From e933e01d718d07e275fc72d34f2dd6e383def54b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Lo=C3=AFc=20Le=20Guyader?= <loic.le.guyader@xfel.eu> Date: Fri, 10 Jun 2022 15:26:51 +0200 Subject: [PATCH] Update BOZ I.a notebook --- ...is part I.a Correction determination.ipynb | 1490 ++++++++++------- 1 file changed, 871 insertions(+), 619 deletions(-) diff --git a/doc/BOZ analysis part I.a Correction determination.ipynb b/doc/BOZ analysis part I.a Correction determination.ipynb index 56c558c..b26ef5d 100644 --- a/doc/BOZ analysis part I.a Correction determination.ipynb +++ b/doc/BOZ analysis part I.a Correction determination.ipynb @@ -23,6 +23,8 @@ "\n", "import dask\n", "print(f'dask: {dask.__version__}')\n", + "import dask.array\n", + "dask.config.set({'array.chunk-size': '512MiB'})\n", "\n", "from psutil import virtual_memory\n", "\n", @@ -41,14 +43,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/gpfs/exfel/sw/software/xfel_anaconda3/1.1.2/bin/python\n" + ] + } + ], "source": [ "import sys\n", "print(sys.executable)" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "\n", + "%autoreload 2" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -58,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "tags": [ "parameters" @@ -72,12 +93,14 @@ "module = 15\n", "gain = 3\n", "sat_level = 500\n", - "rois_th = 4" + "rois_th = 4\n", + "ff_prod_th = 350\n", + "ff_ratio_th = 0.75" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -86,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -103,12 +126,13 @@ "root = find_proposal(f'p{proposal:06d}')\n", "path = root + f'/usr/processed_runs/r{params.run:04d}/'\n", "print(path)\n", - "os.makedirs(path, exist_ok=True)" + "os.makedirs(path, exist_ok=True)\n", + "prefix = f'p{proposal}-r{run}-d{darkrun}-BOZ-Ia'" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -119,7 +143,11 @@ "mask:None\n", "rois threshold: None\n", "rois: None\n", - "flat field: None\n", + "flat field p: None prod:(5.0, inf) ratio:(-inf, 1.2)\n", + "plane guess fit: None\n", + "use hexagons: False\n", + "enforce mirror symmetry: True\n", + "ff alpha: None, max. iter.: None\n", "Fnl: None\n" ] } @@ -137,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -160,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -169,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -178,7 +206,7 @@ "40.9749822713016" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -190,12 +218,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 504x194.4 with 6 Axes>" ] @@ -207,24 +235,23 @@ } ], "source": [ - "mean_th = (pedestal-25, pedestal+30)\n", + "mean_th = (pedestal-12, pedestal+15)\n", "f = boz.inspect_dark(params.arr_dark, mean_th=mean_th)\n", "f.suptitle(f'p:{params.proposal} d:{params.darkrun}')\n", - "fname = path + 'inspect_dark.png'\n", - "if not os.path.isfile(fname):\n", - " f.savefig(fname, dpi=300) " + "fname = path + prefix + '-inspect_dark.png'\n", + "f.savefig(fname, dpi=300) " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "# bad pixel: 7\n" + "# bad pixel: 12\n" ] } ], @@ -235,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -243,11 +270,15 @@ "output_type": "stream", "text": [ "proposal:2937 darkrun:615 run:614 module:15 gain:3 ph/bin\n", - "mean threshold:(15.974982271301599, 70.9749822713016) std threshold:(None, None)\n", - "mask:(#7) [[15, 437], [36, 477], [43, 506], [71, 451], [76, 302], [108, 185], [125, 296]]\n", + "mean threshold:(28.9749822713016, 55.9749822713016) std threshold:(None, None)\n", + "mask:(#12) [[15, 437], [36, 477], [43, 506], [59, 215], [61, 215], [63, 28], [71, 451], [76, 302], [80, 223], [80, 224], [108, 185], [125, 296]]\n", "rois threshold: None\n", "rois: None\n", - "flat field: None\n", + "flat field p: None prod:(5.0, inf) ratio:(-inf, 1.2)\n", + "plane guess fit: None\n", + "use hexagons: False\n", + "enforce mirror symmetry: True\n", + "ff alpha: None, max. iter.: None\n", "Fnl: None\n" ] } @@ -272,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -283,12 +314,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -305,31 +336,32 @@ "plt.xlabel('pulseId')\n", "plt.ylabel('dark corrected module mean')\n", "plt.title(f'p:{params.proposal} r:{params.run} d:{params.darkrun}')\n", - "plt.savefig(path+'veto_inspect.png', dpi=300)" + "plt.savefig(path+prefix+'-veto_inspect.png', dpi=300)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'\\n# Thresholding out bad veto pulse\\nif False:\\n params.arr = params.arr[:, pp > 2, :, :]\\n params.arr_dark = params.arr_dark[:, pp > 2, :, :]\\n dark = boz.average_module(params.arr_dark).compute()\\n data = boz.average_module(params.arr, dark=dark).compute()\\n dataM = data.mean(axis=0) # mean over pulseId\\n'" + "'\\nthreshold = 5\\nif False:\\n params.arr = params.arr[:, pp > threshold, :, :]\\n params.arr_dark = params.arr_dark[:, pp > threshold, :, :]\\n dark = boz.average_module(params.arr_dark).compute()\\n data = boz.average_module(params.arr, dark=dark).compute()\\n dataM = data.mean(axis=0) # mean over pulseId\\n'" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "\"\"\"\n", "# Thresholding out bad veto pulse\n", + "\"\"\"\n", + "threshold = 5\n", "if False:\n", - " params.arr = params.arr[:, pp > 2, :, :]\n", - " params.arr_dark = params.arr_dark[:, pp > 2, :, :]\n", + " params.arr = params.arr[:, pp > threshold, :, :]\n", + " params.arr_dark = params.arr_dark[:, pp > threshold, :, :]\n", " dark = boz.average_module(params.arr_dark).compute()\n", " data = boz.average_module(params.arr, dark=dark).compute()\n", " dataM = data.mean(axis=0) # mean over pulseId\n", @@ -345,14 +377,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x216 with 1 Axes>" ] @@ -369,7 +401,7 @@ " mask=params.get_mask() #, extra_lines=True\n", " )\n", "f.suptitle(f'p:{params.proposal} r:{params.run} d:{params.darkrun}')\n", - "f.savefig(path+'histogram.png', dpi=300)" + "f.savefig(path+prefix+'-histogram.png', dpi=300)" ] }, { @@ -381,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -391,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -399,11 +431,15 @@ "output_type": "stream", "text": [ "proposal:2937 darkrun:615 run:614 module:15 gain:3 ph/bin\n", - "mean threshold:(15.974982271301599, 70.9749822713016) std threshold:(None, None)\n", - "mask:(#7) [[15, 437], [36, 477], [43, 506], [71, 451], [76, 302], [108, 185], [125, 296]]\n", + "mean threshold:(28.9749822713016, 55.9749822713016) std threshold:(None, None)\n", + "mask:(#12) [[15, 437], [36, 477], [43, 506], [59, 215], [61, 215], [63, 28], [71, 451], [76, 302], [80, 223], [80, 224], [108, 185], [125, 296]]\n", "rois threshold: 4\n", "rois: {'b0': {'xl': 0, 'xh': 64, 'yl': 0, 'yh': 23}, 'b1': {'xl': 64, 'xh': 128, 'yl': 0, 'yh': 23}, 'b2': {'xl': 128, 'xh': 192, 'yl': 0, 'yh': 23}, 'b3': {'xl': 192, 'xh': 256, 'yl': 0, 'yh': 23}, 'b8': {'xl': 0, 'xh': 64, 'yl': 105, 'yh': 128}, 'b9': {'xl': 64, 'xh': 128, 'yl': 105, 'yh': 128}, 'b10': {'xl': 128, 'xh': 192, 'yl': 105, 'yh': 128}, 'b11': {'xl': 192, 'xh': 256, 'yl': 105, 'yh': 128}, 'n': {'xl': 12, 'xh': 89, 'yl': 23, 'yh': 105}, '0': {'xl': 89, 'xh': 167, 'yl': 23, 'yh': 105}, 'p': {'xl': 167, 'xh': 245, 'yl': 23, 'yh': 105}, 'sat': {'xl': 12, 'xh': 245, 'yl': 23, 'yh': 105}, '0X': {'xl': 12, 'xh': 64, 'yl': 23, 'yh': 64}, '1X1': {'xl': 64, 'xh': 89, 'yl': 23, 'yh': 64}, '1X2': {'xl': 89, 'xh': 128, 'yl': 23, 'yh': 64}, '2X1': {'xl': 128, 'xh': 167, 'yl': 23, 'yh': 64}, '2X2': {'xl': 167, 'xh': 192, 'yl': 23, 'yh': 64}, '3X': {'xl': 192, 'xh': 245, 'yl': 23, 'yh': 64}, '8X': {'xl': 12, 'xh': 64, 'yl': 64, 'yh': 105}, '9X1': {'xl': 64, 'xh': 89, 'yl': 64, 'yh': 105}, '9X2': {'xl': 89, 'xh': 128, 'yl': 64, 'yh': 105}, '10X1': {'xl': 128, 'xh': 167, 'yl': 64, 'yh': 105}, '10X2': {'xl': 167, 'xh': 192, 'yl': 64, 'yh': 105}, '11X': {'xl': 192, 'xh': 245, 'yl': 64, 'yh': 105}}\n", - "flat field: None\n", + "flat field p: None prod:(5.0, inf) ratio:(-inf, 1.2)\n", + "plane guess fit: None\n", + "use hexagons: False\n", + "enforce mirror symmetry: True\n", + "ff alpha: None, max. iter.: None\n", "Fnl: None\n" ] } @@ -414,14 +450,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 360x216 with 3 Axes>" + "<Figure size 360x216 with 4 Axes>" ] }, "metadata": { @@ -432,7 +468,7 @@ ], "source": [ "f = boz.inspect_rois(dataM, params.rois, params.rois_th)\n", - "f.savefig(path+f'rois.png', dpi=300)" + "f.savefig(path+prefix+f'-rois.png', dpi=300)" ] }, { @@ -451,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -471,12 +507,58 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# default values\n", + "params.flat_field_prod_th = (5.0, np.PINF)\n", + "params.flat_field_ratio_th = (np.NINF, 1.2)\n", + "\n", + "params.flat_field_prod_th = (400, np.PINF)\n", + "params.flat_field_ratio_th = (0.3, 0.9)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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LYJ01HbGY9FwsUU4IJpoH0gyjaa22ikPohckiclLF4jooGXWndSNEqEwqaJAjh7TMcQTCFyIma0zkIBN964ncV9UI68R8qJBE49y2mTUc1gZdYoG5a9s5mkr7cWxdjGCBonMgx6zjY4rW7Ih4AwoLYN1PojbExZRMjbiMUkLjCYbpxEAdTBwr9l3kAUOUDD44BACkO6uYHXULVWe7Qt2VrsjL48hHJgrCJsIKWogNycVsJrMIu8UwYL0iMSHZyIY2W+iy7qro/MjMZqHwmhQRLVo6YRSJf8aKX6LpRj6KVJ6HIqzf9cNfSyRQDy2y8ALk0xOYSs/cBwdgkVUX9TmZsMDmhKBMbSbtJOModokdXRwAkqn4T8p1xuH5+8KAe/9ChHTrAAAwfKOL6X88AgDYrw1RrbmBVKWCbaG5CLrl3AblYhIT2HDNig2KgOpFSFB5nxon0UKSy+LfvZpg+phnhHUY6Z6Hp1ctOBHIMXxphoBM+mYH0XFQLpESIcBor+xyA24ZfIqR5G5SWKtg99xk0Wslmolnlq5PMd1rg/HkBpQZ8LydOIx83Tne5uMMetdP3poieiWD/fPqsSjTZqMJcCgaJUrTCFypago+PiYgmbrx6T1ygN2PrKP58iK89UBEa4Eotwx2nnIvJ993vmbAw3JRYDzHrgAvNiX5vgtCOvEbrHjdidYtVrI+mVy+73TMqFYCHof80J0zXxOfqIpCR+KNtikANZb7BVdJQgFa1NGcBslGuOqJP7HpSqiMySlsnG0iz6UaUdbuZr79imXjnJIoUxbo1aYRGzNKRNEUtBC20EKRDIquVeLPbjiEJDSFQnNsCN5aQpRLWcpSlrKUD5g8YIgSUKuOPTk/vhLiQJpOEqyhuq/CLqfu62AdxbEfuuJgxcRMJrfDEEJIvAMIXWCxyKqBFoZdBPHF6W9YEYwnF1AE8ZH4+6HqyLEe7fBMLua3KeQ4jkthJRk43FjAPxdCoK3JouBdihzGyllcgMs0EVia1lkZgI87Cs8oO7aY0JJMxDpzzxqRAvwGfXZUdpMAsHK5DBkaHqwwqpMuzdLeUwyz44hKON4IhHO0BLyFonID25IrNIM9HJd2K9RjPwCGgBairFRgMHLCIZsC5zb8rmYKtucmS7lGUPueHdYQ6rP+pe2noI4bPOozsswdN40Ge5ix06vQ+P7UVQLdFfyrnrtPMy0a2IjZEIw8bUF+8hJZpEcd8cZawtoxh5KMJwXSnmszzZpgzXGlobquP/2VOUaH7neV2EBK0atVsBbtJAnWGU9VIMm4B2qDnixo1m6zhfjQ9MU61psl6pEnIGiL4Ss13pk/BIjSWNihY1GOT+kAO5ZDgSjjtG5NV4zZpIHEE0bkrHhNUg1HqA6HdqoVIaXoOLUcSbIAAJhttmYYUPvpzQktMBjbfjqmtm+zlLUQxOG5mgLgFomZC2kECjBRCrm2/y4BgbtZOhFGtslpAaLVETFGYpR5gZEdINNG1uM4sYRNdbhX1VfID1oELkIxInjWZkrIgxZIbuyB6oiqeoc8eBbl1K2S+Y1DHD617o53G5iOD6QsOZpkURQ9Ay21bEFx5GqBzaP8wNjoWtaSZcBmQsvXse+sYUguR8iAplHqprYfcJPE+AlhE14IZm1hPV1xOGchaL0ArJFFK54ErZgINjS59EHfQSNuFZlNEejbVAJJGzhKWKD9hw81eqYqYl3Wffk/x4Dz9y0lJRUZ4PB8AfPywwEA0h33cKuvdkA/6eDK/Zc30Kx5yK4hdIbuIcp5is6KUzp1lQBJ7Czw/3QMtP+9aVLQqvepMWBJMuwEeHOtBpXu5ZhBIzgIMTDx53dNoGNrbdA0PotDYpAUPnhXWWQermxq+RSVtkg7Pii2TFD03OQ6Ohhjz9MWjVVBORZ5jcZ4X1iTIE/dOAw398G+D6MyC2EwsQw7c4xHbgenE4v+SQf5ZomB8c+brRuUvn/VmsbMn4+Zhh66vplRGtiYlBuYdtNWqTA+zSgNinK9M8WV79pE/YcPA6JUoJnrd++mwa2Pu3fTvQ7UuawZjVcu6Vg2v00XC8xG64cCJOtKMpPvqenQgt/ehg07wlo1PaqCL9IlafDtTHjh/PZbTKbiBoFC8P0BonDj0KL4uzfFoh9RUg+KQle1bHirgUDzTQfI9yNGqO9b3Remtk0lNIoJQEfW77DGdGnBJ9jyIJJ5FEplFxmkMXtY++xKozMJOqc3wNvvrsaWEOVSlrKUpSzlO1IePIty6NLizE4NBIpcEVXt0t+IVRUCnOPkw3cE9rWsoKQUi4xVHGzJC9e3EgdZ22wx0XGwemILKMFCsHYbf2cKQrvFiBPQxpAE6I7g4JbtmQk8UQ0gGJQgO4416mGIpiPtFztA5dNTmS4jO/AWw9yRQlqZb7aWZrxLW3SGt/dNx2KlNoXsCC3J70ALUT4MBhxQH3UsmN3PVEhGbltrT86ReOugGaeYkxuwbr9EJ/MWWafE3FsizITckzQmhwVMC7UZCtAcTxKx8hqSeDEC0Pfb0UqDqpaNAGDgfudGQWcm3Et7okhdJWD2ZBgl+8tOt0Si3DnzKg1xcFmnxqDrrNF5kyDxJrxWFm361iwx2D105kavWyL351RGh+dVBPR7rp3pPMOZjX0AwJuXjgVr9+z6HuaNm6TXtlfReCtV5wa9rrOCN/pTjL2FuLfTD2OVrNRoZndZThJG7i3ozcEE1285ePmtrU2c/sMa1yYPYQ5Zi2bTzaGdpxKwn9izo7SQVzQE4aeOaRwuT8VaadcnVUWfbirfqKrlG1qoQqEBi3adgzC+iaFDsL1YarHLQkVJulkBumVvFnJ+MokQoAwLZLwAsZbyO1lIEumuQIs2Ewsxmct9VS3p7dIxL1hbIcVghMahkXs1hVh52YQXGJjt73emEozdL63boNizSC9vg6pvG4iSYXdd6oN8e4DZUafsip0mhAOQFYVFKQVogCNmoK6F8QhikJ8cdSfK7h2TfSJFFgdl61Jw81hiiqqqI8z6DmnNeLJR7kdwRH2mhYnYvkhVS35EMpI3EYSQX1BXi5O1zeaejB2Lsb1/S2lHlBcvn0YOQgK6N/xGokeYHXfHkyHQfwfh98DeZPkA9BxSnSJK0NusGux/KEfztYcALylCess5Hld/fxPdn3Dz6daLx5A85hmVHQrQ3HyeIvULvmFC7Rd8ayk8W5I3sD44H8MKxi/s1GsC25B6NXDgBoa1AXtIkCoVQg+gGcp/lUmnDn2wlpAXnmlJjBNr3kdW5tBeqR1Oi9DP9ZUJDjwUqZQNPrhuWmM8dxMhT2ucWHHPO6kzbAwdbMtMmFSunxtdSXBYJA1O9ZxSe/HmaZzoOmj3xtoA6z3nv+smFa4dOB95M02gxn6sKMVh5tqcrWbYWHXjP1ibYvKmO59PzqG8QicFGB8moAoT4NfKaGDPtfPsc2/iG88/jvrFBz+HWCukN9xYDN8usPO060OxKwxik2GBHh9vBlv/IkfwoE1EoaRj+YY4pvFnwqR+tzJDcaaUGEq0KRaUTpvT00abX04gyrGz6GoIkCZJn2NmcNNBZBxE/YuUsskR1sXOLaH6x5UUqiEhHQnc2irlZC5hXk2Hwu7dVfXwrNGhkmwqeQR7avHxEUv1hNGZBPWZDfDOEqJcylKWspSlfMDkgVpwRATlA73HZ/oSyNyTSgF1T8pxOKvtm52UcQwXWYHOVGQGq6i0A5ihQlClxKI0HbHswALfOYLKN9/LpBKz0XSieLdmcbcXUmAxJFaklJ1Q3ZN+6gqoWxhiDqS1wIktsaRc51DqpOkBuT+uhhx2it1rUi5nIf1XFOQOxGzMFloFqjWLfNeTFHJIpvyY6JJxMIv1RGF4qXpIQbqM+RlnNYy/bwLPA4B+dAzjrarhcArjLbLpNMes9CxHchYRADR1GliI1ioobz1ZIx55bgi65yapGaVAt2UakMSqrdTA1CcIyMWys5qR53W4b79wW9lOWqP21LUsaZD6/thOidoTUcbzXGBVYmS+b41Vof9HelH6eSC000lqzDzMWJoE3dS1c6wzwpfeOQcAeP7MFXz99gkAwGp3huM9Z1G+sXME4xvu+6RawbakkYZCpQPTKJzw50+yHK/3HUZ+7sgerm07+LHTqTDyxfDSTOCjVBskR52JMW0yrL9icDUiOz0oIWPRePRo7yNC0ZtvYsGaCkn3c4ae+u8yw8KaEbMuWzG5kFJMLlZMjI7E0OVCDUIWxMhGKc/sQtC0EGD0PCK6MALjOw5Uj63PmAlNRs5XjZDcmq5YeXHhUZO7ChKAh3OjPlcDD1VPXIq/9hl1qGJgUXmULpkB8w2PkFUI61bsniKDBZJgGNsUMOseOi+B9Nrutw+LkplhJx4OuTzC3kfdQlXsNGi68hTtgDJBIv/LKIFwvZhnMiQbTQSaYhKWUlNIkUKbirkbBwG7XIN+0I38R9OJ87JJjjlVC+On6cvEUVFQpc1EKTvz3p/TyKSzicANTVeuhQLqKAmuiSdxS++fEuY+B2HTI+QH/l5RWAEg8GMy41A/bXKSnc8PQGdLodzwtOADwuyYazPbFwNfl8IMUydnODjfhfnqQ4AoQcivOw3c/cI6zv2ZywCAm18/Cn3GDWRtNAYd9/XNZhkuHHEF1a4eDNH1imNMQF17RZPWjmEJgC1QeJ/R/DAXtqtmF/wMQPebAGPCEqhocXSEEAC2FGDPIqsxKd1L08qG6Tea5zg9dC+tSGrsztyq1RgVWJHn13bQ+ImzP+/gSF+gyKAolcHEH/fSEr20DKM192l1KqtxasPdq2EVmJa74y4+fextAE7BtZlVOOMQkE59A+uDx7Gf4cXqEQDAxx+/hJPntgEAl7fW0ev7MZ+n6PQ8c7XWSFM3Prf3+2E3+v1HXsM/euIcmhfwwIW1gt5zc2X4Zhdbn3bP2buUBMXR9CQsJJlRYCjblKGtLM4x1V/JsAcllcwlh6nzc/n2u7I2kF1UNEGx2ch/x5ACunWkWCOffAw/Nl1RWLF7J2ZRts8KeHdE5LML7uFI4ScTeS4ycr2q3BoIOH9cWCcaydzS5FKHTtfiJ5pvksO0vbSKkgzE0CHZMICA1LMo9x5NUJ3bXLIol7KUpSxlKR88eeAsyrZczuR0X7Lcd6MqrYYixsxisF8wlaNKyFYjKmCKhfOtJ58k80XLy0bHMbMnxLrkkoJHUZxdXn5318O3L7+ZghaCvtuCkMksskzTO9iMETOpLXSp5yTObC2Z3ctNi54vNDo+Z0MqqXyXUQ5lHO6Wq451nF9PClfOj0j5lHogJV/iigamI7F+za0O1l6d3Y9qzO9f2GJ+ym0XZ58e4ytXXTFndWoWIMH5LINHUnB0bYRx5R56UJSO6ABH/Bj2ndnNTBi1absOOmjTWJJmKE8gMYrDdjAvKlTkBscaQlY0vh0ESzDNGiSJe8m10YFMYpnQz9xAJsqiNPIJruRue3/zYAW9wp3z1u4mTgzc06wXUyR+kl7cXw8w5bjKA0Fle9bHZmccjtvnPdYZ4aa3KCuTYGffjeGPPf4yZt7KO7g8DAHvycYc5GHYptICyRJh7YgjtxwtxvjDt8+6vg8F+1ofTDGa5e3pUP7ajeEEjwwcKehXrz6Do195OCxKMsKi3P0oId1zY1QPOJAfVCVrTNNhyU86JzRdj6xEWf0d/NiyCiV3J7FURrfpYiKH1hpSRqBLm0IQJoosRDjYGwAUKFiLNgdYtZCgICrJLMpTCwQLFJUQafRckKSmgwU2Y2CQJoJO1StAdtD2RVwZ1ar0Jz/ggHiVK2qBTRoIg8yBWMeEUFF9PlQhzq5aEfcRK4KJLOWpR/u6W4zs8i6oihb+O+TBKjhwqOjduTrG7sccZp+N6lBJl2y04EflHBbrKi36vIKySxZfUggfmC8u8iEprIrouZG/LC5FwhpRIlSEqPumS+F8G0faR8lJyQDaT4hqIEqNbMSyUgJPECMoHZfrsIVCCKYjcGU7cbM9hXLTNTo5o9C7KotFqBcV4fhxADtZoPYQZb5H4YNMxlJNmkiUYPzh0XqJvY900DykXJTFloOXOi+s4mM/+3UAwAtfeQJTj+vneR38a51UqGjTOsXUQ4XMhJN9pzje3ltHr+N9ZG1MWfkAACAASURBVCdrTKZu0AxLQH7arYOPryxT2EaevZy6CZsWDTpdp5jqWiNL3KQdjTuBZs9MmHqna6oseqk7/7AsUHpl1M1rFP5arSwOSjdB5toE5ZVqi2ntnqVsEgxyX4Yq4lZ30wrrXvlenwyDr60yCTodd9+X90/gU5sOouyeGmNyy6089ShD4kMhSCEEuVNDGE9cf27OVtD1cO54VODRk7cBAJe217E5dP3cG3dReaVfJQ2+csnBm//1M7+Lf/zsf4TmYQR6EyHZlWQBtz/hvqHBGwlKtyS5jWdbUigqHdR0OdT2A6RskiopLEQuHEd86YGhHIcJRP4ylMKuNPmiUms3VapyzOq2b9XQf68TCt86IOtKlUo4QzKlBfg0Zn6qwDvAgjKK/XYBPo0243F2kWQq4Up1XwwFZRhVmzeXIha5oWAUmByYrbuHzA845AJNo1JduuKFULA2lGN0RqE6uw6+tcxFuZSlLGUpS/mAyQNmUSqoTZee6/DCQKrPDvSCQ3QxfZb7Pc7eH1tpNmJFuoBJOadl58S50mLmkzJAmx6cdVRoMJV22rRbbfvt30wIbSbTCPqLYmOaqGBmXKpGzRHKb5BCKPMS+gRXQFLiTxiZt6RmxyzaKOB6xYLaCtVjWth1BfijkvGqVyjs/FRJIY/l5JxB7ndBzUoMUTIqb9mZrhULbjvH6pvlQrqdByZEKI867/bsM2O8ePM0AOBDT17H/syZto1RSHxgtQIHVqGxCscGDl7bOlzBxT03F5kJpbeqmBGISoPBDKOxb7PSwVqZzzKotvSMIdhZWzHdgjxrMM9rpL4PJzcOAoRomfDh4S0AwOXJGsrGXbteTND35JDdsoe9ubvvid5hIJmsZtNAGlktZljPnSU7bYMq4YKHj3fcM+5XHfSSKtx3r3JtPrN6Fa9uHQUAPLt2FTuVL2FVayifu9KWeiHQO8hmifNHd8Kfk33X5nc/fhFfv+mYmSfXD7A7ce/o1NpBOPdcfxezDdf/f3X1GRx5qcbV2UOYQwBqD1HufxjIt91zHj7eIN2XytpSKkqsIT0jJJ5R2VZJANx327oLYrJH7C4ABO4zcRIFG61pJL+rStoxxR1ktPC7fK9xYWRqBLKM3Q6mw6GKhoqY3RzFuboSZP6YgWTk7xvBmDaR9IfjE86SBJzl1VY9iPuja4Ei664S4g0j5J+sVqJCzVE8IBNCtfSqRyH94cpli+zSt1GgN7OF3d4FAPSurGDnaWfXFnsmorVLXSKrEQL/qhUlPrtc8pSlUaJgq4WW6nIwRr97Bk/dj0vOR3T6qLwOGYRK2apBMMVVzYFaT4xQ980UuCOw3B8oD1/6/lD78qKJwgpIxwJ/tNc2PakvRZYwPe7rjM0I5bo7zndUCPqenm3Quer9P+PoQ8olQ0GdSG0u07dIfS215FAFvwJrgPNow9CGOYwVEg/N1I9Psf9Y5+EEegPIbruHUy8P8cyPfgMA8PuXzkG1ZWWI8UPnXwcA7FZdXDx0imyYz1F5zb/SEcfp3qiLVe+PqxqNyocVlHUSwgd6vRqzuShBrWS88g1/bZUEOG5tZRpgxlQb5D7dxLjKg99tPZ8g9RPhWH6I18dO6Shi9D10WegGT65cAQDcLIewfhU60T2E8ZMuUQYbuYPcLCsc1m71qKzGim//9nyAZ1avuuetu/i+c28CAL5w6zx+/NTXAACfeeRt/Nbrj7tB0bJ426jeHBGwVriV9lSxj9eGrs83JwN85OgWAGBUFwtQqfIXvz3awPU955T+S0//Bv7Wd//0Q8lFyYqQjNxmYvW1Arc/5d5N92KKcsONVzpXwbcFQ2g68r6rNZ+QuiSkh214DUvC7gTBp812UYmETW4F2LackokXDwkZsAkWQnyCXy/KhER3+NvbRBGUSrvpIQXo0jXsH6uI3CZRmzFzkhpJRKFr8d+RFap/vgeUq+6i0VmF3nVpIE4iXXd9coRI8dVRyS/VRAzxOMwhjZI8KyDzCnFyQqG/zEW5lKUsZSlL+SDKAyaZCIvy4FwvmJ1NR7JpT47rYIUVBzZo/XQqjkayYrK6ki5tO4IbJnNegCuDpRYFg9c9EjixLfIJx4Rsr1VRzImJAsBjZ/NCOYcUkoYm5YUUWEkLE6TC1nINRESXuNhmW7aGWBiVhAUrr4V2DQH1ULbZAWKwQLnePqMNu9J8K8HshM9rOJOK1sQCmXItqcA4swhAQKkfHkRpGeVRB4t1nt/BWwcbAIBnzlzFOwfuQX/6kRfxfb1XAQB//dKPh6Dv0iQBKjzSneCqT0s16M1RewLJ2eE+Drx1d313iKM+LdXW7gCFJ2bMrcLxdUfYuHXQDyzBzdVxsNo2O2OMKp+lX1kkfstaJHVgLZ4oDjD229SxyXGy4+C87bKProcWx02OL+2eBwCsZrNggZ7q7CP12+/LszUc1D4nJxNWEmedpMrgxsw949nuHi5O3Vid7ezhD/fOhCHd9Xngct0gK3wVgzqB8ZUR0mGJ/robh1ODQ/T8tvz3b5/DyVU3DsNshnHtnuWHjr6KdwbuXl/eOou+Z4c+sboV4Nl/s/skNr5ucO0hBXrXq+7d7H6UoSZuTOdHbPimq6hgrUsCEX2jnvxmchZ0x7jvEXCkjhYRKXYJ3qBGMhWWtKqEJW0KIbHoUkgdrDmsDawkN2PMwnZEOf/taiHmqUraqYeCBqmownpM6NM2yptrAdsVFmhMgIljfPMdOW4lmSGsr6phQYDKqEJBjwKZpNgRhnu5Rih2PBQZVSgAIqJOI0Vpi11GemMfVN8Di5KIzgD4JwCOwb3On2fmv0dE6wB+GcA5AJcA/Awz7/2xjTGDfaD3yhuH2P64oyx1b1nUvmRCfsgLTKO2hlATVes2GaHWwrCJFVnIFtInZL4ybt0Vyi8xoOPSDt4MVhXE7J/yQjsLk6nNYzmTNmN/HOBMecDRapO5TNBABdYImVU4BZpWuUQZUWwCWB9oyymHAFw9pwXII2DrM4Vm4DNe9AFV+o3BiBZCA6gSSLatrlwPDdIDX/4lY2h/L5sx2Gfv0HtJYNIde3oLt589jvrl9wYv3dc5pAj5ts+G8dV1/MX/9JcAAH/lSz+FTzx6CQDw5f1H0FVCxZ9V7iv