWf3ElIKaqT7GsPPz8ycOaN48MFfCA31Y9y4zjz++MW1LVYRYWEvkp3tjXTRpk0469bdTkSE75P8VJYmLT/iZLLXH/7C7hls3nR7ifKoqMBqtfSfvP+v91XZLgpPLW+MdJog20rzL1zI28/sylAbaAheqQeb4NZ5/smKcO+Kz0d8yG2c+q41NF70r7lNkBmpEUQ2TyP3ZChaa6NUeToH8ZBPLJ2rpX8d8MOJADTMFGCnES15gecB2M50VnIrGgZdeI04uhJJG07gfbcGEMJA3mcni+jGmCIXGxdZHGU9EgtphGDhI9ayhH6cMn715C5W8j4AIZwkh5iiMIMGBrP4BwbQms5cwpRzvleJwQrMFNCEX3HVodg35SMEmH1v4Y4SQhSP+fi+lPL9YsdNgcPFjo8APc/Q4q3AIh9KWCkq/fGYzWb8/PwIDg7G4XDQo0cPJkyYwKhRowgJqR9hzaqCa8ckMoIWYJUXEtHiJ9823vgisASAuwAuKn8JvrqwmyQIgWbW8Q9w0cNcUqk46i4cXDWwt7ay0k+gtfWQ9Esoj4VmMq1p/XYp2bUrr9iRk2efvYqnnloMmDhx4qYal0cIkIVj9mNbYPo2SedIwUPlrAz/ugOumwZd2sLvT9eYmD7h+uu7cP31dS+z4/btJ4uUbYD9+zOZNm0Fr7xStWgXviQ365TZODOj7GystYmw6F6FG7Ca69aen/qGy1R8slK7HqBNeiXyXt7/4WkluF28UKLsv9yFJBUNiRUHY/ihSn28xj8x4yAPGw/zBuZiSWza05wj5GPBjRmNgNNcaA6wFAM/NHQ28hxxfMMQHucwG3GQTmsGo2Gmx2l++CZsCAwkJky4KcCGB69BVGJwhPcR7GcEd+OmA8ms5LJiPv+r+aAoEU4i27mkkvf8HS9wgl1kEMgEHiCu0MUzADsObARQR5eJTkMIqIYtM2kV+HCX5WdZ5qAjhJgAdAdqzapT6U2Tbrcbc+E0pqCggO+//57PP/+cZcuWMXz4cCZMmMBll12GxWKpoLV6hCuLJEcH8oIDEIaklT4bf2u/2pbqrLgkfTd73RZamA8wJ6oVcWXsst+rOxicdwI/3cHMABtD/Uvu6tcljFmezI5NeSSMtLEkIgwkuJcF8GwvJ481KTnRenU1PP0bfHgNjO1QrbdXIWlpHqKjvwOOY7MlYLeXVpgKCgyCgj7FMNJp06YR+/bVnY1RZ0P7f8GeQo+17bOgcy0tmIWFvUR2thOAJ5/sT3a2k4yMAjZuPM77719J//5lx4Gvixw/nkuTJq+VOLdy5UT69o0vcc7pdJGZWcDKlUcZOrQVISFlJ5fyJYeP2OnU5UP8/U0k7r3tnOKbVwfZOQU0n52FOdhCyj+iOC0nEW3mOziw2Q/MENrTQdbwc181cGMwiT3sx8FM2nJeA0lEkl+wkwXuFyjwS+BWvyfR6qgX6DvcRHChYijQGU/lV5YXMIe9rAUggDzSiOUZppWok0sWB9hEZ/qV2gS6hGvIxYEVBwEM4BKePuu+c0lkF0+SwSGs2OjGDMLoxj5eIrHQINqSA/hjJo4DiGITgSTWs5j/AKDh5la8WUAlkunciwsLkbi5k1cwUVIvOsI+vuVFgsjHQHCQZjzHKwA4yGMTc+nGWPwpO8dBdVDVTZPdTEKu8vECYED+mTdNCiF6A09LKS8rPJ4CIKV88bR6Q4D/ABdLKVN8K+XZ47MoJWlpacybN4/PP/+cvXv3Mnr0aCZMmECvXr2qFHWgTqE7OJHShIzYcKwFLppbF2OxlKNJ6jogwVT7+1Ez0OliHATAlezPLfEf85L21Dm3+0hWDv85LulpNvitbUnr9ud/wIRZeOeYJ4Bm8MJoeKwG5ydOpwd//78sML2gcBAHG2lp9xMZWfvfjS959Ud48A0IjYSUT8Faxlz3jaUwZyX8cA9ElRPu7Vw4dCiLli3fKLc8OjqAlJSHyi33Fb//nsTdd/+P/fvTueCCxqxefWuVx58PP9zA7bf/yMiRrZk/fxxmc0llp7jLCUBQkIXs7CloPgzB2RARrxiQUfgZdfYgx527ceYwDkbyJzqSG4nlQeIrvkjhM9Yyj218iwUPrQjnYt4tUf4xN2LGXmj9XljmxOF7vmInqwAIIpcUonmG6UXlh9nNAl5FIggih8t4kmZ0KtFGLscAnWDifHJfe3iSQywHoDmHsOCiJXvQOGVk0nGRxDp2sJAhPI0NbzjS2TxJMnaQ4EGjCUf5B//BJk5FC9vPFn7lNfzwGioSiedZXvaJ7FWlqgr3hWYh1/p4nmvNrlDhNgN7gcHAUWADME5KuaNYna7A18AwKeU+30pYOXymeURFRTF58mQmT55MYmIiX3zxBRMnTsTtdjNhwgTGjx9PQkKCr7orFwNPiUxgPsHkT6x1KcEbb8Lc/HEssWUr28dHXUJMk98QGjjjb8H20Ee+laOSBKEhHRrC38DicRHtIz1gelgI08tR2nacLPxH4M0tb4Nnfq9ZhXvVquIuXSmFwkggkODgumkhOhceuNz7Vx7vroR7XwF0iN4Ocl7V+jl2LBcpNZo2LR3fOjb2zDGvqyvle3FSU/MZOPCTouO1a4/y0UebuO22qiV8uu22i7jttovKLS+ubAPk57vxeAys1r9fKMLKcGkXF0vW+IEF2oR6gIoV7nd2Z/G0OYsOSdksHdylVKSmZvgxhmh2YWcsMeW0UnM8yZdsBRqTxjvc4ft3Uh2jF6PpVc5m/nyyEbiwoJNHAF8yCjs2dCST+LKo3gjGsI9VmLCTg40HeKJEOztZXRRb240fB/illMIdjG/HmbZMRedanOzGgZUobi9StjfzMpvYjAmdRuRxBd+V+J4jiSaZwuhzQrJFducE07iLx1jOByRymPb0IpxIsknBjh9TUFGWKoOU0iOEuBv4GW9YwI+llDuEEM8CG6WUC4GXgSBgXqHxJVlKObI25K3WONxSSjZt2sRnn33G3LlziYuLY8KECYwdO5bY2LMPU3W2LONt9rGOUPy4jploZzGQ+5Lj7UzEDvP6OzuS/QhYUPv+lXmGhxfz/2RwYD4DtJ6Yq3ngd+vQ7BVISQEaA2kw83qYXMz/2O0Bv0kgs6X3EfFzk/2ulZCzzFOyf38BV1+9malT4xg9urQlIzfXSUjIqVCcjz02irlfZrBmdU9iYnyz5jVvnofp0908+qiZ666r2+5Td30N73yAd84RDHL+2V/7f/+3hzlz8tBMB0hNOYJ3J2cwNlsWQmh89dU1XHFFW8DrXvHggz/TunUkhw/nMHPmH8TE2Fi48HrOP79mFO6YmFdKnFu+/Cb6929Rqq7L5SE723lOyXGGDJnFr78mA2AywZw51zF6dEkFICxsGtnZ7qI6d9zRnbfeurz+r/rVIKZ/eTA/lo9L90MIyeP2tTzXunQ697rESL7CiT8WXHzOBXUuYU5N4sLBf5lIAA7cmIgmHYlgD22YwP3sYyoeDtKZmXiI5SuewYPGaB6hKa2L2nHj4gPuKDSd5DCeOVgqiC1enczjarIKXT2iSGU4s/DHm5Y+j1z88Gc295EtHezmPNzCD4t00UtkkEYGQGFCJUEklzCpZHCNWqOqFu7uZiE3+nj1VKQ3rEyTNZb4xuPxsHTpUj777DO+//57evXqxR133MHVV19dpfbKYjaTcOJAw2AMLxF8rtFfpIRDL4MzFxKeAu3MilXqK9OxLnoUsx+Y7voI/ytvKbvimhugYAE0eRTaP31uMtZDvt8EI/9yj02VEAD4G8g5FVsG9+4toF27d4EcIJBPP72OG29sUWZdKaVPFZv9+x306LEXwxDk5LRGSjCZJB5P3c5oaBjQbAqcOA7PXQWPn2UUtMGDV7N06U68KwROvLEKJd7Urt5xQNPM6HrNhwgrj0WL9jF16m906RLDnXdeRPfuJePv//77IQYN+pS/hrE2bcLZt696NirPnr2Fm276rtT5t94azj//WffiOtdVxC0S64vZuHR/hGbwlHkFT0ddVttilcKOgyTy6EAUj/Ilf2KiMWm8z+0lfH4bOg6cpJBGPKeevZUsZD+f4sSPOE7gxI9DNONCNASbEIWq5wYuwk4gGgYCnUcLfaPrIlt5mS1sRMNDO+K5iNcQCN7lPpqzCQ0DfwoIJppv6MoxmhFJGtfQmRUsA7yjqI6JNEJ4rTD8n0Tixo21liYTVVa4LUJu9HHQOpHSsBTuGlvnMpvNDB06lKFDh5Kfn8/ChQu58847iYuL48ILq7bkezr9uYU1fEwcbQii7EQ3EoNM43mknki4+XU0cYYp2dG34cgjXn1D90CnF8uvC0Q/+Ag8+MiZhczcAUFzvWmT856B/Mnwyflgy4drN0Fo2zNf3wC4sCXeyHt6obLtoMwIY4cPZ9Gx42I6dYpk7VpvsOs9e5zAX1FF7Pzww7FyFW5fWxFnzEghM9Mbq8/fX+JwCJrWg3xKmgbHpp+5TqeuKezcp3H3w6G8/rgFTYPVa3KBPngzHh3Gm6TLDgTjnfBQI5sEK8Pw4W0ZPrz8Z+ihh5ZQ3GbwVxZMX/Loo0tYsGA3991XdnSqyMjaDy1Yl/j6p3xG/0+HoGC0CMi6VxBczLbRpZubna9aibj1JN1M6TzaZhDHXHBjEiT4wVtxUNtu89MLfuIr/yAEEKsf4Qfz2L9lOvD9HOMpfsSKBysOruN8hjKIfoykH95V/B38yl5+504eYjW3YS2cvMvT/LpdaHzFXLpyHm1Pcx2pC5zPQ5xfxvlI9mIujNGdRzB+HOVKXFzEc2hoCAS7WE4GLjx4MGMmjBYALGcBu/kGiSCJZnjwYxqPV/vKtKJmqNXU7u+99x5z585l6dKlNbbEmit/5hiTAEkj1wWEarPB5A9aGYrD8Q9g/ySvwh07A9r6YNOX/QTsaAyBePWYLb3gwsJNfQf8YXwDC7ZcDroOn602uPljD1azQcab/gT4Q4vzHSTvcxMUopOXMhOvI7gBDAPSsdmaYBjJOJ27gXh0fYzPNqklJ0NBAbQrJ3npxo359O27F5NJY9WqBHJzLfTtq2Ey1U+/8LDWOtmpAszpkHnce9LaBLpHQTawYzfe6Lc6Xqu2DljQNA/z5kWyZctJnnqqH2Zz/bHeLVy4m6uuOuU3OmVKX6ZNG1Kizq5dqdx11/9Yty6JiIhAPvzwKoYNO7uJ8JIlBxg69LOi4759G7Fq1QkAbDaYP39cqQlBRMR0MjO97mehoU25774LmDq1wRh1KkRYFsF9w8AjQJPcfI1gVp8zX/P8cZh6HCwC1reDLrWcL2m4/g0ntEYgIEJm8KMYht/fUEn6L8tYwl5MGICkKXk8Xyzzo4HBUkbiJhczVgbyHUu5DCuuwkB8ISTSCidmjtIEa2EyghbsZhyPE1pNMb4ry2q+YjOLyCWIu3mRoGJRcX7keSz8BAgkBqFk4yGOvizCwMNSJlNACucznmZcV2ID6Rv8i2BOAoJk4inARDDRPMF9NXZvVbZwW4Xc6OO0HOJYw7Jw16rC7fF46NKlCzNmzODKK2smtLtD7iKJYUjgmNGMIGcePU7sgbijYIksWdljh7RvwZDQZLzvhDi2ErnrUT65qDMXLfiVTgn7EQI4EAvjT5Ss63bgWRaLtLowXbAJLbSW4+xVI18vhNGjUr0+EJoJjDXAViCcU8mhUnlp+ggeedi3ewAWL4bLClepP/kEbqr58Ns1yi+/wKWXFj7L5jTwFCrclsbQK9q71rlyD16fbZ3efSysXNGOo0ddxMV5J6cffLCJuXN38P331xMQULf92M8Wh8ODzfZCqfPffTeGkSMrfvZWrEhiwIBPio49nifPOCHLz3cRFFR85SyYyMgw0tLKcUerxxzJgEahcPr8TJh/hEcHQYE/RMDPtwiGNj5zW1vsMGQftLDCynbgf9pHnG3k86b9ay7VhtIroILGzpIhhzezQw/hEWsO9zbpWqJslWsPD1q8yYgaGaksMFU9c3QmGczkeQSSHAJ4idK/x7qKAxeT+RCJRgC53M1IOnLKgpHG7yzhdSSCRhwnjptoy51ltnUf07Di3f8QwUl6c5ABtZezpAgHmbzEdDyYCSELF4E8QeklxE0MwkU6TuLozRyshLCY8SQXrnzEchyQdOEmmuN94RziT77jDXRMHCMaCx7CaczD1Fx+DqVwVx+1OgU3m83MmDGDhx56iGHDhhXF965O/EUHWsmlLOIuPCYT6bYwugXuwOxMLqlwr74GTiwAEQsjC6NeyP9n77zDo6i+N/6Z2ZJN7z3UAKFJB0GloxSlN1FBVFRUVBRRUZAvoiAooICAqCCKSBVFRUFEFJDeW4AQIIRAes/2ub8/Nm1NgCTshsDP93l42J25c++ZzZT3nnvOexSQHODNDLuPrwL6ckaTw5kRj9B7w4/ck66FEf+UaKr8Hoixo03fVHu8IXIS8JBiU5m/w1A9HAp17CWJVq192b/PDfCnSGnElerVr03u0jOM+Hhry71isnt30ed9++58wh0SUuyLLgAsApChtg+yGZSr4FajFvpL8fj6Wdj+d11kWSok2/Pn7+XFF20vP3f3DwAFq/Wd214Sz2otWUEP4MCBRO6/vw7+/jPQ623LxcOH38XXXw+wa9e+fQ3ef78zX399lGXL+t5w9cPV1f5arlcviDfeKBli16rVIrKyzHToMJCAABXTpwfdNomX4e2OknD0AgS0gWpXULY3t3t8Lf6mI8+OTyK8VTCnp+twK0PoajM3SCltPT8f6xjFV5kTmXImALVvNnF3uRN0EytRH+Wc448jzUDA+Mg8ngpLwrOYGsq92ih2FRDLm1zwWcUS5PwwCx1mcsjEA++b67SSoEPLUp6/5n4vGqPFhAktElaCrlODxAMXclHQYqQGF6lBkdPrIsl8wDfIKHiSyCQm415J2usKlsIS8dbrBHu04M8S2wQmwCX/M2Tjw2W+LyTcNWnMSyzmLEf5mpW4oGM8LzrhLJwAiVtdm6nK45Z6uMGW2Na1a1eGDh3Ks88+65g+FT1Y9Ejaa0fw/83bJItDuJvNdE+pjhT6hT2J/dEblCzbKnr385D9Alg2Qk4UNDh104T3M9N0LmhsSWhBeUm8ciYImr9bop3yswf6zrbFNu0xgcYE3JsFqsoTwq9MzF5g5o23jYx+UsW8WUWxrq+9FsesWekMe8SXFd+W1NhNSsolOLhIoWLPnmdp08bGKoUQvPXWfpKT9cydew9ubiWfCnl5MHQoWCywbh243eIl6ooiLw9eXgpLVoCSBIRDrergKcCvGmyYCJ755zZxpuD9+Qr175ZRJ0scvwC6QEj8E7xu8O567LH1fPvt0fxvtsnQ3r2jaN36NghqvwF++uk0jzyyjpwcm3etdetQdu0aRXDwR6Sm2od8qdUSFotg6tROTJxYsQJmVquV7747Qp8+DfDyKhnfLctTisWduwN9WLDAn+ee8y/RtqpBUQQq1UeAAF1tqN4G46nqaJ0chfW96MmwfeswpbgBgnfvMTDJp+Kx869mnmHO37ZQIKmakbRmKfjcbFL+NXCes6xkAQDZ6HiP9+3CDlKJZzdPYEJFD1bgioMz1ZwMBYVMjuJOLbRlmEjoSUeLF6piM5nRzC78RVRYiCSGsSwuvYMKQE8OM5iCBS0hXGIk8/Eopr29hU85wRE0SDzFfFzKqIhmxcRGBmDChIKEGriXNwmiM9kksoaxgMQZIrmXWvSm8le6KuzhdpHEfgffElLsneXhvuWEG+DgwYM8+OCDnDlzBk/PmyOSudYTHBIjUZsttMx4HU3osGu2FShI16rcFbcGDr4Aft2h/dcQpwPZZEvwq5EC2mu/7Pbp3yRBexBLtoruc/fh0fpV6PmWXRsFhfn6cVgUA48fT8O/9QpbGMW/YTFj/c0bodKjsoCk18EQ+5e+xXqVOGNz0l198cnMQKdSE+Z54drndgdi+fIjDB/+Q+H3Xr2b88sGWxa8mFQAACAASURBVJLOZ5+dYvRoW0GFZ56pz2ef3R5VQssLIUBdD5SCy0MBvIEQIA3whdBISHCAPLzVquDuPgOj0UyBYonJNBFNsdq+H330D+PH/w7YJPEuXBhLRMTt4akrDdWqzSY+Pvua+43GiU7R4JakKcW+ycBQvv8+mP79q85vqSiCcSsy8AlyYfID9rNVSbcCjJfBpyu+HaqR9qOD151LwReGn5ic3JCrZ6uj8TFytakbPsU83PJ6MyJTjS4wl09bZ5K305+XVVaUaFfkaiYsD+tK+FRqxp0jKc+Pwb4xLAu+tj67IyAQJLMXP5qhxr6S6O/cQzi2ELATRDGY35xqS1XEy3yCOT8xUUcO4SQwLr/YThfTGc7JVqw5WhZk16RPtfLfk1/wDucAF2xa+7XxZATOVWPaxkfEchCAXFwx4Mb4W6DS8h/hdh6qBCNr0aIF3bp148MPy19hac1Z0K6C8DchMxMyrbsRElg0anLztl332OsS0uqDoV8SdPjG5s32mAV6L2B46WT70hTYo4bdvvilL6eOKhZXbyMptbSwsaTnWkbmJdc5vOq+EP+7V5VOtgHUGlQP5aHuKZB6ixJkG8BgnkuGqw+KpCLH3YM8d4VU85RSOrtz0b9/A5DzPddaD7756v7CfSEhRZ6t336LQZLeRZJnYrGUHj5wu0JRQMnDRrSDsC3vBUF+GCRIcI2IiXJDpZIxGCYgxDsIMRkhJtuRbaCQbIMtSbZatY8dM7iDYasXkEBExCwkaQqSNIV58/aUaHfhwss0ahRAYKAbhw49Y1d5UpJsyZb/7vfy5SzGjdvE339fqLB9ixb1KPzcu3cztm4Nq1JkG2D4R4l8rHjxv6suvLfbbLfPkjuML9e9RMKZFpVCtgFG6XpzuVok1i4aDC087Mi2ECBS1WCSMCS68/TeYF58Yy3KbjfIkFBOuLDmbMkb5UL1SPLq+zqdbANISARxdwmyDaDOTyQEkPNJpx2EQFjynGneLccnvEwwKjy4ij8JtMKmy34RE7FqK7myJwYvLQOz83jgaCm/UT4M5JLKuRLbG9AcC2oEtlL1TejgrFMpRHMexvbwhmzciSCYVNZgIsHpYzsEErZwKkf+u8NQJTzcAHFxcTRv3pyjR48SXg6ttajf4IwboMBGA9zfI4eY7OfQ5GVS2/dLJK1jH/ACQZo4gkU6TgAPoyoIWtrnC0oGCLDq4Vybavzp2pH+s38iqO4L0Nd5iS9WJZWE3CgyXH3xyM5CeMoE8DFeavvEnWiiWcBvhOHPmwx3mj1VEX//fYUTJ5J5/vn1hduaNa/JoYO3T7D2Tz/n0KdvNmi9eGOiK4/2lQkNhYBi879pS+DtJSA1Ar84SI0DdBBUHarXga1TikJKnI169eZx9mya3TYh7CupHTqUwNCha5k5syv9+lW+9JcQAq12KhZLyefav239NzIy9Pz88xlmzvyHqKgAvvtuYCEJ1+vN+PrOwGgsetkfPvwsTZuGXKu72xpDP0xidbDtQpxYR2HqPVU7iVZaIWzqot4KsrtAGbYYxj9XKFEaGWngXCYs7CMYXb1sN4yCwi4OUY0IquP4wm4FSCGOwzyMCQ2NmUx1uhTZkLASacMwEGBuAKoG36EKfviaff0jDjCNWMxoaGA+xhTtq3hTtesKXA9JWLhXOU4G/qiwknI8GPRaLHcXsbcs6yHUkifR8lHWcBhvstCRy0sstKsUeZYj7OZHevI0ATgm8bYsuMw5/AnjMqPJ4yAagqnPlkobv8Iebp0k9peM9rw5W87eWR7uKkO4ASZMmEBiYiJLliwp8zHfxMJT0RAWDSdHOzf2Nk0YGGjahlWSaZ+ynWevbqJ6i722nZc/hEtvgllBmCCp3pt45rTALfIh0OZ7WIWAhIVguARhr4CrY0sQK3lnyc7qiez+PJ6er5bY/zRzSSUAgF748BvpWJGYQw9qljEOsM1q2HcSagfAuTEONd/pOHcujTp1ipbohgxtyaqVlaOO4whI0ilAD2jBoxHoJBuZrgGJO0o/xmKxeV9Vt8hbEBOTRLt2S8jIMLFnz1O0aFE0mY6NTSMy0n7JdMSIRixbNsgptuTmGjh6NIm2basVJhzq9Wbc3KaVaFuzpjfnz4+t8FhnzqQSFTXfbtuaNYMYNKhq6AnnGUBvBH8HOcoVRfDst1l4Browu0fV0mYH6L5az+bJOrSNLeSs1KBRQaw+l18NJ6itCmXRex5s+D0Gn5fq80CohtUnJQjVggDJ30xmVy2eN0gI+x8z0aNHAC/zAuH5z9rKhHVrFPKpMwCIcLCGSmjuvvay1vPWhRyUG4AEtUQsPaQAHse+6vVvzOASJ6nPfbTnaafa7wjMM19hljWVlBQPjFeCORylo5GX7X7fozSiphQPwE5rK6JVTdFIFgTwPG/hQdWZEF/gebLZgQs1qceGShu3woTbVRL7aznYllP/EW6nGZOZmUm9evX4/fffadKkidPGKSuEgNar9pAQH07PXhsYEBrJR14KSCCnCFb9MYKAYSn2B2UeAMUEvu1Kdpi8Hk7mqxrkAOp20L2kMomzMJrZJBGChECHiUvYym0Hkso6Hrnh8WsvwuAPsCWSusHXI2B4C+fa7GisXx/NkCG/0rlLdTZvKmPJxSoCSY4BkQ24gWc9cJFsy24+IKJvtXXlx2+/xdCz57cltt/Is1weWK1WOnZcys6dl+2279jxBPfea3PH9O27gg0bzgIwZEgUkyZ1onHjm3vxCiHo0OErdu6MQ5YluneP5JdfHCgtWgEsW3aMkSO/B0AV1hx1/T78MhO6OqbuWJWGFCLIlzdm5BIrS0demz0P2WRmrR5EXn4bV8EPHaCv//UjMN8srBQIIxlJA2o4yPqyQ+RchnURoIC5BhDxBEq92SQaP8Zb0w+TLLGZKaiw0ptZ7BBXmEEOFlQ04yBjpceILJYMmsIFvuedwvMaxmy8bsFEwlHYLZpQS7oIAtIUD1bKj6KTTHiTxfOU3dFXGVAwkMs+3GiKqljCprNRYcLtJon9dRxsy7E7i3BXKREXb29vJk2axPjx49m0adOtNof9aRkc2tMKxSpz+lQD7s/4H/PveoUsxYtH877Bs0nJ2Gy8r/P2UheraimA1L0Ot/l6mMgg5rOKMEKJx5V8sUO8rhPLfsas56Ixj/s9/O2qvwF4Vz1H1g3Rv399zOb6FTo2OjqVxo3/wsXFh8zMzqjVjpNl+2Z5CiOGXwa8QBPIsHc8OBoPHzwJD+VXAc/NqUVARA5GlSuvvyQx60swa2DUYIeZUano3j2S4GBXEhOL8hIaNiw9GXnu3F288spmOneuwZYtI8s8RoMGC0qEtQCsWnWikHD/+OONJ5vlhSRJbN/+hMP7vRmMGlXkJbMmHEIV1YcjMXcO4c40WPFfYsLH00DKcF/7nbWxEW4ZetW9PnFe3V2DaqEBEaS2hdR66enh406yWTBNfxVJJRMdt5/Nv3RFUskce1JDfW+JAfTmJzZRk9q3hGwDSB7h8LgARUEry5jJJvpKWw4GNcXFMhU0CioJQGYzLzBA2kQPwIwJFd3s1FAA3PAuFGQFUJdRjaOqQmu2kqQJwEUYSbO60FHaRhfJ9h4WKKxmIAqCMNrSkTdvqa0yOjxpf0tt+A+ORZXycAOYzWYaNWrEvHnz6F5QicRJ0CtGEswGIl1KX1c1Kwr1F8ZwNSGMRx/+ksW+ARBxk16q1I0QuwDiDkCTd6DucyXbbO0LcRsgpB30+AeBBZAdrjryDX+RiYkX6EacMFLvDwvm8y64RunJ7eDFgoQsXlrmhqxSaNj7GIcbtOSRjfDdHugeBb85nqdUWVitCmr1dMhPWNJq22A09nRY/yrNQRRLfr6BpIV2wTa5VhUkrYXAqpUjV+kortSxZElvnniibEsr4eGzSEjIsdum0UBs7O2tmFIR9O//Az/8cASA0OohDH/zWd4ZCXM/PsHkyScJDvZD7x9I6iU99wysxemUIEb3g+73QHsHe66cAelFC+xWgQCfoXmkjy+KRTZbBON+NDLyLi0t6pX/OZpsghr7FAyKoGGDI5z/NZK8X2xeR/c+RnIeqZrehyxOc+LqI5wIboAkBO5SDkKSEUi4k0NfNnNVrGc/C9Djxu7snpCSzfSIF9FqbeeUzlUOsJa76EUwtW/xGTkGp5Q3MSkJNFEvQ8qv/fAnM0nEtuIskBjG+ut1ccfipjzc16jSXGFbDt9ZHu4qoVJSHBqNhhkzZjB+/His1mtnF98sTBhosCeJen978Pr5y6W20cgy516oR+77Hiy+6+WbJ9sA/r2g9c8w8ErpZBvg0kbb/0m7MFn3kkAYlwkmj803P34xDKcjY7gfCYlHMhMxbXVHnFejP+FOmhlWXzYhBCgWGUWy/S1+yU6BHIWd4ckcU7Icak9VhqIICjLIofQCKevXn8LTczrvv/9Xuft/7LEgoEBZwI3ijiTlzhJTuWkUaGF/8cUBAgJmIklTaNnys1Lbnjo1hlq1fAgP9+Szz3pitU7CZJr8/45sA6xf3w9FsanKJFx8lhnPgZtO8NZbxzGbFeLxI/VIbUhrxD9/SaTmwvtboMNUWHn4VltfBqRKha7Y3Cv2SQsatcTcgboKkW2ANAtYlIK4fzc8gjIL9wX6l+QmqTmCgIUWHttoKbGvMuFFFFo3VwJzU/A0Z9FU6osH7njjSh9sq8gnWIokCX6xdCPW05vYWuG8cO59UrFJYPoSQjfG3DFkG6CB/AFN1V8Xkm0AH+oh5z/jJewfuh/wLq8zhWUsxEhJpbD/8B/KgipHuAH69euHt7c3y5Ytc9oYeSKX+JxQhJDYlVHF9GeaTgCNDiIfxqDagUABBLmsrnCXAoH5Og+Kx908bJrNEkihFrzVsKGZL/5Nkwi7+yKtMmxFH7J2+oNeJmeHH29bbUEp7t+YkaYpeP5juq4NF3Mg01jhU7il0GhUrF07BKiDLLcjPf0Bu/3HjiUyYMBqcnJMTJy4jTVrjper/2VLIxAiisuXI8jJ8eT5ARARCh+PgWDfGx9/p2P0aJtHOyzMg9deu5exY3/l6ad/LiTfBw9eLZT08/X9oPA4Ly8XYmNfJj7+VZ55pg2yXCUfeU5Hwcrkv6tTSpJEzZoFmeb5+9QS+AVQPJYgJrVkn98fhr9inGNvaXj67XRemFIyPKgAb7yuh4ZWaGLlyrtlKFf5L5iFoHmiCe8EI1tM9kQ5yg2+rS/xYg0T3wZXJ7F7deZNVRj7tpXYB0pK9wXMhNSzKr79W4X0ofMcR2VBS68d9PRYRxeX+dRlBL1ZzoN8W0g2a9MfRUiYpYLzkLD4eLCdqjnLMmMhmWtfBxVFc/rhSXsU1HRibuH2v9lIAjoMuHKIDBYxFjPm6/T0/xQFlSYd+e8OQ5ULKSnAnj17GDhwIKdPn8bdvXwyRd1fz+H3Hbn0eOIKPz1dF9U1ZI6WpESzMVnDBzXDqeNaNZcErWSTzIMoZBPIejTULLWdQSzCpCzFVXoPjWzToFaEHllyJZZxbBC5GNBRT0QzQC69UMIVk5ktWWYe9XPjWrzEf2MC6buD8O+TwM6WfpiT3Wj8VL5nqavg+DMyu1KtPLsmj9ougrNjvFh4CF7aAhYdqPzgUn8IvU0rOV4L69efYsCAognRhAn3Mm1at1to0Z2NJk0WcuxY0jX3OzLx0hnYt+8yK1ce57ffztGpUw3mz+/l8FLtmZl6AoM+xGwqemZ/+21/HnnEPiFdCMHFi0asVpmG3Q9jyha0vT+SJGMArTpBUAjM7gcXL+ZQN3I9EAvI8OLr4KLl80ESo+52qOklUPve85z/ZzkgEXrXQBKONnD4GL/pFXom28hxczcrBwMq/k6QJggwYnNp+SmIt26dUyebBDbyHBKCTDx5jEW4UrLAXKKSyivWdahMJkJOHGVamwVo8lnPFfL4iA+x4IIWA2/wDAH5SfeVicPE8DonMeJCPU6xgDGFNjoLx9nP52xBIOOCgRrEMYwZ+FOUbxLDIQKpgfdtVvWzNFQ4pMRDEvvvcrAtu++skJIqS7gBHn74YRo1asSkSZPstmfnWXDXqZDlktfEkdMWmg3Nd82YE1i78xMG+syqJItvDQS5ZIhAQCArLniqrrBddCSWmniTiY+Uw9+0RwB1xFmGS+scNnaOQcFzlASZwBNWMvuo8V5lBlcVJJlZ01ow8k8duSZsM+Bw2NsLWt++ie6lQghBRMRsEhJy0Olk8vImliBQWVlGvL2LvK8qVSMMhgF2BVT+gw2zZu1k/PgteHu7cOLE84SF2WfpZ2Ya8PefgdUKbdqEsHhxb5o1+xwADw812dnOrQp3M5g0aSvvvbe98LtaLRMT8yI1avhc56gbIzHRSuvWF0hIOIlGcxRFsWJSXMBiKGwTEeHJpUslJUPLgs7dt7Bt886iDZ36Q6u7eKatxGdOFvxxjTiI4fIvAKg8umDJvtfhY6RZBTWvWMhVYEmgxOOuFSdyDb+xcCpWBZ4KLzeHjzvbE+4+rCQXD9zJZj1DUTlxsfkif7OHjwDIxY37mUgEjcvVx0QOk80mBDISClGYeZ6JzjD3upjOan7GD4FENS4xmz6EVwLJ3cg6drEPLXmo0TIh//cEmMwbhJCEFRUteIh76Od0e5yJ/wi381ClnfbTp0+nVatWPP3004SE2GS6Br95gLUfbgJ/HzBbmD6vO28+VhSpr1EXz6kWyBpDyY7vMGSL7fzIg+QJNwYoh3FTHSeBEIIk2zqwGhWh4gp6XAm0WrCqc1Dh4ZCxPXQysQuNTDwNMxtp8FKDpAKhABlm6ge7MKg+LDtqi5IZVQ9alS5EcdsgN9dEZqaFsLAiN70kSVy+PO66x336qb0qjdV6mrp1N3P+fI9rHPH/F6+9Ziv0kJFhpGbNjzGZ3rHb7+2tw2Kx92JXda92AbZvjyv8LEnQuXNNIiIqLvu1a1cco0f/DPTh0iV/4D6s1hgkKQuE/fNvwYIHKzzOF4vuoU7tGAr19YQZVVwqc94vmj1fiDNTr+FmXHR6YmN7oXF1Y1Y89PGH1jc4xeA2KSTtOwKSLz/8WIu+vYtiqU7tbUbt+plgsfLnVue8f/1UElkRjlHhODm84NVa0rNtwEIGvghsyYt/cpFuOFjAuBiqcS9HWUsGV1ATRDjl14J/jQa8xwZM6FBjojNF9QviSGIya7DVZLTwBE3oTKcK25uBgRdZhgx8ztNoi01GnqMne9mAER2BpBFG5cTb9WIgvSh9VumK7R5TYSWanbc94b4pVLHo3KqGcnu44+Pjy1UJ8mYxbtw4cnNzWbRoEQDuzVaTdzTG5i1184EgDeKcvRj/i3NyWbwhk5cn7eX9Lh3RVNJNWVlIty4lzvIFYeqPCFS142fRjR/pC0ArcYZn5E/4S2lHrmQj1dWkRjRhLnG8RDYbARVR7EFNxTxqCgoJGAlHR0/lMsclA6FWV/apbddFrlnQe6eZ0dUlhtS+8QssPUtQY45CRCPBiYFqHLyy7lAMGrSXdes2AV7A/fTte5StWy/w4INRfPdd/+seGx2dTIMGC4ptcaFFi3YcONDRrt2IEbtZtSqeadOaM25cpMPP4XZAcVUStRrM5tuDTAP8/fcFli07wnPPtaJVq5LPysuXsxg6dC2BgW4sXPggISEll/fLgs6dl7JtW1yxLfWAnthE/r9lwYIuTJy4lawsIz/8MIKRoyVS4s8DR5g2rT0TJlRMRP9qukKbLvsI8tay47em6HTFStzL34FGD+YmINKgRUOYE4EEpLYD3+s8DiT5bxC2ugYuXg0wZDo+bKQqQCDoxffk4oEnGXxLH3xw5WKmhcMGIwOSQQgXXNzTWRQi87hb1fFQCIRdoiHA8ywgJ993J2PBjzRm8kaFJQT7s5wkQtFgJpjLrOKpm7bbmfiQ91FIRMLKM/wPH2xqU/P4kYNcRo0ZNQb605QHqPrOlZvycDdzsC077ywPd7kJt5+fH2PGjGH8+PF4eDjGS3o9nDlzhi5duhAfb6sO9f2fiQx86jdAhvMXCezQmKS/Ss4oJ6xN58t1Vka2k5n50u0fV1UAk3KA5dIs9LgSYYnjAc1q9ilDWC71RiDRy5pCf7WNrJxjIQqZRDIOGQ1n6IIZ2wu6NhtwIYqtDMBMFj40pR0f33h8FB7iL/KwcBfB/CLcEBJYFZl4qRZyBdiy1FNACqCBiLFWLg2pugsvavU3WK2x+d96AJspUC/Ztesp2raNuNahgE3t5KefzjBo0B7q1Anj1Cn7OO9ly44zcmRByE8QYAZqYzT2RKu9M9wHJ04k0rixbQLdt28dfvihpPrP1q3neOihlfj7u7Jt2+NERlYd0nE9NG26kKNHbbHlarWEyTTJ4bHZBSg+KSnA8OHteffdDtSsaX8P9Rpg4tf1amyrf1+j0VgwmRxfNVCSV0Bge0jKTxp2CYLNLZGAxLaQfkFPWJgGDw81iXmw7TL0qgGeWpA8z0HOEcCdEU82ZNmX1co9fooZPkqGwT7QsorniZwnkxp4IiOzYPtVXjziixKtRYoyIDq5IMsWXAMySA4KxLUKeyG+5g+2EIPNC2YigAw+4A20+YQ7EwPD+ZUQZBbnO4auh4dYQ3p+mEgoF1nLk0603nl4jM9xy1eeEoAfaczIL45kRUFBoKmCLuEKE25PSex3sKa/9NedRbjLHTh28OBBYmJiiIqKYsmSJU6V7gOIj48nMrLIyzegczAi9nHyTg5l18kXSiXbCoKZk71I3uvPvJ9lLBZYdCmGppcOMPTiEQSVF4fuaJi5gAFbMk+2ygsTObSXNzNWEbyg+BSSbYBInqMubyLnP/iq8xk6GuHLCHQ0wEgqZmzSfukcLdP46RjR52tRnyWTt/DHX1HztvCvENkGoGDV2wop2SV3X7oCjXsLVvzq/L9bnz4rCtUuZHkKhw6lMHnyUU6dsnnePv+8E+APRCJJvshykXxUzZo3XjGQZYm+faMwm0eUINsA2dkFSi9aIBvbj5PA6tWXSrS9XdGhw1eFn3/8MYbSJv1dukSSl/c2ly69WiXJthACk6nks+/EieTCz1rtzU8cf/klmpCQmcyatfOGbbVamc8/L0m2AVq1UmF77ZuBPAYOrFmiTWq2hUVL4+jb9yIHDlRMzu6P7QMh5yyoIkHyggB3Xg4Dxn1PkMvnREXNxNNzGpL3H4R4LOXh+35jaL7aqciOJDOrL9nZ91eIbAM0OQszUqBNDOiruJxmLbwLC838ejYT5YwWFAnSNZCnoFabUJAxF7s9XojPRj6nx/1gCuZbK35SiBF0ZRYP40EG/mTQgjqFZBugP7+TjjvR6HiSlQDck3aIGhfPMim35HOtD2EEcpUwLjGa2zfxvCe1ycUNCyq0ZKPOVzZ5gh94gF/pKX6lt3UFI0TlVZt2Kv5TKbkhKpw0uXfvXl599VWys7OZPXs2Xbt2dYqBixYt4sCBA3z++eflOs6rXybZx73wrB9P5k/ViLx8CpcwAwhYZKpBR9eq5/XOI5Hp1k/IwZ1BehX3epRe6Wq/uTPxspYIcwitdBWXThQIdvIs2cQQTBdaMJETxJBICh1ojTp/9n2AJOZyjK6EMYIGfMIZdpDKeOrTxgHhOj8cEvT/WEAdhfTXVfi4/Eu6LFjYnMgawF1izJswzwmrjPff/zVbtpwv2iB72Tx0hlQQ6WzY8DC9e9sr+xuNFlatOkHHjjVuOukNbB7wHj3+4PffrwBJ2EhSHdLTe+DjUzWVdMqLZ57ZwOefHwJApaJELHZVxh9/xHLkSCL/+982srNNTJhwH9OmFT37Fi7cy9Spf9O8eSiLF/cmPLxisdl1635CTEyG3bZx49rx0UdFcpSKojBv3m5CQjwZMqTxDT3pm7ZbSM/IY+hDniXank8T1J5pgTRgoxEydIDM8q/g0UE3l9CXnm7Ez+8DQAcYILQhXCkgWlrumT2Una8E3tQYBQg6AclWWyhpTmPQ3Sb5yImZJmquysaY7IUqyIquewqKRqGdzswW3yKHk5SgxxY/Dxw1I3pWLBypMtGJjVjz2VMgybQwd2DyzlAQEn5BibxRXzBM8iFcLp8aWVVGOpm8xEosaKjGFZpSnWE8ioxMV36mQILTW6Rxmvr8ItWnZinKMbcCFfZwe0lifxsH2/LHneXhvimVEiEE69at4/XXX6dPnz7MmTPH4cunr7zyCuHh4bz22mvlOs5oUVjxSw79Onjg6yvT8NhRRCMrqmwrG1wbUltb+nrj4axLXFVS6e7TtESsmrMxS3mZv6R7AUENcZ55piGgq7xiAxdI4BO+BqAp9RmZn/zRg1+w5K8KvEtTPucAtfHjbdojV8JvJAXmX3My4A40lRBOKAJWs+YcLl78dzEfCdyiIC+aN964lw8+qDyPi6IIzGYrLi43nuoLIejRYzm//x5Lu3YR7NxZteMez51L49KlDDp0qHnbaGPv2XOZtm2/sNsWGelLTMxLDh1HUQQq1bsltnfoUJ2//nJOufhfTgke+toCq1RwPv+edhXUbCA4f6Bsy94pKdkEBn6C1sWVvNxXUKlsf1eLRUGjmQpSJIjz4FcN0tKxsUZ3omMfJaqWfXhiVpaVB4anM2uiJ2N81KSgsLemilDN9a+VSyaYlQIjfKBFFQ8pqQiKE27ppAXlfueHdd4s1nCSz4hBg4l19OZ7SyZP7fLCYlUT3vEcAhlQ0FqzOaJqjodU9cIsyovn+Iyr2CbbGox8SW8882UE32crW4UeFSYUFK6I6myTGxOIK6NZQSZ6ZKw0JoAJDKh02ytMuL0lsb+dg23ZdGcR7pt600mSxKBBgzh48CC7du3ipZdeKnV5+GZw+vRpoqLKXy/URS3zRF8vfH1tp3ikYSNGRAfwjWh8TbL9Y/JpWhwMo9fhuxiT8OVN2V0RuBWL59IKE8iulTq+iaLCNaJYpS3P/OVBCcHXHCYDAwdJIJpSqmE4AQ/2BXQCPARYJB7pVLJNivRJswAAIABJREFUkyY7kaSPkKTlSNJ3nD5tT5ytVqUwVKTgX4vWP+Pqs4Y+/X9DCMGxY8/bJ2yqPMGtDhguExbmzdSpnZ15miUgy1KZyDbA2rUn2bw5FiHgn3/i2bzZviKJrVJm1UFkpB+dOtW+bcg2QEZGUeGooCA3AgPd+PLLPhXub+XKo/j4TOf99/+0216az0Kthh9/fLjCY90IPaMk7tflgF9+BUUvQGNh7vSiv8+o8XpkvxSk8CNInidp1DiZM2cEQggkaQqBgbMBKyZjDmr1/GK2y2zZ8jSuukzee68bInUk4z95DG1IS5Ysf7AE2TYYBN4B+9mzYR/33X2Awxcl4vVq2iTcOMylmhY+DrszyTbAgDwLkl5BlZLDA/9aUEvKEkjDBFJvgfSWlVt5y3/PeZqwm7b8QRpmttCHXxmEGy48pg7i+aZXiawfYyPbkgRIyJLgPUtCYR8KCrlcv5haVUUIHhSopamwoKXoXf42XfhDepAeoglZSghTZT8C8/dfBVwwo0HhMOm3wPL/4Ew4TIc7MzOT7t2706JFC+bPn++wF2lkZCQbN26sEOkuL96+sI/pF2yZ+0NqrmBlzeEoioWx5llc0YbS++pvjAhdUb5OLUZMV39GDrwftcv1l5cFVhZZ3icJA69YuuOl63jd9s7AHo6SQjrdua8wpMSMlV+4QGuC2M5FVnEcFSq+pA/e2FdZ204er4skqlldGCG8eEhTOcuEkvQJNnUGGWgEGFGUQbi4TMVsvt41LoM6gmeejOCzz+6vFFudga1bz9O169eF30+ceI6GDYNYs+Y4Q4YU6a7/+edwtm+P4+23O5aqY///HUeOXKV//1U0axbCmjWDC720BZg3bw/nz2cwY0Y3NJobe+KSknJYvPgATz3VgtBQ25JxQkIm4eH2Ccovv9yGjz/uWfg9N9fEk0/+QNeuNXn66dZOS7wsDTGJAm9XQaBX0bkbjaCLEFDHCq1lsCjw5XF8PKvz0YzzjBr187968UGIlys0/unzCvVrbwGsgAoWdYF2KtoFmvgn1Pa8MZkU1GqJxVck9mfC2HBo7F2x83UUcrIFfuEGzAYdBFhZ/aWawT1vfJyj8PIvCnM/tZFX/ARXP5cIrlyfTSGas4tEgpEQ1OMEf1L6xLSxcowsSYtktaLIgm3UIFL2YBn7WIotb8abVJqj5384Psn3ZrBD7GUtf3CJcMCXdVJvu/1z+YlTXOJN7qcGdcvUZ1++w5tsFCQsKKzkWSdYfn3clIf7PgfbsvHO8nA7tPBNVlYWPXr0oGnTpnz66ac3TbqNRiPe3t5kZ2ej0ThGH/V6sCoKD5zagVU2MaVaEB09mhCbvo2nfXJRJJnWpr3M1E7mQ/1aNmi9iNLH87nHE9cMPRF5J9ghjyTRJZjgrARam59HFzDK6efhbJhRkJFQlXLezYglFQUhICkpmNUBFvqpnC/L6OOzkczMo0BL4CLgQXR0N+rX//TGB8t+vPhCQ+bOdU4eQmVhzZrjTJ++g5kzu9Ktm+0BX6fOJ5w7l1Girbu7ipycshWuEEIw+JEzuOtyWPplizuaqL/66ibmzNmNRiMTHT2G2rUrfu3m5Jjw8ppOwSMzJ2cC7u5aBg1axbp10XZt27YNZ9euqvtsMJstaLWL4O7m0CZ/3fjLY9SKqM3RAxo8PWcUa63in39GofMNoVlU6R770nAhAZ6aD+m14dDEC5B8EVxCWbC3FrkREuO8VUiShCStwSZr5AMbBoOXCvQSQ4NgZcWUDh2COe9n8OpEb0ACSaCuL2E+ad8mxwJ9D4CLCtY1t9UHcxRMJnB5TkAW0MiCMllj99sbDOD6rAISPN9P4tN+zruP+7OdvYShw0ADzvNzMd3u0mDAiK6Y82YIq7mCbQblRSbhJLCYsU6ztyL4n5iCWsrGhJq/RGd+ke7D4xpVrcsKBYWpLCGJbN5nFD63IK77P8LtPDi80mR2djY9e/akYcOGLFq06KZI98mTJ+nfvz+nT5+ucB83C6ti4QXLPBI1ITyY/AujgpbTRvyFWXJBK4x8aq1OK3UtTmaf4lljAveaTvJB6BiQJKxx0/ix2g6skhqdNY+OpzPxarjvlp1LZeBFrvIDOSgKJCaGsiRIzwiVfVlJgeBXMgnHhabcnAvmaiLU7KYguWZi2Lcam1esK25+GeQZcm3lla27IT9DvDQ88mhLln/zYKV6ESsLBw7E06pV6eFRZS0U4+q1CUP2YUDg4xtEetrtKdNVFpw8mczgwWto3jyEr7/uX+HJxZ9/nmPIkDWkpBgLtyUmvkZQkDtnzqQQFVU0EZRlSE19o8omxWo0U7BYCgqKyVC/BW3vvofe9V15dawOXb7ZBoMZM2r8PrBiUVSwFUiUuPwPhJUhJ9KvG6RnAmpo9AYcL6V+iBAgy4vybZFg/iPQ2BPyJEJVkPCAfXurAnlm8HQp2VdFIITgyoVMAiM80Gjsw72uJlgJrS2BUQI/eOJZiSXT7I9/9hgszs8XnVYfJlReig7uzynkmfKvZ0kgvnBuONc+rmLBQjuuL5VaGk5yhbHsAcCddIJI4zOKCovN4gviSEYB6uHHi070BC9hM5s5TTCZjKATLbGxyl/Fr+zlTy4RwVWqs0HqWyk5Tc5GhQm3jyT2O3hRXtrwH+G+Ybvs7Gx69epFVFQUixcvrjDpXr9+PUuXLmXDhg0VOt5ZeMKwgqMu1RloWoHZ6s1ohtFWr+GisQYSgj/ELDqFvwPWPA6lNueKfzhB8Qm0CNqA7FrPYXYIBOnsx4NaaKk6tdKThJkvjXl4qiw8r/Er8RCaSjwrSEYAISQxjebcQ1C5x5EeAgzCFm96/CKc3YjtRdzE9r+UAN618LReYdascJ59diOlXb7R0S8QFVV1fj9nYdeuOO67bymKAsuX9+fRR5uU6ThJXgoiKf+bK0I4NknwTkNY2EdcuZJrt23cuLZ89FF3u222RNdv2LzZpowTEuLOgAH1+fTT63sDKxul6X1fa7K2+ggM3SZsbu1LwCqYMwPGDrvxOME9ICkV0MD7C+GtptewR/0nWGOACKjjg98zTQhs6c6SZnCPH9RtsJmY6IOAF3wwClw1qKsJPuwiGOtdcZfyuMe+5dv1OhLzTICG6g3ac/FkcIl2ObmgksG1FF/CsngYma/A+ldb6FCJYlkN3hFEX87/4iIQC+zfy/EiixHKYZ6UvXlMusaPX8k4QQyHieERututJL/EDAqUPiwo3Ecoj/C4w8e/n/VY0CFjpQm7UaHiI0reD3cSKky4fSWxv4uDbfn+ziLcTpnienp68uuvv3L69Gk+/PDDCvezf/9+GjZs6EDLHIOlukd4XqzkW+1TrHIdzCzW4kUmEqCRLbhK+S4flRvNg07TS7WVVjWikV3roVcSSbEcc4gde3iNHbzNnwzFQqZD+nQEgiQNE3TejNH4lzrjT8YmIGsrk6BiFbEl2twIQgB52HRrcyRoWA2oD9QAIkFKtY1gsfDcc3V5+unWZGW9gbe3CwEBWru+riXnN3PmDry9p/PFF/vLbV9VRLt21bFaJyPEZDuy3aJFNBrtNpYsiS/1uFVr+wIeILmxeXPVIoNVEf8m20AJsg22F1sB2Qa4ejWXBQsO8PLLvzrVvtIwfvzPhcnEo0b9YLfPtvBTQFRltm69tlJKj3qgUixgFnBaIHnDs8UKsI7/DKT2AilYINUQhMwCY34u5LEV8O5zcG7Ntck2gLB0xmp9mh4jWrH0/cakjncnuouNbAPERO/BtrSVAicvARKWFJnxKeX7Tf6N2d/GkZinxaZRaiQupmSHG9btoOeMv+g0dTfVFyQUnlsBHo+AmI5wpWvlkm2AU+9K1AsFtVaQNL3kq7+5PoPduY0Zq/fjJ6JL6aHy0Yg6PEqPEmGbUn5CooSCAiRjcwhcIolRzGUkC3iahegLizyUHwoKeXgiowASJryAKi7u/h+qNJzi4S7AqVOn6NixI+fOncPTs3yxSIqiUKtWLZKSBmIwBEFgc2q1dyV2XYdy9eMsfKCM52vJ5rZpZ93BorzOvJ3zD23JYUDYuFKPuWz6k3jNWDSY2ZvXhtHuX5GVuwqV7IO7a8kX8o3wO0PRk46M4H6+xoXQmzqnyoIRK2+TwD4S8CKV92hH03/peSdY9TT+OZH0g+HILlYW9TNT19eNWm4qqnnaluGl3thIt4eAXGzv2CYSnIZwSWHZWxkE+Klo2rT0bKrY2DRq1y79rZeQkEV4+JzC71evvkpU1Kfk5po4c+YFatWqesVYKoIXXrjMggUF5cGTSE/vhY/PjfMlLBYFi0VBp7sDqxPcJGbN2slrr20BbOoi58+/TERE6ZO6li0/4+DBq3bbHnqoDj/9VFR9s1Wrzzh+PJlvvunH4MGNHW5veTzYZYUVUWqOh9Qb20w7HTgsoI/EyCdgqQPVNiXpA2wPAxXc3RmGtoE2ajrXtrI1VM2+A3m0ue8vqkW54P1mF05kwPONYH57yMk2MmbgHI4lVOePHUPw8Sm6vhuEzUQxeHA2PQCBjt6DO7Jhtf2zpc1TuzhmboYQEm2b7OKR3p15pr7jzs2Z8M65ilnRopbMvOR5hvdoX7hvnTGF5cZcVnpG4FIFZPsMGHiL2eix4gbMZAIq1IxmDjpsYVxpeJOJDz9y/eWVaJHCY+I4vlIitaQ4JtCbWtj+aH1ZTRaeqDHTnB28zDOEU8fZp3dLUWEPt58k9jtYNVdac2d5uJ1KuAGGDRtG06ZNefPN0ou4XAtbtmyhb98nycsrpifc7jVa6r7mwLZkXDvfxcRvuvBWmONT0/80r2V8chjVVBdY6t4QH49mJdrkkcQbyldkCw+eSrhI+2ozSunJHrv0/8NFtxoQnDHUo61eRUSeLVwmxeMpQnw+K2xr4gB5LMONMWgpPQwlk3OcYi7htKcagyp2slUU0mIBKlvykXfLZPzvSsFiURH3RV18ZJn00fbtYxPhyS/Bxwqr3wCttvR+y4rLl7OIiCgi3AEBrqSkFMnCFSckNlm02zN2b8yL8Xw6v6AISSIZGQ/i7X19wp2Wpqdhw0/JzDTy118jadMm3PmGXgOKIli37iStWoVRq5bzk3OdhU2bzvDQQysJCHAjPv7VQnWUDz7YzoQJW+3aNmzoz4kTYxw2tjMI97VQYyTEpQo4DSgCBsssGwkj8kWosgwwbCX8swNqecOy1+CucvoRUlMNBEb8jjDkghxAWkoHvHw0qCQpPwZ8BrYKrlp47yXwdQc1zE39lllzYrhYUCxUrovZOAy1uujevpKQx9ETRu67xw1395KB4U0HHyYzyJs8kzse9bPY+VwdQm8DiUKB4F7jVi4pEQRrE9ir6lS4OjlPn8rYHd4oFhnfu67SMiCb33XOVw2rCF5gPmpyUZDIwo0UgvmFwYX7v2UX64hhFFH0og0CQXXLaeT8OURraSdNOM47zLnGCM5FKnkMEVuwSGr648VYHJyFWAb8R7idB6eL4E6aNIk5c+aQk5NTruOWLFmCj09b+40WA4f+SQIh0G89ypxl5wp3HTmZxoOvRNN7iRGLtXyTgmhLBuFrL9F47TH0SjJPXGrGwYtt+fH8UOanLi/1GDeCmCe/zleq58tEtgFa6d7mnKk2cZbqpKo7oKdIK1lv2VP4WWAkk66YWco5enGVXaX2500kbfnkjiPbSn4+FABCQutpAgRqtQWpiUJGMiVisWsHw7a34IdJN0+2AcLDvXjllbvRamXGj29XQh4OIDPTkF8C/l0kaQpGo4WUlBxSU0uGFNwKCCFo3nxRYZn6I0eulmgzf14E997ngYtLNt991/yGZBsgJiaNrCwjiiLYvbv0MJTKQqdOXzFkyFrq1p1HWpr+xgdUUXTvXg+z+R2uXHnN7loLCyu5MnjyZPn07//++5yd/vxvv9knoXt7298wZ848X67+y4OLX8HJbwQ9VxsZ9QUcfrWIbAPUnQ8bd14mY8VMDi1dSpPXrWw6U74x/P11KPreCPEwwtoNX18tqvwJsdUKFGo7WyDRptfvrYH5i06TkVvs+ley2Bmv8NZhSM8/ZO36wzwz7xh+L5iIGLqDrw/Yj/3PV/V4NDKNEe18iHnl9iDbAN2St7D3XEey4wPxwmgXCviDwYhilQEJc44Le3NvvqKus/ApY9ARTBpuJBFMdYpievZyhh3sJpgUFnOWE1wEwCoVrWIoqPG6yUT+iqKL+JV24iyXiSApz4ulSLeXDvl/pd1vCKefUsOGDenUqRMLFizg9ddfL9Mx6enpbNy4kRMnTlOv3lLy8lQQ0pjv3rvMsGKRF3KQ7UXhWmMOhriCQidBuF54EvO7ZUtLV1BoukiDKTGCBCIY5Pk9rg3qgiSQZQUfpaSkWkWhkTQMdinSq9V79OO80g2VsBLh/aNdWwmZY9QjRQQh8R5BhkS8zP4089rkMHtuJV74AhZ8Bajg8aegd0MTQebz3Ne2HrIk4aODDKMADaQeD8Zi0mAwuSPOqHixQ0mpsVMZcN9mcJXg8EMQ4IBn5uzZPZg9uwcA06d3IyBgBjk5Zk6dshGS77+31/yqV28ucXHZAERG+hATUzEd4ptFaZUKhYB27b4gL6+kFOCO7XcBd5W5/9atw5gw4T7i47N54omSqz+lYfv280RFBRAU5FiZq/Pnbfen1SrQ681wi16WzsKIEc24dCmTRYv2ER9vm8i1bFkyUQ9g9Oif+Oyzg2i1EgkJ4/D3t0mUdexo7zTo2XOlnQc7I2OCk6wvHQ18ZDY2K12RxWQFTp4EvR4M8WDM5ESSH92LLfIJAdtPgLsLtCybvHEhVi3eC7rOYDwJ2nCiX3TFPQTCPOAnl/t48tlteLu7kq13RVH86LxVINSw/ALE9YPJfwWQHlQHJBkpQ2bmDhjRsqh/d3c33n+15TXHr6q4agpEQSLb7E2esJ90b/IJwr9uMla9Fp1fKpGuAEXX4JCcRNZe9EPlYiYw+CxHPOoRKN26+3AGI0tsy0bPHLZSMFXQYCWaOBpRg9dkC58KEwFSMg8CTzGtxPHOhgWFK1IwCioUVPjqsslTXCrBJepg3IEk2ZFwekgJwPHjx+natSuxsbG4u99Yp3LhwoVs27aNVatWldg3fPg6li8/TpPBDdi+aiBekgpJnlJQ1AnQIL32GsqHZXNzWlFw+dCMNcvWvud93/Ntt/aMSv+HpqZY3gl6EtSOm9ELBJmW5xDKQbxVXyGrSk8KtXCG9UxCEraVAXeRRfPYaILrJFV6yXlnQOoMpOV/iQBVsIHqV7fzTOBG3lxWcjkvw2wT/PO/hgN2+A5YbnNYMCkKenpAr6kQEgYHp4GrE2TcrVYFtXrqNfc7a1n+Rjh/Pp3ateeW2F6zpjfnz1e+lq1KNQUlP9do6tROTJxYdu2offsuM2TIWrKyDGzY8Aj33lvNbv/p0ym88somBg5swFNPVVyE2WKxotG8V/j9wIGnadEirML9VTauXMkmLGx24XdZBqvVdv39O2QkPNyN+PjxlWpfWRGfBe0/TOfClz+AXwgDxvVg5QiJghpDfd+EDQew5XB6Q2ggHJ4GQdevKQZAm/Bl7EuoBuSCJgKGNyNrvoRnMW5oNitotcXu6UmjoE44oV6Q0A+6DN/ExVRBtls4eCj88L+mtKtRdq3xW4Ucs0KDnBgMsiuDZA0LPUPs9u8zx/JMWjI6tzw+9mzC3ZQ9R0V9Lg9rpu1H9KlxmVo+5zioqvyibdfDYrazlbNIKAhkLJhYzTPIxRjtp+wklq1cpDrhVOcTHF9ZWCB4VdnBZiu4y7ncK/kwR7at5LcTf5JMIBICD0syIzU6XuYeh9twI1Q4pMRfEvsfdLAt3/wXUlJuNG7cmPbt27Nw4cIytV+6dClPPFF6Jvw33wxEiMkcWT0Er/zkjQfGFvMo1HmA+SNsp2W2gvtDOcjVjVTvnYQkbUCStiC5rGFM4gxSOY8KmdVPpOEakkO1uudZ0SUKX1UQ6wL68U7Yq44h2ylbYFcXSPgJg/g/9s47Porq7eLf2Zqy6Q0IoYdeRToIiIIiCogCAoJYABV7Qf0pSBHsgCiKKCogglKkKyggvfcSCC2QQnrZJJstM/f9Y0OSZTckIVVeD5/9kJm5c+fOZDNz5rnnOc8uMtQrMWovk2V7qtBdNDTkPmaRgxsK0ORqJNGBoS7J9iblbg6KZhzNbMiZnIdLP94KgL6g9N4TQMKi9SbjtGsHF19t4WQb4NmG9pdrrQJD6sEbCyEtFSJOwfJcGy4hBDNmHOKdd3Yhy6XPNlerVQgxKe8zfXqPvG1vvdXJ5T6LFx/Lm9pft+7WnACEEHz++S7U6snodFP4+2/HMu516vg66E67davFu+92ITLyhVs6XmkghMgj2wDff3/Eqc2VK+ls2hTptN5sttGt2w9cvpxGSkoOL764walNo0aBbNgwvFRkG2DDBsdrOGbM2lL1V5H4/vtDDmQbHCVXoaH5QQ61WmLdumJ49FUSanrDpal+iNjRiJP3s2J0PtkGWHddwiHbP3Fx8PvR4vV9KdYde3Y1YE2CZHvBzIL4bJ4KQidC2ESoN4bh3p682AwO5vp7b1nUB//QjiSeqE3KkYY8fhxUy2DYtls/54pAeNxFopMakJwQys9WNVE33P/aaetxJKQDe7x6lohsAwT5Zthr/ehkkHIoEP0iNCMedawJ7/R4wo1XCu+knDEAu+2NggZQ+Ix7HMg2QCT/EEY0XdnNgZvUbSgNxoitfB3fmtNxHYnKbsweKV9qu0fqSaTUjLNSc45o764Usl0qSNhfhMvyc5uhQiLcACtXruSbb75h06ZNN2134sQJ7r//fqKiolCrS3fFR/1iY+Hw3D48BSiRkG0D4qm9IBjfblmcz2pMQ/Vpdud0x63VadCWcQayELBZC0IGm4St7yXi6IhAJsj6LO660nl6pnCaGPEQWslGlnDHJmupzTNU01Q8uSopft4NCLirMcxYegnD0aW8+NYIatYPK3LfovDbHhj6Ieh9IfILCPWB+fNPM2bMTkDi1VfrM2VKV9566y/Cw/158cWORfZZFlCpJueRoYJRyJLAYJhOVpbjA6GyounFQadO89m7NxaA8+fHU79+/gN96dITPPbYSof2Ntt7qNUqbDaFkJBP87TZ337bj2eeufXp+sxMM5mZOcTHm2jWLBiNJv+Bm5VlwWCYkbe8atVgBgxocsvHqki4SnqMinqJWrXygwVjxqxh/nzHl52q/J0pDP+bB9NXYH8YayA4FA5Nh5q5ZkOzZ+zktSuNkDX+EG1h11RB5+Z2IfX6ZWd4aGgsCjbwasLCtbV4/IZArH8zSE3NXfCCJ4bDDxPzt8syaHSxoCig0sLnwRAi4SaDaThVFtUuXSLeVhsJ8AxI4bSPP2Eu8lJuFdFKFr3kExhUVnaq2uMu2SWd0lULCBUg8PGL4S2dD2/pKy+5WUZGhcpl4Gosi2nMTqKpyRFasyW3OuYocZx1Vn80kpXmmoM8LIXy/C2S4V7KFrZE291fPD2MtAg4xB7p3ls/oXLALUe4AyVx8MGi25VoLD/eXhHuClPcnDx5kjZt2hTZ7ocffmDUqFElJts1anxBXJz9ThkUFERCwnO0qSmx8HqBNLUCplTAC0ijZed41sYOBeCUoRXnDPVomTIJQn4u8lgmDmDmBN4MRUUxsmLUXmBLA60/Gqk2NcRZBNlodNWK3rcI+BDOfmoQKmIhW0J2V6NSnPXrGaQwj3mE4MdIxrnoqeywJwaGr4FOwbD44cKnW4cXuGfNfb4uUHZa0kc7waOOsngCAvRcz8Y0GLQ88cTvLF9+BoD69f154IGyK0pUGOrX9+P8efv3tGHDmz94rr/c3uiAciPZ1umqttBvz55nCt22aNExp3XLlp1k2LCWaDQqIiKe58yZJDp3DnMgyCVFv36LWb8+P8l6wIBGrFo1NG/Z01OXO1Ph+ppXZajV15MB7Zg/v58D2QaIjTU67acowqmSZlV33PlgrP0Tn2y3XAwoMFM2972tvHy2GjTLLWKV6UbvN6PI3FAHgAeGNEEe0oTMLHhkkcK48zYONFT4onq+/PDDt2HsBOxzvzr46AYzGEkCNJI971KjonGmIKaaxOTi1ZAqNygKuK/IwapoIFBmaEsTS4LyvwNL3EN4jMtY9W7cZ9aXKdkGqKny5KzKOWih0Zmxmd1Qay3kWHVk6RwDdu3SkoiQBasNOu7Wl8xxLBsLAoEnxS8jqr5J2HQeI0hlACYkahQo0b5F1iOjRhZq0ghhKUaeL+I40/mTbZgAQSPcmYM9F2iZqj13+keSag6guiGK9XQp9tirPK4nTf6HQlFhl2ffvn089VThEgoAi8XCzz//zK5du4rsr8+gP9jkHgKpqTzbXckj2wCJifaHy8vd1Bh/zeSLryz8PENPoHsjBr5+hlmTu3J3wwCCM8xYcvRo1WYCcpLAz9E/+/ELf7PmWhu6h29mxVuPofLQII39ltgWUxGAlSjclL0IcRYP6Tc0qnbOA5Uk6HYJUrZA4P0AqCVv7OURSw81Wu6TtpNtu0KkehQB1jsJ1o9xavcxX5KJjhjSCGQJMZzBhhtP8gZ6ysDWowCGrIOr2XDpErwaC20rzzXOAQ8/XJ81aySSk7MZNaoZL7yQX2DEw6NwvUpcnBEvLx0GQ+nrQ0dGvsgff0QiyzYeeMA5giqEoG3beRw5Ep+37vffh9C/f76Z75Qp3Zk48R8AOnYM5e+/R5Z6XJWFFSsG4+4+w2HdPffUzfs5KMiTd975m+7df8xb9957nZk4sScaTfFvX3/84VhcKSLCtdNHVSObQ4cu5eLFDPbufbrQir022yT69PkRqxU2bXocjcaZVKxZMwwfn+lkZtpdG0JCPBzIthAClSo/0dbTU4PR+E6Vux7XEeJC9ZAckw5ROdCssb0+iclGjzoZDm32H4MOzwoIl0CjZo6XikEPKXR3s1/bMSPsn8KgUsHcXwOpr9o7AAAgAElEQVR47l0LTZqoOP2/qvGyO3IRWLJ1kCFBjJpf3CSWBOVvv7uaB/FUYB35XFhDvAhPvsIVdHirYKo+v+7By5kZHEyxLz8gZ5AdVPyXvQetJ/groS42m5Ze1Xfwh65b0TsVA34YuDEM0kll4i/FE61kw5NkpBsIfn9WkImO1mTyWa7n9zZyUOcWyTlHdl7bQAxcNjQFAxRMPL0t8B/hLhIVIikRQhAUFMSxY8cIDS2cfa1atYpZs2bxzz//OKyPiclk4sRjvP9+G8LC7BFlqfdf0K8nCAV+X0XLlAyOH7fXrW3dOpwjR4YVOa4U2cJn0X8zPKgxTT3qOm2XVguQQWOw8JdHDzot3I/GXeHy7BYIsvER/VBj987Wyi0xaPY59VFV8D7vk4bdGaAd19hDKCBxP8E8QNkStpHrYNFZu1/EtefB27UhQaVDCMHChcepUcPAvffWd9lm3ryDjBu3HkmCw4fH0rp16WclboZ69WZx6ZJj1dDWrUM4cqR8ZyWqAs6ciad+fT90N/g6upJMAGRkvIWXl/3hl5ycRatWc0lKymbJksE8/LDjy8z33x/i6aftDkF6vcSpU+OpX7+CS/2VEI0bz+HsWXtmsUYDVmv5SUCMRjPe3h86rFu4cACPP141SnyD/e/1nqZTOXVRTbxoCVYTy1c9wKAB9mikzSpzT4u57EwQyJ5BrJjTgYcHOJLMvp/Z2PirGhpLoBbQV3DsQWipr3jinEYO33Gc5gRzH3VK1dcLv8GXJhmuqcAAqnZm5HZV9Mabi0fT01mebHct0nlkYgrxQlVMwl0z+zyx1+oigJp+F7nqV0K7mlvAKDYRi4mPuZM22HnMEo7xOfYAnxfprKUnBjzozwosubOpAviDf0duFZRCUhIsiYODyngs39xekpIKuctcvHgRNze3m5JtcJ0suWv3NWrWX8mCBX9Rq+73nDxp/3Lr4pLt+mhjNtW9rBw79nRe8lpxyDaAv1rHB7Xvd0m2Ady87G+mvv7JhO+IJPkuL5DAl+GEsgo/6VVAywfWCTwjnib+cgic6QOx24t1/IrEO7xFU9R0I4R2dEeVm9hSH9cFDMzYmGM6x/3RJ7lqy3bZpjAs7AexY8D4StUl22C/sYwa1apQsg2waZNdhiAEbN8eVe5jSk83O62bN6+MU7/LGVlZFlatOkNWVsk8ZJs0CXEi2wDVCzEzPnUqgcuXU5CkyQQGfkpMTDZmMwwa9KtT26eeapt3f8jJmVjlyTZAVFS+JanNdpOGZYDrLy4F0aGD4/26V6/v8xJ+Z8zYVr4DcoEJY5eyJUIh3mID60nAj9GjL+Vt12jVbIt4gaN7X+TOcY/xWFw9HjgABcsy+D4iQ4gCOQIaCTq1ERVKtoWAEQeg9kZ4zbKb7UTxFQe4grPk50Y0eQ6kLgKph4w0VibNmC8tm/ModLWA1NDMHU2qPtkG+M3HBy/vVNwMRvq6ZzuR7SbKcZqJndQXB+ivOGbGvqBX4+FhRK/LYZShZM+nW8VP9GYz/fPINkA9/PLKzGuxoMM+U7qaQXiTjidG6nCef9hfIWOsdPznw31TlPiURowYgZeXl9PH29vb5XovLy/27dtHhw4dbtpvXFwcO3bsYMmSJQ7r12y4BubrREdm69YUmjf3wnxiCKcupeLloaHWu+WTrWLs4c6nccsIl7/EONwT/x0xJEz3Qs153HJ9i2eYf2e+0gyAxLBgNl8aABs3IXX9FhoVrl2taOhwYwz5VmDTiEJCh1ch5eDvF7vYvr4zsllN67oJdOr8J+GiFs3jWtLLR00dz5s/pKqXrd1ypeGbb/oRFZWOr6+eZ54pnRMGOHtkf/XV/Tz3XPu85fPnXyQ09HPMZhuvvNKJCRM6ExRkKLLf++5bxJ9/2mUTgwY1YvnyoUXsUT4QQlCz5uekpZmpXt1AbOxrRe9UBGJj3yAtzcSdd37NhQt2YiJJ0LFjGNWrf+ZyH0mazMiRzfnppzIOuZQh4uLSCA2dnZdEW7OmgatX86/X2bPjqV3bbu+4Y0f5y4aua9i/++4QffuGExrqqKndsiW/yNE77/zD22/3KKdxCExmGQ83x8dTYPCNlrI6nnoq2GHN2QvQog/26e1HYYMvLK8DQ3LlFd+H6Tj3sYWr11SMratlYq1yOYVCkWSBpVftJivxKd6oqiUjIaFzoS0WCK6RRCB+pKVriNgmcgtkqsBo5pPfjXzweL5uZMfT/z5rh4zA69ogx+9aFjaMkhuy5IVayMRwyWH7BHVdJuRNNlbMLMxV0jlFCveRH6DrSC1GcoktxPAeHfII928cROT6oCQRwio2k0E6D1K1EiT/Q8WixIS7T58+GI3GvE9SUhJGo5GMjAyH9dc/GRkZyLLMzJk3L5W6aNEiHn74YQwGR3IxdWILPv7sDNjSQVYYPz7/DtmsjEo5m7Cxhkg64kdt8iUDGpWKt0KHAkMRmEkb/gJgxL9A2dekAv1Ycy+nUEBK3OlEuG3CQib7QDLhS+8yGfutwpvaN91uwoZiVYEA2apBhY15fzfAdE4DKkgfDd6llzRXeQQFeXLwoLMm/lZx5kyiw/Lrr29yINx+fu5kZ/+vxP1eJ9sAK1bkVxJMTzfRtu18OnYMZfHi8iefiiLyovRlVfnRapV5+eWNeWTb11dLcrI9wXbkyBZ8/LHrSqwLF56s0oS7Ro3ZDsvR0Y7VeGvV8qtwJxFJknjmmVufwf3yy318/PE+Dh9+ksDAol8Ub0RWlhVD9TlgNIKkZuCAtqxcac99eXPaQyTFpPPjr2mENr+bvduboL8hOh1dsJiqGXCHZgV8tt1VEgcb66ExlYJAHTxZB7Ynwfv6tqQSSB18qZabfD/+nJWvtgNqiTF9V+IRchENat51exncNPZz0gK+Em8+Elg5J1EBSMeCnEteFVToyLcxlJHxTU0mO8dAkPc1Gmgz2KkrXgGuW8Wb7GU9GiQE73GZffTIq8b5At250ROsFTX4jVMAqFDQYuUwl3kQGMpGYlBhIIM++PEyZVwPvbJw3RbwPxSKctdwCyEwm83o9fpCEyKEEDRt2pTvvvuOLl0qPmu3H6c4iZpgktlGazwoujjPdShC4X7LWmySirEZnxOgZHPXzkS0D54Ebf5U+BNiLkZ80JLDeGbjL7cmO7sxrY4dQVtrKNQeBFeegPSfQKoHzc6BVD7f3kT+4Qg/cQfjCKQ9NrJR4+5glbSROGaknCM6PoTWtVKweV5jw6/9kJPsN8ELwwT1fFX4HjKTnq4DlUJqOzW+xb90/y9hsylotfmFNcaPb8ecOX1L3e+AAUtYvdruZT1wYDgrV9plVTrdVKxWZ8/xtLQ38fEpeTU4RRHMmLGTP/44T+vWIcyceZ+Te8iKFaeZM2c/kyf3oHv3OiU/mQLQ66dgsTjfc7ZuHUmPHvZI0+XLKbz++h+sXBmJh4earCy7ZYe3t5r0dOfKmtOm/cPEidsID/fh4MGxeHlVTlW8G7XpTZsGcOrU+EJaVz4URcHHZwZWq0xy8pt4ejrKFn777SSDB69wWHfixHM0bx5EcbFnfxydO3xbYI0nQrzu1G7g07B6O/i1hTPfwvUCpkLAS5/C4gjoNhi+7AFhZRgYyLbCXcvgcDSEaODMePAtI/VGXCbUmCPDFhV4SNBN5uXXPgEJJvIslhQfukxQ6NlMMP/lfz+zURSF2kmX0OqykDXZDPXQ8ZEqfxbxQQ5zBC8CSGQ5TQnPrRN5WGTRNk4NSLjpsggMSGSDtSEtdOWX4NuVbaTl8gIVMnu5E48i4pV/cZTFbMODTMx4MY/n0aChG5vznMqrEcUQmvMoFWNLWxzcsoa7miQO3iTh+JbG8tntpeGuMB/um2HPnj088cQTREREVEpWfHdOcxk1PhjZS5MSEe7iYqD4BSQJd5FFb9vv7NT0QUFFDRHN1GUzkHruguQ+IDLtGfYNL4PbzaPQxYXI/adChYKNT3mFWGrgSRY9uUA2yQTQnC58ftN+VqVaGbVN0KUGbOxg19pK2xWw2X1Wp2ok3r2rTIb8/wIVYcGm1U7BZnP+m/Xz05OS8laJ+3vuufV8/fXB3L7VrF//2E018KVFYQmTsbGvUr0Q3VJamonU1Gzq1nW2srjRjQNg376naN++ZukHWwBZWWYCAj7EbLbb9uXkvOvkHrJp03n69PkZSbL7ZoeFlV1F28rAyy9vYPbsAw7rAgI8SUpyJsyFQZYVfBr/SNaFaBASb77Zk48+6urQJj0DfK9HqKvDi2/D7EdKO/ri4eMDMOF6ik4WfHYvvOq6xlWJ8e7f8ME6Accle7SwveD5/31LH8+GPEhPhADf9yEjHVq4wycz9rKRvTSjNs8wsGwGUYEISUkkwWifpQ50u4ZfUCznVO2L2Mv+PPPPiCUrx4tAQzySm+CYCCdQbb+X/skFJhCPDjOfUpe7ipmQakGhxZUYjJLC+Ro18ShgTbyfOJ7iCiDhSzo7SiEN6cYmBBISggBiaUsI73F/3vYH2YIXVhbTOy+KXpH4j3CXH6qEp9H1ZMnyIB9fZ9gYkpxDdEGj2huwjAaMB36mZrmQbYBQEYdO5KAWVhThgZJ76bMlD/vN1RQHITNBGMCtH+gLiAuFsOtUAORUiGoPlzvYZTZFIEV8wFURQqwIYpN8DwoyVrSAhBUtOdglDmmcvXlHwEA/LRkDdXlkG6CujxXUCpJi4+Wi75X/oQAq4uUyMvIFqlUz4OHhGI1p2dJ11PHs2QSCgz9mypRtLrebzfl/R56eOlq1Kp1ri6IomEyFV3W78RK9+WZH0tLeLJRsA/j6ursk24Xh++8PO637558LrFhxsth9FIQQAoPBTrbB7pHdv/9Sp3a9ezdAiEkoyqR/PdkGmDWrr9Pva9KkHnk/X4xKQ5Km5CZefoDR6Px7V6tVZEY+iVAmIsR7TmQbwNsLwmpjf3pVg8FFl3coM/QMw36/FqBVwaAbnD2FgMXn4aVDsOaaqx5g7U5Q91MwPC1jLpBXPK4dYBFQU0ADASE2Znk8w4O5JcbrzYaMTEANJzJhzqForCgc5SLZ5JTD2ZYvrAWCd9myAZ1wThh3BQmJVO9QLgVpGazXcIq6eWQb4B1iycSbFIJ4lzPFHo9PdDrnMmsSZ6yF/9U0h23tqc4JOnCC9qUi2wDr6IwXGbiRiIyO/+V6dAN04W+yMXENmd4s523ml+pYFYrrtoD/JU0WikqPcGdlZREWFsbJkyepUaNGmfZ9KgeaX7KPt3WgiSNBxShSUwGwCitvi+lYJDc6Je3gsbOB0PVHp3a/2EYSo/bGAyNPblmMm+cYqO8FaZ/YG3i9ANW+QCaJbBahpztK4jiklONoAqYgAp8nRrRAwq4NNVu1BOmOk8Z69rKZdvQmiwzi+IemPE1YBenKFQUadYsiJT6d49ubEFrjJjXb/0OZwWaTadduHp06hTF3ruuSYDdGlHU6MJvzdcQWi8xHH+2idm1fHn+8RaleGpYvP8mjj+ZLENLT38K7kMSAspwNWLToKCNH5ldFysn5H3p9/t29UaM5nDuXkrccGOhGYuKEYvdvsdjQ6z9wWPfCC+344ovSS4f+LbDZFCepUViruUQfz89h6NOnHX/84XxNvv32EB9/fICBA5vw8cd3Ffp7N1tBo4YyruFSJIxmMMkQ7OJxMi8Cxu22/6z1gb97QLcC736Bd0PyNsBHQHfw9oP0H4r3vW74FUReT9WwQpPaEdz92gaq48s7jEZCYnOCjIcaugRUDcnJpR9/ZPvTo/HXg0GC1u8/gd/rPwCQZJVpnB6HbNNQ0+si+z3b4U7pnwXd2Ewc1ZEQhBLFttyKkQAh5osgSXhrEhmv8uUl8oudqc+bUSz2YJJan4OtfsVLzTrzF+7YXzxsKIQRy2LGVugYbjnCXV0SB0eV8Vg+ur0i3JVOuBcuXMiyZctYv359kW2/+uok48evAxTU6mpMnNiDiRMLN/O/ZIEGFwQKMLBaDiv9KkereauYJl5HljR4iCw6Ju+m29ZzHLuvMZcM/tRIjaHd5ki2DdhAbf2X6NkNQkXIznjUOQLFQ+Jku+Zkad0JIgZ3srmo9KGbeonLsrYViTETM5k/dSMgCG3VgpirbpBjZciIYJbOq3qRvs2bLzB69O8MGtSU2bPvL3qHfzFcSTjKK3Gvbdt5HD6cHwbcsmUkPXu6tuisSKhUk7nxNnfjNXjggUVs2GBnP2o1WK0THYiht/f0vAhuz5612LLF0e70dkZCQhZxcRk0ahSIm1s+gRr3zhbmzdiFXTOn5dtv73Ny/omJyaBmzZmAJ+DBDz9054knmlXk8EuFWafgldxyDBovONQbWhYw4JC8ASP2aOAIgUEC40/Fux8LAW5TwJIJnIfspeBe4P00dLuN2D/VoILWAy0cuaNys9qFojBXrc7PT/WD8GpQ63TZy1JvxFi2oiCYz93566yxrNfYLQRtVjXemjQeNQfygXsYAJ9kJfNmtP2X9WK1FGb7BDt3XM44TgJjOYEAahFJXTz4qIzrZBSFUhHuJ8t4LNNvL8Jd6ZKSH374gSefLN5v6ZNPjmK/WQtkOYFJk86TnV24VKSuDk7Ug+W1ZZaXVWZLBcJfJCMJBXcyaXjuLMb27xJl8CWRYI75tcGqlkmKmMNOoUYWApWcg9Dl6v80ApskAzY8pU+pKaVwl/qXSifbAF3b6UGVK2txD4bUTMjOYdmKjCL3rShYLDJqtd1zuHfvxcTEZPLFF/v544/zlT20csVzz7UtVruEhEx0uqmo1ZM5dy6x6B1cYMmSfAcRlQq6dq1gj7ZC8MMPrqP/1zFs2PI8sg12ycirr/7h0CYj45083+//L2R7x47LSNJkQkI+pXXrb3F3n87evVfztn8z/W72HHmaQcNbsHXrYy5tNt3cNIAHkAUkMmdO0VK3qoSXmsKbtYEPwfY6TPrKcXv9gYAOqCagEZyYWfz7sSSBeRKIT0CsciTbALHXch/nAo7FFf1oT8r9VyYQguMvjWBNkzqkns+/R94YZ1cFVcxLwDx6OpBtgL4qTxTFfl1UyMRkBDM/1+D+3gtm3tznjyrHRjVDcqWQbYCWBLOHXuylF78yrsLJdqnwn6SkSFQq4b548SKnTp3iwQdv/oC7jtmzu2KvX6gBauPursbNzfkUZs2KQK9fR8OG22kgKQzy0BS7glVVwnOqH3iHyYzjW0I6Z6KrPQpv7KTUg2wkWWZd/ftZIg0n0RqAnyUNWz0FS3gztjVuzxVqkCMMBNG/ks/EESMf1LJtbz9+WduPPxb4gY8HuOlo1KhwyU9Y/QwkTSIffloxWsX339+K4mzu4VAO+3bEV1/1yyOK1z+u0KLF11itCooCzZp97bLNrl1X0WqnotdPIyLCmZQ3ahSYdwxZnoRWWzWmwUeNugMhJpGR8RZZWW87XYMjR5zFubNm7Wfr1otO6/8/4YknVjut++230w7LHVtXp2GtEPr338zDD29Glh3/yAICPNBo8iOgcdcctbQAS5acY/jw3U6zEFUBkgSzX8HuF2uE32fZ5SfX4dYFmANMlZCCJeJdyJaFECi3cHJf3yWgNlBfsKKL833q0cMK0o8KqtUKR8wxzGUOc5lDDNHOnZUA2RHDUR5X0eLozzxwTxR/NAvHkpGBpFLxwObNJOklZF9o/u1Cav5TeVrzrmpPEhINZCS6E3etNrKiJTzXL+SvCzrIkVBi9aRadDSIK6MXkf/wHwqgUgn3jz/+yLBhw1xWl3OF/v3rIMQrxMQ8z4YNPUhP7+lEgGRZ4ZVXTmCxqIiMzGTOnBh+/kWgd1cIqW4hOdkFi6qCMNliiM3shc22GY1kn5bVU43mLKJVahSd0jqzcMgfZHp60kocQY19+lotw5rQOsR41yJH48E+WytOEVuZp+IS3dtpGNrPnTZNVIjU+ghTYyJ2ufaVXbBQJvpiPMhpvP2m8wO4PNC/v2MFTi8vHTNn9qZ37/Jz5Pg3oVGjfGGqv7/r2aNPP92JzaZgscj8+utpl22qIpKTM5GkyXh7f4in5wwCA2c4bD9+fJzL/fbvj8n72WKx4eZmTxBs0mQOilIF2eEt4q23NvPcc+u4UV44frxj1rROJzFxYneHdVFRGcyYsY+MjExWrYpkwYILTv2fOvU0oEOj8eB85OMO2159dTvDh//CkiWbUam+LJsTKmMEFCwPIYGmwCNq9r3QUmP3Bp/UEtoXyDk2KQLvizKqCzL+OdfoIMdhpPjPq3HV1IgxEmK0ioG+zuHB5SeADBXiqsTsaBNS7j8Tzn75ZpLIwvl34wrS/mVI50HKBtVxqNcALKmpAITdcw9DchR6pwpCHnm8iJ7KBvdaTxNoukKY+RQNbEeYYrU//wLQMM1XTbbijZt7Fme8PNnlZZekSu72mXN0YM3SkXpDZdfnOczd/MNx4ivkHP6V+C/CXSQqTcMtyzJ169Zl7dq1tGpVdpWihBAEBa0iOdlOAg4d6kaHjgZsVntq+ejRJhYsqBrJkzci3bQc2ZaNj9djbJV7YlVpqW+8QIOIJqhMWyH9WXjIsViGwEaMsQFWORtfZRK+fuP4VRlIjsoNDTZirNV5TPc+YTi7UtiwcZFY0oiiBXegx50FLCaGa4xiKLUII4FkgvBHXYnvZkeOKdzR+jIgg9oXYXPtsLFxr+CNWTLrPlJTp3bhkWibAtq+CiQAAWbene7O1HbO7VJTTaxde5YGDfzo3LlsLBpvJ4wevZLU1Bx+/32Yy+036sGbNAng9Omq6zN9HcXVsSclGQkN/RyLBfz99SQn59sshod/wfnzqQ7tg4PdiY9/s+wHXEEIDv6IxETHCKXZ/C46Xf7MhKIoHDoUS3hDf9IVmdp+jm4yGRlm/P2/zo1se7Jjx0C6di3+9H3Dhj8QGXkld8kNIYqfzFpW2LXrMl27LkSSJA4deoo2bRyT/RUF2jwKEWdh0zLoXkwJ+hKjYHgC6DxM+IQkIUnwlRTAI2XknBX2l0J0hARBgr/ukQgJsLvwNKM5AN2U7ZgliTssVobqJwIKdRlKHV4CYLWSxvjEdGqZBTtq1c6zrMs+1Au3aVuQ4kC0hh3batI94qrLMZQ3IsimrTEbIezPqwCPWDwUM2d1RUvl+kelsSZdjc5TJrOeF9rcOhizucRc0pEAX5LxI4WNPFqep1GpuGUNd6gkDrqORdz6WCbeXhruSnuH2LJlC8HBwWVKtsH+ZYmPH8DBg2k0aOBJQICehk0Fp48JQNC/f+HT1l/thIVrYNZw6FQx1WLzcNrcgWtuaowYyDStws/NHvXP0nmi8thklzXGzgUcCbeEhppelx3WdeNd9timICt+jNF/hC/OFd8UZDqxm0SCaMtF6tl2ctLWlEBNKoEaG0c5ySr+IppYdHgwjZcrjXS3aaVi2arafDLLxPpfXb8sZZqg79OAoqbuQwJNDthyJDavhntaw4CVsHqLgECZET1UECsBEsRrmbZLMLWd8/3Fz8+dkSPLt4LZvxUtW37NiRMJAJw6lUCzZkWTpjNnkst7WBWKwEAvBweXgqhXz9eJcCckuK68KcsK6oq22ighEhOznMg2QFJSNjVq5JPq9IQMRvf6hPOZXgTpMqnxUgf2ffRY3nZvbz3JyeNYuTKKDh1CaNq0ZEnSx46NwMPjE0ChZ09nA+zYWCOhoTMBgVodhs1WxllcQNeuPwH24M4dd8x3ehlTqeDYCld73hy93UGFwGrSoigqgtXQBUfN8/S/YPVh+GwAdG1YSEeF4Oo9KpRedls9u8KyRd62WeIs6ZLdVOCITmGoUECCdI5gE4LAxHgyT/ujsulINJi4w3yeo+HhAHi0/RtWAdZMJK2B7s6HLhdYUbjTfJYEoeVerZWF6iZ4o0aSlDzCrRKCR6XiWZeuru36u5iFXCDzSSILb6c2yYqCryShLkPp6lT5HGcVE99rm6H/N4R7r0e4/0OhqLS7/IIFCxg9unySidRqFR06+BMQYL9ZnTwicfw0JKdA//6ukzb2X4PxE2D/Fug8DrLLpip1sZGhsYv5vKRM0jR+tEk6Sp3My9TNsEL6PZCqAsl1JPFG1FC3Z5B2HYP1i1ySbQATFpKwSzjiCOUK1QjVXyFDCSZLuBNICAm5CTVmTJixuOynojB4gJoD2wwEB7v+yposkDf7KknYIoGr0Dt3FnP1RiAbuKJmsTEHPARIAjDToU55j/72w+nT+Zrs9esjXbb56qs+DsvBLnzU7r9/Ua4vs/1z5EiMU5uyxjPPrHE45muvbXTYHhHxbN7PmzY9dksuLX/+OZLOnR0jnzVqOP4tWiwykjQZjWZq3ljee29LiY9VEfBz4fDUu3cdB7INMKzLbE4Z/TALLdFmX05tcI50+vi4MXp0oxKTbQB3dy1CvIMQ77Jli3OVrSef3AK5ulxZLsQIu4oiUCMh11ch19WQpKnJaakm1QswmGMx8L8VsP8kdJ8OqVklP4ZKcva2B2iEASn3ukmyQg0G4kdjGjOdSEUmJ8aAnKHFanJHb7byZN1PWMwzmChQC0Lr+llTHvicS4SLM6ToNLhrcliveHFR5FADPfPcwVuXSgv3OKK0LZimDS3Vsd6hAfUx4U0aVhT8cAwctErPoEaaEc8UIzllIB1rm3oF3ZUsPs/wZHlcCHdYnesEVFmoy/hzm6FSJCWpqanUrVuXixcv4u/vX+r+ygL746HDEOzJ8TrI/hvcCzE2OW20obWoCA8o3vuKiXS2mifjJ9rS0W2YS6eQJPMPHNd+SxzVqJdVk05pXwF6qBYB2vKRM7zBBvajoRdXiZRl3FQ5pMs++KmTeF16BBs2fucv7qAFfegMgEXIHJYyycRGL/yrhOvJdfR4XmH7fqhVXSFqvQYEuHUF03aQxgPZAiTQjs4mo7Mnj00SHD4ucfoX8KyaKqNKw99/X+TYsXiGD29BSIjzg/S77w4xbtx6AgM9uHz5JQf7t5LgRvmGRgNWa/nYEOj/geUAACAASURBVILdi1yrnea0vrysD2+GgwdjaNfuO6f1aWkT8PGpWFclIQR6/TSsVvtb6+zZfXjxRcdy0zabzMKFxzGZrIwb1xa12vmJOGHAHGauScQqVGhQeOv7e5n6ZLcKOQeAS5fSqFfvC+ykOwQhHOe4bTYFrfZjQEanq4/ZPNSpj3PnMmjUZBUoJh56vAWrF3Zx2H7tWgbh4XNRFMGFC89TrZpzxLM8EJUCdf4HZNn9x5O+suebF8QvsRYWGKIJ9jaygJJFRudYL/DpEStXdoTzRj+ZjxvZZ1llIfCLTSTzRAAqxYaPiOHDvpNAgi4MoWkBn+uKQgexl1gCQJIQAkw2N/ZrAqkvVbwbmUdqKnJuRH2Ppxd36EsXx5TOyiCrQCUIrBmFnz6Dc9qKm3K/ZUlJTUkcfLGMxzLh9pKUVArhnjt3Ltu3b2fpUufqa5WJeUdh8UaY8wi0Dnfd5skYIz/8ZNfUvddJYkrPor+Xn4jxZOOJhEJrSwwdWYfhoAl3SxOknsfL8hRuGUPN/5AlxaMogg/cWtE63z01D3WTznMlrg56rZmAehcZoJOYk6v/q0w075XAqS17QeXPnl1tuXzVnceeBBTo0Rm2brZHwIcsF4Q1tPF+Gw3Tvpb4wi5NRGoMyqlKPYUqhYULjzJqlN1xQqWCyMgXqVfPr4i9bg39+//CmjXn8pbDwry4cuVVhzZ33PENR47EI0nw0kvtmTnz1r3QZVlBo5nqsG78+LbMmVPxpEEIgbf3DDIzHSsuZmW9g4eH/QXmp5+OMnbsOho39qdZs2CeeaYtPXqUvVf51q2XuPvuhXnLkgSK4vwScvFiKj16/IjRaOHHHx+if/8mTm3WffcXu4+nMu71e6lVq2r56jds+D2RkdddOdwxm99Ap3O8h7u5L8WccyGvjTHnVQyVa2mdh2PRsPwgjOxo97QuiLf2KXz0lwRaQfBzl+luSOFXis9Vqv+gcO1Qrq2sH8ROVqieq2PWHcjGKttnOTQHcpj/wvPoUDOQT9Ap3rSNzqSFm8QnQRc4Kk0HLDRmMHUo3qxsYdhEJDPZhwY1r9GOHjQAYAPxPCeSsaFDo5hpKTSs0TQqorfywcQsE5+YLdSQ1ZwPNLicQXAFCzLNM06TLavoqwrgWx/7L1R9wYJi1oJWxjcomme9jUxXtSiit7LDLRPuMEkcfKWMx/La7UW4K0Vxs2DBAqZPn14Zh74pxra2f26G7Sn5Hk9/XIQpPeE0SQzhEmZ0TEJmOI7+suZcHZ5AhZt0BUWnIqupG+5rT4BsAXXxXFrKE0v1RSvvrDYVQqgwW93QmFWc11WNcsKntuwEUkBJpG8/P6KvNCPYC1KTYcLr9jbuOlgzTILcSmbpBSRDonArdzIyZMxmQVDQ/x9x2t69+TZhigLXrmWWG+Fevdqu7509ew9xcZl8+KFj2WSj0cyRI3ZnACHs9nt33hnK8OEtXfZnsynMmbOPgAAPRo50jgqp1SqWLRvIM8+s5/XXO/Heez3K9oRKAEmSMBrfQVEU+vdfyv79sfz884A8sg3w7LPrMZtljh1L5NixRJYsOcWWLY/Ts2fhBb9uBe3aOcpfmjVznZg8fPhKrl61W5MOGvQrNpszKe/39D2VEPMsHgYOrM/HH+cTbo2LP2tZI0AbAkoGyBK6KjS13aqm/eMKRxIECAmsEopZg6fBeeCKUDhslqinAX+NI6fSqSBvwlK5Lsyx41QrFU13m1GSJf7pr6YzC/K2uZ8wknPWi2NqiOiUzns10gHBGb6lJg+hKUTWWBQGsQwzajToUbDxOQfyCHdfQrgshdgbVvLvZ4qnO1M8S1ZUb1RWPEsu+YAqHLeAVLZ6xXFVCSJMpSa+DnQzxtLXDT5zq1MuY/4PlYMKZxHHjx8nISGBXr16VfShywTLmnjQOy4bdaKW3/rq+F35hY3WOKqra3JO04Jl4hzDJUfCfZcSzF7VVdwtFpqrOyKZj+Nx2IzwD0KqAmS7uGjqpiLbKwmtxoKnDr7FOboFkGODsKWQlAnv3guPS4LlWyTGDwXv8pD5udWAnBTAwOBH/fHwgPginBB/fAN2HIboS/D3fNdt5swx8+KLGsCMm9sBLJarPPBAfdasKV5xmH8rvvzyAbZsuUx0dDoffNCLzp3Dyv2YL73knAAHOJDP67hyJd1hWVEU7rhjHlFR6UyY0IkpU3YCduvCDh2c2cngwS0ZPNg1Ya8MqFQq1q51HQns3r02f/zhaM+2efPFEhPurCwLBkO+veHXX9/PuHH5Nn4Ggx4hJnH1ahogERbm46IX6NWrTt4LWfXqFafZLSt89FEPoqPTWbLkDJCCWv0pbl4mkuLexdNTxbuTj2MTVrAGAUFIoUHo/iXv2iv6qOmIhdTATEb6mpiG4wvnOCWBVZIJtILESzXpvkfN1sfzSfeFx1WEZsskpEk8299GDSn/2RSuc8Paw/Vx5ezcCyTD2ZwmZAkPvKQMdOh53ZLAWtVlRgp/7ta+jZFoquNHU2ai5+b3FTNSnq5cjw3bbZSRtypViy1bDwhsfm4UfNcJVOs441s63Xml4L+kySJR4ZKSV155BYPBwNSpU4tuXMVxShymR3oQWYondfUXWGd6mLo50XAI8H0Sun9f2UOsFBxLhNZLgR0C1qVDjgI1vFH7abAed520UxiaNNlNRMRWQE3PnuFs2TLIqY0Q8Pc2I82b6KhWrezmflu3zuLYMXfssZ75uf9riIoaQa1aJYto/H+EoogyKRSUnW1m2LDlrF59nqZNAzl16nmH7W3afMPRo47+uJ6eGk6fHk+tWq6J478J2dkWPvpoF1OmbMdg0JKe/hYqlaNOdNas3bzyymbAtRzku+8O88wza/OW9XoVOTnvOR1r0fbLPPHi36g81fwwvg0jHnOeJYiISOTixRT69Amv8u4qruDpOYPs7IJJ4H4sXTqUIUOCeemNQ3yxIA1SMu2bfLSItL4O+6elmThwII177qleontZZaOWuIJZAoQgJToY29du5EyR0JeSJC3PzGTYWRV4KvhWS2a7jz81pWSiFB8GS+eRALPQ8TmvoVIJ3MmmNq2ozzcATOZLsknEhJ5PeQNd7izkNLaxl0RUKNiwsoB+VKNqSZSKQrpipnFaNEg2UjN88fTJIcG3FsONifx2wQ8kgSEsnuGeMnP1dSp7uEApJCW1JHGwjF06pfG3l6SkQu+WFouFn3/+mSeeeKIiD1tuyCIDk+KOQCJb8cSLLHvZ3mDg0uKb7quQQ3xOI4wmPSbbszdt+29D8wDoVh84rdjJtgCyLcjZYLuJfOP6u9zQxy4j1biEVDuZiIhdgA0ws3VrNDk5Nqf9JAnu6elVpmQbYO1aN5CMQCL585Yal9VNAU6ejKddu/kcOFA5HrSu8Mgjy/IcMB56aFGFHXfjxkg0Gnvhlzp1ZnL1anrROxUCDw89v/8+nJ07R5KQYKRz5++oU2dWXqTVaHR20Dl37sXbgmwDeHjomDy5J0JMwmh8x4lsA0yevD3vZyEgNTXbYfugQY6zUY8/7jrCP+aVLSjHorHtvcLTr6132aZx4yD69m1U5cm2xWJj9+6rWK2OGvnmzR3lMio3Gw8/bF83+5O2+OpTwFMHeujU01EXfPhwLH5+X9K792pUqm/oP+Bg+Z5EGeIN4QOKgpyjQt6sAZNEweKukzlDR7bRnm2M50yx+33EYMDS1gNLYwMJvrVpLHlhoA4ZBVLqJUlwSjRGiw0DWRjoAMBRosghATUCAzm8zidEsAKB4F16sI5HWcMQNjDiX0e2ARpdu0Z8VB0Sr9SjZsg1MjICuYiVpV7ByK21yK10pPuHOZHtJCw8SiSfcbkyhv0fygkVesdct24dTZs2pX7926NaX3upBxO8ltLVbTsj3Q4SIFpBGhADNH/jpvumyxvxUc6hExZsNmengn8z1CrY3hc2zVdBiBt4acHbjY+ngfaGaEpqajaS9CuS9Csq7VY0bWDZ+mTwrAM6fyA/QcxgcEOvrzjBXliYGqH4IEQ1Dh8eTLVq9Zg7926Cg10T+xYtvuHgwVjat19AVpZzzeYVK07j6TmdRx/9rbyHXuCYEXk/r11bcaXHf/75RN4LVFRUBuPHbyhVf9euGenadSFJSWb27IkhKiqdESNWAhARMR6DIf+L5eurd7KrA/j++0MOdoDt288jJ6dy7S7LCosXD3RY9vV1nIHx83MnNXUC141FXn7Z0YHkOrr2rmufGm4QQrO6riu/VnWYTFYk6X30+ml06fI9Ot10Vq3Kt5vct+9p+vZtAOiZPPlhZNOraLX5Ab3U2EcRmfcjcvqze5Xjs2rx4lNALeweoybWrI6qkHMqLkxmkMJBMoD0EGQXiE+8oPLhmlSHEVvC6GjRkj7DbhMIoCBYSzI2NKgQbCcDUUDFnYmNXWRhK0Hly04qX7Q2HWahw2QWrJVGcC9buYPthDCaucxkLV847KPCwnZWcZw5pbkMVQayTQtIKIoaSQVe3qnU5eaOTsM4x0PsIJooviWFwRyqmMGWFv9VmiwSFSop6devH4MHD2bkyJG33Ed5Iyf6CsePzMSnWUca1RtSbsexiFhSLU3xko3Y1OF46yNctjOxlYv8D0+aU5uvkSo7Q6SMcccdf3LkyPVy7QKaDKF1cCxHY3KTuNIvYbxYEyHs5dUL4s8/bWzaJPPeezp8fSt/bregxV1U1EtODg39+i1h/fpIJAkslvfQaMr/fdfNbRpms31aQa3GZZJbeeDKlTQ6dPiOa9fsZsE//tifUaMcM5J//fUkY8eup149Xx5+uDFvv31XoRKUHTsuc9ddPzmse/75dnz5ZV+X7V1Br5+GxeI8xVIZloCVgWrVPiU+3v77UKlAll2f97XUHLJTs6lXr2pYtpYUY8as5bvvDyCU68pYQbt23di/v/R5Q3ZbwS+5HqsKb9iMc2d7OrR57739TJu2FfDg5yUPMeyxiqtS+8R0+Ol/uQtq6PczrC3mY6wnuzGioMFCF2rwGY0RQlA3K5FERY2veyo1tWr2FQiCFBfhf0UT0CsSd0wkn1ZxvNl9zGIsFvRkoMKEH2agNomEcI2m3Mmd5FduzcbIbtZTn5bUpWmJj1+eSFMsNIhNACGRZdXj7p9Fiq/9d77XZuShxAy07jl8afBloCagyP468Tca7PcpBQmBB7vpUsReZYdblpTUlsTBd8p4LONuL0lJhRHu2NhYmjdvztWrV/H0LJtSteWB3TMe4OxLBiRJop/7DAJv4eZSbAh74RVu4h16knBSsDtEtOIFfHi8/MZTAeje4wLb/9kCeAGtWLrUg6FDDwAyoCHknkFEb4QcMySnQ+1c3u3hsRqTyQYE4unZlZ07BW3aGAFB3bpqzOZYPD11HDhQFx+fypnqHjRoKStXnqVNm2AOH3aWCR05Escdd3ybt+zrq6dNm2ps2fLELR1PlhW8vGZgMtkIDHQnIeENJBei0l27riCETNeu5fhdLgQ2m0xOjg2DC1+14OBPSEzMlz4YDBp0OjUxMa+59PX29v4Ao9GGJEF8/OsEBZXsPjJs2HJ++cXZ/7Eg4e7TZxGbNl10KtV+O6Br1+/ZtcsuwzEYtBiNZfx0rCJYt+4sDz64FCQFhISkUhMTPYHq1SsmQV2SPgKuOzjVQYhRFXJcgHV74MEu2GV8vvD9LniyBPw0HjNBaFHlvlBkC0Gg0V4x1U1jwscji0uUsMQl0DjlELX8YpAkyBZu7JB6s59D7GI+MiouUB0VGl6iORYSaMLjhERlknzJF5WflemNZ6HVXwFgHB/igfMMVmWhSXwsZ0/YLf0CGsWRJbmRXtMfbRE1Kk4qOYy1xdFZI5iqqoNb7jW/lz3kYATAhpovaUvbCpTT3DLhriOJg85pIaUby9O3F+GuMGayaNEiBg0aVKXJNoCnx/XsYAn9LdoZFRuSdFOyDeCOCgmBBhtaXERKFBMx6S9zJv1hMlOeRxYVXCKzhNj+zxnsD6NEIIfYWF+s1oEcPHgfQgzi2mZ78RODZz7ZPnUqA5NJYI9WxZOVtYs2bXYCBwFPkpLSiI01ERmZzsyZxko5r61bL7Ny5QVAzfvv3+2yTZs21R2W09LMbN0axezZe2/pmP/8czn3JQSSkkwO1R8LokuXWpVCtgE0GrVLsg0wbJijt2xmpo2UFDPu7o6WoUIIjh+P59KlVxBiEooyqcRkG2DJkkewWt/lwQfzZQJduuS7AdhsCps22WU3KSnmPOnJxIl/lfhYVRE7dz7FyJEt6NatFunp/96XCVlW8PDIr84ZEZHksL1fv0YcPTqOVi0b8uefY1Hk9yqMbAOoVNefGypwIR9Yv8uGqmUqAX1TuZX4VavRIIWA1AykAWAqIFHv1wkuR8Oj02Hn0ZKRbYAQ9HlkG8BDkuiqEWhVVny0OXyFo32kRYEaF3Jwu5hFddtFfhUZLvt1P1eDTDyxCjXGy/aTbk9bXuEbRjCFx+jPV7xNQx6kOU+hRkfKZR+wqFASdKxIcy2BqmhkCysW4ZgTUE+Xf71kFRh8Mook2/WyE+iQlckFFJYoVrpyNG/bZjrxFXfyEa3ZQ68KJdulgsR/lSaLQIVEuIUQNG7cmB9//JFOnVzbf1U49i1D3rYRqd8rqJrlZ+ILRSHxwk7ca4Xjpa9+kw4qBgpZpPElbnTHA+ebjinxXbYH7ACgtukqQbIOTdLdGI79jjp8JDT/sKKHfFOMHHWFRQs3Y49wtyAlpRF+fjd/74uPN1Gt2l+AFfsD7Hp0wwzcxfz5NsaOvQBoOXQonNatnR+uZguM+cx+T5j/hrOWvLSYMOFvPv54LyB48cU7mT37PpftGjb8gsjIVId18+b1Y8wYR6vBESNWsHTpKWrW9OK77x7innuc8x7MZivu7tMRwi4RyMr6H25u/x7h24EDMbRv7zp/oWDU+aWXNvLFF/uRJPj003vZuvUyn37am0aNylZjrCgCtXqK03qtVsJimVimx/o3QlEUGjf+CkkSnDnzQpk40NwKNm48R9++v+Qt+/r6kZpaxiXuSon+/f/iSoyZg/vud0oulWplg9UNZDM9h+ewZWbJPO4lX+B66kFX2DAP7q+c92kWpSqMvGz/2TssGXm3lqwTvsx8GF527RpbbLhHpJNz1RvJy8bLYSaGhO6mFo2oXp6zzjdBcNw1ks4GgV6hTvMrXPTKvye/kZbIEcXGUt8gAlVF34M9MlIACbXKir9nCp5SJqdLUKSoPHHLEe66kjhYxuo8afTtFeGuEMK9e/dunnrqKU6fPu1yyrvCcXIT4pM+oEDGJjBsO426SSnvDpUEW8pPbPeah1WtpUXWabL0HoScTsQrxQQySP/H3nmHR1Vtffg909N7DyVCaKFLb1Kk2TsKSJGmoChwLUi7gAjop4gCdkAvIiJXREFRlKJUCb33HiC9zGT62d8fAwmTmVQyIeHyPk+eZ/Y5e/bZJzPnzDprr/VbrXch/JuyPyeVn3aEMqyZgsjiw8gqHXPmHGPs2CM0aBDI4cNKQAZsPPJIF1auVCCEuGZ4SlitMhqNAdACRnx8AhjzIbx1TTjm9T4wa0T5zi8z00TPnkuRJFi3rh9+fkUrphgMFjp0WEjnzjWZM8fZOD9+PIW6dRc4bVuy5BH69au48r4VwZYt5+jQYbHL9g0b+tO5c/6PWZs2X7BjxyWnPmFh3iQnF52YXBYOHEiic+evEUKQkeGwagpqVgNYrXY0mvwS8Q8+WIuffup/U8cWQlSO+2MheHm9hcnkiC1Vq8FiuTWx71ev6omMfC+vPXBgSxYvLnks/61GqpkLZi3YTfQeZOOXd5zVdDKzZbq8msOr/bzo28nVeaCqD/ZzOBzoPSDrW/C/RZUwL1kE1Y/ICCAgMJns/4Qj5yrxbgiGvmCQZe7NSiVNl0YTL/gPddCVwnWZYbPgKylQK2+9I0F9IBfbZS+QwDchjZzo4h/4f7brecWehEaZhl3y4h4ph4+l9tQzpnLZpsRPm4mX2sSnUhQ9qBw5E2U2uO+SRKKrv+Lm5vLs7WVwV8i3eOHChQwePLjy/JhYTHlltCQFiMuXoIoa3KrggdxjbIT5+BsI75rk1tBi9s7CN8OIZAFUAawTH/H6O+05sDOYuUEKUr+FKzY77+utxKolXvLWVJ7PphDGjKnLmDGFl+6VJClPE7dz50zgutdIYDAI/G44v/giagqsOgzZ2dC/den0wgMDdezY8VyJ+/v4aNiz53mX7evXn6JbN1dJySlTNrkY3CdOpLF69Qn69UsgPLzyxDRe58SJq9Sp80lee+vWwbRtWz2v3b59Ddq2jWbbtiTatIlh27ahbsf5/vsn6dNnBXXqhLB06QGsVpmwMG+nPr16LeH3309x//3xPPtsE/z9tfTqVbvUc27UKLpEsdtvvbXJqf3zz6ewWGxoylglJTb2PS5dcmg/+/mpycoaX+muyevJtwAFlPbyMJmspKToqVbNM5VJASIifDGbJzBr1mZ69apDq1bRxb+pEnHqbx31H8uhRjXBL++4hgsEVU8DYyD9vlbRL9LKjt/UtLohbNp2BLYfhhwbdK/g+k3nUwR1+kBQGCQtk4jRSFgbK8myCYLnRYER8IbvOzr6P5yRyw5DIOQEoorez7eqdAbjvoqpO4JUFV8Y7i+zgfvSLWhsJkynQ8i9xzGHJpFZ7M7WIKkFdwdlAUUb3FmyTB+DBQjFV6WhptcZDgk7x6QcTnqFAyATjKKY8JM73D543MNtMBioVq0ahw4dIirq1odoACAEYt0nWD+Zj2j6CNrJbxX/niqCjVTSct7Af+9ZvOq9BWFt+E6MYdak/hxMbIRvoIavF9l56LIAk8PTMLqmgbneVa9qXGF8842e/v29cLiAsvDxDSQ9DQ6dBZMV2iY4+ulqmTFnKyEQanVQ8dYr8MxqQAM9fWG3EQY3g9ldCj9WeTNs2Cq++GKvy/Zff32GXr3yf3WNRiv+/rOw2fJluszmCWU2+DzBjaotAKGhXqSkvHZTY165ksP69Wd57LH6TuEzCsVUl3jY7757gqeeSrip4xXGkSMpNGjgvAphtU5EpXL23un1ZmJj3ycuLpg9ewpfVin4v8rKegP/Am5LIQTDRk3j778y6dWrFnPeGVWhYR0nT6YRHz8PgP37h9OokfP9fPnyg/Tp81+gYhVxbjckdQbYAgEJogWPDJNY+W8w5EL4gyB84epyKGYRrdzpMxOWLxWOWhNawEtC/Fn0e4Zl5PJljgqFJBMfdZAfVAnUp3IXDdNeNGCxOObol5nCxvoRNC/DlJNlOzX1jvoDXspcanmf4C5gsdSpVF7+iuamPNxvF9+vVHN55vbycHs8aXLFihW0b9++XI3tr04t4NG/l/PapjlYhB1MByHpONiLqKpyI5KE1OMFND8cvK2MbQAVoUT4fYFXxz8gzBHz3V0aw+uvH2foy9nsnQebLM5aqpfkwrVV9Xo4fZ4yJffcKvr182X7dgMJCUlkZXmhzwGNBprVyTe2p31swZyhAbsSjIJTPwie6ShgpR12w7pUSNHDO5tBX45SzSaThSFDVrJy5UG3++fPv9+pnZX1BkJMcTK2Aex2gd3u/Lnt2nXZZTyLxc7Fi2UvOlOevPhiy5seIzLSj759G7nEqr/wQgs0GiWNG4fnbbt82X0CrRCCpKRs5CK+98VRv34Yubnjads2CoUC5s/v6WJsA/j5zSIry8LevVeIjn7PzUgOWrfO99IGB3u5GNsAV5JTWPSZzPFDASTu2ceBA1dd+niS2rVDEGIKQkxxMbYB5szJT/4t6a34Dq48PkYLPjbQCSR/O68+7dge3hNyj4NxN4T2q/h5ff8zoJMc4t1W8uPIi+DzIG/mhth5N8zEHlWzSm9sA2iU+eLltlwNNUvoZD9nhrqHoN0xMNghXKFkkpdEsCaDRl7nWSQ1Y5nUpVIb2zfFHR3uYvG4h7tLly6MHj2aRx99tPjOJSDJnkrtRV6Y0rzwjcriv22fpbt+DawAftTAAaMjg+wOhZJjl+meYeaQWaalj8yaAF+8CixfWyyCWvEpXJSDQaWkZgOJgT1h616Y8yYklH61vlIxf5mVF0epHKFFCgEWBSBAYYP2au59Bv44DdFBcOFFx2/M5mMORYB7E6DHa/D3AagZD7MGwiMleAYvmJTXoUMsf/89pMznsG7daZ55ZgVpaUZ8fdVkZzuHIRgMFgIDZzt5wVu1iuann54hIuLmVzRCQmaSnm6hQYNgDh16yWX/2bPp3HXXRygUkJz8L4KDPa9QJMuCN974A41GybRpXdx6gFu1+pydO5OuvY5m69YhHquaWNBzDdCiRTg7d+bLRhoMFnbvTqJjx5pFjmWXZXrc/wZ7ExXc3Vrw4/K38PYuuohGRZKSoic83PFQcffdkSQmOnv0DQYLvr4z89o226RKX63SU9w3xMav3x8Gs436XaI4vLZ4h1TgvZB1zPHaqw3kFqifJcuCzv31NGuiZO7r3q4DlJBBGwVLTsl81UFBv7r518/8n+DFicKRt66D9fMlujQtfJzKzCJLOiMOaxCygoHxRr7wy09ssggbHVMzSE5V8HeNYGK9S+bsnZ8CYy86vJi/1obOlS/Kr0SU2cNdSxKJs8t5Lk/eXh5ujxvc0dHR7Ny5k5iYIgJnS0GyPYO4xSqMad74RWexpVVHGhoPw0ngNWB/DvjcPuERt4pDh2w0bJQONcIcRmm65BAHUYKkAesx8qrWVVUa9zJyYK8CvBSQfs34riHz4UwlLz3gMK51KlC0BnQ4pMJjceRrpl0bRAlSDBg+Ba9ilngLGhw6nRKjcaInTg2Ac+cyqVlzrst2b281BkPZNZjdGZH//DOUli3L5xr3NF5eMzCZ8r1YW7Y8R7t21TxyLHf/K8hXYTl8+CoJCflx7gFRarKTrUS1UrNj+ShiY2+P8vQAU6ZsYNq0/BL0e/YMp2nTShJmWMEo7kpDnD0EFCu99gAAIABJREFUCAirgbhas9j3yDLEPAU2FVxaAgWjx5SRGchXFYCN3sM0/PJZ6S2+ARsE/1mJI2wkAK6Mk4gou+1eafE+lonxdABIoIrJ5a4alzidWYMQ/ytsC4ggrhC53ksYUKAkCtf9l63w6CkIU8H3d4Guij5Lltngri2JxHfLeS6P3V4Gt8e/Erm5uXh7l+2KNdkvk56zHZGTry8crgzi157reabtN8xq9CMJEdPhuBd8DvR85I6xXU7Ur6+kWTMgLRsUdoexKRx/RT1y5ebC4qWQ5BrdUOnYv9YLcUWLOKNGzpQQ2RLigMPYBvBSX0ucvL4KqgSycJbX9QWNAlRKR9jNsBFXGfZSCna7YNq0Y9Srt55hwxI5ezYbHx8N9erlZ6L/+adnixjVqBHIo4/Wc3kwchdKYTZbqVnzA2Ji3sNkKiQjrgjchUBUVr7++hECAhzzDQzU0bBhuNt+r7++jmbNPmHv3vL9Mj/5ZH7y7/Llh532ZV22IuyQnWTj448Ty/W4FY3FYmPDhlPk5DiKwAwc6Jz0W79+4clz/fp9T9OmH99U2E9lZnCfANB6gUJHnWYl+81SKODyCkhZ5mpsA8j6669U7Npvc+0AGMyiyPDAQynkL+XnQoq5RFOr1Gy0GDhudo5/8fe5VphIEii8rZzOrI7NpiE1M5p37VdcxhAIuvI7T7OZwayhDevJxvl/HKWG7fXg59pV19i+g2fxuIdbq9WSlZWFTld0gZeC6K2HOCCeBSFo/NlRfBq+C11eLNUYdyg/Pv8PTH4fvMJg6f9BGzfZ8f36CZauwOEdkeDSMYno28CBpWwNshaH7HcUYIT7usLKsfBDInRrAC26Gzm/Sw/yBUACTSBYDlx7kwaNxoRe/wRq9a1ZFjh/PpO5c7eze/cVPvnkARcN68aNP+bAgWQAgoK0ZGQ4fmn//nsQHTo4F1wq6LV99dVWvPNOb89N/hZw/Hgades6EgRjY/24cGGsSx8hBC+//AsffeRsGO/fP4JGjRyV52bN+ovx4zcgSbB9+xBatYp16mux2NBqZ+S1Vb4gmyE0QcXOVaOoXr2KFL0owPHjqdStOz+vPXlyR6ZO7YoQ4lp59MKvg/j4uZw8mZnXvlGT/Q6Fs3SlhX7D9eAH6XsCCSpQcdeno4Hcfd5I8SaUARJBGjtXf/VxUmMyWMF3rgxZEt7xYBhQdRU0ntJfZuWlAFT+Fqy5SmqoVJyqkR9DPiY9jSt2ia9DAqmbc4LzmXGE+F9mQ2AYDaR8J2GG3UbN3dk0bpEIkoQSG2osTKYTHfGcGs+toswe7nhJJL5fznN56PbycHvU4Lbb7ajVaux2e6klrq4alnBa/T4gqLP8NCE57eGFX0o1xh0qFl9fgcEugUqABNvXS7Qu5FKxWu0oFFKViuHsNxEupMFfH7vuk+JtcCoZxHXvyCUgFfAFLiBJ0RgMj+Pl5Rxz++efp1m+/DCTJ3ciJsbfw2dQON27f80ff5xx2e7vryErazzguJ6HDv2JVq1ieOGFVi59bydycsyEhr6LxWLngQfi+fnnvi59OndeyKZNF1y2P/NMQ5Yufdxp26lTGdx333ccP+5IdFSptBiNr+YlWm7ceJYnn1xOkyaRrFv3bKWTBCwt8+b9w0sv/ZrXDg/35urVkumma7XTsdyQ2O3O4DYarWRkmIiOrqKBsrcARbgdYVaClxmupgAS1PVFHL19wpa+lbMZTzo2u4LkMyFYMxyGs0/9ZAxJgYh6xa/EbbTnMM2eRpikYa46jP5n0vkzMZw2921A7W3FV8rBSii/0An1tSABgWAPezFhog2tnap1VjVuyuD+sJznct8dg7vE/fV6PRERERgMhlJPTGDj5IW+qM4mUm23BtXA9RBYtfRW/9f44gvByJfArhE88qjEikWSi5b11q0XuOeeRdhsju/RypVP8fPPJ2jTJoZhw+52M2rVQKphBLMEVy/gKF2/C7DhWJ/NYN26R1mz5ggffPAP4FgeHjKkEZ9/fgAAjUaBzSZ4/PF6LF/+1C05h6ef/p7vvnMOcejXL4ElS54AoHr1OVy44CjdPHx4MxYu3EtsrD+nT79c5Q1Ed+TmWjl2LI2mTSPcnp+39wyMRtel+ytXxjklpW7ffpG2bb/E8V3I779163O0bXvzseNr156gd++lKBRw4cLYCjNCLRYbu3dfolGjSHx8nA0Zo9GKj8/beeELBw6MoGHDyBKNe6N3fObMLrzxRien/TNmbGXixHXXWlqEqLpl6iuSWs/qOfu3FvmqBUwZgARxfojTt+5BvzyQkTlitlFPpSZacR4ACRlDtg/6o2GgEvjUTmGMPZDpwUUb3DXlM+hRo8KCGhO+ko6R2f6MXhcCAsJbXuFqTceyrV1A6y1wMEfQvdYZmsV/g0KCR3mYJty8QPpOg5UXzpiZUUtJT6+KU3e5Y3B7Do8a3CkpKdSvX5/U1NSyzO0OpUTO3cRlsY0A7374Sp5JArtZOnVaxN9/n89rq1SKPBWNzz57kGHDmt+qqd00p87Yqd3ZAjY7JG0GkgEf5s2ryahRdxeaQHcjkgSyfOuW0B9+eAk//XQqr32jd9Hf/21yclzjuydM6MBbb3WrkPlVJLIsaNbsY/bvd+SQtG4dzfbtw/L2P/74Mn744Vhe+6uvHmTAANfv7xdf7GbYsJ+dtikUSszm8W6lBEtLQMAssrMdIUDt21dj8+aSF2AqCwUTPQGmTbuHSZM6e/S414mI+IDk5OtSlwqEmFQhx71deHy64IfZ2eAl8c86H1o2rbrZ79myncCNMkKvgkBBVMcL2AEJO43takJzfWiolnjTyxH6sYCLfE8SMcjMpykBBZIfw+QLCBRI2PGScvFGzVGpFvvMRvaa7AwI8EG6VqjmUDY03CgAicDANIa1W4CXSjCEwVTH+ffXgJEt7KYp9QkvYUVJxSoZYZeQVDLyQxX3GZXZ4K4jicR55TyXnreXwe3RdY+bSZgsDHPKb6T+VR/TZteYyv9pLGc5bHyBRK8NrGckdipntsuYMW3zXms0kpNsW2qq3qX/oUPJJCTM57HHlpGYeLFC5lhWasUpEee8EJd8EaIXQgxAiMcZNap4z32fPg1QqRQ8+6yzZ8RotHLlSg6lzZ1wh90uI0lT8/5Onkx36bNqVf88reWCS/lHj44iJMSLhIQwfHzys7YaNHCfdPjjj0cIDp7NlCnry2X+FUmDBvNQKqflGdsAO3YkOWl7f/99H+bO7cWaNX1ZtOghRo36BaVyKgMG/OA01qBBTenbtzGBgT7cfXckp0+Pxm53LZJTVh5/PL9K7pgxbVz2y7JMQMBMJGkqI0b87LK/tDRt+qnLtgULdt70uCVl7dqn817HxrrGuBuNVqfv+R2c+e8kCaEPQKT4V2ljG+BvYXEY20iQLVHvXDTDhR/rRBS/q6qx1D84z9heSSpzSSMJLQeAe/mH+1nPBbLzxuuF8lqMtpkYoeQPyZG/0kTrxcAA3zxjG6CuL9TwAxSCzOxgvt/8MmN5Jc/Y7pqVhvKsGfUFPTPlRfzK38zmc+y4itSft1q5/0IWR635K2DXb5llsH3vUEnxqIf76NGjPPzwwxw7dqz4ziXkTGYMdl8J3TEzMYG/YY2MJ/HUcEIzs4lvshxJ63mt30qJ7TKHMu/lZHAskqTlful7lFR+5Yh9+67Qp88KmjePZMmSx50McHeydm+80Y6ZM7tX9DTLBavVRvXqczAYcsm5oSbLxo0DuOeeOKe+3botZv36c3ntLl2iqFMnjMuXjYwf35E2bUq/gvHXX2e5556v8toPPFCbn38uWwUNWZZ5/vmf6dSpJv37N3Hbp6CxU7NmAGfOvFKm41U0hRlqOTnj8fXNr4SxatVRHnnkO5d+ly+PIzKy4hSTzGYrKpUCpRutzo8+2sHo0Wvz2iVNQrRa7ezbd5kGDcLw9s6/l4SHv0NKitGp78GDz5OQEFHG2Zcv06ZtZMqUTXltd+drtdpLlMAsy4JBg35kxYrDtGtXjd9/f7ZCq3vewYFF2DHYBUEqZ3kWWZbRJpqxJesgzM6FZgpiNe79iMtIYQoO/X0tRvT44kcOEaTxBA35hpNEc5bOxDCCkieBn7XKLEu1MzxERbAm/7uhPGNBtqpBgu7hv5IQsB8JmM2/UF+TgjHY7QQnGRBWiSC/y6QciyOlvYIQScnP2WZGn7QyKR6e86u4e0mZPdx1JZHoJr/ppubS7fbycHvU4N6zZw+DBw9m717XUtVl5fyF6lgjZLx3GYmM38EG20fsDzODgAGbLxLceXW5HauyIBBk7R+MOu0HvLVDkdq5TwWWLce5Irbir+2JL1VfHsRdIl+LFlHs3DncaZvNJjNx4noiIrx56aU2qFRVN2HlOsV55lJTXyUkpHSrR1arHY0mv7LqkSMjqVevcGm2m8XdOVQ2xYnHHlvGypUOh8Dw4c349NOHAKhVay6nT+crZcTE+LBnz/OEhTn/8MXFfcDZs66VPE2mCWi1laNU2r59V5y80sV9Bvv3X6FJE2cv9qRJHZg2zRE2ZLPJtG37OQcOJLN2bT86d76r/Cd9ExgMZnx9Z+W1bzzfM2ccxZjc7XNHwXCgGTO68OabnYp4xx3Km8k5WUxf7++of1DDgqWZBnUZc0amcZZEMjmEAhkVQaQTQjZnqYYAgsigCfuYxhCiubnVeZ+rmeRmBaDQWJkfnk2g9z+0IIHa1MAmZGLPJ5Oh1GFVOhLp1XoZy1VvjrQV1FPeuntHmQ3uepJI/Kyc53JP8Qa3JEm9gLk4hHu/EELMKrC/E/AB0Bh4WgixonxnWXKqXEhJTMxhIk48RljcSqTQ2gQqY5GEQGs2o/GpVa7Hqixk5qxEE/gfaKXHGDMXci657afQ1CFaO+i2MLYBHnwwv5y5RiMRFubNqlVPu/Rr2fIzZs/ewtix61CrpzNgwMoix61W7T0kaSo+Pm+Rm1t6zemKoF272CL3m812FizYkbdsHhDwNlev6klPz2XZsoMYjVbGjFmLt/cMRo92qEWo1UqncBFPGtsAP/zwJF5e+beYRx6p67bf00+vyDuPI0dS3PYpT2w2OwqF43jXjW2Azz7bk/f61KmXEWIKsjwZIaZw8eK/XIxtgNdfb+/U7t27Fpcujak0xjZAkyaRHDjwPIMHN8ZkKrrgkUIx1cXYBpg/Pz9kRKVSsHPnCEymSZXO2Abw8dEWGhb15Zelc/7ExjonoNauXbL42zuUHx9fIb8ORKaKi3LJnH5PmZOpaTrBRPvxvG2TqclPNGUTdWlFDh0RfEFHlMhIgBYTNhQcIz+80SbLPJ51lJ7GNYzmR2yUTBs+O8Kft6ulsS/KyvPeoXQ138u7Z0LItNq4N+0UVy+EY8vJX2XRaEw0jDqZZ2wf5gSf8DXHOVXYIf7nkSRJCcwHegMNgGckSWpQoNt5YBCwtGJn54pHPdx//PEHM2fO5M8//yzL3ErM1bT/4m004RdbtuXxyk62/ndU6b0RIQIpRcI7MhV0t5/+pzvS03Px89MWufwbG/s+ly7lx2h4eanIzZ3g0u/kyXRWrz7KmDHr8rbdd19t1qyp3N+b5GQ9ERHv5bXnzOnJK6+0KdILrtOpMJtteXGAsjy50iqJ3HgezZpFsnv3iCJ63zy//HKc++//1mW7QiFht0922jZu3Fref38H4CiY8+yz7sNnShqiUNkp7Du1Z88wmjat+ipRFosdrdaxyuPvryE5+VW6dfuKLVsuodFouXBhJBERjhVEjUaJ2TyRbdsu8MEH23nyyQY88URChc85N9dCVlYuUVFVT5NdegfIAWLAOgJUZbgF/Wkyce96NdgUqGuZMDfQFXsvW2LPZUiWw5kS7XOJ/9MG8ziFq+QkYWIeJ0kkmTiC+YQmefHaHZIvsSUtCpC4r/YKHlDH8ALtSnUOmTaZoD8BswIpxMID9c/w8+F4ANSR6TQPTuH1wEP0PdcdU6Y/6Gy8VGcOGqUZJQpm4/p75iluysP9ZTnPpUPRHm5JktoC/xZC9LzWHg8ghJjppu9iYPWt9HB71A1jNBrxqgA5m4iQx4vvVFmxWcloG4U6Mx37pE8IGDDcpYu/bw8M6QtQ7P0IXfwn/zPGNkBwcPErJDt2DKVz58WcPJkBwNy5vVz6zJr1N+PHr3fZ3rJl5TciwsN93S5933VXoFPYw42YTDa6d7+LdetO07ZtrNMPlCzLGI02fHw0bt9b0fTseRe//XYagJkz3audtG79Gf/8c5mgIB3p6a/f1PG6dHGOl69Z05/hw1vw6qvtXfrOmbMj7/XIkWsKNbirkrF96lQaderM48YijoWFVhQsfPTll7sZOtQRYrF48UMMHNjMk1MtdzQaZd65mkw2dLr8okMWi4kaNebd0HYkt7VtW61c5BvLwtNPL+e7747ktW22SVWmdkFqLqAHJCAJdmVC6zL8dHXT6RD3XW+VzJ7wv2HxXoGMsRivdDQ63qah230WAQgJJEciY22ci4blCjsHsNICDUrJ/Wez12QHi8PcElkqZvrGo69zmkN6X3bGBlNdEwrUx5QlHMcyqjhqrENj34N4VYFcLA8SKknSjZXFPhNC3Bi4EgPcWAzhItC6QmZWBjxqcHsipKQiEUJgty1EEmqUmgEeOYZhaBcClWkQBvZ3R4AbgxvAp/oIqO5Zz19VJSbGnxMnRgPQuPEChg9fzcsv/8rly/8iIMAh+7R69XG37+3eveqGIZ069TL79yeRlpZLTo6Fhx/+Pm/f/Pn3MXJkS6f+L7/8Mx9+uNtpm6+vijVr+tGpU82KmLJb1q4tvsT9P/84yqtnZJjYvTuJ5s0Lf1D67rsDPP10vlJIQV1sLy/1tXADgSyLIg2Yli1j+OcfRwjX448XXKmsfBw9mordLpOQ4F45BnAxtgH0egu+vppiY5qHD8/PkXnuuZ+qnMF9I8nJrvUhAgO1XLlicdPbgd0uo9O9hc0m8PdXk5VVdIjOzfL990ec2qmpuU7f5cpMqDcQDGQA1aBFAQf9iWRBnWE4pOk7Wzk2RE2d4PJZhXtIqWOWv5El8mWeUWt55ibCLLeGRdNbcxKtNoVpmnY0JyZvn0DQnItkIXOX0PAnkey1WWil1joVv+nsq0YXlYspTUdAlJEEjQ/rw2tDgctUF5CFKTMAdFaGKrtRn7rEU/nCttwi4QmLMrWYGG53X5hKK4l1W3i4PYXNNheLfRwAXqYsFLqXyv0YishqcO2eWsWU0wolJQVmzoZOHeGRhyvuuFu2nOfAAUcMsNFop2vXxeza9TwAy5Y9SZMmH2My2TCb7djtjn92YUoSp0+n07//Srp3v4upU7tUzAkUwNf3bQwGK7Vq+XPy5Bi3fRo3zjc8izOWChrbAHq9je7d/4PZXLyWscFgQa1WoNFUfHyyJOVfHwXL0hfkhRfWOLVHjfqFFStciwnJsiAhYQHHjqUB8PbbXRk/vqNTnx07hmKx2JBlgU6ndhmjMvHrrye47z5HmOKiRQ8zaFBTt/2USgm5QBzsjcorRdGxY3U2bXKo57Ru7frQY7fLqFTTAQgM1JCRMb7E8/cUI0f+xMcfO+Lzx49vx9tvO1SOqlcPoEuXmmzYcBaQqF49kFOnRhUp17hw4Z68ol3Z2VaMRqtL9djS4njwc3wuBVm8+EEGDMhP2qwqxvZ1RBGiRF0XANdTNs6raDxYxrSq/FaKxqiCGFMOpddVCol1QfFAvMs+Gci55j0/j5n6HEWoFMg2iSYKFYcx4UsO0xV3YWxxXcWncCU1Y9z1pxLNtb/6hfatdHjG4C6Oi+Akeh4L16RoKiEeXZuq6gb3jVXhEIVXy7TZL5FjnoBNLn3Cl9fMpRjuGUi2tjbSOtcy0VWRiZPhw3nw1DOQnV18//IiKsr5x6hevXzDLDbWn7S01zEYJpCc/Cqvv96OfftGUKuW+ySo+vXns23bRaZN+4vvvjvIK6+sJSzsHT76aIfb/uXNv/61FoPBEYN46lQ2Gza4ll0vLQ0bujdUo6JcKxPm5OTi7f0W3t5TadfuS1atOoKv70y02hls2nT2pudSWmR5Cps3D8JgGF9sKMzYsc7xle60qcHxgHbd2AZ48831LoYogEajqvTGNsDBg8l5r99884+8RFStdlredlkWHD/+EiEhOpRK+OuvAaVSjtm4cRBZWa+RkvIvtm4d5rL/oYfy85IyMwv3FFcU/v4z84xtgJkztzrtX79+4LXVjsmcOze6WG309u2rO7V1upuzMJYtO4xCMQ2VahqSNJV3393mtP/ZZ5sXmgBa1ZnSG4eBpgQi7fiF5O/7NjsHxW92FL/Z8N6VzFlr5awroUTiA8JoKLSMxBeBAiQJhcLONrRkEYABX2Zw8/fvO7hlJxAvSVKcJEka4Gngp1s8p0LxuEpJVTa4VapxaBXvoONtFLrXCu13TrQmSfMfLlsTEKVdzZAkfN9ZTMCGE6iiilamqCq0bOkoXR4bA+UZUdSp05dI0lTU6qlcvepaJOeuu4L588/+xMUFMHFiB7755gm34wQHezFrVncaNy5ZqemkpBzmzt1BaqqR0aPXkpPjuPlbrXYmT97AsmUHyn5ShVCjRoBTOzr65j1bBw6MwmqdyMGDQ/O2jRvXitOnX3bp6+//LkajHaMRtm276CSN9tNP5aerXxrat6+Bt3fxntiJEzshxBT0+jew2Sa5GEnXadgwwsmrGB7uVaU1lseMaUufPo6wl8uX8x0EFovAbpeRZUF09HvExX1I06ZR2GxT6NgxrrDhCsXf34vQUPdeuhuVhdwRGvpO3oOAt/e0IvuWBzk55Wv0N2gQRlbWa3zxxQMYjW/edCLyM8/87dSeOnVTIT2rHukm0JsK3z+0tYR9o8S012SeDFRy5Yv8h51xp20ImwJhU6JWKmh61PV+X1l4UvJlnSKa1xShKIUAIaOTVXmxDgpstCT//v2yfJZo6ykay1vpzipmUDFOHI9z3cNdnn/FIISwAS8Cv+GIFVguhDgkSdI0SZIeApAkqaUkSReBJ4FPJUk6VD4nXHo8qlLy1ltvYTQamTFjRvGdqzDH5erIkoSX1Uw19UUUkvtvSo58AZUs46Wq4Xb/7URSEoSEgLac8j3S0nIJDX03rx0R4cOVK/8qn8HdcOZMBoMH/8h998XTt29jqlWbAzgeJIzGiWg0SmrW/IBz5xwazHPn9uLKFT2ffJLIe+/1YPDgomNbn312BUuWHMLLSyIra4LbpLshQ1by7beH+Pbbx3j44YqNHy6oVtGpUzWysiwIIfjzzwGEhvpgMpl44onvsVjstGtXk4gIH0aN+oWQEG/OnHm5xGEKFc2NYQ9hYV7s3j2CrCwz9euHolBUjYS0wjh7NpO4uLku24WYgtFoxdv7bQB0OiVG40SPzGHatPXMnLmFzZsHcffd+au9N/7frxMT48PFizd3HZ86lUpCwgLMZsH//d+9jBuXn/w6ePBKFi/en9f+44++dOvmGhrgaTIzc9my5QK9e8c7fccaNPiUI0eu3PL5lTe+PwoMuwABXvUkcvuX7v1z07N4ZYdj5U3rl0WjKBs7a+XLmLbabGXnYSX+MXay7q+cq0+/y1l8I9KZrYgiUsovIR9quYANNSqsNNQcQI2N7+hBcIEy87eKMquUJEgisZyF96SmdwrflLj/hAkT8PLyYuJEz9zYKwsGyzxy5A/wUwzGR+NevueE7TvOKz9EINEi5V4C/V+HDx+AJl2g5+39/ykPDAYLvr75Sj9NmkSwd+/zFXb8Q4eu8tVX+3j11XZ5eszXY6wBBgxoxNdf53u69frCQx9ycsz4++dr8zdvHsmuXZUrIfbGSpf9+yfw1VfOVUAdyYbOHsrQUG9SU3MB+P33/pU2IfXHH4/w6KPL89pVbalerzezZMk+Bg5sipeX63esadOP2bcvmdBQHVeuvOqUFDpp0nq+/HIPs2Z1Y8AA1xjvb77Zz/Dhq3nqqQYsWvRIuc5bCIFC4fydiYjw4sqV/NXDhQt3MWSIIzFz0KDGLFr0aJFj3n//Un755YTTtrIUhfIUp06lUbv2PKdt2dlv4OeX74n4++/zhIR406BB0bkJVQnp/wRkXbtfhBQdy30jvQ7YWW+0El0rmw1BQUw4n01NLbwdFeLUT/pIgFUCpSD9eQjSVp2VqXjbcVJkfwIV6dRUnUaNndU8gBYlOcJGQnYSdqWZEO80nlUE8ypFrxqVNzdlcLsW3b25uTS6vQzuOyEl5YCP5kUidScLNbYB0sV2ACQEWbkb4ZVQOLEeVkyCxDkVNNOqi4+Pht9+60tgoIZHHqnNnj0Va6AmJETwzjs9nIqfbNs2hOrVA+jatYZL9bnCQhNWrz5K+/bOYqXh4ZXDOLiRP/8clBc3+p//POFyPnq9a0xlx47V8fFRU69eCB06uA/jKI7kZD1eXjOQpKnUqjWX0jzgl5RevWrnvXaXqFaZuXw5Bz+/Wbzwwq94e7tIzQKwd+8LCDGFlJTXXRRYpk/vSlLSOLfGNsDnn+8mN9fKkiXlHyYlSRI22yTGjm0FgE6n4NKlcU59rhvbAIsX7+fJJ4v+Bf/ttxMu2yqT3nybNq7CxAWLO3XsWP22MrYB2rUEJAGSoE0J7cXtmfBbkgJrhpbLZ31oZ8hgac0QF2MbQBlyTWbHXxCgdv2865uOEp57lres527iLDzDCVUdlqohVmWkLtGsoCdaHCucvQ0pXDSEcTk7llyrN1/b09mC54uBlQu3IKSkquFxlZKqLAtYnjRVT2N77pPoDDlUi/gY7I3zd2YcdekvCz0p+u7Ici4Re7uh6PSeQ6rhf5gePeIrherBdRo1iuDcuXzXzccf38esWVt45ZW785buk5LGEBXlD8ClS9k8+KCrAbFiRZ+KmXA54u/vvPz54IO1WLHiqTLHQMfFzeHsWecM29OnM1m79iS9e5fvErtOp65yXu3r7Nlz2ald3gV3Zs26l1f6mveTAAAgAElEQVReWcuzzzYuvnMZUCoVvPdeb957r7fb/Teq0QBcvJiNEIK4uDmcO5fDY4/VYc2ak1itMkeOjOTdd7szdmx+Ias5c+4lOLjyOHk6dqzuVM0UHFKTVZ29Z6DZEwIOA3Gw6lOJh24Q+NlyjwT3lG7MkBsiQ1Q6K15F+ANtfZVczZWJ8Hbt87l8lUytFiWCOQYVEythxMl9UiT3uSnE01ypYisgSQKV0obNriRU+T+tw31b4dGQkoEDB9KlSxcGDRpUhqnd5lw8Bu+0hNhoePWIizGdktWF4NxNgESKxo/INWYYYLw1c71DqSgY/3zduDt+PI26dee59P/kk/sZMeK2WTUrE4VVODx6dCTx8aF5hnxSUjbVqs1Blh0a4hkZbxSrLOFJvvwykbFj/2DmzK6MHNnK48ez22VCQmaTlWUhISGUgwdHefyYFYndLtOy5afs2ZNMbKwfZ8++TOPGn3D4cKrb/rf6wUkIQXj4bFJT81d8srJed3ogfe+9v3nvvR3s2DGEatXKLlMnhKBv32MkJlr56af61K9/61yAdUYLTnwBGCVQC2IflLjw3+Lfl2KAqGM2hL+NXgF2Vod6O61IbMmUeTnTQNNwG3N0AfiVIaciUc7hAVKRJFAa7Fz0zV/RUvxiQWSpUVQzYWmnRXlt/E/sSSyUL/JvdTD3UbuwoSuEz83pzDSnIxTwuXcQ9ypcPfyepMwhJY0kkbiynOcSfyekpMR4KqTEknqF1MXPYU25NWoJ5UJsXfgwG1476tZzLSliAAlZklBb7aBxn+592b6YHbbHyMxcjLDeMcgrM3XqhPDCCy3w8VHj55cfe3v//a4eXLtdpkWLT5GkqdSr91FFTtNjnD+fyfjxv7F06T46dFjI22//lbdPVaDmc2iojoULH6Blyy9QKqcxfbqj7wsvrMkr2qLX21i16tbdA+x2maFD15CdbWbUqF8xGDwvg6dUKsjMHI8QUyqlsf366+tQKqfh4zODIUNWlTokSKlUsHu3IyTmwoWxKJXKvIqPlZG1a086GdsACxbsdGqPG9eRpKR/3ZSxDTB58mmWLTvByZNnadSo/EN+3GGzwZxlsDnReftHg4A6gEZAHCx6o2TjRe6TsaNEztbyu83GCIPzb1b7QAWJNf34wjuoTMY2QAuFH98TRH8bTsb2BZOMyFSDkJCTtPxsdMj+/mbPYVRSCPsu1+ZFQzZGrGU6bnkxTBvMaf/anPGtXeHG9h08i0cN7tjYWE6dOlXu4yb/XzSB0YsQ2+ohCpZMu00I9VtCTsBr6JODCf4tF2ovcOljFZf5XfErR5Qatvh9TXZWMJjPk2KczXn9Q9jtubdg5nfYtMlRlVSlksjKci5DvmDB/ej1b5KdPR6rdRJCTCE2NsBljAULdrJrl0O94NixdE6eTPf8xD3EuXOZSNJUatSYy6xZ2+nX70e2bLnAhAkbOHfOUZreap1Mp075spipqSaee251nqzbokUOLeUXX3T2InfpUrNCzsEdBW1Jm839vWjkyDWMGrXG7b7bjU8+2YUsC3JzbSxcuLfQCq+l4dChUfj6OuIC4uMDiYnxxcdHRUZG4VKtFUVcXKDLtuef94xDTqfLX8lxVx1VCME99xynUaNjWK03/7tY93U76qAUxj6TRMd2Jro+lL+vZ3MJsVdCNkmIYxL3tix8nBuRbpiWpBAYPVTtraMikHfVzpKXMRoJyc8GCBRRJnprHSsE54WNdhEb6FBtG9HeafSUf2OsSHQz6h2KRVnOf7cZHjW4u3btyvr168t9XEklkCRQqMClRvENGPf/Rc6Gt8BSNQ3PQO+ZBDVORhpohxYvuOmhQLqm+y0hsAUoycyeyV+6v9jpY+e42SFNJwsrl+RxpMgLK3D2/7t06hSHEFOwWie7xDrfiEpV+OVXMA41Otq1OA3AuHG/4eMzg1de+bVsk60AevVa4na7RqMgNDQ/x2Pnzitu+3l7q5g37z4AunevhRBTSEt7DVmezLZtF1GrpxMUNIu0tIq9zlUqBdOnd0ajUfD883cTEOD6WXfuvIiPP05kwYJE2rb9okLndyuYNKmjUxx/fLyzh+7IkRQ0mmkolVNZtepIwbe7RaNRkpPzJkJM4fjxl7l4cRx6/QQCAysuVnvWrM1UqzaHFSsOO22vVy+M3357Bo1Gwf33O76bnprXhAk1eeWVhrRuXZdz5xq67G/b9iB//XWSgwdPERV181LDx3fYQG8ALGDNZbMbiXB3aUWfnhGodxuITDtFnPkg+8kvLpXWSoEXNlTBRlprFHztW3E5XrXPpuLfLomND+Zi7+iN9tr9d4gqEJXaYUdosaCUBGsrb3XwysudpMli8WgMd1ZWFrGxsaSkpKDTlZ/GZMaKT8ndOBGfjmMI7POm2z6mL99H22Ac+EPmPgXWRu9iOxdP9oL3qTXjHdTNSvhIXslJtn/Lecs8orIPEZ6iJKfWLNbrViEhqGc6QYLXcY7LHciQcpAQxMovoFOGkM6vmGlEPCPQFFFq9g63ju3bL5CRYaJr1zi0Wte7j15vwc8vX6kiLe21W5owduFCFiqVlJckep3p0zcxefJGp20zZ3bhhRdaORmpV69mERn5gcu4nTrVYNOmQW6P2aXLV2zceBaATz99gOHD776pcyhvatWay+nTDi++Ugl2O3TsGMtffw3J65OaamD27C1MntwJP7/KocV7sxw7lkpAgI7ISOeCTY8++h0//uhIEg8M1JKRUcJYhFuMv/9McnIsFS5HWhoaNNidp+nt51eN7OxGTvu3bEnjmWd20qJFFP/9b+O82GmLFVKzZKJDnR0A0sNWWJ0Msh1Uoaz73Zt7uxQ9hywLBG4SIEChsdGwQyKSyou9uFfFqSjCkjJIVzpWSSL8LnHJq45T7PgKDvKhuIQdCT0avFCwXcpXnqrFASxChw4D6ZnBpAZVQ+L2FDEocwx3Y0kklvNCnlT99orh9qjBDdCmTRtmzpxJly7FXKklxW4Fuw00RRsWhuEP4v3yalDA5au+7PaOp8W9ewhTg0mAz6k0CHJf1ruqc0n/BLkco6ZmIWpNSw7LTcmRHJ9bsNyFFOXf1ypiSpykMQNZdGsnfIcyYbPJaLVv5ZUjN5kmuDXMPc2TTy5jxQrnWOqCOuQXL2Ywe/ZWhg5tSpMmMSQn6wkL83GRcOvYcSGbN1/Ia6tUErt2jaBx4wi3x96y5Tw9ey7Bz0/LoUMj8x44hBD8888latQI5N//3siiRXtISAhnwYL7adOm4iq6GgwWatT4gNxcC0Zjfizyhg0D6Nw5zkWb2mab5DZc4HZh06YzdO78NQBDhzbj888fcunz9df7mD59ExMmdGLQoFtrqF1n9uwtzJ//D++/35MnnqjYIlQlxWSyU7fufgwGBadP18ffX3PDPhteXv8BBGCkVq06HD3aHXV0KqQngeQD0dFkH/bC7wb/y8FTAp0Satcsmf2VZICYrQ6DW1LZSbhnF7WUWn68xQa3d2oGZrvD4A71TSHJuyZKN+75THIxIBNzQ2VIEzLx4iRIChTYSD4fwaexMEBxczH5lZUyG9xNJJG4tpznEn3H4C7VAd58802USiXTp08vvnMxHFs0iTo13gIZsnUPENDhZ4TVhLiaiCKqrcOFdA2RlUn283Hou5g5MLA55l+yaDvwICHXDe5DFyHKWZ7J+v0USJqB0R6I1W8kIUP+7SgtWMWxyFc4zcMgQqml+J5dUgdkwIyGE9RnuBuDe3rqBRZbc3kg3cbchISKn/QdSoReb2bhwj307duo0HLbnsadwsiuXcNp3jzKaZssy8TFzeX8+Xz5v//851H698+XoBNCcOxYComJl2nVKoY6dcqmTxwe/i4pKa4hJn5+GrKzK15acsGCfxg1Kj/sZ8uWwbRrVx2r1Y5G81be9pyc8S4VOs1mG7/8coIuXWpWaBiFJ7HZ5EJDqtTq6Xn7rdZJFTyz2xO93oqf3xIcBrcZnS6c5159nAXTt17bpgRNPK1eDGH1RAgrxpZ8byv8K1GAn0y/Hia+ivbOM2Cf3GXhZ8lCRNwFHgiy8hENUXg2ejWPBnuvcEptwidCzcnQUIJxSOodNlm5OzcbpcJGLNkcDSyd1GgdsRcLOjTCyJmLdTkSK1FbcXtciwW5Y3B7Do9fBeUZx63f/YUjkF4F9uTNnDq7Hdu3Xki7O2L7XAUX8vWspYBAAr7NwCv8bnysJmr4mzhYI4HdQkfm2IkuxjYmIyr9NFQt7fi1ScM3bToZI1zj5KoiGkUk9RQ7qKdcg1rypjk/EcnDWGjCo7iLDYd5foLcCA3f1fDhstlAplUm5vdMam28RI5cNWPib0d8fbWMHt3mlhnb7tBqFTRt6qoxO3v2FidjG+Cjj3Y4tSVJol69cPr3b1JmYxtwa2xLEtSu7ZlVLSEEPXosxsdnBtu3n3fZP3JkK+6+2/E/6d07jnbtHIWB1GolDz3kqAzSpUsNF2MbIDb2fR57bDlBQe+g13teCaUiKCp/4XoiYo0arsnElYHTp1N59tkf0OurjiqUr6+aZcu6olAEolLFsmtXD+67B5Cui1QrIUbHP4chql/RY43+Gf61QsA5IEzBN0fVfGTJ/198f7cGU3NfzgXVZz6NK8zY1m4ycCQtApESRajiMm1Np/P2NdCpMQaHoA+MKLWxDXBcasoBEUctYxD/xIjb1ti+Ke7EcBeLx0+pXbt27Nu3j5ycHPz83Cd+lZSIJ74iZX8vtD4Sax4ex7IZR1nd2bFP8gYmt4JFzj/oga2W4Pf009hb96HLjteQvP1dxgVApYKMa68tIGWCSLng2k8IsiY9hj1lM/raTxPe51V01ctWVe9WoSGWu5jCXUX0ka0KFGo7SpsdnVZJ0825JO0MAAK4x+sou1vXJz0TavQC30hIWvk/X5fnfxa9fjxPPbWcpKRsNm16rtBE0RYtoly2LV78sKenR1CQitOnx3LliiHPmJNlGaXSseoWHx/E8eOjb+oYnTotZPPmiwC0bbvIrT50YqL76qirVj1T5Njp6fmSoCkpBrdG+ZEjyQgBDRqEl2balZKjR0dx/Hg6depUvpC/o0eTqV//YwCWLDmAxTKxXAsPeQKldjOyZT3gS7t7HmHLRsedv0ED+Gd3cyZMSeWpQQEM+8xx3cqFqDDu1uey25rClvPVAMnhGE8HGkmES7d+Jdhm0YJCwmrXICmVhCrKN/HRT6HlV5+a5TrmjdhkgXqbAKOEVm3GeI+2ysWJi8p9KdxyPH6VeHt706JFCzZv3nzTY8Xe04Pwl2QCnrOzV4SxtnU/Dq4JwXQBzEigKCDRZLWQ3KUmCWe3E//NDP7pEcD+HWPdD65Sw/3bMH4bQdq7kLpRic/cnS7dzB9NwF/6kaDoVMKuzONEzRqYjlVhPfBC+EsZSp1DNj5MDSJIrSPm+nOKBEE6x40ssjXoD8OV9XDXQMfubj22oPX+geXfX7o1E79DhePjo2HNmv7s2TOSFSuOIElTkaSpBAXNdNJh7t69Nvv3P8/zz9/N1q3PIcQU6tf3jIFot09i6dJHyMkZR3q6Q9GiXr3QvBj3kSPzS4ifOJFRIr1om03m228PuFR7BDh/Pqv8Jl+A7757nMhIH0aObEFcnOta/5w522jQ4GMSEj7mjTfWuRnBc3zxxS4kaSpa7VSyssrH46tQKKhXLxRFJQznW7futFM7O9vs0sdqtXL8eOUpxy1btuGwjnPYutm51HnLpkp+XxXB0Ed1PNIVgoNgw/uOffMNFkKTU+lq3M3anHQWi3mc8ltI7fv/QBcMxIJUR+azOnb6aiou2bf/P5kELd5P77+3Om1vEpSLWmEiNPgysl3LZk39CptTefBOGpArgSxhNmu5ZMso9j13qFp4PIYbYNq0aeTk5PDuu++W+D02axIrDKO5kuVDi22taN9npFOC1WWRRIc/sknKqcaQ5guYuzMR5QMLweuGpXWjgeSmvgSpwSLDP74QMKQFzUe4GtLyrjWw92Ok+z9Cioxz2X8dy4IpqM9MAx8wZMDFjyBy+fcEPvGEc8e0K7CoJ9SuDg/9AIpKWF+2lAw/mY6QDHx6VwwKSYEuAczXFgHiHoIPn77Kgw9+5tigrIewPXnrJnuHW0KdOh9x4kS+Znhm5utu5fJuNcuXH6BPnx/y2sVVLBRC0K7dF2zfnoROp+TixbGEhORLmuXkmAkOno3NJhgxojmffPKgx+ZekG7dvmL9+rMANGgQyqFDrgVxZFkmI8NIcLC3S6JqWTGbbeh0M/LakgSyfGsrP3oaWRaoVNMQwiFXaTBMcNp/9aqeyMj38tq3uhImgMZ7PVbj34COHvc9xW9rCv99u45ZCHRnZRASGm0u7aM30dK+E5Vk51xKA5ZEOq/KvPEZfP5fWP0etPVgJKbXW+mYVEFEJO/BfLfE9F4+vBhSx3MH9BAXTRbaHrMxKUzD8GiHE+CUSVB7K2ADJLB2k1EpKt5lXNYY7rubSWKHG+nIm0EdcHvFcFdIlEy3bt0YPbp0S7Zb3+1Bl38f4kqYLz9MTkH3uZoWw4fn7Y+SojnVPfpa61Wo6WYQLx+8313C/nHDuGA00qKdH9anZ7t0s61fg1LxANQH8dUafngDuh4/TlC8a6yX5oV/kzMzmdSNX3FyuxHvevWp+9hjrseeXgO6W4D9sKkXHDJB1FZQRMEjF6ESLMGVls9qBwP5y7zZeyCmN3gHw8mvYds2NY5ArqIfyj799ABjx27mxdEtmT3ztrmW7gD8+9+d6dfPYchGRHhXSmMb4KmnGhEYqOWbbw7y1Vdurt8C+PrOIDfXsdZuMtldlET8/LRYrZNZt+4UGzacRa+3uA398AQrV/ahRo0PsFrtrF7d12W/LIu88BmAZs3C2b3bfe5GaSjoe/FQDZNyx2aTmTJlA1qtkkmT7inVA4hCIRX5ULFp09lymGH5YsntCnQt1XskQJIEQkiOWg8SXDkxgGzVeWbWcL5n/7QNZi91vG73FMiHPBdeaFIFgiSRHNaYUL/9WKtYHKMQ4PODjDFbDWo1I1QQ1VXwYLhELZ2EtZPgghnifCRuy8ov/+NUiMHdsmVLTpw4QXp6OsHBJYvLi5t/ErWA6GQ9vlcNiLCylff1fagfdz/Uj6LUeeXjh1A2cbyWvCECOL50Ka2nON9YhRCkL/sQW1wDao43EFfUxW6x59uembkQuR3qA1yGC/Og+s3FjFYGNBpI+TO/3b59MGPHPcTir86w5ucObt8jhOD551cDVt6Z9SeffvwHWVlm1GoFZvPEcvO+3eHW0LdvI/r2bVR8x0pAjx516NGjZN6x68b2dQIDHQ8SKtVU7Nd2+fqqMRisCAG//nqCPXsqRq/Z319XpJ51VpbJqb1nT3KJxz58+Crdun1FjRqBbN061CnMQ6dTMW9eT1588TcUCm5p5ceUFD2NGi0gJETHwYMvFXkfmTHjL95+2xHi6OOjYdy4duU2j8cfb4BC8V9kGWJjC8kXqgJoJIm/o2SG5qbQyO8sU2lL/frB4Cbz5+zVGxoF/EgHL0DjV0HIkOAH+z5zEhMrlLGJMoszBatbSbTzzx80TJVMuimAmPTtBATpGBPcvGwneIv46DwYMxxhI9gEeMOOLHjwWmSdSiURV1WTBSWwV9W5VxAV4mbVaDS0b9+ejRs3lvg9QdPewaJVcq5hKK1976fF85778VIPHYt1ZUusq+HIYjinUtH0lVdc+l3oXYfAXa/8P3vnHR5F9f3h925JT0ghQAIh9NC7oQmiiNKLCIoFBX9YUUT8giKKFFEBEUFAEBBFQJGmIE0p0psU6aET0gnpZev9/TEhyWY3lWwK8D5PHnZm7ty5Q7Iz5557zufgfeQdQoZ1JDUqiu2NG7One3frEvMfnYVd1SHiYej6B4Rn7E8EXHPRJE2PxrzaFfmLAzJid9FvSEoSf3melHUqdIsFJFwtel+F5KsZTYmN6Uvbtj55tLrzZydISFBiIA0GM/v320hSfcADygALF/bK/PzrrwMA+P77o5nGNijSa3e8vCaTbXevXm9i9uyD7M0RS2tPvLycqVQpa6Xh8cdrWLUxGk2ZsfcajSLzaDCYaNToOyIj0zh0KAIPj8+tznvrrbZIOQGTaQIeHqWj3GA0mqlU6SuiotI4ezYOtXpSnu2zVzd1d7dehZBSsmDBUT7/fG+mxn1BUatVmEwTkHICoaGjCnVuWaODowPnvPxYpWlHA3J3lL3dF2r5A+nw7muW3u1m40AKQAVnEsGlc/7X/eAIfL1PEHdGRYd9grRsv4Po96tgHO/M9ZmP8l/HdkW+t5JAIjmg12EwZI2/TQVAleGJE4CHmSl1HziZ7hdKbD5yRx7wKVvhFzZwe+Ud3F55B2txseJHaDQ4TDsMQMPPINeyBvGhSKl8X2RUCDsCAgg0GODMGXb37sUjf27Kalu1HkzL9lLtfQTWvAi9vwCfTtZ9A/KvIIRrhpzZ7s7wjFlJGT8/HEwhUPNncKuR983oozDG+eHeRZKSpCWyYgWqba2DemDRVgiKGyEES5b05a23dvLS0GZ8Ny8ryatJE9sJdM89t5qVK7NKFV+9OoIaNfIy6B/wgOJl+PBWDB9uuU4WGOhp1W79+kEcPBjG2LEdALh9OwUfnxkAODoKmjXz4/BhZfZ9/vxbBAUVXfqwMERFjc3z+MGDNzM/35lEpKcbLdqkpFhulxVyjjO/0Ja33gqmShU3pMRmEZuVK0/z+utKybyoqGRmzepWbGO9FxECLq+wfczDFeITABMgQZ9ieXzqOfjoqETtKvmiqeT9OmqOZM83TYU0CeVNhE8nTTgdFmB0ACGJbi3wdYA2nnC4H8w7J5jfBpw0907YiBRgLPaiXeb8m5QjSiyQuDj1uEsLr2lbCPvXkWunXQlccNDCq63O4yFv3jYf/fIXSO/8DQTlIYOm8uWOCpA0ZHikQmaA9w/guw/+U5Y+Dd+OwviOBsO3j1u/XVL+Qp0hh6T2htt6b5BlK4526ND6pKa+wfy57ZFyAlevvo3B8FGucnLZjW2AmjW/LYlhPuABefLEE3UYNUqJZ/3gg2CknEDfvg34/PPHMwvU+PrOyGyv00n++y8rnCMpybamdkhILN9+e4j4ePvrPOv1Rr78cg+xsVm65XeiRtzdHRkwoH7m/jZtqiDERDw9vyiQqktx8++/N9m27aLVfjc3B/r1C8rcXr8+/2TtAQMa5lox0tk5yw+Vm1DKtm2X+fzzPRiNZcORUVaJnQePNAMMwBU49Ivl8Y8OA2Yw3Rb874SK986Z2fIEaLwl+EBwAxPe6vLnAf7PrAejUGYjUrAvKev78pA3/NABnO6x8AspBCaNplh/7jVKRKUEwGQy4evry5kzZ/Dzs9bjLY/EX7jA4e7dcalRg/Z//YXKRnCa3LsVkrqBFjgO5jeTUbu6Yjp3iNvLPsZp8BTcmwRnNJaYtwzAnJSMesAGhNoRrq4Ah+eV/ImQptD4L+ToykqguQvQ+0dEiyHwxwAw/QktxqKXX4C7keQwJ7SnPXF/7gaI8juTdnaeQnq65YstZ/b/ihUnef759QB8+mlHunatTdWq7gQGlj0t3wfcPzg7f2bhgR037mESE3W0aOHHsGEtAGjdegH//htpda5KJbhy5R2bnvTiwGQyo9FkJVNWr+7B9eu5h0FkrygaGzsGb++S8zs6OU1Cp8t699hb/WPFiv+IiEjm3XfbWiXIhoTEEhSkTPp79KjLn39aJ6rai2vXTNSseRjQE9S0IedP+pbYte2B+AnFaWQAvKF1RcmRTln/3x2Wm9h/RRDcOY1DHctOca/8kEhUxwyQpgW1GVOwutwUrS6qSkmL1ir5z6HiVWOroNE/UCkpCmq1ms6dO7Nz506ee67kHlD2xDMoiCeuXMm7UXxsVrKxAMxmiLiGYWlbvD3g9vS/cJwVi9bFhasvDyS1ghuN5q9G3Pl21nwOInwUwesWg0jZGcjNrwNxTU6h6u5bcH0WODmDx1qoAERPwqHVFVDXxLsi0Mxut19sSCmpVWs5167FAjr8/AIJD38m83ha2ni2bj1Pt26/olYLEhKsE8TuGNsAn366h08/3QPABx+04/PPn7D7PTzgAbZISRmHn990UlONhIa+i6eni8XxK1fibBrbcKfMfaxNg1tKye3baRbShIUlp4Z0ziqgOQkO9ufw4XCcnTV4eZXsqll2Y7skeO65prkey+50Sk01FNs1vX32EXf7IOBLXNygzMTc7EyanAQov7cL/0UA5dvgvtAXWu40kyJVaLRm9rTPskr3XYP9+5TtwxtcONg2hbba8mF0CwSy5Z38gPLr7CospoJkxN7HlOic67HHHmP79u35N7yHED0HYz77EsatXqQ1/wG1uzvEx6B2UlabNI5gTE7kaoPqBOzbSNCmXzjYs41ystlI8u+zSNlxDmq/C+eXE9PYC52nI7eremE2CYSTI2hdIQ1FEUUHYPtlmEwIJ3mGSFaV0N0XDA+PBVy7dhmIB1RERIRhNFrGbj35ZH2knIDR+AmurtaJTn5+th/Ey5efzvW6p05FcPVq7N0M/QFljMImudkblUoQFTWGpKRxVsY25C6fVquWJ6NGteXxxxVViLi4pMykRje3z6hadSYVK07HxeUz2x0UAC8vZ2rUyFLSWLq0T57tDx0ajpQTSE39qMTVhJ56KitkpGnT0jUyg4Iqsnr1QN57ry0bNjxbLH2mp0Pc7V1AMnCVUaNsJ83Pme0BeAGODB5aA1A01oODf6RChRXUqbcN4WZCuBnxDdxXLGO7G6QETS8Q7UB8Agk5oqjqVYDkfmpkf4GhlxonTdbflXN2d6AWKop7L8TgAeULIUQ1IcT7QojfhRBHhBC7hRDzhBA9hchf67nEQkoAzp49S8+ePbl6teRUM8oquqmDSfpvHeY2w6g0ah5XK7lQzTENvMH0FDj1mE7ivl85M+YoAE3e7XVYN/wAACAASURBVIfbpKUk7fIjtJMfrnEpBG4wwWuRSrjItlEQ8RM8sQj8+tu85i7aY0CFGhMtWMKvzOAUjRjOkzSnUUnevgVq9UzM5qSMLWfAHSkLpxMspWT58hNoNCoWLDjGrl03ALh0aQS1a1snWFar9hVhYckAPP10fX777RmrNmWJ48fD+eefq7zxRjCOjuW/iJI9cHKagk6nhB61bu3H4cPDy4XM5JQpO/n44ywDa/ful+jYsYZFm+zhHDkpD+XF73DrVioBATMxGEzs3/8KwcHVAOjffyXr14dktisLBWNKEilBpVoARAJadu9+gY4dqxfo3PbtF3PgQEbSq6YnOGUk9+qOIPXBme0Skwz410yhWXMV+/4uGcnCQ6eh7Z3XUU0Y9QXMLISS35idZmYfNzO1p4n3ghztMsYHWFLUkJLmrdXy76NFX3Gzha9ILjMhJUKIH4CqwEbgKBCN4t2sBzwKtAI+kFLmKjFXoga3lBI/Pz8OHDhAzZr5V7u6n9CHhBD5VDABixKgAog4SN7rwqmPlWSmRi+0wGPxMdsnX90HF3bCY+9DHiV2/6E9elSoMeJGPabRFRNaqnGbObxpj9sCYNE+GL4KqAAdvGBvjjDR8+fjadDgO0AweXJXxo+3v7ZqdgPG3V1LYuI4m+2io1NISEilbt3S86oNGbKOZcv+y9y+34yRgpLTKA0JGUHduveGmk3Oe6tQwYH0dBPdutVh/XrFyxofn0L9+vMYN64977zToTSGmS/Nm3/HyZOKcLOjo5r09PGA9f2lpX2E0z2WVXbzZip9+uwgOjqMGTPa8+yzlnr1JpOZVasi6dWrok25wtxo0+b7TOUbaABOTwImmja7zMmDD2W2EyIGSAUEaPS0fdybA5vtm+OSkgpubVBWXrvCf59BE/ukJDygmCiqwd2stUZuPepWrGPxEwllyeBuLKXMdclcCOEAVJdSXsqtTYmGlAgh7gm1EnvgUK8e1ad+hvDIECpxAteHelDv3cbUf6U5Hl/nEopz7QD8+jCc+hhm5F1wJJhVVKYujfiISvSiMadRY6QD9vN2NPwYhn8OXAZOw74YSLUMHaV+fU+k/AApx5aIsQ0wZUrnzM9//DHYZpt+/VZSufIM6tWbh0qlLOe3afN9iYwvO7t3W2o2m0z3llRScVG7tlfmZ7UaqlevYHE8Li4NT88vUKsn8sMPx0t6eHfFQw9lSWa2a1eFuLgPSE8fn2lsA3h5zSAqKpWRI//mxIlwW92UOk8+mVU4pU6dLMurf3/Lqr4uLp/x8cf31nuiY8e9HD9+nLCwaAYPXmsV/61Wqxg82B93dwciIuGnX0GX8ayMjoaRE+DvE5BTGGXv3mE0a1YTR8eGPPVUe3QJ7sg0bwtjW0Fm/JgBRw7uvmVx9MrVdDy8TjDi/bhC3dfugxIRYEY0NtNrgqVDztUFjCfg3EEwzH5gbD+g/CKlPC2EUAshfs7luD4vYxtK2MMNsGjRInbu3Mny5cvvqp97EilhViVofAviXGFgQv7qIseWw/YXlM+pFWFCTN7ts5FOPGpUaO1ocKsHgzmZrGd9EzB+VrBqY6VN9hCF7Jw+/QaNGtnWDC8KUkoGD/6VX3+9gK+vE9eujcLFJcvDdfJkJK1aLcRkktSs6cmVKyOL7dr3IsnJOlxdHazCSbZsuUj37opgcJMmlfjvv7svb16WyO4lXrduIP365VpRoFT566+L3LiRwCuvWDuu1q49y4ABv2Vu30urOW3b7uLQISWZW62GtLRxNkOBDAal3IJeDzWrw7n94FQFxU6uBpV7QuS0wl//qVeTWPe9DrQCDPt5aUQnls5RJqVmM6jVqwEPwAgNHuWbec680zn/fkVlM0RnfNc6g9xZ9sO4cmOZKZqPoiRNUp1ZW9MDx3Lwnipu7sbDvelo8c6oqonYMuPhvoMQYivQW0ppW9c1D0pcqKZLly7s2LGjVHRcyzxCwKgY6CphUHLBpPyaPwu1XgPHYHjrSKEu54RnsRjbHZMuEph2gWejFY3hdB0kZAgebByH8qIwgWNNiB5bPoxtgHXrbMd1+/raTtBs0mQeQkykS5cfC3yNNWvOolJN4tdfLwAQE5NO9epfW7Rp1qwKRuMnSDmBy5ff4ZNPtuPkNJk6db4hLs7+Ws3lDTc3R5ux2489VovGjX1xddUybVpXm+f+9tuZzOREL68vrcqil2U6dw4EwMlJXWaNbYCuXevaNLZB+Vu/Q27h9927/4wQE6lZc5Y9hldkjEYT/v4zEGIi/fuvtDq+b18nPvusH+++256oqNG5xt0bjYrRjYRbsZCYRGbhGFIgahc82hu++SGjXQFZu9AdKSsi9T5I2TvT2AbQ6SGzCAQqiE/lf6stz//nPHj9H6zKGdl4J6VEAA7l970eI/V8aohE7RjNJpUr8y+W33t5gF25BuwTQnwshHjvzk9BTixxDzdAzZo12bRpEw0aNLjrvh5QunyXHsZ0x3gAdHoHam+rw+5bAtJhjCd8aTtao9yxdu0ZRo/+m5Ur+9O2rXUy0+nTUTRp8l3mtk43HgeH/GcWzZrNtyiGAuDp6UhcnLX0YXKynsqVZ1gsRdep48XFi+8U5lbKPEajiUGDVpGcrOPPP18s0YRAy3hYGDq0OUuW5FGs6h7l5s0EVq06Q/PmlRk0aA3Vqrlz8ODwEomrDgmJ4aefTvHxx51wdLS8npQSlSqrdPu//w6nZUt/u4+pIOT8Ls+a9SQjR7YtVB9SKhONP7bAop9gwhho1RxeeQ+W/A7CF+Qdg9cbgtvBoXXFM/66Tc5y6fQlIAC6tODXaTAoI8Jv7UkY8CNwA7gO17ZBYEYEV0oKVHrciMFDELlKjXeFXC5QhjEjqSkVp4dBavCKj2NGWmu6V7W/t35XgpFgZ4FLAd4XJUFRPdxNW2vlxqPFmxMQKKLLoofb5rKblDL3zPYMSiUr5Y484AODu2xzhAh2co3BNCQA209Ri4ALAfvDUIRGXGDZv9YGd3IaBE4GNx38+Ro0qpu7J6ss8dRTjXjqqdyVXPz83C22NZqsxaNbt5Jp02YRbm5a6tTxYdu2K8yd25MhQ5qxaFFvgoMXZ7Z1dobQUNuT5fPnb1nFfXp43HuZ+46OU7hTxFX5XHJhBXPm9KBdu0WZ1x840PYzasiQtSxbdgqNRtGFzx4CVJ7Ztu0iTz5pXac7NjaNNWvO8vzzuetTFxf16vkyZcpjNo/lXLkICCg71l1qqmWJ+bi4gq+O/PGHiX799UhHFUGdHTizQdAnW0X5xTOVn8uXoW7DjALDGgiPsuzHZJK8/fYFzp418PyQ+rzysrbABVcunmoIWK+MxCbCgLEoD/u2gA4u3s4yuF1dIeVA+UlwbRwRy7l4V4RZz9WaHgS4WL7HhJB0cpF097b8W5t4SceqeB1rmzkQpC0eHXqxT4JODe5wppmkoUM5eBnmgkRguj80x9fklTyZF6Xi4V6+fDlr1qxh7dq1d93XA+xDOkYG8AcSiQeCp1P68tJtSWUVHK2itii32y/tMscxM8lUBX2YO69uBhLg/DAICrDsVzUWpBFlefQyVI+F63tL8s7sxz//XOGttzazYsUAmjatgpQStXoStr4yQmDTkDQazQwcuIqEhDSWLRtA1apZIT9ms6Rfv1/4++8rSCl54olarFs3GJWq/D6kbZFTsaI04njT0w2YTGZcXW1PaLKPcdSotsyc+WRJDc2u1K79DVeuxFvsEwIcHNRcuvQ21aopBm5Kio4NG0JQqwWTJ+8mLCyZTZueo02banYfY0qKnpdfXs/48R1o1qyq3a9XUHQ6I15eX5KWZqRuXW8uXBhRYFnKJ7rp+GtrxiyvjhMX/hbUC7Td9noofLcczl+F6R9CnRpZx5YvD+eFF06ixHdUp8/T9fn9t7uLHL0cCXVeRHlmNwO0IL+4qy5LDR1mnELM4ACkgfMtI6kdFeN5sjmCRSTgY9ZxRNMYdTbj8bPzZsbvU36X2qqppHVzQc3dP3fFDgkIcJB83tDEB96lP3Epqoe7SWsH+cfRisU6lloioix6uPei/AUtBVZIKePzPiPbuaVhcIeHh9O4cWNiYmJQl5eA3vsMA2ae5ncMmKmEhu03e3Iz432wqqKKgS6WD3Ep4aheEqCCKtrcv6tiLEoZXwFcBU6CvGzdrkGDC1y5ksCnn1bh3Xer4excTuriZuPIkTCCgxfZPObmpiUpyVKKsF27RRw8GJa5nZtRXt6RUjJ06Gp+/PEsrq4aEhM/RJXNDTd79gFGjtwGwIIFPXj11ZxqC6WPn98MIiNTADhxYjjNmlmGNaSk6HF3/xwplUItJ0/aT3azONm79zodOy7N3F64sBf/939KXIEQArNZmUTa4qGH/Dl8eHhJDPOe49gxMx0f05Mq1AR307L/56Lluhw7lkCrVgcythrQvE0Axw9mfbcMBhg2TAkDWb5cWVG7w5HTEGWAns2tVx0H/wS/noJGTeHUi4UfV1nBgBmHELMSd54G/qlGwlrn760edMjMb6eV/xS1j470fg5osqXASQlv7TVR213F6ObW779byeAgwCNH+k+d4yYup6hQu0qSmgmcy4Dz5G4M7nVHKxfrWOqKm2XO4AYQQtQDhgIDgcPAUinltnzPKw2DG6BBgwYsX76cli1LRgauPGJOTib+oRbIqHC81qxG9Wh3u15PYmY2Y0hEMJDu+NKWQ4TRiep8l6BmbAJUUcFpfzVeOR4MTW+YOaVWwh36hDuwtpVAbcNGvhANjaaDKR7YA9PGwP+GWbbp2vUGf/99IWNLDUg8PA6TmKinW7fabN78QrHf+90QGhpPSEgsnTvXsJhApqcbcXa2rAQ4bFhTgoIqMXp0W6vJpq3iJveSSgPAlSu3qV17jsW+8qoYkpSUjouL1qbT4MMPt/PFF1lLN7Z+j1JKWrVawPHjUfzf/zXn++/Ldqz4++9v5quvDlvtV6sFJpNk4cJeDB+uFF0xGAysWXOWo0cjSU83snTpSUaMCOaLLx4v6WHfd1y+nMb8BXpuRrgza4agSuWsZ/XXX8N7GRFrr74GCzLSThr0hPP/AY5AP5AzSnzYxUr3nensvpmGIUyNoZYz0QNU+GZ8T6clJjMuTI2/0cj1xu4FCmlMN0pq/G0iVm/mq4fTecfbUmyg5lo9145pQcAnfQQTs/kIxA8oRZRrQaMwOF3G594PDO6CIYRQA/2A2UAiihtxnJQy19CNUlu/uKNW8sDgzh3DP/9guKDIOurGv4/zPvsa3GfYRTSKy2Mjm3mfx+iBoo/7fgXlJzcuGCV3VuA2xUrOJAqa2lAIcnRRimJ2qgKaXJzWOl32SZ0KCCExUVHg2bLlMrdupVKxogvDh//O4sUn6N27Hr//XjrZma1afcexY1mBlDduvJsZV+rkpEHKCSQlpSOEwM3NkZs34zlw4CYJCXq8vZ0t+qpf34fz57NKzf/0U9k2wIrCqlVnrPZ5eJTP+Gd399w9Yy+80DjT4NZoLN9dUkqaNp3P6dNZEp6LFp1gxIhgmjXzs89g75L0dKNNY7t6dTcuXHgHJ6es6qedOi1mz56bVm2nTdtXbgxuKSUNG87l1q1UrlwZibt7+cmVqF3bmRnTnG0ea5otBL95s6zPISEo5oIORVWqHLPjlmTLIUfAEfTAJXg/XMePAcoLaoyHG2MKKc7lpBFEdrtjLlk/r2J15kzp22vZAgzi9EBoxsYNOGOtMnvPIBEY74MYbiFEUxTvdk/gLxSJwGNCCH/gAJCrwV1q6/QPCuDkj7ZjR7R+FdE4qnAYkYfqzIYpMEwLU4PJzPYqAjVoiSrjaduAwlUC/dlHhbtOjWOUhg4OKoLcrdvsjIGaq6DLZtB+Bc/Nhv3HJL2fNbBrV9aTaOfOAAICAgEvQOLiWsWiH2dnDf/9F8WiRSeQEv74I4QtW0Lw95+OEBPx8Pi8xGQnjx+3zFraseOqVRt3dyfc3BzZsuUSAQHfMGjQGnx8pnHkSJhFu3PnRiDlhMyfF19sbtex2wspJf37r8DDYyqnT0dYHHvjDcvwEH9/F/bufaUkh1ciNGpUGZPpY+LixmIwfGJxbP/+UAtj+w4mU9mVIdNqrV8VUk7g+vXRFsY2YNPYBnj44YKVKi8LdOiwmPPnY7l1Kw1v7y9LezjFRpcucOECHD0Kb2RbVPpuKkqR6rrQs3Fpja54OJOS7XskARMMqWhfQ3DPU2oqtdZRN9jA4LZZ1/fUAr4ozqjKMLmNXYdRqihJk5pi/SmjfAscB5pJKd+SUtENklKGA+PzOrHUDO5HHnmEvXv3otcXWjv8vkHl4YF3WAw+aSbUg/MwSv6coYi3hhyBmJAiX88NTz5lEp8wnp6FLPU+sIIgsZaG9JZqdj2GzYIB+7OnFrjAL9ugw8OwcZWGR7uYuH5dMbpv3tTTps01tmzxQspHSUnuw3PPNUSjEWza9Ayurg6Yc0wsbt5MJCIiFYCkJD2//PIfJcHs2ZbJcs8+a/22mjPnEIGBs5g2bZ/F/u3brY1ze2I229+gGzp0HSrVJNavv0hSkoEmTRai02WpN1So4GQxqQgL+5/dx1RaqFQq9uy5wsCBvxAWlpC5PyjIOrGoXbuqucrbGQwmGjWaS716c0hJsd/zMiQkBrV6IhrNRCIjkyyOqdUqoqJGU7GiM4GBHhgMub9Xpk7tZLG9Z89LSDmB3buH2mXc9kCI3F+NO3ZcztRq12gmcvXq7RIc2d1Trx60amW5b/hAkCEgd8DGYbbPK2keOWlGnJGIY5LGu60Fx2N1RsRfaYhlJlodTc3c/3agCnUV5Zmj9U4l6UPo4qy1Or84ablaS/RtRy4maum+F0aHK89aIUC+AfIjkINgfDu7DuMBdkQIsVAI0R/oKaX8SUppVQRDSrkszz5KK4YboGXLlsyZM4cOHToUW5/3JRs/g7UToHoQfHwS1HnPDI1cRsd+nOmHChuuaDthNEPnvXD4BpgPw6BAWDleKsuYKiNnT6nw8VFRufJCIApQc+TIUOrV86FPn5U0aFCR+fN7Zfb34otrWL78NH361GP+/F74+8/MPHbkyCu0bm2tmNCixXxOnFC0cm/f/h9eXi52vmuoWHEasbFp1KnjRXR0ComJery9HYmM/F+JaEynpRlwcZkK2D8R01Yc+u3bY/Dysr3EfS+Snm4gMHAW0dGpFvsjI0dTubIboMT9jxixmS++eJwGDXzz7K9Jk7mcPq2U4a5c2ZXIyPeLdby24urh3ssfyM7WrRfp0WMFDRt6c/z4WxYynqCs0jRqNI+oqCTOnx+Br69b5jE3t6mkpGQZgPdqcnNpI45I8BCAhEsmZM+s99rGJD29N2ozavWYIVny78tmWmpKPjztRioE3qlzZJRgho5dYXedoidAvn7RAKiYX0dVYKWb4qKoMdyNWjvJlUdzkdYpIs1ESJmJ4RZCtAW6AV1QgpW2AVuklCcL2kepSj+UeFiJLp2IHU05f6Eu+uvf5d++vNDrI1hihE/P5GtsA0TTjXg+II6SLRGuUcHeTqB/AYyzYfl78OZ48KlrYsrnkgYN1CjFKnUoa4FmQkMTadZsPv/8c53vvvuXqVN3Z/a3bNkAzOYJrF8/GD8/d1as6I+Li4a5c5+waWxLKTONbYD69b+1+z0DjBvXEX9/dz755BESEj5EygnExn5QYgVdsoeuSJm7p9tkMhMXl2rzWE4OHQrl5s04q/01a1oGRzZvXum+MrYBatX6xsrYBriWLbgzIMCT338fnK+xDeCczTtnK7QDYPToLTg6TmHkyE2FHm+/fr8U+pzyjMFgolu3FZjNcPr0bWrW/NqqjRCCs2ffIjb2AwtjG6Bnz7o52lqee+LELYSYkvEzka1bLxX7PdwPvOIJ6CQkQg9fy2fW19HmDGNbQKoKPCXeeaxKFCc5n58+DiivKyQIcPOHdYFFN5KrHDSy4IaGBVdUBB6+h4O+yxlSyoNSyk+llB2BQShloEYLIU4IIZYIIQbl10epGtz9+vVj/vz5nD17tkSuF/dnR4496svletU55LMYDNYGw/2AClcEAlUuxWwA4rjIPj7iOvabEAkBcz8S3Lqg4aP/KZ6Jxo0Fw4b1RautyZNPNqR///oWhmluxqLZLDl0KJxHH63JkCGtbLbJ6Sl46KGSqVD33nvtCAt7jxdfbJZ/YzvQsWNgZuKel5ejTd3utDQDGs1kvL2n4+g4Ode+TCYzQkykbdslBATMpkaNmRbHr1wZhU73IfHx/0PKCRw/Xv7UR+yBu7uW4OCiaUYfPPh/PPZYDdq1q8qlS9ZVRVNS9MyceQi93sTs2UcID0+y0QuYzWY+/fRvPvxws0WOw9ChLazaHjp078XV38FotAxHu3274AVqANatu5j52d3dmehoy7Co557bgFJKxQRo6NZteRFHeu/wbxhsPF+4cxbVFcimgurJevZchcRsC/jrajiCRoJBgo+RegGSGjmcTWYzhCUWw+AzePWwGbHAjGaVHrHGzHdRyt+NqwauPAND6wsSXhQk9RX43EUEy630jOezBiLSS9a7fTfcKXxTnD9lFSllrJRypZRyiJSyOTAXqJvfeaUaUgKwbNkyxo4dy7Zt22jcOO9sDUPcKb7ULOW8awMeu3mQYdUVjWN9UhJaN7d8l17iNnRmfy/ll+iWksQjTjtA45bnOfciJm5j4BSOtEdg+8mwiacxkIRERXd+xZFCpnUXIwaDiaee+pWaNT2ZPbuHzTbz5x/hzTcV756vrwt16nizZElf6te3jJeNjk6gYcP59OtXn0WL+tl97OWFCxduUb/+3Mzt3MIJjh0Lp1Wr7y323cuhB7Ywm81MnryTTz9VVEiCg/04dOjVzOPJyToaNJhHeHgio0e35csvn7DrsrBeb8LRcUrm9q1b/8PHJytUKiVFj6fn5xgtCyFa/N7Cw+NZseI0I0YE4+RUPlVjcnL0qJK8aWu1q3377zlwIByA0NB3Mwv65IfRaEarvTMhVdOqVT+OHrV8b82ff4o337QUKrjfviPZOXITghcqn0e1hZm2H+E28d5uIC5Uo3iQ4yVyVJaPULNaYkoCHCFyAFR2zPqOXYiF+l+jeMEdQH589/chvswIf1SDJiiVKrUEoS2LPyRxV7yJR4+BUMF/rQSN3UvWL1rUkJIGrZ3lT0frFOtYgsXpMhNScgchhCcwBKhBNqU/KaW1NyQHpZ4G+uKLL6LRaOjatSubN2+mefPclRniQiZyIrgfCMF5T6WE4Y6Gak6cM+PupuaZN7qS2qsNlTt9grDhvPfqsZ2WR/oR7xNBLZ9vyp2xLQ3pmAzX0bgE3VU/arxR80iebZzwxUASoEVN6UpiabVqNmx4Ls82FStmVRSIiUklJiaVGTP2s2hRH4t2lSpV4NatD+wyzvJMUFBFPD0diY/X0a6d7WqBu3Zd5dFHf7LYN2HCwyUxvDJFjRqzCA3N8iIfPhzBjRsJVK+uGG1ubo6Eho4qsfE4OKjZuPFZ3nxzE1999YSFsQ3QuvVCK2M7J/7+nrz//r3xu1y69BhDh26w2DdsWDOWLz+NWi3o2zeIPXteQW2rUEA+aDQqmjWrysmTEUANVq60NjDeeKMJr7/emLfe2srWrZc5dOjlIt5J7qQZzLT/Oh63RA27JnoUqUhOSRGTSkbIBYTcsj5ulrD0P6jmDk/UsjyWlKLKPBezpQ1ofDp3m3DeKcgsBKkDowk0d/t/pM76V2pgbZB9EjE7e6qRj9ml6wcUD5uAg8ApCimiWeoe7jusXr2aESNG8Oeff9IqZwp1Bsa4s3xvnsZpt8Z0DP2XZ2stZ12gmqsZKlRN1eDeBDyW9aJBY+WBazYlsDXxZWI0VXgm9hEcAgflmYFeVkkPeYM/aoehVzngmRhLjwrbUdkxIkhiIpzD+FAfJ7zsdp3iZOnSE5w6Fcnp0zEcPhzOunXP0LlzjRK7/ldf7eX997cD8OabLZg7t08+Z5Qv3n13M998k6XFfL967dTqiVbqm4mJH5RZreZOnZawZ0+oxb5nn63PypXPlNKI7IutxN2czJr1JCNHtrXabzSa6Nx5Kfv2KS+Vl15qytKl/Yt9jHdLhaXxJG6rACpJdY2e60vzr5ZYmkzaARduwdze4JkjpWPUNph1UPn81xB4vEbWsQidpOqvEpkEh/qoCA4o2PV0RnCaAhgBd5BjCz5W7QITxmgVVDIR9bKKSo7Ke/ZasqTVVgOPVjOyuo39k+1Li6J7uF3kD0fvzhmYk3biRFn0cB+TUhapgEype7jv8PTTT6PRaOjRowcbNmwgODjYqo3GqyFvsFTZyHAsBDatj95wHq0eiIeUc1A5NSvG7mDCE3zj9SEA1xx3M277YDSPl12929yINm5Cr3oIBCS6epFOGi645n9iERGoqUr50jB6+eXS1a2+Y2wDzJt33KbBnZiYjkajwsWl/C3bf/XVE8ydewSjUTJwYP3SHo5duXQploceWkhqqoF9+4ZZhCWsXj2Qp576DQAHB0U/vbSN7Y8//pspU7JkJ02mTzJj9XftGkpw8AL+/TeK+vW9OXt2RIkrH5QkLi4aUlPzduk3alQJKSWNG8/h+vU4mjevyqFDEVbx3T/++F+ZNLgN5gxni1mQqCv7DqRP8vDYJuqyPsfmEFrzcxTEPCv48gaYCiGo5agB+WmhhggoSeXGcBVIARFqBp9PZ3szZYZQw00QO8ABW4VvHnBfsUwIMRzYiBJkBICUMl990DJjcIOSRKnRaOjVqxe///477dplGHxSojek4uBgbWC2/PMcLYHUb8Zw/Y/pVHjcCY/WWzOPa4UeiUAAKilReYCUJpSqnFksXHWc6fOiGdTwDCO7Syr1Hm3HOy08fj7T8NAvJknrjldKMi4V7GdsP8Cazz77hy++2M8zzzTINfZboyHPpfucnrcGDbw5e/bt4hymXVGr1VZFXO5V6tbNUrB56KHFFt78dA8dwgAAIABJREFU/v0blinv/tdfH7AwtgG+//4or72mFBlSqQRHj75eGkOzC3q9AV/faSQmZn3ZdLqPcHBQXmdJSR8yduw2Zsw4ZHGei4uafftewdXVgVq1vFCpJmUe27fPsgjVHRo3zl9Fxl6YpZmoWB2VvZ1R5bCpd/Vy5pGbaWgiBVe+KN8qQAt6gpcLVHGHQTbm8W2Ow+V0mBEGce2hgh0ltYUAtIBeghZG+pfhWJ0yxp2kyfsAPTAd+IisgCcJ1Mr1jAzKTEhJdrZs2cKQIUNYs2YNbWpUIvxIF9zT0hgrJvPR029Q06Hg3hmj4RoHEp8jSnjS7dDfqJPr4DzQUhVFrwdHJx1IFU6VT7L51HBqzYDqXx4v7luzSeqpdzCGLcSg0RBZZwCNavxYItd9QME4fTqKJk2yZCSPHBlO69bWCidSSoYOXYeUkh9/HGB1LPsLPmu/teG2ePFhKlVypXfvRsUw+gcUhZyTo7JkYOfk5ZfX8+OPllKwly6NoHZtn1IakX3x8PicpCTLAkA//9yf559vatVWSpmR6JhlCOh0BtzcpuY5OW7UqCKbNz9P06bziY/XU7WqK9HRaZhMko0bB9O9e76CBHdF+/5fcfwvF3QmVzwbP0Ls4UAr+cHyhtks8dljIOG2YKhKzeK+BfPM1zsEF9NBSIjtAF72rWGD2QxrQs109xO4FcLWuFcoakhJ/daucuHR4i1T+og4XBZDSi4DbaSUNjIS8qZMrkV169aNFStWMGDAADb/NJHqunC8Vbd5JHE/G+MKZ/BrtDXo6LOfp7034dZdb2VsgzKrFUICErXGjJSgMVlXAZRIpu/+gH4TfmP2zotWx4tK2pmFuBl1eOlS4fo/xdbvvczXX++nZs2v2bnzst2vlVMv28PDcknxxo14nJymoFJNYtmyU0REpFiVlhdC4OSU/9dNiIn83/9tpk+f1QgxESen/ONRH1D8HDv2amYxlLVrny7l0Sg888wqhJhIu3YLLfYvXtwHZ2flb1SrhYiIkaVubBsMJtatO0dysi7/xoVEr7fWJu7e3bY6ghDC4vsbHZ2Ck5NtY9vHx4m9e18mNHQUp0+/RfXq3xAfrxj2YWEpGAxmzGbJggVHi+dGcsFsliRciSE9TYXUp2MwJpGcbNdLlgijIozEG7RINw0/JJvQWxePtMnhlvB+Vfinmf2NbQCVCgYGqgplbO+Lk7x2TqIzlr9w1QcUmjNAwQpW5KBMhZRk5/HHH2fVqlUMfPpppr7uT7t6FfizYk9+8C3+GadWC+u23OCTaad40m0FvrOv4fGKtf70yfTRjB8+FUO6A1fPnWRE0xB+Dv+Ew9Va0yUulv61Pi/S9VUu1ZCqK5g1KlK8i7dS073IkiXHeO+9vwB47LGfOXv2zTwLiISE3OLjj3fi6+vM5593LXS8bVBQRdatG8ikSXuYPLkz9epZSg1OnPgPOp1iBJjN8NdfV1m+/BQvvGDpcUtLU7SpTp0KIy4ujU6d8pdQ0ukUKbKclfAWLTrKhQu3+fLLrjZ1tR9wd7Ro4YfBUAxaYsVEYmI6q1adA+DgwQj2779B+/bVAaXsempq7qXWSwMfny9JSjKg1arQ6cYXOmY8PDyRwMCvMRohKMibc+ey4s6vXn2H+vXnYTSamD79cd54I7jA/V+4YO2UKmjFWQcHNR4eDnz2WZdC3UthUakEManOBARJbqdUwVFdGfdiKgi8fIOZV1830r+3kZ+/K9nEv9YuZC3A3xZoC2h9eGph+l2ozYUmQOdd8E1r6FU0Kfw8OXwbHt6mfF54yYynF8Q9fF+EVlhwH4WUmIATQoidWMZwl31ZwLzo3Lkza9etY8CAASxfPotfuna127X6dq1H3671gAG5tnEVNahcJ4Lw8wH4Vo8ieec7rBgwDSlUuBv+xVZqTdSJ6Sw2RBIdV4nXHn2FBtqKVm28+lzCZNCBgGBN2VQ6KEtcuWJZsCg8PClPg7tp0+8yDeIDB8L5999Xc22bG/36NaRfv4Y2jw0d2oIlS05Y7AsKsvw9h4UlUq1aVkU7f383QkPfszKWGzeumFnG+w45je0uXZayY8d1AJYtO0lkpGXhjQfce+T8O3FxKQFX312QlKS4Lw0GMyaTzCy8BPDnnyEMGLCK2rW9OHXqTat7CwmJIShoXub2hQu3+emnk7z0kpIU7efnQUJC3tKehw7dZMiQdfTqVZevvuqWub9Dh+o8/3wTVq06hbu7I3v3vpKrsb1iRV+ee+53AJo08eL48RFFkhK0RWqqAfdG32IOTQYnDej1SH1W2FL0xQnExafj7qZFc9d6dgomE7zwlACjluULtbw93ECbVsX7d2QwQOAk0Grg2BjwyRZe/qKXlooPmdh6Bb54TVMiITJSQvVfgWToHQFhL4F/MYe874zNtqFTEZ+j2E7w53DkCjzSBDa/Ds4Pci7LO+szfgpNmTa4ATp27MhPP/3EiBEjOHfuHKqc2SMlSF3Hd1j20yx2n9cxtPGbOJ97mfbXD3Lcvzm1Yq9CJSVm8Pq8boRW8aJtn59Y73aKSdMXIoTkqnkD0x/tTD3HSlZ9q7WO98fcsABIqbwcNLn8dU6e/BgLFx4jJiaVVq2q8NhjNQvctz0e8g8/XB2z+RMuXIhh3ryjDBvWgubN/SzazJt3xGI7PDyZpUuPM2yYpbrQqVNvkZZmwNFRuXlb3usjRyIyP8fEFGll657EaDTRrNkC0tMNnDv3VmYS3b2Am5sjI0a0Zu7cowwe3Njq76usMXPmk0ydupuRI9taTRh79VoJwNmztxg/fgdTp1p6jO9I8mUnIKBghbeklLi7TyUlxZgxjkNIKZg580lA+T79/PNT/PzzU/n2NXhwcwYPto/yUYMG32IOTVIedil6ENZyvl6exSv1JwTKG98ICImDDVt7yHRY+RsM7QULi5Af7fABoNQTouI0yJn60N1TTfciCaoVDbMkywdpgEh98RvcY+rAlHOQrAMcJQ/5wR0R8F8Pw5FTSrt/ToDLVDj0GgSX7a9vkZAIjPeBFSOlLHKSXZmM4c7Jk08+iYuLC1u3bs2/sZ15xOddPu4wlmoV3NG2Hcd43w9YfasuwxsoBUEuzPejfdJiHj38M2NWfI2bRgm+k1KQ5OzMNxHFF/9nNseQllaZtBQXzIbdxdZvaTJvGag8UtA6xiGc0jgfYt1GCEF0tFI6/OjR1/jxx//QaCYjxEReeWWbVftjx16lT596DB/egt27X7bLuIUQ1K9fidmze9g0hl5/3VpbPjjYssBMbGwqKtVEXFym4uQ0JdfJwfbtQzKPHTx475bgLizt2y/h7NkYrlyJp3r1WaU9nGJnzpyemM0TWL4891W4ssKoUW2JiRnD+PGdrI5ptVl/2NOn72XEiI0Wx/v0qWexvWBBDx57LF8BAABCQxMzje07hIUlFHTYJYavrwtkK9al0tr/VaxSwd4jksqt0vlkZhotmlpa3JFJsOx7MMbB9yshoSj/bdnjsq1D7UsctQoC/QFX8PGFlvkUFE03w+Cr0Pmi5LfEgtU0EQKS+gjkQIHsreJwi6zfZU69fvSw4D/lo+9nID4A8SGIMXD8esHvq6xiQlOsP2UJIcQGIURvIYTVVFUIUUsIMUkIMSyvPsqFwS2EYOTIkcyePbu0h2LFRyeP09Cgod6FI/wTrSehhS/RcVWQUhBprMozvotYOHwYTz3/IynpPgz3rWGzH3PqReakDaeXXM2Xt0YiyT/5wmT+EbO4hVmdjtkwo5jvrHSYOl8qrgKzBJOBb+fn3b5z518YOnQLJpPy5Vyy5AA3b1pmGDVsWInffx/MwoV9Sk3/OiDAEyknkJLyIYsX9yY8fBSNG1uudBw4cJM7uZYGg5nkZL1VP1JK2rZdlNkuNLTsGROlhYdHVjiWNhcD5s8/Q3BwmERQ0JySGtYDcpCY+CGdOyu5KkYjzJ37Ly+/vC7z+LPPrsn8XK2aB6+++pDNfqKikrh9O8ViX7VqHjg4ZHnZAgLcWLmydJJeL126hRATM38MhqyJwJEjr9IywA2tA9y48Q4mXcmo4HRorCLyqDMTR1rLyrpoUSTxABzAKYeDXUqo2zoeoY3F+/HbiIHw/ArLNm+3BDyAirBgoB1uwAbxqSB+l4h1ErHWbKHrDXBtAMjX4Naz+ff1WST8Eif5JwkGXRJ8E393s4bBbSGgNuAGOAPeMDdDk/xWMlkWWDq0/B7ECBBjbRjqDygLDAc6AueFEEeEEJuEEDuEEFeBBcC/UsoleXVQJmUBbZGenk5gYCD//PMP9euXnaIbbS7s4WYdfwQS95Ma9tzay0LVSf4Lb86Ixm483LJvgfoxXH6BZ2r1IEW4EaC/wSyH13Aj7/g6k/k6On0zkHqcNDtQaa0rp5U3tu6Gbj1TIU0PGidiw53w9s69vZfXN8THp2dsKf8mJ4/D1bVsx7jaQqczEhg4i6ioFFq1qsLRo69ZtQkJiSUoKEsj2s1NS1LSuJIcZpmme/efiYlJ5cCBV6zUZQBUqomZk5UJEx7h0087l+wAHwDAmjVnePrp1ZnbDz3kz+HDwwH48su9fPCBUkTqmWca8csvlgaz0WjC0XFKplHSoUNV9u79v5IZeAGJi0vD23uaxb6+feuyfv1zherHbIaQS/DHGdhwFOYNhyY1inGgOTgVBmMWwKxXIChH/v6OI9CljYSGEqoL5XHrKfjtc3i6eAsMForXd8GCaKkUq3GTrGsE/WoULXZwdRwMvJpl44wJNPGlT5an9dnLkrXx0MTTzOxqgg6ORfdZio9QCoNLIA7wRNG+MMO3L8GIZUq7BnXg7MgiX6bw4yqiLGDd1h5y1lHrgoV3Qy+xvczJAgIIIWoAfkAaECKlLFBsZ9ny2eeBk5MTr776KnPmzGHu3LmlMoafvmjN+AktcfDR8NbMsYx6NhCfW7e5WasqqCQDvCpQseULjOOFQvetrjaD1xKeZaNrT5rFnsbNb0T+56gCcXGKL8qtlAq3jUYCziWRHuaG2QwxXbRUzJEj+mQnMMS5EJfggm8BlM02bXqaRx9dgV6vo02baqxa9XS5NLYBHB01REa+n2ebGjUs10RHjWpjzyGVOzZvzvu75+SkIS1N8TTWq+dls42f3wwiI1Pw93cjLKxsFcC6VxgwoBGVKv1JdHQaWi3s2PFS5rGxYx/miSdqk5ysp2NHa9WmVavOWHgADxywXbSmNImOTrHaN2xYiwKff/qsniaNlgFp4PAQdA8GjeDJyRC+uBgHmoMmVWGzdbkAAOoFAm7p4OAEjgIcJLhAQvErP+ZKZAocSIF+vln5OF8Ew4K/AJMEk6RHQNGN4Ke94KSDYE6cGXdHyRTvrEm73gy/ZuSzH0tQ0UllJiFQ4paRZxOaChUdwLmAVpX8DK7HQI3pKKsCd6psamH2djJDcs5ZpzQ8oJSRUl4DrhX2vHLj4QYIDw+nUaNGXL16FU9PzxK//rNBnVgTosQk1nskmDO7lNLdl+PiqeThjru6bCQMHDaMZ69IoC2Daa9pX6pjSTNJfC8mkh7qhKZOOrpTHsqMXkD7aoJ92RJoTGaIS4aqL4PeCJ1awO5UIA28U+HWYvskPZYlchbZAdtFV1JSdDg7a0s1ibg8YjKZGDJkHY8/XouhQ62zt0wmMxrN5Mxtg2F8salEPKB4yKn4M3t2N95+u3QmnikpOipXnoFOZ+Tq1ZFUq5b1XvL3n0FEhGJ4HzjwEm3b1ihwv5VqXiTm2paMLS10eg18BR2DYPdnWe0uh5pYtktwZmM6Rw+bWbHChXbtiueZEB4L0TGS5vWzHrqXQs3UfcIAfkpoXpUmgohviuVyeXIrAXznotT48wCqgyzhSCEpweO4JNkAOIPKw0xCdRVuKsG4c/B5RmkOdQrs6Aidqlmfr/oOiAEc4ZP2MLGj7WttOw9PfgsICKoN59+1333lpKge7jqtK8iZR4t3lb2v2FYmPdxFpdx4uAH8/f3p3r07S5Ys4b333rP79cxI3uVfzpDMbBzp9pKenZ/G4+ChZuqEdpntanuVvPGfG7HmzXytqc1tvDkmz9CUVrhRelKDA+NTSDniAQaQajMqBwNmnRZUZt7MKJurN0PAXxBtgA6xyjYq2H0bcAKc4XYIRMSDv22n5D1DTmM7N1xd7w/5yCtXblO7dla8dWrqOJydi76CoVarWb489zd1TlWY4pKBe0DxUbWqB0bjeCIjk6laNZ8sODvj6fklxoxiJwEB31hMjsPD816tyosXB3sz83M1YALHurT3lUz6RNA5o/jsf6eNNGuyAuUV7gI8DKh47jk1V6/enQzH2RvQaIBU4ou9gBtG5FnFVKgToEKeK/lnj+93QBiKs8YElMKvXQhIaim4ki5Zmm6mv4vI9G5vj8lqZ1LBq/vh/CBlW0pYfQx+ugacy2ikhUkHcze4n6gP8lvbx8oy94NKyd1Q7t4mI0eOZM6cOZhMxZsCfXJrI2ZHvM7sc8PRS2Vt5zoGNuBGCP4s5RgvjztI1OEIQnfOpm9IVyhFb39umNGjxYBA4oA+19TLy6xnJNOZST5ZiXfJw1oNwskMAsxxjkytr+KzRiZudVHzfBWlzcUUiDYCAvYnA64osW138nr04OoNfmVnXmM3sis4AJSRRZNCo9cbM5PFhgxZnf8JufDMM5bnjhnz190OLU+EEOh045g8uTPx8WMLXbDlASWDWq0udWMblKqQ9uCrqT7cDHuVG2FvItO7sG+1ii5Ns54Hw4bHAg6AGkgCRyXGpmvXrMloUlI6L38YS8fZENQF3OvBn9vzv3bTF4EUpVt0gFll91fd1H3QeQHE5RIJWzl7AqcWqgXYdzx5UctJMMlTTQuHLPNpRSuo6YIiuWiAN7MJ7fx4EAYtgo1/ZxwHUEGFcuXufEB2hBDOQohCZy6UO4O7TZs2VKpUiY0bLaWkUkhjNps4w6VC92m8dIHTj9enYpVoogL9+D35ZwAC0NKaGCpym35kZO6JDUomd8BJSCx7ChG+qr6MMOyhv2kdQw1uuOfi3Z7DOQ4SzK805Bini3y90fqL+Cdcpnt8uM3jH3g4saKrgcAmelZ0gLE1NIyro7EoiNDADbp6g6cKXm8CNALaA56QPBnkN5D8y70RTrJs2XEL5QK93lLCLCHhA6pUccXNTU1CwhiMxpJRLyhuvL2/zPy8bNkZEnNKBxSQgQMb5rltDxwctIwf/wgVKuStg3z+fDSjR/9JXJx1vO4D7g+uXx+JWq08mK5dy7fQXKGo6q8hwN/2jHvOLF8yrTvhyzvTfLh1y4uFCxUrbt1GPR4e+/nxi+PsHbmPkAuQnAzvFkBbu6p/tg1XaNDYbNdn744w+Ogb+Gc7eP8PxOsgusHobKVFIkfCI23BrS4kjIHQJ+w3nqJQ2xWuPA7yKRhXHUb+BWI8iGnw++VsDZ0Af3j/CYgfpew6egN6z4Wl5VzZV6k0ee/KAt5BCNEbOAFsydhuLoT4oyDnls07yod+/fqxfv16+vbty/bYXYQ6fsdG5x5cVtXhF3GNf6iGFickkmi5k3QRQSDP59qfyq8qMkkFFcxEpvjR3F3RTNYg+I07az4ZsUnaT+HaZ3CzN1QogsvVrAehtav1GOywjGDI87frg1IeS4WJytguKnFLpvOIPIfEyGjhxiuiAWkmiXPGC2YBocy95Ycu3ZlYxzRGaeP42tU65uOQzoE0T4neRRK0CS6lQg9/+KOd8t+gErAtK0KHeZ2UeO57ZTU/Pd2Aj880UlONVsdefXUjS5f2y9x2dnYgIqLoS9ElxbRp+9ix4ypr1gzC1dVaatHNTWuhh+zoaG04bN16kW7dLHXFXF01JCd/lLk9ZszDDBrUkEWLjvHOO22oVKmYalzfJRMmbGfSpL0AzJx5lKio0VSq5FbKo3pASVOtmidGYxEqxNwl7dqokDL3BOEJUxNRlgkB9IoCRhy89mJWGxfPvaQlXAK0JCQ8nSmreX0lvDlTEBINGyaDc0FrsBcRq8diKlANZv4JHdtA//WAhL96wOM17DqUu+ZAFExdTZYnOw3Wu8Pbj8KvJyBOA6+3hOkZRbOlhHYzwWiCjacgwBu6NFaOpesVj//9sLJbzvgUCAZ2AUgpT2SoluRLuTNpdDodCxcu5KX/Z++8w6sovjf+mb01vZMGIfQOUgVBBMGOiiICioAidqwoWFERAXvBxlexd0QUFEQFRJHeexFIKElI77ftzu+PTbvkppJy0d/7PHlyd3dmd/bu3ZkzZ8553/F6Vvs+1w8E+udgVPQQkyj7SUZnrmKe40Hek+NYyjxWysWs5zakLY8Nmx5k5bFpaJqt5JyKnz+jeYOuu9rxcsD1tLFWIoXV8TG4NB9u+6rmjT/0Fiy0wpph+nbS37B+JjgKK69XD3iYaTzNMj7HRCxxHsvczm5SiOAU0bzsysK4vwDf9WDaXkC2Q5KEDdVlAgSaaiTJw7LjKRe8liI4VaAwcYvgQA5oLlhyAr44VnH7/i3GNoC//yyPxjbAqFH177Gta8ya9SdTp/7GL7/8Q0jIHI9lkpIeJjhYN8T/+GNsiXJmWZxubAPk57tITXX3GMfHh/Lcc0O9xtgGWLBgr9v2/v3pFZSsPrKybEyfvqIct/T/w/ugaRrTp69kwYLdjd0Uj/jm43BKQk78m/DVFyBPwJQ79ONSQmH2YfTlWpX77lvnVv/tB+G32XAG6RLVxrDm8PBdQHP0MBYADWJjYeyflFDnjW583bsqsSmN0nkOgBFGtYE3roeU58HxLLxxmnfeWuyL0MBRFCnbew74jIOYSWB9oAEaXgfQPdyGOv3zUriklLUKbzjrzJp33nmHTp06MWjQIACaa9dzMjmW4M12hjr+4nf1En6zdGcJvRGi1AJMVw+wSB3JvO4t+TymGT+kliZdZu5YwbYNT9AqajTB1mpw0dUWJ74HJKT8Cvkn4KcBsOMJ+LrhmUSshHMZs2hJBVkbwCD8UGQuSBsOuz9avhkQuAqsrMnWeIrWtA/7h4CAdJoEpHKH1Ur/E5lceCiP+Vn6JCJYgdAiW6uV1d0ib+FbX3fXeFiwYCeK8gz+/s+VhFFUFOe5efOtXHZZW4/HvBmHDmWUfHa5PCs0uFwagwa1pH//ZnTq5FnH2M/Ps+csPLz0h3H55Z+WhN9Mm1ZeRbSx8NNPpStmJpNgwADPk9bqQkpJSMgcnn32T8LCXqKgwFl1pf9Ho6Fnz3k8++xqRo5cwEcfbW3s5pRD+zYg5UCkHIzM7cSoru7H9QVWE3oWopO77244bYsHPwExDAxjdc8uwAuDYOFNRU0ywfd3w/Gn4crWFKukM65D+XP5fC8R70vEPMmg9Q0rbXn1PjviLzuBv7ko7uLv6QjEoK8uh8CJR+CroRWfQwhIeBYm9YIPboTLuun7N+2ihBbQnll/91DX+I8Y3LuEEDcABiFEGyHEm8Df1al4Vhnc2dnZzJo1i9mzZ5fsGxbdj3ui/se7ve6gvSz1gElNwSZ9aeJKJkJL4aDSEqHob0WI6xQuv2N8d2oYrm8U3m+2iMWDmrAwZQa46nGgO+c1iL4a+nzqvt/Z8B7uqrCXNF7IMpJ+rDU+OYKpVolPVDaKnxO/kEwuCVNQECz0a87UiDyWBocxggz2NSlgXb6LiYesXJNYgFmBUx0EOZ0E+/samNsT+jWBH/rDeeGNfZd1g8JCBzt3JmG3Oxk5ciFSQn6+SkSE/jv955/JJWXfeedSpJyOlNPp0SO2sZp8Rnj33WF07BiOn5+JlSvHeSxz443fsWjRPtasOUaTJi8ixDOYTM9w4kROSZnc3McYNEjnzhICvv32WqSc7paouHTp4ZLPc+asrac7Ko9nnllRYugHBDxX7nh8fEjJc3Q4njrj5MrTJy6Zme59wvff78FofAaj8Rl69XoPVa0/Kbpnn11R8rwOHz5zz/2/EUlJpWq2u3allDtuszmJinqJ6OiXsNu9c/KkqmNY/uul2O3j6dUrssb1pZRk2yVvrYQ1NUidevVrwAhaFvSYVbr/mq4gP9D/hutRnXzZA7InQeEd8MpA2FKoMS/HhbMoi9OWgx6TaBT8cUCQXCZVZHaCRs+/VFZ6Wno9Q4jvVX5cYYadZnKFi1E79RVMIUA+BvINnWc7pjpaEnthcSJ8dhQ2ndL3tWuJng9rAr/yVPT/j8bFZPRMMzvwJZADVIu48ayK4Z4zZw5XXHEFnTt39nh8ouU2DhbOY5+tCTMtl7NZtGaF6WfacIhChz+tTh5h0r6vSBtgYWdgZ/CDXR074DIaQIDLYNTjHU5TeJQuFyl/L+Pn9lsINBQwInQGQtRirS2oM/Qvkwky9Gc4/BOc632JcYv5h5ScbmiakeScpiwPXEF+TFd99o7ei6hIxrIdF5LP1RwQ4SBAtHRCooO/c3UjxCAgoGiymnEc1i6G4UvBJxN2zoCWnh2gZwUefvhXXnrJ8+S2WJyjRYtQj1zaZytMJgO7d99daZnc3NKRr/h7cLmgbds3yc/XY7QTErLYty+Lpk0DWL/+VmJiyucSWCwCu10fMM85J6KO7qBqPP30nyWf8/JUnE7Vo3JlXcFkMnDNNe34/vv99OsXS2ys+3cxYsS3JUwRmzcnExPzMikpD9d5O6SUTJ+u37v+vObWOHF33bpjXHHFF8TEBLBx4ySs1rNTiKoybN16G337zic21p85c8pn8LVs+QYpKXpoUIsWb3DypPcJKCkKXDS05l6PJVtVrrxDQq4BLlZR7AbMCJJehuDqrloWzU8Dq1E+sOjnk2CT9NopkBj4uamTRTFmzOESR3JRwWgILyr7RabKoysUQHBhGpAvUceUp/2sDTQJpOnnRpOQYaRbq5qfx+6EoCf1//hCcgb0fh+WjoN9z+hlzqZcJon4T9ACFqlKPl70VyOcNQb38ePHee+999i+fXvFhYSB2b536rSkQCd6shQ4yCbuNY/Ct9Ub0Ao2ZAwoft+TjY9BAAAgAElEQVTxP5jBTUs+5EDcOXToPA7MpfQZy+cP4aMRo4g/eYTO5v0sjLgBCVjXjyfkvu10jt2Dq9BI8CfHMERE1fym4i/V/7wQk+jK/0IPcCyrFXHBB3nNUHnYi0uzYLNbEIrE6TBhDHKwuUl5PtinFqFzctv1ZJlW94L8tp5uogHw/vub3bbHjOnAl1/uxWCAlBTvT36sD7hcGsuWHfZ4LCiolDVn0KCPSU7WPYXDh3/Fhg23lStvsz3F4cMZhIf7EhhYOWtIXaJPn2g2bEgq2a5PY7sYCxeOrvBYkya+pKSUcqadHnLicLiwWmeWGOVXXtmGH3+smYy4J5jNNb/vfv3mA5CRYaN79/fYu7dq1dyzDdHRgSQkVOzUKqt2a7WW/w5zc22Ehr6AyyVZvHgMw4adPaFlo14tgN3+oAnYZUBrA74WKE7T6DBV46AKIT0F6ekQ2USw4DLoX7QA/ewt8NSHENwU/qxBfHK6SgnNbaZLH8HtVyhoUrLPodHOqJQYp8dcZb3aEuyCTBXCio6nqS4uyThOfo6Byy2+vNw0FEF5YzxfddJ2fzptpZmVnXSmMkWAT3OVwn8MYJZM6qDyRHzNucmn/Az24ph1AdgAExzKBopEc84WY/u/BCHEYijHuJwNbALek1LaytfScdY8zunTpzNp0iSaNm1adeEyuIye3Mvt+FKa6ts7ZBUj0lO4PFWl1TUnaTotiwtvWEV011tKyuSdOMEfw87hcFBbVrUfikOzMH3wzbyVcw+d43+nU/geAltDaGcXOQ9UEqR1liIEHw4GdMXWzI8DAecQ60FpwIDgK7pzC3GsNragtSKQqkJHg8Qe609Tc/n5nKGszVTBz3LjPhDtQLSG7tfD8t/zGT9xGy5Xw8boVQfffjvSbfvzz0ci5XRcrumEhvpVUOvfhW++2cXw4V9w4EBqpeXatQvh2LHS3IkuXZqUfPYk4V2Mli1D69zY/vrrXSUhI9u2lae0XL/+NgoKHiUp6QGvWJ1ISprCnDlDCAkxExxsITHR3dh76aW/3biSFy8+SGJilsdzaZrGo4/+wgcfbOJ05WAhBCtWjMNqNdC8eSCnTj1yRu02Ght/iMnLs/P559twuTwnLtcH9u+fzLnnxtCrVxQHD5anC+zb94MSwZwrr/yywdpVF2jf1qwvclokopmT+x8qYN8MMBtADJHsWy5QfxWk/QBSEySnwKgDpfWfHAFyCWS8A84aRHv08BO81UJyc4zGkqalY4siBB0thhJ6RoBHwg0M6OWCKA3ywRwCYWU0DgbknECGn8S3xTHmJ2i09hAW5EAS/LuTk39FsmpHMC2OlvZvBRcbkXcK5K0K8zrXTgjoui5lNsyABa7vAHedfXn0wH+HFhA4DOQB/yv6ywFSgLZF2xXirJB23717N4MHD+bAgQMNJunustmY/9kFfDXxKSJyUnjo5oeIbWbHMScIISXK2HSatXSh5kJ+56kE3VMaV+5MPYbry9s5FJbOfec/zWFjK4Yc3sEHAxpYi/Y05JHOk/yP3XSkGUm8zgjySacJbT3O7usDLhc8tBzeWgRqHnxxH4w5TZU5fCikFztI7S44+QLgRChBaGrDadxKKfHze57CQn2gPnLkPuLj/5+jCXQjZv/+NJ599g9+/PFgyf6dO++gc+dItm9Ppm/f93G5NNasuZk+fcorVUgpWbBgN6GhvgwZ0rJB2p2dbSM4uDyzijcY1WeCxMRsmjd/zW1fWtoUwsJKJ33337+U11/f4FYmPNxCauq0Gl/v5MlszGYj4eHlJ5UbNhzniiu+JC4ugA0bbmtUtc5Fi/ZyzTXflGx7y3O+664lvPOOvjoWEGAiJ+exRm5R9SElHEiRNA0GP2vpuHE8G5oNleASgIQo4HIgGMafJ/ioFbxwMo/p2Q5cmDGb7BSkhxJgEWR3a1idhS4ZJzEFH0UiOPRnWxSLQnbfkKL7kwxKymW/kk3K8liwKSAkwVelkBlZ85XstEKIWCDBAMo5hYS3PMV2ayxRmMgp1JWVg61g9JJojNpKu8f3CpOPb7qiTttym/jU66TdhRCrpZQDPe0TQuyWUnaqqK7XTiHKYtq0aTz66KMNZmwDGK1Wbh3/FyNT/sY3bCCWhbewrVccEUtycNokCcdjyGh5JW3vn0hQ++4l9TIPHcLyeht8OoAhtw2rGYzqMnC0WePTRx1jLXtph4aBFEJZwh1IVEI4l0up+aBbGxiN8Prl+l9FuPN6eG4O+qKNzQHoy+dSa1i6tKVLD5UY2wDXX/8tGzZMatA2eCMWL97HVVd97fHYrl2n6Nw5km7doigsfKLS8wghGDnScz5GfWHlyqM1Kn/zzQtZu/YEf/010Y09xdsQFxeEpj3Fli3HGT/+R2bMGOxmbAPMm7elXL20tJoLEsXFvcKxY/pa+CWXtGTZspvcjvfp05TU1LqPL68N3n/f/Z5VVWvUCUAx3n57GL16xbBly0nmzh3W2M2pEYSAdlHl7bGmQeBziaTwZ/Q0qM4aFkWy63qFVmbBWruTGXY7tkI9NMOlWQBBrhPyJfgXndKO5H+FDjY7VW42WBjoV/eW6KbgKK5PNfHnSRWpGFnSvfR+VhbCX3ZfkL749MjAtjMEYp1sDgtFSslL+QWcZzbS31w9z/bkLUBRDrR2zAcZr/ABOTxOGIHloy7/H96PCCFEnJQyEUAIEQcUJ0M4Kqvo9Qb36tWr2bVrFwsW1F4eurZQTCZCoi4o2T5nU2LJ5/gKNAdObdtMm2BAQGvXYdpa9nHSGYt1W7bOM1oMqXIweSA5ziycFgP/RLQhPjGBvgWzMHS8qF7upyUX0p1X2UZH2pKALCIMzSLRY/nlrGQbu4mhKefRnZZUvOxfl5hxGzw5ATJzISTAB4vfReDazn0PX1Bl3bpE9+7u3oyJE7tXUPK/hW++2eNxf3S0H6NGNawBXRmmTFnGK6+sp0WLYA4duhchBBdf7J7dpCiQlTXVY/2yhmVExIte4x2tCEIIevZsxq5dnhNaH3/8fJ54YqXbvnffrWTmWwGKvxOAVauO1rh+Q2L+/KuJjHwZAD8/g1cY28W45ZYe3HJLJZoPZyEKnlPgObA5wXpa3sMWl4bLVWpyCKEhTC76+htBSsR8CekCzCBGOhEG+EwtZGqhH8+F163726Io/BAZAR7IWdqbQaAhhULTJimsuz6M0KJYyJATuWTl6QJXNzTL4HPf0CqvNaUdfLWvaCNUohhcjK9AbO5sRjEP938ADwF/CSH+QY++bwHcJYTwAz6urKJXh5RIKenbty/33nsvN95YsVKkN0Fzudh6STjNm2djCbCSP2oKkX2fRijuP8RTx3uzPVafIWeoIdiMvihSZfg3uQSMqjnDv0TyjTaR1aID58pN3CS+qpKqbBeLSGAzfbiViNOM6VzymMnLSHQefydWnuF2gvhvhVTYbE5++eUg55/f/D8Tk10VUlLyiIt7FYdDn7CdOPGAR4aRxkBGRiFhYS+U2//YYwOYOXNIuf0nT2YTEeGHyYOansHwTAnDCpQPRzCbn8VZFITaqVM4mzbd1uiMHEeOpNOy5dyS7QcfPJeXX67bxOyy4RCffTacG2/sVqfnryliYl4iKUlf/crJmUpAQMMl1zYErNZXsBdl111xRQeWLLm+kVtUO0gpCU07SmFmBJomUJQUslvFYzEoDPhHY80CgW6/SLi8EKWJhuISDMWXpbH6WHZC5nNAZLIDf/Y7nfSz+THW37fOw1EyXJLv8h2MCjATWIbZxHTEhsuhj9sBMcmk+kdhKbr4ramFfJYp0RSVsUEm/hduwVCmYYUaFAqVEKE0WAhnbVDbkJLmvcLlo5uurNO23Ck+8rqQEgAhhAVoj/6D3VdZomRZeLWHe8GCBTidTsaMGVOyb4m2lF/V/RzNHca3Ia0wN2TgVzWgGI30/L00WakibTyDVoDAjEQQbksj3xhA892J+F2wqIIakOpYzfGMt9lpFBwPjKJP6maaJ1to0/orsoPWsUAMxoWRxSKKQeo7xBnvqrStnRlOZ4Z7POaDDxYs2LCjoSCQqJTn/l1DCs+xnSh8eI/+pGInHxdtK7zzxofdrjM6FGP+/GHcfHNPj2WtVhNXX32WZrHUEvPmbeL2238CPIcMREb6Y7c/2RhNqxJDh37icX/Tpu4TAiklivJsyfbmzZPo0SPGrczatRM599wPALj55i5ux77/fm+JsQ2we3caPXrMY8+eyukS6xtljW2AV15ZX2ODu3v3d9i2TScEnjfvciZN6u12/O23h/H2294RBnHwYHqJsQ1w003fs2jRmEpqnH2w20tXFH76qQaE114GIQSZES2ghN2zNG/jfD/BmiAgW4IRzP65CKeZgTKIT6NhqvMkr+4KwWnzxRrppEv8dhKM8fzkm0FqajwPNqld4mJFCDUKJgWVP+fz0XaeSNEwWW2MNPuWGNu5quSD41aQYLQ6+LgAhtpUbvApNbF8FPD5F3uA/0MeboCeQDy6Dd21aJLiefApA+9ZXzsNTqeTxx57jDlz5qAoejOzSGO3WEaM8TCxgT/wUb6d+VkOLIfzMCxy8NqaRm50DRAWu542xzOITE6jd/YkrjQtoVvPfShRnhW/Djsf5wvTZ6yKDGJHWEcyzKGsa9Kb3NYnOPzzOVjpQAC62mgQWYQpujcvlYOcZAcA+9nBFhaQS9ViFkYMPMXD3MNtDKYftzOCUMovn73LfmxoHCWfHznGaP7iFtbxLZXotjcyli37x2172rTfG6kl3oliYxvgl18Ok5dXaViaV+G889zFhGJi/JkypR933uluNNrt7ow3H364zW07J8fOwIEfARAZaWHaNLccGc45p3zylMnk3p2+8sqaEiYUIXT10fpeITzd/9CiRXl2ocrw+ec7SoxtgNtv/7kumlVviI52n9jffXfvCkqevfD1Lb3HW27pWknJ6uHRR3egKF8QHLyQ9eszKi3bd8AphNiDELvxj04742tXhFlRgu9GAl0cEOyg57pgbE1DWN5MIdwo+JZMnIVWkAJHjh9mqef1CDRyithePs9K5/L0g4xRE4hxneQ2Z91LND5sDcLe3Je8yFA+sJS+W1YBilHV/Z0GFWFQiStiTZESLF+DeF0ivpD4b3aSXxN6lrMILgx1+ueNEEJ8CrwEDAB6F/1VywvvtR7uzz77jPj4eC66qDSe2ZcAJGYEDpLtsQy0GDk/txCCJYbedmZ8Yeb+/hWfc6vNSZQwEG3xgnmGwZ/mzfZWu3gKq5F0RAA+FFIofYjKTybbJwCDn4qVlrwpRrJa+5C/ZD5vaW9gE360Yy+9C9az4UgbPuk0HKNQ6cXXjOADfKqIIzNgoBnRNKNiZZpRxPMKe/DHiMBQQk65l9wK6zx5wMWP6RoLuxtpZW34Z3Hxxe6MGG+95R3eOm9Bhw7h7N2rD64Wi+LGKewNmDBhIX/8kcCGDbcSEeFucM2dO4xmzQJ46aX1LFhwHRdc4Jn9xGo1Eh5uJS1NXwmcPds93KRVq9dLjPKUFDvt2r3lFlLSokUIhw7dzf33L2PNmkRiYoLZtu0Ot3M8/PBvbtv5+SorVx7lwgtbuO3fuTMJo9FIhw7VE/ZZteoQiYm5jB17Tjkhj9zcaURHv0RurovvvruOa6+tMGHeI05/1i1aNH4I2a+/HuTii7/AYhHk5j7mFv7j72/GZnucFSsOccEFLfD1rVtPZ0NA0zQsljm4XA7OPTeGdevcE7Pz8x+soGbtMHv2HsBBdraDvn3TUdWQCgVh1q8pds4I8lNyKM0NqxpJedD6QyhU4Yer4MoqiIiuDRPIyz0/v7bCh7TgDPIKgggKSeUlpRvr8y3YbU14KNpKs5yD+PnnI1WF1DQrSoRkgVbAmzK4xAsNsJN8jmHjMjzzbtcWJkVwrL3gygQbe3IEb4SYGFDEYX/CAY4kdN7yNMgPNNLX38XOdiYcUmNIVg5CVXgv0JcOHqh0/x9eh15Ax9rEV3vt0z127Bj9+vVz22fGwkNiJkdkOpN9m+ArDNxsNPOaw466z8y0vp7PpaHyrHMGAeZT/O/gXbwU3pFhYV5gdFeB3NydWDGi+Qez1xBNrHacPPzpffQvfM0F2KQ/h5JbY+yuL3f7EcmPipkcGUGwEoxZOFlHf87x3Upz5z5A4MIISFzo7AQaGikcIYgm+NYiDGQYcQwjDtDjyPeSQxoOHsazkMOWTHhujQEw0M1hI++Cuk/T/uSTQsaPPww4+ejjdowf534NHx+T1yfA1RdcLo3ff/8Hi8XAwIEtPA60u3ffRWJiFooCzZqFNEIrK0afPu+xcaMuLdekyStoWnlZ9alTL2Dq1KoTbFNTPSdLAoSF+ZCWVljhcYAXX/ybJUv01ZK8vFQSErKIjy/9vm68sTOffrrLrU7HjqVGdUGBEz+/50u2L7qoBcuXj6v0mmFhs8nI0N/d8eN/xOl80o3r2s/PQk5OeQE0KSXLl/9DmzahxMYGsmNHMl26RGG1ug8Bw4d3YMaMwbz66t9MntyHp5++sNL21BaJiVmMGPEtw4a1Zvr0wRWWS03N5+KLvwDAbpf4+8/Ebnd/dy0WI5dd5nll8GzAgAFf4nLpq0jr159k48YT9O4dW0Wt2sNq9cFmswEGhPAptyrSdYjKzhQF7NBmYDQHV58EJHEdazb5WngIivWZ3tlZtcFdGZYZW+LsqGEAFF3umL7+gD9oUmLCqascGzRMdg2XJmjptGA2wPn5m9mZ3RzF5CIsLBlFEawjm2epWyrSGJOBza3Lj2fRZlBiQEuW0AQQ0KuI8KhNTgbH8nTHV5d8Gz39JevDvDccszIU83D/B7ALnfQyqaqCp+Os+3ZMmGkrSj2uL0RYeAGLfvsVoJA8Ao0pCCSdgnawKLMDw8I8l12tJfGmVsiDIpZ+hsbxloxav5IMrYChXZfSPnMfHXISyI8ZRLYII1hm0afZF5jMeqJS8ZREIslJvhci4wEoxAd/mUsbDpKvWQnV8umvBaEaDtOX+9hFOu/xNceIByQX8A538ABNqH1HLxA8QeXxzv5lfnFGU/mY8LrA+PGpgM43PGG8wvhxZ74MWxUGD57PqlV6GE1UlC9JSd5Bi1YWqqoVGSz69+7rayA/vzx1nxCC5s29y9Auxt697uFQUtYPf+/evfdw0UWf8PvvRwEYN648+8p7720t+ex0Qps2b+J0PlWy75NPRvDxx9fy2mt/M3fuBpYvv4moKP+S41u3uvfXq1d7Zgsqi2Jjuxg5OXZCQ6uetI4evcAju0xi4v00a+YedvLEEwN54omB5crWJTp0eIuCAhebNp3kggtaMGhQvMdyqanuVKBOp8diZzXatw9n7drS2Oyyv5H6QEHBVXz88Uk2bXJwxx3BtOpcyJG9GvhoFKYHsvOEAuECpOSgIxgpSw1thxNe+xou6g7dq1g8GdMO5myEXBfMGXDm7TZVEAGrCIHR6IcjG1w2I87DkPllLJm+KrNuOEWCGkx2nj7gm/3zCfLJI/k09jYXKjkUsg4bTTDRy4PQW21hEKBer4v8PJDipK0R7g03A2AXpWOgALbbvd8R+P8gHNgjhNgAlHTIUsqrqqro1QZ3XcU7+hFEkDaIrfZjHLD1YF285x/1dnmU98VyrAbBGNmfXVp7NMf9pItFCOVi4k3v10l7KsOmdCffb+uPlIJQ3wwMXTS6ZO7lYnso/4gtdLS3xRTozgqQb/8S7ONR/GGssy1LjVcS4UpisLYCS6aGr/USQrq/zhiltCOfznwKCC6Jk0onjCSOnpHBXR20DYCvLtf4NN3J/Lb1RUJaJvZLaZhJU7GxDZCcXFBhublz17N06UEWLhyNxdKwr19enqPE2AYoKPA+5c6qsGfP3cTF6QIv993Xq8Kl8DOFEILffhtfaZmAADO5uaUDt8XiHnNot7sIDJyFw6EREeFLq1buy/G9e8eiKJQwofz8c9XJftOm9WP27LUAdOkSXi1jG2D3bs8qoOvXnyhncDcEytLzaVr5fj4720abNm9it6uEhxtJS9P58PPzH22wNtYlpJR07fo2TZv68/PP49xWZebPvwSXy8HSpfv54YeR9f48hBBMmBDLhAn6d39kjwMwQoHK5dc7CLMaSJcKOKDJaU7gyFsgywRTvwYM8MYDsPg4dI+E2UPcJ7+hPpDYQLIFB3ybgy9kSRehX+lsJ7LAwLo0SVhkKsdoicHoItiQxtWE8UQRK9dmTvGA3IKGQp70IV45TjIt+YZuTMlx8F2OGV+/POKCj/CsiGIE5QW8qguTEMyNMrvt2+wfSh81i3SbEYfDzCchZ6/B/R9Kmny6thW91uCuitKupphoGAW+6HmlFSAFPclCIDHjwKVuwaLNJRJIUH6jgE34eoiNV1FRqBuqnzg/AyZjAQ6nhfDQU/g687DaL6Nl2BzaAXiwH53O2fjjRGrQVj1CzxUvYj13HYR8REXh1/4IjOTgKOIiiUCjMxXE5NQxRkUaGBVZ+xdz7940Tp1ycsEFnm8uJyeKLl2GYLLAgX1xtb5OTTBiRHu++04nW+3VywO5KzBw4Af8+edxAKzWmQ0e1hIUZOXee/vwxhu69/+RR85r0OtXBz4+z2Gz6ROB48fvJzbW3fho1izIa8KBsrOnsWtXMrffvoTCQhcbNtzmdnzbtuQS6sTU1IJyoitmswFVdb+XuXPXM3nysqLPl3L33e4yrLNmXcysWRfXuK2LF4/hjjuWMHBgc2bO/JPCQhfBwRZGjOhQ43PVBY4du5/hw7/h0ktbMXr0t6Sm6uE7b7xxMZMn92Ps2IWkpuoT1xYtgklNva9R2llXKGbE2bUrjfj4V0lIcI/L/uSTK4G6pVSrPiTFdHzdzxGs+NGAwwlbD0Ov1u4lcyQ61YIfkAMPLQRnE/g1AYa3g9QkuP096BgHs8dAb8+RhfWGYGEkuHs6WduDEGEqC1pF8b5SwDzTWrobQvjQ7P4+PcNf+CIQSPIIIIBcUhBYUVicX0hISAZG1Y4inTxOOgtEHi/TkhhPA3EN8Y+00+WwE4fTn81xJrrVg8BPQ+O/YHBLKf+obV2v5eGeMWMGDoeDGTNmNMj1AFQ0Zmsr+EMKrlF7cIcxA5utDQAJxjhamv/EXGaGK5FcxlaOSoWubOeR3FdpFfAaIWJQhdfIzXXxw0vXEhmVRO6QMC4MGklw5ES3MunOQtbZFtDCL4KOShGlV7EbTCk/A3Y4F6MVXoumaOQWBtDk2M2IHq9Weq8uVFaxgx60JtSLKfyKsX4XTH0XuppX8ear+u+9ffv27N07qnEbVgOUNSahYpnpHj3eZfv2FF566WIeeKCfxzKesHv3Kbp1exdV1d/RhIT7iItr/KS36uLAgXTatSultbv66nYsWjS6EVt0ZrDbXQQFzcZuV2nRIojDh++vso4Qz7ht13Ryoaoa4eEvkJVlJyTETGrqVK8SezkdhYVOfH1L49iNRoHT+RTvvLORu+7SGVLGjevKxx9f41ZP0zQiIl4iI6OQiy9uwS+/VB773tgo+1ytVkOVKqx1jblztzN58kYiIyEpaaKbQ+vLr5yMvdnByBsVvnq/8hWTH9fB1TOAAqAJXHoVLDuqe7aP3QNN70S33fP0Mj8+D1fWMYuyKiXGX5xwwgjBKtq1plqHld3FnxyQmShI0mQIDyvBnE9bMrFzfl4+hQ4/DIpKpCkZs58LBZUbCOHJMp47Dcla8mmLhQiqn2AemJBJbrLeP4sAJ1pHcxU1Gga15eFu2itS3rPphjpty6PiNa/j4RZC9AXeBDoAZvQl9XwpZZViFF7r4Ya6CympLgwoPK4M5XF9AwjBbFxLju0t4q1T3YxtABuSQ5hBCJJkFDaHlWP2Jwmx/lnu3H/bDzA3yY+7fr6cVtMVJALTmnRWRS1gOO4Gd5jJhytMOvexK28HudsvwXdXGuY0F3KVgvKzDUylL7bZdCWY9OBGX3/K8JxWDCMGhlI/yok7VDvn5+SjmVQKNgbyeRcDo8Nr/1N783O49yFAgT8yE0r2Hzp0og5a23BYv34S3bq9C8DVV7fxWOa++5aydWsKAA8+uJzJk891S4qrDJMm/VhibANMnPgjv/7q3YZIWcTFufdX993Xp5FaUjewWIzYbDUzrOLiAklMzAGgadOax/K+/vp6srL0sMLMTAeffbaD8ePPqfF5GgpWqxGTSZRwmk+Zok8w77yzN+efH0d6egEXXNCiXL1DhzLJyNC94suXH2m4BtcSjz3Wn+ef13lrDx9uWG/9jJmHeOqJXYAPKSkWzjtvAWvXjiw5Pma0iTGjKzYUVRUe+Qr8LDD9WpClrKFICb8fhfZhEFPWbyMADZbvdDe4234HB1PgwlD4vZZz6YfSnbCnqL02I1vyoGctfUZXqudwpyMFizGPi0waw2hPAGaWcApN073YmlR0AThNYlZUBhOCDY27nYl8Z7NgxYa/fz6KEKynHSHVNKvK+oIN3iUnUitIhNdS+dUx5gKjgW/RGUvGAZ4H9NPgtQZ3XYeU1BYG87mEnLYMVQwfFC7FwBqZRbzrCK3VQ2gG96XCXSl9OeWjMM/vNrRYA5EtUkkjUu+PAgVRhRZOZ+cryNqIuvtnAuJGkWK8isK+BrK6R9DiqSQI0JDHDyNatKunOz5zXFyQgzFQj23VzsnnzUP+jK4+m1Q5fLkESqJ1gq8hIH8+BQV2Pv302jNua0Oia9fIKj2Wp3Ne1+Q1uPXWnqxdWzoJmTzZ+ziJW7Z8jSNHspk37womTXJ3XFitJlT1SfbvT6NNmzCMxv9E5+2GhIQHWLv2GC6XxoABNQ+HGjw4/rTt8sZqQ+PIkUzatHkDVYWdO++gc+fSkCshBA7HUx7rlS13Olq3DsHHx0hhoYuOHc+gc6kjZGUVEhKiK5yazUo5YaiZM4cyc+bQxmga898vm4wryc111ah+2ETIzgeMejf8zHWlx4SAoWV+Yjtnw7AXIcEOIWIMW7kAACAASURBVLHwahnNrOMOOHgY0GBFBcmvifkQV4Wg73W+Bl73AQoBq6S9T+1thVF5NuxqBEYlhD+C/mG62MIr9OVWmvKKzy7SXSEoUkW1asSoeaxUzsWCkeEc4Q+XBWkWFKh+WF02jCaNdFT8VbghO42Tvqc4okXjIwXnC8krvqGEljFIj8YF0E3mU+Aycry5d1Gvnk0QQlwKvI4+h3lfSjn7tOMW4BN0sZp0YJSU8uiZXFNKeUgIYZBSqsCHQoi/q1PPaw3uswVz6aD3QkoniJgA/3xH/sYgNkddQ9+B82mm7mGnaQgSgVA0bnJ+wAd/3UGB0ZcOnd8jOrCUDSBFczL0hyTCDJk8MmQVgx6ahfHheITMw5CnIjWQagRKfAMHxtUQ7cyw3WnAYFLRMow81/bMDKcl70BYD8AJPs0Cyfm76qX5usJffyUipeT885s3yPXef/8q/vzzKIcOZTF37qVu4QB//pnAmDHf4XA4+e23CXTt6m6Q3HJLd266qSsnT+YSHe2P2cs4XS+66BOOHNHFmW677SdGjepCYKB7LKSiKHTo0KQxmuc16Nev9olZ3btHk57+MH/+mcBFF7WsMS/14sV7ueqqbwBo2TKArVvvIjDwzKTSW7V6g+LFyi5d3q2TGHxFUSgoKE9/2FiYMKFUIdjh0MjIKKx2Qmt9Y926fkRFLQE0QGPbtupLw0tZZGyjVw+s4pY6N4Ojb3g+Fm4EQoE08JTuZPhVouUCvuC8WNDr5CkO2hUMPjau9FH5PETvgwf4Gth/k8r/EjWeb2fCdAbDi4/QcCAxCBcCSRB6WIcRhQOmrrhFiJRZaMxFwyLsFOKDpgpCzbncQnNCNSOW7RoyLxICw/Fvk04OBj7d5s8XAfk4upR614KEkcPxfiheLPNeEzQGLaAQwgC8BVwEHAc2CiF+lFKWpWSaCGRKKVsLIUYDc4AziUUtEEKYgW1CiBfQ6QGrmCbq8K4R+TQ0dEjJGcEQCI5TyLfG4psHbfstYVbOPK7v25yr0pfxd3hftmX2xNw7kHei32IGQwnBinZiDfkLB3FgsYv5gWPZ5fcJ0Iy4wKO8+NIU0n3DyUsL4Oe9qxCzJiAsvo19p1XiN0s4W1U7sdJAbKvKZ+4TZ2jMX+iAEWYYDCm9FHIzodNDYD8FaNCpGdj3g7mBnQBffrmLG274DoB3372C22+v/1AyIQQHDpRfcs7NLVU+BOjWzbPhYjIZaN7cO+O2s7Jsbttesoj1r0NoqC9XX13zZEhNkyXGNsDhw7k0a/Yq2dlnxgwidIa5fzUee+x8fvjhQMl2SMiZTVJqik2bsujd+110o7o9mnZNySpxZKQPUo6stD7oaUKnpwgJAW/dCs8thBF94aErat9GqwK2CbA8AS4/zX/hkqAVAgiwSy48kcf2rRHgAmNsIctaZjLfmcdC1cHH5kDa+ht5sWP1Le0HtSP8LpMJVnK4UPjxKP0wY+BQQDhPOFNJN2ZwmQhnDNVbEfqaOGZaUmiiatzmE0aYUQ9/WyQLkAVFsxK7QBEqLpcBLdkEKORrTuIz0shzmokISMHHz0koNlbTB9O/oENshKTJPsAhKeVhACHEV8DVQFmD+2pKmUUWAHPFmSUk3oQ+/boHeABoBoyoTkWvNbi9JaSkIkgkzzo/xKzsIMRRwHjr6/hoefoylwRrlh1rXDodonYCeoS9J8YQuf9i/Ea76D4cesR/ht/IV8m3hNGJnSz3uwiJoFlEIiMP38JOi+dOPF8WcoR8OomwOlXPqi1MCPoYKh5w/th2lPu3+3C5Fsn8NwW4LPCKEwJNxPwOagKQVVRYgd1HYfUOGNrT/Twr/oYNR+H8ztCjDfjUsUMpMTGr5PP+/ekVlps7dwOrVyfwxhuXEhVVPwmonqjTvBFOpwtFERgM5TvedetuJSzsBbKz7bz55iUEBJx9qoDVwb59p9A06NAhwuv6MadTZfDgjwgIMPPTT2OrpFV0ONypI0+ezCE2tjQhu6DgMXx8Kp8Jp6RMoXnz11BVSVbWI7VvfCPhgw+2AIIBA5rS69z3aNrSwo6ND2AylA6fffo0bVT2nFGj/qKUEvgkqalOmjSpfhLe5Pdh7jKIDoLEeVA2muuuS/S/uoDF4FkAxyigZ3ONzUkKMeEqiU4BRZEvrgIzBqOdRwxZYIB2djtpPhWrH5+OLtpOshQfAqUJH/LZQDbz2cYd9CRAGHjdHEWlQh4eEI6JV0XTchbUFYoPvnFZFKb54xOWA+kOCjZGgQIXxhbQNDuXrAJ9Be9kloVW/v/glA4O4KITJn60Z/GLMZNDBoWL8eVS/OmEd6yUeCligWNlto8Dp8cAl5SRUrqEENlAGPpaS40hpSxOJLMBz1RW9nR4rcEN3u3h/lI7ynxjfyQDuNs6l1dc7/C49UEYfQP5RxdxsHNH7u4yza2OtmcZctFlqEfAdiCUwJWnkLbmCHUv2lHdN/HIbIEjyc5dfWbxubaHNCUcW44Pz7Xw/KjeUp/jR6ULBlT8tFy+VSrnDm5srFr+F4N39Yc02JaoglbkUpEKJINaTDtlhmJtArMv9GoHJ7Ph5z0wfT6cXI7+CoUDHYHjsOBtGFFzxrQKMWXKeZw4kUtenoOZMz0r7u3efYrJk5cCOl3hzp131l0DyiAoyMqKFeO47rpvsNlUfvttbL1c50wQETGnRCq9a9cItm+/y+24waCQlTXNU9V/DSyWGSVUgAB2+xOYzd4Ti96y5escP54LQP/+77N2bSlRsqIItmy5jfPOex+bTcNiESQmuodvXXnll27bn3yyjdtvL58rkJaWR16ek/j4EMLD/cjP957wj5rgvfc2cccdZbIEkezb6mLote/wxw+TG61dp+PDD/txwQU70Cn+oomIqNly4GerAQFJ2ZCaDdGh9dHK8lA1ja4rHbRUjGwabIRuAEbyVAOh2Tac+UZ6tkrgyaBoJhbR9p7On/F7umToKv2z77k5HI7yJdJYev85Qp94FOJDHgE0IZnI6kUAVAtZ0kl8cjaqpjAlxEB+XAjJcU4+djq5TmlCq2v1MS4DP1pklgo5CaHhIwsIkkHcY0tj1ZFI0IJA8yW2cyJ7lExeF1ksIZaueP/Kdj3xcIcLITaV2Z4npZxXZtuTx+B0w7E6ZaoNIUR/dI95c8rY0FLKKqVLvdbg9jbP0OkIEgZk0XOUgG/RLFQM/hx/wGO62s83ozQFQ1NQ/siAQ39juHQXhevnc2jFIcZlPIolKKiEK3wHfcgkh5CgllQkfLVW6LNlFUOlGcJH2cn7LMHCeTxJ1bLXdYVvHDncWuAgyuhgr18U63YlQl5/QEALhahuKsn7XHQdrRDQ2siaf6B5KzjmAhSYfRM8PBwcLoh6BOwOfT/Hiy5QgP4ATPDdcneD+9tvtzNu3M+YTN1o23YIV19t4aGHwLeafZfBoPDGG5dVWiYkxKdkyby+FeIGD25BenrFcuR1jYCA58nL07ObMjMfITi4ck9LsbENsGOHZ6GVfzOklG7GNkBSUq5XhfjY7aUe6/x8R7nj3btHc911nfj22z3cdltPIiLcf9NXX92OLVuSS7ZHjnSXG9Q0icHwbMl227Yh7N9/b101v8Fht3tOMPTzNZOYmE18/GtICRMmdOPDD4fXa1tmzNjIU0/pVInJyQ8SGVm6mjZwYBhSPlbrc79wEzz4MVzareGMbQDzV0603Rb2CGhzSuPgKN049TcIHN2L+xudDHyJw8Zq6eQTk/v7dMMu9HEAKDjix7lByRwMiClRppwgrXxJNv7kEEEGk+jDZdQd6UCPtExysvTE3RfIZrovRGFiqsndax6KgacCzcyQabhcCvFks1H0wYBCQG4GqEU2jzCgqQpoYDBJknFS/1rJXou0KmgBj4MbfVxT4GQFZY4LIYzo1lTGGbTpA/RQks1AjdTjvJaH+/nnnycvL4/nn3++6sL1ABt2kuV+mtAKX+F5Nvyj+hPHtUWEay0YaXm0ynAO7ZfpiKRnIR1y3oCgA/lwhjHZK9TPeFUxY5Au+qDwmFKea8lOHh9yNwqSYzTFyY3Mpgpd3jpArtSIysqmIE2fLQxoeoqVSghRbx4jXY0nJAoyxrvP+SqS6i50gP/DRXTkKUAmsBN9yugLflY48BsU5OQwf/5Bvv76bw4fLvtOjQNC6NQpmF276vY+DxxIY9OmJK6/vlO1Kfy8HWlpBUREvFiy7YnreMaMlXz11R5WrRpPRIQ/ffrMY+NGXa78/vv78OqrlU9W/o3o23ce69fr30FUlA9JSd4VQpGXZ6dz53fw9TWydevtWCzuntCTJ3OJjX2lZDs391H8/d1DEw4cSMXhUOncufwy/OHDmbRq5Z415y1CRbXFyy/rBASXXNKSgYM+pF2XQP5ecRd33fUT7767GdD7LE0rf58ZGQXs2XOKAQPiz6gNTqfEbC6dyBiN4HTW7Ht96SWNxYsl77yj0LGjdzi0lLkuZJLuKPKJlxRMqnn/+Vyi5MkijghD3zyaNU0gwpjOV3SnJYH0P+7g7wITiuLicIyJ5nXsLL40K43lSaGAxD8km5yoms9Yom0nST7aBFwKVksWJrMTv5BcHg4M5AEiGjRUtLY83NG9YuT4TbfXaVvmiKcr5eEuMqAPAEOAE8BG4AYp5e4yZe4Gukgp7yhKmrxWSln9zOHy11wvpfRMXVcFvNbDDY0XUrKdNK6TJ3FgJlRu40Oac45oWq7cVYYrwKBnkWiuNPK2XYJpfRrWwR9Dx0HlyiuXPAM8g1ZQQNBDdfPWX2gYy4XgedGkCA4KUIpWUHwpIKlmk7Jqw4VKZ9d2ThbEYjUVsNUSiyyetUuBkGC0WEib0rrCc1S0sOFjhqV3wIxfYXcEnNMMrlbA6YQHbylN9ul52Sq2bMmg/ATWCZwiL8/dOzJ+/CE++WQvEIGi+PPBB3FMmFAlf70b2rYNp23b6lGTSSlp124uBw9mASaefvo8pk8fWGW9hkZQkHt89d13u/d5kycvYe5c3dho0uRlAPLyHsXPzzvEG+oLF130Eb/9pofw3XhjJz777Dq34+vW3eahlvfA39/C0aMVs/wEB1tLVmwUBXx8yg8Rq1YlcPvtepjF229fzp13lq7nxccH4+troKBA72NefLFxqPDqEg89VKrImpFWmkA6ZUq/EoP7ssvK92kZGYWEhemT1ri4QBISHqh1G05PZgwKqtl7lpAADz+sS54PG6Zx+LB3hDk9PlTy3M8STHDkhto5K56IE9zQ1EF3ZzpCgF1aUTGwkQxaEsgWuz6oaJqR5ackk+KLtzX6u1I5ikpHAW8bw2gnKs4r+UPNY8gJA5qm0M5cyN4YfSxZFhzONEMWhzXJN0G1Wx5IssaQ3M7BZGcKq3MEsyw+3BJQ8TjpjWgMHu6imOx7gF/QaQHnSyl3CyGeBTZJKX9E90h/KoQ4hG4Y1IoBXgjRo+jjSiHEi8BCShMnkFJuqfIc3urhnjVrFjk5OcyaNatBrlcWr7GD16URTSg4pYlHSOV+UbnsedqJSFxNbBhTVUJn5qO87gCj93BrLmQm+0nlOJ14k4ko1K5zK9BUslCJUcp3+H+wjytywnC69GNPBduxOi08mQORJieHg+s/qXPChD/57LPDqGomkF201wzE0bTpQDZsaEZenkb//ipCODl16kf03AeA/kRHC06erL+OLiEhi/j4NygOITOZ/HE4Hqq3650JnE4Xn3yyjREjOhIc7D5B7N79XbZtS3Hb98cfExg4sJR+wG7XVQSLRVK//no411/frd7bXV/IzrYRHDzHbV9tYrSnTl3OCy+sBWDTpkn07BlTrXr79qUyePAnBAdb2LBhUr0lnebk2Fi69BBXX90Oq7V8HxYR8SJpafoafni4D6mp3uXF9xZs25ZE9+56uKmigKq6e6SdTpXmzV/l1KkCPvvsWkaP7lzp+dasSWbgwP8RHe3LsWMP1ijsMj0dIiMlqgrDh0u+/75hVuIkkvD9p8g5EIRqVEgZbCainghchrmOsVk6CTGk01Fx8jnnYsHAx9kqk1I1Qm2S4x3NFC9CfqrmM1nVRaYU4cKsaCQbKqZ/DUlLJysnBAAhnGgt/p1J37X1cEf1ipVjN9VtDtPL4kmvUZoUQqys5LCUUnpO9CoDr/ZwNxYm0oGfWUaCbEoPuYVJompKpWL7VRp1T6634VrOPGnpA+0YU6VASkFvzc4yo3uOQBdi8DFl4nSZsRhtjBXBNLdYeKgaypd1hfnzBzB1ahc2b04kLi7IzQAsxs03q6SWhBhb0A1uATi5//6aZavXFLGxgQQFmcnOtgMmxo1rX6/Xqy3uv38pr7++AYDdu1N55RX38JA1a24hIGBWiTENlBNqad78dbfjo0Yt4rzz4mnatIKEBC+Hr29549NkqrnhUmxsA1xyyaekpVUvLv/RR38nOTmP5OQ83ntvE1Om9C9XRo8jV7FYat+1BwZaGTWqYuPvqacGcu+9ywB4/vkhtb7Ovx3nnBNNjx5R7NiRwmuvXVru+AUXfERSkp5EN2bMd4wY0QFTJaTS/ftHoapPVni8MoSF6V7u/fvhwgsbLuztAE5y/wnElaQbp/dugy8r911VCImkbWouKZqTFmEHuMIYykzaljhxlhiLQ3ndx6XxQQbGB5X/XnuXIdlWhIY8LY/uyVOS53JAqHA8HvpYVZbnFJevn1XisxmNwcPdkJBSDj7Tc3htwGlOTg5Wa8NymRYjABPLxZXsF935XrkBP1G1pzokbAt+m1sQ9FkA4s5fvMq7XVeYT6qeKCpgl1b+eCiBPJwZRauTEJinsNxWM0WzuoCiCDp0CGbs2K4ejW2ASZMMGI1gNJqYMKEvitKKdu26oarteeSRM8sYsttdnH/+fCIiXuC119aWO2406kwdUk5Hysd4//0zILb1gMce1/Dz17jzzjP77ouNbYBXX91Q7rivrxlVnV50H/rf6RRz0dHlcx9O5+J+9931CPEMQjxD165vnVGb6xsmk4H8/EcZNqw1I0e2w25/vFbJ3WZzabd7/vnVV5OcOLEHQoDBILjiivLiV1JK2rR5E6t1Juef/2GN21VdTJ58bskznzSpZ9UVvAhDhnyEEM+gKM+QlVVY79fbvPl2nM6nuPvuPuWONWvmPvE8/be0fXtyybsxbdqvZ9yW2FjBhRc2bOx2c4yYY/TvWYRqTKs5PXwJvrU5OJTlT252KEk5zVhGKtvJq/X52hvM7DREMFkx00oY+FAJRyK5Lz+FWzMzeSULUEAa4YU0+MW/CatinLwfVshYs5W2/2h8l+fCpXkYDP8f/zoIIR4UQkz0sH+yEKJaanxeG1IyZMgQHnzwQa644swNElWD7r8fILEwjOg2x/mjdUeamKo2iF1oqC4HFmECD7zC/yWkUcAFchc5ahCaNHC5IZ//Ke7hAUdUlS75OnWTY48P5jY2dgcH0/w/9N316jWPzZuTSrb//vuWM1IOrCmMJomqCkDFVqhgsbgPsH/9lcHGjVmMHh1FdHTFeQQBATPJy9ON9ogIH06dqnnYgJSS3r3fY/NmPfSkVasgDh1y75cU5Rk3UZSzPcGuOnA6VT78cCutW4dy4YVVMkm5obj/9WToO50qZvNzgG6Uu1zlJdOllKxenUBYmC+dO//7FT3z8x2YzQomk+55E6KUNvfcc2NYt25SRVUbBMOGfc6qVQl8/vk15cSKmjd/jcTE7JJtT+9GdraD1FQ7rVvXD/9/XSHJphFlUc5I7OofVaXNEZBSoUXMXoL9MvmV3oRRd3kjfXOPsGGfPgn+P/bOOzyqoovD72xJ7wkltAQCoQYpofkhRekiCqI0C9gLooIiTQQBAcUCqCio9KIoXQSkN+kgvSe0kADpddud749N2+yGhNSN8D7PPtl778zd2ezdvWfOnPM75SvFE5XijTDBlRqCqukvsypeoWdkhqKIQg1PA5cqlI5zsDgoaEhJhdAqss8h66JthWGmGG5PISUngSZSSn2O/Y7AQSllnmIydun/N5lMHDx4kJYtC7j2lIOfzydw4khNkIJ4kzdvaCJYUcs6CTI7R4lluGk3gfHhfLFjFF5tjoBfrSIZT1kkDROK0OKmMcduNsD6B8ZTCFQmgaKWKFKNlCpyzv2lBM/NkGiSkAJCLwnvqaLafyQcLqdKSUnLWz7eTbJmLTRupFh4UgEuXkyhTZvDSAlDhx4DbjBmTD0mTLAOC0hMHM3ff1+kShWPApdaF0Jw6NAbd23Ttm0A27ebkxCdnOxDOaG40WrVvPZawe4hd7uetFo1Y8e24bvvDjJq1CM22yxffppBg1YjpeTUqbeoXt27QOMoC/j4TCE21pzT9MknbRg3znJFuHt361WCkmDz5ss8++xy2rYNZO3a/rl+psOGteLdd82hO3Xr+lodnzJlLyNHmj3fDk5+6FLfLr5BFxJ/p8Ivpgep1UTXUDisxGPU+NKSWnhRtCvJEbos51CaBFnL+rMpb+E/klzPsZj4bTQMuQ1uEu7UBge7jSMoWopJh9uekDmN7fSdOpHPG71dXgqnT5+mYsWK+Ppa/8gUhOblHBHpgdUqNxNPe+etELKZm+hUDlzyCiLWyQfO/5lnn/8yVXDnGSQO6AgmjXexXhv0Uak46+bN48lqvIITGeqionoO7/YNHSQqmOVIHEFeEbT7x3pJTkqYs1jHH6tS7LoAUk527BhI16418fFxZuLE9rRsefeJXW4km+CqtUxynqxerUIqgiNHtFY3cqNRZvMmC0DDxIm72b49PLONokheemk19ep9x+LFJ3FwKN45+bZtA0lNHUVKyihSU609sg+4N8aPb8+dO8MZOrSVzePZK0cajf/tpfAMYxtg1iyzmkhMzId06BDAqlXPMmZMW0JDf6RKlS9JSEjL7TRFzi+/HCU2No3Vq8+SmJj7l3zIkBYYjWNISRnF6dODrY5/9/3BzOf6tHir4wD9+u3H23s14eG2j5c1vFUqOmi86EKFIje2Abb6lse74h3cysWxt4LtVYOH3VQsqCBp6WKksYeJZb6Wv5Ef3DHXcUtUwfQo6/5GE1wpeCTMA0oRIUSF/OzLDbv0cO/bt++evNsTJmxn0aLjzJ7dg7ZtA62ON/J1JOo9HRvSwmnvVIUqDnnH6T5PdU6n/kuDm3uplJIMHYungmBpY5IJnNVNxEnbiSD13SW8PqUJn961BVTSqvjVP3evWSVHcBaQqkhzJUkneNzf2qAObJHM1YMmUKno//wtFs/L9zVdbJw5c5t69b7P3M4piQbg6Khh/foBBX4N7Q9gjAAqAaHwYgWYV0QRKXXquLJ0aX1GjjxMeHgEYC5dHxGRkNlm9+6rzJ17DDBXzvz111OkpIwqVk+9LSWMBxQNUkp27QonLc1Ip061GDAgBA8PR8qXd6VWraJxaJQWR45cp2nTnwHw8nIgNnakxfGOHavz999hAPz5p1kJzNvbhb//HghAcPAMLlyITe8/1aaOdnEwYkRrLlyIoUuXIDw87r60p1arcXa27TXcveuFdMUj6NLNejX7228vsWyZOY+kenU9UuYj+f8+p6ZwIrpq3uEhz3upeN7Ltr+ymxOsTAMUeCpHfnhYAtTYBAhQGcHUp/BjthdKQxawhPkC+FMIMQzIkABsCnwOTMvPCcq8wf3007+yYsVZANq1m8+1a+/ZVEEo5+DI8w7m6lJXiGUGK/HnOJ2pRghDrdpXxJm5Lv0gqB8EzSzEu7FfFHRspAdHHZvgwnLayzs0EgWSqMw3KgEpnQAEs64YqN9GRRtf6y9pRFi6Ea4oHD5SAFdvMfDVV5ZJkFOn7rYyuAvDpQQwXsGs7HkZCITtOYpXvrAEFu4EnKCKF5wYDl73IOnet28l+vathIvLZ6SmGilXzpV+/UIyj9eq5YNaLTCZzP9/W6sLSUl6atacwe3bKcya1a3A4REPKH4cHCZgNJo/Qzc3NYmJY+jRo+iq7JUmL7+8LvN5XJz1b8SmTS9w7Vocb731J76+1lVSY2KyvNq2FtFMJhMajTkm3sfHKd9VXnU6Pc7Ok5ESNmzoS+fOlv/vhg0rcPBg4WPHAwK875rzEBV1d6+90QguoWAwwQevwhdltyCoXbEiwJw3JrDWT19+jcyaGYpdxhc8IDeklAuEELeBT4EGmLV9TwGfSCn/ys857PIj37dvH61aWS+JGgwmBg/+k+ee+4O0NHPJ6VOnLEtIm+XW7s4EdnMGT/bQnP0cxkhs0Qy8jKGQxB38kAhScOUW50v09d8M0No0tgFWLHdEXR5cq+rZvql4pfryy7hx7Sy2p0+3lvoqDBWdgYy6PN6gcYRfs3m35xyGhYuBqxIi4HqspNw4a0shNHRZprrBww8vsvlaKSmjkPITbt36wMJ77e/vTlzcR2za9DzDhrXi+PE3rbzbx45FEhWVjKJIPv98byHf9QOKkwxjGyAp6b8lZfbtt90yn9vyAicl6ahWbTrr1l2kRo1vSUqyNMrDwt7F2VmNSiU4ccK6Ql63bksyn8fEpJGSYrA5jpyhOa6uUzIN+C5dluX7/RQ1EybUp3LlYISozE8/NbI6/to4MCQDaTDt5xIfXomxmDBWEFair6lWWRvbAO/WAWEETNDYeg5Y5jGhKdKHvSGl/EtK2VZK6Sul9Et/ni9jG+zQ4I6Li+PKlSuEhIRYHWvR4ie+++4QixefpEIFswd/x46BuLiYP5j27QOpXz/vBK8APFCh4EoSWoyosF26/b+OBl8aK55U4Rq1lCs8KvLnwSkJnminxRjlQdJVPypWLLqQg507r/PKK38TGZl4z30rV/awkMHLqSpQWFy1kDoMZr8OCUPB0B5aZLs0j92ETKlYxfzcmGZpcEspOXz4XOb2P/9cxdFxEr/8kmcRrEzc3Bzp2LEG06Z1IjjYOuygRYvK1K9fDicnDZMn/7d1mBcsOEKtWtO5fDm6tIdSILp2zVJBGT68aJLQ74UhQ/7C2XkSbnkc2QAAIABJREFUb79dNDkwp05FZU4mz5y5lfldTEkZY9U2MtIyUPbWrWSLbXd3R7p2rYmiSEJCfkSns8x+e/ppS8+0k5OlAXD9ejxCjEernYAQ4zNXg2wZWqXF9evdUJRnePll64T/3h3J9LZqskVR3IpX0LwfjxioQ/SViL4Sv1EJVv3LAsM4xXAUhmBiKkdLezg4qkHpA/JZONK9tEfzgJLG7mQBr1y5QmhoKJGRkVSpfpTIKD8wrCO0qQO3b6dw5Yo5+SM32StFgR23dTj73KKZthJqGzFFCpLTXEHHERrSCS1uVm3+C8RdCybMR4NBqglxWoGz5v5VWQE4dOgWzZr9kL7lRFra0MwCIXEJUL0NJMfDht/g0aKLFCkyFAUchoIpWoILoIOZrwgGt85qs2JFBE8/vZCs6pnOgIKrq0JS0iiL8+l0RrZtCyMiIolBgxqVuKKKvTNv3lEGDVqTuW0wfGylQvOAu5Nd9lFRxlpdY5s2XSI+Po1nnqmfr/Nll/WDvGUkK1Waxs2byVSp4sa1a9YVXbOfr3JlN65ft2yzZMkxvvlmPzt2DMLZ2VJ+bsSITUydmhVmFhf3EZ6eTuh0Bry8pmI0mpg//wmGDPmb999vyejRbfP1HkuSUxdh3S4YPtCcx372mqRugyuQkAqOBuhpdnwJRyPKvII5Pvpd17My1YRXxQTedXZghNqrxH5rnuIQB/ECBN2IZA7WxaLshcs3oOtkmNwfej1ceuMoqCygX2iAfOLQyLwb3gPzxJt2IwtYFNidzz4gIIDAwEBWrdpK5O3HzEG/mv9x6NAabt/+gKZNZxMXp2PjRtuJaUFzTYRHO1Cv9R0eabWbH0Q/qzYqBA0IBAKL9b2UNEZ0pBCPB+WRMoHrXoIIF38EkpNpE2mmmV/aQyxVIiKye7wEBoOCY3rO0h9bIS7dg/zlL/ZpcKtUYPwGMt1SNggOdgMyPHUumL/iCt27ZxUByq7XnMG+fdeZPfuJIh5x2Wbz5ssW26mpBqty6teuxVGt2nQAVq58hqeeqldi4ysLdOtWiz//vECbNtWsjKy1a8/Ro4c55GLs2FuMH593ITdnZzWpqfkPjYmI+CDfbQMDPaz2LVp0koMHI3Fxmcz8+T144YXGpKYacHH5zKKdq6sGT0+zm9jRUUtq6hgSEnR4ek4BYMyY7bRuXY22basD5vjwefP+pWPHGlSr5kVpUb+m+ZHBxsOYjW0AvQMZuq7B1dOgAKogB1MUll3TAlpuA9MCommkcqKrKNp4imT0dE25jJt0Y51z5cwiXIt4iKc4jANGvqVFkb5mURM0DDDA0zMgqTG4lrGQk/tAFrDQ2KW7ZsCAAaxZsxiN6ipgANNJ/Pyc+eST41y9+hAJCVVRac1e6Y8/0eNY34Dbi0YOhsO1WAESboX7E81/K2bxblxkLmeoz2k68RbTATd8dDEIJM7GNGqoni7tIZY6PXrUoHPnh3B19ebHHzvg5pblserTESrWAGdvGJOLdLSiKDz66HwCAr7m4kX7DDFo0MCDTZtextOzGeAEuHDnzhssW9Y7s82+fdet+uVcbn8AzJ/fM7NQR+3aPlbGNkBQ0IzM5z17Li+poZUZ1q3rj5SfsGPHIKtj2ZMWb97MCvEyGhUOH76BoihMm7aX2rVnMnr0FsLD40hOHk2LFpVo1Kg8RqN1GMm9cujQSwDUquXJ7t3WiYx//XUp8/mbb64H4Lvv9lu0CQx0Z/DgZlYJxomJuhzbWTHgrq6TeeWVtQQETKdCha9QqyczZ86Fwr2ZeyQ1VaLXW4558BMCbaA7qFWoqkPsLwL5q+DsJ/kvrGNUQPwuEUskrTZnhekIjTkOzreIzY5vkmNw36Ni96kgtqY50TgpMvOYG1o205L1tMaxGGQEiwopMYcLSkCBVPvQCXiADYQQjkKI/kKIUUKIsRmPfPW1t5ASgMjISOrWrUtERAQODg4oikSr1SDEDqAaIBGOe7hw6nlq1pVmh19T8GohmPW65KMzNwn+37+MKV+Dtvw3MvJzcjvhCOuTp9PMqQv1vPuxjScJ4CASwXTeYQYjkIqCwXQaraYOQtjdYkaJsXNnHP/+m8TLL/vj4lLwGfizz/7G8uVnANBowGCwXs5WFLPWtVptv+EZOp0RJ6dJmduPP16T3357FhcX+70h2Svly3/O7dtmj6BKBSaT9TVRo8Z0wsLMEox//dWfLl3u79CuDKSUTJ68m6ioJKZO7YiTk4ZjxyJo3HiOzfaeno7cvv0hWm3JedHq1JnJuXMxAIwf/whjxz5q9f3JwNVVTVKS5SSgW7dF/PXXJUJDK3LwoDkxU0qJSmVLYNURKUcU+XvIiV4vcaxvhDQNaOHttxS+/aDo/qf74qFVRsi+SrKpm8K01DS8vFIZ7ODKI8KZz26ksSbexF/BzngXMkzL/VQCSTfMEwLHOgmU80zmmmelQr6L4iM+Beoug8EhMCrbSuqAr2HJfmgXDNvy0t8tRgoaUuIbGii7HCraWgpLxMt2F1IihNgAxAOHIcurK6X8Mq++dmmFVaxYkWbNmrF27VqeffbZzKrqGs1tjMZqwB2aNq2ItzeoNWAyAZ7QsAr0rSPo90FFrv7hz+ZkyfkfFWqVt0tHfoFRMDLbfSHb3J/hV3QsU8IJUX3MGd4gDk+aYtasFioVDqoGpTza0uHaTYVzl4zUqqrQqdO/ANy4oWPKlKACnzN7/G7GkmV2hn5o4Otp6S4KrtC1axLr1zct8OsVF46Omv98CfVTp27x+++neeedFvj4FN/abGTkh7Rp8xOxsTr+/de2Vn+GsQ3w2mvruHr1/WIbT1lCCGFVEfPHHy2Te318nImJSUUI29J9/fr9zrJlpwAIDPRk165BNmVh75WTJyMICTEb/qdPv0Hdull1ALJ/f7y8pmQqYyUnW6+orl//HAaDiQ4dFtCr1zL++KMPQgiGD3+YGTP2ExDgmWnQ2woVu3gxiVq15gA6vH3aEBNd+ODeDyboINURFAEmyc8r4Nv8R95Y8cQpI+suq0Et0TZNoK+rClzcIE2gddPT0cORjh6ukC5OsPC2wujL5tUi/8NppLUo3PezTfk01ke4gwYc3ZM541b6NRty47HPYethQMDoO+DrBK+n60Msfh8Wl+roHpBPqkgpCyRRZpceboB58+axfPkfvPvuVwQH+xEYaC6mMmvWSSpXdaNH90AA4uJg1W4F94oqnk6fB4k+EhwFpEr6t4xn8bDSi5ErKhJvf8uPqvOccK9Hi4iDhAdU4zChgGSJrEQFVZPSHqLd8L/n0ti7OAqIAW8X3I23MBgk06bV4O23C1b5EcyeqSefXMqFCzHs3DmQcuUsk209vXUkxGXcNOOAk0j5qNV53lsFJ07D+z2gU21weOBYLlJSUgx4eEzGZJL4+7sREWGdLFeS+PpOISbGbJStWPEMPXvmHuetKJLHHpvP5ctxbNv2AjVq5F2k679EQkIaXl5TkRKCgrw4d+4dTpyI4vz5GJo29ScoyPL/4eg4Ab0+S5avR49gVq+2zNvZujWMyMhE+vULyXeyXn6TM8PDY6he3VynYe7c7gwcaJ5gm0wKnTot4uLFGAwGEzdvmvNHunYNYv365yzOMWTIn+zdG8X27c9ZhLkBdOy4h82bt2CONaiKTvcSDpZNWLk6lk+n3GHBvOqE1M7bh3b4uELoUylgdAUH2LAYOrco+Iqc2KpAvLm/ql4aHoHxxDrmLuU67rrC+DBz6Kdaa8DYyvINJRoUakTcQjqY+KV8Gj3UQUgkwYnHCU8NxEGjZ5mLE084ZYW5KEqGQoz9riwCiGeBjMg0J+jXG5Z0Ls0RWVNQD7dPaHXZ8dC4Ih3Lb2KgPXq4ZwMzpZQn7rWvXXq4Aby9G7F+/RusX/8T4MLGjQPo1Kkmb75p6bH18oKB3S092K5CT3KCA/gY+eHtsm9sA9yMm822mmORQsV198p0jjQifPdTLzGNCr6fl/bwSpUzN+F0sqRzALhpBQd26oEUQEJsMj1fCea9t1xo1KhwajRCCNas6Z/r8VmzVAzor4A0ADfw8rKenL6zEb69CrjB1jFACKSNBccHRneRIWVWCXudznYeh9Go0K3bYs6fj2bVqj40auRfbOOJjs5/mMDs2YfYvv0KAB07LuTSpXdtttPrjQghSjS8oqjo1+93li8/zTPP1GPp0t4Wxzw8nKwqPjZq5J/r5/PJJ+0YPXpr5nbPnpZSndu2hfHYYwsAOHAggm++KVrt/MBAH5vG+MqVZ9m61az9rNFk2S4xMSlWbR97LIiZMw/h7j6ZnTsH8sgjWQnOEyeGsHnzfkCPp1eAlbG9alUyvXquBCQN60eQlNg2M9nO2f0MaUnRVKvuyZXLWTK7TRuqSD3twtUbCsFBhb9+OpVX2GRUgYOCxi+V/+lcs4xKG3xSWfBHrJHLqZI/aluvPve+EUOqrwaEhveiE+lRHo6TTFhyNZQ9TuidNbze6ipPOGV91vZuaGegUqfnoSqADyzuVMoDKkLMSZN2a1IWJa2BgUKIMMxl6gQgpZTW5V5zYLf/nZEj9wBBwGkglB07rtCpU808eplJWpbxbf/vWDGVfYfTJnY3J93q0zA2gsdq/sRjAGW7OnOBUSQYTRA0Ha6fllAVqKTwb381389w4bU+PmCMhuru/DizHE5OxR9W1L+vlv59wWTSkJzcAA8P6+svOnvxN7X5EZMM/tnmhUYFPBdKUgxQvrrCzUdVqB5I9uUbV1cHdu8exPz5//LRR7ZlwDZvvszff5tVSAYOXM2xY7YzZdPSDGg0KjSakjFsmzTJij1t3Ni2kVm79gzOnzcX6+rSJYi//nrOZjt7JDFRlxkCsmzZKX788Yk8y5vfjVGjHmHUqEcwGEzo9SZcXS0t0ri4rMTFnLrcGUycuJNffjnK5593pHdv8+pDTMwHlCv3JVqtiri4e4+rDg2tlFmx9csvO/LFF//g7Kxlz55XrNo++2xWsm2XLotITh6dud2ihQdSDiUqSoctp+O2bclkZtspyaTpzOoWjk5b0etiAR1Xw1zYvLkmHTpkhW44OakIvofouqVXFJ67JlG8TNSsnMJ6T1dqqcy/bxsbaMx191AhpXeeqwhCCE6E5H5v7uHmyG6jAaFVqOhk/swCcULZrUUudMAoHYhxr8TjDS/wp6f95UOYTKBJVxzBDf54Cnql1/EzLYV1x+DhIPDJfx7qA+yLrgXtaLchJV98sZfhw2cC/1Cp0juEh79n994cvUxE4IhWOOTdOBsGJZ5Z10dw5U41+vk8TmhgnhOl+5boFKjwOZiigVTARYID4CEAyacvCj4OuPs5ShOTAp3mw/ZjoHhD62qw6yXLNl+egg+2SECAl+RQX0lTh/9WHkJ+6NFjMWvXXgSgZk1v9ux5mfLli6ZI1a1byVSt+jV6vYlx49ryySftrNps2nSJLl3MlTp37hxE69bViuS18+L8+WjCwmLo3Nm2MZE93CG3RM3+/X9n6dJThIT4cezYm6jspBqLXm/E0TEr4bAktM2/+GIP4eFxfPFFp8zE4BMnbtKw4WyLdk5OGlJTR9s6hU0URWHPnmuEhJTHy8s6DjktzYiiyDyTkdu3n5e5qmErJOa113YxZ85WQBDavAMH92fFcRsM4ON7gKTEGJ54pglrfjMXfhPiV8wOJx3gypkzXalTx3ocJ6/ApQh40rqwcyZ6IzhuUSBFmH159U2UrxpNlFPRx0rvVm7xuiGCJkYnumg9GeCQNekst87IndlmG8BpVAJV60Rx3is48/gT51JYF+GEs2MSzzW6w2yXGlbnLwnUr4DijHkepAK0kHc6nf1Q0JAS79Aast2hz/JueA+sEv3sLqQEQAjxEJCRgLJLSvlvfvrZrYf7ww8fZvDgxlSpUoV//nnG7o3tr1OnEesUDQiap1alu7PtBCpbrIp/ieEbzOkS0TUXMu+BwZ0rLeaDKQ4Iw/yDFiQgRYKrhDoKI6ra33UyawssXgl/jIcKvrDFWiHNgg7+pOdPSXCS1Nbcf97tgwevZxrbABcvxjJ27FZ++MG2VvitW8l4eDhaVQPMjfLlXUlNHUVqqtHKK5rBmjXnMkNTVq8+W2IGd3Cwr80KnxkMGNCAxYtPAjBzpnWIxPbtYSxdavYinzhxh6CgGYSFvVc8g71HHBw0nDz5BuPH7+Tbb7uWSCGhDz+0XuV45ZW1VvtCQnKvUjx16m7GjdtB585BrFrVF4CWLX/m4MEInJ01xMePsLpH5fda3LZtIOHh0SiKpEYNP6vjy38/m/5McuToDYtjWi0kJjS3cc5OtG+/D6jMqDGVbBrbX/0Nw0YDEmo+BBd+sj0+o0KWFoMaEKAuBr/bXuLoL2MQDk5sVmkJwlKq9GY3NTVc9UQ6GPCsHc2fbpUtjq+75QwGQarBneXhyUyol0yFHFWkT100EFRVjZNj8V13Ssb/RgBG6FTwPP0H2CFCiHeBV4EV6bsWCSFmSyln5tXXbg1uAGdnZ55++mkWLFjAmDGF11wtTmK1saSH8nBROZ1ru9P6S8zTLSEtwZEOeoUe1UegyRZ/phJKrn0fACHl4VJGPRIBpMDSEYK+NQE7FN33HwKR3wEKVNwId46Abx5LiQ/5QPSrghNJ0MZXcD9Gk9iKde3VyzLZMDFRh4fHlMxtIeD8+cHUrJm/OCuVSpWrsQ0wfnw7tm0LQwgYMaJ1ru0yuHUriaZN52AwmPjnn5epXt07X+O4VxYteppFi3LX1U9IsNR/vnPH8n8ppcTRcQIGg0QI0OnGlKhDo379Cvz22zMl9nq2WLLkaWrW/DZzOyxsCAEBuef7fPrpTtLSjKxefY7o6BR8fV04d86sxZ+aaiQtzcj+/dcJDvalfPl7zxUJDMz9mt3895OEhi4AnJj9Q5aOnLf3ZOLi9OljGIWTU5ZR3a6dN1KaV74VRWI0SotYcoAVBzE7LYAwa2l+kvXgM02iT4Vmj0iOaBVkZSN1PfTsdrCeGBSWoyQhhUAgUatNnDUZLY5rVIKr7R0xB4hb/4/9XHTcSXNE7WiEigY8cwSSVwqO4uaFM6B2JjW5WZEY3S2+v82x6y7o45x5sbWOef2dmdIbRqwAoYatQ6DdfVIL6z4qfPMy0EJKmQwghJgK/APkaXDbxzrjXRg2bBjffPMN4eHhpT2Uu9JKaQ+KgkZnoJvDixbHTNKAURqQSL7VribZzYUrFasxW9QCRUcPj6XMfvxDRrX4ku9b9S2ld2AfpBmh8S4TYp0JpyN6DuSQ2lrRC754EgIfgbFvgvyJdGPbPok8TGa1NmIhKiF//XycoK0f96WxDdC5czDlypmX6R0cQK8fQ6ccrqIePZZabEsJ+/dbegABIiLi6dfvN3r0WMKyZSfzPQZfXxdOnXqbkyffxtfXJc/2M2ce4Pr1BKKikhk3brvNNooi2bfvOklJxVfZokePOtSqZZbGU6ng/Pl3LI6fOnUbg8FsaUkJGzdesjoHwJgxW3j55VUoyn/PCRAU5IuUn2Q+AgPvHnv84osPIQTUqeOLt7f5uly9ui9Nm/rzww+P89pra3nkkXn4+39V5EWkmjYtj5QfIOVgXn4pEIC4uLRMYxtg4sQ9NvvOX6JH7WBE65RG7eaWPz6r3gVtIOALv4wAzTsg3gPxHbReD02Wgv46EA0H96kwdFBjqufEyfIeeKVr9UopMRRRmOlrVMYpRYfRqEZtNLFUWzfvTtm43dSJuLaSr5umcNqrPE45/Ik3L5vzHjClERlT+Gv6rfXJHLjghz7VBZWnkcV7zebUR11BzgHlh/vH2AazwW1EXaQPO0WARVVFE3cr/5y9o73GcGdn8uTJbNu2jY0bN+Zb1sleWGkYzUzNw8TjxQDDai5qKyKQXDVVwT8sitk137GwqpKJYgdj0OBCeyajJe8b/X+Fw4kQ+jcQJc2XcGXQ1DRiuEuCjb3z0z54tTuggwptIPLPPLuUeRISUvH0NCvneHpqiI4eiVpd9HP7n346zKuvrsvcfvjhKmzbNhAHh6wf6l69fmXlyrMW/a5de58qVazLeBeWM2du06jRjxiNClu2PE+7dtWt2rRrN48dO67g6KgmOnr4XT3sxYXRqKDVTsjcTk4eZRVnnL1YD8DAgQ8xd+5TJTbGskZIyPecPHkbgCNHXrNKeI2NTaVfvz+oXNmdOXN6FFpVw2RS0GiyPsNTp96iXr1yVu3qNk3m7L/p8eWOcchkS1lFKaFuZwjzA33GJRAEVIZW5eGfv9Lv90ESOczyOzzmEkzabS48V7NRGhca5q2nHSMVAi6mkhTpSIfyCn/XLrnrf9wXOiaODaNpO2/2/1X4+POui5PYcMgcsiI0Jvw0qdyaXPYzIQsaw+0ZWlP+71DRKqb9JZ62uxhuIcRQ4EVgZfqup4B5Uspv8uxbFgxug8FAixYteOeddxg0KI8A2FLmuhLHRb2Otk7lEQhGyLGsEU+hSBVN5UEmqrrze8JPVLkTz7MBE1GrnSz6X2IDx5gNqGjNGCrQqHTeSAlxQzFR63wyigsYkzWYjjtDlDk0Bz9wamggtUHJGyX5QVHApT/o/gX84OrvUNV+ay6UGF5ek4mPz/K+LVrUkwED7j0v4Z9/rvLww3Mzt2fN6sYbbzSzaHPu3C02brzEkCG2s75y6jQLAZGRH+Qr+TI8PI7ERB0hIUX3oVasOI2oKLMH9MqV96hWzbpIy+LFxzl/PpqPPmpdrNU/FUXmavhpNJ9iMmX91guBlVyfl9dE4uPNjp4OHQLYsOGFYplYlQXCw+MYOHAlrVpVZfLkDlbH+/RZzm+/mUMN58x5gldeKXzdBIPByB9/nOHJJ2vj7Gz7N/JymEJQ7VSQJl4ZrGXO15ZG8f96wt5VQDmgO2Y/XQNwLgfRfeGD/ZLTkbDhSXDMEZLisAEMEen619UMmDqYx3A5WU+tpSoUqaZ3c8Hyh7L6PJMaz+8bPMyhLK4S2blsXC+d193kjlRzqHv5TP+Y0QR1p6dwK07Dr88IupRhx1B2CmNwtzz0VZGOZZN40u4MbgAhRBPM8oAC2CmlPJqffmXiatdqtfzyyy989NFH3Lx5s7SHkyuDk9YQ8pdCx7Xe1P/XvHTd2eRPFXkNT+J42hBPdfz50ONj+tWYZmVsA1ThYXypiz9N8aN+Sb+FEsGACSU9zmKOXocu0QmNjx4H/1Sz6oiLBCcoF2DkTj4KOZQkigJL/jJxI0ry21HQ7QbuAOfgkaGlPbqSx2RSOHQoAqMxa4WtZk1LL5otz1t+eP11y+WA4cM3W7WpXbt8rsY2wK+/ZsU6a7Vw/PibeRrbKtV4hBhP9erTadjwB6ZO3W2znZSS1q1/IiDgS5KTdTbb5GT9+v40b16JiRPb2zS2L1yI5uWX1zBlyh6+++5ArudRlMI7Pu7mZd22LSssTgjo1s1SMWXXriuZxjbA5s1XqF59eqHHVFYJDPRi+/ZBNo1tgJYtswpu1a1bNPHPWq2Gvn1DcjW2AWpUVyH1rkiDh5WxDZA5P7oN2oNgmAPJgyF5ADhr4Ek/wfb1Aqe3BZ8dtuz7ZhDgBDhDh4pZ11KbTWkoiWpIFPx+3DJ0o61aa1aVAnCUNquH2hPzz0nE55JNZypyJLwcDrOzwoW2nIeLp1xIuOnAzjv/DWP7AbkjhPBI/+sDhAOLgIXAlfR9eZ+jLHi4MxgzZgynTp1ixYoVdhla0j5iIzt3PoaUKipXD+NaywfpydkxIWllOsQdkwue2gS8heBHUyj1TunRVk5D5aDQPcWdZRUKrstb3Hg0TyDxYBQ4OrBxXzU69xKQCDjCkFEw/a3SHmHJcPDgDTQaQZs280lK0uPoqCYxcWRm8l3PnkvZtesK27cPpEGD3KvO3Y0lS44zYMDKzO3332/BV18VbeGSnFy9GkdAgKXh+MQTtawKHi1c+C8vvLDKYl9u1QjvhdjYVGrVmklSkp4VK/pYGboA3bsv4c8/LxAU5M2FC++Uym9heHgs1avPsNjn7q4lIWFUrm1UKnOCZlFpmjdo8C2nTpkTFx9+uBJ79rxaJOctLk6ciMLZWWs1Ic0Pq1adZe7cY0yY0J6GDYtuxUVKCOkKkXFw8W/wyhER4TMSYtPTIkR1UMZn9av0LUTFw/e94Y06WX2e3B/Dmr3mhGFtDYn+SUu/XtCpKPQesQR6XSZiT2sudSn68K6iQnwhIWOeogOV3oBppHnG4Pc+RCemt/MCZZpl37gk6PoTfNQJnspnLPfSjdD/NcAZko+CS+Gq3heIgnq4PUJryeaH8oyquCe2iO524+EWQqyTUnZPL3iT3RDOKHyTpw5lmfBwZ/Dxxx9z7tw5fv/999Ieik2GlqtAtcAwfPxuMzDQUNrDsQsOcZW+/MlANnKeGK4a/PDWxqEWCvHSSC21BkNDF1J8fUhy97M7Y3vpNsmYhRJTujMv8Wq64oNOT+JtyaEtEPIsrF52/xjbQoynefOfaNJkTmbyn05nIi4uq6rPypX9uHNnBA0aVGTKlN1UqPAFM2bstziPTmekY8cFNG48i5UrrZV