{ "cells": [ { "cell_type": "markdown", "id": "a0f02e9a", "metadata": {}, "source": [ "# A brief COMAP fits map tutorial" ] }, { "cell_type": "markdown", "id": "54f2ba17", "metadata": {}, "source": [ "In this quick tutorial, we will have a look at how the COMAP map files look, what they contain and how to access and plot the data contained in them.\n", "\n", "The maps come in the commonly used `fits` file format and it is here assumed that you have astropy or any other packages for `fits` file handling installed already. We will here show how to access and plot the data using `astropy`, `matplotlib` and `numpy` in python.\n", "\n", "The COMAP collaboration has provided you with three maps; `field1_map.fits`, `field2_map.fits` and `field3_map.fits`, which respectively contain the first season COMAP maps of type constant elevation scans (CES) for each of our three fields coadded over all detectors." ] }, { "cell_type": "markdown", "id": "c9496020", "metadata": {}, "source": [ "We note that since the maps we provide are in the `fits` format you can of course open them with any `fits` compatible software like SAOImageDS9, but that is not shown here. " ] }, { "cell_type": "markdown", "id": "afcc71a5", "metadata": {}, "source": [ "Lets start by importing the modules needed to open and visialize the COMAP season 1 (S1) maps" ] }, { "cell_type": "code", "execution_count": 1, "id": "a7261c78", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", "from astropy.io import fits\n", "from astropy import units as u\n", "from astropy.wcs import WCS\n" ] }, { "cell_type": "markdown", "id": "027742d5", "metadata": {}, "source": [ "Using `astropy`'s `io` module we can simply open the map by the following commands " ] }, { "cell_type": "code", "execution_count": 2, "id": "bae709bc", "metadata": {}, "outputs": [], "source": [ "filename_field2 = \"field2_map.fits\"\n", "hdul = fits.open(filename_field2)" ] }, { "cell_type": "markdown", "id": "a28f4fea", "metadata": {}, "source": [ "To display a summary of the files content we can use the `HDUList.info()` function" ] }, { "cell_type": "code", "execution_count": 3, "id": "c22bba75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filename: field2_map.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 27 () \n", " 1 MAP_FULL 1 ImageHDU 31 (120, 120, 256) float32 \n", " 2 NHIT_FULL 1 ImageHDU 30 (120, 120, 256) int64 \n", " 3 SIGMA_WN_FULL 1 ImageHDU 31 (120, 120, 256) float32 \n" ] } ], "source": [ "hdul.info()" ] }, { "cell_type": "markdown", "id": "a94cc152", "metadata": {}, "source": [ "As we can see, the map `fits` file contains three HDUs of data; \n", "* The map \n", "* The hit map\n", "* The noise level map \n", "\n", "each with $120\\times 120$ pixels in RA/Dec for 256 frequency channels" ] }, { "cell_type": "markdown", "id": "246d2283", "metadata": {}, "source": [ "As usual with `fits` maps we have stored the World Coordinate System (WCS) information that defines the maps geometry in the HDU headers. To display the header, simply access a given HDU's header attribute;" ] }, { "cell_type": "code", "execution_count": 4, "id": "d4ab9e52", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "XTENSION= 'IMAGE ' / Image extension \n", "BITPIX = -32 / array data type \n", "NAXIS = 3 / number of array dimensions \n", "NAXIS1 = 120 \n", "NAXIS2 = 120 \n", "NAXIS3 = 256 \n", "PCOUNT = 0 / number of parameters \n", "GCOUNT = 1 / number of groups \n", "WCSAXES = 3 / Number of coordinate axes \n", "CRPIX1 = 60.5 / Pixel coordinate of reference point \n", "CRPIX2 = -1514.5 / Pixel coordinate of reference point \n", "CRPIX3 = 1.0 / Pixel coordinate of reference point \n", "CDELT1 = -0.054755987723486 / [deg] Coordinate increment at reference point \n", "CDELT2 = 0.033333333333333 / [deg] Coordinate increment at reference point \n", "CDELT3 = 31250000.0 / [Hz] Coordinate increment at reference point \n", "CUNIT1 = 'deg' / Units of coordinate increment and value \n", "CUNIT2 = 'deg' / Units of coordinate increment and value \n", "CUNIT3 = 'Hz' / Units of coordinate increment and value \n", "CTYPE1 = 'RA---CAR' / Right ascension, plate caree projection \n", "CTYPE2 = 'DEC--CAR' / Declination, plate caree projection \n", "CTYPE3 = 'FREQ' / Frequency (linear) \n", "CRVAL1 = 170.0 / [deg] Coordinate value at reference point \n", "CRVAL2 = 0.0 / [deg] Coordinate value at reference point \n", "CRVAL3 = 26015625000.0 / [Hz] Coordinate value at reference point \n", "LONPOLE = 0.0 / [deg] Native longitude of celestial pole \n", "LATPOLE = 90.0 / [deg] Native latitude of celestial pole \n", "MJDREF = 0.0 / [d] MJD of fiducial time \n", "RADESYS = 'ICRS' / Equatorial coordinate system \n", "BTYPE = 'Temperature' \n", "BUNIT = 'K ' \n", "EXTNAME = 'MAP_FULL' / extension name " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hdul[1].header" ] }, { "cell_type": "markdown", "id": "70d6029c", "metadata": {}, "source": [ "and similarly for the other HDU's. \n", "\n", "Further more, one can access the fits header as a python dictionary to extract any parameter from the header, e.g." ] }, { "cell_type": "code", "execution_count": 5, "id": "aff5213b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "K 60.5\n" ] } ], "source": [ "map_unit = hdul[1].header[\"BUNIT\"]\n", "crpix1 = hdul[1].header[\"CRPIX1\"]\n", "print(map_unit, crpix1)" ] }, { "cell_type": "markdown", "id": "13515a88", "metadata": {}, "source": [ "To open the image data from one of the HDUs we can use its `data` attribute" ] }, { "cell_type": "code", "execution_count": 6, "id": "2eee2932", "metadata": {}, "outputs": [], "source": [ "mapdata = hdul[1].data * u.Unit(map_unit)" ] }, { "cell_type": "markdown", "id": "10650bc2", "metadata": {}, "source": [ "Next let's use the header of the first HDU to define an `astropy WCS` object that we can use to interface with `matplotlib` in order to illustrate our map" ] }, { "cell_type": "code", "execution_count": 7, "id": "c4af8d31", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WCS Keywords\n", "\n", "Number of WCS axes: 3\n", "CTYPE : 'RA---CAR' 'DEC--CAR' 'FREQ' \n", "CRVAL : 170.0 0.0 26015625000.0 \n", "CRPIX : 60.5 -1514.5 1.0 \n", "PC1_1 PC1_2 PC1_3 : 1.0 0.0 0.0 \n", "PC2_1 PC2_2 PC2_3 : 0.0 1.0 0.0 \n", "PC3_1 PC3_2 PC3_3 : 0.0 0.0 1.0 \n", "CDELT : -0.054755987723486 0.033333333333333 31250000.0 \n", "NAXIS : 120 120 256\n" ] } ], "source": [ "wcs = WCS(hdul[1].header)\n", "print(wcs)" ] }, { "cell_type": "markdown", "id": "44a8ad73", "metadata": {}, "source": [ "Lets now define a function that takes in one of the HDUs from the file and a chosen frequency channel, and plots the map from the HDU at the given channel:" ] }, { "cell_type": "code", "execution_count": 8, "id": "72f9efbe", "metadata": {}, "outputs": [], "source": [ "# For visual purposes lets mask regions with high noise at the field edges\n", "for i in range(1, 4):\n", " hdul[i].data = np.where(hdul[3].data * u.Unit(map_unit) < 1000 * u.uK, hdul[i].data, np.nan)" ] }, { "cell_type": "code", "execution_count": 9, "id": "82e96e88", "metadata": {}, "outputs": [], "source": [ "def plot_map(hdu, channel):\n", " \"\"\"Function that takes in a 3D map and a frequency channel, and subsequently\n", " plots the map at the provided frequency slice.\n", " \n", " Args:\n", " hdu (astropy.io.fits.hdu.image.ImageHDU): Some HDU with map data\n", " to compute the pixel-feed index.\n", " channel (int): Integer index corresponding to the frequency channel we want to display.\n", " \"\"\"\n", " fig = plt.figure(figsize = (8, 8))\n", " \n", " \n", " # Extract data from HDU\n", " plotdata = hdu.data\n", " \n", " # Change units from Kelvin to micro Kelvin if provided HDU contains map or noise level map.\n", " if hdu.header[\"EXTNAME\"] == 'MAP_FULL':\n", " plotdata = (plotdata[channel, :, :] * u.Unit(map_unit)).to(u.uK).value\n", " # Upper and lower color limits\n", " ulim = 2 * np.nanstd(plotdata[40:80, 40:80])\n", " llim = -ulim\n", " \n", " # Define color map\n", " cmap = mpl.cm.get_cmap('RdBu_r').copy()\n", " cmap.set_bad(color='gray', alpha = 0.8)\n", " elif hdu.header[\"EXTNAME\"] == 'SIGMA_WN_FULL':\n", " plotdata = (plotdata[channel, :, :]* u.Unit(map_unit)).to(u.uK).value\n", " # Upper and lower color limits\n", " ulim = np.nanmax(plotdata[40:80, 40:80])\n", " llim = 0\n", "\n", " # Define color map\n", " cmap = mpl.cm.get_cmap('CMRmap').copy()\n", " cmap.set_bad(color='gray', alpha = 0.8)\n", " else:\n", " plotdata = plotdata[channel, :, :]\n", " # Upper and lower color limits\n", " ulim = np.nanmax(plotdata[20:100, 20:100])\n", " llim = 0\n", " \n", " # Define color map\n", " cmap = mpl.cm.get_cmap('CMRmap').copy()\n", " cmap.set_bad(color='gray', alpha = 0.8)\n", "\n", " \n", " # Define matplotlib axis with WCS object from file.\n", " # As we are working with a 3D map we also need to provide a slice.\n", " wcs = WCS(hdul[1].header)\n", " ax = plt.subplot(projection = wcs, slices=('x', 'y', channel))\n", "\n", " # Plotting the map frequency slice image\n", " im = ax.imshow(\n", " plotdata, \n", " vmin = llim, \n", " vmax = ulim, \n", " cmap = cmap, \n", " origin = \"lower\",\n", " )\n", "\n", " # Let's overlay a nicely formatted coordinate system\n", " ax.coords.grid(True, color = 'lightgray', ls = 'solid', lw = 1, alpha = 0.4)\n", " ax.coords[0].set_axislabel('Right Ascension (J2000)')\n", " ax.coords[0].set_major_formatter('d.ddd')\n", " ax.coords[0].set_ticks(spacing=20 * u.arcmin, color='white')\n", " ax.coords[0].set_ticklabel(exclude_overlapping=True, rotation = 90, pad = 35)\n", "\n", " ax.coords[1].set_axislabel('Declination (J2000)')\n", " ax.coords[1].set_major_formatter('d.ddd')\n", " ax.coords[1].set_ticks(spacing=20 * u.arcmin, color='white')\n", " ax.coords[1].set_ticklabel(exclude_overlapping=True)\n", "\n", " # Adding a color bar\n", " cbaxes = inset_axes(ax, width=\"2%\", height=\"100%\", loc = \"right\", borderpad = -1) \n", " cbar = plt.colorbar(im, cax=cbaxes, orientation='vertical')\n", " if hdu.header[\"EXTNAME\"] == 'MAP_FULL' or hdu.header[\"EXTNAME\"] == 'SIGMA_WN_FULL':\n", " cbar.set_label(r\"$\\mathrm{\\mu K}$\")\n", " else:\n", " cbar.set_label(r\"# hits\")\n", "\n", " # You can crop the field of view\n", " ax.set_xlim(20, 100)\n", " ax.set_ylim(20, 100)\n", " \n", " # Add informative title\n", " \n", " frequency = wcs.pixel_to_world(0, 0, channel)[-1].to(u.GHz) \n", " print(frequency)\n", " ax.set_title(f'{hdu.header[\"EXTNAME\"]} at channel {channel} corresponding to {frequency:.3f}')" ] }, { "cell_type": "code", "execution_count": 10, "id": "ef597342", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "28.046875 GHz\n" ] }, { "data": { "image/png": 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DBotH9erVC1zPg5L38orU1FTcvHkTDRo0gKqq+Oeff+6qzg0bNiA5ORmjR4+GXq+3iOW/PMHLy8vinhxXV1fUqVMHZ8+eNS/TarXms4cmkwnx8fEwGAx48sknbc7Y06VLFxQpUsT8d6NGjQDAos5cr776qsXfjRo1slhvxYoV8PX1RYsWLXDz5k3zIzIyEl5eXlaXk9mTkpICIOfSrE2bNqFXr17o1asXNm7cCFVVLS4jatCgAVauXIk+ffqgXbt2GD16NHbv3g1FUTBmzBjpdv755x/ExsZi2LBh8PPzs4jlvgZxcXE4cOAAevXqBX9/f3O8WrVqaNGiBX777TerevPvr1ylSpVCq1atLJatWLECjRo1QpEiRSz2XVRUFIxGI7Zt2wYA8PPzQ2pqqsXlmiL9+/e3GPEYOHAgdDqdua0bN25EVlYWhg0bZnHmvV+/fvDx8bG6fMmR4++3335DSEiIxX0+Hh4e6N+/v9325rJ3TF65cgWHDh1Cz5494eXlZV6vSZMmFqMEd+O3335DnTp1LCYQ8fLyQv/+/XHu3DkcPXq0QPUNGjQIR48exezZsy3u+wOA4sWLo06dOpg+fTpWr16NESNGYMmSJRg9erTdetPT021OZpL7GZL38tK33noLpUuXtrqx3Z6lS5ciMDDQ5r0n+eVempb39QCAQ4cOmb8vch/5Zx2rW7eu1ffAhg0b7M6c+M0332DOnDmYMmWKzdFTokcNL+Wix1JgYCCioqKwdOlSpKWlwWg0Sm8G/u677+Dp6YnSpUvj9OnTAHK+3EqWLIklS5ZY3JiZG/vll18A5MzQVapUKauZkRxVtmxZREVF3VXZXA/y2uILFy5g7NixWLNmjdW1+vkvO3BU7mVwjuQoeeKJJ6yeb5EiRfDvv/9aLPv666/xySef4Pjx48jOzjYvL1WqlFWdJUqUsKoPgNXz0+v1VjOmFSlSxGK9U6dO4fbt2yhWrJjN9l+/fl301GzK7Qg+9dRTCAsLs2hzw4YN7d4HVaZMGbRv3x4//vgjjEaj8BITR16D8+fPAwDKly9vFatYsSLWr19vdYO7rf0tWn7q1Cn8+++/wlnpcvfda6+9huXLl6NNmzYoXrw4WrZsic6dO6N169ZWZfLPzOTl5YWQkBDzvWCi5+Tq6orSpUub47kcOf7Onz+PMmXKWK1na7+J2Dsmc9tla7a1MmXK2J0yV+b8+fOoW7eu1fKKFSua447mE5o6dSq+/PJLvP/++1azD+7cuRPPPvssdu/ebb7UsEOHDvDx8cGECRPQp08fVKpUSVi3u7u7zft2MjIyzHEA2L17N7799lts2rRJOstXfmfPnkVMTAwGDRpk1aGyxdvbG8Cdkwm5ypQpY+5Ef/PNNzYvbw0ICLD5PSDb7oEDB/Dqq6+iW7duGDFihN32ET0K2DGhx1b37t3Rr18/XL16FW3atLE6C5xLVVV8//33SE1NtfkleP36daSkpFicBdNqtYXuTDhKr9dbnPnLK/cm6PyjDPeL0WhEixYtEB8fj7feegsVKlSAp6cnLl++jF69ej2QaU9FP6zVPPcvfPfdd+jVqxc6dOiAkSNHolixYtBqtZg8ebL5B3hB65Stl5fJZEKxYsWwZMkSm/GCTgWdO8Nb/huEAaBYsWIOjVKFhYUhKysLqamp8PHxKdD2C0t0A7Ot5SaTCS1atMCoUaNslilXrhyAnOd94MABrF+/Hr///jt+//13LFq0CD179rSYjvZ+cPRYeVS2cz8tXrwYb731Fl599VW8++67VvEvvvgCQUFBVvc/tWvXDuPHj8euXbukHZOQkBDExcVZLc9dlvveGTVqFBo1aoRSpUqZO6S593PExcXhwoULVh1BAOaJNxyZjQuA+Z6Yw4cPW9wo7+XlZf6+sJVj624kJCSgU6dOKFeunHnqeqLHATsm9Njq2LEjBgwYgN27d+OHH34Qrpeb32TixInmM4K5EhIS0L9/f/z0009Om9I3PDwcmzdvRnp6utWPuRMnTpjXeRAOHTqEkydP4uuvv0bPnj3Ny21dUlOQUZzcGXIOHz58T/JtrFy5EqVLl8aPP/5o0Y5x48YVum57IiIisHHjRjz11FP3ZPrbqlWrwsXFBZcvX7aKXblyxaGOztmzZ6HX660uMckr72sg6nTnHme5x11ex48fR0BAgN0bhGUiIiKQkpLiUKff1dUVbdu2Rdu2bWEymfDaa6/hiy++sJiOFsgZhcl7iUtKSgri4uLMZ+/zPqfSpUub18vKykJsbOxdnYAIDw/H4cOHoaqqxfFna7/drdx2547w5mVrmS2i92h4eLjwNc67bZmff/4Zr7zyCp577jnzDH35Xbt2zWbSxdwRTnuzytWoUQPbt2+HyWSyGAnZs2cPPDw8zB3ZCxcu4Pz58zZH6dq1awdfX1+rGdiAnI5JRESERcJbmUaNGsHX1xfLli3DmDFjCjQ6UxAmkwk9evRAYmIiNm7cCA8Pj/uyHSJn4D0m9Njy8vLC3LlzMX78eLRt21a4Xu5lXCNHjsTzzz9v8ejXrx/Kli0rPPv9IERHRyM7O9s8nWouk8mEuXPnwtXVFc2bN38gbck9i5v3rK2qqlbTyQIw/0C19YWfX8uWLeHt7Y3JkyebL8PIW/+9aOeePXsQExNT4LoKqnPnzjAajXj//fetYgaDwaH9kZe3tzeio6Oxa9cu8w9DIGcWql27dllc+37jxg2r8gcPHsSaNWvQsmVL6Q+lWrVqoVSpUpg+fbpVG3P3Y0hICGrUqIGvv/7aYp3Dhw/jjz/+sLpUp6A6d+6MmJgYm/d1JSYmmn+o5r8+X6PRoFq1agBgdWnP/PnzLS7lmzt3LgwGg3kGraioKLi6umLmzJkWx8uCBQtw+/Ztq8s4HREdHY0rV65YZOtOS0vD/PnzC1yXSGhoKKpUqYJvvvnG4tKhrVu34tChQw7V4enpafN4jI6Oxt69ey3eL6mpqZg/fz5KliwpHcUAgG3btqFr165o3LgxlixZIjzuypUrh2vXrmHLli0Wy7///nsAsMhhEhcXZ3VZ5vPPP49r165ZzLB18+ZNrFixAm3btjXffzJ//nysXr3a4jF48GAAwLRp02x+vv/zzz84duyY9N7E/Dw8PDBq1CgcPnwYo0ePtvnZdS9GvCZMmID169fj+++/F14qSfSo4ogJPdZefvllaTwzMxOrVq1CixYthJdDtWvXDjNmzMD169eF9w3cT23btkXLli0xfPhw7N271zyN55o1a7Bz505MmjTJ5lnzhQsXYt26dVbL806numnTJquOAJBznbeta8grVKiAiIgIvPnmm7h8+TJ8fHywatUqm3khIiMjAeRkIW/VqhW0Wi26du1q8zn6+Pjgs88+wyuvvILatWub814cPHgQaWlpBb4859lnn8WPP/6Ijh074plnnkFsbCzmzZuHSpUqWV3/fa81adIEAwYMwOTJk3HgwAG0bNkSLi4uOHXqFFasWIEZM2YUOPnhhx9+iE2bNqFZs2YYMmQIAGDmzJnw9/fH22+/bV6vS5cucHd3R4MGDVCsWDEcPXoU8+fPh4eHBz766CPpNjQaDebOnYu2bduiRo0a6N27N0JCQnD8+HEcOXLE3FmYOnUq2rRpg/r166Nv377m6YJ9fX0xfvz4gu2sfEaOHIk1a9bg2WefRa9evRAZGYnU1FQcOnQIK1euxLlz5xAQEIBXXnkF8fHxaNasGZ544gmcP38es2bNQo0aNaxGPbOystC8eXN07twZJ06cwJw5c9CwYUO0a9cOQM6ldWPGjMGECRPQunVrtGvXzrxe7dq172qktF+/fpg9ezZ69uyJ/fv3IyQkBN9+++09P7P94Ycfon379njqqafQu3dvJCQkYPbs2ahSpYpDx3lkZCTmzp2LSZMmoUyZMihWrBiaNWuG0aNHm6dbHzJkCPz9/fH1118jNjYWq1atknZwz58/j3bt2kFRFDz//PPmKcRzVatWzdyJHDRoEBYtWoS2bdti8ODBCA8Px9atW/H999+jRYsWFve5jBkzxtyG3Cmpn3/+edSrVw+9e/fG0aNHzZnfjUYjJkyYYC5rK2N7boesSZMmNqfSzu2sOHoZV67Ro0fj2LFjmDp1Kv744w906tQJTzzxBBISEvD3339jxYoVKFas2F1ffnvo0CG8//77aNy4Ma5fv25O/piLyXrpkffgJwIjuj8cnf4x73TBq1atUgGoCxYsEK6fO/3mjBkzVFW9M11wYRVkyt6MjAx1/PjxaoUKFVQ3NzfV09NTrVevnvrdd99ZrZu7H0SPixcvSqcqBqB+++23wrYcPXpUjYqKUr28vNSAgAC1X79+6sGDB1UA6qJFi8zrGQwGdfDgwWpgYKCqKIpDUwevWbNGbdCggeru7q76+PioderUUb///ntzXDR1cv4pV00mk/rhhx+q4eHhqpubm1qzZk117dq1wqlZbb0GyDcNs+h1z50WN7/58+erkZGRqru7u+rt7a1WrVpVHTVqlHrlyhWL52NvuuBc+/fvV6OiolRPT0/V29tbbd++vdW0ujNmzFDr1Kmj+vv7qzqdTg0JCVFffPFF9dSpUw5tQ1VVdceOHWqLFi1Ub29v1dPTU61WrZo6a9Ysi3U2btyoPvXUU+bXqW3bturRo0ct1sndLzdu3LDahmjKblXNmZZ2zJgxapkyZVRXV1c1ICBAbdCggTpt2jTztL8rV65UW7ZsqRYrVkx1dXVVS5QooQ4YMECNi4sz15P7Pti6davav39/tUiRIqqXl5fao0cPi6mOc82ePVutUKGC6uLiogYFBakDBw60mjbZ0eNPVVX1/Pnzart27VQPDw81ICBAHTp0qHnKaEemC3bkmFRVVV22bJn5c6FKlSrqmjVr1E6dOqkVKlSwuX/zunr1qvrMM8+o3t7eKgCLY/HMmTPq888/r/r5+al6vV6tU6eOunbtWrt1/vnnn9LPlvztP378uPr888+rYWFhqouLixoeHq6++eabampqqsV6udN1x8bGWiyPj49X+/btqxYtWlT18PBQmzRpYvc7QFXl3xdGo1EtXry4WqtWLbv1iKxevVqNjo5WAwMDVZ1Op/r5+akNGzZUp06dqiYmJlqsK3s/5O7P3OmC7e1fokedoqqP0J10REREDshNcLlv3z6Hkks+TmrUqIHAwECHplMmInqY8B4TIiKiR1B2drbVDeJbtmzBwYMH0bRpU+c0ioioEHiPCdE9lpWVhfj4eOk6vr6+92TGJiL677p8+TKioqLw4osvIjQ0FMePH8e8efMQHBwsTGxJRPQwY8eE6B7btWuX3Qy8ixYtQq9evR5Mg4josVSkSBFERkbiq6++wo0bN+Dp6YlnnnkGH330EYoWLers5hERFRjvMSG6xxISErB//37pOpUrV0ZISMgDahERERHRw48dEyIiIiIicjre/E5ERERERE7He0ycyGQy4cqVK/D29oaiKM5uDhEREdF/nqqqSE5ORmhoKLKyspCVleVwWVdX17tOoEnsmDjVlStXEBYW5uxmEBEREVE+p06dQvWyFZAGo8NlgoODERsby87JXWLHxIm8vb0BAB999NE9P4B1Oh38/f0RHx9vNc/9w45tdw62/cF7VNsNsO3OwrY7B9vuHM5qe0ZGBkaPHg03NzekwYgeKA5XB+5+yIIJS65eRlZWFjsmd4kdEyfKvXxLr9ff85wWOp0OHh4eSE9PfyQ/iNj2B49tf/Ae1XYDbLuzsO3OwbY7h7Pbnvs7zR0auCr2OyZaTidVaLz5nYiIiIiInI4dEyIiIiIicjpeykVEREREJKBVFGgdmD1VCwXg5VyFwhETIiIiIiJyOo6YEBEREREJaBRA60C6OQ3AEZNC4ogJERERERE5HUdMiIiIiIgECnSPCRUKR0yIiIiIiMjp2DEhIiIiIiKn46VcREREREQCWgdvftfe/6Y89jhiQkRERERETscREyIiIiIiAd78/uBwxISIiIiIiJyOHRMiIiIiInI6XspFRERERCTAm98fHI6YEBERERGR03HEhIiIiIhIgDe/PzgcMSEiIiIiIqfjiAkRERERkYACx87kc7yk8DhiQkRERERETseOCREREREROR0v5SIiIiIiEuDN7w8OR0yIiIiIiMjpOGJCRERERCTABIsPDkdMiIiIiIjI6dgxISIiIiIip+OlXEREREREAjmXcjly8zsVFkdMiIiIiIjI6ThiQkREREQkwJvfHxyOmBARERERkdNxxISIiIiISIAJFh8cjpgQEREREZHTsWNCREREREROx0u5iIiIiIgENA7e/M6z/YXn9H04fvx4KIpi8ahQoYI5PmDAAERERMDd3R2BgYFo3749jh8/brfeY8eOoV27dvD19YWnpydq166NCxcuWKwTExODZs2awdPTEz4+PmjcuDHS09MBAFu2bLFqV+5j37595jq+/PJLhIeHo2bNmtizZ8892itERERERP8tD8WISeXKlbFx40bz3zrdnWZFRkaiR48eKFGiBOLj4zF+/Hi0bNkSsbGx0GptT8x25swZNGzYEH379sWECRPg4+ODI0eOQK/Xm9eJiYlB69atMWbMGMyaNQs6nQ4HDx6ERpPTV2vQoAHi4uIs6n3vvfewadMmPPnkkwCACxcuYMqUKVi2bBkuX76M3r174+jRo/dsvxARERGRc/Hm9wfnoeiY6HQ6BAcH24z179/f/P+SJUti0qRJqF69Os6dO4eIiAibZd555x1ER0djypQp5mX51x0+fDiGDBmC0aNHm5eVL1/e/H9XV1eLNmVnZ+Pnn3/G4MGDofz/4ExKSoKfnx+qVauG4OBg82gLEREREREVjNMv5QKAU6dOITQ0FKVLl0aPHj2sLrnKlZqaikWLFqFUqVIICwuzuY7JZMKvv/6KcuXKoVWrVihWrBjq1q2Ln376ybzO9evXsWfPHhQrVgwNGjRAUFAQmjRpgh07dgjbuGbNGty6dQu9e/c2L6tSpQqqVasGX19fVK5cGZMmTbq7HUBERERE9B/n9BGTunXrYvHixShfvjzi4uIwYcIENGrUCIcPH4a3tzcAYM6cORg1ahRSU1NRvnx5bNiwAa6urjbru379OlJSUvDRRx9h0qRJ+Pjjj7Fu3To899xz+PPPP9GkSROcPXsWQM79LdOmTUONGjXwzTffoHnz5jh8+DDKli1rVe+CBQvQqlUrPPHEE1bLp0yZAg8PD7i7u9/VPtDpdBaXr90LOp0OGo3mntf7ILDtzsG2P3iParsBtt1Z2HbnYNudw1ltz789Zn5/cJx+lLZp08b8/2rVqqFu3boIDw/H8uXL0bdvXwBAjx490KJFC8TFxWHatGno3Lkzdu7caXHPSC6TyQQAaN++PYYPHw4AqFGjBnbt2oV58+ahSZMm5nUGDBhgHgGpWbMmNm3ahIULF2Ly5MkWdV66dAnr16/H8uXLbT6HokWLFmof+Pv7w8PDo1B15KfRaODp6Qngzj55VLDtzsG2P3iParsBtt1Z2HbnYNudw1ltT0tLe2DbIktO75jk5+fnh3LlyuH06dPmZb6+vvD19UXZsmVRr149FClSBKtXr0a3bt2sygcEBECn06FSpUoWyytWrGi+VCskJAQAbK5j6zKyRYsWoWjRomjXrl2hn58t8fHx9/z+lNzefkJCAgwGwz2t+35j252DbX/wHtV2A2y7s7DtzsG2O4ez2p7/NxlHTB6ch65jkpKSgjNnzuCll16yGVdVFaqqIjMz02bc1dUVtWvXxokTJyyWnzx5EuHh4QBybqIPDQ21uU7eEZzc7S1atAg9e/aEi4vL3T4tKYPBcF/ecCaT6b7Vfb+x7c7Btj94j2q7AbbdWdh252DbncMZbX8U99PjwukdkzfffBNt27ZFeHg4rly5gnHjxkGr1aJbt244e/YsfvjhB7Rs2RKBgYG4dOkSPvroI7i7uyM6OtpcR4UKFTB58mR07NgRADBy5Eh06dIFjRs3xtNPP41169bhl19+wZYtWwAAiqJg5MiRGDduHKpXr44aNWrg66+/xvHjx7Fy5UqL9m3evBmxsbF45ZVXHtg+ISIiIqKHA6cLfnCc3jG5dOkSunXrhlu3biEwMBANGzbE7t27ERgYiOzsbGzfvh3Tp09HQkICgoKC0LhxY+zatQvFihUz13HixAncvn3b/HfHjh0xb948TJ48GUOGDEH58uWxatUqNGzY0LzOsGHDkJGRgeHDhyM+Ph7Vq1fHhg0brKYVXrBgARo0aGCR9JGIiIiIiO4tp3dMli1bJoyFhobit99+s1uHqqpWy/r06YM+ffpIy40ePdoij4ktS5cutbt9IiIiIiIqHKd3TIiIiIiIHlZaOHjzu/V5ciqghyLBIhERERER/bdxxISIiIiISEDj4M3vGgfWITmOmBARERERkdOxY0JERERERE7HS7mIiIiIiAQczvzOK7kKjSMmRERERETkdBwxISIiIiIScDjzO29+LzSOmBARERERkdNxxISIiIiISID3mDw4HDEhIiIiIiKnY8eEiIiIiIicjpdyEREREREJ8Ob3B4cjJkRERERE5HQcMSEiIiIiEtAoCjQOjIY4sg7JccSEiIiIiIicjh0TIiIiIiJyOl7KRUREREQkoGgVKBr7l2kpvJSr0DhiQkRERERETseOCRERERGRgEarOPwoiG3btqFt27YIDQ2Foij46aefLOK9evWCoigWj9atW1usEx8fjx49esDHxwd+fn7o27cvUlJSCvuUnYYdEyIiIiKiByw1NRXVq1fH559/LlyndevWiIuLMz++//57i3iPHj1w5MgRbNiwAWvXrsW2bdvQv3//+930+4b3mBARERER3SNJSUkWf7u5ucHNzc1qvTZt2qBNmzbSutzc3BAcHGwzduzYMaxbtw779u3Dk08+CQCYNWsWoqOjMW3aNISGht7lM3AejpgQEREREYloNVAceECb87M6LCwMvr6+5sfkyZPvetNbtmxBsWLFUL58eQwcOBC3bt0yx2JiYuDn52fulABAVFQUNBoN9uzZc/fP14k4YkJEREREdI9cvHgRPj4+5r9tjZY4onXr1njuuedQqlQpnDlzBm+//TbatGmDmJgYaLVaXL16FcWKFbMoo9Pp4O/vj6tXrxbqOTgLOyZERERERAKKRoHiwI3tCnLW8fHxseiY3K2uXbua/1+1alVUq1YNERER2LJlC5o3b17o+h9GvJSLiIiIiOghV7p0aQQEBOD06dMAgODgYFy/ft1iHYPBgPj4eOF9KQ87dkyIiIiIiATu13TBBXXp0iXcunULISEhAID69esjMTER+/fvN6+zefNmmEwm1K1b97625X7hpVxERERERA9YSkqKefQDAGJjY3HgwAH4+/vD398fEyZMQKdOnRAcHIwzZ85g1KhRKFOmDFq1agUAqFixIlq3bo1+/fph3rx5yM7OxqBBg9C1a9dHckYugCMmREREREQP3F9//YWaNWuiZs2aAIARI0agZs2aGDt2LLRaLf7991+0a9cO5cqVQ9++fREZGYnt27db3Ey/ZMkSVKhQAc2bN0d0dDQaNmyI+fPnO+spFRpHTIiIiIiIBBSNBorG/rl8RVULVG/Tpk2hSsqsX7/ebh3+/v5YunRpgbb7MOOICREREREROR1HTIiIiIiIBBy9sV2D+3vz+38BR0yIiIiIiMjpOGJCRFb+HvDhXZddWKPZXZftc2DzXdXt56VHs9plkVq2NlKzbV+vu2PRImndvyybLI1nGEzSePWv3xLGPpq6zeZyvZ8PIqLq49Lm3chMTBJv21Sw65bzsvd6yPb5zJu7hDGjyYTek1dg875TSEzJsLlOkVLVpdvuuPozaVzmpbP7pXFtv07C2LL98YiIqo8zG2OQIdnvd2NAx/LSeN3Y4tJ4yh/jpfE/o7rDvUFt6Hftgyk5xSLmHeolLfvdzkvSeGE4cpzlHu/59/vM7VOkZb0Gr5PG2w4aII23Mh6Uxono4cGOCRERERGRgKItWOZ3unu8lIuIiIiIiJyOIyZERERERAI5IyYOTBcM+SW/ZB9HTIiIiIiIyOk4YkJEREREJMDpgh8cjpgQEREREZHTsWNCREREREROx0u5iP6DBs3dbbUsNxfI5n2noOs6Rlj25vE9hdq2LG+GvVwIP3z7gc3lGpjghSx0GzhVmFPDXo6UPyrXk8ZnVX1aGu9zwHauEsBO/pWwsoh03YssN62w/Oh/vhbGSn90Tt6uxe9I460OxQhjQwLqC2N6Px88FVUfwYcluUDs7PO6RfTC2J4E269jrm9LR0rj+8fNF8ae2v+mtOyMRHmOlKF+4m3by1OS/Jn8GB9SrLE0Hhzoi7CEDFyMS0ZmYrJFbE7pZ6Vlw96oK42f3LRaGpexlwdodQXxtu3lKbH33sUrduJfvC2PE9mhKAoUjQPTBZt4KVdhccSEiIiIiIicjiMmREREREQCGq0GGgemC9aoPN9fWNyDRERERETkdOyYEBERERGR0/FSLiIiIiIigZzM7w7c/K7y5vfC4ogJERERERE5HUdMiB5Bfw/4UBpvc1g8BSwA9LFRXu/ng4hgI4IPx2COYMpdwIGpO+2QTQlsr+71VW1PX6v380FEVH3EPGWAkmm77VMOyNuValSl8cI8728WvW9zuRYm+CjZ0O36GWqyeLrg1yv0EMbe3r1Fuu06t8tL418I9qkjWkWVga6sCUpmus34x5/ukJa3NyVwYbz82WBh7LTGTVpWNh0wAHyy9BVxsPtX8rqfLtz7Z+R3Q5HiXhRefWpDazJYxBLayD8XsOk7abhhIdolmw7YHnvvLXvTiNsrb+/z0hG5nzFnNlpOj12LUxH/J3DE5MHhiAkRERERETkdR0yIiIiIiAQ4XfCDwz1IREREREROx44JERERERE5HS/lIiIiIiIScfDmd/Dm90LjiAkRERERETkdR0yIiIiIiAQ0igKNxv5oiEbhiElhsWNCVAj558cXzXV/N6T5PuyU/b3K3eemAOR5AezlFPjh2w/klUvyZsyM+UxadEj94dJ4/Z1uSEyxnY/kQNxBadmz8bZzceRKyMiWxltsmCKM3Zza33bA3QMoXwVfnYiXHi+yff5BhkEYA4AMO7lC3rl1WBiLaD5EGPPz0qPLyRvI+isWakqKzXVmbhfvEwC4um6dMPZqcUmuEAAb58vzhfxbK14Ym3gyFM3CymJzFS0SbeTsOb1xprTueMlvjxlJr0vLVn17qzR+bscaabyWz9MI0Blw00UHQ77LRhbW2C0tm7ztE2kchixhyLvZGGnR6u27SuOrBjeAyWSEISMNOr0HNJo7eXtCLmyXll3YZ4U8Xog8J4XNkfLeOvHnRkKs/DPHntkD6xWqPNGjiJdyERERERGR03HEhIiIiIhIQNFqoDiQx0Qx8Xx/YXEPEhERERGR03HEhIiIiIhIQKNVoHFgumCNiTe/FxZHTIiIiIiIyOk4YkJEREREJKA4mGBR4YhJoXHEhIiIiIiInI4jJkQS+fOU5PdMiJfF3xofT3j66lE6yBO/2MljYm/+fFkuhTJR4vwSAFA5+gVpfOmVuVbLVHcPqGWeQPPASriy9bSw7EJpzcCz2Qek8Ro3DgljI7fHSsvO3DnN5nKjokWyzgutln0HJcN2XgGf78ZK6y7aT/5a2zMu8hdh7Or8ZTaXe+iASv46LK1yzWY+jVy/LJssjLlo5OeXSv/0mzQe1nSwMHZy4wxhTDUZkfbtLCjpAVDSPWyvkyXPoVLs7VnC2A8r5DlQbjYT59wAgI8/PSCMHU/8FulpqXD38IRWq7WKH3mmlbTuJ3/8QRhrMFV8fAPAP41PSOPvRclz9RTp0RWejevAuG0vjEnJlsEn5HkvDidKw4i5mCaMDRovb1ef5aOl8WBUgREmJCML3jBCm+e86PirJaVlkybLn9ewNvL37kdf9hDGJnd9R1o2qNEgADl5e2zlvumzWp57Seav976QxiN/mSqM1b9UQlqWOVDoUcWOCRERERGRAKcLfnCcvgfHjx8PRVEsHhUqVDDHBwwYgIiICLi7uyMwMBDt27fH8ePH7dZZoUIFeHp6okiRIoiKisKePXss1mnXrh1KlCgBvV6PkJAQvPTSS7hy5Yo5fuLECTz99NMICgqCXq9H6dKl8e677yI7+072Z6PRiNdeew0hISGIjo7G9evX79FeISIiIiL6b3F6xwQAKleujLi4OPNjx44d5lhkZCQWLVqEY8eOYf369VBVFS1btoTRaBTWV65cOcyePRuHDh3Cjh07ULJkSbRs2RI3btwwr/P0009j+fLlOHHiBFatWoUzZ87g+eefN8ddXFzQs2dP/PHHHzhx4gSmT5+OL7/8EuPGjTOvs2zZMly4cAHr169HrVq18O67797jPUNEREREzqTR3pkyWP5wdksffQ/FpVw6nQ7BwcE2Y/379zf/v2TJkpg0aRKqV6+Oc+fOISIiwmaZ7t27W/z96aefYsGCBfj333/RvHlzAMDw4Xeulw0PD8fo0aPRoUMHZGdnw8XFBaVLl0bp0qUt1tmyZQu2b99uXpaQkICSJUuiSpUqOHbsGFatWlXwJ09ERERERA9Hx+TUqVMIDQ2FXq9H/fr1MXnyZJQoYX1jV2pqKhYtWoRSpUohLCzMobqzsrIwf/58+Pr6onr16jbXiY+Px5IlS9CgQQO4uLjYXOf06dNYt24dnnvuOfOyF198Ec2bN4ebmxuCgoLw22/ym0yJiIiIiMg2p3dM6tati8WLF6N8+fKIi4vDhAkT0KhRIxw+fBje3t4AgDlz5mDUqFFITU1F+fLlsWHDBri6ukrrXbt2Lbp27Yq0tDSEhIRgw4YNCAgIsFjnrbfewuzZs5GWloZ69eph7dq1VvU0aNAAf//9NzIzM9G/f39MnDjRHPPz88P+/ftx9epVBAYG2pzdxRE6nQ463b19KXQ6HTQazT2v90F4mNqu9/ORxjU+npZ/e3tB0btB4+1lt6yfl14aN5nElyvaK+vlKr9KU3W3nkVJ1btDdXEF9O5QvL1slPr/tl3k2zbYuUJUlTwvNzsXlxoV2+8xo6KBCQpUN3dhWZOLm53Kxe1yhOz19hAcyu46wFUD+HjK96lGNQljiipvl8nO85IdS7LXSjUZzceLiOj1MtchaZtRK/+Ml73WgPz1MBqNMJlMwkuCFU9Pm8vN5U3i18Pee8+otX3yK5e994DW2wsadz20Nt6j9j4XIHk9AcBFcjDZaxdsfKbkZTSZYDSZYDKpVvvPVSM/iI2K/LvA3metUSc+lmTHIHBnn/p46uHu5mL1XrW3bRl7xwo8xMehvdc67/fnw/SdWlDOanv+7SkaBYrGgTwmDqxDcoqqqna+1h6sxMREhIeH49NPP0Xfvn0BALdv38b169cRFxeHadOm4fLly9i5cyf0evEbMzU1FXFxcbh58ya+/PJLbN68GXv27EGxYsXM69y8eRPx8fE4f/48JkyYAF9fX6xduxaKcufAunjxIpKTk3Hw4EGMHDkSQ4YMwahRo+7Jc01KSoKvry+WLl0KDw/5h3pBaTQaeHp6IjU1FSbJl+jDqKBtv/Dd3Y9U7QyrII0/dVE+0cIT7pY/MjTubvAqVxopJ8/iQnyKtOzeCvLpHOsc3y2MdRvXS1r2+wmLpXFbz9vdzQUVShbD8XPXMaGW+MfTqBjxlKKA/X1Wzkv8I2FRkdLCmKxunbs7AiuWRoO6xaFRbf/QGBMj/6j7qKn8h+7yGb9K4zElqwpjqqBj4e7mggrhgWirnoeSZ2KN/AzPvCSM/TlqojAGAF0+GyONJ6viDpvx12+FMVXnCuXp9tC6uEIRTFn86zH5hCCdq9m+hBcADoyeJC2rH/mGNB57S3ycbv1ts/lYT8+03u8zRnaW1j1y7gZhLLRCOWnZFtVCpPG/LyRK4z1qBCMzKxNurm5W+91o5+v8zanfS+PvDRE/7y2nb0nLdvaXx03pqTApGmTqPOBmSLPobA9ddUpatvfL7aXxk5M+lsZbNbd92TcAnIy5IC1b7+3eAACTCmSoGugVE/L+9szwKS4s+82+y9K6n68hPxbWvzFBGpepHnDnN4Xi5gbXiJLIOnMOamYmAGCOu3y64W5N5J/FD4qzfsukpaWhe/fuuHjxIsLCwhDzQgt4Ca6oySslOxv1V2zA7du34eNz953W/7KHrvvs5+eHcuXK4fTpO3kUfH194evri7Jly6JevXooUqQIVq9ejW7dugnr8fT0RJkyZVCmTBnUq1cPZcuWxYIFCzBmzJ0v6YCAAAQEBKBcuXKoWLEiwsLCsHv3btSvX9+8Tu4lY5UqVYLRaET//v3xxhtv3PXoiC3x8fFIT7ede+Fu5fb2ExISYDAY7mnd91tB235mY8xdb2tzFfnrGHxYXrfex/JHts7HC4CC+F37ceZSvLTs1izxFxoAFN0m3rbXOPGxD9jfJ7aed+6ZwO3/nIU+TNzp37wvUVq3vX0W7C/uAGwOlZ+9FNXt5usNBSo8qrhBa7L9A3/7UfmPNq963tK43X1aS3x2UzTy4OOZ0ylor56Ckin5DHAV7zN77fLSy0eK0lXJSZFz4pwbqpseiosrdHp3aAR3fJ5NtrPPJSMTSdv2Ssuqo+TP65Ignw2Qc4zn/puUap1rxctD3kndekj8g7OCX7i0bP1q8pGgk4ny94C7hwfU//+b/3soyyTf35v3yTsA70mOs9gUO6+lb6o0bspIyBlB0wOeGYnQ5jmBYK9dnXrKfxDaew9oI8TfIwnb/pWW9X4v56SAUQVg1MFLa4BFAnDJqMaxBPn3l04vPyFZmO+2ciXu/CjWeHkCCpCx7x+YUnJep80+mdLyLav43vW27yVn/ZbJ/5tMo9FA48B0wRrjQzGn1CPtoeuYpKSk4MyZM3jpJdtnCFVVhaqqyMyUv6nyM5lM0jK5PXF762RnZ8NkMt3TjonBYLgvbziTyXTf6r7fCtL2DDuJDGVkSe0cqdtg42yzKT0DhqQUu2Vvp8oTxMnK6+xcv2Nv26LnnZ6ZjaTUDGiyxcPRhd1nRp34NU30ufu6s9MzoDVlCzsmSWnyfaY1yY81u6+nZL/ILolKz8yGoqYLE0MCgGyqF3vt0tr5MtWo4rqlnSUAikYDjUYLjeDzMMPO1XGyz1Gr5IH5mBT588oyiY/hpNQM87Fu63i29/kue++mZsuPM5OdSx3THdhnGo0GWq3Wqp1aO58L9t67iuw4s9MuHeRns41qzvtLo5qgVY3Qqnfeb/baZbSzz+y9B2THseG2/DjT5TmMNAqgVSyXyY6VNDtfX7L9DRTuu81UxHKfqRmZMKWkwpScM5KfqJHv84fpd4Mzfss8TM//v8bpHZM333wTbdu2RXh4OK5cuYJx48ZBq9WiW7duOHv2LH744Qe0bNkSgYGBuHTpEj766CO4u7sjOjraXEeFChUwefJkdOzYEampqfjggw/Qrl07hISE4ObNm/j8889x+fJlvPBCTjbsPXv2YN++fWjYsCGKFCmCM2fO4L333kNERIR5tGTJkiVwcXFB1apV4ebmhr/++gtjxoxBly5dhDfIExEREdHjRdEqULQO3GPiwDok5/SOyaVLl9CtWzfcunULgYGBaNiwIXbv3o3AwEBkZ2dj+/btmD59OhISEhAUFITGjRtj165dFveKnDhxArdv3waQc/bi+PHj+Prrr3Hz5k0ULVoUtWvXxvbt21G5cmUAgIeHB3788UeMGzcOqampCAkJQevWrfHuu+/CzS3nDLhOp8PHH3+MkydPQlVVhIeHY9CgQRbTDBMRERER0b3h9I7JsmXLhLHQ0FCHpuDNe/++Xq/Hjz/+KF2/atWq2Lx5s3SdLl26oEuXLna3TUREREREhef0jgkRERER0cNK0WqgOHDzuyPrkBz3IBEREREROR1HTOihN2iuOJ8HAPQpRN19Dsgv6VtYo1mB6vPz0qNZQAQ2lzAh0V8+6wluXZGGP04+Kox5NBokLTvRo3ATNIQuTrjrsoO6V5bGy/YVXyK54+PF0rKBNw7ZXK6ajDBkpAF/rxAmkdu7YIC07lg7symtfOamNG68fFIYO/D7ZzaXqyYjkJWOg82XSGeh0r0qnop15s1d0nZ5NZPnMTnZQjz7TPboecKYajLCZ/9PcE+4BK3B9ixVY9q9Jd32vjjx8xoVPVpatvrWs9J4j7riPA2x4+ogRe8Pr+giNmdj239DPiPPjY/FOYh+azNYWjY7WpwDBQCKSvL8AMCrKw+jkr8OR+MNVrM+zTgrfr0A4Ggj+WfStJDqwpiPTn4ec/HOP6XxmBu3oNcCZX00OJUUajHL1w/ftpaWXV+1vjTe79ky0njsJvF0xC8dXCUt+3qJZwDkJFKMiKqPMxtjLGbLKrdtk7Ds/PSV0rpDWshzv8i+22b99bm07OAnXzf/X+9nQkS5NJy5kGRu+7y946XlDf+sk8b/axSNRpivKf96VDjcg0RERERE5HTsmBARERERkdPxUi4iIiIiIgGN1sHM77z5vdC4B4mIiIiIyOk4YkJEREREJOLgdMHgiEmhcQ8SEREREZHTsWNCREREREROx0u56KFX2FwjnUe8Jox59XxeWjZjRX9pXP/CfGlcZvY5ef4JmZtDikvjm2pvk8ZLfB5jtcxbr4F/KW8UV0thj0Y8/77fBPlzDrKTY6VP87HC2MwY2/k+clUet9Hmcm+9BvVKeWHP+VJIzjDZXOeHJfLXutKgHtJ4k45PS+Nj120RxsrfPmxzuUFVkKzq4LF7PRSNVlj+iRRxzg6PqBnSdv39m3yfnkrOFMaaXtkpjBmgweCjRbDjuAlJ6bbzfmx7xvZrkWtJxJPCWMcf10jL1uknzocDAMYN4nwhhrrPw5SaCoOnJ1St9X5v1epdad2rropzdrReLi976+f3pfGXf3eTxkec/BNBzRogc/MuZCZa5r7ZsVf+vm/2+2RpfHXH4cLYgSfFeXoAwKdKMWm88VfDoeo9oEZURJszx6BkpJljxdp+Jy3b7vgSafz1CvL3rszkn+U5m6bn5mVy9wDKh+Jp3/JA+p221xrygbCsPBOP/e82Gc9X5PlXElfe+Rw2al2Q6hUEzx6VoDVmAwBG1GksLV/ri7fvum2PI0XjYOZ35jEpNO5BIiIiIiJyOo6YEBEREREJMPP7g8M9SERERERETscREyIiIiIiAUWrgWLjfjTr9YwPoDWPN46YEBERERGR07FjQkRERERETsdLueihZ286YLtTLvYUx+3V/cZnn0rjf6ycY/G3oprgaszAwNf0aPGCfLLICdFvSuMn/CoLY7OqyqeuBd6RRk+2sJ7eVXVzh0FfDiO9TuLjSTuEZTsNSJHWvW75x9J4+aXitmWd/lda9sj43jaXG00mJGcYEJPsDpPgfEuf7+XTsC6r/JQ0Hti8mjTu8VodYezUlKk2l6t6D6hlKyHzuQjpaaLQy6eEsbTvXpK2y+ieJY0fv2l7ql8AMFw6I65X44K3Q7LgirPQZGXYXEd1kU/j+taIhsKYb1QZaVmvtR9K4xpX8T7LziiLzOwsuGZkQ2vjZtWN38rfP3UMLwhjqtZFWjagqfxykIQB9aRxI0YhOSML3npXaPNNX3omy0NattHF5tL4njI/CWPnNpyXln3LdY80/tMn38FoNCIjLRV6D09o81wWc6R1S2nZZqnlpPHfKgVI4yuP3hTGti1YKC1bZudyAIDRaERKaiq8PC3b/s3JRGHZlhFFpHUHN7Yztbrkuy2khvy1nKivaf6/m0ZFmAtw0a0qMk0KAGBhjaPS8rWk0f8excHM7w5lhycp7kEiIiIiInI6jpgQEREREQloNBpoHJgK2JF1SI57kIiIiIiInI4dEyIiIiKiB2zbtm1o27YtQkNDoSgKfvrpJ4u4qqoYO3YsQkJC4O7ujqioKJw6ZXn/XHx8PHr06AEfHx/4+fmhb9++SEmR3wv6MGPHhIiIiIhIIPfmd0ceBZGamorq1avj888/txmfMmUKZs6ciXnz5mHPnj3w9PREq1atkJFxZ8KRHj164MiRI9iwYQPWrl2Lbdu2oX///oV6vs7Ee0yIiIiIiB6wNm3aoE2bNjZjqqpi+vTpePfdd9G+fXsAwDfffIOgoCD89NNP6Nq1K44dO4Z169Zh3759ePLJJwEAs2bNQnR0NKZNm4bQ0NAH9lzuFY6YEBEREREJFHTEJCkpyeKRmZlZ4G3Gxsbi6tWriIqKMi/z9fVF3bp1ERMTAwCIiYmBn5+fuVMCAFFRUdBoNNizRz6F98OKIyb0yGv7hI803jHgSWHsxVHyeeQrT5kt3/iuURZ/+nnp0ax2WWzedwpTz4hzgQBA+snt0vhYSa6StekHpWU3TP1aGg+KirBaZjQakZqaCk9PT2RVGiAs2/jKH9K6P8gU728AiH9uvDDWvee70rKfljbaXO6iqAjQmeDuocCkKDbX2d38hrTuE0O7yre9Un6suNUSv17za3a3uVzn642AJv5Y4nkSaQZVWP7Lrq2FsaIutvdJrogBK6Tx/r0aCWMdqoljign4ePUV7DoXiKR0222IazZEuu2hE8W5fuqeS5SWbV9CnOcHAI4MFW87PV0DXfUaMBw8ADU11Sq+d9Iiad3bDeK8Gdpno6VlR5cR524BgHHTakjjr178Hln+YUiLvwitwTJHTcK326RlTyyeLo0vSxTnhnl6jJ+0bCX/KtL4kef+gqKa4GLMQna6Bqpy57xoG6WutOwGl13SeN3tm6TxMhMHC2O9XpsmLTvMM+c40/v5ICKqPs5sjEFGYpI5PiPpH2HZoT6VpHXDTh4taZ6tA/Ln/P6kSPP/DSYVKdkqvFwU6DQ5n4/yDF1UWGFhYRZ/jxs3DuPHjy9QHVevXgUABAUFWSwPCgoyx65evYpixYpZxHU6Hfz9/c3rPGrYMSEiIiIiElAUDRQHpgJW/t/hvnjxInx87pw0dXOTJ/ilO3gpFxERERHRPeLj42PxuJuOSXBwMADg2rVrFsuvXbtmjgUHB+P69esWcYPBgPj4ePM6jxp2TIiIiIiIHiKlSpVCcHAwNm26c9leUlIS9uzZg/r16wMA6tevj8TEROzfv9+8zubNm2EymVC3rvwSyYcVL+UiIiIiIhJwdCrggk4XnJKSgtOnT5v/jo2NxYEDB+Dv748SJUpg2LBhmDRpEsqWLYtSpUrhvffeQ2hoKDp06AAAqFixIlq3bo1+/fph3rx5yM7OxqBBg9C1a9dHckYugB0TIiIiIqIH7q+//sLTT9+ZOGXEiBEAgJdffhmLFy/GqFGjkJqaiv79+yMxMRENGzbEunXroNfrzWWWLFmCQYMGoXnz5tBoNOjUqRNmzpz5wJ/LvcKOCRERERGRwP0aMWnatClUVTwjo6IomDhxIiZOnChcx9/fH0uXLi3Qdh9mvMeEiIiIiIicjiMm9NDrc2CzNP6LvfKXJOW7y+uu8u48afzw2uXCmO/mjdKyI/uNl8ZlfjxxSxpfOFY+S/3Pf7SzWuat16BeKS/sjk3BoY0/Ccse7ijP9xH7l/wV6fTL58LYlemdpGW/MZpsLlcVFQaNij5DpuF2SobNdbb6HZfWXfObr6Txw9n+0njdtiOEsfR/bJ/NMqhAskGDNlm3oVPEZ82MGnFyLm3sAWm7lk/qKI3LxE4ZKIypenfUu+yB4n/GICsx2eY643bL8wBpfNOFsSNvvyIta/riW2l81SvThbHockUBQwag00NRtFbx7qvfl9Zd/Jvbwti+1qWlZY+GpEnjYXUCpfHnjj6NGu6uOJBcBqnZlsfMqheyBKVyPLUkXhof0VY8i09g2iVp2Zm3dkvjV1U9TCYjDBlG6PRu0Gju7Pdzv4rPBgOAx6b50rjxl1nytj01UhjzrlBbWrbVoZxEdhqY4IUslBjnClOec7rejd8Qlu0jrdn+d5ssj0nKxknSsp5Rd3JC5c2vlfj/z0d72wbq2YkT3R/smBARERERCWi0GmgcuEzLkXVIjnuQiIiIiIicjiMmREREREQCikZxLPO7RnkArXm8ccSEiIiIiIicjiMmREREREQC92u6YLLGPUhERERERE7HjgkRERERETkdL+Uipxs013L++/xzrtubC74wZPPEA0CfSa9K44cl5WvPfE1aNuWPOdK4V8vx0rjMyY0zpPEbL3WwXujhCa1XNfSK/RfxKeKcBY1r1pLW/XrZ5tL4z+6ewpgS2kBadv+fZ2wu93LVIDJUj8mTB8MgON9SqkKAtG4l8aw0rtUVlcaldRuzbS9XAcWkwx59JaiK+DxRA4M4j4kppLx02x4Z1nk68qp09ndhrHstcY4GDx0wZWRJeHp6QqsVbCPhvHTbV78S59sp/2p3aVnNaXnejO7LvxTGwl99BSlaT3gZU6GDdW6cfzq9J6075F/xPguqIG9XpiDnS66rHw6Xxqs1eAMlPAGThycy8zU9+7jtHD655vw1VRqf/95JYazma3WkZUt89IU0Pn7tSei1QFkfDU4lmZBhvBPrMXmAtOwXw8W5jwCg/ciXpfG0W+IcRQ2LiT+PAMCne07OJ8XbC/rakVD27YeanGKOb/pJfCxU3yr/HPZs2kEaP7pKfKz8flV+k3XePCV6Px9EBBsRfDgGGYlJAOx/920+VEwYe7PqdWnZxxEv5XpwuAeJiIiIiMjpOGJCRERERCSgKBrHpguWjHyTY7gHiYiIiIjI6dgxISIiIiIip+OlXEREREREAopWC41oko9861HhcMSEiIiIiIicjiMm9NAb1qeGND594QFpfMbWycLYwqEbpGXtTamYvrSXxd8GVUGy6grvV56Ed49F0rJpaQnS+J5Sl4WxupC3q9mlJGk8c9Jiq2VamOCnMSCxrQ5ditwUlr22RDz1JgC8M0A+defo5mWEsSqthknLlnm6g83lipsGGUW0eOuNqUhMsT1lap9VA6V1L00MlsZLvh4tjZ/ZtF4Ye61oFZvL9X4+iIiqj65RgdBki6cERtehwtCBNA9puxq2HyGN1+vRUxj7vbj4/WHUuiIrxQOuGYBOcIpLdZNPxdrwUgth7KfPF0jLZn6yVBo/8Xo1YSw88y+oMACGbKiq0Sre9YM/pXW/v2aSMOY3529pWZe4w9J4dnAlabzXOwNhKl0RTc8eg5KRZhFb/f0hadmnju6Vxsc+OVoYW9dqjLRs3N4b0vjHz5SHyWhERnoq9O6eFmefU/6ST3nda0I/ady7rL80vjBMXP9gO1Pfzvo25/XS+2UiIjQZZ47eMk+5CwDTT/4oLKtEyF/L10t3ksb77d8ujIV4u0nL5v3u8vPSo1lYWWyuohV+PuZ3bscacbBqPYfqeJxwuuAHh3uQiIiIiIicjiMmREREREQCHDF5cLgHiYiIiIjI6dgxISIiIiIip+OlXEREREREAorGwczvDqxDctyDRERERETkdBwxISIiIiIS4M3vDw47JvTQq/a3fI76PnbKD20inn//7+6VpWVrHQ2Sxl+vZJkDIjcvxZmNMRi9bLm07B9Nukjjp+LThbE9UdKiGPjLUWl8e59wq2UGk4qULBO8XA04OEi8z258/K207qe1qdK4V/O3hbHBh+T5I177Y4bN5arJCGNGGoacToeSaXu/xfQcLq27Yd2S0njY8vnSuJp1VRgbce1f22VMRpgy09Hs421ISrfOp5HrTCPx69lu0klpu5I/aSqNX6kWKYxdMtYSxlSTEe5qBoz5clLklW1UpdteM6GlMFZs6Q5p2duT+0vjU316C2OtRjdHRnoqIGj78Zd+ldY9ZL74vRmz9oS07Fv7ZknjPu/Nk8bDh41CigHw0rWFTqNYli0pL+vq7SKN37hwTRgztRS/VgDw1o650nitD07B202D2iU8sO9CGpIzTebY8c2u0rLzV/4ijXfoN14aP/D7Z8JYaS9pUXxY/0MAgFHnhoyAEtC3DILWcCfn0Lf+rYRl+wTIc6TY0zVI/Flaa8ZBadk+Bzab/6/380FEsBHBh2PMOVjs5egichZ27YiIiIiIyOk4YkJEREREJKBoFMcu5co3ikkFxxETIiIiIiJyOo6YEBEREREJcLrgB4d7kIiIiIiInI4jJkREREREAopGC0Vje/bB/OtR4XDEhIiIiIiInI4jJvTIszcf+8Ue3sJY2JJkadm8c8EXVFgRd2l8zfnb0ngRF/F5gyH1R0vLfvOyODcFAFyc/KrVMtXNHcaS5ZF07gQqf/29sKy6b420bo2hpDSe9t1L4qC3PNdIpqftjyyjUUGqqsXNoZ8AgjNWtd0zpHVviJPn3PD7zXYOlVxB88Q5IP6pajufgeruAZSrgvDKTyM1W7z92PmzhbEDXy6StuuDPRel8VbJWcLYT4fjhDE3DdC1UhEkqwZAY7vtpbbIc3Zceuo1YaxhbFNp2f3TWkvje2EQxtT4S1CyVXgZE61ygQCApmiwtO4P54hzEJ2uW0JadlzWUGl8wYU90nj66SMweBVDdsp1mEzZFrGbPSdJy4767oA0vuVQcWHs+x2fS8uaQuSzEX09WA+YjFCy0/Gyi7vF+7S/uzy/yosux6Xxr7q+KI2fuJkmjH2zP0FaNvG1HwBY5qjKzQUCAKNHit8jH7V6V1q3ve+ulrU6CWPTtsm/m1ZPlYbtfrfJ2vb3gA+lZWt9Ic5VRWQPOyZERERERCIarfCkl9V6VChOv5Rr/PjxUBTF4lGhQgVzfMCAAYiIiIC7uzsCAwPRvn17HD8uP3uiqirGjh2LkJAQuLu7IyoqCqdOnbJYJz4+Hj169ICPjw/8/PzQt29fpKSkWKzz77//olGjRtDr9QgLC8OUKVMs4kajEa+99hpCQkIQHR2N69cLl+WViIiIiOi/yukdEwCoXLky4uLizI8dO3aYY5GRkVi0aBGOHTuG9evXQ1VVtGzZEkajUVjflClTMHPmTMybNw979uyBp6cnWrVqhYyMO5dy9OjRA0eOHMGGDRuwdu1abNu2Df379zfHk5KS0LJlS4SHh2P//v2YOnUqxo8fj/nz55vXWbZsGS5cuID169ejVq1aePdd+bAtERERET1iNBrHH1QoD8WlXDqdDsHBtq/pzdtZKFmyJCZNmoTq1avj3LlziIiIsFpfVVVMnz4d7777Ltq3bw8A+OabbxAUFISffvoJXbt2xbFjx7Bu3Trs27cPTz75JABg1qxZiI6OxrRp0xAaGoolS5YgKysLCxcuhKurKypXrowDBw7g008/NbcpISEBJUuWRJUqVXDs2DGsWrXqXu8aIiIiIqL/hIeia3fq1CmEhoaidOnS6NGjBy5cuGBzvdTUVCxatAilSpVCWFiYzXViY2Nx9epVREVFmZf5+vqibt26iImJAQDExMTAz8/P3CkBgKioKGg0GuzZs8e8TuPGjeHq6mpep1WrVjhx4gQSEnJulnvxxRcRExMDNzc3vPHGGxwxISIiIiK6S04fMalbty4WL16M8uXLIy4uDhMmTECjRo1w+PBheHvnzKY0Z84cjBo1CqmpqShfvjw2bNhg0WHI6+rVqwCAoKAgi+VBQUHm2NWrV1GsWDGLuE6ng7+/v8U6pUqVsqojN1akSBH4+flh//79uHr1KgIDA6HV3t1NTzqdDjrdvX0pdDodNBrNPa/3fvDz0lv87eOph7ubC3w89YISBWNycZNsO1sYA3JmYikIN19vuLjr4ebrDR1MharbzUU8y42nJAYAqkl8qSOQMwOX9TI9VJ0LVDc9jEZx21XFzjGlytsmJd9lwks4jUYjTCYTIHnesucEABpVPiuXUSc+jgDr4zgv1d3DdkDvDri4wkNn5/XUi2d4M0kuawUAV8GMWbkUVbxf3CSnrlw1AFQ7+1xr+3PaTFLWWy8/bya7nBcAjBDHVZMKk6pCdEho7BzD0mPBznvP3c7XhMHetjUuMClaGDU2ZrKys217x5mv5BjWSI4TIGdmPCmTETCZ/n/MWNbl5Sp/rcXzq+Ww93mokXywuNl5f+R+Tuf9bM/L1mdpLlfFzkx/kv0NABof8YyS9l6PvN8vorbfbdvsfXfdy98dzvotk397ilYLxYHfeI6sQ3JO/9Xapk0b8/+rVauGunXrIjw8HMuXL0ffvn0B5NwP0qJFC8TFxWHatGno3Lkzdu7cCb3+3vxwLSzRZWiO8vf3h4eH4IfLXdJoNPD09ASAnB9sD7H3gi2/THXuJgT6mFCnmAmGdPkXLQDsDKsgjQ8/L9u2fCKFnbV7S+Mf1rD8QlW1LjD6BULbqjyyisl/yIZ2aCKNn0wRT+P6zXO2Rwxz/TBYPp1ws/olrRe6ukL1DoAhMAspx/cKy2oCSwljAHDxx/XS+I5D4kkinvlsvLTsrgGjbC7XuevhW740NvhWQoZg2t33ylyR1h1Zs6U0boqST0m6v42XMBaXYrsDrMAEjdGAGT6u0EiuTZ65baAwdvPrndJ2je1WUxp3SxNPc1ymivgYVlUVGTfOws2QJvyRlN7kZem2r1xKFMZmvFJdWvbyl59K457B/sLYF4bqKFnEBecSspFpsG77CL8T0rpdK4in4w7YtlRa9tWnxFPAAkCKKu/MpdRsi+ysTGS5ukHJN9Wx/z/yqbwnt5Yf4z7t3hTG9selCGMAkJwh7xxkzJgOxc0NuvASMJy/ADUz0xwb1r2ftOzkM/IpfWsEybsum3edEsbeiS4pLasey/k8M5lUZGZlws3VDZo8+12bGi8sW3ysfIrxo3MlU6cD+H6C5PvvvfHSsr4LvjL/31WjQO+tgc9zLyLLlPP5eGKH/HPjvYuS78bg+tKybWvIvyN2XUySxvNy1m+ZtDTxFNN0fzm9Y5Kfn58fypUrh9OnT5uX+fr6wtfXF2XLlkW9evVQpEgRrF69Gt26dbMqn9tJuHbtGkJCQszLr127hho1apjXyT+DlsFgQHx8vLl8cHAwrl2z/MLO/buwHZH84uPjkZ6efk/rzO3tJyQkwGCwd77Juc5sjLH4283XGwpUnNv2FzJvy/OMAMDmKnd/hiL4cIw0bq9ul0DLt5DJNeeHnO5qLLIlZ9IAIGmb+Mc/AJyJFx8T3nr5vP/592l+zQMrWS1T9e6ACiD2OLwqPyEsq/GUd7hMR/6107ZYYcxFL++gx/1p+3m5+HhBBfBXUDhSMm1/eXkWE+cbAADt/7/8RDSQv0cVN3F5Q4btHCqKaoJWzYCnu1464nrguriTeuG0PB+Ou4f8eXlk3RTGVDfxV4TRpEI1pMEz8za0qu0fUCY7+/SWQfzl76nIjzOcPCwNu6rizvs/WeUAqPjncgZSs6yPF73B9uXEuTy8xfsl6/IZaVnVRf654GWS/wjP1rtDhQo3vTs0+Y4Zt4TL0rKZdt5fXu7i55VokucB8tbLPyuz/vobyv+Ph6wD/0JNTTXH4rvIf4ocuiH/DktJkbctWfJZ6qWXH2fq/9/XOSN0Kjw93C3eq9os8esV9+duad1eYzpL4/Y+x2UuRN05KZAzUqbFsVtGpBlyOiY79ok7a4D970YZr1FtpfFbt245XJezfstY/SbjdMEPzEPXMUlJScGZM2fw0ku2zySoqgpVVZGZ52xLXqVKlUJwcDA2bdpk7ogkJSVhz549GDgw56xj/fr1kZiYiP379yMyMufM1+bNm2EymVC3bl3zOu+88w6ys7Ph4pLzI3DDhg0oX748ihQpci+fMgwGw315w5lMpvtW972UN1lVruz0DGTeTrYZyy/RzpdSQbddkLo1WdZvIcWYDU1WJhQ7H1DGJHmnKyNR/KNNa2fmD3vPS0kX1J2dBSUjXfhDEwC09q63SkuVhmVty/9DK78sSUfVmJ6BlEwTkjNst09rFP+4B2D3UkzZiIa98qoiKatooNVqpeVlyReT7Iwq2ntethIM5jJJYkDO5SRa1Sg8Xuxd1mCAZNuyfQbJMZzbtizxezc1y4RMg4rULJPNjqwm2/b3Sy6tSfyZKttuzgp2Xg95aWi0Wmg0mpx/8+1fe8e4vc8k2bFitHNLqr3PJPX/0/GrmZlQU1PNfwOAwU7dqQb5JVEpWfJ4suBkBQBotXbanWefaDTW71XZ+yfbzok1nZ1LvRz5/hPJv8+yTECaQTUvt/fdVpht27uMuaC/SZzxW+Zh/930OHP6ze9vvvkmtm7dinPnzmHXrl3o2LEjtFotunXrhrNnz2Ly5MnYv38/Lly4gF27duGFF16Au7s7oqOjzXVUqFABq1evBgAoioJhw4Zh0qRJWLNmDQ4dOoSePXsiNDQUHTp0AABUrFgRrVu3Rr9+/bB3717s3LkTgwYNQteuXREaGgoA6N69O1xdXdG3b18cOXIEP/zwA2bMmIERI0Y88H1ERERERE6i0dwZNZE+nP6z+pHn9BGTS5cuoVu3brh16xYCAwPRsGFD7N69G4GBgcjOzsb27dsxffp0JCQkICgoCI0bN8auXbssbl4/ceIEbt++czlD7o3y/fv3R2JiIho2bIh169ZZ3JOyZMkSDBo0CM2bN4dGo0GnTp0wc+ZMc9zX1xd//PEHXn/9dURGRiIgIABjx461mL6YiIiIiIjuDad3TJYtWyaMhYaG4rfffrNbh5pvNh1FUTBx4kRMnDhRWMbf3x9Ll8pvUqxWrRq2b99ud/tERERERFQ4Tu+YEBERERE9rBSNBooDl2k5sg7JcQ8SEREREZHTccSEHohBc8XTJsbNesHib5OLGzICSkAfFQhNdibeGbxCWndc36LS+KE2bwljQZP6SMti8WZpOPj/ky7kMqhAskGBt64xOv4on860xE35rEIfJh0Vxob4WE/3m9eY0U2l8eJdu1stM0CDFEUPr+b1seV52/lCAMAjQD7d6RO/rJPGF7YYKox9ZmfK0bf2fGFzuQEKUqCHR8fhwtnOFn0nn71q8bHa0nj0U+HS+LuR4nwGFdfNsrncqMs51jVFoqGRzA5Ur3ygMLaxlXwGnOw/F0rjaq0oYUyWfBGqimN+lZGuuAln0IpKk099+8l3B4SxYd1rSMtG+InzxgBAL1/rYzxXz8hQBOgMqFhZZzOh4fHgutK6vSXTKKdVeF5a9smE/dK44Zp8quK2G86hbklP7DmXajXb1Np3xHlIAGDUT+LPFAD42k383u1ev7W0bPQy+SxG4aPmQq8FInwUnKnfDRl53o6NdPJzpLHHb0jjeybL87NM8a8ijHlvaiot27B3Ti4rTxcF1QNdcPBGtsUseb/XuCQsW79ygLTu66Hyz5yFNZoJYyXqPSste+GrBeb/+3np4Vq7LHbsO+XwLJaHPxJ/buxd9p28cJ0h0nCtL952qA0PFcXB6YIVThdcWBwxISIiIiIip2PHhIiIiIiInI6XchERERERiTDz+wPDERMiIiIiInI6jpgQEREREQlwuuAHh3uQiIiIiIicjh0TIiIiIiJyOl7KRfeELE8JAPQ5IM4H8s5gy7/1fj6IiKqPMxtjkJGYZHfb9vKcAOK4bJ54AIi58I80fiD/ApMRGk0GTBo9VndTbZS4w/DyMWn8Dc+KwtjM69ukZcfuTZHG2/oEWS1TVBN0hgwYdHq09aohLHtszQxp3f9ek2/79MaZwpjGIJ9jv/4q27lIvFw1iCxuQrXvf4BBcL6lir+HtO4nyzwpjb+zaaI0vicpWhirU7mGzeVGRQvV1Qd/XFNhgvh4Gd80TBhLzJOvwJY3AsT5PABgvqc4D9CoP+OEMTcNMKxOENw9PaHV2r7hM3vNJ9JtH+pYQhg7VbKItGwbYxdpfGx9cd0dyxVBamoqPAVtb/bpTmnd+1cuFcbS1rwhLbtNX00aP+4ZIY23aZqKMA/AvySQabLMwVJk5SRp2WV1Gkvjwe+JfxIcOrdYWvbnYR9J45qMZBhNJiRnZMNb7wJtnkteOq26KC373UnxZwYAeGbVk8ZTDOJ8POVbPCctuzHaBcD/c1QZtfDWqtDl2e36FzYIy94aJs+volk3XRo/2UKcG2ZY2VBp2ah5d75z9X4+iAg2Ivjwne/Use+3kZb3fz1SGGuULs9ZI8+cBNSyE38o8eb3B4YjJkRERERE5HQcMSEiIiIiEtFoHBwx4fn+wuIeJCIiIiIip+OICRERERGRgKLVQhHcS5d/PSocjpgQEREREZHTsWNCREREREROx0u56J6QTQcM2J+WNy8/Lz2ahZXF5ipaJKZk4K/yV6XrP3kiWBp/97h4at0TG+RT334cWFUab1nM0+JvjY83vBvVQfL2vXDfvl5admYR8XTAAPDS2f3CmFfLkdKy9jy9bLLVMo1qgl41IsNkwEendwjL/nz8urTujhWLSePBing64al75dNDf9i9hs3limqC3pSJOro4i6k888oKkb+WOzf+IY2vC/KWxqP18cLYU1tsT8nr5apBZKgeZctlwaAKGg7A5cIpYeyLMT9L2/XlheHSeLk3Ngljx2a3F8aMRiNSU1PhqgG0glNcxxoNkm67sod4euhyx8XTsALAkW7iKWAB4DujZLrurUsAzwAg9SZgyrYKbyyXKq3bZVZrYez7Gz7Ssk3C3aXxAE9Xabx01QDhVMe62/2kZdfV6iCNnz65VxjzSpV/Dm++LJ/q26i6QKOa4K6akJ7qApNy56D5orP8vRnw/HfSuHpA/t79+SXxVN8BbvKfQSa9b86/JhVqtgqTiwKT5s57NaKJ+D1S96D4PQ0AjT8bIo3/+6F4KvBq/btKy4649q/5/6rJCFNmOlq6uUP5/w3cE4Pk01bjvd+Fobor5Z85/ULl0zc/kjQax25s583vhcY9SERERERETscREyIiIiIiESZYfGA4YkJERERERE7HjgkRERERETkdL+UiIiIiIhJQNFrzxAH21qPC4YgJEREREdEDNn78eCiKYvGoUKGCOZ6RkYHXX38dRYsWhZeXFzp16oRr1645scX3HzsmREREREQiiubOlMGyh1Lwn9WVK1dGXFyc+bFjx53p+ocPH45ffvkFK1aswNatW3HlyhU899xz9/KZPXR4KRfdE7W+eFsaXzh3913XbS9PiT3v/L1QGJuw/7K0bMnN8lwKXUdY5gPx89KjmV8pbA42ILGNPH9E0oZx0rgu5YAwdqGrpzAGAH+3f1caf2uxdY4ULzcNaoe5Y9/FdChjvxCW/T0yVFr3oWfEOR4AwP8X8fz4n34inrcfAI42s51DxeTihsygUjjftKtwKP2rP89L635xqTw3TNeQV6XxD3zchLGYHr42lxtUINmoQ91xPyMpzTqfRq7tnZoKY4t+Gi1tl3/Hz6Tx21+L8yHU+3i7MOblqsGCJ44g6/IZaLJs57Co2meodNvvh7YTxtq3jpCWLfG0PPdFW1OMMDbh/U0o1bw+YjfFICPROnfOvolfSuv+0+O0MDZn6wlp2S4Dq0jj6y9lSuPBZYsg02iCkm2CxmSZJ8Nzv/zzKnq7/P3l2+Y9YaxKK/n72p4fX68Pk9GIrAzAVe8BjdbxS16y3YtI427lakvjEweLPy+blfKXlj1vysmHo5qMMKppSHTzsPiM+fnt4sKyVVoNk9a9Y04XaTzl8hJh7Pblg9Kyqprv/+qdfx0hzT02SZ7/a/bAxzCPyX2k0+kQHGz9O+f27dtYsGABli5dimbNcl6PRYsWoWLFiti9ezfq1Xs89zNHTIiIiIiIBHLvMXHkAQBJSUkWj8xM8QmHU6dOITQ0FKVLl0aPHj1w4cIFAMD+/fuRnZ2NqKgo87oVKlRAiRIlEBMjPvHyqGPHhIiIiIjoHgkLC4Ovr6/5MXnyZJvr1a1bF4sXL8a6deswd+5cxMbGolGjRkhOTsbVq1fh6uoKPz8/izJBQUG4evXqA3gWzsFLuYiIiIiI7pGLFy/Cx8fH/Lebm+1Lfdu0aWP+f7Vq1VC3bl2Eh4dj+fLlcHd3v+/tfBhxxISIiIiISESjuZP9XfrI+Vnt4+Nj8RB1TPLz8/NDuXLlcPr0aQQHByMrKwuJiYkW61y7ds3mPSmPC3ZMiIiIiIicLCUlBWfOnEFISAgiIyPh4uKCTZs2meMnTpzAhQsXUL9+fSe28v7ipVxERERERCK50wE7sl4BvPnmm2jbti3Cw8Nx5coVjBs3DlqtFt26dYOvry/69u2LESNGwN/fHz4+Phg8eDDq16//2M7IBbBjQkRERET0wF26dAndunXDrVu3EBgYiIYNG2L37t0IDAwEAHz22WfQaDTo1KkTMjMz0apVK8yZM8fJrb6/2DGhx55798XC2AaXY9KyLbIr3vV2M1b0l8aNyQnS+DPb9MLYnD4fSsu2yI6TxmeX8LNa5qFT4OevQ7DJFQH9uwnL+i+VzG8PIG2N/EMz85dPhbFr89pLy74WY7C5XK8FInwU9L+8GzqYbK5z6mqAtG7vEoHS+AvNyknjx69Y58PIVX+J7dfay1WDyFA9Nlc5LcwFAgBFXhgkjO2OKyVt19+rOkvjt93FXwM/DbW9LwHAZDTi059dsC+zPFIyba9nnBUr3fbeVW8KY8rTPaVl2y86II2npWUJYwuPjoUxMx1aN3ebeW9KpsvbHWOsKYxtC94jLZvuZjunTS697qY0/tKi/agZ7IZ/rmYiNdsyKcXmRvJjOOvoPmn8Sh8PYSz9uQbSsmFNB0vjtY+dh4+7Dk+V98fOE/FISr/zXq7dVJ7b5ezpW9K4qsqTc4zqWl0YCz72m7RsQtVnAAAmo4pMgwI3Fw002jtnxT1+miIsm/aLPDfSoLA20rg0l8iv8jxZefl56dGsdlls3ncKiSk5nzN9HC5trc+BzXbWeHzP5t9ry5Ytk8b1ej0+//xzfP755w+oRc7HjgkRERERkYCi1UJxICmoI+uQHG9+JyIiIiIip+OICRERERGRSO50wI6sR4XCERMiIiIiInI6jpgQEREREYlwxOSB4YgJERERERE5HTsmRERERETkdLyUix4I2bzn0rnaAfz541Rp/NvSkXfVJgDwaBMh3/bnBdu23s8HEcFGBB+OgW9fL2nZq4OKyrf91QlhrGRUX2nZ2CJVpfHjBw5ZLfPWaxEY4YVTZ1Kw9NZuYdmZRnF+CADA9TPS8O9VxDPoN/99lrTs2exnbC73dFHgq7jgu37vwXA72eY6k47LczgEu38ijdeOs51DJdebiT8JY64DXrC53GBSkZJpxAnjWKiK+DzRS/P2CmNzu4tzagBA8U0zpXFTVrYwdvsZcZ4R1aSidAk/oIgvMoy21/mwjTz3iy7pkrj+VHnuiu9eqiGNrzsdL4wVP7EOKa5+8MpKhFa1brzhybbSuicstn7/5PqwXX1p2YNHrkvjLVa+J42/EeOFIrXL4p88OSlyeclTIuDA759J4+UzzgpjTaZsk5Y9uXGGNF4uaiiyvfRI8SmLWycs275iWDFp2beKyXP1tP9AnjMqODFEGBu3+IC07CeV1wGwnQsEANK+e0lY9t2D8vwqhz9aKI1ndBLnlblVTP4ZX7yJPK9MYdj7zq5137bsPIpGA8WBrO6OrENyBeqYmEwmbN26Fdu3b8f58+eRlpaGwMBA1KxZE1FRUQgLC7tf7SQiIiIioseYQ1279PR0TJo0CWFhYYiOjsbvv/+OxMREaLVanD59GuPGjUOpUqUQHR2N3bvFZ1qJiIiIiB4pivbODfCyh8Kb3wvLoRGTcuXKoX79+vjyyy/RokULuLi4WK1z/vx5LF26FF27dsU777yDfv363fPGEhERERHR48mhjskff/yBihUrStcJDw/HmDFj8Oabb+LChQv3pHFERERERPTf4FDHxF6nJC8XFxdERMhvKCYiIiIieiQoCiCZoMRiPSqUAs/KtXfvXsTExODq1asAgODgYNSvXx916tS5540jIiIiIqL/Boc7JtevX0enTp2wc+dOlChRAkFBQQCAa9euYfjw4XjqqaewatUqFCsmn/aP/ptk0wvmn0o475S7GYlJKLHoLWnd5bxcpfGp0cPEweVTpGW7muTTPX44p4vF30adGzICSkDfMgiRkfL7rNwCk6Tx5E/EU1xml5BPyPhUj/nS+LR3n7NapoUJfhoDGjXU4evTmcKy3c/L5yS9tGGPNN7247nC2GflxFMJA8BXv79vc7nq5g6DphyyYzZAEWTeLe5tfW9cXpfffVUafz9A3rZmI4YIY2r6bdsBowmqIQsRPnpotOKbJl9rXkYY+2yrfHrm6a56afxmi6HCWPGT64Uxo6LFMxXrwUXvIWy7O8RTEQNAzw2C/QJgVsfi0rI+aoY03iS8iDD2yppSqOSvw9H4IkizMQt0eMJ5ad0/B24Xxn68GS4tW3FED2n86CXb013nes+gQ7FwBU/F7kF2vqmxxz/ZSVp2V8W60rj2uHha6pl95bNuHo1sKI0vSsmC1tcbvvFadLjyF4x52u4zSH6Mzp87Rho/dSpBGo+LFR9nA+IOSst+EiV+fwDAtdDawth7Rz+Xlg34UX6c6ZfJj3GZPzRHzf9XNF5wVbwwUHMSqiYFAGBnZmmp2QPrFaL0I0rRODhiwumCC8vhPfjaa6/BaDTi2LFjOHfuHPbs2YM9e/bg3LlzOHbsGEwmE15//fX72VYiIiIiInpMOTxisn79emzbtg3ly5e3ipUvXx4zZ85E06ZN72XbiIiIiIicSlU00iS4edejwnF4D7q5uSEpSXzpSXJyMtzc3O5Jo4iIiIiI6L/F4Y5Jly5d8PLLL2P16tUWHZSkpCSsXr0avXv3Rrdu3e5LI4mIiIiI6PHm8KVcn376KUwmE7p27QqDwQBX15wbjrOysqDT6dC3b19MmzbtvjWUiIiIiOiB483vD4zDHRM3NzfMnTsXH3/8Mf766y9cu3YNQM50wZGRkfDx8blvjSQiIiIiosdbgfOY+Pj4oFkz8dSvRERERESPDUVxLHkiEywWWoE6Jjdv3sTChQutEiw2aNAAvXr1QmBg4H1pJD368ucqySt/jhM/Lz2ahZXF5ipaJKZkYOEvJnndKVnS+IQ/Zgpjf0tLAsvKPCmP5/tb7+eDiKj6OLMxBnNKXpKWHV68nDS+5cuBwtjXG+W5K15cM10ab9ngrNUyk4sbMoNKwe1aLCYMWy4s2/PPSdK6b7/7lTTu3exNYax6+67SssW7fmBzeW4OljCTCsB27pnPdl2Q1j16ojznwOcvdZHGNf/0F8bGJlSyudxNoyLMA+gZehU6yfdZu7h/hbFaT8v32YUxE6TxcEmeE7XhC+KY0QRdFuCmVaDR2m780mPi/BEAsO0PcQ6J663k7w8fXbo0npgl/nr7qnQsUlz94OWXCK1qtIp3PFZaWnfpDR7C2LneP0vLvjpwhjQ+12uHNP5E5EtAVjoquroD+XL2vHb0R2lZbcWfpPEiz4uPlZ/it0rLNjm6Wxp3SU+A0WRCckYWvPWu0GruXPJSd8IIadlL/cTHIQDUvCj/JE+aIs4xlDrqJWnZkR9OBgC4alSEuauo2KoVskx3jvc31xwTlvXtJc7ZBABGSX4ve2TfqQDQMk/dfiY9mqkh2Gwqh0RTTm6UPrh619smup8cvhhu3759KFeuHGbOnAlfX180btwYjRs3hq+vL2bOnIkKFSrgr7/+up9tJSIiIiKix5TDIyaDBw/GCy+8gHnz5kHJN1SlqipeffVVDB48GDExMfe8kURERERETqHR5DwcWY8KxeGOycGDB7F48WKrTgkAKIqC4cOHo2bNmve0cURERERE9N/gcNcuODgYe/fuFcb37t2LoKCge9IoIiIiIqKHQW7md0ceVDgOj5i8+eab6N+/P/bv34/mzZubOyHXrl3Dpk2b8OWXXzKPCRERERER3RWHOyavv/46AgIC8Nlnn2HOnDkwGnNmMtFqtYiMjMTixYvRuXPn+9ZQIiIiIqIHjgkWH5gCTRfcpUsXdOnSBdnZ2bh58yYAICAgAC4uLvelcURERERE9N9Q4ASLAODi4gJ/f3/z/4nsqfXF28LYwrny+e8La1DJBsKYvbng8+dYsSdvDhakZEjXzUqV53hQ3uohjEW9s0BatuH3r0rjb3S2nl8/bw6Wmru3iAtX8JbWfeJMqjQ++qNRwliHueJ8AwDgP3iVzeWqyQhDRhp+PXsL2artnBpHLsn3t0lXQhp/PmiANH6qiDiP07BK4ba3aTQiKz0V2X7hMGm1NtcBAIRWFYZKXzkkbZdh6jxpHMfFeTNafX1CGPN0UdC1ZgDiMpKQJdjnAV6u0k2fnddJGNt5VZ6faMN1ebz1172FMc27k6DJVqFxCYdWY932T78dI6279IjuwphavYW07MJL8tdr6pOzpfEmTX6HrkZNGA78AzXV8r2m/XS0tCx08tdj+cWNwljl/g2lZd1uWedGyitzx2oYta4w+oQgOykOJuOd1y9s4ixp2SHfn5LGf7km36f6kVOFsS21mkvLTv07p6yflx7NapfF5n2nkGjnsz3X31fEeXoAYGH0cGn8o5nvCGOj5R+VuDUszPx/o9YVaUWKwKNWcWj/v99H9pKXJ3KWAo05bdiwAdHR0ShSpAg8PDzg4eGBIkWKIDo6Ghs3ij/QiIiIiIgeSbmXcjnyoEJxeA9+/fXXiI6Ohq+vLz777DOsXbsWa9euxWeffQY/Pz9ER0fj22+/LXADxo8fD0VRLB4VKlQAAMTHx2Pw4MEoX7483N3dUaJECQwZMgS3b8vPfALAsWPH0K5dO/j6+sLT0xO1a9fGhQuWmZ9jYmLQrFkzeHp6wsfHB40bN0Z6ek424S1btli1K/exb98+cx1ffvklwsPDUbNmTezZs6fAz5+IiIiIiApwKdcHH3yA6dOn4/XXX7eK9erVCw0bNsTEiRPx0ksvFbgRlStXthhx0elymnXlyhVcuXIF06ZNQ6VKlXD+/Hm8+uqruHLlClauXCms78yZM2jYsCH69u2LCRMmwMfHB0eOHIFerzevExMTg9atW2PMmDGYNWsWdDodDh48CM3/k+M0aNAAcXFxFvW+99572LRpE5588kkAwIULFzBlyhQsW7YMly9fRu/evXH06NECP38iIiIiekjx5vcHxuGOyYULFxAVFSWMN2/eHG+88cbdNUKnQ3BwsNXyKlWqYNWqO9eUR0RE4IMPPsCLL74Ig8Fg7sDk98477yA6OhpTpkyxKJvX8OHDMWTIEIwefeea3PLly5v/7+rqatGm7Oxs/Pzzzxg8eLA5yWRSUhL8/PxQrVo1BAcHm0dbiIiIiIioYBzu2lWuXBkLFohvuF24cCEqVap0V404deoUQkNDUbp0afTo0cPqkqu8bt++DR8fH2GnxGQy4ddff0W5cuXQqlUrFCtWDHXr1sVPP/1kXuf69evYs2cPihUrhgYNGiAoKAhNmjTBjh3im0DXrFmDW7duoXfvOzdUVqlSBdWqVYOvry8qV66MSZMmFfzJExERERGR4yMmn3zyCZ599lmsW7cOUVFRVgkWz549i19//bXADahbty4WL16M8uXLIy4uDhMmTECjRo1w+PBheHtbzv5z8+ZNvP/+++jfv7+wvuvXryMlJQUfffQRJk2ahI8//hjr1q3Dc889hz///BNNmjTB2bM5s4eMHz8e06ZNQ40aNfDNN9+gefPmOHz4MMqWLWtV74IFC9CqVSs88cQTVsunTJkCDw8PuLu7F/j5AzkjRqKO1t3S6XTQaDT3vN77wc9Lb/G3j6ce7m4u8PHUC0pY0vv5FKj+e1XWloK03c3TTRpX3T2EMY1qkpY1auWz5dl63m6+3nBx18PN1xs6qOK6jfJtayGPu2rEdcPDU1pWNRmFy1WTCS6KuG53O2+F3NxMIt56yaxZAAyCmamAnNm3bC7/f7vtbRuS19sg2Z2A/dcLivh5ebqIn5OHToFWUaX7XHYc5bRN/LwVO8e4bLsAoOrF7x+jSYVJVSHaNbKyAGCU7DPV7msp3qcA4OIrn/VO8fAA3Nxy/s3HYO9co0m+zzQ+XuKirvLPNIOduo1aVxi1LjBptFafT4qdY9RDJ99n9t8D4tdE4y1+zgDg9//P8oJ+LwEABJ9X5rrtfL/IjnF7ZY1aV4v/mzQ6i2WF+e57kL8rnPVbJv/2VEVxKKu7qsiPVbJPUVXVzlv6jnPnzmHu3LnYvXs3rl69CgAIDg5G/fr18eqrr6JkyZKFblBiYiLCw8Px6aefom/fvublSUlJaNGiBfz9/bFmzRrhNMVXrlxB8eLF0a1bNyxdutS8vF27dvD09MT333+PXbt24amnnsKYMWPw4YcfmtepVq0annnmGUyePNmizkuXLiE8PBzLly9Hp07i6S0LKikpCb6+vli6dCk8bHzJFIZGo4GnpydSU1NhMtn5YeJkF777zeJvnbs7AiuWxo1jZ2Fw4PK4nWEVpPGnLh4Xxv6uLp8OuNZB+XTC+bft7uaCCiWL4fi569CHyNtVafsKabzLjPeEscQ1S4UxAPBtL55qGAC0ydetlpkAZBgV6LUq/kwQH49NS8i/yE0HNknjGndx52OvT3Vp2d93nbe5XO+ioHSAHh3cz0BjMthcRxvZUlp3qlH+pfPdX5el8RdqhgpjLjampAWQ0ykxZOFkYjZMEH+hlfQTn/Tw27NG2i5jlnxa3cSG4s80HzfJD3CTCaYDO6GJvwbFkG1zHW0b8bS6AOCdlSCMXfxWfoyHNpIfK5NPi6dvDgn2QqiXFldSjMiy8fEYXTlIWne4i3hKbJN7EWnZm+m2j89ch64mS+NNwjyRmZUNN1cX8z2RudQj26VllapPS+OZkg7C/tEfSMvW7Rwpje8NaQgNVHhpTEgxaSyO94sfTZOWbf3pOGk81daLmIfHBvGxtKPSM9Kyz5bKee+pJhUZBiP0Oi2UPO/nH0Z8LC1fGN5Dhgpj61avl5bt0LmN+f9aBfDRmpBk1MD4/198Py3//a7b1a1J6bsuW1DO+i2TlpaG7t274+LFiwgLC8PNk//Ax1t+0gAAkpKTEVCupvnqHiq4AnVBS5YsiY8/vn9vQgDw8/NDuXLlcPr0afOy5ORktG7dGt7e3li9erU0d0pAQAB0Op3VZWUVK1Y0X6oVEhICADbXsXUZ2aJFi1C0aFG0a9furp+XTHx8/D2/PyW3t5+QkACDQf5F6GxnNsZY/O3m6w0FKs5t+wuZt+Vf0gBycoZIBB+OEca2u1SRlvXdKC5ra9u5Z9O2/3MWnmlP2Cpi5manbi8P8Rmr5HPi/BI5ZeWjd7p06w94owpA1cBLa8L1bPE+tVe3IVH+A15r8hfGEjzlH0m7Y1Nst8kt5wea3vuKeZ7+/FzttDtL8pwB4Mgt+fuoi5u4fp3WdqdHNRmBDCDBoMIg6ZiEu4jrdr0aK21Xdpr8s8Wok5wZ1Ys/a1WTEYb4a9BdOgMly3ZeBxc7Iw9eaqK4XYf+lZb1rCXuCALA3vPibZd3y3nOxxMMsNVPaCnZJwDg5SrOY2HylI/63RQcn7muZqVJ457uevO/2ny5b0wp16RlFTttU7LFP/xubpXnm3JvIe/M3QrU5Yyg6QxIMOgsjvf83wH56ewcR6oqH5nQSj4vL5Z6VlrWW58zymA0maBmAJ56F2jzdAjttb0wAvoPE8Y275PndqnX4c7zclFUwEXF9WyNOc+TvfIyLav43nXZgnLWbxmr32S8+f2Beeiu80lJScGZM2fMs3slJSWhVatWcHNzw5o1ayxm1rLF1dUVtWvXxokTlh9EJ0+eRHh4TpKzkiVLIjQ01OY6bdq0sVimqioWLVqEnj173rdkkgaD4b684Uwm032r+17KSEyyWpadnoHM28k2Y/nZS3YlqyMpzfaZXkfKiradnpmNpNQMmDLkX5b26s7/oyMvJVP+Y1NWFgBEV0ZolJyza6IkhY7Urdr54aU1ife5vUtRkjPEP5wyslVojVnQGmxv3167NSZ5PM3O9SKKRlw+/5ntXCYAikYDAxRpxwSyurPlx79G0GlwpG7ZcwIAxZANJStDeDxq7B2HgpEkAECaPFGn7DgCgORM8bGSbgCyTDn/2nxdJZdqAfJ2G+08Z3v7VPbeA3KOY41GA61Wa3VMK0b5PlHsvgfE2zbYOUkket+Zy///+Db9/1jPe7zb+yy0t8/sXcEm+7zMkjxnABadEI1GgVajsVjmyHfU3ZK1zd73Xv7jyAgF2apiXu5okkhbHvRvCmf8lnnYfzc9zgrUtZszZw6ioqLQuXNnbNpkebnGzZs3Ubp0wYf33nzzTWzduhXnzp3Drl270LFjR2i1WnTr1g1JSUlo2bIlUlNTsWDBAiQlJeHq1au4evWqxTWjFSpUwOrVq81/jxw5Ej/88AO+/PJLnD59GrNnz8Yvv/yC1157DQCgKApGjhyJmTNnYuXKlTh9+jTee+89HD9+3OLyMQDYvHkzYmNj8corrxT4uRERERHRI05RHH9QoTg8YjJz5kyMGTMGvXv3xu3btxEdHY3x48djzJgxAHJuLjt/3vb13zKXLl1Ct27dcOvWLQQGBqJhw4bYvXs3AgMDsWXLFnPSwjJlyliUi42NNd/TcuLECYukix07dsS8efMwefJkDBkyBOXLl8eqVavQsGFD8zrDhg1DRkYGhg8fjvj4eFSvXh0bNmywmlZ4wYIFaNCggTnpIxERERER3XsOd0y++OILfPnll+jePedmxoEDB6JDhw5IT0/HxIkT77oBy5YtE8aaNm0KR+7Nt7VOnz590KdPH2m50aNHW+QxsSXvDfRERERERHR/ONwxiY2NRYMGDcx/N2jQAJs3b0ZUVBSys7MxbNiw+9E+IiIiIiLn4c3vD4zDHZOAgABcvHjRYkrgKlWqYPPmzWjWrBmuXLlyP9pHRERERET/AQ53TBo2bIgff/wRjRo1slheqVIlbNq0CU8/LZ8fnehuLawhzzVij9/a34SxNol2pmn+eaY03OeAZZ4TvZ8PIoKNCD4cg5eWyuf9r79X/rwWNn5DGBv5oTjHCQC8Mu51afyJUdaXX5pMKtRMI0xuWjQpKZ7SV/3zW2ndMXUGSuMvjv5eGDv/rTwHRHOfn20uN7m5w+BeFvpWL1vMmJPXDyfls+d0LS6f0WiZjzw/y2VUFsaCYXvbRpiQjCwkphvkM6FJZoFK7fOhMAYAYeotaTzYFC+MZawVv9ZGrSsM9ZvBq34kdIJEcH/ekE99a1LFr3fJJ+RTkhqixIl2AeDvor+Iy1aKQEp6Brzc9dDamMr5yyO3bZTKY6x4MpTyL9SXFo3oMkIaH6Lsk8bViyHQwg3aW5lW+30YWkjLfrxmujRubD1EGHt50avSspftTJvbu/xfMCpaJJu84G1KgTbvFL+7t0jLrgivJY2/U7aRNN7/3beEseVfyPN5VAruDCAncayvouK2akLe+RYL+/0k89uIF4Wx60dvSsueaXrnu0nv5wNtVH2c2xhzZxYxO+3O/91mqZ607ONIVTQOJljkiElhOdwxGT16NPbv328zVrlyZWzevBmrVq26Zw0jIiIiIqL/Doc7JtWqVUO1atWE8SpVqqBKFXmyOiIiIiIiIlsc7pj8+688Cy+Qk6EzODgY/v7iy0CIiIiIiB4ZigYQXCZstR4VisMdkxo1akBRFLvT9yqKgurVq+Obb77hCAoRERERETmkQNMF22MymXDt2jVMnToVAwcOxPbt2wvVOCIiIiIip+J0wQ+Mwx2T8PBwh9YrVaoUPv74Y1SvXv2uG0VERERERP8tDnXtLly4UKBK3d3dsWvXrrtqEBERERER/fc4NGJSu3ZtdOjQAa+88gpq165tc53bt29j+fLlmDFjBvr3748hQ8TzoRMVhHw+dftajDkkjIVGhkjLzrBT9+ZB0y3+9tZrkF3KC7tLPoM57cR5SACgdKP20rh/iJcwtvTHw9Kyt77aIY1/2uBHq2VGrQuMXkEwpFyD31N9hGVvN+otrbvWd+Ol8Yvzhwpjyu04adkjL39sc7lGNcFdzYSr4guNRmtznaYlpVVDSZFfrupaIVIaD1glzlujdh9le7nRBGhUtClXBIqg3QAQ7CX+qP4nLlXaLv1SeZ6TItUqCmMzn+ghjLkqKnp5mKC6aqAK8qyE6/TSbRtM4nsWw9rIc1OkGU3S+N4BU4Qxn1+fhtYAGLMB2Gj7K9UDpHXrFs8VxoynbU+rn2vbdfl9mpE15Z8LyTNGwfBEGaReOg1NVoZF7KPRs6Rl234lz+VTzk+ci2da6jFp2dKV6kjjS1NLQAsT/DQGJGp1MOY5L/qKvzwnx9GTf0njV0vUkMZnTRLHkmfIc79okPP9YYAGKXCHF9Khw51jr8Oo0sKyl7cdkNb96Tz587pW1F0YK0j+FD8vPZqFlcXmKlokpuQcM/a+V2X1y7PKPKZ4KdcD41DH5OjRo/jggw/QokUL6PV6REZGIjQ0FHq9HgkJCTh69CiOHDmCWrVqYcqUKYiOjr7f7SYiIiIioseIQ127okWL4tNPP0VcXBxmz56NsmXL4ubNmzh16hQAoEePHti/fz9iYmLYKSEiIiKix0fuiIkjDyoUh29+B3LuHXn++efx/PPP36/2EBERERHRf1CBOiZERERERP8lqqJAdWA0RFVs329HjuOYExEREREROR07JkRERERE5HS8lIseeysO3RAHZTHYn5LxdstLFn8bNS5I9QyAZ/hNuHV/QVrWs88KafzfuW2FsU8nvS0t+/IHz0jju8Yus1qmeHtBXycSGXv348aZL4RlX9g2T1r3U4ktpfGZPXqKg1+ulJb9vZLtiSr1fj4o1bw+tB+9LxxuH7n0H2nd29tkSeO3yzaVxtejqjC2z/9Jm8vd/HxQsnl9fF/1OaRkiae/3dc3SBh7cexeabv+nvuZNH46zSCMPffOS8KY6u4BzZA3oTUaoBVcvZA9cYR02+VHDhfGFDvTM+sMydJ4nb3bhTHjj9OQXuQJuCdcgtZg/bqnZciPhfNtxwhjFet0lJZ1iUuXxt23LJTGFzUcghA3E+JKapCtWu744Vkp0rLfvVRTGu+tXSKM6W+elpZ177pAGt/zy6eAyQglOx0hLu5Anumxb3r7S8uqA+SfpVNOLpfG13xySRjTFvGRlv2s/qsAABdfbwQ3rYerW3Yj+/adY+9MarawrNuPa6R1t18v+SwE0N5XPDGvvel+s5bemRJerwXK+mjgX68JMoz/X9hdXv7pV/pKokekZR9LnC74geEeJCIiIiIip7urEZNTp07hzz//xPXr12EyWZ7lGzt27D1pGBERERGR0ylKzsOR9ahQCtwx+fLLLzFw4EAEBAQgODgYSp4XQVEUdkyIiIiIiKjACtwxmTRpEj744AO89dZb96M9RERERET0iElJSYGXl1eh6ijwPSYJCQl44QX5jWhERERERI8FZn7HZ5/JJ1JJTk5Gq1atCr2dAu/BF154AX/88UehN0xERERERA+/t99+G998843NWGpqKlq3bo1bt24VejsFvpSrTJkyeO+997B7925UrVoVLi4uFvEhQ4YUulFERERERA8DVdE4mPn98R0x+fbbb/HSSy/Bz88P7dq1My9PTU1Fq1atcOPGDWzdurXQ2ylwx2T+/Pnw8vLC1q1brRqgKAo7JvTA2cs1UhhHGsjzArQ6UcXib08XBTWCXHHgWgDCn31ZWtavvfy9siRanCvB/Y/10rI+l36Qxv+aPcxqmYui5uRHeG4Axgz/SFi2vHc1ad2pSTukcTcfV2Ess9/z0rItg21fu6rx8YSnrx430rJgFAwErx3SQFq3mpUgjfvYyZvRu4944o+k9bZjRkWHFH0RNC71JJQ8eR3yMxnjhLETra9I23Xrw4HSeIWRk4Qx7WjxvYQGVUGyiztMLgpMGtsz0TwxR55f4spHg4Qxv4ji0rLABmnU+IL4/bOtZh94IQspJV1hsnG8VP58sLTuiqXEz2t4ch1p2Te2i99bAODSr580DtkJyb9/lxY9ECq/zOK3NuL3Zr+d4nwdABD/Rrg0nrLkPZhc9MgKLgXXq7HQZGeYY+NG/yItOzb+sDQ+v5Q8583uSe2EsZXGYdKycUty8oG4aQB3T+Ba14HIzDMZ6Uc3rHNC5Rr9nHi7ANDeznfXtqJnhbHF0pLAd1Nmm//v56VHs9plsXnfKSSm/H+/2/ve/Eqcl6bTwHp2tk4F9fnnn2Pq1Km4evUqqlevjlmzZqFOHflnyYP2/PPPIzExEd26dcOvv/6Kpk2bmkdKrl27hq1btyIkJKTQ2ylwxyQ2NrbQGyUiIiIieiTcxwSLP/zwA0aMGIF58+ahbt26mD59Olq1aoUTJ06gWLFid9HY++eVV15BfHw82rdvj59//hljx47FlStXsHXrVoSGht6TbRRqzElVVaiqek8aQkRERET0X/Lpp5+iX79+6N27NypVqoR58+bBw8MDCxcudHbTbBo1ahQGDhyI5s2b4/Lly9iyZQueeOKJe1b/XSVY/OabbzB16lScOnUKAFCuXDmMHDkSL7300j1rGBERERHRoyYpKcnibzc3N7i5uVmtl5WVhf3792PMmDuXnmo0GkRFRSEmJua+t7MgnnvuOYu/XVxcEBAQgKFDh1os//HHHwu1nQJ3TD799FO89957GDRoEJ566ikAwI4dO/Dqq6/i5s2bGD58eKEaRERERET0sFAVBaoDWd1z1wkLC7NYPm7cOIwfP95q/Zs3b8JoNCIoKMhieVBQEI4fP373Db4PfH19Lf7u1q2b1TqKA/vIngJ3TGbNmoW5c+eiZ8+e5mXt2rVD5cqVMX78eHZMiIiIiOg/6+LFi/Dx8TH/bWu05FGzaNEiafz69evYtGlTobdT4I5JXFwcGjSwnt2mQYMGiIsTzxxDRERERPSoUdWchyPrAYCPj49Fx0QkICAAWq0W165ds1h+7do1BAcH301T77uJEyfaXH7mzBn8+OOPNkdSCuKu8pgsX74cb7/9tsXyH374AWXLli1UY4iIiIiI/gtcXV0RGRmJTZs2oUOHDgAAk8mETZs2YdAg8XTqzrR69WqLv41GIy5evIikpCRMmiSeft5RBe6YTJgwAV26dMG2bdvM95js3LkTmzZtwvLl8jnriWzJn4fEz0uPZmFlsbmKFokpGZh9bpe0/OiNM6TxclFDpXGZT+bslcbPdG9p8bePuw7Fs/xx7kQ8TLOXSMte6iKf9//W/DPCWPtNp6Vld4Y1l8Y/rBxktUw1GWHMTIfWzR3RNW4Ky5bRXJfW/ee7T0vjfufdhTFT8crSsj9eMNpcroUJOiUbxccNBFJTba5zPDVLWnfpX9ZJ4+9vlO/zY3+Ij8MLglNtqskIU2Y6rjzbAaZkcc6c0LfaCGNHmo+Qtuti9QxpvDbEZ/W2JglD0MGE1sUMUN10MGlsT/B4JcUg3bafh/hYuNxmpLRsaXd5Xo15B68KY7HPdkBEVH2c2RiDjETrJ5mwd5u07m5VAoWxyUvkX8wDI9+QxmdtFufFAICKUW/AA1nwgytM+aYm3aZrLS079rt/pHGPl8X5QL6sf1Fa1r3jeWl80cKJ0MIEXyUbtyu6WOQbmj5YntvltvylRhEXcQ4gALj+/HvCWHolea6I2eE5V4jYzAUC4LVGacKy9nJsHfx9ujQ+I0ScM+p+5u8CgF9SDghj58E8JvfSiBEj8PLLL+PJJ59EnTp1MH36dKSmpqJ3797ObppN//xj/TliMBgwbNgwHDlypND1F7hj0qlTJ+zZswefffYZfvrpJwBAxYoVsXfvXtSsWbPQDSIiIiIieliYVBUmB67lcmSd/Lp06YIbN25g7NixuHr1KmrUqIF169ZZ3RD/MNPpdBg2bBiqVZMnYHaorrspFBkZie+++67QGyciIiIi+i8bNGjQQ3vplqPOnz+PUqVKFboehzomSUlJ5pt48s/NnJ8jN/sQERERET0K1P8/HFnvcTdz5kyrZdeuXcPChQvRtm1bi/iQIUMKXL9DHZMiRYogLi4OxYoVg5+fn815ilVVhaIoMBptXwNORERERESPrs8++8zmcr1ejw0bNmDDhg0AcnKa3LeOyebNm+Hv7w8A+PPPPwu8ESIiIiKiR5FJzXk4st7jLjY29r7W71DHpEmTJub/lypVCmFhYVajJqqq4uJF+awdREREREREttie41GiVKlSuHHjhtXy+Pj4e3LTCxERERER/fcUeFau3HtJ8ktJSYFer78njaL/lj4HNlv8rffzQUSwEcGHc3IM/G2nfM9/Vhao/ryG96slLVsV8rni+yy1zFmg9/NBRFR9eG2MQf9J26VlhwRWl8b7tokQxnZNfV5a9liR8tL47Uwb94KZjNAYTDDBiOR3FwrLhu+T52c5VrWHNB4eWlcY+2rfJWnZd9xt52EwKlqkuPrg2JQFUBXb51uOXhfnCQEAf1v7JI+xp76UxhMbTf4fe/cd31T1/gH8k9E2bbqhCyhQKFCmAiJLNjJVUBxsEBRFEUFlCMhS/CGoiKIiytCvIOJAERVEhiBboGyQXVZBoKV7JDm/P2ojoTkngZbeBj7v16svSJ57bp7c3Nzk5Nx7Hmksxt/5+L7VKpAmBCqs+R4Gg7wWw5UPxklj1UvLa4EAQOUlE5XxA4+Ml8bqRikmM7FZobNcAHJyodMX/EwAgPMZ6txihr4pje1IkNeHAIBnfjmkjK95Ql5r5PdNK+ErslFlsk+BWiAAUCvMrFz3lSz5vhLV8kFl2w8j1LV6Fu97QRkfaDqLVKsBAQYrjNdt9v1jJijb+t0zUhm/z6fgj475Ekyxyrbpv45RxiuNWIVAXyOaVg3Bxr+TkJL5X42bJ14pq2yb/Y26tkubMe2V8Z1XM6WxPn98qGyb1ew5AIAxKAClY/Rok7ANlqup9ngNNJW2HTROXUMrwqz+CqaqVaL6XLve9Z+prtYNAK3XLZLG5v+srvNzOxJCQLgxFbA7y5Ca2x2Tl17KK+Kl0+nw2muvwc/Pzx6zWq3YunUr7r777iJPkIiIiIiIbn9ud0zyKz0KIbB37154e3vbY97e3rjrrrvwyiuvFH2GREREREQa4cXvxcftjkn+bFxPPvkkZs6cyXolRERERERUZG74GpP58+ffijyIiIiIiOgOdsMdEwD466+/sGTJEiQkJCAnJ8ch9v333xdJYkREREREJQHP0ioeNzxd8OLFi9GkSRMcPHgQS5cuRW5uLvbv3481a9YgKCjoVuRIRERERES3uRseMXnzzTcxY8YMPP/88wgICMDMmTMRExODZ555BlFRUbciR7rDtd2zSRkP7CufShUABihiu5aqpxwdcEk9ZemgLlUd7/AzQ18jAk29KuPujsOVbdM2z1DGRbUm8uCZfcq2McHeyniSk+lObVY9LFm5MJq8EOvrJW1rDHlCue6Gtixl/PHvj0pjH3SrpWxrOH/e6f1C6KCHD0JNRkDvfNrdjt+q95OQ6hWU8RUz1irjDw6TbzOv084nvdYJHQzCiDNvfwhdlnxK093PvieNVUvNVeZVrVkLZbxppPxj4OjzvaUx4euHnInvI9PPLJ3qOOH8JeVjX0zPkcbu//M9Zdvfnp+sjMe99Ks0tm90VaRZAH9jGoxOpjq2+Por161PvyyNnfzwfWXbck88powPqK2exnX5MQMCdLlIFV6wXvfbYof29ZVtX75XPY346nT5b5VhQ7op20b066iML5rUBzphg5c1C30NJodpvYdUvkfZ9rWJ7dTxl5Yq41DE2x7/Ttl05F1dAABBZh+0LFce62qG4Gp6tj2evkj+CfNCuQ7KdasnWFZ/drma7jdpzH+vtdXghfSASJh7VIPBmne8mPfmYWV78wPTpLFZgxsp296OePF78bnhEZNjx46hc+fOAPJm40pPT4dOp8Pw4cMxZ86cIk+QiIiIiIhufzfcMQkJCUFqal5xobJly2LfvrxfbpOTk5GRof51mYiIiIjIk+QXWHTnjwrnhk/lat68OVatWoXatWvjsccew4svvog1a9Zg1apVaNOmza3IkYiIiIiIbnM33DGZNWsWsrLyziEfO3YsvLy8sGnTJnTr1g3jxqnP4SYiIiIiInLmhjsmoaGh9v/r9XqMHj26SBMiIiIiIiopbP/+ubMcFc5N1TGx2Ww4evQoLl68CJvN8WVo3rx5kSRGRERERER3jhvumGzZsgU9e/bEqVOnClzko9PpYLUWnIaUiIiIiMgTCZH3585yVDg33DF59tlncc899+Dnn39GVFQUdLqCc8AT3Yjr52MP9jehdXQVrKllQHJaFlBHUc8D6rnena3fIeYquXIu1n3K8XawvwmtI0Ow5nQUAHU9D52XutaI2LVSGrPkqNf9o0Vdr+CRMz8UuM+q90K6uTTM6ZeQfUJea6TmQfXrcXB0VWX8qqJ2RdRpdc0aW9kaTu8XNhtsWbko7WeEXlJTI2jSh8p1X5yqrjvzatdJynjXTYulsdxGjzi932q1wpqRiZy0TOgy5bMadglNkcYOwazM6+kTMcr4Y8HZ0ljHsa9KYxahw9Wz++FrSYNBcgJD6yr3Kx97zYkr0pjfQHWdEn1GkjL+4bCm0tiiFg+gVPOGuLx+KyxXUwvEt3y0SLnuNzvK3196L/XH6ol5/1PGB9cqrYzPPvUZbDHVoT9xsEDtG79BTynbtq948/VZcnu0Ura1piQr41cyc6EXNphhRTpyYbumjsk7i59RtjWGlVXG30x5Txn/7Zh8X7n7413KttkpebV4cmwmWLJCkZN6Gdlp/x1/VfU+0s/+plz3C2XV9VkKI+SaOiXB/ia0bqDDmu1H8z5T3eDtH3KrUiNSuuGOyZEjR/Dtt98iNjb2VuRDRERERER3oBuuY9KwYUMcPSr/NZWIiIiI6HaRX/ndnT8qnBseMXnhhRfw8ssvIzExEbVr14aXl5dDvE6dOkWWHBERERER3RluuGPSrVs3AMCAAf+d2a/T6SCE4MXvRERERHRbcbeqOyu/F94Nd0xOnDhxK/IgIiIiIqI72A13TCpUqHAr8iAiIiIiKnFYYLH4uNUxWbZsGTp27AgvLy8sW7ZMuexDDz1UJIkREREREdGdw62OSdeuXZGYmIjw8HB07dpVuhyvMaGbMSB+jcNtU3AgKkdaEblvM7KSU5R1SG5m/ddqHb9R2XbN3fJaCIC6Roorn2Q7r8mRL8dL/tvLonXqmfGCw08q491iC9ZQ0emNgMEInZcXgu/vKm2790kXE1wknVGGl4WslsYG7lP/sPHeFue1SKxGH+SUikZokAkG4fwYdKpWV+W6Q0d+oIyvGjdQGf9nvbxGRFiTx50HhA7Q6VHxoTYw2HKl7Xfkhktjd+1V18V4+mN5fRUAmPHkO9JYh/ah0piwCay9WgoXLQbkCuf1rFplWpSP3StKXrvFtvkbZdsdr89VxpsOlL8353/5FcxeVqQPGuY09yfC1fU+Sl+Vv/+sY2co21p++0wZ/62Gepvd/2Mf1A8wYUepe5CW43iM6Nr4OWXbUQe/U8bLvCh/b/5u2qBse+n1z5Xxzt7nYLEBaRYd/I0CxmvmBP26ah9l28fKqycQHROoPpa+s0he3+WBiS8r2zb6d5qlAB89IiqYUdm3KlKz/9vu/R6sLm0rEvYq1+3q82PC4fXSmOpzzZ11u2p/dYH8/TfkvY+VbWcNbqSME6m41TGx2WxO/09EREREdDsTcLPy+y3P5PZ3w3VMitrEiROh0+kc/uLi4gAAV65cwQsvvIBq1arB19cX5cuXx9ChQ3H16lWX64yLi4PZbEZISAjatm2LrVu3Oizz0EMPoXz58jCZTIiKikKfPn1w7tw5e/zw4cNo1aoVIiIiYDKZUKlSJYwbNw65uf/9qmm1WvHcc88hKioKnTp1wsWLF4twyxARERER3TncGjF5//333V7h0KFDbziJmjVr4vfff/8vKWNeWufOncO5c+fw9ttvo0aNGjh16hSeffZZnDt3Dt9++610fVWrVsWsWbNQqVIlZGZmYsaMGWjXrh2OHj2KsLAwAECrVq0wZswYREVF4ezZs3jllVfw6KOPYtOmTQAALy8v9O3bF/Xq1UNwcDB2796Np59+GjabDW+++SYAYPHixUhISMDKlSuxZMkSjBs3DnPmzLnh509EREREJZNNCNjcGDJxZxlSc6tjMmOG+pzZfDqd7qY6JkajEZGRkQXur1WrFr777r9zYitXrowpU6agd+/esFgs9g7M9Xr27Olw+91338XcuXOxZ88etGnTBgAwfPhwe7xChQoYPXo0unbtitzcXHh5eaFSpUqoVKmSwzLr1q3Dhg3/nWeblJSEihUrolatWjh48KBDrkRERERE5D63Oia3unbJkSNHUKZMGZhMJjRu3Bj/93//h/Llyztd9urVqwgMDJR2Sq6Xk5ODOXPmICgoCHfddZfTZa5cuYKFCxeiSZMmBSrZ5zt69ChWrFiBRx55xH5f79690aZNG/j4+CAiIgK//PKLWzkREREREZGjG65jUtQaNmyIBQsWoFq1ajh//jwmTZqEZs2aYd++fQgICHBY9tKlS3j99dcxaNAgl+tdvnw5unfvjoyMDERFRWHVqlUoXbq0wzKjRo3CrFmzkJGRgUaNGmH58uUF1tOkSRPs3LkT2dnZGDRoECZPnmyPBQcHY8eOHUhMTERYWBgMBsNNbQOj0eh2R+tG1qnX64t8vbeCKTjQ4bZPUAC8fE3wCcp7/YP9TUW6/msZXMw6rmoLFMwt0GyCr48XAs2uc/bSqYd8hSLu762+PMzs5XyWpHxWfcH9wqo3wqbTw6o3wiKZZQmA65n3bOrnZTUUnBEsn6+Lt5DV6OP8IY3esOmNsOrkKxA2dd4uwhA+vur23vLXXLbNrFYrbDab09fD8cHlyVn1zn9Myaczm5VxP8VDWxSvpdUmYIBQ78cuNqpF0VYoXkvA9fNS7WdeOnXueqE+LlgUYZtV3dZqUL9eqvceAJi9dfAx6GD21uH6y0S9gwKcN8pft4u5awL9FLn5+Cnb6tzYZlaRd3iwCjgUfHB1HHaxSV0ep1X7gnBxPAvwydvG/t56+Bh1BY69qv3f6uIyXlefbarX0+SjzvvadTv7XHK1zXIUbz9XeRfl9w6tvstc/3gC7l3YzhO5Ck8nxI2dENetWzfce++9GDVqlMP906ZNw/bt2/HNN+opHl1JTk5GhQoV8O6772LgwP+m50xJScH999+P0NBQLFu2TDqykS89PR3nz5/HpUuX8Omnn2LNmjXYunUrwsP/m3bz0qVLuHLlCk6dOoVJkyYhKCgIy5cvh0733wfD6dOnkZqait27d2PEiBEYOnQoRo4cWajneO1zCgoKwqJFi+Dnpz7o3yi9Xg+z2Yz09PQSP5PaukvBDrd9jHpUDPHCyaRcZFtsGNtCPmUpAJxZrN7npl4JKWyKUi+bHCc80Pl4Q1+uPGxnEmDs/bSy7cyv1FMVT39CPg3lOUMpZdvgHQU72ddKO/tPgfuE0RuIiAIunMfu+vJpe9uKY8p1z74YoYx3PfyzNOb1hHqbheUkOr3fJoAsmx76oAjodc6/DGStUk+bu6t6R2W8me60Mn45TP56XZwyzen9OpMJ3pUroFTXh6DXy7/E/PO+/HRa46AXlHmV985SxvU5mdJY7sl90pjQG5BZqSG8vL2luWf8+IXysb8v10Yae6qq+gv6MZRWxisGOe/EAoDt6HZke5nhk5vutBNyZdd+5bqtD/SVxi5nyqd9BoAKgfK8AMB790pl3FD1HmTbAB89YLhusyevX6VsG3xfK2V8/VV5Z+8+q/p9L3JzlPH9wbWhh4A3LMiBETb89/rWtqjfW6+uSlbGX6twThnPuFd+PMvr4MmtO5732AadQLCXQHKuDtZrOo+/fL9C2V5lzBDJNOL/mrPisDRWbe3XyrYbo+Ps//f18UJcxXAcOnkRmdl5+2fT04eU7Uu9NFwaW/bNr8q2PVpUUsZvhFbfZTIyMtCzZ0+cPn0a0dHRiD9+BgEB6s4cAKSmpuDuSuXsZ/fQjbvhLuj69esxceLEAvd37NgR77wjnw/fXcHBwahatSqOHv1vnvjU1FR06NABAQEBWLp0qctOCQCYzWbExsYiNjYWjRo1QpUqVTB37ly8+uqr9mVKly6N0qVLo2rVqqhevTqio6OxZcsWNG7c2L5MdHQ0AKBGjRqwWq0YNGgQXn755ZseHXHmypUryMyUfzm4Gfm9/aSkJFgs6nnxtbb9tOMHtdlbD0Bg19kspOfY4O9iL7UdUM8Vv+Z0VCEzlHsx4LjDbZ2fHwzQwbp3Lwxe6l/YNxxQz+Lmb4yTB12s2/TPKWU8/chJJ41888pqnDiM87XkX5L9RbJy3fsvqztNXQ/JXy+di1GJANnIw78/r+h9/aTvTetZ9RerS1XUO1qALk0ZT1LknrFxu9P79QFmAAJGky/0evkxJWfHLvkDG9W/Xgb4qN//OsWoSE6q844gkDdSY/H2hsnXD3rJNs8+Kf9iBQAHzS2lsQCD+gtjLtTP22yW/9hjy0rOWyYrGQZRcPskHz+oXLfVW/5aZ2apfyX39nUxgpV0Vhn3Mt4DnRUwGwp2TNJOH1G2DTC2VMYvWeTvAf/cFGVbkS2vSQMA6fCGHjYIABnwgu2a0QR/of7823j4ijJu8j2pjGcq3psmk/qz/GxW3iyg+f2XxCwdcq7pmKzZrt7mKmMU+xEAbD2RLo0Zf9+sbLum1n/PK3+kZMOu40hJz/uhInKfun3O8/L6Lq6ec7taQcr4jdDqu8z138lswuXJAPblqHBuuGOSlpYGb++Cw6JeXl5ISVEfuNxd/7Fjx9CnT17BpZSUFLRv3x4+Pj5YtmwZTKabO63HZrMhOztbGQfgcpnc3FzYbLYi7ZhYLJZb8oaz2Wy3bN1FKS274K8g2RaB9Bwb0rJtDoW4nMqQH7wBIDlN/YtxYQi9k8fOzobIyAAUXzQBICVD/cuq8nm7WLc+V74fA4AuS/IlIjcHuqxMacE8ANIChvkyLC6OzJnyLzA6F8/LqPiuqtcBBoNB+t7U56j3A9VzBgCDTv1rnSp3W0qqNCaysqHXG6Rf7gFApCk6RS5OeTLo1c9LMVADq1W9j+r1eugV21yXrf7Cqaq/qHqtAUC4OE1GdYzWCQv0wgaDsMBgK5iE9P2RT/VaS0bs/mvq4vWyqkceDHpAb8v713jda+tqH3e1TVWnkbl63wsn2/FaNp0eEICADjboHbaT0cWpXCkuCnW6PN4pXi9Xr8e1nRCryLt97X2F+nxxcbxLdfLZmC8rWf196/q8MrNzkZKeZb/fVXvV8dDVcy7q7xxafJcp6d+bbmc3XMekdu3a+PrrgkOIixcvRo0a6uqrzrzyyiv4448/cPLkSWzatAkPP/wwDAYDevTogZSUFLRr1w7p6emYO3cuUlJSkJiYiMTERIdztuPi4rB06VIAeadwjRkzBlu2bMGpU6ewY8cODBgwAGfPnsVjjz0GANi6dStmzZqF+Ph4nDp1CmvWrEGPHj1QuXJl+2jJwoULsWTJEhw8eBDHjx/HkiVL8Oqrr+KJJ55wa8SGiIiIiG4DIq/Aoqs/XmRSeDc8YvLaa6/hkUcewbFjx9C6dWsAwOrVq/HVV1/d1PUlZ86cQY8ePXD58mWEhYXhvvvuw5YtWxAWFoZ169bZCyPGxsY6tDtx4gQqVqwIIK8YYn7RRYPBgEOHDuHzzz/HpUuXUKpUKTRo0AAbNmxAzZo1AQB+fn74/vvvMWHCBKSnpyMqKgodOnTAuHHj4OOTd1qR0WjEW2+9hb///htCCFSoUAFDhgxxmGaYiIiIiIiKxg13TB588EH88MMPePPNN/Htt9/C19cXderUwe+//44WLVrccAKLF8svSG3ZsiXcuTb/2mVMJhO+//575fK1a9fGmjVrlMs88cQTeOKJJ1w+NhERERERFd5Nzb/WuXNndO7cuahzISIiIiIqUWwQ/07d4Ho5KpwbvsYEyJvS97PPPsOYMWNw5UrebBk7d+7E2bPq2USIiIiIiIicueERkz179qBt27YICgrCyZMn8dRTTyE0NBTff/89EhIS8MUX6nnria53YMW3DreD/U0o16AK/t5+BMlpWRgyVX3a3by7WyvjA+Ll7QvTFgCeGTHL4XaAjx4Nyvthu6EZ6kTfrWzb8cvvlHG/rjNvOi/b4qXK+IzIgnPvWw3eSA+MhLmcL/x95IeGVn+UVa7bx1c9k1PsY/Jt3m7BX8q2Xz19r9P7bVYrLFkZ+L1WS+RedT4DVsXNfyjXXbNXF2X896+WKeP1v3hNGkv9yfm8/wbYoNflYs2JK7Aofifqt0L+eupy1FOpPrXqqjL+Xtq30phPZKT8cfVe8M5Nhzk7BwbJ1F5+Ez9QPvb/FFOCfXdcPTNWrk09M1CdcPl0wYbsbMCYC5GdDWEruL+GvvW5ct3GJW/K171RPX154EPqWiJrx6nfuwc+74kokw3ns/QOs0MBQKcD6h8Hc/wqK+Odlw2Vxox9ByjbXipTXxk3N2kBXYA/fO6tD7FtB0TqfzPNHf59tbJt/Mfqryp+P8vr/ADAhjqNpbHuZRoq29bslDdpjr+3Hg2ifbH9dCbScv6bLevKxg+lbdcnqGe+yshRz3R2fMOP8tgNfHaZggNROdKKyH2bXc7Gle9k6/ulsXc3rlU33qeup+OJ7Be3u7EcFc4Nj5i89NJL6N+/P44cOeIwdW+nTp2wfv36Ik2OiIiIiIjuDDfcMdm+fTueeeaZAveXLVsWiYnyYlxEREREREQyN3wql4+Pj9NCin///TfCwsKKJCkiIiIiopKAld+Lzw2PmDz00EOYPHkycnPzzsvV6XRISEjAqFGj0K1btyJPkIiIiIiIbn833DF55513kJaWhvDwcGRmZqJFixaIjY1FQEAApkyZcityJCIiIiLShDtV3929QJ7UbvhUrqCgIKxatQp//vkn9uzZg7S0NNSrVw9t27a9FfkREREREdEd4KYKLALAfffdh/vuu68ocyEiIiIiojvUDXVMbDYbFixYgO+//x4nT56ETqdDTEwMHn30UfTp0wc6nc71SohukKtaI66sH/6+NDZghnzefneM7H6Xw20DbAjWW9CwvhGPPz5X2XZIHfU1WX+PaC6NmdbuV7YNv6SupZBTdljBO61W6NPTYTCb8ZTBIG37xe9HlOte36eMOp7ZTxq7P1Bdk+PJRfFO7zd76VCntBee2rEaeknuZ1NylOue+py8bgwAfF4uQBk33dtIGqsZ7u88YLMCOZlYffIysm3OFwGA0zEx0ljFTHXtincuLVLGvcuES2PGUlHSmE5nwKgv/sKGAxeRkuG8ds2JRYPVj314nTR28FIlZdsH4uR5A4BvdrI0ZmnaDbqMLOj9TE73F9/l6roYvzZ8Xhrr2mCfsm3t+ZnKeMyY2cr4xEqhMFiyUNVoAvSOuW8b9YmybX8fdY2hZr49pbH7T6ontxkfpa4703hc139rJUXBfF8EDNb/3o+HLIqdH0DZFi8o4wndzcr4bxfT5UH14QqrR7cAAFitVmRlpMPkZ4bhmn3Ge0/BmlD5Yiq2Ua57ZlQd9YMrPvv6j1ZvE333/+qY6AHo/v03//x99RZXe+n515XxWYPlx0JPxcrvxcfta0yEEHjooYfw1FNP4ezZs6hduzZq1qyJU6dOoX///nj44YdvZZ5ERERERHQbc3vEZMGCBVi/fj1Wr16NVq0cK9euWbMGXbt2xRdffIG+ffsWeZJERERERFpg5ffi4/aIyVdffYUxY8YU6JQAQOvWrTF69GgsXLiwSJMjIiIiIqI7g9sdkz179qBDhw7SeMeOHbF79+4iSYqIiIiIqCSwCeH2HxWO2x2TK1euICIiQhqPiIhAUlJSkSRFRERERER3Frc7JlarFUaj/JIUg8EAi8VSJEkREREREdGdxe2L34UQ6N+/P3x8fJzGs7OziywpurMMiF/jcNsUHIjKkVZE7tuMrOQUDDi1U9l+XoV66ge4bv3XGq2YkhcA7o6XT9MKAJMqhzrctlmtyM5Mh4+vGQEdv1O2Den+qjL+dp1EaexkpvpHgNKZiukxAaTmFpws0ma1IctqA3JtCFgtn+p4XW31RJP3f2tSxj+/NF0ae+iPEGXbfY3/cXq/8PGFRV8VAd7VYTA4/73l/DOPKtc95tNvlXGrixH6XeXbS2ODZv7p9P4AHz0alPfDXXXKw6L4nWhXYqo01n9FijKv4ED18/6uZVlp7Idz8mmjDbChT1cLHunqDZvOee45NvVGM5nk07z+cfCisu2rAQeU8b1TPpTGKi38ARadFdl6Ewz6gs+x+R71MeXc14ulsaofDVS2XTtR/bE7t8xdyvihe35HiMGCJKu1wD7TsmKopFWeGTsvKOMTH5c/dtVQX2Vb4+WDynj2Qy/DarVCpKfDajYD10y5ax7aQ9n20tDayrjlUfWxdEatGtLYR9XqKts+F5jX1hQciMptG+PY73mfS+5wNdX9ABftr/9sdFj3VBdtr/m/DYD49193pwku7DT9txurLe/PneWocNzumPTrJ689kI8zchERERER0c1wu2Myf/78W5kHEREREVGJ4+6F7bz4vfDcvsaEiIiIiIjoVmHHhIiIiIiINOf2qVxERERERHcamxCw8lSuYsEREyIiIiIi0hxHTIiIiIiIJGzCvdEQFzOkkxvYMSHNXT9ferC/Ca2jq2BNLQOS07LwgfeVIl2/Q2yVuu1PaT8p4/4rHGt2WA3eQGAkzCmJ2N8kWdn2j89nKOPnZm6TxhKuZCrbVo5toowbLE6Onjod9NBBr9PBWCpK2nbl45OV6/7lEy9lXP+kvI7J2p2PK9uOq/2W0/t9DUDVYAOez02DweZ8ILj5lSrKdW/WqweQn/9+vzI+v+w+aaxunTpO7/c1ANFBejxybDEM1hxpe5+2vaSxdZXUtSt+W3dCGZ/5snya9xcS/5LGrFYrUrb+CnNKojT3144+oHzsTmNeksZeX75S2Vbvpa5zUvvVZ6WxhEwLrDlWZOgt0OkLvhcWnv1Iue4qo+W1SnR657V28tWZqN6Pyk//XBlfVjoJqRYdAowCRp1j7IVIdV2ml15opIzHP/2uNDbm50PKtgcPqp/37MEZ0AkbjJYcWDL1ENfUvvnfvHhl2xFT/6eMezupy3Std/QtpbHLVToq2/r9kPcZ4KMHvM2Ab98h0F/zcLMmqo/jKlG/qffx8+3ktZF21lDXpKmH/z73rv9MdUf7Z5+Wxh7U7XVrHUQ3gx0TIiIiIiIJFlgsPrzGhIiIiIioBKtYsSJ0Op3D39SpUx2W2bNnD5o1awaTyYTo6GhMmzZNo2xvHkdMiIiIiIhKuMmTJ+Ppp/87zS4gIMD+/5SUFLRr1w5t27bF7NmzsXfvXgwYMADBwcEYNGiQFuneFHZMiIiIiIgkSkrl94CAAERGRjqNLVy4EDk5OZg3bx68vb1Rs2ZNxMfH49133/WojglP5SIiIiIiKiIpKSkOf9nZ2UWy3qlTp6JUqVKoW7cupk+fDovFYo9t3rwZzZs3h7e3t/2+9u3b4/Dhw0hKSiqSxy8OHDEhIiIiIpKwullgMX+Z6Ohoh/snTJiAiRMnFiqHoUOHol69eggNDcWmTZvw6quv4vz583j33bzZ9BITExETE+PQJiIiwh4LCQkp1OMXF3ZMiIiIiIiKyOnTpxEYGGi/7ePj43S50aNH4623nE+Dn+/gwYOIi4vDSy/9N716nTp14O3tjWeeeQb/93//J12/J2LHhEq8ibtylfFpaQfVK/CvftOP/aCiBgoA+H6a7nA7yJyLFnVy8MeedBz4aq6ybc/xKcq45bcPpbFaU48o2/6mP6CMN122oODj2QSQK+BvTUJKnc7StsnLGyvXHTRwgjL+9f+6SWObBs9Uth06a6jzgNkMQ+27cO+y6kjJtDpdxGZR70ebTycr4wu6VFTGbT61pLHoYOcx7+AAhLZqDO9RXWGEfJ7JRG/n5xQDwDvt1M9r373llfG7Ri2TxlrP3iWNmb10mP1Ya+h9zdAbDE6XmbrnZ+Vjn+tcQxpL8VF/PPVZlaaMd6snr+XzQPY5pFkE/LOTYdTrCsS3TlLXEsmJ8JPGTEc2KNvuG1xaGZ95Uf5aA4DQZQA6QOgAcd3J2JbFS5Vty4XsUMazSpulsQWhm5Vt08c9pYyHXvkbFgCpOh0CdI41WAKekO8HAOD/+ThlfMKIH5Xx58/ulsb279qobFtpVJ+8//x7jKm7dzeQ/t9xv9Tbs6VtT7dtp1z3lJHKMPzbD5DG5h04qWw7IH6N/f+m4EBUjrQict9mZCXnfe6o6nsBwMrZn0pjDw5W18MhIDAw0KFjIvPyyy+jf//+ymUqVark9P6GDRvCYrHg5MmTqFatGiIjI3HhgmN9m/zbsutSSiJ2TIiIiIiIJGxwr6r7jZYxCQsLQ1hY2M2khPj4eOj1eoSHhwMAGjdujLFjxyI3NxdeXnmFjletWoVq1ap5zGlcAC9+JyIiIiIqsTZv3oz33nsPu3fvxvHjx7Fw4UIMHz4cvXv3tnc6evbsCW9vbwwcOBD79+/H119/jZkzZzqcAuYJOGJCRERERCRhtQlY3RgycWeZm+Hj44PFixdj4sSJyM7ORkxMDIYPH+7Q6QgKCsJvv/2G559/HvXr10fp0qUxfvx4j5oqGGDHhIiIiIioxKpXrx62bNnicrk6depgwwb1dW4lHTsmREREREQSws0Ci+IWF1i8E/AaEyIiIiIi0hw7JkREREREpDmeykWam3XdnOhGoxGlSpVCu1pBsFgs6NuyorJ9YJPnlXH5TPCuXd0kryUCAPqcDIfbVqsNaZlZ8Pc14SWzun6Kq3nkZ53cJI19pGwJ4K8/leEXyt1T4D5TcCAqt22MY79vxriJ90vbdjKof8+4OrmeMt55zVFp7JeBdyvbCjzi9H6r3gvp5tL4X6WWgN55TY062dWU67aZLcr4tB1JyviI2unS2NMvNXP+mD6+sERXATLSIITz+isA0GveX9LY6AfU+1m9SH9lPGPpImls3Ge/SGP6AH98HTsDh5KskJSOwecd71U+dtRr8v0s0qD+eFrwSKwyvuOBh6SxC98uh0WXgXSTn9MaLBULljZxkGmRTwr6yt3qC03fTFHXGPr2e3W9kM5P1oMtOxOXfXyhu25ff7mlsilqTTyhjE8oLa+tNPJcA2XbIefUdWW69vgAwf4mtG5QBWu2H0FyWtY1UXWNhZR5byrj79WprYyLEG9pzDRluLKttVxeLQph8oMIMUEXFQBd1n/bfdIrU6VtU9L2Ktc9774XlfG0CyelsZfeeEXZNrfLWvv/fQw6eOt18DPoYDDk7dyp77RUtn+xzXhF9M6rY2IVeX/uLEeFwxETIiIiIiLSHEdMiIiIiIgkbG5e/O7OMqTGERMiIiIiItIcOyZERERERKQ5nspFRERERCShdeX3OwlHTIiIiIiISHMcMaESL2mGelpEVzaNlE/52/+BOGXb4X7qqVj3vDnX4ba/tw51I03YlZiFSi7ymvr+WGW8+9EF0tjelsOUbf9Xqb4yPuql+wrcJ3x8YakQC2MVGwL7jJC2/b8dV5Xrbl25lDL+3sK+0tjBdfIpcwGg2T+1nN4fZPZBy7rA3QvaIudqqtNlnn5FPfXzj4a5yvhPhseU8ZcbN5HGVj8y2en9RtgQYrBAV7Z0galfr/VbxtfS2KkQ9fTMwV7yqW0BwKuV8ymYAaBF5RrSmFVnQNn4lehy/CB0WRlOl9m3VD79LABUXfSjNJbr4pfHtFwvZbz6zyulsUOPPwLj3XVhid8FkV5wmucGSz5Xrnv74/2ksUUteyjbPp2crYz/tWShMm7pVxcQAjabgA6O2+j1lX8r265/s50yHpZxRhrr3kj9vhelc5XxzG+fgUUAqVYjAp5rAuM1UzI/H/uEsq0h9YIyrj5qAFez5e+BMs3rKtuGTD0CAHlTHfuYsWZPMJLTTPb4gPg10rbGJPn2dMfdD3eXxpIf6OT2eqxWgRybQIZVIOvf+WwDXl7n4sHl09mrjzi3J178Xnw4YkJERERERJrjiAkRERERkQQLLBYfjpgQEREREZHm2DEhIiIiIiLN8VQuIiIiIiIJXvxefDhiQkREREREmuOICRERERGRhM2WN0W3O8tR4bBjQiXepLE/K+MDXLSfp4iN/s1FY8Vc7gCw4tE6Drd1wgYfWxY66E14OXm2su3i179QxrssHCmNjZq3Xdn2q8v7lPH3N54scJ+PHihvBhLKdcSEXOd1KQBgbHV1XQzxjzq3sx/Ka3L4e6kHcU09P3B+v58XvHwDMD22MZLTspwuM6FFjHLdvve+p4yv3y+viwEAQ36S15BYPHuJ0/uDzD5oeVc04j77QFp/BQDGH/pWGiu35n1lXusnLVXGo9etlca2P9xTGjMEBaDe2h8AH19AUoOlhp/6Q3pVbANp7P5j6v3ocEqOMh5kkn+8/bnrAqKCr+L8rgtOt/uhBPVHY4cffpXGTi5+Xdk2MCVeGd+38j1l/LPNJxHjD5xIA64vz9G+ZoSybcTVI8r4iXffksZqbPBTtk1d30gZt5SOhdVqgy0zC1ZfE2D4773+XsZBZVsknVaGL6z9UxkPb9ZLGguaqt4mTfv1BwCYvXSoHO6NtMr3ID33v/36w6UvSNs+H91Rue73Nq1Txvc0aSmNvXh+j7LtZ+Xusv/fx6CDt14HP4MOBoNO0eo/swarX0+iW4WnchERERERkeY4YkJEREREJGFzs44Jz+QqPI6YEBERERGR5jhiQkREREQkwemCiw9HTIiIiIiISHMcMSEiIiIikrAKAasboyHuLENqHDEhIiIiIiLNccSENLfzmTcdbpuCA1G5bWMc+30zspJTMM9FLZEB8WtuOl7Ydac2a+lwWx8YANHsXqRv2IZ95hrKthk/vKiM/5WeK41FRwYo204pVUsZb793c4H79LDBHzmIKO0NXdYladshFbso1z3+irqGSrm0U9JYxDM/KNsm9HH+a5TVoEd6oBXjn30TOklNjfJXDyjXvSOptDL+/pFoZXxBvWRp7NmgHc4DfmbofW3o1qo/UjLkr/drOvlvSJmdhyvzShv2lTIe6CNfd8u/5bVEbDYr/K8cRUCuBUZJaYRJu4KUjz1+q7ymzexdicq2z4VfUMYtXuWlsd9HvIu6kT7Ydc9jDjUp8v2waaZy3a2/lR83Bj70jLLtiN5vKOM/pb2sjLdb/gtMtmxU0ftAXLdftPZS1/vY/pR63TX7tJDGtp7Zomz79rZ/lPGGQ3tCF+AP0731kbVtB0Rqmj2266PFyrYvVUhXxtc/pq4d8/lcyfsPwM5fZijbRpjzvibZrFZkZabD5GuG3vDfMWZNojy3dxar94WXFXVKAGDrmI+lsZlRdaQxALgn2GT/v9HfG6E+Rvj4e8Ni9VG2I9IaOyZERERERBKs/F58ND+Va+LEidDpdA5/cXFxAIArV67ghRdeQLVq1eDr64vy5ctj6NChuHr1qnKdQgiMHz8eUVFR8PX1Rdu2bXHkiGN11ytXrqBXr14IDAxEcHAwBg4ciLS0NIdl9uzZg2bNmsFkMiE6OhrTpk1ziFutVjz33HOIiopCp06dcPHixSLYIkREREREdx7NOyYAULNmTZw/f97+9+effwIAzp07h3PnzuHtt9/Gvn37sGDBAqxYsQIDBw5Urm/atGl4//33MXv2bGzduhVmsxnt27dHVlaWfZlevXph//79WLVqFZYvX47169dj0KBB9nhKSgratWuHChUqYMeOHZg+fTomTpyIOXPm2JdZvHgxEhISsHLlStSrVw/jxo0r4i1DRERERFqyIq/Aoss/rRO9DZSIU7mMRiMiIyML3F+rVi1899139tuVK1fGlClT0Lt3b1gsFhiNBdMXQuC9997DuHHj0KVL3rnwX3zxBSIiIvDDDz+ge/fuOHjwIFasWIHt27fjnnvuAQB88MEH6NSpE95++22UKVMGCxcuRE5ODubNmwdvb2/UrFkT8fHxePfdd+0dmKSkJFSsWBG1atXCwYMHHXIlIiIiIiL3lYgRkyNHjqBMmTKoVKkSevXqhYSEBOmyV69eRWBgoNNOCQCcOHECiYmJaNu2rf2+oKAgNGzYEJs3513wu3nzZgQHB9s7JQDQtm1b6PV6bN261b5M8+bN4e3tbV+mffv2OHz4MJKSkgAAvXv3xubNm+Hj44OXX36ZIyZERERERDdJ8xGThg0bYsGCBahWrRrOnz+PSZMmoVmzZti3bx8CAhxnHrp06RJef/11h1OurpeYmDeTS0REhMP9ERER9lhiYiLCw8Md4kajEaGhoQ7LxMTEFFhHfiwkJATBwcHYsWMHEhMTERYWBoPB+WxArhiNRmlH62YZjUbo9foiX++tYAoOdLjtExQAL18TfILyXv9gf5OzZtL2N6Kw69YH+jneDvCHzuQDfYA/gv3U67bYXGUnHxT2dbGrucwbBR9cDxt0ENDDpszN1bptVvVgtkVxcWCQn7c0BgBWg2xWLi/Y9AYIm/yxLa6uSVS0BVxvc4uQTE0FAH5myUr9AG9vBPh6qdeteD1cbW99oHoGN1V71XWcwmaF7d/TF2S89eqNrtoXvHQu2rp4Pa02+UYze+ngY9DB7OX8NbN5qWcuClDMZOYqb1fHHL3OXxnXCZv973ou93GzZD/8l9WgeP/J9uF/ebt43roAf+j8zdD5+EDn77iuwr7WBifHs2vJXmcALt/3Nqvu33+tsNlsBd4vzl6HfMrtCdfHUn9v+X7mqq0x6L992BjoD72vCcbA//YtV/thSfnuoNV3mesfj5Xfi4/me17Hjh3t/69Tpw4aNmyIChUqYMmSJQ7XkqSkpKBz586oUaMGJk6cqEGmcs5OQ7sRoaGh8PPzc73gDdDr9TD/+yFkU3xAlwSJTz7pcNvXxwuhFcNxsWwVZGbnQj2hL1A58ubP6nzNxRmhnQYOUMZ/+fmgw22jry/CykXjn5q5+LNpWWXb35PVH/Rf/u9LaSz67gbKtiN3fauMn//6s4J3enkDkWVROvEs0trLt3rTB5op1z3zl73K+ODWlaWxt0d3Vbade8n51JxeeiDcV4d7/vgOeqvF6TIJzdTrLmtU7wtjsU0ZvxrWTRrzb97Y6f3C6A1bqQgsr2WB3uY8bwBI8Q6Vxi6npEljANDky4nK+MkrKdKYn5diUF3YkLQxHrYzCRDZOU4X6V1LPcVySvXO0tjD6qbY88lPyviOVt2lsXY1QlDaR4eo0n7IdXJ4/KfK88p1f/zVHGks9NJ5Zdv1Daoo4+UqqI8bPruXwxpUGoarlwrs6+pHBirN+lAZP/LxJ9KYf0P1MadfFXXnOmdMXwi9ETnmEHi3iIPumv09rJz682/ytsvK+Ath6vemqf7d0ljYyU3Ktqs/+gUAYPA1IahaJVw9fBzWzP+uV10WIX89F4aoX8vhO35VxiuPmiwPtnV+TMkXYf6vU6T3NcG3Sgy89DrY/s39tXTn79l8pUqVUsaLi1bfZTIyMortsciR5h2T6wUHB6Nq1ao4evSo/b7U1FR06NABAQEBWLp0Kby85AfA/E7ChQsXEBUVZb//woULuPvuu+3LXD+DlsViwZUrV+ztIyMjceGC4zz5+bcL2xG53pUrV5CZmVmk68zv7SclJcFikX/hKQnWbHecMS3QnPdLzoZdx5GSnuWsiYPIfQVrchQV413qD9tjvzs+tk9QAHQQOLn+LxjLqefeT66vfvtdv12uVSu8trKtv4+Ln/cPOek8+P775eDoQQR0uE/a9J916noGO2o+rIx7meRfQi5Z1K/3kRTnH0wmAwDo4X0xAfrcbKfLCMXjAoCvt3qb6RJPKONmxa/RaScPO8/JxwRAwOSXA4NV/kXBx1f+62ZSjno/8s+RdzwAwGJU/HKq2iY2K6xnTsO6dy+E5EPcu7T62OOveF6uWPbEK+Mn75V3TIRVAAI4mSaQ7WSXau3tq1y3OCjvfPtGqc+QXrNdXX9lokX9ennrM5ELwEuxr8sEmNS/4Fvid0lj+sxwacyddWdcOQ2b0RsCgCn5LPSWa/Z3F9s7/qL6S7TZT11D5ZKf/D3in5WkbHt+bd7xzuvf0YYLf/6F3Gt+DFgj/50FAWUVIzUAhrt43td/vtyIsND/3luGgLzcUzbvgPXf+jHHrqiPteaODW/6sYuSVt9lrv9OxsrvxafEdUzS0tJw7Ngx9OnTB0DeSEn79u3h4+ODZcuWwWRSf5DFxMQgMjISq1evtndEUlJSsHXrVgwePBgA0LhxYyQnJ2PHjh2oX78+AGDNmjWw2Wxo2LChfZmxY8ciNzfX3hFatWoVqlWrhpCQkCJ9zhaL5Za84Ww22y1bd1FKTit4gMzMzkVKepbT2PWyktUf5IWhz1E/vrPHzs3MQvbVVOiy1Z1Ni4tLvFTPPS1H/cuRUa/+QESm5Neg3BwgMwNGxakVuVdTlat2lZteccqj8nQoAFmKQY1cG6DPzYY+1/l2kxVezOfqVEzZet1pr9oXdJZcGKw5MFjkX74MBvm+4vJ5CfVI0PVF+hy4WDeysyEyMiDSnXfCXW+zQlzmKHnMfM46HPmEDcgVecs426dcbVPp+wdQvo6A+n0NALos9S+1+txs6KwW5b4uzc3F9pa9ju7kZdCr152/XfQ2C/SW6/Z3F9vbWRFMh3Xb5MVJAfVxxSDUn4/XHu+smVnITUlzuE/1egpF0VQALp93YT7brAbHx7ZlZsGamgbrv7lnJbv4fCpB3xu0+C5Tkp7/nUbzi99feeUV/PHHHzh58iQ2bdqEhx9+GAaDAT169LBP2Zueno65c+ciJSUFiYmJSExMhPWa8zzj4uKwdOlSAIBOp8OwYcPwxhtvYNmyZdi7dy/69u2LMmXKoGvXrgCA6tWro0OHDnj66aexbds2bNy4EUOGDEH37t1RpkwZAEDPnj3h7e2NgQMHYv/+/fj6668xc+ZMvPTSS8W+jYiIiIhIGzabgNWNPxZYLDzNR0zOnDmDHj164PLlywgLC8N9992HLVu2ICwsDOvWrbPPkhUbG+vQ7sSJE6hYsSIA4PDhww5FF0eOHIn09HQMGjQIycnJuO+++7BixQqH0ZaFCxdiyJAhaNOmDfR6Pbp164b333/fHg8KCsJvv/2G559/HvXr10fp0qUxfvx45YX3RERERER0czTvmCxevFgaa9myJYQb5+tdv4xOp8PkyZMxebL8wrHQ0FAsWrRIud46depgw4YNLh+fiIiIiIgKR/OOCRERERFRSZV/qpY7y1HhaH6NCREREREREUdMSHMD4tc43DYFB6JypBWR+zYjKzkF8+52Vcnk5rla97yf1DNMpe/82OG2BXqk6XzhP+YRBA34Wv3gaya6k6JTG5+qqIw3+fioMv7y6E8L3GeADYG6XKS098KjH+2Qtv3u0Hblumu7mB+/9+c7pbE9v6lPnYyIcz5NcoCPHoaKZqxp/rx0trNe2S7qS7TqpYw3erWLMt7jy93SWM/+053eb4ANAbpcHDWYYFPMjnVyv3x2nmcqqmf+Mb+4ShlfsaStNPb++uPSmMkAVGvdAyfu7S6dLe2ZxhWVj52eK3/OrqbdnPDwFGX8pTj59LbNk7Yg1eiPgIA0p8X5fr1bvS/krpJv0xpZfynb3tVFPbNkxRfvUsYtRl+kpafD32wuMBOcPkM99e3xEc+qH/sHeV2N5mN+U7ZNaDtOGffyC0SQ2YJW9bKxdmcGrqb/N9Xxb23UMyBNebiWMh78yOfKePI4+Xsk8I0Dyraomle3KdjfhNYRVbCmsuNMXAeayWcre/sDdd2Yj35Sx9//509pbGiYfEp3AHgy+r86J8H+JrQOrYQ1ZaxIDvw3dxd1guqpw3ccjpgUH46YEBERERGR5tgxISIiIiIizfFULiIiIiIiCavNvdO0rOqzv8kNHDEhIiIiIiLNccSEiIiIiEiCF78XH46YEBERERGR5tgxISIiIiIizfFULioWO59585at21UtkuvrpBSlF+oNdrhtCg5E5baNcez3zRiQLK89AQDvX96ijOeu/Ez+uGXbKdtuyDiojFucjDZbrVZkpKfDz2zGwyOrSNsGPPyqct17f5qqjD/fJlYaq75zmrLtCxWbO73f7KVDUCkvVJs6FMhId7qMbs4s5boDywUq4xfvf1EZ/3LFu9LYL3hK2baN73kYdfK4LfuiNKbPKq1c9+FVM5Vxn9kjpbG3woKlMavRB0M2BWHN9iMOdR2u9cf9jygfe/vEVtLYxLWnlG3XzZuvjD/dfLI0tjuiCYyWLFiMJkBnKBD/eeaXynV/FPiPNDakzlBl28Hb1ivjL/x2ThmPGNIf5Vs3QcKaTchOTnWIDbu4R9k25u1PlPF0o/y3yrazX1K2dYcpOBCVgxojbHtejap8p6+OULZrHxtSqMfVm+Xv7bTfJirbDg3PO+ZcX18r39vxhUpNyf/+8dLYABdtr/3cc5b7rawPdjviqVzFhyMmRERERESkOY6YEBERERFJ2NwcMbFxxKTQOGJCRERERESa44gJEREREZGEVbh5jYngiElhccSEiIiIiIg0x44JERERERFpjqdykeaun7Yw2N+E1tFVsKaWQToN6bUS1n6gjJdv9YI0ljrzfmXbdQOnK+NLFbEZy15Rth1aqpEy3uf4Dmls3t3HlW2HPPWoMj5r0f4C91071fGrJzdL264Qu5TrXnZYPpUqAAxO+U0aG9FlirLtG+8PcXq/zmyG8e66CJ71OXT6gtO/AoB13w/Kdb/Uapwy/mZKtjJuay+fTvV/3+9zer+fUYeapYxolLMGFmuOtH2Xyy2lsSsXLivzGv5wsjIes2KvNGbJtEhjOn9/TPnyfzCa/KA3ON/mF9NzlY9t/Vk+hfPdVXor2y7/Sj0F+djF8dLYmgankO5XGuaMSzDYCj7HMW3Vjz1uy2lpbPqCfsq2OVvVx6th36k/li+smIo0vR/8Rz4EI2wOMV3qCWXbIRUeVMZfPC+fbvi9ler3h1eVusr485W6SWPf7zqrbBvWt6syfqKb+rE7HoqTxlaY1NM3538+yT6XfrXK3z8dDbWV63Y1lX25ezvLg4WcBt/1NPrqz6c7DacLLj4cMSEiIiIiIs1xxISIiIiISIIjJsWHIyZERERERKQ5dkyIiIiIiEhzPJWLiIiIiEjCYhMwuHGaloWnchUaR0yIiIiIiEhzHDEhIiIiIpLgxe/Fhx0TKhb1PhkjjQU+P9Xhtk9wAMqXEahyaBOyk1PxQb0OynUHe9mU8dQZraWxjHpdlG2XHn1VGV8z5D2H2wEmPXJj/LGlYmfUWWFVtj3w14fK+MUv5I/tag769jXUNQd+6OikPoyfGYZaYWgkKsLboJO2/Wr7eeW6fS6lK+NBk7dLYyMPvK1s22j/Qqf3WwSQajXih1PJsMB57lO/8lWue1+7bcq4KddbGW//tfwD6deHSzu932ITSMsVOO/3tLT+CgAs95fHshap63ms9b5LGU89lyaN1frrT2nMZrXCe9dymFMSYZDUYMlo+bzysYfb2kljjXLV759HfZOV8ff73iONrU+vBT/kIAPesOkKnjigu7upct1tVv8ujSU1GqFse6KjunbSj7nq41lWlbHITU9HltkMw3X1Y7bd20zZdtiAu5XxkC9fk8YSn3xD2TZ3/EBl/I8XZyLARw9rRTO2VnoAqdn/Pc8WAx5Xtl2xbLkyvsYof38AwMYx8npUVXe3UbbNP9aaggNROdKKyH2bkZWcYo/f9Z68PsuBY+r6LDUg/2wCAGz7WRp6+NBWZdMHu//3+eGsBsuswaxTQiUTOyZERERERBI2N0dMbBwxKTReY0JERERERJpjx4SIiIiIiDTHjgkRERERkYRVCLf/bpUpU6agSZMm8PPzQ3BwsNNlEhIS0LlzZ/j5+SE8PBwjRoyAxWJxWGbdunWoV68efHx8EBsbiwULFtyynG8GOyZERERERCVYTk4OHnvsMQwePNhp3Gq1onPnzsjJycGmTZvw+eefY8GCBRg/frx9mRMnTqBz585o1aoV4uPjMWzYMDz11FNYuXJlcT0Nl3jxOxERERGRREmYLnjSpEkAIB3h+O2333DgwAH8/vvviIiIwN13343XX38do0aNwsSJE+Ht7Y3Zs2cjJiYG77zzDgCgevXq+PPPPzFjxgy0b9/+luV+IzhiQkRERERURFJSUhz+srOzb/ljbt68GbVr10ZERIT9vvbt2yMlJQX79++3L9O2bVuHdu3bt8fmzZtveX7u4ogJaS72w9EOt41GI0qVKgVD+wawWCzY8dATyvbD/Gsr4x8o6oU8+OEWZdvVV9RzxYc+8H8Ot4PMPkg2VMT53SexJvqwsu2pz03K+KWXPpIHJ/6mbLv0/x5RxiuH9Cxwn9VqRVZGOkx+Zhx9/EFp23l3q+feT/FVb9MXmmVIY38n+SvbpkU5r8lhtVqRnZ6OHhfWwCCc17944S917ZePestr7QDA0DKllPFf7l4ljbX7xnltCrOXDneFe+O1BlYYFT8TpS1bLI2Ff6iuK5MUsEAZT3lKXrOjQpuh0liwvwk7X66PnKupMFicf+j6vDNE+dj3fCqvHdPnt2nKtoeMLdTr1p2Txso8+wFaN6iCNduP2Os6XOvw43WU6/4zTf4lo3m4vAYQAJxbIq9NAQANbMeU8ezcdORas+CTCxhsjjvNs83V+3DpsgHK+Pq+VaSxkCPy2i0AoB89QRnfa7PAYgPSLDr4G0s57O9LF/kp23507IoyvvHzBcr4oHEvSmOWR9W1rPKPd85qgQDAvAVJitbq5+WqHpXqWHttnRJnrq1Tkv+Z2q5WUIHrDejWiI6Odrg9YcIETJw48ZY+ZmJiokOnBID9dmJionKZlJQUZGZmwtdXXe+rOLBjQkREREQkcaOncp0+fRqBgYH2+318fJwuP3r0aLz11lvKdR48eBBxcXE3kK1nY8eEiIiIiKiIBAYGOnRMZF5++WX0799fuUylSpXceszIyEhs2+Y4Cn3hwgV7LP/f/PuuXSYwMLBEjJYA7JgQEREREUndqovfw8LCEBYWdrNpOWjcuDGmTJmCixcvIjw8HACwatUqBAYGokaNGvZlfvnlF4d2q1atQuPGjYskh6LAi9+JiIiIiEqwhIQExMfHIyEhAVarFfHx8YiPj0daWhoAoF27dqhRowb69OmD3bt3Y+XKlRg3bhyef/55+6lkzz77LI4fP46RI0fi0KFD+Oijj7BkyRIMHz5cy6fmgCMmREREREQSVmGD1eZ8EpPrl7tVxo8fj88//9x+u27dugCAtWvXomXLljAYDFi+fDkGDx6Mxo0bw2w2o1+/fpg8ebK9TUxMDH7++WcMHz4cM2fORLly5fDZZ5+VmKmCAXZMiIiIiIhKtAULFris0l6hQoUCp2pdr2XLlti1a1cRZla0eCoXERERERFpjiMmVOL9uezrQrV/4Z7npbFaLtoGLHZRs2PjBw63rVYr0tLT4W824+tDycq2o6d8q4w/ElNPGnvx/B5l2+eX7FbGky6kFbjP31uPBtG+2H46EzV/lddSyDg9S7luuBjKfrvjm9JY/a1/KNueT8uVPKQVItuKMzMXAenpTpc598dPynVPXHVUGddlqg+XpV+T/wKl9/J2en+Q2RuhtctCV782dIprJs11m0hjdR5U5/V2aEVlfMpU+VSVQdHVpbEAPy94NewIX7MfDAaD02VM675UPvbA5xTnNWfL690AQFKm830h35Rj8t/d/peyB76ZPngyZQ9sqQXfC9XWyN97AFDqjHxf2rhEXX/FVR0gV7Utnut/DxBXGzi0F8h03EbBVeX1OgDg12HymjUAcCJdXuMixua8PlC+P3MilPHvqtwDU3AgYto0xonVm5GVnGKPjf0/ed0kAFg9vK8yvtHFNp3cTl6f5ZVF3yvbll2TdywMNBkQXCEAUbkVYM76b1u0/2yEtK2r17owTqx5Xxn/+ZtFt+yx70Q2Ny9+t93Cyu93Co6YEBERERGR5jhiQkREREQkYbUJ6G/BdMFUEEdMiIiIiIhIc+yYEBERERGR5ngqFxERERGRhMUG6Nw4Tcty68qY3DE4YkJERERERJrjiAl5vMJMvznrlHoK2R9eVk9fG9j0BYfbwf4mtG5QBWu2H8GJoRWUbbs/aVLGjXPWSWOfHbuibDu+s3yaVwBYHHtPgftMwYGIadsYtt83Y8e0+dK2s2t2Va570An1NlPZ0bCFOi653xQciMptG2PgvPnSqWtfDKypXLer/WjauBrK+OUv+0lj5gecTyHrnWlCTpofRtV/0mH61Bsxo1FZZTz4WXWxrXGL+ktjp+d/Jo0JH19M+u4gtpxIQ2qW858JDzxVUfnYmeFx0pjPQfW0uQ2jC07ze60OEz+WxiKqdEHzyCisr1IGVzNyCsT3VVAXHwuvf1Ya8x38hrLtvOHq5/Xut0OU8fQrKcgqXRamUCsMlmzH4HllU7waoN6HVe+BRV+on1fPR0cq4wEdnkaQnzea14rCehHrsN2nDHlJ2Raj1cfpq280UMaDmsu3aWSdlsq2iXvWAQDS/U1I9qqC8/FHkJyWpWzjrkFdqqoX+FG+r8S0Hqpseu3nXv7x8djv/03TXO+TMe4nSrz4vRhxxISIiIiIiDTHERMiIiIiIgmOmBQfjpgQEREREZHm2DEhIiIiIiLN8VQuIiIiIiIJnspVfDhiQkREREREmuOICRERERGRhM0m3BoNsXHEpNDYMaESb8jHW5RxVZ0SQD03f8LPqcq2Xb99+6bXHfLmYWVbVzK/bSSNDXvuE2VbV9tk08gPC9wX4KMHyvthe/WuWDtQXgfFf1FT5bo/emObMn5Usc32rXxP2fbdiDrK+JiY1tJ6IC9d2KNs+4G4pIw3/vCIMj5ldE9prHLnCU7vD/DRI6yiGb8/MQopmVZp+/xaCs68N0G+nwCA3lu9j0+/Z6A0duaLb6UxkwF4zbQH5vDzMFgL1gIBAER1Vz72iJ/l75G3LepaIsbK9yrjuRnyujC/fDABIjsTo318odMXrHvzbqR6P5uZJK+RYlkpr/0CAMku6uEEv3FAGU+a3hw2Uyj8Aoww2CwOsQdjKyrbrpvxhTLu9c330ljPvuOUbTO/G6yMj6z6OHyCA1HB0Bhl1m1G9jXv05H+nyrbxr+ujgeN+0oZVx4PXRwr85mCA1E50orIfZsdjjGqzwBXx+FGcFGDC39LY/saqesevRuvDBOVWDyVi4iIiIiINMcREyIiIiIiCatNQMeL34sFR0yIiIiIiEhzHDEhIiIiIpIQQkC4MRoiBEdMCosjJkREREREpDmOmBARERERSdhswq2pgDldcOFxxISIiIiIiDTHERPyeKp55AHgV+teaazjHHXNgQEuHntzuQTHO/zM0AeXwogyZ/Fyw5eUbeNe7qeM73jupDQ2aNwMZdtRu9W/OWz/ZGSB+/SBAQhodi9abtiGZ6t/JG376sE/lOv+P2UUSBwUJo2dHPSosu0XjR50en+QvwmtYmLg9f5AZFqcLuKyBsqHR79Wxh9++3llPGPbBmlsRGau0/uNsCHEYMGji9+ESEuTtq8/rL00tjLa+TbJl3gsWxkvu0Fea2Hf/gvSmK8B0IeFwOAFGITzjV5m0FLlY787UV7n5O/wIcq2035U15Wp/6i8rsxnWxMQ46/DiTSBLCflY3o1KqtcN3Ty91fD7bWUTZdm/k8Z/02foIzX+awOmtc0Yf3+ZKRkOO5Xexq9r2w75ZtMZTxpY8H6RvmMW75RtvXtJq/tAgAv/fgzvPQCBj/Aq/8LsNl09tiHsUnqdXefq4wXhqvPj3zB/ia0jq6CNbUMSE7LKpLHTh5fW/2YkxXB2e7X73KWez23syQqXuyYEBERERFJCCHcurCdF78Xnuanck2cOBE6nc7hLy4uzh6fM2cOWrZsicDAQOh0OiQnJ7u13rNnz6J3794oVaoUfH19Ubt2bfz1118Oyxw8eBAPPfQQgoKCYDab0aBBAyQk5P1adfLkyQJ55f99881/vxwtW7YMVatWRbVq1bB8+fLCbxAiIiIiojtQiRgxqVmzJn7//Xf7baPxv7QyMjLQoUMHdOjQAa+++qpb60tKSkLTpk3RqlUr/PrrrwgLC8ORI0cQEhJiX+bYsWO47777MHDgQEyaNAmBgYHYv38/TCYTACA6Ohrnz593WO+cOXMwffp0dOzYEQCQnZ2N559/HvPnz4cQAgMGDEC7du3g7e1909uCiIiIiEoOYXNzumBe/F5oJaJjYjQaERkZ6TQ2bNgwAMC6devcXt9bb72F6OhozJ8/335fTEyMwzJjx45Fp06dMG3aNPt9lStXtv/fYDAUyGnp0qV4/PHH4e/vDyCvY2IwGHD33Xfbn0d2djY7JkREREREN0jzU7kA4MiRIyhTpgwqVaqEXr162U+nulnLli3DPffcg8ceewzh4eGoW7cuPv30U3vcZrPh559/RtWqVdG+fXuEh4ejYcOG+OGHH6Tr3LFjB+Lj4zFw4ED7fYGBgXjyyScRFRWFMmXKYPDgwQgICChU7kREREREdyLNR0waNmyIBQsWoFq1ajh//jwmTZqEZs2aYd++fTf9Jf/48eP4+OOP8dJLL2HMmDHYvn07hg4dCm9vb/Tr1w8XL15EWloapk6dijfeeANvvfUWVqxYgUceeQRr165FixYtCqxz7ty5qF69Opo0aeJw/4QJEzBs2DDo9fqbztdoNDqcvlYUjEYj9Hp9ka+3OFyfe7C/qVDr09n8pbFgvXrdpuBA9cr9zI63ff0Ab2/A1w9mL53zNu6u22yWhkwGdVObt/p56QML7qv6AH/oTD7QB/gr1+8dpN7PXb1eVqOPPHj99rxOkGTdgWYf+PoY4aXI29X2trgYgXf1vPWwSWNGScwAAT0EdIrXGgCsBvkorF7IHzfvsdVPzKDI21e1PQ2ATaeHVSdfKNDP66YfGzYn02W5mRsA+HvL338+esCoy/vXGZ2/i9fDKs87QLbSfwnhq4zr/OXHKwAI8PWCr7cBAb4Ft62r932wv3pfsFrl21yneJ3z1q1+bB+9gLdewKgDvK/bRBahPlYW9jNA9d53d92BZhN8fbwQaHY/F1fHHKte/f5Q5eZq3de2dZa7p3w30Oq7zPWPxzomxUcnStgUAsnJyahQoQLeffddh9GJdevWoVWrVkhKSkJwcLByHd7e3rjnnnuwadMm+31Dhw7F9u3bsXnzZpw7dw5ly5ZFjx49sGjRIvsyDz30EMxmM7766iuH9WVmZiIqKgqvvfYaXn755aJ5ogBSUlIQFBSERYsWwc/Pr8jWCwB6vR5msxnp6emw2dRfXEqaG8094ctflPGN0XHSWNPTh5RtA4zqLxmpFsf8jL6+CKteCf8cPA5LpnpqTlVeAPCC5Yw0dqnfs8q28QnJyvjhzdsL3OdrMqJadGkcPn0J8C0lbVt/52/Kdau/TgJPvP2KNPb1K28r28q2ma+PF+IqhqPZsd0QWc6n8ox9opVy3al/q6ef1d8vn9oWAHwPrpXG9kY0cr5OCJhgReXS/tDr5V/Ojr4p3y7GIS8q8yp/Uj6NMQCsmPenNPZH9abSmK+3EU+VToP1dAJEVo7TZYKeH6p87KQsydzOAGYt+FXZ9o1azqdgzmdq85g0lpiaDZ0tF0LvBegLvscvpjl/PvnuTt0njf2QEyONAcDa5b8r4+93r6mMT/4zE7GR/jiamIbMHMd3W6lyEcq20T9+oYx36lxdGtuz5qiybaMe9yrjr+0Lhq+XHpUjzTiWmI7M3P+OnWnnjynbujK+fLoyHv7gw9LYkA/Vx7P8z4gbObbnc3WMn/X8/cr4V6M/kMbK9+7kVg7AnfV9oKhkZGSgZ8+eOH36NKKjo9Fo8k8wmtQ/WACAJSsdW8Y/iKtXryIw0MWPj+RUiesyBwcHo2rVqjh6VH0QVImKikKNGjUc7qtevTq+++47AEDp0qVhNBqdLvPnnwU/pL/99ltkZGSgb9++N52TypUrV5Dp5oHOXfm9/aSkJFgs8g//kuhGcz/2+2ZlfE0t+S99kfvUbcOu/2nvOv/kOB4ofYICoIPAyfV/Iftq6k3nBQBP5x6Qxq70Vr91915Sb7eNu04UuC/Q7AMI4M+9CRCB8t8rQlert1mui586Anzkud/sa5n/S2CDnfEQac6/pPh3uVu57szT6o6J0aT+8cCcmiiNpYY7/2XUABugA8x+vjAY5PtD1rYd0piPQf0LrjlFnhcAnF4r3+brLZWksQA/L/SvkATL3r0Q6c63ucFHPTqQkyvvXKzbdUrZ1ruUuj6LWTEKZcvUQW8FbAaT045Jiovf6/yzrkhjJzPVHZM129X7WUC38sr4liNXIYTA1qNXkHpd0Z7yhiBl2xwX7y/jXfJf8C/9sUXZ1q+juvbLxsM2BJjyxu+2HU1G6jWd0suH1dvElQnZycq4v9cj0pir1yP/M+JGju32dbs4xvsb1R0T1fHQ3LGhWzkAd9b3gaJy/XcyYcv7c8WdZUitxHVM0tLScOzYMfTp0+em19G0aVMcPnzY4b6///4bFSpUAJA3otKgQQPlMteaO3cuHnroIYSFyQvDFYbFYrklbzibzXbL1n2r3UjuWckpyriqGJartjk+6g+WrOyC4wO5mVnIvppaqLwAQOTIC+5ZXFweluHivKSrksfOzLYgJT0bwkv+hdHV83LVMTEoRgYKs80ys3Mh0tIhUp1vN1kRwHz6HPXroVd0HADAYJVvM6vi9bJBB4PBoOyYyJ4TAAhFsb+8vNS//ucky79kXc1Qt0V2NkR6urQzqNOrt5nQycfXrqarOx6uXi/V9oReD9j0ef86yVH1egGAwSbfl7JdfDFx9b43CPWYY2qmBVm5NqRmWpByXcckLUf95nP1/lJtU4uLL+Ou9rP8XLNybUjNcsy9sAULdVkZyrhRccxx9djXbjN3j+3urluV1/WPfb0b/Vy/U74PFBVP3E63C807Jq+88goefPBBVKhQAefOncOECRNgMBjQo0cPAEBiYiISExPtIyh79+5FQEAAypcvj9DQUABAmzZt8PDDD2PIkLxKwcOHD0eTJk3w5ptv4vHHH8e2bdswZ84czJkzx/64I0aMwBNPPIHmzZujVatWWLFiBX766acCs38dPXoU69evxy+/qE8XIiIiIqLbDwssFh/NZ+U6c+YMevTogWrVquHxxx9HqVKlsGXLFvvoxOzZs1G3bl08/fTTAIDmzZujbt26WLZsmX0dx44dw6VLl+y3GzRogKVLl+Krr75CrVq18Prrr+O9995Dr1697Ms8/PDDmD17NqZNm4batWvjs88+w3fffYf77rvPIb958+ahXLlyaNeu3a3cDEREREREdzTNR0wWL16sjE+cOBETJ05ULnPy5MkC9z3wwAN44IEHlO0GDBiAAQMGKJd588038eabbyqXISIiIiKiwtG8Y0JEREREVFJxuuDio/mpXERERERERBwxIY9X75Mx6rgi1rLre8q2tdoPU8a3/vSu4x02K3S5mbjPyxcNu4xQth0Qv0YZ73R3a3nbhgWLgF5LPeEocOn7grUvrHovpPuXhrmpDaUm7pS2/eQueV4AcFcXdb2PY6PktS0W3NNe2TZlSgOn91v1RqSZQtE0sRtSMpzPjvXI/ZOU635/o7qGCg6uUIYXPjNfGrv3Aee1RISvH1C1FjZ1fho2xexaSw9cksY2zlZP4zpvn7puxuMPV5PGJrz3hDRmsQmknktAwCONpYUS9f/IpzkGgLAK8ilPe//5nbJt6JT/U8ZzvpkqjdWIrYNUrwAE5KY6nQXraoS65k33U7WksS97xSrbfvdDG2Uc1e9ThpOOvYH00CpIOnakwKxPH4zrqmyb1n69Mj6lQXNpbJ7ieAQAAzqrayv9886ryPU3IS2wCi4fdsx9a8xZZdtPlh5WxsuPG6KM+z04XRlXyX/ewf4mtI6ugjW1DA65/xl+Utq2Xjfn9Yvs6/51ozLu6rONio+wCQg3RkPcWYbUOGJCRERERESaY8eEiIiIiIg0x1O5iIiIiIhk3DyVCzyVq9A4YkJERERERJrjiAkRERERkYRNCOjcqOpuY+X3QuOICRERERERaY4dEyIiIiIi0hxP5aI72rofFivjswar56Hf/ssSh9tGoxGlSpXC5cuXC52bqs6Jy5oCLmqkvPTIzAL3mYIDUbltYxz7fTPSD/0gbWvu8IZy3f+cvqKMPxH+jDRms6hrVwSO2uT0/mB/E1o3qIIHfp2PrOQU5TpkhjZ95aba5VO9JgP+5/z1yNvmIehfeQkMVuf1VwCgzNnd0tiMEG9lXmuqqmshjOv7ljTWMKqtNGYKDkT/l7vCdmAvkJHudJkfBr+vfOyLtWoo4yovtnhVGZ8VP0ca2zt9NnTVa0McdJ57hxPqmjWq99crg5RNEThiljLu33acMv7cyb9QOdKKyH2bC+zrPfuq27o6Loy+tFceLF1b2fbFUHlNGgAYgH/3dye5fxKvbOryeIdH1dsUqvemi22ST5Z7PGuN3BGEcLOOCU/lKjSOmBARERERkeY4YkJEREREJMHK78WHIyZERERERKQ5jpgQEREREUnYbIDOjdEQm60YkrnNccSEiIiIiIg0x44JERERERFpjqdyEd0irqYaBlzF5eq5XOLG150/1bG5Y0PllMCuptcc+usMZfz9qLuksUM3OQ1y/lSexxRtCzvFsiupM++XxgJedH5/sL8JraOrYFCd+2DUydddcdW70tjw/p+7m6JT+3/5RhrbnCqfpthqtWLeU6/i2O/HpFM0T2k7V/nY58/J1x9hVn88lW3xgjK+eMRGaaz/9qOonB2GY78fdZ773WWV61ZxtZ8NahitjDedrt4PH2xYEaYof9SoFgqRet1U0YXch6e6mBJYpTDvr3ouptwt7PFO3d69Y+W1x0eLxeJWG7p9CCHcmgqY0wUXHkdMiIiIiIhIcxwxISIiIiKSELa8P3eWo8LhiAkREREREWmOHRMiIiIiItIcT+UiIiIiIpKw2YSbdUx48XthccSEiIiIiIg0xxETIiIiIiIJYRMQboyGuLMMqbFjQkQFqGqwtPgrWdn2j2VfK+M/954gD+7boGyrJVd1Gua9uEoaC4iq7PR+fz9vmILCMKr+k9JaIADw/oZp7iXpLC8XeVdt87A0NixAXnPGFByIym0bK9c99gV5jRQAgCL+wZkV6rYudF+lqO8SHKhse7KbjzI+OV4ec1UPZ468RBAA4OqyV5TxV/vOQeXoNBw7fEW5zzhTmFojrtq6Uu+TMawFQkQusWNCRERERCTBEZPiw2tMiIiIiIhIc+yYEBERERGR5ngqFxERERGRhE0I6IQb0wW7sQypccSEiIiIiIg0x44JEREREZFE/sXv7vzdKlOmTEGTJk3g5+eH4OBgp8vodLoCf4sXL3ZYZt26dahXrx58fHwQGxuLBQsW3LKcbwY7JkREREREJVhOTg4ee+wxDB48WLnc/Pnzcf78eftf165d7bETJ06gc+fOaNWqFeLj4zFs2DA89dRTWLly5S3O3n06IXhCnFZSUlIQFBSE9957D76+vkW67vz54i9fvuxx88Uzd20w9+LnqXkDzF0rzF0bzF0bWuWemZmJYcOG4fTp04iOjkbsM4tg8PFz2c6anYGjn/TE1atXERiorpd0sxYsWIBhw4YhOTm5QEyn02Hp0qUOnZFrjRo1Cj///DP27dtnv6979+5ITk7GihWFqx1VVDhiQkREREQkIYSbp3L9+1t/SkqKw192dnax5fr888+jdOnSuPfeezFv3jxcO/6wefNmtG3b1mH59u3bY/PmzcWWnyvsmBARERERFZHo6GgEBQXZ//7v//6vWB538uTJWLJkCVatWoVu3brhueeewwcffGCPJyYmIiIiwqFNREQEUlJSkJmZWSw5usLpgomIiIiIJIRNwHYDld9Pnz7tcCqXj4+P0+VHjx6Nt956S7nOgwcPIi4uzq08X3vtNfv/69ati/T0dEyfPh1Dhw51q31JwI4JEREREVERCQwMdOsak5dffhn9+/dXLlOpUqWbzqNhw4Z4/fXXkZ2dDR8fH0RGRuLChQsOy1y4cAGBgYFFfq3zzWLHhIiIiIhIQggBd+aKutH5pMLCwhAWFnazabkUHx+PkJAQ+4hN48aN8csvvzgss2rVKjRu3PiW5XCj2DEhIiIiIirBEhIScOXKFSQkJMBqtSI+Ph4AEBsbC39/f/z000+4cOECGjVqBJPJhFWrVuHNN9/EK6+8Yl/Hs88+i1mzZmHkyJEYMGAA1qxZgyVLluDnn3/W6FkVxI4JEREREVEJNn78eHz++ef223Xr1gUArF27Fi1btoSXlxc+/PBDDB8+HEIIxMbG4t1338XTTz9tbxMTE4Off/4Zw4cPx8yZM1GuXDl89tlnaN++fbE/Hxl2TIiIiIiIJNyt6n4rK78vWLBAWaW9Q4cO6NChg8v1tGzZErt27SrCzIoWpwsmIiIiIiLNccSEiIiIiEjCZhOAG6Mh7kwpTGocMSEiIiIiIs2xY0JERERERJrjqVxERERERBLCZoWwWd1ajgqHIyZERERERKQ5jpgQEREREUlwxKT4cMSEiIiIiIg0xxETIiIiIiIJYbO5OWJiK4Zsbm8cMSEiIiIiIs2xY0JERERERJrjqVxERERERBLCaoWwunEqlxvLkBpHTIiIiIiISHMcMSEiIiIikhDCzemCBUdMCosjJkREREREpDl2TIiIiIiISHM8lYuIiIiISIKV34sPR0yIiIiIiEhzHDEhIiIiIpLgiEnx4YgJERERERFpjiMmREREREQSHDEpPhwxISIiIiIizbFjQkREREREmuOpXEREREREEsJmc/NULlsxZHN703zEZOLEidDpdA5/cXFx9vicOXPQsmVLBAYGQqfTITk52eU6P/74Y9SpUweBgYEIDAxE48aN8euvvzos88wzz6By5crw9fVFWFgYunTpgkOHDtnjly9fRocOHVCmTBn4+PggOjoaQ4YMQUpKisN6Jk2ahHLlyuG+++7D33//XbiNQURERER0h9K8YwIANWvWxPnz5+1/f/75pz2WkZGBDh06YMyYMW6vr1y5cpg6dSp27NiBv/76C61bt0aXLl2wf/9++zL169fH/PnzcfDgQaxcuRJCCLRr1w5Wa16PWK/Xo0uXLli2bBn+/vtvLFiwAL///jueffZZ+zo2btyIn3/+GT/++CN69uyJIUOGFMHWICIiIqKSwmazuv1HhVMiTuUyGo2IjIx0Ghs2bBgAYN26dW6v78EHH3S4PWXKFHz88cfYsmULatasCQAYNGiQPV6xYkW88cYbuOuuu3Dy5ElUrlwZISEhGDx4sH2ZChUq4LnnnsP06dPt9yUlJaFMmTKoU6cOLBYLFixY4HaORERERET0nxIxYnLkyBGUKVMGlSpVQq9evZCQkFBk67ZarVi8eDHS09PRuHFjp8ukp6dj/vz5iImJQXR0tNNlzp07h++//x4tWrSw39e+fXtkZWXBz88PHTp0wP/93/8VWd5ERERERHcSzUdMGjZsiAULFqBatWo4f/48Jk2ahGbNmmHfvn0ICAi46fXu3bsXjRs3RlZWFvz9/bF06VLUqFHDYZmPPvoII0eORHp6OqpVq4ZVq1bB29vbYZkePXrgxx9/RGZmJh588EF89tln9piXlxdWrFiBixcvIjg4uEBbdxmNRhiNRftSGI1G6PX6Il9vcWDu2mDuxc9T8waYu1aYuzaYuza0yv36x2Mdk+Kj+V7asWNH+//r1KmDhg0bokKFCliyZAkGDhx40+utVq0a4uPjcfXqVXz77bfo168f/vjjD4fOSa9evXD//ffj/PnzePvtt/H4449j48aNMJlM9mVmzJiBCRMm4O+//8arr76Kl156CR999JHDY4WHh990ngAQGhoKPz+/Qq3jenq9HmazGQBg87BZIpi7Nph78fPUvAHmrhXmrg3mrg2tcs/IyCi2xyJHmndMrhccHIyqVavi6NGjhVqPt7c3YmNjAeRd6L59+3bMnDkTn3zyiX2ZoKAgBAUFoUqVKmjUqBFCQkKwdOlS9OjRw75MZGQkIiMjERcXh9DQUDRr1gyvvfYaoqKiCpXfta5cuYLMzMwiWx/wX28/KSkJFoulSNd9qzF3bTD34uepeQPMXSvMXRvMXRta5X79dzKOmBSfEtcxSUtLw7Fjx9CnT58iXa/NZkN2drY0LoSAEEK5TH5vXbXMzbBYLLfkDWez2W7Zum815q4N5l78PDVvgLlrhblrg7lrQ4vcPXE73S4075i88sorePDBB1GhQgWcO3cOEyZMgMFgsI9aJCYmIjEx0T6CsnfvXgQEBKB8+fIIDQ0FALRp0wYPP/ywfbreV199FR07dkT58uWRmpqKRYsWYd26dVi5ciUA4Pjx4/j666/Rrl07hIWF4cyZM5g6dSp8fX3RqVMnAMAvv/yCCxcuoEGDBvD398f+/fsxYsQING3aFBUrVizmrUREREREmrBaIfRujIZYOWJSWJp3TM6cOYMePXrg8uXLCAsLw3333YctW7YgLCwMADB79mxMmjTJvnzz5s0BAPPnz0f//v0BAMeOHcOlS5fsy1y8eBF9+/bF+fPnERQUhDp16mDlypW4//77AQAmkwkbNmzAe++9h6SkJERERKB58+bYtGmT/XoRX19ffPrppxg+fDiys7MRHR2NRx55BKNHjy6OzUJEREREdEfRvGOyePFiZXzixImYOHGicpmTJ0863J47d65y+TJlyuCXX35RLtOqVSts2rRJuQwRERERERUNzTsmREREREQllRBWwJ2L3wVP5SqsElFgkYiIiIiI7mwcMSEiIiIikhA2m3sjJh5WJ6Yk4ogJERERERFpjh0TIiIiIiLSHE/lIiIiIiKSEDY3L35n5fdC44gJERERERFpjiMmREREREQSeRe/u76wnRe/Fx5HTIiIiIiISHPsmBARERERkeZ4KhcRERERkQQvfi8+HDEhIiIiIiLNccSEiIiIiEiCIybFhyMmRERERESkOY6YEBERERFJ2GxW6DhiUiw4YkJERERERJpjx4SIiIiIiDTHU7mIiIiIiCSE1Qbo3DiVy8rK74XFERMiIiIiItIcR0yIiIiIiCSEcHO6YMGL3wuLIyZERERERKQ5dkyIiIiIiEhzPJWLiIiIiEhC2KzuXfzOOiaFxhETIiIiIiLSHEdMiIiIiIgkOGJSfDhiQkREREREmuOICRERERGRBEdMig9HTIiIiIiISHMcMdGQEAIAkJWVVeTrNhqNyMjIQGZmJiwWS5Gv/1Zi7tpg7sXPU/MGmLtWmLs2mLs2tMo9/3tZ/vc0WHMh3Glozb1lOd0p2DHRUGpqKgBg9OjRGmdCRERERNfKzs5GZGQkEg8scbtNZGQkvL29b2FWtzedsHcHqbjZbDacO3cOAQEB0Ol0WqdDREREdMcTQiA1NRVlypRBTk4OcnJy3G7r7e0Nk8l0C7O7vbFjQkREREREmuPF70REREREpDl2TIiIiIiISHPsmBARERERkebYMSEiIiIiIs2xY0JERLc9i8WC9PR0rdMgD8H9hUgb7JjcJrKysjB16lSMHj0a58+f1zodt23btg01a9ZE5cqVsXjxYq3TuSGXLl3CM888g+7du2Pfvn1ap3NDPDn3o0ePon379mjUqBHWrVundTo3xFPfp4Bn5/7zzz+jUqVKqFOnDt555x2t07khnrq/e2reAPcXrXhy7lR0OF3wbaJXr14wmUyIi4vDggULsH//fq1Tckv9+vUxduxY1K1bF7Vr18bly5fh4+OjdVpueeCBB1CvXj3UrFkTI0aMwKlTpzymHo0n5968eXP07NkTdevWRadOnXDhwgUYjZ5RK9ZT36eAZ+devXp1zJo1C3fddRfKlSuHy5cvw2w2a52WWzx1f/fUvAHuL1rx5NypCAm6LURFRYl9+/YJIYTw8vISFy5c0Dgj91SoUEFs3bpVpKenC6PRKK5cuaJ1Sm7L3+Y2m82jtrkQnp17uXLlxK5du0Rubq7w8vIS//zzj9Ypuc1T36dCeHbuVatWFWvWrBGXL18WXl5eIiUlReuU3Oap+7un5i0E9xeteHLuVHTYFb1NtGjRAjNnzkTVqlVRvnx5hIeHa52SW8aOHYvevXsjJCQE/fr1Q0hIiNYpua1r16549dVXUbFiRdSpU8djtjng2bk/9dRTePbZZ1GmTBm0adMGpUuX1jolt3nq+xTw7NynT5+Ofv36wWg0Yty4cQgICNA6Jbd56v7uqXkD3F+04sm5U9HhqVy3iYyMDLz33ntISkrCkCFDUKFCBa1Tctvp06eRkpKCmjVrap3KDbHZbFi8eDGSkpLQu3dvBAUFaZ2S2zw5dwDYtGkTkpKS0L59e48a6vfk96kn5w4AOTk5yM7O9qgvmfk8dX/31LwB7i9a8eTcqWiwY0JERERERJpjd/Q2lZ2dDQAl/kLyHTt2oH79+lqnUaSEELDZbDAYDFqn4parV68iMTERABAZGVniR08uXbrEIf4SwFOOMQDw3XffoWPHjvDz89M6lSJz4cIFZGdno3z58lqnomSxWLB//36HY0yNGjXg5eWlcWZy3F+05Yn7DBUhTa9woSL122+/iY4dO4rg4GCh1+uFXq8XwcHBomPHjmLVqlVap+eUTqcTlStXFlOmTBFnz57VOp0bkpubK8aOHSuaN28uxo8fL4QQYtq0acLPz094e3uLvn37iuzsbI2zlPv0009F9erV7ftK/l/16tXFZ599pnV6Unq9XrRq1UosXLhQZGVlaZ3ODfv0009F3759xbx584QQQixevFjExcWJmJgY+35UUnniMUaIvONMYGCgePrpp8WWLVu0TueGpKSkiF69eony5cvbjynPPfec0Ol0Qq/Xi+bNm4urV69qnWYBVqtVjB07VgQHBwudTufwFxwcLMaNGyesVqvWaTrF/UUbnrzPUNFhx+Q2sWDBAmE0GkX37t3F/PnzxS+//CJ++eUXMX/+fNGjRw/h5eUlvvjiC63TLECn04mnn35ahIeHC6PRKDp37iyWLl0qLBaL1qm5NG7cOBERESFeeuklUaNGDfHss8+K6Oho8eWXX4rPP/9clC1bVrz11ltap+lUfgdq9OjRYu3ateLAgQPiwIEDYu3ateLVV18VZrNZTJ8+Xes0ndLpdKJDhw7C29tbhISEiCFDhohdu3ZpnZZbZsyYIcxms3jkkUdEVFSUeOONN0SpUqXEG2+8ISZNmiQCAwPFJ598onWaTnnqMUaIvH1m8uTJom7dukKn04maNWuKGTNmiEuXLmmdmktDhgwRcXFx4v333xctW7YUXbp0EbVq1RJ//vmn+OOPP0SNGjXEmDFjtE6zgBEjRoiwsDAxe/ZsceLECZGRkSEyMjLEiRMnxCeffCLCw8PFyJEjtU7TKe4v2vDkfYaKDjsmt4kqVaqIWbNmSeMffvihiI2NLcaM3KPT6cSFCxdEbm6u+Pbbb0WnTp2EwWAQERERYuTIkeLw4cNapyhVqVIl8dNPPwkhhDhy5IjQ6/Vi8eLF9vjXX38tatWqpVV6SuXLlxdff/21NL548WIRHR1djBm5L3+f+eeff8Tbb78tatSoIfR6vahXr5746KOPSuyvgUIIERcXJxYuXCiEEGLnzp3CaDQ6jE599tlnon79+lqlp+Spxxgh/ttnhBDir7/+EoMHDxbBwcHCx8dHPPbYY+K3337TOEO56OhosWbNGiGEEGfPnhU6nc5+3BFCiOXLl4tq1applZ5URESEWLFihTS+YsUKER4eXowZuY/7izY8eZ+hosOOyW3Cx8dHHDp0SBo/dOiQMJlMxZiRe679AMh35swZMXnyZFGpUiWh1+tFs2bNNMpOzWQyiYSEBIfbBw8etN8+fvy4CAgI0CI1l0wmkzhw4IA0vn//fuHr61uMGbnP2T6zadMmMWDAABEQECD8/PxEnz59NMpOzdfXV5w6dcp+28fHx14bRIi8Dm5wcLAWqbnkqccYIZzvM5mZmeKLL74QLVu2FHq9XlSsWFGj7NR8fHwcjjN+fn4OP9icPHlS+Pn5aZGakp+fn9izZ480vnv3bmE2m4sxI/dxf9GGJ+8zVHT0Wl/jQkWjZs2amDt3rjQ+b9481KhRoxgzco+zauNly5bFa6+9hmPHjuG3335DdHS0Bpm5FhQUhOTkZPvtevXqOUwtmZ2dXWKrqTdo0ABTp06FxWIpELNarXjrrbfQoEEDDTJzzdk2bdy4MebOnYvz58/j/fffx7FjxzTIzDU/Pz+kp6fbb4eFhcHf399hGWevSUngqccYwPk+YzKZ0KdPH6xduxaHDx9Gz549NcjMtVKlSuGff/6x3+7SpQuCg4Ptt9PS0krkBAQtW7bEK6+8gkuXLhWIXbp0CaNGjULLli2LPzE3cH/RhifvM1R0OCvXbeKdd97BAw88gBUrVqBt27aIiIgAkDcTx+rVq3H8+HH8/PPPGmdZkHAxW3WbNm3Qpk2bYsrmxtSoUQM7d+5E7dq1AQAbN250iO/duxdVqlTRIjWXZs2ahfbt2yMyMhLNmzd32F/Wr18Pb29v/Pbbbxpn6ZxqnzGbzRg4cCAGDhxYjBm5Ly4uDnv27EH16tUB5NXwudahQ4dQsWJFDTJzzVOPMYDr40xsbCymTJlSTNncmDp16mD79u2oV68eAGDRokUO8e3bt9v3p5Jk9uzZ6NSpE6KiolC7dm2H/WXv3r2oUaMGli9frnGW6mWTEAAAIxJJREFUznF/0YYn7zNUdFjH5DZy8uRJfPzxx9iyZYvDNHuNGzfGs88+WyK/8Pzxxx9o2rSpRxZS+vvvv+Hl5YWYmBin8UWLFsFoNOLxxx8v5szck5qaii+//NLp/tKzZ08EBgZqnKFzn3/+Obp3715if/VT2bhxI8xmM+6++26n8Y8++gg2mw1Dhgwp3sTc5InHGAA4deoUypcvX2JHMFWuXLkCvV7v8Kv3tX799Vf4+vqWyF+SbTYbVq5c6XR/adeuHfT6knnSBvcX7XjqPkNFhx0TIiIiIiLSnOf9TE1K1xcmioqKQvXq1UtsYaLs7Gzo9Xp7fseOHcO8efOQkJCAChUqYODAgdIRiZLCarU6FFPcunUrsrOz0bhx4xK73fMlJiZi69atDvvLvffei8jISI0zc19ycjK++eYb+z7z2GOPlfgikdfz5OJnJf0YAwBnzpyByWSyF+bcsGEDZs+ebd9nnn/+eTRu3FjjLOWEEDh58iSio6NhNBqRk5ODpUuXIjs7G506dSrRBUe3bduGzZs3O/z63aRJkxJ7DRvA/UVrnrjPUBHS6qp7KlqeWpioRYsW4ptvvhFCCPHnn38KHx8fUadOHfHEE0+IunXrCj8/P7Fp0yaNs3Tu3LlzomnTpsJgMIjmzZuLK1euiM6dO9u3e9WqVcW5c+e0TtOptLQ00atXL2EwGITRaBTh4eH2WjIGg0H07t1bpKena52mUw8//LB9n9m3b58oXbq0CAsLEw0bNhQREREiMjJSOeOYllj8TBv33nuvfcrUH374Qej1evHQQw+JUaNGiYcfflh4eXk5TKlakhw6dEhUqFBB6PV6ERsbK44fPy7q168vzGaz8PPzE6VLlxZ///231mkWcOHCBXHfffcJnU4nKlSoIO69915x7733igoVKgidTifuu+++AjNflRTcX7ThyfsMFR12TG4TnlqYKDAw0H6QbNGihRg+fLhDfNy4caJp06ZapOZSnz59RJMmTcSyZcvEE088IZo0aSKaNWsmzpw5I06dOiWaNm0qnn/+ea3TdGrgwIGiSpUqYsWKFQ7FLC0Wi1i5cqWoWrWqeOqppzTMUC4kJMQ+LXPHjh1Fz549RXZ2thBCiJycHDFw4EDRrl07LVOUYvEzbZjNZnH8+HEhhBANGzYUU6dOdYh/8MEHom7dulqk5lKXLl3EQw89JPbs2SOGDRsmqlevLrp06SJycnJEVlaWePDBB0Xv3r21TrOAbt26icaNGzudYvrQoUOiSZMm4tFHH9UgM9e4v2jDk/cZKjrsmNwmPLUwkdlstn/JjIiIEPHx8Q7xo0ePCn9/fy1ScykqKkps3rxZCCHE5cuXhU6nE7///rs9vnr1alGpUiWt0lMKDg4WGzdulMb//PPPEltPw9fXVxw9elQIkfca7Ny50yF++PBhERQUpEFmrrH4mTaCgoLE7t27hRBChIeH2/+f7+jRoyW2tkNYWJjYtWuXECJvpFOn04kNGzbY4xs3bhTly5fXKDs5f3//Au/Na/31118l9tjO/UUbnrzPUNHh9Aa3idTUVJQpU0Yaj4qKcqifUFI0bNgQP/30EwCgcuXK2L17t0M8Pj4eoaGhWqTmUlJSEsqWLQsACA0NhZ+fHypUqGCPx8bG4vz581qlp2Sz2eDt7S2Ne3t7w2azFWNG7qtTpw7WrFkDIO/c41OnTjnET506BV9fXy1Sc+nixYuIjY0FAJQpUwa+vr6oWrWqPV6rVq0CUwiXFJ56jAGAFi1a4KuvvgIA1K1bF+vWrXOIr1271v5eLmnS0tLsx0Cz2Qyz2YyoqCh7PDo6GhcuXNAqPSkfHx+kpKRI46mpqSV2Zj3uL9rw5H2Gig4vfr9N5BcmWrhwYYEL20pyYaI33ngDHTt2RHp6Onr06IGXX34ZR44cQfXq1XH48GG8//77ePXVV7VO06nw8HCcP3/eXgByyJAhDp2opKQkmM1mrdJTeuCBBzBo0CDMnTsXdevWdYjt2rULgwcPxoMPPqhRdmqvvfYa+vbtCy8vLwwdOhTDhw/H5cuX7fvMhAkT0KdPH63TdCq/+Fn+PuOJxc887RgDAFOnTkWzZs1w7tw53HfffRg7dqy9nsPhw4fx9ddfY/bs2Vqn6VSZMmWQkJBgnxhh2rRpCA8Pt8f/+ecfhISEaJWe1BNPPIF+/fphxowZaNOmjX368ZSUFKxevRovvfQSevTooXGWznF/0YYn7zNUhLQesqGikZCQIGrVqiWMRqOoW7eu6NChg+jQoYOoW7euMBqNok6dOiIhIUHrNJ3atGmTaNSoUYELasuWLSvee+89rdOTeuihh5T5zZo1S7Ru3boYM3LflStXRIcOHYROpxOhoaEiLi5OxMXFidDQUKHX60XHjh1FUlKS1mlKffvtt6JcuXJCr9c77DMmk0kMGzbM4bqZkqRDhw5i9uzZ0vj8+fNFkyZNijEj93nyMUaIvNNvunfvLgICAuz7i5eXl2jSpIlYunSp1ulJPfPMM+LTTz+Vxv/v//5PdOrUqRgzck9WVpZ49tlnhbe3t9Dr9cJkMgmTyST0er3w9vYWgwcPFllZWVqnKcX9pfh5+j5DRYN1TG4jnl6Y6J9//sHx48dhs9kQFRVVYou1uWvbtm3w8/NDrVq1tE5F6uDBg073l7i4OI0zc81qtWLnzp0O+0z9+vUREBCgdWpSLH6mPSEELl68CJvNhtKlS5foaY7dceLECZhMJofTdUqSlJQU/PXXX/bThyIjI1G/fv0SW8D1etxfip+n7zNUOOyYEBERERGR5niNyW3G0woTeXohq8uXL2PPnj246667EBoaikuXLmHu3LnIzs7GY489hurVq2udolROTg5++OEHp/tLly5dlBfHa8nTi3IKFj8rdjt37kRISIh9v/jf//7ncJwZMmQIunfvrnGWcvkjm/mjmYcOHcLMmTORnZ2N3r17o3Xr1lqn6NSlS5cwb948p/tL//79ERYWpnGGznF/0Y6n7jNUhDQ8jYyKkKcWJvLkQlZbt24VQUFBQqfTiZCQEPHXX3+JmJgYUaVKFVG5cmXh6+srduzYoXWaTh05ckRUqlRJmEwm0aJFC/H444+Lxx9/XLRo0UKYTCYRGxsrjhw5onWaTnlyUU4WP9NGnTp1xKpVq4QQQnz66afC19dXDB06VHz88cdi2LBhwt/fX8ydO1fjLJ379ddfhbe3twgNDRUmk0n8+uuvIiwsTLRt21a0bt1aGAwGsXr1aq3TLGDbtm0iJCRElC1bVvTr10+MHDlSjBw5UvTr10+UK1dOhIaGiu3bt2udplPcX7ThyfsMFR12TG4TnlqYyJMLWbVt21Y89dRTIiUlRUyfPl2UK1fOoSjhk08+Kbp27aphhnJt27YVXbp0cVpl/OrVq6JLly4ltkihJxflZPEzbfj6+oqTJ08KIYSoW7eumDNnjkN84cKFokaNGlqk5lLjxo3F2LFjhRBCfPXVVyIkJMShCOfo0aPF/fffr1V6Ug0bNhSDBg0SNputQMxms4lBgwaJRo0aaZCZa9xftOHJ+wwVHXZMbhOeWpjIkwtZhYSEiAMHDggh8iqO6/V6sXXrVnt8x44domzZslqlp+Tr6yv27t0rje/Zs0f4+voWY0bu8+SinCx+po1SpUqJv/76SwiRd5xxts+U1P09MDDQPnpptVqF0Wh0eB327t0rIiIitEpPymQy2d+nzhw8eFCYTKZizMh93F+04cn7DBWdkj+FCrnFUwsTeXIhq5ycHHshPy8vL/j5+TlcH1C6dGlcvnxZq/SUgoODcfLkSWn85MmT0pmjtObJRTlZ/EwbHTt2xMcffwwg75jz7bffOsSXLFliL3xZEul0OgCAXq+HyWRCUFCQPRYQEICrV69qlZpUZGQktm3bJo1v27YNERERxZiR+7i/aMOT9xkqOrz4/TbhqYWJPLmQVXR0NI4fP26f1njx4sUOXzLPnz9fYi9kfuqpp9C3b1+89tpraNOmjf1gf+HCBaxevRpvvPEGXnjhBY2zdM6Ti3Ky+Jk23nrrLTRt2hQtWrTAPffcg3feeQfr1q2z7zNbtmzB0qVLtU7TqYoVK+LIkSOoXLkyAGDz5s32/QcAEhISSuTUr6+88goGDRqEHTt2OD3GfPrpp3j77bc1ztI57i/a8OR9hoqQ1kM2VDQ8uTCRpxaymjhxovjqq6+k8TFjxohHHnmkGDO6MVOnThVRUVFCp9MJvV5vL1YYFRUl3nrrLa3TU/LUopwsfqadpKQkMWrUKFGjRg1hMpmEt7e3qFChgujZs2eJvqD2448/FsuXL5fGX331VTFw4MBizMh9ixcvFg0bNhRGo9H+HjUajaJhw4bi66+/1jo9Je4v2vDkfYaKBuuY3GZSUlKwY8cOh2n2PKUwkbjNClllZGTAYDCU2NNb8p04ccJhfynJU+1e73Yryukpxc889RhD2sjNzcWlS5cA4LY4ttOtx33mzsWOCRERERERaY4Xv98h/vrrL6xfv17rNG7Yjz/+iC+++ELrNG4Kc9eGp+7rAHPXykcffYTJkydrncZN8dTcPTVvgLlrxZNzJ/dxxOQOUb16dfz999+wWq1ap3JD4uLicOTIEY/LG2DuWvHUfR1g7lpp06YNTpw4gePHj2udyg3z1Nw9NW+AuWvFk3Mn97Fjcoc4d+4ccnNzUaFCBa1TIbqlPHlfZ+5ERHQnY8eEiIiIiIg0xzomVKKlp6djx44daN68udap3DDmfmslJiZi69atDrNDNWzYEJGRkRpn5hpz18aaNWvw559/4vz589Dr9ahUqRIeeughVKlSRevUXPLU3D017927d2PHjh1o2bIlKlWqhP379+PDDz+EzWbDww8/jPbt22udohRzJ4+m0TTFVMRycnLEiBEjROXKlUWDBg3E3LlzHeKJiYlCr9drlN3Ni4+P98i8hWDut0paWpro1auXMBgMwmg0ivDwcBEeHi6MRqMwGAyid+/eIj09Xes0nWLu2rhw4YK49957hV6vF0ajUej1elG/fn0RGRkpDAaDGDFihNYpSnlq7p6atxBCfPfdd8JgMIhSpUoJf39/sWrVKhEcHCzatm0r2rdvLwwGg1i4cKHWaTrF3MnTsWNym5gwYYKIiIgQ06dPF2PHjhVBQUFi0KBB9nhiYqLQ6XQaZnhzSvIXZFeY+60xcOBAUaVKFbFixQphsVjs91ssFrFy5UpRtWpV8dRTT2mYoRxz18YTTzwhunbtKq5evSqysrLEkCFDRN++fYUQQqxevVqUKlWqxBbm9NTcPTVvIYSoV6+eeOONN4QQQnz11VciODhYTJ482R5/++23xd13361VekrMnTwdOya3idjYWPHTTz/Zbx85ckTExsaK/v37C5vNVmJHTEJCQpR/gYGBJTJvIZi7VoKDg8XGjRul8T///FMEBwcXY0buY+7aCAwMFPv27bPfTktLE15eXuLq1atCCCH+97//iWrVqmmVnpKn5u6peQshhNlsFidOnBBCCGGz2YSXl5fYs2ePPX7s2DHh7++vUXZqzJ08Ha8xuU2cPXsWtWrVst+OjY3FunXr0Lp1a/Tp0wfTpk3TMDu57OxsDB48GLVr13YaP3XqFCZNmlTMWbmHuWvDZrPB29tbGvf29obNZivGjNzH3LXh4+MDnU5nv63X62G1WmGxWAAATZo0wcmTJzXKTs1Tc/fUvAEgICAAly9fRsWKFZGcnAyLxYLLly/b45cvX4a/v7+GGcoxd/J4WveMqGjExMSI33//vcD9Z8+eFVWrVhX3339/ifwFvEmTJsrh/JJ8ShFz10bPnj1F3bp1xc6dOwvEdu7cKerXry969eqlQWauMXdtPPzww6Jbt24iLS1N5OTkiGHDhonY2Fh7fMuWLSIyMlLDDOU8NXdPzVsIIXr37i0aNmwovvzyS/Hggw+K9u3bi0aNGomDBw+KQ4cOiRYtWohHH31U6zSdYu7k6dgxuU0MHDhQDBgwwGnszJkzIjY2tkR+0ZwyZYqYOHGiNJ6QkCD69+9fjBm5j7lr48qVK6JDhw5Cp9OJ0NBQERcXJ+Li4kRoaKjQ6/WiY8eOIikpSes0nWLu2jh27JioXLmyMBqNwsvLSwQHB4tVq1bZ4/PnzxejR4/WMEM5T83dU/MWIu+azPvvv1/4+/uL9u3bi+TkZDFkyBCh0+mEXq8XVapUEUePHtU6TaeYO3k61jG5TZw6dQqHDh2STqV37tw5rFq1Cv369SvmzIhujUOHDmHz5s0O09Y2btwYcXFxGmfmGnMvfhkZGdi4cSOys7PRqFEjlC5dWuuU3OapuXtq3jLHjh1DZmYm4uLiYDR61pnwzJ08BTsmRERERESkOb3WCVDReOedd3Dq1Cmt07hhnpo3wNy1wty14cm5nzlzBpcuXbLf3rBhA3r16oVmzZqhd+/e2Lx5s4bZqXlq7p6aN8DcteLJuVPRYcfkNjFixAhUrlwZ999/P77++mvk5ORonZJbPDVvgLlrhblrw5Nz79atG7Zs2QIA+PHHH9GyZUukpaWhadOmyMjIQIsWLbB8+XKNs3TOU3P31LwB5q4VT86dipC2l7hQUdHpdGL+/PmiS5cuwsvLS5QqVUq8+OKLYu/evVqnpuSpeQvB3LXC3LXhybmbzWZx/PhxIYQQDRs2FFOnTnWIf/DBB6Ju3bpapOaSp+buqXkLwdy14sm5U9Fhx+Q2odPpxIULF4QQQly4cEG89dZbIi4uTuj1etGgQQMxZ84ckZKSonGWBXlq3kIwd60wd214cu5BQUFi9+7dQgghwsPD7f/Pd/ToUeHn56dFai55au6emrcQzF0rnpw7FR2eynUbCg8Px8iRI3Hw4EGsW7cONWrUwPDhwxEVFaV1akqemjfA3LXC3LXhabm3aNECX331FQCgbt26WLdunUN87dq1KFu2rAaZueapuXtq3gBz14on505FSOueERUNvV5v/zXTmatXr4o5c+YUY0bu8dS8hWDuWmHu2vDk3A8cOCBKlSol+vbtK15//XXh7+8vevfuLaZMmSL69u0rfHx8xPz587VO0ylPzd1T8xaCuWvFk3OnosOOyW3i2tMsPImn5i0Ec9cKc9eGJ+cuRN5pIN27dxcBAQFCp9MJnU4nvLy8RJMmTcTSpUu1Tk/JU3P31LyFYO5a8eTcqWiwjgkREd0xhBC4ePEibDYbSpcuDS8vL61Tcpun5u6peQPMXSuenDsVDq8xuUOcPn0aAwYM0DqNG+apeQPMXSvMXRuekrtOp0NERASioqLsX3aY+63lqXkDzF0rnpw7FQ5HTO4Qu3fvRr169WC1WrVO5YZ4at4Ac9cKc9cGc9eGp+buqXkDzF0rnpw7uc+odQJUNJYtW6aMHz9+vJgyuTGemjfA3LXC3LXB3LXhqbl7at4Ac9eKJ+dORYcjJrcJvV4PnU4H1cup0+lK3C8Nnpo3wNy1wty1wdy14am5e2reAHPXiifnTkWH15jcJqKiovD999/DZrM5/du5c6fWKTrlqXkDzF0rzF0bzF0bnpq7p+YNMHeteHLuVHTYMblN1K9fHzt27JDGXf0KoRVPzRtg7lph7tpg7trw1Nw9NW+AuWvFk3OnosNrTG4TI0aMQHp6ujQeGxuLtWvXFmNG7vHUvAHmrhXmrg3mrg1Pzd1T8waYu1Y8OXcqOrzGhIiIiIiINMdTuYiIiIiISHPsmBARERERkebYMSEiIiIiIs2xY0JERERERJpjx4SIiIiIiDTHjgkRkZtOnjwJnU6H+Ph4t9ssWLAAwcHBtywnT3Iz2+9m5eTkIDY2Fps2bbrlj1VYly5dQnh4OM6cOaN1KkREmmLHhIgIQP/+/aHT6aDT6eDl5YWYmBiMHDkSWVlZ9mWio6Nx/vx51KpVq8gfu2vXrm4vv3nzZhgMBnTu3LlI87jVbtX2c2b27NmIiYlBkyZN7PfpdDr88MMPAPI6SQMHDkRMTAx8fX1RuXJlTJgwATk5OQ7r2bNnD5o1awaTyYTo6GhMmzatwGN98803iIuLg8lkQu3atfHLL784xIUQGD9+PKKiouDr64u2bdviyJEj9njp0qXRt29fTJgwoQi3ABGR52HHhIjoXx06dMD58+dx/PhxzJgxA5988onDl0WDwYDIyEgYjdrWpp07dy5eeOEFrF+/HufOndM0lxtRXNtPCIFZs2Zh4MCB0mUOHToEm82GTz75BPv378eMGTMwe/ZsjBkzxr5MSkoK2rVrhwoVKmDHjh2YPn06Jk6ciDlz5tiX2bRpE3r06IGBAwdi165d6Nq1K7p27Yp9+/bZl5k2bRref/99zJ49G1u3boXZbEb79u0dOr1PPvkkFi5ciCtXrhTx1iAi8iCCiIhEv379RJcuXRzue+SRR0TdunXtt0+cOCEAiF27dtnv+/HHH0VsbKzw8fERLVu2FAsWLBAARFJSkhBCiPnz54ugoCCxYsUKERcXJ8xms2jfvr04d+6cEEKICRMmCAAOf2vXrpXmmZqaKvz9/cWhQ4fEE088IaZMmeIQv3LliujZs6coXbq0MJlMIjY2VsybN88eP336tOjevbsICQkRfn5+on79+mLLli32+A8//CDq1q0rfHx8RExMjJg4caLIzc21xwGITz/9VHTt2lX4+vqK2NhY8eOPP7r1+M6237p160SDBg2Et7e3iIyMFKNGjXJ4vBYtWogXXnhBjBgxQoSEhIiIiAgxYcIE6fYRQojt27cLvV4vUlJSHO4HIJYuXSptN23aNBETE2O//dFHH4mQkBCRnZ1tv2/UqFGiWrVq9tuPP/646Ny5s8N6GjZsKJ555hkhhBA2m01ERkaK6dOn2+PJycnCx8dHfPXVVw7tYmJixGeffaZ8bkREtzOOmBARObFv3z5s2rQJ3t7e0mVOnDiBRx99FF27dsXu3bvxzDPPYOzYsQWWy8jIwNtvv43//e9/WL9+PRISEvDKK68AAF555RU8/vjj9tGa8+fPO5x+dL0lS5YgLi4O1apVQ+/evTFv3jwIIezx1157DQcOHMCvv/6KgwcP4uOPP0bp0qUBAGlpaWjRogXOnj2LZcuWYffu3Rg5ciRsNhsAYMOGDejbty9efPFFHDhwAJ988gkWLFiAKVOmOOQwadIkPP7449izZw86deqEXr162X/pVz3+9c6ePYtOnTqhQYMG2L17Nz7++GPMnTsXb7zxhsNyn3/+OcxmM7Zu3Ypp06Zh8uTJWLVqlXQbbdiwAVWrVkVAQIB0GWeuXr2K0NBQ++3NmzejefPmDvtA+/btcfjwYSQlJdmXadu2rcN62rdvj82bNwPI20cSExMdlgkKCkLDhg3ty+S79957sWHDhhvKmYjodqLt+QhERCXI8uXL4e/vD4vFguzsbOj1esyaNUu6/CeffIJq1aph+vTpAIBq1aph3759Bb7I5+bmYvbs2ahcuTIAYMiQIZg8eTIAwN/fH76+vsjOzkZkZKTLHOfOnYvevXsDyDv17OrVq/jjjz/QsmVLAEBCQgLq1q2Le+65BwBQsWJFe9tFixbhn3/+wfbt2+1fwGNjY+3xSZMmYfTo0ejXrx8AoFKlSnj99dcxcuRIh1Pa+vfvjx49egAA3nzzTbz//vvYtm0bOnTooHz863300UeIjo7GrFmzoNPpEBcXh3PnzmHUqFEYP3489Pq8387q1Kljf/wqVapg1qxZWL16Ne6//36n6z116hTKlCnjclte6+jRo/jggw/w9ttv2+9LTExETEyMw3IRERH2WEhICBITE+33XbtMYmKifblr2zlbJl+ZMmWwa9euG8qbiOh2wo4JEdG/WrVqhY8//hjp6emYMWMGjEYjunXrJl3+8OHDaNCggcN99957b4Hl/Pz87J0SAIiKisLFixdvOL/Dhw9j27ZtWLp0KQDAaDTiiSeewNy5c+0dk8GDB6Nbt27YuXMn2rVrh65du9pHYOLj41G3bl2HUYFr7d69Gxs3bnToWFmtVmRlZSEjIwN+fn4A8joK+cxmMwIDA+3PR/X41zt48CAaN24MnU5nv69p06ZIS0vDmTNnUL58+QKPB7jefpmZmTCZTNL49c6ePYsOHTrgsccew9NPP+12u6Lm6+uLjIwMzR6fiEhrPJWLiOhfZrMZsbGxuOuuuzBv3jxs3boVc+fOLfR6vby8HG7rdDqH06/cNXfuXFgsFpQpUwZGoxFGoxEff/wxvvvuO1y9ehUA0LFjR5w6dQrDhw/HuXPn0KZNG/tpY76+vsr1p6WlYdKkSYiPj7f/7d27F0eOHHH4ou/s+eSfDqZ6/JulejxnSpcubT/VypVz586hVatWaNKkicNF7QAQGRmJCxcuONyXfzt/dEu2zLXxa9s5WybflStXEBYW5lbeRES3I3ZMiIic0Ov1GDNmDMaNG4fMzEyny1SrVg1//fWXw33bt2+/4cfy9vaG1WpVLmOxWPDFF1/gnXfeceg47N69G2XKlMFXX31lXzYsLAz9+vXDl19+iffee8/+hbtOnTqIj4+XzvxUr149HD58GLGxsQX+8k+rcofs8a9XvXp1bN682aGTtnHjRgQEBKBcuXJuP9716tati0OHDrns/J09exYtW7ZE/fr1MX/+/ALPsXHjxli/fj1yc3Pt961atQrVqlVDSEiIfZnVq1c7tFu1ahUaN24MAIiJiUFkZKTDMikpKdi6dat9mXz79u1D3bp1b/wJExHdJtgxISKSeOyxx2AwGPDhhx86jT/zzDM4dOgQRo0ahb///htLlizBggULAMDh9CRXKlasiD179uDw4cO4dOmSwxfhfMuXL0dSUhIGDhyIWrVqOfx169bNPrIzfvx4/Pjjjzh69Cj279+P5cuXo3r16gCAHj16IDIyEl27dsXGjRtx/PhxfPfdd/aLsMePH48vvvgCkyZNwv79+3Hw4EEsXrwY48aNc/u5qB7/es899xxOnz6NF154AYcOHcKPP/6ICRMm4KWXXrqhjtD1WrVqhbS0NOzfv1+6TH6npHz58nj77bfxzz//IDEx0eG6j549e8Lb2xsDBw7E/v378fXXX2PmzP9v735CYQvjMI4/txEbmsXENGhkJQtnFpyaFCss7LBTbGSyGP9LzUYWFIa4G6QsiZqEpOnIcjaMzdhY0CxsLCQLbO9dyKm53JvL4iXfT53Ned86562zeXp/5/f+1MjIiDtncHBQyWRS8/PzOj8/18TEhNLptKLRqKSn72BoaEiTk5Pa29vT2dmZuru7VVpamnN2zePjo05PT9XS0vLudQPAV0cwAYC/yMvLUzQa1ezsrB4eHl6MV1ZWKpFIaHt7W5ZlaXl52e3KVVBQ8Obn9Pb2qqqqSnV1dSouLlYqlXoxZ21tTU1NTfJ6vS/GOjo6lE6nlclklJ+fr1gsJsuy1NjYKI/Ho83NTUlPOzOO46ikpEStra2qqanR9PS0PB6PpKduUvv7+3IcR7ZtKxwOa2FhQRUVFW9ey7+e/6eysjIdHBzo+PhYoVBIfX196unp+a8g9Bqfz6e2tjatr6+7955Lv57PUDk8PNTFxYWOjo5UXl6uQCDgXs+8Xq8cx1E2m1Vtba1GR0c1Pj6uSCTizqmvr9fGxoZWV1cVCoWUSCS0s7OTc4jk2NiY+vv7FYlEZNu27u/vlUwmc8rjdnd3FQwG1dDQ8KG1A8BX9uPXewqdAQCvmpqa0srKiq6urky/yreWyWTU3Nysy8tLFRYW6vr6WoFAQCcnJ27HsM8kHA5rYGBAnZ2dpl8FAIyhKxcAfMDS0pJs25bP51MqlVI8HnfLeGCOZVmamZlRNptVUVGR5ubm5Pf7c3YyPoubmxu1t7e7LZgB4LtixwQAPmB4eFhbW1u6vb1VMBhUV1eXYrGYWzIEs+7u7uT3+1VdXa3FxUW3rTIA4PMhmAAAAAAwjp/fAQAAABhHMAEAAABgHMEEAAAAgHEEEwAAAADGEUwAAAAAGEcwAQAAAGAcwQQAAACAcQQTAAAAAMb9BqzZWz9zoFOIAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "channel = 65 # Here we just use an arbritrary frequency channel\n", "\n", "plot_map(hdu = hdul[1], channel = channel) # plot map dataset" ] }, { "cell_type": "markdown", "id": "8b4073a4", "metadata": {}, "source": [ "Similartly, we can plot the number of hits and the white noise level in each pixel and any frequency by using respectively the second and third HDUs:" ] }, { "cell_type": "code", "execution_count": 11, "id": "ce95941b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "28.046875 GHz\n", "28.046875 GHz\n" ] }, { "data": { "image/png": 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uuAEXXXSR7+/LL78cHTp0wIoVKwAAx44dw08//YS77roL1atX983Xpk0bXHPNNb75CrPa/gqWGTt2rN9848aNk7a1sFC2yZUrV6Jjx45o166db1r16tVDuu1JZsWKFdA0LaD9Dz30EIQQ+O9//1uk+t5//30sWLAADz30EBo3buxXVq1aNbRr1w4TJ07Ep59+ihdeeAH79+9H//79LW+HzM7ODjrq5HK5fOUFFi1ahF9//dVvtCwU7733HgCE9JkWfP/BIo01aNAAsbGxvteyZcsC2hzsd2n16tXSdf7++++4++67cf3112PSpEmhvi2iKo23k9HfzqRJk/DOO+/g2WefxUsvvWQ6X82aNdGzZ8+A6TZbxewWZu0pivLMNZKdnY3p06dj4cKFOHLkiN898sW9Ja/gxOzCkNhmLuzoVKtWDQBw5swZREVFAcg/mZ88eTI2bdoU8LxCWloaoqOjTesrqPPC5zCs1g0Au3btAgBcffXVQdte0L5QFXQA7HY7brnlFt90VVUxYMAATJ48GQcPHgz6HoD8KHejR4/2dWgKdz4K++uvv5Cenm75HRw4cAAdOnQImF5wS8+BAwf86khKSgpaj81mC7jlZteuXUhLS0OtWrWCLnPixAkAQLdu3XDzzTfjySefxKxZs9C9e3fccMMNuO222wJOai88aQbyAx8sWbLE114AaNq0adD3tGrVqoCgA1bb34EDB6CqKho2bOg3X7B1mAllmzxw4AA6duwYMF+w6FpFceDAASQkJAQ801H4Ow7VunXrMGzYMCQnJwfcFpqWloYuXbrgkUce8YvQeOmll6J79+5YuHBhQEe3MLfbjdzc3IDpBZ2fgn0nPT0djz76KB555BHUrVs35LYLIfD++++jVatWAQ/7B1PweQV7Zq3g+Z2ff/4ZDz/8cEC5pmlF/h1IT0/HTTfdhIsuughvv/02c07R/wx2Yuhvp0GDBrj99tvx+uuvY+LEiRXdnFIT7KpiYVlZWb55ysOYMWOwcOFCjBs3Dh07dkR0dLQvnKlhGOXSBrOHYgs6VHv27EGPHj3QrFkzvPjii6hbty4cDgdWrFiBWbNmBbTTqr6izFtQ9zvvvIP4+PiA+YraWa5evTpcLhdiYmIC1l1wsn/mzBnTTgwA34nb6dOni7Tu0mA2CuN0OgOilBmGgVq1avmufl+oIHR5QT6nzZs347PPPsOqVatw9913Y+bMmdi8ebM050ZpKMr2UpnXUdZ+/vln9OvXD61atcJHH30UsO1//PHHOH78OPr16+c3vVu3boiKisKGDRuknZjatWvjq6++ghDC7wS+YDS+4PnIF154AXl5eRgwYIAv2EFBkIUzZ85g//79SEhICIg8tmHDBhw4cADTp08P6f02atQINpstaOCIbt26ASjdi2V33XUXjh49iu+++67IF0eIqjJ2YuhvadKkSXj33XeLfMtAZVaQJ2Hnzp0BVxGzsrJw6NAh9OrVq9za89FHH2HIkCGYOXOmb1pOTk5AIruiXBVs0KABAAT98S+Ozz77DLm5uVi2bJnfyX1Rb+UqjoKr77Vq1SrxCBuQP+LSrl07bN26FXl5eX4nWkePHgVgnZeoYKRLNl9sbCyioqIsv4PExETs3LkzYPqOHTt85cXVsGFDfPnll7jyyistI1MBwBVXXIErrrgCTz/9NN5//30MHjwYixcv9oXwBc6PjBX2559/+h7WL7x/XWjHjh2oWbNmkUM/JyYmwjAM7Nmzx2/0Jdg6SiIxMRG7d+8OmB5sWjBm+2hiYiK+/PJLnD171m80pijf8Z49e3DttdeiVq1aWLFiRdCO5fHjxwEAuq77TRdCQNd1eL1e6TratWuHN954A3/88QdatGjhm75lyxZfOQAcPHgQZ86cCQjSAQDPPPMMnnnmGfz4449+t+UB+beSKYoSUlAMID8Mf/fu3fHNN9/gyJEjfrcxlrZnn30Wn376KT755BM0a9aszNZDVBnxmRj6W2rYsCFuv/12/Otf//JFw6nqevToAYfDgddeey1gBOH111+H1+tF7969y609mqYFXA1++eWXA05ECk78gmXpvlBsbCy6du2KN998MyAJXXGuPBdcxb7wVreFCxcWua6iSk5ORlRUFJ555pmgz2sEC8dsZcCAAdB1HW+99ZZvWk5ODt577z20aNHCd8U5WN1nz57F7NmzUbNmTbRv3950Haqq4oYbbsBnn32G77//PqC84LPs06cPvvvuO7/wtZmZmXj99ddRv359v5PJorr11luh6zqeeuqpgDKv1+vbls6cOROwXRScgF54e9Gnn37qlxD0u+++w5YtW3z7TO3atdGuXTu89dZbftvq9u3b8cUXX6BPnz5Ffh8Fdc+ZM8dv+uzZs4tcl0xycjI2bdqEn376yTft9OnTpiNZFzLbR/v06QNd1325VwrMmjULiqJYHm9SUlLQq1cvqKqKVatWmXaemzRpAiA/31Zhy5YtQ2Zmpl+C1rS0NOzYscPvltXrr78edrsdr776qm+aEALz5s3DRRddhE6dOgHIfzZp6dKlfq9//etfAPJHM5YuXRpw26PH48GHH36Izp07S0c5L/TEE09A13XcfvvtQW8rK42RtC+//BKTJk3CY489hhtuuKHE9RFVNRyJob+txx57DO+88w527twZ9MpbVVOrVi088cQTmDRpErp27Yp+/fohLCwMGzduxL///W/06tUL1113XcBya9asCfpg7A033OB7ZmH37t0BD4YD+dndzcLB/uMf/8A777yD6OhotGjRAps2bcKXX34ZENqzXbt20DQNzz33HNLS0uB0On15W4KZM2cOOnfujEsuuQTDhw9HUlIS9u/fj+XLl/udpIWiV69ecDgcuO6663DfffchIyMD8+fPR61atSwDP5RUVFQUXnvtNdxxxx245JJLMHDgQMTGxuLgwYNYvnw5rrzyyoCTQyv33Xcf3njjDYwaNQp//vkn6tWrh3feeQcHDhzAZ5995ptv7ty5vofz69Wrh2PHjvk6hu+8845lor5nnnkGX3zxBbp164bhw4ejefPmOHbsGD788EOsX78eMTExmDhxIv7973+jd+/eGDt2LKpXr4633noL+/btw8cffxw0kWWounXrhvvuuw/Tp0/HTz/9hF69esFut2PXrl348MMP8dJLL+GWW27BW2+9hVdffRU33ngjGjZsiLNnz2L+/PmIiooK6HQ0atQInTt3xsiRI5Gbm4vZs2ejRo0amDBhgm+e559/Hr1790bHjh0xbNgwX4jl6OjoYmWzb9euHQYNGoRXX30VaWlp6NSpE9asWRPyCEmoJkyYgHfffRfXXHMNxowZ4wuxXK9ePZw+fdpyNLSgUzt27FgkJydD0zQMHDgQ1113Ha666io89thj2L9/P9q2bYsvvvgC//nPfzBu3LiAZ30udO2112Lv3r2YMGEC1q9fj/Xr1/vK4uLicM011wAArrvuOrRs2RJTp07FgQMHcMUVV2D37t145ZVXULt2bQwbNsy33NKlSzF06FAsXLgQd911FwCgTp06GDduHJ5//nl4PB5cdtll+PTTT7Fu3Tq89957vosZl1xyCS655BK/NhbcVtayZcugHYFVq1bh1KlTRQ6S0KVLF7zyyisYM2YMGjdujMGDB6NZs2bIy8vDn3/+iffeew8OhyPoraahGjRoEGJjY9G4cWO8++67fmXXXHNNQN4dor+dco+HRlTKZOGPC0JWBguxbBZWuCAkbHmHWA41zPG7774rrrjiChEeHi6cTqdo1qyZePLJJ0VOTo7ffAWhQ81e77zzjm/dZvMMGzbMtB1nzpwRQ4cOFTVr1hQREREiOTlZ7NixQyQmJoohQ4b4zTt//nzRoEEDoWlaSOGWt2/fLm688UYRExMjXC6XaNq0qXj88cd95WbhpoOFqV22bJlo06aNcLlcon79+uK5554Tb775ZtBwtsG+g27duvmFrjbbFgq2mwvf21dffSWSk5NFdHS0cLlcomHDhuKuu+4S33//fcD7CcXx48fFkCFDRPXq1YXT6RQdOnQQK1eu9Jvniy++ENdcc42Ij48XdrtdxMTEiF69eok1a9aEtA4hhDhw4IC48847RWxsrHA6naJBgwZi1KhRfiFh9+zZI2655Rbf93T55ZeLzz//POjnUnh/KjBkyBARHh5u2obXX39dtG/fXrjdbhEZGSlat24tJkyYII4ePSqEEOKHH34QgwYNEvXq1RNOp1PUqlVL/OMf//D7bAuH0J05c6aoW7eucDqdokuXLuLnn38OWOeXX34prrzySuF2u0VUVJS47rrrxO+//+43T1G2v+zsbDF27FhRo0YNER4eLq677jpx6NChkEMsh7JNCiHEjz/+KLp06SKcTqeoU6eOmD59upgzZ44AIFJSUkw/YyGE8Hq9YsyYMSI2NlYoiuK3LZ49e1aMHz9eJCQkCLvdLho3biyef/55v/DiZmTHnwvbf/r0aTF+/HjRpEkT4XQ6Rc2aNcXAgQPF3r17/eYr+JwWLlzoN13XdfHMM8+IxMRE4XA4RMuWLcW7775r2UarEMsDBw4UdrvdL+x2Ufz444/izjvvFPXq1RMOh0OEh4eLNm3aiIceeiggRLXV/oALQizLPt9QQ9oTVWWKEFXo6UAiIqIi2L9/P5KSkvD8888HjQb1dzZu3Dj861//QkZGRokywxMRVUZ8JoaIiKiKuzBq4alTp/DOO++gc+fO7MAQ0d8Sn4khKkNWQQXcbrdfnhIiouLo2LEjunfvjubNm+P48eNYsGAB0tPT8fjjj1d004iIygQ7MURlqHbt2tLyIUOGYNGiReXTGCL62+rTpw8++ugjvP7661AUBZdccgkWLFiArl27VnTTiIjKBJ+JISpDX375pbQ8ISGhRKFoiYiIiP4XsRNDRERERERVCh/sJyIiIiKiKoXPxFQgwzBw9OhRREZGWiYjIyIiIqKyJ4TA2bNnkZCQgLy8POTl5YW8rMPhgMvlKsPWUQF2YirQ0aNHUbdu3YpuBhERERFdYNeuXejSpYtlpNHC4uPjsW/fPnZkygE7MRUoMjISAPDss8+W+sZus9lQvXp1nD59Gl6vt1TrLmtse8Vg28tfVW03wLZXFLa9YrDtFaOi2p6Tk4OJEyfC6XQiJSUFhw4dQlRUlOVy6enpqFu3LvLy8tiJKQfsxFSgglvIXC4X3G53qdZts9kQFhaG7OzsKnnQYtvLH9te/qpquwG2vaKw7RWDba8YFd32gvO0yMgwREaGWc4vRNX6fKs6PthPRERERERVCjsxRERERERUpfB2MiIiIiIiE0J4Q7pVjLeTlS+OxBARERERUZXCkRgiIiIiIlPec69Q5qPywpEYIiIiIiKqUjgSQ0RERERkgs/EVE4ciSEiIiIioiqFnRgiIiIiIqpSeDsZEREREZEJIfQQbyfTy6E1VIAjMUREREREVKVwJIaIiIiIyAQf7K+cOBJDRERERERVCjsxRERERERUpfB2MiIiIiIiE7ydrHLiSAwREREREVUpHIkhIiIiIjLlPfcKZT4qLxyJISIiIiKiKoUjMUREREREJvhMTOXEkRgiIiIiIqpS2IkhIiIiIqIqhbeTERERERGZEEIP8XYyvRxaQwU4EkNERERERFUKR2KIiIiIiEzwwf7KiSMxRERERERUpbATQ0REREREVQpvJyMiIiIiMsHbySonjsQQEREREVGVwpEYIiIiIiJT3nOvUOaj8sKRGCIiIiIiqlI4EkNEREREZILJLisnjsQQEREREVGVwk4MERERERFVKbydjIiIiIjIBEMsV04VPhIzZcoUKIri92rWrJmv/L777kPDhg3hdrsRGxuL66+/Hjt27LCs948//kC/fv0QHR2N8PBwXHbZZTh48KDfPJs2bcLVV1+N8PBwREVFoWvXrsjOzgYAfP311wHtKnht3brVV8f8+fORmJiIiy++GFu2bCmlT4WIiIiIiMxUipGYli1b4ssvv/T9bbOdb1b79u0xePBg1KtXD6dPn8aUKVPQq1cv7Nu3D5qmBa1vz5496Ny5M4YNG4Ynn3wSUVFR+O233+ByuXzzbNq0Cddeey0effRRvPzyy7DZbPj555+hqvn9uk6dOuHYsWN+9T7++ONYs2YNLr30UgDAwYMHMWPGDCxevBhHjhzB0KFD8fvvv5fa50JEREREFYsjMZVTpejE2Gw2xMfHBy0bPny47//r16+PadOmoW3btti/fz8aNmwYdJnHHnsMffr0wYwZM3zTLpx3/PjxGDt2LCZOnOib1rRpU9//OxwOvzZ5PB785z//wZgxY6AoCgAgPT0dMTExaNOmDeLj432jOEREREREVHYq/HYyANi1axcSEhLQoEEDDB48OOC2rwKZmZlYuHAhkpKSULdu3aDzGIaB5cuXo0mTJkhOTkatWrXQoUMHfPrpp755Tpw4gS1btqBWrVro1KkT4uLi0K1bN6xfv960jcuWLcOpU6cwdOhQ37RWrVqhTZs2iI6ORsuWLTFt2rTifQBERERERBSyCh+J6dChAxYtWoSmTZvi2LFjePLJJ9GlSxds374dkZGRAIBXX30VEyZMQGZmJpo2bYrVq1fD4XAEre/EiRPIyMjAs88+i2nTpuG5557DypUrcdNNN+Grr75Ct27dsHfvXgD5z+O88MILaNeuHd5++2306NED27dvR+PGjQPqXbBgAZKTk1GnTp2A6TNmzEBYWBjcbnexPgObzeZ3C11psNlsUFW11OstD2x7xWDby19VbTfAtlcUtr1isO0Vo6LafuH6eDtZ5VThW3Tv3r19/9+mTRt06NABiYmJWLJkCYYNGwYAGDx4MK655hocO3YML7zwAm699VZs2LDB7xmXAoZhAACuv/56jB8/HgDQrl07bNy4EfPmzUO3bt1889x3332+kZWLL74Ya9aswZtvvonp06f71Xn48GGsWrUKS5YsCfoeatSoUaLPoHr16ggLCytRHRdSVRXh4eEAzn8mVQXbXjHY9vJXVdsNsO0VhW2vGGx7xaiotmdlZZXbuqj4KrwTc6GYmBg0adIEu3fv9k2Ljo5GdHQ0GjdujCuuuALVqlXD0qVLMWjQoIDla9asCZvNhhYtWvhNb968ue92sdq1awNA0HmC3cq2cOFC1KhRA/369Svx+wvm9OnTpf48TcFVhDNnzsDrrVpXBtj2isG2l7+q2m6Aba8obHvFYNsrRkW1PfCczHvuZaVqfb5VXaXrxGRkZGDPnj244447gpYLISCEQG5ubtByh8OByy67DDt37vSb/ueffyIxMRFAfoCAhISEoPMUHhkqWN/ChQtx5513wm63F/dtSXm93jLZOQ3DKLO6yxrbXjHY9vJXVdsNsO0VhW2vGGx7xaiItlfFz+l/UYV3Yh5++GFcd911SExMxNGjRzF58mRomoZBgwZh7969+OCDD9CrVy/Exsbi8OHDePbZZ+F2u9GnTx9fHc2aNcP06dNx4403AgAeeeQRDBgwAF27dsVVV12FlStX4rPPPsPXX38NAFAUBY888ggmT56Mtm3bol27dnjrrbewY8cOfPTRR37tW7t2Lfbt24d77rmn3D4TIiIiIqochNBDfCZGL4fWUIEK78QcPnwYgwYNwqlTpxAbG4vOnTtj8+bNiI2Nhcfjwbp16zB79mycOXMGcXFx6Nq1KzZu3IhatWr56ti5cyfS0tJ8f994442YN28epk+fjrFjx6Jp06b4+OOP0blzZ98848aNQ05ODsaPH4/Tp0+jbdu2WL16dUAo5gULFqBTp05+CTiJiIiIiKjiVHgnZvHixaZlCQkJWLFihWUdQoiAaXfffTfuvvtu6XITJ070yxMTzPvvv2+5fiIiIiIiKj8V3okhIiIiIqqsGGK5cqoUyS6JiIiIiIhCxZEYIiIiIiITHImpnDgSQ0REREREVQo7MUREREREVKWwE0NEREREZKLgdrJQXkV15MgR3H777ahRowbcbjdat26N77//vtC6BZ544gnUrl0bbrcbPXv2xK5du/zqOH36NAYPHoyoqCjExMRg2LBhyMjI8Jvnl19+QZcuXeByuVC3bl3MmDEjoC0ffvghmjVrBpfLhdatWwdECA6lLeWJnRgiIiIionJ25swZXHnllbDb7fjvf/+L33//HTNnzkS1atV888yYMQNz5szBvHnzsGXLFoSHhyM5ORk5OTm+eQYPHozffvsNq1evxueff45vv/0Ww4cP95Wnp6ejV69eSExMxLZt2/D8889jypQpeP31133zbNy4EYMGDcKwYcPw448/4oYbbsANN9yA7du3F6kt5YkP9hMRERERmdIBhDLKohep1ueeew5169bFwoULfdOSkpJ8/y+EwOzZszFp0iRcf/31AIC3334bcXFx+PTTTzFw4ED88ccfWLlyJbZu3YpLL70UAPDyyy+jT58+eOGFF5CQkID33nsPeXl5ePPNN+FwONCyZUv89NNPePHFF32dnZdeegnXXnstHnnkEQDAU089hdWrV+OVV17BvHnzQmpLeeNIDBERERFRKUlPT/d75ebmBp1v2bJluPTSS9G/f3/UqlULF198MebPn+8r37dvH1JSUtCzZ0/ftOjoaHTo0AGbNm0CAGzatAkxMTG+DgwA9OzZE6qqYsuWLb55unbtCofD4ZsnOTkZO3fuxJkzZ3zzFF5PwTwF6wmlLeWNnRgiIiIiolJSt25dREdH+17Tp08POt/evXvx2muvoXHjxli1ahVGjhyJsWPH4q233gIApKSkAADi4uL8louLi/OVpaSkoFatWn7lNpsN1atX95snWB2F12E2T+Fyq7aUN95ORkRERERkKtSH9vPnOXToEKKionxTnU5n0LkNw8Cll16KZ555BgBw8cUXY/v27Zg3bx6GDBlS4lb/3XEkhoiIiIiolERFRfm9zDoxtWvXRosWLfymNW/eHAcPHgQAxMfHAwCOHz/uN8/x48d9ZfHx8Thx4oRfudfrxenTp/3mCVZH4XWYzVO43Kot5Y2dGCIiIiIiE2UVYvnKK6/Ezp07/ab9+eefSExMBJD/kH98fDzWrFnjK09PT8eWLVvQsWNHAEDHjh2RmpqKbdu2+eZZu3YtDMNAhw4dfPN8++238Hg8vnlWr16Npk2b+iKhdezY0W89BfMUrCeUtpQ3dmKIiIiIiMrZ+PHjsXnzZjzzzDPYvXs33n//fbz++usYNWoUAEBRFIwbNw7Tpk3DsmXL8Ouvv+LOO+9EQkICbrjhBgD5IzfXXnst7r33Xnz33XfYsGEDRo8ejYEDByIhIQEAcNttt8HhcGDYsGH47bff8MEHH+Cll17Cgw8+6GvLAw88gJUrV2LmzJnYsWMHpkyZgu+//x6jR48OuS3ljc/EEBERERGZCHWUpagjMZdddhmWLl2KRx99FFOnTkVSUhJmz56NwYMH++aZMGECMjMzMXz4cKSmpqJz585YuXIlXC6Xb5733nsPo0ePRo8ePaCqKm6++WbMmTPHVx4dHY0vvvgCo0aNQvv27VGzZk088cQTfrlkOnXqhPfffx+TJk3CP//5TzRu3BiffvopWrVqVaS2lCd2YoiIiIiIKsA//vEP/OMf/zAtVxQFU6dOxdSpU03nqV69Ot5//33petq0aYN169ZJ5+nfvz/69+9foraUJ95ORkREREREVQpHYoiIiIiITJTV7WRUMhyJISIiIiKiKoUjMUREREREpnQUJLK0no/KC0diiIiIiIioSmEnhoiIiIiIqhTeTkZEREREZIIP9ldOHIkhIiIiIqIqhSMxREREREQmOBJTOXEkhoiIiIiIqhSOxBARERERmeBITOXEkRgiIiIiIqpS2IkhIiIiIqIqhbeTERERERGZEToQyq1iQi/7tpAPR2KIiIiIiKhK4UgMEREREZEZoYc2ysKRmHLFkRgiIiIiIqpSOBJDRAFGjBhV7GUVpewOK2Z1x8REo0eP7liz5mukpqYVq12qWrJ2F+d9R0dH4eqrO+OrrzYjLS29ROsvb/ltvxJr126okLaXZDuLigqrsLaXNARrwTazdu36gLZXZHhXXc+xnMdsPy1pu62WnzdvbonqJ6LKiZ0YIiIiIiIzvJ2sUuLtZEREREREVKVwJIaIiIiIyAxHYioljsQQEREREVGVwpEYIiIiIiIzwgsILbT5qNxwJIaIiIiIiKoUdmKIiIiIiKhK4e1kRP+DguWBiYmJQY8eV2PNmrXSZa3zrbgsys2XL27ddnsUNC0CDkctOJ3uoPNomrxdJc1vI1verMztjoDdXgMuVwJyc6NMly9pDhsZwzC//UG23rCwcDgcNRAWVhceT2apr9tKST4Tq7aXpF1WSpoTxel0wWaLhtNZC05nWJHqtsrlYhjm5VZ1W+1fhuE9tx+oUBSb3z5RkfltiEJi6PmvUOajcsORGCIiIiIiqlI4EkNEREREZEYYIYZYNsq+LeTDkRgiIiIiIqpS2IkhIiIiIqIqhbeTERERERGZEXqIt5Pxwf7yxJEYIiIiIiKqUjgSQ1QFBQuRXFhxQhWrqhOqaoeqOqFpEabL2mzmZWZ1+5eXfohlhyMCNlsEXK5ayM0NL1a7rNZdkhDN5iGW3XA4aiIsLAleb7a0/uKstyzltz0WbncDeDzFa3tJlCQsr9sdWaK2y9Zt1a6SljscKmy2qHPhxP33RV3PkC6rafK6SxJiOZTwzZoWDk1zQdPCYbOdv2IthHzfKum6R458oNh1Fygcgj41NdU3fd68uSEtT1UcR2IqJY7EEBERERFRlcKRGCIiIiIiM8ILiBCu+zNxa7niSAwREREREVUp7MQQEREREVGVwtvJiIiIiIjMCB0w+GB/ZcORGCIiIiIiqlI4EkNEREREZIYhlisldmKISuDCfC1muQSCscrvISuX5XHJL5fnXQi2vMMR6cs/4XZ7ir1uqzwysvdltazZuiMi3HC5EhAZqUCI4Dkj7PYYed2KU15ucbhUJeVmy0aE2xHlqoXYsGi4dfPPXJEMmsvWGwqr92Umwm1DjKMaEtw1EeUt/4g8Aoa03JCUh7tVRDlqoJY7CmFB2i77vK3WrSNPuqzXotzqfbkjgYjw2qgeEwa75l+XAfn34PVmSstleWK8XnkOGqscNV5vBiIiwuB0JiAiohkMIyvkZa3ywHg8qdLy0sh/o2nh53Johfvl27n//oeKXbdVOXPQEMnxdjIiIiIiIqpSOBJDRERERGRGGCHeTiYfSaXSxZEYIiIiIiKqUjgSQ0RERERkRuiACOG6Px/sL1cciSEiIiIioiqFIzFERERERGaEFxBKaPNRueFIDBERERERVSkciSGSuDAPzIUuzHmiKFqhl0VeEdUql4t5eUmWzS8PzLdit0dA08Jgt0fD4SjasoVZ5XqR5WtxOuOkyzoRvO5Itx1hjjjE2MNhcwTPt+JAmLxdkH9mVvlYZMubLRsOFZFwoxaqIwLCdHkNmmmZTZFf+dMs8o6oknJNMS9zqyriFCcaaEC2Vvki8hiS+9dtigM14UaiEobsIO/RY/Fdy+o2LK4NepArLbfKI+OEjihEoBYiEA7/+++t8sTk2uT5WDwwz6eS40iXLyuy5eWeVISHu+B01kJ4eAO/3C9WeV6syq2OObIcN7IcMsD5PDF2eyRstgjY7dXhcNhDWj7Uus2MHPmAaRlzzBCxE0NEREREZM7QASOEm5cMPthfnir8drIpU6ZAURS/V7NmzXzl9913Hxo2bAi3243Y2Fhcf/312LFjh2WdzZo1Q3h4OKpVq4aePXtiy5YtfvP069cP9erVg8vlQu3atXHHHXfg6NGjvvKdO3fiqquuQlxcHFwuFxo0aIBJkybB4zl/lVfXddx///2oXbs2+vTpgxMnTpTSp0JERERERGYqvBMDAC1btsSxY8d8r/Xr1/vK2rdvj4ULF+KPP/7AqlWrIIRAr169oOvmvd0mTZrglVdewa+//or169ejfv366NWrF/766y/fPFdddRWWLFmCnTt34uOPP8aePXtwyy23+MrtdjvuvPNOfPHFF9i5cydmz56N+fPnY/Lkyb55Fi9ejIMHD2LVqlW45JJLMGnSpFL+ZIiIiIioQgk99BeVm0pxO5nNZkN8fHzQsuHDh/v+v379+pg2bRratm2L/fv3o2HDhkGXue222/z+fvHFF7FgwQL88ssv6NGjBwBg/PjxvvLExERMnDgRN9xwAzweD+x2Oxo0aIAGDRr4zfP1119j3bp1vmlnzpxB/fr10apVK/zxxx/4+OOPi/7miYiIiIioSCpFJ2bXrl1ISEiAy+VCx44dMX36dNSrVy9gvszMTCxcuBBJSUmoW7duSHXn5eXh9ddfR3R0NNq2bRt0ntOnT+O9995Dp06dYLfbg86ze/durFy5EjfddJNv2u23344ePXrA6XQiLi4OK1asCKlNRERERERUfBXeienQoQMWLVqEpk2b4tixY3jyySfRpUsXbN++HZGRkQCAV199FRMmTEBmZiaaNm2K1atXwyELnwTg888/x8CBA5GVlYXatWtj9erVqFmzpt88//d//4dXXnkFWVlZuOKKK/D5558H1NOpUyf88MMPyM3NxfDhwzF16lRfWUxMDLZt24aUlBTExsZC08wjCMnYbDbYbKX7VdhsNqiqWur1lofK1PaYmBhpuaL4f+fR0VFwu92Ijo6yrNsqwpiqOou9rKaZL5tfHh4wLSoqHG63E1FR4ZB99Koqj/Jls7ml5Xa7edut9msngl9kCI+ww+nSEB5h3nCHxeHOJokABgCqRbldcneualIWFqHC4VLgjpDnH9BgXm5T5Muarft8uWS9kqpdESrsLgWuiEpxV3IAaXSy8Py2u03abpd83vl1m5cbFst6LL4P3aLcESHgcCkIC9J2QxLhDgDsFvuAx2T/yl9Wvm96LG6j8XpdiIhwwuWyISLC//jk8ciPGR6PPGKbYcjft1cSyMswzN8zAOh6fnlUVATcbheiovwjoRmG+ecihPwz03X5cVoWgUxYfN6Ffz8r029qUVVU2wPWJ3RAckzxm4/KjSKEkO/95Sw1NRWJiYl48cUXMWzYMABAWloaTpw4gWPHjuGFF17AkSNHsGHDBrhc5idDmZmZOHbsGE6ePIn58+dj7dq12LJlC2rVquWb5+TJkzh9+jQOHDiAJ598EtHR0fj888+hFDopOHToEM6ePYuff/4ZjzzyCMaOHYsJEyaUyntNT09HdHQ03n//fYSFyU8Mi0pVVYSHhyMzMxOGUfnCn8oUte3vvvt+mbXlwk5KYLn/Qc3tdqNZsybYseNPZGfLQ6lahUGWnV6qqvyHV9YBMit3u51o3LgOdu06jFxJ0zVNvq1aldtsgR0o37IWJ0o2k3KnU0Nigwgc2ZuLnNzg24wmOUEDrDspVstrkhNEs7odTiChgR0p+3KRlyMLsWy+H9gtQiwrFie2qkW5GZtLRVySA3/tz4Unx+QzVyruB11ITjgUpw1xSU4c35cLb5C2W3UkPML8uxYWnRjdYjvzwuLk1OnFRQ2cOLI3F7m5/t+dVYhlHcHDj59ft3lnwVvC0NC6ngOXy44GDapj797TyMk53xbDkNet6/LwzbqeJS0Xwrx+w5B/JkLkl7vdLjRpUh9//rkf2dnnQyPruqzt8t8v63XLtgV53UKcLw8Lc6NZs6bYsWMnsrKyQ6gbuP3226Tl5aWizmWysrJw22234dChQ6hbty52buiJyAj5bwAAnM3woOmVXyItLQ1RUdYXM6lkKl23PCYmBk2aNMHu3bt906KjoxEdHY3GjRvjiiuuQLVq1bB06VIMGjTItJ7w8HA0atQIjRo1whVXXIHGjRtjwYIFePTRR33z1KxZEzVr1kSTJk3QvHlz1K1bF5s3b0bHjh198xTcttaiRQvouo7hw4fjoYceKvaoSzCnT59Gdrb8IF1UBVcRzpw5A6/sMlQlVNS2r1mztszaYt2J8d+FCkZg1q3bgPR0+Q9rsNEQWd3+yxZ9pKWwYB2JyMgwAAKbNv2GzEzzEzG7PVpat3V5NdMyByxGcUxyvYRH2AAF+H1bJjIzgv8422DxmVl0oOwlWN5mcqh1RyiAomD3thxkZ5h3JmySE1unKj95tMoTY9XJMeOKUKEiDPt+zEBuRvB1WOWwKUuykRgt3AEFAvt+yEROkLZ7LToauZKr71Z5YrzCom6LjogjIg/i3LaedUHbvRadFFkemPxy89+hPGRKl82TLAsAHm8GIiIcAAS2bj2MjIzz261hyOv2eNJKVC6rX94JOd/Byh+BEdiw4Sekp5/PO+P1mtdtlctFCPn3YUjC9VrXfb48OjoKQgDr1q1DWlr6uXJ5J6Z372RpeXmpqHOZgHMyYYQ2yiKq1kXjqq7SdWIyMjKwZ88e3HHHHUHLhRAQQiBXdqk4CMMwpMsU9PCt5vF4PDAMo1Q7MV6vt0x2TsMwyqzuslaUtqemppZZO6wSVgYrz87ORlpaOtLS5D/MNpv8gCjvxFjdTiY/MTUbmc/OzsPZs1nIyJB1YixO9u3yk32Hw/yk2+qWL4fkJC03R0dmho6Ms8G3GatbaTSLK+B2i86ATVJuk3QU8nIEsjMEss6azyNbt6HK21WSZJdWPLkCuRkGcs6adBwrcCTGkNxkoAkDnhyBHJO2eyxGU3IlV4StPk2PxS0puRY1eGEgL0cgK8NA5tkLOzHyz9tjUZ4n6UDlWnSQ8ixGYjze/N/WnBwvMjLycPbs+d9aq6SPHo9VIk35BSNdl3VirDoS58uzs3ORnp6BtLSzvmmyRJpWHQ2rZJiGIbudLPRODHD+dyk1NS2k5SvTeUNFnMtUpvdP5iq8E/Pwww/juuuuQ2JiIo4ePYrJkydD0zQMGjQIe/fuxQcffIBevXohNjYWhw8fxrPPPgu3240+ffr46mjWrBmmT5+OG2+8EZmZmXj66afRr18/1K5dGydPnsTcuXNx5MgR9O/fHwCwZcsWbN26FZ07d0a1atWwZ88ePP7442jYsKFvFOa9996D3W5H69at4XQ68f333+PRRx/FgAEDTB/+JyIiIqK/GeFFSIPWFp1DKl0V3ok5fPgwBg0ahFOnTiE2NhadO3fG5s2bERsbC4/Hg3Xr1mH27Nk4c+YM4uLi0LVrV2zcuNHv2ZadO3ciLS3/6oKmadixYwfeeustnDx5EjVq1MBll12GdevWoWXLlgCAsLAwfPLJJ5g8eTIyMzNRu3ZtXHvttZg0aRKczvyryDabDc899xz+/PNPCCGQmJiI0aNH+4VmJiIiIiKi8lfhnZjFixebliUkJIQUtrhwbAKXy4VPPvlEOn/r1q2xdq38OYoBAwZgwIABlusmIiIiIqLyVeGdGCIiIiKiSsvQAUP+rJxvPio3lTPAPxERERERkQmOxFClN2LEqBItbxVhrCTLXhglTNOcUBQ7NM0Jm80iCaFFwkqbLcK0zGpZuz2myOUOhxs2WzQcjlpwucyj79ls8rpleWAAwA5JskuTEMpWy9phgwY7bHCaRiGzSdZr1a5QysMV88iGTjV4dCW3piJMMRCtZsCpFi+MslX0Mas8MrLoZKpiXua02RChKqiupSFXK97DrCWKjGbx8yULsWzXPHCrdkRpGXBqQaKTSfLAAECuYh6hL8MoYc4vYZXPKD/vkAaH5Xd/IaUCr1sKmwGbzXHu2Bjml0zQKlKWdXJfebksClioESjzw+1rUBTNbxnZ8lbvy/q3qeweEi/J7+L/JKEDkiS3fvNRueFIDBERERERVSnsxBARERERUZXC8UQiIiIiIjO8naxS4kgMERERERFVKRyJISIiIiIyI4zQRllE8YOVUNFxJIaIiIiIiKoUdmKIiIiIiKhK4e1k9D8t1BwBZi7MX6AoLqiq/dy/8msEVrkNZHliNM28zGpZs3KbzXUuh0M4bDbztlnlgbHBPIcGIM+3olockjSTulVoUKHBATc8JrkzrPK8mNVdQJYHBgAi1CzTMrM8Ly5Vg1O1I1zNgk2SJ0aW68UqD4xVuc2i3IxDscOphCFcyYZd9QSdpyR5YAyLa2xWuVxkeWTsSv77dioeoBjvX7Zuq8/Tqt1WNNih+vIiCb8yYfF562WYd8SKAvVcnhql0P9XPKtcLgXlQugAdAihWy5TWusuSxW57ipJeAEhQpiPD/aXp8pxFCEiIiIiIgoRR2KIiIiIiMwIHSENLHMkplxxJIaIiIiIiKoUjsQQEREREZkROhDCIzEciSlfHIkhIiIiIqIqhZ0YIiIiIiKqUng7GZGEqhZ/F7Fa9sLwzEUptwqhbLfHSMuDhWhWVee5lzzEsgNh0rqtQizLQhlb1W1W7oAGDQ6o8JiG9S3LEMoAEK1lmJa5lZyg0x2qDWGKAzHqWeRp5iFPw9TgywPWYYydSvDwzgVkIZg1xbxum82BSNUFj+0MvLbg69BQ/Fsr8oRdWl6SEMu6EgmnkmcaHtpuEX5WFkbZbsiXdVl8H1mGxXFBccEBA27FAC74frKFfP+xYhWiuaTLOmCHDQ444Iaj0Pej2Et2PdUqXLBh8Z3IeDz5yyqKBkCDomiWoffpb4i3k1VKHIkhIiIiIqIqhZcTiIiIiIjMcCSmUuJIDBERERERVSnsxBARERERlbMpU6ZAURS/V7NmzXzlOTk5GDVqFGrUqIGIiAjcfPPNOH78uF8dBw8eRN++fREWFoZatWrhkUcegdfr/xzY119/jUsuuQROpxONGjXCokWLAtoyd+5c1K9fHy6XCx06dMB3333nVx5KW8obOzFERERERGaEDghvCK+i307WsmVLHDt2zPdav369r2z8+PH47LPP8OGHH+Kbb77B0aNHcdNNN/nKdV1H3759kZeXh40bN+Ktt97CokWL8MQTT/jm2bdvH/r27YurrroKP/30E8aNG4d77rkHq1at8s3zwQcf4MEHH8TkyZPxww8/oG3btkhOTsaJEydCbktFYCeGiIiIiKgC2Gw2xMfH+141a9YEAKSlpWHBggV48cUXcfXVV6N9+/ZYuHAhNm7ciM2bNwMAvvjiC/z+++9499130a5dO/Tu3RtPPfUU5s6di7y8/EiI8+bNQ1JSEmbOnInmzZtj9OjRuOWWWzBr1ixfG1588UXce++9GDp0KFq0aIF58+YhLCwMb775ZshtqQjsxBARERERmTH00F8A0tPT/V65ueYh/Hft2oWEhAQ0aNAAgwcPxsGDBwEA27Ztg8fjQc+ePX3zNmvWDPXq1cOmTZsAAJs2bULr1q0RFxfnmyc5ORnp6en47bfffPMUrqNgnoI68vLysG3bNr95VFVFz549ffOE0paKwOhkRCVwYb6A/L9VKIoNiiTHBgBomjwfhCwXgVWeAqvyYOvWNCcUxQ5Nc0lzvdghb7dVPhZZ3VY5ZszKbVChwQYbVNhNQsi4lcB8IIXJ8rwA1nliZOVmZXbVDrcagRgtAx7NPH9IpJpZrDLAPEdNgTAl27TMIfnMFLsbTs2GOPtuwB68Dk0pfqSeXCHfFqzyyJw1wk3Lsuw1EKM5oNlToNsDTy6s6s4RTtOyDEOeq8UqD0yWkJcLWziitWjE2dKQY/P/fK3WbfWZZhk1zJeFfP/JhTx3VS4yEA4NLkQiHDpQKIdQLuT7ns0ub7fdHi1fd675ffseT6p02YJ8XQ5HGGy2KDgcteB0RhQqN1/e65XX7bVMX2O+7+p68XPfUNmrW7eu39+TJ0/GlClTAubr0KEDFi1ahKZNm+LYsWN48skn0aVLF2zfvh0pKSlwOByIiYnxWyYuLg4pKSkAgJSUFL8OTEF5QZlsnvT0dGRnZ+PMmTPQdT3oPDt27PDVYdWWisBODBERERGRGaEDIoQYyyL/4uWhQ4cQFRXlm+x0Br/w0bt3b9//t2nTBh06dEBiYiKWLFkCt9tdsjb/D+DtZEREREREpSQqKsrvZdaJuVBMTAyaNGmC3bt3Iz4+Hnl5eUhNTfWb5/jx44iPjwcAxMfHB0QIK/jbap6oqCi43W7UrFkTmqYFnadwHVZtqQjsxBARERERVbCMjAzs2bMHtWvXRvv27WG327FmzRpf+c6dO3Hw4EF07NgRANCxY0f8+uuvflHEVq9ejaioKLRo0cI3T+E6CuYpqMPhcKB9+/Z+8xiGgTVr1vjmCaUtFYG3kxERERERmSni7WShevjhh3HdddchMTERR48exeTJk6FpGgYNGoTo6GgMGzYMDz74IKpXr46oqCiMGTMGHTt2xBVXXAEA6NWrF1q0aIE77rgDM2bMQEpKCiZNmoRRo0b5Rn9GjBiBV155BRMmTMDdd9+NtWvXYsmSJVi+fLmvHQ8++CCGDBmCSy+9FJdffjlmz56NzMxMDB06FABCaktFYCeGiIiIiKicHT58GIMGDcKpU6cQGxuLzp07Y/PmzYiNjQUAzJo1C6qq4uabb0Zubi6Sk5Px6quv+pbXNA2ff/45Ro4ciY4dOyI8PBxDhgzB1KlTffMkJSVh+fLlGD9+PF566SXUqVMHb7zxBpKTk33zDBgwAH/99ReeeOIJpKSkoF27dli5cqXfw/5WbakI7MQQEREREZkxzr1Cma8IFi9eLC13uVyYO3cu5s6dazpPYmIiVqxYIa2ne/fu+PHHH6XzjB49GqNHjy5RW8obn4khIiIiIqIqhSMxVOVZ5UQpz3UrigZFUaEoGlRVntugIP+AGVkeGetl5TkbbGpgDg2b6oCmOmBTw6BLDg2qxWHDKo+MA+a5LKyWdSMy6HQXFNjhRJSaCrsa/FJYlCrPRRGmyvOpxGjp8uUl+VjM6rapDjiVPESpZ6Gr5snQZLlgZOsFgAiLPDKyPDEaJHleFANONQuqmgZFC74O6fIW5XkWOYOs8q3IPpcMDXCp1WHXTkFogfPJcswAQJYwD32qC/m1QdVk+/SxKNZVG+yKBy41F4rqnyvEI+T7pl6C65aGRcOERbl67j/F938hPF9wjmLRbqty2fFQCHm+lYJym80NTXPCZguHzaYGlAdjGPJ9U1VDW3cwVnnGvF758Y7o74CdGCIiIiIiM4bIf4UyH5Ub3k5GRERERERVCkdiiIiIiIjMcCSmUuJIDBERERERVSkciSEiIiIiMsORmEqJIzFERERERFSlsBNDRERERERVCm8nowo3YsQov79jYmLQo8fVWLNmLVJTUyumUedY5aBRVVvA3/k5YmyARR4E67rN8wDYbBZ5YGzyPBdakF1fgwYVGjRosElydMjyvAAlyxNjVXeEmhV0ultV4VQURKqZsKvBc49Y5YGxyiPjUvKk5bL6w5Xg7dYUHU7kAWqONE+MLOdJjCrPX+OW5IEB5O12S9ZrqB4YSi4cSiZUJXieGIfFZ6ZDMy3ThDzviEOV1y1bXlMd0JRsONWzgCr/fIKSNC1PtRd7WQDIVeT5cQADKgQ0GNAuqExVLCovwZ0uwY4ZhVnlapGxyj1lmQfGYnldNS8P9Tisqi4oih2q6oKqioBy2bLm5fJjkhDmy1vnoHH5/b+i2M61PTek5S/8XS5s3rzKk7G93IgQbycTvJ2sPHEkhoiIiIiIqhSOxBARERERmTFgOYrqm4/KDUdiiIiIiIioSmEnhoiIiIiIqhTeTkZEREREZIZ5YioljsQQEREREVGVwpEY+tuThdC0ClWsafLyC0NoqqrzXBhOJ2w2+e5ltW6Ho6ZpmdMRK1/WIlSxE4HrdsEGO9xwIRp2yfLBli1KebhiHko4WjslXdYs5K9T0xCpCtTUziDP5g06j1l45gLVNHmo4hrqGWm5LNSxaZkjDKrNjkj7H1AcwcMUA0CkKikzCW9cwGkRxtVwBA9JDQC6I/hnCQB6WBTSIxMQEXsQWnjw96cYxb9OphiKtFzLkYcyVvPMwzef0WojW42FWzsAzRYYWvuUUU1a91nDPIR5qhElXfaEYb5fA4Cmy58MzlY0uJRwRCqZcKoevzK7Yv59AYAd8vILQzYXlmXIwwUrQv6+Ndjgggo7XHAhEnqhdRkWT0OLEpZrqtu0TLfYPwB56HXpejX5Z2ZYfKa6bt42IeTfpRWr0NIlrf9vhyMxlRJHYoiIiIiIqErhSAwRERERkRkDIY7ElHlLqBCOxBARERERUZXCTgwREREREVUpvJ2MiIiIiMiMIUK7VYwP9pcrjsQQEREREVGVwpEYIiIiIiIzHImplNiJob89WTx8q1j5VnH+L8z1YrOFQ9OcsNnC4XBESpd1OuOl5S5HnGmZG/KcDK5ilIdDhQuRiIACIVk+RpKzBABqaEek5dGaed4Fq1wuUWrwZW0OB2rYvKjj3AHDEzy3Qg0tVVp3gnZcWl7LIodNWJB8IwU8UcHbpIdFISMqDPaGv0LLTjNd3hthnlsnPSxP2i5vlHkeGACATZKPxWGea8Ww5yAvIQueGmegek3a7rX41ZcVWy2bI39fWpZ521VvJoy6daB7dwM5gW2PTZfv97WzHKZlzlR5jqbU3OrS8qO6+X4PAKddteGwN0Fd158Q3my/smMWy6Ya8mNSljB/36e8MdJlz1jkx0nXI+BWFUQqCmJVBRHq+e3ujJEgbxdSpeVWebHyYH5cybKHdhpktzths0XAbq8Oh+P8/ijLp6Lrxc8xA5TstwsWOYFKsm6iyoK3kxERERERUZXCrjYRERERkRkDId5OVtYNocI4EkNERERERFUKR2KIiIiIiMzwwf5KiSMxRERERERUpXAkhoiIiIjIjAhxJEZwJKY8cSSGiIiIiIiqFI7EUJVXklwvF+Z5CVxWXm6zxVwwfxhU1Q1Ni4bdLs+bYLfHSMttMM9FYZUXwQl5uyNQLWBaGBQ44UQ4NMTYzHOmWOVbqWGzKFfNy4udy8UZBtVmoJZjO1Rn8Dw2tRzyPDC51eX5b/JisqXlf9U0zwmhRwS/hGc4spBXOxWOmllQvZIcOTHm2wKioqXtQnS4vNxVy7zMJtvOwgFbE6BhLmCWh0NY5KgxJDlu8lLly3rOSot1r/n35clywRPugJLoghqkDTmp8tw7SJXk/0hNkS7qOiEvTzp9QFreMC8OGeEKIqpths2Z7lemZ8iPOcf1GtLyE0ZN07JTeuAxo7CjumQ7AnDMGwuHw47atljA8RfynJ5CdcdIl03xmrcLAFItctRkI920TLM4DVLP5ZEJt9vh0KIRbo+DYT/fdtnvjyyHTCjlhhE8vxQA6Ba7lqraCv2/BkXRoKqab7quFz+PzIgRo6Tl8+bNLXbdREXBTgwRERERkRk+2F8pVfjtZFOmTIGiKH6vZs2a+crvu+8+NGzYEG63G7Gxsbj++uuxY8cOaZ1CCDzxxBOoXbs23G43evbsiV27dvnNc/r0aQwePBhRUVGIiYnBsGHDkJHhf3Xtl19+QZcuXeByuVC3bl3MmDHDr1zXddx///2oXbs2+vTpgxMnTpTw0yAiIiIiIisV3okBgJYtW+LYsWO+1/r1631l7du3x8KFC/HHH39g1apVEEKgV69e0CVjqTNmzMCcOXMwb948bNmyBeHh4UhOTkZOzvmh2cGDB+O3337D6tWr8fnnn+Pbb7/F8OHDfeXp6eno1asXEhMTsW3bNjz//POYMmUKXn/9dd88ixcvxsGDB7Fq1SpccsklmDRpUil/MkRERERUoYwivKjcVIrbyWw2G+Lj44OWFe5Y1K9fH9OmTUPbtm2xf/9+NGzYMGB+IQRmz56NSZMm4frrrwcAvP3224iLi8Onn36KgQMH4o8//sDKlSuxdetWXHrppQCAl19+GX369MELL7yAhIQEvPfee8jLy8Obb74Jh8OBli1b4qeffsKLL77oa9OZM2dQv359tGrVCn/88Qc+/vjj0v5oiIiIiIjoApViJGbXrl1ISEhAgwYNMHjwYBw8eDDofJmZmVi4cCGSkpJQt27doPPs27cPKSkp6Nmzp29adHQ0OnTogE2bNgEANm3ahJiYGF8HBgB69uwJVVWxZcsW3zxdu3aFw3H+gdrk5GTs3LkTZ86cAQDcfvvt2LRpE5xOJx566CGOxBARERERlYMKH4np0KEDFi1ahKZNm+LYsWN48skn0aVLF2zfvh2RkZEAgFdffRUTJkxAZmYmmjZtitWrV/t1LgpLScmP/BIXF+c3PS4uzleWkpKCWrX8I6nYbDZUr17db56kpKSAOgrKqlWrhpiYGGzbtg0pKSmIjY2FpmnF+gxsNhtsttL9Kmw2G1RVLfV6y0JMTIzf39HRUXC73YiOlkecKaCqTmm5pplHZ7LbI6XLWkUvs9v9ozdFRrrhcjkQGemGx2MeFQ2A6TZcwKnYTcvCLHZdF+TbYhiUgGnuCAUOlwJ3hAKXzXx5hyZft10zbzcAaJLvS5VEkstf2CRaVrgbcDpghJl/116H/LvW3fLPTHfJvy/Daf65GA6T6GT2aAjNDcNmsa1rknWr8s8bikV0MmkkO7dpiYEwCDhgSCPlWd1bIWu7RfSkwE34gnLzug3VBaG4Yagm24TmCT69gD3XvMwhX1Z3mX+mAKC75ZEHhRYJw+GC7g5suyHk27ihW2wLwrxtqi7fN226fP9weO2wh9ugOTXYw/33Fach3/fcXvn11jxDXq5KjoeW0cnObaMREXY4XRoiIvy3K81rfjyz2+XfdV6e/PvIyzPfzjweq33r/P4TFRUJt9uNqKjz24euy383ZZHThEXUwdI876ioc5mA9fHB/kqpws9we/fu7fv/Nm3aoEOHDkhMTMSSJUswbNgwAPnPr1xzzTU4duwYXnjhBdx6663YsGEDXC6LE55yYnYrXKiqV6+OsDD5D1dRqaqK8PD8A6RhVO6bNHv0uNrv77CwMDRr1hSKoiArKwuKIv+BK0mIZU2T/8hoZifNvnL/E0C324FGjWpDVTV4PPIfdesQy+bttgqx7IL8ZCYsyCCsw6UgPkmBHSrCPeafS5Qm/wELs/i+IlXzzyVKkX8fLjUm6HThcAD14qBoTaHkBv/hTw2ThMUF4HXLw+rqYfKTU0+EZHl38G1UaG7oEc0AjwOKIQnhbLI8ACDcohMjDZMMwCbZViTLCjig4yJAcUOB2WdTgmOP3SLMsSwkNQDo5p+ncOrQ7Y0AhwoFQcLYhlvEr42WdLBi5O22iBaMvAz5yaUttxpyajcANEDJ83+PWrZ8W7AZ8m0hXJh3aBVD/nurWXSg7HoNaE4NUfUjoCkG9Nzzn3GMId/v43T5+zor5J2BXEmP1yPtSAMe5NftdGqonxQJTdiQW6jteTAPW+3xxErrzss7Iy33es1DQ+u6fPs3jPPHwbAwF5o2bQRFEcjKyt/ehZAfz4Qw33etOjH//e8qafntt98mLS+sos5lsrIsji9UKVR4J+ZCMTExaNKkCXbv3u2bFh0djejoaDRu3BhXXHEFqlWrhqVLl2LQoEEByxd0KI4fP47atWv7ph8/fhzt2rXzzXNhJDGv14vTp0/7lo+Pj8fx4/55JQr+Lmmn5UKnT59GdrY8B0VRFVxFOHPmDLze4seDLw9r1qz1+zs6OgpCCKxbtw5paemWnRhVtfhxlY7EyHNsWOd68f8Bi4x0Qwhgy5adyM2V/zA7nbXl5ZKOSBjk7Y6wGImJDvKZuiNUCAC7t+UgJtf8x7WWdlpad4wmz9+hqubLh1nUrSgmdYeHQSiA+7cfoWUFz/fiiJafMORGy/dBT5S8XKlhntMB0cFPlApGYOzZm6Hq5icskF3ltltdzLHII6PJTrTMlzXgBqDBjl1QFZP3bpUnRsrimGikycslJ4BGnhdQAHveFqgiyDaVaTESc0bSUTkp2Q4AWKRCgvOU/ITckVkbAgLhO7ZCy/Zvu+2svANk6PJtIUOvblrmteiknNXlvbMUjxf2cx3uEz/+BU+hz/i0IW/Xaa/85PWULj+VyYT5MSkX8osb2cjfzsIjbIAC/LjtL2RmnP9NzZHUnZN7RF539lFpeV6eecRTj0dyvABgGOffV1RUJIRQsH79JqSn57dX1yWjiSjZSIyV3r2TQ563os5lAs7JOBJTKVW6TkxGRgb27NmDO+64I2i5EAJCCOSaXG1NSkpCfHw81qxZ4+u0pKenY8uWLRg5ciQAoGPHjkhNTcW2bdvQvn17AMDatWthGAY6dOjgm+exxx6Dx+OB3Z5/4F29ejWaNm2KatXkSb+Kyuv1lsnOaRhGmdVdmlJTUwOmZWdnIy0tHampqZYjLaoqPxjbbOYHXLtdfhuC3S7vDDgcgR2VnJw8nD2bjZwc+f0uLpf8iq3H9Oo2YFjcaqNYHG0dSvC2eXIEsjMMuHPMPzOPTX6C59Xk78tQJSd5mkVHQZVcHcvNg5aVCS0z+EmJZpf/6GsO+ZU33Slvm5onKZeMyil6NlQ9HapXclJuSDoxwmLEQlg9+ii5Oi+5JQsCUBQPVCUHqmL23ktysmN1JVSenBTBOie+Mi8UkQNVnIUqgmwXhkUnRnYC6LHYTuSHK2g58n1by46AmpcDLfsstCz/ttsyLS7o6Baj2rJbxgz5cdiwOCn2ePI/Uz1XhyfTA0/G+c841yLxYo5Xvh1l6fITx0zJ8TDH4liaXeg4nJujIzPDi4yznkLl5vtfdo68Q5udLd/Gc3PNO1hWnRhd9182Ozsb6elnkZqafq5c3jZ5J6Zk5xRFPSepiHOZyn7eRPkq/MH+hx9+GN988w3279+PjRs34sYbb4SmaRg0aBD27t2L6dOnY9u2bTh48CA2btyI/v37w+12o0+fPr46mjVrhqVLlwIAFEXBuHHjMG3aNCxbtgy//vor7rzzTiQkJOCGG24AADRv3hzXXnst7r33Xnz33XfYsGEDRo8ejYEDByIhIQEAcNttt8HhcGDYsGH47bff8MEHH+Cll17Cgw8+WO6fERERERFVEEOE/qJyU+EjMYcPH8agQYNw6tQpxMbGonPnzti8eTNiY2Ph8Xiwbt06zJ49G2fOnEFcXBy6du2KjRs3+j2Yv3PnTqSlnb+KWRAEYPjw4UhNTUXnzp2xcuVKv2do3nvvPYwePRo9evSAqqq4+eabMWfOHF95dHQ0vvjiC4waNQrt27dHzZo18cQTT/iFfCYiIiIiovJX4Z2YxYsXm5YlJCRgxYoVlnUI4d/zVRQFU6dOxdSpU02XqV69Ot5//31pvW3atMG6dess109EREREROWnwjsxRERERESVFh/sr5Qq/JkYIiIiIiKiouBIDJWLESNGmZZdGH1MUbRCL5tlCGVVrZybsVVUNcXiGoIsCZsN8hw0VuVhamBkJ7eqwqHYEKbmwKaYR2Zxm4XTPSdSkUeNigyy7vN1yyM7mZUbigov8mCDAc0kIpZQ5VfIhE1+mU2oZZijQFMhvaZkk5RZbGewSAYrJQ2lqgOqAiha/ivoLCWITmbVbll+GwDQZVHb5JGdLJXgaqvVdqQYFlk8DcX/Vbhui0h0ukXoda+kPFdY5COy4FTyYFcAG7xwKh6oyvnvR7O4xK0p8nLVYnm1DK/XCsm6LX8DSlBetGVtUBT13L+V8/ey0jMQ4khMWTeECuNIDBERERERVSnsxBARERERUZXCcUUiIiIiIjN8sL9S4kgMERERERFVKRyJISIiIiIyI0IciREciSlPHIkhIiIiIqIqhZ0YIiIiIiKqUng7GZUKWR4YoGjx7hUlP6Z9/r/Wm2hJ4t4LYZ4PJRSG4Q34Wwj93L/yumV5YPLLzXO9qBbL2iDP6WAPkgfGpmjQFAM2RbfM21ASslwVVnkszPJFKIoBQxHwQoUwqcPhlV+zUSzKVa+8bWqOeX4PI8/k8xQC0AXg0QGvJKeK2fIAkCvP2wP1rEW5PKeQOQPwpgHiOACT3D92i1wuMh6Ldktz2ADQs8zLcnVANfL/NYLUk+GR150jWXeWfL+3Z4RJy7Uci3wshgJFnPv3gjwxWcItXfSsES4tz5Pkgsm2qNtq3TpUqFBgQIEOBXqha6jWeV5KdjyS5eSyytdVlqxynMl+26yWNYzz5fm/pZrfb6qmyfOv6br5caWkv5tVEh/sr5Q4EkNERERERFUKR2KIiIiIiMxwJKZS4kgMERERERFVKRyJISIiIiIyYyDEkZiybggVxpEYIiIiIiKqUtiJISIiIiKiKoW3k9HfXklCMF8YQrk0WYX2tElCLNshD4/pVuRhd4OVOxUNDsUFl5IDt2q+vEvNk9btUOTlGszD08rKAMBmUm5AhwEDNhiWdZi5MFxt4EosykvCEMV/IFQtYbtkoYq9kjDFUAG7OLe8SR16rnzdqjxstZRV3bpkO8zRAZuR/2+wfdwiTDLSzeu2ZchDVtsznNJyLcci9HquHWqeDbZsO2xZ/us6ZRFC2SoMsqzcaxH+PFvIj0m5hgPCsMMrbMgzHMgrtD95LE5FPMIinLDFsVRI7vExIP+ujXPLGhf856tbsv/IwhSHUl4ShcMgC5Ef+j//3/zpZfnbNm/e3DKru8Lwwf5KiSMxRERERERUpXAkhoiIiIjIDEdiKiWOxBARERERUZXCTgwREREREVUpvJ2MiIiIiMgMbyerlDgSQ0REREREVQpHYoiIiIiIzHAkplJiJ4ZKhVVc+JEjHyizdReOh1/UcqtY+VZ1y6iqPG+CJskDA8hzwTgRIV02Qk2TljuD5HpxqjbYFC+cqgcuSa4XB6zyxHik5WGSHDZhkvw0AKApwXMyKIoBBQbstmzYbNlB58lzWOSDcMjzyxhWy9skv3A2k0OtTckfD3fazOcBAIdk0NwRJm0XHDHycptkeU2WVyQMUJ2AFg7AJFeNKs+JIs1Ro8r3D2gW+YBkdVvJszhbyZHkOsqTv2c1T55vRfXKy/MMF7zCjjzDBd3w39dyhV26rC7kN1/kSZa3ygNjlcvFAxsU2KBDhQc2eHD+ZC/XkH/XVnlkrOiSXDBei+OZfq7cgICADgN50HH+c/d6M8yX1c3LAMAw5Me7kvx2WSnJ7yZRZcFODBERERGRGQMhjsSUdUOoMD4TQ0REREREVQo7MUREREREVKXwdjIiIiIiIjMCoT20z+f6yxVHYoiIiIiIqErhSAwRERERkQnFUKAYJlEY/eYT4HBM+eFIDBERERERVSkciaFyUZSY80J4IYRx7t9Qliu7zVhR5HVrmuuCv51QVTs0zQldly+rWlxDUCTlsrKKZoM8P4cX5nkwdCHPkWFFdrVMMcr4M5NVbzMp1BRAUwEd8ot3ZssD1vlUrMiWV2XfhwYoNgBOwCR/T4lI1w0gN0teLssTI9T8z1sgeEhUi3vfFa/5FVnFW7LtzCqPjFdRYUCFFyqEZF+qbAyhwhAKxLl/jUI5a6zywHgtctDoFsccQ5InRljExC3IMaNDhQH93H/n65PletH14ueBsarbKsdM4XUbhhOG4YFh5Fq2iagqYSeGiIiIiMiMoeS/LOcDeDtZ+am8l3OJiIiIiIiC4EgMEREREZGJ0B/sL4fGkA9HYoiIiIiIKtCzzz4LRVEwbtw437ScnByMGjUKNWrUQEREBG6++WYcP37cb7mDBw+ib9++CAsLQ61atfDII4/A6/V/3urrr7/GJZdcAqfTiUaNGmHRokUB6587dy7q168Pl8uFDh064LvvvvMrD6Ut5Y2dGCIiIiIiEwUjMaG8imPr1q3417/+hTZt2vhNHz9+PD777DN8+OGH+Oabb3D06FHcdNNNvnJd19G3b1/k5eVh48aNeOutt7Bo0SI88cQTvnn27duHvn374qqrrsJPP/2EcePG4Z577sGqVat883zwwQd48MEHMXnyZPzwww9o27YtkpOTceLEiZDbUhHYiSEiIiIiqgAZGRkYPHgw5s+fj2rVqvmmp6WlYcGCBXjxxRdx9dVXo3379li4cCE2btyIzZs3AwC++OIL/P7773j33XfRrl079O7dG0899RTmzp2LvLw8AMC8efOQlJSEmTNnonnz5hg9ejRuueUWzJo1y7euF198Effeey+GDh2KFi1aYN68eQgLC8Obb74ZclsqAjsxRERERESlJD093e+Vm5trOu+oUaPQt29f9OzZ02/6tm3b4PF4/KY3a9YM9erVw6ZNmwAAmzZtQuvWrREXF+ebJzk5Genp6fjtt99881xYd3Jysq+OvLw8bNu2zW8eVVXRs2dP3zyhtKUi8MF+qvIMQx5rXy1BV70o+W0uZJVjxrDIT1ASRgmvT9gU8/etWTy5KMsDAwC6MG+b9bLByw2hQkCFEPmvYCzzd1jcBiDUEoTNNMs7IkR+maoAoni3IUjzoQCAVoI8MqpTsl5JWagUyfftLUEeGADQ8ySFLkkZrPPEFPOWEQBQ8yzyR3kt9gFbfp4VXaj5+W4Kl1ntPyXIK6NZ5GKxYle8sCsKNEWHXdEhJMeYC8mOGYB1rhdZuSyHTOFyAyoEDBjw+i0jy7tSlFwuwch+f0ry2xTK8iWt/++mqA/2161b12/65MmTMWXKlID5Fy9ejB9++AFbt24NKEtJSYHD4UBMTIzf9Li4OKSkpPjmKdyBKSgvKJPNk56ejuzsbJw5cwa6rgedZ8eOHSG3pSIUqRNjGAa++eYbrFu3DgcOHEBWVhZiY2Nx8cUXo2fPngFfGhERERHR/5JDhw4hKirK97fTGXjR59ChQ3jggQewevVquFwWF1YoqJAu12ZnZ2PatGmoW7cu+vTpg//+979ITU2FpmnYvXs3Jk+ejKSkJPTp06dC740jIiIiIipNiqGG/AKAqKgov1ewTsy2bdtw4sQJXHLJJbDZbLDZbPjmm28wZ84c2Gw2xMXFIS8vD6mpqX7LHT9+HPHx8QCA+Pj4gAhhBX9bzRMVFQW3242aNWtC07Sg8xSuw6otFSGkTkyTJk3wyy+/YP78+UhPT8emTZvw8ccf491338WKFStw8OBB7NmzB126dMHAgQMxf/78sm43EREREVGV1KNHD/z666/46aeffK9LL70UgwcP9v2/3W7HmjVrfMvs3LkTBw8eRMeOHQEAHTt2xK+//uoXRWz16tWIiopCixYtfPMUrqNgnoI6HA4H2rdv7zePYRhYs2aNb5727dtbtqUihHQ72RdffIHmzZtL50lMTMSjjz6Khx9+GAcPHiyVxhERERER/d1ERkaiVatWftPCw8NRo0YN3/Rhw4bhwQcfRPXq1REVFYUxY8agY8eOuOKKKwAAvXr1QosWLXDHHXdgxowZSElJwaRJkzBq1Cjf6M+IESPwyiuvYMKECbj77ruxdu1aLFmyBMuXL/et98EHH8SQIUNw6aWX4vLLL8fs2bORmZmJoUOHAgCio6Mt21IRQurEWHVgCrPb7WjYsGGxG0REREREVGkYimXwl/z5Sne1s2bNgqqquPnmm5Gbm4vk5GS8+uqrvnJN0/D5559j5MiR6NixI8LDwzFkyBBMnTrVN09SUhKWL1+O8ePH46WXXkKdOnXwxhtvIDk52TfPgAED8Ndff+GJJ55ASkoK2rVrh5UrV/o97G/VlopQ5Ohk3333HTZt2uSLRhAfH4+OHTvi8ssvL/XGERERERH9L/j666/9/na5XJg7dy7mzp1rukxiYiJWrFghrbd79+748ccfpfOMHj0ao0ePNi0PpS3lLeROzIkTJ3DzzTdjw4YNqFevnq93dvz4cYwfPx5XXnklPv74Y9SqVavMGkv/m6xCPVqFMi7LMJUyqlp5I5jbg4QVtQHQYMAGb9DyUNksQrE6FY+kTBYWF9CU4HUrigEFBqDp+a9gLEIkC5v8EprhsAgx65A8YugyCW1r0wC7Cqg2wJBsL2bLA4AtTN4uzaLcEVO8uoUbEGGAGgUoJmGcrcIgl2T/0y1CMNvc5mUa8p8I1RRACXJ11SZ/XNRwmW9LhqOEoW8ttlOn4oVH0eFUvNAu2Jcckn2rNMpLQoUBFQYUCN//F9AsLl9bhYy3CrEso1sc68S5bVgIHUIY5/7VC5WbL28VYtnq90eWPqAoIZLz/9+AEN5S+c2bN6/ynMSWl6KGWKbyEXIyifvvvx+6ruOPP/7A/v37sWXLFmzZsgX79+/HH3/8AcMwMGrUqLJsKxERERERUegjMatWrcK3336Lpk2bBpQ1bdoUc+bMQffu3UuzbUREREREFUuENhKDEuREpqILeSTG6XQiPT3dtPzs2bNB42ATERERERGVppA7MQMGDMCQIUOwdOlSv85Meno6li5diqFDh2LQoEFl0kgiIiIiIqICId9O9uKLL8IwDAwcOBBerxcOR/6DnHl5ebDZbBg2bBheeOGFMmsoEREREVF544P9lVPInRin04nXXnsNzz33HL7//nscP34cQH6I5fbt2yMqKqrMGklERERERFSgyDFgo6KicPXVV5dFW4iIiIiIKhXFUEMcieGT/eWpSJ2YkydP4s033wxIdtmpUyfcddddiI2NLZNG0t/bhXHrC+Lw57+8lnlgilp/eS0ri/EPwPKJNEUygwr5wdQq30qEGphjw6HY4VTyEKFkI0rNMF02TMmW1u22KI9RzQOEyMoAoIb9ZNDpXnsuzmoZ8EbmQmjBczN4w+Sfie6S58jQIyzuE4iRBDaJsAefrtkBpwY4bIAwmQcA3JL8W+7a8na54+TlsjwxiiQ/jeEERDRgjwNU+WdryivZVoxc+bKW5ZIcNdFpgMMO2JyAcAWWZ1jkS8mS5AbJkOfGscxHZJMv71ByYFM8cKg5sKn+23qkMN9vAUBX5AedDISbLwvJtgD45X0Jxq54YVMUaIoBm+KFUM5/hlbHK7tikStMtu+gZHlkCn4DhNAK5YkpnfxiRcn1ciGr35cL88Tkt91b6P2UXY40ovIS8oP9W7duRZMmTTBnzhxER0eja9eu6Nq1K6KjozFnzhw0a9YM33//fVm2lYiIiIiIKPSRmDFjxqB///6YN28elAsyHAshMGLECIwZMwabNm0q9UYSEREREVUIQ8l/Wc5X9k2h80LuxPz8889YtGhRQAcGABRFwfjx43HxxReXauOIiIiIiIguFPLtZPHx8fjuu+9My7/77jvExVnce01EREREVIUUhFgO5UXlJ+SRmIcffhjDhw/Htm3b0KNHD1+H5fjx41izZg3mz5/PPDFERERERFTmQu7EjBo1CjVr1sSsWbPw6quvQtfzI6homob27dtj0aJFuPXWW8usoURERERE5Y3JLiunIsWuHTBgAAYMGACPx4OTJ/NDndasWRN2uzy8IRERERERUWkpVgIOu92O6tWr+/6fyMq8eXNNy0aMGFWiuq3j3Ztv5iWJ0w8Aup5zwd8qDMMDXc+FYQTPVxIqVdJutyKvu4aWKi1v5DgYME1zOBFps8HtOIwa3iOmy0aqmdK6rXK9JGgnTMvUqDTpspnVg69bdxvIrZYFIzsNWk7wOqzywHgiLPKOJETIy+tJyiMSzAoAWyzgugKQ5dcJr2tapDrleWKczvrSck2LMa9bDZJD5RxdV5CV5URYWHNoJilErHI8yfYvXU+VLpsXsV9a7snea16YcRIQjQFFD/65236S1o0w823Ya8i3/9yMwBxNhQlVfilXaE54InOQUzMDWvhZvzJ3lnwbDjsrP27IcsHkWuRi0SDPb+NWcqBpTkQqkfBqqdC18221ygOTFSyXTyFphjxHnexYWpIcMgDzrRBVpJAf7AeA1atXo0+fPqhWrRrCwsIQFhaGatWqoU+fPvjyyy/Lqo1ERERERBWCD/ZXTiF3Yt566y306dMH0dHRmDVrFj7//HN8/vnnmDVrFmJiYtCnTx+88847RW7AlClToCiK36tZs2YAgNOnT2PMmDFo2rQp3G436tWrh7FjxyItTX61FgD++OMP9OvXD9HR0QgPD8dll12Ggwf9rz5v2rQJV199NcLDwxEVFYWuXbsiOzv/qtzXX38d0K6C19atW311zJ8/H4mJibj44ouxZcuWIr9/IiIiIiIqmpBvJ3v66acxe/ZsjBoVeOvPXXfdhc6dO2Pq1Km44447ityIli1b+o3k2Gz5zTp69CiOHj2KF154AS1atMCBAwcwYsQIHD16FB999JFpfXv27EHnzp0xbNgwPPnkk4iKisJvv/0Gl+v8kPSmTZtw7bXX4tFHH8XLL78Mm82Gn3/+Gaqa36/r1KkTjh075lfv448/jjVr1uDSSy8FABw8eBAzZszA4sWLceTIEQwdOhS///57kd8/EREREVVO+aMs1tf9FYNP9penkDsxBw8eRM+ePU3Le/TogYceeqh4jbDZEB8fHzC9VatW+Pjjj31/N2zYEE8//TRuv/12eL1eX2fnQo899hj69OmDGTNm+C1b2Pjx4zF27FhMnDjRN61p06a+/3c4HH5t8ng8+M9//oMxY8b4En6mp6cjJiYGbdq0QXx8vG8Uh4iIiIiIyk7It5O1bNkSCxYsMC1/88030aJFi2I1YteuXUhISECDBg0wePDggNu+CktLS0NUVJRpB8YwDCxfvhxNmjRBcnIyatWqhQ4dOuDTTz/1zXPixAls2bIFtWrVQqdOnRAXF4du3bph/fr1putdtmwZTp06haFDh/qmtWrVCm3atEF0dDRatmyJadOmFf3NExERERFRkYQ8EjNz5kz84x//wMqVK9GzZ8+AZJd79+7F8uXLi9yADh06YNGiRWjatCmOHTuGJ598El26dMH27dsRGRnpN+/Jkyfx1FNPYfjw4ab1nThxAhkZGXj22Wcxbdo0PPfcc1i5ciVuuukmfPXVV+jWrRv27s2PWjNlyhS88MILaNeuHd5++2306NED27dvR+PGjQPqXbBgAZKTk1GnTp2A6TNmzEBYWBjcbneR3z+QPxJl1ikrLpvNBlVVS73eshATE+P3d3R0FNxuN6KjowAAimIeMSe/XP4eNc0pWVYe9cZuj5SWu1xhfn9HRrrhcjkQGemGrsvrjrCI7BcuucbgVuTXHxwOi8/EGfiZqOFOKE5b/r+qZFtWhbRuocijFOma+WcqwuR16+7g70t3RcKwu2E4o0yXNZzy6GSGI09aDlu4vFyRlQePXGYgHAJOGMLi2GGYb8Mw5NuRrsv3H8D8QVQhzMt0XYFhALrk61YsnnEVkq9b1+XbuGHIt3FD8pkZwgUh7DBgso8q8v0eqiQKmF3ebt0l+S4B6B55udAiYdhd0N2BbVTgkC4LQ74NC695uaLLt1FVto0C0AwntHAHVKcNWrh/O+2GvN0uj3wbDvPINzQhibrmhXz/sZ17XxERDrhcNkRE+LfVZjP/XJxO+eft8ciPlV6v+bbk9cqPlYW3/wt/UwFACPm6ZcrzvKKizmUC1mco+S8rfLC/XIW8VXTv3h3bt2/Ha6+9hs2bNyMlJQUAEB8fj969e2PEiBGoX79+kRvQu3dv3/+3adMGHTp0QGJiIpYsWYJhw4b5ytLT09G3b1+0aNECU6ZMMa3POHc/4vXXX4/x48cDANq1a4eNGzdi3rx56Natm2+e++67zzeycvHFF2PNmjV48803MX36dL86Dx8+jFWrVmHJkiVB11mjRo0iv+/CqlevjrCwMOsZi0BVVYSH5x9AjUp+j2aPHlf7/R0WFoZmzZpCURRkZWWF0ImRnzQoivmPlKrKf8BUVf7DbLdX8/vb5XKgUaN4COGFYURLl3Xb5WFBw2D+4xgO+Y9jXbt83dG2egHTFKcNrnrVocKALU+yvCIP45qryDsDWdop0zIjXB5+1hsevG7D7oYnthF0tweqN/htnYZm0blyWPyoV5NvCwiXnPg6gx8jBJzQlTqALRsKJJ0sEWNaZPPKjz+GIQ8NrWnm5bLt3zAAj0eDqqpQTXdBq2OP+WduWNx/ruvyny8vzLdhXfsLuhELqM7gn7urprRu1DDfhpErD0EunPLjWV6evFxoYciLawDDqQds61q2xQl5pryzoEu2JYfF8SzKIgyyW+R3YFyJMbApOozc86GJwy2WVbzybThKl7+vXJOLCACQhVrSZfP0/H3A6bQhKSkKhuFBbqG25+WZf+Yej3w7Mgz5LeiGYX6svTC8/4UKh34OC3Of+00FsrKyz5UXvxNT0nOeoqioc5msLPlvEVUORera1q9fH88991xZtQVA/lX5Jk2aYPfu3b5pZ8+exbXXXovIyEgsXbpUmpumZs2asNlsAbe2NW/e3He7WO3a+XkVgs0T7Fa2hQsXokaNGujXr1+x35fM6dOnS/15moKrCGfOnIHXW7nj2K9Zs9bv7+joKAghsG7dOqSlpVfoSIzN4uq70+mf/yMyMgyKAmza9DsMI066bKRDfkCOllw9rG7xmWjOk9LyKMe+gGlqeP7nlPHzQSjZ5idpdos8MQrkB/8I+2HTMqO6PPJgbkzw/UR35V9hdBxbDzU3eJ4Oq06K120xEqNZjMTESE5YHIGdRgAwEAZAwK6ehSrrHDoCnxn0FTkstgVN3hmw2cz3Adm+kz8CoyA8XIWmmV19tBi1k47EyEfOvN4MaXlennkuF0/efkAAdnVf8M9d/0NaN3IOmJedkG/DzoMW31e2/ITccEQDCuDatwlajv+2bj8r72g7UuUXy1JzzfMR5eny41mmIR+9yhEu3wjM2Z8PQc88v7+lWXS09+XJj/F7PPLyTKSalqUjRb6s5zgAICLCCUUBtm49hIyM89tMTs4h02Vzc823QQDweuXbitdrfqzVdflxuHCesvzfVPh+U4GSdWJ6904u9rJFVVHnMheekykitPDJimT0mkpfpbvXKCMjA3v27PFFOUtPT0dycjKcTieWLVvmF2EsGIfDgcsuuww7d+70m/7nn38iMTERQH5nLCEhIeg8hUeGAEAIgYULF+LOO+8ss8SeXq+3THZOwzDKrO7SlJqaGjAtOzsbaWnpSE1NteykWHdizLcZVZWfuNps8o6GyxX4Q5KdnYezZ7Msr5TB4vYmm+QqtUuRnxzmeaxunQp+wixyvTAycyGyJJ1qVd7hVhR5J8ZmP2taprvkiQI1l3ndqicbam461NzgJwZWSelUzaITY7UfCdkJpPkJh4I8qEouVFkCU8l2qqrydmmafBs2S1RpVZa/bgWapkg6MRa3+Ug3Y6sOkPx9qar5PqAquVAUj+Rzl3eQICTbqSdV3q5ci+NVjrwToxgKVE82tJz0gMSuWrbFRZlM+YmrIhlFEiYjnAUMq9saz53cGble6Jl50At1BLwWt5Pl5srbneWRbwuZkmPpWdkIKIBMT+EOixcZGbk4e/b8tOxs82NSTo58O/J6zY+F+eXmy1t14i9Mtnz+NzV/mylJks7yPqeoiHOZyn7eRPmKlOzy1VdfRc+ePXHrrbdizZo1fmUnT55EgwYNityAhx9+GN988w3279+PjRs34sYbb4SmaRg0aBDS09PRq1cvZGZmYsGCBUhPT0dKSgpSUlKgF7oRu1mzZli6dKnv70ceeQQffPAB5s+fj927d+OVV17BZ599hvvvvx8AoCgKHnnkEcyZMwcfffQRdu/ejccffxw7duzwu4UNANauXYt9+/bhnnvuKfJ7IyIiIqKqjckuK6eQR2LmzJmDRx99FEOHDkVaWhr69OmDKVOm4NFHHwUA6LqOAwckQ+wmDh8+jEGDBuHUqVOIjY1F586dsXnzZsTGxuLrr7/2JZBs1KiR33L79u3zPYOzc+dOvwSYN954I+bNm4fp06dj7NixaNq0KT7++GN07tzZN8+4ceOQk5OD8ePH4/Tp02jbti1Wr14dEIp5wYIF6NSpky8BJxERERERVayQOzH/+te/MH/+fNx2220AgJEjR+KGG25AdnY2pk6dWuwGLF682LSse/fuEPL7DQAg6Dx333037r77bulyEydO9MsTE8z7779vuX4iIiIiIio/IXdi9u3bh06dOvn+7tSpE9auXYuePXvC4/Fg3LhxZdE+IiIiIqIKE+qtYrydrHyF3ImpWbMmDh065BdGuVWrVli7di2uvvpqHD16tCzaR0RERERE5CfkTkznzp3xySefoEuXLn7TW7RogTVr1uCqq64q9cYRlQbDMI8yoigli0ByYYQYXc+P36/rmZbRXxSLuBpemEekMoR82TBZpKsQ5AnzaEG6sKi7BBeiDItocLoj+GeqO7wwLKJwWbG6gibyLOqXhSw1TYjnAqwSFAJQVXkIWrnib+OyHEuKRYQ8ABBCHvmpJGFercKjS0OzCx2AOPdvkDZIQksDAFTJtpJjsd9bRPEybBYRxHQV0BUougrlgmSIwmL/sSLb77MtErLqkpDwAOCFBgENBlR4ofnNrynydkeo8oiHusU2LjuWWh2HC6J8CQEYhgdC5PpF/rKMQimtW95u2W9ISaKLUdEphgrFIndV/nzl0BjyCbkTM3HiRGzbti1oWcuWLbF27Vp8/PHHpdYwIiIiIiKiYELuxLRp0wZt2rQxLW/VqhVatWpVKo0iIiIiIiIyE3In5pdffrGuzGZDfHw8qlevXqJGERERERFVCoaS/wplPio3IXdi2rVrB0VRLEMeK4qCtm3b4u233+bIDBERERERlboihVi2YhgGjh8/jueffx4jR47EunXrStQ4IiIiIqKKxBDLlVPInZjExMSQ5ktKSsJzzz2Htm3bFrtRREREREREZqzjxQE4ePBgkSp1u93YuHFjsRpEREREREQkE9JIzGWXXYYbbrgB99xzDy677LKg86SlpWHJkiV46aWXMHz4cIwdO7ZUG0pUGV0Yqz//bwNCeC3zB6gW1xB0WZ4Yi2XDVPm6g+d0yM/hYECDV5LzQVYGALlCngcjyzDP72FXLZ65MxmqVwwFilCgeDSoecHbJ1SLAP558sOhN8siL4MqyfdimOX+0PMTC+jZgJItW3sxy+CX0yIYIcn7I1vWMAAhFBiGgFLMOyjk9Re/3ZY8GQByAD0j+OeuyXOiwDDfTrV0i2uDFrebqF75/qWI/HwVqlcNnNfqVhaL/StLyHPvyGjB8u0UogsVECoMoUAXav7fIbI6nhllmCem4Diu6wqE8EDXc/2O7bJ8LaoqP6ZY5XopSS6YwssKoRd6Mb9McfB2spL74YcfYLfb0bp1awDAf/7zHyxcuBAtWrTAlClT4HBY50y7UEidmN9//x1PP/00rrnmGrhcLrRv3x4JCQlwuVw4c+YMfv/9d/z222+45JJLMGPGDPTp06fIDSEiIiIior+f++67DxMnTkTr1q2xd+9eDBw4EDfeeCM+/PBDZGVlYfbs2UWuM6RLITVq1MCLL76IY8eO4ZVXXkHjxo1x8uRJ7Nq1CwAwePBgbNu2DZs2bWIHhoiIiIj+NgpGYkJ5UXB//vkn2rVrBwD48MMP0bVrV7z//vtYtGgRPv7442LVGfKD/UD+sy633HILbrnllmKtjIiIiIiI/rcIIWAY+bd1f/nll/jHP/4BAKhbty5OnjxZrDqL1IkhIiIiIvpfohj5z6JZz1cOjamiLr30UkybNg09e/bEN998g9deew1AfgqXuLi4YtUZ+pN1RERERERERTRr1iz88MMPGD16NB577DE0atQIAPDRRx+hU6dOxaqTIzFERERERFRm2rZti19//TVg+vPPPw+brXjdEXZiiEogWIhlIYxz/5YslKUuCRvqhUe6rF2Rr1sXQcK4Cg2GUKELDXmSMMlWoVHzFHmYxLMiwrSsunRJQMsxaZdih+rRoHo10xC1wlvCcf70EoT0NcxCvNoBxQvkngaQZb54RIZ5mRouXbXVdqiq5t+HTH7I2XAYhtc0xLJVGGR5iGXz95xft1Vo6UzzQk86oGQBIh2AZD4zNvN9wJ7hlC6qeuX7j9WDwfnbuQo1zzycuBnDJg+DfNYw35asQqsHD9vuX65APRfGXfWb3yPkpyIRqvm+AQAeWITjhvm+b4P8eFWwjRqGAsPwwjBy/Lbb0gqDHHzdDIdcaRiKdQjzgvkoqAYNGmDr1q2oUaOG3/ScnBxccskl2Lt3b5Hr5O1kRERERERUZvbv3w9dD7yQkpubi8OHDxerzmKNxOzatQtfffUVTpw44Ys0UOCJJ54oVkOIiIiIiCobRYSY7FJwJOZCy5Yt8/3/qlWrEB0d7ftb13WsWbMGSUlJxaq7yJ2Y+fPnY+TIkahZsybi4+OhFLqPQFEUdmKIiIiIiAg33HADgPw+wpAhQ/zK7HY76tevj5kzZxar7iJ3YqZNm4ann34a//d//1esFRIRERER0d9fwR1bSUlJ2Lp1K2rWrFlqdRe5E3PmzBn079+/1BpARERERFRZKUaIt5PxwX5T+/btK/U6i9yJ6d+/P7744guMGDGi1BtDRERERERV35w5czB8+HC4XC7MmTNHOu/YsWOLXH+ROzGNGjXC448/js2bN6N169aw2/1DnhanEURERERElRFHYopn1qxZGDx4MFwuF2bNmmU6n6Io5dOJef311xEREYFvvvkG33zzTak0gkjGKpa+osg3Y9nyVsuWhGW7LSKcy3IbyHLIAIAGeT6I3CB5YDRhh1doyBV22IR57gRNkedbCZqDppBs4TItE6qQLmv2A6EYCiAARVehmOXhsMq/YZJfxleeJ/++pJ+KkWtSYANULyA8AMxyyQAwzL9PaT4UAIpi/nkD8lwuQvZdCQVC5MIwcqAo8u+tOOvWdXmeGKt9V5aDBnoWoOYBRhZk+XlMqebbgmkuo1KiiHPbepBoSYphsY3a5PuuLIeTVX4oq2NOnrDDEHZ4kZ+HyivObzOqfO+xzHvlle07kB9LLY/D547j+f/qRcoBVpLfJqK/g8K3kFWK28nKohFERERERJVR/kiMdWpFxSjeBR0qnhJdhhbnrqQoZumaiYiIiIjof5qu61i0aBHWrFkTNM/k2rVri1yndbcyiLfffhutW7eG2+2G2+1GmzZt8M477xSnKiIiIiIi+ht74IEH8MADD0DXdbRq1Qpt27b1exVHkUdiXnzxRTz++OMYPXo0rrzySgDA+vXrMWLECJw8eRLjx48vVkOIiIiIiCobQ6gwLJ4Ly5+Pt5OZWbx4MZYsWYI+ffqUWp1F7sS8/PLLeO2113DnnXf6pvXr1w8tW7bElClT2IkhIiIiIiIfh8OBRo0alWqdRb6d7NixY+jUqVPA9E6dOuHYsWOl0igiIiIiospAF2rILwruoYcewksvveR7nr40FCtPzJIlS/DPf/7Tb/oHH3yAxo0bl1rDiIiIiIioarrpppv8/l67di3++9//omXLlgF5Jj/55JMi11/kTsyTTz6JAQMG4Ntvv/U9E7NhwwasWbMGS5YsKXIDiCpSWcbpL8scNFascjZYLq8Uf/mSLPu3Zbot2ABFA1DwKkbVFnlgFMUi/41qnhtEtg2HEpXSeh+Q1V+y/UdVzT8XQzn3uSs2aRuKQ6jynCfWin8l12rdilpxkUQ1xYCmGFCR/6+wyDflp4QXbmW5YKzyxFSkkvw+Fd5/FEUr9LKVuG6iUEVHR/v9feONN5Zq/UU+et98883YsmULZs2ahU8//RQA0Lx5c3z33Xe4+OKLS7VxREREREQVSYcGPYQLTbyE52/hwoVlWn+xLkG1b98e7777bmm3hYiIiIiIyFJInZj09HRERUX5/l+mYD4iIiIioqpOFxp0EcJIDCMsl6uQOjHVqlXDsWPHUKtWLcTExAS9F1oIAUVRoOscTCMiIiIiorITUidm7dq1qF69OgDgq6++KtMGERERERFVFnwmpnIKqRPTrVs33/8nJSWhbt26AaMxQggcOnSodFtHRERERER0gSLHFkxKSsJff/0VMP306dNISkoqlUYREREREdHfx+jRo3H69OlSq6/I0ckKnn25UEZGBlwueb4CoopQlvlaLqxbUWxQFDWkdQpY5HSQXGOwwSFd1mrYO0zJCZimKSpsig6n4pHmmXEqedK6rXLURCqZpmVWeS6ELXi50AxAEzDsXii6Sf4DVf7EpWGTt9twWTyxKcvHorlNClyAYgfUCEAx/75Ve7RpmaaZ53kBrPPIyPKpaFqMxbIKbLZwaCZv3SoXRcn2TXndXq/kfTuqAwgHUB0I9vl4s4rdKt1l8Z4Nea4WxWuxndp1CJuAYdehOC7YZi3qVvPkn3eMah64J8MIly7rtTjmuJUcaIqAQ/HCpeRCV3J9ZXnCLlkS8FicqlgdD/Mkx1LDYjsq2D9U1QVFsUNVXVAtjiUFKjIPGfPAlC4vNMttPH8+utDhw4dRp04dAMD777+PCRMmoHr16mjdujVWrFiBunXrFrvukH9BHnzwQQD5Cc4ef/xxhIWF+cp0XceWLVvQrl27YjeEiIiIiIj+Ppo1a4YaNWrgyiuvRE5ODg4dOoR69eph//798Hg8Jao75E7Mjz/+CCB/JObXX3+Fw3H+yofD4UDbtm3x8MMPl6gxRERERESViSEU6ML6CQxDyO8m+F+UmpqKH374AevWrcMnn3yCPn36IC4uDrm5uVi1ahVuuukmxMXFFavukDsxBVHJhg4dipdeeon5YIiIiIiIyJTH48Hll1+Oyy+/HNOmTcO2bdtw7Ngx9OzZE2+++SYeeugh1K1bFzt37ixy3UW+IXnhwoVFXgkREREREf1viYmJQbt27XDllVciLy8P2dnZuPLKK2Gz2fDBBx/goosuwtatW4tVd7Geqvz++++xZMkSHDx4EHl5/g/5fvLJJ8VqCBERERFRZRN6npjQgj78Lzly5Ag2bdqEjRs3wuv1on379rjsssuQl5eHH374AXXq1EHnzp2LVXeRQywvXrwYnTp1wh9//IGlS5fC4/Hgt99+w9q1axEdbR5Bh4iIiIiI/nfUrFkT1113HaZPn46wsDBs3boVY8aMgaIoePjhhxEdHe2Xj7IoijwS88wzz2DWrFkYNWoUIiMj8dJLLyEpKQn33XcfateuXaxGEFUUqzCVRS3P/1s9F2pZvqxhEWJZFjbUqciv9lhdMXIr2QHTVEXAruTBpeTApZqHQbYMoSxZFgBqaGdMy3IsQpd6XcEjmeguD3SbDsOhQzGCt093yINfGheGq71QjDyMK1TJZ24LCz5dhAFwAGFxQJCw176qVfPwtlZhkK3K7fZ40zJ5eGYBTVNgszlgswW/HmYV5tUwMiSlViFkzT8vQP6+Pc5qgB4OaNUAxSz8tYRhvu/mRQXuW4XZM5zScqsri17FC8Omw+vyQgj//UGzCKGseuW1y0IsW4VBhpDvH04lD5qiwKZ44VTyoBcK1W6zOKac1KtJyzWLEMuycPVWoe41zXXuXydU1Q5Nc0LTzh+nZMd5XZdvoyX5/WEI5fKlCw26CGEkRnAkxkp0dDRuvfVWDBs2DGvXrkVYWBi++eabYtVV5JGYPXv2oG/fvgDyo5JlZmZCURSMHz8er7/+erEaQUREREREf1+//PKLL2dMYmIi7HY74uPjMWDAgGLVV+SRmGrVquHs2bMAgIsuugjbt29H69atkZqaiqys4icIIyIiIiKqbPhMTOkonNhy+/btJa6vyJ2Yrl27YvXq1WjdujX69++PBx54AGvXrsXq1avRo0ePEjeIiIiIiIhIpsidmFdeeQU5Ofn3eT722GOw2+3YuHEjbr75ZkyaNKnUG0hERERERFRYkZ+JqV69OhISEvIXVlVMnDgRy5Ytw8yZM1GtmvzhOyIiIiKiqsQLLeRXUbz22mto06YNoqKiEBUVhY4dO+K///2vrzwnJwejRo1CjRo1EBERgZtvvhnHjx/3q+PgwYPo27cvwsLCUKtWLTzyyCPwev0DP3z99de45JJL4HQ60ahRIyxatCigLXPnzkX9+vXhcrnQoUMHfPfdd37lobSlvBW5EwMAhmHgzz//xPr16/Htt9/6vYiIiIiISK5OnTp49tlnsW3bNnz//fe4+uqrcf311+O3334DAIwfPx6fffYZPvzwQ3zzzTc4evQobrrpJt/yuq6jb9++yMvLw8aNG/HWW29h0aJFeOKJJ3zz7Nu3D3379sVVV12Fn376CePGjcM999yDVatW+eb54IMP8OCDD2Ly5Mn44Ycf0LZtWyQnJ+PEiRO+eazaUhGKfDvZ5s2bcdttt+HAgQMQF4SSUxQFum4RppSIiIiIqIowhApdWF/3N0KYp7DrrrvO7++nn34ar732GjZv3ow6depgwYIFeP/993H11VcDABYuXIjmzZtj8+bNuOKKK/DFF1/g999/x5dffom4uDi0a9cOTz31FP7v//4PU6ZMgcPhwLx585CUlISZM2cCAJo3b47169dj1qxZSE5OBgC8+OKLuPfeezF06FAAwLx587B8+XK8+eabmDhxItLS0izbUhGK3IkZMWIELr30Uixfvhy1a9eGoihl0S4iH6tY+lZUtWTLyxTkEDj/9/lcAkLIcmxYs8N8+TBJThEAlgfbMDVweUUFHIoXhpqDCMU814vVuiMlywKA6jRfXljkiTFMcr0IuxfCZsAbngfDlmtStzwfhOGQlyPGJNdLAU1SrpjdYqDmvxQHIHnvqhppvlqLPDA2W01puapGFLNuHYpyForihGLy/qz2vZLs215vqrRc08zfF2wRAFz5/6pB8p/knAicFiIRYXESI0uNA+t9QDFE/raiCOk2E4xqkUfGWSh3y4Ws8kNZ3UajQYcKHSoMqNCBQvXlWuR5SdMl3yXkObWsyj2QR1VVVZfvX0WxQ1VdUNXA8mCESJXWXdLfNqq80tP9cy45nU44nfIcUbqu48MPP0RmZiY6duyIbdu2wePxoGfPnr55mjVrhnr16mHTpk244oorsGnTJrRu3RpxcXG+eZKTkzFy5Ej89ttvuPjii7Fp0ya/OgrmGTduHAAgLy8P27Ztw6OPPuorV1UVPXv2xKZNmwAgpLZUhCLvQbt27cJHH32ERo0alUV7iIiIiIiqrMKhhAFg8uTJmDJlStB5f/31V3Ts2BE5OTmIiIjA0qVL0aJFC/z0009wOByIiYnxmz8uLg4pKSkAgJSUFL8OTEF5QZlsnvT0dGRnZ+PMmTPQdT3oPDt27PDVYdWWilDkTkyHDh2we/dudmKIiIiI6G8vfxwxlDwx+SP6hw4dQlRUlG+6bBSmadOm+Omnn5CWloaPPvoIQ4YMKXYG+/81Re7EjBkzBg899BBSUlLQunVr2O3+Q/Ft2rQptcYREREREVUlBdHGQuFwOHwDA+3bt8fWrVvx0ksvYcCAAcjLy0NqaqrfCMjx48cRHx8PAIiPjw+IIlYQMazwPBdGETt+/DiioqLgdruhaRo0TQs6T+E6rNpSEYocnezmm2/GH3/8gbvvvhuXXXYZ2rVrh4svvtj3LxERERHR34UutJBfJWUYBnJzc9G+fXvY7XasWbPGV7Zz504cPHgQHTt2BAB07NgRv/76q18UsdWrVyMqKgotWrTwzVO4joJ5CupwOBxo37693zyGYWDNmjW+eUJpS0Uo8kjMvn37yqIdRERERET/Mx599FH07t0b9erVw9mzZ/H+++/j66+/xqpVqxAdHY1hw4bhwQcfRPXq1REVFYUxY8agY8eOvgfpe/XqhRYtWuCOO+7AjBkzkJKSgkmTJmHUqFG+W9hGjBiBV155BRMmTMDdd9+NtWvXYsmSJVi+fLmvHQ8++CCGDBmCSy+9FJdffjlmz56NzMxMX7SyUNpSEYrciUlMTCyLdhARERERVTo6tCI9ExOqEydO4M4778SxY8cQHR2NNm3aYNWqVbjmmmsAALNmzYKqqrj55puRm5uL5ORkvPrqq77lNU3D559/jpEjR6Jjx44IDw/HkCFDMHXqVN88SUlJWL58OcaPH4+XXnoJderUwRtvvOELrwwAAwYMwF9//YUnnngCKSkpaNeuHVauXOn3sL9VWypCSJ2YZcuWoXfv3rDb7Vi2bJl03n79+pVKw4iIiIiI/q4WLFggLXe5XJg7dy7mzp1rOk9iYiJWrFghrad79+748f/bu+/4KMr8D+CfmS3Z9AQIKdKJEKoiIoIKKEjzFNSzIAgqinqip5xiQwG7qGc5lYginL9DsaIeeiiiKNJBqQLSkRIQSCFty8zz+yNmYcnOM5s6Gfy875XD7DMz+93Js7Pz7DPz/f78s3SZsWPHYuzYsdWKpa5FNIgZOnQocnJy0LhxYwwdOtRwORa7pPpIlovfLE+/WfvJNQLKama4oChR0voBAKCa3JLmlNSJcSnh66WU8wt53G5UrAehwAEnAnDDD7ekXkS0UiLddpwqrxOjefyGbcJpUsvFoF13CghVh+7QAGf4Y5BwmtTU8Jh8y5YQpp7IiRySWhWGdWIcgFABVxygGq8v60um/cy0XVYnxrhNiABUVYPTmQCnM3x/03V5TSHZc5vRNHnBFel71+kBhLvsXzXM+1ALX2soIjHy955RHy7n8MmPC7pTg67q0J0alJP6ujMgr0Oh6PK6buGOC8G4FHncTiH/7NegQoUOBToc0KGY1J05UYlJzS2HyamMrE6MbvLN+fF+5ICiqH/8e/z5Tq4VVhnmny/G7Zom/wyoTbfddoe0PTu7/pzk0qktokGMruth/5uIiIiI6FQWgMO0oGvZcjxHrkuVzk5W0yZNmgRFUUJ+srKyAABHjx7FnXfeibZt2yI6OhrNmjXDXXfdhfz8fNNtZmVlITY2FsnJyejXrx+WL18essxll12GZs2awePxID09Hddffz32798fbN+yZQsuvPBCpKamwuPxoFWrVpgwYQL8/uPfImuahr/97W9IT0/H4MGDQ7JDEBERERFR7YhoJuaVV16JeIN33XVXpYPo0KEDvvnmm+NB/XFpwv79+7F//348//zzaN++PXbv3o3bbrsN+/fvx0cffWS4vTZt2uDVV19Fq1atUFJSghdffBH9+/fHtm3bkJKSAgC48MIL8dBDDyE9PR379u3Dvffei7/+9a9YsmQJAMDlcmHkyJE466yzkJSUhLVr1+KWW26Brut46qmnAACzZ8/Gnj178NVXX+GDDz7AhAkTMG3atEq/fiIiIiKqnzShQhPm3/tHsgzVnIgGMS+++GJEG1MUpUqDGKfTGbZYTseOHfHxxx8Hf2/dujWefPJJjBgxAoFAwPA67Ouuuy7k93/+85+YPn061q1bh759+wIA7rnnnmB78+bN8cADD2Do0KHw+/1wuVxo1aoVWrVqFbLMwoULsWjRouBjubm5aNGiBTp27IhNmzaFxEpERERERLUjokFMbdeG2bp1KzIyMuDxeNCjRw88/fTTaNasWdhl8/PzkZBgfCPpyXw+H6ZNm4bExEScccYZYZc5evQoZs2ahZ49e8LlCn/z7rZt2zBv3jxcccUVwcdGjBiBvn37IioqCqmpqabZIYiIiIiIqPoqXSempnXv3h0zZ85E27ZtceDAAUyePBkXXHABNmzYgPj4+JBlDx8+jMcffxxjxowx3e7cuXNx7bXXori4GOnp6Zg/fz4aNWoUssz999+PV199FcXFxTj33HMxd+7cCtvp2bMnfvrpJ3i9XowZMyYk93ZSUhJWr16NnJwcpKSkwOGoWqVWp9MZ8aCsMttUVbXGt1sbkpKSQn5PTExAdHQ0EhMTAACKYWYn/NEuf40OR6xhm1nmJpdLnj3J7Y4J+T0+PgbR0W7Ex8dA1+XbjjMYMJeLldyyFu2QZxlyRUkyZQFQ3NEVH4v1AFGusn/VmDBrldElmcsAQHPIs+ZoMcbZyTSPSWYmg9eluxOgO6OhuxMN1zXNTuYyef+qxtsuY9zPICrubwDQhQdCuKDr8tetacaxaZq8LyiKyeuWZoky/lsGAgFomoZAwHgZXZdnoBKSjFZmSWTMEmFqmvE+1XU3hHBC143eJ8b9HwCgJBi3ueSB6fIEYqbHOyABuisaelTFGLTo8P2sXCBWfjzT/cZ9WNHl21ZNjneqcEGNjYISVfbviRxCvlOiTN6bMSYZ3SC5IVuDSdZBf1lscXFR8HiciIsLjdUd5lhazuzzw+83yeimGb8HNE2+z4Q4/r48+TO1rL32MsnW5HmHVecyJz+fHmGdGLNsd1SzKt0rrrzySpxzzjm4//77Qx6fMmUKVq5ciQ8//LBS2xs0aFDwvzt37ozu3bujefPm+OCDDzB69OhgW0FBAS655BK0b98ekyZNMt3uhRdeiDVr1uDw4cN48803cfXVV2P58uVo3LhxcJn77rsPo0ePxu7duzF58mSMHDkSc+fOhaIcPyl4//33cezYMaxduxb33Xcfnn/+eYwfPz7kucJdClcZDRo0QEyMyYdmJamqitjYsg+k+p5Rrm/fi0J+j4mJQVZWWyiKguLi4ggGMfIPMFU1PtgrivwDzOmUfwi5XMkhv0dHu5GZmQ5VdUHT5Ce9MY6G0vZ4GLc3VOVpjhs6M6TtTmfFfapEueBo1hgCKlRfgeG6AaVYum2f45i03RtjnHY3ECtPbRswSM8snNHQktsCDkAJhI9Pd5i8D2JMPqBiTVKpCsnfW08Jvwrc0NAI8OpQVNlgwLgPe73Gg0IAcLnkg0pVNf57KZIBq67r8Hp1KIoCNVyaYgBCyGPTdeN+bJae2ey45vcbHxf83hRoejygpUAJl6480KriYyEkg5jG8j6sqfK4VZ9J2nfEIdDodHg1FWogdP8FiuXHs9LT5J8zAS3esC1Kl7xmlA3IZZxwQI1ywd2sERQA+gn9NmCy7dMCjaTt0Zr8OO2F8UC/xCS/kVeUbdvjcaJly2SoahRKS4/3Ga+3geG6Pl9jwzYA0HWTvqIZH2vN1hXieD+LiYn+4zMVKC6Wf3YcX7/qg5yGDeWfbZVh1blMcbH8c47qh0oPYn744Yewg4hBgwbhhRdeqHZASUlJaNOmDbZt2xZ87NixYxg4cCDi4+MxZ84cw0u+ThQbG4vMzExkZmbi3HPPxemnn47p06fjwQcfDC7TqFEjNGrUCG3atEG7du3QtGlTLFu2DD169Agu07RpUwBA+/btoWkaxowZg3/84x9VnnUJ5+jRoygpiezAEqnybxFyc3Ol35TWBwsWfBvye2JiAoQQWLRoEfLzCyydiXG7jT+gAMDjCR0sxMdHQwhg+fItCATkg9tEk5mBRjA+oWjqNB5kAIDDnSPftntbhceUP07Svet2IKrkd8N1nUqedNtxzsPSdpFkfNLsTZJ/cPjjw79P9KgECACuQz8YDsA0k5N5JMpnrxBtUtMkRnbC0jLsozrKvsV1OQNQVeMBg1tSw8bhkPf/qCj5CYVDUt9GlczIaZoGRdEQFxcnqRNjdpImm4mRD4ACAXm715snWXkvEABczr1QlTAxaqul20bRbuO23+V1kpy/yd/3jhL555uChoACeHYuhaM0tK+7C0xmQ47Kv1gplAwWAgYD8XIluvHxCgC8f8zECADFa3dDLzq+349o8kHKDp/8de31y2climFcUygf8qyixeIoACAurux9smrVfhQWHn+vFhcbX24vawMATZP3Fb/fOBOr2bonz8QIgeBnaiSqM4gZNGiA+UIRsupc5uRzMk04oAnz8z5N1O8vjU81lR7EFBYWwu2u+KHncrlQUBDZm8Ns+9u3b8f1118PoGwGZsCAAYiKisLnn38Oj6dqhaXKvjU0/kAtH+GbLeP3+6Hreo0OYgKBQK28OXVdr7Vt16S8vLwKj5WUlCA/vwB5eXnVLkjpNCh+CEB64gggbF8/kc9X8aS7tNSHY8dKEAjIT+AcTvlJWIxkWrpU8poAwB8lf13CHX4wILx+iKJSQPItlGpSzNLplM/E6G7j44TDY1Io0yBuAFADJVB9BVANTl5P/FAPy28yiDG5NMrokrEyxvtTgQ+qGoCqGvcXVTJL4zCZYTI7VDmdxt9Eq6p8ZYdDfjmsrsv3uWwW1ewyOSHkgwHZPlMVLxQlAFXxGux3eSFN6JLPuoB8XdVr8vcqNbkUFC6o/hI4SgvgKA09yXUUy9/3jiKTWeuApA+bzHbounzwpf9xUiy8fuhFXuiFx2faApo87lKv/L1X7Jf3hSLJJZOFkB+Hi8Tx2EpLAygs9OHYseOPFRUZH5OKiuR9waxgq98vmRE36WcnH++Of6bKS1QYrV8ZNX3OYcW5TH0/b6Iylc4F16lTJ7z//vsVHp89ezbat29f6QDuvfdefP/999i1axeWLFmCyy+/HA6HA8OGDUNBQQH69++PoqIiTJ8+HQUFBcjJyUFOTk7IN3hZWVmYM2cOAKCoqAgPPfQQli1bht27d2P16tW46aabsG/fPlx11VUAgOXLl+PVV1/FmjVrsHv3bnz77bcYNmwYWrduHZyFmTVrFj744ANs2rQJO3bswAcffIAHH3wQ11xzTUQzQURERERkfxpUaH/cFyP/YYrlulTpmZhHHnkEV1xxBbZv346LLiq7l2HBggV47733Kn0/DADs3bsXw4YNw5EjR5CSkoLzzz8fy5YtQ0pKChYuXBgsUpmZmRmy3s6dO9GiRQsAZYUpywtgOhwObN68Gf/+979x+PBhNGzYEN26dcOiRYvQoUMHAGX3XHzyySeYOHEiioqKkJ6ejoEDB2LChAmIiiqblnY6nXj22Wfx66+/QgiB5s2bY+zYsSGpmYmIiIiIqO5VehBz6aWX4tNPP8VTTz2Fjz76CNHR0ejcuTO++eYb9O7du9IBzJ4927CtT58+ppcMAKGXFXg8HnzyySfS5Tt16oRvv/1Wusw111yDa665xvS5iYiIiIioblUpZ90ll1yCSy65pKZjISIiIiKqVwJwIBBBiuVIlqGaU6WL9/Ly8vDWW2/hoYcewtGjZZk7fvrpJ+zbt69GgyMiIiIiIjpZpWdi1q1bh379+iExMRG7du3CzTffjAYNGuCTTz7Bnj178M4779RGnES1orqZz05uVxQHFEWFojigqvJ1hUlRLD+M62Qc0ZKk627xtZC2F+oVU+e6nS6k+1NwoNSDWK9xnZkGqjy7TRPtgLS9xeG9hm2NjuZK1401yF4WiI2HGpWI6B2N4Cg2Kogpz3Bklt65pFQeG/ZL1m+0P/zjjkQg3gXk/gwI40xEPo9x+mZfbFNpWMVxLaTtUI2zYSlO4/Tkuu6G398SXu8hqKpB/R5hUutFkkIWAXmWO5TIU+PCe8S4rfB3wN0D8C0Nv99/M/lbHzJ+XcpRebYrd4E8FbG7QF5UUgnEI9DYA8+heDiLQy+39hYmG6xVZr8mT7d9SJLqeL8mr3lyTJcUewVQIjxwam401BNwRGsUkpFsf0C+7XDHKzsw+/wg+9CECk2Yf+8fyTJUcyq9t8eNG4cbbrgBW7duDUl3PHjwYPzwww81GhwREREREdHJKj2IWblyJW699dYKj5922mnIyZEX2CMiIiIiIqquSs91RkVFhS1q+euvvyIlRV7Rl4iIiIjITsrrwESyHNWdSs/EXHbZZXjsscfg95dd96soCvbs2YP7778fV155ZY0HSEREREREdKJKD2JeeOEFFBYWonHjxigpKUHv3r2RmZmJ+Ph4PPnkk7URIxERERGRJXQ4oAnzH50zMXWq0peTJSYmYv78+fjxxx+xbt06FBYW4qyzzkK/fv1qIz4iIiIiIqIQVc7/d/755+P888+vyViIiIiIiIhMVWoQo+s6Zs6ciU8++QS7du2Coiho2bIl/vrXv+L666+Hoii1FSeRoerUenE4PIZtkbSrqqfC74riKntcyOs9qCZvP1m7alJjRjfJVe8VFWuDCOFEQDjhFS54ajHXvU+4DNuKhXx/J/vC1+dQXQ4oARWqzwnVF36/6U75PhOqkLbDJ18fpZI6NEZtDg3w6IBSCshqqrh9xm0BeX0blB6Ut7uTDJtke0ToAeiBPGjIgVC98ucwokliL5XUeQGAUpM6MSWS110cAIQfKCkB9JLw7dLnNm5XA/LLSUzbffJ2RahQdBWqplbYVonJ+6fY5JhUHT4Y1xsCyo45unAjIBzwCTf8J3SuYl0et9nxTEXVzz2UqtX8DhJC0hdMaoVV57PLbF1ZXFR5vLG/for43SuEwGWXXYabb74Z+/btQ6dOndChQwfs3r0bN9xwAy6//PLajJOIiIiIiAhAJWZiZs6ciR9++AELFizAhRdeGNL27bffYujQoXjnnXcwcuTIGg+SiIiIiMgKAagIRDDLEqjmzB5VTsR7+7333sNDDz1UYQADABdddBEeeOABzJo1q0aDIyIiIiIiOlnEg5h169Zh4MCBhu2DBg3C2rVrayQoIiIiIqL6QBNqxD9UdyLe20ePHkVqaqphe2pqKnJzc2skKCIiIiIiIiMRD2I0TYPTKcvy5EAgwGwYRERERERUuyK+sV8IgRtuuAFRUVFh273eKqbYJKqm6qSxPDlFcmXbT07B7HBEQVVdcDiioGjyuJwmKUkdkrdnjBomLewJ4lR52t1opWI6X7figkvxI1rxIlay/SS1QLrteKVQ2h4T5rkjaQMAzeMP/3hUAMKlQXcHoBh8mWK0brlAjCSNMQCoJmlcZV8JuQ0aHSrgVAC3ExCS/qJK+oozRh6XSSrWalGdgMMFGKWnDsj7abUo1UhlqgtAiLJ/9TCxm2TTlqXbVn3GKcTLti3vR0YpwsspojyduKNCOmZNyPeJLL05AHgl7Q5IUogDppfRFOoxcOsuJAg3ivRo+PTjr9Mv6/sAVMXsDyInTP+gknX/SFUshANC6BBCC0lfXJ3Pl+qkWDb73NOrt8voJEyxXD9F/Ok2atQo02WYmYyIiIiIiGpbxIOYGTNm1GYcRERERET1jiYcpjOd5ctR3WEaBSIiIiIishUOYoiIiIiIyFZq8Y5PIiIiIiJ70yO8sV/njf11ijMxRERERERkK5yJISIiIiIyEIADgQhmWSJZhmoOBzFU71Unl75Zu9m6J9eBOdnJdQBU1QNFcf3xuMm2TerEqJL1oxR5TRPTdrViu0sVcCoBuFUf4tUiw3XjJG0ApOsC8jozbre8vo3fE74GjO4JQHfp8Mf6oKvha1b5kuQ1S8zqyBjWeikXI/l7G7WpDsDtAJxxZXVLjLjijduc0fK43Enydofx+ooz1rhNd0MVUVAdsVAN6tgIkzoZwnvYuFH2mgFAM6lBI6ufoxYAivJH7Z8wdVvM/tbOql/EoLvlRaGF06TAh08FoEAIFcKkNsvJTGu9VOMETDe5sEODCg0qdCjB/w7GZVIHxoXqFdKuTp2Y6qjNz67KPLeiOKEo6h//lj1+Yq2bysrOfq3K6xLVJA5iiIiIiIgMaEI1LehavhzVHe5tIiIiIiKyFQ5iiIiIiIjIVng5GRERERGRgbL7uMzvGdM4N1CnuLeJiIiIiMhWOBNDRERERGRAFyr0CG7aj2QZqjnc20REREREZCuciaFTniwfvq6XStfVNHl7IFB40u8adL0UgUARgGR5XCa1C6pT26AqdRdcUOGADhc0aT2JGEVen8OsFoWUHqZmxwmUQPjvXZSACmgKFB1QDLZh9Hg5h09+OAwETF6XbJcHDBpVAWgCEFrZjxGDOixlz2sSV0Bee0e2bREwrvkj9AB03QtdKwJE+LpEikmdGFmNGvjy5OtWh08HXHrZv+H2n8+sVotxu1k/chWa1J7yya+7P6bHoFSPgqLHwKGHxpGnJ0jX9ZnUppIpEfJ6RLWZWta8Bo38PaBL6swEIK+ppeuBP/51QAgNuh4IPgbIP1+qU4uFiMxxEENEREREZECHajqYLl+O6g73NhERERER2QpnYoiIiIiIDOhQI0qfzJmYusW9TUREREREtsKZGCIiIiIiA0yxXD9xbxMRERERka1wEENERERERLbCy8nIctnZr4X87nQ60bBhQwwaNACBQAC33/536fpmtVxkzPL4a1qhtN3nO3zS7zEIBNLg8x2BpkVJ13W65PUiFMl3DLsDjaXrFgv5tgv1mAqPRQUcULRk7A4AuZJaF0d0ef2bJLWgyu3xPuO6JACQVBp+XeGNgSjOQMpvzeEoCv83Szx0RLptf5y8H/mS5PVxSguM+0rgqMG23QDSioFADhDIN954A0nsMSaHcbe87ghcccZtzor95Lg4wNkNCKwEEP61C8XkuWU1bDT5/kaRSXuBpP5HXhSQ4gN+LwLC1MJRcrzSTUcfMq7H4jks2Z8A3AXyeitHvCnS9oOeNEAkIldLA7TQ/XdES5Kue0zIYyuRHDfy9HjpugW6fNt5WgKidAeS9Wjk63Hwasdru+Rr8nVzNXn9mxJI3jsAvDDuZ36Y1Qor69t6eV0kvSjizxyzz5fqtJ9Yq8ZsXSECEEL/41/WrqkKLcIb+yNZhmoO9zYREREREdkKZ2KIiIiIiAzwxv76iXubiIiIiIhshYMYIiIiIiKyFV5ORkRERERkQIcKPYLv/SNZhmoO9zYREREREdkKZ2Ko3qvNNJVm65qlsazq8wJAwCS1ZymMUxE74Zaue9AkJWmhnlHhsRi/gjjNg9/8UYjxG6eHNkulGqdK0uaatMer8hTLDdXcsI+rAQ9itYYoCDQH/OFT7zYR8tS2qd7D0nZPQJ4uWPUZt5f6wqcg1qNc0GOdQH4J4JPst0K/cVt1Uyy7Jc8r27aaCMTnAUUHAN2gr/p0+XMHJO2lmnEbABSbvDclKZbVUhWqKwA1xw/VV3E5d16sdNOyNMmqJD05ACgB+XeHxbpJenQRA6cehYCIAXQlpM1nclyQpVAGgDzd+LjhFfJtm7UX6x7ougM+4UKJ7kGpfvzvGy7l+4lKIE957TVI8R1Juw6zNPulf/yrQAg/NM0bkmK5Oin+dV2+rqy9uqmSmWq5cphiuX7i3iYiIiIiIlvhTAwRERERkQFdKBGmWFZMl6Gaw5kYIiIiIiKyFQ5iiIiIiIjIVng5GRERERGRAaZYrp+4t4mIiIiIyFY4E0NEREREZEAXKrSIbuzn3EBd4iCGbK86+e4VRf4WUNXKtauqE4ri+ONf695eAvL6HOEOtLpQIKBCFypUyfqytkjaoxTj+h1uRVIPBUCUQbuqOOCChmilFFDC14mJMXi8nMMlr0VRGmMcNwD4EoxrOmie8H1Uj9KguzSoLhXSiXFnFdsAwGmSLccjqSOjStZVASjlyxgs5zaJTVYnRhfydc1I9osiVEAoUIQKRQ+znCp/bs1tfMxxqvJ6KWaM+ng5h6JBVXQ4FA1QQmvpaLq8JpAm5O1+YXzMkrVF2u4QDmhChV844T8hi1OhcEnX9SFPvm2TmlsajN+7gYC8NlX554sQAQih//FvoEJ7+G3L69eY1SGT1aCp7Tov2dmv1er2iWoCh4xERERERGQrnIkhIiIiIjLAG/vrJ+5tIiIiIiKyFc7EEBEREREZ0KBCi+B7/0iWoZrDvU1ERERERLbCmRgiIiIiIgO6UCNKn8wUy3WLe5uIiIiIiGyFMzFkudtuuyPk96SkJPTtexEWLPgWeXl51d5+deq1mNeR8Zz0exQUxfXHv9V7eynV+I7BbF1VqVifQ1UUKNDDtlVGlCqvpyKrBWNWyyXaoF1RAJfiR4JyDKoavu5DjCKvJRHwyOtzmLXrktohulML/7hDg1Aj2N/VqZliVkemOgTKYjOKzyxuWbushkxNtMvoJrV1JJSAfH8HTGqiBGBe60URalnNl5PqvhQLj8FakbXLar0U6jHSdfP1OGl7gR4Hv66iREThmC5Qoh//+5jVefGhWNouqwMDyOtmmdVbqU6dGLNt67r8dVenFkxojNoJP7VbX4aoLnEQQ0RERERkgDf210+W7+1JkyZBUZSQn6ysLADA0aNHceedd6Jt27aIjo5Gs2bNcNdddyE/P1+6TSEEHn30UaSnpyM6Ohr9+vXD1q1bQ5Y5evQohg8fjoSEBCQlJWH06NEoLAytrrtu3TpccMEF8Hg8aNq0KaZMmRLSrmka/va3vyE9PR2DBw/GoUOHamCPEBERERGRjOWDGADo0KEDDhw4EPz58ccfAQD79+/H/v378fzzz2PDhg2YOXMm5s2bh9GjR0u3N2XKFLzyyivIzs7G8uXLERsbiwEDBqC09PjU7fDhw7Fx40bMnz8fc+fOxQ8//IAxY8YE2wsKCtC/f380b94cq1evxnPPPYdJkyZh2rRpwWVmz56NPXv24KuvvsJZZ52FCRMm1PCeISIiIiIrld/YH8kP1Z16cTmZ0+lEWlpahcc7duyIjz/+OPh769at8eSTT2LEiBEIBAJwOiuGL4TASy+9hAkTJmDIkCEAgHfeeQepqan49NNPce2112LTpk2YN28eVq5cibPPPhsA8K9//QuDBw/G888/j4yMDMyaNQs+nw9vv/023G43OnTogDVr1uCf//xncLCTm5uLFi1aoGPHjti0aVNIrEREREREVDvqxZBx69atyMjIQKtWrTB8+HDs2bPHcNn8/HwkJCSEHcAAwM6dO5GTk4N+/foFH0tMTET37t2xdOlSAMDSpUuRlJQUHMAAQL9+/aCqKpYvXx5cplevXnC73cFlBgwYgC1btiA3NxcAMGLECCxduhRRUVH4xz/+wZkYIiIiIqI6YPlMTPfu3TFz5ky0bdsWBw4cwOTJk3HBBRdgw4YNiI+PD1n28OHDePzxx0Mu+zpZTk4OACA1NTXk8dTU1GBbTk4OGjduHNLudDrRoEGDkGVatmxZYRvlbcnJyUhKSsLq1auRk5ODlJQUOBzyrDJGnE6n4aCsqpxOJ1RVrfHt1oakpKSQ3xMTExAdHY3ExISI1lcU+X53Oo2343bHG7aVtceatEeH/B4f74HH40J8vAc+X5R0XY/TLW+XvD1jTDIYeUy+n4hRKmZfio5T4PYoiI5T4JH0ZbdD3qdcDnn2Jadq/LpVVb7PFDU6/OOxHiDKBREbY5iHSHOYZDCKkWfS0qLl+1yPMn7dujv8c+vuRAhnNHRXonTbcEme2ynf3zD5e0GV9BXVOEuXrsZDKNHQVfl7SMohyZTklGeDgyt8xrdI2hUtoWy/u8MfGzSPvB+qmnF7IEZ+zADkWb50zWR9TzQQ5QJiK74XZHEBgFOXH3Nckna3Ju9HHl3+/ogOqCHHmBO/Qw2YXoJjcoyH/D3ggvHrcvrl+ywqqmw/n3hsP5HPZ/z38vtNsq755MekQMD4mGSeVe14/6/sZyqAenPuYNW5zMnPp0OFHsH3/pEsc6Knn34an3zyCTZv3ozo6Gj07NkTzz77LNq2bRtcprS0FP/4xz8we/ZseL1eDBgwAK+//nrIee6ePXtw++2347vvvkNcXBxGjRqFp59+OuR1LFy4EOPGjcPGjRvRtGlTTJgwATfccENIPK+99hqee+455OTk4IwzzsC//vUvnHPOOZWKpS5Z3ksHDRoU/O/OnTuje/fuaN68OT744IOQe18KCgpwySWXoH379pg0aZIFkRoLdylcZTRo0AAxMfIPtspSVRWxsWUHV12vXsrc2ta370Uhv8fExCArqy0URUFxcbHpIEVR5AcNh8N43zoc4U+Kj7fL04Y6naEnn9HRLrRunQZFATRN/oHhMjghD24bxulQ3SYnQlGQnwjFhEmj7PYoSG3pgEtxweE1jj1GlZ8wxKry545XwqdABoBoVZ5i2WOUgtnjgqNpKrzqGVC84U8MCtRj0m273PI0rv44r7RdizI+qdCiwp+QC1cMtIS2ECqgaJLXLkuTbDK4QlTVvlwpe17jQYxQoqE5WgNODYowiF1yEgYA8EiOTYrZIEV+XJOMlaFoCdAT2iLgc0INVIxdJMk/GkWh8Ymv1lA+UMjT5ceFfF0+KPS6kiGaNoJPxEB4Q/uVwyTNsVvIjzmxkkGMU8hfV5RJCuZEEQV3lIKUlk74hAqf93jfMEuh7Id8n/hMTmUCkmOp32QQEwiUPXd0tBuZmSkAAigpOX6M0TTjkze/X56ESJO95wEIYTyQF0Le/08cxJz8mRqJhg0bRrRcbbPqXCbS/VRd33//Pe644w5069YNgUAADz30EPr3749ffvkl+LrvuecefPHFF/jwww+RmJiIsWPH4oorrsDixYsBlCWZuuSSS5CWloYlS5bgwIEDGDlyJFwuF5566ikAZVcpXXLJJbjtttswa9YsLFiwADfffDPS09MxYMAAAMD777+PcePGITs7G927d8dLL70UvAKp/It/s1jqmuWDmJMlJSWhTZs22LZtW/CxY8eOYeDAgYiPj8ecOXPgchmfRJUPKA4ePIj09PTg4wcPHsSZZ54ZXObkTGKBQABHjx4Nrp+WloaDBw+GLFP+e3UHLSc7evQoSkrkB7PKKh995+bmIhCo33nhFyz4NuT3xMQECCGwaNEi5OcXRDCIkXfjkwcaJ3KZfAPudjcwaQ+d0YuP90AIYMWKrQgEGhusVSbK5BvsKMkHdzTkcceYfBuUpFY8QfTEqRAAtq0ugavY+IQ/ySEfDCSr8g/ugCPPsE03GWhEOcJvW4n1AAJQN26CUhT+wyfG8bt829EF0nZvw0Jpuz/W+FvVgEGb7i7r647cH6D6JPtNNhCJN5mJiTVpl3Eb9yPdkQAogKtwKVTNYN/5TE46/JKBSpHJccukXZWcgzgCKSgF4NnzI1RvxdidRSazqEeNB+qOAvlAoUhLkbZreiNpe4kno+zfdbugF4UOrHO1ZOm6uSZfrBTpxrEXCfkg5bAmH7Ae1UTZDIziwabVpSgpPL58CeTvrVLIjyklkB83vJJ2n09+XPB6y84V4uOjIQSwfPkWHDt2/PPa7z9iuG5pqTxjqaaZDXKMvzip7EzMiZ+pkRg0aEBEy9U2q85lTj4n06FElD5ZR9kXPwUFofs5KioKUVEVjyvz5s0L+X3mzJlo3LgxVq9ejV69eiE/Px/Tp0/Hu+++i4suKvvCd8aMGWjXrh2WLVuGc889F19//TV++eUXfPPNN0hNTcWZZ56Jxx9/HPfffz8mTZoEt9uN7OxstGzZEi+88AIAoF27dvjxxx/x4osvBgcx//znP3HLLbfgxhtvBABkZ2fjiy++wNtvv40HHnggoljqWr0bxBQWFmL79u24/vrrAZR1hAEDBiAqKgqff/45PB55sa6WLVsiLS0NCxYsCA5aCgoKsHz5ctx+++0AgB49eiAvLw+rV69G165dAQDffvstdF1H9+7dg8s8/PDD8Pv9wUHT/Pnz0bZtWyQnyz8oKisQCNTKm1PX9Vrbdk0KV9CypKQE+fkFyMvLMx2kmLW7XMbfJrtc8oOS2212qUHFwWdpqR/HjpUiEJB/c+9TTQrPQVI8ESbfUkuKuwFAlEGBRX+pQGmhDq3IePte2SVAAPwO+WVAmsN4v+iqSfE3h2Sw7/VDKSqGUhR+psfhkJ8oOYX8wz0QI19fl70up3GbGiiB6suH6ssz3rgqGcQE5N+QQ6vGIEaTvz8UvQSqVgDV6GRMMytIKenHfpPLyXwmgxjJlTqqP6psv3sLoHorxu4olb/vHcXGcTvNBleayay7yeVkuuaF8PqhF3mhF4a+XwKa/PIkvybfpz7duK94dfnrKjH5Wxf/McjxlQqUFAoUHzs+iCk2OZ6VSI6FZe3y11UqKYbp9cqPOV7v8dFwaakPx46VoKDg+GM+n/HMcmmpfHAVCMiPOZpmHFukRTrLnfiZGon6dN5gxblMdZ+radOmIb9PnDgxoquIykuINGhQ9gXq6tWr4ff7Q+7zzsrKQrNmzbB06VKce+65WLp0KTp16hRySdeAAQNw++23Y+PGjejSpQuWLl0aso3yZe6++24AZZc2rl69Gg8++GCwXVVV9OvXL3g/eSSx1DXLb+y/99578f3332PXrl1YsmQJLr/8cjgcDgwbNiyY5rioqAjTp09HQUEBcnJykJOTA007ftDLysrCnDlzAACKouDuu+/GE088gc8//xzr16/HyJEjkZGRgaFDhwIoG4EOHDgQt9xyC1asWIHFixdj7NixuPbaa5GRUfYt13XXXQe3243Ro0dj48aNeP/99/Hyyy9j3Lhxdb6PiIiIiMgalU2x/NtvvyE/Pz/4c+LgwPA5dB133303zjvvPHTs2BFA2T3Ybre7wr3DJ9/nHe4+8PI22TIFBQUoKSnB4cOHoWma6f3kZrHUNctnYvbu3Ythw4bhyJEjSElJwfnnn49ly5YhJSUFCxcuDGYLy8zMDFlv586daNGiBQBgy5YtIQUwx48fj6KiIowZMwZ5eXk4//zzMW/evJBZnFmzZmHs2LHo27cvVFXFlVdeiVdeeSXYnpiYiK+//hp33HEHunbtikaNGuHRRx+VJhUgIiIioj+3hIQEJCREnkgBAO644w5s2LAhWCuRzFk+iJk9e7ZhW58+fSCEyY2hQIVlFEXBY489hscee8xwnQYNGuDdd9+Vbrdz585YtGiR6fMTEREREVXF2LFjg4XXmzRpEnw8LS0NPp8PeXl5ITMgBw8eDLmHe8WKFSHbO/kebqP7vBMSyjLXORwOOByOsMucuA2zWOqa5ZeTERERERHVV+UpliP5qQwhBMaOHYs5c+bg22+/rVDao2vXrnC5XFiwYEHwsS1btmDPnj3o0aMHgLJ7uNevXx+SsGr+/PlISEhA+/btg8ucuI3yZcq34Xa70bVr15BldF3HggULgstEEktds3wmhoiIiIjoz+aOO+7Au+++i88++wzx8fHBe0sSExP/qO2TiNGjR2PcuHFo0KABEhIScOedd6JHjx7BG+n79++P9u3b4/rrr8eUKVOQk5ODCRMm4I477ghmRLvtttvw6quvYvz48bjpppvw7bff4oMPPsAXX3wRjGXcuHEYNWoUzj77bJxzzjl46aWXUFRUFMxWFkksdY2DGLI9s+xksiwuZhleAgF5RipVzQv53e/3QdOK4ffnw+83KY7oNMl+Uo13pzDJTuYPU08iVleRITQc1v0IBIxrBJilaT3iSJK2H3IYp62OUeSZguIM8ua6nC6kBtJQ4vUhUBo+E1GSKs8E1NCbK21vXGCcStVs+43U8NvWYuOh6GlI2twcziLj/RKIMc6upHlMssG55f1Md5tlujN6XkDJBKK3AQ6DP5sSkHdih884Q58SkH+j6Sw1KXBYYLztXE86VEcaHOtPh6Oo4nv8oEma4yOSVMYHNXl9jUMm287X5LVefEoCTvOnYF+pG77S0L9tgUmdmEKTWi6y9gJJ+mUA8JqkSfbhMAQc8CIBRShA0QkZyUpgkt7cdNsmdWYk9Vp8vsMm6+YBAAIBPzStGIFAPvz+ogrt4WiaPG6yD02o0EyLsiKiZU40depUAGW3T5xoxowZwUKUL774YvDe7RMLTJZzOByYO3cubr/9dvTo0QOxsbEYNWpUyC0VLVu2xBdffIF77rkHL7/8Mpo0aYK33normF4ZAK655hr8/vvvePTRR5GTk4MzzzwT8+bNC7nZ3yyWusZBDBERERFRHYvkvm+Px4PXXnsNr732muEyzZs3x5dffindTp8+ffDzzz9Llxk7dizGjh1brVjqEu+JISIiIiIiW+FMDBERERGRgUhv2q/sjf1UPdzbRERERERkK5yJISIiIiIyoEGFFsH3/pEsQzWHe5uIiIiIiGyFgxgiIiIiIrIVXk5GdeLWW281bDOr82LWXh26Lq+hoary9pPrzAihAdAhhGZaY8bsdfkcxnUuVLPaOCZ1YgKoWHdEgRNeKChGnrTugk+Y1JoIGNfQAIDDWpJhW1XrxHj8DqiBBBzye+H1hf+beRTjWisAkKDK/16JDnl7vFJk2Banhm9TnR7E+FvBcywfKCwxXr/QeNsxivF6ABBv8NzVpcfGwR+XAWVrW6hFVXuOYmHcx4uFvC5JiWRdADimxxq2FSgpiA+0xDGvCr3UW6E9T5fXQpJtO7+atVpKdPnr0gJx8Ghx2BtwoMQf+j433baQ19bxw/j958NR6bpmtVp8KIYKJ3xwogT5KEYgpK1a2w4Y14EB5LVgzI7T5e2BAKDrXgQCRSHraJr8mEWnBl2o0COoARPJMlRzuLeJiIiIiMhWOBNDRERERGSAKZbrJ+5tIiIiIiKyFc7EEBEREREZ0IUKjffE1Dvc20REREREZCscxBARERERka3wcjKqE7J0wie3KYrjhJ/a7aInp0iufnvgjzTLAei6PPWm2bZlqTv9zijpumaUMN9f+OGEBj/8KIU3TArmcuHSM1emXRfGKWgDkjbA+KZJv66iREThaCARpQEt7DIxqvzvYXapgFe4pe3HVOP0tjF6fNjHnQE3GuqJEFoqNK1iqt9y8bpxCmOHEv71lnOb/D0cinE6btk+UdzR8GgN4deaQgTkaZ6NyNIkF5ukGvZB/veQpUnWAnEIaAk4HGgMf6Di/jFLVSxrN+snZts2W1/oHviEC8W6ByV66N/OLIVydVIZy9IvR9KuwQcNAjo0aPBDgz+kTbquMH5vAICmydMky47FkR6nhQhACP2Pf+XH7nJmn19m26mpz79wn6mRvgYqo0OJ8MZ+pQ6ioXKciSEiIiIiIlvhTAwRERERkQENKtQIvvfXODdQp7i3iYiIiIjIVjiIISIiIiIiW+HlZEREREREBnShRlQDhnVi6hb3NhERERER2QpnYoiIiIiIDOhQI0yxzLmBusRBDNWJ7OzXDNtuu+2OkN+F0E74Mc9lX91c/NVx8rbLftf/+Fdes0HXq16jRsC4tkckdFTctg4FAjp0aKjNSVq9GrH7Rfi/tVOo0ISKABzwG+TpN1q3nFl9DoeQx+2S/L28BjVNdOFGQDjg1T3QdOP6Am7VuI6GAw5pXJpJuwPyOjNGFLigwoVSEQUhRJW2IdvnZnVgzOrIyP7eXhEFP1woEVHwh7n8w2/y0ShrN+tHZv3QrL3sL1be10NjN6u3YlrDKcxxIZK2SNoF9D+OW+KE/z7eJiOrmVXd9khrgZXV/4r8c6m2VaaGWbjPVNlnMpFdcBBDRERERGRAEyrUCO53MSuaTDWLe5uIiIiIiGyFgxgiIiIiIrIVXk5GRERERGRA/PG/SJajusOZGCIiIiIishXOxBARERERGdD/+F8ky1Hd4UwMERERERHZCmdiyHIn56t3Op1o2LAhBg0agEAgUKGOzMl0XV4jADCuJ6Eo8nWFkNeiOLn+gKY5oet+aJoXmmZc96PsuQul7apq/PbUnXHSdXVFXkNAC/P9hQYFOjRoCEAzqLUCAA6T+h1m9SL8kNRsMKsXYfT3EAp8UFGkR6NYD39Nsq5U7zsbVZHH5qxC7QhduBCAE4V6LPy6cV0hWa0Xt+KXx2VSByZaKZEHaUDVPVCEG4V6DHQ9fHxmNWo0YdxebPLeK9Kjpe0lkvV14YZfOOAVbvhExb5eqMfIty2pUZOvy9+bXl3+/pHFDQAu4YcfAiVCR8lJtYvM6sCYvb9k7dVZFzj+TfaJ/yunmRwzNE1+rDRrl31GmNWYMSOt52VyTDCrFSaL22zbJ36unvyZSnSq4CCGiIiIiMjAyQVaZctR3eHlZEREREREZCuciSEiIiIiMhTZTAw4E1OnOBNDRERERES2wpkYIiIiIiIDZaUuI7knhsUu6xJnYoiIiIiIyFY4iCEiIiIiIlvh5WRU751cR+Zk1akjY5Zrv7I0TYGue6FpRfB680yWldeTkMVmVl/Ab1JHxuVKqvCYU7jhF3EoFXkoldT3CEjqvACAanJYkdWZcZrUoHEZ1PwRcMCLBOSLEhSJ8FP+hUK+7Tw9RdqeYFL/I0oxrtERpxaHfdwTcCBKS8BvgXR4/cb1XJySuj8eyfMCgGpyCYSs/o1LUr/D7XMhNZCCAz7A5wtfqyZcPaIT6cK43Wvy9/ILeT+Tre8IRCFWS0BOACgNs9/NatTI6sh4w9SdOZFZLRc/cqXt0RDwAyjFMZScVANIVoMpknZNElt16j+Vt7vgRgAJ8OIYSk94Lp/viHxdf1612gMB4zoyZnXGytcNBFRomheBQFHI9qpTg6amP3+o9jDFcv3EmRgiIiIiIrIVzsQQERERERnQ//hfJMtR3eFMDBERERER2QoHMUREREREZCu8nIyIiIiIyABv7K+fOBNDRERERES2wpkYIgmzFJgnp+4MBFToelkaTr8/fFrdSLctS6PscORJ13U45OmAnWFSMDsc0fB6o1BcvBOFxcZVh8OlZw5tT5Q/tzTFsjy1rVGKZQVOeOFAIY6i0CAVrNG6kbYX6vLvfGTrO7WGYR+P8auI1aKx1edCsc/4GzxF8n2TrA0AnCYVpGUplmViXAqy/DH4pbQhikuqVqVal8Sum8RtlvJXk7THBIAE3Y3dgRgUBSq+frM0yBqMUwKbrVuduMvaBUoBFOIwChGa2ro6KZQBwC9KDNtkaYoBQNPk7YFAIVQ1GqWlThQVbUNhYUlIW3W2bZZiuTppkMvX1XU3hPBD10tDtldf0ySfWHogKSkJfftehAULvkVeXh4A89IFFIozMfUTZ2KIiIiIiMhWOBNDRERERGSAMzH1E2diiIiIiIjIVjiIISIiIiIiW+HlZEREREREBng5Wf3EmRgiIiIiIrIVzsQQERERERnQ//hfJMtR3eEghuq9E/Pd1zcn1wgQIgAhtIhqB5gtI2uvzrpG7WWPlcWu6/6KK/1BVnOhrF1eb0VXq37YMZqqFxCASV2Rqm67nFk9Ftn6Rh9sAscvU6jqZQhmcQWgyDcgHIZNqmTdgFAgoECHaljTxazWi+xvVpuXZZRtW1RrvxtRTfuJvN18fT9EFWM36yvS561GXavy9U88xpy4veoez8zIYquvdV6IyBwvJyMiIiIiIlvhTAwRERERkQHe2F8/cSaGiIiIiIhshTMxREREREQGOBNTP3EmhoiIiIiIbIUzMUREREREBsozAkayHNUdzsQQEREREZGtcCaGbE9Raq8bm9U+cDiMn7u69Qdk65vFpapVqROjQQgdQmhVjqu2GdW5UKAAUOCAE8ZVT6q27XKqyeHSrL06qlPfQ1brBYiklosxcUKVm6qtb/zNZnVeMyCvt6L88f+K6d4xWt9422b9wKwYnll7WczlsasV2mTMvkmWH3PM6kPJ24/X0NIr1NKqbg2aSJ7bCqxBQ1S7OIghIiIiIjLAG/vrJ8svJ5s0aRIURQn5ycrKCrZPmzYNffr0QUJCAhRFQV5eXkTb3bdvH0aMGIGGDRsiOjoanTp1wqpVq0KW2bRpEy677DIkJiYiNjYW3bp1w549ewAAu3btqhBX+c+HH34Y3Mbnn3+ONm3aoG3btpg7d271dwgREREREUnVi5mYDh064Jtvvgn+7nQeD6u4uBgDBw7EwIED8eCDD0a0vdzcXJx33nm48MIL8b///Q8pKSnYunUrkpOTg8ts374d559/PkaPHo3JkycjISEBGzduhMfjAQA0bdoUBw4cCNnutGnT8Nxzz2HQoEEAAK/XizvuuAMzZsyAEAI33XQT+vfvD7fbXeV9QURERET1h/7H/yJZjupOvRjEOJ1OpKWlhW27++67AQALFy6MeHvPPvssmjZtihkzZgQfa9myZcgyDz/8MAYPHowpU6YEH2vdunXwvx0OR4WY5syZg6uvvhpxcXEAygYxDocDZ555ZvB1eL1eDmKIiIiIiGqR5ZeTAcDWrVuRkZGBVq1aYfjw4cFLuqrq888/x9lnn42rrroKjRs3RpcuXfDmm28G23VdxxdffIE2bdpgwIABaNy4Mbp3745PP/3UcJurV6/GmjVrMHr06OBjCQkJuPHGG5Geno6MjAzcfvvtiI+Pr1bsREREREQkZ/lMTPfu3TFz5ky0bdsWBw4cwOTJk3HBBRdgw4YNVR4Q7NixA1OnTsW4cePw0EMPYeXKlbjrrrvgdrsxatQoHDp0CIWFhXjmmWfwxBNP4Nlnn8W8efNwxRVX4LvvvkPv3r0rbHP69Olo164devbsGfL4xIkTcffdd0NV1SrH63Q6Qy6hqwlOpxOqqtb4duvCybEnJSVJl1eUquajMs9sZtauqlEhvyckxCM62oOEhHjTdZ3O2EptO7TNI13X4ZBv2+mMqfBYfHw0PB434uOjoarGU+JOp/y5XS7juAHAqRrPVLrgkm/b4JAVG+dElEdFbJzxPjfLGmWW18xh8p2PU5oNK3xbTJwKt0dBTJxZZjTjHFqKSX4t8+xkVVs3Ok6B26MgOq4q+b3KiGq8Ltm6AKBL/h6eOEj3e8Dkb61L+opZXAGTfhYw6aeeOIEojyNsXw+YZInTTC518enG712/X/6+DwTkWQ11XQ05xoSuaxK3fNOmz61pxsccswxi5e0nHttPenbJ88qPhWZksZllkTxRYmICoqOjkZiYEHzMLucGVp3LnPx8vLG/frK8F5ffXwIAnTt3Rvfu3dG8eXN88MEHIbMelaHrOs4++2w89dRTAIAuXbpgw4YNyM7OxqhRo6DrZZ1syJAhuOeeewAAZ555JpYsWYLs7OwKg5iSkhK8++67eOSRR8I+X2JiYpXiLNegQQPExFQ8qawOVVURG1t2Ilv+eu3i5NhnzHhLuvx//vOutF02yFEUs8lIk5NLNfSkOzo6GllZmQAUlJb6TOIyGyAZn9ArivxkXzYAMlo/OtqN1q0bQwg/fD7jEzGzbTsc8r7scEQbt5kMYpwI/9xRUQ40bxkHVTjg9Ybv7+YplOXtZrEpkpNToxPyqCgFGS2dEEKHzys7kZP8PaqcVLp63FEKMlo6IITLMHazwm/V+cA3S+osG0y4ogQyWjqgC1fY/iJM9qksbh0mJ/OQX26sw/j9AQDuKKB5y1gIocPrDX0uDX7pumbtfr/xe1vT5O/rSNIcezxutG6dAl33hhwfNc1sXa/Jc8tfV3UGA0KU/a1jYjxo27Y1AB3FxaUntMvWN0tpXfX+P3z4NREvW/6ZetVVV9r+fKCuFBcX19lzUdVZPog5WVJSEtq0aYNt27ZVeRvp6elo3759yGPt2rXDxx9/DABo1KgRnE5n2GV+/PHHCtv76KOPUFxcjJEjR1Y5JpmjR4+ipKSkRrdZ/i1Cbm4uAgF75aqvbOwLFnwrbZcPYmp+JgYQWLRoOY4dk/9NzQcDxt98mq1rNsujKBXXj48vO0lZunQTSkqMTwAdjjiT506Qtrtcxu0ug0FKOTfCP3dsnBNQgPWrC1BUGL7POEwOd7JBSFls8m+iZYMJowFSTJwKoQCbVpeguLBqNVNqsz6NTEycCkVRsGl1KYoLjQYxJidx1RjE6JJvwM22HRUnIBSBjauLwu53s23L2s0GMQHIv9wwe25PnAAU4OfVv1fo6wHIBwN+yAcDPt/vxuv686XrBgJF0nZd9yI+PgaKAixd+guOHTt+kqhp8nXN281q2Bi/bvNaLsdnYoRQ8OOPS1FQcOyEbRv/vSOd5amKgQP7Rbzsn+l8oKZUPCeLbCbGbOBKNaveDWIKCwuxfft2XH/99VXexnnnnYctW7aEPPbrr7+iefPmAAC3241u3bpJlznR9OnTcdlllyElJaXKMckEAoFaeXPqul5r265tlYndLO22bCBS3UFMuIFGSUkpCgqOoaBA/k2O+SVhxt8uqqr8m0ezmXdVDf/BW1Liw7FjxSguNj5pdjhMTvZNLidzuYxP4lwmsyFRkm+SvaUaigoDKDxmNIiRM5uTc5mcnMouvZJt21cqUFyoo+iYbBBjzGHhh2ZZ7ALFBrGbfehXJ5OP2bqy59YgTtjvFf+u5rMpxu2aySAkUI0BUtn2xQl9PfT94DebaTEZQHm9xoMBv1/+pUwgID/elc/UlB9jCgqOD0wCgULpuppm1l71QpyVGWiUlJSgoOAY8vIKTti2bJan9gYxlf1c/7OcD9QUO+6nPyPLBzH33nsvLr30UjRv3hz79+/HxIkT4XA4MGzYMABATk4OcnJygjMz69evR3x8PJo1a4YGDRoAAPr27YvLL78cY8eOBQDcc8896NmzJ5566ilcffXVWLFiBaZNm4Zp06YFn/e+++7DNddcg169euHCCy/EvHnz8N///rdCFrRt27bhhx9+wJdfflkHe4OIiIiI6hPeE1M/WZ6dbO/evRg2bBjatm2Lq6++Gg0bNsSyZcuCsx7Z2dno0qULbrnlFgBAr1690KVLF3z++efBbWzfvh2HDx8O/t6tWzfMmTMH7733Hjp27IjHH38cL730EoYPHx5c5vLLL0d2djamTJmCTp064a233sLHH3+M888/PyS+t99+G02aNEH//v1rczcQEREREVGELJ+JmT17trR90qRJmDRpknSZXbt2VXjsL3/5C/7yl79I17vppptw0003SZd56qmnggkCiIiIiIjIepYPYoiIiIiI6iteTlY/WX45GRERERERUWVwJoZsLzv7tSqve9ttd0jbzbKTnZxdRtMc0HUvNK1ImtYzErLMNQ5H9bLehMuMFggEoGnFCAQK4JckOapOJqCy9Y0zDflMMrZ5neFTLAs9CiW6EwU4iGMGGZjMUhGbpWA2W1+eBjl8mxcuFKExjuIwCk0yS1U1ruqQvaY4OHEMDXEER1BoklHLSHW+tdRMUxUbbzsODhQhFbk4iGNh9rt5hjBZimWT7GMmxwWz91ecDyjy68j37UDBSdnEajPLl9n72uy5db0UPl88AoF8+HyH4PUeT1Ns9prN4jY73lUng9jxGKIghB+a5g2JV7b+1KkvR7Rtqv906FAiOF5VJ+MiVR5nYoiIiIiIyFY4iCEiIiIiIlvh5WRERERERAZ4Y3/9xJkYIiIiIiKyFc7EEBEREREZEBARzsSIOoiGynEmhoiIiIiIbIWDGCIiIiKiOvbDDz/g0ksvRUZGBhRFwaeffhrSLoTAo48+ivT0dERHR6Nfv37YunVryDJHjx7F8OHDkZCQgKSkJIwePRqFhaFpydetW4cLLrgAHo8HTZs2xZQpUyrE8uGHHyIrKwsejwedOnXCl19+WelY6hovJ6M/terUmAnH6XSiYcOGGDDgItx8863SZc1q0MjazdY1o6oV13e7E+DzNUFJyQ4UFhrX4AhXY8Zs25VZvyrr+v1xKCzsgqNH1yE/v6hKz1udv0dVJegxyCvugAP5G1FQUGy4nNk+tUICYtC6tCMOFG5CwbGSsMtEWoOjNshqjyRoMcgv6oSDeevD7vfqxG22rlm7Wc2UQMCD4mIFeXmrkJ8feqJiVstFVi/FLDbzWizmzx0VlQifLxelpftRUpIf8bpmarOflW9b05zBGmAn1q154403au25qf6orRv7i4qKcMYZZ+Cmm27CFVdcUaF9ypQpeOWVV/Dvf/8bLVu2xCOPPIIBAwbgl19+gcdT9pk2fPhwHDhwAPPnz4ff78eNN96IMWPG4N133wUAFBQUoH///ujXrx+ys7Oxfv163HTTTUhKSsKYMWMAAEuWLMGwYcPw9NNP4y9/+QveffddDB06FD/99BM6duwYcSx1rf59MhIRERERneIGDRqEQYMGhW0TQuCll17ChAkTMGTIEADAO++8g9TUVHz66ae49tprsWnTJsybNw8rV67E2WefDQD417/+hcGDB+P5559HRkYGZs2aBZ/Ph7fffhtutxsdOnTAmjVr8M9//jM4iHn55ZcxcOBA3HfffQCAxx9/HPPnz8err76K7OzsiGKxAi8nIyIiIiIyUD4TE8kPUDb7ceKP1+ut9HPu3LkTOTk56NevX/CxxMREdO/eHUuXLgUALF26FElJScEBDAD069cPqqpi+fLlwWV69eoFt9sdXGbAgAHYsmULcnNzg8uc+Dzly5Q/TySxWIGDGCIiIiKiGtK0aVMkJiYGf55++ulKbyMnJwcAkJqaGvJ4ampqsC0nJweNGzcOaXc6nWjQoEHIMuG2ceJzGC1zYrtZLFbg5WRERERERAZ06FAiuN9F/2OZ3377DQkJCcHHo6Kiai22PzPOxBARERER1ZCEhISQn6oMYtLS0gAABw8eDHn84MGDwba0tDQcOnQopD0QCODo0aMhy4TbxonPYbTMie1msViBgxgiIiIionqkZcuWSEtLw4IFC4KPFRQUYPny5ejRowcAoEePHsjLy8Pq1auDy3z77bfQdR3du3cPLvPDDz/A7/cHl5k/fz7atm2L5OTk4DInPk/5MuXPE0ksVuDlZES1pKbTN9e28vTQ/ftfYJoeWsaK1NFOZyK83nQUF/+G4uKCKm3DTG2kWFbVBJSWJqOwcDOOHauduGtPAoqL45Gfvxb5+faK3eFIgNebgqKibSgsrNvYq5sO2OuNQSCQD6/3ELze0Niru21ZCuaaSINslKbYDsfK8uPjoEGDEAhYlzqcrFFbKZYLCwuxbdu24O87d+7EmjVr0KBBAzRr1gx33303nnjiCZx++unBtMYZGRkYOnQoAKBdu3YYOHAgbrnlFmRnZ8Pv92Ps2LG49tprkZGRAQC47rrrMHnyZIwePRr3338/NmzYgJdffhkvvvhi8Hn//ve/o3fv3njhhRdwySWXYPbs2Vi1ahWmTZsGAFAUxTQWK3AQQ0RERERUx1atWoULL7ww+Pu4ceMAAKNGjcLMmTMxfvx4FBUVYcyYMcjLy8P555+PefPmhdRlmTVrFsaOHYu+fftCVVVceeWVeOWVV4LtiYmJ+Prrr3HHHXega9euaNSoER599NFgemUA6NmzJ959911MmDABDz30EE4//XR8+umnwRoxACKKpa5xEENEREREZKC2ZmL69OkDIYRhu6IoeOyxx/DYY48ZLtOgQYNgYUsjnTt3xqJFi6TLXHXVVbjqqquqFUtd4z0xRERERERkKxzEEBERERGRrfByMiIiIiIiA7V1ORlVD2diiIiIiIjIVjgTQ0RERERkgDMx9RMHMURUgaxuw2233SFdd+rUl6XtZutXRXn9Cb//CHy+/BrffiSqUkfG7/dD0wotjbuqGHvVVLeWSyCQCE0rQSCQD7+/ZmOvbmwy2dmvnVBrZQBrrRBRtXEQQ0RERERkQIcOJYJZFp0zMXWK98QQEREREZGtcBBDRERERES2wsvJiIiIiIgMCKFFdM+YEFodREPlOBNDRERERES2wpkYIiIiIiJDAQjhiGg5qjuciSEiIiIiIlvhTAwRVYqshkxdrB+OXetPlMc9YMBFtoobYOxWKY994MB+toudiKgmcRBDRERERGRAiMguJ6vNgrFUES8nIyIiIiIiW+FMDBERERGRAc7E1E+ciSEiIiIiIlvhTAwRERERkQFd1xBJ+uSy5aiucCaGiIiIiIhshYMYIiIiIiKyFV5ORkRERERkoOzGfvPv/Xljf93iTAwREREREdkKZ2KIiIiIiAxwJqZ+4kwMERERERHZCgcxRERERERkK7ycjIiIiIjIAC8nq584E0NERERERLbCmRgiIiIiIgOciamfOBNDRERERES2wpkYIiIiIiIDuq4BMJ9lKVuO6gpnYoiIiIiIyFY4iCEiIiIiIlvh5WRERERERAbKbuxXIlqO6g5nYoiIiIiIyFY4E0NEREREZIAzMfUTZ2KIiIiIiMhWOIghIiIiIiJb4eVkREREREQGeDlZ/cSZGCIiIiIishXOxBARERERGRBCi3AmRquDaKgcZ2KIiIiIiMhWOBNDRERERGRA1yO71yXS5ahmcCaGiIiIiIhshYMYIiIiIiKyFV5ORkRERERkoCzFcmTLUd2xfCZm0qRJUBQl5CcrKyvYPm3aNPTp0wcJCQlQFAV5eXmm25w6dSo6d+6MhIQEJCQkoEePHvjf//4Xssytt96K1q1bIzo6GikpKRgyZAg2b94cbD9y5AgGDhyIjIwMREVFoWnTphg7diwKCgpCtjN58mQ0adIE559/Pn799dfq7QwiIiIiIjJl+SAGADp06IADBw4Ef3788cdgW3FxMQYOHIiHHnoo4u01adIEzzzzDFavXo1Vq1bhoosuwpAhQ7Bx48bgMl27dsWMGTOwadMmfPXVVxBCoH///tC0svR4qqpiyJAh+Pzzz/Hrr79i5syZ+Oabb3