+yPoWXt9zkNq0TnG07xbtnWkPHR/4rCIHb5HXuH3gdj4r/RkyT/tXxMHHlCQ2sCWNVZh7n9qoKoIyWkslkbIF4Wgx8r9PA5S3X3eRegdsR9chEe+nV9/CV0dOGeW6QeZ3NBcnG8ii83UECdZ+gnxq+Ba2aqfgSpvgid51AMAbs2N4bs3Bntfmq3hp7xQA4ExvHz/9+FcBAK+OjuHqaDW0+dwRB2+ezuX13JgNwvHRYoxrY3evPzg4i5sT93/H+qOgrC9P1kLIxl//0K/hv/qeJ1B/Ce9J7uccYq2Q+XymK29vov4ht7GgLw0xO+phbgNkp91a1Vzsh0W+2jBIDr2friI0PQ9XzhSSmSisViHWPQSFUmUIisxmspHUpVRAB0WM6ZJCnlMy5DbG7Xj4f+s1Cz1pk1RCwjm6wsy0CUP5RdJoUXZgCpXaG83Bt7jANCeg7ks/Wwg331Yhr22+Qyh23bXzDeEppGOCbnkQqWy6F/xrGlECD4TK5jYBbMQ6b/tjcpdkGQDGpxUGZ9buuaJ3A+AvMPOTAD4J4L8loicB/GUA/5aZHwPwb/3fS1nK3WQ5h5Zyr7KcQ0t53/InWnDMfAPADX88IqJXAJwC8BMA/kN/2i8A+G0Af+mPa4uUAm2sAQAOHh9EFXOV5F8rxGJqcrFWyCJsW1hLWpy6GzEko9Q2ulwssRAsOBPlilxgY0b9ZMnTqGqx2mwU2GkKLBQ5DZBgIzEqqgGaItql+d1SMifUK9HN276pqOK2BfS0fXhhRTZ9YU42fQvy8VjZnkJIVN4QzIoPMmYVoJBkpMKusYVTACA51MGJTkac36wZybYbmLaYKADc3B7ikZcrXHqPDLj7OYcAYHzOWVUf+b638Rt7HwUAPPnIDXy470gOLx+ewC9e+kQ4/3OPfx4A8K9uPBN+K5IGI29NHOmNcehjzTJtQgosrWyAWPp5ha19T4rKaxxZcRbAzf0BSj/piqzGuo9Hs6BALBlm80C0AIDGv8yaNa7NnJWkiHHQkkOi4O+tYhCsvJlJUftrN/NJIJOcLPZxdbYWrqn9ZPzy4XlMvNe+MhprqSOiVDbBod/R93QF4yf4QV1gPXPnfGb9TRwMnJX61nQz3PeFnQ9he9oLfb4wdDjVN/aOY6PjLJ7Wkmvl8qHr26Or2/jutXcAAH/n6o/g6FcYW4spNd9V7us6ZBnzk+5d7j9fAbfdc+oj7NjCAJKRhn3NzTNtCOVxHxM4l7y5JhdGIkUomU2BJErD1VptZKMYtKhagU04WH9NT9wX9cAGdqLJJf6rWrNoWoJKHSFMUb5KilJ+qfruLhddSfqvwMSEszhD7tEuR7CkJISwkTUKitjrLBZZtQJQX549RuZadI2JUPsYuuxAUK6Y3Ff3hGTCGpivt+QZIL1+cG8QZSxEdA7AdwH4fQDH/KQDgJtw0MHdrvkcgM8BQIEueN9h9r2rqxid9wlZJwbNhk9YaxGCqWGF/ePYSNGAtlYpS343myD4sMDCwgEJM+lOHLkt/wAWX15cAy4OhgRFE5nYlZGHY0e2ioMshUnJBFAuyqIVm3JQUjaXCWQKyX8Xl+iwGQemJaAEQ28oTGLTkWtt14I8RMkpg0qZZCq6byzhw2DA9H3Zk7kOHzxqCjDpufNbuPXMaTTfQi7Ke55D6RCdLffCX/7iBfy1n/wXAIC/8dUfC9T6j29ewY4vKzPM5vjXt54C4LJ5wH/QldWoUinj0mb8mDYZTq+4UiqXDtZReJ9UPytxi9yCN+zMsXXgvsrT6/vo+NXsdHcfbxweAQBosgGWNCyw5IniICignBqc6zoFcaMcYjV10OsgmeGS95fdrvpB6RSqDopyqxrgbMcxkm+WAzw3cIpjQ49xvXYKxYCwrt21W/UQpd/Fne/cxs3SKaEZa2wUomW+tn8SAPCaOoYnB+7VXDrcCCV7FHEIo/jEsUvY976/VBtc6Lu8lK/boyFBdEIGT2+4dt483MQ3tt0rfuG5X8QzH//vUX8LuSjveQ5lQ2R7bkEYvDSE+gE3jpOdNdg2o83QhPlODYNqX/6nouDH5syC2tydCWBbeFAz6nUfFnKYLIRAhfpxNUkC5ygYXFUCV+q5bN5VlBiZagohCaZrF/ztbeiCnpH4+RmhviCxMC3rJMpL2bNByTlmZrsGyxjaFAswZqusy3VZw/QsYmwSoGZybaugVS33ZcWAX9eVces84Nb0NpQgO4zqyllpZ/QIoTyzBnvjPrAoiagP4FcA/A/MfBj/HzMzFsilC//388z8PDM/n1Jxt1OW8gGR+zGHsqR7t1OW8gGR+7IOJb27nbKU70B5TxYcEaVwk+qfMvP/43/eIqITzHyDiE4AuPWe2lpzO8fJ6SLEqY2PJwuMvFAmQUUxIVHBPzIQWM9KnEYyj1Le3JEyy0S6NZj0tJhpvxVT0AI7SjoWxWyUFLYHNhU4QM8iyyvnCN6MGFFaWJH5rkK1Ktsk6y0mqmjhODAkrTC6OGGYNj9dTTDrblvUuZiFZyzXGPWaPERrOaoIMkVU4NBqdjAMAE6tsMe6BsmGexlvXzmCR75e4/L7CNK9b3OIGaNz7mU+9b1v49/sPQkA+Nip6yEI+la5gmNdZzFd6G7j7ekmAODN/c1gne3Oe4FRqcBYK9xWs2wSNJ51mSiLYx6KPCyLUKh0UmU4s+basSCsZg6a2y5l4dwsJniy7wyLvShte2kT5H4bX6g6/N+HumJVncr3cHXuoMsj2Rg35sNwznWfSypTDbp+K7uWTlD4IMuUDJ7vutRb35ifwic7FwEAl9I1vDY/Gc55pueqMOyaPtqaQy+PTwW2527ZDeP2vUcv4ndvfsiN88b1AFdemmzgSO7G5zObb+HSzFmdjw9uheD00iQYNe7jeH7jcoBb/8bt57H5EuNmVL7lT5L7NYeIGZOzzho/fKIBbjhCDPWEhMVKyGt2rQG8BWd6JhC4qJL4QBe/Flk3tZR0WUjVFYEerStDlxFTO4vWHAvJe1mJRcYpO9o03FrQrnMmY8lLWYk7ghMIszuT9UOXi6zOgADlHCxEYl5YdwPrvMPI2pRlM6lsDgYKz66spXgEsgOE6i7UuOon7bEObHopHM1xDuBM2oECSn9tvg/kN0dQ98iiJAD/EMArzPx3ov/6NQB/DsD/7v/91T+pLYDBe46x1L21hr3H3EJV7NkAFc5XKQQpMyHUOtKlo44CThm1E8JF1PvzI3tUNZFSi3JU2lTMdUBMZZPJRAHJgFoVZQWJ2yQx41UdwZKahXo7J5lkHVduAoigUwDzTYv00E+sIQdGFJMwITllUBQw2foZOeEwKc3AQB20GTUYjQ+8zPYUKl+OwuYM7Ssts2bxaSaCuVNNYF8DDbUCF+1XBdTbDo668OEb2Dt3CubL75lFef/mEBFWX3HK6+v/7gL+/I/9awDAL7z5STyy6shz69kUV6dOEVyabgRa+2Z3gg2f/WNUFwGauz4eousDq+dNinXvq7pRDnB2xbV5uV4LvrkiaXB74pTZRm+KralbIDtJHaC8VBlcLR1U+Eixg1s+WV9pU+xWHj7tT9H3+PpQz1Bn4pvL/SpX2gSbXokAwKFXFk/1b6Dvd39HkkO8PndZRFb0DFO/21rVU1xrXN9GpoNtH6X7kc51DPy1j2dbuGmcArU9hZGf4L9y6xk8ecSd81vXH8P3n3wDAPDa4TF877pToIosHikcvGdBOJq791KoOmRHyXWDj3hFf61cC1ll/o9TL+CfP/cpNL+D9yT3cw4xAb3Lbkz7bw0xftK9A72vw6ZPrdSSb7RSQUGQIVj/TZCl8I3aTL57amRzaqKsIMmUogxJkT8rZTRD7/s7EJ+5yRlJmwSizyFsQU/Uwua0hTRVQ6FcU9O3wUfGwIJvv13/mh5HLheE9m3CwQ+vatnss4oUbk2o2jVmX8KtTO7r6gHI9sTXBgDT4379nkLWnlwgx5YbAQAchXCBAFUJ870N9D54DJidHcJeeXcW5Xux4D4N4M8C+BoRfdX/9lfgJtQ/J6L/EsA7AH7mPbS1lA+mLOfQUu5VlnNoKe9b3guL8gUsRHktyA++7ztuuJ31wfki7CrmqypYYWTFwlE1JPA5l3RbscndXgNgIYcaELEcI8IGK4mn07WUmEknkobLphHbSSM8fd2XYEtVEvzmGKyiXG+5MBR5JlalqiQORDXCDlW1i2UBADUnmP43l6ChUsH2Ba5st4HJSKNZEfO8zfxf9znEt6gaMKv+YSoFU0j73MbVKAb7mDuUKsS7IbWgdieXWrC3ci7d3MCFr8+RzN5buZz7OoeYsf8RZw196jMv4+Wxi+H67PkXA3ynyAbCQ66aQIQ41hmh47eLK+k8QJEfXr0V8jQyE0aenXhqeIDLI0/YYELuIc1nN67id685yE6TZPXvpSVOdB2MeTQfYbv0JVmaHjZSIXI8kru+Xa3Ww28GhA/ljgV6udrEdw88tDjfDOzHrqrweO+Wf64aG3rs29kI1tlm0sdVuxHGYd84/PFGvYoPFe7a48kBXpydAwC8QcfwmL/v3Kb44s55AMD/8uSv46h2Ftn/vPfTOJ+7SgFXkjV8ftc9+2o2xVf2Xbmc872dQKq5Pl8N45wQo/Af04nsAD/UfxkA8Ld3nsbxLzJuvXcW5X2bQ2QZ09POih4/XgM+52azWQsrodQBBoSlQDIBsYMm4fPLtpYUI6S4o7ljLAM+draNZWsIzaCNmxOYiCwCEUzVEgfHmmE8ssUZiyWVMmynXTOUxNYlYoWRWWR2BldJJqiPTQSpUlOBT/WMFkp4hXEzYs3ZjEPqQaudJdbep+NBYpu44G2grQ7QNhS5iRKXI7ftc2B4zqWgtC6F0AcCxmfdcfc60HlrB6r8NslFCQZwywG0g3fWsP1Rt5D0bpqQsWTBRRwPRBRkTSaCELXoOoqYPaZY9N8FmLGWG1gdlZO3EnrgAibdYTITWDI7FJ9d0+MAS9qUJQecjZhGBMHNExbFoRB1Wkxxl6jZn2Mo5APk3IYATo4mpbXiU9MHGvUF98D5q53oIwHgoRY1V+HDIEsR09LKx0wQZljXgFsIhhjYdwv5s9/1Fi4+8xiaVx9OprfBJfecL/zBE/hnP/YPAAB/9e2fwnPrLnh5mMzCgn9ttoqez+xRW43rPrPH3KQhWfEgmQU/US8OymbCph+v2zPxr720ewr/wam3AAC/d/1CFCTO2PeKsrIaRz20+ETnOl6eOkX8dPdKgAEfybZxs2kDsVPodjMBxtifM0xmIf/kdr2Coc+4W7PGF0aPAgCOZ4f42fUvAgBuNsPAouyqEqu6PT8JQd9Xq/XA5Nyte7gyd4r27fEmfuToKwCA3z54Ap/bdPjhc0ev4K25C5DvJVVI4KzIhlyaM5vh0dytbOvJJIz/h4pbKPwqaUD4uzd+BADwf5/7bfzj538AzRfxwIW1QnHbl0e63EPycQdDj26shO8Jq3X4XimxsPN25eXwPZmonBcKAxq1u2iEsBto8ZfVgwg2TICm3YQ2JOV10sj3l0AyQjRRDcxU3At2pQH5RYnJ/e1upsCqdUeIG8cWDOXXRV0u1pWL2eWt0dB05V56Ju6ReO3UpZDXi33JV5lMgflR1+l0AmQxJahdbpqozYg3UffEr9caHu053ZuuzckJQnVqFXw/WJRLWcpSlrKUpfz/SR5suRylgOMuTmh0Okcy9eyZQgXYEBAryWSQigC5mNCqEUstnfJCkHYbg0EGAmhYIGnZlQUE9uzKLsGm4gCO78U6LouxGHje7qh0RQGWpEYsuKbHYSeXHSxW+g7Vw7Mo1ZhCSI2FSknaHQBqrEN/WuFE2E7NwACV+89qzQZLuDrSQHvyiekbIPfpv+YKyCJzOYrhQafdvilQp93WEXpn3RbsxdcfwflXy8B+eqDCjEPPovzhT7yEf7T9GQDA02vXse2JDfu1sBbPdnax6UsPp2TwO7uPAQA2izHWPfvxDZ/FH3DsxLb8zKTOgjU3zOchzRSY8PkbF1w73Slyn6pre9bHuieurGXTkPZrt+kHMslWMwzW2dTmOPCRtjtVPwRcX5xt4nzHwZjryThYXimZEMv24eIGLs4k5u7LM9efDT3G3Jdv7qLEO5U7J1d1uNd6MglW5FjlgRjzA5uv4cOFS+f1yuQE/sJbnwUAPLd+BUPP/FLEAXq1rAMBpquqkNMyJYOZDzDfbfrB6pyaHP/jif8XAPBzl38QJz5vsDV+8HOIjMX0pHv+5qkxZlvueVS/hp36xafU0F2fgm22SGJov0XbNyEvpdpPJf1UTHxjEqsw+p5tKqmxYCW9n83lvJh16SqG+xukHO6rD5IAk+qZgtpNQ/vBBcHCTKeINOKIJBSd4w81BwSILAXY03QlLVgyEdvI5PK8802p+k0M9K76NlVk2UVMc10Ji5LSRUuttShVI+6jZArMNj1EeZORv7MD+naBKNlaYMfBAYOLK9h+1i1E2dguZgtpxzy2LyP2j00BtBixEWopRc/pFEELASxmKmmPkzkHBcqEhaShcdR9O8uaTgQNxH66TBIv20SUWtMRGLOOWFDpSC08G3ulgyqibzIC7s+JdR8TADXVoR1OOKCe1BC4DeLOWNq0EevLEOA/Vs4sVMc9gB1Hg1OrEMhLuQH5j81OE8xuu4X2qe++hGsfPg/zLQR637MQYfVV5xv6zS9/DF/6cUeo+9Mv/RyO9d3vR4oxhj5o+na1EnxPU5vjvzj+hXDc+qcmTY7SY9i7ZQ8T71Nby6fYmjp/34neLCgCwyqUqlnJ5uH3QT4P/rtCN2j8qnVgOjiVuXm/1/Qw1K5vm8lhUIJnsx1crpzvbJDMcHHmqGjHBgfYTD07kWrsGqdEbtZDPNu/7H+vAivyZj3E8cStMDumj3Vf9O92s4LTmWM8fm1yGgNfUrmySchv2VUlXpo+AgD4n479Jv5w1eXA1LD49d2nfd/KkCfzRH6AHR+jMyxmuO7DHI7nh8EHV3KCFR/te4Au/tqlnwQA/MvHfxVPf+qjD6lcjkL/LTcuu18bovcJNy4Hl1bDBhBkQ9AxgOCLznsV6rY+3jQJK6jtG9BMgsFjzRQzshFtkAMTPIMoNRMFcRcSWkQNgIEkXWj9gKZvQrJom0r4ETXCCo/rRLpwgPa+ElbAUagQgODDT3YV/GfilFswAjgEqkNhIbi7zUwCK6XAqjVZL6kRXe8qmEc+uETakXqYJLX5CMj33MWHF4C1RzbAt5cQ5VKWspSlLOUDJg+WZEIEGjrq4f5jnVAipylowWJq2TOq4QBdkoWkxipZ0nZFDEnFErBtU4QSOawZ7M2/kAYMgFUCh8ZMS1UjFDwF7u58VbXEhOiSUPfaY9mF5LsSr6JLQt3mh9QIEAMXQnVSmxXMod+qFAbcOrYjmINTBneb8Du3FVUVoLx1ZgdNgCGoMOCyTWRJYQeWD+eofAFP6orpy4aCpcxz7QgoAJBYnPyYY9K9fvMIzrxahqoMD1QYOHjcbRH/7Gd+D//s0KXh+vSJt4Ml1ddlKEPzeO8m/mB8zh13b+Js4iyp35w8iWs+Tu1INgqkixvTYWBCXh6t4TPHXMzXywcnQqHSXDchkHxUFSFVVz8pccyn5AKAj/UdPtNVZYAZV/QcRxLX/u1mAO1f1JzTwKK8iKN4rv8OAOA3dp/C9wwdo/Kx/Ca0ZyeNbAfKH885ReYn6ZPFNVypnSX4bPEOrjXuGdf1GNbvZxVxsMKe6N7ABX/fFAYr3hL8neljuFGv+vGc42zHjdvjxQ28VbpsWGvJJFRAaJmh7XH7vDGRZq/p4m+f/xUAwH9z5Ydx5EWLm1M8db7A2AAAIABJREFUcCFrMT3rLM/qqSnme+6YO0YKvSoGtZVDuk0IUFfKImurAwAw7bdV6hAzajIKJoqa6BALm8wkb2TdjywajioLjEkKL0duENOP/1ALsarB8iLA9CJGdjhWgcnZDBvoXU9KUZK6zwXL+bUzZyifB9d0o7SCqZT1sSmDPGJPjcQu1wUja100HaDc8KjVYUSSiQgtjonatiOPGCfn0JUUcGYNVL5czuAiI7+8++1T0RvM4JHzUQwvlYFF2RnbADOqWqiuruK2u5QsoNrSC50Iq80kEaeqJQCciUBWlI6JqlQHRqXhkAfN6sVy8q2oWl6Ao8+2H4AkKOWEQx/IIgRJ6pIw9zXXqFTIPdunWrNAe85Yw3ofn5mkYrs3CqrvGrWjVGj8hgIrqxiWKGcOP+DMwhYSDoBEIMoWzojzYZa7HVGCHQP2CpcyC/bQqO7XyDLvhzAKV95xsNmFC1vY/uhpNH/0ECBKRVh5x72of/KFT+Nv/eAvAwB++fLH8cjALcITnQffUG2TUOLl3+2fx7bHTw6bIrATD20HH/XOgrfSTeyWbkw3O5PI30Q4t7Lr29Sh9lknqVEkwqVuoTlFjBuVW9hz1UD7ndGKnmHFQ5SFqgN8p8HBd1Zzgmdz159XOifxnw9cdfKXqg4u1c6ntqonOJk4ZXqlWYXxq9xH0onLTgJgRVUBruxRhWuNU1hn812cTD1z0BbYUO6bfKs+GhTok8U1/Kmuq/r9T/e+B2d98a+MDI6mPp+sKnEuc4ptYnMcSw/C7z/Qc2zMl6uTeLq4En7/+7d+AADwD8++gMeefxr15/HghQjdy+6Z868PkX/SPdve9WFgTubrM9S+Ojs3CqYRsMv6TaVODEzt3pnqRYHhlly4Dfx64H3aXGrUG+57SvaSsM6pUmBJkKxVUBIaAM3BXcCZDUzOdLVE3W6KjWQj4YipnR6ooDiaqUIz9GtSLSV4HMM68tklslbYgaxhgQheSSgBaUYdjANC4/O92kQg02qNo2QYi8o9JLDvRGELFe6eyYSjit6ngPm5DdhbS4hyKUtZylKW8gGTB8uiJAKGbnc5OpMHiNJkJFYVxHw1WRQDwQIPWi0wYLYvLEpOCDCRhTVpfxdHptUM20KgNQdmoy7FWrRR2QnWkgpngcFICJnd6xUrKbAMkO+543JVUmAV2wqzkz5eKopHswXArdM62m6QtrAj16FktUIzaZkx4nieH+bBUqOZAvfblN5RPsnMCuwCSK69qCQG1yoKriMUA8f4m+90UPr0aJ1uhbXTbtd/8fomLrw0xzsPiUW5+6SzsP7X7/8X+MLIsSJ/7twXcaNyFsr1chiCuy0TPtl3MWslJyG9FeDYhIAjgXxj6vI0PrZyG68cHgcA/CdHX8IvXP5eAM4iGyVusuyVXaykbowOosKmg2we4uw+s/4mLvmcRWvpBN/TdX24kIzxZu1geqXmGPlcdBtqgjMeunws3cGX5o7s8TeOfg1tCYRd0w/B3V+bn0bq4e1VJTjfbaNCXsr2GgB423Sx27TB4IcBkl3V02D9PZdfwW9MXG5PA4VveChjMxVm5vV6LVwLOMsNAKY2C0Vm3y6PBkZoHHM3sTn+4rHfBAD8d9e/H8e+bLH1ECBKMGP0qBuL+mNjTLd8LspOE76tcq8I36Pu1VjfdNbyzp5UcK8mWUBc7DwJbgeKUBYzbJB4ZiNrhhr575IgVlsU4xt/q6oksaqAgKzECS3rgzxAiGQItmU95xbpdWfZ1QMb1pvstpT7ab9/ALCFDQiPniipKFIqqaRQiiUYu2jIAklrsUaIF0Vrtp5HFcOjZYMJ4JYwWN1BvGnPUQhB5cTA2Bej718Girdvf/sEejMAHLgPdPjmFDc/6bDv7rbBfOgDipOYrhr5v1J5eFVLnHTTpZDhxCqEl68qltLvUVLltAJMO4gQeDNmWaYToBq07Qud1+SiTJMZBbakniuJ+FeSwJQMUNzw1P0hg1rcvMygvEK0hYUa+xySXROYjUozGg9Lmr08THyKfXOGAK8cWSFMHFU04DTKo9fClYCEAFRaIEvNKFbcgl2VCcjP4mRQhblYVRpb286f86e/64/wwsc+juY9VvS+37L+slsV/7df+yx+6bN/DwDwcy/9OfzMhRcBAINkHhIRA8CV2gUyn0j3gy8FcJk7AODx4iZeYafgZibFIHVK0ECFMjpHe2MUob7bDH2v4CZNhs1i7O9b4vLUjdGb02M4krXsxwYvjD8MANgYfBVdH137RnU8KKMdAK9Xzre11Qzxw71vAAD+5vbHcDpzENqu6eNM6mDSdT0JcOWzxTtBUd42wlq8bXpII2rx0Ad9D/Qcb5cuNOK5ziWs+8jf4xoBciyoDqEEKRm8NnVKv6MrPNW9BgBYUXO86FmXlglPr1wN92oVX0oGo7boGIC/eeNHATiI8vHnnkfzBTx4IUL/ihuj3W/0cfzTLlfmlbePQA/dvLEkjGkzTWB8to2iU8EYv5nNCcbD/0Qc/OGc2rDBRCNJj0G8qFRCcogo/KghkGlZ0uJWUBMN2xdcT/UiBnTQe5EynGnUmx4O3U1g/Sto+gw9bm+GUDeSaiUZTiL2JmccFluSnxeCspNplMc33itrhHCDdCT+/zgJh3tmOZb1NVr7EzFoTAL0rrmGRhcYaxeOwG4vIcqlLGUpS1nKB0weLEQJgPoOXtp9oot832n32YZCOvFwX5ciwonsolTlckcC8BUEogDF9pAAZdtzhI2k5xyqFdRdQlwIMC6c2prFthBHbzKVsjKmy0h9jjkTxcTBCgPTFpIlnDVQbnoost9Ab+X+d8kVCZIATqpVKF3STBOBGRMWS61SC4xKatN5VQjMT7bC4opTBcGS5MXLDLRnSJpaYe4rBah+jco715PEBKalShkXLji23W9feRTHXi5x8WFAlEAolPvZH/48/urFnwIAfPTITVz05V3Ws0nInbhvuiE4ukSKd+aOYfho5xYO/Av//OFjGPvg7lyZQCD5/YML+LRnUf7R/qmFMjrab1OPdUYhXZUFBRblD62+jNd8hv+niyu4ZRy5Zc4a1z2zcUOPcdkzHgtbhbRaN+o13PLQ4jCZBvbjn+q+jiuNs0bPZbfR8yUmNBjXaqno3Vpht5tBsNRW9DywJa9UG/hU11UHOJnM0Gav+1rdDxafgoWJ9r9nfNUAwwrrHiZ9szweYusKVQerbVVPcL12Ft/pbCdYynPO8A/O/BYA4P/cv4BjX7a4+R5zUd5vmZ7wEPZTY1y56Cxh1a9hPRxX9CqU7dzvNhiNBfIe9J31VyUWlXLfSj1NA3GMtMSX6bES4lsG2JaVzJBq4DUCQqMMCcKU2YC+/H/svXm0ZdddHvjtvc90p3fvm1/NTzWrSqXSVCpZsiXb2GawicFk0WkSAiFruYfFApI0TYdOL2CtQIdFAJPQyYpXp4FuCFMwxmkmY2PLMpZkTVVSqQaVqvRevZre/O58pr13/7H3+e3zjAcpLqrc+O1/dHXr3PPuOfecvc/v+32DqpbuNcWgrKkDfAUMinir0jZc0xzg9xl4bpGkMQlWVGeecgS0sPTaU27e7TvdrQw3pw9Qi4M5oXpe0W7eHbpqVfMSsso0JYnzdHMiuV+QkFmpJVUSfTMJxObnQuPyNxpEqTV0xxzByHyKm2+z/n/XNEUlsNwIsAEj8CtiEtIRBlakhmhXyorYqdyNsWmJRWSH8tkmFs6XK7PLPwDTm5NrSXU/cPE3TJbFjS66PljjVJbzDCRPEBseZM2KtWMXv2HesP+tZFCWdswGwi2Cwn1pFklapLxKjrzru22KHoCv3X58BW0pTiyS0KmDUaS9SXQ514o56jNnGsLeYEGY4/K8mSzfc885PHf0OOSdYFECaMyZCea3T53AG9/6HwEAH3r9vWj4DvcoRNxL6QiZFTd4DMAsKM9s3IVR62QyGfSwx4ZYLcRj2F41bMCrgxZ2Wnr83sYKcttrq4iMenycKSxbpmUrGKBuLXM+uXEP7q0Z9uAX+gdwsmYYiU/2D+Meyyq8mTcR2UWqLWvoWhypKyM83Te9xavxKL5zzECvc9kEHddN3aQFaNLrEFtyTdYJ9pz0Oli2juBreQ2H7EOSBMceSxmWAPp2RhJQtEjFyscu35yTy+kURm2/cj2v4XJqroMqTzZF8xT9wb4OiCm6ltdpm+3+On78xqMAgH+z/Tn80uMM2XO47UMzoP6G7amdaWHsYfNAsLbQool9KDnCuoGS81wgtMnuvpDodM1vIAcemF2wmNAQgTm/edc3biMAVEW7h8qEk/QADM7hRAOioOWXsthUBGJLsoRD2PiifOARSxOeM3VgkaQ+He96BDkOd5QWgFBCF/scuF4qSznNHxCMevVMuoVYsxL8WCJ8G5mDec1zZuBdYJPnroycxABw8gQVOKal8t08yhRI3F1mvgOAJfSiuxcY3zMOvfyV43K2IMqtsTW2xtbYGn8rxx0Tevd2BKhfsU855bRuuHIUKLFw0pKli9YkMtYec7E4Spe2KRFHdClFQDDokq1MQUTxBm57zUuf/ZJSufCQLDMtlW9D/GAIJrzEFioct7MG3OMEA8GJoschrc5ED93PoSOXIODXU0ibEKwlJ8gx7wTwm9Ypf+iTVZBSPlVkWjMwy7bjviIHdBFKA2UCxi290L4JV1p6voSy22SZwDuPXgAAPHl5P3bdQYiys9dUOv/ikY/jI+uzAIDvnX6e3PUvdKcxG5mn8t3hKlZyAw82eEy2VA0vwYMNI6a+OJzG0EKIS0kd944YEoXUDD2bMrArWqc4nqWkjrtq5jFyI6tgd9Ns7zNJzMy5eJxc9KsiwRGrEWvwCwRRtsQAhwMDpf5J7yialhxyUU6T9+NjzYuUDnBfdAU1S1BZlQ5OHKgQO6yAXTBFQm8ARGjZXlknRuXR8BqWLSzhQyEusRyLaivVHhZslTrpdcmabH/Yo+8wl04QQ/L1ZBrnbGL43dF1pLYqjHiGzL7uqAr+1YwRvv3U8v3Y+WmFlc7tv4aYBtqHzTxUf2QZq+uWXbp7A2uF6Fty+L69b7im+2CQBRCeeV/5m/1iC3IWNAMr4DlegvJC5Ugm9QzaWuSxhEHagFQtStEw3OjrAECFHHlskRhfbUoGp9FzfphMgb6bKPtGAjQf6ICVYNLSDjNnLMFyRjpdlDRrhTWh+c6OKCJD7UgvEhCFLRh3fr1iyBwhLnXkEzFkm+J5ROHXW90MUfZ3mA83LgPB3Mo3mNDbJnq3LjaxftiU+tUVieGYTTNuMEqB9XsaiVWt89z1y6TvtlHQJeE3cwbADI4JxEsygVKWHNMAK8hOVVcGMwVaNPO6K6156rLeoJ3BqDdwjiV+lzn6rDaqfbORcwTQnjY4N4zhc7Fg8XpGiw4YoK3xq8yEgxw9DWEF4LLrI9uwfyBQzqhZgwSr0HBUZsmM8wFgHFMsvCIqOYlIs9iDbwXjjGmEFnYJ/RyfPWOYgD944gv4wyPvvGMQZetVAy/973/yXfiZD/w+AODfvvEuvG/beQDAA9Pz+J3rJwAA75p8jejrbVnFqH0SOVBZJNF3yHNyPtlfW6aol6H0sTg0E+H2apucTPbXlrGYmPf3VZdxpmsm9nsa13FuYPpuR2vXaJJv8Bi/tvGg+Wx0k45jSgywZp+wIpYRRNn0hsjsxXhuuJ36iXPZBH329XgaT9TN8S7BMDIB41jiKP0tHAoNQ3DWX8MriYnsmRR9HPTNU95Ap3gjM9fBzbyJvYHx7fxM9wgOReazG7JK+1yToPMJGHkAYBb3QjYjwRHYGe9ENI9Xku30/k8tnQQA/MLMSzj46ON3xouSAY3L5kHkyrOTOPSuOQDAublt1NOutwboLpnrYHSmg3bbzFWT412sbJj3qyMxBj3bVx8KwJoiIJQUVcNS7tyAFKPeHFIBBK4/QttIN+FDl3xihXYxVhXHI2AJJ4hSMw1u4UcVuHlLC9DfZRmDtteW33EuK5qDvgPTDHrMzDF6Odgk+i4Sw0XuFh0RM4oLM20i8z5nmnwpvT4DL9yklGOQKs8w0s0/OFjS77sCYhNXggG165ZFOasxtncSerVEgf+SsQVRbo2tsTW2xtb4WzluP0TZMk++/Z0VhB2zRCcN4ZhGAiUXaVdJyQhUvooUyOoF0xJU7hqHbvc0QPo4j23S0KG0f1k8IGWgVFpWsokpC8zTltqUnpvb0p2Fmrb3c0YPYHlNk5O/GDgWiyylcENoiIatyAYefAtJZAOfmJNeIJEOHFGksARioQK3FZYceFSdMckQzZgn1GHJkkvnHLDwBOPO+odzReeN+87zjnMNWWh7NMOJw28AAP7z5fswfikjof5tHVqjfbd5LJw8sox/98YTAID7x68Ro29DVjFhY2vuqSzgzzeME/7JxmXySMy0IPus/dEi3kgMNWs9q+JC2+jRdtY28Ni4IYdUeYq/WDYi6L4MMBMZUfb5/jQFgC5lDXzPmGFNPN0/QJZW416PoLyBCinJu+tXMG7d/iU4WYf18hCzlvRyI21SIgAAgivvrlxDavc5668Q7Lmcj9A+p702eW8+M9yLxypGbD7GJXwLXXSlxDNDA+36TOL00Oja9oQrmE9NxXh/ZY4qxH3BEi4m5nXBygSAxaxJqQfjoofTw90AgFf5DF4eGGXu0eo1/MKMIcz88LWTd4xFyZRGPGWq5XhHhgunzHcd278G30L0vTgkFERrRshKdxhC2lZCPxEIqvZ+VQxZ104g0lVYuiqBAu5LHSSopXb3pa+JlAJfg9l7Wvd8QlmgAV2EFYeS0J1w2wDxsjkWljMXaJxwgkNlreSxmbl08qwp3dyZO5uvyg2B4Tb33ciLMlTwe07QzWWpQizQLw0KUTUBzuZ1OUlcc9A8KoYl4orn7BK/NP2FIMoc6O0yHxh7FQjnv9G8KDfMTV9dHMPKMfPDjMzlSEcsdBYwxGPm4Gs3FQbT5rXf1bSo+T3HKlSBO4llYTiTupT15hYszV0fTcQl2DMAgg3zOq86YSFPXfnNMifIVIEmL0oZOSeTbES50hoAJx9IOD9JwMETQ2EWJwDQDHliFzKhafECQBRklQpw34m7C7ow8zRQJEt7GrGFTngld5RfP6ceWzrw4RU3kuL0PhcK0lKKk9hHEJp9JrnA85fM5Pf99z2Ljx96AvnzdwCi5Bwjl22O22uT+KF3fRYA8BtnHsGVHWaS//k9HyMT499eegQfGD8NAPh85yDeNmIWrFcHO2jRaecVMg1OlId7R01PrZNHeKG9h/70zqq5QDwu8VrHMgm9FK2Kgd1noxV8pnuEPrsQm+9zqLq4STT93SNmkj+fThPlnkNRj2zEixHbC3BHuE49r13eBi2CLT7ALsucPJ3sIMbjtWwUe33Tf3wyPYRTiVlcZrwNOo5tXt0dk1fHpPW03OWvkmD89HAPQZSn493Ya3uFF5MZTPsb9m+NkTlzAWECQEdFBGOO8BiPNy7Qd/6JRQPV/uqOZ7H/0QeQfRG3fWjBUblmVtb6xSbiB8z11Dk7jnzcLFize5Yx7Bu8bGOxgR27zfm9vthCaE0RwiBHt20XF6HA7D2kYo/uV6ScTB3AsFmiVLAfU24d2M17ulgoaznEujWBmMhMhiMsTFi4qSQe/FHL9lyNHPtRA3mraIwxYkzqioS2zS2WOxNmMNDreEq5hZiXGNxVCYq2G3J4ZacoO496fQexqpJsgUnm8ELtZFhMOZE4Tx2TXXuO1wAANpUJIgWqN8xG64c1RubHoLe8KLfG1tgaW2NrfLON2+9FOWGears7Q0SrZunOqxxZpaiGgNC6RWdVx6qRoUvfTkdcPAPPXHUmElf2y5ARQ7LMyvRijbyURlD8mzcArJXhpgat8p2g2xu6Ck5WldO4DTc/CRG0UXXJ2qZRWmIjFb5ykTJ2WsVmFioUUY7Iam/ynFM1pyU3T4gAvFqGvIjriAW4hToZ09Clr1PAK0IoZMNCuK3IIZ0LTSGn6dA3MCUAz1NIbUU5M9bBfdOmsvmd8w9ixysJ5gZ3AKJUGmt3m8e5977tFJ5cNnqxA9uW8MiogVDbKsTV1FxnE2GPqpvJoEs6sm1Bm7ZpekMsxAY2HEof1wbmQpitrWGX1cHND8ZI+7Y4bKAZmAvwrtoq2YLdSFsUZrq7tkq6sOvZKDnt+0zivLXk2uGtU+DpDm+DGIzfPnKaKrUUgirNP+0ewx4r4h4XfST2/UmvQxVUSwzw1MCck5PV1zFuq79L2SiOBs4yqxinkoRen0120Pk5XpknKLIphvT+gfAmzicGv9rur5OIO9MC76ia1IOFfAx7bMW3Kuu0zU3WxM9PnwIA/LMbD2DbFxSWHPp62waTLi6nd3cKvmgmCjWRoTZqfr+anxrGMoDK2BBrPXP8o2M9rC2bNktlPINnEY5sELjqTDLQpKEBVStgJThCWczpvtfCzTF8IBxDMufOSgtwjM2ME9FMZRyZFaQjkm7uyRm99rrCVXOKEeypfemgVB/OXoyBROOaOYgSXQ8iLtog7nzmdZf0TbZkxbku69OL9ISMOe1bqMFLgvBizi6TTLQw/2/27yJ4Ri7fQoiSMSYAPA/gmtb6A4yxuwD8Doxy9gUA36+1Tr/aPrTWQMdc0Y2rTazebY6mdTmDZpYxGDKkI+aAqzcV0qZ5HbQ15QD5XU2ZcWU40AjA3ckiKYEop9u6fy8LvZXvVPR5zflM8tz16WTkenB+m5MAXFYV/fDInbBT9J0PnW6Uwo6UY04iK0VcRA4T15I5hlbOCf7gviI/aZkKWoyUZPAtiyvZiBxzUgvaZ1aK/EDOSZiqJAO339mPcjKTVYqR0Ls9jPD5m6ZX84Gjr+DJoyeQn35rEOWtuIbAGVqXDSz2yZeP4i/f+xEAwLd85kcpD+54dZ5SvD92435kLfNDredVvK1mHDyeH+zFNotJr2QNtHyHhxRi7e3hBs73zWKUK059t6u9FppWVD6UAflbKs2QWGixxhPKfZNgOBYYuG9ZVfG53mEAwGS9gxoKw+SUtj+fbMPBwPS3NmSVxNoPVS/DL80sV2zfrcYTMjeWmmGfZUICwDULey7LERjHy83jfDpDDwDIW9hue3aZ9rDLemCu5nXEVltzLRslP0wJRknibVnDq5YtOSLikgC8D99CYjNeFz924+0AgI9sex4HHjmJ7Nm/9pW+6rgl85DgqCya7x1erWP0YXOu156fwsD6wnZqA2yfMefi2tUxHLzLsF9fvz6JyWnzsLLertGDIQ8kwfx54pFfLKuUvGOB0hyATQ+/hYuIambwK3bxkoJMF3Tu5D46EZCFwYOvXX8tFs7vtuMTK1JWnORoE0uzZAoNgJjdxYM7AKAiwZJSm8Ur5FnOTcrr8ZIBBgPZwCrHItei3NLR1FYSpYw88zRuXuYRwKlNhJKvMFC5afazcVhh9LVbB1H+KIBzpf//eQC/rLXeD2AdwD9+C/vaGt+cY+sa2hpf79i6hrbGmx5vqoJjjO0E8H4APwvgnzLGGIB3A/g+u8lvAPhpAP/+q+6Hc6BhoIHurhAVC1HGox7Bhiq0JBIASZOT67TyGEQRSBoy2kZGDCx3eNzky2aj1SORS/0GStClY2N6uXlSKEYR1Of3QOU905s1G7KozhKG3Aq0xbBkdaWd36Ni2iV2l2FJBjBLMtGKGUYVYGx57Psq544VGUrwwg8u5ZS4XRaZ8siJsitjQwzb5sB44Kx5wDVZdUFoB2+av1jsCb5vWZ25R38jST3cd5exmPrT145iz1uMy7lV1xC0Rvsuc2z/8MTn8BMLHwQAPHzgDeytGvhOak4at6PNGwQDTvgu1XpPuII/XrkXgLHeKkamOVVwq1mNPCcjkeOVdVOhzNQ6SGz5vhg3cF/LuOi/r/kKsRwvJ1PElvSZxH3hdQDGSquI7JlLJ3DUvv9qOkWp3DWeUhJ3V0V4MJoHYHRFczYZIeOCjmWX18Fl+35LDCg+p8VTnLehq3+/sbl6u5IX8OlevLtqvn/EcoxZcsiaCvBCPGv32UfX3hwjYkgJ3TWeILbXDWeKdHwRz8hXcylv0Dm8nE7hI9ueBwD83MohbHtaYrF/+68hpjT6O8x3DY6vY+m8YdCqqRzCOvaPhDEurxjBfGuyhzUbLBxWMqysmmtrfKyH1XnrAdrIoOx8U/aC1bFwlVcsXKXWKDEYUw60zHlnbR+yiMAqh5wyoNYw100vrdroFABKgxc6OOnBswS0THhULeqqdJ61UrsqksGxOkLliCiednNLyqFsdA7vC7IR47mz28oi5WwFU9dm0Z5jwfOcQRUoUcf5BMvQWXWhhOzyIdycCjdnMwkMtpl/aL7GcKsSvT8C4H8GYGV7GAewobUu9nwVwI4v90HG2IcBfBgAIlQpLqcx38KqTfQeuZIjbVi2kOdgRG+o0d9m4coljbTiYMkCxmQa0KHDu2+esB6BuTu5ZkO7iQBQzGcaTjJQKbExS0xL6M2modmoFUFLAV5kIEmX9M0zRjCmrEmInr1ophIom/7Lcmayp2CE5qoQbfY9JwT1tVsEJYcsfNyU6+X59QzCvk6GPl2saeLDt/TlMMoI6mQlZwQpOS18XsVdIFozigMRngLn5juEfo5TbxhG3g/c9ww+fs8732pczq25hvwRtC7aRO+/egw/9e6PAwB+9sXvwN67zQI347Xxn7qPAAAWBw384rYXAQAfW69jr4XXrmTjOFQ30FRDxBQls5g1CWaMlY+mb/6W8hi2RdbvMathd8XCdNXNIEjhwSiYQtsuChIcf94z7MoHKm/gWN3AXc/Ee7BhF4UD/gqeiw1dfbe/hr6FBMdFD6Fd+PZ4HjJtYNUWT5Fqg6lfzsbA7UKzIRs4ERqI8snhLnJTuZL3sLvEnqzap6SmGOByZu7DpwYH8cHGy/ZvZXjBbtuVFXwbJXRPEfPzTLyLksH3BUtkHL2YtTCOvYGeAAAgAElEQVSw5+FENI+q/f5jQuCX1o4CAH5y4gJ+/ZF3I//iHbiGgiZq1+yD8KlR1O8zxxCfaSG199B6XIFvHUs21mrYs8M8IKxca2Jih70ONmpA3T0cFVA1r2TI2kXQpAa6lhnNgGDaXGfpYnUTq5qtmd9b1SW0ZVSKJQ+66J1poLduFllRdbl1AKCKFofveuwQGsJmw8mhcK5FoSKxNkuEy6LMmRObA84oQsExM3PTMwOMGBz2q/k9DpkV7SDXh+OJiykDK/Ma3BrrleZWpkosSg6COnkO6EKqNeKE3r09GumuUejFr8OLkjH2AQBLWusXvta2X25orT+qtX5Ia/2Qz8Kv/YGt8bdu3MprKBDVW/zttsb/H8YtnYe8rWvom2W8mQruMQB/hzH2HQAiACMAfgVAizHm2aennQCufa0dMcaBMQNv9HaF5NPY3elBCadxK96PJxiiVcuorDuIUgvQ0qx85/eoy0ncHOC5E3rTd5Cgai4dccLCcOjeV76DK3nu9skkqCnLcsfqzMZyiLY5lTwFsjHzgWjJQzJqP9wOCFrUgYK2Cd1MMorE0I3cNX01gy5Kd1+RdyUkJyFo1g0RjA/sudWkWUsTj6qwPBfUCNcSkDYKJ6qnsDp4CE8isASVNPWoWa41aD8p8/Dd9xgG3G+dewi7ziXOFu1rj1t2DQFAx0KUHzr5Rfxf848BAL7v6HN4/4j5fhGTmApNdfND00/hl9b2AgCm/C6eGuwDAOwLFklfNp9MYCWbov3PDUwlUhEZkU+6eZWe0BtejHNdwzD81vFX8UzH7LPFY9LBffrmIXzXDqO/W8nqCG0l1eIJZu0Eu2AJHYAhn0xZPRpnCruEqdQaLMeYsH6PuUJx4a+qEPdY1CBgq7hkodGDwSKeHJpK+2S0gLZlMJarNwD4WM8wLR+O3sBOz9pqjV7ENQuXL0uOKUt6SbXAU0NzDpfzBqat/q4pBpRo8Gx/Hwm9t/vrlBLe4BIbBZyb+vinYyZ+6KPt7Zh5WuLmm4cob908pI3RBACk+4ZIrhgST3ioh+0NQ9er+hmu3zDndNf2NdzcMEVjdWJAfpWVWkroCPeUMWcAwMMSxdBT0AXxjWkkK0UfRIMPze+qGjm0MOfRr6dkv6dC7RjWXEMUqA8AbqtLxjSSxNn1sVIFVBBUwEDaWSY0pJ17dKDAChKL50JaeeoiwsC0m3s0K7WMQAGrqkQaYWUSSylNoBQCv8m7EtppjlXgROI8cwkFUHBM9gHQ2Wd22rzAEFxZA0tL5/tLxtdc4LTW/xzAPwcAxtg7AfxPWuu/zxj7fQB/F4bB9AMA/uhN7AtYMzdHuDGKwQFzosO2BiNaqvMjK6e+auZOhIyAwtyBaXfyyiWuiEExOsr/EjG4LX1F4gSEQcf9rfKiybNSbEPKSNAtK9qk1AJgGSdarWQAszh1PJ0bOjBsFIT1iuRrPmHWZYowJAMvfCA5yBRaxQLc4vhKw0XY1BIyeGVCY9Ap9d0Kk+TUAy98LxOBsGYOPo092k8ZlvR96ZhhXCP0zfbDJMAfnrkPAPB9x5/Dn+19O+SpNwcv3cprCIyh+bpZdD720gP45Sd+BwDwK3PfgoPW5/FYeA2hffqYEj3sD8378+kksfvOJ9uxnpsfX2pOVH+pOY6PmJ7U5eEEeVSGwsG4dZHAs089/2XpOL5t8gwA4KPLT8Cz2Pb2epscSDhT1BN8Su9HN7oCwHhUFoLuPd4AnxqYRfYdlcu0YE0G63g6NrKFGdHBTWkm41lvHc+nZrLcIVKSCWzkVZy0cTyx5pRV96XjYGDOSUeHuGyh6l1igOesYfKBYAm7PAPDrsoapXJv9zcoUmfK65B8YH+0SLIIAASZzuV1PG773KeSBJ8emov6w83r+MUT4k1DlLd0HuIM9XlzDUVnGxAnzYNG92YD9nka27bdgLAQ4vqgglrFJt7nHqo2RoczTfcWAxDUzTWUJa53jUQ4FmJVOj9arku+lBywfbSsHTqjY8WcGDzmjjkZSvgVJ+UpYm5EPXfbBAqsb91OpgemhQErH7CDhZLgSggNPWLZmz2P2JIs5dD2GuIS5LPrdxlkVDAqNYpJTAsNr1tApiWxd+a4CbxkmIFyHJlTrNBcD2w2udce0LhsPtw+rDDxyij00t9MXM5PwDR6X4fBwv/j17GvrfHNObauoa3x9Y6ta2hrfMXxloTeWuvPAvisfX0ZwMNv5fOMM+hpA/+sH/JJ/5COlNIBPFCiN8uNJg2wNi5FpZYbOy3AQIjFZ2XoPqt8uMqoNHjqqjbNS7KUwAnGy1EUMnT7Ub5rlMp6Dv+GFbm2nPBRNiQ8C1eyvvOfRE0D9olKRcppV8p2Np6CKj2BEVzpaajCizKU4IXdVuKjUjWPPVGUQYfmCSzwJKVPa83IciioZiW4kiO3VVtrrIf+0MIikhMTSwiFNLffWTG865AR8v6nUw/jrsvpf5UX5dd7DQHAxgHzA/7mu/8P/O6acaf/4T2fwZnhTgDA0539eE/rVQDAn/fuIdson+VU6Ux7rmSPWIazA1O5jPt9EibfW7+Ki0OjgztcuYGXeoYE0pMhlL0oHh6dozie55d34fiEQcj215bxtIUuJ4MehlZMebw6j5vSwPQPhDfxWft3I3ad/u6GCoiF+FS8A4etJm6XUJgQhkhzOp3AODdwWqwFVaZPVBbouC5mTZyMStBEaZjwV2BSpAQhbiiOfb4RaGeak93ZyahDNmJpCWuaSyc22XwVMT0NPoSCFZ6zAf5sYD77SrwPPz5m/DA/9Pp7MfPsW4IoaXzd85DSaNtrSN7fxcCSN+4+dBWXloz/5pkb2zDW6tm/x7DeNtuPNvto96wwXAqEUSlZYa2YlLRjTg486EKbphlQd4JrZj0t2WgKLFuoM3fROaoiaQ4wnpZugvJs5RgPAniW6JIPPfq7YIC2JJN4PaL3GddgFiVSQ28T+5vbeUuFrurXVQluiXJMlmJyGCDr1me3z43WDoDoC+QNRzIpqlGROrKeLDHXNS8xJEtgAyvJhplySS9eH+juNRuOnmHwr3wDxeVopcAWDRtp9EIDq0fMTVBd0mDK9cuKhYbn2mUpCdcXEwk2ZatRGrhCydfMeVcCoCRdzZygO2uAFi+TXFv8XScfUIHexOzJG4p2lNVtGV8yKhVdQfvJG24h8zY8KtcZY9Bj9sbo+oC9AfTAA7cwwaaojKzEuuQaoV3I0tRDantqeS5QtYtdfxiQp2URfQMAaTdwCcSeolyrTreKkcaAXktZwJsu+6pWSfD01VkAwHcfewmfOXgS8i0KvW/VqF835+7Hzv49PPfA7wEAPvDat2M6Mj/s0fp1gsh2BmuUm1YWRCtwNGz+WsAkxq1VwmpWo77S3HActQK6BEdqF4LJoId+7ghTBVvy6NhNWsh8JrG/atiMk16XFq8v9vfhcRtzEzFGLEcAOGahxYV8jKj+x4IbGFi85nRapXy3vgppgVvIWzgemoV1PnduJYeDdazZ+a75JVjNReumcl99FZke2P2M4J12orqa93AmNQvWQb+Lb68ZOcOKlDhlBd0Hgx461rsygMSsXRxbPCG3FnOc5hj/25HTuGIvx4/t/wscved/fKssylsyNGeoXzPncTnz8KF7jTfon1w+Sg5AeeZh4JkHw2Z1iOaIOdcVP8OGMguZH+QE7Se90LAbYXtfxeRczR0MmDNiVMLXtI3q+2AT5jrLc+dwAqGph+VXS8zMlGO4bj0wA0lyH+YrhJY9ncYeYEXrup6DrVqWZitDWcddQKks4S4Wh8E9gAPUfslrIJmAFqD2i2YgRrkux4IJTYtaNqJdH67s1VuCK2XgCgUvc6+V74qbdASoz5kPdO/SGN07Cb225UW5NbbG1tgaW+ObbNxeL0rOgVHTJE+aApVl82SQ1hk1EculqYyYY9Jox3g0cQt2e+lKXkMsKbZn8CxJJY8c/MikgSOL/ZSZk8UwljTmdfkJI6s62FAkDFnLkjQ8TX9Al558WM4IAcgbkkTcfi1Fbisv7SsnKo9KTV/NHEGlkUPb1ABey5Ak5ssKoegJkgGIrSed70vaf9oLiH1V6GIAq50R7lGuNzAnulJNiBlWb8QEY2rN8I8OPw0A+PfPvxN7zyXw4rcOL92K0Z41P+CP7P9L/HdX3wYAeGLiNbQtbu0ziZcGswCAQ9ENsskaaI/0ZUq7Z7sL8TZiAAqmMGpt0q8k49jIzD4HKsDhmiFm3EibBFG+p3EGn+reA8DYdu0OzH6qIsF267qfaUFV4f3Veey1LMSb0sMjkam81qRPEN+Y6GHaEjYE0/ALjZuq0vvfW2/jUjak9zO7/zER46Bv4LSPrN+DHxud+2vn76Pt7fi2moGbn0sqAEw18FA4wJXcXCsLeRV7LMvzTwcz5IfZEgMSs2/IKqUP1KIE20WXznPZdmyH1cq9nrkK8YevncTkyxmu3oFUeKY0ujstpLvvDP7o/HEAQK0Wo2M9J8cmuhgm5loZpj5Cm9Sx0q0hsAjKSDXG0qqZz4JaSho05ikyVOCRhO4Vk4mrhphkUBaKZJXcGTCk3JUdKQe38GMWey6BRDIIq2fViqEoO7ViiDtW8+orIqjwUEKN2H0qRlUqr+QGpoSdw4q5y1NAYS8mSjE3DCVrQw3VsKhS7CpWLTS8jmVmCjcf84TRHMsTB3UWRBXAaOIKYqH2XAUHbc03YFpTRaL36Dl8/SzKWzqUBuuaySNsj2H1HnPEtWuK4EQtQL0dGTBwMlLeHJmAEmzISwzJImJBMwczihTuBygdsUhLUKTnhIWqtA3/CtlwytfghEczEkDyIYffs4JrodzFKgFtcdKsEzrsmzsKr+r5dJHxag7VsvBVxh3OnghETfN60AuJCcmFgm/3E8c+7b8MbfBaVvKclIbtBaA+MqRF0+OKYnRyyREFFvLIPfyH048DAL7//mfwiS8+gfzMHYAotUZzzvxQP/3MB/HH7/y3AIAfn/sePGop6G1ZIZ/JvgqxaPtHzw3vwgOVOQAGNiv6SRNet5TXFiBU5phvxE30LYV2JmwTzNjNIvRz8/7vrz+Md9g4mLasUML1ctqgRVRqDt9epAf8ZTSs40Us1SbWYtF32+F18EpqDI1PhNcwaXuulzNjJF2Mvr2YHwjX8IXYQILHgpv4nJ0kfmDkLK7mFqotyQQ+3LyOv4rNRF5jGckfNlROcoKzaYiGfYp8onIDr1sx+GvpNB6ovAHAGCnvYqt0nmEXuGXZIFh4NliBsAt0iyckov/VHc/i8MkH7kiiNwA0L9ke518ew9hx09dcnh+lFkGaeyT0TnMPO5vmoaSfBGhVzAlW2vm/as3IeJlxjdzm7amuu6fBQdlw2lfghXNIxIglrWPhqPWedm0KroktCV+TlAcCSO3Db310gEHf9tJj4XLchp77DhqOF8BAZhLcV1BFOygRtKhBMZpLvIGTD/CMQRWLYO68flnOIGu2H9fj7n3tFiyeOYkVYlfc8NQVGszVDNAeMJxyfb0iLqe9X6N56W+ORbk1tsbW2BpbY2t8w47bW8FxBm2F3usHffhd27yslGNxvjyrBmrz/5fL13JcDjEwZWk/OcBsXZ5FbFPFV64Ei8pNc9fUVAEo8FQFzjfNG3Bi9mjPNYNVRSGuF08bpRicSFHERTl9GwpQtkks+hxyzFnzEBxazyjaBokgWLI+MoSybMl4GBD5hHMFZp+E8sR50glfmuoRgFfPiC0Zxz6xsoaJv6kSDOxTrJQcD83OAwD+n9Mncdf5hNIabutgDMvHzTH8wqO/iT/s3A/AeE4WkTTnh9so3TtWPq5Yn8Zd/ho2pIEBVmWdqq0Zr00Q4huJj8tD4004EfZwl8VMzvdm0MvM3318/CJe7BhGpdKM3P6n/Q5e6RmnqOONBSJXNERMVczRoIIlaVCMi9mECzMVChEz33lNRsRmnM9HsGAv/HdVlrEize9xNQcWcsP4y3SHSCkL+QiOWJh0WQEH/c0CbwD4meUj+Gfjxr7s2aSGxy0T8FwG1KTZzy5viIO+OT+/3d1JnxVMk+fkhqxit7U+21BVjNsq4bp0bFWfSTxnReLfWT+DkJnP/tzKIUy+pHC9FGp5O8faEXMdzDx4E9eWjM5wdGcbSWYmgSTxUKuY88KFxI2u+Y19IXFz3bBma5WU/F8516jXbbJCp0Z/h9cz6I45j6yZQttWgA4c+Yv7ivSseSRdbE15KEYQpVfN4dn7Mh4EVGENByWnKAboIqYnZ87TsjSvlL0e5cAjvR64JigVnoLXtho67hIEsokcvC9oP4Q2lSpHph26Bs2oraTFZhZ8YfnFtJuz8yrASqehmHdFBvR3mfMwfpohmP+GYlFqYMXg8WPnR7BSQJQ3lFtoBKPFRaSaDJNV4A6ep66PZv7R/EcGTkXPtHtfBUBBHaosa0oM18z19bKG8y8t48LwQeW63+aQFcecJBGmYsQukjXp0nAZKIICDJTczQaCfjCeMeTbLPtq1DmZaMHgW5w96/t0XLyeEYY+Vh1iuWtdFaoJ9eCyoU8CVACoT5kJtbdaLdGFFTEtw2qGzPbsxls9bPSsEW2QI7Xp3qP1AZ49Zyaq9xw7hxcP3Av58p2BKMfPmvPyM2ffj5cf/m0AwNtf/hAuVAxM997Js9QDOjPctSl1upw8XUCI17NRMkBOlIcpu0AY02azQOyobCCyv0dXRthRMRDowmAUicVVHm5cwuGafViBxmJmHubOD7fhu1pmQbmS9zBmc0A2ZBXvsJDpgvSQ2e+z34+xbK+DmOWbInJ2e+a3+avYJ/F1g8cYs/DmJM+xYOHT+4Ivf3v/1ORZ/F7PnKt3RNdwLnPbXbaykFVZA2DOYUsM8MLgLnMeApcwXkToAMA+fxl/0jfbnIzm8JeDQwCAA8FNHLBC+1fSGfzV0ECdPzlxAb/x0LuRv8W4nFsxNANal8zvfenCFN77iPHf/ORL9xCm5dUydPu2v1hN0LGv61XnPtHtVUimM+iH6Bb3vQJlyemEm5w2GJZ0kcWGlBu5EAC2GtBiJKq5e5gFAPKK5DQ3KMnMwgb7cGy3Z5Uc0mZFikpOZg8q9Z3Am5n2BwBoycz3A8BK+2fSFQGyZvLeAMDrc4IoRVtQVh3vC4g1twjSwsncPM1TJwYHd8WKjJz0SjO3iXDqC6iSGBwA6vNW6H1Ao3VxDHp1i0W5NbbG1tgaW+ObbNxmFiUDWqbU7+z2XCzOKCe4EnA9UO3BibWZq+C0V2pGSse6hC59lpW8KMHoSSKrM9qeZyXtW+KgTq/HkLZKVlqWQOL3OJiFVNIxZ7vDcgCFtY1mEF3rAzmamycjmEqu8H3zOxy5hTGzigQKwWck6QnPD90TGHIOb8Q80gShq7ZubjSIKDIyMqSYDekpKOs3NzLTRbddCAidtZBWHBVrOaQUB7OpAb04RG6rtkYtRibN6/VeFe+714in/+L83dh/Zghv+OVtoP4mh+YM3V3mmH/40JP4uRVTKXx49nN4pmsCWXsyIhbl3dF1XIgNYePR2kWcigtokROxxGeSIMRj1at4qbcHABDyjETiIc+JaXmqu5s0bnnEMbQX15qsY5tlDAZM4kTFkF4O+Qk+1ttr/1aO/xKb/X+ofg5PxTtoe0oEUAkJsR+LOD5n2bRX8xxz1l7sgL9KMUCx8nHZEmmuswxvi0x1qSDwldrvu60N1zavDmEh0ylRwxuZoatFTBKJZVz08N0jpgL9YnzXJl1hURHH0sdeG7S6kDcxaxO9Y+1jh2e+z3PDu/Dftwxr9F8sHcPUCwo3+l/hC/4Nj/42aze2fwWfft1cQ9WJAWJrJTY91qEU79DPIS28k+Ye6ciUZAQLCqEg7X0jfInc3ruikUEVsVeBhl6zEGUkwTKnHSvmOTkosSXLtxfX4BUn1paWfCJqOZR0RDMKOs45MTO9kRS53Z6Fkr4P9xRQ6Nd8DRQVZcbJEAKhhGibc8JTVkKwAFYpAljL1Z+DE6EBYauzvOKsyUTMNs21hUWX8uG0gcIxJ2XT2TZyCQwsi3LsFQ1v4RsNorRelCPzLbT3WuZe34kARQIgcK8HVi9aZkLmFbeolUtZzRwDUwu2qVT2BnZBaTgsWGSbmZnFd5Chi3HQzDGEys4oLGe0TV7RhE2zpLQmx4LYS6IniF2U1zXBE9AgGIL7iuDHtBegPmZW0yz2kFscn4+6qz7phQist2To5+gVkEojRtcucMNhgMhuk8S+yZkDEEQZhlYOEFYzVCLrQ6cZ9eByxVGPzNXXDGN8fsFM0j9w/Bn8vwefgDx3+wEApoGxswZX/vkXvhWfePu/AwB8ZPE9tOjMx+PYGZqF5oX+LL6taSCoDVlFz/KWJ7wu7rOekC8nu2j/i1kTkxaiXExHCH5MlEcZcC1/gNMd05d6bPR1zMWmFzaQIW1/d3QN272Cxg+iyj872I+T1dcBANdlQDBplQ8wZSUAq6qK6zYP7hO5InalzxSO+Cv2s1WctYvjdn+denCH/A6u2994r6/Qs4zQCgsgmPu9HonMxf7JgY/3VQtPToXTqTGRfnu0iGcT02vKtIeFko7mmu1pjvAhReQcDG6SL6VgCqu5WXBngxXywzwWLeBUYr7Pv5x6BYfvezvyp3H7B2eoz5vfZu7lSex8wMhIFtsN6lUtrTfIMUgqhoplE1f8DBuscDLhtI1WDLyYwIVG0LDQZTckiY/OGPiYeV/3fVrAGCsZq3sa3LKYPV9CWajT813eo5TcOaUo0ENrngnyzwQAZR+W854PZucY4SvktlWiOyFF9jDFwArhdlCSAHQ95OO2t7/ow2/bhX5UOvF4RVEEmaor8OVCegAoVTz4w0GRHkqygs3wo2OpmwgzYHMRI30gWjL7GUwzjE62gNUtFuXW2BpbY2tsjW+ycXshSsaACcNY6s/4VHbmNUbRK0rApXv7mmDMbIRRlILfRcmXUlOCrCjyX2CZkEXCbvl1CepU/peQVejDJamIdqQTJl2Eg0gY0lFbecXcsUBrmhq6OixBBnXlmEwRg3czsNsr8CLYVIPgg7CREFQoQkmNZ861y94OJMashVAvDglm7C7V3ROeZshtgCLnznZMKQbhF56WHqq2UhNco2O315oRNLOw3sJ37TOV0K8/8xj2XxxCJLcfooTWWD1qHu3+wbHP4V/ffB8A4B9NPYXfWzW+lPfWFtC21cRU0MHFxFQlDTEkMokEx6d6JnzzTHc7pQPsqy3jgiVg1ERKgu6KyLCYGHh9IuxhIjTV1rVklHRkmRZYt/Swl9QsCaILsglgksQv2irpRDRP1dkur40XbSU5421QNfSOymU0C6IVgBcTUzHF2ifyzJqs49HIQIIToo7TFja7O0jQVaZ6X8hj3B389Ry0iGcESwLAscB8n4+uP4j9Np1hXPSwYG27ikBXALiZN4lA8uJwllIb+irEbGAqzbl0AiP2e16It+Enxi8CAP7upffcMRYlkxrdWZs+fngD11bMnOQHOd1/QS0lZqPgGt2BqdqkYnRfFixkAIjbIZE34na4ifhBSFLgWgcs4ZvssMoxWYUeLRUCwt7HcTekbXhfINhu7vs886AKEwhfEZHN9W1g5qCi2xF71CqB0BTIDKYhRywEmnKwvquKyIIs8Cn1heWMoEgVwgWkihIaF5fm0XIrKXPsyrLBBrSb13nm/CfLmjhvCAynzY6mXtBgN1aA7BsFotQKbN0ws6rLLbRnzdFFa4r8JL2hRl518GCha+WZO0EqdAevhWNOqoBtil4oyGdl+YA3dCfRiMrtZ8tVrnYxD2VDZp4zSIIWGaJFSykel7TI8pi5HzXhBAHooXAMz4Qjt3KAYNFDWimwUQa/aWM5BgEtjkGUQdvon2Tgu/h5xbC0YibdkZEhmIUZZ0a7WLT5VXkqILyCIswQWeqz1kBO1wUnxpjnKcqGU4pD2EVzx2gbf/Caics5cfQy3jh48I5AlAAw+po5R7/58sP4xUd+HwDwWytvw96KmVQvxVOYjcxrgTLElxN1vyUGFJfzWOsSFjNzHgcywN6q+eyNpImKMNt7TKJSRAdJn6DFucE4jjQMxLU7WIGyoMj1dJTSro9E18isWGqOk5HxdTybjpIf5mRpstvrtbEqy+nb1rOVBzgeGGH1ovTRtE9VLybbcdkyJ9uqh3sCs2D98WAC77dr2prqY8X22iaEo7E/HoH8ISPG0ORmPz85cQE3crOfPx/spXy3DVnFo1WzSAVQuJQZScUhe0wAcMy/QeL6Ga9Nfbp31c/is9bU+z/v+xSO3HPwjkCUmgGNOXPe10+PYt87jPzl8uIE6k3zfnepjmjULMwbnSoadfN+Jkv5ihrUd2OhJFcQCO0yHnMOlhZ9LvfAqwO1iaZf9PB5Jac+HWAWVMCwOslkXbincplykhz5tdRlwKXc+fh6zi0JKQdr2h7NUmjgRcDMTSWmZcEQh2SQtj2ChoS3UeTHadj2PII1gaxpoc7SwphXQJFi2tOb5ubCx9cbsk1OVMTeLBky87jEugyB+rzZ5/oBhuaro8DGFkS5NbbG1tgaW+ObbNxmiJJDN8zTY2+Hh7BjWWCjnETDeeR0cCX5D1juWJGSl7wrVaGxALTHaD8yYMR2YsrtS4sSLKngkmhZqcHpGQgSMOLuorrLKy7dIG8oYkjyzBFaVOActHkGSBsQ6K17kGHBjNH0RJVO5S5Vl2vykPTCHKGtyPrtCkRhnxV7REqJqiniRXM++74kYerCwjg91bGKBCyUwrkjsQAgux/Pk/Ds62qYomu1SpwrdO0T99LKCH764U8AAH7qsx/CgfMDiDvAogRj2NhnvtNPPvSH+GznMADgsZGLFBlzI21S+Oa5eDs58Ge6SrBeQwxJDD4mesRIvDCYQWYVpjWRomJZTInyKER1LanhgCW0jAc9LMQGiuTQBGlO+R3czA309Wi0jHmbstvXAT41MGSdR4wQ+f8AACAASURBVK3lFQCcSRu4npnts+gKDvoFI3EE+yyUvCT7WLRpBS/Ee3DCaugOB4v4i/7dAAypY1IYlOT9Jc3Wsqxg31e42wtd3ufjJr6lYqrdj/fr6MgJ2uaITSuYyyapGl3KG3TOJ70u+vbGqrGUKtBMCzr/SvPNXpQv5bg2uP1mAUwDnb0Goqzev4oL8wYyHhkduNT2KQfbyjxAnJrzPlobYtXqBqtRikFsjtkPcsSWHcd9BWmZh/DVJn9a0sFJQXpZjGQ0fzAOqCJRRDFUW6ZyTBOf7l0R5Uit5pV7bv/xaoWY3Wi6lArONUGvtam+SSwAkFR9F6/T9QCrcQtGh0hWLcMjdP67yJkLQlXMkUa4I5AADv1SFQVetFkSRixKLRjNr5qXLBIDQJdsu1wLy83N4YZGd9a8nn5OgfUGgPrK89BthyixbuPuL41i7Yi5Ofye3sR4dLE1etMiR1Ta0MGGXuIy4Py+phTvsuuJ8t3Jl6E7oSx3GPCmiHS4hY+D0Q8vA5csC+lKayjmkmtVCaJUjNT+WmiT6QSYfKXieBvOYJkpZrzoAMCXDusPc2Q9eyPVU/KWjBUDCjPWfoANuw1yjuk9ZvJenBuDFO5k5ImNN6mmBK/4QQ5lv3RnEJF7Sas6xErPLKD7dizjX59/LwDg/Q+exrNffADywh0AALTG6Gvmyv+XX/gA/sMTvwEA+IO1hwhOvD5solM1N2imBPZZ+voXBgfgK3Nsj0bzWLbeiS8OZ3EtMYtUXSQ4XDFw22LexMBeFJd6EzjeNJP8bGWVem1VkaJuce6IZ+SOcnE4je9qvQAAeHK4jcTRfRVi1jIhpWa0IG73umTOPMkZXrF/N9Y+Xk3N+5eySerNHYsWcDE1CeAno+skSVjIxjFj+2ivZYyMlyfFEE/FBrY+5HewzXpOXs175FP5QLiGj7btA0PlddxXM9/h4/06LWoz3gaWbP7dwWARryaGyXksvIGuvZli7dFit8NfxyHrMDMpQlzJzYT9qzuexZH7HkT2/J0xCxh5w3yPN86OYdf9pnd4dXEUvvWTzBIPR3Yb6PnV9e3YMWF+g7V+lXpzWjO0LHS5st7A1KR5sFheaxDkiJwT7Z93PEIKmXITPmJBD7wS2NSbK2QLOucoMr90Kij2SoSSevs5d96VTDHoQoYgGe2zv1GhOB6WMycAL+VPpjdqFEiucwZv0hxjvlKhrDrRF5vmWK/n5oJkxtyH/ppHD/tMArltRZcSoowhc/jX31e+Y1eW24kyYrA2s2jvFaheG4Ne3hJ6b42tsTW2xtb4Jhu3HaLEpNHQrN0dEkMyj0qWWTVGmrW8ysByBz8WlZE3KIm4fQa/7wghxarv9zUyS1bxYkcyKQ8ZlRiVzrIRSrhmZ9rQmwSXrHjKaGjwAaPPen2bFNBwkIHoO9KLZiCvN81BUKfKHJtKBxLcPpnVqgnBH2GUUWpAngnXwJaMLMi8Sg61ZKozPZpizSYQs4xTgoCSLiojzwW4JZCEfo5+2cfOjoWlMdpmbjiOx/ca/dYfn7oX+y/GEPGdgSjXjpjj/NUnfg2fWH8AgIEon2obwe6DzStoWxHN0eo1fLJ7DAAw4fXw7poJG72cN0vsyhg3EvN4+dDIHMY9A0+dH24n5iRnDn6UmlOMzvxgDE3fVJQzYZtYmiHPcMoKuu+L5o3bPoCW6JNQelJo/FrbfLcP1F/BjBVEL0hODMyFbAzcEpsGKoSwF+mybBBB5boMyUuzIYaILcZ/2A+RWcxnWnDstN/t6aQJn5lqY6dXx6nEVJfbPeDdVZOMUGZc9lVIsOeyHMFrVjivwOnv/mHnPoJ5D4U38MG6CW+NmIcnh+ZYruej+MERU03/yPUTmH4+w7X/ikTvr3swht5uC1Ee3sDCVcMQHZ3sYv26uQ54PcOF64ZNOzHZxY11cx3kucCETfruJwEi5u6txavmOJEzE2iKLyGaCe0quxhgRcRWlIMNS3FbxUSkmROJC033sZSaqjNRU4gLOLFEYgHXRG5hKYMqfCkzBpaWEKPCFoxp8IIMw7Vz8hcauYVDxcAld3NZCj/lGlZ2inhSI7Tku7zqbLi8AZAX/DxukrnNjhzBj2cOOVN+Cbr03TztDTR6u80xjp9i8K+ugn3jsCid0Ls518L6QcsOu6mMjyQMhbecyq1LBBlVEoAXYm1voJE1zGfD9dKEq0ELnwzZJupqWbBdfl0soCIBrE7VxLTbMjuekhB2kfI3ODGBRMyQWxH35nLaLWSyIZ2wUzISUgLGjQCAcSewi1d/GEBZmlIKkOBT5hzhiJmQ8lzQDZDHHqq7DOSWvNFAZr8PVyAXAyhGX1DCPDQAQB5yMm0OwgzDrllAonpCieGVSkqJ3u+/72V88fMPQL56ZwCAkXlzvn7mwnfij479GgDgnyz8HaL6d2WE/dEiAOD1eBpTvpmcBRTmrID69GAPrict2ueEZR7eSFvEtORMo2uTu4+NXCf5wLaoTf24/bVlbFi4sicjcj7pyggJN+f9UjpFC9MD4QJOW1hvVSb41rpxh5nPR7Hd5sSdT6dxODCwWUMMsSxH6PsXjisXkxm8o2oy3SImMWkh0OtQWLaG0kcDhUuZmUkO+s6l5FiQ4Xe7Boo8UbkMUfQNRQ1n7SQ3KbvEtpz1l/GZ3hFzTqDJ0aWvQjpXb6tdxDh3EoILtk91PR/FmO2Hvqd6mWJ6/s3253D0/hPIX7r9EKVmQPWm+Z1WzrZw9NE5AMC5qzPg1m9UdX0Iy6Jc71RLRuaa+tJp4mNYQIiSOTejmEO0zP5VT5Dfo44UWM+xEIv2CxsI16fjmuBHnfGSNZOGtLly9ak++tadSObcSBFgGZtB6bO2V68FdwzujLtWSdtzmZMVCVUwJ0MF2Pfha8f8FJp6cNmIhGePJZ9MsftT5rNX3hfBsw/+ImYYbrN/KxPw205WkI1Y1mjmMuCUBxT2pkyWipUeqKWTjjCMXLLtlL1A6/WJrUTvrbE1tsbW2BrffOO2C731NsPM6uz2TIoANrtFM+WIH8p3nmVMlogfqXbkEOkecrIao7I2HWHErgRDyfeSUXksw1IoauKIKXkNJCpXwunm/A6nKlJGimBJlpvPAF8S5qfdcYlGBlnEToSKtGw8kK6IZKAmdxDk6C6ZJ8VoIkW/ayM3PE06HN+XkBZCzPoBUhtaKkdzp2mZSMDWzWeDmQGSDXPAjGsoKwodCk2N87gXojVmnrjbnSrZDzGm8aH9pwEAv/X027BvPtkkrL+dY/WIOc6P3v07+B/e+B4AwLdMnMfV1FRnE34Xr/SNldY7Rl7DNQv3NUSMcW5+/PW8Su79Q+mjYyu1upeiYy+Ky70JzNYMWSfTAm90DLx+T+M6VX/7oiW8Fhuosy5icv5fyeq4p3IVAFDlCTLr63g62UFw5bHwOl61ou8WH2BQBKrKCpa4gRAW0nHsstq348EK1uwFdTJaoPMxLQJctX6EDZ7i3sA9t26oQh83JKR9WXJ8sH4OALAoA0yT311AiedtpfHk0FSOX+jux89Mf8G8jhsY6ND+rSGxJXeJHgW5dpXGgmWQznqrSO1z9P+98SB+csJAoP9g7p13LNEbANp7zTHMPHgTr75uKurRqS7aHVNhzsyu4uY1e91M9InsEYQ5tjUNInBpYQps3U5EjRy8ay2qfI3csigZh2NLKoayOWhRDSEo6dQyBm1/48rEAMOuax341o+2t16FFzmtakFMY5USYS12VSFLOHTdVnmB88SVDUmVnahlUCv2bykBWFSJ+wpqw5pStHLyrvQ6ArJhWxwLARa+xR5TqWTSDKgtFLljbl4XQ+dRmTYcWxLMzbXKRwnxcro4v6fRs856o+dhIMqv14uSMdYC8H8CuAemWPwhABcA/C6AWQBzAL5Xa73+1fajtQK/aW7WxtU61g9Yo+Ar0kGUJdW65mVvSQCFo4PPaHKVgVuYtHALVtBxi6D0AGmZlF7fnURv4BYm43YC2qbIK/KGJQlAyUNNxK7sVz4oPymvKAi78CnfwZu4HgH1wimAgdl4ezWmXRJwIJEWsfcMBA30l2oUXa8lQ2a30RqI6hYKiSRye+HyQEIVicKpIOgkjX3aJxMlnF0yYlFWGjG5l9TrMXlRrveq+IOLRuj9wYdfxOefP4H8lTcPL92qawgAJl423+lHzv09/PLdvwsA+Cfn/hs8sc30CNfzGvWGAEP9B4BD1ZvoCHOBHKgs4nPrBwEAs9VV6rVlSmAjN/DPdNTFSmoukNe7E0Qhf35jN3bXzNf89NrdeKhphMI30iamAjP59WVIAueFZAxHIsPA7NrsOABocokdntnPZ3pH8K76WQDAO6uv42Pd4wCAPcEKTg9ML8+HxAErHl9TAfZb+ceZjGGmyGLLqxgoM2NUeYBZz1wfAgJj3JyTy7lAZHtzLZ6ibZsg87HC2yOz/0XJKJNudmwFzybmPNR4gthKFY74bZI/rKkAbes7GDKJPfa4llWVmJ87g1X8Qc8c/2/OfhZHjx9B/hZYlLfsGmIMIzYV/vLcBO6/ew4A8NKFWfAC7tOM2Ia+kFD2Hk1iH0nNzFu15hDkFS0ZVLXguIN6akwDqoi8UYwWMqLzA0AuaP5gVUn9teFGSe0sNLkZeVEOmRaNK039Pt33aE7SQrtUbk+DWXgTzQy+bXGk/QDCLpSyE4CP2rmk75PLEZgzSYZiEPa4ZEXDK3wpxxQdj9/hGM6YzwYbnBQGTJX5EZuZk4XnJE/dHCxi91p5rrhJWoz6fZ27gNb51i1hUf4KgD/TWh8GcBzAOQD/C4BPa60PAPi0/f+tsTW+0ti6hrbG1zu2rqGt8ZbG16zgGGNNAI8D+EEA0FqnAFLG2AcBvNNu9hsAPgvgJ776vjjUhCn7e9sFGlfNSj8c4/Atc1J5jnnoDVwVphkjmJFnpSrPK1V5JVutcvSCZgC39EGWg6qVvO6supgsCb0DJwyX4WbbrrKPZQGuqMg1X+kPwrCjlC0Xgw0OVXG2NboIDvQVsuJJTQHBuHn6VspZkPF6Bt/aZyW9kJ66VMYRr1lRdjV3MR59nyy/ymGpeuA5YWdpTI53sXjdQErDTh1omIMMqxk6ZEvEsG/S6Lf+6NR92H9hCO9Nsihv5TUEGAYuAPyrQ5/A//r6hwAAP3DXM7g4NCSQdl7BiboRUV/LRslWazZYxoVku9lHXiM/yY2sSoLubh7hStdco7niODpmyB4qYPAsHNwMYrQz89i5q7pO6d77asuYHxoIfme4jlN98/6HRp/Hi8NZAMB31F/FwF7gzyczFJHzD1vPk+D69czHA1bEPc4HOGoJJ6+mM1iQReoDx3xu9G57vRQRM599TtZRLWBrLdEvqiqhcTazforg6EsDOw1USJBppgW6yuyTQ2Fc2OTxdBq7fIO8bKgqZiwZZj6vYKelPz8bb8ej1q7rT/r7SXvYURHODF1aQwFRfuC1b8fEK/mbhihv6TWkNdr7zPE/duwc/uqUqeT9sRiRNVdYvNlCbcYcf7dXIdOFei3Gig0ZToa+gwSFJjY08xRUZlEWT4F3zG+jKsqFIUeKNLKqkVNlpyUj9mNlpofhVaM5ZFFCnpOARGSjroadyEXVVPNNNn5FJcgGwhlddD2kQzsnrQikM3Zy8BVU5hK65dDZBxLqE3Oowpc3Y+TRy2M3V6lQI1izxLe6plaPiBlsSAeSliMJllNcjEWiecnTUrp3KT0m3NCw3Qe0LgDeUhss++tzWjHeDER5F4BlAL/GGDsO4AUAPwpgWmt9w25zE8D0l/swY+zDAD4MABGq4DbRu7Y4gt42e6K7Gpo5QSBz1bFjVEq9qWQtVhdvaGDKYnvyliwdmYlaN69lyGhBRI/BWhCav1PCfAusXHNNfmrZiHMp0UJTNpLmGl7XXRy0aGqPaLXxVE6sIxWUTI9XQjDrOqAHHtKOFb/XU4rNYAzkXAAFyoKCBi1YalhKC/aUy3PSzEEVGoBNbFa1HMzuv+JnaJy1E952BVh5gt6dod8xk2KlnuC1m8Z38B1HXsNre468FRblrbuG/BFMvmwm1f/t/Afxi0d+DwDws298AI3AQnNeSq4gAhp7rEflX7aP4Dtapo/4/GAvlqzwuZeHCOwFsr3Sxu6GuUY30gquDQxt/NumX8UzG8aBZDWp0fYAcLhuFqDrSQvTFqKMeEaMx7PxDrzaM32e76i/il9fewwA8N7mGWxYxmOTC5xJnfMsSRgqc7jLMmtfiH0SXO/y1vCcXTT/cfMmrlrfyB3eOj5pjYGfqGRoWViyySv4/9h782g9jvO88/f29m13X7CDAAiCBElRlERqtSTLkpXIiiN7MnbGipN4MnI8EzkeJ3E8Y5+cTJKJfSaZZJJxcnKc0cSWPYm3RLZs2SNrsSWPZVESKVFcQYIriB0Xd//2r5eaP6q6qi8IECABAryX9ZyDg779VVdXdVfXW+9T77LXuD/MBBF/NtD9Wi/qTJjcc/uiFT69/mZ933DAPpPT7Ww2yTND/WpyFdhoMLfVT/P19