{ "cells": [ { "cell_type": "markdown", "id": "01f2d6bd", "metadata": {}, "source": [ "# A bief COMAP map tutorial" ] }, { "cell_type": "markdown", "id": "e3246075", "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 HDF5 file format and it is here assumed that you have HDF5 installed already.\n", "\n", "The COMAP collaboration has provided you with three maps; `field1_map.h5`, `field2_map.h5` and `field3_map.h5`, which respectively contain the first season COMAP maps of type constant elevation scans (CES) for each of our three fields." ] }, { "cell_type": "markdown", "id": "bef35a0d", "metadata": {}, "source": [ "### How to open the maps from a terminal" ] }, { "cell_type": "markdown", "id": "94ffe760", "metadata": {}, "source": [ "The maps (and any other HDF5) file can easily be opened and viewed in a terminal by using the `h5ls` command. \n", "\n", "**Example:**\n", "\n", "```\n", "$ cd your_map_directory\n", "\n", "$ h5ls field1_map.h5\n", "dec_centers Dataset {120}\n", "dec_edges Dataset {121}\n", "freq_centers Dataset {4, 64}\n", "freq_edges Dataset {4, 65}\n", "map Dataset {4, 64, 120, 120}\n", "mean_az Dataset {SCALAR}\n", "mean_el Dataset {SCALAR}\n", "n_dec Dataset {SCALAR}\n", "n_ra Dataset {SCALAR}\n", "nhit Dataset {4, 64, 120, 120}\n", "nside Dataset {SCALAR}\n", "patch_center Dataset {2}\n", "ra_centers Dataset {120}\n", "ra_edges Dataset {121}\n", "rms Dataset {4, 64, 120, 120}\n", "\n", "```" ] }, { "cell_type": "markdown", "id": "751e8260", "metadata": {}, "source": [ "This will show you what datasets are available inside the map file. The way to take a look at individual datasets in the map file is to utilize the hierarchical structure of the HDF5 format. This is easily done by treating the file and its content as if it were files in a directory structure. This is especially useful in an HDF5 where the data is structured in groups (which we have not done here).\n", "\n", "**Example:**\n", "\n", "```\n", "$ h5ls field1_map.h5/ra_centers\n", "ra_centers Dataset {120}\n", "```\n", "\n", "And you can dump the dataset content to the terminal by using the `-d` flag;\n", "\n", "```\n", "$ h5ls -d field1_map.h5/ra_centers\n", "ra_centers Dataset {120}\n", " Data:\n", " (0) 23.4516666666667, 23.485, 23.5183333333333, 23.5516666666667, 23.585,\n", " (5) 23.6183333333333, 23.6516666666667, 23.685, 23.7183333333333,\n", " (9) 23.7516666666667, 23.785, 23.8183333333333, 23.8516666666667, 23.885,\n", " (14) 23.9183333333333, 23.9516666666667, 23.985, 24.0183333333333,\n", " (18) 24.0516666666667, 24.085, 24.1183333333333, 24.1516666666667, 24.185,\n", " (23) 24.2183333333333, 24.2516666666667, 24.285, 24.3183333333333,\n", " (27) 24.3516666666667, 24.385, 24.4183333333333, 24.4516666666667, 24.485,\n", " (32) 24.5183333333333, 24.5516666666667, 24.585, 24.6183333333333,\n", " (36) 24.6516666666667, 24.685, 24.7183333333333, 24.7516666666667, 24.785,\n", " (41) 24.8183333333333, 24.8516666666667, 24.885, 24.9183333333333,\n", " (45) 24.9516666666667, 24.985, 25.0183333333333, 25.0516666666667, 25.085,\n", " (50) 25.1183333333333, 25.1516666666667, 25.185, 25.2183333333333,\n", " (54) 25.2516666666667, 25.285, 25.3183333333333, 25.3516666666667, 25.385,\n", " (59) 25.4183333333333, 25.4516666666667, 25.485, 25.5183333333333,\n", " (63) 25.5516666666667, 25.585, 25.6183333333333, 25.6516666666667, 25.685,\n", " (68) 25.7183333333333, 25.7516666666667, 25.785, 25.8183333333333,\n", " (72) 25.8516666666667, 25.885, 25.9183333333333, 25.9516666666667, 25.985,\n", " (77) 26.0183333333333, 26.0516666666667, 26.085, 26.1183333333333,\n", " (81) 26.1516666666667, 26.185, 26.2183333333333, 26.2516666666667, 26.285,\n", " (86) 26.3183333333333, 26.3516666666667, 26.385, 26.4183333333333,\n", " (90) 26.4516666666667, 26.485, 26.5183333333333, 26.5516666666667, 26.585,\n", " (95) 26.6183333333333, 26.6516666666667, 26.685, 26.7183333333333,\n", " (99) 26.7516666666667, 26.785, 26.8183333333333, 26.8516666666667, 26.885,\n", " (104) 26.9183333333333, 26.9516666666667, 26.985, 27.0183333333333,\n", " (108) 27.0516666666667, 27.085, 27.1183333333333, 27.1516666666667,\n", " (112) 27.185, 27.2183333333333, 27.2516666666667, 27.285,\n", " (116) 27.3183333333333, 27.3516666666667, 27.385, 27.4183333333333\n", "```\n" ] }, { "cell_type": "markdown", "id": "908642ae", "metadata": {}, "source": [ "The following table will give some description of each of the stored datasets and provide some important information about the meaning of each index in, for instance, the `map`dataset:\n", "\n", "| Dataset names | Quick description |\n", "| :-------------|:-------------------------------------------------------------------------------|\n", "| `n_dec` | Number of bins in Declination (Dec) |\n", "| `n_ra` | Number of bins in Right Ascension (RA) |\n", "| `dec_centers` | Dec bin centers in degrees |\n", "| `dec_edges` | Dec bin edges in degrees |\n", "| `freq_centers`| Frequency channel bin centers (64) for each sideband (4) in units GHz |\n", "| `freq_edges` | Frequency channel bin edges (65) for each sideband (4) in units GHz |\n", "| `map` | Map dataset in units Kelvin. Dimensions; (sidebands, channels, Dec, RA) |\n", "| `mean_az` | Mean azimuth |\n", "| `mean_el` | Mean elevation |\n", "| `nhit` | Hit map dataset. Dimensions; (sidebands, channels, Dec, RA) |\n", "| `nside` | HEALPIX Nside parameter corresponding to map resolution |\n", "| `patch_center`| (RA, Dec) of field center in degrees |\n", "| `ra_centers` | RA bin centers in degrees |\n", "| `ra_edges` | RA bin edges in degrees |\n", "| `rms` | Noise map dataset in units Kelvin. Dimensions; (sidebands, channels, Dec, RA) |\n" ] }, { "cell_type": "markdown", "id": "e19524e3", "metadata": {}, "source": [ "### Opening and interacting with the map files using python" ] }, { "cell_type": "markdown", "id": "dceb314f", "metadata": {}, "source": [ "In the following we will show some basics on how to open and and extract data from the maps, as well as how to plot the maps. \n", "\n", "First we need `numpy`, `matplotlib`and `h5py`, the latter of which is used to actually open the HDF5 files and load the map data into numpy arrays." ] }, { "cell_type": "code", "execution_count": 1, "id": "92fe6dd3", "metadata": {}, "outputs": [], "source": [ "import numpy\n", "\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "from matplotlib import cm\n", "import matplotlib.colors as colors\n", "\n", "import h5py" ] }, { "cell_type": "code", "execution_count": 2, "id": "3cc81181", "metadata": {}, "outputs": [], "source": [ "# Setting some font type and size parameters in matplotlib\n", "fontsize = 18\n", "fonts = {\n", " \"font.family\": \"sans-serif\",\n", " \"axes.labelsize\": fontsize,\n", " \"font.size\": fontsize,\n", " \"legend.fontsize\": fontsize,\n", " \"xtick.labelsize\": fontsize,\n", " \"ytick.labelsize\": fontsize\n", " }\n", "plt.rcParams.update(fonts)" ] }, { "cell_type": "markdown", "id": "d6967f83", "metadata": {}, "source": [ "Using `h5py` you can interact with the map HDF5 file as if it were a Python dictionary. Lets start by opening the map file and loading its data content into a Python dictionary stored in memory. We will here use Field 1 as an example, but the case for the other maps is completely analogous." ] }, { "cell_type": "code", "execution_count": 3, "id": "fd3b5775", "metadata": {}, "outputs": [], "source": [ "path_to_mapfile = \"field1_map.h5\" # You may change this to wherever you have stored your map files\n", "\n", "with h5py.File(path_to_mapfile, \"r\") as infile: # Use \"r\" since you want to open the maps in read-only mode\n", " data = {} # Empty dictionary to which we want to load the map data\n", " \n", " for key, dataset in infile.items():\n", " data[key] = dataset[()]\n", " " ] }, { "cell_type": "markdown", "id": "33544d9c", "metadata": {}, "source": [ "Notice the `[()]` right after the `dataset`-object instance. This extracts the data inside the dataset object and loads it into numpy arrays. If you only need a slice of one of the datasets you can instead of the `[()]` use regular `numpy` indexing and slicing; e.g. `some_data_slice = dataset[:, :, 5, 10]`. This can be useful if you have a big dataset and you only need a certain slice to be in memory.\n", "\n", "You can now access the data through the created `data` dictionary;" ] }, { "cell_type": "code", "execution_count": 4, "id": "f254ab75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[23.45166667 23.485 23.51833333 23.55166667 23.585 23.61833333\n", " 23.65166667 23.685 23.71833333 23.75166667 23.785 23.81833333\n", " 23.85166667 23.885 23.91833333 23.95166667 23.985 24.01833333\n", " 24.05166667 24.085 24.11833333 24.15166667 24.185 24.21833333\n", " 24.25166667 24.285 24.31833333 24.35166667 24.385 24.41833333\n", " 24.45166667 24.485 24.51833333 24.55166667 24.585 24.61833333\n", " 24.65166667 24.685 24.71833333 24.75166667 24.785 24.81833333\n", " 24.85166667 24.885 24.91833333 24.95166667 24.985 25.01833333\n", " 25.05166667 25.085 25.11833333 25.15166667 25.185 25.21833333\n", " 25.25166667 25.285 25.31833333 25.35166667 25.385 25.41833333\n", " 25.45166667 25.485 25.51833333 25.55166667 25.585 25.61833333\n", " 25.65166667 25.685 25.71833333 25.75166667 25.785 25.81833333\n", " 25.85166667 25.885 25.91833333 25.95166667 25.985 26.01833333\n", " 26.05166667 26.085 26.11833333 26.15166667 26.185 26.21833333\n", " 26.25166667 26.285 26.31833333 26.35166667 26.385 26.41833333\n", " 26.45166667 26.485 26.51833333 26.55166667 26.585 26.61833333\n", " 26.65166667 26.685 26.71833333 26.75166667 26.785 26.81833333\n", " 26.85166667 26.885 26.91833333 26.95166667 26.985 27.01833333\n", " 27.05166667 27.085 27.11833333 27.15166667 27.185 27.21833333\n", " 27.25166667 27.285 27.31833333 27.35166667 27.385 27.41833333]\n" ] } ], "source": [ "print(data[\"ra_centers\"])" ] }, { "cell_type": "markdown", "id": "efbfcb92", "metadata": {}, "source": [ "Next, let us plot some of the maps. We will start by converting the `map` and `rms` datasets, which contain the actual COMAP map for season 1 and the corresponding root-mean-square noise maps, to units micro kelvin by multiplying them with $10^6$. \n", "\n", "Both the map, the hit map and the RMS noise maps are divided into four frequency sidebands, each of which in turn is divided into 64 frequency channels in the spectral dimension (first and second index respectively). The reason for the division into sidebands is that each sideband may have specific systematic effects associated with it, due to separate electronics. The transverse dimension of the maps respectively contains 120 pixel bins in both RA and Dec. \n", "\n", "Here we will plot the maps for the first sideband (called \"A:LSB\", i.e. \"Band A lower sideband\") and frequency channel 10, which is centered at 26.328 GHz." ] }, { "cell_type": "code", "execution_count": 9, "id": "aa96a110", "metadata": {}, "outputs": [], "source": [ "# Which frequency sideband and channels to use for the plots \n", "sideband = 0\n", "channel = 10\n", "\n", "mapdata = data[\"map\"][sideband, channel, :, :] * 1e6 # Pixel vaule in muK\n", "rmsdata = data[\"rms\"][sideband, channel, :, :] * 1e6 # Noise in pixels in muK\n", "nhitdata = data[\"nhit\"][sideband, channel, :, :] # Number of hits per pixel in muK\n", "\n", "ra = data[\"ra_edges\"]\n", "dec = data[\"dec_edges\"]\n", "freq = data[\"freq_centers\"]\n", "\n", "\n", "current_freq = freq[sideband, channel]\n", "\n", "\n", "# Resolution in RA and Dec used to generate the aspect ratio for plotting:\n", "dra = ra[1] - ra[0]\n", "ddec = dec[1] - dec[0]\n", "aspect = dra / ddec\n", "\n", "sideband_names = [\"A:LSB\", \"A:USB\", \"B:LSB\", \"B:USB\"]\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "9e75caa1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To mask the regions of the map without hits\n", "cmap = cm.get_cmap(\"RdBu_r\").copy()\n", "cmap.set_bad(\"0.8\", 1)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize = (10, 8))\n", "\n", "# Axis labels\n", "ax.set_ylabel('Declination [deg]')\n", "ax.set_xlabel('Right Ascension [deg]')\n", "\n", "# Plotting the frequency map\n", "img = ax.imshow(mapdata, \n", " extent = (ra[0], ra[-1], dec[0], dec[-1]), \n", " interpolation = 'nearest',\n", " aspect = aspect, \n", " cmap = cmap, \n", " origin = 'lower', \n", " vmin = -1e3, \n", " vmax = 1e3 \n", " )\n", "\n", "# Generating a title\n", "ax.set_title(\"COMAP Season 1 Map\" \n", " + \"\\n\" \n", " + \"Sideband: %s | Channel: %d | Freq: %.3f GHz\\n\" % (sideband_names[sideband], \n", " channel%64, \n", " current_freq))\n", " \n", "# Making a color bar\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"2.5%\", pad=0.1)\n", "cbar = fig.colorbar(img, cax = cax)\n", "cbar.set_label(\"$\\mu K$\")\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "28d83950", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To mask the regions of the map without hits\n", "cmap = cm.get_cmap(\"CMRmap\").copy()\n", "cmap.set_bad(\"0.8\", 1)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize = (10, 8))\n", "\n", "# Axis labels\n", "ax.set_ylabel('Declination [deg]')\n", "ax.set_xlabel('Right Ascension [deg]')\n", "\n", "\n", "# Plotting the frequency RMS map\n", "img = ax.imshow(rmsdata, \n", " extent = (ra[0], ra[-1], dec[0], dec[-1]), \n", " interpolation = 'nearest',\n", " aspect = aspect, \n", " cmap = cmap, \n", " origin = 'lower', \n", " vmin = 0, \n", " vmax = 1e3 \n", " )\n", "\n", "# Generating a title\n", "ax.set_title(\"COMAP Season 1 RMS Noise Map\" \n", " + \"\\n\" \n", " + \"Sideband: %s | Channel: %d | Freq: %.3f GHz\\n\" % (sideband_names[sideband], \n", " channel%64, \n", " current_freq))\n", "\n", "# Making a color bar\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"2.5%\", pad=0.1)\n", "cbar = fig.colorbar(img, cax = cax)\n", "cbar.set_label(\"$\\mu K$\")\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "02203de1", "metadata": {}, "outputs": [ { "data": { "image/png": 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E7+NTEM7zJQiO8SmXfiDsx2MBnIUwUNsTYV8+j+CZ1u4pR0JmFNJ6UpoQQgiZXjLbkf9FSEW1cnp7Q8jkoCaLEEIIIaQPcJBFCCGEENIHOMgihBBCCOkD1GQRQgghhPQBzmQRQgghhPQBDrIIIYQQQvoAB1mEEEIIIX1g2gdZIvI4ETlfRFaLyA4R2SQiN4vID0XkXT6vm4icICKaOQBX2c7KbL1ze9RvFZFZK2jr9fFo037zPKmIfHgS7by7aj9FZLGIvE9Ersyupx0iskZELheRT4lILjefiFxi+mtfG0XkMhH5R5+epmL/T6i6brb+oIj8nYh8S0TuEJHtIrJZRK4TkXNF5Olt1pnV12YvEZFl2fFY3cM2H5ldD18RkVvMtVKag1JElojIx8397k4R+V8RaZsMuYP2urkXvlvaX+v29bFu+jMTEZGaiDxBRD4gIr8VkQdEZCT7Pn1JQmLysjb2EpEPisg1IrIluy9cKyKfEZH9K/TlqOz8/yI799uz9q7O2l/S6/5LSK91vojcnq23Obs3nikmFVZVRGRpdi39QkTWishodlyuEZHPi8jzJKTK8uudm11j7y5pv3lPXtltH2cC0+r4LiJvQUjRIQiO3P+HkHbhQITUC09FSIny/6arj6Rr/ta871famBwS3MovRkj/shEh/c5aBBfuYwC8FsALAXy1oIlfIFyLAFAHcABCSp7lAE4RkRNUdVu/+m/J/mhfCOBBAMYB/C7r3yBCOpmXA3i5iHxVVZ8/FX0iAIAzAfx11ZUk5N37FcI19WeEhOhHImQJeI6IPElV/9jDfpZxE4CfF5T9dgr70W8ORWs/783ebwHwUIR7wfNF5PWq+h/tVhaRxyFkKdgT4d7wXYQUP4cDeAVC9oQ7O+zL4xFSCd0J4HqE9FCLAByHkFf15SJyvKre0Iv+i8gpCBkyBgD8CeH6W5D14z0AXiQiT6iaBUNEXoeQ63QOwt/s32b7Mi/r70sQErffLiKPUNX7q7S/U6Gq0/JC+IPXQEho+vw25XMRUqu82H0+D+HGdFDF7a0EoADO7VH/NRy+6Tl+Peh/T4+Ha3s+whevgZC/TgE8u8u23l2lnwCuyOqfB2D3NuXHAjirzeeXZOutbFN2OMJATQGc0WX/T6i4XjMnnyLcJPcrqPNFAFe6z2f1tdnLF4Bl2fFY3cM2/wnAexFyMh6AkB9TATy0ZL0fZPX+B0CtzTVytf28w74ogEsqrlPpOzXbXwiJqH+I8KNdXNnrsmMxCuDINuselH0PtyPkPG3X9l4Vr8cj2nw+D8CqrC//14v+IwwE12Xlr3NliwFcmZX9a8Xj+Y/ZetsQBoxDbersh5AOaSuAA1zZudn67y7ZTuE9eTa9pjNc+DyEGawLVPUCX6iq21T1q6p6vvt8q6pep6q3TVVHSWWej5Bb7mcAPpl9trLfGxWRwxEGUWMAXq2qm3wdVb1SVd9epV1VvRGthMUnTLafHfIFAAsBrFLVU1V1TZt+3aCqLwLwhinqEwGgqh9S1Xeq6jdU9Y5O1hGRYwA8DcD9AF6vqg1T/B4A1yLMTJzU6/7u6qjqTar6NFX9kWZ/vU3ZpxAGMAMIuR49ZyN8D9+qqqsK2r63Ql9WazxL1fx8K8LgBQCeIiI1U9Zt/x+GMJhak9Wz661HKzn8Yzvtv4g8AmHwpACeq6qfUNWRNvuzJrvPHgvggU7b3xmZzkHW3tn/a5O1HFKiyRKRF4jIb0Rkq4isF5GLROSRHbT70CxWfFumlVgvIt+REi2NBF4jIr/PtnmviHxRRA5rU3dQRF4qIl8WkRuy2PjmbN0zRWS3gm1MaGyy9S/PtnWfiHy13bYmezwmycrs/88hJHNtADhZRPbs83ab19Tm7KbVS+7O/u97iF1ETkQIH2xHBwMoVf1Zoq2OrpepvDbtd1hEhkXkPSJyY/a9u0NEPla0vWz9J4jIBRJ0diMicrcEfdQxZcdqGvmr7P9v+msz+8P5lWyxchiynxhdzAki8lQR+UF2btUebxE5WILe8UYJOqMNIvITEfmbRNuHZffKddk183sReU1WNpW6wquy/yNtlYjsC+C5CLMx50xBP5pyihGEQUynXJX977VhOzpcf32Fbf0jgoziq6r6/bLKqnp9ux+73SItLXHqtbpX2+sF0znIas5EPS+7mCeNiPwzgC8j6Gd+izA9fySAXyKR8V1EXoIQZno5Qub3bwG4DiGT/Y9F5O8Tm/0ogE8gXKjfRNABnQrgMskLYfdBGHQ8FWFw+e2sbwcj/Jq9VETmJvp5FkKoYQOCLmArgFMA/ExEFrep3+3xWC1dCg5F5FAAT8r6dkH2S/9ihKnrFQXrrOzRl6N5TS0SkZdOsi3Po7P/r+1xu+1o/kH+v+wXZ1dUvF6m9NrMGELQYb4BwB8B/AhBL/JGBC1au+38E8IM6d8AuB3ANwDcgTB7+hsRObmoj23aagpwz+10nUlwbPb/7wrKf+fqzTRORbh/7AXg+wi6oAYAiMhTEUKdr0UYKHwH4Q//YwF8Lbs2IkTkYQAuy9p9AOHeeR+AT0pCdC8t0f4lPdovIMgBgNYPqSZPRhhQXKGqW0XkRBH5VxH5LxF5q4g8uFcdEJFBAP+SLX7Pz1iVUNT/6xFC2ftJ0FDZ7S1Ga+bsfzrsYw3As7LF81N1+8iNCD/e272uyOqMT0/XCpiuOCXCzXszwoh9C8IvuTcgiIznJNY7AW10CAAeiXBwtwN4ivm8BuDfs3VyOgQEbdgIwh+HE13ZYxGm90cAPNiVNdvbDODx5vM6gP/Kyq5w6+wO4NkABtznCxFuTIowLe33ubmttTC6DwTt06+zsjN7cTyyOqvRZSwc4UahAM4zn63IPru8YJ2VKNDNoLom69tm336d9eevAOxbst4lfp+zc3kQgH9G+INyP4BDKh6PZv9PqLDOz7J13tHld6ub62Uqr80TzHq/BLCHKTsMLS3aX7j1Tso+vxXAI13ZyQi6lA0A9jSfL0tcW+dWubYSx7v5fSnUZKGlFfzrgvJjs/J1XZzrS7q8Jkv323wv2t4PELQ3zXvkqa7sSHNs7D1I0NID/SeAuil7EsLfA0UbXaHpe6V9TuzfQ9CaOfLXVDMs9jUAF5jj0HyNA/iXLre7b3b9nQvgIgB3oXXPWtqL/mflT0SYAFCEHzJfAfA9hMmAuwD8bYVtHWb2/YBO12vTTvN79+4Or73cddem7uEI+rNxhDDmpK+NXr2md+PhC3Vjm4t3B8Js0uParHNCuy8ZgM9mn/9Hm3WGEZ7maDfI+kr2eduLDcA/ZOUfcZ83+5oTDSLokZqCwyd1eCwelNW/rE1Zc1t/36bseVnZT3pxPLLyixFm8ipdrAg3z9VZu081n89F+LXa9g8RwpT8dQAublP27qJ+FvRhkTmn/vVHAKcDGGyz3iUF6zRf34MbaHfYn2b/T6iwzrXZOq/u8ntV+XqZ4mvzBLT+SB3VZr1PZuXvcp//Nvv8yQX9/HhW/gbz2TIUD7I+kF13H+jmOJt2mtd8apB1g/9eFBzjHV2c60u6vCaLXqtN3eb34vsFbf1rVv6egvK/ycovNJ/9RfbZvQDmtVnn7GZf2pSdnp2zz0/mnGVtzUGYQVQAX2hT3vyxPILwN+n/IQwq90EQnG/Lyl/RxbaPbHPcfwzg0F7139Q7CsA1bbb3ZQBHV9jeY8y6w23Kh9EaONrXc1y9c0uuP/9aWdKvPRFm7RTAmyd7XfT6Na0WDqr6MxE5EkEQ+nSEkMyxCH+UTwZwkoi8VlX/O9FMk+Oz/3PTmKq6Q0QuQAhDTJBNfz4D4WbfNjwB4KfZ/0XiwHbb2yIiXwfwSoQbSqSZEZHjEKaiD0Z4qkSyFxCeGCvie20+uz77fz/3eeXjYcpPTPQhRXOfbke4YTTb2yYiX0E4HivhLDlU9esIj7NPGlXdAOAF2VT+c9CyX9gXwNEIod2/EZG/VNV2mgVr4QCEG+oxCNfJv4rIy1R1tgg5q1wvAKbs2mxym6pe08l6EvyDjkP48XJJQXs/RXja6bEIA64kqvo2AG8rq7cTU2ThsK7NZ98oaOMvs/9zDy9ltLt/Nu9N39D22snzEH7c5lDVT6L1ME3XZPf+cxFm/K9DGDR5mnKaQYTZWOv396ksxPdRBEuPjkJuTVT1OmSSXgQt1QkA3g/gahFZoarf7EH/ISIvBPC/COHbJwH4PcKg5FQEGcAzReSpqnpZlf4XMIggufGsRvvr5/do6cna8UyE+28hEny4LkS4N/2Xqp7dQT+nlGkdZAGABu+k72UvSDB8fAaCf9aDAXxcRL6rqreXNNUU/a0uKG/3+WIEDQgAbAjXeyF7VWjXfn5A8wMJxm9fQvoJogWJsnbHoCkqHHafd3M8JkvTG+s8jZ+eAsIN4ZWYIs8sVb0e4RoCMKEBeQuCd8uTAZxhyw2fUdVz7QfZNfkfCPt3AcIPgn7S/CNXdM11SsfXyxRfm6l1itY7JPt/CYBGl9/V6WRz9n+RoL9pCtkzkXAH/FxVV3ZY99aCzw/N/r+6wjmZjnuT51MIHlO3AnhawQ8ney4+06b80wiDrINE5FBVvblqJzRMxdwB4AsichlCGPV/ReQwTXtLlfZfRB6EMGC9F8AzVXWj2a8PZQ8WfCjbhyd20F07+F4C5w2mqpvR+kEGCSbUb0609w1VfXdRYaa7Sw6yEM7B8Qg6wdNL6k4L0z7I8qjqdgDfzC64PyP8mn4mwsHsNfXs/xEEv6EU7X7dVeWDCH/E/oTgtXM5gPtUdTQbkSefBmkzcJkxiMjuCKEBIBgrHl9QdSnC+fz2lHQsQ1WvBvAyEVmA8ATXX6H9IKvduttF5AyEWbinicjDsvb6xRUIN73lk2mk4vUyHddmlXWa39X7EDQsKa7roi/95laEWfoDC8oPMPVmIkUGvM3zsgpBEzfjyf74/z2CJumpWmzDsTr7f4eq3uULs4jFvQgDyKUAKg+yXHvXi8ivEX4EPglBMjOZ/p+KMLv0PTPAsnwR4R74OBGZk/3tTXELguxjIYBHoXMD1r4gImcCeBnCQxcvUNWZJXjPmHGDrCaqukZErkOYDu3kl+mdCL+qDkb7k7+szWfrEIThgwj6l04febUcDOAPie3ZvjTTuZyqeWfnw9Fbujkek+EFCANiIGgAUqzEFA+yDBcjDLIqzXao6kYRWZet92CEL3a/+DbCQyDPEJHFOoknDCswlddmNzRnvbZWmH2ZSVyJEL5+VEF58/OrpqIzPeR2hOvjTFW9qcN1mvejgwvKl022U0WIyL8gzK6sQ5gBujFRvfm02rCIzM9mamxbdQQNKNCaqZwsTc+ttveniv1vDtzbDbCAln9VDWHglBxkqWpDRL4L4EUAXoyCQeBUICIrEMKddwE4SXtoE9Frps3CQUrmlrMLuBki6MTwrxn7z9kEZL/Ec/nqspDVjxB+jT2ng220o9325qHld/NTU9T0iWoXJnlRl9svovLxmCQrs//fqKrS7oXwK17RJ8+ssmsq40HZ/x2ZSJq2FyBMkQPh6ae+oao/RBC0zkEH2iIR6WSqv4ypvDYro6p3Ijy4cIB0kGtuBtL8g/RX2f1hguy6bRpJfmMqO9UDml5JVe4nzXvTcwpsQV48uS61R0Iat3ciPA35NFX9U8kqv0LLFuHJbcqfhPADfQt6MHua3Zcfny3mBk9d9L85+/bogvKmTm4zOo/U/BvCDPTzReRpHa7TU7L73WcRjvvJHUiJppXp9Ml6n4h8REQe4guy0NOnAeyBcAG0E9V6PoVw8l8hxkA0Ewh+EHmjtib/guDt8h8i8pw2famLyJNFpEj4/jpblg0O/w3hl8jvEYvem1/E17ptPBXp2HU3dHs8ICIXS0hA/NxONiTBaf2JCMfxS0X1smntS+E8s0Tkudn2Lu5kewkenvX92SKSm6WVYIz46mzxK768CBEZRrC9EASLgKJ8b73kJQi/QFdISAKbE4+LyKEich6CmH+yTOW12S1nZv9/sV04WkSGROTk7GGaUiQk3L1ORD7Q0162QVWvQnDm3hNBZ2rvvWciPIr/RwS7jNnEhxE0Pu8WkVdk978JJHCc+4P8U4TZ/70A/JtdR0SeAOA1RRsTkdOzc/b5Kp2U4BP1rwjfqWdm5yNJFgJvSgr+TUSWmfb2Q7gnAMCn1biei8j+WR+vE5c8WkTe6D/LPt8bQbd6AMJ38eeuvHL/ER4mUgBPEJE32R+hEhKSfyxb/FqnoTZVvRJhoCcIsp7TpX0S6D1QHtGoTPa35hsIg9sVqlrkOzdjmM5w4W4IT7e9SYIJ5dUIX9alCFqUBQg6kJXaQdoCVb1cRN6DMIV4sYj8FGEkvxzB6+i/0foDa9e7TILp5v8A+LqI3IRwkW9EEN0dizDYew2Ch4nnswB+LiKXIngFHYeW18/LMmFjk/chPDZ7log8P9vOMgCPQxj4vLVsPzul2+ORcRjCVP7CDje3Mvv/h6pa5uB/PsKTNCvRekpoIUIIbk5ivZMyvUIR/4hwzp6SvTaKyBUI+7w7wh+xpvv4l1Gs8XulHZQiuMgfi3BdjgJ45VRMTavqdSLyJIQnZ16IYNp7OYJOZABhRu7hWfUv92CTU3Ztdouqfl2CGekHAFwiItcgWCNsR/jRcCyCgPwv0dnMwr4I110lM2QROQnhD41tBwDOF5GmdukKVX1tvCZegTA78goATxKRKxEe5X8EQuhmxUzWXbZDVW/NfrxcgCAOf7eI/AnBm2kxwpO5+yAMVn6YraMSzIIvRXgq7pkSNLh7I4iYP4XiTAdLEM6ZN94sRIIzffOHyM0AXisi/twAwHWq+kH32ScQnhB/LoK4/5cIT6M/HuG+9QsEHz3LYNbH5nvLmwB8JDtGNyD8MD0AQRYzFyGU+jw76Om2/6r6exF5H8K1+hEAfy8iVyP8PXssgrzjBrRMSTtCVc8SkS0I5/QTAD4gIs0E0bshPBX8cIQf07cB+EmV9kt4G8J1dQfCU+LtMgqsU9X/1+bz6aGXfhBVXggH6kUIg5QrEb40owh/KK9CeOLhsDbrnYCENwyC2O+3CI7T9yO4Ty9HSUJkhD9an0J4fHwrwgzanxGm+V8FY3CY1W96eAjCUw1XI4hD1yHM5hxesJ0TEX7J3Y8wqPw1gJfaNtus0/bzrGwZCnyAuj0eqGBGijAbemtWP5dAtU39RQh/FBWZrxA6MyMtez0HYfBxPMKA4VIEoea27LUawFcB/FVBvy4paHdbdh18Gm08nTrY32b/T+jyezKE8Ef52wg34B1ohSf+F85AdzLXy1Rdmyj/Dhdem1n5IxF+9d+SXUsPZMfjKwihpt063N9zU9tJnJNm/1Kvon3bC+EP063ZuVyT9ePgLq+Pwm11cE2W7rf5XiSvX4Q/rB9CmKHajHC/uRnBJf6NaJ/g/EEIA/v12ffsaoR7qSSut2bfO95nxOa33ZyzGsIP0svMvl2JYEXTLjnyMtPmMlf2YoQn/q5F+J6NZvv/M4TBzoI+9P8ZCI76d2Xb25T1/0wAu3dz3Zlz/i8IhsL3ovX3+zqEH9PPR3s/rXOz/r67w2tvZZt1U6/cd306X5J1nBDSB0Tk3QDehWCgecn09obsbEh4DP9SVT1huvvSS7L9ggYtJyGzlunUZBFCCCGE7LRwkEUIIYQQ0gc4yCKEEEII6QMz1oyUEELIrgm1WGRngYMsQvrLJdn/q6exD2Tn5T3gtUXIjIVPFxJCCCGE9AFqsgghhBBC+gAHWYQQQgghfYCDLEIIIYSQPsBBFiGEEEJIH+AgixBCCCGkD3CQRQghhBDSBzjIIoQQQgjpAxxkEUIIIYT0AQ6yCCGEEEL6AAdZhBBCCCF9gIMsQgghhJA+wEEWIYQQQkgf4CCLEEIIIaQPcJBFCCGEENIHOMgihBBCCOkDHGQRQgghhPQBDrIIIYQQQvrArB1kicgRIvIvIvJrEblXRDaJyFUi8s8isluFdp4lIr8UkS0icp+IXCAih/Sz74QQQgjZ+RFVne4+dIWIfBDA6wB8C8CvAYwCeDKAFwD4A4DHquq2kjb+BsBXAfwewKcBLARwBoBxAMtVdU2/+k8IIYSQnZvZPMhaDuDPqvqA+/x9AP4ZwOtV9ZOJ9QcBrAYwBuBoVd2cfX4MgN8B+B9VPa0/vSeEEELIzs6sDReq6uV+gJXx5ez/h5Y0cTyA/QB8pjnAytq9CsAlAF6YDcQIIYQQQiozawdZCQ7I/r+npN5x2f+/alP2awALABzRq04RQgghZNdipxpkiUgdwDsRQoCrSqrvl/1/Z5uy5mf796hrhBBCCNnFGJjuDvSYjwF4HIC3q+r1JXXnZf/vaFO23dWJEJHTAJwGAHPnzn3UsmXLKneUEEIImSlce+2161R1r3Zlz3zmM3XdunUdtfO73/3u/1T1mT3t3Cxmpxlkich7AZwO4BxV/UAHq2zN/h9uUzbH1YlQ1XMAnAMARx11lJ533nkVe0sIIYTMHJYvX35rUdm6detw+eWXd9SOiCzpWad2AnaKQZaIvBvAOwD8L4C/73C1pj3D/gCudWXNMGG7UCIhhBCyC6FQHZvuTsxKZr0mKxtgvQvA5wC8Ujv3pLgs+/9xbcoeC2AjgBsm3UFCCCFklqM61tELwEIROUdETp7uPs8EZvUgS0TORBhgnQfg71S1UVBvXxE5UkSsxupSAHcBeKWIzDd1HwHgBAAXqOpo3zpPCCGE7Hw8oKqnqepF092RmcCsDReKyOsAvAfAbQB+BGCFiNgq96jqD7P3HwDwcgRH+EsAQFVHReSNCL5aPxORTyPYNrwJwL0IgzdCCCFkF0cRHtonVZm1gyy0fK4OQggVei4F8MM2n0+gqheIyDYEPdeHEZ40vBjAP6kq9ViEEEII6ZpZO8hS1ZUAVk62rqp+G8C3e9QtQgghZCeDwvdumdWaLEIIIYT0F1Wl8L1LZu1MFiGEEEJmHA+o6mnT3YmZAgdZhBBCCEnAcGG3MFxICCGEENIHOJNFCCGEkAScyeoWzmQRQgghhPQBDrIIIYQQUsJYhy8+XWhhuJAQQgghCSqFC/l0oYEzWYQQQgghfYAzWYQQQghJQOF7t3AmixBCCCGkD3AmixBCCCGFNNPqkOpwkEUIIYSQBBxkdQvDhYQQQgjpFbRwMHAmixBCCCEl0MKhGziTRQghhBDSBziTRQghhJAE1GR1CwdZhBBCCEnAQVa3MFxICCGEENIHOJNFCCGEkAScyeoWzmQRQgghhPQBzmQRQgghpBA6vncPB1mEEEIIKYGDrG5guJAQQgghvYKO7wbOZBFCCCEkQaVwIR3fDZzJIoQQQgjpA5zJIoQQQkgCCt+7hTNZhBBCCCF9gDNZhBBCCEnAmaxu4SCLEEIIIYXQJ6t7GC4khBBCCOkDnMkihBBCSAmcyeoGzmQRQgghhPQBzmQRQgghJAE1Wd3CQRYhhBBCEnCQ1S0MFxJCCCGE9AEOsgghhBCSIMxkdfICE0RHMFxICCGEkF7BBNEGDrIIIYQQkoCarG7hIIsQQgghCRT0yeqOWavJEpG3icgFInKziKiIrO6ijdXZuu1eS/rQbUIIIYTsIszmmayzANwH4AoAiybRznUA3t/m802TaJMQQgjZKVAFw4VdMpsHWYep6s0AICJ/BDC/y3buUdUv9K5bhBBCCCGzeJDVHGD1AhEZADBPVTf2qk1CCCFk54DC926ZtZqsHvIYAFsBPCAiG0TkcyKy33R3ihBCCCGzm1k7k9Uj/gTgMwCuBTAI4AQArwRwoog8WlXXTGPfCCGEkBkAZ7K6ZZceZKnqSe6jL4nITwGcD+A9AF7Vbj0ROQ3AaQCwdOnSvvaRELLz8vIVP5x4f8c9X4vKLr74v6a6Ozls/z636mlTvv3/t+KWaPnDqw6JlpcvXz7x/vLLL5+SPp166lcn3s+r7RWVfXbV8X3f/ltW3Bot/9uqgyfev2rFL6KyT696Qo+2qgAHWV3BcKFDVVcBWA3AD8BsnXNUdbmqLt9jjz2mrG+EEEIImT1wkNWe1QDok0UIIYQAgI539iIRHGS153AA90x3JwghhBDSOSJyroiMiMhm83rmdPVnl9BkichBAOYBuElVR7PP9lTV+9rUfR2AAwD859T2khAynbxhxZ8m3n981dFR2ZtX3BQt7yO7T7y/XePfY7tj72hZ0Zh4vxnrorIDcczE+zn7LIjK3rXigWi5YdKajLsUJ3YbALB3TSfeX9OIdU0H4GET7zfgrqhsDuI+LMGhE+//acXtUVkdQ9HyXrXWLMb9jblR2RhGJt7PxXBUdgeuj5b3wRET7+/CNVHZe1YsjpYfd8T/mrLYgWcz7p94f/hAPMPyx7Et0fIitB4o98d2E9ZGy4fXWrqr+3FHVHbmitY2F9Z2RGVbG3Oi5W1olS825wsAbmzcGS0vwbKJ92PYHpW9bUXrHPprz5+zQbT68L5VsZ4siepsm6U6R1VPn+5OALN4kCUiLwXQVPztBWBIRN6RLd+qqueZ6p8HcDyAQxBCgQDwMhF5BYDvZ58NIDxd+BwANwF4V/96TwghhMwWZt0ga8YwawdZAF6BMHCyvDf7/1IA5yHNZQCeAuCFCIM0AXALgA8B+KCqbuhZTwkhhBAygYi8DcAjATwKYQLkVlVdVlC3BuCNAF4NYBmAewF8BcCZqrqlzSovFpEVCLKfLwD4kE6TB8WsHWSp6gmTqauqvwDwVz3sEiGEELJz0vsxSpX8wx8F8AYAXwdwNoCHZMvHishTVdXGyz8O4B8BrEMYxH0RwBwA7+xl5ztl1g6yCCHEc8opn4mWnzj3WdHy+de1flc978Hfj8p2YPPEe6+HOqge64jWjw9OvD+8Htu4bByP6y6ub5h4f8/4QVHZYYMt7U1t9IiobL+B9dHyHWMLJ95b/RMAbNVY7zNq/iA+SB4Ule0wf48eOihR2W2j86LlBw+2jsMto/ED13vWN0XL68d3m3i/tytbO97SsO1Rj7VTY+NHRssHDbY0boOjsc/THuZYAsAitI79xvFYl7ZfrXWO1owtisoOrcXH6/5G6xmwgwfiiZE1Y8Xn7M+jcZnd73vM8QCAPWtbo2U0Wsd6XEeiooPl4Gi5htb53qcW693scbfnCwBuHo1T+i6t2/IKmqz+0FH+YRE5GsDrAVyoqqeYz29BGFCdCmBV83NVvcKsfrmIvAvB93JaBll8upAQQgghCRRojHf26rTFzvMPvwhBzvMx9/mnEVLivaRk/Ua2/rTAQRYhhBBCimk+XTg9PlnHIQyUfht3SbcDuCorn0BEXigiCyXwcISH2C7oR8c6geFCQsis5k0rWhYADxn+66jshsZt0fKzjmiliblB/xCVPazWCqttbMQ/fLe5x+8HzQ/jzY04xFaTOGx17/ieE+/3dKGyG0f3nXi/uB6Hqe4ci8OQS0z5uvE4ZLRnLX6s/75GK2S5qDYalY1pq+/rXRhtN4ltB24dbVkbLHDhrg3jsd3DHrVWuPXe8YVR2XzTrg0dhvXi/b5tdJ+J9z4kmV9328T7MTdZsUNbFhNzJT4GGxtxZGqetMJ1/rgvdn2w52yJO2e2f/u49VLhQ3u+Qll8Huw1Vtf4+porrXO/dmzPqMweHyC/37OE/QCsU9UdbcruBPB4ERlSnYi5vhbAfyHkI74L4SG4D0xJT9vAQRYhhBBC0nQ+S7VERGwiyXNU9ZxJbHkegHYDLAATpmHzgGDGpqr9TyBZAQ6yCCGEENIr1qnq8vJqHbMVcC6rLeaYOjMSDrIIIYQQkmBazUjXADhKRIbbhAz3RxjUjbRZb0bAQRYhZMbx9hWtx/h/cMNJUdnTj/hOtGxTtgy6lC02HYmve3TtwVHZ+kZ94v0eTn+0rhGnPXno0N0T768f2T8q8/YFVp/U0PhZI5t6xWuc9h+IU/BYrdC+9fhR/TucRmux0WGtd/qyQwbunXh/91hsyzAosRfSDrQ0PXNd3xcYDRYQ20h4+wm7nWG3jfWNwWj5QLPurWOxjmmR01ZZ3dVe7pjcbY7JYqdLW+ysINaPL5p4n7KfAOJzds943PcF0hqI+GPptXEN89yZL/O6vmGjGau5FErz661r9X53DXkNlm2njywUkXMAXKSqF/WgvcsAPB3AowH8rPmhiMwBcAyAn/ZgG32DTxcSQgghJIEGM9JOXsADqnpajwZYAPDl0AGc4T5/FYIW6/webacvcCaLEEIIIcUoKnlgdUKn+YdV9WoR+RSA00XkQgDfRcvx/VIYI9KZCAdZhBBCCJlqquQfPgPAagCnATgJIWXOJxByF8bx0xkGB1mEkGlh+fLWA0jWvwoAbkXrCfDXHB3/UL11dCha3l9avkXjcPnVNNbMHDbY0iPdbPyYAODoodsn3v9uJNbhPHgg/hX/p5FWSpJDnP7oNueztG/9/on3o+6Wu6PR2pdFzkPL66UOHFjb6rvTKj12zq3R8rU7Dp14/4jhO6KyjeMtnc6hQ3GZ1/s0KihKthovMa8pOnr4xrb1AGCe8/i6c6z1INkjhu+Kyrwn2TzjEWX1WQDwEHM8vVbJb3Njo3XdeC3VoSbNDxDrmha7bY5q6/z6VEdew2a34/vur4VbR1p+ZXsP3BeVjRut3ILBeBu+3fmR1jC+vtJUEr53pMmqmH94HCFn4dmdrjNT4CCLEEIIIb3iAVU9bbo7MVPgIIsQQgghaabPwmFWw0EWIWRKOPHEv4+WVz7kwon314/HYatH1x8x8X7jeLHtARCHb3woav/BtdGyDRs9eOjOqMyGeh40EFs2+BDSIQOtx/z3cKEdH2I7eHDNxPvLtj00KrPhutyj+c5GYqmxdJhfix/Nf2A8Xj5mznUT732ozLbjH/FfUI/DTTZkucTZHow7S4eBeusYeasKG+Zb6qwpfP9s368zYU8AOGDw7mjZ2l7482DxoTofdtyr3grBHTy0Jiq7ZeSAaNlux1o/AMBeJpS30Z0TH6K01+pcV7ZHze2Lifr568KGnLe5EKW3qlg7Hqfd6Zxp9cma1dDCgRBCCCG9YqGInCMiJ093R2YCnMkihBBCSAJtemB1AjVZBs5kEUIIIYT0Ac5k9ZhXrfjFxPulODIq+94Nz5h4//Aj4idRP7uqN4nDP/qSWE/wpi+0Hv099dSvRmXzantFy9324T0rYv3Au1a1dBKvWfG7qGztjiuj5a997ZWF7XoNz8UX/9fE+39acXtU9qFVB068f+uKWGvzwVVx2pMU71wRP47/3lWLJ96/bkXc90+tOnbi/ZtX3BSVnb3qsMJtvHrFb6LlxS71y1mrWtYCL18RWxt8btXTJt6/fsXVUdknVj0sWrZ92g2xFmMUsQbkA6taNgjPfvb7orKDF7TS2sx3j33fgT9Ey4+Q4ybe//SBc6KyVx742mj56pFWCpynz9kSld0/3kpxM1yLU4F4rYt9pN3qqoC8RushwzdPvPcWCVZPU3f6KP8ovNWBPeB0TUcMrY6Wrf7H6o18mdcqeQsAa1ew0D2q7/fT6sK8Lsfqy7zWzGuDDhxoaaC8Fuhep+85cKClL8vZT9Rb7XgNlrckWD+2aOK9P5aeQaMD89fJNnNMcnotNyljtWher3X40G1x/4wOy+rtgPg8+OPuNVmL6q1ztM2dP4/Vw3kt3Ji0rvkDBoo1awBw6KDVPh6R3GaEas/NSHcVOMgihBBCSBoK37uC4UJCCCGE9AoK3w2iquW1SCFHHXWUnndey/3//JV/nHh/5UjsynzsUCskcrN7LNhPxdvp6zWje0dlPqxg3ZWvGx2Oyg6pt87v3eMLo7L9B+6Plu0Uv8/W7rdpp9RttnsAOHjggYn3147F19dDBiRavmmste4hA/Gj+QMulGHDRD6Usrd5BPu3Y7FD85MGYwfuq0ZbLuDHDW2LytaMxcfaPlbvj0ndHPfVY/ExeOhQHHa8dqQVAnzkcOzO7bdpwyk+5GDDVmsb8bH027x+pBUmPWY4Dmfe34jDCMtM2MNfmweax+ZvHDkoKnvYnBui5cuNRcFzd/9RVHbF9qMK2109ul9UZs+n/274PtiQjX+k3oeJbDjRt2uP+0JnZeCx7fjrwocWfUjOMkd2FJZtasT3D3st+HDcAQPxNX/veOua9/YFW7T13fW2EXXn1L7d2AP4Y+mPdap/e9Zb94QR58LvscfW98f3d0hGJ95vaMQu/YtqmwrL9qvfGy3fMdb6ftq+AsA46tFyHeNt3wPxsfXn3R5LID4v3kojdax92NFet/5a9OFz+7fi+E8/NSpbvnz571R1OdrwiKMX6ve/+IR2RTn2e8T3CtvZFeFMFiGEEEJIH6AmixBCCCFpqMnqCs5kEUIIIYT0Ac5k9ZHn7PbnaPn20aUT7x8zN3703adDmGse1/Z6qEH//LFhST1ux6aLuHrHEYVlfjs+lu/7YHUxz58X2zR8a9OTJ96/cP4vozKv1VhsHmP2Opg7nRbt6OEbJ97742X7u2Io1rmsGYt1HC+c3zovvj8PG441RlYrsZd71Nym23jO/PjRfK9rOnn+ZRPvvaboQJcqxD4yntL7PD6hNwJ8GpZYf3Qg4m1aXccJ8y6Lyn67vWUNccruP4jKbhqN9+WVCy+YeL9mfJ+o7JFzron7UL9r4r1/LP244ZY9xZrx+DrYd26cKmfY6HLmuMf4DxuI9W+3j7WsKvapxxo2q+EZczocfx7so/p2++3Wtfu2ey22qrC6q0UulcriWqyZ3GB0dN46wNspHDTQKh9BrAXaHa0+jDj9mO/7gYOtc+TPw2GDsbXBZrMvvn+7S2ubq8diS5UjBm+Jlu058sfE74vd72OGri1s56jBWJO4rhHrNA8djC1hLOtdXXte7nLHJDruTnu2VWLd5u7Sut/5a6gu8ayRvVbva8Ta2qOGWvfFG0aXRWV+v64fOQRdoZXMSImBM1mEEEIISZD5ZHXy4tOFEZzJIoQQQkivYFodAwdZhBBCCElD4XtX0CdrknifrEtf1fIGshoPANiuLQ+r3STWyHitgfdfieq6WL/V4nh/Fav/WT7nj1HZNSOHR8sPHmylHLlzfGlU5v18rD/NzaOx/uiIwZYOxvtZec8Zq1dpuOh16hh5/ZGt6/VaXo9k8XV9ehKrCdngvKWsL5D3ulpSj/U09tz7Y+nPp9Xjef8c663jdRzeC2jZwJ2mLO77fKcNSrHMpEu5w+hcAGDfeuzPtElb/fU6Jq8xWjve0sMtrhfrj4YQt+OvIasrmiux71lOj2S0Qf6Y+HWL+gPEx97rZ7y/ldVh3e6O34EDLc2TX2/Ind8Bc0/wmqLDnfZs9VjrO7l3PdZT2uOX8+Jy58i2Y68DIH9M7H56rZfFH+fU98qXzXPr2n3x3117jvx9yGvj7P3Wb3Nvp92z5QPuPm2vhdx+uWNrj733vvKsN75n/rtrdZHHDMW6x6tH49Ru9hzO/eQ/RGVJn6yjdtfvn3dMso9N9lv+c/pkGTiTRQghhJAEypmsLuEgixBCCCHFKAdZ3cJBVo85YnD1xHv/WLqdot6q8eO8vq6dMk+lr/Dr2nANAJy02yUT7+3UPwA8Y+5Po2U7tfzwodiSYLMLK1gOnBM/rm2n6TdpvJ4Nhfl2DzChEyD/eLQN9ZRN/1tS4RsfYtjmzks6XNia/j+wHh8DP/1vrRd8iCHXX3PMjqrdGJXZ0NnaRmw/8ejhq6JlG47zx9b3wT66v48LL9nj57fhr+P9pGWv4M+1v44fOnT9xHsftt23Hts0WHxde134MJoPWW5KXG82bOvD9f47Z69bHy70tgP23D9q6OqozJ7DA11/fHqeuD9x6Mlfx4eZkH2+ndb3c9HARqSw4Sd//fvwYRyaLf4++r76/bbb8dtI3YcWuzRhNpS4tzufedlCa3n3gbjv/vj570dRO3Pr8fXvr0V7H/LXW+pYeyuNJ81pWa74cPTDBuP7uL+/kf5DCwdCCCGEpNGxzl60cIjgTBYhhBBCegUtHAwcZBFCCCEkgTaNRklFOMjqMVbX4bUZ9pFsH4PfZyB+TNhqjpYMxlqDHe6R/21oxdkX14sfs/aP99rHggFgudGLeC2V125YTY/XpFhdwrJa3B+vC3vccCslz01jB0dlDxmM9UhWj7FY4mNitUo+DcbDjPYHAG4abW3HpqQA8sfEPi69r8Z2BVaDYlPEAHlt0N61Yh2H19EdULuroGasv/N6Fd+OPd++P15XktL/LBlsXZsbx2ObiP3m3Bkty1ixAmHeQJw2CeOt62TeUGx3YtvRWmwzMw9xOyNjrevf92dkZF60bK9je516/HfME7cT73PKjsVrbY4YaNmm+PNntWZA/D3zffd6JKs9y+m3jC7H64Q8Vj/l0+h4jZ293yX1ZAPFdh1AnAopl9Km7u+FxdsZQLEtgk8fNCDF97Mq2HPt9YrefsLaXPj+eLsHe035NEQpDZvXbdpz1LmJC8CnC7uHmixCCCGEkD7AmSxCCCGEFKPgTFaXcCaLEEIIIaQPcCarx9iYuI/J23i49ykactoIm3rCazz2cVovqyHwnlDLhlr98Xqohwz+OVq2sX3vIeS9iSI/mEQ6Eu9H86jh2CfIaqC8dsprNfYZbOmIvNdOXRoT7/cbiD2WfDu2D77M77fV24yIOw/S0ip5DZtNUeS34/2j9kGsx0thrxOfumT3wdirSxoy8X6/oVir5JmHVqqf8aGxqGzctDNnTnxsx0xZGV5bZfFarobpQ317rI/SgUa0XLN9d+3U5jxQuJ2aa6c+0rodDtTcNsbi67gxMF5Y5rHbXDR8X1S2daSlcdvf6fq2uO+y1U+l9GRArBnz14nXikb9cfcsq8fz/TloML6mxhI6tpRWadlwnBLIauwOcTqw1DZSeA2svy9ZBlw6I79N21aqnd2d6smfs3nmPuA1WZ7oPuT+HuxnUlv5+7/XilqtITVZU8OsnskSkbeJyAUicrOIqIis7rKdl4nIlSKyTUTuEZHPiMhePe4uIYQQQnYhZvUgC8BZAJ4C4CYA95fUbYuIvAnA5wA8AOCNAP4bwKkALhGRYnthQgghZJdAaUbaJbM9XHiYqt4MACLyRwDzS+pHiMgSAO8DcBmAE1XDfKiIXAbgWwiDrrOqtGmnj5e4x3DtlLB/THieCyFZC4fU4/9A/Oi3f4TXhgiPcuFBm3YFiMNs/tFo/zj5UK0VuvBT1Avqrcfxy6b39x5qTXVvHYtP3+Lhe6NlG1rxaWvsFL7vz+LB+PhtGG2FKJfU41Cd7689n7s7G4v1o63jt+fcOIz2wLbFcR9qFX4D1M214UNsJjw34GwP4gCXW82FxsSF+RpD44VlYyZ058vGh1JbTWPb0jlxiKY20jruI4u2FZZ5dJ7bTxc+HDPHs5YIUXp8SNCGPhtj7hgkwqJwx29oTit82BiJb8dzahuiZWmYUKdvdsCFckyI1V8nMPvi15vbiM+D3TPfH/Vh0iGTJmak+E/LnIG4Hbh2agtaIV51oWK7DSAdqo32zfdnKL5/2Hb8FS214mOSCpb7vuV6aq4Fb0Thv2c7jDzC/62wUgQfCvbhTJ+OrBKd+2TRjNQwq2eymgOsSfAcAPMAfKI5wMravQjAzQBeMsn2CSGEELKLMqsHWT3guOz/X7Up+zWAI0Wk0uwYIYQQslOhmfC9kxeJ2NUHWftl/7d79OpOhNng/dqUEUIIIYQkme2arMnSzLmxo03ZdldnAhE5DcBpALB06dKozD4y6x/L3V1a6UBSqTcAYG+T9sTH1f2jwPPntnRYm7YtisoO3s2kYNgR6xv2nnN3tGw1AvMQW0rk9CpGbzDfaTWsZqHeiBUOOe2I0UoMLXJWBpuHo8Xh+S1dk9cs2P7MG4rbka3xsV6wW0vr1WjEvzN8f61WSFx/Fu3eOtfitCML58Z9GB8o1jx5In2U1xTNa52XlK2AJ2WfEBozGqNEO36b3u4h0lm5bfr9lkbxb7yRBS3didf3jDv9VqqdRk7r1WprfI7reyIlkMfum9Qmo0trbXNsYMSVueM11tpm2bEdm9+6pfn9sufM22HUt7u65vh5LZy9Fn35mDvuyb6m2kmUAfnrL6pr9rtX7QCxvjF/TbeW/TEYcPcIe0+tuWvca0OtdYu3wLB6T1+2qREHYoak+LyUwlmqrtjVZ7K2Zv8Ptymb4+pMoKrnqOpyVV2+xx57+GJCCCFk56LR4YtE7OqDrKZ74/5tyvZHSCawpk0ZIYQQQkiSXT1ceBlC2O9xAG50ZY8FcL2qbs6tlcC6nw+7qVnrtusf6ReJfwLY6eLacPzI7oCb6lYb5tvdhdxMeGd8t+LHlgEXGkhMkbdbjhsuDmv4afrtS1qHd2hj/Hjxjj3jx7UHTNjPT/9Hj7e7bfh2oqn5WjwFngvDmOPgrQSi0IDrjw/DWHw4zte122zMHy8sG52fPp92O2XhwlR/LbkQm7eCSLm6u7paKw7RSCLUkwvr1YrDGL7uqA1DbndhyPmt63/AhZhT+53b40Q4OHe8BortMXKYLvkQqg9N1aOwaHF41W9zZEF8jdt2ciG33P2jeF8iy4sSN/1RE+r0bv+2rN26UX8SYb3U/cPX9du0xyRpjeK36UPX9tp035t6zSlYRlvbnDcQ/0kaH29dGD6TyDyXjSPlUJ9EFWiUSA5IW3aZmSwROUhEjhQR+639JoBtAE4XkbqpezKAQwGcP8XdJIQQQshOwqyeyRKRlwI4OFvcC8CQiLwjW75VVc8z1T8P4HgAhwBYDQCqeq+IvBPAhwH8SES+iBAmfDOA6wB8rN/7QAghhMx4OJPVFbN6kAXgFQgDJ8t7s/8vBXAeSlDVs0VkPYA3Afg4gI0AvgLgrVVDhYQQQshOCQdZXTGrB1mqekIv6qrquQDOnXSHAOw+2Epr4GP7w2jpQexj+uEDp8ew6SO8ZmFBrMWJ1nWx/dFIZxW3M5LQWIw6/YDX7FjdU2pf8vqGuO+Dm1s6LKvPAtroMcx+p7ReOa1SzgKgVV6qg7Ek6nqLi/w2jRVEmYVDQhtndUM5vZHTjqTsFLTmtSS1wrJS+4cCylLwJO0eBoqPkSZsI3JaIFfX6mlSWpuc9ieRyqfKNeTtJuy6OX1PTnvWOkZjtYS+B7H+J6+vTGjYEjqi1DbarWvRRDqjlFYprwPrfF9S5LVx3R0Tb8tgrSD8/cvfm+0x8RYSOdsSo6etb4m1q/W6sXcYXRCV+TQ7PuUY6T+7jCaLEEIIIV2gCDNZnbyYIDpiVs9kEUIIIWRGwQTRBg6yCCGEEJKGRqNdwUFWr7EeUa4oSqPg9FFVdAk53UnC48jG/cs0FHY7OT1Ioq7XHlj9kdfaeK2B9bDy3kR+vy05bx2j1yprJ/a5KfHJSuiGUuT6bq8Lr11JtJvyZ/L+Rx41pzDp54PYrymH7V9J3+11U5a2Ju0l1irzGjGvd7Pt5I6tI/ZgcrqXRGqVlE6tTHtj91tTnl7+nMyJ69prXnNea8Var+R58Doh36lO24FLB+XPQ5ft5LozVPx9zaXKiVICxefat5M6Jt77LZU+KHXf9ve+RkIv61Ms2W16v0N7v/M+iVs3xxlJrGaYTA0cZBFCCCGkmKYmi1SGgyxCCCGEJKDje7dwkNVjRkbmTbwfGopzS9vHt8tCd9HUe0mYxYcy4rLWFyO1jTJ8aMqGSFKPwvtAfi79h2mn7Jik0tgMbm7l+M71JxEWKrVTSKTmiMKHZWlrKtRN96dCqpzEue80jU6uzZKwY2xVUSssa7dutJ3okX+XLihn4WDCcSWP9Nu2kqlyEmHj0AlzLZbYPUjiPERNlqSgio6tvyck0kPlbA/mJMJ6jtR58OczOraJ0GtZWLTSeTCMzi+2QUj11ZeXHZPxOfae4K5xe7/w9iv++reh9YQtCeC+y65dm+7L3gcBYHh+nL5tfAstHKYaDrIIIYQQkoYzWV1BnyxCCCGEkD7AmSxCCCGEFEPhe9dwkNVjhmsm9Ysri/Q0Ttsy5tOyRI99l2hvOtTX5OP+xSkqfDoSr+uwlgkp7YgnnwrGtlP8aD4Qa1b8NkcWbDNlcTu51BzWwqFEl5ZKe9KpFg6INSDeNiKlv0ie+0SaDt9uWd9TaXVSpFLlJG0hkN63yIKgRK9it5PS8fm28u0kdGADxXYKnrw9QPF+VmrHHtuUBQEQXRuptFdl95ZaZMnhdE3+e9+h1tFfi/lUOcU6yJQVSepc59JTJa6p8mNirDS8vUhks5HWL3Z6/Xt8u1Zz6q9Tbxuhwy4lWxU4yOoKhgsJIYQQQvoAZ7IIIYQQUoyCju9dwpksQgghhJA+wJmsHpPS+KR8i3zsPEpxUxLL71RD4/UMuZ8mifQpKV1TSoOVS3/jPIUGjE9WWZoYexxSnji5vubSdrTWrZIqp0pdT7RvJX5lsa6pcy+zVP+8jqOKnibl8ZVMrZLQCeWYhE9cVOaXvS7GtOWPe5S6pESTmPIry6VPSexL6vzmdTkJ3VziTp5rp8vzUHbdRlqvlE607Pq3elTfTsrvLaUDS/QVSN+bPan7bfr76lIfJfqT2qa/p6Y0nCltaGVmmSZLROYCuBrAUlWdP1394CCLEEIIIQlmpeP7vwC4FcDS6ewEw4WEEEII2WkQkUcBeCaAD013XziT1WPstK4PW9nH5P20cmrK3IfRqqREiaeS/WP8nT/y78MlPpVIhH383qUu8WEqGz4sTXGTmNKPrCByKTPSVgKWKvYF6XY6P7aVSIQGqqTiSB2TKr9XG4l0JWXpnyILkUQIK5VGJ0eZ3clQcUqZbkNjKeuAXLm749re5sKrDps6J29tkEpNU9xmLvSUCK+mynx5sqy4OwCqhYqj41AlnO/rVrBMkBFr4VD8HcyH6oq/nykbCyAOQedkAYn9LkuF1DF98MkSkbcBeCSARwE4BMCtqrqsoG4NwBsBvBrAMgD3AvgKgDNVdYurOwDg0wBehxkwkTTtHSCEEELILsdZAJ4C4CYA95fU/SiAjwC4BsDrAVwA4A0ALsoGYJa3ALhSVX/a2+52B2eyCCGEEJKm9xYOh6nqzQAgIn8E0FacLiJHIwysLlTVU8zntwD4OIBTAazKPjscwN8DOLbnve0SzmQRQgghZEppDrA64EUIUeaPuc8/DWArgJeYz54IYB8AN4jIOgDfBLCbiKwTkb+YXI+7gzNZPcbqCerGngCI9UdlKResnsvH65PpeiZhSZDSeqU0PDlNion7e01AXqdmtUppjVG0jaFizdiY0x1USWeRolI7riylJ0tZcnj9Uaosr8sp1vUl9VsV0vzktHpmO+WPwifsTuy14C/LIbdsu1D2a9vqSmquf2ON4jKvR7HlvizRh9x3OXHcU9qz3LEtOdZxJzq3cEht01tVWP2UlOg/U0T3hDnpFFSpeYJIz1WiwYq0VCV2J6l7vNXj5VLa+O/OSLGdQn7dhIVDQgtXlgqpY6Y3d+FxCN+q39oPVXW7iFyVlTf5CoAfmeXHATgXwDEIOq4ph4MsQgghhKSZvkHWfgDWqWq7p63uBPB4ERlS1RFV3YowuwUAEJF7Aaiq3jFFfc3BQRYhhBBCesUSEbncLJ+jqudMor15AIoeZ99u6oz4QlW9BAVar6micJDVg/jl71X1gUm2Meuw07H+sW87BdxopC0cbFihbKrdhhXSIZi0ezIqPA6dciW309mpR8tDuZ0GTz/GLInH5is5hKdCK4mwQj7kVmzJUSkkOZAITeX602FZ+KBwk5rbpinzAWlbt+bPkQvX2GvRl1VhyKw7x4U4/HKV7aR+jdsQ4FijuKyszUSoMRXNzPXMV64SFk1RZUbC1h2JNzq62f1N29z6ftS3F4cSPVXC8KmQZW4b5juZd+H3jv7mmqrgSO/lDwNbW7Fsb+Ux4EKLtt1UBobQv1phWSq8msokUolq4cJ1qrq8uw21ZSuAvQvK5pg6M5LUTNYlqGaZ43kagB9PYn1CCCGE7NqsAXCUiAy3CRnujzCo63L02H/KwoXnAPh1xTZ3B/Dv3XWHEEIIITOLSml1ForIOQAuUtWLerDxywA8HcCjAfys+aGIzEEQtM8IP6wiygZZP1PVVVUaFJHFCN4VhBBCCNkZ6DxE/YCqntbDLX8ZwNsBnAEzyALwKgQt1vk93FbPSQ2y3gbgyi7a3JKt++euejTLiWwaKjzin0p5k9ICAZ1bOKQzxFfD2y3EZYmULRVsIlL6LU8qDVHOBiFxvHLbnGPKvY5pntUNOV8BrxuyeM2Ol6uk9D9R57x2yjXUaTtldVOSJ7/ekNlvf7xy/TPL4m5FYtqpuWNbSxxb3466a7GR+A5ohe+HrSsVHouvso0qpNodd5EUqzcbK9H12bpOk4V57lgvaGmOxre7/mw158G347YpY8XXYk5jNGCsbpyuKdJMOl3V4ObhaDllpeGx9zCvPWukdGBeu2pT5ZToRu29r5qutVgvO92IyEsBHJwt7gVgSETekS3fqqrnAYCqXi0inwJwuohcCOC7AB6C4Ph+KTIj0plK4SBLVbtKrKiq2zEDkjISQgghpAf0xyfrFQCOd5+9N/v/UgDnmc/PALAawGkATgKwDsAnEHIX9t6LvofQwoEQQgghvaIjTZaqntBpg6o6DuDs7DWr6HiQJSIHlVRRANsArFfVaXMtI4QQQkiP6Xwmq9earFlNlZms1ejM0mGriFwM4F2q+vuuejWLsbF1Hw/3uoCorILP0viczp9WtZ4qOT+ahMbJk+qP15N1up4vn1T6mzmJslQ7Q06vNeQ0C1Z34jUoVnfl2oFvx5YPuLL6PLdsNEi1WDuS0ydFZRX0Fl67ZNv1GqO660OqPyl9ku+f7YNfr4rOydKtrgqI9Vteu5WrO15c1i1l+rGG+d6n+g7EOqyGu1+M7ygua7gn5LcbfWNOS5jQFqa0eltdX50nmY4U68Dy/lHFvoRotNb1HlUpr6myv4qRL1XCQ6vMIzCVfkwTWirfd5vaJ9UfIJ9yrGOmN63OrKbKIOtfEGKhxwL4PwDXZ58fifB45RUIcdQjs3onishfqGo34nlCCCGEkFlNFUvmawAsA/AIVT1JVf8hez0LYeB1KIDfqOrJAB6VrXNmT3tLCCGEkKmnoZ29Mk2WiJw83V2eCVSZyXo7gE+p6p98QfaI5X8AeAeAr6rqH0Tk0wBe1qN+zhrsVG5u6tZMF+fSG/jHhk2Iy4fNUnYPubomJFg22Wv7XpbiJkkq/UcqnUvuakw8Su3Dc3Yq24fqfOjC9iGXssV1otP0LnPicEQuzDe4e+t9fW5c5sNxNgRX9/YFpm6VkJpvJ2WZkArdpUJ+VdrxVAl1VqGKZUOVEGCV0GKKKARYEi607aZCgABQs+FCX2auBd+Of8R/jslWUnP9S4ULvV2HDQn6e4APHxa1CUCd5cS4sYvx1g/WQiEXYnN/+jRK2RVvw1sxRJTYPaRIpSbL2zSYFDzuHKXS8/i/B8l96R3UZBmqHPEHA7g3Ub42q9PkWgT3d0IIIYTMZma0UcLMpUq48B4Az2lXICIC4LlZnSZ7Abiv654RQgghhMxiqgyy/gdBzP4dEXm6iCzLXs8A8B0AJ2R1mpwE4Kqe9ZQQQgghU492qMfiE4g5qoQL3w9gPwCvBvBMVyYIyaTfB0wkbvw8whOHuxQ+pUtcVqzV8HYKnabKAdCxfiuv1/IpNczbOX6bCe1BQmeVK/NpPKyuyX9Bc4+Bm98Efup6gdNEResltFSpbfhl386A0VYNush4SnflbQ9SeqmURYLXcqU0UL6sTFsV1U3YRnRr2TBV1FNpdlz/GlU0WfbYltgppNpNHj+3bK/5KjYbuevCHBMvh0qdomGn3xrwy+a7NOS+yyNmv8vSPdlyZ++Q+96bcnV2D2NWh+XuO2NOi2a1St72IKWt9ZosW+bvtymda1kqn1S51Wh5rW/OwsFrgaswfQmiZzUd3/Uy6/rXiMgnAJyM8KQhEPyzLlLVa0zd7QD+u3fdbI+I1AC8EWHgtwxBM/YVBKv9LR2sX3TVbFHV+b3qJyGEELKLQOG7ofJPy2wwdU1pxanhowhJIr+OYLffTBp5rIg8tcOcRj9DmIWzdOnYRgghhOxk0Iy0ayoPskRkNwCPA7APgB+p6j0lq/QFETkawOsBXKiqp5jPbwHwcQCnorPs3Der6hf600tCCCGE7KpUGmSJyGsAfADAAoSx7dMA3CMiewO4DcDrVfXTPe9le16EIBT6mPv80wA+COAl6GyQBREZAjCkqpt72cHxOcX+L97rKudD1aVPVn47piylnQLyeqSoP27Z++AUlflfP0MJ7YFvMuV3Nd/7WVnPKq+dcg3b4+D1IYNO22K1VV73kipL6a5SKW2Azn2pqmi7yjy1qui3ku10fkuRLjVa6jVPVUhqz8z7Xj6ubtsd71EKnrLzaa9H76EV6frcNeM1YwMm5dN4ie9Z3aw76r25rM7K3xMS+zLivp8jrn+23ZR3nr+HOq1Xw+jm6k7HlE8b1ir3d7NIZ+Xa8X8PbLm/h5dptOL+Facm8/vt+1QJzmR1RcdHXEROAfApAD8B8EqY60tV1wL4PgosHvrEcQi3wt/aDzM92FVZeSc8D8BWAJtEZK2IfEJEFvayo4QQQsisptHhi0RUGda+BcBPVPW5AL7ZpvxyAA/tSa86Yz8A61R1R5uyOwEsyWaoUvwWwLsRBlovB/BjAKcD+JmIUPhOCCGEVINpdQxV5usfBuCfEuV3Adh7ct2pxDwA7QZYALDd1Cl8ZlVVH+M++ryI/AHBruKN2f85ROQ0AKcBwNKlS+M2zfSsT3FgHwWWRjy+9RkromnnXA/8dHaHdg9+mj4XPrTT637aOWXhkBirp0KQZe34/s03Ng0pW4ZcuNCHv1J2Cl2muKnSThU7hVxd258SC4eU9UKX9gplIb5uQ4BV6NU2cmFH065KSUiySlodTYTDUvYOfj1rFVGWgsdaFPhzbdv16Z/8oR1PPPLv2x3bZsoqWL6kwny5e1bC18KHymxIsMQGx943vc1BLhVNo7jdKAToUvnkLByMpY9PlZMz0EmFDxudW0GgbNqhiGrCdz5daKgykzVeUn8/AKW2CT1kK4Aic5g5pk5V/g1hYHZSUQVVPUdVl6vq8j322KOLTRBCCCFkZ6fKIOv3AJ7RriDzq3o+gMt60akOWYMQEmw30NofIZRY2XlNVUebbU+yf4QQQshOgTRqHb1ITJUj8kkAfyki7wWwZ3N9EXkwgAsAHI1gnTBVXIbQ/0fbDzO3+WMQNGKVydY/AHEeRkIIIWTXRBHCsZ28SEQVx/cvi8jDAPwzgLdlH38fQTIkAN6tqt/rfRcL+TKAtwM4A8FQtMmrELRY5zc/EJHDAAyq6nXms8Wqur5Nu+9FOC5dpQOw6XHGXUzexst9qoZcO5GFQ9qyQW2cPfe0sbnovRbCY+uWabKiFDcJ3URZOyk7Ba+tStk02GWvwRrwKW/M5Gcq/Q3g7BQSuqsyO4WUfstrW2zd3GPyrXWlNicqymuVBgrLJGEBIFKcoii1jdlBwlYlYQ0RJrjtstFB5tYbc3XHiutae4WcJiux7NuxeigAaJjzm7NeMOfM2zt4orqunXG3zei74vWV5sbkdVU5K5mE9md7cRFGEo+25e47XtdqbBBc/MOmOMs167RUke42kUYHcH8PBhKpe8KWCvtga+a24fpQxRqC9IZKd0hVfYeIXAjgxQCORDi/fwZwnqp2NXPULap6tYh8CsDpWZ++i5bj+6WIPbIuBnAw4uvxHSLyWARLitsAzAfwLABPBvAbAJ/o+04QQgghswAO0Lqjm