9+vdvmJnUZjKNLXZjG6BSJUuLo0oVN3755UmLfaNHb7EytosKb29nwsLeJSzsXZvGNpiL9gBcuhRLfLxtz/rcuUcZOXIzKSl6jMZ7TxAzGhX27btmsXKRncBAb1atyqoS6eKi4dq19y3aDBnyl8W2osCkSTst9l27Foe39xR69Fh8z2PMMLYB9u6NuOf+JU1ISIUCGdupqQZ69fqVNWvO0abNvCIdkxBwcgPc2WdtbAMMaZ/REB7JVuR5wk6IjACZDG/muB2vbuHDkmfS+PkpxcrYBjC6JlKv8llcXPXEJVqrERlNktCdRoLX6DkdV7IJu2/tkTRfIcnIE3bLEEMRgEbyUzZxnaGdMOcaSXjMsgA2AN4fwr5L0HMm2Mjltkn/AUAscBN8H8mrtX2RoVJSlA97QkrZPf1vdSlljWyFbRMZAAAgAElEQVSP6vkxtqGMebgB/vnnH3r16sXJkyfx9S25MouH5QnGyTMgJJN5hAaiUt6d7nOuEE0fjgPm3yt3EnA2BXBS0eChSSREOLPAjmPUy08ykfZ6NEIjSRrpi2mWhq+WGvnw/WgCaztzcbvHfakikr3wCoCHhwMDBzZi+nTrAlw5pftSU0djMJg4cOAGPXosIyUla2L69dedeO+9u1TgKEGuX4+jShXbMnH163/P6dO3LfZ9+mkbPv64feb26tVneeqpXy3avPpqE2bPtq0jfi/88MNBRo7cQq9edfn55yetjm/dmlXOXKNR4eHhyL//vpHvRNGwsBhq1MhSuNLrCyYbeP78bWrX/t5i34EDL9OsWVZ4RfZraeDAhsyd2zPf5/fwmERiolk6rm5dH06ffiePHvaJRjM+c0K/f/8rNG9uqS9tNCq4uU1GpzMSEOBNePgQq3O0a6dn1y4TgwY58PXXMH7KHdz8/XjyUTWNC6mUIaX5kb120qqz0HN++oYXyI8s+5yPhTofg0yDeSPgxWxKUs9fTuRft3PoYhx43aUWQ6tZunED9hi5Gma+3rzSTMS+UjJhhQ6/SQxa4DKgAvm++cd9wkGJoxqGN7m3H3vxtvk8KDDzBRjcIuuYyQQO3UAxwMD+MDe9AKnwA/SAgMot4Pqmwr+ve6WgHm730GAZemhG3g3vge2iq914uDMQQmyRUj6W1z5blCkPN0CrVq3o27cv771XsoUcJnGcCFGZCKowmh0l+tr2xg2usJnlGLm7Fz8ZHQY0mXo5JtSsVjfikrYBR0UruzO246QOt7PRuF++g8vRFGLdjAgnBTQSdTXzex3aT4MpsgKXdtyfxjZAQECW4da3bz3i40faNLYBC8UQMMd8V6nyNR06LLQwtgHef38Tzs4Ti37ABaBKFS/eeGMNQpjjuT/7LMszu3v3wMznLi5w48b7FsY2YGVsA8yZcwSDwdJjvHDhEQYNWsmIEZsJC4vN19jeeKMZsbEjbBrbAM7OWQaKlJLUVAMnTkRZtFmy5DgazXi02gm89tpaIiISM48tX37Gom1sbBoFITi4HFJ+Qnz8R7zwQgPOn3/bwtjOybVr8Vb7GjWalfkZCDGegICvyHD6JCSMzlwBycvY1umMJCcXnxRjQTEYTJnGNsDChcet2mg0Kq5efZdffnmSU6fesHEOyY4dJhQF5s834unzO19+tpLxY/6lyXMw4ku4dgs+Wwy38neJWSCEpbEN8FQd+P5ZqFcPhteD6Bwf3ffHQEYDSfCV5cIWC2u4c7x8KMuq1sXNUcGUw4mny/a76u1RMh7uRCMY3DBLfNcEsl3yHzcT92xsA/QOAQzg5mJpbAP0ngDKDSAG5i3P2l/uYaAhqB4qHWO7sPyXZQGFEE7psdp+QghvIYRP+iMQyJcHtsx5uAGSk5MJCQnh22+/pVu3biXyms/K+VyiJhJBPa6wSPTLu9N/kKtc4huWIVHhRSyfcHcZoPkcZj530GLkK5pRn9yruZU2bW6Gc95XILQK+hhHHtvrz1ptAkJIep7zYPGQMjc/LRCVK39JREQSjo4QEfEhPj6Fk6YMD49l8uTdjBzZGm9vZ3x8PrdI+hMCi+SpooiFLgpyevLvZVxa7acYjZa/laGh/hw8+BoA8fGpeHlZfndUKti//1VCQwu/evbnn+c5cSKK8PB43NwcmDKlg0VVx+xqKWCWVNyz52XAHMLg7v4ZJhMEBXlx9uw7xVYRcsyYLUyatBsXFzWJiaMsStA3bz6bgwetk+Tbtw9g69aB+Tq/TmekS5dF7Np1Fa1Wxe7dL9G0qX2tTpYv/zm3b6ciBEREDKNixXsvnNO7t4E1a0y88YaWmTN/AhRwCIA63WjdCA7fhNQ08PCC+DWWfVPSwFEL6nu0b86kQr3RwB5wdoOULVnHYlKh6mTQp8LWD+CRHGHnt/UKFX+VSEXQu3kiv9XNSiCOM0gePaxQXiisa6axKAxXXCgSXDZKdAoQC+8GwDeti+91RXUgIyKqAci9sPUgPJYt8V7uKraXvyuF8XA3OvRdkY5lt+hkNx7u9AqT72E2rm+Qpb2dAMyRUn6bW98M7EsCIp+4uroyZ84cBg0axMmTJ/HwKP6ki4WiL6PkKnxwZ5S4f4vTXOcKMn1hRI+WtXTAhKApXajKMCSSaimXiNF7E+h6iSBtJJt4HI2dzVZt0cZVw+kkgdZTjzHJgfGPCn5zTb8RdC7dsZUUmzdfIiIiCQCdDjp2XMjhw68X6Fx1637L2bPmu0qrVlWoWtUTtVrFb789w9SpuylXzoVPP21P3brlcHP7DCnByyv/Mfxr155j3LjtDBvWiv797112MC/UajK9j/cyLoC0tDG0aDGHEyduERjoxalTb1kkC27ZEmbVR0q4cSMh0+BOS9Pj5fU5Op0JNzcNY8e2RaVS0bNnXWrUuHsVy8cfD+bxx4NtHjNXmswybFUqy9h1Z2ctRuMnfPHFHkaO3IKj40SklAwe3JwZM2yvZBSUiRMfY+JE2yux589H29yvVlvbAtOm7eHDD80qNl26VOevv14AYOzYbWzffiW9lcKRIzdL3OCWUqLRfJoZF9ysmT8HDryWefzWreEFOm9SksK16wr+FTUsX65FCLNShtalE998F45SsQmBVWHpVKgxwNxHl2NR8sc/4Y0vQe0AFxZA9XvwhyQoQByggC5HrR8fZ0j+NPe+aSaQivlzjNVZfp5eWsGRlmqKunJwmhE+uGhgcfJtNEKyUuNN64ZmZ4JKQHInQZQeKlmLhxU92VY1HkkP+amWfVJSBldPzTHcZdKkzBdSyunAdCHEO/kp426LMunhzuDVV19FrVbzww8/lPZQ7hsUFD5nHImYaMxhqhCFCRUOGGjGcY7KOFrGCkDgqkmkkscN3sLEW1jG5howMoLDPCQ96UcttKJkDPJFsbcIdHKgtbPt+NwFCXH8GAtLyrkT4GL/k4Si5ujRCJo0mZO53bt3XZYvf/aezxMdnYKf3xcW+/bufYlWraoWeowZODpORK83IQSYTGNtqnVIKUlLM+LkpLE6rigKEyZsJyjIm+eea2zVV1EUJk3aTnCwH336FK1Bn7NwCcBnn7Xno48eyZTrc3f/jKQkSwtJrRbUqOFtVT0yLCyWs2dv06xZZfz8cpc9bNbsBw4dsgwvmTLlMd5/v5VV+E+PHktZu/Z85rYtLe5p0/bw99+Xee65hjRoUN6q4Et+uHAhkp49f2f+/Cdp2jTr+sheQKlmTTcuX06iYkU3btwYZnUOtXo82QtiZqxG/PHHaXr3Nq/Zh4T4ER2dxoYNAwgJKZhyTkGw5akvzCqOyaQQELCAGzcAmoBrDTwau3F7Kzjkok539ALMWAXv9oJG2cSzOnwEWw6an88dCwPbWfZLSIMhW8Dfz8jrDdQEulp+h748CctWwdTH4VHrr9Bd+fVWGrvijEwOcsG9mPXbh1+QfHEUs6HrCyEt9nPlWCDxbUvuOsjO2WvQoAP4VICoHVm175ZthJE/wcYvIbhaqQytwB5u19A6ssGh2UU6lgOird14uLMjhGgA1MMsjAmAlHJBnv3KssEdHx9PgwYNWLhwIe3atSvt4dxXGNHzG89TnfPcwZda+FOHhRgwUSX5Ogl6D6q6huPmkMLXlKctlooLj7CNVGm+O8THuxHsYuJPh6bFOmbfmOuU875DmtGRxqkOrPR4INtoi08/3c6kSbt47bXGzJjxeIFk50wmBQeHiZmhIxoNREePwMOj6FRoatacwaVLsfj4OBEd/ZHV8fDwOGrUmI6U4O3tyO3bwy0Ks2QPGWnWrCIHDhTMk19c+PhMtYqf1mhUPPxwVXbsGAhAmza/sGvXNYs2mzY9R8eOtq/tnGEyACdOvEGDBtZSc1evxvPJJ9v49ddTpKYa6dChOn///ULm8YsXY6hVy9LRs3nz8zz2WL4S9lEUBbXactJx6tSb1Kt3b2FnUkoaNZrF8ePmRNbAQA/CwrIUUy5dimHfvqs899zqzH063WgcHErGG/foo/PYtu1K5nbVqm5cvWo9acgvH364m2nTtqZvPQS0gAZ+XN+sofI9KgZeioCOo8C/PGyZCE45JL2bL5AczBBBS5W800Mw439lz/3qs1sSm/E18YQ6zY5y+0gl7nQ2G9zbbsJj60EKeLMufG8fudulwgOD++4IIT4B2mE2uNcDXYHdUsred+sHZTBpMjuenp5MnjyZKVOm5N34AUWKBgf68yvNOMjjrKcOCwHQoibKNYBkby+GORj5mSpWxjaAPtuamYdDIhd11q6ZFJOC27/JOBxK5aM7cVbH7wUpJU6OegQSZ00aB/67K1+FZuzYduh0HzNzZvcCazyr1SqMxo+5eXMoUVEfoNONLVJjG+DcucHs3DmQ69dtVxz688/zmbHhsbE6EhNzT5o7eDCS1avPYjKVrAzZ3YiK+oAKFVxxclLz4YcP8/LLjVm/vj8bNgzIbJPT2AZ4660/rfb16/cbXl6fWe2fN6+7TWMboFo1T+bOfYqUFHNyYnZjG8DX19kqvOPixRib50pJMTBu3HYWLcpKCmzSxHpl8tCheytsptcbcXCYmGlsV6/uaWFsAwQF+XD1aqLFPoOh6D/nSZO24uIykfXrz1rs37p1IG3bBlC3ri+pqaMKZWwDtGyZ4ZUVgCugossj4p6NbYCgSnB5Huz53NrYBnPsNybMSYQ7BGsuWh5fch40s6HCXEi2AyXcd5JvoY1KwD/2Gg4XEnE5H8tVnYFV9QFfwB20Ljp8wqtlGtsAj24AmQDEw6wzljklGdyKh2NXrPc/IIv/sixgNnoDjwGRUspBmGe9+bq5lWkPN0BiYiKVK1fm+vXrJRLL/YCiYT9RDJMnUCkGLsbV4i1vI2NUdSza9I9IYulF8/K4k2cyqQ/dezJRdoJiwzG5pKGXWtZoKxCqLtz5HmDfpKToqVlzJpGRSbzwQkPmzbOUnGve/EcOHoy02Ne4cUWOHLEvT/fdqFnzGy5dspSI6NKlBhs2XM7cdnISpKVZ/m4LAXPnPsmLL1oqBSmKRAjyPdGKjExk797rrFhxBl9fZ776qrPN8u5ffrmXUaO2olLBsWNvULu2H2PGbGbSpD05Xt92aFBuHDoUQbNmWSFQrVtXZdeul6zaSSlxc/uMlBQj7dpVY9u2Qfl+jayxKUyatJO2bQNp0yYwc79OZ8DJyXIyEx9f+NWcOT/fYMSIOzR4qCofDfOha5es0IOjR2+xYsUdfHwq07evO/7+xeM7C1mmcPJrYY7VDlQ4vkRNSDY13kbL4d9YQMK6jvB4/hY3ig3/6ChuGd0QKMgYBxSDA87qOFLqm3MeVsfpGReRxoSqWrq7Z8kRigWYkxgFqH3AmG1uqSigfh7z/8AD/hcCu7PqO5GSBs6OWZ9NQZCycP2LksJ4uOse+rlIx3JYtLZHD/cBKWVzIcRhoD3m0ncnpZR5lgYv834+d3d3WrduzYYNG3j22XuPNX1A6dCCCuwWFcx5MbnIqffz0LJUABJcnAov6XXJO7DQ53hA2cHFxYGIiNy9iQcOvM6mTZfo3HlR5r7wcOuVlM2bL9O9+xKEELz8cmOmT+9i06gsDS5efI/UVD0bNlxg/vzjnD17y8LYBqyMbTDf4LNLAfr5TSU6Oit8Ra02J16uXNn3riXgK1Z0p1evuvTqVTfXNi1bzmH/fnNhGk9PR8qVM0+iJ040l0GfNWs/x48PpnJl61L3edGkSUXq1PHlwoUY+vSpz4IFtnW8hRAkJ4++5/NnJyv8ZQdfftmBoUP/B8Drr6+zapuSoi+UwV2hwhJu3boMVGXnFj07dySydFEAffuYjzduXJ7GjYtO8anv7wq/rpXUqqbi3Kci0/g73kfFuhCJWyq0D7X2OH7WDJ7+Gyo4QbuiS88oMJNcnRiWlIQKHTEGswSlVm2+/qWEnjvVSMWN3jGppLSWqNJXWm8+DY3XQ2MP88QhO6duYtahkEASHL1q3v/H0hO8NsOfGHzxDRTcWVqwMXf/CDYegPmjoH/HvNvbKxmFb+4DDgkhvIA5wGEgCTiQn472cdcoJE8++SSrV6/Ou+EDyhRPuDlypbmRpU2Tia597xXaABpwjKqcpz6HMGK7at4D7l86dQpi06bnGDSoEe3aBbBx4/NWbSZO3IlOZyItzcjs2YdtKozExqYydepuDhy4UeJhKc7ODvTsWZ9Vq/oRGWlduW/OHGtlkVdfbczQoeZA1Zs3Ey2MbTCrs6xZc56dO22voScm6jhyJAJFyf29nj9/CyHGZxrbYDbkfXyyPIsTJ3YgOnp0gYxtAJVKxZkzgzEax7J48dMlNhFas+Zc5vOhQ1taHY+LSy3U+W/disAcy3ENkGCMQWe7qGihcXnBxK/PmWCdwoUlRkaszDomBDxRX9A+1Pakq1sgpL4K4S+Aay4JmyXJS06exPpV4IyXP64uyZRziSUu271DqGW6Aoi0EAKp6Apne0g2HzGhHq/w7tms70N9f8AH0AKesGKwef+GZYeI0fmCThB9x3pSe/hIPFW7RKHpo/D937bHazTC+n1gNMGSzYV886WM5L+tw52BlPItKWWclPIHoCPwYnpoSZ6UeQ83wBNPPMHIkSMxGAxotXbwrX9AkVHNUUs1x4J9pkYkiTgDKhJx5wRRNLahTx+FnvcI43G8eI4CBEI+oEzTsWNQrkmGAGPHtqVr10Xo9Qpubg6EhFh7Fhs0mGXhMRYCrl59jypVCmZIFpRjx16nZs2ZgOD8+Xcy5QNfeaV5rn3c3W17YoWAunX9LPYFBHzJ1atJFm2io4fj7e2cszsDBqyy2tesWWWrfWWF7DKRb72VtcrdsKE/JtPHFgmgoaFzSEqy9qjHxqZw+3YywcHl7vpaAwe2ZN68A0A1QMVbb1XlBeu5YJGQegzQAQbA20S9CqV/DzUiGU8EaShMojIONnyD1ZPOkebigGKEl/RuTHbL+p+W12hJqmn5PoSAg+1g9I0UxlVxQOTQ3ltyTmK4qQIJs/apmJ4e4dj+feAQONeEpAVZRYAatKhGlVvXiRcetAy1/J4nJiiEPuMB0gMc4O258JYN77UQMPNdWL0bppSdSLb7GiHEauBXYLWUMvxe+v4nPNyVKlWiVq1a7Nhxf1eAfIAlGgR+JKPGiA/RNMS2BFQnTnOMFCYRQRjF5EZ6QJnl0Uero9N9jF4/htu3P8Tf392qjU5ntNiWEr75JqvEXmqqAW/vqahU43nzzbU8++xyzpy5nfM0hSYw0Aej8ROMxrF5anVn4ObmwOnTb1CnjhcajdkICQ72RKcbQ4UKlnkO2Y1tML/PEyduWZ3ztddWk5Zm6eUdNKghGzYUk9VYzDg6fmpREbJPn5UWx1UqFU5OWR45W5OyPn2W4+PzBbVrf4+//xds3HgRD4+fEWIFQkRRr4GRhARz27lzWyPlUKTsjZShfPedX7HF+PZ9XYAfUAW6vaDmxf8Vz+vcCwuIZimxrCSeqUTabJPmrEFRqUCr4ieRbLNNTpq4avgr2I0WLtYZogNqC9TlFfCSvNA068PeuQZIhNQzoH5cQdSTiHaS7s89ytW9Vdkwy5OKTpCW7dYRHWcyu3zBvFAhocf7cDY92ivsKogqoAmEwV+Ad0VoUMrx74XHrMNdlA875SugNXBaCLFcCNFbCJEv9fYynzSZweTJk4mIiGDmzALpkT/gPuYh/kWPeWl8NXUIxtpbtzbJyFPRJhxUkmv+DvgVU+W9B5RNwsJi+eijzRw4cIMrV+KtPNxffbWXYcMs15VVKtDrP7abePD8kFNWMCDAnejoNN55pzmffdbBZpvmzSuzf/8rJTbG4iDnewoO9ubcuSEW+xRF8uKLK6hTx4fRo9tbncPZeRJpaVkTM7XaEZPJD3OMgwm4CahZu/YZunevXaTjH7sTJqwC1oNfFbj1t/0k6dni/+ydd3hU1daH3z09k15IICQBQi/SkY4gTSwIAvauiMhFRb2oWBDxKoqiVyw0EbGCgJWLVJEuVToECCSEkl4n08/+/pi0YSaFkJDAx/s8eTJz9j5n9sycOWfttdf6rT/JYTSuYOnJ1OUB3FdafiCDF2UKCgK7omW41YfPjRevAV8RAnpDbgIQDWRIcAjQQN8hkvkTBLEdAAkiGpR/ivcbOCqOXcdCCIxycionAiToBFg3QGQXOHeioGM46FqC9Sc4mQDNe4BdB6qWLgWZBpe5OHNlkyZ9OreSjXZ+W6VjOSw61rqkyUKEEGrgRmA0cJOUslzVjivnSl8OhXHctXVCUBqK4uBd2wReUKbye9b48ne4RpWziha0wcjzRHo1tgFezHCiqMEiBDPyy9a/cuJkvzShUHsk5q4WfHymIsQUhJjC8OGVzFKqBho1Cmbx4lGcOvUsUk5GUSa7hZPcfnsLj32k9C4/VptRlNeZNKk7/frFYLG8REJCLnl5dt55ZzN79niX9LvQ056amlv0HQoxhdjYj4r02msr33xze9HjyZN7eBjbACqV4OuvR3g1tgEWLRpR9HjixO4YjRKw4aqdUejFdXLnnZ6hOAD9+n3PwIGLKvVZTd0K/AKkQNphyK2YQ7jG6EcAvxDLXBnBm+bT9DPvcmtfRDZCSNQozFeFeBjbxy1wz0n47dLUZAHI2QjW42D/CzACSAiQLJwIp89S5MmW7mkQrP6xGRu/DeDUKlPBD10WTXJuL6xcLIBA+O9o19OWXcGeC6SDkgCvVK39Wq0UJk3+P5AFRAjhA4wAngS6AF9VaL+rxcMtpaRZs2YsWrSIjh071vRwKkyCeTEfGE4hEYQ603lD46kpfpzfWCf/oF4G9LZEEVT/5RoY6f9vFmbbeShLQSMgIVJLZCkebgVJrDyKBISEE6pmqK+eeW2NkppqIjz8fbdtl1Kx73KjKAp2u8JffyXw4YfbePPNvpWKaf7rr1O89dYGxo+/nqFDPQ35y0lJz+/WrY/RrVuUm+LJ1Kl9mDSpr5vSiV4/FZvNfTJ69uxzXkN1Ljfr1p1k7NjlPPRQOyZN6l2tr5Wens+SJUcIDg7nwQe/w2p1heA89VRXPv30Jre+BsN0rFZXQmxgYABZWRM8jlcWvs9Cfi6wAvxjIGdblbyFaickJ5FscwgqlULvwKOs03UBYD9mHuI09VCzjEboL7jGRuyDFIfLns1sB4EFttv607A+CV7sDD6lhKqfOgeNXoYG0XBqqvc+Jel0B+w9DG9PgokXREzVj0rg7JnzEBSIul4sx1braFQfTCaIuQ0UHST9DL4FAQmhjSGjMNKsOWz/Drp4lrGoVirr4TZ0bi2jdi6u0rGcEG1qnYdbCLEI6Ar8ASwG1kspK+Rdu2osASHEFalWUld3I3ppQSCJtp71aJdIPmU/e4hlT4iRU5Ffcub0lb08eyXyYKAW2UCPPUZfqrENYEIpCt2TAnJLUUY5RyovMJ3JzERSOyextY3QUKPb8x49rqwEPJVKhV6vYdCgxqxYcV+lEwgHD/6GNWtOMmzYohov1DNr1i3o9Wruu6813bq5ZNjS0l5EyslIOZlXX+3nISsYGekeFz50aFPq1q0dmvhvvLGeuLh0Xn/9T6/t58/n8vzzK9m/P7ncYx0/noFe/w5CvI0Qn3LXXbvcVmBDQ42MGdORO++MwmKZyJkzz2IyvexhbANYrcWyqDk5nnkmq9afQ9T5BuE7l3HjNnm058yAhffAvtVXjrENYHW6VhwVRUVKCRvwOnzYTTOW09jD2AYILjCwVRQrQ5zJhRt/hClboe+S0l+z0f3AfkjYCzfOLb1fIbuWgeMwdG4NXZ6EBX8Ut40Y4QcIyDIzvK2TRgU/+dZ3QMZRyNoPbUrczlPi4MbB8PATIHdcfmP7GhXiS6CxlPJJKeW6ihrbcJWolBTStm1bVq1aVdPDuCj06jCm8zrSaUX4elcL0GPBih4NdtQ4sDkPYCOTqXI6p2jIkHP/Y2BCfV7r3hSr1NHBuZMuGSl0D/fUh61NfJuzkKl+bdBIO61zz7Ao6I6aHtIl44+a5tLAUWGhkVNLkMa7G2U6X6EnFzu5fMdv3MdQr/0yycOIDj1eysD9P0OlEleUR7u6qFPHl6SkHIxGbZka2Wlp+fTt+yXJySYef7wjb7/dv9KVQ0tjzJjOjBlzcQ6okycn0LfvfPbuTeH06Wfw8/MexlUeQUHvkJ3tMkRjYgI4fPhfGI2XprDx3HPdOXo0nfvuu85re/v2s0lONvHxx9ux21/zaM/Pt2EwaFCpVHzyyU5stkJD2caSJQmcOdOKqCjv7zcysnRFm5Ur72bw4B8ANUePjvZov/mxQ5DWEbDz2WeS6dMdGI3Ft3e1Ch4YUOrhay1RqhTO6UMxavLYoW9b4f3+aQHz0uGmAPAtEZlQON2xeTGREtOhwxuAuaBjNsRfREjK85/DPyfg6U/g4YI508f/DeX55wKxWKB58+LvIzIcEgAEhJeIuFKrYe2PEBGdgfjATMsuwRza7u5oqK1IRK2V8qtiNgAvCyFipJRPCCGaAs2llOUaXFeVwS2lRK2+Mr9woS5FmgvBv7mTFcoX1E37m5BsC3VjV5LCeg4I1wVoe71uBOT/SZbsghSCs5ooDgZb6YwFLRVKnr1s5DgymJQ3D4day1ZjNxxCh0PoSDL4IJEeUk1XIqtUDV0Pyvh1GTAgyUEiaECU1z6P8jUGUrGipx8NuJ9bq36w17jiOH58PL/9FseAAbFlGtBPP72CgwfTAJg2bTO9esVwyy3N3PqcOJHByZOZ9OvX6LImb65f71kN8mK4996lRcY2QGJiDhs2JHDTTU3c+plMVr79dh/5+Q6efrpbmRMUgGHDWjBsWOXCdF54YRUffLAVlQr69WvEe+8N4LPPdmC3A2i5++5G1K9fuevxoEGNkbL0wj0dWwSwI16HqwY7xMWZaN/+8kpSVpbmyec4neFLhH8m8VExbveAo4HlFu/zijUih/sAACAASURBVEEN/7og2bC+P6y4A1YlwOtdPff5dB1kmIDGQCZQB06+UNxus8Fn30PXdtC9vef+Y25zGd2PXSB736CB541g80J46A1QtPDNq+5tUkpSklzhQ4d3mSgIHL9G7eFLXAVvehQ8TwJ+BP5/GdyKolS5B+dCTmStYINzD0tCmhFDAtMdbfHTVm95qFDacL/6Q4iAQpnoOvSjrZzGKRrQ48xm+uT35y9OY5YGwkilbu55NCG1zys6JWc2x4JbAdAk+xB7A11XPl9LLsJw5RvbFeUtnuIHVtCQSHrQwWsfK1YMgB4r60ni/ss7xGvUUvR6DSNHtiq335AhTfj++wNFzyMj3WOkjx9Pp1mzT4oSNx98sC1ffeW9UmNtw8/P3ZMdGmqgZ8/iUodSSlSqN936nDqVzUcfeYZrXAz//PMk7767iUce8fzN/vKLqxiOosDGjYmcOZOLzeZuJP/wQzJZWQ5Gj45Era6669325V0YNDiZ1ass1K+vpl27cgUTagXJ0s6xY+FIu4rEbB+2RKTSU1t9shw3NXT9tf3Oyf7tKtBL8t9U4aOHx/rAzLXg1MCWqdCpofu+Q8fCyg2ux8fWQpMY9/Ynh7r+KoIQsHBKaW2CATcHsm5VPo+MvTK+RyhMmryqTMrSaCylvEsIcQ+AlNIsKmh4XlWfjusiW/Vemp8sdr6wHGKAfjbzAh4lUFyPFgeHac0vYj734W5wO6ST5+Q2/J35PHvuNGH1H0CoK7HUefYgHPoDeo4GH/cfnoYApoi3XU+ixkAUTAdQFMzm7eiDOiNqYYh+kK04lTtSk8oMewgalY76QW1qcFSXl7nMYQf5+JJLZ5qU2u96YtnFMeyomUzfUvtZycNGLv4UZ+o/wG62omEgWXxOn6oc/jWuEB54oB1DhjRhy5bTNG4cQuvW7oZMSkq+m0rKTz8d4SsvufZZWWbGjl1ObGwwb711Y7U7NSrCnDlD+euvBOLiMpg+vR8vvOB+jp865RkLYLe751MsXbqXkSOLFUG6davP1q1l58fUrevHhx96N9oXLhzGiBGLyc620KRJCL16uVtk27Zl8+ijLqM8IEDDvfd6FtlyOFyCFpWp37ZqZQmPTBXz7VGFMX9K3ugueKFd1d1XjAiERkHaVQiNQoy6cuFFF8v+LSqXEqNV0H4GHH0ZmkVA/qzS98krUcT1jqdgXzVGbK5e7g/UfBLxxVKblUWqEFuBSokEEEI0hooV8LiqDG5FUarc4DYrkpEpAC3IMNwJeoFNatEKB1psxDpbIDWSvdYtGIWe5zXx7HG2xyQbIoD4qASe3d+Vru12X9wLm9LhvbYgFdj6Jbx2oPx9AFQqfHw9Sw1XNZ/wb87gw600oScPVni/VyMmM+fMW2SoHTxb72V8SpHhu1qxYWULDlRoySGE+fzINF712vcZbsQl8+kdBYXveQIr+QgU2nMbHbgPCwprCQJgOXos2DHgeQd3OCVbc9PpGRBSLRPVa9Q8YWG+pSqZ9OgRzeTJNzBv3i5yc23MnHmz136PPPILP//sMhQ7dKhXIe/65eDo0dJlVBs2DHJ7/vDD1/Hf/7qv9Zc0tgG2bTvj9vzNN9cwd+4ejEY9zZqF8sYb/ejUybNSbSHdu0dz9uzzpbaHh+tQqVzVKqOjPUMIjx+HFm1c7Qvmw0O1pEZQplly/ycCUgX/PgA3TYU2Faup5MZiSw53bzMgFcFdrfL4oW4w/kLDgusymZhmZ1aoimhVWPkHqgQWCxhKRvPocMVqC3igU8WO8cc8aH0LnD4DR064JkYVmXtu2gbjXoQ7h8Mrz1Zi8NeobUzGpVASLYT4FugJPFyRHa86g7uqvS86AQFqJzlOQYT+PI/nfI0130h/32FEBHYjUD+UX3O/ZLlfFgLYLoejKlCmcKmsasmo437xd2LnV/MY9ulCyVUFEOVIZOCZtZzLuJMBLR8Cn5ZgM1GU4mG/QOCzhjnKH2ylOSD4jRMUFiaLT9nMwrCf0QiFtpl/c2vIKs5zmGBa4lMQhyaEijFRr1/0a0okaWzAQBT+lF6Gu7ajQYMWe9HSW6NL8EjZyMNKPiCQCJJxTcp0gBoHTjT4kI/Wi9dBStDtVZDqUHxFDjmt/VBVY/6DVvsmDofrfL733tZ8++3Ianuta1ScN97oyxtv9C2zT4sWYYDL4L5QYaS20bjxh8THu8o1Pv98N95/f3A5exRz3XXFpcGDg6eRlVXotMonLi6T5cuPk539Ev7+7sZyRoaZgAA9mnKKYcXG+hAX1xWrVaFRI09Hw8ZNxaXjv/6u9hjc2TZcZd8BHGC5QHjJ4ZQY9lpwpukwhFvIa2dE7eU+/MhxkKmuif/SJAOFhX8f8A3mAd/qG794nqJqj189BA92hJx3oNdCyUudBfd4j+gjKxdm/QQ9roM+HcDPF9Z/De/MhuEDK144aPiDkJYG+w7A6PshvGBOISXMnAdaHdw1FEIqMYmpTRTqcF/tSClXCyF2A91wKU8+I6VMq8i+V40ON8Ds2bPZvXs3s2fPrtLj5ioKm5xmbtAaMHo5ob7Jep+NgWpAIKSDf2QHApRs/FV5jMpdwvW5bYmNfouF8ic+pB7tHbtAI/AnDwT4yxyuYx/7fuvCcw0+I6xdQQGJPYuRh/5g040t8ctJoV3TaahUNX9CZxLPBFZil1pac4AOsiGDVONYcHA0Z1u5ShDXkSloBCRRDx/yeYwnCaVyCTAAB5hEOmuRqLieHzGWkmhYG7BjxsxZ/In1mgRqxsTPrKITbWjGpek+redjEtiJH34M4nX8C+5i6Vj4LwcYR1Mi8Eyesimg3ydBgJAKOc3y8DN69nv8wAm+tdWjsTmFAJ8wpsVCn6CLN7ourNR3taqN9O79BVu3nmHp0lHcfnvLmh5OlbF69QnCwnzp0KFupY+RkmJi+vTNjBrVmuuvr3pJx+bN/0tcnHsoSVnn2fLlh7j11h8BSEwcR3R0sXf1wvO1kIYNA/n778cJD/dz0xsHCAvz4dix8QQFVW7VzmaDvgMg6SxMfT2dW2/xIzTUezL95abdrw72HVfRrrGTf253Xy2bl2lj9GYtKAJhdLD/BhWtte6Tj2ezMvkqx07W3mCwaojtkM2Jxu6OqOpCPItLH1CBhlHuiZBlMXoaLFjuUnjJXAU+lfwqBo2E1evA4AuZx4o97W/NgNfecj1W+8KIIQ4Wz43DNTuoh8kUhrEG8iUrq8Ot7dxWhuys2jibFNGg1uhwCyHKLPAipSw3jOGq83BXx9K4v0rFEFXpU/C7/J9En/ERmHYT5neWSSKUiMCbUeOPJuhBClb3mYM/ySKCPzX96YtL51VISbAznQBVLhvNvXlZNZMM0xHW562kfutN/HJdc7apW2Oo25gJv3Zj4O07qvz9XSzBxPIeN7DU8Rb7Ne1JEgpxjGdonTEslMtQoxCdFc/BYFcqtxkjiazyanDbsTKHV7Bh527+Rb1SDFBLQZlfgYKzYuFSNcI/TOAgCahQUGFnBIvR4H7u+ODLPZSenJbLWjL4ghDGkMhuznMCA2F0YCzGCzziffGseAcQioE3Kf06pVNBB0MG+8z+tPdNxM/oGUsupeQLeyxIOKhrABJu2A85PST+FyR8ORwSixX8fL1fp7Vagd3umqy//HIPr32udCZMWMGmTUkADBu2uFZMKvLyzAQEvIeUsHfvE7RtW7ny1wMHXvqqUqdOc0hKymHGjK1kZXl6ii+VM2fcyydGR5cdA3vLLa1K/Y4+/nggTz+92mP7qVPZvPvuZkaNauVmbAOkpZn5+eejPPyw67qXnJxD374/ERbWhrvvbsxTTwWWuQKr08GWDRAYuJ6HHzoIhJCQMJSYmGp0/1aQvUMLTQXP++twPw1j6lpRUnRoQqzszs3lsMrAyCDXjW+ROY+Z+/yRigqfJjkcjTUSrXe1bcq182q6jfmRBmJ11eNMUuvBWXDL2HQRJSyaR4NGDaGBoL2Eoa38EfYdgiaN3MNaSp4JEli82EqhygzkMPrlMFZtgg9fhfuvgFxmicCp1LxDsBr5oIw2SVnxnwVcdQZ3TST0aNV+jAp9FULL7jecE8yVYdRXTvPg2QXYfQxk6AKItufw96mBzGi/Bf+YDTzuXEtyWCRNRQeyZCASgQUDTl9b2S9QzazhA37HxgDqcCuPc0jdDokGEChS0ii8O5Pp7uocDOG8zWZOEUIWbXirlGPOI6nAIF3Kf/kXn3jt14YPOM4MAulU60JKtsvbOI0TKR1oVRRJMZrwJ59EAijf0ykVM5ABqnBOMg5QSOQYdrQIIJEwcnmGm/ihysa9u0XhCes9cVMIgVZYsaMrvjuowKZIKGFwr16TzqDB80GowacXPs5k8vNvczuWzXbxYURXGomJ2TU9BA/8/d8retyu3ZwanQQU+0KE15L2cXHpdOgwG6dTYdOmR+nc2Xu8tMVi45VX1jJ+fFcaNgwp2p6Y+CyhodMBePPNXrz2Wv9Kj3X8+B4sWLCf3bvPExMTQGJiTlHbyJGtiInxXA3y9VUzdGhzwJVoWrfuhwUtp9iy5XZ69GhBhw7lywLm5GQCCpDGzp2ZtcLgLotQrQpnZwN2RRJ6OJcH/xcBOknv5qlsaFeHs9LpqgIGCCkIKsgI3WVy0nuXBhQNzbMs5LQz4FPJ+/fMEyaePq8BlQPZ3f3zcrxbuff1/L0wpDvERIDmEiwlIaCdl8XdSRPA1xd27IM6oZCcpOWHL9W4vns/flsHuSaYPufKMLiR4HBcvQa3lLLfpR7jqjK4jx8/TlRU7Qk1cKIwxrqSdbkNGGuczXh9a55Xt8d22IxTmYJPdHG2e69C28dhQhbEyNltWsboPmeJ406ap5+gZ+efPV+kgmSZ/ybh/BgiVP5ExGy46InJUb7gKQZgwYcdnKYlf/Gk3YfZunz8yeUmcZfHPp2ZVIaP1UVDWrKBZJpwnBhysJOJFs9gNgMRxDKRb5gA/E4UAdxcinF+ObFwnuNosOPjKmIgz5Mr/BFIAsjFn/I1faXjKDKnFaCwM/AG9GqJAI/6k2ou//Jybhsdn584SYYqlJlpep5pkENoCdmuk4kW3n7vKEiba8AqB+a88x7HcTqdBAVNIy/PQViYnt9/v4cGDYKpW/fKkb0qjx9/vJPw8PdJTzezYEEF9cH+H7F79xjefXczI0a0JCDA81xesOAf8vNdwcIzZ/7tVaKwZKjHjBnb+fPPB+nbtxEAISHGi55QnDuXy/33L0MIycaNCdjt0Lp1OD//fBe7do0p6mc228nNtREcbEBb4O7csuVh+vZdgM0GjzzSmvnzi/MS9u93D+kUwkFUVMVut+PHt2bmTBuBgX4MH37lVFPVqgTmtACXvWgV7Mp2GdYTjIEsaHWORIuK8f4G/Au00HeaFVBcszBpU2OR4FPitpRpl4QfsKHYVbQNc7AntvRQnaf3Gl3OYYOOxtsdnLi+Yp/1nkS4Zw70agpzH3SPyxYCWsde1EdQIb5cpjD5PzbmfKDn2TEl78M6vp/frujZzAUwcyG8VcEQmGtUL0KIiVLK9woej5JS/lii7W0p5aRyj3E1xXC3atWKhQsX0rlzrQj54TAn6Z7sQ7YzmFBVGgfqdKau+ly5+6Wnr2WdaTUdg4bSOKDyy+/SkUX22fYkBWvY5dcBO3qCrZkMSLcQWH9tmftmOHcyW3yNFjs3iC6oRQYjGYIdLcFk8CM5NKdq9MfPsJHTPAco1Odxohnrtd8mZnIIV0iNGgeP8Z3XfqfYwyrm0YEudKlY8nCF2er8gkVKMtH2NJ4xTkMhn2XywQLFbEkMevqJby7qmNL6BdLkWuv8M7gHTqEuqC6qRUdjtDTCn/q05H60taQIgpTg+3gu5tZ++G84Ru7/toNaC0oA2CxI6W4sjRq1iCVLjngcp2vX+mzbVrzOm5qaR2ammWbN6nj0rWmklERETCc11cyoUS1ZvPjOmh5Suezbd4527eYAEB8/nkaNQsrZo+ZISsqhfftZ2GxOtmx5jDZt3GUMv/12L/ff7+50eOutfrzySrEkYEJCFiEhPhUOV+nWbR5//33GY3v9+v4kJT1XiXdRjEYzDafTChjIyHie4OBiI3Ds2C3MmrUfUDPizuYsWdT7kl6rtuD/ZxomUyBC6+RQVzXNg0rXN5QSIg6ZyLSq6RvuYHWUe25I/5Nm1p12rQioA6042nmuDnx4BA5bJHPjAAeghfAGDpKvr5iu4uNfwRebXHHaZ6ZDRDXP/9+bL3nxsRTADsZAFi/zZ1TF83ovC5WN4VZ3bC+Nm9ZU6VjyfOvUphju3VLKjhc+9va8NK4aD/fp06dJSUmhQ4dSUo5rgCgiaGLYyy5TMIP0K/GjYkucoaH9GRVa+eXQQkxn7iOnfj6+aldCJ4BNo0Mq7t4XKZ2Y0mayaf376K8zElbHzAFzO07WdxnUBrmBsWIWjzOdzbRgCCdpzr8veXyF1KUzKURgI4UAupTary0jOFhgcAeWkQ39PQsBHWvZQxN6E3yJISgSyQt8zjk02FQGpKoBpzUNCLZP4lHt+/QS97Fb+YJA0YQ+4tMKH/cMb5PIYhSdikzNEPqbzhEj+5Mg1mFHjUII1zPdI267NmC2gbmxH2gEub2bErRzL1nnMgkO05CRPMKjf69eDbwa3Dt3ni16PGfOTsaMWe7R58iRcTRvXj1yYRVh3boT9O/vPon68cfDNTQad77/fi/33usyQj/+eDDjx7tLgrZtW69WxJJXhKioANLSJpba3qCBpzU0cWLPosdvvLGeKVP+AkCvV3Ho0DhiY8ueYLRsGebV4I6IuPQwDofjJa/b9+9PZ9aseCAZgKVLdEDlDW67AjvzJZ2NLi9zdWFHYSxHWXFKT0piJE6pYAx1kNem+HvJ7Vf4Oy3f4BUCUlqX/jk/Hqhh3TnAARq1qxa7QzqZnW/iIZ0Pr+/R8uFeAAHNTJDvA0EOzndxFXxTFHA4QVfGUJ7oA2sOQ8/GEH4ZZK9Xb4AiyRerle37a5/BfY1SEaU89vbcK1eN+O7q1asZOHBgrSrt7o+RHYHdMNfV8G3QvfipL87zealotT0QgNrpJNiaQXRWIp0TjxBYf6tbv3PxzYn3+5icdIGhmZG8oFA6GfYWHwcHKnRM4lV+k8MZuWMzGdv9MR2vmhu5Gh/a8ytd2ExgGUEoAUQyhoWMYSEj+boCRxY4i/Ss3Hnm9Hn0qyz4b8jmd7tnclQhK3iJ8UzHionmHKLk76pQgSSKuxiqWsUN4rNyS9PH8ybbuYETPMxplqDGiVbY0alzSAp4j6aqNxnAJgawlZv4rVYY2wn5+fgfS8XvSBr9M+IAMOoh+mgy5EgMf+ezf8copPMJr8Y2wDPPdGPWrJuJifFHqy1eup09+5aiPl984T3Ju2NHT9UhKSVr1sTz5pt/snbtiUt8h2UzcKDn7zY4uHIluquKv/6KR4gpRcY2wNNPr6zBEVUdn366FSGm4Os7FYejWIOuV69GPPKIa8n9xRe7I+XkovAOgHXrThY9tloVFi4svoYVsmjRQfr0mc/IkYtJS8tn/vzbGTPG3UkzcmRL/v77IrLrLhKnU+IS7wRQ0aNn5cJGflsvEQESXbhCjxmSegddv4vqYiNZbLTlc/ZwDI4EPfK0D6YMAzYFvuMMj7KPw+RW2evdE6Ilo4tkT2cFSxsjkccy0e6UPB2vITjFxNZ0paivb64vcogK2V2HEDD2I1C3An07+HEdzPkZQm+B7k+DrcQt4fpGcGoafDu64jJ/FcVmg71HlYLv28VPnwrwDwKNEX39AN5+pmpfsyaRUuB0qKv0r5YhS3ns7blXrpqQkrvuuoubbrqJRx55pKaHUqtwZv0FIhd14K2l9jl5PgpTuI7tY7No+l4U6jwL9bOsbG8+DCcW7tC8j1bRcS4zmpS1Doy3+CBUEHY4nYAmu1EH1I5CGIUcZytr+IoWNKUv3gtRhG1LIT2lDkIluaHjWv6M9B4e8zovkVwgtRdGKja7JEUdTVPrWV7yeR1NBTw5hSTxEfFFYTAKIWRiKggRSSaGAXyD0Uv8ek1xd/xqzhgsHM3rSKqvy3Plb84mp0n1lF7OyMgvSnorSfv2EezZ86Tbttmzd/Lkk+7e8Jde6sk77wy4pDHY7Q6SknLcQi9atfqEw4fTATAa1WRlvYi2MqUAq5CwsPdITze7bYuO9icx8dLCIGoSRZGo1e7l2Js1C+boUe9KPBeSmJjN4MFfc/x4BkFBBvbtG0u9ei63Zbt2n7FvX6pb/zZt6rB//1MXjEFh27YkOneORKe7tAXgvDyFx584wEMP1GHIEHd1mE8/PcB338Xz/fd9iYmpXByDKkIiU3H5AGIk/ChwdMJNA7vZ71ZO5TloMewE9xnq8CKVU6kBSMVGT9MRjv3VGtJVrtdtaCG9l5pBRSuPGtbStdKvURpOJJotJTbUM7E/Us8Nv2nJV8GhwdCohLPcdxDknwQENGwPp04XNEhYPhNSU2Hsq9C5Baz/pmRCb9Uw6DYTq5ebQWpA2Fm5JoxBN5Zu0cfHu0JsGtcCPYDKhpSo2neQ2nV/VelYbKGBtSmkxAmYcJ35PkBh7VEBGKSU5d4UroqQEqfTyZo1a5gxY0ZND6XWoQ66wWPbfo7yvDyMHht9WM948S7pp15h8IsR5B5vRuO2X6Ot70ODEvs4MuaSH6rFEW8F4bo4ONRqpJLvcfxC7DKbHdbbyUJQ15RF+9CdqC6DMH4TutOkUC2lFEbH2Pkoz4xWb+X58NLVX5qQQ0qBl1lPHq21Q7mX/mT4JPI1TxFGNLdRMQUOhZKyZYIgTLThBBIFUcsWm+49t4OoRn/TACdnDjcglTBQQK+pviJMFya9zZixGYdDMnFiL4++NpvTY9vnn+/0anBbLHbq1fsAi8XJyZNPU7eu59qxw+FkxozNvPjin0XbCsdy6NC/WLbsEP7+agYObF6p93YpWK0Ozp3LpWHD4snY22/3Y8yY/xU9X736fgYMqAV360tg2rSNHtvKKyZTkpiYQA4f/pfH9u7d53kY2wA6LzJ0bdvO4uDBVEJDfcoMbymPzp0Xs2tXIuBk0ffw22/3cOutxaXex41rw7hxbSp9fIDWXeDA/wA10ArmNXY3thv86iQxVQfo2P9tC7587BBPE4HPBdcaMw5Wk0w3QggvUfk3w+5kb76DfoGuePg66Dji24YIHzOZ0WqMOMjp5YcVBR0CG5KoakrsVgGoJTgFqBVU0k4bvR/ppdTPmjYOnn4DhBbaNSo2uDVa6N4CQu4D8mDjeVi+Gm4rEdbx5ffw8jSYMwOGViKyc/NmWP17Mi49bR+QIfywDAaVIhr3zz/QoyANYeOf0KmClS+vcXmRUl6y8XJVeLi3b9/Oo48+yoEDFSx//v+csfJLThKIENBcHuFtMbZcz6q0nOK0cj1mswbTL1YCGzgJqdOc4LZ/e+1/3vkxJ1RfcojWKKjwd+bSKiuH9mHekzUV6UBBQSN0XturiyT+5CfmkUEwYGA84wihUbn7fU7xSkoXbqMR15PKWZrSkRTr5+TbzhMlb0Xv361orVKicJR/kcUewgghmg/QV0DFpCYYkLqNTmGuEIU9+W3pntqWAyori6KaoVHV/DxdUSQTJ67igw+2FW37/PObefJJzxyA2NiPOHnSJdmn1aqw2V5za2/c+L/Ex2d57FfTsc8nTqTx2GO/8NdfLm3vevV8OXv26pUsOHYsjWbN3HMgFOX1S5Z69fb9ajSQnv6Sh1qK0fgfzGYHQoCiVP77F+JDIIcC5xf/ntiP994tPT+lsqzfCSYH3NLNs83wvYI1v+Czcyj0HHOUjbQsCnv7OdPK8E06UEFgo7O0bRXHGvqgkWrUXzsBgSYsH02wE3N3TxnEkuTh4DAmOhKAumLhrKUSkxWP1Qf62/R8518cbpNstTEkycanIRq6lxLSlW8HjQpKzqVyTDBmGtQLhenjQa0GdTtQUgE1nNgIsQ1dffcfhrZtcCmt+MO3C+HeYSWOlSPJy4PIyNLf4z//QIcOJ3EZ3EZQBXPmjIHIut73Wb0Ght0BCFiyCIbc5LXbZaOyHm7RrqNUrfKcNF8KSl2/WuPhrgpq/s5ZBaxatYpBgwbV9DCuGO4VbZgiz6OVdhrI0/iI8it+CUNDYpRzSE024tHylQ7S+AUANU4kKjTSgXRmevT7hHcItm/nvCaSQGc2rZ0BdNd/dvFvqhIk8QtfsBkd4QjU6DCzhJk8QfkrJSVl+86ykLN8jhorZ6UVh06HRaflf/IMWSxFArfQi04MowWX571dKr+HdqZ/Zi56tZlB2ma81LB2eU9VKsH77w+uUOnuOnV8iwxuvd7TSeHN2A4Lq9kKf6dOZdGkibvxee6cqZTeVxYvvbSSd991TZT6949hzRrX5LVp0zByc19i69YkBgyIvWhD2+Fw8MUXe9BqVfTu3YCmTV1hUHv3PklMzEdkZrpWZ8aM6cCsWd5lG5cuvZNJk9by9NOXGhZReGtVA2G8O616bIa+ZRz29B2C8O8lOODJniY+K2FsA9y7X7guYk7ITqyLo1UcNhTu3CpAIyBX4ERDu2672UV7OlF66IsfGrp4qWh7sXQ9dw5LXddnt1Zjx4xS5JGP0OvY3bh0h8zNy2FFgSLpiZEQWzCcAF/4fqp73+T18O+ZLq3tQmMbIOkMxRd2J/y+qtjgXrDQwSMPZbie6ENp10vNiDucvP62AjkKr78EUybpad8e5n9Vn2efzWfUKAPzZhdPDjLzYOVeGNm1WNt7QH/4Yq4ryfOmawmUVzVXhYe7d+/evPrqqwwefO1srS3kK0fZy504pQqLw0BgViYdgn5Ao29f1CeeJL7lI5rZj3FS4/Iqd7HuoL9hs8fxjrGbeNNzhDgzCNYOoYlPJasZlGAn/2Y1DgBsaAkmnY70pxf3lrtvDin8xCv4o+BDPAAGTDjQgQQzBlII5xyRLn1uzIzBU8HELYBcHAAAIABJREFUjoN3mIYFOw9wPyfYQ19uwq+Mm1tV8H3yIs4FrcGRr9A/+FE60bP8na5QpJQMHLiQlJQ8du9+Eo3G3egeMuRr/vgj3m2bwaDGbH7Vbdv//neUe+9dhlarZvjwFsyefVu1FdpauvQQI0f+6LbtySc78vnnt5Wyx5WBt5LpVbGScMcdi/jpJ3cVnBdf7Mm0aZcW018WUkqaNv0vJ09mM3fubTz6qLsq2NKlx+jTJ5I6dWpn4ZoJSRY+2q0HAT6RGSzvZGUPP/JPhoGvFzwBCPCXdHhkC+M0DXmMYm/zrLQcnjkjaNogjg5Bktm0x1gF/ru6586h1HVlNQqpcEoV4xECUxq6+QX6HxLmdIfRlUwtatoNjsdBRCPY9hM0LIgE6tjVzJ7tBQWQdEGuzPEwCdm4JAktTvSKgtUmCYuwk3DCz600e74V/B4EqUB0BCSWU0bihdfg1xWw4FPoUfVh8aVSeQ93J8mKLeV3vBjqG64qD3ftChytBDk5Ofzzzz/07n116JheLRhVzemu2ksv9R4G6LfSJeKIm7ENEEoQTlTY0RDuTKWB/RTRGk8N7l9ZxE75JlnGQJL9wsi1/XZRYzGRQTYpHts78BZaLFjREUIq9zC1QsY2QADhPMRc+vJMgddIhSC8yDtiQ4uPVY3EVY6+L941m79kDtmAFS2reJ+z/M5nvIIDzxjlqiQhbBNtdYfpEBTHehZW62vVNHv3nmXjxkTq1fP1MLYBVqx4gFWr7icwsNh7NmqU59166NBFZGfbSEszM3fuHp566nePPlargyVLDmI2e1fHqSh33NGSiAjX3bpfvwZIOfmKN7a9OWuqIlnt2LF0D2Mb4M8/T3rpXTVkZ5tRqd7kxIlsFAUee8zzmjRiRNNaa2wDTKmjwyfESp06FrI6hNCVIDJJIdzvXIGDXoIOGjl8ub9EsuU5m8LYQ/7Ysv04uL8jRxQTizjtcXyJZBMp7CG9wmM6XqcOwuxA5XQSka4t19g2K9D1ANTfDePbg5AQpIFHLyFS79g2kBlwflexsQ2w9AcDqH1AbQSnjsZNcSUzFZqmZonV6gSpkJZsp1MX1zVAUWDQCOg+UCLtrt9AcjlFaS0W+OBTOBYP731c+fdyWZGAQ121f1cZV3xIyZo1a+jevTtGo2dBECklb6VKduVIZkepiDBc/rLv1yidQPwYzbNs0/7MMO7Cj1Cv/RI5RZ0CS9YudFidFY/znsN4DhCNQNKWIzzGl0VtavS8wOflHiOTQ+znv0TQi785z0lS8UNyByNoRDcGsRqBCoHAJjLJJwNf6qM1lC8dF0kER8lAAnqsABiwYiYff4qT+8xY+JwJ+GAhjWCakcRdLK7w53Ahufm+4Ad2tBhL+dyvFjp0mAfAqlUJ/Pvfq5g+3TP8bODAxmRlvVzmcYKDDaSlFSuDOByKW7vN5sTH5z9FZcsbNQokPv7ZUo/n6/sW+flOevWKZOPG0W5tQgjOn686rfvagBACrVZgLzA65sy5idGjL911FxLiWYHQ31/Hd995l6isClavji+/UyVxOiU3zJKE+sMvD1aPTyzTBiF/KpCuxwzUdVjJ6GWkOe2I08Wx5PHtLI3rxJwWKvwM7o6SBIfLjQCuf1IRdFMVhxkqikSz3460a9AE+tCzySamio70Lkg+z3CYaWtJAgGKXcXZoOJwNT+NhmRNQXlHL7WvbA547AwMCYB7g+FAPuzNB6eEiGhQHivua7bDM3+AXgMzBoH2Eu23Ro0E0uG+8rj/qKDjQBs6qRAWoyExsaBBmvEPcE22br8HVv9UsD0ERC+F318t/l6dTti0TdK+jSCwIAzGYIAnHoLfV8Iz7gJN17iCuaINbofDwZQpU3jllVe8tm+1wusmBdSQdEiys+M1g7u2UZ9IRvBUmX0eYAzzRQr+9rPEZmfQMfjXCh//dIHROmDvL3TxO0a2PYDtDdrQz+dPNBXMqN/BK9jJJZE0/qETEARksZSveZYObsfREYzuIqT9bmUEKpZzgmQsgI1k1Pi5GdsAu9iBX4HKiR4bURwngW00wD1b6g12sIkUWmHiPmLpWoqu+Zt+/2F52nfEBsdys+bqDSe5kNTUysdBnz37PB9+uJWffjpCkyYhzJnjHgecmWmmpBP35MlsLBYHBkPxZdZkshIS8h42W7GxvmnTWY4cSaNFi5or7lNVKIqCv/872GwOdu58gnbt3GXobLbSFX2kdHkIS35eFSE01MixY//i00934OurZfjwlnTqFFmp8VeUoUNbIArUmlQqOH9+QpUdu/EbkoTVAgQMcUpWPFL1961N6YCj+LgOm+vx/YUrcUYY0d7LjkA3oxrfUBOmHAN+ARls1fREW0J96muzFWlyXRMd+UaEVEgV1qL29vknCfV36XWnmC5OYjTiKGQ54ZtsaKGDDr5wZwicssH9F/x8fjoC3+x3TQ0GN4Zbm13USxXRoUcm/2w9CPii8WmMPb/Y6L6uucCe6HqvUkr+PVHho4/NhAT7M3+u6zPRlDydrSB+kwwskM/PzJSENME1SCFZ8qVgRIGC7+wPKzfeGkOKq9IrXZVc0Qb3rFmzCAsLY9SoUV7bIzUFyW0CGmuvGdtXKoEEMYEPXMXLLtIm6UIwO0kjuKGNsIQMhJSE5maT5nOCuriHDTiwsZxb0WBDDdzEegB8iSKLwwWlKlzeHYGCBoGqCn5CN3NLuX260o0tLMYHM3ZUpBBOxwsUTizY2UM8fkgOY2RCfjZHtGfBoeaMPgwfVfHFMAM7Q+s8cMljvxK4445mLFsWh6+vhi+/HFb+DqWg1aqZOLGXV5lCgIgIP4YMacKKFccBl374hcbjM8/84WZsFxIYWLNJmlWFVjsVpeDttW8/B7v9tQpJ+9lsTiIjPyA93cy4cV345JOb3drvuWcJP/xwsOj5pEm9+M9/ijXbmjQJ5cMPq1bewelU6Np1LjExQSxbdpdbm06nviQVk7IwF6qUSleS3YX8dATumAMIGD8YPq6EXsAtdYGTCjQCoXaSfsPFnX95RRUiPd3Qw/Ra0CrgUKE2WOmvNGSYKrqo3WbTIaVACInVeXF69qYSPx27dOV2Lmzive/19V1qJRoVdKh7US/jxj9bjwGZQCYOcwQpKQGEe5knCCF4f7qe/fscrFvn5MYb80lJ8WfZNzBUgbjjDpxZObz8kg8U1F9o3pvikBQJI6dC9g0QcBmqXl7j8nPFJk2mpKTQpk0b1q9fT6tWpWdHxFskh/Lg5lDBpVa9nZecxqR1GjpHq1jeM6DKK1Ndo3pQyGft3j608U9Eb7eyI7o1A42bUF0QH/gDw4niNBLIwZ9Y7qYlY1Bwkk0cATTmBIfZwibqYKQrNxLmplZ+ecjkNP6Ee3joHTgYxs+ocZKHkT25nRBG1+/1KyWIW7Wum2RL+wGcGoV6SiKoNQicRNGUb6ikC6iGCQ6eRlaWlSlTbuD11/vW9HDK5K+/TtG371cARR7Sr74ayoMPdvDa/4svdvH4478X7PsQffo0vFxDrRQXJkXabK+6VYMsjSNH0mjZ0pVUHBnpx5kz7gWrVKopbqsHer0ai8U9qbWq8fF5C4vFlUtxyy1N+f33iuV3XCoWq6TZfxSMPoIDE1VcmHbQ/DOIOwgI0NUFa4mPoefvTrZsFegbKeQ/qqHBAjMpyYJND2joEnV5/Wt2pxNtKZWfo5KTMAtJalh9VBcRyP93Htx1GnqEWBkYbmaE8CWgjOJjTsX1O7uUe79QHwUlDlfKWw+czuAycw9GjzbzzTd2mjVTsXevX5nH9mkssWRI1wB1EpqryPkd/MverVqpdNJkm86SZTurdjDNxbWkydrApEmTeOCBB8o0tgFiDYJbwy7d2AaYsEpD6rFAVqz3Y1N26ROP9Lyj/B63EJOt9KIw17h8qDDSr+1GnPXnEtA8hcHGLR7GNoDjgsqtRmIK9lcTTEvU6AjCiY415PAri5nAAu7kW4Yzmycu07uBYKK9hsNo0DCZnkhUxHCcltqDOG0a9GYNN6uL41xtatdNSFFpUVCjoGEb+awiw+OYazPsBGyycuMmE8uTzR7tNc3DDy8jK8u1XD15ctVWObsUFEVBiClFf1lZLkm6G25oiMn0MnFx/0JRJiPl5FKNbYDx4/8oenzffcu89lm06ADh4dP5+ONtXtsvJ0ePFic9//DDiAoZ2wDNmoUyeHBjQkIMzJ3rKdl3440N3Z4/9ljpn1lVYbUWJy4nJ3txNVcTBr0g8U01R172NLYB5t8G+Ln+Xu7j3rZlg4AUFdb9KlostpK00YAtTk/XT12u4WS7k8GZ2czMq74CVgDPpmUTlJaNb3I6UzM9w7iSIqJID4/2amzvU2wMs2Xwg83q0TYowUJCvuT7RC0Trel0knGcwv0+m26H/IKvTq2quLGdl6eQlOTkQp+i4mjO7Ll9+OGHvihK2cY2wKxZBtavN7J5c/kJsxuWCox1VRAsMDZX8fG4mjW2LxlHFf9dZVyRHu7t27czbNgwjhw5QkBA9cqnlaTJlgROrI1BH2Hh5EM+1POyCmd2HGeI+hg5BNA5aQdzoktPmrpG7SKT46zmaQxYCaYzvfGUHvyD0WSShgCy8UNboCZiJI87+BFdCUM4AxMv8gWgEEg6D3IPbamkVtVFIJFsZzPB1KMZnvrZjzsOsR6FaPUpHEKHGhunaMg6YonFPflY/KaAIlzp/98BxwU6P4F1fbW/jQoxceIqpk/fWvS8povVFLJo0T7uvvunouezZt3CmDEX76gZPfpX5s3bA8CMGYOYMMG9gqrDoaDVFosMZ2RMJDjYM4lQSlkQb3xtWa6ibNt2mt69vyQwUE9Kyr8vyhNbU4TMd5K5UwUtnMQGKcT/WeD9DXUi39cQnX0exd+EVAS/KA3o4qXaZlXgl5QOQQW2Qq4gr17FE7MbO8+Qq3KiOFWcVtfHp8RSstgli5aGfCPSCK+fxgIRQR9CEIud4FCBnxMiVGg0Kna0gPYVEIq5+R4rK34wAwL0WvIzjfh4/oyK2LLFwpAhyYSHq9i7tz5GY+nnhpSSzz7L5OOPFZo0CWbpUjUVyKevMS7Jw724ij3cra8uD/cVF8PtdDoZN24c77777mU1tgEO9YhiQ/s0OumCCC7lk7Mop8hV+6OgwmzwVE4pxJr5B7+JT3GqVPS1309EqPc49GtcPoJpwp38r8w+nRnLSqaiAmxoigzuPIxocVdPmch8XItIKrIJ4RfmEcWrhOBeOEhRFLJwEqK6uHjG0hAIuuI9zhhgnqbQ6G9DPnZ+JI2O+HkY2x6cFCAEtjzIzoHAgp+fXv8mNpvr5pqa+gJhYZdPCu299wZx/HgG69cncOiQp6RkTTFoUFO357ffXrmS8HPnDmXOHJccYGU1v1esiOPmm78HXAl+JtMkDIaqOdeuZrp1i8ZuLz3JszaS8aga+QgIocGhQNB5G5ZswfaCvPQiO0oKHF58Z63jkjm8LwyfOiY2dTHSwVg5E6GRWnBSASQM1lxkEiwqcnFikCqPdTyVxo7i0IIiCfbP5QX86EkwWzNwGdsIMKlBJ3Eokg/PCb4qiPG+68kcFi/Nhuh6hEdqGHs/TL7LZb+v/J+domBqRXI6CZo1pVSeey6DnBxJTo6TlSvNDB9e+jVv/fp8nn02BYcD4uJUTHwpmI8/ugonvpKr0itdldT+KfsFzP1iHll6Qch9DUgtSGq7XOhQM8BYh2BN6TerIF1/pp5byvBzv/JoRukZfglpkznvH06qbxiH7LMqPAZJza8w/H8mjI7cx0/cw088wUwsGLGi4X4WuFVxA1d14EIkrh9bDu7Lq/el76enWM9QsZ6O+etpfmYj6gU2NL9YOJNT7W8HI1oeoh7X4T1LZ2ZnO5oAG1it0EABKdEYi41toMjYhqoP65g/f1dRWEbPnvO89lm27G4yMl6kbt3LOwG32exMn76ZnBzPUJvgYB+knIzd/gpSTqZu3cpnQQkhSjW2NRoVS5aMJCLCyEcfDfbq3X7vveIVAEWBlStPuLU7nQpBQdMQYgoq1RTefntDpcd6jZqn8FTRqCBvog7Hf7R0rO+6Z+3yrUOTzDr8Kz+S7l6qriae1yOdavLP+/NWWuXDTvbXCyHdEEC2XxBL61xcBcr16ghmK3U4oIlAdcF572ynw9lRILuoOB0Yy1MiGjWCJkYKaiBI1/88wAHPF4jkfPyVg8VfGSEvEg6fIOUkTPkWVuxytT//nB78NRCsJyBMTUg5xZSfesofISAgQDBgQNnu6uhobYkwFC0zf4CQ2lW49xqXiSsqpCQjI4Oolk257o/JRLYP4wY2cJ8YRh2qNju9uvncNBWy4vEPzAUBvTPa0iC6fE/KloQn2BPjpH1KGD0jLr3S4jWql32k8CE/InAQTgI+qJjM+259mufuIdjPVQXBoOTz19Sb4IwAPYgBDpRhWqSEiAGJ5KkCUZqD5ZNA0sjBjJnoAm3bmiQo6B2ys13SCtnZLxIQUP56qaIo6HRv4XRKmjUL4ejR8V77XZiEV1tCRuLj02ncuLhU3PHj42ncuJy7dA1x8mQmsbGu6hkajQqT6WV0umKv40cfbWXChFVu+1itr6IrEW7gcDh56aU1REUFcNddralX7/JObq5xebgjKZUVR3zQhVg4fF0Ikdorxye3Ox16bXBizgF/f8i5o/j8HfWUgyVfFnr3E6B5LDSAHTPgxkEKueeEy0MSKsFXUket5txBKJnzeeQYpKRDH3cl1gqRmupg+UrJIy9pQCvADPL8pb3f6qLSISWtOku+qeKQkk7XQkpqjNdee43oETfg3z4WG1YkAscVtoZx0rGH15RHsPgbqC+SmGUw0SC6YjrIx4NzQfhy3O/sVVWIW8HJQc7jRy51qY9PKd7WK422hPMl48rsM8gm+RsVWqzk2AyuWGlcGryqgjXfm55NJTUhGhCoDHbamv7mcE5rYvRpDAn6lk9Uz1X/mymD8grGeGPt2nicTtf7i4vzTNbMzDQTFTXDbZufX+25XM2Zs9vt+d9/J9Vag7tRo+AyJyoDB8Z6bFOr3e+3rVt/VvQ9TZiwiqlT+/Hqq3089rvGlc2yqDoQBa6szCuLjqGQP9x7TPqiTzSol+SA2QoB4ZAFWxZB5yaQe77gXFcBZsBXITdHjaK4DG6hSgJpASTomzD43v9j78zjbKr/P/48d7+z72PGzDDM2NeQFEUkP4VsERJJhVSkzbeIotW3r0pkSWhRiZQQQkrI3tgNBmPMvs+du57P7487Zua6s2+G5vl43Id7PufzOfdzxr3nvM/7836/3hKbPy/f3Pz9VYwZBUu+hX1H4IXxpY+56RBA5Qrs3vLcNI+vhw8f5ocffmDjm59wH40ZipX/k+6jXhk0jGsXBUEhAgkvRdmNyx6ZdxOSkEOP3JvtnEtmEtt5hKuM4SLfMBMZZ53i0rCRy3HGcpQhmEiohllWDx/73sbf0t2sNNxF6u6W9B2YiepuI9peBkwD7THhzSL0eeGFAp0ih3hjEFah5ryxMWnCOe7a5bgJaZdAccyMtNOM9KkV6Rsre9NqTzhSt24FNZPVagVRUY7/Z/feuxKDwfFhOivLucDV8uWHWbr0ABZLzT54v/XWvfnvFQoYNqxVjX5+VdKyZSDJydOYPftu2revx+HDT6BUOt4aClfYBFiz5oTDttlsRamcjSTNIjDw/Wqfcx03H4s5wHRmMJn3uUxyjX62QgEi0QOR5Y+44oa4CF3yyhiMegK7sSgDCiNcSWD3JlBfixwVFkBpf5nM7Hd81qZ1uywkZRZSpAXdHZCaVvw8dv8M1svw7pvF96nj1uWmMLhlWWbSpEm89dZbNPYN5mWpOWOkYTRjkFPcbG0nXHUbHyt/4AH1L7yqjKa91KbMY0NDJjAg8BvC/IZX4wxrnhgkZBSk44UFI6ICBnc2/5DNSYxcIo3aIw9XFkxWQbsLuRjuNfGn3sL4e2SMA1zzlzPnT3Zj8MPJ1GsRw/ezXWjqdhlfdRLt3A/STeGcrJObogGrhEhWw68KWKWET5V02VHQJ9FqIPjSRZqknSBeGBFCYJTL/3evKDqdhh497BrmFotMmzaLaNTof/n77703vNRjjBmzjscf/4nx439Bo5lDy5YLqnSOfft+iSTNYtw4Zzk+lUqJEHZZP5ttppOBerPh6+vK66/34NChp2jXrr7T/gMHxhMWZq89oNcrWbv2YYf9e/bEIsv2B7rExDo51DqcOUAUSmx4ksF2jjvsG8ku2os99BOrGW/ZWqO5Sqs+khBGCWGSECkuCEMIt7Ut3OPaXGTQCX79smDPyq8tHDuaC7IBok2YhGDaPMfjyzLsOQ817BOoeQRgq+LXLUbtWaMtgd9++43s7Gwef/zxGz2VEhHCytHoligDbOj+MRHZ5QyonJOYRrg8R82UULg5mEcLFnGKThj5P15FWYGvpTtt8aA9VjLxoUc1zLL6yDCDup4ZJFAHm4k67QJhjn3WzPHnWlW3vtyV9zYEiggukrwsiFQ1eFshU1GQPW7OC1cBmp7OIjMmhAQE7ZtcIj6qAZKHDZfmqWTXr0RZtjIyZ87v7Nhx0aHtwoWM/Pfz5vWmW7dQ5s3bw8WLGWzZMtLpGAcPxjlsnzjh7DUrLKsH8MYb3Zg5816nfoU5diye1q0/y9/+/PMoRo1qT48epT8E3CxcU5Z55ZUuvP126aUKw8O9uXix+PLlXbqEoFBIyLIgMLAUtZs6/pUMoQdrycCKnhe53WHfH9TDKqlRChtxKsEB+RCdFB3y969KkZmbKNO5Xi5vuusJLafySWXIzW1IUFgaz09WM/N1x/yUU6fzpFjA/q8FnhhcsL/7CPj9B+yuzU6Quw10eWJWG3aAvx90bl0DJ1FHreCmSJp85JFHuPPOO5k8uejEqtpC4smZJDdbiYRAkS5onDkDVYNxN3pa1YaBKxxiAApshDCFMEY79bGQzQe8RhJ+hNGQ5xl1A2Za+4nckkt8PQOW0zqyhuhRS5XzmFqFoO2pVAxWEzFfB0IQfDdQwdBQu8HtfSyBzIt2FR2VuxFzrIvd4L8jC3O4c0KcEBA8MoXMTBXm7cexGq0ci+pEy5YliNWWwCOPfM/q1Y5hCfPn9+bZZ7sUM8KZjIxcwsM/Ii3Nrqbwwgt38MEH9zv0uT7pEopPvBw37keSk3P5/feLZGQ4Ft3YunUUvXrdGtIC1/9NcnPLLhPYs+cKdu68yPjxt7Fo0YMO+w4diqNjxyX5hUPatw/k77+fLFNp98qQk2PCx+c9ZFnm1KlJNG5cvDpUHbWTbvzJJeFPU45zWYSxRQoiVLKvtJhl0B4u8DL7tLpKnDoYbZ70hwEDR+QLBFgaEaGt2PWoMkjqbHtJS4VAtng6VKCWvLErpgAEwL4/YfdxmNovr00DHy6D52vRbbHCSZPNOgoWV3HS5D23VtJkrTe409LSCA8P59y5c/j6ll08v7qREYzlGyTS6YobTzCa3JTdnPB+AhcpF9dTuYQ2OITk4rw8e6uwnwF4cQgQxFOPbjj/2FbwOD/Sg+acJhs9T/McLW7ChJxbjT2WFAZdNuDpZkFvzOHokeZI7ja8wpNIaRji1P+RD+NYvTYI/twBJOW1+iDEfc59H/mOkBB3Zs/uiV6vcdp/DReXOeTmWhk8uBlr1gyrojNzpE+fVfz66/n8bbVawmx2VgTq2XMl27dfKPIY99wTxs6dY6tlfjVNbq4FF5e5Dm1G43/Qakv3GGZkGPHysqsjFVVavXXrTzl2LMmh7fDhp2jXrupXTFJTDdx335dERnqzfv0pjEZ7OJRCATZb7VCyKS+h9wpifzeBWuLvwxo6Na/ZcMk2565y2uhGkC6NmMZhpQ8oRJxVsMMkeFAv4VnB4koyMl/ZrnCX5EojRUECslWA+lCe3SHJ+LWO45SiPr5KBbKAGbZZqJU5XCSM304N4WLzkr9vBgPk5kJNmBOPTYOVH2MPAW8Luk5g/AcKRz3+39OwcWHB9tatmfTu/RugQa3pgtlUs8nYFTa4m3YULKxig7vnrWVw1/qQktWrV9O7d+9aY2wLYQNJwRqOcpSGSEADfgJA73sXbbK3YU3bib7pcFBUTxWv2kIg95LNP6iwocEbgD+Zzzz80GLibrQEoKYHu1BhxYoaPdmUJwNeIPiZOWRynBY05zZurkIUtZUual+uNir0mwoD++XA2dgGuL2ZxGoEULw2rxAChWJ2/vYHH/wNwLFjE2jZMsCpv8HgnARZ1Wze/CgAp04l8f33J3j1VXsIjtFoITo6lZYtA5AkiXPnnJVSAM6dm0yjRvYb3j//JNC2rV0zPzjYjfj4bJYseZDHH+9Q5NjaiF6vvlaoD4Bp0zqXydgG8PDQctddoezdG8vUqc7aaM8+25knn9yQv+3traVFC/8qmff1tGq1kKtXszl06CoaTYFtoNcXnEtmppGkJEOtVY+5nth9NpAFmATTP5bZ+mnN3T8yZZkomz+4wUWTjn+MObTRlb2A1T2JNmJtcI8WNgdUzKxQoOBRZahTu0qC7U0ETydayPJP52GrN756u3fb7xuZycNzkRC4kEuGztFOTE8H71YCjKALE8RuVdCkKeTkwOZN0L17haZaZlZ8YH8B9JsDG2KBJsCf2GOU3eHbvBzj2Fho0QKysvYC8YCExRxAzEUfGjao3nnWUTPUeoN7+fLlzJrlvCxc41iSkU81wKy1cKlBC5pqv8IeDyvQYM7vpnarj9rNOd70ViSM58jhIWwk0CQvJm8ZKi7TABAEsJuxzGMp12I/Be7FJMMcYh8fchQVFgbgxU7SMSHTB4lTJAEBaPibYLZTj5JjcG80QgjCo88QEXyW+NQgng8K5glV0I2eVqWY8n9ByFI8X69rzqHFZwElX3zhkFmExVJ00mWnTkscjOsxY9ayYkVU/vbTT7dj4cIB1TLvazRr5s/rr98DwDPPbGDBgoP5+2R5BqeydV4HAAAgAElEQVRPT8Lb+10sFhkhyJcsDA/3zu83eXJBFdK4OPs68bhxG4o1uDdsOEV2tpnhw8ueGF0VxMSkEhHxMd7eWi5cmIKbm2O9Plku2QN86VI6/v6u6PWOYSaSJLFr1xgSE3NwdXVeuRg/vgPjxrUH7AZ9dSaSurgUzG3OnHv59NODKJXk67n//fcVOne2F0rq1i2MXbtq/wpFWCcFl3ZJoJZY+lrNJuHqJQksAjQSSpuNRury1R5XYb8baipYDbU0ergrOO2uhevqDmRkSHz+7VO07XqQo6Y2jBaO38v/rQQMABLGOLhyxe7hFgKOHoXOncGti4wsw/4vJTq2qb5VhQ0nAF9AAu/RkHqdtODq1ZCVRd45nsce+O1BaNE+kNpHLas0KUmSD/At0BCIAR4WQjhpyEiStBm4A/hTCPHg9furklqdWn/8+HGuXLlC796lJ/VUO1m/IkkGNBYrOkMijcniRxrzDiZeYm7p429RXou10PhQAyblfEYOiURgT4RTIuOKET1u3Ma92NAQTnv8KNrw3MFuLKhplnySg6ZjZAkwo2BzoYcZCYEOu6d0Mz/wJQvYzLdkX1e98UaTJEMD/xhcXHMJrXeJz3ISb/SUqoQX+tTj4GfhCNEbIXry2GOOsbIajRIXF2evXP36jisahY1tgEWLjjiNeemlzfkVJqdP30J0dEoVnIGdZcscP89ksqHVqjEYXsNimYHVOiNfgaRwhcf333cOnymOSZN+oV+/b3nkkXVI0iy6dFlSZfMvjsTELCRpFuHhH2OzQXKyCT+/98o8fv36U7Rtu4gGDeYTEPABZnOBTIDZbGHkyDUolW8SFPRfPDze4dFHndVbFAoFCoWiSo3ttDQDarWj5OCJExMZMaIVb73Vg2nTunL+/HOcPfsciry43o0bz+aPP3DgSpHH7d17JZI0i06dFlfZXEvDZoPY+KKdDhd3KhCyDmHS0iC4ZsNJ1JLE6QiZAYpkrjSUcFOWz7v+R6CSr30VfONbsybFbwPhalpDdm0bxIXwSD6K9HbY/9IT2BdUlQJ9iKBNG/jfhzB1KowfD5EPCOQrElyVuH1k0f8vM2dnsnSFczXZ8lL/Wni5Fd4pIoJuzBjw9wcXl7b07NmPe+/thRBNKed/RR0FvAL8JoSIBH7L2y6K94FHa2JCtTqGe9q0aajVat5+++0a+0wAOTWG3pdOEqNrzJCAb5jr8zoKWw7iTEeMyjhSw0YRrPsYqfYvEFQrZhm02+zfB1f/DHa0X0NHxnGCv3AjmAaUXdXhItF8kvMVvRTbOaxuw1llM5DAAyMPE0wCu+nEQ9SnF9tYxxF+A8CKAiU2pjK/SHUTqxCoqsnrUhxCCBpFnyGi/hniUoNZERxBR0X5yhvfCkyYsAFZFixa9KCD4apWz8J6nSekcCJjbGwmoaEfOh3v3LlnadTI26m9vHz33T8MG7YOgPBwD86fL159ozi+/vofFi48wM8/P4KXl3OiVosWn3DypONDwvXJmg0bfsjFi5n526mpLxVZmr2sFJUgqlSC1Vp6TPPSpYcYP/5nh7bC83Fzm0tOjmNVC09PLenpxd3DqoannvqJxYsPO7SZTP9xqJRZFCaTlQYN/kdKioHvvhvCwIEtHPZbLDY0mrfyt5OSXsTPr0BdZf36U4watZa2bQP544/HHb6/FUUbEI/Z5A6ZJvzCNSSdr9lclnf/gleOACrw9YTkcqZNrEmHNBs87gPKGrykPhGXwfKzGmSLgl/aaulbhiil+WsgOQtmj4GS/usGTBL89D1276y7hZfGq3h1ogKvvMt1yw6xnDh0FCQFE567m08/LD3MZuWqBKZ/lMXBzSEE+pZvpaA2UOEY7siOgvlVHMP9QMVjuCVJOg10F0JclSQpCNgphGhaTN/uwLTq9nDXWovRYrHw5ZdfsmvXLod2sxActp1Ed3kZzVLaou3orIxRWfbv/i+/h8zDZlByLLcNWWThqfREan4aPXDrpkGWzF+8zXyCyMATb9JZKY0mzDuFS2n+RAaeohHdkZBoWcY6mALBj0zGzEVCiGcWn/EH22krH6NedjyZXiFM4v08Q/qR/HFGHL0NKmwYMOFe6OssEHRI3YfZW4lIUnCv/688x2giiolRLi+fGM+xVWzjQd0urhp9maH/KH+fJElciGwKNIVbVCEtIOBdkpLs8dz/+U9X3nqrp1OfhQuLvnaZzTNYuvQATz65EW9vDSkpjkZbRkbRceJFtX/99VFGjvzRqT001B2DwcKZM8/i4+NoxD78cBsefrhyYR4jRrRhxIjij/HXX+Pw938v/8Fi8mTne0ZhYxugU6fFREc/59DWpcsS9u2LIyjIjR07HqNJk/IpcJw791zpnYArVwrm4u2tY8qUOxyM/9xc57Xi5curNwwIYNWqKKe20oxtAK1WRXz8tGL3q1QK3N01ZGWZ0Wgkp+/I4MHfYbMJdu+OZe3akwwe3MLpGJ98sh+rVeL550u3B9IywJySDQq7AZZ8qeZL8r1yAsizF1MyS+zqxH4DjL5sf++igJGVf+4tE0k2G58fcUGcVoEEDyhsyD2UJRrRL3wC/82L/jpxCX4o4Xlz/QIJ3c9WTGkWSIb35iqZtwKsp+z7L140AAKEzJ49pcdLBAVdJj4+BxDU65aEOOEck37LUj0hJX6SJBW24hcLIcq6JBUohLgKkGd0OycS1TC11uDetGkTjRs3pkmTJghkUlhItMVCt70Tsdmacs9tPXkn8BU6HwnGanuarMAUzC5KfONno2oxsVKf3bbtcMIyYkgUgbRSHcODh6rorG5uDhNNIu0AyMGFdCmbi50CMAgTeqlzuYsQxRJFDvGAlgT8uOj6AXckv0aM6QMaBUXQhLlFHvMBhpNBClc4hxITrjTEHUfPgxETuS4aVJINq5sSGxpWsYlZONbU3U8MMziMAN6iM4s4w8M0pDcNi513m+RjhHmeAuHHsszHeNpjGVlk4o6znN6txD//ZNC23VJ7sKZcYPzOmfNnkQZ3cUiSxPjxnRg/vlOR+1u2DKBbtxD++CM2v6179zDat3cORxo9en2Rx7h8OQsAX9/3OHduEo0b24vi9OoVRmCgG23bBjJtWrcq8VwWhZeXHoulZM+yl5eW9PQC+cGBAx2dL1FRCezda9caj4vLplmzBcjyTDZsOEm/ft8BsHBhXyIjfYiPzyEubgohIR8iSRInTkws0jgXQrB48UHq1XNjwIBm+e3Tp3fDYLBisVhJTMzh8uV0UlMN+PjYnxjXrx/O8OFrsFhsTJ/ejZkzu1fo71JeVq8exIAB9nPt2DGQffuerJLjSpJEZuarGI2WIiUR/f1diY+3x+m3auV8nx4/fgNLl9rzAA4evMqqVf2c+hTG3RV7BRQ/FWTJjHi8bDKMVYqMPedZC+WVsfZV5v3sgfo1OPVUIeyFHsFu0JXh53ryUsH7+KJzoR2wZFIg3WcR2Aopgv6zP5wW7SU0Ghd2bS39+h4fb8qbpARnKx+GUgfJJXm4JUnaBhQlS1P9GfkVoNYa3MuXL88vdJPDWgzMIs7QCWF7BoRE4+wL6L2M5Lj1x0XKxcsIcYGe5B57C3ccDe5k6+/E22biqTyHS4Y/WQc6cqb5RHqFtUaBc4CULuxOzuVvvV69J3oTcTut2EkSmXjihwm/PAPTRdKWMrJovAlGICEhcCUHH0bh6XcfbSk5VlZCwUhK1mTXo6OlOYHjpnr4iSR0+lz+jz5O/d7kICpkBIKpRKHCylxO0QBPmlK0G8dmNCN5CZAERqMHSW4+uCpvfanDtm0XAiauz3sdOLBJlX/Wrl1l06+/44767N4dW2Kfa8Y2wLZt9rvxV1+dYMGC/cTEvFDxSVaStDS7Z/+nn04QGOhO586O3rCAAMeHSCGcw0YmTChI5Gzd2r9ESbx58/awaNF+oqPteUNbtozivvvs2uImk5UNG047FA/64ot/MJvt178HH2xCdvb08p5imTh40J7gaMsLGf/pp2H062d/GOjfv3mxuulVQXH641euTGXFiiN07RpKZKTzg8uZMwXhQmfPFlh1QoCr526MuZkI6ynAyP33t2Lz5n4YjRF8sszIxLEu6PXVF+t89DK8tB6WPQIhhYSI4kfA3T/A2CbwSgly92dMEKYGXaEpNtLC6aaQKyCyYpf7CtFUpaJx0wzO6/QIpcRvrdUlercBfpgNXZ6xPxzs/KD0z1j7lYKHhirABgpvifcLmWqNwtUY0yPLPN8ZM7yZPTsBkJGCi74n2GyCRYsseHtLjBhxAx68qpMaTpoUQvQqbp8kSQmSJAUVCim54clUtTKGOzExkaZNm3Lp0iXc3d0xsJMUHsYmJAae3sFFsz8/NeyPq0cGwSnxBKSngQ3iAz3wj56CqsMb9gPFTyI7azWLIuzhCHfLO/EXyTR65ioKpczQMatY3WlMtZ/PzUIMf7CLE/TmYeoVY2xWNSZyyCAKb5qgpnrku0SeWV8Uk1nPBcwIJLJwR40VGQWzaM3dRYSfTOUk64VsD/mLz6CTl5GLejVN0fLJddXTbjUk6X3yUv5BocWQ/RxarTY/Ue1GcflyBh4eGj788C9mzfrTYd/Klf0ZPfqnYsdeb8zJsoxS+aZD26ef9mHChM5VN+FysGbNMSZO3IhKpeDq1ZKTg7VaBUZj0Q6CfftiueOOZQ5tmzaNoE8fuzFRv/68fOWVwlSnsQuQnm7E2/tdh7aGDT25cOH5av3cypKTY6Jz5y+w2QT794/FzU3LV19dZdSo48DuvF4tgeNIkjey/GyNzEv7IJjPAhqgHYhV5RsffhBiDKB2hdx2UI1CMw54X0gifZ8PuMG0DjLvB5VsiAoBvdZCihl2DQaP4uX+ATAaIbyZgcQ4G/WCXVi2VEGfXhVf3XpgSDQbD8L4YRoWv1M+zfKVK808/bR9hXDnTlduv712ZUVWOIY7oqPgvSqO4R5cqRju94EUIcQ7kiS9AvgIIV4qpm93/q0x3F999RX9+/fH3d0dABe6I/MzOVI6h5o1Q0JBlvF1LmVPw5YUChm9EKpWBDWZAdcUuoQNkj/FpnYHISEkgRkt+852BglkWUFart3As9n2Ykl4Ge3uXXazLLc/FLNUfauyn//yNvXIoR4b+JH5DCQIr0od8xueJQETjTlLK+4hHOebtxZXAnDW9K1KSgp1+ZgBHOQCOtTsI4UvicMzK42Fql9YZDPi6irRS4pgGH0B2IQJJDWSgJx6rvyNgkw8iAYiOMHztMAs26iXmE6OrGK2rOPlEC1x6SBkqH9zSAIXSWbmFILCvkCrlUiIHYNKVTtuFKGh9gynN97oyRtvOIe2dOkSRmTkJ07t+/c/7tT28cf7nNomTtzsZHDrdG9iMtllEDt2DGDv3qeqRQZvyJBWDBnSCgC9/i2MxgLlkPBwT/76axyNGs3HaLSxdWvxifbu7tp8/e2WLf155pnb841tsCvMFEajUbBy5cAqPhtnLl92DiZevXpwET1rF66uWo4de8qhbfz4HeAQVmYCtIwcWfUrQEVx9DyYMwALdk9jcikDrsMsQ0zeM53FCDmCGgmS227NJf0PX8iWIBU+CJB4vxQV1VGbYLtdEIvua+HQ8JL7B4ebSYu3h5nFXVTxfw/oEKaSxxTH8uXJbFT7wUAPlhxO5UODjKtL2X/7DRsq8mQzISCgZhP6qxWB/btXe3gH+E6SpHHAJWAogCRJHYGnhRBP5G3/ATQD3CRJigXGCSF+rY4J1TqDWwjB8uXL+eijjxza3ejsUC7FXdeXlvS1/5koIrRLUoL73Xhm72Jw6n7iXVwIMBux5nbBzSUTN98shrfIKw1r/T+UUpZdPsgCxGwqem4YMbEeFV1R3WKpkzGcxEAjAHJxJZmsShncAhtx2JDRcp4IQlgLRRjctYEOeWoqLQkhItuFzW6rcCWHq9RDxso2+RzD8q6nY3HjM2FCQsYqJCSpYMXHmhdr8ZghjTTZ/m19AwO/L9OyKa+yWI92sH1qzZ1beXiez4lDgScZLGQMKhyVVdzdVWSnPXGDZldxIiJ8y+ypffDBJjz//BaHtutlucaOXZdvbAMcOJBIjx5fsGuXowG/adNJ3nlnDwsWPECTJr5lSvYrCYPhP4wY8T0Gg5U1a4ahVivz2l8rZSS0aOHPgQNPEhOTxqBBzgmAx49PYujQ7zl/PoWXX+7KmDHtKzXXstK6dQAhIW7ExmbTuXMQe/dWTYz2jWDu3DuZMuUboDlg4ezZh4iIKHvxmMoSHghkYLeSNdCtW/nGaxQwLgi+TIRhQeBRQ8/TrgoFuNkgO+/3oZIpTbHYs5BHO6wM0XyyQ6iDsMebVJBDh3LBrx4oJPDRIpdz0f/uu1WcOuWGTgeBgbVamfmmRgiRAjh5YIQQB4AnCm2X85dScWpdSMnBgwcZOnQo0dHRNbZUnZPbHJviHC67rKjOCYiYDb2cl2bT6YxMFDa0+HIJBe41Mr+aIJsrzGIpMYQTjo13GVPuJMjr+YpnicdKOOe5nfsJofzyazXNj5lHOey+Gg1mUvAlGw3DpC70LEZ55SIZjOMwjdCwmDsBWGrKZHyK/Y7gYcjFtMAbU17Ip9oDzM7OVuLjbdQPOYwsG3lyAqz8fCePPNKKzz+vuYTdwaxCRgUIniKZPtTMMnhtw2Aw89VXR3jmmc00buzFiROOf4dRo9bw1VfHHdpatfIjKmpS/nZIyDyuXHEM0Th5ciLNmhWvabZ06QHGj/8FAI1Gwmh8vVxJnVOmbOb770+wYEHf/IRIIQQjRvzA0aPxxMVlkpFhwctLw+nTkwkIqFjewdGjV+nQYQlKpURs7FT8/Us2Khcv3s+ECRsJCnIlJmZKrVkZqShffx1F06Y+dOhwY5wuQkD75+FiDGSctC/mDnkavn8RDEaIvgKtGxUvhxdnglXJ8EQA+NZwCPHO3AxePw+LQtxp6Vlwf38pJYsPopQEaSUudNKhUZX8vRcCpv9pL9b4XhnMpfR0aNYyh6REQVB9LV+vUnF3t4rd34QQKBqehUYe+FmNJP3RsELHqa1UOKSkUUfBW1UcUjLy1irtXusM7kmTJhEYGMiMGTVXwlvIJmTjJhTqrkjq4mW30miEIB4ZJd5Eo7yu6lWFyM2AqHlw+QJ0nQmBEZU/Zh2VYmzGSqxuuQTkwjy3p0ofUATbcnPZkiHztr8rv5yFAfMABXz3JAwtojBhj/sS2LltP3bXS4HucFTUBCeVhNxcM1Om/ErbtoE8/HBLfH2rxovWn29QAgpszKcVIXmKNHU44+4+h+zsAreZxfI6KlWBAVGUJvZHH/Vh8uSC0JSWLRfkJyl6eKjIybHlV7gEiI9/gcDAshnF8fHZBAXNA+yyfqmpLwPw88+n6d9/tVP/3r0b8euvFav1EBn5UX7iZXHHmTPnd2bP3sWwYS0dpP169GjA9u1jKvS5tYHC/6/FyWFWJ2t3w+Bx2Jd09UCCvV0ZCdadzv2nroNdZ2DVKGheHz4/D+MOAO7g7QepRQsFVTlCCDR/GbFe1IK/DAg23KbmAd/ixxis8FAU6JXwXSvQluJ/SzdA82k2EtIkxvY3suyRymmyRjb9neirbug1ZgzJJWSZ3mJU2OAO7yiYVcUG92O3lsFdq9YzjEYjq1ev5rHHHkNYM/jVcg8bRE++Fg+RhnNCT1UhKbQoXR4q0dgGcGcLCh7ChaWVNrZNaUmsaq3l+25emPe/CclfwsJSDBxzKhhveKLtLc9yz9GsUj5VYWMboJdez3v1XFEqoX8zEEtAfFa0sQ0w5TlP7KLdji6nohZ5vLze47PPDjFx4ib8/D7g4MG4Cs+zMGsZzERasZKhdcZ2KWRl/Se/GqUQMx2MbYBXX3W+QY8f7/ifX1gRJDPTyoABjmoI16uUlISXlw43N/uqSu/ejfPbmzXzQ6Fwvnf2719k/YcyMXZswXdj0iTnRGEhBK+9thOzWXbS0S7sVd+8+SwbNpyq8DxuNKtWHavxz3z8A+yx2UmAD/bwETeYMMq57z9x8OFuOJgEAxbZ2+Yexx7fnQ65MpxMgf8dgSJk1quUZWYT1igdpEtwQQleKn7PKHnMlLOwNQ1+SoaPL5f+Gf0+hPgDCsQ5ic9X68kyVHy+GzbEEZ3RGPzbket+G9+sSar4weqoI49aFcO9fv162rdvT4MGDUhPeAVLgBok8BQZHOAo9123rG+wGWjzSxaJRg2tHzzEIL2RqVLfSodCFIeKCLz4ukqOdXzJbC6dtpctP38CmjXFOVgUEJYMjBuaovFOxOyrQEoS6BovgQbOCV913Lz0f1CHxdoDsw02/hTC2LE/89RTHWjRwlkDuHDJbYBffjlDhw7BDm1Tpx7mww8lUBnQbonk2B0eROhL1vNSoeE+Wlf+ZOpg7tzezJ3bu8Q+SiX5UngaDfzwg11NSQhRbn1wnU5FSspLZGYa8fMrMNQjI31JTJyG0Wjl6tUs9u+/Qvfu4TRvXoZyfcUwffrdvPTSXUgSKAtds4QQxMdnExjo+KAwb14vXn11Bx071mP16iEA9Ov3FRs2RAPQrl0ghw8/XeH51CTe3nrS0uz6ykeO1Hw+w0fPwGMHACWgh4wD4FHMc1mIF6gksArokCe49GZrGLsPXDxgXSS0Xgw2AZ+dgJMjHMd/dxl+vQyf3A76SloKnRVK0GEXOXIRINt4o0HJ8SydPGHxVfv7O8pQqLdZEPwpYU/e00Epl7sS8fBQg7imo22jaeTNVzGyxqmewje3FLUqpKRPnz6MHj2aESNGYMvexxb9K9gUSoxCTW/FD3hcV7Zv8pG9fLLbvkTr3zSO23rs401lTzpdl+yVKefyXPJa9GoDr3mPIJiaS2QpjoyzUSzt1AaVCsY8A56Nm0G/HeDlqOFu/OUetMm7IASQIDNYi2fWg9BpjUM/IczEGR8iU30Cd1smAVnNUfv+jtm8F/WF71FsVsPACdCgMXXc3Kxbd4KRI9eRm2vF3V1NauorTh5WT89fycwMBWRY4UbvLmp+jXSMOZ1yMZv5yXq0CiOvtDlEgFLDBG6M/N2/lfj4TLy8dOh0peia3QSMHPkD3357nFGj2tCvXySPP/4T06ffxcsv3+3U18vrbTIy7A4HlUrCYnEMIXR1nYPBYL97JyVNc3iIqKN09pyDI5dhcHu4mgFtQp1julNzwe9/djspKAjixhTsW3cVBuU58DUXwVTEs4Us2495/XEHJiey5aqeJ+vDhz4FeU7RuVbeOm/jhVANrT3K9kB5IgfclRBaBntXCPh0h2DzGStLRimp51a5BfxpL55k3qJMRg9zZ8VS50TjW5UKh5Q07CiYUcUhJeNurZCSWmNwx8bG0rZtW2JjY9Hr88rsylYQZlAWHYv1bcJfDP+hCwho2PMUHSIPMF85lPo4/jofSvseyd1KrsGF+qo4lrlMqJZzqA5M+55Bs3UBdAKrl4Ss8ETb+iToHA3z1MyWJLtlIksKrKgINl5G1qqRJQUGgwthxxJRzLkNfjroME7GSiqH8BTNUONefKZNHTcVn3xyhsnPJoC3FdXGdvzcXEOf61xh0gEZ9Ao6NtyFi4sBSYJxBPAot92gWddRE7zzzh/85z/bGTasBV9/PbTKjtu48XzOn0+nSRNfTp9+psS+0dEp+VKN27aNpGdPx9yVwrHSc+f25NVXuzrsT0rKJjBwHkLA55/3Y+zYuu/sNdINEPSC3ZB+vhe8U4LK4sYL8O05mNUZGhbSAFh8AZ6KztuIBnHdLXPqAfjwDCDZPeCT8vw4b9kSeH1HAMig0FuZ18XI86pbR1zg30CFDe4GHQX/qWKD+6lby+CuNTHcK1euZOjQoQXGNoBCVayxDTAs8E7OjYlj/Yit/CfiHAuV/Z2MbftxBEigUMoobLXmlMuEtvMnWEatxByxDHVnGW2nNCdjG0Ahp6OSbfZgGiHQYHc/KBBIGpBdFNCkVX7/bJL5kT7s4B5+E7P5jQdJjfVEWA87HbuOm49nnmmCkLshJ3fH0tnbydgG8BRmQIAoLKtZ/AP1voMZSMp9SNJWJGkWKtUszp0rQ+3kOmoNCQnZvPrqdmQZvvnmBMnJRefGyLLg77+vkJlZdrHi774bypNPduDbb4eU2veaVKMQM52MbYDIyALB+qlTnXX6+/T5imu+nyee+LnIz5g3bzc63Vu88EK1SOrWWjRK0GvsqnVBpYRi9A2HFb0cjW2A8Q2hpwxusfB1EYV/v47JeyNg3umC9mRhy7+ECJvEjKs2zlQilrqOmwxrFb9uMWqNh7t58+Z8/vnndOlS9dnAV+SrvJy8HQ+FkXl+o9FTCS0km5XcdzxQmC3I9UA/6jS4N6q6yVYQi+0SqYYBGFUG/BUzsYoZyMrLGBU6rFnuhCQvgUb352fh7WI+gq+RgBz0CAF+6al01DyEwnV2/nEvkMXj/IVCmBnAOjqLQ7S1DUKnrjkVmTqqj98zTYTr4DPNfgJR8WwJRYh6DTjMbz9JwC9cuxrWr+9GbKy9PPq77/7JK6/8BsAffzzGpEmb0GpV7NkzrlqKwtRRfk6cSKJly0/zt9PTX8LTU+/U79lnN7FkySFCQz04c2ZyTU6xTCxY8DfPPGOvl9CokSfnzjlWprRaZdTqgoqhKSkv4uNTOdWKm4nETLiYAh0bVs+i5ZY46PuH3bZe1w36F0ohaXQ5kdhEdyQPI+ZMT1ppFEQVkRryRQJEG2FmKKjrLg+1hkp5uF+uYg/3pFvLw11rkibDwsKIioqqFoO7viKILwNGVs3B9n6L7kwuCDDq1Yi/X0Tq+YNzP4sZ+Xs/0GYhNRqA1P7Hqvn8YlArwwh0L+ydLpQB45X3KkQj7mIvm/Eki2zhAggaygJJ/5xDvyfYTzoeIMFO7iVMukIj8T5a8RqSVHCVvEoSK1hMg/Qj9Nq4HT9jM3LHfoGUuhe9zR8C+lT5OddRee7xsGcWzaFrKT3hf+9E0nrjYbB6cX7KeSsAACAASURBVK2M3X33FTxszpixM/999+4r8yXuOnVazKFDRSfF7d9/BVdXFS1alE/157PPPmPatGn4+/sTHByc/woKCnLYDg4OxsPDo9xJiLcqLVr4c9994WzdeoEhQ5oWaWyDvQKkzSaTkFB0OXmz2UbXrp9z+nQKv/46ijvuCKnOaTsxadLtDBrUjEuXMujcObTU/kUptdxIrlwxcdddJxg+3I933il9/uUlwMP+qi56B4N1WNH7zocG8FwWfJRp/24NKKJ+2m9pMDbPM37GCN9VXDSnjtpCXdJkqdQag3v27NkMGTKE0aNHo9PV4ozgyDuxBCpQJ8kIvUBq51wgB4Bl7ZC0WfbqvufXQ5sYUDZ07icEP1qXYFGe40HFNPRUXD2gPITQkUFswEQaadJp/GiHpgg9Zx8UpAIIqE8sKswobRFIhTyWORiZy3KUKEn0bEfSUDcuq8JR8CWdfPbR48hBfKXV4F+0Zq1AxkgyOvyrTWGmjsrTqrkbwtIN6Mbff19GkiQ6dSowtEaObMXy5UcB8PHRk5RkX0uWiynF9sADX7FxY3T+tiRBTs509PqSV6C2bdvGzJkz2bt3Lzqdjri4uPzX1atXiYqKcmiz2WwEBwczcOBApkyZQlBQKXWjb3G2bBldap+lS/uxYsVRevUqevXu4sV0jhyJx2aT+emn004Gt1I5Czmvmt/q1YMYNqzq1W+CgjwICiraqlSpFHzxRT8mTdrEtGl34eVV9IPFjSIkZC2QwLvvBnP77S4MGlSCIPVNyPwW8K4Nsm3gV0Q+sL6QR1tTd8mv419CrQkpAejfvz+9evXi2WdreYU7owGRkYgU2LD4Ph93QrjZl1eEJygeygCF881hlul1zmoaYEXF3fJ2HsoJI179A5mSByp1b7oq33QaU5MYsbKeM2SKHYSLHbRjPH6K+x36pJDJGyxCiYxCyOjIxSzZr7KBIp7h538k1Ps78CmQdZSR+YypmMkhkHgacx4VI4ngKS7zLSc5jzd3ci+DavR866garFYbHTosRq1WsG/f+CJDSjw83iYry+zQtnjxgw561UII3N3nkpNjd51ERspkZCzi22+/pXv37mWaS1ZWFjExMSxZsoQvv/yS4cOH8+KLLxIeHl7xE/yXI4TgxRe3cvRoAp9/3p/Q0IJg4SNHrtK+/eLr+s902LbZ7CEfQsCgQU3yJRFvRs6eTaZ9+89o1MiHf/4pW0K+JC0BsgBvvvjiQR57rGYcLbWJn1Ps3u3ngu3yhXXUDiocUhLaUTClikNKXri1QkpqVeTU7Nmzefvtt8nJKXoZs9agcynZ2AaYsAcU3ZB1Pkj3nS7S2AZIUHojIVBhJUdyJUe1ghbiFB3kQwj5F6f+GWRwv/Unupm20CJuP5/wDjJysdOwYSaHS+U5Owd0qBhGC8ZLk+ilWONkbAP44kEfeqBFopmko5XUCAUyaiw0sJkJ9nU0tgEOsIVsbJjRkUQACgSX2MXf9OcsP6LhEFFs5jynmM8cFjKenXTmIHdhIR2BjUx+I5NlCGxOc6rjxqJSKTl6dAIHDjxVbPz2jh2POcWXDh/eymF7z57YfGMbcjl7dgHjxr3gZGx36/Y5avVsvL3fZtWqIw773N3dad26NR999BGnTp3Cy8uLjh078uijj3Ly5MnKnOa/FkmS+OCD3mzd+qiDsQ1Qr55jBt6ddzqXQNfp3spPely79gyxsZlOfUwmExER/2P48G+p7grHlaFJkwXk5FiJikpk3Lj1Dvuys820b7+IMWPWObS//35flMrWtG9/e602tn9LFnx0QZBbjktsok2QYC39/6ufL7xQHxKxMMuQwTo5k3gslZjtzcd99/2AJM1BkhazaNHp0gfUZgRgqeLXLUat8nADPPzww3Ts2JGXXnqpWj+nthCbuZJ3XBNxJ4OnFXdjyJhAQ815oqXGJKkiuFe9yaH/02IV6XkG5tnsSIJdrvC80o2e9HXod9Vq5P4Lcbj7nWWg9/f0wI8OvFNj51UaMRzjez4DwJVs7iCJZDJQY8OGglS8SCaANDxwJRcZBfW4SiiXOI7dKPMlmSZEE0RXAvi8yM8RCGQyUeBRF65yE2I0WtHr5wA24CvAn4SEbQ4VC7dsOcf993/pMK6oJLmoqEQ2bjzL1Kl3YDBks2DBAv773/8SGxtbu8PYbkL+/juWIUO+ZeHCPjzwQEun/QrFLArfSjIyXsHDo6BSSWamEU/Pd/O3i0qMrC0UPpennrqNRYv65e8rrCf+wgtd+OAD52JIFosgPslKaHAlkvmrgbGnBV/sw15kxwOy+kq4Oddmc+CkWdDxit322hsMbbQlX3MTsBB50UBWpjtqvYnGERfYQST1KiNscBMhSbMpUIbqjBA3Ptepwh7ukI6CyVXs4X7l1vJw15oY7mvMmjWLe+65hwkTJuDufuvrd4Z4jOaTwg0eJ8jO/JZIly60VjvLZTVC4lDee6NRi8bNhA+OSTcyMhEHLRjkcEhsSE57Vy647KYtMqrrFjUEgl8zjTRXa2mgr7kFj4a0YigTiWYfXXkYHS78xQyy2Ek2LuTgz2Z60YV9AEgIJCCOhpjypB+zccOIDhnnGsHn+Y39Yj46DNwu9iJsbtikBliVBnyk/+DJ8Bo71zoqjk6nQoiZTJw4ia1b/di06ScHYxsgNNT5OmG1Oq76JCXl0KbNQgA++WQfly9PZfr06WzdupXNmzfz0EMPVd9J/Au5/fYQLl16odj9ly49T2jo/wD44YdBDsY2wJEjCQ7bRXnAawuJidNo1mwBrVr5Oxjb4Pg9TE/PvX4o2UaBu88WyM0Av5b4B4aReKx23Pe2J2I3tgGMkGQGt1JC4S/mLUZJwAUrtCml2mMWMhaLGoSEbFFhRSIL27/G4Lb/ge1/NH//m9whJKBusblkalVICYDFYkEIgdX6L013VWhw83oUncbZ2AZ4URrBcNEY71wXevpu50lJQXsclV1sCGxCab/qSRJCSFjQYL0u9CSOXJpcPUHf4xoioqwsTL2MR1wSQUnnWWC7Ul1nmE9DmtOLMejyKojeyWzuZxeD2Uxv5mPAjd3cQRaeWGhIP5bTjbfyjG+BGgtBdMKfL5yOfZAPUSAwS3pkNJhUEkjnECKZRPGKU/9ojrKJuaxmEtuZyin2VPfp11FGli1bxs6dOzhwYAsREc6l7ps3D2DTphG0auWHu7ua117r5mSU5+QUrE+mpBQYPsOHD2f16tXVN/k6iiQkxDNfh3vQIOeEyrvuCnUIN7p0qXZ6twH8/FxJTn6JnTvHOu07f/5ZAgJc6Nw5mCVL+jvtP3HFZje2EWBJJynWMafhtU/MSKoYJHUMHg3TqusUiuT32yWUakCCJ5pBeBnyTu/Xwwc+8K4P9CuDCmMEWhaHWWheL40Hw5P5jBAii6qlcYP5cl0mnfueZ9tfxio9rtn8MgMH3saiRSNITHQO16zj1qJWhZRYLBY6d+7M5MmTGTvW+eJVR9n5Mfc8k86r8PBKomf9X7mN9jzO/zn0Wc0lXjgnczUhDCTwaphAmmwvONHU4xin3DsUdWjmJiTx5hU9TUNTOeAf4uQ1LwsmWy77jUe43bU9mnJeYK1YMWPDheLdJ2vonx/32Zm92FAhIRACJKk1DaWt+X3n8yw2rAjAhxRsqGjNP4Swg/r4ORz3KgmcZAeheOBDM3y58RrstzJCCJo1a8YXX3xRacnQ6dN/Y926U6xc+RCdOtnjipOTk4mIiODKlSu4utaVD/+3kplpICzsf7i6ati8eRStWzsXF6suOj4cw8HtV0EOI7ypJ+f3FDws6ppmYDqTZN/w80YkOaqZZBkEvnemYclQICkVJP3tjq9P2T2lsgyHzkKDAPD3LtsYmw1Wx8AdgdDYrdTuALycmMHyJAXtvdXM9NFwp65yvr4Ri+H7aBhxO6wovc5SpVFq/0Q2W3EN8iQ7rn25xg4a9Bvr1v0JSPj6BpKc/FT1TLKKqHBISf2OgqeqOKRk5q0VUlKrDO633nqL3bt3s3Hjxjrd3BogEzP35x7kckI9LFZ3Arwuc8zUAoTgNvdTHPRs5zTmmC2F1rt88rznNp7ucoFpajcGyLHYUBBJCj8p7XGK+2wx7OUiTyrvdCg2ZJKNDJV+JA0fdMLARkVf1BShHVUJzBjYwzx86UCI7VdyWAWyBh/VD+ikOx3iuf/LBK7VWvQgHTUWGnOOCH6jHt7kcpwYTrORbQgkFFgxoaEe8bjgig0tEfTndh7IP6YBEyYseFPGO1IdRXLixAnuv/9+Ll26VG3XhL59+/Loo4/yyCM3r1JGSaxde4TLl3N47rm7Su98k1C//jzi4rKrpKx7RoYRL693HdquV1U5cCAWpVIiKiqJO+4IoUkTP2w2Ga32TWw2mD69K3PmFC17WhxWq0znzn8TE2Ngw4b2dOnibPG+vdLK9KfjQZLQ+biSe9lR1HrkHDNff2OCE/awOt/2/iQfdHREfPwTTNsDfu5w8SVQ5QWSxmVB/Q4WOGeFSBUTXlDz6fjS5+23EFLq2WU8k/uCTymX7tE5iaz+xwNrjgaFmwU5zEZSoB5fZcV+z9ujoOd3gA6QIekl8CsldKWy+IQeIu1KFs3uCubkH5HlGitJ72DXBwZwQ4jiQ61qAxU2uIM7Cp6oYoP7zVvL4K41MdxRUVHMnz+fQ4cO3dTGts2SzsVzPcg11KfJbd+ipmq8ZitI4HdOcD+uDKZjhbzK1+OBhj36LtDQvm3Ck/nZJ/HHg7FuzsY2QDq5BXXABQQqFEyTD6FU+KFE5qLNgywsvGleS446llxZz2hLDL2SOrHO7Th6dwuucg5ZyiCQJKxoyCYdb5xDBSqDBhfuIU8jXdkXL+YXxCNeRws6c4J9CARmlARgI5TV1MObTDZxhQns4Q6s2IuzyIAGCyrATA5qUtnPOm7nAUaziQRMmFDRnBP4kI0rOSjxo4VRgeXobxzdGciMaStqbfXF/8rLucxVMkQoi5WPoLqBl4m1a9cyaNCgarsmDB68mk2btGzaNIsPP8zg77+LLtBTHDt3xtCnz5e4uWk4ffoZfH0d19ELV9+8Rnr6y3h61syyuUo1C1teXOWLL27DbJ5Z8oCbgFGjfiAuzl6S/vHHf660wX3kSHyJ+++/fxVbtpx3aDt9+hnee+/P/L/t3Ll/8vrr96DV2i8yZfm+rl+fxKFDWQBMnXqaPXucq7y+OlrFq6OLLyo0+F4VX6/PC5eSJJo1dbzImc3w7F/AdogDfNIh8z37vl/PYQ+6loFMG98cUfMppZOSF1UhBJiKF8jK51yuDKIgNRAoQVerdNz1FMQKy6CpgcvolTPt+Ougke5dyqfnvmdPOuBOYYP7Gj9vvcIb7x1ixcd30bSxJ2p1KRmpddz01Io7vtVqZezYsbz99tuEhlZ91a2aJMpwJ+ebupDT5BJ/na8aDekFJDGHBP7El2XEMYufq+S416NFzUtubRjr1rDYPncp6zOuyRnc3dMZ0DqGN1SNeUBSIZCQhYSbyMYNFbEiBwmBXpGLRVbzoa8ZL3e78WlU6YjIicZNzqCj8YqDsS0QzGQNT7CQPzmY31ad9GEMU1nICyxiIqvoz7c0oAkAZuw32kacQ4UFFRZy0OGCIX+8DSWt6cl5UonDhg0VkUSjx0IuWnJRYSWR37VmTrRvTYuu2UyaUSD5KIRg2bJDfPzxPmw2GSEEqamGGyKFZiEHq3SY+lIcQYrT7BYHa3wOhblmcFff8U8DzYAY9u+PKff4mTN3YDLZSEnJ5eefnWW93nnnT6e2jz7aV+SxvvrqH0aNWsvFi+nlnkdx2AolMVluEZkti6Uy5pozd9/dAGUhWyc6+hmH/X/+6SyrGhubySOPOKqv6PVzUChmo1DMZsmS0n83d97piVarQJIkJk6s2H1vUBcFSVv1PDy7HtM+CuLPrx0fjhUKKByxZyl0SRnWEminhv9TwjNa0oOg1a+lf+anXaBeArxRH4LK8Ny43tePQJdstL7ZBPnKrPPQ4V9G73aGEb487/g97hQBXz4AwRZYMwQ8aiC/Uq9X0LOrC8pS5u3quhpJWkTbttsAiIvLBbIBHf363YcQ9nCSjEwL/Xsv5dC2Q7RutwKdbg7R0akOxzKbbVgsN1EW4rVKk1X5usWoFR7u999/Hx8fH8aNG3ejp1JpTBoNAolcnQ7JZCp9QBm4QEEijQkdqdRs8kxhJCSWBjdlaTCAfQn0CcX9DCUVUOOptmfYP61qzUeWk5iEhtsUjTipsBumKmzYUNLOLYwlDILrHAbT+IaD+ABufMpeHkeNAHxJZCfd0dXwV9aXJzFxGTeM3M3bWLGRxBkCaM0vfIAWBffxHCp0ZGFEmXd+CgTXfDoyCqwoEQJkoQABkY19yc6Bsxeg1z3vkZpqdxs9++zm/M8OD/fi/PnnAPvy85o1x0lOzmXixE7VVqpaiRozGrQYMaEhjJqLZb2eCxcuEBsbS9eupZedryghIW7ExgKE4eNztdzjX365K3v2rMbLS8fgwS3+n73zDo+i+v7wO1uym15JAgQIPYTeq3QQlCIgggiKYEEBsSM/pCuIgiggIkhTqQrSpBdp0hVCSegJLYWQ3rbe3x+btuymb0Lgm/d59snuzr137m5mZ86ce87nWGyfNKkDH320x+y9sWNbWLRLSdHx2mubMRoFRqNgzZoBBZ6LNZ59tjq7d98A4IsvnrHJmCXJuXPh+Pu7mVWKXLfuRf79dwGhoXGcP/9WkfchSRJ6fc6e/zVr+vHCC79nvvb2VtOpkz+SJBEW9h5Vqsy36LNo0enMAk7Ll59n5EiTvKubm5zY2E8AKF9eTUpKZ4QgT0MuN7xcZaz/3LrvTKGAVd3hNSXYC7jzYdY2ByWIkwraH4Ejh0zvhUSb/t5PgmFHoKMPfN4YswTWd1qZHtnRoqfnnTucvOeJs/0DvHyj6F6uFnNlnnhJCu40Ms+FyQu9ELTdDKd2ATKJYc1AZDMPXmlrepQWDhy4T5cuP2M657sQFBREaGhbBgwoz8SJfblzJ5UlSxpmtk/JLmxuNGA0Cv7++xY1aphyqP79N5pmzbYhhJEtW9rTp0/BwljKKJ089hjuCxcu0LlzZ86ePUvlypVtOvbjICVlD7ejRyO/p6JSyyOoZfnMRMkFLUYGc5VwHtCWB3xMV3yxXkintPLCg/OESvEEuoYyVFmP57C+DDycVYSmh26oSOYWphONPan8QjUaYlkk4kUOcBVHXIhjIQ1p9BiNxBiS+J2bPI8f3/ALglTsSaMdPQlISyIk+FsMD9vSt8tEaneA2+GguT4tx/H0+kmo1V+ayYu5uChJStJhNEJgoBfnz7+DQmG7xapw7rDWuJ++dKO6zLJoSUnx7bffEhwczNKlS4t9X8OHD6djx44MHz68wH3j41MJDFzI/fspODjIGTOmFV991aVAYTBGo6BFi6WcOxfB8uV9ePVV6yFd1tiyJZjVqy/wyy/9OHr0NmPG7GDt2gE0blyhwJ+ltPDRRzv59ttTma+PHBlOu3ZVSnwenTuv4uDB0MzXK1b0Yfhw86S5+vUXc/GiuYzh6dNv0qxZBTZvDqFfv41kuZnTEGKiWVujUaCw/w+hcwLhDvaunDliR1PrOesFYvZB+GwQkAY0ha3fQe+G5m1iNeDzJ+g0sKEb9PEB+5Ug0n0b+7pClzxOAz3iT7HvSGOMOjmSo4Gq7YPRqRwJk6oXat7fxAk+zYj0+QLoJiFeK9RQJYKz8zKSku5me8ePmJhXcXfP2f0+fNw/rFt7GQcHIwEV5Bw+PByFwrTUMnPmf0yc+B8Aw4aV55dfeuY4jq0pdAy3bzPBMBvHcM8pi+G2GXfu3KFXr17MmzfviTC2daHzidDNJsajBnU8N2OHpTHt4NCdgMrXIJ8fRyCYyAX+4wq+hONBLH7E8iYzcMLkLbZDxiYCMC19lz6W6G+yIOEhHspIIpwrsA4XGmMua7i5XMZZvn2uY31ND8ayG4GRrngyB4FAwoFE6uNp0f4eD7iGIzIECbgzkxNswFJTOZFYljIJHRLN6EGXbAmOtkBDKhsYigYVzemAH2/zPY9ImamhZuOugCn+8V6kaalU7eBMWkoikoRZMZCpUzuQmKix0JROSMiKDbh8OZqgoEiaNClv1ubUqTuMH7+Xy5fjqF+/Mr2GPY9Cac/Qfkbcnwe00HCokXOjLE8B5anEh7LhRfo+bMGmTZuYOHFi3g1zwcVlJomJpu+rZ89q7NgxzGo7lUqFphArUp98soc5c7IkJFNSDHz99TFefLFOphJKfpDJJE6depPUVB2OjvlPIP7666OMH2+KEf/996yqmU2aLMVonGzV6I+LSyU5WUPFim4W20oDWq3BzNgG+O2384/F4M5ubANERVlWQb5wwRT3v3ZtEPHxqYwa1TJz26ef7sU8etkyRKBV24sIrQEy6imkptDleQVxEVk30X8d1NGrvxHcJdSOcv7dKKdOrbznv/IAJmMb4D7sv2JpcLurQJutLEFUCohsp5zy+ZD3S9WCXKXHqJeDAiSZkSHClcLWGnPOlieEFhtlQhUfX3zRkvffzzC4VSxf3jFXYxtg5fdtWPl9G6vbxo2rx6ZNN0hISOOrr4pvhc+mlOlw58lj83BHR0fzzDPPMHLkSD7++GObjFms6LVc0gSS5mBHmlBjEJVpL99c5GFncZ0/MHlHfLmHFzHUJpi+jKAuDfPo/fjRYMDzRhIpKc7Yq5JpWvUYA5XhjKVkZB0TSOYZLphEUzAyFjtGYHlDvIC3sUu/8jzElf/DfBnYiJFe7CAOFYNwYhwFk6DbyEtE4oQA5BgYxao8+5wNgv3HYMQg8DKtJDJu3A6qVHHjww+zTsSSlOUBd3ZWZhqQABUrOnHz5vvY2WUFof75ZzD9+29IfyXDdCb0A4+XcG9nT+zF9At5IKT8KSFX6NhtuIfe6EQDpT3VS8HlLTw8nMDAQCIiIlCpCi9BkP27A0v1iQzGjRtHtWrVGDduXIHG9/CYTWyspTZvePhH+PoWv0JNmzY/c/y4dc18g2GyRejRN98c5dNPTQZ6lSquhIaWPn1rnc6And0XZu/p9Z8jl5d8UplKNQOt1mR9enqqiI621PDPjUWLTjNmzA7s7NRMm9aR8eNbWrRp98wFjh1NARqkv5NCx55uHNxh+rzR0QbK1RDgJzc5ymNBpgPDbUtr9u/rsCEYJncCXye4EQM1Opn6qJpDzBpwyMfPae55WHIFZjSDl/KhfBolUnjuagTBseWoXVnPEh97msnzlxj8bxTMDoNlDcEp/V5TCMGBJNi5Az7tKuFt6Wt5bEjSLiAW8CQxsSNOTrZV2HrcFNrD7dNM8IqNPdzzyjzcRSYpKYnnn3+evn37PhnGNgAGjOlxdjLJiFEULFs5J3TZvB8i3ThywolaWMaDll5M34sQEpJMTz8be49zwwVHDhLIDq7RmwBcczAWZdm+Z8lKjvww/uQqtZCANUQzAg3Oueh8P4od7shJw4AcKZ+3+U0bmB7Z+f775yzaZTcSDQYD1arNJy4ulRMn3qBOHUt1lz17rmd7lfFZ74E+jUq+amIvmt5RVE5jjnwSeqFEJ5NxQ1aDCWkNeUftwbgM6ZpsPHiQjMFgxNe3+Cvhbdmyheeee65IxjaAnZ0s02AaPTrn87ZarSYtreBFLRYs6MnQoX9mvq5d2519+4aXiLENsH37ELy9v8FggK+/7sL+/bfYs+cmAwYEWI3zX7r038znYWGWFVoBGjRYxIULJu3ne/c+oEKF4gtf+++/e4SGxtOvX9b5TqmUc/DgMAYO/IMJE9rw4YfF7+Hr0mUlJ0/e5+jR12nUKGu1KC3tc65efUiNGh65qgrdvBnLhg2XGDgwkOrVPTLff/fd5rz7bvNc9334UD0q+J0nMjwYcKR2M+9MYxsgIsIASjmZpyO1uQcaoMVriZwO0sNAN9BL/HgS9NOhugeI89b3uysMfr8Gs9uC1yOXs48amh7Zua7TE3hZj04mIblp6eEq2ObsjFyS8JYcOFO74DUJVFtAm26FbNgNIr1QpyRJdHGGLoMKPGSxIkkbgIyqp3Jq1DhBRETuq7b/UzyFiY62pMQ93BqNht69e1O5cmWWLl36REkAasLmcF8sJMW5CQGe65EXoPysHi2paFDjiDKbOIwRwSSCCSGMJuh4hTb4U7AEk8fN74a7zIyLYpBDAp/Zd3zc07FKMg9Zyww0wGtMx+mRGPihrOckgQigHJEcpAPqAvx/BQYW8RZGBN3oRwC98+5UTBgMBhwdZ6LRGDF5uI2AD+N+GsKckS7svGzgxkNo0WE3W6WTgISLiCeYOpxMa0Ebezkryar+l6F5nMFvv/XjlVcaPLpbm9KtWzdGjRrFgAF5Jw9qNBqUSiUyWeHj2CdPnoxcLmfKFEsP+OXLUTRtupi0NIGPjyMhIaPNkviKm/Xrgxg82GTUu7mpiI0tmJc1O3fvxmeWVJ86tT1TpnSyaJN9VaB//wA2brS91bN8+anMREKAgAAPgoPH2nw/eREcHElg4GKz93JaBbGGEILmzZdy9mw4kgQBAV5cvjza1tOkRps4btx0AUcJJB0PTtllroo5tE8k9chRQIB/axjlDnGQNgNUObjUbsZD9d9Mz71VEPlG3nNQ/qdDfz19wEZa5G5a9rip6KwsvIdX2k56TQfT9EUBfDVTFsCRw7BpKbiVUHSUJC0jK0SoAoMG+bJuXdFkKUsbRfJwD7Kxh3tBmYe70BgMBl599VUcHR1ZvHhxqTK2IyNf44byIg/s/emi/hknyTI+W1XlY6qSf4+8EcE0fieWWyjR4MlDDNjxFtPwSS9nLkPiSwKhlHq0jyan0vtMMk6OiZxu7IOv3DKgb6Dcj4GeOWvFlgYc8eQNvstx+1J6MZztxKFiFo0tjO2bmqZoRAyxSheayU9g94i8yhLGEpme7LmXzdSmFxISVzjHRrDbpgAAIABJREFUOQ7Smp5UJoCH3OMo22jHADytJIAWlUaNfuT8+SjTZ1r6PG+8YXmu6l3f5D1Loh27OYxemAQPL2rrUEllZBZ1MtteuhRlZmwD7N17w8LgnjHjMFOmHEyv5AkbNrzIiy+ay6bll5iYGE6ePMnmzXmHbGU3Dlev7s+QIZZlwvODWq0mKcn8c8bHp9Glyy+cPZulXhIZmcy4cbtYtapfofZTUAIC5nPlSpYqUVychqQkbaGXsTNKqudGlSouhIWZvHhffGFpkBeV1FSdmbENcO1aTA6ti5fmzZcVqf+DBymZx4cQ4O9fPJbf9X+yj2v+v0+9k0TmSpY+Be65M6Z7zsY2QFRq1nNDPn1okjH9ei1Mu5OABrKihfk4GiFZbhrTtQDmwMZDMD09vaN2K4gMsWyzb5+Oe/f1vPaq7W6OW7duwPHjQYA9bdu52tTYTk3Vcv9+ItWqeZQq2yjfZMgClpEjJabDLYRgzJgxREVFsXbtWhSKUqFIaCLtLufKhRHj7o5OncZe4yybDLucv7nLA5Jxwg49IdTBiXiuYzud3eKm0wEZcac8uXvQn+eu3Xrc0yk27HFkPYPYzQs04ZHkLKFDqb1HssoBpczAOSuGuwE9WTKAJnTo+IslhBPCFhZyiRNs50MS2M8yppGSTcv7UR7EGklKLrjecIaxDTBq1F+5tAQnXJjGV0yTphFg+IwjitbslzWhfLZQmkcNCH9/V+bM6W4x1uTJBzMTPoWA2bOPFWje0dEpaDSms/W2bdvo0qVLgUutz55tqXmdX6yFlHz66T4zYzuDXr3yka1mI7Ib22C6mXF0LF7h4dDQDxBiCkJMsRqyVFS0WsuQqz17rCezFjfDh5vHTfzzT8FyT8qVc6BNm0ooFBLvvdeczZsH593Jxqxd5Quu1cGtKh5+nhi/hwW9cu/Tyhemt4DOFeDykPztJ6S+jOq1dLgGahlazkCkuz1e+Yyrn3ICfDcJwszvaUnqAw+7geE5iLOMpsuRpOw/VStWzLwFBrp1u8zw10J4cWC01TE0GgMpKdbF6SXpIJL0G5K0hzkLshRo/vmnOUKMRIghHD1iO13CwMAFODjMokaNhchk0202bokiAJ2NH08ZJWZwT5kyhVOnTrFlyxbU6pKpspZvZGrkRtNFwIgMV2wjp+WWLZ5YhgEJgYyGtHqMsnUFxc5eb3JlyCHA5Qm867YJChRGkzEoCYEfnS1aDGMS3kTjRRQDGImEhAwZsnTj1RE3QjiBLN0cl2NAg6UqRkoKSCoj3uUknF1OIEnTkKRp9OmzJl8zze4Yeeml/K2aKJAzSOGJk9zyJtjR0Y6YmI8ZP741iYnjuXXrfby8cjeEJQlmzeqar327uc1CkqZRrtw3VKo0j9RUHZs2bcpXKAlklakG2Lq18MaONYO7Vi0Ps/GdnZVcujSKgQML57kvDP7+rpnPJ0xog9E45YnyfgUHh1O//iKCgrJuXFxd1Xz0kUnIuVEjby5cGEWXLr8iSdP48MNdOQ1VJA4fvoVcPo2KFeeYFZRauPB5wsM/5O7d9xFiCq1bW5eXMhiMjBixhaFDN5KWluXGkySJY8dGoNNN5vvvnzNLXrYlcYkCucsZJGk9kuwgXfslZG4b3F5CxAUgYgN5eFxtdg5YdR66/grnIy3HnNQc9vcD72w/55spYPcXSNsE0kkDrz/I+qzV7GRcb2hHXD0Vv3o44JFPp5n0s2D6BUFkNPivsXSne9hBQcsKvPYsvDcJ2vWEUCs1hv4+bCTD9XHxktZi++TJYajVc3B0nMPvv2dVETUYDIwefRq4CEQBoXzyYZRFf1sTHGy+wvM4ip6VUfyUSAz3/PnzWbhwIUePHsXb2/YeE1uQlrCHm9rZKJzfoJbqZZuNu5tzBHOeyvjRhda4kg+NpVJEssHIgOuRNHXT8qVPyctylRa04j7hhs9xVUzB7VEPeC6kkMw9blCNQJJIZA0fYgRcqcJQplq037ELnu8tAAn0uStsTJy4j5kzszzJn37ahtmzu3Hq1F3q1i2Ho2PREg4LwvbtIQwbtpkxY1owY4blDYk11qy5wCuvbMp8LUlw5cpbNG1am9u3b+NWQoGZt27FUrPm6xgMYXTp8gF79gxDJpMQQhAcHI2fnwsuLiX3XT4NpKRo8fD4Co0m63phMEyyGmffu/catm+/BoBaLSc19XOLNj17/sauXTdQqWSkpEwsULy+UjkdvT5rHq+8Uo/ffitYYaFp0/5m6lRTdZiJE9vxxRddCtS/qCg8gjDEXgHSZQkd+yKScq/xEJcK7umLtd6uEPlR3vtp+Q+cytC/VgmoZ+CBnxyvQhbm0RpBtZT0vHpTfXfxdvHfMCYlQ91GCWhT07h43gtPT/PjpWLFo9y/fxiAnj2bs2NHNwBksjUIEQrIASXgAQ7NEMn1Mvs+fJiCu7u6SDkjjzJ8+CZWrboAgFotIzV1ks3GLiiFjuH2aiboY+MY7hVPVwx3sXu4b968yfTp09mzZ0+pNbYB1C7dCfTab1NjG+BZGvE+r9GfLk+csQ3gKJexq3b5/2ljG8BOqkAVxfICGdsADjhSkwbIUeCKO++wgtGssGpsAzzTFpAbMa3PZZ3z7KyE7GY3tgG+/vofdDoDLVr4ZRrbDx8KJI8HSI4RSE00vPdn8XhOevUKIDb2s3wb2wAtW5rrVH/0UWvOnTtKmzZtcHNzo1ev36hU6Vuio5NyGMGSv/++RdeuK2jceDGnTlmXy7Oc+xoMBjlgYP/+WwQFmdyBkiQRGFiu2IxtIUTmCoYkTcNofHq8Wi4us8yMbQBDDsHCCxdmxRJMmGBdkWTXLlO1TI3GyK+/XrDYnpCQhlI5HUmaxsGDWR7LpCStmbENUKFCwRVkqlXLUh6pX9+nwP2LilGnAVnGvFVU9s/bk66UQ0Y9rKquubfNoI83WcaxHXjLwKMIVoKdDFx8hCnOTEA1K1/drQSBtFkgbRDMvWm5vTA4OULYNRfC73pbGNsAq1Y1RCbzR6WqwKpVWaEhQmSE+RmA6tStXy/T2Db9Xlfj5bUMuXwpSUmWnvO80GoNHD5816LvypX9M8O4HqexXUbxUuyB1JGRkdSoUQN/f//i3lUZZTzxODuDSDNdTLXa/+OLLw7RqJE3/fvnLxnw0YqT3rViwT1dxPZiJAs2+jKyLTR85N63RfvjnD4RyqzpNfnss5JxKFSv7kFY2Hv8+OMZpk/vhFKp4OWXX6Z///6MHbuDv/4yGVm+vnNzLb2dgbv7LOLisi5kPXr8RkzM+Dz7vfBCAJcvHwb0KJUSNWt65NnHFuzbZ25dhIREExho+0Tax8GjC6HVqrmhVFo3EqtUccszkdPVVUV8vCkEq2dPy+qFzZsvzTSsO3f+NXM8BwfzS5y3tz1ff/1svj5DdoYNa0C1am6oVAqaNSv5Cp4hF5pSv/4ptEkerF/fkJdeyjss09EObn0AJ+9Bv3zWTJtYA16vCGFpEjWdBZ5yeb5DmO6kGVED5dTm56D4F3LvX20XpuI8Mvj4DIz2h+xDaDTgNQwkLRycCU1toC/QtaszL79cn9WrT+Pt/TczZjTl8899eOutdixZcgpHRzUJCb3NvNiRkWlAxs2/jgsXHtK6dZaEZHKyDienBUASzs4uJCSYa9yfPh1Nixa/YpIVdODu3XeoWLFk5ENLhLKkyTwpdg93UlISTk6FO6hiUhNpuOI8tXZc5t342RyKH2x5Ji+jjKcUOzsF06d3ydHYTkycwKhRTfjqq04MHFiHyMgPLS6OMinbT1yuABU8ujpcr+1pTh+JAJ2aCRPOc+dOAiVF5cruzJrVDaVSQUJCAjt37qRv375mcbL5/clnN7YBqlfPX0jKl192Ydmy/nTs6Eda2qTMSo+nT99j585r+dt5IWjXzjxeOCDgyZIDzY179z7A3l6Br68jQkzhxo2CFRR6lLi4z9BoJmI0Tsbb2/J6kv27dHPLWpGQyWQYDFkew6ioVIvKrWBSTmnXbjlt2vzM1KkHrcbQtm1buViN7VV/JCGz24va4V8uXzafYy1/GZrEVgjRMl/GdgZ+rjAgELJHPxwxRON5NBLVwSTs7icwPSXVrE8Fe2jtDl4KKV/GthAg/aOn8nYJ778kRgYXMNsto7kAZKB8ZJfqDpAUAomR0OzdHOZAwe2C1av3AneAC0yaZIqh/umnAIR4laSklyxCRnx97XFy8gPsUancaNXKPBfrp59uAomAIDExyeIYWrYsLH07QCqnTz8o8JxLPXobP54ySrXBPeTH8wR5N+AadTgR0pH/XFwJTf7Bol2aQU+rxQeps+YsP4dN5q72UlGnXUYZpR4nJzt+/LE348e3Z8OGl/D2tixIcz/YFTcSIDEOXvGgXxeo94gTNSw0u1qKqkBJef7+3yJJ01CppmEwFFxVJQOj0cirr77Kyy+/jI+PD0uX9qFFiwq4u6u5efO9fI3x/vstMp/PmtWZEyfezPf+K1f2RCYzIJNJeHp+jSRNo0WLn3nuuTV89tm+HPvFx6cRH1/wgjkA9vbKzGVkIaZYLVRTWhFC4Ok5G0maxvLl/1ps9/V1ISVlIuHhtitsZmensHpsLlt2huXLzwFQvry9hU65TCYz+27lVuKRK1b8lmPH7nD8+D2mTTtMYOBCizYrVvxHly4rOHo01OZJbQlJMHzgBoTuOJrUndStZ11ZwxaMux1N3A0vdLft0UWo+Cq1aHIQ8QZAK5kMZy2svV+w47hfDcDZ9Ljbw9IhkCnmpMHCYtHqwK55NErfaMrNvG+2LTgkETv7G/hXi+DhQ2vFyJwwxc/Y4+ycv8X+xMTnEeIN0tKGWhyLgwdXAtwAOWq1CyEhSZQvv5nBg/9BCMGXX9YFvAE5dnbu9O3rj0ajRyYzhZQpldMRQpCSouXFFzcwduyOpyrMrIwSCClJTk4utMFds2IauxMBF3Cyj0cAdjLLILDm0zZyUd4fIgRTlS4kd5nDSI9vcXqk6qBAsPLMZpJd4d0afc29f2WU8RRSrpxE7I3cPb2Xz7alsv8+0KYxeEhl/PzyV0ny55//JSzM5LHRamHUqG0sXdrXot3HH+9i7tyT1KvnSVDQaCRJQq83VcxMStJy4sRIVq9ewMOHD9mwYUNmv5Mn828wA8yb15N583oWqE8GarUajcakcR0TY+7xu37dUiO6Ro3vuXEjS95z69bB9O5d26yNXm9EqZyR+dpaqfUnleeeW01MjOlGY+TIbYwY8fiKf7z99o7M5+HhqVbbxMeP54cfTjNyZCOrRntcnPlNU3i4ed7A4cOhjBixFYADB1ZhZydDo7FdrK3pXjXDKBQocqlqWVS6eyoJkguEUUJy09M5h1Cf/OKmAA8HQYyjyTg81qRgc9/UMvffhLoapEUAzrDvK/NtR84JdGckQEbKP1krXEdPpPFM6wOAhrBbTfDykgHnQHJn0pc1mT7BjZSU1/D3P0rjxh7s3FmjQHO2RoUKDghhWsmJi9Ph7r4MiGT9ejk6nZyNG1sixCizPnv23MhcwdPrBeHhiXzwwW42bgwGoE2bSrz8cuFqC5Q4GbKAZeRIqfZwfz+oE2uqX2CC+yqGVF1Lq8RaVHAYaNHOoE//L0sSkjCSonREIywl11775nNGnOnFeweeZ/iF9QBE3VrFmpsvcz5kTKHmWEYZTzqVfBWItB4I4wus/a0gZYrNvS+tWlkWP9q//wZz554E4OLFh5mybzVrLuDOnQRiY9MICBjN8uUraNhwLFFRhfMWFxWVSkVaWpqFxnWzZr4sX97H7L0dO66aGdsAu3ZdN3sthKBpU/MKhuHhiTwtWPMSPy4GDswK6m3QwHpYjpOTivHj2+HlZf1aNHt2V1xc7PD2dqBiRWdOn37LbPujBrhWa301p0GDZelJsDO4dSs+35/B3QWWrxuMXNUCb5++RER4WrS5/xBuF0ChLsUoqHnQgGyVEfcD8GN6BMNXLtV5+DLcHSxIq+rAdpf8691/F2pE+ksgrRWoD2RZVw9bKBB9ZIg+Mhq729asSN0M4gSIvdClqfm2tg0lFA3lKPwNeNfLEiX4YXkioMV0jorFdDNzG0QQM2YksW5dNA4OS4iKusLu3Rfo2dO6usaVK/Fcv17w3210tBbIuPkzcOdOstV2XbtWy5RxdHBQUKGCC9WrZ+WQ1KpleRyU8eRS7B7uohjcMuS83LwBL9MAGJ5ju8PTX+CFH7aQ4OBE7zZHqZXqh6ezZeLT9VAHqCcQAmKTTBfWfYad3KxekVtC0MCQhCS3nKsuNZGpYQtRuCUxyKEOgS5DC/V5yijjaeKNN5qyadNldu68yZgxjRk5sqlFm+Bg86Vxtdp0ysnSK45EiO3cvTuUA6v/wnfJIIx6CBw8kBfXbKCkyNDhNkliTSE6OjlHvfFHiwH5+TkxY4Z5RcbhwzcTFGQeo1mhgvnKgdFo5KWXfmfv3uvIZHLmz+/JsGHmhVhKK9u2DSEwcCG3bsVx40bJlGQfOvQPtmwJ4ezZUdSqlWVYr137ImvXvphnf4PByJtvbkOhkLFo0fNmCcaffNKWTz7JuZDJoEH1+O67E5w4cQ+ZDIYMqWe13YULGWENRubNO838+eZ69A9jwMtzIfAQKM8//7xC69am4+z1Qc68PqiH1XGv3IUmY03x0oe+hub5qL3UP1TP9QOm31tciuBdR4mX3MFTAa5yBa6FcGyPvy1BJICEJubxF69T24HunOUK3k9zvVi3tBKQBpIriDBM4SMu1A6Q88EHVzD5GyUghWvXzA3ihQtvMXbsPkwmkiNLljTlzTctk3VzokYNR3r0aMGuXf/i4ODKsWMdrbazt1diNJonDH/5ZWc6dKhCpUouBAaWXmU3CwRZizRlWKVUG9z5xUvhxNFxGSdc6ycsgJWfN2Hkj4twqO7MomamTPW6MQ7cqgY1Qu8jVbV+gZ13+Afud3UDyY0dMScJxLrBnaJPZcC600i+Rn7t0BJPpe1KypZRRmlkx47cKwSOHt2C6dMP8eBBKj4+DsyaZdK7DQ4eTYMGc7lyZQMvvfQxa9bIGOT7M4b0Es2hu/Mu625LMkJKMsituE9goDcHDgzj66//4bff+uPpaSn3+WjUwqpVL1iEMlSu/B337mV4z/SMHbuzVBnc69cHMXjwnwAsXNiD0aNbZm6TJIng4JIxtAE++WQPq1ebcnNq1/4hT1UTa3z++UFWrDDFetes6ZGrgW2N48ffyLPNoEENWb/+HKBg6lTL8c/8J4CMEKVINm6MzTS4c+P+Q9NfSTJ5ufNjcFeyk0z2pAAUJok+5yI6n8f5wjcxQILAyd1ACZgQhcLFWUKIVpmvDQYjP/xQk+7dHQgIsOfgQRc6dw7CVBynPP/919qs/9ixpv+h6QtMZdu2yHwb3P/9F82BAw/YuLElDg45H2OdO1/i2LEU5s4tx5gx/pnvS5LEs88WPcSlxClTKcmTYi988+WXX5KYmMhXX32Vd+PHhNCnISlyzvxet2UK23pUxk6ppcGDS3zgY5lQA9D0sxP8698SELSve5hDz3REL/T0vrULfTlBfcUl5tp/gERZEY0y/rfR6/U8++yzNG3alFmzvsLf/zsUyVd417AEnQY6fjmLNh99lvdANiIyMpLatU0Fd1xcXIo8nhCCgQM3cPVqDDt3DqFiRUshZJXqC7My52+91Ziffupj0e5xIZNNy4wvlcnAYCi4kWsrmjdfwpkzWdUqC2NwL1lyhrff/guALVsG06dP7Tx62B6tFrx9NxIfexU7u5qEhvalfHllnv2EgF/2Q5oW3uxhrjqScx/B3NuCzVclBgVIDPUF97x39cRSpWYot289BJUfm9Z506934cOeXn75AuvWHQZUgDuxsc/j5pa7OozRKJArvgeRjMlYr4IQltVvhRAcPZpE+/a3AJAkLUZj6antUujCN27NBO1tXPhm29NV+KbYDe5Vq1axb98+fv3114LOrfRg0HHo5FKiPFLoX2sccpn1s1bjccc5V8d0V92h9mH+7tSBLbGnma+KQuWgQWjgd5U7TnSy6BsZmYiv77cANG9enlOn3uLAgess/SWYZYt64ODwFJ8py/if4/333+fKlSts374dubx4ymEXlDfffBO5XM7ixYvzbmwDgoLCadp0KZIE+/YNpX37aiWy3/xSp85CQkJMrtX27f04dGjkY5uLXm/Azu4LhDCVuJ85s1uhxtm37ybOzna0bGmZb2BLrt/UsPH3q7z+enW8vfNf8Gz1DvBwhZ75dL4fT9HTc4eBlGgFlWrKWdoYOhdBRl4IUC4FgyughEoOcDvnReNSgxACmfwQiESQVKh9O5B6v2iOLb3eiCRJ+c5XuHRJQ716X2PyiktANYTIKqR38mQMrVotwhR34Qh0BhRUrKjl7t1m6PVGzp+PpEoVZ9zd7R/bebHQBrdrM0FbGxvcO58ug7vY14P8/Py4e/duce+meJEr6dAmBwHQbGyfVZmRP+9FWUHJhg6mimkNnHyJuiKjfO27eKTG4KDqarVvo0ZZF/nTp8Pp3HklBw+GAbBu/VVEqmVd3vv34xk06A8++qgVHTpUxd39yatkWVBGc5YjGOiIjPk8Nb/D/ylWrlzJjh07OHnyZKkxtgHmzJlD/fr12bdvH127mn6n589HsGTJWV5/vRHNmlXMY4SC0aBBeXS6yTYdMz8YjUZatlzKuXMRBAR4cfToSFxdLb13wcFjOHbsNn5+zlSpknsZcVsQE5NE1arz6djRny1bhphtUyjkFrGu1rhyJZoffzzDK6/Up3lzy/9X167Fe1Oj1wuU7ocgyVQG/rPP3Dh+fAitWuVe0EivhxodISwNkGD3AujeKtcu3NYb6HBEg+60Awi4iaCXUiKlIHnPj7DtEhjUQPrhcCcl1+alBkmSQOYBhkSQezL0xaKbNo8WEcuLGjWUmGQBEwBnRr1rCkExGIwcOZJK166HyQpyTsHNLZolS5oycKAnkjQvvR+Yvvw01q3rz6BBT4hCSRn54uk0uOPD4R0/0BlNOvM/XwG/fAS9FZGKDhXZ9Z75Sb6qshInAt0I11eihlvOCRD+/u5ERGSd3Y4evZ21UWep3PDvv+E0bbokve0fAHTtWoW9e4dbtE1L0xEenkDVqk9+xvNhjBhQcqAsO+OJ5OTJk3z66accOnQId/fiN+IKgqurK0uWLOHNN98kKCgIo1FJs2ZL0euNLFlylpSUiRbVEoUQ1K49nzt3Ejl37i1q1y79SU6NG/9EUJBJ7uLixWg+//wACxZklVc/duw2Y8fuJDlZi0ajZ9KkjowcWbz/KweHL0hNNf2mt269xuef7+eLL7rku79Wa6B27YWEhprUY9atu0hEhO00wPPLm28HkSUcDaDl0KGoPA3u69fhdgQme01AmqXIlgWhaUZTzGzGorMd5CM6JVdqlsNk99kDCggshYUQk5ONNGybwHPdVMz/JitPKiG2DrNm+/DB+56U87LdjbzRaMTPbw/h4QmAI+7uSmJiulu0U6lkCGGe17B1aywDB15LV7XxISuo3pFTp1pSs2ZGqFn2YmMmecPZs/95sgzuMlnAPCl2WcAMg9vWhQJyZc1oiDNCMqabxdVTS27fVnCUOVPDLvcL8bFjI/nsszb061cTjWYiq1f3z9w25A1LV8fmzSEW7x04EGbx3quvHsfefibVqi1Ekr5Fkk6g0z25YvoNMSDDQNMyg/uJ4/79+wwYMIBly5ZRp06dxz0dq/To0YPOnTszfvx4s4qE9vZK5Fa0kT08ZnPtWhxpaQYCAn4syakWmkc1px/1+nbsuIr//ovg6tUYwsISeOONrRZ9AO7f1/HiGwm8/oWB+CIoHo4evT3T2M4au2ADHjoUmmlsAzRu7JtL6+KjY0cPSAsnw2JVKh354IO866rXqgUvtwYvAROGQp8Oee+rvZOSbvEKZD46lOUFL9aSuNYy7365UccHgl+C7joIbgOXLO3Kx4qLx22cnI5z4/xlFsyJp/sLWdrbzs5KZn7hQzkv2/oRa9XaS3j4DSAaiCI21rrEnzX69/8PrTYB0COXK3j4cCL3709AiI+yGdtgKoiTgen6vH593so7pQ6DjR9PGcXu4XZ0dMTe3p6HDx/i5VVCpYs7vAl/mbLr0QEDSt7TUVBkMilTwQFg4MB6CGFdegpg/Pi2fPXVYXTZ7ijXru1v0W7t2v+yvUoC/DhwQMezz9qZtfN+Dx7cMT3/8WMYVbAE/hLjN/JYZy2jVJKWlkb//v1555136N279+OeTq7MnTuX+vXrM3DgQE6eHMlff11n1KimVovWJCTkwxVZyrh48V1cXLKS2B9NBrOzk5ndbEgS2NubXyouXtRRv34MIIGTkZC7rhxfbP793LuXwrhxV3F2dmfBgoo4OVm/3FStau49t7dXsHz5CwX6TK1a+eHj48jDhynMn9+Tt96ylKi0NVu33kSj0TBwYNbN42vDKqGQt+PbuUdZsaInDRrkrxS8TAarc0hzWhuXwLvbQZNiT60AJVtaQJX0f9lfQwoep5ysAacVmCo3CujRAHZ2ztoe4A27h+TUO2+m3AI/JbxZDGHyibERQLr3Wp7M+aAiBKznk4iIREyeaQANLi65J09mx9lZQVycFqVSztq1NfHwkJM5/2wI8Q5Go5G33jqBg0OKhZxkGU8HxZ40CdCgQQN++eUXGjVqVOC+hcZoAKMARemULSopvv76NuPHr0h/VQvwQ69vZ5YIEm8Atx5A+g23VxV4MLekZwp/s4rzHCMVBwJozQsMKvlJlGGVKwmJdNl5hIQdEbxVzo85c/Lv+hJCMGLECJKSktiwYUOBSsc/Lv766y/Gjh1LUFBQrrKm586F07ixKbRr69aB9O4dmGPb0oQkTct8rtdPMvPex8amMnDgBg4fDsXPz5WzZ9/G3d1c4nTBghTeey/dC61Q0X2sC7u/zRojLs6Au3swJp/Obbp2rc7evdUA8NYpAAAgAElEQVRp2vRngoMfcuvWu/j4OBMcksyyjXKuhfzLyf8uc+34Kzg75yynajAYee21GwghWLmyBkplyVcL/vTTS3zzzS1MFquOcuXiiIoalVe3QhFyV9DsRBzJh11BSNBCokUtOFkET/azq2FPuswgAiQHMBasqGuO1D0Bl9NVD0dVhR+zLWQN+Bku3Yczn4BTIRVzJekCpqXrNJAHEvPAm+KOTLt5M5natTeg12tYtOhZ3nmnag7tdLi4yPDKFs4SH6/jyJFEnn3W7bEcq4Wh0EmTzs0EjW2cNHnk6UqaLBGD+7nnnuPdd9+lV69eBe5rlcWjYeci0NnB2nBwLf673KcBo1FY9dIJAQ7vQVooIIPfp8OLhZADNmKkza1TyH2TUZHGFvvOOJP7mfUhkUQTRS3qsoQRxOIGSKRizzRmFnwSxUiKIZqQtPbIjQZUFzsQ0HrJ455SifH8xbNcqyM3JWd5/oU+fmK++86fP59ly5Zx7NixYtfktyXDhw/H2dmZBQsWPO6pWCUk5AF16iwC4NKlUQQG+phtv3Ytklq1FqNSSaSmTrLpjY5GI6hWLZr74fBMLwX7N7mjzObbCAlJo06dUEyewdtUq+bAzZv7so0g4eXV2lSRz7URyJTQ0JVhn6v45ZHQ7aCbgpv3JUL+ucj/fXYTIUzL71OnVmTKlEo2+0z5RZJmAA3JCliNQoh3imVfK/YJ3tdFk7DLE0kGopmMMU1gQREisiYfhBmXMC3ZCxjbGuYXMRQlA+cDkJQefdTQC861MD3/eAvMNRWZRa2C1O8s+05ZCqcvw9ZvTHHTXYcbadtIzqxPs47bhw+NNG8dxhtvuvF/n9jW0t65M4rnnjsEpKJUuqLR9Mn3b2bHjmQGDAhHqYRr1/zx8XlyHX1lBnfxUSJHhc0TJ/ekK3ootbB3PbxYPCc7W3OZKBTIqcXjSV60ZmyDack41QY2xXnNbbTOAld7HUajgs2cYxitLdod14cxWX8eF0UCVeXX8JQSkKGnGe25yHFScaQhDYo+IRtzQTsclb0RgURMHRufWEo5A319mSkeoAlK4Nn2/vnut3//fmbOnMnx48efKGMbYN68edSrV48XX3yRDh3yEVRbwmQY2wB16y4206ZWq2eg0ZjCQjQagUw2vVDa1TmhUkncu5dzImBAgJp+/dLYsSOWgQPL8dtvWx5pIYiO1oDSGRTpyWQXH3D4dlbs9dmzaTRrdgfkapBk4FURKksQZvKsN2jwuFSZFEAcpjjtFObOLT574JUOEt9+4c71KimU93JgSht4zbqDNd9M7wR+bvBzEOwdCK42/Br/awn1ToKdAo42yXo/W4QS1lx2s5bD9Kmm56rdBoy3DGAHR7YY+PsfFcc3w59/ati/X8P1EP8cr2VFYdiwECAeAJ0ukYgILeXL5y9k5+ZNHUKATgcxMUZ8fPLu89RRVvgmT0q1wS2ilyDOfob0nxfSm/vBM92bEfgMXDgEyKH7y7mOUVr4PyaRgCuuxFGVnrxBKQ2SLgI17MqReC8FtUMacr2e51ysx6C/nxJGdecHSAiijBUoJ49Dg4pOvEYXRmS263H3MhrFbWISPdnh14iOF4xUUUjsbWxnUcmvJHCT9yKV75CEgGgnk6LAU4QOHe2CLpAc58Wh1pXwVGZ9ycO9KjKI8qiaSMi25fzlp6Roef31rchkMHlyA1555RXWrl1L1apFtBIeA+7u7ixevJgRI0YQFBSEo2PeFQFLCxnGdnbee+8v5s9/PvO1TqfHz28BMTGpODk5cfLkELOS6UVl06asEMJHDe7du19h0aIHbNkaD8ZkkOzAx4FN2RZBJ0yIA/RgMABpEKGBllWoZHeUzeva0qSJc+Zn9S0fRlyiEVr48MNEJ959DguEsKwAWhju3v2A5s1XUamS4ODBIUWukWAUcDxKoEyTcHaEOtn+BXZKuDBNARTsZvV2PPivAqGFwQ1h7SOy5W81Nj1sTQ1HSOts+f53/eBiOFyJgH8/sdx+M5t5YLymN1noaYC3nItXYN06DS+//ACAX35JISHB9kmx771XgSlTwjCFCjng62uXV5dM3nrLFb1eUKmSgjp18t/vqaJMpSRPSiSoqDAGt9Dfh1tvI7nHIupcgynZYhy++Bu2CNiiB5cnw+rRokIgIw53bnL+cU+nWHCWHAlpWJv99q054tINT5yttguUp5Kkd0YvlCiNqSTjSB18kGVLJjmlfYDCKYQqPqEE+l/E75Dgui/s9xA0O5rzr3rFg1Q6Xo3hoa5wKc4avZH2QfFMvhttsa223Siqs59q0l7a1DhcqPFLK6N1v1BFF4YUGMOt245U2Jxq0cYeGTJytlh+++08jo6z2LDhEuvW/UunTj2ZOHEinTpZFnp6Uujduzdt2rRh4sT8h9CUFIcPv4pMBmq1HJ1uUp7tZY+UJ6xQYT5RUQno9Tri4mKpXXsJRqO5//HYsUgkaRFq9QrCwgovRXL06Ajc3ByYPr0TQkyhe/cabN7cGmHsgYhxxfBAjbjkQpNsTvPZs90ABUjpBq3Knvo15YRd6ZFpbAOMHv2QuNg00Gvh3ygW/mW+76lTDUiyFGRuetw6QIrloW2GEIJmLx9Ekv+AUrmKmzfNVSkqVlRz//7bnDz5moWx/ep4UDWEj7/O3/ciEPjHR9Kv3B3aRycTuBI+PJC/vrnReA2ICCAG1pWSxbh978Kd6VDOymVhySSo1QKcqoKkznaOkUtc3gtnz2ad85OSCrbfw4cf8Prrp4mJsVTayc7kyTUQYhhCvIEQ/a2Gk0REGAkNtbyZtbOTeP99dwYMsH7NK6MMKCGDu1KlSty5c6eAvfRZa08KwO7JLupSASccScKHcD5k2OOeTrEhR469ZMriTjXqGaebw4diOlOZih6TosNyx+7MlFowT/RhmfJ9pjOTgZi7PbzlKu49NKW5R8T5kpklLoMHOdjSrc6nMSJEzaEH7lQ6n/NZWQj4OkLP+WTzgdqGx2F/2UCQYyozTnry1YN7Fn2dZRVxllXOz1fxRLFedCRFOBJirEtgz/MIbcFdgYsXn01/JoDNNGjQmDFjxth0no+D77//ng0bNnDkyJHHPRUz2ratgrOzHTIZaDTmN6FCTGH48KwVJi8vNd9919OsjdHSbjCTb01IMNCu3SrgIRrNHfz9V1h2SGfM5/eQ3PYhuR7j7DlL5Za2bSsRG/sJkyZZr8oik0nEx0OlKuDiDv/+B40bqxGiJsJYkfPnK5Ma50PQr/YWXuqOHbOpRrip+f4N8+3TpqWA0ENCKvHRcPUR9dTkZPDwNCDJ9Dh3M/DNFR1n1x0GYzR6fTgdO/6d4+fOjlYLv24DrQ7m/5avLqQiSHPVgASqCingAP9YnnYKTGVnsq7upTSc2GiEQXNh0kbTysOVPyHxKOjjlQx5W8lPv9oh7iup5AezZztSsaIahULJtm2ueQ+ezs2biXTosImVK89SvvwWIiLSkKQdSNKPSNIOUlKMfPXVCSpW/JmoqNwt+T17NJQvf5+qVSPYuLEsdsICQZksYB6UWg+3pKgMtVYiUishhXWH2TeLaXa2Ifbu51w9X4GI/Z4YQ3ZYbP+Q9/mayUxmDl45eH6fJtalReNwXmL+mY/YFPYS8Sg5zjYAJCTqKfypIM856cVf7sLKStVxftiJFW5tGVwtBukqqG/B1bbWryDnoqXMugIGg/U297QgOyIYHyqn0UWJVfFZhso/91wRqUriY3xAZiQ87cnVKy8onpLJo6+UtMTd8uBQz4Ivi86b9yzlyjlQqVIc/v5atm1b/UQokuSFh4cHixYtYsSIEaSklI7Se2PG/IVcPoP4eC0pKQacnL6yaLNixQCEmIIQU3jwYLzF9tDQ0ZQr54rJIlMwalRzM7WSuDgj4EKW58P670Hpd5Ifvj8HrgGQ0IBm3ZNZs83cmtfpjEycFsb16zl/f0uWwt3bkBgHM74039aggQq12vrlauhQZ06erMratZUR4RXo9kioRJYcoZxG1aHBIzXQ+g8wEhsjAyEnaZ+Bg5dkZMnAKWjUKH8GnlIJTdJFaobkUx/AARkj0twxRqrRnXGjrh2s65O/vrlxZgi80xXaNgeDZZHiUoG8MWz4Ab74DOpkOzxlMonVixW8NVRu9t7du17odD48/3z+JU5iY7VkHLc6nYFx424DF4EY4BoTJlxhwoQ93L9/Dx+f+Rb9Z848Q6tWa6lb92f27s1YGjFy4kRZ7EQZBadEVEoSExPx9fUlKSnpqbgAP8p6fV82y18gkEv0SPyL2rtCcXkpj3XLfHD27FkkSaJJkyZ5Ny5lNI+4w5mbfoCEnSqVN5t8x0dSD6pSDIGD6fwep2fwKSOSvZHXqsexrIJlnN/8B4JxVwG5yTLvVUnDtoomD5ksSI9IlSNT6ymfksrt1s65hlA8aZw8GUanTr/y7rtNmTPnEW8nRo6K8zSlDo5SzjqzccSync1UoRrPYJlIeO1aNBMmfELDhtWYNCnvMIfiIPiPzfQfuIEoyvHh4leY+HYLm4w7ZMgQfH19+fbbb20yXlHILuuXgS2TIjPo1+8EmzcHARqGDGnM6tXtLOfisBucFfCgAQgnwEDNLhJX95li3iMfGvH1mg0qZ1NWmRDY+XRDE25eRe/6dahXDwxG2LcPOhShRHl2jEbB1q2C9u0lPDzMf89R8Tre+1DP+pVqMAL2Gv67ouZCaDifvvo3Y9+sy//9X+lL4H4akLLVW1K0At2a4tnPuHFn2bTpLsuWtcTOTk2nTtuBMKAmo0aVY/HiI5iMchlCZJ2zPvvsH2bP3ofp5ksFSHTqNBK5XMa2bS453gA+6RRapcShmaCGjeOXLjxdKiUlYnCDqWxyaGhoqSvnbAsmiMlck2qDEExJmEyNnanYDw4v8rh9+vTh8uXLXLx4EbU6/2L7pYFzukSaBKsQaQrqVTrNtvJe+FP9cU+LaUdh6r8GaCADZx2pjRSo0716aQYj+1ON9HRQICvCufTSpQjatVvJM89UYuvWV2w088IjhEmlIjvbtw/m+edrF2icA6zmAocxAgm48Q4f4k1WOv633x7no492AfMoV+4doqJm22D2Bec1uwb8ojMVgXJXJhOj/cYm40ZHR1O/fn3++OMP2rZ9vEnPVap8y+3bWTHVCQmf5qpfXZy8NzeGBZ+fheqBEKyGCoILBzyoV9P0I1q9PYmhveeCd2OICjZ1cqyNLu4FizIJrs8mkbDfAFXk7FzrSI8WxXfD+8KSK2x5+yBgAP+XmDHajYkfKR9LQvb/IgHD4coxwB0uboK6xVAoxxpCCIxGI3K5HCEESuUPGAwpdO/ekN27n81s9+qru/j111PprxwADULkP5dDqzXQteufvPBCZT780DY3/SVBoQ1u+2aCqjY2uIOfLoO7xG7RbC4NWAB0Ufe5+5o798YWz0HfQxeMv7hFL+NW/K80sYmxrdFoOHToEJUrVy4VHjVrvBV1Aa/996j57yXuGWPNtjVSOmNsYIdoIeNC+ZaP3djeG6ZFGpHKtJ/ikN9LRnZQQjS1yzS2AdRyGc87Fc3Yjo5OoV69n4iL07Bt23XefXeb1XZGo5EWLZZQvfp3pKQUb7XCRYtOWbx3927BE+BCOAmY/D0S4PiIcsIff1wG7gJqHjxwsEjAKylaNq+ClL6MXK+l7a7iXl5eLFy4kBEjRpCaWvQVrPzQt+8a1Orp7N173ez9sLAPiY39lNTUzxBiymMztgHmf+SBSO2GuFgRYfBE3PHKNLYBBnRzQuZSDzQakMlBkuPgUd7C2E7WQcI+HRgkuGngzW/Ml+1TtQLJ4xyS/CRSnfskFfFfsHdJMplFVJLv06JzmbFdkoSsBHENxKmSM7bBZFDK5fLM53r9GIT41MzYBvj556707NkAcAY0PPNMNcvBckGlmsuRI5f46KOdzJt33Gxb69arcXKay5UrD4ryUcp4wvifMLgj5lXBflEa6i8vEP5+zp4pcT+E5G+qoP3DvBS85vx7xJ+Rk7JfiTE2yKJfB7vfmSN9znD5Bpxb/GGTOR85coS6deuybNky5s6dy+3bt20yri1IFUYUh7UsPVMP7woPUCToGRF+4XFPK1ee/V6AUY2QuaKKT8ZYeMGFXAkPNx84KirZajuFYganT4dz82a81fjbDLZuDaZevcXcuPEwxzZ50bWruSSfUglvv11wp0Fr+qLADh9qMI4JOGIuk7d27QAUiitIUl0WLepZLFq5+eHdY9uIDB7G/dDRHD4yzqZjDxgwgEaNGjFjxgybjmuNSZMOsHXrNTQaQffuqy22u7nZo1YXvLR3SaNWgSF+ACJuIEb9xxgNH5N827LSioMCqC0HBHhLfDvOvAT2j3vSIDbNFPoRGs4/wZb76jb0KpJsEZLdal4YkXsS3HfLfUFRFRSV8K5R3SL2u4z/bezsFOzY8QJCfIAQEzl8uKASxFmOlLNns5xwI0bs5cSJ6yQnJxEQ8JNFL51OT+XKvxIQsPqxOS0KRYYsoC0fTxklZnAXTqnERqhMWdCSHERKrPU2eg1x55uQODaOhMDF6NZPACA5xI7YeqvA14606nKST7ZHRJxB/FoXzv9ZbFPesWMHPXv2pGrVqowdO5aPP/44704lxD96LYYkJSBx7W4gdf0vEqCW59nvcVK5qtF0QtAakLkJtr9VPPupX9+HDh1MKibu7mp+/916efrskVk5RWmtWXOevn03cOlSJDVqLESSpiFJ0wgJibLafvz4XTg5zWTr1stm79eu7U1o6HtMnfoMiYmfodUWLta3Mf/P3nmHN1W1Afx3knSkewItFMqeAgIiDqAgILJFhvIhe8geKggyREAcCIqDIaJM2VM2MhSQvWfZu6V7p8043x8pbUNSWtp0gPk9Tx5y75m33Nz7nve84w3aJU5n7ObO+M8G39E6IjL8nEqWdMfP7zZnz/7IgAEFu4XqW6kcfqUyT8ySG3r37s2RI+a7Btbm9OnQPB8jvxEi81jYQoDhvBtRSW4YQtzo+LrpM6XDq47gogIkBPgQ9IJ5H7tW/muMSKKNYMPq+2blyVqJKBaHsE+kX2cvdJr2SG0nQg+62LTbNqzKlCltACdcXHxYvPjttPPR0RnDE5rfdC4uc7hz5zqXL18lIGB+3k/URr7xn9Bwu5edScJALfHdFBSbnYkmNjkag68ClGDwUqBLvAVSklTCHpSCJD97VPGgVBaDgy9BiQvIi+0heH+ezHnr1q289ZbRsW306NEcOXKE3butEKDVCgTZOeDom4hQGqhe9hivOFfme++CT+QTrtVSdbOGUXvN4wndHKJm/seJbJ2cTNyX/rSslHfz2Lu3J1JOJDJydKZOwh99VC/t+4EDPS3WWb78nMXz48fvNTs3ZMhmvv76MAkJWtq2XcXo0dtNykuV8mTixMa4uOROI9rmZCw3XyhKYgs14b4KPsrwPjh69CjOzs5UqVIlV2MUdhQKBTn1ZXka1q7thJOT0e5i8uTCl+kyLxACPByFReG3pJdAxtVBp6+HDC6FvYV8Mx4VUkMhKhyo9Zp5NKjPVukg1AG0dnDbwLlrVr6AQszWpGSKPIimXPQdVhBZ0NN57vn00xpI+TFxcYNM3gNr1rSiePGiKBROHD7cw6ydTpcecjAx8RmKjWcLC5gl+eY0OX/+fA4ePMiCBQty1D4/0H5Rm2S3c8hIZ1zHhYNCgeZEEeLLJ6K+m4KdtiuKeHuUCXPBHogC4T0H6ve36jxu3LhBvXr1ePDgQVqyinXr1jFu3DhOnTqFnV3uMptlhxP6GFonh+GsTOA3ewdeE3kooVqBFCTq6VoMt+3ACXq9BL++82yrrKKjk/D2/sZsW/HeveH4+5uGKitT5jtu3IhJO3ZwEGg0E8z67N17PQsWGBMvtW9fkTVr3n2qOQ0+GcNPXo7GDMi77dj8ioIWqdYBixYtYu3ataxfv/6p+nzW+Ouvv5g6dWqhWQDbMCU6HtycsOiLcfiGpF7FeNDaQ0k9KVedyIfHaYETK/X4RCQYFapagZ9PCLdU5U3q3NfH00F7lxgpGKh2YxB+BTPZ/zi3b8dStuxiVCo7oqJ64uiYvzdojp0m7etIilnZafKOzWkyRxSkhvuJ7J0PXwr4XGDXfzkug5NxnRCZ9rR2rPUQH9d4nCunYF99AcqXZyGvANeBKw7wuvVtE7Zu3Urz5s1NMsO1a9eOEiVK8OOPP1p9PEs0TYojRnpwX1ecoQbLJgyFiTgMGMJSH0wpcDakYOdjDTw81Oj1E9JiKRsMxu+PC9sAJ0+aLvq++aaJxT4fCdsAa9deznTsn/boEPVSEOWTmb02Pabyjy+6c8hBxUa1koh+6cI2GLMy7t27l4iInNubPwukvpAKeho2MsHDxbKwDfByaUFUjCtXH9ohb/03hG2AxIwx1BWSEjrzPAWvGm5zSeFKrBJmaiOIwTS5S7JeUi9YS4l7kQxJjrH9BrLg4cP4p/4b6fUGPvnkCM2blyUsLP+FbRt5i03gPtcXXgbqA/Oy9poRSnsUAyWip0R8rMncIDEXZDQnSRtXCL7//nu++OILQkLMpUmDQfLVn/dZ/491vAHtRfp+jgspVukzL/FGSb2348DbgNJfz999n23ttiWeFMPe3V2NwTCBmJjRSDmRIUNezaRe+gO8evUimfY3eAZQwg6q2jPwI9P//5eLKWldXsWdK/fT7Mo7dlyOp6cnLVu2ZOlScwe/5wmbwP1s46GGsr7PZwzlzCgmVHRTg73BwLsq2O8YaFIukWilHRKBDhVKgwpnTG3onc4bOKxVcS/CkyVJSRzWm+75Swljj0GL/fBHeF5fUeHGxWUaRYt+i5PTF0/V7ptvTvHHH1f4888bjB9/NI9ml4forPx5zrAJ3AkYbY90gG/NAp4MaDQa9u3bR7NmzczKKlWqRM+ePRk3bpxZmXpUAp/s8ePt6YKhX2auYTQgScFCTufHuOFUnNdVEbzv8ICdyqCnuoaC4t96bsiJSnQfqXB8+kSJzzxCCNzcnhyvPSpqDBcuDCApaSynTw/ItJ7KSxp/FwlQoqRlQb9WrV/Svq9ebdSW9+nTh/nz5z/XAml+2XDbsGFN5ju7Ee/rwSIvN8RjznoCwUdKO/xFKC/oJeccKqJ6rI7h0bECDClKAh+LQlRqLUy7BVsfwP/+hfAMUSYeRIBrWxCtwL0X/LojTy6xUGAwSBISjEoKjUb3VJFGqlRJz1Py0kuZK0RsPJvkm8Dt7u6OlJKYmJisK+cng6LhTHVIHgF98sYB8mn4+++/qVatGl5eXhbL3333XY4fP252PkWnBoUAf0fOXbUcBzwFAy0I5kXOsZ849uhicDiVgN2hZLrdNo3e4ihUbHOoyGzVC9hjOU26jWcPIQSVKxfJcqsy9lc7BrQzsPBDA3f2Wna0dHc3X9U0bNiQhIQEjh2zsi1fIcKm4bZR0MRp9YilesQCA6WOWycm/AhlIOftXmSHuhx2FqJn/BAgURgMeAod1328KaYw1YCHPtoIU4CXALcMxf4dIT4WSIDYaOjzPdzKYKkYGQnOPgaEsx5RDj7KH8vJPEGhELz6agAATZqUearwqG3alObMmY6cO9eZLl3K5dUU8wZbWMAsyTeBWwiRr1pug1ZLysNs2B67uMPw09CqcCSX2bp1Ky1atMi03NHREY1GY3a+aelYlEkJlHa8wKrpVS22DUfHnVT99kHi6ByaQIreCZ3KnpUhmauEO8ftYlD8DJpFrydUWo4rbeP5Qq2Cn99X0q155uEeQ0NH0bVrVbp0qZKWVlyhUNCrVy9+/fXX/JpqviOEwGDIepfIho28ovrhFAhXQJzgdrA9jytRpZS4/BmP+MWA2z9RmYYefRoGeyrRv6Aksqod3haM5LcFgY8emjrDvbfAPjPpwmDM2+jjln7K289AYkQ8JCbATR3fzoOr94xlSUkGnN2iEcpohCIFoUrm779zfz15yYEDvZByIjt3vm+xfP36u7z//r/cvm3+Pn3hBR+qVrWscCvU2KKUZEm+GrLll8Cti4tjt4cHfxUtyrVOnfJ8PGuh0+nYuHGjmf12RtRqtUWBe8cwT3Q/OnN9ZnW8PSyvqP2x5yOK0QJ3euFLBbfUwPwSXF0SLbaRSPwVx6jsfIGWbtsYmfSvxXoaqcPz7kPsbybx4oPgLK7UxvOAnZ2SxYs7sHRpR5PzPXr0YOXKlSQmWr6nnnVsGm4bBU19/9S8AgCeeh5Xov4eqSXhmjMkKog758GeRHOD2FK7tIjZErFaS0Ry7u/nRn4Q1gl2NAeHx9bpe2aAnQPgAA3KQsQ6cDaxfss4vgEEFPEwHhUpFk9iohsINxAJYDDw9jvpC97YWC1q9S6E2IkQZ/D1DePYscL7+4yISObttw+wZMltGjXaU9DTsZGPPJcCt+bePXSpL/uoPc/ODf3LL78QEBBArVq1Mq2TmYY7u/TEl28phQ927HctzdqaUWyuFUVYFctJQgSCa8nGlLbXksrypr3lUFHdki4TneKD1uDAheQSJD2Hq1Mb2aN48eK8+uqrrF5tnayrhQ2bwG2joFlUxpkfOifSsWkisrn57mRVJ0VqThWJwl1Lzcck4FiD5PYFlTFrZ6iKpifNHeOvREvseklU/SUnYnJ3vwfVhJRtILfBvm8x87HZuEEJdmpQOuJexo74Q+CWmsjWxFdcKoAkmjVNP+Xjsw+NJlWaJ4zw8Pv873/p1xMSkoCj458IsRs3t+vcuFGwQQCESI+i4+39HDkbPfKFszlNZspzKXC7VKpEmUGD8C5dmorLluX5eNYgKiqKzz77jO++++6J0ShyK3A/zttKL1oon7x9tdLrbZJTBjDUsRfdVJbNVZrYp9v5OquicfxvBQGw8Ri9e/d+bs1KbE6TNgoDg/2cWVnF2WJZXbWK3d21vNU4iogOAi+V6TvFQZD+9ldAz+Lm75w6X4PuPOhPQctfTMtm7QERBMxo5c8AACAASURBVOINEENgxancXUvr5iBT7JA6e6KDBc7q9LJ7d1zw9IgBfRRIDd/OsOOPZZm9YJRAPC1bpi8w/P23kJycDEQRF3efGTNi08pCQpJQqbYhxA6EOM3atXlvMunl5cCJE82YObMmBw68YbFOmzZL0yJAHT5cCINN2MgRz6XADVDhxx+pe/06rk2bZl25EPD555/Ttm1batZ8cqQUR0dHkpKs4ySTXRyx40OH2pRTemdap5+qHH+Vustwv5OE+PnmWZpkp09SEE4SUV6y6X7+/h1sZJ9WrVpx+fJlgoOfP/OiJ2m49XoDMTHWWxDbsJFTGrnbs+UFLzwspOR0EIJbfSWv1U7hQEctQwLMNa3lM+TFafHYa2nY90AKkAQ8gP/9Zlq+cYceUToB4XAXUTKGi7dyfh2urgoiwz2R0hspizJyuGkG0Tt3XsfLS4/Ry87A779XZMaMjI7+GX+rSvr1c0k7KlXqb/T6GCAKCGPWrFgykpCg5bPPDlGx4q8MHrwt5xfxGDVqeDJ8eEXs7NIXBlu3huLi8idCTGLTpqtp5+vVe0YUFzYNd5bka/iJgIAA1q1bl59DFipCech3zEOPpBtdqEZZAC5dusTixYu5cOFCln04OjoipSQ2NhY3N7cs6+cnjZUlaawumadjJG20A42A65L+OySte5jXmZsUzoDFnshYBe4vxRLd0DxRjI28xc7Ojtq1a3PkyBEqVKhQ0NOxKh4eHly7do0rV65QPoNU0qDBr/zzj6lCQasdj0pl2+6xUfgo6aBgfz3LEYgAjvYQzHtJUtkdGgSYalDK1oBru1IP3KFqgGnbtzsnQ2wkGDRwJ4mWY925nhqe32AApctpSIoGlwBIdmDdOn/atTQdQ0r5xN3eRxQt6khERFCm5RcuvEG9ev9QpIgjly7VM4ka4uhoR0qahYk9X31lutvbr98Oli07DkiCg+9SsqQro0a9BkCLNtvZuvUmKNW8GeTFtm2tTNqmpOg5cOAhCoWaevXccHB48nNg2LCzJCSYa9idnZ+RKGGPopTYyJTnVsNdGDlHMAb0CAz8y5m08x9++CGffPIJRYpkHXdTCEGLFi1YtWpVXk610KJ+XwveEurA729ZfhiPD9EjIxSQAomRmdvIiQpnEXbfI3x3Ym8/OW0LLyLi2YrEEhsbyy+//MIrr7xCQEAAHTp0YPr06ezfv7/AHBcjIiI4cOAALVu2LJDx85JKlSoxbdo0goKCOHMm/Xf8uLANcPWqeUz8sWN3pt1rQkzK07nasJFThID+1YSZsA1wdRJc3ABTpsKakXD6I9PyN1qowDlVE+3ozCddjV+bt01BqY6CpChAQuI9UKp4r0f6M9coaK9BoZiLEH8ixGpWrzZP6KbV6rJl2lWpkjfR0e0IDm5uFqLvwYMG1KlTnmbNqmEw1Ofll00XIOvXXyBdQ64gIUGb2i6OrZtOgS4a9Als33GTw4fTo6LpdHpcXBbTuPE2goLW4ONzxCwe98OHCaxbd4nt2++j10t69y7J4zpQISAq6pMsr9HGs4FN4M5HXqE2nvjiiAdtaAjAtm3bCA4OZujQodnup0ePHvz+++9m5zcYEmmiC2XDcxy6L3GMPTJMIA8LmhVVW6wzphiIUjrwkLgWs7y9fy8KeHASdMkQfhKtNt3r/e23V1hsM3Ton2lC0vbtV3J9LbnBYDCwd+9eunXrRsmSJdm2bRvjxo1jz549tG/fntu3bzNy5Eh8fX2pXbs2gwYNYvHixVy5ciVf7I+XLl1Ky5Yt8fT0zLryM0ifPn2YMWMGTZs25fDhwwA0aBBgVq9iRR+zc9OmHcyy/x9/PIwQk1AqP+fAgdu5n7ANG6nMuKzBb08C++Jzp46s5AOfBkF7C249O5bac/uKOyNmliX8gT/93oJjx2D7Zg1oXcDRHRCg9gdtJIP7pytGzpzRAWEYBd37gBc9eqSbphkF8snY209FoZjOyZPmmZfPn49m2bL7WV6Dk5OKo0drsX17VYva9EGD6qR9L1HCnUmTggBwdc0gmCscQTrh7++Udmr06ONotRivEUF8fAzJqZFgLl+ORKGYStGi02nffg3Nm/+Oi8syhg4ti8HQHiknpn0MhokmZieFHltYwCcinublK4SQuXlZSylxdnYmNDQUV1fXrBs852i1WqpXr87XX39N69atn6pd8eLFOXjwIOXKGYPjSynx1oZgAOyEnhC74igtJC+wYURKUNS4AVf3gGsgPPwnrWz+/Bb07v2SWZvHtZGPYk9nJCoqES+vbwAoW9adq1eHW3Xed+7cYeHChfz22284OTnRq1cvunbtiq+v5SgzGo2GkydPcujQobRPfHw8L7/8MvXq1aNevXrUrVsXDw8Pq81RSknNmjWZMWMGb7xh2SnoeWHz5s307NmTFStW0KhRIwCioxNRKpWmL+UMVK36IxcupGu+Ld1HTk5TSUoyGjE2aVKanTu75cHsbfzXGHVeyzcLU7Wor+gJba2kiCp/3hMnT0Ktl2IBZ0DL2210NH1L8L/ODri5pWt2dTqJnd16jEJ3AHCP8eNb8fnnxQC4cSOeMmW+Tavfp89r/PJLk7TjsmWXc/36VUCgUtVAqzU19QBYsuQuERE6hg0LTDu3Zs0FoqO19O5dw6SuXq9HCIHisdjjDx/GM+/XYC5dSGDwoArUq1c0rWz58mu8996B1KM4Jk9uybhxxrFeemkhx47dxKjvfKToceSdd5qyenXmEcryi1Qflae+KYSoIxFWTngmxXEpZZ2sKz4b5KvADVChQgU2btxIpUqVctXP88CsWbP4888/2b59e7Zs1TIyYsQIXFxcmDx5ctq5yikhPEBSTKHnoqq4WfpeG5mzbt1Z+vT5k4UL29CqleVILBkFbm9vR8LDR5vV8fT8kujo5LRjnW48SmXuNpI0Gg0bNmxgwYIFHDt2jM6dO9OrVy9q16791PcNwIMHDzh8+HCaAH78+HFKlCiRJoDXq1ePqlWrolLlzHbw+PHjdOzYkatXr5q9pJ5H9u7dS6dOnViwYAGtWpm/3C0RHZ2Ei4s9KpVl7VXXrmtYuvQcAPv2dadBg8Acz0+j0aFWT007TkgYg5PTcxSOLJ9I0kGLbVDKFX5vWNCzyRk1tqZwZneqE2UZuNYHytjl33ti3CTJF9OieaWu4MDfT17kSynZvz+Bl15S4+iY/jsxGCRK5RcYverUxMYOM1ncCvEV6cbEgUjZ1aRfR8cladrm4sWLcvduM957bw3Llxt/b25u5ShSpChjxlSkVy/zXavs8vffIVy5Ek/v3qYZI3/88ThDhvyJUfv9SJ5S07t3c+bPr57j8axFrgRurJ1h+PkSuJFSZvtjrJ47GjVqJHfu3Jnrfp51wsPDpa+vrzx37lyO2p86dUqWLFlS6vX6tHPJBr3815AkEw06a03TRgY0Gq2sWHGW7NJleaZ1goIWSPgs7ZMbTpw4IQcPHiy9vb1lkyZN5LJly2RiYmKu+rSEVquVp06dknPmzJE9evSQlSpVki4uLrJhw4Zy9OjRct26dTI2Njbb/fXq1UtOmjTJ6vMszBw+fFgWLVpU/vHHH1br02AwWKWfzp1XmtyTH3+8zazOhg0X0sqdnSdbZdyCQGPQyzdvx0j3M4mySXSYPGCIt1rfjvOkpLvx03yj1brNV6K1BsmPOsl0vax8LiFPxpg1Xy9VRZJlw1ZJ0kq38FMxYMAhCVMkfCX79z9jVg4/S1gsYZGE9VJKKf38pqfe/z+k/jtFwlrZoMFRk7bR0YmyTp0FskuXLSbv3qclPl4jx43bLWGqhGlywIB/rfZ7zy2pct5TyYbGZrWlce/Ymh+O5WQuhfWT7wL3+++/L3/77bdc9/OsM2jQIDlo0KBc9VGzZk35119/WWlGNqzFsGFbZKVKs2RycvJTtw0PD5fff/+9rFGjhgwMDJSfffaZvHHjhvUnmQWRkZFy+/btctKkSbJp06aydOnS8vjx41m227lzpyxRooSMiIjIh1kWLs6cOSP9/f3lL7/8UtBTMWH69AMmAvf16+b/N0J8ZlLH0su/dOnv0srbt1+W5bh6vZQBYxOlffNouWDj0ykBQpKk9N4upctWKc/FZL/d65EPpNijl+zRS4I10if5ttRK6wgyYma6wF15gVW6zDNuxOnkvOspUpvPupdTZ6TEMVlCooQk2XPo0z8D85q2bf+RMFfC73L79gdSSimvXAmTKtXnEqZn+B2skZ6epotTISallb/77g6TMje3aWllVarMSzv/7rsrJXwhp007kO05arV6WbXqT9LJaarcuvVKLq726bEJ3Hn3yfd4MwEBAdy5cye/hy1UnD9/npUrV3Lx4sVc9TNkyBC6dOnCwIEDGTBgQKZ2vM8LWjQosUNB4XYi+e67t56qvl6vZ+fOnSxYsIAdO3bQqlUrZsyYQVBQUIGZZHh6etKsWTOaNWsGwMqVK3nzzTeZOnUqffv2tWjKEhUVRa9evViwYAFeXk9OpvQ88sILL7B3717q1atHkyZNCAwMLOgpAfDhh69SubIPFy6EMXLkKxbvqRIlXLlzJz0SxOP/v4mJWm7ciE47Xrs26/jqDmN06L6PBL2kV5IdZUo60bBGls0A+OEmRKRaBcy4Dr8+OT1BGimpO/QCkAaBSgirRQb4pzM00ICTCs4UYpP6hlvjObDcEftiyfR/QYehq2Xn8rwg9CGgf2QmIUlKLlxmjVJKli59BWfn103Olyvng1Y7niVLbvL++38CLsAdjh3rY9beEhMn7iE2Nt2U8MKFUEaP/oeQkCiWLzeG+x0zZi9jxuyhSBEVoaHm5ogZ2b37BufPh6W220Xz5uWeWN/Gs0G+v83/65FKpJSMGDGCcePG4e2deSKZ7NCrVy/++usv7ty5Q4UKFejTpw/nz5+30kwLF7P4kklMYQZDucp5ZjCTbfyBxPID8Fli2LBhjBo1isaNG3Pz5k2WLFlC48aNC5X9c6dOndi/fz+zZs2ie/fuFuPFDh48mLZt29L0GUk2lReUL1+eDz74gKlTp2Zd2cp0774OhWISjRsvNCtr0aICH330Wqb31K1bI1i2rD1nz36AJSdOR0dT3UzNmlkv7nVRBngUCi3FgOYpMmp3KwGOSnBQwJDS2W+3w9OHoPKx+BRLpm/xJA6riqJ4Cl+Wh3HQbZ/kaqx52Wt+oP8E4j6CTEzvCwXHzxnQJyrR3HLCUZO/2UOavQEvNrQDJyV+lVQsm22edKegCA6ORaE4govLOTp2tJwas2vXQKQcjJQ9kHIYZcqYZvKcM6cNDg72VK8eyNKl6Q7hPj7mixoPDwf27Xs844+Chw81JCWlR4gpVmwOQkxBiK9YtMj4/q5btziurvYIASNHvprDK7ZR2Mh3p8lNmzYxZ84cNm/enKt+nlU2bdrE6NGjOX36NHZ21nsYhYWFMWfOHH7++WeqV6/OiBEjePPNN3PkVFcY+ZTxgMAeDUp8iUCHAgNjeQ9vypjV16NjA33REkkdgijLiPyfdDbYvXs33bt35+zZs1aNFJJXJCQkMGDAAE6cOMGaNWuoWLEiACtWrGDixImcOHECJyenLHp5vomMjKR8+fIcO3aM0qWfQlrMJSrV5+hTtYsGwwSr//aTk7Xs3HmDZs3KYG+f9ebonlvQeGACROno1tSRhZMyT7LyNDww6BgVHoebi4631I60FC5WcRDfcF3S7kfAICDQwMN+CnyfwVt51qVkRi/QYeeTQtEXnLjylnX+7hl5EAbtB0q6tYEB7z8b75iRI88yc6YCEDg5hZGQYF3P144dl7N69WXAHqXSGa12CImJWlxcviTdQdL89ynEFNJj4KlITByFWl1wCxWb02TeYdNw5yNSSj777DOmTZtmVWEbwNfXl/Hjx3Pz5k26dOnC6NGjadWqVb6ngc8r6vICdqTgj4IqGLP7uZGEM5Y1bdc4QCgQiRcXyXxxd5x5LOEd/qQdeuLzYuqZEhcXR+/evZk3b94zIWwDODs7s3DhQoYNG8brr7/OihUruHfvHkOHDmXx4sX/eWEbwMvLi4EDB+a7lrt79xqoVAq6dn0hTxbaDg52tGpVwUTYfvAghXZv72HNGvP47o1KgdzsjDzoblHY/v4s+C+GWWezP4cIdJQ5qWHJAQ9+Pa2mHw/5nuisG2aDBRcwyj0GIEFwPX8fB1ZjaCUHkr52JnaUZ54I28G3wL+ujkPHYOAoPVN/svoQecL48eVxcIhAiFh++qms1fv/8cd3MJqiaNHrFbRocQJnZ3uknICU4wkMdMHeHiIjP3zs9/lIi24P6AgONk+WZeP5IN813GFhYVSqVImIiP/eTbV//3569uzJ5cuX89xcQKvV0r17d0JCQti4cSMuLi55Ol5+E08MjqhRYTm8WSwRLONDAKoheR3zbXaARXRCIlCgpxmdKEqnTMccP/4i06bdo0KFEM6e7ZLrcH8ffPABWq2WX3/9NVf9FBQnTpygY8eOpKSk0KdPHyZONDdF+K8SGRlJhQoVOHLkCGXKmO/APA/s2JHMm2/+ACQAPrRpE8iGDdnPLKqYZ9T3KQXo+mavzTmSqblLoI+1Q6HWU6z5TXoID6ZinmAouxgkaA0QkwxFZxggSaAqa0Dbq/DajdRdcY+r+xzxCgwjsXhJ7v8v/xa6i7ZA9/56sFOC3kDrNwUb5xUuLfcPPxxj6FCjoqV79xr8/nu7PB/z+PEE6tT5DmO4QldefPFlTpx4LVtt339/LUuXnqVBg1Ls3t3dLCNmfpJzDXdtCYesPBv7HGu4hRBewAogELgJdJJSRj1WpyYwG3DDuNyeKqW0nPnOCuS7wC2lRK1WExkZ+Z/ThnXo0IGgoCAGDx6cL+Pp9Xr69+/PxYsX2bx58zOjRbUWBvQY0KLCMdM6W/mQh9xBTRJtmY8DRTOtK8QFjKl3w9m1qxhvvGEuSN29G8uIEdt47bUAhg9/JdO+du3aRa9evTh79izu7u5Pc1mFiujoaBYsWMCQIUOsvmvzrDNhwgTu3btntQXV33/f4p13VlC5si+7d3dHpSpYG//OncNYuXIORpWwCn//AO7dy743YellcDMeavnA8fbZayOR9I+OYdl1gWdALB197Pla+KJ6ys1aKY1ps4uNgtAbgBr83oT7/zOvazDArkvwehlwyvxRkq/4jHxIxM0iCIUe+wZJaIbmn0JFpwPPhnrib0oUdpAUrMK+kIV1d3b+hsTERACUSiU63bh8GbdIkRWEhYWhUjmTkNAde/vC44eTXXIucNeScCDrik+FU24E7q+BSCnll0KITwBPKeXox+pUwBiV5YoQwh84DlSWUlpn2+zxOeW3wA1Qrlw5tmzZQoUKFXLd17PCrVu3qFWrFrdu3cpXbbPBYGD48OEcOHCA7du34+OTc03Q84rEQHZiGRQpcoSwMA/gLA8fNsfX19mszuDBW5g9+ygKhYK7d0dQtKjl/+sxY8agUCgKxLnORv4QFRVF+fLlrablrljxB4KDIwE4dKg3L79cItd95oaYGImHxyIgBPDl8uW3qVDBM9vt9QYI10BRC3qXKIOBe8mgkIIyjgJHK8ktlT83cGk14AWODUGzS2FMZgjwCshhpvX/PA2tPwc8AQXEzAI3C0L3wH80uDoKvnrJ+iYclqi1+C4Xd3jhV/EurtUCON0ubyKRVO9p4OxyAUqYM19P/3fzPbBZjvjyy0OMGbMdgPHjG/D5542s0m9KitEJtX//jbz0UnEGDnw5220PHrzNa6/9BsC0aY355JP6VpmTtXmOBO7LQJCU8oEQwg/YK6WsmEWb00AHKeWVnIyZ5ZwKQuAOCgpiwoQJNG7cOGcdSEloUhn0xOFoPwov1ahczymv+fjjj5FSMn369HwfW0rJ8OHDiYyMZPHixfk+/vOClJIrV2JTbfEsbzdv2XKFtm2XU6WKL8eP98tUC7lp0ya+//57du3alZdTtlHATJw4kTt37rBgwYJc9zV+/G6mTPkHV1d7QkI+wskp/3YUtFoddnZPJ2zpdND7S2NEj9kfgX02p/txYhgz//LAoFcgS4KnVkF4XYE1dtnFm3q4kvrbba/HLUZJ7B3AF97pBqsfC7BTfhBcTY/2xoVpUDmD24hBgrKRHlQKhIOkTI8krnY0X4jnlCuxOhpuuk+80oVdTT2o651/GlMpQeEnIdzo8OdYTk/SpWdD4M4Lxo8/w5QpccB+QAOAv78H9+4Ne2K7R3h7f0VkpLGdSiXQaifk0UxzR84F7hcl7LPybNxvAeEZTsyTUs7L3nxEtJTSI8NxlJQyU42AEKIusBCoKqU05HTGT6JAfj25dZyMT/kUn4RbCOC++CZTgduAnjWMJY4w3qA/pcj+atSaxMfH89tvv3HsmLU9eLOHEIIxY8ZQqVIlNBoNjo6FZF/0GUMIQYUKTzb/aNGiPElJn6JUiic6rtWvX58uXbqQkpKCfWHbj7VhNUaMGEG5cuW4du0aZcvmzlFr8uTGjB1bH0dHVb5FH1IoJvFIx2JnBxrNhGzbl46ZC4t2GL9XCIDRXZ9c/xEbIrUYkpXGcXWSKD1oJThY4ZLrNBYcuy/BS1K1tODcoCfXn/EBtBkIFAVKmgrbAPfjgUgFFBHIZAjTpJDuBJd76v/8kIgbfrh5xfCyVot8P3806GA0uXEoI0lOdbca0LNw2WkfPnyHevUWA3ref78qixZl0y4ph8ydGw6480jYBrh/3zw8amZ07FiVuXOPA/DOO5WtPLvnlvAnabiFELuAYhaKPn2aQVI14IuB7nklbEMBRCmB3AvcdoqX04JAySeEg7rIXmK5iySZXVjXlXrc55cR6tmoih8jLuHJWv+FCxcSFBRUoIkwihUrxosvvsj27dsLbA7/FVQqRZYCkYeHB+XKlSuwRZiN/MHDw4PBgwczZcoUq/SnVtvlm7Ct1xvIuKGp1UJCQvaDaZf2T/9eJTD74/7o546zXwIqby2u9jAzUOBgpTfV0dEK5FmB3Kfg3KCsO239Ash/QK4GOcO8vLgLuL4AJBqwr5HInmbW9ZMx6BRICckaOzihRPkJBC7IkFsmj9EcVGBIEUitYMbowuVEWq/eSkALGFi8+EKej/fzz5URIgEyRMZavrytxbohIXH88cdZdLp02W3OnFZERIwiMXEsy5d3zOvpFgASo8OoNT9ZjChlEyllNQufDUBoqiD9SKB+aKkPIYQbsBkYJ6W0ttenCc+kwO1g15Zkj41Euf0Pf4fbmdYrlho+DsCN7NsWZoepk1aD5iH6+5up9PpNDhywPA+DwcD333/P8OHDrTp+TujYsSMrV64s6GnYSKVhw4bs22ftLTgbhY0qVapw6dIli2WJiSn067eBkyfv5/OsskapVOCQQdKtU6corq7Z17AOfBt2fwdH50Lr17Ou/4hmSmfiXnNF29iB2JpKhvtn3aagEAJilwrkQQXJ3zpTq6h1F0NbBnhSvN5dEq45wyEVhn1wawEELjGtN2yuRFSSiLckoi8czWYyZymh6EgQb4BoDquOmtcprKkcvLzSbZQcHa1rXrViRQpjxtxEiB8QYg4LF96iQwc/DIYGSDkQKSci5UQ6d65q1rZo0W/w85tBly5rKVnSdJXm5aUu0BjbeYvEuACy5idXbAS6p37vDmx4vIIQwh5YByySUq7K7YBZUSA23OvXr2fBggVs3Lgx131lRSJRRHILf6qjsOL6wsnjZ5JiwsBeDTSElGBiYzuZvZA2b97MhAkTOHbsWIEnoQkJCaFSpUqEhITYzEoKAevWrWPu3Lls27atoKdiI4/QarVUrVqVWbNm0bx5c5OyhIQUXFympR2fOtWfGjXMd0cXLjzByJE7WLLkbd5664k+PzlGp9OjKszpE59jHsYbqDE3hooeavb0crQo4BZ5G8JSo6kgwKs7RPQ3liVqwdlTgp2xjLcAL4H8Ib398l0pvNddC672UMOOZl1he2uoPgLOXgKCjfWUdUCXZ0HRrM+QIdvw83Nm7FjrOCBKKalfP4QDB/4FLmKMFFcC0CNl1rErt2+/SvPmS9OOlUqBTlc4bbUzI+c23DUk7LDybIrlxmnSG1gJlARuAx2llJFCiDrAB1LKPkKIrsBvQMYU3T2klJZTkeaSAtFwBwQEcOdONpfgucQJT0pQ06rCNkB85AcsXN4LUupASjygMtk+esR3333H8OHDC1zYBptZSWGjfv36HDx4EJ0uf9Mv28g/5s2bR6lSpXjzzTfNyq5dizQ5PnUqxKzOwYO36dFjE5GRybRosZyoKOsmsgoLS0CISdjZTUGhmGRxDjbyjhc+1VBmUDyhm9y5cCOSF761bD567CdQvwZ4gqgPoRlkPxMVmMC4E//Y6+a9zuEQq4Z7SgiV7FgFyXq4F4bRLBkJCok+OgXXcoUnWZrBYECISWmfFi1MVfs//NDcasI2wP37ev79Nx6jn54O4183FMjeYrRECVeT49Wrn0fTkcwoXBpuKWWElPINKWX51H8jU88fk1L2Sf2+REppJ6WsmeGTJ8I2PKMmJYUBhUJBt84BrF9fjnLlIpk9uyKenqahmc6dO8e5c+fo1CnzZCr5TceOHVm1Ks93TmxkAx8fH0qVKsWJEycKeio28oDY2FgmT57MN998k7bgXrnyPEOHbiUqKonq1Yvh6WncEVOrVXTrVsOsj0OHTJ+Tycl6szq54ZETFxjNC1asOGfV/m08mYvLFCTdd0JKQUqEAw9iLe8gl/SHxJ9AbgHDV5Ax+JGzHcxYCVQ3wGsShbMg6kvT9sLdAEgQEhwBJ7BTwOmZoAoHisVAVBzsSCL+to7kZMxQ2p9GiL8QinMcOGC+MPjhh/Ps3n2bxMRcmwKk4ePzlcnx1q3XrNa3Jfz8lLRr5wy4ki5k+3LnznvZal+1alF27vwfXbpUIyXlU9q1szlH2kinQExKDAYDarWamJiY59q0oV+/fgQEBDB+/PiCnkoag0FXgwAAIABJREFUNrOSwsXgwYMpVaoUH3/8cUFPxYaV+fTTT7l37x6///47AJcuhVG58s8AvP56AP/80yvLPoyJwqaQnGygYkVPLl0aatU5hocn4uv7DQCurvacONGfcuW8rDqGtdmwWUu7flqqV3Tg9O5n2wxG3SQBZeUU7FU6kl3sCRnrjmsehNR+/UvJgYPSqGLzUXBnJmRUxgZ1eMi+NXrAETyVyEi3tLLIZCg3S0fUqL94JITWrNOQk0eNtsharQF7+y8xaiSVgAe9e1dj/vygtD50Oh2lSn1LWJiGsWNfZ+LExtna9fX0/ILo6HQBfty415k8+Y0c/x0yotcb0GoNFPNfSkyMjg3rGtGmTfbi5UdGJuHr+zWG1HVHcvK4TEPFPmvk3KSkujSaTVuT0jk2KSmMFIjADVC6dGl27dqV61BZhZXw8HDKly/P5cuXKVKkSEFPx4SgoCBGjBhBjyklidaXQpF4kuRzjal+/zIpjjrq3inFstquWXdkI9esWrWK+fPn28x8njPu3r1LjRo1OH36NCVKGBPUnDsXSvXqc5ASWrUqz6ZNXQp4lnnHnn+1HD+vw6Ocmja1oIhb1m2yw+XLkkpVw41Zczxd6NbFmYU/WqfvgsBggN8O6GhUUUmZInljdlhuMFy7AlxOPVEXpAXf+c27k/Bwgdfqmkr8X52DTw5L6LMPSAG8OHykFnVfMqrZT59OpGbNbzK0KIq9vSPJyT0A46JRoZhGRhMBPz8X7t//0GQcL69viIpKZPLkhowbFwSARqPDy+sLkpIk164NpEyZx+Iy5pD4+BTKlfuB0FAwGr87gHDg1s2OlCyZdVjH4sW/5f79+LTjCxcGUvnxmJHPKDkXuF+QsNbKs6nwXAncBZZ39HkwK3kS8+bNo3379oVO2Abo1KkTq1atIlpZHRy9MNiVZ9il27gFhODjG87hgFuZtl2TcJfqUUepfv8owcmh+Tjr55PmzZtz48YN5s+fX9BTsWFFxo8fT//+/dOEbYBq1Yqybdv/mD69KevXv5tvc/Hz+zrNBjYwcCbZVZqcOhVC27Z/sHlz8FON17ifhsb1T/Nx/3P0HZtIqdFG+dgaXL0q0zvT6wgLf3L9wkDfL0G8DIHdQPeYRZBCAb3rq/JM2Aa4dhNTm+5MFLEtG6vNhG2AzoHg5CRQLQpi1dE3kLJOmrAN8MILapRKv9RBvIBE1qxJz+yo10uMdizpPHgQb3IsxOdERRlTsY8fv4+QEGO5o6OKxMQJ1KtXgrJlf0aISdSubRZs4qm5ezeW0FABxANRgBKknri47IW9zBgVxcFBPDfCto28xSZw5wEpKSn89NNPDBuWvQxU+U379u3ZvHkz7rqTkBKHIuUKb5V4lNBFok3MPB/SVP1tvDwi8PSLpO+ds5nW67V/Kg2iNvLx7M5IrLMr8jzi6urKpk2b+PTTT20hAp8TTp8+zdatW/nkk0/Mypo1K8eHH76KUpn3j97u3dcixCRCQtKd4G7diiUiIntOcfXr/8bGjcG0bv2HRYfwzDh+Oom0AN4RiSTrSNt6f5z2HyYgnM4gPO5y/37WY7RoocCviiu4OCFcndiyPNvTKhAehsP8ccBxuHUCZlpbAZgNxnUBooEaoKoL+qVZtTAl0AUS3gPt+9Chjrm0rlAIdLp+SDkBKYcg5UhatSqVVq5SKahUqSgZpf6tW9NtoocO3QVPeEdcuBBu4stw4sQpzp2LMqnj6Tk9bVEZF2dugC6lNFloVqzoTcWKpqZTahcDVatmL3zwmTMf0LdvLVav7ohG82xFIck78j8O97NGgQnc+RmpJL9ZvXo1lSpVonr16gU9FYsUK1aMGjVqsHD8PeQxV/SX36CVhwc9QmuSdLYCB70zDz3molUiEWiS1QQqLMfkjTfo2fRKNy64v8jJ9zpy7eaTNWShOg3eN+/jc+0uSxJW5+rankUqVqzI0qVL6dy5M9eu5a1TkI285+OPP2b8+PFMmvQvQkzCx+frpxJYrcWiReYLYmdnJd7e2TMSdnExavGcnOxQKrOvgV0/2wPn0kVQ+flQ/g1P1g2CzLLCr5sTDEn3IOYctRvEpZ1fszMRUeMWonEYovRDhNstVDXiEALun3dCxrliuFv44xkrFRjlzNRP5VJZNMgFhy+CsjKoKsPNDGHdJ3cBeQjkBtCuNGrV85uLF/+XKpAb41c3b14hrWzz5qtm9YsVc0n7bmlDxssr/d3z9993iI5Oz/j44Ye7TOp6eExDofgcheJzhPicO3diEEJw6VIP5s/vxIABjUhO7klinHnYv8GDN6cJ8tevR6Sdd3a2Z9681rzzTpXs/QFs2OA/oOEOJoSPWM8SjpGCdT38LSGlZObMmYUi0c2TeGRWkpEPinlwunpxSrhm/nL92/tl+sRWYqymNAvLWA7H5CwUBEZeREhJ+dP7KVUi8IlzafPwNnHOLsS6uTE9IiDTekO0v9JQbuND/WR02pwLptIQjtTf4Qrn2MYC/uVXQjiZ4/6sQZMmTZgwYQKtW7cmJiamQOdiI+ds2rSJW7du0a9fP2bONCYti4hIYsuWK/k+Fy8v0238yMiPiI8fZ+asJqXk7t1YDAZTyebChUHMnduSmzfNw5pKCX0/0+FaN4liU/T03Afa1DVFo1qC+Kul0N4tTfDPStrWfMIkPTwBAUpnWrQ0ClGl61ykQ7Mf4Mx+MLjAzQiIS0T/II7oaPMuAl+JQIhtCHGIwR9qzCsUIN5esG4bBLaCRTOhVd28GceriaReJ4lBKdHHSko3zptx8oL9+7vySPtdq1YxpJxoUl61qg8TJwal1Rk58i38/Z3Syv39XUzq9+mTfsPFxGiIicloJiLp23dP2lGPHhXZsOEEavUXzJ1rHi3qp5+OAQ6AisaNn3Jr4D9H4QoLWBgpMKfJtWvXsmjRItavX2+V/jKjFavQoEaFlnYU4QNey9PxDh48SLdu3QgODkZREKqEbBISEkLlypV58OBBnkUr0WjjcbBzRjweFPYxvoi5xWcpniAhSPzFKp/WuAtzlVhDuR2FkGilim/jVvGy21yL/bUt1oQSoWfYXGQYN0M/NSlL1u8iVNGFm4ZA1ijeQSV0BHALbyJpxIeU4JWcX7AVGDRoENevX2fTpk2oVJmb9tgofKxatYpBgwaxevVqGjRoQO3aczlxIgQhICJilFnYUGsRHBxOxYo/AeDtbc+9ex/j4GC8dx4+jMPd3REHB8va4J07rzFz5iF27rzGO+9UYfnyDlmOdy8EAir/g4y7DMUag39paCGY/S58UOnp5h6fBM2GJdCzmR19O9gDIJzXQeIZQEDACIiKgAQNVC6G4ZyHWWIY4XACUm4CAuHyKoa4ok83iVTi4vW8PyqGIV3dqFxZhf9TJCcuMwhu3IOvesGoNjkaPleIlyQkpP5h9BKVEGgtJzctMKKj4/H0nAXomTevOX37vmS1vg8cuMvkyQdYtKglRYpk1I5LFIrPTeoGBdViz57WAJw9+5Dq1WcDUKGCL5cvD0yrp9HoUKunAY92pxxYsKAdPXtWwmAwYG8/GX2qDk+tdiE+fiQKRcHn28gtOXearCJhSdYVn4raNqdJa5B/Ntzp940qHy73u+++Y9iwYYVa2IZ0s5K8jI7haOeSpbANMNa9FB3dVvCy69/E+7jTTP6D3sLCzlNGIyX4yXuUd+htsa+E6Chqhu6mCGHUerjazEEsGaOddIjC+FLWoUIi0KNES7xZf/nNd999h06ns4UJfIaQUjJ9+nRGjhzJjh07aNCgAQDHj/fHYJiAwTAxT4TtpCQtQkxKE7YBIiJS+PHHI2nHRYq4ZipsT5nyN82aLWHr1qvodJIjR+5la9zf1oCMPg76WAg/YlREhUA1j6e/Bhc1HJznnCZsA/Tv/woo/EG8Ai4qokMCOXurIvK8ubAN4Fs9EHAB4c+oj93NK2SD2FiJW4mzbJh9hiYdr1G8eBLHbpjWMRig4icS0VaP6Kpj4WHjebcOcGMJsBdGz4IQC1r4vMbeCdLibGshNs9Sd+Qco7CtBQz067fVqn2/9loJtm3rbCJsg1F4bNEio9mHkrVrm6QdVavmS7Vqfjg62vPFF41M2sbGPu5AqeDGDePuY4cOK9OEbYCkpHgmTtyfdnz5cqhJwh47u8lmO0hSSlJSnj87ZRuZ89wL3N/yGjXR04tS9CCP9vNSuX37Nn/99Rc9evTI03GsRWFKgpPo4IRebRRKHESKRXeJ9YrO7BFvskrRHS8Hy/+XTu4eXCn2MrG4cq1KR7OtcGflSJz0tamfoqAEyfjzAHcENWlJIE0s9mktdOiYR1++YTBXsey/YGdnx8qVK9myZQu//PJLns7HRu7R6/UMHTqUhQsXcvDgQWrWNLWfyMsMsyVLzrR4/rXXMjfLysj58w/TvjdtWobVq7OXoKv726DyehEUzuBVG89icHQCvG6elf6J9Bl2H+F+Ft8KN03Oz5lRDKnvizQ0RV5Q4+4M1QIy/zs+POqFlM2Qhpf5ckLOdutOnZMQm2pDHhsPGjjzmMDtMF0SbAccVsB2JT0mSq5HQdyjSCkS0Ev83jIgXtXz6gjrO4snaqDdRBg4y9S2OXmfQF4QyPMCeV2gLpQpFjL+PfJPE7x5c8c023Epx5ksfoUQnDrVBz8/J/r330RISLofQZEiTnTp8iJGkxJnAgN9mDTJ+N4pW9Z8++PFF9N3Vl56aYFJmU5n4MSJdMP6Xr3WoVB8joPDVFQqUw38s4vNpCQrCsykRK/Xo1ariY+Px97ePusGzwCzZ8/myJEj/PbbbwU9lWyRH2Yl2WUbe/hBhqPFnhaUZ7jIvTOK3pCEkDFIBShE0Wxp2/OSZlu3cfj6S3Tq8julPO8xjhmZ1g0ODqZ+/fqsWLGCoKCg/JukjWyTmJhIly5diI+PZ82aNbi750y7mlOqVfuJ8+fT4+L5+Kg5erQfgYHZUzXHxGjo3/9PypTxZOrU7CUieZzg4Dj27YugW7cAHByyl/jjnwMaGrT5F2LugU9TCL3N4A/L8MN076ce31pIKVFUCYfIMPDwQJHshfa6o4mDofhewgVgHUbZohKcWyMIuQ9N+gN2EkJSy9yBq3q++U3FR++k99FkEPy1UoK7hJQUjm11pHbV7M1xxU7Ju1OB24AdVHhdcPlXq1x+vvDBB5uYO/c0ABrN6Ex3XnJCUpIWJ6dZGAV5d6Ki3sfDI3tyRd268zh69AEAnp6OREaOzla7YcO2sGDBSeLjdXTtWovFi1unlXXqtJxVqy6b1I+LG4OLS6rZlJhkUva43XpBknOTksoSfrfybOrZTEqsgVKppHLlyuzZsyfrys8Ihw4d4tVXXy3oaWSbR2YlO3bsyJfxpLTscQ7QnEZsFh3ZIdrmSthO1HUgVufAcX11/haNuGuoSoK2BJGyeY77zA0NQ6+hPhyP586H7Pz2TWLXefHr7GGoHnPgNRgk9oeTUBzVIvpco127syxbtox3333XFrmkEPLw4UMaNWqEu7s7W7ZsyXdhG+Ds2YHUr18CV1d79uzpSljYKDNhW0qZaaptd3dHli/vwBdfvGEibOv1BurWPYoQ8xBiKXZ221mwwHw3MjIymcqVt9Kv32FefXW/WTmATgejJsHkb9J/+w2aH4XI/aC/DqH/gnN53FwL1gRPCIG86IsMrYK87I/+pqNZNI/1bwkoAtQAyoBTjRSqFoE3aoI8DG1akq64VQA6SWpo6TT+WgSEAzcEKBTUaWO6l7dssx6huoNQ3iGwdnrkDYMB3h0FJGEcRAd3H1IoiY5OQqMxv+fmzGmNlOOQcpxVhW2AV1/dgDGmdhygYcyY7NvUuLunK5u8vbOvePr++xbExX2KlBNNhG2AlSvf5fDh3owYUZfq1f2Ii/skTdgGaNkyPeGfl5cTzwe2sIBZUaBPuU8//ZRx48ZlOxFDYefQoUPUq1evoKfxVHTs2JGVKy2kHbMil2UcnocfUj7hHBXjT3MixrrRYmSqU4veEIGOTUgBkQo3dMKOB0p/lAaJxNwDPa9JRM+B4JJoEpyJjvVN21EV0sAIvjapOyksBa10ROpVKPuX4OLF85QtW5+JEyfaIpcUMoKDg3nllVdo3rw5v//+e57u0E2cuAuFYhLVqv1AfLypTakQgr//7k1s7BiCgswz9s6ffwJ7+yk4O3/BiBHbsj1m+fIXOHr0FPAAuIZOF89HH5mHGExONqQ9u8PDzWMfA4ydBt/MhwmzYPYjCykRD/a+gAB1BRTOcaxf6cKsWYV3C1npdZ12FU/CV8E0sk9CHhYk/GgaFnXDGIGiOhAgQRpwaKJi6vuPdeSCUSh3BBKTwN5Ukdi1VyzoE8CQwK3r6f/fCgX4+WJ8Y6v1cP8qidvOI8qZxqMGOHYygabtzvLviVB0+vyN2qJWT8HT82vU6i/4448z+TZu69YZU7Lb0aVLYKZ1//wzmDNnQtKOt29/n06dqtCqVTmuXLFe7oy6dUswY8ZbnD7dDxcX03vlzz+7ppm5REQ8L/46NpOSrChQgbtDhw5otdo8j1SSH0RERPDgwQOqVHm24nK+8847bN68GY0m7x7MU+NuYu+Ugp2zFqWzgT/CrTfWbYZxkbLslk1ZJ7oRJ5wRUlJMH4OjTKKE9i56ocZZ/Gy1MTMjCQ2DElawImoTAI4oUDsbHTFVRbUMHqWj6tsQMcIOB0wfwO3dVGnaMfFAA6goUkTFgAEDqFKlCl999VWez99G1hw4cIAGDRowduxYJk2alGc22ikpOoSYxOefH0BKOH8+kmrVfsq6YSphYQn07bspLf73unXZD1kREhIDuGK8IR0AA926mduF+/mpWb78Nd59twx//205ROiFK/FgSAI9eKWavd660BQ7//qIUoPQxlbGIa44Fy6oGDZMkJj4ZOXL6tURfPjhLSIj81f7ZYiOASRoE9izL/OY6vo1ArlXgTyuRLPR/N6IvAyBbwuorEVdyRnDBVMznNffcMKYClIJzqZRim5uFuz/WVDGPQE08aBLhocxpGTQX1y6pOWlWn+xa8NZGjUKxa5ICnEaU1X4kiUPUSj/wdt/K/41jxBjRQWIRpPe16xZR55QM+dotXpKl1uE+v/t3XlQlHeawPHv293Q4NGAYrwFUTQDQidONBNvKzFqEjJrCKyJJhOdIequqawmpTsZUh5gNppZk8qpJkAk1+KRxGDUiWWSMVuG9dgVMaM2iniBiKgtcvbx7h8tKhHlsJu3aZ5PlVW23f32A4X007/f83ue4M9ZnuZKnJcuHcqGDdNJSHgAq/UPjB7d8ITnhIR1xMV9gdm8mp07CwHX4J6srASys6d5JF4h6miacOt0OpYtW0ZycjIOh+d7ZHvS7t27GTZsGHp90+oYvYUnykoyTjhQXnai/IeKcZnKPP8wqsuN2C7746hQeKWv+zo2VLIFHSqX8ENV9PyffiiV+kAilC6MVvbS23gRk/EKgSS47TVv5Xfl+/nA+jjP2+5ne2k2OhTO3mviv+6/xJURBt6Z6MfBf1UI7nDzG7E5UE/pPU5Sz57n0Ywd5OfPpkMHHSUlJfz0008kJHg+fnF7GzZsYMqUKaxdu5Y//rHhLjnu8u67e276N5ut6b8j/fz010oi9HqFjz5qeq+6H364j65dg/D3v5f77/89OTmTeOutIQ0+NjGxD198MYywsPr/pz//4hRKyB6+/WQlFGeBvoapV3+E+/UxUHs8GmdhFwwGhd/8xpXABgU5MDY8SwuAsjIbTz99jLffPsuSJTeXuLzxRhkGQz4dOhxiyZITDV7DZnNSWdn8IUR+IVdLhgyBLP5Ly8shQkxwfCOoe/2p3Gm4qevK4heMGAdFEhQdSdkvnevd5+8HI++Fj/7aCfwDQe8HIZ3wv+EtZ3laLa7SCpWaK1egooL/PXb9sJ6qqjzzzC5U5/9woXgvxQcshI+of4A7MzMXRXkDRVmJoqyksLDpbVciIq4fJty4sWmHcJura9d3KTx2nGprPv/+p79RWOjaXYmPH8C6dQ9jMt36hyg3t+SGv5+95eNa0+bNh651M1m0aIfW4dwBKSlpjGaHJuuoqsqoUaOYM2cO06dPd+u1W9OiRYuw2+0sW7ZM61Ca7b333iMnJ4dPPvnELdcLXu3AWqJ3bZ+qKvueVBjqjglr9otwZBQ2p41TvasIqKmiR3UZzk7wj5CnOas7R5iaz12YMOk+Q6/EuOFFb+9PFZs4Y69lWdUgHvfvyJnqPiiofMxGnu115z/PiYmJRERE8Prrr7shWtESdcOsVq5cyebNm2/qROIJubnF3HPPmmu3/fzg/PmFmExNrzEtKLjI7t1nSEiIummUvKqqlJfbsdv1GI06OnZ0W+isWXOaWbMywTgAaq6urHf/M+rZhktvXCv4TiIjFYzGW+8Y1NY6GTgwl7NnbaSn92f69G717g8NPUZZmRPXG38Zly8Po3Pn66vERUU2wsJOYicYlC70G6hQkAc3rpHYbE4WL67kt/f5M2KUPz3qv4RHFZ2D3sNw1WkrcFd/KMlp3jXe36Ly4rQjOK5cpOvAYM5Xh+E8HnjtwLirL/W3wH5c/aV70Cl2HOW51yc/ug70+eHa0vcjNLQzpaUvXLu/psZGQMBr127PmGEmPf2fWvZFt4DR+Fdqa+vq28MpLX2a0NCmfQg6dcrKgw9m0r9/MFu3TvOK9r063ZJ6Z5u0PkDZ8kOTg1Rw907yBJ86NKn5ZA1FUXjttdeYOXMmiYmJbbZjSU5ODnPnztU6jBaJj48nOTmZ6urqFnUrGbDvEgXZJihX2frPOv5tFCz5QIUA166ouWldyhp3Nhl0/+BitxCuBIdSoQYQfPoKgWoNMbW/JbbDfDe9UNO8zm42dzADKvP8D/KcIZgsXRX9dSd5tvOdb09u2rSJ/fv3s3bt2jsPVrSIw+Fg/vz57Nixg127dtGvX79WeV2zuSfl5X9GUVxjpFsiIiKk3opjnZycIh544GPAAYxHUX7HoUMGBg++o5Cv2bGjFFcyp4AhEvwG8eSTt36rURQYMqTxxMffX4fFYubSJTs9etz8PXnllRAWLDiP02njkUeC6NSp/m5jXl4tdrsKfsGgKpw8CoWnYEC4K+nXBX4HNR2BIUA1dNbzzvt65rbSOpDtxpJVFbo3XBVxW7MnKZx+924q7fCf0+t/mICrfakfi2LbthAUTtI5tC+FOyN+dRWl3p/IyPrdY0aM+Lje7YyM3HoJd3W1jcBAV0Lu56entja5+V/IbRQWziYiIgO7I5CN30xscrIN0LdvEBbLC40/sBVFRoZgsbhq8Xv37tTIo71ZXQ23uBXNV7jrTJw4kSlTpjB79myPXN+TnE4nXbp0wWKxcNddLfgt6QXGjRvH/Pnzefzx5o1Jq3ZC4Hsq/KSAqtIxSOXKRx5aNbj8LZyJo8JopCCsD4ZaO5ElJ9B3CoSQ4yj61v3ep7KHd9VuKKjcXXWAHzr83m3XtlqtREdH89lnnzF27Fi3XVc0XWVlJdOnT+fSpUt8+eWXBAe3YLKLF3rmmS18+mldyUp3YCZr1/rz7LPuuf6VKw6CQrbgtFcQaBpKpXVQ409qBQ6HSlxcKTt2GrE5TJjvU9j3d9eBxA8+LOZfnv8QGIOrDYkeOnbgkakGvv2o9WLM/gFm/wWiB8Pf0mlw0I+nlZdXYzK9DQTQr18QJ078od79q1btYc6cLVdv6QBnvVXZFSv+m4ULr5dGaL1i2xZ8881hgoKMjB3bX+tQ7mCFO1LlNq1uW+Zxn1rh9pqEe8+ePUyZMoX8/HwCAz0zAtlTDh06xKOPPkpBQYHWobRYS8tKVBV0GxywSQe18PyDTlbP8mAdu+My6AJQUQA9iqLdlqCKyjz7Tk7XWFnrP56Ofp0bf1ITzZo1C4DVqxseXy88q7S0lLi4OCIjI0lLS2uzO28NsVguEBX14dVzMw8yctR9/P1H/U2roe3J/twK7r3nLUAHyqMEdRtA/6Ed2PyxQu+WTYr3aXv2nGTMmI8ZO3YA27bV382zWqsIDnZ1YTKZArBam9bXWngHSbg9x2sSboAnnniCkSNH8tJLL3nsNTwhIyOD7du38/nnn2sdSovdyRAcu6rydVkN4wKMhHbSdriML6itrcVkMlFSUqJJf+f2Lj8/n8mTJ/PUU0+xdOlSj06LFN7jsKWatz+4wIqU7jeVowjRXrQ84R6o8qt2t3cu3qcSbu1PDNwgJSWFFStWcPnyZa1DaZa22H/713r06EFsbGyLupUYFIUnQwMk2XaTM2fO0L17d0m2W5mqqmzZsoXRo0ezcOFCUlJSJNluR+4eFMD7b/aSZFsI4RFelXBHR0czceJE3nzzTa1DaRZfSLjB1RFj/fr1WofR7p0+fZo+ffpoHUa7UV1dTXp6OrGxsSxYsIDMzEySkpK0DksIIdoQGXzTGK9KuAEWL17MO++8Q1lZmdahNEl5eTlHjx5tlVZhnhYfH8/mzZupqWl4apxoHadOnaJvX3e1dhG3cu7cOZYsWUJ4eDjr169n5cqV5OXl8fDDD2sdmhBCtDHSh7sxXpdwR0REkJCQ0GYm6+3duxez2ewTh6rupKxEuI+scHvWL7/8QlJSEoMHD+bMmTN8//33bN26lQkTJkgJiRBCCI/wuoQbIDk5mbS0NIqKihp/sMZ8pZykTmJiIuvWrdM6jHZNVrjdT1VVvvvuOyZNmsRDDz1Ev379sFgsrFmzhqioKK3DE0KINk5KShrjlQl37969mTlzZpuY2uhrCbeUlWhPVrjdKysri5iYGF5++WWmTp1KYWEhr776Kt26teIYQSGEEO2aVybcAAsXLiQrK4vCwkKtQ7kti8VCdHS01mG4TV1Zyfbt27UOpd2ShNu9UlJSmDdvHrm5uTz33HMYjUatQxJCCB8jNdyN8dqEOzQ0FLPZjMVi0TqU2zIYDFcHSPiO8ePH8/PPP2sdRruiqio//vgj06buDn31AAADLElEQVRN49ixYwwcOFDrkHxGdHQ0AQEBUp8thBAeIyUljfHahBtcw1h69eqldRi3ZTQafa78wmw2k5ubq3UY7UJJSQnLly9n0KBBzJ07l+HDh3P06FG6du2qdWg+IyYmhgMHDmgdhhBCiHbMqxPuoqKiNpFw19bWah2GW0nC7VkOh4Nt27YRHx/P4MGDOXLkCJmZmeTl5fHiiy/SpUsXrUP0KbGxseTl5WkdhhBC+DApKWmMQesAbqWqqoqqqipCQkK0DuW2fHGFOzw8HKvVyoULFyT5c6PTp0+Tnp5OWloaoaGhJCUlkZGRgclk0jo0nxYTEyMJtxBCCE157Qp3cXExPXv29Pq6S39/f59LuHU6HbGxsbLK7QZ2u51Nmzbx2GOPERsbS3FxMV999RX79u1j9uzZkmy3grCwMKxWKxcvXtQ6FCGE8FFSw90Yr13hbgvlJOCbK9xwvaxk/PjxWofSJhUUFJCWlkZGRgbh4eEkJSWRlZVFx44dtQ6t3dHpdAwZMoS8vDzGjBmjdThCCOGD6kpKxK147Qp3UVERPXv21DqMRvl6wi2aTlVVsrOzmTBhAsOHD6eiooLt27eza9cuZsyYIcm2huTgpBBCCC157Qp3cXGxrHBryGw2s2rVKq3DaBOcTidff/01qampOBwOFixYQHZ2NgEBAVqHJq6KjY2VhFsIITymrqRE3IrXJtxSUqKtIUOGcPjwYWw2G35+flqH45UcDgcbNmwgNTUVo9HIokWLiIuLQ6fz2o2jdismJoZPP/1U6zCEEEK0U16dcEdFRWkdRqN8NeE2Go0YDAasViuhoaFah+NV7HY7WVlZpKamEhQUxPLly5k8ebLXH/Btz2JiYjh48CBOp1M+EAkhhNtJDXdjFFVVm/5gRSkEwjwWjRBCCCGE0MoJVVXDm/skRVG2Ae5enTuvquokN19TM81KuIUQQgghhBDNI3urQgghhBBCeJAk3EIIIYQQQniQJNxCCCGEEEJ4kCTcQgghhBBCeJAk3EIIIYQQQniQJNxCCCGEEEJ4kCTcQgghhBBCeJAk3EIIIYQQQniQJNxCCCGEEEJ40P8D2B+k0xQi6pUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,10))\n",