kEAfnTySf76c/8VACfbU8w1tXD42O4/491jWqjVJeXfr+o2/8Gtf8ib9n+c/OtXTFFeuzFUm7Qpl7768K3sP6Qtbk+cnyYts5sPAhf1R5TdgxNRNEzEoEFeIzD0YzEK7fyh0ojA7FWFa0LWLCcrhXRLU3yxtGSwFrn0WYHomJVA/8yYE5qBcvvqMTajNwrnGqCEZku/m86Sc/NQSYEyWzSSOWGU7R8gZX66idRm5c5bBWIEnIqV3XLJW46KLJKCsBJ3spRAChecPuzLRqvykpbMNm4rWSvKxM3lyZqy8YnDoROCeU0wccVp3wTT85Ooc1cXizIC3gL8olLqzUCXC2gApZQCLroUU0p9Qil1r1Lq3ljqFyvisfVxzcZQErUuVsRj6+PazUN+DL1ucCUa3EngpFLqG+bvT6EH1jkR2amUOiMiO4GFy1UkgVBs0/RPfzqkuWC0m6mAaFgaaYjzDylwfmqVeJKwMdGpjUuZ6oR4YAxODCUYVWiQIoSwohWWPht5XdOd+mJ336gnjCYNzbMiDKcNlVpXxOtmY7Xt1glFhF2xhQNsloG85fz7JINiouRABbrmxrXCxpBMBxHVnD1lOB5C5XxdupHeWMZsTtswX4XL4DsIHB3aqVAMvchGFV/84m7yd2nN4y07zvDIlzRlM1yr2033/slx3v02bQRx31fv4ODT3ZeTLueajSGAs2/X9OC/OPzr/KNnvw+Av7jzUR5qa+7i1tYCDxhN4U0TJ1kyWW0DUfz+qtZQ1tIGkRk43TQhC/Vzf3x1J7E5nxYhu1va+frMaIrTHa313Da1YP3jIil4aM3cd2zB+oh9Y+0A3z2tn9fzw2384Oz9APxe+43c1dTWlX+hOeALPX2vT3f28fxQa8iDImZPorXII8Pd3J1oA5XDtTPWH+1dU+c4Fa3bZ3LEWJBOBAMOloYoOZjQrDyXjbgl1uPjP60f5K2VOJiltvi17i0cqOnl8XgwoF3o53xzssDRoXHuVoENR5arwMao/K6H/jp/fo+2zPxzc0f43bPaIOlb3f02Uex61uD/3vtVAO6476+y88iQ56/civLajaFKyqWZPUsce8akR9repbts0ujM9+kZLag116NrLAmjekZ7VZ9XgxBlwmdJGljRGoycYZoSnBbWD5wluApsupm8VSDlt17PdOYRAKWpTNBGIKHZOihWEuusHe3sk5XpciJFZ8EFeLAQ7LYDq7ELOJEmhAOzXTNejQEs1upSetFGNswGsQhdXMpMbD1SjVdZSZET5G5bSbKKtaVyFpKSwdTTpr81oVSh84bT8iWHwZxx9H5MEZ6+SkdvpdRZETkhIrcppY4CHwCOmH8/Avwz8//vXbauQhEs6I9v/NQY3e0mXc5a4dIhxBvV2nJAJJXIJEXkuFqpPrgcKyiHEwFJu3T01ikXQKvH1hQ1dA+u5IphY6qGsHK+iLECcdgqEGNtGA4r7VHOBDYYORlV1JwzeNQObBoMAuVSZaxHFFNmIPZDp1/XKsKrkt6eSNlMvWoYOq687wafahRQfkjNwqalD5diCjNR9bcXyHOarjs/2Wa4S7dh4rGE7/yrDwHw1TMH+MoRLfjuvPcFlr+5j+LpK6Mor+UYQinmH9KC+Sfu/yg/9aYvAvDZ83eRmfexp77KXE1TZAvpOJmxEjzem2Z/S+8ltdMas6ZModz+WiApS309gR2cXOJ422SvjobEoX7WK6OGjV6SqYA9TS0ETw6mON7X5e+eOGHpxKOd7dbx/BsrB/iuWU3ZHc86zJrUJ//h7HutdeLOxhqn+ppi3Vlf41NmZfcDY2dJW/ra32nfyv8wpYXLr7VneX9DW3LeN9jFuNngWC1CBmbVNh6MeMbssdxVP8GTIy2wZsOOzTDeK2qcNQEDz2aTnBlN2edTOravZE1Lvf6/g7vZV9duFLfNLPDYmt7f/LlDj/JB087vue/H+eTbP2nb8PFT7wPg/nf8B979p3+P/JEroyiv5RgSBVPP6mf0/PFp5vbpOWnx7IS1nBwNIvttjUYhYmjiPA1QvdKCEReZZOjcAbT1d7lwdhRfNp4T9AzdV8nNiMIKrKCbUJgFaTHh3H1kGJDHbg4oLRunxvqsLOlvlzMJsY1SgrP+rkFm9neD6RFi3I8kC8jm9LceLsXkc/qZSDciXDJ05UyGmP7KMHB0qCiirutviSJWVnCrkA1RoGysycrWUxFrq0p3vb528c2K8ed0xVNPZ6zdHNl+Nc4ad5Q9wsT0xEtm9L5SP7ifAH5NRBLgOeBvoF/vfxaRjwEvAH/5CuvyeH3CjyGPq4UfQx4vC1ck4JRSDwH3XuSnD7ycm4kIakavELvbY2KTbiWrizUyCVPlVh5xxTqn0tKqrxw4LSlPsOGnwJXZ4F8xdOqhFArjxkNer1pvQmpCdRUJldAzLpts40xYaafbHFWV6DpVp3VVz4kWSxMhrF9bcKpONm3ogBwwvmySC5EJFZSu1SppNgRV+tLUKpxtLpZ6QBRBv/qAyg7rzWF9Y4Uy8emildiGHVv84m7KbB3Ze9b4/QfebOt4+916pf/N+27jlmc7BC8jFuW1GkOIsHKrfth/5c6v8Yln3g3APdtPsjTUmteT7e3M17VBRaGEVWPxuDpoMGyYVCfRyGp2UVAwMmHRVgcN7po9Y29XWtx+7ew+5prawnBURBzvakpw/9gyT65piuvWiQVua2qDkz9ceAMf2a4NWr5j+hmWTey3uyZO80ETD/NE1uT/Ovc+XWcecdu41vJSFVorzfWszn7jj1aTmLoZsLHkPGtCbz0/PEzYPA7AoWSBrnIfy6FYG1M8l9Z5NtXZB6bCrg2xNR+2rXN3VyXWmKSXJ9anbzEdp26W31kRMhZrWqMWZNzd1Jrjfzz6Nn7ubq08/Vp7ln/6mx8H4PEf/bf8dkdbln5m8U38+oEvA3D3/X+D+UcHHHsZjt7XagwpgfZe3efx3ausPKm17mDH0Bp4SACF0eaKKESVcR0HoQvMoECZiSUYBnarpIiUTY0VDsQeJyuhs/6OlfaxBYq6o/Ky2UrqnF7oUtVEymqXKIinjS9bFulUN0BtKSA12ylF4LZuwgFkc8Ypu5EyDGrmvspabxaJIlg1vrn1ws6j4XJEUXNaWxlXsyDYYP0Yd0z5kaM6g8o2UtUPrmo5WVtVDKf0tVPP5iy+0TzPFGaf0BWcuyfBDEXCoaKzV5ff/kCGnD0PaSUNwQW4rpFMUAoWNEU0dnqcVWOq2zrnMmKnDUdRVtMxZA2xe2lFJfBy1UIScRpxgCIauI8nq5cvwAkjqKZoUGDKBJmitLmP16FMi1Xd9xtNKCbMNkaeiH2Zo0lXpwqgvqjr6ccRaq8WWHKiDosuQkFoLDDtQCrbvGS40maOmI1DpQLiMl5eEVhzXhk56ytRQlEKxFARrlXyTpRm/4KlHoZ7Umuxma02GOw3D3S1QWLU/3Sy4IH7NUV5y1tO0L1vN8VTNyDSm1LMHNEf9288cQ8fv+tPAfit4/cwNBZwt8wsWgExHg3ZWddm7XeNn+IbK/sBmE76dg9ue6PNujGhn2n0rKBsRqmlJeMwpJsaSjeLWTM58/a0Vu2EvzAct8I0zUMmTGzGTy3cw1/foSOB/OHCnTbCyaFkwab4WaXJ0bYWLm+YOM2bJ3Skksc7O/nMmg4oPRPcxz013bbfXNnJXzVl3tA4ye+09btpBkPe1zwGQLcIWDIT5EI+bp3KByrmPQ0txJ9OGzawM2Bz5D3V32HPjYcDzoz0wnRXbZXJqGf68gae6mih+ZdvfZDfW9L7bl8/doCpe7VQ/kx3mv/jaZ1m6Qf2fZsPH/0wAA+/7Te459DfIrtCivJaQgrFxDH9zl54aorGIT0+OmfGCA2FGO7tkRtT/6ITEc0bSjrAZq1WgYLSirkQm5YsGAR2/yidzQjXzPcdVoROL7DWzcEgsFaU0nFR3yUXikn9LUbnY4pdug3xcw1GYy6SSRnQOBtTzpKzpijMHBYofT3AICoIt5v9muMNsvHK3r5pT9gNdDQkjItB5qjIaMWJjDJ1TtQJNszHpa1EkLFBQalGeCpRhIIZTvRnAqafdHN81tDvonVaWQvM4ZTQOqXLrB6MaD0/ZwX8xeBjUXp4eHh4bElcXw1OBGb0xvX6TQnN83oFMBoPKs7aYgV8kDmNI2tUrChDCLPSTElfU6LcA6ViWDMad6uEvEZltSF2Q1eFYjXGtCUka6aallO187q7QfN0YNM8qBBGxp8uGjjDGFFOWyxmU5SJRRn3hWzM3Gwo5CaEV9BzhiVRNyDdVnKFgiqdMJPCJj9FlPNXSZRLg5EJUvoVFs7ySdWUXU3mzcJaWoW1HM6aBJt7UuolNfpCC7nVZDbux+zeoTWA5+/fy8Hn1wiHl3awfDWxvl/3/6O3f51ffvqdAByeW7ChtHbXdIIycAAAIABJREFUVzk/0pTgfNLm/Ehvwi+PWiwPtJXZyrDJzqbmPZYGzmy8QEjMMvt4e5pVo6nFYU4j1u9jkEXMtPSAenZtjm3Ntjkf0zBR598z/wy/u6jp3Y9uv59PL90DwO0TZzlknKD//fn38Vxb0wONKGUs0lrF508e5p07NPX36MIuDuzXrMetcZ2nTHaA/fVFvm0o6cf6e/jIhDYG6hUxDw21VvWW2gJHU615bQvbrBZa+7u3tkzbOIA/Othrs3IPipihoTdrQcZ8pPt1Op2yRia7khW+tn7Q9qWkcN/cfIHUfBBvuekEH9/5JQB+9Bs/wtSEflYPrO7js7d9FoA7v/bD7HpicMXBAq41OntMKqpb1um9oD9eCRWFMbrIO47mUWMZ2cBMlam4CPz1wm4XqFDZMFYqcoEfwtXIJUmuzAeiXACJola4jNgKpMwcMuacxLPpjOS4Houj6ZzIhGnjhaZN4ZXXnZYkmbNGD4fOsrHeHJGX9cfKMkPJUsJwu744bId2O0WFSsesBMJOaFkmlShi49AdjoTczKPBBWyhDZ3YxmpuWQM7HxNUwiWGYtOmBZlibb+JyblYWPasuVhw/m49znbcn8LCMmRX5+h9zaBUAcva4mz81DSdXcaKcjWnMJxvNHCpc1DalB+gtu7iSSLOAjJMlRWIYaoYjVWsiMzLjnquHpWL8zyoOIxTYONbqkDsHlzUg0yni6J+RpHH+qX2titLP0YDrJe+vl7/HwwqnvmLsQ5WavoVrzrlOei5FBrK7KtlYAObEjv3AblEvDnVylFFyV+Ly9s0DHSkAfSALt0EECylmXciaLo9vmHXmERnQv68fhBTty9z4nltxt441Ka7b4z8+RtDAEw9qwXwrz/+Vn7w9gcB+MPjd5CbyTbZnvHkstlLmkhomniMnbTGgQktLI53pjk/0H3LioCBcYDvDhNLS840+9Rj/c4m6wOWulpAzLZ6rA30l7tjrM2Zrp4gtzfbdpJ/ZH03B4zF5i+dejffv0MLoN84+Va+b1pf+6GpRzje/U7bhlqo7/XfHfwa31g7AEA9Sfn0828E4GDtHH9pTNObT3R32ecxF7U5bawfV/Mm46GeJV7ImpxI9eDdEa1ZC8lessRpEx9yPBzYmJmdSkr7c8MJ6w6wOBxjzVC446GL4tIIU/rG8vNLa7czEQ3s+SMD7dh+eNc55k3EmH+5+wv8zROarvxf7/p9/rdbf5jsyPUfQyoQJp/RM+zyUxOE+/RxtlSH9YrLTpnCZoPJvSKfMIGIeyF03Z553iqzXQfW0RuwC+FwaMPpboi6JLkLxlDEqmKK7/KvxYsRo+1aejSfTehPmTljKqdxMrL1j6bMd5+KteQsIqif18ed8Rah2b8L+0Kxrt9fOu5i6LLBwlOIDS2Z1yquTn1BlbF+A0Vo7BS04DbXVtwEitg5dG8QgqoS1WSg6G8zc2qvUiR083GvHtA8oytdOxDTODHrKUoPDw8Pj9cfrm+6HBxF2Z+NaCwZbaUuzgIpEcy+O5IrRuNOBpfxKquR/5U4i5ysQjNGfeU0QaGSULVizTNU9r5pE9IxFxrGBJTXfnZlaJumWBU9SCtGMJUwX1Dxo1MuK0HeLAhXjS+HgnRCXzB2LCRrmToHAXnpvxY6a9J4IbaUZjV0ThG7CObSCa3/iaRiV5CS42jYSFl6hdwZpVC4FaRKCutoGq8JvZv1y+g+PMPut2orv/Pf2k7z+DrB6MbQS0u36wf8/Ye/zn9+QhtgHN51js5IayDrowZvnteazuPLO9k/oQ0nChVwrq/pyjhwtMbyoMFMU2s9E8nQhvw62Z4iNP5xwyyyKYXawxr1SK/i26MaTUNdZiokNg6XoyLk8TXtazZX7/C1NU3rzda7zAd6eXpksJv1oe5LdxSzs6Ep06+tHrRtC0Txvj3aevWt9eN8cu12QGdG+PEpbWTyL5YPcmykqc6psEeM7tuD/QP8eZOh4MnRPLn5aO7r77Va3snRjE3xMxYOaRrHz2O9WZZHjrotLU4X0zFuburQZ0tpy2pw7bROv2K9VVqNPnl6O2+8Xfvrve9bH+NX7/4VAH7ogR9l7zM3hqKUQtG5yThx375C94gxspkobDJQRoENS6VCZa2YpRu5MFOxsmWinoBhYorIGWCEvcDSbhu2WXCaXZVOjIditTCVY1Ny5U1nLJaNKUtRFt3Etmc04XzQqveprer4jwCqmdkgEIlyWbnDvjDaqcdxvBBXMnprq1CAqFu1kBRnDFO486pwWzS6XNlZN08HORsMBqthFJM1Y5zTcufjbkFvu7547GRBZ69u3PTRTPtVZ6+VjN5gKcrWmUm6u0yOpfWCIimFi7IWjxIItXUTOLYpbkBUnBir8SqVsCFHWZg6gVg+rKzmBGg1D12QKSLdtA17dkHmop0EqbOKHMwpG8cyyKBmXkyemAy0aIFZlHnfRoGlDCQz6XbQbgdlrEsAMebqKnSCSadsNzRjoux5As2LgzH5LSmJRLl9wFxQpVDuBxuc6C212wktzx6tRbb+/u7cmimn+4acXdIUV3Jbm/7uFurZG0AAFIq5h/XL+dT9b+U73qizWj90djeJETrDPGR1qFcoozy0Qq0WZpZCLJTQM1ZyrSSlPdTCcarep5eZuJyjmI6JWjE53bWO5KMMisTs1RTCfMs5jD+8oKnDm6eXuGVcWxJ+5fTNfPwWbe3522ffws+f1paEP7bjT7h9WrsVfP30fv7kmUMANFtDJhomPuT4iqX+zuVj3G0cuj+58B6Y1sff2XqSupnR/uPyO/nAhBZqM1GH05nu+7d7+62F5P54keOZNo2/pXaOb5t0PDfVlnisq6nFuVrHCrhACnY19aZ0P48ZmY8mFMXhll70PLi2l8JEd+llCcNcP4e98ysc72sBcuf8Wb7e1/E8f+neX+Wn9n6c/JEbQyK1Tmqps/jYNOqAkUArNRcYuVkgQ7dgLMot/3puF6pUIpaU8RdLSF66ACgiszcX5I76C9ILvuky1GyiNuSZrAqddKeWFtHxGtlZswLfNmRkNrqSVbfAz+tUBF/FgrEf2vQ6G0z6UyEyzt0q0Pt/UFpImnY2lItYUmBX/pJjo0CpAKegZM5qlIp15cbIKBujmlgEbi7Pa0LzrBN88bpZaO6NGDvSguVLjyFPUXp4eHh4bElc94zezOuVY297Qm3VqNmVzN3VMC6inGFJkDnJn9dEW1ia8+Wx5BUqUpSLaVmhJaNhhbqk6gBeiYlWOGqRQFyKnBBr4CGF2PBeKoThpNNAS4OZ0SQ240C8Lja0TTqmSFbKMm7ZktecxWPZNzCrujJxajewzplSVAxaes5/MBhUnmeA3QDO6472DAdiQ40RKMKOsQDb09eZCUCHCSqpil7EwUM6HcqJL99E8+TqjaEoA2Hldv1y3n7XUe57WmsEU9NdxmomynsWMdbQWl535GizksIEPT5C88ACUTZU1/lui/5QXxMEitk5bT3UHSSMRvq51OuppShPL05ZQ5RCCXfMGRq3P8bZQKv4O8fbLBpN6nx3jNsntNb2cH+fpf4aSWr9fnqdmqVD929f4iOT2pDmfD7OPz36vQB88o7/h/tNBvd2UeczbR2j8k2t4zw70laUK1mL2Kjy9crO/npR55zJtpCq0FKUf7Z6i9XOdtTX2d3QlMaJ3jTPtbWxSj3M6GdlUl7FMNfllwYtPrhdO7A/1t5lfQzfPnuMx9a1NpcEmQ0vdvNv/y0OPfWy4pleU3R36489u2lAcFJrQ2outbyhZGK/xWAYIOWckYnVbsJ2YOeqsCt2WyPI2KDplI7ekmINMyRzDuDBSJCinM8C0nLLQmGtGYuagoHzvyuM8QntmLCkNzvOwCMcuPksHVeM5o1hTD8kMnNPXlOVkIfKzXOJCx2mcHNS2BeXwFkq83TOBqv1qiZmNcTMUZdhxT8uHFYSL4cusEfUdZUMJ4Sk4+jQwawutOOBEay2Ib/0GLrOVpQKljXV0To9Rm+nCVjbKwhwFowlL19EQlBpeymwooGbqPPEcbVSKFRJRVYcw0U5tRkgSMuHV3EvyBU5TkiVZqlZ3T3crOWinSRrTmimzUokgqZ7SZrSLPfLXBkVucEX9cTuwUV9V7+qCNNg6OhKycXlp1Mu7qV+du7/UiDmdWXvGw7dAM0bbv8gHOmsvADBqQZB7AaXi3wCT72gnX/l1gGj2QZFdGMcvaef1MLr/m/eyoE7tdB97sQ8k3v03tB6t07fpJ7ZNt6xVGSahzYGaJaH1IxgioKC9YEei6EoMuOSMTPZpVsRdmWuMBHF2RUtsFotlwG9P4o51dU0biNKObpozPW3n+RzZ++w154aOOFyeEw7XB9oLnKkrffslgYtKzgeWdvNnOG8t8drNg3Nr6y8i+2x3rPLEXu8mjc5PtTCKKSw6XgCKaw7wJHhbppmc+RryzeTmYEznfSs0D/dn7RUbVYETJh9yUgKTrV1H6Mwt+0Enelc30vRMparD63usb+P8hr/6PydAPzd93+OX7/ve8ivMJ7ptcbYCU1LJs+OMdimx0HtRGKFTlFXNp1NUS8IyqgjSeV85VhSsab+kjmhFnWr84FbLKuoknorcvOZdhMwh4GzOCxw7gmioH5aP/fBjox0Sl/QSQISY50dDpzVYjqGdQlSoSLqlJSpW2BHPaEoXZoiRW2ljOICdjtPHBUZVKKRbEhZlr84fq8uU13Ii01FVLVlyEOdAxRgNCHWUl4yZx1fxEJ9yVhR7o+pn5yG9atLl+Ph4eHh4bHpcP0pygltXdXZW6O2ptcGeRIQGq0tq1jPbIg56Yx2NBVZM9ZLQ2XV+2omgtpaYcN/6WtKg41KWohCIUHpKyIbEu+Vy5Zw6Hw/wFlUChCZKNhB5hwas6YzSjG2AaZ+R3vG60I64awxS0ujIlZOm2tX6MEQgtLKEbc5HfXEWjhV/WqC1NEKUqEDol6FunSndRidciM8xcW/K9BB7dCrLNmlG1p7uEmyuEKQ3Qh6SVi5TT/I73r7o3zpyGEAduxcYbWnOaK5ia41iFmPMwYmhFe/n7BnTtNuy70GbZMYdDVvkBn6cXamw7ZpTUueXZokMPxPEChGJslkmOQ2oWyaFfRNMtpWY8TZVU1L7plZZWC0yOPdaetn91/f9BDfXtcZrh9Z3s3quG7z4dY53jejI/Af6e2ibfzOunnC/Wv7AZhJerxnVltUPt7ZyTeXtMb0pumTlmJtZ3VrSLOrvmqznO+urdhwW5NRn6d6WhufSvqWPRkWkTXICSr0Y2fkfAmXRi1rWTqRDFk2mRfmWx3rRD9T79pEsTO1HsfW9bZEHOa82cSu/OlP/zVufv7GUZTtfbrdg20ZyYp+Xlmr2GCdHZk0WFlDVTJNC9JzmpSUEfXjiuVigP248roiWTNzTOg0IK3x6eMscuWLSJGYNFyjCWW1qnDo2Jqqo3TYDZ2RXeA0sqDCKgUjsVsQVYO2wazz5R3OOgOScOhYomAodr6p5PhFSUW7rLS/OldWE1CrwPkuB6lyialj3LZJxcAwaasNxijOeFDR2aX7suOBPpxfeY05ep/Xzq/jx8bp7dIfcdQtXASPfmEjkyhx+2tFLLocgLgJv4gq+eMirc6Cvq5Ug4uwyhcry1nr0IzOUqd8gSrVMTEB4p5Wl117MPU75/GwDYmxwKxSlFndxa+M+i7aSZBVBprCCrVkxdEcRaSsII7XRMeZw1glKVeGitAv03UElXxLAhu49TLNRtx2lET1OecJ9l1ssLgMQJ01k+7hIb3HxyluiKO3YuYJvbL40mOHec+d2oryK0/cahvcaya0TGbjJMpsBJIoKDhtBJ8EisA8izBUKJMOZb1bJ0n0S1YKUiPU4ubIOpTmk4rQlB+NIhvNYjCKiQ3teWplkn2z2mrxXHucSWMV+UcLh3nrjJ7kO2mNb53Wwu7xZAdTDbcium1SRzs51plhaITjC2qa7bs0FXmuN8EtE9pK8+nONutMHQU5e+o64kwsOc8buvLMYJI5U2ZnsMbiUAujrAjYZdwTloZNKxz7aUwrNoGdg4KFnhZ8ZVsATq1N2oguSZCzaKjg9nCahnkO5zpjJJH+4G4eW+HnTSzKd7/3MZ586E7yozeIojyuKcr6uRaDvbqfQSci6lRdi/Rhshowmi2jebggw5JX9tRyKt+iuDQ6OJejIHW0YV7H7UMNxGW7Th2tF3fFBkHXFuJmYYuyKa2Ss5G1zk7HVcXkXllLzqgLSUmfKi3YAOpLwmjKzK8hxBVhZLaMiXqVgPEXBJLfsFiu2E1YlwEFcdctwC/MywkbXbLCgXsmZZ8B4r7bp0ubwvhJ863eVGf2zASseYrSw8PDw+N1husbixJBpvUG+2g6oXFOr5zSicj6WkjhKMeor8jrWgbXljPScSepS0oTFSCq1EoKW75aJgjEllGBi3tZxAJV3zqDPBbnVB6C8YklhAq9uTHkTKntRD1VscasOECGlc3XiqVoETptLq84gkapkOEsRe2GdOjoxyB1VEI4FOtsXqUGqNK8yjl2KsHFsGupirGKs6YKBy5TbxEr4jv0Sj/+o0lazy0S3KBYlKWT7vS2Ff7sQe34PLarTee81krSQURoYuwtLE/YWIidbp2ds9rIKQwKTi3qsZhnAYXJikwupCYUlUoK5wc4qoOJ4M4wpFjWy/tiLLNlBqOQgRiNr5Fy9CntU1ab6ROZ9kw1+tx3Xlt+rvQaDI0l5KCfsLKs6XvVj1jeaRyRayP6hmJ9/+6nOdbXGtnKoMGulvt8T3an7PlTLX18U2uFBUM51sOMRUMh9vPYamS1MOO40n5qZzvjZCZOYRQWtAe6TCNJWe3oZxLHuaVDlYLUUNgvrE6zc0KPj1Nrk+RGa9s9sc4TpzQdurQ6xk+88U8A+De//2FufqZzYyhKBf0d+iMdHhhSf16rT3ndbUcUSeUbrcR5DVJBSh/ZShCIIsYxH5m2qtQ/bDxfUpRRr2JcUXNJP4sQ6xg+mFU2xFY67gxX8hrES8YXceDiN8YdZ8mZrIndNgkH7l7DaZf+SwosYxR1HJMUt4VkVey9GufMfRuuzrIPwMbwXMoZilTn1KDiExdkjooMMqdplteDNh608YnF0ZuNpYLujtLRe6T9qvPXiKM3SqFWNJdXW5okHTPBhzsZRVju9ShHUQZu7yyvuX06FVZS6uTKfiR5wwkvlKpQbE41jnPHs4vCZvrW6dXLawNLPxaFIKWKHmItKqvVFrE4HnnkLDCViBV2cbtiRVQXIuOsmI7Jhr3FchBkDUfD5nVnYhv1IB131lpRxYqyGtTVBVrdSDGUEOUEdDgUTOAJbWk5cOVL682sqSie0Rzr8CZFPlZDhTfC0btg7Lj+shaemEHN6k50zo3ZVYYahfSHJe+hWDLBlkGb9QPU6iNiQ0Wm3YbjMiJFaCzRcoXbjwwU4boWXnm9cO4cAXZPhkZq84bpugyN2UtoTGp68IXz00TmfL9dIyozsl/QzfW2bn8UFuwc13uCf3L6EBN1/XJumVrksUVtdbl7fI2FjouruR7pQfft/m5mjbvERNLHMOR8/fR+to3r9nTSxO6jZXlg3ROGaWQDKZ9fHqfo6aliVM+JEpeq5bwR0OOtAUdP6v2+mekukzXdzqfOzdu+zU11+IOzdwFw8G3H6X5jD8WNoCiVonVM97/1+KSl6YLKtySpIjKLu3SyMpcUbjFbVJixIGNDUHY7xxRugZzXqLjp4PbXBu7a0ZQ7rq04x+36otsqCYcVt6d+ZQsixgaJR7BuTFl1Py6tBJCI3D5gNMD2VwmWMo07MJp0Wx/VHHN2XqnMJdUIKkF2wZ5cOZfHUon76+bUakodKSppzQSXO7QhNpDG+r6EbcfGvRWlh4eHh8frD9fXijIIkJamSUZTNeK2FvtKILDZAp2kV0pQJU0QO0OIYJDbqP5SoR/DfmE3KVUolPF1dNoa49dRE4JRxcLQIOoXDCdNhudhYVdaozGXqTcYKK2tYRwUKwsHG1NPZMPKo6QKqyseySsbsQE2/lrWcJogCurnzWHlLeX1jVG5LTWAWyki2D4WFVW/NEKp1gV6JVqu/IK0ahGqN7oBkrbQ26H7uO0BCFe6yEtYL71qCAJLL6k9A+pPaU1nsD2jDNUedIINKpF1ig0VgfFl6602bKoh4sJlQy/cCjdeCyqZmQO74kY5wyY1CFCmfHg+oTAaZdpJEJOdvTbZs5pjPghJy5xO/ZAsM+M4yVF996LFlBlmoXVQL337ABY7LdvFTAWsmZBi0zMdm+KnmaScWtNGNefCcboD3YGJ5sBqZ2ke2npHw4jdxsr0xMIM+aDk47HPM4pd1op8GCJGk82KgMKklFk8OcVirPXF1nTfWpyeOzfF3luOAfDEZ25j75PnCQeXppdeNQTCwFDAownFuG4S7X3ON61kT0AbeZUZrpO1ijV0F5tUufrthiPnaxsOnSYSd92xCpz2hOjtCdDGajbIBM4wo7/N+dDJyH2vYSVwhVQyohQRSOi2NcrtiLhtDOHK8qWW13A0KRULyQ1bNwk2s3YRO00zHKoNVpTlec0SOeO4su9B7liuInI0bzWYR5BqS3iAtBlYVi9pF7R363G57Vsd1OLyaygWZVFQrGu6pX62S3+XFna15aHdg0OgzKZNAGIkXJCLFWpF6GIqBoN8A6VZUot6n6sUcG62k0KIesY9oRHaqCNKcG4LlUgp9dWcUcs4T6Zq44Au+xVgBZ/+3VhgdpWlFfK6Ts8OMIgc9VBbUxsCNZf8dV5zVo5B6iiDDZFecogq1IClVaNKVJPUWVYl7YLBtFPao467b/msysFfwrkwQPOMvnbtFm0Fq05dmhp41VAUjD2hrRObD26jfVg/gNrp2H6UWVMRdyqWZWZ/rUgUmaEuk7XALhyK2FmvKsFem7UUcdu5SZQzmORi9zGypnuXRQThQukt6yifQVRnYrt+2O2lCXuvfDInKLO5j0NkqJYghWJVt7OzK7ACIs8DlpY0FRlESqc5Ap4ZRSjTx3a3TrpmBOJ4Smj2woadmqVbRRTrxkVCKWHYNzEI04Bjz2nndBI3KKuBvItOw0WnmBtaQdxZam7INVjeq7tWt8dRM+OBJw/oiw+mdA9OU9yQMaRoHtMSYmLHLL0dZn/nnPu2sgbEhjrL684yOq87QSCZmwdUCLUVNzdYi+xKFu+qdXMRVYJJNIRkvbRiFit0qsKitqwjI4G2iiwX50Xs5ipVWXgFUNnDkg1RmsrUXjqFjVv8lscIiOnjaMK1J247t4Wo7/bFqhGnqub94cDtaarAWZRrq/bqAsBZlNsAy73CKjpx18UqzmtC3cyjo+kajckJHV/zEvAUpYeHh4fHlsR1z+gdTOllSNqMaZzSq1qVREhh4lImEUFa8j+K0pmtSCKiUZnML7dank6XU8ZUdLQkbNTcgn5myxSxoSI7KXmjjI0FWdOkiWnnFElJgULznAnRVNEKw1Foac+k7QxXgky5kD252FV8kCrrnF5bLyz1kNVddoO4kuKnvqQs3ZDVZQNl4Hzx1AZLzmpcuaqvTplVIauJzaKuV0vG0KUVYLKekKy5DfXotHKrtEKxfrPu5PYHUuITi8joBtBLwGCfpvt6OxTjTzjazlK54rSqZK3iUNsU52ibOSuwrOE0XiVuFV9asEFJybgVq10pVyKyF7HWHsv7lpBByOBx3eYkc9mVVTe0mR6ilWqIdVyZUUBnWXNWwVqEmirjXiobfmm43LAsQNqPqc9oDnuwViMzjlqS5PZr77frzuqgHdt7Seo0FUYu5mlYiW2qYje+o2caNpOzaiqbIkaaORjNTvUiRxcfb3DnO47pw88coPX0wg2yxFWMtmtNuLdDqC86g4cS4cg9iyB134oScb5g4hgXFVYouMxl81BhxfBCuZRfeeK0rdqosN9Z1CsYzBin7G41TiO2nVHf0ZiSOm1OlGOYEOfLC46KrK05DSuru+/Eam+mv2Vfop5yFp5RpS/i6FnJ3fXhyDlxg9nuMWWkMjdndceMJG1TpmJgiGjDwvJ8SXXG7YzRlO5AsjygWF27ekdvEfm7wI+ih+qjwN8AdgK/CcwC3wL+mlJqdMlKQFtR9vVGUdDPyFsmMkQvtRRlkLkIJCoMkTKQZuB48LQZWfVVlLLO3UqgMAIryAtITUzLJHQ0ZiS2fD4WEfVNTrpG6Cb88dBZbAbCcMYEPA216qzbJmRGYBVRYPfg8sTltsvqYimMkuIBbTkZmLYNpwO7X5Y1ZOMHULjypa4d9pWtU5RzDQhy9zEEIzfZ6wgtZpEQO+GYNdzEjHIWXVHPHec1FzEmr7k9hrPviLlpeQa1fOXro2s2hoBkSY+huJPQ3aMfQG0poBo9ojSXRlzg26zpsiUjkE44a1S7aBiJiwZRcchXgQucHVQmv+FsQe18OQthA2oPZ1xEGwLFaIcJdrsW2TihwUCskWbeqsQ7jMVuTEg/RDWMpWWsEJNBOtneI101wn0sQ5lcZAxDRmsmj1szt0JK9SOkYTq55hYFQeasQLUzMaYNbuLM68r2S2VCbCJtlNF4QO9XZmX6uG5on3PSccKxSODxozo2ZbirIJ0fQ528chLp2s1DkJzVPN3YyZozpx/qRSboCd7ljSzseiDuqI30YyUObimkqlGFokGxwQXKOnePhMjMJelYSIibw5oLhavf7uWJ3QaptQsay24ro6QHVVi5b7+w4yzpuhi3kru9reFE6KwTa2L7njbECbW4MiZyKJ9sWBH6Uihn15ArO09vcJHIsXNeEQfUVsz3kDoqvEgCKwSLUAjM8wyrQd3F2FoA6USNWrMBvUuPocuOLhHZDfyPwL1KqTeg3cF+CPjnwL9WSt0CrAAfu1xdHq9P+DHkcbXwY8jjleBKl+AR0BCRFGgCZ4D3A3/F/P6rwD8GfvGyNRmLl/DsEkFaOmKFBEG5ClYQl4HIOgs+AAAgAElEQVTfxKmfQQBRmbq7opJGIYxSV6akK0WgtMwMQ0gzV76EUqjYqLtR6NIuhIGuC01JVKlOKseqGk2/bH9WoGpms70Ru3iNhdrgN1bW2TodWo01GOXk9cj+bmNs1kKrsaKcQYvkyhnVgNVMCbCrxiIJXPiyUU5Rtq2yWgoyRRG755+1yrQclVVaBu09+vzsY33C504jw8sqW1VcszGUN7WK2VhQzD1qDHcmq+/FUSlZw2kQcVvcs04drZI1hbHT5Uq26m+k7JK4CAUx4dhUiNVm6+fFWsBV/YfGnxdGJotybSmExTINi0uImzWBKpVZMR4q6ebhTGBtkMK+S8+SHW8RGPUvb0c2ga7kWhsECNuh1eDy8VzThZhEl5WMES5uqcvsLlL1I90YPmo4UzIgOZExkslryjkxd53hwHAutwYryZmYHTdpA6HhZ7YRL7SRygr+CnBtxpAIvQP65XR3Ca3T5VYADGqOIiu1s7TlNPaqcZkUbgwVUeCyjtSds3Yeh5Wkys4QLKsJwwljvDZU+h5of7RSowxSUOa83qYoNSb37aYVIyftN6yPizCwbc1r7htI1pW1FtdpwRxVWI77qpV33IWhcSPN62Ip2SIyDBKGkrVtdlpqkDrKUZSyW0PBqLBzTBFH1o+5GnZRt6NkngLbznDg2j/5+Cqq03Xz/EVwWQGnlDolIv8SOA70gS+gqYBVpcrkNJwEdl/sehH5MeDHAOo0ydf11y3dPlKZ8IvS1FMCdz7YqGCq/MVcq4Sh7aBSSgd0LhGW0SnyDXWV9UhU6f4F9yrrlDjSG3EAqkAZQSlhaAM1V/f9CAQx5QNVQHmPas6iQOwe4oX2P7Epryrlk8pzUlVhWyhrGr+hDaqwfb/weaie/vKklqAqz7ysR+LYto2icMdhwNijpvo4Qg1HG+/5ErjWYyg+8gIAO85O2fc2MRjaxcqGxRCggvIjLtzxhQsVVe5DVcZKZQ+YwGU2JhRdDlBxuOG4LK9qsT1fJFWPYHctha5Lt9G9p2CYUdRM3MtmbCcMJY7aJsAKhw31V/qWNSKkEhDbCffclsmTYEM0EbuQCjCe7thFka5EL5QAsrEYlF5chsPCWiTrawJbf7nXmY4VqEfnAWhlhV4gqSsTcNd0DAVjtB7RaZbq56b0ezMIjNtCkYT2m1AilWPcN6EbpusvlF30BKPMliniUP9tb+DGVvlu8lZin2kRBW6LJgrc+co2S5AW1r3iwvLleSVOKBe10AU6ztx9VVyZf+PAja3qVBK6XHVFXFks58WGMRt1UlemtF6vLL5VKBv+Lp9b3ogJhmZOVc5lQBR2Di5qkbX4lqwg6ppvY6JGVK/BoPI+LsCVUJTTwPcBB4BdQAv40OWuc/1Qn1BK3auUujemdvkLPLYcrukYkvrlL/DYcriWYygJ/Bh6veBKKMrvBp5XSp0HEJHfAb4DmBKRyKye9gCnLldRm5XFP8p/qwsscmnDFw+NOWDxRjfiMth3heWu3RhSy4ufX/yEHkOv9adz4+HH0EWwni12PnfiF3RuohOvqM2vJ2zqMXQlAu448A4RaaKpgQ8A3wS+DPwA2oLpR4Dfu1xFSql5EfmmUureK2n16xlb7Dn5MXQDsMWe0zUbQ8DRLfRcXlVs9jF0WYpSKfUN4FPAg2jT3AD4BPA/A39PRJ5Bm+j+0qvYTo9NDD+GPK4Wfgx5vBLIBqOF63HDTb4iuF7wz+nS8M/myuCf08Xhn8uVY7M/qxsRqusTN+CemxH+OV0a/tlcGfxzujj8c7lybOpndd01OA8PDw8Pj+sBH2zZw8PDw2NLwgs4Dw8PD48tCS/gPDw8PDy2JLyA8/Dw8PDYkvACzsPDw8NjS8ILOA8PDw+PLQkv4Dw8PDw8tiS8gPPw8PDw2JLwAs7Dw8PDY0vCCzgPDw8Pjy0JL+A8PDw8PLYkvIDz8PDw8NiS8ALOw8PDw2NL4koyel8zzMkONWLkTojo/6qF5EVnNpTdeO5FBy99/mI3u0gRe/Kiv13JfR3U5ep6iWsv1T71iusrfxMumkPisv29oA1Xcq9X6fqL1nWV9VR/f1nP52WUUVfbxsuWUdf0OVz0SVxuSEv18NLZSl78SasX13vRe7k6Lz4tVH6/TJuql7uyl/r9Uvd9cbsvXfZi97/I9Rdtg3rRM79kXRfp7yXbd4n6q214ybZe9NxlrhOQSqkX96t6fLFy7uy3Hhl+Xin1IS6C6yrgRox4e/BBACQQkOBFxwTiBF9gzonAhmPz+0WueVHZ6vkXlQ1sXRvKXaSssucuXlaJOH248vvFrrPnpHJuw++VesxxtX614bwr646x/aqeu2TZslz1/uX5gMve6+J1Xez4Yu1+iesuVv/FfufK67rY75dr90XPvVS9F223elltQdRGYbihrLqg7MbrXtwWd04udT3unMjFjy+8XkRVhvqLr5HK+WrZYMM5NyFXzwMEbLzGnq+UCzaUdb8HF5QNRBHwcn4vNv5O9ZqCcMP5jWXDC865spVz1eOyrLl/KIW9vlrXxuMX1xVKsaGO8p6hbVex4foL2xVK4erFtStEVeqqtsXV++Jzyl0n1Tow94LQDKoACKU8FnO9uGMRAnOlOxfYc+HOp+e4BDxF6eHh4eGxJeEFnIeHh4fHloQXcB4eHh4eWxJewHl4eHh4bEl4Aefh4eHhsSXhBZyHh4eHx5aEF3AeHh4eHlsSXsB5eHh4eGxJeAHn4eHh4bEl4QWch4eHh8eWhBdwHh4eHh5bEl7AeXh4eHhsSXgB5+Hh4eGxJeEFnIeHh4fHloQXcB4eHh4eWxJewHl4eHh4bEl4Aefh4eHhsSXhBZyHh4eHx5aEKKWu381EHgMG1+2Gry7mgMUb3YhrhK3UF9ha/fF9eW1iK/UFNnd/FpVSH7rYD9F1bshAKXXvdb7nqwIR+abvy2sTW6k/vi+vTWylvsDW608JT1F6eHh4eGxJeAHn4eHh4bElcb0F3Ceu8/1eTfi+vHaxlfrj+/LaxFbqC2y9/gDX2cjEw8PDw8PjesFTlB4eHh4eWxJewHl4eHh4bElcFwEnIh8SkaMi8oyI/Mz1uOe1hIj8sogsGD++8tyMiHxRRJ42/0/fyDZeKURkr4h8WUSOiMjjIvKT5vym64+I1EXkfhF52PTln5jzB0TkG2a8/ZaIJDe6rVcKEQlF5Nsi8gfm783cl2Mi8qiIPCQi3zTnNt04AxCRKRH5lIg8KSJPiMg7N2NfROQ28z7Kf+si8nc2Y1+uBK+6gBOREPh3wPcAdwAfFZE7Xu37XmP8CnChI+HPAH+slDoE/LH5ezMgA35KKXUH8A7gx8372Iz9GQLvV0rdDbwJ+JCIvAP458C/VkrdAqwAH7uBbXy5+Engicrfm7kvAN+llHpTxcdqM44zgF8APqeUOgzcjX5Hm64vSqmj5n28CbgH6AGfZhP25YqglHpV/wHvBD5f+ftngZ99te/7KvRjP/BY5e+jwE5zvBM4eqPb+Ar79XvABzd7f4Am8CDwdnREhsic3zD+Xsv/gD3oyeX9wB8Asln7Ytp7DJi74NymG2fAJPA8xihvM/flgvb/OeCrW6Evl/p3PSjK3cCJyt8nzbnNju1KqTPm+Cyw/UY25pVARPYDbwa+wSbtj6H0HgIWgC8CzwKrSqnMFNlM4+3/BP4noDB/z7J5+wKggC+IyLdE5MfMuc04zg4A54FPGvr4P4hIi83Zlyp+CPgNc7zZ+3JReCOTawCllz2byt9CRMaA3wb+jlJqvfrbZuqPUipXmm7ZA7wNOHyDm/SKICLfCywopb51o9tyDfFupdRb0NsTPy4i763+uInGWQS8BfhFpdSbgS4XUHibqC8AmL3cjwD/5cLfNltfXgrXQ8CdAvZW/t5jzm12nBORnQDm/4Ub3J4rhojEaOH2a0qp3zGnN21/AJRSq8CX0TTelIiUcVY3y3j7DuAjInIM+E00TfkLbM6+AKCUOmX+X0Dv87yNzTnOTgInlVLfMH9/Ci3wNmNfSnwP8KBS6pz5ezP35ZK4HgLuAeCQsQZL0GrxZ67DfV9tfAb4EXP8I+i9rNc8RESAXwKeUEr9q8pPm64/IjIvIlPmuIHeS3wCLeh+wBTbFH1RSv2sUmqPUmo/+hv5klLqh9mEfQEQkZaIjJfH6P2ex9iE40wpdRY4ISK3mVMfAI6wCftSwUdx9CRs7r5cGtdpM/PDwFPo/ZF/cKM3Hl9B+38DOAOk6NXcx9D7I38MPA38ETBzo9t5hX15N5p+eAR4yPz78GbsD/BG4NumL48B/4s5fzNwP/AMmoKp3ei2vsx+vQ/4g83cF9Puh82/x8vvfjOOM9PuNwHfNGPtd4HpTdyXFrAETFbObcq+XO6fD9Xl4eHh4bEl4Y1MPDw8PDy2JLyA8/Dw8PDYkvACzsPDw8NjS8ILOA8PDw+PLQkv4Dw8PDw8tiS8gPPweIUQkX8sIn//MmW+fxMGF/fw2BLwAs7D49XF96OzaHh4eFxneAHn4fEyICL/QESeEpE/A26rnP+bIvKAyU332yLSFJF3oeP9/QuTe+vgxcpd5B7/WER+VUS+IiIviMhfEpH/3eRW+5wJtYaI3CMi/58JZvz5Sqili95DRH5FRP6NiNwnIs+JyA9ceG8Pj60EL+A8PK4QInIPOozWm9DRX95a+fl3lFJvVTo33RPAx5RS96FDIP200jm4nr1YuUvc7iA6HuVHgP8EfFkpdRfQB/6CEXL/FvgBpdQ9wC8DP3+ptlTq3YmOZvO9wD+7mufh4fFaR3T5Ih4eHgbvAT6tlOoBiEg1puobROTngClgDPj8Jeq40nJ/qJRKReRRIAQ+Z84/is5NeBvwBuCLOrwoITqc3OXu8btKqQI4IiJbIiWKh8el4AWch8e1wa8A36+UelhE/lt0PMmrKTcEUEoVIpIqF1OvQH+3AjyulHrny7zHsHIsL9UhD4/NDk9RenhcOf4U+H4RaZhI+X+x8ts4cMZQhz9cOd82v12u3MvFUWBeRN4JOgWSiNx5je/h4bGp4QWch8cVQin1IPBb6Aj5f4hOBVXiH6Izo38VeLJy/jeBnzaZoA++RLmX25YROo3OPxeRh9FZId51mbZ4eLyu4LMJeHh4eHhsSXgNzsPDw8NjS8ILOA8PDw+PLQkv4Dw8PDw8tiS8gPPw8PDw2JLwAs7Dw8PDY0vCCzgPDw8Pjy0JL+A8PDw8PLYkvIDz8PDw8NiS8ALOw8PDw2NLwgs4Dw8PD48tCS/gPDw8PDy2JLyA8/Dw8PDYkvACzsPDw8NjS8ILOA8PDw+PLQkv4Dw8PDw8tiS8gPPw8PDw2JLwAs7Dw8PDY0vCCzgPDw8Pjy0JL+A8PDw8PLYkrkrAiciHROSoiDwjIj9zrRrl8fqBH0MeVws/hjwuBVFKvbILRULgKeCDwEngAeCjSqkj1655HlsZfgx5XC38GPJ4KURXce3bgGeUUs8BiMhvAt8HXHJgSVRXuw8eAqAZh8ShAJAVirzQgrYWBRRG6IaBMMr0cSN2ymaaK2qRvrZQEIi7xyjX5eNQCMuTRQalIA9CEFOXKvQ/0OfyTB9HCXlZXMBWP+xC0gAgl4AoG+hq8gzyXJepNSBL9XFZH1AM+kho7iuuwVJrkq2u6HtFIeWCIx+mtlgQR/aaIAoZrnbs+bAWmzYU5CN93+HagDDRvQ+TkCDWx0WaEyb6lfeX+wTmmSathLQ3MvUHdNr6uMA9tkwpYvOg64GwlhW0yRiovPL0XzZe9hiaDCO1LUqu4pYeryUsZCPW8uy6jqG5iZYa33MQgPYgIzLzUBIGZGYeigJhmOm5IcsVYWWSsd+lwCDVZVq1iM7QfO8K8kKfT6LQ1g/QH+XmWrFlAJS5b3VuSOKA8nSWFRTmDxEIzVyiFHbOQClKdSUb5SQ1M70L5KYvRaHcfCYbH3uRmbZFduZEFYqg7HuleJ7mtpxtO1DkGRKYuScOGXX0XBUmdYpsZJqpCJO6aYKQjwbm/qltU5jUbT3ZoEcQRqb+1E5KSilQBWrUQWWDi46hqxFwu4ETlb9PAm+/sJCI/BjwYwDELfb8tX8FwPpyn8n5lml0wdiUFhy99pDZmSYAa+0hWZrbMs0J/VCyUU5S103Ps4I3H5gG4MFnl3nDvindmOU+k83YtqMcoDunGnz1iQUAWxbgzOqAw7smABhlOd9+YRWAmVZCwwiLqWbMak8LkVt3jLOwrl/Moe3j1CI94IZZQW5ewO6JuhUKC90Rd+8YB+DZ5R6Tdd22zjCjZ/p4cKa5oZ7USNk9kzXOdfTgOLbaZ/e4fg7zrcSO0YXOiDu36efWHuaM13Sbl/oZNfMx5ErZBUBnmLNrXAuKZiyY8U8tElqDZfPyArsYkFGHfGxeH6uCcO0sb//wD3KVeNljaD6M+YWdh672vh6vEfzkmaevtoqXPYbGCPkvNT3fvOtrn4VAj/E0rJOaybo1WietTwIQpT2GkZmThjmlvJqph7SNgEsCITE/PLMyYqahv7/xJGSUO0HWHrnjrrl2pZ8yZeaDUe6++3PdIXUzH9y1rcVTy3q+2d5KmKiZNheKr5i5qhGHjJu5apAVPLvcA2CqHrN7ogbAYi9lpa/nsIX2kG3j+nwcCseX+wAcmm/Z5/DgCytW+XjXwVm+fULfqz3I7FzVG+V2fh1lBWtmjgwDITFlzq8NrCAc9EZMTuvnORxmDMziOq5F7JzTMmFhpc8eIx++9a1TVj6kw4yRWUgktYheZ8Tx3/r7XAqvupGJUuoTSql7lVL3SlR/tW/nsQVRHUOT4dWsyTxer6iOobrjdjy2OK5mtjgF7K38vcece0n8+IcPA/Dlo+d576E5AP706UVuNdrNmdU+779VawoL3RGHjUQ/uT7YoPU0De12bLXPe/fPAPDfv2MfZ4ymc/tcg6eW9IokzRWTRuPbN5nwfXduB2D3eELNrLpeWBvZNu4Yi5n9gD7fL8TSFud7GTdNaK0nLxRR4CjWcgWTDNbsyi8erKGMmq2iJgS6DW+cq9ExbMZYkJEFus7a6gk49aQuv++NBIM2AEUwzcH0BQDedugOMKq+5G1UTT+fw6PTqIF+htNhQrCmac+xuVuoLT6j6xmbp9PQWuq4Ogep0eyauwm6S7rO4Yhg9YxuXBSRzd0CQJClqFC3MzzyJYLJWUTlXCVe0Rjy8KjgFY2ht/7UhwGQURdJtWaU1CeI6vobOpY1uakwc4IqaC1oxrNRG0fFeqFeFNNMr58EIB+bI1w+C8DhWotCdD3hyiK1lp6fCCLiutZEokCI+/obLSbGkZHWtrLahD2fbpsmGpntiO5JZk98U1+773bQUxuD7Xfwg7fPmb70CAZrpvwSp+64HYD5Zki0opXcYtc8ysxDdnsGWMsjJhLD1hQZvULPWx8+NGu1wrVhzn9zp56b+5myTNW5bkbdzKPzzYiB0UD7WUHHaKxrg4ztLT1/H18bMt8yc0mAZZhGuWLZaJfNOOTZFf1M/vZ7bmZtqM/vnqhbDbSX5jxyts0vfKHBpXA1Au4B4JCIHEAPqB8C/srlLvqH/+6rANzy5j18dqAHxLaJGl99ahGAO/dM8Lkj5wA2UIzDrGClr6XCN48tc68Ramv9lG+eMi9VsJx1USgWjerbS3MeOaLLjNVjvmO/pjRPrQ9t/bfMNDm61AXgc0+d5949RkgFgRWmY7WQPzmm62nGIdON8oX12d7Sqv6u8THOLurR1xmGVrBCQTPWAmH/ZMyaUbOHUchSX7dzbTDDoUMf0MfDnJmpedu+s+P6g9mhItZS3Z5cNUCPAZrjB+1gmggDZFzTr/Vc8aTsAeCmKGE8NDx+2mdhQu9DJGnBuBGURTRr75mPzXN+qAfujiAk7OkPT+ZvovvlT1F01rhKvKIx5OFRwSsaQytP6Ql/xwcz2uP6+8iVYsIIu4Od5yhS/c2puE5hhJfaO0vR0t/I0lAxO62vlSKjaOp5RYUxMtJzSdGcRso9smGbQU0Lx4YIo5r+RlvdBb6wqM/vnhhyh6ENFXBipI/bagetOz4CQD0MOG9owHh1ZG0QxpKEE129gA1kks6ibsPqeJ1BpoXgw0+sM9c0C+ooYNLs0xUqZdHUeWp9wB3zY4BWILYZYbQySDm1pp/PG7aP2/l1rBbxlWf0/B0GwuyYbvNkw83fuVI8t6CFdSMJOWno0Ju3jfEVs2W0Y7rB7Ji+13MLXd57WM9/f/zkAu2Bni93TtXtPuZSZ8TJhQ5rXaecXIhXLOCUUpmI/G3g80AI/LJS6vFXWp/H6w9+DHlcLfwY8ngpXNWGhlLqs8BnX841t71FswlhIHSMVD671GN+WquZs2M17t6ttaf1YcbDZlNzlBV2w/It+6Y5clprD0udEe05vfI4OD9mLTCfXelZzevJc22+944dAHzhqQWreT1ydpmGKXN8rc9792mtUGt/us79Uw27Uplvtdg2VhpmhFZbvGmywVRd19NJc6tCb2vVrKVoL81pxPr4+bURsw396Jf6GS1jzThdr1u1f6YRMjAWpPN1IZrQbR5mym7ubs8WWa/rVU6u4BbRq6jVcDv9VF871l/gDWP62Qa9JYqaXpUO529lrnte97c+j/T0iipcPa2tToF4+SS76lqzy88dh4P3ACDZgGhuB0RuhfZK8UrGkIdHFS93DLVCYfpWPQ/JsIvoIU6IICP9HeTj262mpiQguFXPSQOpERlzwtlagaSaBSqSJqf6eg6YqUUkNa1JddOCMfN9n+k02WNowHZa8MBprdF891zEB3fqOpeIyGKtAa0Pc851jaYWCrHZ7jjfS1kzc2c5HwEs9TLOGW3mpsk6B8yc+vxK386F9+6aJDXWmwudEfOGNhxkipPGaK4Zh7bMG7aPURp7xqGww2hnRxe77DCa5jAreMcBPXf204IlM19O1iNLOR6cbnJoVj/olX7KVLPU1Dr89IduA+Czj59lzDBeh3eNW61tshkzbwwMR1luj19Y7LFzrsXj0aVNSa77jv35s3pfaceuCSuwDu+dtPtczy107H7WV59aZN9c015bWvMsdUcc3qkH0FgSWouf9jBj3KjcC+0huyf1g5gdq1lK8AffuIsHz6wDcGCmyQFjnbPcT/nTF7T14Ewjpj3UavCx1T4HjcXPifWhNQWeaybW+nHbWGIpgx2thL3mvnvGEzpGnV7pp1RdDsv6m3FAZjjrXGkBBrBtuEA+uRuATlrQNvXsZs1+eDnbGQ70+fEkpD+2Ux9LwVjpGsB2e0/pLFIa+iSrJ1CJ7le0dAwxXH8+sZOwrSnibM9dBG0tBGXv7QSLx3Sd07uIdu1HYm+u77H50M0V/fN64Zw0p2kExrXo3JPk4/p7CQZtu2e+Fv//7L1psCTZdR723ZtrVWUtr+q9evvr1/s23T1ozIwG+4CAKAICTVs0JQdlWXZQJuVQhO2wFZblH7YU3hXhRbYiHEGTtiWFLZoSxUUyRYICCHqwDIABBjPT0z3T6+vut79Xe1VWVS73+sc9dfI1MAMMzIkWGlPnT+fLzsrKqsq8957vfOf7yigT5OgVfMihWVwrrwAxNuNZZOWw6prJTgsNGZr9jpOD1uY5qeVt0OONog18dNWMYUoo3O+Z5zhnAxbMjJJzJI9neVtwzX+l5KJMLOmyb6E5NK8t5R1mT48TjVlaRB8MbKxXzGQ0jBVM6yDg2xaPQ2XPwrlZA0vWcjZe2+sfOSYb8ybj0HMrZZ5kLV9gb2A+e73g4jkq73xjs8OT2q3GAFVKLGr5bNwIPBuvUInJtSXWqub4B80Bzw+rlQJu7Joxe7GSY6jzM5cX8flru8gqid8bU6muaUxjGtOYxo9lPPYMbplm95xrYbFisoly3sWb22aG9gKXVy0AcKpuILV7h1lml3czmm/esTg7ixKF/cisJNZmchhRc9fSEeZN3pF42DIwxLWtDloEh44TxSuM5aKPNDBLrdYwRnMUf8/n2OmP8aEVswLbaI+xTOzKXpSiS1nVhopwzjMrvz03z5BjqoAeXVvJsyComW02Z3OfWlMtYhya88zbYwQ5c/7tURlpP2sgX6YEVyQhEsf80RhrAOa1NVdzL1u3chwFNaTjRxDUqK7cHGQa8f7dioEM6uE+ZMcU19PaGkbHngUA5LZfhbLdrGF+GtN4gmJ+No/Kxz9t/kgj2I0NAIByC3xP3/fXsGKbZ6KkRxD0fMj+AR8jwxYEMRELrXtIJoQTrRDnDcoSJgpFyjEkMhJcM9KQwuy/3h7j+oHJSs7OFuARylJyBc5UzFg4VoLZie1RijzBnp1Ryv13UapQpVLJ/U6EXYI3z9Z87nPd7EU4XTXnv3EwxBlCyJqjBMvUFztKsubuVGlYE5EJIXgc7Y8FWjQuLhf9Rxjuk2MC10KHjrFEloHeagzgUO9hYxAxMlcLPAwiM7YNoxQnJ0QX6ucDzBjfIKb8dx60kHOtR4Q+vjse+wT38hdfAQD8iU9fZYw1VZrZM9XAw37PTFJRorDVNgOya1s8wRVcGwd9c0xnGHMj9nLZZ8z3zb0+nlo0k2NrmOBk1UCRh2GM8/Pmi1ss+vh733gAADi/VOJGbACo04SyEHgYRBkdfoJNzwcu9kNz/XnXwpDuIAGBtTK1EmhgI5mk/RIdggOKnsSk9zNKNeYL5mfY7sc4RjDHxtjDsQI9DSmQCFIgiWOcKJjziGiITlqm9/IxQzBjzXEhqJUAiYRIzDnzuTIELQDCYIm/T79xl+GYpLyM2ZFZbMiwBU2qLNotwH3jDwAAiupy05jGkxh7hyFe/qt/CwDw7N/5GwjXnwcA+MMG15/X1AGUNKxIEQ25NUcXisyQFPEIisQPZJpgCDPI55MenLE5JrVnIBOzHdtFAJky0wQa/UA5xnxg3qviW1yuESrB/b7ZVhrcPD6Xt7E3mMCGFl7fMxPATM5hxac41ZiQGB92Y04CdnojFp9YLn88e5IAACAASURBVPm4TWzG1ZKP3b551jujBFfmzTPeGKbMI9jpj7FOJZ3OOMEabT9oD7FB4/Rq2WcVqJmcg32qCa5XcswvODmTCVrM5GzcbZjrz7kWC2msVPM8D1TyDopUm7t/OMDzp8zi4aXbDSxWfDjWOy+0p0vwaUxjGtOYxo9lPPYM7vLHrwAAAt9GRFlPlCjOJqow0i8AMFfysEiEDXlEN+3Fmwd4gXokHjSHnMHt9sZYIoZN3rHQpVXLKEnxgPo3LCHQprT50nwR/8ZzawAMIeT/uWVYiM8slVnmRmlgNj9hGimWvDnKTBolitlFwySFI7OvtUlZ3oW5HPpESgljheFE4seSLNkTOBI9aSCDxUBih/r+PMtDbUzEmFLAkjddp8ywZ10OoV/6TfNdffCnYBEhBH7BQC8A7M1rQI16Yr2KaSwH0Cito9Yzmay7e90wJgGgXIMoGnaU1d0F6scAGBhz/NpXoccZdDCNaTwpMRu4uPo3/zIAQM2fhj8wpCrt5CCp1zMsr7EIhBgPGAUZ2QXkokl/2SqK9KiHpRXOFmKvBK9lhBlsdwYjx6AswXelE+0xSVepPHKU0UiA0R2Rhgjo2XUtge7Y/EeqNcOS3bHCKUKnhoni10oJ7ht2LIF56mUL45SZ5v0owQqNl8MkZdLISsnH9QPzbHfGCaoEP/qW5GyuXnDwyk6PzzNBv3Z6Y9ylsTNWCi3KyB4CrO15lBF/bCbH208vlPAdIpPsd0fMtNxshgjoGva7Y5yoG1Ss2Y+w1xlxX9zbxWOf4DrUnR6GEeuOVfJOplnWHTHGemw2j006vuhnlPRzSyX+IWuBy6yaE/UAX6aGw7mSjwpNTEdrevv9jF35pXtNBDQ5vnXYxzL92LcaA8aUHSmYPjuMFXYJGrWlwBJpQnq2wDYJFBtdOdLJVCYFB4DrB0O+htWyyyzHQaxwRIuVa3C9KGF26GLBhoKp9zVHKaq++eH7owT1vDm/CMcQz37OfMdOGdFClc83aWFwZ47BO7gJAMh3HmBYMRPW7N411pm0egcQx80iJBUSdtfU4ATGCJfMfmfchXvVh8j/CqYxjSctDvsRvvHX/g4A4EO/sgC1aBQ/ZNji+lou3IecwIyVJRzaBkKsRl2G/wNHwt43z5MtbWgSYtdCohmYhWTBlrBJESVSLnJtM/H1SmsIqGWgOmig6xjYrTNWWBrcAwA0yidQJshxECusCsM23LMqPMEB4PIIYHRlATMBTdjZc3kbTeIFVH1nIr0J37YwYdgHrgXfzhbsk8V7rDR6VBe7shBgq5s1VU8W/rN5h7U0HSnx5qEZjz1L8ljbG6dcXyseSW4Cz2aIcaM95GtIleY54exCkfU5a2dm8dJto7r0M1eX8Z0HLbzuTCHKaUxjGtOYxvssHm8GJwQ+9UHDNHrxjT2GFgFw1rZY8bFMbgKvbGRK1nMlj9mTUaKwRWnw5dUKrq6Z1VWsFBao8HlxocjF1O44YUZlzrXwgFiUy2Ufi8WJxJbP6fFaOcdkkrxjcXH0qXqRbXp645Qh0Fkryy7Lns2rq4Ivca9tMr6Ca7Hyf+sI8ylwJcOzZQesUelagmHZRGdOFfXhNkLHfIeLBRtiTP1rhRoedA0cUJSa4YxelDCzKkwUkppR4k81YNHnSuZOQdBqNV69wqtYZ/8m0mIdADAMFuFPtPO+9btovfEG0tYhpjGNJzFKKwZSE/kSrIM7ZtuyEM8a+Tqrf8gsYy1tlCmbiHUZbmzGHruzhbS8BACQ416m1XpwF5UFElfo9jDplPZyZWjfIDEGcjRZ1UwwhyK9V5D3sY3jAIB5HbJerCNz6LpmnJOpZu1H1xLcy2bLzBUkjBUzLYGMvTlXcJCjMaw5SiFoZOmMEowIFqvlHGZOnp/NM5K01Y0YZky1ZibkcsljMsnre30u41RzDlZoe7sX4RXqPwYyVG23N2Y5wxu7XTxLY/mglAnzx6nGkMo7395o4Sli4h/0x7i51cXoRwai1Bp//9e+CQD49E89xRPWsdkCrm1muoZnyCZhLvDw+ibZ1gRZPW6/N0aHuuXvNwao05dRy7vMztnvRwwPHgwiPL0wofQPuR0gjFN4lBIfHKGr3mmFuEqN5HuDiG+OxjBm2qtjScamlTaQAAC8dRhioz1penQYrkyU5ubMxjDlhu5RkmKVVEoSCJQik34fWBVUffNZbrcivimD/DIsuqBIaRSpWbsfKxyj82z2YiwXzbYUDrZ6WZvDum+27cZd1s6DUhAxtQ+kEdQbXwYApJde4KZWtxBBvfL75rOfvISZ5ZOwfmUqQDKNJzNO/ZmPAgDGr30Z1sf/NQCAvPsy1LKB4a3ONjTR9Y9Cl5ZKeCKTox6EMoOrFpIFEgZrzyLf2gAAJLV1CGIlJ14Jzigb5yb1LDnuQ3umrgSVMJ1+L82hTLY4hWSA2DXHBLbCi5tmYXu8kk0Ey4GNWy0zLtpSoEeL3GGc1ezGqWIYsOBIZlGulTOrIN8SKHvmMx6EMZdxfFuyuMXWEfF72RfYoFLS1cUSJwcV3+ExtR8leGreLCqqOQevUjLxsDVk3csTT+Xxpbtm/FubyTEjHsiaw60jPn2VvIPFWh7O91EymUKU05jGNKYxjR/LeKwZnOXlUVkwxdRmP0KfZt7eKOE+uHLexT/6lnG7OL0QsKNA3rVwl5oha4H3CLw56aezpOD9sVK4T1DkaiWH1/cN42e9ksNDYlRmSv/GXHCSqZU9m1cqrSOriFRrdOm9TEMmGf7FKW+XPRuL9FlipTlTawxjXpkVHMkuvM1RAp9WhA97MVyLGuGlYMhxueggL8317AwVr8ZmxRAaebr+BDZlbSuBBVBhWyiFOjkd9MYKMTWDi8oqQLCISEdZNgcAVz9DHziGts1r5bAD69TTAADlF6Ee3sqcy6cxjScoCpaANWdk8OzTV8EA18JJ2E1DAkmrawwtytsvQR83Oqxy2IHKmWcUKmGJO6t/yGxlf7AHTXqSzu51jOYvAADc3g5rwdoCrFGpVdY7NkwlZ212HCKEgTqVF6A1zKC40zWzvzVMUSJk6GCYYiEg1CpMGPXxbMnktf1B9sxe28uIdeNUMzpVL7jM+JZCICSWtxSCM0ZLCLa8+dZ2B2tlMiRVGUGlPYrxVRqzd7tjPL9GZtTdlDOyV0ZtLg0No5TH7zd2ulikclOUKjaNrZc8rFMJ6+Z+D2/dbmA0/hGBKNNxiJAsajqDCAFBhYFv49au+SKqgcu0T0tKDIl50+iPOd3daQ+ZKtoOY0RktT5XKOA10jW7uFhiMefFwOO0Vmk8IhI6EVIeJwpPUQP4RmvI+PJ6JceT3ChVbB2htOZzLhQdnshSnfkkdUYJN1iuH4ESBrGCTzefIyW2qfAWOBKRmqidaIYZO+MUYqItqVN+MKBthKk5z3rZZTbVGAJ+as4ZO3nkaLKTngOHHkjteEgmjsXpCPaB8YxLy8vAdwwUKc49D5DBqBz1WKfP6mxBzNQBe2o+Oo0nLwapRusbxlutMhzAufIJAED0zd+H90FjV6Xf+BLE2kUAxh6qaZmJqab2eDGo8jPcVpDmqwwzilEXacVMoMotwO2aBbsYDyBogYlxH4JgT+3mYZFSiiMduNS+k5YXkaNFcZhozKdGK7fj1aC02T9TsdB6mwF+oeAw76AxzJRPFgOXheSPCltsdceYLUxsdARCEmu3pWDewXd2emy1EyvF7OwL9YBrds1h/IhX53Ixa/OaNIMHrs0T6ydOzeIm2fp8aG2Gx05nqYxvUnmq5NvYapvF+GIlhz8gO7WPnJ7Fp55bwfavvbPo+xSinMY0pjGNafxYxmNnURapKdGyJWtR7nfHaNLsvljxcXrBrIRee9DGMydMP9due8hwZb3kY5NYlIHvYIXU/mt5lwknlhRsuHf9oI8avfb6Xg+nqf8ujNNHbCf2+5mB360mqYdbknXZTs7kuccjjFNezVzby3pDriwE3Nc2l7cZ9rzfGSNHxd1jJYfhR6U1xpR+lz0bVZdeIC123I2VZphgVXTQUWYF6To+YjI5zYsYM91tAMBDfwV5ch32lYYgx3BXAD1lvqvAlrBIlsg+uI1kxjS8y3EP1jHTF4RRD4ocjqEVOtSwOjO4gfjBTehohGlM40mM8nnjVG/VFoCeYQM76+cZZhSWxcQr7RUwe3gNgHHbmKAdQiXs+KH9EsTQZBwijSFf+Wdm+8TTSGZMT5xzeBdWx2Rzh9Vz7KBtLoSeUYBdPiBtlg7LS7DzeLEAbPZN1lYIHMxTL2w/zhy0hQA3jx8ruwzx3W6OsUAlFNcSfPzZ2RwLTsx4Fve7rZY8tClDvFAPsEPyWbN5lyXF9vsRl2iqOYd1NY+OnTM5hxGvwLUQ0/V0xwn3xB2GEb5CJJMPrFb4q3Gk5BJWO4yxQnPI/cYAqdKPuLR8dzx2FuXWGzcAADPzz7LuWODbuPy0odtuNkOsEMa60x6hT7hwox9x4x8AhjQvrpTwJtFPO8MYM5MUOtXM2vn2dod/mHrRe6SJMShMoD9wCj3RWwOAc3MB20V0xgkzkE5W8zgkamw9cHm/1kB/QqUdg2t5p6s+9kk/bhArhh+FyGyAEgVskcn4bE6jG5n9lhAMAaSFGvITvD7RDFc6+3cxqp8DAFSO/Oh+OgRi875CpShSM6oYjrl+kMysAbb53rTKQxG8Kbv7UBXTkiDTBOXrnzcnXTkHebAFIbM66DSm8STFaNcIGKgHmyj/3C8BMIs7kD1Uuv40BMGPSBOkFTNJyc1r2UmKMxDUMiDbO4BrFpUqPwN7wSwYdTSAu0OTYzDHkFnBkXB3rwMAkuo6ND1/IomgnYl/YwspwaEijZCWTImgOdZYE2Yy7SQ1bgkqOBKLpGsLrXiBbISdqRXJt7mUUXBsFirO2ZJVkbb7me3YpHVgEpNJyrEk9ki70rMlMzAPw4g9NucLLntvdkaZcEXRtVhZKudY+BC1Bry+38OFJcNeD+NM3aoRRjhDScmXj8wPjpTojuKpFuU0pjGNaUzj/RePNYOTjod/+5cMQ2+zGeI8zdaff30XuzSjzxU9XgGkSrMeGWazZvBGP2IY8/hsgfXOwijTWfvmRpM1J8/NBdggRuVMzuG0OU4Vyr5ZdfXHCbMqHUugRCuYOFWcPYVp+og1w6Sh8dXdHr9WCv+IvQS4h2SjHXFRtjlKUfay88y5VCSWQJSaY7b7CRdcA1dihyCDtZKHGZDcmcxj0gKezKwhnEAAjoRFq8+uU0ZRUsMqTNMqAMS+D3diARK2sgzO9hkiSVYuQVAfnPaCrOje2cXgrTeQjjL5sWlM40mJwJKIuuYZqv3kZ3m/au8DddNkLeLMTgrShtw3sKSuraJVMtlZ9fA69J1vm/3Lp9mIWKQRCyT08gsoDkzpQA472CuZRvI6EU8AQI46xoYHBgKd9NzF+Roa4cSQ1DnCqpZ4mJisZ86SyNmkTRulaI0ywskMjTdlT6IfZ1neRHCiG6VMgrOlYGEMrTU3jKcK3LN2ulrgMWmnN0LZI9Z2yceDjhkL3tjv4+qSKWU4UnJD+vXuCLeITFIvejxGBq7FyNlOe4gPrZuS1M3DASqU/X3tToPlueolDz4heS/ePMR2a4ju8J3Z3I91glPxGL/yvxqY68QHLzJuK4/Uy4ZRisYg06J89YFJxa+sVXiCy7sWN30/aA65YXx1Jscf/kQ9wDwJIO+TfiQAXJgrZH5trSG2SGfSkQIzE0HPQVZTOwwjdrE1E6I55nAQMesoVpp/bK2Noy8AKC2YpVnLO4x352xxBCaQuNE2x88XbKYIV3wLByTU7FsSJ8iRtxcpBHkzucfjFA2CQBdHB6hSzSCeP8f1sqKloEjA2W7eNz5uANxRi9lg0nKhPAMBWP0DWL19AEAUXIGw6bvTiptaVXUFpY/+JKzgtzCNaTxp0U8Vbv8TY9s1+/N/GTI07MRk7QrSl34bAGA//Ulsz5gFXdmzkDs0AuS6toZq0+hPKr8MdflPAgDEjT+CPrUAwExkE3gwXzjSZlRewnzX6ExqrwCMzIAPr4h4/hy/dvJcRkpjgr6lGjg9Q4v9NMLQnlDxU66d7fTGuFg3z7olJsY8wM3mGH1io9cLLk9wlhAoumYKiFLNNbUozRrDw1jhdDWzx5qUdxxL8mSnoRmKvDRfRJ8mzfhISans2wxFXj/oo0OT0geWyyzOXMm7zKjcaQ9xitzAn1mv4gFxIo7PFpjhPuFwTCHKaUxjGtOYxvsuHjtEufqUWamsEjwJAGFvjCFlTXPVPD7/bZO+u56NP3VlEQBwbbPDM/b9wwGvNjxbIiJ4MOda2O5kitW3aTVwebEEwKwY9gcx3iImpGEFmQwu71iZFlveZRmuzd4IPq0Qqr7ziFHfxI5iJudwpjaTy/PKZjZvYb1sViGdscIOFWVTLbjxsuCA+0xcSzCUUHM1lqhpszVKmcTSHKVsc1PLlbGtiXFlu0jumFWpbbko3vgaAMC68hPQE+dtISFik5GpYA7O9msAgHjhAqzODgBg119CfY764+6+xM2uqCxkDt7bbzGkOY1pPImx9sIZs9HcgiZyCISE/QHTB9csLKNDCMpS5y1MqBYiHmWN3mkCu2kyO3XsMuSGgSu7pz6BYGyyQliugR3ptZNnSNs++qvPAACCvddZo3JXVlGlvGOcKCaRCSFAABC8NIFL/amtOEWOHAQWix4T2aJUYSEwY9j5modxap7X5ihFkdibOxPhWxiy24TUYUmw04EhhphtpfUjfXAToshMzubM7uWtLvfcKQ2cIELIH94+RI6yxUrewXPEktztj9GmsfND61V88SZBtUrjn7xuxqQPnawxU/7Fm4d4lpj1m80hmv0IyXcRYY7GD5zghBCrAP4egHmYrPeXtdZ/WwhRBfB/A1gHsAHgz2qtW9/vXCoe4+ChoeSG/THqJJp5YqWMbaqRdQYRN4PLimBvuMmHBoCLK2XsEG6bKs0002GUskXOWjmH14hdeRhGaA8zxs9EjWSjFfIPdhhGnOq2hjGn2cslnxu9j7KFru31H6HGTpQIYqUZ9gR8dN7GT32t5LB9hS0FFkjHchArZj82IsF1upoY4nBsmFU5W2JMVhyjRKFIRMZU1iAufxoAINqbsOdNnSD1yxhZ1JohM1qwGqWoTmCRQQMTD426GED26WcsL0BtvmnOWT/Ok6NwfaQHW+9ayeS9vIem8f6M9/oeql0i0fHWPuy1s2ZnGkEVjW1UJQ0xNzAizPHsSVhE44fWAAmTQ9oQVMe2whaS9asAgELSY3q/HDQgHr5uPsPsGpIZYiVHQwR7Zn9aXmZVoXqhAIu85NLyGjxamLfjrHwBKdEdUdtQ0UFnPKm9Z76ZQoC1KLf6CUr0Ws8SaJAiSi1nsQN4GCs0h9mYNBm1bjVCnKRJqjNMcIwGpdvNCBdJQ/L1vR7qVA769MkqvkM+cWGc4lbDfFcrM3lmu6dKY8Mx47clBFuh3Twc4HMXDczbGsbcPrXbGzPj/mNnZvHWrjn/uaUSXr7bhBDfO8ZO4t1AlAmA/1BrfQHA8wD+ihDiAoD/GMAXtNanAXyB/p7GNN4upvfQNP64Mb2HpvFDxw/M4LTWOwB2aLsnhLgBYBnAzwB4gQ77uwC+BOCvfb9zSdvFiSsm+9BKY4VcA3Y7I4wpS7p8ooq584aBVPRt/LNXKU09PfvIuSzKOCp5m1cPN3a7rFO2Pxjj2IzJXO42Qpwlaa/NzgglgjQXix4CN/sKJjCjJQSf824rZFZn3rGwPzBZzMlqHi5lfIMoRZ2cC2Kl8fyy6b972IuZOdmLFGapIXOjE+N4YFK1dmKzZpwtM2ueHGKMFSmYewFGBCes2CESMj8t6hESkv7ZGkjMEflks3AKK7V1/lyT7NLTCWa3jEQRgirGcwamsVQCQdmY078HzVVoF3LxBABAtHeQzhqGWfyV34Kzehr4Piuno/Fe3kPTeH/Ge3kPLcwHkHkSMJAWuwPAcpllDMtFQj2gEBLJrHkOnJ1r7DIgoj70kHpJTzzP1lUiHmZQpJODVTHj2aB6Av6wwdcRLxiNSufgNmI6v9XbY5mvwuEtxHXzjOagWdJvLT7AKgk5jNRcVuI4ghZFSmOeCGL3xw5nZIkCQ5R7gwTna2acu9WMWIii5GWSgR9dK/FrFwMbm8TkXAg8lgJLtUZx4jhgSbYg22gPGbqcqTg4S71sC4GHbSoNSSGYaX6/PcSthiGcTMxUAeDyQpGJJRvtIWo0Ni+XfbwiReYl9jbxQ9XghBDrAD4A4OsA5ummA4BdGOjg7V7ziwB+EQDgFHDzm4aBtHZhHddvGriyMlfAT141P+rXbze4oXuzGeIzVIPbaQ8Zisy7FmtUFn0bO91MUeM6pa9F38Yp+kKLvs0NiiXfZn20/UHEumzb3RELgALgutvZ2QLuEMtnpz/mxu2ZnMaA4FMpweolYaqZzjtMUuyYex5HiT55R2J/TJBgztjbmGMECzKHwmK/ubm8xUomm8hjmUoG2vFhUXVgxU+Y0r8+OMCwYOBH78YXEaxdouNzEHkzOcZzp9i6Q4wH/CDZnS1g55Z5g8XT2cN8uAm0vg4AcD/2s4i+8pvQccZOfbfxx72H5qx31p2bxvsj/rj3UAALqm/Y2dbcMtA39TLZ3gMGBkYTJ68a6B4GQrQbdwFkkxJg/BJ1jRrABw3Y7U0AgLYciNQ801paPNl5cR9Ww8CP0dpVSJoQm9UzGJGoQ0fP4RQdn9TWMxHmRPNCuO0t8zUUJdAkuDK1BKhsj0aYwgnM4regUq7tt4Yp6tQMvl5xcZ/GqguzOVzbN7Dh3VaIeRJoz7sWC13M5OxHkoBJieajaxVun9rtxzhDQtBLRQ9ffWi+5wtzeXRIEWV/ELPwxisP29zcvdkMuQzl2pIbul/b6vDYf6Ie8PzwysM26iWPbYfeLt41i1IIEQD4DQD/vta6e/T/tJHGf1vBFK31L2utn9FaPyNs/+0Omcb7JN6Le6hsTQWe38/xXtxDPqYKPO+XeFejhRDCgbmp/k+t9T+m3XtCiEWt9Y4QYhHA/rs51+JJs+Lxcg4zKU/UC7i7b1YzgW9zQbHZjzCMTL34J87XcYc0zlxb8iweRilO1PK8PZH2Wiz7zKIcJwolnzI4z8bX7ptzPrWYqWkfDc+W+DYVRI+mykDWB7LVHbOzwCjWOFEx+++1R1ijHj1b2pjNm/2jRKNABV1bCjSIgfnFBwOcIW01pZGxQy3BWV9zlLK0V5RqzviqOZshzaLjQ95+CQCwfexj6HTMSmv25Asov/i/m/e9+mnWzpNhy2jdAYjrZ2B3zSJYSxv6xHPmmFGHm11lbQnpNjkfpzGcxeMQzpFu9R8Q7+U9NI33Z7yX99C4bZAer1gBAsPK016B0S4RDdk9YwI9AgBe/AeQH/wpsx2NMFm0ayePMZmlOod32RZH5coQ9IyKZIxk3iAlIo24rzTnSijqmzsdKIDer2cFSNgFJWu+rroKY23GlWGqOctLVKZXea+dYo5KIkqDzZaPmp/u9GPUqLSy24/RpLGz7DusubtWznEjtunlNdd8braALz8w4+hhmEODxuzVss9j50fWKjxG/s9fvY9nqA/u89f38Oxx851fWang23SeKFG8/8ZOl/uec66NSt4Mhnf3+5zZlfMuUjWG+D4Y5bthUQoAvwrghtb6vz/yX78D4C8C+G/o39/+QecCgJSYMfmcw7Y4d/cHOCDK6QeOz/AEt1LNIaB62asP2zg2EUmOUn7tufkiDqjFoBa4PMFJITjdPVHLM17sWBLPkS9RGKfcUb9S9pmKP0pSdgMfpwqr5HUUxilOUl1vpx9xU/lhd4S3GuY8vi35BtruRZy6V3MWtwb0I8WN3meqOYTJpGVAoE3syrwjuQ1hNm8ze7M1ytRUmsOEGUQlPULn5McBAAvDPdTzhqEaOy66H/+3zPfTvo0HKeHgBZsfDDeNuLk0sXx4B9TImitD04Mqhx3g7IcBADoOIY5fBrxMs/P7xXt9D03j/Rfv9T304t/8pwCAn/zVdVjP/wwAwGo/ZEo/dm5Btwxl3Tp2Fiow7Ern7AehaBLRowGSNcOcdHausXO3lpbRtQQgDjaQrpmJT0iboUurf8jtBk46Qu2BaTEYnfwwYFEDs9JoE+O76FmoOqSJm9goW+Y8fWXzeNMZp4jJv/FsDRjRA+5IwQzJWGkWgC+6FsOGvXGKVRKq1wCKrnnue1HKk1Q9cLlOd789xJUFk6D8wc0DpNRONJNzcKluXisg8FuvmYXzpZUKl30+c3EB1/fM97M2k8MOWeF8krgXAHCCGJqAUZb6+l0DI59fKrGqybMnqrBKPuzvA1G+mwzuIwD+AoDXhRDfoX3/CcwN9etCiF8AcB/An30X55rG+zOm99A0/rgxvYem8UPHu2FRfhnvzFP51A/7hj5BfgtHDECb/QhVYt4Mo5SJFpvNIeZI77EWuLhFBJJjswV2fn1zr8eZGgB2gd3tjlCk7G+3N0aB2JJv7feZUdkIY7xAKfFXHrQ4mwPA2/NFj4kl8wWXWT6p1lgn+aw49XCvbfZfmi/y9S8VXV4tNY+48R6VxcnnJM7mzP/dHwpmNUFnjgNHPx9g+lcA0zw+KTxDJXCo4fO2ngXJT6KoUlSdidaljWPDDXO4rME/NLJBqjzPLEppO2zdIccDKIIxtbQx8k2Wlx80SK38+/hUHIn3+h6axvsv3st7qGRLfOK/+JcBAN7ZDyClzCudOQaLRBT07BrkoumVS7wiw/naybOsnfQCyJ4x34zrZ2A3Nswxtsf2U5hZg3NI/XTzZ9lq52H5HJaUgeaU7cMODKrUjxT3u0UaWKRmbTsdIZZmzEziFD1hridV4CzMEmCUyLcFbjYMtLhU9LLxxhbo0fGBa2GiJutYkpu773fGmKesLYzTzH0l1XjQGdB7CW7ofma1wmNknEcUPQAAIABJREFUveDyWPiVOxljtB64jELFqeIxWCmNX/jIOgDgVmPAWsKdYYxZssi5vd/nsbw3SvCRM4ZRf3e/jzBKmYDydvHYK/av/57xSSr8uX8FAQkaD6OUa2r73THDknMlj125a4HLLt6p0rw/8G0EflYnmzSAn10o4fa+mRCfWipzQ6NjCXzhTQPT//SlRfaA644S/iE9S/IP9oXbh/jUKfOF/sHtQ24fWC55uLZH4qGBiyppscWpZpjRswXPAYEr2dYi70iemCKl8WqLbj5Ho0dsJ6MvZ7bn8zYzro4Xfd4fBJlfFBIbhbZhaIV6AW9S/XG9ksNsyTCWkto6rDaJvGqV1QOSMRKqzQmVZIolKkEy8ZJTCfxR1j+r9+8D/z9YlNOYxr/o6CYK3/qfjCbu8+US3I//HABA3PkG4otmrrQbG5lb97UX4Zy8DMAIMk8oKsJ2jcIPTKP3BHJUbgEiMs+fHA+Q5s0i2t58HWrG2IItJwfo5c1rS/s3uVUh70hYxIYuxiGUb865HbsgmUmkCvBoMrLszNLGkQIVqrVZAlCURBjtW1JXylnYI4WW/hERjYIj8S1q0F4p+lzSqeUdrv2FUcrN3QVHontEo3fCO7jbChHTJHt6ochCGi8/aLEaSdm3MaKxME418wgWA491Kcs5BxOBEtfOSEH1ood9YmBaUnzP4v+7Y6pFOY1pTGMa0/ixjMeawdl+Ac/9nIEGco7F2pJ39wc8E1tScDoaJYqltwLfIU1J4w4wSbn7o5j7McaJwlkqfDqWYHfvne6I++DO1gM8S5YMlgDbPFycL7IkV+DZfM4rSyW2wjk1W0CZsk7flohlZki6RkSUnCPw1qFZhdQLHtYrZgVzqzlClc5zMIixVDT7HSmwTNujRKOUElPUK8KTE7VuoAVavsXARKS7qEYYCZNRWk4e45l1AMAFCVwRZOjoJtiFyUDnoxCyQ/tnlqCpIK38Iq8akUaQ+wZSUfOn4aqJWWrC/GsZDbDzu/8USaeDaUzjSYzVjxwDAFjFGYiIgDq/AGf/Jh+TbBo40br0CQNTAhDlZWBiM9V8mBmSjvvcJD5xAjfbIbRrbHTS2hoEsSVl/wATDvd47gw3Vge9LWgSb0iL8ywF5lmCe17n5QBQZszYixzMMSFOY5+ys0VfoeyZY/pRyohRP87sv/qpwhJBoIfDBOdmM9eACQMzjBUzMIXIHFFuNYY8Ri4WPXQIUVsIPPzDVwxKdJGkGCcx0aXc72cM9N3+GN8kVnvOtdkZBjB6lwDQ7I8xR2P5rb0eypQV5lwLjX70o+PonYwGrFgSdkfo0/bx+QAdYk4em80z/LhQyXH7QJQoFt8s5x32iRvKTHXEsQSrjsSpgiPN/jd2utz9bloGzMd+bbfHzd39cYLT1G7QH6ePiC3vEUvzeCXH6bQjJXbIhkdGKe+3pI1LdXOjJAq42zLHVH2bVU0OwwQH9HmLnsU3kG8fsavXxrkXAKpuwoorR4sQsteCTw9YY+ygJs17XetKnK6um+8tVVgYGTaYtgoMkWhpQ94ygszp+U9kcEx5AXrGwJVW/4Cp0ipXhiANPuXkUP/s52D/2hcxjWk8ibH3HTOWrP0MkJYMVCi2bkISdV8WSrBqtL9/wLR/u7mBeNZ4ug1Xr8LWZqxyentIPWL+aQURUa2+tGgYyAB0rsyLROWX2VLHjkM4CYmg52ZYF3ZyDhMOT3aQNto0wZW9TFsyVpo93XrKBs1dSDUQxpQQxClDjr4t2JJLCDzi7j3ZPghj5hEkSnON71Q1h7vEfiwfSQgOwxg/+7QZY1560GbexAtn5hjGfNgZcluBZ0lcXjYT4a2DAdaIpT5KFJeJzh0R5q8FLrPXpRBo9qPJ1/W2MYUopzGNaUxjGj+W8dhJJjHJvszOZZIrB0eIJTvtEZNJbu32UCMmzWYzxAG5DKxUc6xA3Qljzp7qvos/umPkvz58vIYbeyb7OzNfZEO+/jhBg+Rmlko+E0s6o5ghyuYwZkhznCqUqTgqhUCTjim6NtYJYt3qjpEnKHWcaIwS6mWzBV/bm4chri6azzUfONwHN+NbXEytuRqhylL0iTJ4qCQiOmhGjNj9V+VnsBeZ91XQeBib7adKMWTfrFBzScRZYVfmQZk+nMM7UPPkXpxEvJrUQkKTFU63tIJCZBhmVmcXIjYryuja12DN1N81i3Ia0/hRizM/a6xqnOMXkRIhRKxdZHKIslzoDrEAgyrwbUOOU3PL/Kzk9q7z+Y46Aoj7r5nnA4AetjBaNAQVS0UZRDloICmbnjs56rEsWDh7BpqeK9fzsUv2N1VfQg4MyhIWFhBQipXqTBLWt7OW51SB5bnm0UfTMhlo3bHxVmNEx1js6J13JEOXAgJRasYwR0p0iXVZcCWXhgJXok4uKLu9CN/YNJJc5+sBXiPU7emlEtbOGwToKw9aPL62whglGr8P+mMW6jDnMmP8TnuI81SSurbVYSufswtFdhMIfAc3t7oYHSHLfHc89gnOpgmlP4hwatl8AFsK/gCNfoQOTUAHvTHvP1EPmA56eiFTIDlRD3Bty0AA4/kijs+aSeQwjDht3u6M2C6nHcbsBn5UfzLnSG4BWC757HS70x+zjc6txoC3lda40zLHH7XRsQTgEevnZhjhJE2Oa5UcvkOsy7O1PKf9m90YM0T7vztSWCiY7W6UMrb+oBtjnvTjYisPVTH1g8LBmxjmDFyyXHQw6RjYCQWkbR6wpdEddIqr/H3Frvl+BvOXM6aUFbOYLNIIB46p2c0NDzNGpVbM9JIf+3PA9T/CNKbxJIYFwPbNvZwebEEmZrxJHt6CPG2asqNXvgTvglH0UbYHcekFs//LvwE/Z0oQ0cYN2OeeBwCI+69AHTeTJuIIamzqcGr+NLzmhnmvQhU2bY8WL8MJzaQW52uwqR5uCcCCGbBFkmChYMYqK2wBSVaPaxBTey5pomcbTsEwVpl4gyXY6Xsz9fE7N4xO5rOrFTy7ZMaA5jCFJc1EM0pS1KjuttWNME+TV6wUFinJaI1SFnbeHcTMwiz7NtfXjnrAhXGKP7xnPuNnTs+xwolfzlrElHaxRSIfJ2cLDI02+mNs0Hh8bLaAfdIbboUxl5sa/THOLJfwxpG63XfHFKKcxjSmMY1p/FjGY83ghGWjfWCymHItz4yZV+82UadZ37UlMyrPLRYfMTytlzLtw0lm99LtBmd0jUGEJVodfPNek/fP+jbbLcwVXIYlAbC1w61GiHVqEu+ME7ZwcKTAPpFJwjjF7JHXThiVxyo5vEXGfvv9iFmXR41TAeBTJzL2piNJGy5RbHPheBa7EhQcyaaop7APpSZSWnmGMAZz55An+OD64RBPB6Q/mStzdpbU1pGjz24Jo10HmFVgqunN0gQCBK+MepgnMklSWYIcGTgA7V1WTrd3bkDUVyCcqav3NJ68KPk2/HmDUojjlxlql4vnoYYGanOf+UnoSY/p/j2G/rzLH2a2pHXhI0ip9014BYgJUeTyn4RsmYxJ5WeYLGJ3tpFWzDPkdrcwLhkylztssd6lbdkMVz6w5rFiZ/JfLTI6bndj5CbolJxBQplaL1LcfO1agq1tdnpjnKeyT5wq7lMruhLjYdb0PYlxolD0JmISKcOSUiAT4eiMeew8Sgi5u9vDCycMa3SUZozNO80QfXKACVybM7W8Y2GZ6iatYcwI2ZXlMksVzuRslma0pMACvW8Ypfjq67sYjrIx9rvjsU5wOk0QUN3Kdi306MIWZwvMolyo+DypFf2MNholKauX3D8cMG20knfQpAnoRD3gH2+/O8affsqwoBph1kqw0QxxmuiwgWczLCkF2HahM0pYZPnKQonZkkcbIzujhFsDuuOEWZdnagVsUjp9dbGEl7cNfPqhlTLmXPP63bHk8pUQeMRhdzJxl/QYtmt+yKa1yDe0KwBJ13kQpizIHLgWRp552FwoFKndQNsBa0vCcpEPzIM9sgsoE7tSRkMolwSf8zM8qTmHdxmWFMUqBOnrwcshfvAWdDRt9J7GkxetUYJv/FdGq/nYC69i/a/8uwCA0Zd+HbkPkZCykKxeopbPQ1//MgBA+gUgR89EPDTN3jAMyYnjvd3ehiYh8khL5Mh+Ss+fMPY5AHRuhhmYSCNoYmCOhIccve9yQQKpOf9h4mAuoVKMXWJG9jBRGBM3s+QJpve7EojJfXs+cDFL5Y5honi88WyB0zPm/Pc6ETMkV8oetwPMHRGb1xrMF/BsiRwpJ317p8/chChJsUeemb5t8Rj5+n4PJ6hcsxB4eIlqduNEoTZpBXOtbKJshGyJ5swXsUjjfcm3sUXja9G38eFLC7iXe2cLrSlEOY1pTGMa0/ixjMcLUUoLMUFqJ4/NsDsAAHz1lmE/WjIz0mv0I24GH0YpQ5dH9ccmjEsAqOQc1jL7yJlZNiotHm3cXiyxaV8/ypT5Y6U5+4uVYtbl/3u/ydDliWoeO+REO5t3EVAaP04Uv+98wQYp3gAwZoCAgQxutCepdFas9SyJuXwGD0wgytjyMVmXuFI8YnJ1px3x9mTFFhyBTrWQkASXQEikZep9c3ykpGGX7+3wijMtVNES5nusWJKJJcrJscuANWjy6lMcbEANetDqndlL05jGj3Kc+zlDCJn9U59F2jLSfc7ScaiuUa1PG7uQV4xslxx2IFaNLiWkje7v/zoAIHjmo5CuGbdEoQQ9yOzpZIEEJ8rLGJ//CQCAf+ersEhoQdguVMWwKJVbYJeBUarhkXNBY6wxpyfPscNasOoIJGeJzEw570iMKcXyVISASggv7nQZglwr+9x3a0mTuQHGWWDSQ5d3JHqEVvUjhQUiuLlW1jc3V3BY0KI1jJkEcmmpzPJcDzujR6DICQI2TFIu73gFyT1xAHBj13yHUaJYqAPImr67o4RtdO7u9/Fgr49w/KMCUaoUvaZhF20dDFixpBq4uLxq4LX7h1lz4+W1Ct7YNGn5syeqDGmeyDus/fjy/RYLLDtS4GBAzePVPPvBNZKIJy8AjC+XXZt/1PiIptm52QKuE9V1woIEjMv35H2dIxbdFd/mG+h2c8QTYt6R2KfrcSyJ1ZJ5bS9SDDmKIwKpdSdGa5wxlo6XzfFy0MDAN/U7N9yHa5nt2ZyNFtXpCo7klgR/2MUwZ6DIXLiPUcFQdXP9HYAeHuUVIQgKGTlFDAi2qNgJ0jLp67U22aXYXAg1m/sFuBeeM3DNNKbxBEawTDU428H4NE1Au9egCqZ+ZNdWIDvbAAA1HkKFZtWq0xSFK8/xayddxtr2IehxUPkZgNRR3O3XkNQMQzldv8piCZA2Lxhh2dC0qKxghG5iBva5tI0ob67HSxQ8ZSaRRSvB9pCOydtwSPEoF+7zgrSnXNaf/OlyE/uBYV5XfYsXy81RypOd0kCTxldLZuNKf5yyHU/gZu1K1ZzDk2CUKqxVzYfvRwknBzM5h1sDTlbzXLpRKvPV9GwJq5DJV2wQez3nGt1Jc20adXIYbw1jVrd6/mQNW40Q76zBPYUopzGNaUxjGj+m8dj74CpzZqZPU4WbWyYdFVLgmZMmKzm9EOAbdwxMsNvONN122kPWIIsShd9/w9hUPLVSZlJKcxizm4AlBTcTbrWHnP2t1/JsF2FLgZhYPrcOB7xiODmTR5le69lZfxwASMr4LAHe/8HFIm4QO/T5lSI6pJR9pzXiDNGxJGdqqdKcMfYjhRLZYxwmDkOU8wWbG0qhEuRjs4Ic5utwaHV1ECY4FpgXDLXAkNhU0s2kbaJgHl5KKye3wI3kxUGDYZFg0EDeIfNSlTEjRRplbgWWaxwEAMAvYPvv/yqiw6kB9zSevHAEcOP/ehEA8PTJi3Bb5r5WnUMIghmTrTuwl02PqcwVkPQMKcKqr7BGJXIFqIWzZn/7IVTTjEkSQL9+0Rwybj/65pSp6df+OfQzP232WW42EqfRxCwEEBLu0DR3u1rhoTYoVzXnoUYEj1RptGg8U/k6k0NKrkBC6ctdbxUWZXO7YcL9tbYUzJBMlMaYjmkOs9JNqjUzIZvDlF1Zrh+EPLZVcw6PZ4uBx1Y7h2GEMM4kvI5XDBp2pxWyduVs3mFXmXGisDwRz2iP2DXgRC3P5JNRolCk4799vwUhBcQ7J3CPf4JL6ELtWMKhNDVNFN7cnni95fEcTXbfuNPEpy4aeK0dRlyDS5Xm7Z32EFfJCj2MM9udVGmmsVrSYLcA0B7GmKMf4G4jxEdIeDlWmuHINw/7/IPN5gssQrrTH7NeZWeUsGLJa3t91KkZ8sbhEKvEXpp0+gPGMn6iAVcvOOzhVPIkw5V5EUOk5jplr4GDnKmd5fJ1biUYRoqpur1I4b5BUnGsqJHQ7JgbHjJEaUMx7RhCArZpnRhWjiHXM6KoImzxZJdUltlSJzniZZXsbkCsngcA6P17WPipn4Lzj6bN3tN48iLWwP/2+bsAgP/0Y3+I8o7xRYyabRQ/+68DAGwpkTZMvSzZGcB66uMAgPHXfgf+lY8CANRwkGm4Vlaht8w5hZNHvm/gTQgJuXkNgPGYg0Uw//kPQ5I33HD+AnI7r5lrWLqMcmTKMiN/hluCbClQZTGJbGLaHcTcGqB1Ji5kSwGboMulwGE1kkhpHnvCWKFHE2LRlVihEsogVlgkxve27UIRqBmlmj3jwjhljsNOe4jzJHK/WPQYupzNu6yhu9Mfs62PZ0seR8u+jf44s92ZCG+8vtnhxOXaZof1KPNuxjSfK/mwpMA1Z9roPY1pTGMa03ifxWPP4CRlK2vLZW7eO5qRzZV8HFAxsuDZvFKxpOC+iE6ocIXYiXf2+2iPYj7m6orZvz+I8PkbBjLIuRaePWayvNYwYb2zK4slXv14tsTrZJBa9mxmI/WilNPjZ5dLvEIqujarY1sCsCl76kcKPYIoFwObYcnGMGNORqlgKDJSGnOxgUWUX4Qg5fF0ZhWSzlNs3MLdnNGNDBzJhqoVz8Li2KwUUyxzJniYVjF3y2RXzRMfx4xtrnPgVxGQtqTKlblhVQ+60HNk+xGPYFGzqxz3ED8wPXSyXIOkPrjR7dew8+IriFqZAeo0pvEkxX/3a78EABCuD/fM0wCA0R/+LtI7rwAArJk67LVz5mCVAMR+9K5+EnFlxbxWpbD2TRamSwsQFz5mttMIYt9khcJ2EJ/8EwCAdmKjFhJqojJ5PP/wNpCYsc3dexNx3RgRuypjS4+VgxxlZHLYZlfxs8Pb2HYNTBorjToxsjXAQhHHnD4CKlv0o5QzoMC1eNzqjhVAx3/hXhOfOm6QLSGM1iQAnJ/N4Z/fNc/8/iBip5djswU8NU9m1FrDJwJeL0p5fI1TxaIX3SMs0Nf3eigQQe/ETB7fItlF15Ys1JEqzajbGztdnKmb/V+5eYgoUT9ajt7tfVOrOqjlue725naPocU/urGPz33AQHObzSFf/DBK2bm7E2ZiyFePzTyC1V4jIU5LClRJs+zcfPBIkzb7Eg0iTpstIdCjH2C9ksMyqaZstEc4UyOLegCvU63tUr2ABx0Sfy57PKktBDaGZE0Rxpr14NqjGCdmfN4/IWG6UqApzA9WAdAi76iZQQM1ssdQuTJPXvfaY8wQht6NUtQrRg0hTAUmYgT13j0k514AAFSb95lZVWzdg7bMdyikZdy7YZq4J6wvmSZQrvm8KpiDPEu6n7YLEBzjXXgOa4vH4X7+m5jGNJ7EaL9pJqD6534G0jP158KZsxCueUZFUIbyzb0vBw0kB2ZisueWYQ0MRyD61udhXfqw2X94m1nGEBKqap5LDSOkAADVNEIyY9RIZDKCeP0L5vjV80iWLpjjpY2EgDW/+QCj2VMAgFx/D3qimhKH2EzNhLJaXUddmgX+9tjmOlrgShzzzP7YKWGnZ7ZdS6BCk05zmNl8VTyLGZKfOTWLbZrUjs94WC6R27gteCL70r0WC+SnKqvTfX2zw5Papfkidmhsni943J61UPSgKHG5WA+4HrfbH/M8sFLNM58iShQqflbumbQMnF4IcP8wnNrlTGMa05jGNN5/8VgzOGm7qNIKwLIlNqknbhhnafOp+QDXqPdtpZpjw7zTC0WGKM8tldCm5sD7jQGOUYZ1MIiYhXM0bCm4T20YK+5hGyUxYlpVSCHwNBVKPVviVXrflZLPmd29VoSYVjmjI311t5tDhisfdCJekayUPWYjPVXPMwzbjFM4pANZ8S3O/sJUoqLJrqNQYw07EQ24cGv6T8z5L83lMgNFreC1HgAA0vISxIg07Nw8BK3SVKHGlh4A2DkYYQvJfAbHTN7X6mduAsmrX4Q8/QFzSOsA0cYN6ChjuU5jGk9K2AKY/YQhjcjKLBRB+JAZWSF5eAvWcbM/vvUq5DOfBQCMv/IbsD7x8+Y8c8tI96lP9OQH2dgUAEAQpV69xDZTYv8erGKDD9FrhmmZFqqmOQxAYtmsI6tqpxjBcqUNTdcZlZaxNjLvNbBKCAklci1TwgCA3UGCLsmIbRwOcK5mstSKnUAT0aXgZC4oBUeiOTTniZXGmZp5r4MwwT4ZPkepxhfvmuxVCoEcEUg+e7bOY+SVhSL3uD3oDLlvuDNK2Jh6oxVyM7gUgq/BsyR/3v3uCDtkqHp1fQY7VLY6Uy9ig8gtnTDGMEpxpIX5e+JdT3BCCAvAywC2tNafE0IcB/BrAGoAvgXgL2ito+93DpVErPjROQwxpC/OcSxENOnsd8d4/pSB6W5sd7FSJQHkMOI2gbv7fd6u5F3GdtthxCluO4xZxzLvWFx3OzNbQJeOrwcu48GBa+FNagyfydnwyfKmOYz5B5gvuKybdm2vz+oo8wWPGxpn8y43lTfDhNN7IPN3CxzJzZNhrBgmnbMthNQtailA0gRku3nsb5trWy15fEMLlbAyiWvJzPdN+LCJRpxz89xuILSCmsAcKsnEYfMzsDoGgoGQEDRxKb/Ir5VPfxpoUf3g+GW4tgPhZU3w7ybei3toGu/veC/uoUQDjS9/BQBQfSaEdclMdsL1IZeNYonauYv42lfNfs+Hvm7aCtxTlyGJWaznV6E9sygWvT3onoHwhV+AnjctBiIZ8fMkXJ/hfznuZc9iGiOi8/iHt+F3TPuNWjyLsWvKC1G+xm1AcapRo8k4VZrHkr1Bggo1bgeu5IF/peiiQsPQ/tBC3jHniVINGsLQPVIvk0KgywtqC2FMzdd21ui9WPTwFqmOdEYxi9l7tsSDjvm8xmHc7J/NuwxRnpsNWK/yYWfEC/Z6wWUh5Zxr8Rh/a7eHZSor7XRH3Ojt2RKNfvR9YcgfBqL89wDcOPL3fwvgf9BanwLQAvALP8S5pvH+jOk9NI0/bkzvoWm863hXGZwQYgXAnwbwXwL4D4QQAsBPAPh5OuTvAvgbAP6X7/tmfgGalhW58ttbraxUc7ixbVYGx2YLeJO2V6o53KcMqxa4SCmlL+d8zuBqgYf//L82OnF/6d/5aZ7pR4nCmSO6l5MMy5YZ++bV7S7WqTdjszPCKYI9JwxKYNLXYdYE6zM5NkWNlUZnpPi95qj/TWvNLMp+pHilBRhIYHL+ScNkN8quJ1EKHh1/v5MtSBvDGCeJrGJ1ttHOm2J24EpEBSPDVRp3oSUVy6MRBGlGatszzdswbElNTCxIm2EULW2GakQ84v44kYygc2aVKUcdpEn8Qzl6v1f30DTev/Fe3kO5OcO2hpSs5O8sHYcODfSX7D2As2bYjNGb34L//GcAAOpwC9EJY3JqXf8ixLx5JtL9TeiRGZ+s2mKGjuTKQMO4CYiZBYjGQwCAlhKWytiEub5x9njLP4GTK8as2G49QKUQ0fE2HDJFHTlFxNJcc+GI1F/BkXAIurRkEWUSkLC1Ro/eKkoVagQbplplLHUhGBkKXAuS5K9aoxTHaKz+jRsHPAbvd0cskbha9vCQCHdxpDIjVM9mQsjeIOIG8Je3O5yprVdyaBILPu9kdmEHg8z4OvBthi6Lgculnjv7fUSJQjZqfm+8W4jyfwTwHwGYWGnXALS1nvg9YBPA8tu9UAjxiwB+EQDgFODTpBONYhxfNTdZJ4xRDbIJ78MEUXZHCU9SwyMsyMB32BuuP06YUVnJO/hb/5m510eJwsHE5kYmzLR8ZqWMh0fYOReIinpytsA/hmtnuo6OJVEkqPNOM8RJSpXzjsVY+YPOEOdJoWWzM+bzVH0btwkvPlPL8404iLPJru5r9NMJrVZhRCyo4yWL61+1vM3waZwqlD3zvQmVYkYbqq5sdzAmr6mWCDDbNvU4dHbRWjXaeSUVQpArsDVoIq6tm9emCe8XiCBj8/0ktXXWyBNpAkkPjxh2IYsVwHrnBsu3iffkHpqz3tkaYxo/9vGe3EMBLNz6x18HAFz8Nwuwd94CACiVIl0zjt6e62HvH/wfAIDy6TWkRSM4IXJlhvP16sUMfly/BJnQYnDcRVI0k5SMBlCnzISo0gTYeMMc89QLmR1Prsw+jZVYYUyU/v3KeSxEJM4cj6BpgvNEijAlKHLchEV6lbHSUOQ2jhhwaNHahs9jjwK40XtvkGAmZ86TsyUsetbzjsQBTS61nMW6lPWCy8z0rWaIoj8p1wy4jHOpXmBX8Y1WiGM0CQLASw9N+9FcwUWDzq+URosmuLf6EatJzRVcNGj8fmWjzRyNc0tFnuCKvvGJk1ne8D3xAyFKIcTnAOxrrb/1g459u9Ba/7LW+hmt9TPC/l4CyDR+/OO9vIfK1mPvbJnGj0C8l/eQjx9qYTaNJzjezWjxEQD/khDiswB8ACUAfxtARQhh0+ppBcDWDzqR5edRohl9OIxxdd0UUG/t9nCX+su2GiEzJI/NFjg7u7JWwbc3TBH37n6f09cLS2W0wgzCm7AlS76N62Q2emy2wCuAre4YpwiuHCeKWZG/+e0tPEOO23/m4gI3jwPgXo5xqlgRG8gcCJ5ZKuIhwYg7/TGuBGaB+TtvHeAi2fn0j0iqnWYZAAAgAElEQVRs1XIWw45SCMwXMpuKWo5YUMMEmggeX37QZoKK0sBxy8C22/Yq6mR8eD/OYUVNrC9cpGRsagEoJ4YRKkZdqKKBMUXUhySmpbz7cvYjLZ7mTS3trFcuGrC9jvYDhF/9PahBH+8y3rN7aBrv23hP76G5p0yvrf/0x9n2SY8GsImJrMM+5v/8XwIAqOYuZMPoVaatfeC0adwW4z4/Z3ZzA8o3pBGpNWxyItCdA4glw1CWYQvqgpH5gkoe0ZoN+kaUwi8vcxlh4d6XEZHVjjNsQUZmjBx7JUaJIDPW5WzORsrCjAoNZbKh8RFn7eXA4QbwesHGrSY5FAQuo1ZvHg5xnMog99pjlKnf7feu72Um1RUfP33eZLWjJMWDjjnPH260WPJwJucwoQ8Al33qBRcbhKL1o5TlvK6cLOH6gRlTbh0MHrHLmfTctcMYJ2lMvbbZQbMfIU3fuVTyAyc4rfVfB/DXAUAI8QKAv6q1/vNCiH8I4F+FYTD9RQC//YPOlY5C9CntPLVS5k745WqeJ7honDD8+MZm55FG74k33PHZALdJdeSgP2a2ZDuM2Sso71q4tGJuuJJn8xftWILramtln51oP3mhztc5TFIWUg7jFKvUApB3LKbA+rbEzQZNyr0IC0WTrh+GNrOXPnm8xi7hUgDrZH/ztc0+N5JH/x97bx4s2XXeh/3O3fv23v367e/NzJsFswGDZQACBAmSIiPJojZKsiQnUlySHSVRWVEpSdmuuFzOH6mUkricqJzEsizFkhVVJNqyREmUJYIiwQ0giX2wzT5vnbf23n33e0/+OF9//aAiSNBATXGI/qpQuK/n9u17u+8953zf91vSMQrK1MZ18Kqtc215peoyAsnUBDJH/cCzfgvoU3nWaQBiXI0ODHUzOWVjrJdXnoNJ+ndJ4wS0nnqoxMwKpEEE8CRGRsLLen8XrZzyrKpYeYTU49Of/n3kP/Jj0P/3P8TbiXfzHprEezPe7XuodVWV/o6YFkBl76y9z9SZtHmF8zx55AIE2UYJ0wLWX1b/kMQw6ur5QBxB9FfVcapz7MGomTlIQk7C7wJUxZKaDkETlrX9GuIphbo0ettIydJKLt/L5beeWUbRIluwaIDKqJKRZGyLkzMAibH91yg5mCuYGI0mXiq5/59KiSPlkSUNsEjYAdfUlLIJwBMjoBKF0QS3djBkasCUazJNyjV1RkXGh0TlR8cFgNWOz4mIF4+94V7Z66M5HI/fo7bUydkCXriqfPcePt1gGtkPX5jDb39lDd8s3gnR+x9ANXqvQ9XCf+sdHGsS782Y3EOTeKcxuYcm8ZbxbTU0pJRPAXiKtm8CeOTbeb9dquKD51Vau9cLWSH65fUOrxTuW6lxFrZYy7Hr92bL4wbnemvICJ69XsBIy4prssP3Xi9AlQAqN5seNy/7YYoLBCzZHoSckX38VIOBHHuDCGcb6jhenPI+u8OQV0W1nMlOtPfO6EgoTT4/k8e1pkq/Zws2p+7LZQev7KvXT9RyrNBdsDQmZ+77KRukHilbuD1I+DxHpdTlcg6CShvD3BTygSJeFtMBBK3k9KAHkzhxab4O0ArSaK2PQSPhEGl5jl8XVEnI3CoEaVFK3UK9r0o2or8PMaNQZVLT0fvLTyLtfvtalO/0HprEJN7pPVSxdKSEWI7rx9jUN9nfglVUAC4ZeACVLtOv/SnE/R8BAGS3b8FYVPJZaXkBckcBVITjQs4obUmpW9DpmEHjFJzWqjr+1AqMW19X++crSEvk6G3m0BHqea0Ht6HpBLiTGYy2Ql2WNQ2SXg/cBty2OmazuIxZfxsAsC9mUYrVM1mwK2/Su6XhA2GasT2oqY9J1pYusD1QY0//EJr7WNXGVzfV+Hp1p8+gv+mSjVkCBl5pejhK1bUDL2YXl71BhC61et7YG7AtzlLZgUMEvONVl3lzq02Pq3d7vZCR8h0vxuM0b0RJxhqVV/eHaDeHSNK3xlHe0Y592GvjD/74dQDAzJEK3iBW/EOnG0zQ3mz5XIrc64X83jST7ADeGrz59dGkZhka99oqroUqoXx6QcIpcdtP8PS6ugkaeYvdZ5/Z6PBEtj0IOc1WXkfqmKfqeS4ZDKKUNS29OMV2f5SuW3zT6BpwtqH2We2ELEIapBlmXHUtB36KDpUDkkzi7JS69m44vhEv3e7hcepXmrqAuaseqqhxL3LkQIw0QgAqM9plEJsBgzjDMKPJzlnGwoibLTQuXcaNEzAPlNVHYJfhkNpJnG/AIOSWcKuszWceOwd97Rq+qRHTJCbxHRqdKEV+Rj0It/+n/w5Lv/KPAADdN66jQlqU5oUPsxei1t6D6KhJRFgO0rICaoqgBxRVDy6eWoG5exkA9a7pGbJfexKipgZnyAzZtCpFSsNmYYbMXkFj+xX1ehxBpwVs5hSRltR79e42opL6XDv2cFBYBqDQ4iG97qQSIP+1HGJsEVyglIG1Je+ZchiFqGuC2yNJKnliK9k6HBKG74YpZshN2zgEV7QMja18ukGMnT5pSJYcPEeCyXV37BN3ZrrAfbetXsglzdXOEDaNi3NlBz61jzZbHo/39YLFqilREuHpa6pceXquiB/74DHc/j0bbxUTLcpJTGISk5jEd2Xc0QzOKlbQWFLAj9BPsEKoRUAZnQLAzb0hlyXLh0xOdU3g5XVVOrMNjQEqZddEnVLlvUMyLkkmsUYrBsvQWE/N1DQmGV7bH+I+KpMWbINlu8r2GCjS8mMmhpcdk1PuOJWYos+qOAY3SgFwaWAQpVx6PVVzmB8iJbgxXLA0vkZbF7jcVNnpObuH376itpeqOUZKPWC14E8prk7Va0JClWrb0kHBUp9lDXbRdVSj2jU0lCOVqUkrB62jCKUyV4HeVyCTLFdGPLLuGOwjLqhVo33rq5BTRwCokmb23J/Rj3UGmmmMaHqTmMRdFZYQyNXVc2/kHWTriptW+8AHoK8o65z0+vPsLKDX54ASgdDmzijXbQDaoMkuAOba80jI3Vvzu2yFY0mJhDI+aAY7e4g4gNFcBQD0a8ehVVVGBplBEshLGha0QIHp0vIczFCVCj2ziFHOkjN0tHyV9diGQDxCcgpAFyMCtWDJQF0IdAi8EaWSx6qcqbF1jqkJvLitxtePHcnjz65QxavksB7wz11cgqCx7cG5Eo+X3SBh1+8p10L3TUAUdV032h5XyE7W8ix5+LXNDiPlp0s2o+lPzRb59ZXpPL7v3lkAwFevN7HXC+EdQmr+9bijE1zU70CjNPfkiTpPTM1BhByVEBslmyeyUT0WUNpkh/txI9holGSM7JkuOSzOfHa+jOOkY/nV9Q6n1yt1l0uRK3UXe9TvWy476NFnLZdzjLQ88CLogoiRg/CQ07fJepWb3RBHqKx6penxJGhqGvfsdGHxDbQ3jFEbnX8mcTyv9rk20DCTV6/vo4afvk991pM3WjxRXs4auIcgxUN3Gg4d080Anz7LtEc8WPXaHtRNv5D0kZK9jjZsIppVD+dhDyp9sA9QrT9rHOMHLCs0sH/xpwEA871rMJdP8QAwiUncTRFJibnvUTY3Mkshjt4HAND7+5AjdRFNhyDStJbLI3rjGbXtliDy9Hy5JUYiy3wVek8hM2XrNiMwU7cGnSgGEBqX+Y32OqMlSwdXkJDowqjPBgD6IUSliAMkpFfZ9RNUSXPS1gXqRNY2/TYyQx1/xx+rJY1oAQBQtnUuS2YSrMwEAFOGGrc2fJ0FLZ7fi5jq9LurG1w2/JPLe/jh02rSH0QpL8APYxbCJOOx8GbL4zaRqWt4hShcy7U807z2egGP+WXXYgR9mGT4oQuqX7nW9vHnLyoKxmyVSOTvhOg9iUlMYhKTmMTdGHe2RFmoICKZmOmSzaU5y9Bwa1elxO87WcdztwgJ5Bictb222WXU5VwlhyhRx+l6Y0L2IIhxgeS/msMIL95W/1ZxTUbtNL0YZlFtF2wDpj6yv8nGRqiDkBE/pq7xdphknMEdeDEcfZzljVYtRysOdKFWFlEq2cXbTyQWCViiXicuSpyhk6lVWzcI2Ni0ZGu42VZd4nuni9gmYM2pfIKhrlZOxc4avOpRAKokUaRrkZqLiFZtU0YMK0e6lH0PXUNlczWZQaNGeJYrI6W1jlaaY/BJUl0ErirUV3b/MqqkUSk9B9LrM8psEpO4m8ISAvGByrzs42dZNzJ46YvIPURoScuBGCn2t/dUmRLkCEBOAdnaJWimenalVQBIZ1JYDm9ruTyi5QfV61/7Q+gnLwIAkuoy67zKfgvayGTYrTI/LiotsB1WoBsYiV7pYgwOQRohIXBZVyvBStXrjj7GgFm6jhyNQzvD8XhZMDWUKIM78FOsBup6DU0wkXy+aOE3n1XuBofLhr983sVndhVXeLmS47JkNWdgg5Dju8MQV4nf/NBCmbm8mgAuLJT5PLaolaRrAjfJEPtj54rMb04zyWDAp280cY7aXC/fbGHQCRAE3yklykEHffKA+/pru6gSs/3kbAELJHT82maPy3GDIGFxzyNTLtd/93ohThFUtOKONcuOTRXQIeJ2/5COpS4Ep9B/eWkHn3hIlelOT+VZmUQXAiFNmsdrLk9A99RdPE0aav0wZTdtUxPwaIA/TG4EwD+MAPhGjFKJjZ46N0MD+7vdbPl436K6ltmCxcLLLT/FPPUKN3ohn8/rfR33gkoeMoMTdnl7ZGMfZeCJMjMc2M/8WwBA+r5PoEyETxH5iIvqoTXtIqwOPZxZCkG1fn2wDxyj8s2VL0OeVaoKaWEK5qkHvm27nElM4jshIikx3FYIbnOqCb2tEJJaoaKUSgBoC6eQkp4kLn0W2nHyQtx4gx265dJZZBsKFS7mTgJVIn33DyDrShc2dqswCKEsz7yfS44AxhPc9DFeVErD4j4dANg9JcziJDG2XXVMUxPY99T40XAtbHTUxHG8YrFu5GGEZDdMkZL/ZJqBEZIlW2dfSy/OuF82CFNuJfVDgfNzanx6Y3fA6iL/5+s+fu4Bdb1fWe/xAt82NN7WhIA+PbIFS9kP7rD+5ErVxavbqg3S8WI8TLiM17a6OEeToB+n3DJ6dKWOZ1fVbzddc5FlEpr+1oXISYlyEpOYxCQm8V0ZdzSDM90S6nMkMzVT5IZilGTcUCw4Bjcy93ohlyi3Wh4DUeYqDqYIoNL2YuZI3DoY4P7FCn/eNqW+ZdfiDOgHLsyxHMzlQ+eWZBLdgGwYWj4DVLpBgkdoJfHFtTZzQkxdsPlp04t51VK2dVw+UKn7lGtxaeCwVc4XVtu4OK+OeW46zyTM2byBfV+toiqOjnBE3D7URHVNDUlhEQDQiTU2kC3YOiyo96ZSsmJ4sbeF7sUfV9uxx/p30srBpqzt8KpR89pI6woBZjRvIiWHAr0yxQRzo72OtDgDOVH2n8RdGEVDQ25ajRNavgRRUlxS62wd2YHKmMKn/wTWyjl6QwVyQ1nQieVz0DyVQaSFKYhpQhnHnhJVAKBpBrQuuQDsr0KUCSjiR9i3VFY4PViDV1PPmR31oJFdjrTy7DIgAXRdlSU1/RTHEsX/ygoNjJAV3SjDyQJVZfq7KBECWhdjcIkGwTiMWk5n8EmQZNgZjgyfNRxxxmIYV6nSdryaw6skixglKbeGcpbB2VEqJZs232h7hzI4sHXO0UoOW1Qts40xcvzF7R6P09MlG3u0z5GpPL56Q7mff/DUFN6gFla9YLEQyF7Lw956F0n01q2SOzrBxV4PCZEJO/0QHRIxPjJTwIDqqNahi+/5MZO6wyRDmSaU5Voe14kmMDhUfy27Jp65qb6UI1N5nvhmSzauELpy5WgN0+RL9MXrB/jwKXXz7fTHZUDH0HCJ9rcMDd4GlS6rLrb66gc4Wctji4joMwUb2/S6JmwWJ625BlMD1rsB608+OFfC8ara7oYp9+kGcYYSTeK3BzGOkw3vIDZZ8DlKJa731EGXijoOyGa+rnncS8jZeXhkZSPtAiptpT+Z5cqMkBRxyI7CyJKxyKxuQSeh2CxfH+tY7t+GqB1V+/SaEFZ+LBY7iUncRdFPMtz4lLLLOftfLfJ9HL7yNOwLyt3bGPYYJRxefh7OI98LAEhXLyHy1NhgnH6UNSf1wQFbTsndm0iHVOavzzIyUlo5