7Q6V2DmJH4+AyF34mkIQvV1CIOjMztIqXMJgKMQrBsWIwj7/4wwU/eRzG+LEEIIIZ3DBNGG2TbXH6Fhzv7s7JWqt6zNZ99Ee7+vSWFDhLmwnpnK9WV+ujhpxZCyXvBT8SnVXa5uKlyYaCfl2Oz7mgoJ+nb8unPM5eof+x6sEAIcNBZo/hH2bkOCVdop6V/NhAGDRLCozIcAi8OHNRda9F/9lC2CLeulRUM/7B6quMGnw4PFIb9AcQiw0Yh/n8XhwrisUd9eXObaiUKEPjzoD2XDXps+/mVChP46bbi6dptlYe5k1gBrKeEe+h5yv4dHzHd7e8LhHQC2J863vUV4Kwh/fx2z9+a4yLvDy1gqzGcsHBLhQSC2aciV5bJ8FNs92L85ObsJ3w66QyBVZrJo4WAovMuJyGe7aE9V9RWT6A8hhBBCZhLKcGG3pH5KrmzzWXMg7I+2Zp8pAA6yCCGEELLLUxgEUtWafQHYByEn4DcBPB7Aouz1BADfQtBp7dPn/hJCCCFkiqFPVndUEUV8BMBaVf0b9/mvADxXRL6f1XlZrzo3G7FxeB+vjx6vLbsWIxsEV5ayRaiSziK5zQrWC6l2PF5LZTVZ89zlmNNoGS1TFe3UwLx42ZanyoBYd+U1RJ2m3MnV9Rqs+W552Lx3+q2ELYPXXcXlaQ1WSndVTTs1vTLP8r629Cu+bjU9l91mXObPg2234eRH9bpJ5aP+/HmN1uZW3Vz6G6+PSqTVsXX9ddpwlg42XY8kLBt8Wymt14C7pr2+bMgs+/uFv+/YZa/fspYO3mYmtez1W66ujhj7DldXRortHny4zQ5IGs6mx+uuLONO62W9qbxtUFkfSP+pMux8FtLeURdldQghhBCys0Az0q6pMsgaRnBCL+IAFOcSJIQQQgjZpagyyPo5gNeLyF/4AhE5HsDrAfyiVx0jhBBCyEwgWDh08iIxVQQU/4Aw0PqJiFwOoJmi5kgAywFsBPDm3nZv9mF1WDmvq0qeVYm6Kd1Vrt0K2qkqOrBUO6nt59LhmEtwjkvnUnd6KaufyulBijVPSY1WlXQ4iRQ3pT5ZRheT1k5NDVU8oqr4ZHl90kyjyn53jtewFbeb14EVr+dTH1ntnrp2Gk6/FemufHoeu67f50ZCS5VL/5So678rtmy8gn6xtglJorRh7j5kNVpjXsfkfbKs16Ary+ms7L45f0PrROW1XH6bJp+QH5ykUvl4rH7L/83xaXWS/oslVBhA0YzUUCV34TUi8kgAZwF4NoDjsqLNCHkE36GqN/e+i4QQQgiZJdCM1FA1d+FqACtERADsnX18bwcpbAghhBAyCxGakXZNV3EKVVUA9/S4LzsdyanZKmlrqoQHPXb4W2bhYPtQts2U3UNRvXZ17SPaPmxQxXrBhidS9g6+vMx6wbab6o9vJ2ev0Ar15C0S6m7Zhk2LbRrKUuWkU/D4r35nt4LycGF3oU9/DFKoD391SffhQb9uOq2OTXeUT9fTquvXq/n0LtG6absHrdl0PW6bdjsNdyx9Wp2GOS8+lJhK1+PP59jWRFm8iLrpkz/XQ5tRiA/HDSXkD96mwd4ofX9ycghrxeOudxuW9CFKjyn2oUT1CXByoUZTZCwdamNeAhIfv5Q1BOkPqbQ6+wG4r2qi5GyWa1+EGa7RSfaPEEIIIdMMjUa7I3XUbgfgjUc7Yc9s3Sd11SNCCCGEzBy0Q48shhRzpAZZzVyE3cAjTQghhJBdmjIBxRdE5AtdtNv9c6I7ET4+HqXV8YcopwNIjFN9fD5lodAzK4gSbVVUN5HmJ9VOmS4nSnGTSLnjdUG+rl0uq5vapimTnC1DsU1DWoMVrzsZu4eU5ijVTr8sJarorvwxSZVNhSqhin4rlVYnr8kqtsdoNIrT/ngVR70+39Vt9cFrvaz9Q876IYlLuaP+e2X6m9NFJnRWk8HeUqvcz5JpdUrsHhqpssSfviqPhyXakTGfnqd4v2sjvfsuU/jeHakz8LlJtr1mkusTQgghhMxaCgdZqvq3U9kRQgghhMxMOJPVHVNvNU0IIYSQWQN9srqHg6w+EmuwHDmtkluOtAYl69r4fVKf5b25EstldaOyxHb8fvllawaU0k55qpTlUvDUO6+b0JlI5EOV1k5ZPVJKg9Vu3U5JeWHl07l4jZFd7txDK9VuvizW4qQ0Wr3SWXXrqVXNQ8sfH6+7KtZkpdqx3mphXet91fn59H5bDWvz5MsSvcvhPbYirzqfVifxnfM+dvacidOBeT+6IVcebbM4xU3yPplrxy3XEl5Ydr99WdI3q2QAY/qfS52TGPyo+xvEgdLUw0EWIYQQQhIIfbK6hEeNEEIIIb1ioYicIyInT3dHqiAijxaRV7nP/lpErhaRO0XkrG7a5UxWj7Gj/ZqbwbfTvLmM7H6234bcUo8Fl9ZNlKX6kIuAuKnuTsOSQ95qwVs4mFCBDzH4x8Bt3VwI0Lbj16tQN5mCJy5LheNS1gvlocXidu2J8dvIbzOVVqc3dgpVQonpbUzNrajTMGB5veLydFqd7cm6aez5LA5J5tstvjYb7muda9fexLxlg/+upKiZEGDdhRl9SLdutzkvXXfA1PX3s0i24OOi48V1U3IMj69blkonajexjYRtRC51ju1OSdqc2kiXaXUUVYxGZ2uC6HchHOlPA4CIHATgiwC2ALgXwD+JyJ9V9X+rNMqZLEIIIYTs6jwCwM/N8qkIsxTHqOpRAH4AoPLgkYMsQgghhCSRhnT0msUsBnCPWX4GgJ+q6p3Z8rcAPKhqo5Xm6EVkNwArsg0tRv6RCFXVV1TtBCGEEEJmLrN8ANUJGwDsAwAiMgzgsQCsDksBzM2vlqbjQZaIPBrAtwEsSVRTALv0IEvN473+UVsdMMtlFg5V7BSiuq5DVoswmW16TUMqdc4cE/cfcusNJjRPNVfmNR9WR1SlLKe7SmwzodHymif79cmnyvEaqJQ+KrVcrKcp0zHF+h+v1yrWZqQ1WP3Ba4q61WhVsV6oZtNQXLfMbiLeF6+ja5WV6bVsO5qTCRUfP2/3IParm0gBFCqYMr/JCrq+ZFqduhevWguHEVd3qLiut8yx96yxEgsHL05LkdLA2vtiSmfr1y1NCdSq662B7OCnMeBsUhqp1G7EcRWAV4rIjwA8F+HL+n+m/BDEM10dUeVO9hEAQwBeAODHqnpf1Y0RQgghZJaxa5iRvhdBd/VbhCjdD1X1clP+bAC/qdpolUHWowCcpapfrboRQgghhJCZiqr+UkQeiaDFegDAl5plIrIYYQD2jartVhlkbQSwvuoGdjXq21uhlsZQPHXbQLH7tPrJeDvLWyub6k44viezwqec433dhN3DUIVfOKkQjQ8j5Oq6UIGlSugi5eI+sFu8nAzd2VCiD9VPxpKgM6f2auGuzcnSzsOQ6f2aibYNlu4tHKoc6+4oCyPHfeo8vJpvxy7F7dRc+NyGGn2gSRtb3IY6zMKQyqrgy314sDFSXNeTyjyROp05OUbCFidn4ZC43ybL3NFNJQupYuHg7vHdzkbJLmBGmlk23K6qn/BlqrpeRP4ZablUW6octQsRRniEEEII2VVo+mR18pq93IKgxSri5KxOJaoMsv4JwN4i8gkROUxEZvXRJIQQQgjJKBvT1NDm+Y8yqszXb8g28GgArwWANuMsVf8oCyGEEEJmNbuA8B1ID6IegjAOqkSVAdHnSzpAEGc9t3YOuXqpOL/HN5PUWRWnY8iRSpVTluah9JHjgnopHY63T0hpNXJpdRJlXtdhtpPXYKXS4cTtxjqszm0ZUulvPDMh3UyVPth2yi0mutM5pbVK3ZPSPPVqG70jl/eqsOZkNHapdtSnq7Jpd3zZVDgH1HzKLqPxLLufVSGZZscuJKxtgPj+O+DLirfRGPD62GJ7h5R+iwAi8nIALzcfvcPnL8zYE8BDAXy96jY6/oap6sqqjRNCCCFklrPzWjgsQvC/AsIk0l4AXMJMKMKTQ58F8M9VN8DQHiGEEEISzJ6UOSLyHwgi9YUANgG4AMA/quqIr6uq/w7g37P1GgDOUNVVvexP5UGWiDwZQYF/aPbRzQC+rqo/6WXHCCGEEEIq8kkAb1HVLSKyBGGQ9XYA706tpKp9ia1WSatTA/A5hNyFglaUvQbgdSJyPoCXq+YTPuxSmNF+3lckodFKxvlLfkF0q4/KLVfZZod1c5qshK+N98nqlgo+PPl0Ln552Lz36WaK/az8cqzD6txrKp/Kp1d07qvUaVlVUql9pqIdTV5vZZqn3mu0+qX7Sp8zf32lU/vEDft2cxMFk6cxiXtClfuSlRuX6bUaHdatovsqq+v1swX42Sb/N2gys1GzxSdLVa8xi82xSuXEzr2iyh3zzQBejDAqfD+Aa7PPHwLgbVnZ7wGc3csOEkIIIWTnQkTeBuCRCNlkDgFwq6ouK6hbA/BGAK8GsAzAvQC+AuBMVd3Spv5bAbwDwG4IJupvbVPnxwij62eo6li2XIaq6okd1JugyiBrJYAfqOoL3ed/APAiEdkDwN+BgyxCCCFk56FpRtpbzgJwH4ArEAToKT4K4A0IT/edjTC58wYAx4rIU1U1mupT1Q8C+KCIPARhAuiuNm0eijDLJWa555G4KoOsQwH8R6L8IgAfnlx3Zj8pC4e8bUOPSKXV6RWdhiSr9iFlvdAtuXBhr8JS058Gxto9lFkZVAn7dRtyy4dQu2Wqjq21mIj7rjpauFbK/i8ZUqvQnyrhwnSqHMBaGKba9WWTCll2+z1LfV9zVhCJurnr3exLlfuXr5uyr6ki80iF/MpsehKrSiRRmR3i9IzDVPVmABCRPwKY366SiBwN4PUALlTVU8zntwD4OIBTAbQVq6vqtSLyewDnAXiyK1uWWu4VVf4ibwGwT6J8aVaHEEIIITsJgjCA6+TVKc0BVge8KOvCx9znnwawFcBLStYfBHBExx3rMVUGWT8DcHo2qowQkaMAvA7AT3vVsU4QkZqIvElErhOR7SJyu4icLSK7la89+fUJIYSQnR7tbIDVp5m04xDm8n4bdUl1O4CrsnIAgIgsFJGVIrJIAg9H0Gb9Xz861glV5ujPBPBrAFeKyDcBNBX8RyN4UowAeFdvu1dKpThtH9YnhBBCSIslInK5WT5HVc+ZRHv7AVinqjvalN0J4PEiMpT5YCnCzNZHAAwBWAvgQhSMTUTk4xX7oqr6xiorVHF8v1pEjkcw7jolezX5JYA3qurVVTY+GSYTp+3F+oXtRiP5eKJQTZqHSemzqmgEOi3zlGkY7PAzpWHw26xi05DSeJTZNPQI+5h/SvNUZuGQKkstp9qp1YajZZH5brk36Xq61aJNh4atClX0R9V0Tdvdckvr1WjscGWt996uo8o2q1BN+2XtTiqcT3dtRilu6u4e0HDWD7WUzqoC9r7k71FeN2r1UpOxuuk2XU+Z289A8X1cE1ptce1M5u9OhVmqdaq6vOsN5ZkHoN0AC2h5jswDMKKqGwE8tULbp7f5TFGc504RnnLsmEoqaVW9XFWfgKDNemz22kdVn6iqv6vSVg+YbJx2susTQgghpL9sBTBcUDbH1OmGQ9zrUQjjghe3KTsELRP2junqZ4Kq3ovgUzGdFMZpReQqmDhtn9YnhBBCdgmm0Yx0DYCjRGS4Tchwf4SZs66ccFX1VrssIpuzt/f4sm6ZHRau7SmL0y4RkaF+rC8ip4nI5SJy+f3331+544QQQsisQQUNrXX0ArBQRM4RkZN7tPXLEMYqj7YfStBDHAPg8jbrzBgKZ7KyZIkNAPNUdSRbLgvoqlYK3E+KjuO0vV4/E/GdAwBHHXVUb8yvcpqBCnopqy/w69m6XoeQ0h6U6RLsdqoM1avorDzeM6fKulNMXo/UWq7iZ5XC63vq9WLPqrL0PJ33YWbrrKqQ3uf0ObLnMF8WL1sfLZFiTWJv0+rYPkxGv2X725+0P1Py3S3TmNp7Y8MJmXL3Qi0us+14X6xKXoNuOfkIlpp38Z+jxkB8vdXGpuQ++YCqntbD9r6MkHvwDASXgyavQvgbfX4Pt9VzUneZzyOcvXG3PFPYCmDvgrJO4rSTXZ8QQgjZ6VEA4z3OnywiLwVwcLa4F4AhEXlHtnyrqp4HTDx09ykEC6kLAXwXLSeAS9HFA2pTSeEgS1VXppZnAJON0/YtzksIIYSQJK8AcLz77L3Z/5ciuLQ3OQPAagCnATgJwDoAn0DIXTijrZY6nvsXkb8AcG0mem9XvgTAUao6VYaklwF4OkKcdmIK0cRpy/ox2fXbYqdnGwOJc58K63nKHj9OkWw3sV6Z3YMtH3N1BxITnt7CoWGW/aPcOlxct+bbMeNkH37w27TLJSEa+wh7lbBePiRol9LpcNL9KQ47jo9vdrVby2VpdOIUM53bT/SKXrU7VdYGcTqc4nQ81UikhalM8brpY92j8zuJ71yE/y7XnEy2Zr736sv69Bs5uhfOpOAOSq0gfPiwcwTj6DjUuFBEzgFwkapeVFRJVU/otEENceuz0ePcyCLyN+6j3bP/nygiiwr6cmGVbVT5Rv0EwEtRPDV3YlY2VeKYjuO0InIYgEFVva6b9QkhhJBdlRAu7PhPe681Wf3kq2g/Un53m88l+6zSGKfKIKtMtVdHiTyvl1SM016MEPuVLtcnhBBCyM7F3/Z7A1XnhlNzo49HiJNOJWdgcnHaya5PCCGE7NRotXDhrEFVP9fvbSQHWSLyRsQW8h8Tkfe3qboHgAUAPtvDvpXSaZxWVZdNZv1u8WkIkikNcukYEnH/1KPBPvWBrZtLJeE2GaWLKNEaRI88V9gvr8ewOiyvwfJ1I11HQtvl9VopJqEFqqYjatX1dgrpNDtxWZkVQ9xO8U0x1mDlt1PUnyrpg6aDyejmuq3rj2VKo5U6J3n8ddLqg7WFKOvfZEil1clZVxQ64iDWVvlz5G0tqlxTUd2EBquKfYLXNaXWHfL31IS9Q80LpGz6MRSXAe6en0pjFhfl/uZ0m/anGh1psnYVyq7mDQCarqfLAKwHcI+rowD+iJA8+qM97BshhBBCphkFMNb5TNZs0mT1neQgK5tK+xwwkTj5rar6ranoGCGEEELIbKbjeVlVPaSfHdlZiGwb/LRzynohNUVdmhU+4b5ut1nJxb2CxUQKPz3t3ZTrPYrzp9zgc6GUVLYlt6oJS+ZDMlWsF6o8Ul8cnks5jadtGcqw/ZtZIcF+hQD71U4qfKguzN2vMF+vsPvi3eq1V5GnnN1Dl8ckJyHQ9u+BvIWOlVnkMmP40F2iXVvXyzr8zTnVP7/qQL24LNVOrg9d3schPTcj3VWYWYIKQgghhMwoQuqXnU/4PhVUGpqKyBNE5Nsicq+IjInIuHvN7J9lhBBCCOknvU4QPaup6vj+IwAPAPgNgGcB+DGA+Qiu6VcDuKIPfSSEEELItCE7qxlp36kSLvxnAHcBWI4we7gWwFmq+mMReTqCc+pre9/FWYwPh4+YD/yjvzlXri4FDyntlI/Pe+1Byhks1W5OT1Dh0WRr4TDuvsT+cXerzfEpNMYTj2/n2h0oLNOc/qf4sfmaOXwi84u3j1h749vxmqOUTUNKn+T1PlUQmdvRNvLb9OmDZq8CIZWyyOvvqqTS6f68xNu0181k7CfssmraCiLepqvrruOcJqqorKzvjYRVS6/0Wx57f/P3ySoWNal7X2rdMk1Wp32YTDu7OCKyAMA3ALxZVa/sVbtVwoWPBvCZLHdh89TVAEBVf4CQzPG9BesSQgghZBbSNCPt5DWLGQRwAoLvJ0RkNxH5rIgcOZlGqwyyhgHcmb1vus7tbsqvAvCoyXSGEEIIITOLpk9WJ6/ZhIh8VUTeJCKPQRjjWOYAeDmA/SazjSqDrLsAHAAAqroFwaj0oab8AEwubTwhhBBCyFQxD8CZAH4F4BaE8eQLs0FXHd17XkxQRUBxGYAnmOUfAHiTiNyKMFg7HUEQv0tTG2uNWyPPLCAe0ub8Vbxvi12oEEf3w9xGwrcr5eOSG34nUvnUXGWrPcv5bflNGi1VzemsUvoLr8GyWqCclsvV9Rotuwn/QfQNibVSsf+R11nNd8spLZXXwWyeeF+vL4rKarW09qtom1V0X52m2OmmvNfrAd17TaXWq9XSbdrzXZbiRqKvQLG2q9FIpKVBtWso1l11Xpbfl+L9jLRTQDXdVdF6U0VKS5W7F0+irqWS92AqzVoFiiWm1dBKPlmzJq2Oqj5LRATAwwA8HcC/AlgB4FUANiOciGeLyP0ArlKt7g5XZSbrfwCsk5ZC9u0AtgE4FyFn4Q4A/1i1A4QQQgjZaXhAVU+b6QOsJhr4A4D/zT76awCPAPAhhNHt6QAuB3CfiHy7avtVHN9/COCHZvlmETkCwIkAxgH8XFUfqNoBQgghhMxcdlYzUhH5PoCfZ6+bs49VVa8WkbsQHuY7CcD9AI4H8KSq25jU89aZNou5DA1RiNCnbkilv0mmyqkwzTyZtDq1VJlPwZNot1vKwgY2PJEKAfpwoU+500jYPbh1tWGW3bFVLX7kfzKP2NuwkA0d+rr1ehw69KHEOCTYeaqcbss6Ke8H3VpOVElZlG/HhmJ96DU+n+PjrXOYD8/tKCzLb7M4zFctDmTbia0oktex32bKXsGHEu13LhVm9Mt+m/67a2UDY9viMitb8NKIMRf1seW51DQpm4YKKXeSdg8lUahO6+bsJxLtVECr+WTNJnYAeAOAf0GYLFIAK0MEEddldcZU9XKE2ayzq26AyYgIIYQQssuhqn+tqnsDeDCANyKEB08GcDGAmxAGXaeIyGOly1+QVdPqnCoivxCRtW1S6jCtDiGEELITsjP7ZKnqnwF8OVt8HoAjAbwHYdC1EsAvAWwQkR9VbbtKWp23APgggPUAfp39TwghhBCy06CqN4jIZwB8AMBfIVhYnQDgL6q2VWX663UIFg0nquq2ssq7KpGFQy4gbuLhOb2Wq2rPjI+j+3Q4VhOVisGX2UbYdnPbdO1GGoZUKp8yHZi1e3CPsI87S4cUVkvVcL+mEpYNOf2Wf4zeSlLcMdBIO5XuntW2ePsEr6Wyj8r7GWo7WZy3jYj1W7XasCkbTHcQVmPUuX7LMxk9Vz/oVhs3GY1dlXQ48XKZnULn6XA6t3DwOshE/1I6KyDWT/XLlsF/Xzsld6/z96zEvc/fVO39LpeqzLz3l0zK7qFMvzVkt5moO+SOT86mpzv9rEKqGI3OGgsHx3YAnwOwxheo6rUArgXwn1UbrXLXWwrgXznAIoQQQkgBszJBdPYg39+ajwoHXVWoMsi6EcCiyWyMEEIIIbOL8HThrvWcXJtBV1dUOWpnA3iFeCtrQgghhOzU7MzC935SZSZrHMBaANeJyGcR8vzkAu+q+vke9W1WIo2aeR/HznWggkdJKnWDj7OnPLVGEu34sz9iTqfXfaW0Xr5uar1cudUleO2D03xYv6sqHj3eUysqK/kK2HLXrtY619OIjBbW9ZqZ2P8q1m9ZXVNeJxRvc3zcLqfT6kikdYn1W3Eiie59sma6Jiu9XnE6HK9rSm0z1W6ZDqyKZiyl9Yr7XqI9q6Kzst+PVEqslJbLr+vTZ3nNZOS/lbi/5jRPxVUreUmVaak6rVvFJ2sy9br0ySLdU+Wud655/46COgpglx5kEUIIITsTO7EZad+pMsh6ct96QQghhBCyk1Eld+Gl/ezIzoLWyuJjBfRKU1hm99BtXU8qRGkfMfbHI2fpYK0XXH98yMGGI2qubNyEEcrS6thfZOMu/OBJRJtsb7UeV/ThOBv2azTiB3S9h699PN/bO6jOKSzz2HQveVuGqf9Vmkof1C9S20iF9fLrFS/nz1+cqqbhQ1wFfUhZNgQ6D0PaayhfZr87JeHCTkOAvjz13fWUpdlJ1jV98DIKK39I2R74dctCi53WrRJKLKPTPyulqXy67wL1Vt0x9SIJQgghhMwaKvpkEUPhIEtEXpa9PU9