    "ax = plt.axes(projection=ccrs.SouthPolarStereo())\n",
    "plt.scatter(lon[::1], lat[::1], s=3,c=dhdt[::1], alpha=1.0, \\\n",
    "            transform=ccrs.Geodetic(),cmap='jet')\n",
    "plt.clim([-0.25,0.25])\n",
    "plt.colorbar(fraction=0.0320, pad=0.02, label='Elevation Change (m/yr)')\n",
    "ax.coastlines('50m')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this map we can see that we are actually dealing with realtively dense point data! We, can clearly see the drawdown in the main trunk of the Pine Island Glacier. However, we still have large uncovered areas with no observations and noisy data. This means that if we want to compute the volume loss of this region we need to perform some interpoaltion and filtering.   \n",
    "\n",
    "Let's start preparing the data for the interpolation algorithms!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering of elevation change observations\n",
    "In this section we will quickly go trough a few common ways of filtering and editing elevation change datasets to remove outliers. This is an important step as any remaning outliers will produce artifacts in the final gridded product and make the results difficult to interperet. Now, let's determine how much noise we have in our current $\\delta h/\\delta t$ distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram analysis and the $\\sigma$-editing rule\n",
    "\n",
    "A common statistical framework to analyze and edit data is by analysing the distribution using the histogram, and to remove data of poor quality using eiether a statistical based threshold, or a threshold based on visual inspection.\n",
    "\n",
    "Let's now plot the histogram of the un-filtered elevation change data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = plt.hist(dhdt, 50, density=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the histogram has a large range of values between -60 and 10 m/yr. These values are unrealistic as you would not expect rates this large. So, for now let's use only values between -5 and 5 m/yr to get an idea about the distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.hist(dhdt[np.abs(dhdt) < 5], 50, density=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the $\\pm$ 5 m/yr threshold we can easily see that most of our values are within this range. Further, we can also see that we have a negativly skewed distribution! The negative skewness corresponds the main drawdown in the trunk of PIG, seen in the previous map. \n",
    "\n",
    "Using the visually determined value of $\\pm$ 5 m/yr, we reject anything with a magnitude larger than this value and compute some statistics. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Mean:', -33.925, 'cm/yr')\n",
      "('Std.dev:', 51.175, 'cm/yr')\n",
      "('Rejected:', 0.005, '%')\n"
     ]
    }
   ],
   "source": [
    "print('Mean:', np.around(100*np.nanmean(dhdt[np.abs(dhdt) < 5]),3), 'cm/yr')\n",
    "print('Std.dev:',np.around(100*np.nanstd(dhdt[np.abs(dhdt) < 5]),3), 'cm/yr')\n",
    "print('Rejected:', np.around(100*(float(len(dhdt[np.abs(dhdt) > 5]))/len(dhdt)),3), '%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can that using the $\\pm$ 5 m/yr threshold no data was rejected.\n",
    "\n",
    "Another way to edit the data is to use the sigma-rule, where we statisticaly determine the threshold. Most commonly used is the $3\\sigma$-rule (99.7%)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only select good points \n",
    "i_o = np.abs(dhdt-np.nanmean(dhdt)) < 3 * np.nanstd(dhdt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now only keep the observations that full-fills this criterion, i.e onlye keep observations inside $3\\sigma$ interval. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.hist(dhdt[i_o], 50, density=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This roughly gives us the same range of values as from the visual inspection!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Mean:', -30.449, 'cm/yr')\n",
      "('Std.dev:', 42.803, 'cm/yr')\n",
      "('Rejected:', 1.52, '%')\n"
     ]
    }
   ],
   "source": [
    "print('Mean:', np.around(100*np.nanmean(dhdt[i_o]),3), 'cm/yr')\n",
    "print('Std.dev:',np.around(100*np.nanstd(dhdt[i_o]),3), 'cm/yr')\n",
    "print('Rejected:', np.around(100*(float(len(dhdt[~i_o]))/len(dhdt)),3), '%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we can see that we rejected around 10% of the data, lowering the standard deviation, but keept the mean roughly the same. The power of this technique is that it allows for editing based only on the statistics of the data avoiding visual inspection, which can be difficult for large datasets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spatial outlier editing of elevation change observation \n",
    "Previously, we used the histogram and $\\sigma$-rule editing approach to remove outliers. However, this approach is spatially invariant. It does not take into account the spatial distirbution of the data, introducing a risk that we remove signals that are important to the overall mass balance. These signals are mostly located in the marginal areas, as can be seen in our figure, of the ice sheet where the largest magnitude of change can be observed. \n",
    "\n",
    "So, instead of editing on the regional or continental distribution we can separated the observations into induvidual spatial block of a given dimension. Provided these blocks we then apply the same $\\sigma$ editing approach to the data inside each induvidual block."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before, we filter the data we converte our coordinates into South-Polar Stereographic projection (EPSG:3031). This allows us to compute distances easier and also to reduce the number of grid-cells we need to process compared to using geographical coordinates. The transformation can very convenently done using the \"pyproj\" (https://pypi.org/project/pyproj/) package. \n",
    "\n",
    "Let's converte from geograohical coordinates (EPSG 4326) into South-Polar stereographic (EPSG 3031) using pyproj!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = transform_coord('4326','3031', lon, lat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's filter the data using the spatial outlier editing approach, observations flagged as outliers are replaced by a NaN-value. \n",
    "Let's divide the crossover data into 20 km spatial bins and edit using 3$\\sigma$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Mean:', -34.038, 'cm/yr')\n",
      "('Std.dev:', 51.02, 'cm/yr')\n",
      "('Rejected:', 0.76, '%')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nilssonj/anaconda2/lib/python2.7/site-packages/scipy/stats/_binned_statistic.py:607: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result = result[core]\n"
     ]
    }
   ],
   "source": [
    "# Run spatial filter with 20 x 20 km regions and reject data larger than 3-sigma\n",
    "z = spatial_filter(x, y, dhdt, dx=20e3, dy=20e3, sigma=3)\n",
    "\n",
    "print('Mean:', np.around(100*np.nanmean(z),3), 'cm/yr')\n",
    "print('Std.dev:',np.around(100*np.nanstd(z),3), 'cm/yr')\n",
    "print('Rejected:', np.around(100*(float(len(z[np.isnan(z)]))/len(z)),2), '%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.hist(z[~np.isnan(z)], 50, density=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data is now filtered! Notice we rejected less data but preserved more signal, which can seen in the range of the histogram."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial Interpolation of scattered data\n",
    "\n",
    "Once, the data has been filtered we can interpolate the points data to a regular grid to allow for different kinds of analysis and mass-balance computations.\n",
    "Here, we will present three types of different interpolation schemes and discuss pro's and cons of each approach\n",
    "\n",
    "Interpolation algorithms:\n",
    "* Median\n",
    "* Gaussian Weighted Average\n",
    "* Least-Squares Collocation (Kriging)\n",
    "\n",
    "Now let's construct a 5x5 km regular grid that we will use for the for the interpolation!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xi, Yi = make_grid(x.min(), x.max(), y.min(), y.max(), dx=5e3, dy=5e3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transform grid to Lat/Lon for plotting\n",
    "Lon, Lat = transform_coord('3031', '4326', Xi, Yi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We, further need to mask the data so we only get values over the grounded ice sheet! Let's load a mask to take care of that!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "with h5py.File('./data/ANT_groundedice_1000m.h5','r') as f_mask:\n",
    "\n",
    "    Xm = f_mask['X'][:]\n",
    "    Ym = f_mask['Y'][:]\n",
    "    Zm = f_mask['Z'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a1c6e9610>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Zm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now interpolate and cut the mask to our region only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bilinear interpolation from grid to point, if nearest use order=0\n",
    "Zm_ip = interp2d(Xm, Ym, Zm, Xi.ravel(), Yi.ravel(), order=1).reshape(Xi.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check the mask to see if it worked?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a468b3b10>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mcL6/VVUfAu4B3t9tNsnH/wPgqSRv6FZdDTxKT84/g7bFFUnO7v4tvHT8vTj/izXuu8S9m8FIaQq4pao+M7adr4AkvwX8M/BdftFT/RSDvvJtwOsY/OJeV1X/vSJFjkmSdwB/VVXvTXIJg5HzGuAB4A+r6vmVrG9Ukmxl8CXnauAI8GEGg6FenP8knwZ+n8FMpAeAP2HQQ+7F+V8Mr+iTpIZ4RZ8kNcRQlqSGGMqS1BBDWZIaYihLUkMMZUlqiKEsSQ0xlCWpIf8HkmbfO71PtL0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.flipud(Zm_ip))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpolation using the Median\n",
    "Using the median for spatial interpolation has some advantages, as it is less sensitive to outliers in the data, and thus provide very clean and nice looking grids. However, for producing volume change estimates for large regions (continetal) it is less useful. This is because, as we could see in the histogram, we usually have a negative skewed distributions of elevation change. Thus, using the median we will estimates value will be biast in the positive direction. Further, the usage of the median does not allow us to incorporate far-field data, as no weighting for distance is possible. \n",
    "\n",
    "The median value is computed for eac grid cell using the n-closest values in space:\n",
    "\n",
    "\\begin{equation*}\n",
    "z_{pred} = median(z_{i})\n",
    "\\end{equation*}\n",
    "\n",
    "Let's grid and plot the data using the n = 100 closest points and a cut-off distance of 100 km. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "z_med = medip(x, y, z, Xi, Yi, n=100, d=100e3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x1a3fcdfb90>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reshape from vector to array\n",
    "Z_med = z_med.reshape(Xi.shape)\n",
    "\n",
    "# Apply the masks to the grid\n",
    "Z_med[Zm_ip == 0] = np.nan\n",
    "\n",
    "fig = plt.figure(figsize=(12,10))\n",
    "ax = plt.axes(projection=ccrs.SouthPolarStereo())\n",
    "plt.pcolormesh(Lon,Lat,Z_med,cmap='coolwarm_r',transform=ccrs.PlateCarree())\n",
    "plt.clim([-0.5,0.5])\n",
    "plt.colorbar(fraction=0.032, pad=0.02, label='Elevation Change (m/yr)')\n",
    "ax.coastlines('50m')"
   ]
  },
  {
   "attachments": {
    "weightplot.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpolation using Gaussian Weighed Average\n",
    "One of the most common interpolation approaches to interpolate irregular scattered data onto a regular grid using a weighted average, with a gaussian weighing function based on distance away from the prediction point. This interpolation approach provides a smooth continious surface constraind by the range of the data. However, the weighted average is sensitiv to large outliers and the data distribution, the same as for the median.\n",
    "\n",
    "The weighting fucntion can be written as follows:\n",
    "\n",
    "\\begin{equation*}\n",
    "w_{i} = \\frac{1}{\\sigma^{2}} \\exp \\Bigg(-\\frac{r^{2}}{\\alpha^{2}}\\Bigg)\n",
    "\\end{equation*}\n",
    "\n",
    "where $\\alpha$ is the correlation length, $r$ is the spatial distance and $\\sigma$ the error of each observation. The predicted value is then estimated by taking the weighted avarage of selected observations, according to:\n",
    "\n",
    "\\begin{equation*}\n",
    "z_{pred} = \\frac{\\sum{w_{i} z_{i}}}{\\sum w_{i}}\n",
    "\\end{equation*}\n",
    "\n",
    "![weightplot.png](attachment:weightplot.png)\n",
    "\n",
    "We should note here that this interpolation technique introduces blurring in the derived spatial field. Hence, reducing the amount of details that can be observed. The blurring, or smoothenss, can be controlled by the correlation length parameter. Where a smaller length preserves more detail and a larger value increases the blurring or smoothness. \n",
    "\n",
    "Now let's grid the data using the same parameters as for the median interpolation, using a 25 km correlation length."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "z_gauss = gaussip(x, y, z, np.ones(x.shape), Xi, Yi, n=100, d=100e3, a=25e3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x1a1c450a90>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reshape from vector to array\n",
    "Z_gauss = z_gauss.reshape(Xi.shape)\n",
    "\n",
    "# Apply the masks to the grid\n",
    "Z_gauss[Zm_ip == 0] = np.nan\n",
    "\n",
    "fig = plt.figure(figsize=(12,10))\n",
    "ax = plt.axes(projection=ccrs.SouthPolarStereo())\n",
    "plt.pcolormesh(Lon,Lat,Z_gauss,cmap='coolwarm_r',transform=ccrs.PlateCarree())\n",
    "plt.clim([-0.5,0.5])\n",
    "plt.colorbar(fraction=0.032, pad=0.02, label='Elevation Change (m/yr)')\n",
    "ax.coastlines('50m')"
   ]
  },
  {
   "attachments": {
    "covarplot.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpolation using Least-Squares Collocation (Ordinary Kriging)\n",
    "\n",
    "Least-Squares Collocation (LSC), mostly known as Kriging, is a geostatistical method of spatial interpolation modeled by a gaussian process governed by the data covariance. In genreal the LSC method is better at preserving spatial detail and variability than other simpler distance-based interpolation methods, if the spatial auto-correlation of the data is substantial. LSC, also generates estimates of uncertainty for each prediction and also allows for error-propagation via the covariance structure.\n",
    "\n",
    "We can write the prediction formula as follows:\n",
    "\n",
    "\\begin{equation*}\n",
    "z_{pred} = C_{xy} (C_{xx} - N)^{-1} z_{i} + \\big(1-\\sum(C_{xy} (C_{xx} - N)^{-1}\\big) m(z_{i})\n",
    "\\end{equation*}\n",
    "\n",
    "where $C_{xy}$ is the cross-correlation $C_{xx}$ the auto-correlation, $N$ an addative diagonal noise term for each observation and $m(z)$ the median value of the local observations. The covariance is modeled in this case by a 2$^{nd}$ order Markov model based on the distance of the data from the prediciton point to each observation.\n",
    "\n",
    "\\begin{equation*}\n",
    "C(r) = C_{0} \\Big(1 + \\frac{r}{\\alpha}\\Big) e^{-r/\\alpha}\n",
    "\\end{equation*}\n",
    "\n",
    "where $C_{0}$ is the data variance, $r$ the distance between the prediction point and the observations and $\\alpha$ is determined from the correlation length of the data. Finally, we can compute an estimate of the uncertainty for the prediction point using the following formula.\n",
    "\n",
    "\\begin{equation*}\n",
    "\\sigma^{2}_{pred} = C_{0} - C_{xy} (C_{xx} - N)^{-1} C_{xy}^{T}\n",
    "\\end{equation*}\n",
    "\n",
    "where $C_{xy}^{T}$ is the transposed matrix.\n",
    "\n",
    "![covarplot.png](attachment:covarplot.png)\n",
    "\n",
    "One of the major disadvantages of this method is that it more computational expensive than the other methods, as it requires the solution, or inversion, of the covariance matrix $(C_{xx} - N)^{-1}$. Which scales with the number of observations used for the prediction. \n",
    "\n",
    "Now let's use, like the other interpolation algorithms, the 100 closest points for each solution, a cut-off radius of 100 km and a correlation length of 25 km."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function does not like NaN's, so lets remove them\n",
    "xp, yp, zp = x[~np.isnan(z)], y[~np.isnan(z)], z[~np.isnan(z)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run kriging interpolator, with 1 m RMSE noise added to the diagonal (np.ones(xp.shape)*1)\n",
    "z_lsc, e_lsc = lscip(xp, yp, zp, np.ones(xp.shape)*1, Xi, Yi, n=100, d=100e3, a=25e3)[0:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x1a3ffbc990>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reshape from vector to array\n",
    "Z_lsc = z_lsc.reshape(Xi.shape)\n",
    "\n",
    "# Apply the masks to the grid\n",
    "Z_lsc[Zm_ip == 0] = np.nan\n",
    "\n",
    "fig = plt.figure(figsize=(12,10))\n",
    "ax = plt.axes(projection=ccrs.SouthPolarStereo())\n",
    "plt.pcolormesh(Lon,Lat,Z_lsc,cmap='coolwarm_r',transform=ccrs.PlateCarree())\n",
    "plt.clim([-0.50,0.50])\n",
    "plt.colorbar(fraction=0.032, pad=0.02, label='Elevation Change (m/yr)')\n",
    "ax.coastlines('50m')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's also plot the estimated prediction error from the interpolation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x1a40825fd0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reshape from vector to array\n",
    "E_lsc = e_lsc.reshape(Xi.shape)\n",
    "\n",
    "# Apply the masks to the grid\n",
    "E_lsc[Zm_ip == 0] = np.nan\n",
    "\n",
    "fig = plt.figure(figsize=(12,10))\n",
    "ax = plt.axes(projection=ccrs.SouthPolarStereo())\n",
    "plt.pcolormesh(Lon,Lat,E_lsc,cmap='jet',transform=ccrs.PlateCarree())\n",
    "plt.clim([0,0.1])\n",
    "plt.colorbar(fraction=0.032, pad=0.02, label='Elevation Change Error (m/yr)')\n",
    "ax.coastlines('50m')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we can observe that the derived error, or RMSE, of the LSC\\Kriging method is largest by the terminus of PIG. This is to be expected as its here where we have the largest magnitude of variability in the data, which gets propagated into the overall error estimate."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estimating Volume Change from Gridded Data\n",
    "\n",
    "Once the data has been gridded we can start computing and estimate the volume change of the region in question. This can be done by integrating our estimates values over the desired region, according to:\n",
    "\n",
    "\\begin{equation*}\n",
    "\\frac{dV}{dt} = \\int_{Area}^{}\\frac{dh}{dt} dA \n",
    "\\end{equation*}\n",
    "\n",
    "Well this seem extremly mathematical and difficult! Lucky for us is that we now have a discrete grid, so the integral reduces down to a sum instead!\n",
    "\n",
    "\\begin{equation*}\n",
    "\\frac{dV}{dt} = \\sum_{i=0}^{N}\\Big(\\Big[\\frac{dh}{dt}\\Big]_{i} \\Delta A \\Big)\n",
    "\\end{equation*}\n",
    "\n",
    "where $\\Delta A = \\Delta x \\cdot \\Delta y$ is the grid-spacing in each dimension, which currently is 5 km."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compute the volume change estimate for the region from the three methods!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Volume Change MED:', -60.116, 'km3/yr')\n",
      "('Volume Change AVG:', -60.655, 'km3/yr')\n",
      "('Volume Change LSC:', -60.811, 'km3/yr')\n"
     ]
    }
   ],
   "source": [
    "print('Volume Change MED:', np.around(np.nansum(Z_med) * 5e3 * 5e3 * 1e-9,3), 'km3/yr')\n",
    "print('Volume Change AVG:', np.around(np.nansum(Z_gauss) * 5e3 * 5e3 * 1e-9,3), 'km3/yr')\n",
    "print('Volume Change LSC:', np.around(np.nansum(Z_lsc) * 5e3 * 5e3 * 1e-9,3), 'km3/yr')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that for this region all three methods produce similar results, indicating good spatial coverage and data density. One should expect larger differences on a continetal scale between the median and the other two methods due to the previously discussed statistical nature of the median method (biases to less negative rates)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial Filtering using Kernels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, now we have filtered the data from outliers and converted the point data into a gridded spatial field, but even with all the outlier rejection and smoothing provided by the interpoaltion we still might have artifacts and noise in our derived grid. How do we handle this and what do we use?\n",
    "\n",
    "Well the field of image processing have provided us with plenty of tools we can apply to our gridded data! One of the most commonly used are spatial filters applying mathematical operations using kernels! So, what is a kernel, or also called a convolution matrix? A kernel is something quite simple actually, it is just an array or subset of an image used for a mathematical operation!\n",
    "\n",
    "How does the filter work?\n",
    "\n",
    "* First loop trough image and extract a N x M subset of the image around at location $I(i,j)$\n",
    "* Define the filter operation you want to use, low-pass, high-pass etc.\n",
    "* Apply the filter to the values in the N x M subset and produce a new value for $I(i,j)$\n",
    "* Replace the orignal value at $I(i,j)$ with a the new filtered value\n",
    "* Continue to do this for the entire image\n",
    "\n",
    "Quite, simple right? Let's see if we can do it on real data!\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, is a simple library from scipy called ndimage that we can use: https://docs.scipy.org/doc/scipy/reference/ndimage.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load package and filter our data\n",
    "from scipy.ndimage import gaussian_filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But, before start to filter let's add some noise to our gridded data! Let's add some gaussian noise to the data using \"random_noise\" from skimage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nilssonj/anaconda2/lib/python2.7/site-packages/numpy/core/_methods.py:32: RuntimeWarning: invalid value encountered in reduce\n",
      "  return umr_minimum(a, axis, None, out, keepdims, initial)\n"
     ]
    }
   ],
   "source": [
    "# Make and add noise to image\n",
    "from skimage.util import random_noise\n",
    "Z_noise_gaussian = random_noise(Z_gauss, mode='gaussian',var=0.2**2, seed=None, clip=True)\n",
    "Z_gauss_noisy = Z_gauss + Z_noise_gaussian"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a1b928510>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the original and the noisy image\n",
    "fig, axs = plt.subplots(nrows=1, ncols=2, sharex=True,figsize=(15,15))\n",
    "axs[0].imshow(np.flipud(Z_gauss), vmin=-0.5,vmax=0.5, cmap='coolwarm_r')\n",
    "axs[1].imshow(np.flipud(Z_gauss_noisy), vmin=-0.5,vmax=0.5, cmap='coolwarm_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter the image with a gaussian kernel of size 9 x 9\n",
    "Z_filtered = gaussian_filter(Z_gauss_noisy, sigma=3, order=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a1c5ac950>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.flipud(Z_filtered), vmin=-0.5, vmax=0.5, cmap='coolwarm_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This does not look good what went wrong here? Well, it's because we have NaN's in the image and ndimage does not handle NaN's! Let's for now set them to zero and see what happens."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set NaN's to zero\n",
    "Z_gauss_zero = Z_gauss.copy()\n",
    "Z_gauss_zero[np.isnan(Z_gauss_zero)] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply the gaussian filter with sigma = 3, or N x M = 9 x 9.\n",
    "Z_filter_gaussian = gaussian_filter(Z_gauss_zero, sigma=3, order=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply the mask again\n",
    "Z_filter_gaussian[Zm_ip == 0] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's plot the filtered and original image so we can compare them!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a41a2f9d0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the data for us\n",
    "fig, axs = plt.subplots(nrows=1, ncols=3, sharex=True,figsize=(20,20))\n",
    "axs[0].imshow(np.flipud(Z_gauss), vmin=-0.5,vmax=0.5, cmap='coolwarm_r')\n",
    "axs[1].imshow(np.flipud(Z_gauss_noisy), vmin=-0.5,vmax=0.5, cmap='coolwarm_r')\n",
    "axs[2].imshow(np.flipud(Z_filter_gaussian), vmin=-0.5,vmax=0.5, cmap='coolwarm_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected the filtered image is smoother than the original and we can also see that the noise that we added is now reduced. You can play around with different values of sigma to vary the degree of smoothness you want in the image.  But, is this really a good way to filter our image? We did replace the NaN's in the image with zeros, which in contrast to NaN is a actual number! How can we get around this?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well we can write our own filter that can handle NaN's! But, that seems difficult? Lucky for us there is what is called a generic filter function in ndimage where you can provide your own function. Let's use that instead for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.ndimage import generic_filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, let's try another filter this time! As we could see in the previous images is that using a gaussian filter we blur out many of the details in the image. So, let's use a median filter as this is good at removing noise but preserves more detail.\n",
    "\n",
    "The generic filter takes as input a given function, in this case \"np.nanmedian\", and the size of the kernel we want use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nilssonj/anaconda2/lib/python2.7/site-packages/numpy/lib/function_base.py:3250: RuntimeWarning: All-NaN slice encountered\n",
      "  r = func(a, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a3f72bd10>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We are using a median filter with the same size kernel as for the gaussian\n",
    "Z_filter_median = generic_filter(Z_gauss_noisy.copy(), np.nanmedian, 9)\n",
    "\n",
    "# Apply the mask again\n",
    "Z_filter_median[Zm_ip == 0] = np.nan\n",
    "\n",
    "# Plot the data\n",
    "fig, axs = plt.subplots(nrows=1, ncols=2, sharex=True, figsize=(15,15))\n",
    "axs[0].imshow(np.flipud(Z_filter_median), vmin=-0.5, vmax=0.5, cmap='jet')\n",
    "axs[1].imshow(np.flipud(Z_filter_gaussian), vmin=-0.5, vmax=0.5, cmap='jet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try to commpute the volume change again on these grids to see if there is any difference?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Volume Change MED:', -56.342, 'km3/yr')\n",
      "('Volume Change AVG:', -59.164, 'km3/yr')\n"
     ]
    }
   ],
   "source": [
    "print('Volume Change MED:', np.around(np.nansum(Z_filter_median) * 5e3 * 5e3 * 1e-9, 3), 'km3/yr')\n",
    "print('Volume Change AVG:', np.around(np.nansum(Z_filter_gaussian) * 5e3 * 5e3 * 1e-9, 3), 'km3/yr')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The difference is small, but we have more detail in the median filtered data, in the end it depends of what you are looking for."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " \n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}