zLQUJSGtLMEZqj7gIDeNAqmaiNhnNKbmFBG7akI8UjKBoRpXjIOb8OpKTcXRJQT50GUj0QcAIktQJ0Cml+lvImnv0qQ2jDN1XADtMMXtviobhkmG82T/9er+EI8vq8VvL0jYq/Pi0Tx+95I6/0+caeCLa6qN8+BcifV994YRj7WmrsGkUmLRMuCaY/rXGcJWjCY6AJgt2tCX1SLkYBBxeypKDBYFyTIJJ29CfBO/nEmJchKTmMQkJvFdGXc0g9MdFybxNwxLxzIBS1qDCItUEry23cf7TqqVSMU1Wa7rwnKF+W4vrbcxS1qUc5UcLFoZvLDWZisFXRPMs9OEwCIhJDVN4DoBV07OFjFHjc8wyTiDK1o6Z1sFy2BC91YvxANzarXx+t4Ajyyq7ZutAKY2eq8Gk0p3USrZ9PpELYc5d7yeuHSgVisLRQs+OQj4iWQe3FRunP0tFi1s9dQxb/cDnKLvzdIFliNVUsmsBqIcyXlFA9Rp9SmTseGgSKKxFmU0gMyrhq7ud4FIZaDS24Mk00e9s6E0+QAI2wHICFVYDkTsc8lyEpO42+L4j5Dlje0gvq7cAYz3fwJoqbK9uXgCaVdVg/TyODPSynVo9LcWdCF3FYBEuEUkWzfU6/d9BAaVHLP2HjRy5RZ+pNCWAFK3Ci1UVShXxGPHAWDMxQNQ6ClNS+gGZ4Ib7lEsHVwFAAzrJxGT4WmSjYnbg1RDgUb3bjgWnIjSjOUMS7aGdQa+CXY+2R7EDKYLkwxTtH1uZsyvff12l9tHfpxhkcAnddfArc6ovDl2QekG4zZOO4g5y1su57DXG9uajcb7QZS+qW1Vzo3G1IxBfJZtYO/6DSThWLrxr8cdneDSwON00tI1hvh3hxGnnUmc8utJJnmS2mx5/MOUXRMLRKze6gQspPy+lRp/iXEqsUflzQ3Pxyz9AFu9ACXSqDxazeEaWd6EaQYvHjP5R7QCL06x1VNf9IEXMVqyYBv4y+vqAThZy/PnXm35/GP3DzHs94cZBpG6lijNWPnkxe0BHqC+ZJJJVgQo2xqrmpypmThNSi9f2+phk26CfpRhOq96ZFUEfHOLLEVIP60Td8cTUZYy7DitLEELicTtVgEioMr5PJNXs1wVwht7vo0UFtKZU9D3bwDZZIKbxN0Zwy01ARUe/hCS7VUAgHzlKSRkG6Wdepg9GEVjGbKr0JWiWGMlk8wu8T5paQ7a1FH1Xr877mmHPosqi2jAz4w+2MdICkjv77GvnMhSbBlEALfGxqx5hNwumC0ZCF0lzCDkuNdWdXQYhJLeGSaokldkkEiYmnryN/sRTtXU+HS1FbCFzVzBYquuuYLN3nAPzRXx3G01TpysuzymelHKY/ZvPruBHzqr1EU2uiErQr3i97HRVpPdo0eqh8bmDDWasC5t93BmViUKV/f63HJyLR1VV42Xtw4G3G7SNYFN6g8WcibyjUV0jLfGAkxKlJOYxCQmMYnvyrijGZyRKyAilCAqQIuAE8uNPLZopl+hhiOgUDWHDU+3O6qMVi9YuEVlxu1OwPJcF5YrWA+o9FfJsUzWIIjRptXG0ZrLr+/0QyYo6tqYK7czCDFLpcuNbsCGp9Wcya9HaYYNsnko2GMjVE0D1ilFr+ZMLg0ceBGDTxZLFvqEcjw95fIq6nCsdmPMFdTKxEsFQLmXa+qYckelV+AyWfO8vxJBkDq5b5XYXsc2c7yC1Lw2RExgmN42BK3SMsuHGI6tb6RLenaxj6yqmuh+9SgK26qUk5RmIfRDTNJJTOIuiqKuIeyoyoSMApj3PKS2vR6yvgJLRF/6Q+Qe+JB6vbsHUVCAh/jyszDOPgaAyvxkYCoiD9JWlRi5ewvymCJ3y3wVcpQJZhnESBwh8uBXFALTHTahb76q9inWsJAjAQarCuO24tkdzN6P8ki2K0tgkoSeZ5aZ13bgJyhTC2gmb/DYU7cFrnXUuPvorA2RqQrZg7N5lvfb7EU4R6gUvbeHNU2BW640x6hIXYCraLOHZBT9KGWE5PGay5Jcjy+XsdpRY/yBF2F7JGGoa/Ao61ypu+hS1rZcyzPBfK8XYrOlfov7lytoU1Xvs6/tYoEkul6/1sTiyTr2nbeexu7oBJf4Awzpi+jkDCwSWTtKMlYLcQ+l5V0vxhUiAS7VXUZR6ppgt1ddE3j0hKpBP3uzxe+PkpR/jIeWq7iyNy61jb7EnV6IJerlNb2ILdVNTeANsk5fLDt8o8wUbGzQ+ZdtA0skHnrgxVgu67xdPvSFj1L9040CoyJf2fPZAVyDQNOjtNzU2A9uqWSyiGrB0hCRQsFji0U8d1ud2z11l0udq6mFZSqd7HsCNaqb7yU2pjWy46nMc7kyc6tjhGRpBlpurCyg7VxT+w97yM6fAQDkOmuIGycBKIJqFvqQkxLlJO7CGKYZOrcU5L76wjMoPPIE/5skRKJenUbvqT8FABS+7z9FdkC+iG4RoHJlOn+GBcul0BD86b9U+3/w4/CpL6a71TEFwLCQjYSUnRJs6sFlxRmASppZvs76r9qwiWBJTZRlZEhpuE4yCeGo/V0BduvWhc4I9EGUsdiDn0gUbWoBCQMRKWXu9CMskwhzztSwOVDjjdBnGLVddgzUqZzYC1M8tqjGiZd2B7jVUv35C4sVfPG6+j7XpvL4e48oIY0/vdrCn1xSJPr3n5jCY6Qy9dztLk+a/TBlpOVXbja57LlYc3F6pkDnGbLgB4CxgIch0KjmYEyI3pOYxCQmMYn3WtzRDE4zLBQJLTlHaEdAZXCjmdsyNFzbUSubRsnGPSQTc1inrOAYTPouOgbP7n6Uvokk/iHiuO0Oxhw3TShkJAB8aKWA1bZaheRMHW1C9lRzJvK0T9kxkdGqqB8mvE/R0semfW0fL1OZdLns8Iqk7Sf8uaYm0KGyZDVnYEB8wLKt8z4lWx+XTAWYH2cc2nbTMYil6SeMujR1gef3VXbpmjpsY2yiClrhiDiAPlArLWnaLBUkvv4p6EdVppaW5hAefz8dP8VsRJmvbqAv1OdWvD14X/8csmEfk5jE3RZFQ8M9/9lHAQDOxY/x67LXhEZakSKNUVw5DwDI9lZZd1Un6ToAEOEA8dXn1fYjP4L8h38UANBtnEFKpT/H0ODs31LHr8wxVy6ySzBGflNXvwysPDA+D0JhS6cMM1AIw8gpw0zV850Im6X+ipZ+yJ4rY0GJsq1zywUYS/fFmeSxBwALQrimhl44OufxGNn2Y64Svb4/YES5a46zxdWWx+jHs/Nl/OuXdumzMkZa7g9C7A0pK7QNJoAHSYpuSA4zM0XsUebomjr+/BXFB6y4Jo/3BdtgNP3sTBF+lLLYxTeKOzrBZUmE9i6VAHQNMzTJRUmGxqGa7oCURholG97oh3QMnJ4fT3YjNvtmyx+XKK8ecM+u7Jq4QRNflKR4/zG1z3rX5/R4VDcGFLt+7Pod4wKVT+NMcq9tumDx5NWPUp6Yyo7B29WciW06N9fUmGDZcHVEhPuvOOObI5VjW4tumKJOyKdb3RizhPNtBikKtM9eauPUUJFFo/n72Fdusx/jEVc9DJ/ac7DaUZ+7XHawoJHmnWmzLYcIBxDUP9DOvh/DIrkFZwFCOs95f0MJLgMQpo1S2Kb39uA++EFo+T/AJCZxt0U3ydC9sgoAsJ6oQiO37mR7FYKoAXjg+6GTGoleTpGFagzQwj6ykeea34YkFRTj4AaXH01NoNBVJc1+aRk5V+EKMqfECEwj7LFiSXbvx6ANm3TMLgSVLqVhcUvB1E14ujp+PurBJt1ZzW+iZ6lyZdHWeIyxdYGRrrIuwONHJ0zZXieDxBY5fdcOtVVqjs5tmb1hiFpujH6cL6oxI0oz/MgZpZoy5epY+uh/CwB48H/973nMHgQxHqCy5P4w4kl5umCDVD5x4EVc6mwOQh4Xb+wPWFx/q+VhjdShCo6BFo2v0yUbZdfEC4faWn89JiXKSUxiEpOYxHdlvK0MTghRAfCbAM5Dwfl+HsAVAH8A4CiAVQA/KaVsv8Uh1Ic5eSzdM8V/j7KtVnPIAJK9XojTZIfQDxLWq2wOIt6/XrCYuA0AdcqqHj3d4Jn+xx9YwNfWlGacZeisRl20DOZyhLbBCMmrh5qYF+fLeIYcBOaKNmdhbT/GApUHvThl3siBF2GRVjZSgsuYpmYhTNT2bMHgEqU6j7Fe2+j4cSbRoTLBfMFAj0oJNUfH3iEgij+nyiRmOIBuqJVckKSQjkvnn+cVW3XreXzWU07DH6n10bfVitOxS1zC0B2BhFCX3cTEfEdliMOZ87AElTOe/zQ0sgyR5WmErz8J6Y+/s28V79Y9NIn3brxb91BOEygdVbwtrbXJhG7hFmE0VCUj/Ny/gf6QkueShg0QEVsmwZjcXZ9Hdq8qccr1F5FOKRsdK+hCEqK51LmFlBy9MzsP8eyn1Pb7flxx4fDmTC3KVQESbNC//HvAB/4WXbyG/Ig8XmhAbylHEa+8zOaqji7GIJM4w0jBSkIZKwNKnuuwA3iFMjfb0JiUvTMEZ3Anai4OyLngfYsVtgu71fG5RfPMRgf/8z/7+wCUtc2omgXHxPoIHV938eevqox4seaiS591fqGMVzdV5Wm/FzIwcK7ioOyqz7q5P8QKSYdZhoY54kBvtnysHXjww3euRflrAP5CSvkTQggLgAvgfwDwV1LKXxVC/EMA/xDAP/hmB0mCIVqEiizWcjhBKJmcpfPklWaS+2j6IY2xw8okaSb5hzQ0wZNXvWCzncMfvriFFSqB3jdfgkN9qO04HNdzrXHfbfbQRHatOeRac5xmjCiaci0mYjHETQIAACAASURBVK+2x6XOB2aLDLeVEkzcTrMxivJGK0SePlcCeJn6jO9fGtMiao6BfW8kmCx4At0eRJijazc1wXXzTObQgDr/+xo5rPbV91Z1xqWK3dkHcYLKmIFbgi7HKKvRuRU0wTf0tB7wA+m2V/lh1o6e4xIMbl+FufRtO3q/K/fQJN7T8a7cQ34mcelffRYAcMF2oBfVhBJtb8CYWQYASK/PZG19/wai15UvonXxexUXCMrHTd//PAAgWzrLGpIijVh4OS3NQl9VfTr0O8hIMcg8uIm0MtKx3EdCVB5n9zKSqjoH/Z6HEVOfzmhvIC2rffTuFutODuOMFUiESNElUY8olZinFkcvyni8nC+YLLw8iDNWWhpEKY5WVDIRpBmPB36S8fhq6RpuUDnxWCWHV3bVWH5+psBj1c2Wx22cG22P0e5X94d4H1nhvLTe4d7cyxsdHtejJOOxebPlcxuqUbQVlgDA/fNl7FOCMl3K4EfpO9OiFEKUATwB4LcAQEoZSSk7AH4EwO/Qbr8D4Ee/1bEm8d6MyT00iXcak3toEv8x8XYyuGMA9gH8ayHEBQDPA/hlADNSym3aZwfAzLc6kDBM5Cm9NG2DZ2hdE2gRsKScM1mKJc0ka1SuHXgs4+JHKSNp5ioOXqMUt1FycJxWBt93bgYvUplxECZojxA/TY9XDLah8Url2sEQy0QgzAS4FLnR9fERAqhcaw6xQ6uHk4dIiWudYGyX4xjY6qlrmS9a2BmoDGt7EOJcQ2V2li5wkvQk40ziOjl3zxXG9jqHDQvnChZmoDK+riyibqlrkZqBAcmLFZMBFgrq+J0w5X0SYcBP1HfVj1LYdMyipWGT1MOnV7+EWwuPAwAiy0Ehp87NDgdchpTdfWBWKZhn/hBascIr2bcR79o9NIn3bLyr91D9HoWwzjwP5oIqLeZPP4zg2c8AAJzHPg50lc6rzJUgCf0okgCgyoXIV4CygkuI7q4SPwAQ377Fn5Nsr0J+/BcBqKxNH+lMRgMgpe0kgr11SESBXEHk3hpEQz1zaXUJmq/Gua47h2KmMqmyrTMorBkJjDQjajmdtWzbQYobVKk6Ura5CvX1rS4eJV5bKsFmqWVbwzaNW6mUKBKicrsf4iyVCr04w9lDSPgRV86cyuMKtXsuzpdZCjGTwBeuqhLr95+bwVp77BwwyvIqrsmZ5pEpl+eB0/MlblW9fruLGoltpJnEIEwY5f6N4u1McAaABwH8kpTya0KIX4MqA3BIKaUQ4ht+ihDiFwD8grr6PPRDpLwufekrjTynpn6U8rZy9FY/5HTJxnXyBKrmLZ74moMIc0TWbg3GhMCV6QLq9EVc3u3DMtQxz88VcbOpjrndDzFD+1yYK7EVTpxKnuAWig4GpD8ZZxJH6bP6UYIVmhBvtn3WqOxHCU+aV5seizB/6EgZtzpjUdBZSuOf3erjwqy6UcIkQ9kZa2mOBVIlDgyavLwEGZG4LV0y/Hdz6GApUvDcqVwZggRITdNGwx31ByVGAGEJYAWKMoCZ41gjlZiPajeRkAUIAPj3/yAAIBd2GOml12eRbFwD6KF/G/Gu3UONiQfdezXetXuoAB1DEn7QKzWInBq0e3/5Sd7fMnPAbSVorNXnmE6Q7q5Dm6eFnpVDeukpdXzLYRFmfeX+cXnzYhHGvrKrSupHIUJCkTfX2JYqrS0jrZLvYn8XmabGgOGZj8FN1XOs9XbHE1+1CGNXnVuw8ABcWhS3A4klqZ7Rg3gKNVrkVmwdAfm42brg1s/HT9bRoUktlRlu0oRyppFHkRRR9ocxLtOYWrYNHJCiSCblIXsxnUuI24MQj9CkuTeI2CLH1AS+96xae8zkx5MsAFaWem2zi3/6w2cBAG8cDFGlSfPXv7KKTSqNRkmGArWw0kzigSMVvGq/MxTlJoBNKeXX6O9/B3Wj7Qoh5gCA/r/3jd4spfwNKeVFKeXFESx9Eu+5eNfuobJ+R5ktk/jOiXftHnLw1gPiJL674luOFlLKHSHEhhDiHinlFQAfBfA6/fe3Afwq/f9T3+pYVqECn8qShqkhRy4Amy2fid45S+fs7NJGlxEzzUGEo5QeV1yTSd+LtRzSbGyrMGpeVl0TNq0enj4Y4uFjqsE5iFL0g7Gx31xxZDyasDL4hdkCVklPMmfqTHSM0wxlciLYbQ7x9S1VMlhr+5imTHC2aMOxRqRKYJfIjccih1P9ywdDnKgSB00TvPopWDojlhxjDPwoWBqTM487ETzKYvphhjJJ8BwJ1tGrHAOgVmlSV8ffGcRYzKvsci8UzIFp+immSdtuPxR44rqSJdr98pfh/jf/m7p2HCC/psaTdOE8mzvKq88BhgngrZu7h+PdvIcm8d6Md/MeymkCJ8guxz7/KNJdZZFTuPgBtsZJd24oWS4A6c4atEWFRBamBRF7fCzzpCJoS68HQXw3KTMgIc3XAJDk1JEZDsyW4sfFC+fZfFjr70IneS7IDGFBgUnyw13E5NBtFBrcErCEwK3qvepa4gwWlUaX0GbHj5olMUhpTDXHJcQDP2XwyQs7Q5iUzbmmjqNUkYpSiQKNYaYuGHA3V7CwS+S66byFNukKe1HK3YpjlRwD97b6AQP3brY8nKCx+cCLmHNcsA2EVAn6X37oDH76N9R4Y5g6fvYJNZ49eKQ6RmYCePI1Vak6MuXiq5f3MfTHri1/Pd7ucviXAPweIZduAvg5qOzvk0KIvwNgDcBPfquDRIMOPOphlao5BNR3S0wdKcHUG7Vx7bWcM9GhlLg1iFCj3lm9YPPrBWdcstrrjeu6BdtALxgRxh3c7qobbqQ9CaiJsjk6jjUWTL7W9Dg91gRYW3K5XOF0fbHo4IXtHh9zBJkNkoxRRK/sDdgW4lY7wGxRvb5QsvHavnpIHlssMmy3HaQ8YXXDDPRWSCkY8tvTXBQJOZmYBsRIzLl4FDbt4yUZSqkqwSzDRwb10M6KAbR9dXNUpk4hJAhVw4qBCwoS7Z35QQRUtijYdWif/+fq9/qxBWikqoDj9yHr7NEk97bjXbmHJvGejnflHvIziVd/+ykAwNGtA9Q/8Dj/GxO6K1PshYgsA/qqnJ/cvgX9qJrU9M4GW94ITUdmj/3SBPXaJMAejLrXRloiekI4RJwbiaZr7NCtC8AOe3QQDXpGvb/YZ2Rm4fYlZDNqgssHLXRjVQ4tWXlkRE/Y9RK2yNGFQMkeKzldbxEKMW/ikNgJC07oQuAytYbunc5zb64VJCjRYv/AixldGSYZt2hGY6g6vsWKKKausY2ObWgY0Lh7su5ijfp0n7nRxHlCWpZdE3/0/BYfa1SW7HoxnjitFuZfuXqALJN46w7c25zgpJQvAbj4Df7po2/n/ZOYxOQemsQ7jck9NIlvN+6wo3ceObJ6cfIWFg45eo+kutJMYoeyrXLOZOXoijvO5vpBzFw519K5abq8UsM6ZX9+nLKeZCNvYYe4bNu9gEEpHS/GPGVeYZqNXWYrOSY9AmPS48s7fXYA/9JaC+9fViunMMnY8qHsGJyW60IwkqlgaLhG4Jblcg7HptRxWn6KkLLXjW6AE0RgTzKJ0kgPLkixQGWFfpwhhPpODmXtxGmjcoOh4SBV5QDXLcIbEcZzZS6vRGnGTujm/k1ccVYAAJ++sou/8/q/Uuf/s/8E/s/8jwAA0V8d83M2X1VlnbcPMpnEJL6jYuUH7gcAlM+fhU4CBlm/za7cWb8Dm+xyROBBEPDDmD+mSpAAc9EAAPk6S3gZB9cRzyqwRD/VUGsrUnZWaECOjFBb69CpdAndQq6vshURDpHW6DnrbGLfUBlNzq6B5GUh5s5jxGYTaYRyqIAlV5Myyilx1g6hsDtByuC10WuAEpsYATzqroFnNlWZ9Fglx5WnkR0XoMqcy6VRqXPMtT3wIrSp7bMzCHHPlALEDcKEUZSmrrHObibBFak/vrSNWRqPX7/dw8fPqwz3ZN3FU1OKr//caouRlg8creCN2yrD9fwYW1f3ENNnf6O4w47eQ+ytkVu0nEaDJpduL+AeHAAeeAEwlcCPxvY3I184Pi71sJoDnZ1foyTDzT1FEyi7Jo5R/ffWwRBnyXp9ECRYpUmn4pqYJ+SkH7+ZGT/68abzFvfs4kziT19XxM6Ly1WGqhZsA8/TDzDlWlgnHUtTG1MDCqaOL6+rfeYKNhp5ddOcn85zuTJKM4bxr1QsEFf7TZOmawh+PUolDCpJ5ETKfUMzGiDV1ece+Cka9FCWh7sQkTq3zMrj+GXVg/uV4w8gCZUtTqIJ1GJVmhlWj8Elfb1s9iRMw4SwxuXeSUzibglDAKtPvgIAuP+hB9kiJ/P6TPT2tzfGWpErF4HVFwAA8sgFhutLKwettan2Kc9C76jttDKG9Neaa8iK5OMW+RCmehalmRvbVRUaMHw1VmW5Mj+X0nBYmxZZAtDE6ksTOdC4WJhjasBROe6K+0nGCMmcOZ6MLF2gmhsP+yOFk06Q4h4an8I0Y4UTAIeI3gJfJ6suU9d4zGsFMeojj0o/Zo3fTEomgE/b4+Otd3weyx8+WuP+2mf2Bvjnn1cLjF/44DH8/ldWAQBxmODv/8g5AEo/eJSg3Lrdw7F759H8jIW3iokW5SQmMYlJTOK7Mu5oBmeXqlg4pZB4U1N5ludani1ia1+toizHQJnS452DIRpUsjs9X2TwyWLNxWXKkoCxSaofpZzK1go2S3XdP1fCUzdUGn9ursTlx/OzRWxQObSaMzldD5Js5DCDg0GED6+orGerF3ApchAluLCgShKuqeMEIT/zpsYrmMWyjW0C1SyWHNZxu7Q7wD1TRKY+lK1u9SNMUzb3pbUefvCU+tx2kDLaaRiPJbaWXYlIEsLJyRAJasQmQDdU2Z+j51AknoylA4mmVjvCLkKSPJAIB+g/+An1PWw9D+2hHwAAaE/+Bq5+UhFfT/zcTyCj142dK0jbe5DJW5cGJjGJ79TQIODS8ycMk1289bOPI7v5EgAg99GfHiMh/S40h7QovTZndlprE5Kkt7B1GXJJlSVHmRkAyHwNmq/+llYBguynROxzidO8/jTSRWXNI6REYKtxxXSr0Il7OnRq8EjUoe4ISKjn2DuEpLaCLnxLITmrzcvwSgr5WbckNodU3TEMHKEy4/YwwVxBbV9rBVz12RvGPN4ceBEeJheXW51wjDoPErxMXMK5oo0agf26QcxAk6YXc7Z4q+UhR687hs7yYhsdH/eTa4Br6ZwV/u5X17FMUo4fuqeBz7yhKn8vXtnHhx9Qc4hp6mjvDpAm71yL8l2JsNdGkzQYhSZQr417cCcW1EVeXm3j4jFVpz48YV1a776pjLkyrW645iBCY1RajBLcv6jsGTY6Ppo0uXzmyh6jLbe6AYszN70Ys/SD9YIEq0QmvG++xF903bUY9jqIUmz21MT64HyZ9S3Xuz6XJa/uD/kHu97y8b3H1bXsewnXnY9UcuhR+SDOYlTo3GbzFjvvPrJQZvrASN0EAJqH/Jk8abIGZtHbhl1SkGLLtFCRRCoXGqSmvh9daLCpHyCdEgS5EYssQTFH+nrFBiT1G7SP/TyWPvpfqH1Sn4nestiACIbfjpLJJCbxHRORlKicmOW/9brajl/8q7Hv22IA7wt/DABwH/kopEuO9/0DpWACALkihKXGD6HVEb/6JfXe6jS0uhqE0+IMdEJFJvWjMPcUQTvN1yEiUgmaPsaTorQLsCO1v7RcngRzUPQGANjxEra3yaTEzlAtunVRQIMmjtfsE3Cotw8pYZPQRZBkoDU6MgkuXTZck0uaM3mLy5Jlx8QmWeqUHeNNE9+IVuDo2rgVo2vcvzN1jUXly455aBxNxpPpIS3hsmvibz2qSsTNYYQOJSIvrLV5jC9UctyGWmzkcWapjNuffGs092SEmsQkJjGJSXxXxp2VhRAC+dJoxSOY27DbDXCTXAYqlRy+8JKSlitVclig0l/RMfDallrZXL7dYzmvI1N5BplYho6XNlW5wY9SbkYCwBytALZ7Aa8Y0kyyKerJRh73UebV9mM8vqxWaX9x7QCfOKP05tJd+SaX3FFpdMq1mBh+YirPabxr6tgZJKNLZ1mtS7sDXs00vQg/RcihbpgiI1bHcsnEjY5awWz1AtaAWy7ZrBOXScmak31jGT3KdqdyGkzi3kjTgUY2G45uYVBWKyRXhtC7xGtLI25+I40gbVUaEOEAuVhdl5AZ8+CkP8AkJnG3Rs010XjsYQBA2twBqGJh3/MAgleeUTtlCewf/C8BAMlrX4DRoJerC8y70vr7kHmFcpSGCTz2E2o76CMj01LN7yKZUhw3g0jegCpjjgjgSBN2CvCkiUKobL6QRJC6Gm9EEkGaagwr22MXby/OGJ04272GA+MUAGDaHbtmv9GRMHW1XXV01Ikw+2w7wLMkVvGBI1VcqKrXn9mLuIK1WLZxnVpDcRpiJq/GtkwqlCQAuAWby5JenGKd2j4LJYfHyzDJmFscJhk+e1kJzqxMF+ATEOXe+TK+vqqu/eKRKrZHYhuWjpM0/vlRgn1qAflRivXdAVf5vlHc0QlOiHHCKDPJzqwyk6iMSoV+jFNHVVnPtXS8tqYmrOWZAhq0jx+lTBPYbHnca+t6EVMJ5io5rBAq6GbTw9U9NYEebxTQocml5BhIiYbQDRPWRyvbBj53U33Rx2suPn1VIQmn8xZrtG10fcxQqXO6YLHwMgC8SATwkm3g/DSpGEjgxR11DotFhy147pst4i+pP/jYUgU3W+rH64djZNCZqTyjkSxdoELIqkGcQVISLiBRoglXQHlMAUAkNVikWCKFBpoPIWGN3b0jD0ZT2eIktaPQSFVB23oNqKjJN711CTjxkHpveQHp0/8eMh5ra05iEndLtLwYv/czvwYA+PFf/QQc6q8Nv/If4JxV93j02tdgnX8MAJAVK8gIaQnvGuSRCwCAtLYEjbQlRTiENVA+imlxGoJKncnlr3IJVFRnIfs0eZWmWK9S6+3yM1cAGIHZNKuod8aTYlpQXppSz8OkxeZCsYyAyozDxmlUQ1q0ZglcpjHEXGZ0dIGOUONENWfy5PD1zS62+2oCvThfREDw7P1D/bgHZ0u4QcLw2/2QBTCuHAxwYUYlBzfaHquUbHR9VofSBHjMKzsGJzc5S2d/zhNTY03i2YLNbaXNloc/flHpdq5M5xlZn2YSUkp8M6b3pEQ5iUlMYhKT+K6MO5vBGSbKlFUJTfBsHacZIyrztoEd4rnNVhyUKWsDwJYJtYKNQTAifSfY6YzJiBePqpJBL4jx+SuqNNcoOThN3Ldr+2MX6vvnStgjubDV1tiO5/xsEQ/MqRWJF6fMizvdKODLa6oZfLLuMqKyYOtM0JZSYoo4IUGSoUnZ4t4gxGPkVP4X15vYonM+PZXH+wgYEyYZlsvqGm1DY2PTgqWhSXpr3TAbN5gB6CSe3sjpiisDYNsbk9OnXfAKRx82YaS0+qGsDgD03g5uV84AAKa+8ruwVhTnJJ0/A1x5GgBgzh9DQqXL+HO/i+6VVaTem/mIk5jE3RCGAH7yn/1NAIC1cATxttKiHO604NxHEn35EuQILemO7XJk4EGsKWsbeeQCZ2FZrsyuASLyIYkjqj34NyDpmZN+F8m2stLR60vMdxOdbWQLCkUpTYePWc4ShLWjAABzsMutg8JgnyXC4gwIKdu60fZxrKL2yTsaMkJbR5lkM1MvzlCLVcXozzeBx0is4sCLmKfb9FOW9ppyDTZq3h7E3Io5HKam4UZ7JGLhIB7Z93gxYspkXVNnRKUfZ7hnlnQ+M6BDaGxdCNYYzlkGawyPxD5GMeLQ1QoW/CiF9k0MT+/oBJdFAdd2ZTp2mV2qu7i6qiaO48sVLl2u7w/ZrfUw+bo5iNClUmTZNfmCO17MpcKqa7J2JQD2houSDKep1/b6/oAnAgBYKI884AK2edgbhAxvjdOMNSe3egErkCwUHRyhfp9tCMwS9LYXZniGPldZwqsJ6HuO1XB7auSrlLIiye5gDLFFknHJdKsfo0Sl0VRqfL1LRoDYGnnAZXBN9XNOu+DJEWkEj6gEwqkhN9Kn6+9CkthrPLWCOXo40yd+euwi3LkNjMRn+20IVy0erCf+JmYutmH+wRcwiUncbZFI4LV/80UAwMrH70ftI0qH1TrWg1xUi7vk6u8h2VXlQef+Jxg5mXWbSEic2Qh9pVMJwFw8CYRqkM8qc8D6qwCU5U2xReoobpUpOIg9iIDQklNHmMQtIm9si2PlYVH/fFCYR2nndXVulUVsxGq8WQ7a0HNqkjpasdGh5357MNaKPD/tsnO3LgRuxepacmaPy4wHXoRVSiyWyw42yBq8YI2VmQBwHw0Aly5tx2CFp+1BiCahH11Tx9GKGude2etz+2i+7LDt2HY/RIPee3iequctbh+5ps6T9XTexlPX1Hey3Qlwer6Il6x3ZpcziUlMYhKTmMRdF3c0g9MsBwHN7qWayxnWRtNTzUIA+70QZZq5dU3w9mIthxdXVTaUs3Q8QECUnUOyLwDw8rraZ7pkQyeeVppl7AJbdAwuIbb9mI1NbWOcGWlCfEOX2E+9vosPku3O6akCnt5QWecb+wMudT6+XMEqGZvuDSNe8SyXHXQJdeTFKR6pq8+64Y898u6pu5ix1CrnSl+DQ/y3MJG8ukkyMMjkxsCCHatj5gwBC3T8VOeMT0Q+QPY6USpBdDdkbhV6m2SG8nVI2ifUHFhSXUu7tIwacXhkZY5LJPFn/h+kQYiUCLKTmMTdFK4usPxhRYKu/cwvIf7apwEA9r3vR3rjebV9/lEk26sAgLS9h2ztstrut2F+6KcAAPqhUmG6s4psQITx8gzkUaV1WbjyeSRnv0d9cJbAXH8RgOKSjkAjem8HBkl+pfVlSHIlEEkIuaokxcz7FpBMKb3Y7ciATWOD8HuQlMHFmYQgsa66a2BOU890J0gxm1dD/dVmxJy1HzpVxy1Caj+6WMY+ZVimJjBPraErTY+5bNeaHkqU8R12WelHKY9tWSZZtitOM7SolTR3CGmpC4FLBLjLmTqPkW/sDfAEOa1/5doB26Z1vZjHZi9K2ULNj1K8fKsNL3zndjnvSmRRgPVXFNGxtrSMAV3A7EwR80Qa3OkG2CeYac42cHNToYJ0TSCilDuKUzxHKMdawUKfemFzFYfT4L1eyN5wgyBlm5ymF+EKMfDTTLKreNW18MZ2h46Tw8uEhMxZOs4RSvNk3cXr++q903mLe2erHZ9J4q/vD3GdBEa//2QDvXBsIzFSIHEMHc+11OvVHPgG+tpWj1N91xSYoh/+ejuAS1Dg7UHE23MFE00qe1q6hoTQUUIcojNYBQRUtqgbMRBSP8ByERB8eRBmqBLiyj24ykoNVQCI1GSdTc9Av/ksAMA++wjC17/O5eNJTOJuCi+V+PT/oUqUf/sjH4F9WhkUrP9fv4bZDz8KANCKFRiNBQBAcvJx6G88BQAwzj2O9LKiEoj5Y0i7Cu5uTM0htcnjceTtBiDLUuivPgkAkCsXWf1HC7pIRxQDOw/QcWA43EuHzCDveT8AwO5toesqKsFUToM1UCINXnkZDi1Cl7rriKcVTUDv3ka3qFzCU6l0aAFgqWxhqUyJRS9GmRbCs2KAjcSk/SVrUbb9GEdpQik7ZXRpwrrR8jBNlIEpVzI1oGAbPJE5usZJQC1nok9joWPo40kwy7j8uHYw5PbRydki994O6xAXHIPbU5ahoZi3OJH5RjEpUU5iEpOYxCS+K+OOE71XHjzDf2YE0mh1AyzWVJo9CBJ0CbEUpRkqlHm9cnkfDs3oMpOIaDVQcAxGY97cG+IjZxUpe7PlMbqy4Bj4HBELH16pMYcuSjJMUypetg0Ul1RGZusap9+rHZ/5Gy1/LKulC8GaltWciWl677GKwym3BNgN94XtHk7VVUaZNzV0AyKna4Lduv/G8Sr2KCO73Y+4uZtl44budN5Ew1Hb/USi4arzPNwIlhJsZLjvJZij8oTwekhH3JvIQ0QE16n+KtrlowCAeuwjIeTWbZnHEunx6aSmDiiEmfPgR6C5/y8mMYm7LTQAj36fKvftffavUDt3HABw5L/+ewheU47S0eXnYS6rbEh74dMQBLYSsYf2fT8MQOnCLtUIld1aRdZV6EQkMYRFrYels8xry4Ie5LRyqU6EBrOpEJXSsIGCGj/03jaSspL5EhuvQKsvquPIDCVNgStElkAa6viWLhAKlfUE0+fY8UP3OygSUno7MDDC0kkJrgDlTQ0BjcFX0xwemlVZ1b6fMkjtwmwRX91Q5z9btHG8OhbPGJDJaTdIeMyr50xcp2qWF6dYpBZQO4hZwmut7eMIHaftxTAL6nzOLZRxkypkDyxVGBi42fLxUw+r7+HJN/YYnFgvWHjpyj7i7xQtSkiJzcvK92j2+CzydPHDXoBLt1QqGwUxrEMu3QFdzOx8CQPqc6VphnA4Fvq9TmXMY/Mlhvrv9UJOa/udgMuVN/cGPCECYH3LN7Z7TCy0DY0Fn21DYy+5x49U8RWiCZSm8izUfLSSQ0jnuT2IxnYRh/p4tZzJbuCuqSOmG8uLUxyjH7sfZWgRHeCeusPk7rJjYIeufTpvwktHk5lkuwshBCsXAGBLHUMTEIdUFUY6kwBgm+o4t90jWNhSvYd47gw2IjXpL2tdyJ56aIWTR1o/oo5t2EisArsHT2ISd1NkAMrH1EK4du9JRkL6L36BJyaZpZDkrdZ99hlejNf/k4+jbisUZbXQgNTUsyLjCOLcEwAAsXcD/nNPAQDcR/PICjQ5drYRXb8EADAe/3F+FuOpFWhEGdCGTUhHTVjJ6Q9Dp8nRt0r8rFe87fEzbefRjdVYNZXTsZNTE0GjsgBfquMvFIHbpH50rGKxpc6NToQ58pl8YXsARx+JsmuoUp+/F2Z4mETlb7Y9LkXOFW0Wp6/mTKYG+IcmGy9Oufy4UHTYFmehJt0oBAAAF4xJREFU5DDdYKHssA+nH6VYaah20IjiBQBPnG7gBZrsio7BE1zZtbC0UMY1c4KinMQkJjGJSbzH4o5mcKZbQr5KFjMFmx29L7d8+MR9K9ZyTNwr50y0KHvSNQGvR4AHKXHPibGbrkXK1K1BxG6v5xfLWKOMabHmcsPyZCPPGVk/SFjvrOCYWKBm6lYnYN5d3TUx5apVxXY/xCMELOlHCVaI3K0LMIqyHyW8aik7BjYpmxtEKa9gDpPETV2wa8D2IGaz1yiVuEVoTNfUUaeMUoPAPpUxUymxQJw7S0Z4aVd91oOzBUZdFi0NQaay156bw2itU7J1WGTjMe1Wkc6ocgx0A8uC0JHCQHL8ferlYZPBJ3pvBzf/yT9CtH4Tk5jE3RjejgKp2ace4Ne6X3oShfseBADIKFA6lQDMogurrhCP6ZHx/tKw+JlIGysQVM6XlTnYH1cuHGl2COFXXYD1kJLtygB2ANciH4IMT6Wms7OACAesUel2NzGql4gkhFdXADEpJRrOuFI04ruFUmengLKesJP37UGMGmVncwUDbXIQOFbNoU7tjs1ejHpO7ZNkErOU5c0WSqytm8mx9JYXp5hmcJyG5yjbemCxzOe1PQhxlrKzKwdD3KZM8Mx0AUVyB9ju+Dy+Hq3k8OQV1VbabHnsIND1YpwkkvizN1vYORgiPqQP/Nfjjk5wsddD7pAyyaiEWKzlMDtCUbZ9nCbrnO1OAIvSz2GY4ORxhTpamS4golT48u0+zpFCSNm1WO1k7WDI1IAoSdEPxj2q0aQ2V8nhNHkOdYMEPZp0Hlos85f+pdUW97fumS4wHNbUBNejvThjf7e2n8KhiWy7H3LfLUgyvEp6mHlTw0xeTaaXD3xWJim6Y6RlzdEhSX0gZ2goBEoPs2vWmXg+iDIuW6TCxMPz45/Tj9XrRjSAoRMiShqY8xQc+UAsY5ipG6WaSBRjVTfXBvuqJwBA7K8CC8rjKnOrbJeTXn8Rp/7xP4bz3H+OSUzibow/+7dvAAB+8fufh31eISdzS4uI1xXKOwkimEU1NjjLx/h98qt/BOP8B9X27s1x381yIM+qEqW+exXJ7nMAAO3kRYiWasvI2gITuvXeNouWi2wDKKuSqYg9yI4SmxeGxQLn8cxpPgejtY5cR9leJbUj0HtqIo6Kc5jOCdpnDXZVlSsjWGi45L7tpyzdaGkCU6Qu0otSbokkmeQe/nLJRI8wAv0o5ZLmq/s+lgkfsTsIcaqmxrMb7QA/f1F97vO3e9w2uXe6yB5wjy1V2Kbs89f2cWxKfc/n5kqYJurYp17fZXR8mkmcmXdo28IiiW18PnhresAoJiXKSUxiEpOYxHdlvK0MTgjxKwD+LhQw8BUAPwdgDsDvA6gDeB7Az0pJDOG3CNMtYZZ4Dt1egFtkkXNioYT1psogynkLawdq249TzlYKjsEAki++uoOTlP5GScbcNwBcllyZLsAnlM92J+DGZM7S8dhxVd68uttneS4/TnlV0fbHiJ963mKu3HrHx03i0B2ZymOrr9Lskm2wtJcuBPaGKnUPkowdvcu2wddyaXfAMjpzRQevkT5meCjVPtMo4HY/4H1MTaXu6TBhq51qzsRLZCBbsHTMUsY6jFLWfbstHdxuq5+llpO4YSpuT0MX2PdIZkgT8C21gmxnKZ/bwK2iEakVVcMwEJmqvBKc/1EcsULO9N5OvFv30CTeu/Fu3kM/8GOK6O3vHKBz+f8DAEQ9D05djStWyUUaqDJmeG0daaSeubAzQH2N9CQtA4MtVVkpH18AtpQkV+K4sI4qtHj3j34LTkNVnuzzjwJFVepM1q9AkOOHPncEoApKUl+BvqVkvmQwRNZWZToTAGJ1WVllDmJPnYNWmkHTVkbHFZlgSx0GU5UjsKU6Z1sGkERId4yxhVc9p7Pyf87QuIypa4JBbZZuY707dg0ZEcmPlG0mhh+rOGzhFaeSUZTVnMkZ3K2Ox5zgXpDgYSpF/t1HlvEKjamXbvdYK3iz5XFbqexaPDZutnw8Rc4Cywtl3HyjjyR+axSlGCmIvOUOQiwA+DKAs1JKXwjxSQB/DuAHAPx7KeXvCyF+HcDLUsp/8c2OpblT8sO/+kcAgPbuACaRDLNEMmlYaIA9QjDmTEYiZkkGl15vlGy2edA18SbY6Gg7ySTqlO4emypgnyaaU408mvTDbLY9FAk5eWGuhJjeGyQpexT1o4TLlY8ulbFDthOmLlCg101dcE+taBs4oJujkbfYjVvXBGtLhmmG9iG05KhUmw9aSIlwnUlgraeOc0LvsrOviAMuFWrRWDg6c4oQ+6pskR59kIVfM7sIkarrFUmA+Oar9FsUkfXUA5