V1Swn2dWF74QQQsguzGw1I+0LqZmscxEiIl8CMGKWU5axFL4TQgghOxEKVPHJmpVmpP0iNch6MgCo6ohdJmnq21uPv+tAHABXowso0241hlrl4nRMmso2k7NwMNsZKvmS2C75qg33gdVvjTmdRFTVXWLJx5h9iptYo4KhxOPk9aHislzd8fbv29W13R9N6MDqw1FRo+ZO0sC8ibd5+4RiOwWvkWk0rM7Kp9EpbrcsVU7n1gvdrpdmejRinad+6daWwZdXsWWolp5nu6u7zbz3mrBiHVhOoxhZJPi0V95ewSyPbe2uzJePu7pjm+Ll7Ub/NuL1n+be4vVaOU1Wwk4htW5K65VLaeOoot/q1BoipR9rV076TuFd0AvdKXwnhBBCdkWEwvcuofCdEEIIIYWo0ierW1LC97/opkFV/Wn33dm5kDEfYiuOx/nwYX1769SMDzl7gO3xuo2oXW/LYMKH230oLJEVPpcxPl6MpqFzTvKmf9tdCGSOu+T8FH8Ka9vgXdxtuMnbO+QeSzfrpuwdgGRIMH5k3T/O7toxIZCGt3twVUV2M+8n8zvIhqI6X2t6nNnjczYV4UO/je7Dh2lX+c6d2qs4vqftHlI2DVGI0IcHU6H2VHjQt5UKAabKgDhEOLrZ1XX9s+G6XLiw0f49kM5gUSW06Elm6piE43uKVNjR2/KUhTBJz0ndTS9B7i92Esnqc7hLCCGE7CQo6JPVLalB1qSzTxNCCCGE7KqkhO+fm8qOEEIIIWQmQjPSbqHwvcdYCwfU4mhrFQsHNevWRuqFZQBQi9r12yzeTsNZTEQyMR/L93oHq+fydSOtgfeC8Pqobr+4iXQ4Zdoae9WPl2w/lSqknrCU8Lowq+dyWqCGuMfobZl7bL5WGzbvd3d1t7u61sLBt9xtuhlft7DqrKOaTUPn7XRq01CWVsfqsHxqJq8nS6XVifSDufQ3CZ2Vr+v1XOOmT1UsHEadLYNtZ9Rtw+tKo9Q5KU1WBVuGlF7LL6c0TmXtpOjWwsHj7tvSSNlckn7QsbuYiLxORH6UKP+BiLy6N90ihBBCyEygaUbayYvEVDkiKwH8OVF+A4C/m1RvCCGEEDKj0Mwnq5MXiakyyHoQgKsT5X/K6hBCCCGE7PJU0WQNApiTKJ9TUr5LEMW8ffzb6KXEe6g4rLbK67e87iou8zH4WmFZbcx7dZltNhIaLCCWVvn+RBKQCqklcmVel5BqyGg3Bl2R14CkPJi87sTWraf8tpyWpe7S6qQ8tcZjfU3DbtPrt0y7Unsg7mrO32qgsMx7RIkMFtYtarN9u71Ks1Pl1pSq272WqtO6Zet16oWlOurKvM6qgqdW5IXlrk3bbpVUOSkNFlCSDieh1/LtWB2W12AlNVkJ3VWZ11UVn6xO0+GUpsox7/10h9fA2r8Xrh2fdi0qc5rY2lj3M00VzEiZINpQZSbrBgBPS5Q/HcBNk+tONUTkZSJypYhsE5F7ROQzIrJXhfVXi4gWvJb0s++EEELITsgDqnoaB1iBKj8XvwjgAyLyXgDvbSaOlvAT+B0Ig6x39L6L7RGRNwH4CIBLAbwRwAEA/gHA40Tk0aq6pcOmrgPw/jafb2rzGSGEELJLocxd2DVVBlkfBfCXAP4ZwGtE5Lrs8yMB7AngZwDO7m332pPNMr0PwGUATtRsXl1ELgPwLYRB11kdNnePqn6hV31LWThYGgMuFODrVggtRqs5uwdr01BrpK0govWGfPjBWUPYwLCfXh8y2ynLCl9LpP3x2Lp+itwuD/hH1v2j51uLy1LWC7m6LiSYomHTk/g8Ou5rmAgX2mV1aX40UTfXTi6XT2dhvvIwXnfhwlQaHRvKnC58KC8uS1+3nYcLE1YLnkYi/Q0Qh/lyaaXG29cD0uFDHwL0oUVbPpYKJbqyHc7CxIbKUuFBIA77pcJ8qfCgX7cs1Ven6XBS6XfK+pdoy8s8LD48mLNs6NLCQemT1TUdhws13GWeDuCtAO4AcGz2uh3APwJ4anN2awp4DoB5AD6h5g6XTU/eDOAlVRoTkQERWdDTHhJCCCFkl6aSGWk20PrX7DWdHJf9/6s2Zb8G8CIRma+qm9uUex4DYCuAQRF5AMA3AbxNVdf0pquEEELI7IYeWN0xWx3f98v+v7NN2Z0Iyar3QxDrp/gTgM8AuBbhmbQTALwSwImZrosDLUIIIYR0RaVBlogcCOA9CGHDvQE8U1V/nD3R9yEA/6mql1VobxGAMyp04eOqeh9CqBBon1ulGeCf16YsQlVPch99SUR+CuB8hP18Vbv1ROQ0AKcBwNKlS6OyAaPJ8rqrqI2EfQIAqNFS5awXvO5qqLUd327Np85JbNP21z/qO+40WpFuYcj9wrH6Bp9yB04TYDUWQ/XiMiC2kcil6zF4+wlJRLG9tiX1jXAaqKQtgz/sVnPkH4WWCjqwqB2/ntOIWQ2U1zyl+ideu2d0Q261TrVcQD4Fjy3Pp+ex6yZSKPWNKrYMJWV2uUxLlSpLXm+JulVS5fi6VkuVKvPlKbsHr8FK2TT4slTqnFQamzJbhrGEziq3LorpNv2Nv2U57VQqHU5tJPEddOt1a+FA4Xv3dDzIEpFDEEJxc7L/922Wqeq9IrIcYRao40EWgEUA3lWh/hcA3IcQ3gOAYQBORTnh1eXuAJ2hqqtE5P0A/ADM1jkHwDkAcNRRR+1E2dsIIYSQPA2GC7uiykzW+xHG2w9FGNisdeXfBXBylY2r6mrkpjY6ohnG2x/Aja5sf4Qf3JMJ9a0G8IRJrE8IIYSQXZwqQ9OnAvgPVb0dbaIGAG5F8KqaCpqzZY9rU/ZYANd3KHov4nAA90xifUIIIWSnQAE0UOvoRWKqzGQtAHBXonyoYnuT4ZsAPg7gdBFZZXyyTgZwKIB32soichCCRuum7AlJiMiemb4Lru7rEAaL/9lNx6xeymunrAbK6qiAfOzcaqC05i5cp6WycXavnbJ9aDh9Vi7ub7RfMuI1PHFd66PV8IIC24UBNx736XlSHmA1dznZzXhfma1j7esBwIDTgAwY7cjgfLeNhP7He0tZbZX3DErJF1JpfYBYb1MlvYzX5cAsV/DFyrebKEvcU/0vsbxGa6ywrEo6nBTdpsrJF07CsypVltJZpbZTpqWybVVJlTMZTZbVXY26dlM+VClNVsoXC0h7VnktVaqdFL4Ze82n2qmUFiwmpcHyWP2u1+SS6afKoOh2AEcnyh+LfOiuL2QasHcC+DCAH4nIFxHChG9GcHD/mFvl8wCOB3AIQigQAF4mIq8A8P3sswGEpwufg5AeqIpWjBBCCNlJEYxzlqorqhy1CwH8nYg81HymACAipwB4PoCv9LBvSVT1bAB/i+A2/3EAr8m2f3yHocLLANwC4IUIg7UPIbjXfwjAclW9tx/9JoQQQkjvEZFhEfm0iNwsIptE5AYRef109qmq8P3ZAH4D4KcIA6y3ishZAB4N4CpMUVqdJqp6LoBzO6h3QpvPfgHgr3rdp8HNcwrLbCgvSr+DfBobWz4+pzilBxBbL/h27bqpMgCojRWnifHhzYaZlk7bTxTbRIS6drrfhbRSoQEfRphj1vXrzXHtDtlyNx7XufGy/Yb4aI5NwePtHTy2C2XZ7G1YocrPoGSYym/ThX5sCDMVWvShzpwdhV32qaPcAYwsHHoTHswxE8J8qW12uo2ybfqQYGThkEiVUxoCtOlwEml0AGDE9MmHBO33NVeWqOu/y/57b0mF7sosHKKwY3Ezue30yJbBp8PxRHWTaXX8NkrS7HSI6qx5unAAwN0INlM3A3g4gP8TkXtUdcomgSxV0upsRBCafwbAcoSnAp8G4MEA/gPAk1V1e3ELhBBCCJl9hHBhJ6/pRFW3qOo7VfVGVW2o6lUI+YyfOF19qnREVHWjqr5RVfcCsA+ApQAWq+rrs0EYIYQQQkgSEXmbiFyQhfZURFYn6tZE5E0icp2IbBeR20XkbBHZrWQbgwCeBOAPPe5+x3T9NCA1S4QQQsjOj6Iv4cKzEMzFr0AwJk/xUQBvAPB1BFnSQ7LlY0XkqapaFOT9JIBNCA+/TQtVHN8fj+CCfgSCncNGANcD+I6qtkvUvEvS2NHSZMncWLNQN+kPclYLiTQ2Pgaf11IVWzjYdTVn4VD8pSlL5VO0DSDWb3kNVs6qwgiddKvTWwwlHsnOpeAxZfNKHs9O6S+GnM7Ealtq3qbBaNi8tqXm9G0No9kSl6TA65zsstd6ldk/dEpqm1XsHlLtlPXVb6dom5PRa1XRQKXKcsuJVDkpUtus0oeytDr2evSaLFvXX7e+7ti29u+BtL2Ct2Wwdbe6vnstVZQqJ6Gd8usmdVZl94TENirorixVUuOUaaVSOqxUqpwZbulwmKreDAAi8kcA89tVEpGjAbwewIWqeor5/BaEh95OBbCqzXofQZA4PUVVE7nV+kvpIEtEFgD4IoBnor07+9tE5DsAXqyqm3rcP0IIIYRMM702Gm0OsDrgRQhjj4+5zz8N4IMAXgI3yBKRjwE4EWGAtW5SHZ0kncxkfRXB7f3nAP4HIba5EWE26+EI+QqfDeDLAJ7Vn24SQgghZDrQ6fXJOg5hzvC39kNV3S4iV2XlE4jIxwE8BeFhvGmXNSUHWSLyDIQB1tmq+pY2Va4E8DkR+TCAN4nI01T1h33o56zEWyZYfDjOWyQMbG2Fm0bnx1P43ibChg/91HG0HT917OwV7LKMOXduF2oc2DxQWGanvmsuJDQ2L561raM4hIrtzhrC7osPR9j+ljk/zy8+LzlsiKTmnePN8ay78KAPF6ZCZz5sZsM5nYbUgHRYrYrDe4qyEGAqXJjalyohN49tt6ydKOTWpzBfsp0eWVVMJkQZOb77cGHiu1Nmp2BD9j4kaL+v/vtYxcXdk6obZYhw2/SZJmwf/FgiERKsVQjHpcJ6PqNGKtRYGym+N6dkHaV9mLnsB2CdqrZLx3EngMeLyJCqjojIwQihxR0AbhGZOG4/U9W/nJruxpTdeV+EkJPwH0vq/SOAUwCsAMBBFiGEELITUUH4vkRELjfL56jqOZPY9DyEQVM7tps6I6p6K9rLmqaNskHWowB8Q1WTPydUtSEi30CY9SKEEELIrsk6VV3ew/a2Ati7oGyOqTMjKRua7o/wBGEnXI+QWJkQQgghOwkKQQO1jl59YA3C7Fi7tBr7Iwzqpu3pwTLKZrIWIHhMdMImFDyCuSuxqdHyRtujviEqsylmymLjVrtk9VlAPgWPjcM3vD7Kaw9sOwMVdB1OexDty/biy8j3J2VVUR+ItVJel+BT9ERlG1rb8fq2sXlOS7XIHM95ru/eGiJx/OJ6W0rKTTteO9LpNlJtVm03tW6V9SZDI/HIvy0bcNscqBUvl+lpaomyou33ktQ5Kjt/vepTlXZsXa+d8udseyKtTqodT+ocJe0UEposv4kRf28pXi9tvVAhbU0yrU76e5X6e2Hv//WRkj/pXabVAYDx6UurcxlCmpxHA/hZ80MRmQPgGIQ0fzOWsqNWQ5YEukftEUIIIWTnZaGInCMiJ/eovS8jjEPOcJ+/CkGLdX6PttMXOnnk6FkisrSDeo+abGcIIYQQMrNQVPLJekBVTyurJCIvBXBwtrgXgCEReUe2fKuqngcAqnq1iHwKwOkiciGA76Ll+H4p2hiRziQ6GWStyF6d0Kc5dkIIIYTsRLwCwPHus/dm/18K4Dzz+RkAVgM4DSHzzDoAnwBwZiKlzoygbJD15CnpxU7EPGnpf8Y01hjVa0VPobbRLtnYutMipXRN3rfF65MsXk9gfaj8Nrx+y5bnUvCk0jw4zUDK18VrsMp0C4XtuGM7tq6ld8tvI66b1IGZ/S7rqy33Zf7c2/Pd6fZDu+7cJzR3OpDQr6R+sHqdUG45sW5KH5XySvLb8BqtfmnaUkSasVpxWVld699URWNXqa9uuVNdmsef21w6nO68piZD/F3qPG3NZO4tqXRk6fU613b573akpfL3BFOWul+U9SFNJTPShSJyDoCLVPWiokqqekKnDarqOELOwrM7XWemkBxkqeqlU9URQgghhMx6OgoX7ir0yAaaEEIIITsjikpmpMTAQVaPqUsrRDMgo1FZIwoD+RBbsUWCnwD24S8bnsuF9Uw4bnxObP2Qy9BurwY3rexTOXSagieVAgJwqYcS0+BtyzvFOah4S4zUNm1/c8cr0Z8q9hi5cKEtc3YdNqzgr6F0aLE4hZIvz4UqEu2Utdt5/3zos/iaFufIUcmKpFOqWEFsL4mFmbqy1R0/G7YtaUYSYaFq4a7O20mds3xds5CwQSgLaVUh1W5K0lDleOVTlRWH/iNKjqW955eF/lPtRkUJWUf4oNtjP625C2c1PGqEEEIIIX2AgyxCCCGEFKIawoWdvNB7n6xZDcOFhBBCCOkVFL4bOMjqMVaHldIeeK2S195UoVN9gbdLyGkETLnXTnk9kl3Tb19sO17z4XVNlkTaCd+W35eUrilna2E1YyWWF3WTMsiXpdIZ5TRs0Tbic+1TYVh9hjRiG5BII9ZIn8+iNtvVtUdavUVCYr1UuykNStiO1bsVfx/ympi0njHV3xSR1mas5JH/sQr6KNPdybSTtgBIfFcSdixl945eab16tY0q7aS0hSnLhDIrlFgXmbi/lWhM03q3eDmlDY3PdbrvZencipF+5SXc6eEgixBCCCGFKEDhe5fwqBFCCCGE9AEOsgghhBCShML37mC4sI+Mjzs/JhMerw/GKXa8hmdsXsvcKRdnT8T6q+g2UlqNyL8K1XxmUh4vfj2bEshrk8addsn6W+XKTH/LfJPsdnxd76Flt5MqS+mqPDmdVU4fVazraDSK9y2Vnsfrt/LrttqtuXMfaXjcelor1lmltgF0r2mrcteqJbRVqXRQ1a73tKbIbtNfJ9F3LrXPrk9lOjXblr++UmW9IqcpMv1LHYOwbuf+USktVbp//pzVCstS2secPiryCExrJiW6b6fT6tjvQ84nMZGarIqur4dQ+G7gIIsQQgghCSh87xYOsgghhBBSiAIYZ1qdruAgq8dsHN+9sKxu5tDnjbqwTz1eHtw8PPHehg6BNvYFQ4kwX2L62qfZsdv0dgUDW+dEy1E4MzUtXhKOsCE4Pw3uw3O23PYViPfFr+f3xU7xl6XKsdvxxyvV99pIOiSYYnxOywYkFzYbKp7ur7n0QanQnd0G4EKxbj/tNeXtJ3Jhq7GGqevsMHIh1dYxGdhewY5irHi/So+zfdzdh4ESlhLJ6ziRigkAaiPF4V//fU1h+1vleptMqBOp0Fgi/JXqXzK1Fvw9qyS0XjMht6RFSDqsnQq5+W1aaUJK0pC3T6i55WKrm1S43NrKeHzYsUoqMNIfODQlhBBCSIIQLuzkBQrfIziTRQghhJBeQeG7gYMsQgghhBRCM9Lu4SCrx2zS+RPv58m2qGxcWzH4YYkFNFtHd4uWdx/cOPG+viXWQ+lwrKcZ3Gg1M05/tL1YC+F1TRavCfDrDm2YW7xNowPIpedJpJaQkkfYsb1Y8zG40RyjXDoXp7dIaEdSGobaxuJjIl5bk0s/k0gJlNO/WX1UfK5TqY9SjLl2hu+Lr7fR+dsn3kfH0vUhp3fzx8/ciMtSeFjNSk5LlUgV4jVjVa63ou0DsXVFzlbA9cFqX3zdeu4YGXuMZAqlCn/Euk6P0j1VbC1SNiBeg5Wy9ijDHk+vj6onzmeZRU2qbiNh69JI2LrkSFjvpJarWOR4qhxbT4PC967gUSOEEEII6QOcySKEEEJIIUqfrK7hIKvHrB9fNPF+94HNUdkIWlPLWxtxSGZBfVO0vHF0wcT73Xa7LyrbvnVRtDxvqLWu7IintsXYRoibKh7TuG69bkKY43HdnNO3mTqWHYnpa99O3gq6sEzd9LQtH98RHz/b99zj2l22AwAjI/Mm3g8NbY3KGmZdv14u7Gj6oM6uw58za+eRChX78KoPudkQSd7yIg4fDm1shX99aDGy9vCPvo8Vh0V9iCb5mHri0XLfTm5fTIimtj19TCL39YR1QJm1gq2bshrx5Ulrg4Qlgi9PlfULa5cAIGddYfuUCoHnrD1KQu3RNnz2i6Hia9yW5c5RwgqiSjjffx9SZT7s3S25kGCHGT/I9MBBFiGEEEKS0Iy0O3jUCCGEENIr6JNl4EwWIYQQQgqpqMmiT5aBg6wec+DAXRPvV48dEJUtG7hj4r3VZwH5dDzD0tLFbNyyV1S2qLYxWt6wY8+J9/Nke1RWR0tPsKGxICpbUl8fLd8zss/E+8X1+6MybzFh+5dih9N9+fW2aktz5PtuywBg99oW0258/MZHW3X9NnwfbHojb6WxaTQ+RvNqrT7Z4wzE52GtOXYAsHd9Xdxuo3X8hjV97LaafbHnDwBgXEFs3wBgwO231Xp524+B++LjN7qg1dZQzsLBPLJekv4msiQYSKf06FRHVKs5jYxPy5J4VD6nvUnYPaRsEfwj/im7h5SFgy9LkkjXU5YmJmlrYcpK0ySl9FGufykNoC3z+ihPytYip88z16rXGabTz8R9t/tdxe5hIFdmNH8j3vaje42d3Zcq178npxWtAH2yumPWHjURebWInC8i14nIuIh0pfwUkWeJyC9FZIuI3CciF4jIIb3uLyGEEEJ2LWbzTNbbACwGcCWA3QAckK6eR0T+BsBXAfwewFsALARwBoBfiMhyVV3Ts94SQgghsxBVmpF2y2weZJ0A4DZVbYjIt1FxkCUigwA+AeB2AE9S1c3Z598D8DsA7wbAuDIhhBBCumLWDrJUdfUkmzgewH4AzmwOsLJ2rxKRSwC8UERep1oioHHcMHroxPsjBm+Oym4f32/i/YH1eJJsHLEWYkOj5Vs016XnWTMe6392l5Yfl9cx2VQ+u8uWqOz6kcOjZdvfm8YOjsoOrN8VLa9r7DHxPpc+yOzLEGLNk9eFDRlN1D3ji6OyxfUN0fLtY/tOvN/b6cnWm/74MpvqCAB2R+t43dNYEpV5vds9463yJbVYp2b7s4/bpi0DYj2ZPbdA/vxavHYvKmvEZf5YW83W1m2xps77sjU2LJp4X58TXydWX+NTl+RSGDXMdexTAjm9j/XjSqXO8alopFGcAiWnpxnzeq5ifZTV2uQ8vcaK65alaCnz3Coil8bGHIecRiyR3sX7qcXaqTmFZQBQS/gu+WM0MGJ1TQmvsBItnjSK9UdDbj+tDiuvA7Pars59xfLnM3GNO6ocr1TdVOqcMq1XVNYjby7QjLRrduWjdlz2/6/alP0awAIAR0xddwghhJCZhyL4ZHXyIjG78hFpTivd2aas+dn+U9QXQgghhOxkTGu4UEQWIQjNO+XjqnpfebWOaOZL2dGmbLurEyEipyHTay1dujQq27d+z8R7GzoEgMMGb514f5cL+fkwlQ37pSwIgDhU5h/5t3YGtzfiEJa3Gbh65MET760VBQBcPxo/cGnL7faBOCy5XuOyIW+v0IjDWJa7xvcubHetCy3adlPrAcBaEyL0x/0OF+az5d6Sw9pc+DLfrj1Gc51VhQ+h2nCrt7WwdefX4v3apPGx3KatdX1Icp07frZPY9udjYVJD1WWQiZ6hH1jfHtJpevJpZsx6+ZsBlwfxua1wqTDLmTktzkwkrJpaP3m9I/F+zAazDkqC0XZMKkP86XWA4r7akNq7da1Ia9UWM/jU8qktpHb70Raoir2E9a6ojbiity1MHxf65ofnR9/V6J0UC41TirEVmbhkEr7Y8mfE2ePkTomFawzOi0D8iH7Kig6foB/oYicA+AiVb2o6w3uJEy3JmsRgHdVqP8FAL0aZDUT0Q23KZvj6kSo6jkAzgGAo446qv9JwwghhJDZAc1IDdM6yMrE69OV0bKpPN8fwLWurBkmbBdKJIQQQnYZFEADxbOwpJhdWZN1Wfb/49qUPRbARgA3TF13CCGEkJmIQtHo6EVipjtcOCWIyL4IRqO3qWozBHgpgLsAvFJEPmp8sh6B4MH1v1XtG4BYM2PT6ADA+vGWLmfIpXPxuqsUI16jZXRY3gpik0k/47VJ3mZgv4G1HZX5cl9mj4HXH/mnTyK7B6fXGtLiY5RLN2PXc1YGXqtk+2TPCZBPJ5TSQNl1y/RRtk+pYwDExyHf95a2apuz6/D7bY+Xv758Sh7fVsRYcdG80VjrVTN6Qa+18Y/Y28fvvZ2CtYrwNgNWgwUAwxvmFZalNGRl+pVkO0Yz4/dzYGuxXkoH4m0m0/xU6J/HtuV1VlafVKqPMqTS6ADxOfRWH/VEGiLfB6sb8qlyhjbEMtmx+S1J7dDG2BrF6vF8ip2U5mnQabD8vtjjmbSCcPqn1DFJafV83VQqpDLd3GSuKdIds3aQlWX4fkS2eHj22Tuy5Q2q+klT/QMAXg7gyQAuAQBVHRWRNwL4MoCficinEWwb3gTgXlTTihFCCCE7LZyl6o5ZO8gCcArCwMny3uz/WwF8EiWo6gUisg3AOwB8GOFJw4sB/JOqUo9FCCGEkK6ZtYMsVV0JYOVk66rqtwF8u0fdIoQQQnYylDNZXTJrB1kzFetLtc75Rw0YHdGIOq8fp8uxqWq8j9Kw0y5Z3Y7XQFlsih0gTvUCxF5Pi10Kmeud59d+xg/sptE4BY/131o/vigq8323bHKeWd4PzDLgNFlWo7W1EWt4/DbXN1p98tvwWjTrd5XaF1/mdVZ1tPrkU+V4T621463z7c9RyhNth8TtWu2e17ulUvLkdH1onRffn5Q+sO7S3/hzhq2tY1IXVzba0m9JPdZZ1e6Pvw+2fGhDrMvJaWZSHkcpvYpfz9ZNlfny7Z2XpbQ3npwWx7SV82sasWlrXBodp0ey5T7VSx1Ou5RIcWP74DViOa2X0YxZHywgr7mbs25+YZnV0aXSNgGxZsuXeT1edM5c3+2+eG+u1DEReF1a8TNp0ijW7/oreDK+WKQ3cJBFCCGEkCScyeoODrIIIYQQUgh9srqHg6weY0OEqcfiU2E9AFiviybe+8ft144viZZtqMensbHWAptdOM6n1bFhtq0uBY8Pq9nQog992tCPD3X6MKQNz3nLiz+aND8AcMTgzRPvbxo7KCrbp74eRWzS+dHySMIKwtf1/bfY0FmZFYQN83mrhTVjcRoguy83jcbn2p7PMisIu+z309e11+Nwzl6kdX4HxuN2/H7aaygfWiwOk/pwYdRfd93mrreGCVG6/RxqxGFSe8yqhKO9BcZwwmbDh383jbbKfZokKxPIhVOddYZNteWPrQ+12z6MuuM1bO4nW3YsjMr8vQbm8PlA64ALQTd22PBvXDZmjp9fz1PbZtItDcd1fahYh1v9HdxYfL/Nhe7uj49XY27LCsJvozYcHxNvORH1x6YW2uL6Uy9O7VOassh+11074+Ot8+uvf3HX+FgFqyDSGzjIIoQQQkgCCt+7ZVd2fCeEEEJIb1koIudkXpa7PJzJIoQQQkiSCjNZTBBt4CCrx9w13tLXeN2V1UR53cY944uj5cX1DRPv14/Feh+v61irLd2Ob/cOo3nyZb8beVi0fGD9ron3Xovk08akdE0pK4hrRh/ktrlm4v1vR46Jyo4YuDlavmrkqIn3Xr9lt2lTzwDptDVe1+TtHlLpg64ZOXzivdeEecsLe+zvacQ6q3muv/bYe73PhrHiND9eA2ivP7+fXo9ktVRlFhOWdaP+2mzty/pG+rpdY74r/jqx+POXs7wYax3PfY21CJC/jq2WyeuYrB7Jl3kLjKhN2Rwte32ePU/+mNhUV1vd+fPfK3vO/D3Bp8y6aaxlq5LTQY62rml/j/LWHva68Md9faPY7mSrxlYa9hhtc7pRr8ezfdq2Lb2fm7a17ps5mxJ7j9pWfCwBYHxL63z7e8CO7cW6zJx+cczoF935G3N2CnbdcVfmLX1s3a2jxVY3Zd/znO6vYxgu7BaGCwkhhBBC+gBnsgghhBBSiII+Wd3CQVaPsdPraxrFj+bfPHZgVDZHdkTL1kHch0vWahxatNPr3nl8UW1T4Tb3r98dLdty358NY7tHy3Ya2occbB821eKp7e0aux7fpK2whrc2sOFBIA7nXDXykKhscW3DxHs/1b6xEdsyWPz0+m61bQU1getG4hDgHvVWeOSPI3EYdK/6fdHyHWNLJ977sMbmxrxo2Vom+Efq7fW1oRGfk1GNv872HK1z18XBA2uiZRtW8yGQe8f3nHjvj9egOJ8Bg99PH/6yIfHVIwfEZYnw4VpZUlh2+3gcwtq3Hod4bzDn0IecbdjRX4u58JI5DiO1+LF4HyqzYUD/Xd5qMgFsc+ulwt7+WNp2fH99FoM4vBT3ZwN8donWcbAhSCCdMcKXWanEkLu+fIjShg/9fvr+2fNUJTS2o5Gy5JjvyootTXyo3557H0b253ezyaSQy3jgsFIAf878MYr66o6t3xfSfzjIIoQQQkgSmpF2BwdZhBBCCElA4Xu3UPhOCCGEENIHOJPVY3yKFMs9aGmpvH5mXOLxrtXpDNfiOHrD6WLWakszs7AW6wBuGm3prPYeiHVCv9vx0GjZ6ohuczqOBfW43bFGq/8PoFjDsM49zu41PVulpTXY4dJ/zHV6pPvHi3VD6xuLUITXPNXNLzKvKVo/GrdjdVe+nVHz9fGP398wsqywnbvHYk3R0oE4vVHD/PbZPBZv0+63PR5Afl9sf+322/Vv8cCGiff+Grb9tToqIH8d2+084LRwfr8PHGhpAv02jxhaPfHeasIA4ODBWE9m++DL/jByZLS8Z+2Bifde8xel+Sl51N2W3zW+T1TmrTWshtK3azV3/vpfVIu1N1bX5NMZ+XVtDhz/Xdk0Xpzmx1/HVltl9YDtSKWg2hT1fUNUlrMewfbiMtffHcZuZECLUyF5baPXNcX9ibVT26R4v1OprXyKM6/Hs9eC749f9jq2CHOuU9YZALBBi89RGZzJ6g7OZBFCCCGE9AHOZBFCCCGkEKUmq2s4k0UIIYQQ0gc4k9VjrJ4mp/cxXkVeJ+G9nGz5NqeFqLlfFINobcfrYCx3jsa6l/m1rYX9qznPmY3jcbt233JaKqObaLhxvO+73W9fNuq2aXUVXo9k++CPeyrVhNdZLXCaNqsj8v1LaVS8js4eW6+PSmmrvEbGnuuUBguIj8kD7lh6rcsNO5ZNvL/FeaIdNmh0TDtir7U9arEO5uqRlj5pwKXn+dOOr0XLDx5u5Y/1v5JrIwdNvPf7+dktsdfaEwZb+sErtsc6K6/R+mOjlQppf5cm6cqxln7L6+SWOB3RdnNsrUcbANw7Gnt+We81m+oFABajta6/nmyKLiDWjK0ZKS4D8vofi/WW8r5Tvh3rfZUvK06bZNcDYv2RT9vk7x/23ufTG+3t0letNenIvLea9b7yaYjyaZJa5d5fy3tY2T6lNG3eKyyXxsmsm0qjAwA7TDomX5bSl1kvLiDWqRX/pWjPbJnJEpEXAHgDgGMArFPVZdPZHw6yCCGEEJJAZ5NP1v0APglgHwBvmua+cJBFCCGEkJ0DVf0hAIjIc6a5KwA4yOo5NrThw1RRdvmSR5NtGM1bGfiwkJ0+9qEVG+La5lJv+HYGzLobXAjrgME4BY9d1/fdlvmQ5P3uMW9rOVEWuktZOIybsOQO147vn00xY20EgPx5sdvxIV3bPx/y8yk+LD4slKo75iwSbB+8rcYaFw5++JwbJt7fPro0Krt5NLYdGEHrPC2SOPxw1WgrxdJDBzZFZT8ZuSJa/tKXnociXrfiUdHyWav2KagZ8+xnvy9afuSC10XL393cCkMeNfzcqOyLV58WLb/4yG9NvP/TqERlB5oUUN4m5RfbDouWHzPn1on3N5rQJpC/pmzI2VsJrDX2FHU3U+C/Ozbk69vxqXN8qMoybkKE3lLCht+A+LvjLRp2l3gbttyH0TZp69jO1bgs1z9z7P1+3OH207K2UZxuqYzITsGF7lIplrxlgr1frHf2NTtcqHirtNb197PNLrTow4kWG9709cpCn1XodbhQRN4G4JEAHgXgEAC3FoX2RKQG4I0AXg1gGYB7AXwFwJmqWnyxzwAofCeEEELIVHMWgKcAuAkhxJfiowA+AuAaAK8HcAGC7uqibAA2Y+FMFiGEEEIKUfRF+H6Yqt4MACLyRxRo8UXkaISB1YWqeor5/BYAHwdwKoBVve5cr5jRI0BCCCGETDfBJ6uTV8ctZgOsDngRAAHwMff5pwFsBfCSjjc6DXAmq8d4mwSLjeWn0ssA8WPNPnWJf+R5VIrTu+xhHrv2eqg5uUeBW33yOiGv97F98nVtO76vftlqX3zffRoWqzfLaxhiHZbFp/2x6XC8nsZr2vyxt1gdlrd3SPXH449JyqrC9s9rxHxfv7f14NY2EOu3BhDbF4wZ3Ynvzxa00i29+vMPi8pejUPRKZ9adWzHdS3f/vY7kuVW6/XeVbGm6L24vHC9F6/4TrQ82Hj4xPt6I7axOKC+LVr++faWnuyQukZlqevW/w2yZd7uxF9D9horT3HT6r//ntvrxH+P/DU0JMVaIP999fYUUTvm+vK6R695snjbA3+vsZojf0yGczYNLbx2aZ60zq+//n1KG6s9y9spFM9beH2ZbadMOzVmbBpSFg5l9g659Euzg+MQvjm/tR+q6nYRuSorn0BE6gAGs5eIyJxQXXdgGuBMFiGEEEKS9HomqwL7IfhdtRsk3QlgiYjY0eNLAWxDEMYflL2/vh8d6wQOsgghhBDSK5aIyOXmdVr5KknmASiahdpu6gAAVPVcVRX3WjbJPnQNw4WEEEIISVDJjHSdqi7v4ca3AijS4cwxdWYkHGT1GKun8ZqK+dK6DrxnlY+l27Q2OxoubY3zyLFeSt5bx/ZhofOd8vqLuYm+D9RirZLVUqVSS/j0PMNOf2HTzaQ8vtr1t4gyXZXVqHgNhdfFWHJ+Vtq+Xhlek1IpXY/p+9rxWDe0HqvjukaLJiWT1rb8zxsviMrKNFHTTbdar/NXnVRY9uYVN0XLN4/Hx2//Wus7ucNdB3eNxuflqKE7J977c98w34eU9xuQTmXl17WeW/76t3X99e6/O1ZnlfJzA+JUNT5tjW3H+9Z57HfS66q8lspql+JkS3Fdr3nKbTNR1/tm2ePnfcZsXX8MvL7MlnsPrXGvWzN1U+l5UtsI7XYXvOrT04WdsgbAUSIy3CZkuD/CoK5Y2DfNMFxICCGEkF6xUETOEZGTy6t2xGUIY5VH2w8zQfsxQOLplhkAB1mEEEIISVJB+P6Aqp6mqhf1aNNfRphMO8N9/ioELdb5PdpOX2C4sMfY8FcqpYwPAfqsCXbdMUmfJhtu8ulwFtVbFg62b0CbTO8mBOFT2txr0n8AwNKBdRPv17l2bTjO72cqJZAPXfjwhA2B+BBbqh2/n7Z8uBaX+TQ2ttynWrEhVL+ex1ox+OvCh35qif1cPd4KT+zAHVHZXCyKlq31wnzEtgJrcUO0/LlVTzNLR2NX5+xVcRqdV6/4TbR8X+PwiffjiENsRw/dFS1fPWLsHlxaorn1VqjHXwcLpDi8nwutS3HIeWG983Zy4SVzY/KhMb88nAh/2XZ9OM7XtVYHPlSX6oOvu7s5fiNwkgvElhy23Nsn+HYtKalEGfY4DIi3cIjbtdeG36YNi/oyvy82vdF0IyIvBdD0mdkLwJCINLUJt6rqeQCgqleLyKcAnC4iFwL4LoCHIDi+X4oZbEQKcJBFCCGEkCTaD03WKwAc7z57b/b/pQDOM5+fAWA1gNMAnARgHYBPIOQunDaxWCdwkEUIIYSQXrFQRM4BcFEqZKiqJ3TaoKqOAzg7e80qOMgihBBCSJIKM1kPqOpkvbF2GjjI6jFWQ7M9kcLAayF83e3jreWcTiihpfIano3jrcf4/XreKsBqhXxqEK9dshojr1VKWTj4/Y62kdgvX+4fS4+24x6p932w/a37G4frnz32A1JsY+GPpd9Pa4/hH833j7TfPb5w4v0GrInKBlB8TTWcNmiOsXD4yQ2nRGWXXz6jH8iZcfz3qscUlr1jxb3R8tUje0TLhwy0NEb+uvjTjpa26yHDcSo3nwbLWrD4R/HH3XfF6rBS12aZzcDi+oaJ9z6Nk9dtWm3VIpPOCwA2aWtdrxPaPWdd0bkOzGqp5kqss7IaMZ9eZp6zwdk2Pnfi/d71dVHZmvF9ouX96vdMvF87Ht8nF9fvRxEpbVeurutvmQVFE39s/bn356VTtJpPFjHw6UJCCCGEkD7AQRYhhBBCklSwcOi1T9ashuHCHmOn4n3ozloHzHHhNx8utDYIoyXTtGUOyu22D+Qf7bZ92KMeTyv70F0q7GfxoTE/TZ96nDyFt0GwIUrfjl/2j9yn6tpj74+BtaPwoZNUaOV+Z7Nxq8ZhDjHWC0OILS9GTPaI3RDbaqxu/Cpa/tKXnmeWGB7sF+9btVe0/LoVV0bLr/58y5H+DSv+FJU9cvDuifcX7VgflS2LvRdxxNDtE+99uPxA0w4AXLvj0In3ew3cF5XVzcNY3tZlr3pc15b7+5m3Y7FsGY/LonXdT/sRZ+FgsXYOQD6cGYUEJQ6x3WO+Zz5Mdo8L81m7h/WNONw7z4Uht2ortOgd6G14bpupBwBD0r0pecqqIoWva/u+0FfuHdRkGTjIIoQQQkiSaUyrM6uZteFCEXm1iJwvIteJyLiIVM4kJyKXiIgWvHqZ4JIQQgiZpWiVcCExzOaZrLcBWAzgSgC7ATigy3bWAXhTm89vbvMZIYQQQkhHzOZB1gkAblPVhoh8G90Psrao6hd61alOLQp8upmFucehzaPJTseUsnRIpa3xeGuDVEKIXBoP84sl1b+5bj2/33ZdbwWRSj+Ts4bQ1nbKUuWkzpHXrVmNhU/zY3VWfj2v0bp9bPHE+3tcSpsFWBotb0dLPzIHsX5rFK3j9cFV+7vePw9k+vnUqmMLyz6+qjhl0S9WxJqszYitBC4eaZUfiGOisj+NxvqfIwZaWqU1o3tHZfb699+xNWNxXfv9XGLsHADg9tH4urVtee2l3abXK+4mcR9sudcUDcHZ0CTS2ER6rRIdk9VPee2Ut7mwGjKv17LbKdNgjZj7mbd+WD8e68JsWyNOG2rLvLWHp1MriHZUmKXqyIx0V2HWDrJUdXWv2hKRGoD5ADapauWwIyGEEEIAUPgeMWs1WT1kfwCbATwAYLOIXCgiR05znwghhJAZQdOMtJN/JGbWzmT1iFsA/ALAHwCMA3gMgNMBnCgiT1TVq9utJCKnISSqxNKlS9tVIYQQQnYaVDu32CEtpnWQJSKLELJrd8rHVfW+8mqdoap/6z76qoh8C8AlAD4C4GkF650D4BwAOOqoo6LwovWs8r5K86yflZtD9Nop64PjU7+kfi14jYXFa5G8fsum0PBeTr5/1v9q0PlOjZnLap7z8BoTp48y69Zr8X75lBC2Dyn/LX/cUx5WXsPgj4k9nr5sgfEZ8/qUe3QTYlqX7XzEHj0+Hc48LJp4f2vjN1FZ7H1FdiY+veoJ0fKJJ/59tHzMPm+ZeH8fbovKrH8aANw4tt/Ee6/rO2zwzon3/nvutVTD2vrOrR3bM13XaCF9u/a74rWXtVrx/cyn0dnmNFiRX5i7p9p1vXbL+2/ZNDYbXDojfw+LtuHS2Nh2fJofm1oIiO9nfpu57XSopfLeXB6rGdsrUY/0jumeyVoE4F0V6n8B9q9VH1DVn4nITwE8WUTmqjqnSEIIIWSXQjmT1SXTqslS1dWqKhVeN05R11YDqAPYo6QeIYQQQlowrY5humeyZioPAjCGLmbN7h5rhYL8o8o2HOdDd2vG9y6s61No+MesbUqNO93j2jZ1zkCJncI6k0Jj/4G1UZlPv2Hx6TbWjrfCCksH1vnqcV0TgvAhSZ/a59bRVgjEt7vGtOPtHR4Yj8+DtWLwx9afF7vfvu5d47tPvPeP2/uQ4AasmXi/0Fk2PIA4JcrZqw4zSweC7JpcfPF/FZa9ekUcRl6MZdHyrSaN0n54aFR2zWgrocpB9diewKfost/lPVxqGv993Wi+Z/67a8P73u7EY8vzYbI4BY/djk/PY7/nXnJhw3pAtZQ3PkRYVObDqZvcfcim+vGWDT7UaMN8vszup7d3mO/CoptdWqLOqTSTxacLDbvE04Uisq+IHCki88xnC0UkZ54iIicBeAKAH6pqZ0kBCSGEEEIcs3YmK5uKfES2eHj22Tuy5Q2q+klT/QMAXg7gyQiidmTvPyIiFyG4u48BeDSAlyC4wJ/Rx+4TQgghswJVarK6ZdYOsgCcgjBwsrw3+/9WAJ9EmusBXA7g2QD2QZiHvgPAfwE4S1XvTKxLCCGE7CIoGg0Osrph1g6yVHUlgJXd1lXVawG8oMfdiuwDvL7HarS8PsrrFO43j/T6tDA+jY3VgfltWp2Vt3fY5iwSbLnVPwF5qwP7uLbXds0x+ob1Y4uiMt8/q3PyZd4WwW7T7jMQ68L8ftXdfm8eb1kx+BQ8407TYM/Zetwele2Gll6ljni9MZf+w2q0fnXPO6OylPaGkHb896rHJMvfvqKV397bO6zH6on3Q+NHRWW3jscKikcOx6l+LPeOx5YOe9VbElavX7T3xb0HYqnrOnePsDqrLepsU5wdi7VV8elviuoBwN71eL+2JqwP/L2vbvRR3lJica2VHuee8fge5VPa2PK8niyuu8loqew2gFg36q0p7nJa306tIEjvmLWDLEIIIYRMDQwXdscuIXwnhBBCyJRACwcDZ7IIIYQQkoAWDt3CQVaPsdoD63UFxLoAn4rGa7KsrmlrThMQe77UE+lm9q619A9el+C9bGwaG6/f8uva/jWkOMVNKjUOkNdhFbUDxDoP3z+7ndRxB+L99mX3N2JtxmbcM/F+L+wf18W9E+8XYp+o7G78OVr+z1WPMkvUYJH+ctaq1vX4dysujcoOwMMn3t+Fa6KyvcKD2hNcuaOVfOWwgdifyd8/7k+khrGpabyXn/++2pQ8dfH+VvG9xuqRvHfedh2eeO/vQ77dTeY+MKfEM2u00boP5TwCdfHEe5/eK+crZvSeXmt248hB0fKSgQ0T728ai8tsfzeOxV5c/u9K6n6bgk8Xdg/DhYQQQgghfYAzWYQQQghJwJmsbuEgq8fYqW8/VWsz0XvbAx/+sqGx3LS8y3BvH4le59Lf2BQzPvzmp7ptuS/z6TYsdr+A2ELBP67t+27tKPwx8f2166bChX5K3Ldjp+nvbGyKypZK/JUYcY+QW3ZHK+zxrlU+VPIoEDIT+Oyq4wvLPvjiB0fLbz0/th148YrvTLwfHntiVParsdhK8JH1QybeHzJ0R1R23Y5DW2WDcZm3i7HfX3/v87YRNgTnbV0s/n7hbSNs+NDLM7ZqsdWNv5/Z/vpwobe1sPi++3uq3Y6/N9v++b7Oc/ftB1yqN9J/OMgihBBCSAKakXYLB1mEEEIIScJwYXdQ+E4IIYQQ0gc4k9VjbCzdp5SZXyu2PfCP99bcI8YWr1Ow6+5Ri8ts2ocyWwb7GLGP7S90jxhbXUBOa2A0UP6Ra58SyOK1U96Owj/qbbHaL/+4ttepbdYdE++XysKo7H6N007sVWul0PhD47Ko7HOrnlbYH0JmA16D5Tl/1UmJ0mKt14knnhUtP36f90+8v2X0gKjM34dsep61Y7EGy9s0XDvS0nodPLgmKrP3Pr8Nfy+0ljop7RQQa0697sou+7RgXqd2446WFcOBg3dHZRvGi+0w/N8Ke7/z99C1TsO2dz3WyHYKLRy6hzNZhBBCCOkVdHw3cCaLEEIIIQno+N4tHGT1GDvN6y0cUo7lN4wsi5btY863j8XTzmNuOnu/gbVttwEAwyZE6UN3/lFg+yi1bRMA/jSyV7R8QD12f7aMong//SPF9tFlHw5c78J86xsy8f6wwQeiMnvc72jEZfu40Kua/b5D4+nzhYiP9Zu/sNgsxWWEkPZcfHFxVoOXr/hhtHwoHhMt/3m8Fc4fQBz6v2U8vg8trbXuad4Gwd77fJaM+0c7t17Yy9nQ2O34MitN8Peze13o027T2854qwUrA/H3RduOL1vks3o4GQjpPxxkEUIIISQBNVndwkEWIYQQQhLQJ6tbKHwnhBBCCOkDnMnqMTeOtR75n4vdozIbL9+BWNNUx2jczui+E+8biH9BNFzd28b2mHi/HbHVwrzxfQrbqbnTP4qWXmrL6D5RmSJ+bPie8dY2t2JDVDYXu028v3u8HpUJYsuEuunD/Y19o7Ixt03bvytGt0RlDbTS4/z/9u49Xo6izvv455sEApqEIJcoFwFFQBCENSDiqsFFdlVYdF1dBBGWIIIsgo++4BFQE9HoyrqAqCjKs8FoRFHw4aori7hcFhAQUAx3wiVggpCQhJCEJL/9o2rO6e7MzJkzOTOTk3zfr9e8erqruqd6+sxMnapfV42iHFPxcNxfWh9Df0zFvXPPK6U1iyUxszU30NAnnzrs6b7nG1OOnVpEOVZ0QSF26enKd+peI/u/Px5a/upS2u6jHyitF9OrU4EtXFmOjyoOI/HI8vJwFKU4sBHlOLBq3j03uq9h+aoxsbe+uEff89ePfqSUNmdF//ReG9C8tak6rFCrPIRD+9ySZWZmZtYBbskyMzOzptyS1R5XsszMzKwJdxe2y5WsITaa/ukbqjFQatI7uyHl2KUXeKGQVp4SQpUxX0axQd/zEZXXGEUUjlkeo6p63GIsUzUeamTlT6U41lQ1bqJ43hsV4rMAllKOpSqe95JKTMWySnzZC/THSoxly1La8/RPqVEd62oh5Skrzp65c2HNMVhma5Py57Ps3CPK3x8nzegfx+60w8rft/cs7//OWs7TpbTidDxQHs+vOF5gNQ1gfmFMvmcq09Zspf5YqruXbVdKmzCyXPa7lu7S93xkZSy/WcvK5SuOo1WN7fpz9I8L+PpR5XjUK18cXVp/8waOEOo2V7LMzMysCbdktcvVWjMzM7MOcEvWEBuj/qlfqtMzjBvR3/21YFW5G41Ctx7AWG3c93xFjKzkLa8XZ2UfEWNpZIsR5f2eXbW8kr6y7/n8VRuX0jZApfXilEGjKlNCLC+cd7Wpncp5v1joInyOx0tp4yrdfsXuzeowDcXuw6/O3Lr8mlTXzWw4OmnGNg3Tps2c0DBtYK9omHLQQd8orV955RlNjjOuSdpmTdLWxJYDZ1lDEYMajHQTSRcAV0TEFR0s1rDgSpaZmZk14Qmi2+XuQjMzM7MOcEuWmZmZNeXA9/a4kjXEivFRxedQjtHaYuTzpbTibcEAm45Y2Pe8OIUNwISR80vrxduItxhZmRKiMO3EiMrQD+NUjmuC/pisMSpP3VO9xbh4rCWxUSmteG7V86pOJ/RiYUqeCexUSltQGJYBYFP64zEeWPVfpbSLL/5HzMyGWvMYLLPmXMkyMzOzJjyEQ7sck2VmZmbWAW7JMjMzsybcktUuV7KGWDEGarsNyjFF81b0x06trDQiblAZa6o4DtW4ES82TAPYbOSCvufPrhxfSiuWoTpdxCtH/aW0/tSKLRumPbaiPL7VThv0x4ytWlkuTzEOax5PlNKKcVVQnr6nOu1QdSqfL84sxqY5BsvMrBsGOU6WFbi70MzMzKwD3JJlZmZmTbi7sF2uZA2xJfQPX3DURbuU0qYe1t/F9sTKuaW0p5bdWlp/zeh39T0/a2Z5epkjD/t1aX1z+mdsn73sZ6W06+fe3vf8na+cVkr77p8OLa1P2umSvuf3vHBdKe3nPz+mtP6xwx7qe74R5eEezpu5e9/zEw8rdxeWu/wAqutFmzRJMzMzW7u5kmVmZmZNuSWrPY7JMjMzsyZSd2Erj16TNErSuZKek7RA0oWSNhp4z85wJcvMzMzWFacB+wO7A68DdgW+1qvCKCJ69drrhF133TVmzJjR62KYmZm1beLEiXdExMR6adLIGDXqZS0dZ8WKxQ2P0w2SHgdOiYiL8/rfApcAm0bEyqY7d8CwbMmStLWkz0r6raSnJb0g6V5JZ0nabJDHerOkayUtkrRQ0i8l7dmhopuZma338m/4JZIekRSSZjfJO0LSpyTdJ2mppCckfV3Syyv5xgPbAncVNt8JjAW2H/KTaMFwDXw/GJgCXAWcBSwC9gFOBg6VtHdE/Hmgg0jaF7gemAN8Pm/+F+AGSftFxB+GvORmZmbDSkcGI50GPEeqBI0fIO/ZwCeBy4CvA6/P63tJOiAiVuV8Y/NyQWHfBZW0rhqulawbgO0qFanvSboV+B7wmfwYyDeA5cDbI2IOgKSfArNIF/LAIS21mZnZsNORcbJeGxGPAEj6IzCmXiZJuwEnApdGxAcK2x8l/YYfCszMmxfl5SZArX4wvpLWVcOyuzAi7m3QUvWTvHzDQMeQtCOwN3BJrYKVjz2H1H97gKRXNtrfzMzM2lOrYLXgw4CAcyrbvwcsAT5SOOYC4Algz0K+vUgVrNltFXQNDctKVhO1ifHmNs2V7J2X/1Mn7RbSRX3TUBTKzMxsOOvhEA57A6uA28rliaWk2Ku9K/m/D3xW0laStiCFFk3vRdA7rHuVrKl5eVELeWuzJc+pk1bbtvUal8jMzMzatRXwl4hYVidtDrC5pA0L26YB/w3cCzxECv85teOlbKCnMVn5ToCTB7HLNyLiuQbH+jTwQeCCiLiuXp6K2v2o9S7c0kqe6msdCxybVxdPnDjx/hZeb12yOfCXXhfCBsXXbPjxNRt+hvM1265J2q9I59aKjSTdXli/ICIuaL9YvIz6v9NQ/q1eDhCpOe2T+dFzvQ58Hw98YRD5f0i6G6FE0jGkuwyvIt0d2IoleTm6TtpGlTwl+Q9mTf5ohjVJt/dyHBQbPF+z4cfXbPhZV69ZRPxdD19+CbBlg7Smv9Vrg55WsiJiNin2qW2SjiZVeP4T+EBEvDTALjVP5WW9LsHatnpdiWZmZtYdTwG7Shpdp8twa1JX4vIelKslwzomK1ewvg9cC7yvQZ9tI7/Ly7fUSdsXCOCONSuhmZmZrYHfkeoq+xQ35vkI9wRur7PPWmPYVrIkHUW6hfM64JB8p0GjvJtL2kXSJrVtEfEQ6eJ8UNJWhbxbkWK7rmtlQNP11HrbVTqM+ZoNP75mw4+v2dD7CanR4+TK9o+RYrF+1O0CDcawnLtQ0t+TRn5dCJwCvFjJsjgiflHIP4UU+/XPETG9sH0/4DfAk8B5efOJwATgrRFxd2fOwMzMbP0l6Qj6g+1PBDYkDQIO8FhEzCjkPY8Ub30ZcDX9I77fBLyzMOL7WqfXge/t+itSK9x46v/n8Bjwi4EOEhE3S5oEfCk/ArgZ+KArWGZmZh0zGXhHZduZeflbYEZh+8mkwUSPBd5LuoPzPODza3MFC4ZpS5aZmZnZ2m7YxmTZ0JO0k6QvSrpF0jOSFkm6S9Lp1dnO6+x7fJ5JPSS1Op6KraHBXDNJUwrXqPpoZa5PGwLtfM4kvVfStZLmS1oi6QFJ3+x22ddHg/yMNfp81R6n9+o8rDfckmV9JH0VOAG4nDS10EvA/sCHgHuAfSOiGv9Wu1lgFqnSPgbYIiKG64B8w8pgrlkhNvFTrD5g4h0RMatLxV6vDfZzJukLpKlBfkWKR1kCvBrYIyLe182yr48G+Rn7SIPDTAFeC7wxIu7pdJlt7eFKlvWRNBF4MCKer2z/EnA6cGJErPbfs6TLSAGM95Im63Qlq0sGc80Klawd8hh11gODvGYHAL8mxZ6cudrBrOPa/V4s5NuGFCd8Z0RU59mzdZy7C61PRNxe/SLJfpKXb6gmSHo/8PfAcUBPJuBcn7VzzQAkjZM0XG98GdYGec1OA+YBXwGQNEaSv7e7qN3PWME/k35rvz+kBbNhwR9Wa8U2eTm3uFHSOOCbwHcj4rbV9rJeqnvNsnuA54Glkm6W9O7uFcuaKF2zHO/zduBWYLKkOcAiYLGkiyVN6E0xLWv2GQNAkkiVrBeAH3ejULZ28X+y1pSkkcDngBXAzEryv5Iq6p/tdrmssSbXbAFpyJObgfnAzqRbo6+SdHRxDDnrrgbXbEdgJGkGigOBrwJ3A28DTgL2kDQxItbaedvWVQN8Lxa9E9gBmB4RC7tRNlu7uJJlAzmHNPXQaRFxf22jpLcCHwcOb9CUbr1zDnWuWUScU80o6f8BfwTOlvSziFjcrUJayTmsfs3G5uUWwMciotbddJmkhaT4uiOB87tZUAMafMbqOCYvL+x4iWyt5O5Ca0jSmaRRdi+IiK8Utm9IahG5NiLcBL4WaXTNGomIZ4HvkAb23a+zpbN6mlyz2h2GqygPzAhwUV5O6mzprKrVz5ikVwDvB+6LiBu7VT5bu7gly+rKd6KdAfwHKai96ARgF+DTknYsbK/9572DpHER8UjHC2p9BrhmzczOS49v1mUDXLMn83J+RCyrpD2dl5t2rnRWNcjP2OHAaNyKtV5zJctWU7jV/yLgmFh9nI/tSK2g1zQ4xG2kQM8xnSqjlbVwzZp5XV42DOC1oTfQNYuIuZIeB7aV9LJK7FUt6HpeVwpr7XzGJpPG1PpBh4tmazFXsqxE0udJXyQzgKMbzAv1H0C95u8TSN0XR5MCq60LWrlmebiGl9cZ62db4HjgWVJAvHVBi58zcvrppPjHswvbj8/LqztWSOsziOtVyz8ReCNwaUS4Irwe82Ck1kfSCaQhGR4n3TlT/SKZGxG/brL/dFIgrgcj7ZJWr5mk8cCjpInTZ9F/d+ExpBbHD0fEJV0q9nptMJ+zPEzKrcBOpDjIu4G/JnVFXQccGBEen66D2vlelHQ+qTvxPRHRqMXf1gOuZFmfQiWpkd9GxKQW9nclq0tavWaSRgPfAt5M6moaQ5pa5ybgax7nrHsG+zlTmgv0TOAQUtzck6Qxl86MiKWdK6lBW9drY1LM3EJg+4FavWzd5kqWmZmZWQd4CAczMzOzDnAly8zMzKwDXMkyMzMz6wBXsszMzMw6wJUsMzMzsw5wJcvMzMysA1zJMjMzM+sAV7LMhpik6yXNXoP9j5IUkiYNWaGsj6Tpkno6QGCtDIXHNgPvBTnv9A4Xr/Za/7dSxkndeF2zdYkrWWZNSJpU+aEJSYsl3SnpU3lOwF6XcYqk97W570hJc/J5fW6Ii2YDOyI/nut1Qeq4glS2C3pdELPhypUss9b8mPSD81FgKrAB8O/At+vkPZA0L2C3fAF4X5v7vhvYCngYOEqShqpQa7GPARv3uhAAEfHD/FjS67JURcS9EfFD4H96XRaz4cqVLLPW3Jl/DGdExFnAvqQ55I6RtEUxY0Qsj4hlPSnl4E0mVbD+D/AaYFJPS9MFEfGS5/wzs25wJcusDRHxAnALIOC1xbRGMVmSPiDpbklLJT0u6QuSDshddUfVeZkRkj4j6WFJyyQ9IOnIwvG2L8QWHVns0mzlHCRNAA4CfgBcDcwjVbrq5d1P0jWS/pzLP0fS1ZL2reQbJ+nLkmblfM9KulHSoZV8r5J0fn4flkt6StIFkras5JuSz2lnSdMkPZnfi7slvadOOT8q6TZJCyS9IOkRST8qVoQbxWRJ2kPSZbnMSyX9SdIpkkZW8tXiqTbJ5zAv579J0psHfONbIGk3Sb/M5/BcPoctm+T/p/w+L5K0RNKtkv6xTr6Rkj4n6bFc5nvyvrX3efuhKL+ZJT2PJzEbxmqVqwHjaST9E6nL8WFSd+MK4Ejg4Ca7TSN1a30XWAYcD0yX9FBE3AQ8Q+rCnAHcwOBjZz4KjAR+EBErJP0IOE7SJhHxfKHsOwO/Bv4MnAvMBSYAfw28kVTZRNJ44EZgN+BnwPn5+HuRKnMX53yvJnVBbQhcmN+THfP57S9pYvH1s4uAl4B/y/udDPxC0k4RMTsf94ic7wbg88CLwLbAe4At8/tVl6SJwG/za3wrn+vBwL/mczy8zm6/ysf8IrAZqTXwKkk7RMSiRq81EEk75HMYDXwTeCKX5ZcN8n8JOD2nfw5YBbwfuETSv0TEtwrZvwkcB/yG9F5uQeryfrTd8ppZExHhhx9+NHiQus+C9KO9OelHaXfSD3EAt9bZ53pgdmF9FDCHVDnZtLB9DPBIPs5Rhe1H5W2/BzYsbN+aVNn6ceX1ApjexrnNAq4vrL8xH+v4Sr5P5u37DHC8b+d8x9ZJG1F4/v9JrWbbVPJMJFU+pxS2TcnHvBJQYfveeftXCtsuBRYCowYo5/T01VfadlN+7T0K2wT8NL/O31T3B75dOcYH8/aPt/Der1aGQtrMfJz9K2W5rHqtgb/K26bVOc4v8vsxNq/vlvP+snI9dgdW5rTt6xyn9vc4qZufPT/8WBce7i40a81UUqvFPOAe4BOkH/VDWtj3TaTg8ukRMb+2MSIWA99pst+3I2J5If8c4AHgdYMufYWk/YBdSC0/tePfDdwFHF3JXmtVOkTSRg2ONwI4FJgVEau1qEXEqpxvE1Kr1uXAUkmb1x7AbOAh0o0DVedGRBSO9ztgMeX34nngZcB7BxPAn7vh9gMuj4h7Cq8RwJfz6vvr7Hp2Zf26vGz7+uT38WDg9oj4TaUsX6uzy+GkCtBFxfcyv5+XA2OBt+S8B+XlubXrkY/9B1KrnJkNMVeyzFpzAfAuUtfTqaQuwm2AVgKod8jL++uk1dtW80idbc+SuqbW1GRS19jvJe1Ye5B+bCdK2qOQ92LgWuA04DlJ10k6VdJ2hTybA5uSKmnN7Ez63plMqrRWHzuTuiKrWnkvpgGPkVpwnpH0c0nHSBo7QJlq1+feOmmzSN1vrxmoTBHxbH66JtdnS1IL53110v5UZ9vrSa1c97H6e3lhzlN7P9v9OzSzNjkmy6w1D0bEtfn5NZJuJMUffYfUgtMJKxtsX6NhFiSNAT5EGobi9w2yHU2KeyLSnZLvkrQP8LfA20lxSFMkHRYRlw3m5fPyhxRa0SperLNtwPciIh6UtCvwN/nxDuB7wFRJb4+IhwdRzgFFREeuzyCJ1JL1bhq/R/Uqj2bWBa5kmbUhIm6WNAP4qKRvRMTNTbLPzst6Y2d1czytmg+RWktOAx6sk/5J4COSTql0V94G3AYgaVtSBe1LpFihvwDzSXFdzTxEqhRsWKi0DplcIbw6P8h3IF5FCko/ocFutaDv3eqk7UJqeavXktYJz5C6QXepk7ZrnW0PAn8HPB4RswY49uy83JnVz6cXf4dm6zx3F5q170xS68EXB8h3O/A0abDPTWsbc4vScUNQjsXAKwaRfzKpu/OsiPhZ9UHqZtqMHG+W43uqniRVCF4BfTFXPwZ2lbTaMBC1GKncpXY18A+qDP9Qy6fKuGOtalDOO/Oy4fsTEfOAm4GDJb2hUubP5tXBtNa1LbeOXUnqst2/UpZT6uwyIy+nVYeayPsVu16vyMuTcuxXLc/upBZKMxtibskya1NEPCTpYuBwSW+LiBsa5Fsh6TPAj4DbJF1IupPtKFJc0Q6k1p123QIcIOlU4PH0knFxvYySdiEFeU+PiBUNjnc5KV5rMnAJcIakA0k//o+SuqgOJrW2FIOxzwDeCXw/578x592L9F1zRM53fE77b0k/ILWIjSDFPR1CGrdryuDeAgD+U9IC0vAHTwDj6b8zbkbDvZKTSEM43CCpNoTDQaTKx8yI+K82ytOuM0jdf1dKOo9UoT2YdGdrSUT8TtIU0vt1l6RLgKeAV5FuuHgPacgLIuJeSRcAxwLXSrosH/ME0jV4E2v2d2hmFa5kma2ZLwMfJrVm7d8oU0TMlPQSaRyjqaThHC4k3al4KfXjkFr1CdKQEqeT7iaDPCZVHbVWpkublHW+pN+Q4rC2JQWSv4rUzTghl/VB0vQ0F1b2ewupG/IfSHfkLSIFbJ9XyPeEpDeRbiA4BPgI6QaCJ0itLT9t8byrzs9l/Dip5epZUuXhxOKdeg3O+fZ8x+VU0vv5clKX2qnA19ssT1si4mFJb8uveyJp2I5rSJXUuXXyT5V0O6mb92RS2ecBf8zbij5BqoRNJo2TdT+p0rsPqZK1Jn+HZlahwl3RZtZlkj5N+rF7S0Tc0uvyWHdImk4ajLbWOvVccViFHpTnClIr5LhaQL+kjUkVtkNJleT9I+L6XpXRbDhyTJZZF0jasBozk2OyTiC1uNxZd0db19WGW9iqGy+WK07VbXuQuievq9wxeVIu23nVfcysNW7JMuuCHAt1Dakb71FS99uRpHis4yOi2aCkto7JQ00UK1Y3RBcmFZd0HGk6patIFahdSDFaI4C3RsTvC3m3ozyw6h3FwXTNbGCuZJl1gaTNSPPGvZU04OQK4A/A2RHRbgyS2aDksc7OBPYkxa0tIt2EMDUi7uhh0czWSa5kmZmZmXWAY7LMzMzMOsCVLDMzM7MOcCXLzMzMrANcyTIzMzPrAFeyzMzMzDrAlSwzMzOzDvhfeEO7vuio1LIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To mask the regions of the map without hits\n", "cmap = cm.get_cmap(\"CMRmap\").copy()\n", "cmap.set_bad(\"0.8\", 1)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize = (10, 8))\n", "\n", "# Axis labels\n", "ax.set_ylabel('Declination [deg]')\n", "ax.set_xlabel('Right Ascension [deg]')\n", "\n", "\n", "# Plotting the frequency hit map\n", "img = ax.imshow(nhitdata, \n", " extent = (ra[0], ra[-1], dec[0], dec[-1]), \n", " interpolation = 'nearest',\n", " aspect = aspect, \n", " cmap = cmap, \n", " origin = 'lower', \n", " norm=colors.LogNorm()\n", " )\n", "\n", "# Generating a title\n", "ax.set_title(\"COMAP Season 1 Hit Map\" \n", " + \"\\n\" \n", " + \"Sideband: %s | Channel: %d | Freq: %.3f GHz\\n\" % (sideband_names[sideband], \n", " channel%64, \n", " current_freq))\n", "\n", "# Making a color bar\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"2.5%\", pad=0.1)\n", "cbar = fig.colorbar(img, cax = cax)\n", "cbar.set_label(\"# Hits\")\n" ] }, { "cell_type": "markdown", "id": "464e59d9", "metadata": {}, "source": [ "### Some things to note\n", "\n", "You may have noticed that there are some NaNs in the `map` dataset and infs in the `rms` dataset of the HDF5 maps files. 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 RMS maps where we have the highest integration time. " ] }, { "cell_type": "markdown", "id": "b86c81d5", "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": "77aea898", "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 }