DbbbcFt7F48WJ88cUX+Oyzz3Dddddh7NixNbA3iIiIiKj+CPwxGyP/ATgTU5fqxeVkTqcTaWlpYdvuvvtuAMDChQsj3t6ll14a8vuTTz6JqVOnYtmyZejQoQMAYMyYMcH2Fi1a4IknnsAZZ5yBXbt2oXXr1khOTsbtt98eXKZ58+b429/+hueeey74WG5uLjIyMtC5c2cEAgHMnDkz4hiJiIiIiKhq6sVMzNatW5GRkYFWrVph+PDh2LNnT41tW9M0zJ49G0VFRejRo0fYZYqKijBjxgy0bNkSTZs2DbvM/v378cknn6B3797BxwYMGIDS0lLExMRg4MCBePrpp2ssbiIiIiIiCs/ymZju3btj5syZaNu2LQ4cOIDJkyfjggsuwIYNGxAfH1/l7a5fvx49evRAaWkp4uLiMGfOHLRv3z5kmddffx3jx49HUVER2rZti/nz58PtdocsM2zYMHz22WcoKSnBpZdeirfeeivY5nK5MG/ePBw6dAhJSUkV1o2U0+mE01mzfwqn0wlVVWt8u3WBsVuDsdc9u8YNMHarMHZrMHZrWBX7yc8X6Q37vLG/blneowcNGhT8786dO6N79+5o3rw5PvjgA4wePbrK223bti3WrFmD/Px8fPTRRxg1ahS+//77kIHM8OHDcfHFF+PAgQN4/vnncfXVV2Px4sXweDzBZV588UVMnDgRv/76Kx588EGMGzcOr7/+eshzNW7cuMpxAkCDBg0QExNTrW2cTFVVxMbGAgB0Xa/Rbdc2xm4Nxl737Bo3wNitwtitwditYVXsxcXFdfZcVHWWD2JOlpSUhDZt2mDbtm3V2o7b7UZmZiaAspv4V65ciZdffhlvvPFGcJnExEQkJibi9NNPx7nnnovk5GTMmTMHw4YNCy6TlpaGtLQ0ZGVloUGDBrjgggvwyCOPID09vVrxnejo0aMoKSmpse0Bx79FyM3NRSBgr28GGLs1GHvds2vcAGO3CmO3BmO3hlWxn3xOJoQW0XqRLkc1o94NYgoLC7F9+3Zcf/31NbpdXdfh9XoN24UQEEJIlyn/FkC2TFUEAoFaeXPqul5r265tjN0ajL3u2TVugLFbhbFbg7Fbw4rY7bif/owsH8Tce++9uPTSS9G8eXPs378fEydOhMPhCM6G5OTkICcnJzgzs379esTHx6NZs2Zo0KABAKBv3764/PLLgymOH3zwQQwaNAjNmjXDsWPH8O6772LhwoX46quvAAA7duzA+++/j/79+yMlJQV79+7FM888g+joaAwePBgA8OWXX+LgwYPo1q0b4uLisHHjRtx3330477zz0KJFizreS0RERERkBV0PQFHMq11yJqZuWT6I2bt3L4YNG4YjR44gJSUF559/PpYtW4aUlBQAQHZ2NiZPnhxcvlevXgCAGTNm4IYbbgAAbN++HYcPHw4uc+jQIYwcORIHDhxAYmIiOnfujK+++goXX3wxAMDj8WDRokV46aWXkJubi9TUVPTq1QtLliwJ3t8SHR2NN998E/fccw+8Xi+aNm2KK664Ag888EBd7BYiIiIiIjJg+SBm9uzZ0vZJkyZh0qRJ0mV27doV8vv06dOly2dkZODLL7+ULnPhhRdiyZIl0mWIiIiIiKjuWT6IISIiIiKqr8pSJ/NysvqmXhS7JCIiIiIiihRnYoiIiIiIDHAmpn7iTAwREREREdkKBzFERERERGQrvJyMiIiIiMhA2WVikVxOptd+MBTEmRgiIiIiIrIVzsQQERERERkou7Hf/Ht/zsTULc7EEBERERGRrXAQQ0REREREtsLLyYiIiIiIDOh6AIrCy8nqG87EEBERERGRrXAmhoiIiIjIAG/sr584E0NERERERLbCmRgiIiIiIgOciamfOBNDRERERES2wkEMERERERHZCi8nIyIiIiIyIIQGwPxSMSFE7QdDQZyJISIiIiIiW+FMDBERERGRgbIb+5UIluNMTF3iTAwREREREdkKBzFERERERGQrvJyMiIiIiMiArgegKLycrL7hTAwREREREdkKZ2KIiIiIiAzwxv76iTMxREREREQWee2119CiRQt4PB50794dK1assDokW+AghoiIiIjIkAYhAqY/gFbpLb///vsYN24cJk6ciJ9++glnnHEGBgwYgEOHDtX8yzjFcBBDRERERGSBf/7zn7jllltw4403on379sjOzkZMTAzefvttq0Or93hPjIXKr50sLS2t8W07nU4UFxejpKQEgUCgxrdfmxi7NRh73bNr3ABjtwpjtwZjt4ZVsZefl1X1HpeCgoKQ36OiohAVFVVhOZ/Ph9WrV+PBBx8MPqaqKvr164elS5dW6bn/TDiIsdCxY8cAAA888IDFkRARERHRibxeL9LS0pCTkxPxOnFxcWjatGnIYxMnTsSkSZMqLHv48GFomobU1NSQx1NTU7F58+YqxfxnwkGMhTIyMvDbb78hPj4+ovzjRERERFS7hBA4duwYMjIysHPnTvh8vkqte/I5XbhZGKo+DmIspKoqmjRpYnUYRERERHSCxMREAIDH44HH46mV52jUqBEcDgcOHjwY8vjBgweRlpZWK895KuGN/UREREREdcztdqNr165YsGBB8DFd17FgwQL06NHDwsjsgTMxREREREQWGDduHEaNGoWzzz4b55xzDl566SUUFRXhxhtvtDq0eo+DGCIiIiIiC1xzzTX4/fff8eijjyInJwdnnnkm5s2bV+Fmf6pIEVXNH0dERERERGQB3hNDRESnvEAggKKiIqvDIJtgfyGq/ziIOUWUlpbimWeewQMPPIADBw5YHU7EVqxYgQ4dOqB169aYPXu21eFUyuHDh3Hrrbfi2muvxYYNG6wOp1LsHPu2bdswYMAAnHvuuVi4cKHV4VSKXd+ngL1j/+KLL9CqVSt07twZL7zwgtXhVIpd+7td4wbYX6xi59jJGryc7BQxfPhweDweZGVlYebMmdi4caPVIUWka9euePjhh9GlSxd06tQJR44csU0+9b/85S8466yz0KFDB9x3333YvXu3ber92Dn2Xr164brrrkOXLl0wePBgHDx4EE6nPW7vs+v7FLB37O3atcOrr76KM844A02aNMGRI0cQGxtrdVgRsWt/t2vcAPuLVewcO1lE0CkhPT1dbNiwQQghhMvlEgcPHrQ4osg0b95cLF++XBQVFQmn0ymOHj1qdUgRK9/nuq7bap8LYe/YmzRpIn7++Wfh9/uFy+USv//+u9UhRcyu71Mh7B17mzZtxLfffiuOHDkiXC6XKCgosDqkiNm1v9s1biHYX6xi59jJGhziniJ69+6Nl19+GW3atEGzZs3QuHFjq0OKyMMPP4wRI0YgOTkZo0aNQnJystUhRWzo0KF48MEH0aJFC3Tu3Nk2+xywd+w333wzbrvtNmRkZKBv375o1KiR1SFFzK7vU8DesT/33HMYNWoUnE4nJkyYgPj4eKtDiphd+7td4wbYX6xi59jJGryc7BRRXFyMl156Cbm5uRg7diyaN29udUgR++2331BQUIAOHTpYHUql6LqO2bNnIzc3FyNGjAhW97UDO8cOAEuWLEFubi4GDBhgq8sN7Pw+tXPsAODz+eD1em11QlrOrv3drnED7C9WsXPsVPc4iCEiIiIiIlvhMPcU5fV6AaDe3yS/evVqdO3a1eowapQQArquw+FwWB1KRPLz85GTkwMASEtLq/ezMocPH+ZlBvWAXY4xAPDxxx9j0KBBiImJsTqUGnPw4EF4vV40a9bM6lCkAoEANm7cGHKMad++PVwul8WRGWN/sZYd+wxZxNI7cqhGff3112LQoEEiKSlJqKoqVFUVSUlJYtCgQWL+/PlWhxeWoiiidevW4sknnxT79u2zOpxK8fv94uGHHxa9evUSjz76qBBCiClTpoiYmBjhdrvFyJEjhdfrtThKY2+++aZo165dsK+U/7Rr10689dZbVodnSFVVceGFF4pZs2aJ0tJSq8OptDfffFOMHDlSvP3220IIIWbPni2ysrJEy5Ytg/2ovrLjMUaIsuNMQkKCuOWWW8SyZcusDqdSCgoKxPDhw0WzZs2Cx5S//e1vQlEUoaqq6NWrl8jPz7c6zAo0TRMPP/ywSEpKEoqihPwkJSWJCRMmCE3TrA4zLPYXa9i5z5A1OIg5RcycOVM4nU5x7bXXihkzZogvv/xSfPnll2LGjBli2LBhwuVyiXfeecfqMCtQFEXccsstonHjxsLpdIpLLrlEzJkzRwQCAatDMzVhwgSRmpoqxo0bJ9q3by9uu+020bRpU/Gf//xH/Pvf/xannXaaePbZZ60OM6zywdYDDzwgvvvuO/HLL7+IX375RXz33XfiwQcfFLGxseK5556zOsywFEURAwcOFG63WyQnJ4uxY8eKn3/+2eqwIvLiiy+K2NhYccUVV4j09HTxxBNPiIYNG4onnnhCTJ48WSQkJIg33njD6jDDsusxRoiyPvPYY4+JLl26CEVRRIcOHcSLL74oDh8+bHVopsaOHSuysrLEK6+8Ivr06SOGDBkiOnbsKH788Ufx/fffi/bt24uHHnrI6jAruO+++0RKSorIzs4WO3fuFMXFxaK4uFjs3LlTvPHGG6Jx48Zi/PjxVocZFvuLNezcZ8gaHMScIk4//XTx6quvGra/9tprIjMzsw4jioyiKOLgwYPC7/eLjz76SAwePFg4HA6Rmpoqxo8fL7Zs2WJ1iIZatWol/vvf/wohhNi6datQVVXMnj072P7++++Ljh07WhWeVLNmzcT7779v2D579mzRtGnTOowocuV95vfffxfPP/+8aN++vVBVVZx11lni9ddfr7ffMgohRFZWlpg1a5YQQoiffvpJOJ3OkFmvt956S3Tt2tWq8KTseowR4nifEUKIVatWidtvv10kJSWJqKgocdVVV4mvv/7a4giNNW3aVHz77bdCCCH27dsnFEUJHneEEGLu3Lmibdu2VoVnKDU1VcybN8+wfd68eaJx48Z1GFHk2F+sYec+Q9bgIOYUERUVJTZv3mzYvnnzZuHxeOowosic+GFRbu/eveKxxx4TrVq1EqqqigsuuMCi6OQ8Ho/Ys2dPyO+bNm0K/r5jxw4RHx9vRWimPB6P+OWXXwzbN27cKKKjo+swosiF6zNLliwRN910k4iPjxcxMTHi+uuvtyg6uejoaLF79+7g71FRUcHaK0KUDYaTkpKsCM2UXY8xQoTvMyUlJeKdd94Rffr0EaqqihYtWlgUnVxUVFTIcSYmJibky51du3aJmJgYK0KTiomJEevWrTNsX7t2rYiNja3DiCLH/mINO/cZsoZq9T05VDM6dOiA6dOnG7a//fbbaN++fR1GFJlwVeJPO+00PPLII9i+fTu+/vprNG3a1ILIzCUmJiIvLy/4+1lnnRWSjtPr9YZ9ffVBt27d8MwzzyAQCFRo0zQNzz77LLp162ZBZObC7dMePXpg+vTpOHDgAF555RVs377dgsjMxcTEoKioKPh7SkoK4uLiQpYJ9zepD+x6jAHC9xmPx4Prr78e3333HbZs2YLrrrvOgsjMNWzYEL///nvw9yFDhiApKSn4e2FhYb1MrtCnTx/ce++9OHz4cIW2w4cP4/7770efPn3qPrAIsL9Yw859hqzB7GSniBdeeAF/+ctfMG/ePPTr1w+pqakAyjKSLFiwADt27MAXX3xhcZQVCZMM33379kXfvn3rKJrKad++PX766Sd06tQJALB48eKQ9vXr1+P000+3IjRTr776KgYMGIC0tDT06tUrpL/88MMPcLvd+Prrry2OMjxZn4mNjcXo0aMxevToOowocllZWVi3bh3atWsHoKxG0ok2b96MFi1aWBCZObseYwDz40xmZiaefPLJOoqmcjp37oyVK1firLPOAgC8++67Ie0rV64M9qf6JDs7G4MHD0Z6ejo6deoU0l/Wr1+P9u3bY+7cuRZHGR77izXs3GfIGqwTcwrZtWsXpk6dimXLloWkJuzRowduu+22enly9P333+O8886zZVGrX3/9FS6XCy1btgzb/u6778LpdOLqq6+u48gic+zYMfznP/8J21+uu+46JCQkWBxheP/+979x7bXX1ttvE2UWL16M2NhYnHnmmWHbX3/9dei6jrFjx9ZtYBGy4zEGAHbv3o1mzZrV25lRmaNHj0JV1ZBv00/0v//9D9HR0fXyG2pd1/HVV1+F7S/9+/eHqtbPi0HYX6xj1z5D1uAghoiIiIiIbMV+X3+T1MlFotLT09GuXbt6WyTK6/VCVdVgfNu3b8fbb7+NPXv2oHnz5hg9erThTEd9oWlaSGHL5cuXw+v1okePHvV2v5fLycnB8uXLQ/rLOeecg7S0NIsji1xeXh4+/PDDYJ+56qqr6n3BzpPZuRBdfT/GAMDevXvh8XiCRVIXLVqE7OzsYJ+544470KNHD4ujNCaEwK5du9C0aVM4nU74fD7MmTMHXq8XgwcPrtfFX1esWIGlS5eGfKves2fPenvPHcD+YjU79hmyiFUZBahm2bVIVO/evcWHH34ohBDixx9/FFFRUaJz587immuuEV26dBExMTFiyZIlFkcZ3v79+8V5550nHA6H6NWrlzh69Ki45JJLgvu9TZs2Yv/+/VaHGVZhYaEYPny4cDgcwul0isaNGwdr9TgcDjFixAhRVFRkdZhhXX755cE+s2HDBtGoUSORkpIiunfvLlJTU0VaWpo085qVWIjOGuecc04wzeynn34qVFUVl112mbj//vvF5ZdfLlwuV0ga2vpk8+bNonnz5kJVVZGZmSl27NghunbtKmJjY0VMTIxo1KiR+PXXX60Os4KDBw+K888/XyiKIpo3by7OOecccc4554jmzZsLRVHE+eefXyEDWH3B/mINO/cZsgYHMacIuxaJSkhICB5Qe/fuLe65556Q9gkTJojzzjvPitBMXX/99aJnz57i888/F9dcc43o2bOnuOCCC8TevXvF7t27xXnnnSfuuOMOq8MMa/To0eL0008X8+bNCyksGggExFdffSXatGkjbr75ZgsjNJacnBxMZT1o0CBx3XXXCa/XK4QQwufzidGjR4v+/ftbGaIhFqKzRmxsrNixY4cQQoju3buLZ555JqT9X//6l+jSpYsVoZkaMmSIuOyyy8S6devE3XffLdq1ayeGDBkifD6fKC0tFZdeeqkYMWKE1WFWcOWVV4oePXqETcu9efNm0bNnT/HXv/7VgsjMsb9Yw859hqzBQcwpwq5FomJjY4MnpKmpqWLNmjUh7du2bRNxcXFWhGYqPT1dLF26VAghxJEjR4SiKOKbb74Jti9YsEC0atXKqvCkkpKSxOLFiw3bf/zxx3pbryQ6Olps27ZNCFH2N/jpp59C2rds2SISExMtiMwcC9FZIzExUaxdu1YIIUTjxo2D/11u27Zt9bZ2RkpKivj555+FEGUzqIqiiEWLFgXbFy9eLJo1a2ZRdMbi4uIqvDdPtGrVqnp7bGd/sYad+wxZg2keThHHjh1DRkaGYXt6enpIfYr6onv37vjvf/8LAGjdujXWrl0b0r5mzRo0aNDAitBM5ebm4rTTTgMANGjQADExMWjevHmwPTMzEwcOHLAqPCld1+F2uw3b3W43dF2vw4gi17lzZ3z77bcAyq6V3r17d0j77t27ER0dbUVopg4dOoTMzEwAQEZGBqKjo9GmTZtge8eOHSukXa4v7HqMAYDevXvjvffeAwB06dIFCxcuDGn/7rvvgu/l+qawsDB4DIyNjUVsbCzS09OD7U2bNsXBgwetCs9QVFQUCgoKDNuPHTtWbzMMsr9Yw859hqzBG/tPEeVFombNmlXhpr36XCTqiSeewKBBg1BUVIRhw4bhH//4B7Zu3Yp27dphy5YteOWVV/Dggw9aHWZYjRs3xoEDB4LFOMeOHRsy4MrNzUVsbKxV4Un95S9/wZgxYzB9+nR06dIlpO3nn3/G7bffjksvvdSi6OQeeeQRjBw5Ei6XC3fddRfuueceHDlyJNhnJk6ciOuvv97qMMMqL0RX3mfsWIjObscYAHjmmWdwwQUXYP/+/Tj//PPx8MMPB+tlbNmyBe+//z6ys7OtDjOsjIwM7NmzJ5j0YcqUKWjcuHGw/ffff0dycrJV4Rm65pprMGrUKLz44ovo27dvMGV7QUEBFixYgHHjxmHYsGEWRxke+4s17NxnyCJWTwVRzdizZ4/o2LGjcDqdokuXLmLgwIFi4MCBokuXLsLpdIrOnTuLPXv2WB1mWEuWLBHnnntuhZuFTzvtNPHSSy9ZHZ6hyy67TBrfq6++Ki666KI6jChyR48eFQMHDhSKoogGDRqIrKwskZWVJRo0aCBUVRWDBg0Subm5Vodp6KOPPhJNmjQRqqqG9BmPxyPuvvvukPt86pOBAweK7Oxsw/YZM2aInj171mFEkbPzMUaIskuArr32WhEfHx/sLy6XS/Ts2VPMmTPH6vAM3XrrreLNN980bH/66afF4MGD6zCiyJSWlorbbrtNuN1uoaqq8Hg8wuPxCFVVhdvtFrfffrsoLS21OkxD7C91z+59huoe68ScQuxeJOr333/Hjh07oOs60tPT623hvEitWLECMTEx6Nixo9WhGNq0aVPY/pKVlWVxZOY0TcNPP/0U0me6du2K+Ph4q0MzxEJ01hNC4NChQ9B1HY0aNarXqaEjsXPnTng8npBLhuqTgoICrFq1KngJU1paGrp27Vpvi+mejP2l7tm9z1Dd4SCGiIiIiIhshffEnGLsViTK7kXFjhw5gnXr1uGMM85AgwYNcPjwYUyfPh1erxdXXXUV2rVrZ3WIhnw+Hz799NOw/WXIkCHSG/+tZPcCqYKF6OrcTz/9hOTk5GC/+L//+7+Q48zYsWNx7bXXWhylsfIZ0/JZ0s2bN+Pll1+G1+vFiBEjcNFFF1kdYliHDx/G22+/Hba/3HDDDUhJSbE4wvDYX6xj1z5DFrHwUjaqQXYtEmXnomLLly8XiYmJQlEUkZycLFatWiVatmwpTj/9dNG6dWsRHR0tVq9ebXWYYW3dulW0atVKeDwe0bt3b3H11VeLq6++WvTu3Vt4PB6RmZkptm7danWYYdm5QCoL0Vmjc+fOYv78+UIIId58800RHR0t7rrrLjF16lRx9913i7i4ODF9+nSLowzvf//7n3C73aJBgwbC4/GI//3vfyIlJUX069dPXHTRRcLhcIgFCxZYHWYFK1asEMnJyeK0004To0aNEuPHjxfjx48Xo0aNEk2aNBENGjQQK1eutDrMsNhfrGHnPkPW4CDmFGHXIlF2LirWr18/cfPNN4uCggLx3HPPiSZNmoQUiLzxxhvF0KFDLYzQWL9+/cSQIUPCVofPz88XQ4YMqbcFI+1cIJWF6KwRHR0tdu3aJYQQokuXLmLatGkh7bNmzRLt27e3IjRTPXr0EA8//LAQQoj33ntPJCcnhxREfeCBB8TFF19sVXiGunfvLsaMGSN0Xa/Qpuu6GDNmjDj33HMtiMwc+4s17NxnyBocxJwi7Fokys5FxZKTk8Uvv/wihCirFK+qqli+fHmwffXq1eK0006zKjyp6OhosX79esP2devWiejo6DqMKHJ2LpDKQnTWaNiwoVi1apUQouw4E67P1Nf+npCQEJwV1TRNOJ3OkL/D+vXrRWpqqlXhGfJ4PMH3aTibNm0SHo+nDiOKHPuLNezcZ8ga9T+VDEXErkWi7FxUzOfzBYsqulwuxMTEhNzP0KhRIxw5csSq8KSSkpKwa9cuw/Zdu3YZZtCymp0LpLIQnTUGDRqEqVOnAig75nz00Uch7R988EGwCGl9pCgKAEBVVXg8HiQmJgbb4uPjkZ+fb1VohtLS0rBixQrD9hUrViA1NbUOI4oc+4s17NxnyBq8sf8UYdciUXYuKta0aVPs2LEjmAp69uzZISekBw4cqLc3ad98880YOXIkHnnkEfTt2zf4wXDw4EEsWLAATzzxBO68806LowzPzgVSWYjOGs8++yzOO+889O7dG2effTZeeOEFLFy4MNhnli1bhjlz5lgdZlgtWrTA1q1b0bp1awDA0qVLg/0HAPbs2VMv0+Xee++9GDNmDFavXh32GPPmm2/i+eeftzjK8NhfrGHnPkMWsXoqiGqGnYtE2bWo2KRJk8R7771n2P7QQw+JK664og4jqpxnnnlGpKenC0VRhKqqwcKR6enp4tlnn7U6PCm7FkhlITrr5Obmivvvv1+0b99eeDwe4Xa7RfPmzcV1111Xr28Wnjp1qpg7d65h+4MPPihGjx5dhxFFbvbs2aJ79+7C6XQG36NOp1N0795dvP/++1aHJ8X+Yg079xmqe6wTc4opKCjA6tWrQ1IT2qVIlDjFiooVFxfD4XDU20tsyu3cuTOkv9Tn9MQnO9UKpNqlEJ1djzFkDb/fj8OHDwPAKXFsp9rHPkOR4CCGiIiIiIhshTf2/0msWrUKP/zwg9VhVNpnn32Gd955x+owqoSxW8OufR1g7FZ5/fXX8dhjj1kdRpXYNXa7xg0wdqvYOXaqHZyJ+ZNo164dfv31V2iaZnUolZKVlYWtW7faLm6AsVvFrn0dYOxW6du3L3bu3IkdO3ZYHUql2TV2u8YNMHar2Dl2qh0cxPxJ7N+/H36/H82bN7c6FKJaZee+ztiJiIgiw0EMERERERHZCuvEUL1WVFSE1atXo1evXlaHUmmMvXbl5ORg+fLlIVmyunfvjrS0NIsjM8fYrfHtt9/ixx9/xIEDB6CqKlq1aoXLLrsMp59+utWhmbJr7HaNe+3atVi9ejX69OmDVq1aYePGjXjttdeg6zouv/xyDBgwwOoQDTF2+tOwKLUz1TCfzyfuu+8+0bp1a9GtWzcxffr0kPacnByhqqpF0VXdmjVrbBm3EIy9thQWForhw4cLh8MhnE6naNy4sWjcuLFwOp3C4XCIESNGiKKiIqvDDIuxW+PgwYPinHPOEaqqCqfTKVRVFV27dhVpaWnC4XCI++67z+oQDdk1drvGLYQQH3/8sXA4HKJhw4YiLi5OzJ8/XyQlJYl+/fqJAQMGCIfDIWbNmmV1mGExdvoz4SDmFDFx4kSRmpoqnnvuOfHwww+LxMREMWbMmGB7Tk6OUBTFwgirpj6fTJth7LVj9OjR4vTTTxfz5s0TgUAg+HggEBBfffWVaNOmjbj55pstjNAYY7fGNddcI4YOHSry8/NFaWmpGDt2rBg5cqQQQogFCxaIhg0b1tsiqXaN3a5xCyHEWWedJZ544gkhhBDvvfeeSEpKEo899liw/fnnnxdnnnmmVeFJMXb6M+Eg5hSRmZkp/vvf/wZ/37p1q8jMzBQ33HCD0HW93s7EJCcnS38SEhLqZdxCMHarJCUlicWLFxu2//jjjyIpKakOI4ocY7dGQkKC2LBhQ/D3wsJC4XK5RH5+vhBCiP/7v/8Tbdu2tSo8KbvGbte4hRAiNjZW7Ny5UwghhK7rwuVyiXXr1gXbt2/fLuLi4iyKTo6x058J74k5Rezbtw8dO3YM/p6ZmYmFCxfioosuwvXXX48pU6ZYGJ0xr9eL22+/HZ06dQrbvnv3bkyePLmOo4oMY7eGrutwu92G7W63G7qu12FEkWPs1oiKioKiKMHfVVWFpmkIBAIAgJ49e2LXrl0WRSdn19jtGjcAxMfH48iRI2jRogXy8vIQCARw5MiRYPuRI0cQFxdnYYTGGDv9qVg9iqKa0bJlS/HNN99UeHzfvn2iTZs24uKLL66X36z37NlTeklBfb6sibFb47rrrhNdunQRP/30U4W2n376SXTt2lUMHz7cgsjMMXZrXH755eLKK68UhYWFwufzibvvvltkZmYG25ctWybS0tIsjNCYXWO3a9xCCDFixAjRvXt38Z///EdceumlYsCAAeLcc88VmzZtEps3bxa9e/cWf/3rX60OMyzGTn8mHMScIkaPHi1uuummsG179+4VmZmZ9fKk9MknnxSTJk0ybN+zZ4+44YYb6jCiyDF2axw9elQMHDhQKIoiGjRoILKyskRWVpZo0KCBUFVVDBo0SOTm5lodZliM3Rrbt28XrVu3Fk6nU7hcLpGUlCTmz58fbJ8xY4Z44IEHLIzQmF1jt2vcQpTdQ3rxxReLuLg4MWDAAJGXlyfGjh0rFEURqqqK008/XWzbts3qMMNi7PRnwjoxp4jdu3dj8+bNhukH9+/fj/nz52PUqFF1HBlR7di8eTOWLl0akuq3R48eyMrKsjgyc4y97hUXF2Px4sXwer0499xz0ahRI6tDiphdY7dr3Ea2b9+OkpISZGVlwem019X4jJ1ORRzEEBERERGRrahWB0A144UXXsDu3butDqPS7Bo3wNitwtitYefY9+7di8OHDwd/X7RoEYYPH44LLrgAI0aMwNKlSy2MTs6usds1boCxW8XOsZM1OIg5Rdx3331o3bo1Lr74Yrz//vvw+XxWhxQRu8YNMHarMHZr2Dn2K6+8EsuWLQMAfPbZZ+jTpw8KCwtx3nnnobi4GL1798bcuXMtjjI8u8Zu17gBxm4VO8dOFrH2lhyqKYqiiBkzZoghQ4YIl8slGjZsKP7+97+L9evXWx2alF3jFoKxW4WxW8POscfGxoodO3YIIYTo3r27eOaZZ0La//Wvf4kuXbpYEZopu8Zu17iFYOxWsXPsZA0OYk4RiqKIgwcPCiGEOHjwoHj22WdFVlaWUFVVdOvWTUybNk0UFBRYHGVFdo1bCMZuFcZuDTvHnpiYKNauXSuEEKJx48bB/y63bds2ERMTY0Vopuwau13jFoKxW8XOsZM1eDnZKahx48YYP348Nm3ahIULF6J9+/a45557kJ6ebnVoUnaNG2DsVmHs1rBb7L1798Z7770HAOjSpQsWLlwY0v7dd9/htNNOsyAyc3aN3a5xA4zdKnaOnSxi9SiKaoaqqsFvScPJz88X06ZNq8OIImPXuIVg7FZh7Nawc+y//PKLaNiwoRg5cqR4/PHHRVxcnBgxYoR48sknxciRI0VUL2zJVgAADpJJREFUVJSYMWOG1WGGZdfY7Rq3EIzdKnaOnazBQcwp4sRLPezErnELwditwtitYefYhSi7FOXaa68V8fHxQlEUoSiKcLlcomfPnmLOnDlWhydl19jtGrcQjN0qdo6d6h7rxBAR0Z+GEAKHDh2Cruto1KgRXC6X1SFFzK6x2zVugLFbxc6xU93hPTF/Er/99htuuukmq8OoNLvGDTB2qzB2a9gldkVRkJqaivT09OCJEWOvXXaNG2DsVrFz7FR3OBPzJ7F27VqcddZZ0DTN6lAqxa5xA4zdKozdGozdGnaN3a5xA4zdKnaOnWqH0+oAqGZ8/vnn0vYdO3bUUSSVY9e4AcZuFcZuDcZuDbvGbte4AcZuFTvHTtbgTMwpQlVVKIoC2Z9TUZR69w2GXeMGGLtVGLs1GLs17Bq7XeMGGLtV7Bw7WYP3xJwi0tPT8cknn0DX9bA/P/30k9UhhmXXuAHGbhXGbg3Gbg27xm7XuAHGbhU7x07W4CDmFNG1a1esXr3asN3s2w2r2DVugLFbhbFbg7Fbw66x2zVugLFbxc6xkzV4T8wp4r777kNRUZFhe2ZmJr777rs6jCgydo0bYOxWYezWYOzWsGvsdo0bYOxWsXPsZA3eE0NERERERLbCy8mIiIiIiMhWOIghIiIiIiJb4SCGiIiIiIhshYMYIiIiIiKyFQ5iiIiIiIjIVjiIISKK0K5du6AoCtasWRPxOjNnzkRSUlKtxWQnVdl/VeXz+ZCZmYklS5bU+nNV1+HDh9G4cWPs3bvX6lCIiGyDgxgiIgA33HADFEWBoihwuVxo2bIlxo8fj9LS0uAyTZs2xYEDB9CxY8caf+6hQ4dGvPzSpUvhcDhwySWX1Ggcta229l842dnZaNmyJXr27Bl8TFEUfPrppwDKBlSjR49Gy5YtER0djdatW2PixInw+Xwh21m3bh0uuOACeDweNG3aFFOmTKnwXB9++CGysrLg8XjQqVMnfPnllyHtQgg8+uijSE9PR3R0NPr164etW7cG2xs1aoSRI0di4sSJNbgHiIhObRzEEBH9YeDAgThw4AB27NiBF198EW+88UbIiaXD4UBaWhqcTmvrBE+fPh133nknfvjhB+zfv9/SWCqjrvafEAKvvvoqRo8ebbjM5s2boes63njjDWzcuBEvvvgisrOz8dBDDwWXKSgoQP/+/dG8eXOsXr0azz33HCZNmoRp06YFl1myZAmGDRuG0aNH4+eff8bQoUMxdOhQbNiwIbjMlClT8MorryA7OxvLly9HbGwsBgwYEDJAvvHGGzFr1iwcPXq0hvcGEdEpShARkRg1apQYMmRIyGNXXHGF6NKlS/D3nTt3CgDi559/Dj722WeficzMTBEVFSX69OkjZs6cKQCI3NxcIYQQM2bMEImJiWLevHkiKytLxMbGigEDBoj9+/cLIYSYOHGiABDy89133xnGeezYMREXFyc2b94srrnmGvHkk0+GtB89elRcd911olGjRsLj8YjMzEzx9ttvB9t/++03ce2114rk5GQRExMjunbtKpYtWxZs//TTT0WXLl1EVFSUaNmypZg0aZLw+/3BdgDizTffFEOHDhXR0dEiMzNTfPbZZxE9f7j9t3DhQtGtWzfhdrtFWlqauP/++0Oer3fv3uLOO+8U9913n0hOThapqali4sSJhvtHCCFWrlwpVFUVBQUFIY8DEHPmzDFcb8qUKaJly5bB319//XWRnJwsvF5v8LH7779ftG3bNvj71VdfLS655JKQ7XTv3l3ceuutQgghdF0XaWlp4rnnngu25+XliaioKPHee++FrNeyZUvx1ltvSV8bERGV4UwMEVEYGzZswJIlS+B2uw2X2blzJ/76179i6NChWLt2LW699VY8/PDDFZYrLi7G888/j//7v//DDz/8gD179uDee+8FANx77724+uqrg7NABw4cCLkE6mQffPABsrKy0LZtW4wYMQJvv/02hBDB9kceeQS//PIL/ve//2HTpk2YOnUqGjVqBAAoLCxE7969sW/fPnz++edYu3Ytxo8fD13XAQCLFi3CyJEj8fe//x2//PIL3njjDcycORNPPvlkSAyTJ0/G1VdfjXXr1mHw4MEYPnx4cAZB9vwn27dvHwYPHoxu3bph7dq1mDp1KqZPn44nnngiZLl///vfiI2NxfLlyzFlyhQ89thjmD9/vuE+WrRoEdq0aYP4+HjDZcLJz89HgwYNgr8vXboUvXr1CukDAwYMwJYtW5Cbmxtcpl+/fiHbGTBgAJYuXQqgrI/k5OSELJOYmIju3bsHlyl3zjnnYNGiRZWKmYjoz8raayKIiOqRuXPnIi4uDoFAAF6vF6qq4tVXXzVc/o033kDbtm3x3HPPAQDatm2LDRs2VDjp9/v9yM7ORuvWrQEAY8eOxWOPPQYAiIuLQ3R0NLxeL9LS0kxjnD59OkaMGAGg7PK3/Px8fP/99+jTpw8AYM+ePejSpQvOPvtsAECLFi2C67777rv4/fffsXLlyuDJemZmZrB98uTJeOCBBzBq1CgAQKtWrfD4449j/PjxIZfV3XDDDRg2bBgA4KmnnsIrr7yCFStWYODAgdLnP9nrr7+Opk2b4tVXX4WiKMjKysL+/ftx//3349FHH4Wqln3P1rlz5+Dzn3766Xj11VexYMECXHzxxWG3u3v3bmRkZJjuyxNt27YN//rXv/D8888HH8vJyUHLli1DlktNTQ22JScnIycnJ/jYicvk5OQElztxvXDLlMvIyMDPP/9cqbiJiP6sOIghIvrDhRdeiKlTp6KoqAgvvvginE4nrrzySsPlt2zZgm7duoU8ds4551RYLiYmJjiAAYD09HQcOnSo0vFt2bIFK1aswJw5cwAATqcT11xzDaZPnx4cxNx+++248sor8dNPP6F///4YOnRocGZnzZo16NKlS8hsw4nWrl2LxYsXhwzCNE1DaWkpiouLERMTA6BsUFEuNjYWCQkJwdcje/6Tbdq0CT169ICiKMHHzjvvPBQWFmLv3r1o1qxZhecDzPdfSUkJPB6PYfvJ9u3bh4EDB+Kqq67CLbfcEvF6NS06OhrFxcWWPT8RkZ3wcjIioj/ExsYiMzMTZ5xxBt5++20sX74c06dPr/Z2XS5XyO+KooRcAhap6dOnIxAIICMjA06nE06nE1OnTsXHH3+M/Px8AMCgQYOwe/du3HPPPdi/fz/69u0bvHQtOjpauv3CwkJMnjwZa9asCf6sX78eW7duDRkUhHs95ZekyZ6/qmTPF06jRo2Cl3uZ2b9/Py688EL07Nkz5IZ9AEhLS8PBgwdDHiv/vXzWzGiZE9tPXC/cMuWOHj2KlJSUiOImIvqz4yCGiCgMVVXx0EMPYcKECSgpKQm7TNu2bbFq1aqQx1auXFnp53K73dA0TbpMIBDAO++8gxdeeCFkkLF27VpkZGTgvffeCy6bkpKCUaNG4T//+Q9eeuml4Ml5586dsWbNGsMMWGeddRa2bNmCzMzMCj/ll3ZFwuj5T9auXTssXbo0ZEC3ePFixMfHo0mTJhE/38m6dOmCzZs3mw4U9+3bhz59+qBr166YMWNGhdfYo0cP/PDDD/D7/cHH5s+fj7Zt2yI5OTm4zIIFC0LWmz9/Pnr06AEAaNmyJdLS0kKWKSgowPLly4PLlNuwYQO6dOlS+RdMRPQnxEEMEZGBq666Cg6HA6+99lrY9ltvvRWbN2/G/fffj19//RUffPABZs6cCQAhl0iZadGiBdatW4ctW7bg8OHDISfN5ebOnYvc3FyMHj0aHTt2DPm58sorgzNGjz76KD777DNs27YNGzduxNy5c9GuXTsAwLBhw5CWloahQ4di8eLF2LFjBz7++OPgDeaPPvoo3nnnHUyePBkbN27Epk2bMHv2bEyYMCHi1yJ7/pP97W9/w2+//YY777wTmzdvxmeffYaJEydi3LhxlRo0nezCCy9EYWEhNm7caLhM+QCmWbNmeP755/H7778jJycn5D6V6667Dm63G6NHj8bGjRvx/vvv4+WXX8a4ceOCy/z973/HvHnz8MILL2Dz5s2YNGkSVq1ahbFjxwIo6wd33303nnjiCXz++edYv349Ro4ciYyMjJDaQMXFxVi9ejX69+9f5ddNRPRnwkEMEZEBp9OJsWPHYsqUKSgqKqrQ3rJlS3z00Uf45JNP0LlzZ0ydOjWYnSwqKiri57nlllvQtm1bnH322UhJScHixYsrLDN9+nT069cPiYmJFdquvPJKrFq1CuvWrYPb7caDDz6Izp07o1evXnA4HJg9ezaAshmfr7/+Go0bN8bgwYPRqVMnPPPMM3A4HADKsmrNnTsXX3/9Nbp164Zzzz0XL774Ipo3bx7xa5E9/8lOO+00fPnll1ixYgXOOOMM3HbbbRg9enSlBk3hNGzYEJdffjlmzZoVfKz88rPyGjXz58/Htm3bsGDBAjRp0gTp6enBn3KJiYn4+uuvsXPnTnTt2hX/+Mc/8Oijj2LMmDHBZXr27Il3330X06ZNwxlnnIGPPvoIn376aUhBz/Hjx+POO+/EmDFj0K1bNxQWFmLevHkhl+h99tlnaNasGS644IJqvXYioj8LRVTlwmwiIgrrySefRHZ2Nn777TerQ/lTW7duHS6++GJs374dcXFxyMnJQXp6OlauXBnMnFafnHvuubjrrrtw3XXXWR0KEZEtMDsZEVE1vP766+jWrRsaNmyIxYsX47nnngteSkTW6dy5M5599lns3LkT8fHxeP7555GamhoyQ1JfHD58GFdccUUwbTUREZnjTAwRUTXcc889eP/993H06FE0a9YM119/PR588MHgZUtkrby8PKSmpqJdu3Z46aWXgqmoiYjI3jiIISIiIiIiW+GN/UREREREZCscxBARERERka1wEENERERERLbCQQwREREREdkKBzFERERERGQrHMQQEREREZGtcBBDRERERES2wkEMERERERHZyv8DQlGZskvPLpwAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_map(hdu = hdul[2], channel = channel) # plot hit dataset\n", "plot_map(hdu = hdul[3], channel = channel) # plot sigma_wn dataset" ] }, { "cell_type": "markdown", "id": "6d517d12", "metadata": {}, "source": [ "If you need access to the coordinates of a given voxel you can use the `pixel_to_world` method of the WCS object:" ] }, { "cell_type": "code", "execution_count": 12, "id": "680d2923", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[, )\n", " 3.0296875e+10 Hz>]\n" ] } ], "source": [ "ra_index, dec_index, channel_index = 23, 74, 137\n", "world_coordinate = wcs.pixel_to_world(ra_index, dec_index, channel_index)\n", "print(world_coordinate)" ] }, { "cell_type": "markdown", "id": "e2cf82b4", "metadata": {}, "source": [ "Make sure to close the file again at the end:" ] }, { "cell_type": "code", "execution_count": 13, "id": "9ff4f93c", "metadata": {}, "outputs": [], "source": [ "hdul.close()" ] }, { "cell_type": "markdown", "id": "389d88e6", "metadata": {}, "source": [ "Alternatively, one can also open the file inside a `with`-block, in which case one does not need to end with a `close` statement, e.g." ] }, { "cell_type": "code", "execution_count": 14, "id": "c603f211", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filename: field2_map.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 27 () \n", " 1 MAP_FULL 1 ImageHDU 31 (120, 120, 256) float32 \n", " 2 NHIT_FULL 1 ImageHDU 30 (120, 120, 256) int64 \n", " 3 SIGMA_WN_FULL 1 ImageHDU 31 (120, 120, 256) float32 \n", "None\n" ] } ], "source": [ "with fits.open(filename_field2) as hdul:\n", " print(hdul.info())" ] }, { "cell_type": "markdown", "id": "a6ce986a", "metadata": {}, "source": [ "### Some things to note\n", "\n", "You may have noticed that there are some NaNs in the `MAP_FULL` HDU dataset and infs in the `SIGMA_WN_FULL` HDU dataset. These are used to mask the regions where the COMAP telescope has not observed the sky (hence where the hit map is set to zero). These regions are set to a gray background color in the above plots. \n", "\n", "Furthermore, you may notice how the high-hit regions in the map center nicely corresponds to the low-noise regions in the map and noise maps where we have the highest integration time. " ] }, { "cell_type": "markdown", "id": "d71078e6", "metadata": {}, "source": [ "## The transfer function\n", "When computing power spectra from the COMAP S1 maps it is important to note that the maps themselves are biased. That is due to the COMAP data having been filtered, the telescope beam smoothing the maps and that the data has been downsampled in frequency (see [Foss et al. 2022](https://iopscience.iop.org/article/10.3847/1538-4357/ac63ca) and [Ihle et al. 2022](https://iopscience.iop.org/article/10.3847/1538-4357/ac63c5)). The biasing effect can in power spectrum space be quantified as a transfer function $T(\\vec{k})$ so that the measured power spectrum is given as\n", "$$\n", "P_\\mathrm{measured}(\\vec{k}) = T(\\vec{k})P_\\mathrm{unbiased}(\\vec{k}).\n", "$$\n", "\n", "We have provided the power spectrum transfer function in $\\vec{k} = (k_\\parallel, k_\\perp$) space in a simple ASCII file. Let's have a look at how to open and plot it in the following." ] }, { "cell_type": "code", "execution_count": 15, "id": "a697f0f0", "metadata": {}, "outputs": [], "source": [ "# Load transfer function from ASCII file into numpy array\n", "transfer_func = np.loadtxt(\"full_tf_CES.txt\")\n", "\n", "# Load k-space bin edges from ASCII file into numpy array\n", "k_par_edges = np.loadtxt(\"k_par_bin_edges.txt\")\n", "k_perp_edges = np.loadtxt(\"k_perp_bin_edges.txt\")\n", "\n", "# Load k-space bin centers from ASCII file into numpy array\n", "k_2D = np.loadtxt(\"k_2D.txt\")\n", "k_par, k_perp = k_2D" ] }, { "cell_type": "code", "execution_count": 16, "id": "15242284", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$k_{\\\\bot}$ [Mpc$^{-1}$]')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8, 8))\n", "\n", "# Plotting transfer function matrix\n", "im = ax.imshow(\n", " transfer_func,\n", " origin = \"lower\",\n", " vmin = 0,\n", " vmax = 0.6,\n", " cmap = \"CMRmap\",\n", " extent = [0, 1, 0, 1],\n", ")\n", "\n", "# Making a nice colorbar\n", "cbaxes = inset_axes(ax, width=\"2%\", height=\"100%\", loc = \"right\", borderpad = -1) \n", "cbar = plt.colorbar(im, cax=cbaxes, orientation='vertical')\n", "cbar.set_label(r'$\\log_{10}(T_{\\parallel, \\bot}(k))$')\n", "\n", "def log2lin(x, k_edges):\n", " \"\"\"Function that defines k-bin centers from k-bin edges\"\"\"\n", " \n", " loglen = np.log10(k_edges[-1]) - np.log10(k_edges[0])\n", " logx = np.log10(x) - np.log10(k_edges[0])\n", " return logx / loglen\n", "\n", "# List of minor ticks\n", "minorticks = [0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008, 0.0009,\n", " 0.002, 0.003, 0.004, 0.005, 0.006, 0.007, 0.008, 0.009,\n", " 0.02, 0.03, 0.04, 0.05, 0.06, 0.07, 0.08, 0.09,\n", " 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9,\n", " 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0,\n", " 20.0, 30.0, 40.0, 50.0, 60.0, 70.0, 80.0, 90.0,\n", " 200.0, 300.0, 400.0, 500.0, 600.0, 700.0, 800.0, 900.0]\n", "\n", "# List of major ticks and corresponding labels\n", "majorticks = [1.e-04, 1.e-03, 1.e-02, 1.e-01, 1.e+00, 1.e+01, 1.e+02]\n", "majorlabels = ['$10^{-4}$', '$10^{-3}$', '$10^{-2}$', '$10^{-1}$', '$10^{0}$', '$10^{1}$', '$10^{2}$']\n", "\n", "# Generating major ticks for plot\n", "xbins = k_par_edges\n", "ticklist_x = log2lin(minorticks, xbins)\n", "majorlist_x = log2lin(majorticks, xbins)\n", "ybins = k_perp_edges\n", "ticklist_y = log2lin(minorticks, ybins)\n", "majorlist_y = log2lin(majorticks, ybins)\n", "\n", "# Setting ticks and ticklabels\n", "ax.set_xticks(ticklist_x, minor=True)\n", "ax.set_xticks(majorlist_x, minor=False)\n", "ax.set_xticklabels(majorlabels, minor=False)\n", "ax.set_yticks(ticklist_y, minor=True)\n", "ax.set_yticks(majorlist_y, minor=False)\n", "ax.set_yticklabels(majorlabels, minor=False)\n", "\n", "# Only want to look at the part of the plot with the image\n", "ax.set_xlim(0, 1)\n", "ax.set_ylim(0, 1)\n", "\n", "\n", "# Setting axis labels\n", "ax.set_xlabel(r'$k_{\\parallel}$ [Mpc$^{-1}$]')\n", "ax.set_ylabel(r'$k_{\\bot}$ [Mpc$^{-1}$]')\n", "\n" ] }, { "cell_type": "markdown", "id": "4e3dea5c", "metadata": {}, "source": [ "### Questions or comments?\n", "\n", "Hopefully this brief tutorial was useful for you. If you have any questions or comments regarding this tutorial or the COMAP data in general please do not hesitate to contact the COMAP data analysis team at\n", "\n", "#### Nils-Ole Stutzer
\n", "PhD student and author of this notebook
\n", "E-mail: n.o.stutzer@astro.uio.no
\n", "\n", "#### HÃ¥vard Tveit Ihle
\n", "Postdoc leading the Oslo COMAP data analysis team
\n", "E-mail: h.t.ihle@astro.uio.no
\n", "\n", "#### Jonas Lunde
\n", "PhD student
\n", "E-mail: j.g.s.lunde@astro.uio.no
" ] }, { "cell_type": "code", "execution_count": null, "id": "9bc1836e", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 5 }