y296CV1PGts48wcjLrd1iPLx30YR1TZZLtP/sPELqGH/rtP8Ol7YNvyfZ+N++hk7Yrf23u5Lf6yEncJfHL29dwLfTu6D3UELbcePLXAQDahY9CWqqNoG9eQnLsEbVTljBhu2tVUSRftlYk0CTStKULhNTnEgCmiY5T1hNs0iXtDmOcbRBKOsxYNH2pZOLV/bFw8cNz6hzSQ8PxvpewmlHTTxFQW2arFzLUf8q12JJG1wT33lfb42OXHYOFH4qWga9tqR5Z2R6rOgVpxgvne6eL3CqJM4ntQwvtETVqyrUYLa4J8Ji61w9xnnpkax2fy4lv7A7YP7PkmNzG+ZOXbvN5Pn5qCs+SgMdcZTwu5iwDXfrc5iBiYf6cpePGegev/N+/iMHW1W94D73dEqUBICeEMAC4ALYBfA+Af0f//jsAfvRtHmsS782Y3EOTeKcxuYcm8W3FtyxRSim3hBD/FMA6AB/AZ6BKAR0p5ajLtwlg4e184KufU3JP3Y3XYbqqHJAEA1gFlcZHgxYqR+8FAMTDLvy2aqBqhgWnrIiLYb8FK6/eq1s5GDm1+jGsHPy2krDJN5YQDv7/9u42Rq7qvuP49z+zu362108YYxtsgs1jU0oNhRRoUAMFXkBRJRoq1KSljRQpjWjTSkh90dKqL9oqfVEpUUNThBKJpkkbGrdNAxGlJXLrgIvBMRCoDTZ4IfgBe23W9u565t8X58zMnaedsdm94zn7+0iruXPuufecOT6e/9xz7z03/BoYnLuQD97bC8DcpauqdbFCkYH4WIt5ixZy7GAoa82lGxiNQ6ZedkrxF8PAUJH58ahw7Nh49enkAPNi+unJMkNxeHBozgCH4zBscaDA/Jh/cvx05Vwzg3OKrI5TgR0ePcWiBeEem3lDxbon1Z6cDEdSa5bOq96oDgUOxCtL5w2NUiyEm7gnXtxTPTItFmrDC6XyIKVymCNvaLTAyngf4uj8CeI0llz0zgI2xptLj5Qn2b04PNzx2iuHq8MEc34zzK138l920I3p7kMy+0x3H3rw1ofj0sPVtI8sGOTNeH/tFZn/2zfcvI7B+HDjw68dZm682npirDYSet6VK/mLr4d5I8dKzhcf/y0ACs+9wlv7w/fQmhuvZPn5YYjy/Zf3sPZoGJpbsmE1hw+Hi0nO+/hNlMfCleDlp7ay/J47ABg+OMLgunCl8zUXXcnpV8N0YaUjBxlYFabkKh8/ig2Gel62bmN1Ls3BS66mNBy/Gxau4loPw5ulRauwiVDWySXrqheuMFCqXuF5lHncsCIcHPngXPZ/EPa/fP4AH1ka2mH8dJmT8ZE9YxMlzl8UhxYz8/4C1dM45bJXT4Pc8dHzq+vPXzinel/y+uF5vBqHLl/Ye6R65eQ1Fy7lv14P98jte+8D3ntrlMkP80RvM1sK3A1sAI4C3wJu77RdZvvPAJ8Jn3ABR/ftqq6bPBHvkP/oLbz74tPV9Pd3h1kz5i2/gIG5C6vpx0Zery6PHzs0ZbnHRl5j2SXhkt8Dr2ylGAPZ+PH3mTwR/lHnDq9iydrQaY7s30sxziW3Z9s2SnE2lSVrNjEQn/h78ugR9m8PdRtefxUTJ0Ldxg6+zeCCcG5xePUaTo3EyYr37WJ4XRiLP/7uHuYsCZ17YGgei1aGDndi5BQH94f6TJw4wdrLwmXBb7+yn6F4e8K8RbVOcmjkWHX56IFjLLsgjGVPjp9mIJ7jOzU2wZJ4VefEeIly5YbMVQt5devOWM91HI3PwVp8/trqMMcFlyxjMo6Vv/vGES68PPyo+M6zb1bTN8UJUQ990N3psunsQyuLgx1yS4qmsw8tpPWNwXsyk0fsOlb7YbjrX3d3LuD5d+vefuHXvtqc5x9/3Hk/f/Yf9e+//FzLbBfEH7nvNFxJeNPy8D33g8MnWRDPqd28Yj6vx/+r1166nGIcKtz16iFeypxf+1hlbuCV8zkYr4P46V+6mP2xLV7+7xGuvjVcUTo6NsF7PwqBZtNdl7P+Z8M5zZ889yqnYyDbvGkdk2PxdoDLLmFwbbi1oTx6mIm3w/lKL5eZf134wTy+cysDq9cDUDixmNuuvxWA4lVzKO94CoDjl97H/ReHz+6FInvG53LvtsUt2wi6G6L8BPCmux9090ng28DPA8NxqABgLTDSamN3f8TdN7v7ZhuY2yqLpG/a+tCSYr6T78g5Y9r60Nw2AU7S081FJj8HPApcSxgaeAzYDtwM/FPm5O5Od/9yh30dBMaAqQ+/BGAF5347XeTuKztlUh/qGfWh1vs6Drz2YSs+S/R1H+oY4ADM7GHgVwlnanYQLtVdQ7g8d1lMu9/dx9vupLav7e6+ufu6z06ptZP6UP5Sa6fp6kOptctM6ve26irATWuBfd5geVE7tae26Y7aqTW1S/f6va00k4mIiCSpFwHukR6U2Y/UTu2pbbqjdmpN7dK9vm6r3IcoRURE8qAhShERSZICnIiIJCm3AGdmt5vZa2a228weyqvcfmFme83sR2b2opltj2nLzOz7ZvZ/8XVpr+vZS+pDU1Mf6kx9aGqp9aFcApyZFYEvAXcAVwD3mdkVeZTdZ25x96szl+U+BDzt7huBp+P7WUl9qGvqQ22oD3UtmT6U1xHcdcBud38jPqvpG4R55WRqdxNmSAfNlK4+dHbUh2rUh85O3/ahvALcGuDtzHvNHN/MgafM7H/jxLAAq9y9MovrT4BVrTedFdSHOlMfmpr6UGdJ9SHNXHvuuDE+EuQ84PtmVjf1uLu7memeDpmK+pB8WEn1obyO4EaAdZn3bWf9nq3cfSS+HgCeIAynvGdmqwHi64He1bDn1Ic6UB/qSH2og9T6UF4B7nlgo5ltMLMh4JPAlpzKPueZ2QIzW1RZBm4DdhHa6FMx26eA7/SmhucE9aEpqA91RX1oCin2oVyGKN39tJl9DngSKAKPuvvLeZTdJ1YBT1h46OgA8Li7f8/Mnge+aWYPAPuAe3tYx55SH+pIfagD9aGOkutDmqpLRESSpJlMREQkSQpwIiKSJAU4ERFJkgKciIgkSQFORESSpAAnIiJJUoATEZEkKcCJiEiSFOBERCRJCnAiIpIkBTgREUmSApyIiCRJAU5ERJKkACciIknK5XlwFYXFa53SeCbF4otVlsAss9oyuWzq9dV0q2WlOW/T+uz+qlmb02rbNL1pqlbb/TRtZvX7aFrIlNimLMvs1DLrG9szu8uwvr5ujfvPrrfGep/p+rr0etl/O2tMb7FN9vO23KbFv9NU5Tfuo2XfaZe3kta+uzS9afkZ6wsOL02Pscq8b/mIK8+8tFg/1TaZ9da4vmmzdvWole+t6tImb+vlbvbbWL829YrL3lRWZXXr7ZoeI+aZfTWVUXmZ+nN5q3q3/FyZvA3leFOGbN7mz9hY1/qmbZW3VlirJsguN693Wu0+u22n9dW2qq9KUzfMrj/ExJPufjst5BrgOH2KwcvvAcAKRaxQrC0Xw3KhIT28FurzVpaLzWmN2zfvq9hyu9r2hhUqQcUoVJYzrwWrLVfSw3ZUt2vaV8N21bRMWZXts2W22lexYBQzy41pAy3XF1rmLVrn7acqq+36Sr3NKFrtc2XTQ/m1z1uXN1OvurxWX1bBqC+rQGZfDWUVastmUGj48VDI/N4pYHXpEL7867eP6Wa1PNXtM/0gE1hr+aztfiEGOC/H5XJ1mcZ0CO+zy+VW6726XJfesL1ltu9YVrmEl2vL1bRSZblcTfdyqbpfz+StppVKdfsI+cr1+z2Dsry639prNq2SXi7VymqVt1xq3qYxb7mprFKbslpt75l0j/m8Yb1nyvJqemWfXvIz31e5nNlvZv/ZfcU+U6q+tl+u5Kstn0leJ/7LnlVZX2HfCtrQEKWIiCRJAU5ERJKkACciIklSgBMRkSQpwImISJIU4EREJEkKcCIikiQFOBERSZICnIiIJEkBTkREkqQAJyIiSVKAExGRJCnAiYhIkhTgREQkSQpwIiKSJAU4ERFJkgKciIgkSQFORESSpAAnIiJJMnfPrzCzXcCp3AqcvVYAh3pdiVlA7ZwftXU++rGdD7n77a1WDORckVPuvjnnMmcdM9uudp55auf8qK3zkVo7a4hSRESSpAAnIiJJyjvAPZJzebOV2jkfauf8qK3zkVQ753qRiYiISF40RCkiIklSgBMRkSTNSIAzs9vN7DUz221mD7VY/3tm9oqZ7TSzp83sopmoR+o6tXMm36+YmZtZMpf/5qmbdjaze2OfftnMHs+7jino4nvjQjN7xsx2xO+OO3tRz35nZo+a2YF4X3Kr9WZmfx3/HXaa2TV513HauPu0/gFFYA9wMTAEvARc0ZDnFmB+XP4s8A/TXY/U/7pp55hvEfAssA3Y3Ot699tfl/15I7ADWBrfn9frevfbX5ft/Ajw2bh8BbC31/Xuxz/gZuAaYFeb9XcC/w4YcD3ww17X+Wz/ZuII7jpgt7u/4e4TwDeAu7MZ3P0Zdz8R324D1s5APVLXsZ2jPwX+HM0gc7a6aeffBr7k7kcA3P1AznVMQTft7MDiuLwEeCfH+iXD3Z8F3p8iy93A1zzYBgyb2ep8aje9ZiLArQHezrzfH9PaeYDwa0HOTMd2jkML69z93/KsWGK66c+bgE1mttXMtplZy2mDZErdtPMfA/eb2X7gu8Dv5FO1WedMv8PPWXlP1VXHzO4HNgO/0Mt6pMjMCsBfAZ/ucVVmgwHCMOXHCaMRz5rZT7n70Z7WKj33AY+5+xfN7Abg62Z2lbuXe10xOTfNxBHcCLAu835tTKtjZp8A/hC4y93HZ6AeqevUzouAq4D/NLO9hLH0LbrQ5Ix105/3A1vcfdLd3wReJwQ86V437fwA8E0Ad/8fYC5hcmCZXl19h/eDmQhwzwMbzWyDmQ0BnwS2ZDOY2c8AXyEEN52vODtTtrO7j7r7Cndf7+7rCec673L37b2pbt/q2J+BfyYcvWFmKwhDlm/kWckEdNPObwG/CGBmlxMC3MFcazk7bAF+PV5NeT0w6u7v9rpSZ2Pahyjd/bSZfQ54knBl1KPu/rKZ/Qmw3d23AH8JLAS+ZWYAb7n7XdNdl5R12c7yIXXZzk8Ct5nZK0AJ+AN3P9y7WvefLtv5C8DfmtnvEi44+bTHy/6ke2b294QfZCvi+cw/AgYB3P1vCOc37wR2AyeA3+hNTT88TdUlIiJJ0kwmIiKSJAU4ERFJkgKciIgkSQFORESSpAAnIiJJUoATOceY2YNmNj/z/rtmNtzLOon0I90mINIDFm4AtVbTTMWZZza7+6HcKyaSEB3BieTEzNbH5519DdgF/J2ZbY/PkHs45vk8cAHwjJk9E9P2xhlSKs9S3BX/HuzVZxHpBzqCE8mJma0nTOH1MXffZmbL3P19MysCTwOfd/edjUdwlffARcBjhHlFDfghcL+778j5o4j0BR3BieRrX3zGFsC9ZvYC4WGpVxIe4jmVG4En3H3M3T8Avg3cNHNVFelvPX1cjsgsNAZgZhuA3weudfcjZvYYYfJgEZkmOoIT6Y3FhGA3amargDsy644THnfU6AfAL5vZfDNbANwT00SkBR3BifSAu79kZjuAHxOenrw1s/oR4Htm9o6735LZ5oV4pPdcTPqqzr+JtKeLTEREJEkaohQRkSQpwImISJIU4EREJEkKcCIikiQFOBERSZICnIiIJEkBTkREkvT/M0dTOBPcaZQAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "<Figure size 432x648 with 12 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, domains = boz.inspect_flat_field_domain(avg, params.rois,\n", + " params.flat_field_prod_th, params.flat_field_ratio_th)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "f.savefig(path+prefix+'-inspect-flat_field_domain.png', dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", "text/plain": [ "<Figure size 432x432 with 8 Axes>" ] @@ -488,16 +570,16 @@ } ], "source": [ - "f = boz.inspect_plane_fitting(avg, params.rois)" + "f = boz.inspect_plane_fitting(avg, params.rois, domains)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "f.savefig(path+'inspect-noflatfield.png', dpi=300)" + "f.savefig(path+prefix+'-inspect-noflatfield.png', dpi=300)" ] }, { @@ -509,7 +591,37 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "proposal:2937 darkrun:615 run:614 module:15 gain:3 ph/bin\n", + "mean threshold:(28.9749822713016, 55.9749822713016) std threshold:(None, None)\n", + "mask:(#12) [[15, 437], [36, 477], [43, 506], [59, 215], [61, 215], [63, 28], [71, 451], [76, 302], [80, 223], [80, 224], [108, 185], [125, 296]]\n", + "rois threshold: 4\n", + "rois: {'b0': {'xl': 0, 'xh': 64, 'yl': 0, 'yh': 23}, 'b1': {'xl': 64, 'xh': 128, 'yl': 0, 'yh': 23}, 'b2': {'xl': 128, 'xh': 192, 'yl': 0, 'yh': 23}, 'b3': {'xl': 192, 'xh': 256, 'yl': 0, 'yh': 23}, 'b8': {'xl': 0, 'xh': 64, 'yl': 105, 'yh': 128}, 'b9': {'xl': 64, 'xh': 128, 'yl': 105, 'yh': 128}, 'b10': {'xl': 128, 'xh': 192, 'yl': 105, 'yh': 128}, 'b11': {'xl': 192, 'xh': 256, 'yl': 105, 'yh': 128}, 'n': {'xl': 12, 'xh': 89, 'yl': 23, 'yh': 105}, '0': {'xl': 89, 'xh': 167, 'yl': 23, 'yh': 105}, 'p': {'xl': 167, 'xh': 245, 'yl': 23, 'yh': 105}, 'sat': {'xl': 12, 'xh': 245, 'yl': 23, 'yh': 105}, '0X': {'xl': 12, 'xh': 64, 'yl': 23, 'yh': 64}, '1X1': {'xl': 64, 'xh': 89, 'yl': 23, 'yh': 64}, '1X2': {'xl': 89, 'xh': 128, 'yl': 23, 'yh': 64}, '2X1': {'xl': 128, 'xh': 167, 'yl': 23, 'yh': 64}, '2X2': {'xl': 167, 'xh': 192, 'yl': 23, 'yh': 64}, '3X': {'xl': 192, 'xh': 245, 'yl': 23, 'yh': 64}, '8X': {'xl': 12, 'xh': 64, 'yl': 64, 'yh': 105}, '9X1': {'xl': 64, 'xh': 89, 'yl': 64, 'yh': 105}, '9X2': {'xl': 89, 'xh': 128, 'yl': 64, 'yh': 105}, '10X1': {'xl': 128, 'xh': 167, 'yl': 64, 'yh': 105}, '10X2': {'xl': 167, 'xh': 192, 'yl': 64, 'yh': 105}, '11X': {'xl': 192, 'xh': 245, 'yl': 64, 'yh': 105}}\n", + "flat field p: None prod:(400, inf) ratio:(0.3, 0.9)\n", + "plane guess fit: None\n", + "use hexagons: False\n", + "enforce mirror symmetry: False\n", + "ff alpha: None, max. iter.: None\n", + "Fnl: None\n" + ] + } + ], + "source": [ + "params.use_hex = False\n", + "params.force_mirror = False\n", + "\n", + "print(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -518,28 +630,50 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - " fun: 55.16873555400919\n", - " hess_inv: array([[ 0.02046715, 0.0027953 , -0.03661216, 0.01215755],\n", - " [ 0.0027953 , 0.00107476, -0.00542703, 0.00164825],\n", - " [-0.03661216, -0.00542703, 0.06989106, -0.02410318],\n", - " [ 0.01215755, 0.00164825, -0.02410318, 0.00862819]])\n", - " jac: array([ 9.05990601e-06, -5.05447388e-05, -1.19209290e-05, -9.53674316e-07])\n", + " fun: 17589.32325885631\n", + " hess_inv: array([[ 2.96331781e-04, -4.17326826e-05, -6.52303769e-04,\n", + " 3.58614484e-04, 1.09585410e-04, -1.03308491e-05,\n", + " 2.21787529e-04, -1.35713351e-04],\n", + " [-4.17326826e-05, 6.46805428e-06, 9.20770109e-05,\n", + " -5.06550440e-05, -1.57151724e-05, 1.50123542e-06,\n", + " -3.21117562e-05, 1.96185137e-05],\n", + " [-6.52303769e-04, 9.20770109e-05, 1.43970908e-03,\n", + " -7.91528194e-04, -2.41106175e-04, 2.27119473e-05,\n", + " -4.88060274e-04, 2.98643898e-04],\n", + " [ 3.58614484e-04, -5.06550440e-05, -7.91528194e-04,\n", + " 4.35195612e-04, 1.32593309e-04, -1.24878570e-05,\n", + " 2.68341769e-04, -1.64203575e-04],\n", + " [ 1.09585410e-04, -1.57151724e-05, -2.41106175e-04,\n", + " 1.32593309e-04, 4.46756578e-05, -4.41645620e-06,\n", + " 9.05502380e-05, -5.50311543e-05],\n", + " [-1.03308491e-05, 1.50123542e-06, 2.27119473e-05,\n", + " -1.24878570e-05, -4.41645621e-06, 2.42776883e-06,\n", + " -9.46936207e-06, 5.75776797e-06],\n", + " [ 2.21787529e-04, -3.21117562e-05, -4.88060274e-04,\n", + " 2.68341769e-04, 9.05502380e-05, -9.46936207e-06,\n", + " 1.93802117e-04, -1.17723436e-04],\n", + " [-1.35713351e-04, 1.96185137e-05, 2.98643898e-04,\n", + " -1.64203575e-04, -5.50311543e-05, 5.75776797e-06,\n", + " -1.17723436e-04, 7.16218545e-05]])\n", + " jac: array([ 0.17822266, -0.0012207 , 0.26220703, 0.42480469, -0.12451172,\n", + " -0.02929688, 0.05004883, 0.01293945])\n", " message: 'Desired error not necessarily achieved due to precision loss.'\n", - " nfev: 227\n", - " nit: 12\n", - " njev: 43\n", + " nfev: 561\n", + " nit: 21\n", + " njev: 61\n", " status: 2\n", " success: False\n", - " x: array([-0.55942585, 0.00149188, 1.08651168, -0.41739338])" + " x: array([-0.26813482, 0.03171252, 0.58936147, -0.32560134, 0.48481418,\n", + " -0.0482998 , 1.03848446, -0.63030436])" ] }, - "execution_count": 23, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -557,24 +691,24 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "params.set_flat_field(plane.x)\n", - "ff = boz.compute_flat_field_correction(params.rois, params.get_flat_field())" + "ff = boz.compute_flat_field_correction(params.rois, params)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 31, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x432 with 8 Axes>" ] @@ -586,16 +720,130 @@ } ], "source": [ - "f = boz.inspect_plane_fitting(avg/ff, params.rois)" + "f = boz.inspect_plane_fitting(avg/ff, params.rois, domains)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ - "f.savefig(path+'inspect-withflatfield.png', dpi=300)" + "f.savefig(path+prefix+'-inspect-withflatfield.png', dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Refining flat field" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now refine the flat field correction." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "params.ff_alpha = 0.1\n", + "params.ff_max_iter = 25" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0: 0:00:00.000001 (0.016363401388903437, 66.78265478520356, 667.6792772395355), [-0.26813482 0.03171252 0.58936147 -0.32560134 0.48481418 -0.0482998\n", + " 1.03848446 -0.63030436]\n", + "1: 0:03:16.659452 (6.709906110951886, 44.67852876351881, 386.39613263662113), [-0.26083617 -0.00412112 0.58498962 -0.34301528 0.4806164 -0.02826065\n", + " 1.03863565 -0.63481967]\n", + "2: 0:05:03.173707 (1.4667644084861973, 36.7022620110416, 353.8217404340402), [-0.25751041 -0.02138959 0.59113905 -0.33640729 0.4775728 -0.01488625\n", + " 1.03652248 -0.6413997 ]\n", + "3: 0:06:49.585542 (1.8818072278713753, 33.257646253443376, 315.6401974835914), [-0.25257833 -0.01010802 0.5945 -0.33949548 0.46939698 0.01703083\n", + " 1.04074475 -0.64208441]\n", + "4: 0:08:35.725589 (1.3158476655029363, 32.90156536297396, 317.1730246402132), [-0.23965307 -0.0089341 0.60716218 -0.34346784 0.4623174 0.01492663\n", + " 1.04833501 -0.63910673]\n", + "5: 0:10:21.442005 (1.3061207754567656, 32.76397439141713, 315.8846569350604), [-0.23477789 -0.00714478 0.61299486 -0.34736078 0.45852389 0.01320996\n", + " 1.0489751 -0.64358422]\n", + "6: 0:11:21.514231 (1.1903085079854192, 32.512851889961766, 314.4157423277489), [-0.24537523 -0.00721003 0.62848587 -0.35571941 0.45325517 0.01190904\n", + " 1.05579365 -0.64689589]\n", + "7: 0:13:07.824143 (0.977640701502753, 32.40042399796531, 315.20547366612834), [-0.24891616 -0.00540187 0.65471675 -0.36958042 0.4784353 0.01593173\n", + " 1.05350377 -0.64704964]\n", + "8: 0:14:08.500677 (0.8218010796748053, 32.19067455191974, 314.5105358021242), [-0.25554476 -0.00535541 0.6645534 -0.37440895 0.46978625 0.01566998\n", + " 1.04921518 -0.64385227]\n", + "9: 0:15:09.149640 (0.5843228355970254, 31.86750705300173, 313.4161650096441), [-0.25314601 -0.00454641 0.64255541 -0.36059265 0.51649206 0.01371051\n", + " 1.18469815 -0.72339695]\n", + "10: 0:16:09.580453 (0.11962179970201328, 31.505658338055248, 313.9799871832344), [-0.26339368 -0.00380854 0.64500512 -0.35851823 0.49939843 0.0147998\n", + " 1.19893291 -0.73007939]\n", + "11: 0:17:10.609920 (0.08861202116613828, 31.49846118106842, 314.1871036201889), [-0.26096523 -0.0030599 0.63909334 -0.35481822 0.5068922 0.0148916\n", + " 1.22292065 -0.74459302]\n", + "12: 0:18:11.479802 (0.09480150715061801, 31.497962769295576, 314.12641412860023), [-0.26226908 -0.00314842 0.64291124 -0.35703038 0.49989798 0.01474054\n", + " 1.20853547 -0.73610004]\n", + "13: 0:19:11.645050 (0.09483823164922921, 31.497860319960534, 314.1250591147623), [-0.26198846 -0.00317215 0.64180268 -0.3564185 0.50185819 0.01468426\n", + " 1.21272835 -0.73862218]\n", + "14: 0:20:12.418488 (0.09497753095947929, 31.49785938176787, 314.1237960390434), [-0.26197985 -0.00316812 0.64176797 -0.35640145 0.50186115 0.01467457\n", + " 1.21285349 -0.73870137]\n", + "15: 0:21:13.003032 (0.09500469800149663, 31.497859342556936, 314.1235511435559), [-0.26198106 -0.00316879 0.64176448 -0.35639998 0.50184662 0.01467042\n", + " 1.21285769 -0.73870372]\n", + "16: 0:22:13.440787 (0.0950044853942995, 31.497859341504743, 314.1235530464987), [-0.26198107 -0.00316883 0.64176479 -0.35640014 0.50184543 0.01467014\n", + " 1.21285844 -0.73870374]\n", + "17: 0:23:14.227311 (0.09500299870344493, 31.497859341443952, 314.1235664261084), [-0.26198164 -0.00316886 0.6417662 -0.3564009 0.50184485 0.0146701\n", + " 1.21285775 -0.73870317]\n", + "Warning: Desired error not necessarily achieved due to precision loss.\n", + " Current function value: 31.497859\n", + " Iterations: 17\n", + " Function evaluations: 405\n", + " Gradient evaluations: 44\n" + ] + } + ], + "source": [ + "res, cb = boz.ff_refine_fit(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "params.set_flat_field(res.x)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x432 with 8 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ff = boz.compute_flat_field_correction(params.rois, params)\n", + "f = boz.inspect_plane_fitting(avg/ff, params.rois, domains)\n", + "f.savefig(path+prefix+'-inspect-withflatfield-refined.png', dpi=300)" ] }, { @@ -614,7 +862,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -632,14 +880,14 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "N = 80\n", "domain = boz.nl_domain(N, 40, 511)\n", - "params.alpha = 0.5\n", - "params.max_iter = 25" + "params.nl_alpha = 0.5\n", + "params.nl_max_iter = 25" ] }, { @@ -651,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 39, "metadata": { "scrolled": false }, @@ -660,125 +908,125 @@ "name": "stdout", 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iterations has been exceeded.\n", - " Current function value: 432.755113\n", + " Current function value: 237.511746\n", " Iterations: 25\n", - " Function evaluations: 2754\n", - " Gradient evaluations: 34\n" + " Function evaluations: 2916\n", + " Gradient evaluations: 36\n" ] } ], @@ -1201,7 +1449,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1210,7 +1458,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 41, "metadata": { "scrolled": false }, @@ -1220,11 +1468,15 @@ "output_type": "stream", "text": [ "proposal:2937 darkrun:615 run:614 module:15 gain:3 ph/bin\n", - "mean threshold:(15.974982271301599, 70.9749822713016) std threshold:(None, None)\n", - "mask:(#7) [[15, 437], [36, 477], [43, 506], [71, 451], [76, 302], [108, 185], [125, 296]]\n", + "mean threshold:(28.9749822713016, 55.9749822713016) std threshold:(None, None)\n", + "mask:(#12) [[15, 437], [36, 477], [43, 506], [59, 215], [61, 215], [63, 28], [71, 451], [76, 302], [80, 223], [80, 224], [108, 185], [125, 296]]\n", "rois threshold: 4\n", "rois: {'b0': {'xl': 0, 'xh': 64, 'yl': 0, 'yh': 23}, 'b1': {'xl': 64, 'xh': 128, 'yl': 0, 'yh': 23}, 'b2': {'xl': 128, 'xh': 192, 'yl': 0, 'yh': 23}, 'b3': {'xl': 192, 'xh': 256, 'yl': 0, 'yh': 23}, 'b8': {'xl': 0, 'xh': 64, 'yl': 105, 'yh': 128}, 'b9': {'xl': 64, 'xh': 128, 'yl': 105, 'yh': 128}, 'b10': {'xl': 128, 'xh': 192, 'yl': 105, 'yh': 128}, 'b11': {'xl': 192, 'xh': 256, 'yl': 105, 'yh': 128}, 'n': {'xl': 12, 'xh': 89, 'yl': 23, 'yh': 105}, '0': {'xl': 89, 'xh': 167, 'yl': 23, 'yh': 105}, 'p': {'xl': 167, 'xh': 245, 'yl': 23, 'yh': 105}, 'sat': {'xl': 12, 'xh': 245, 'yl': 23, 'yh': 105}, '0X': {'xl': 12, 'xh': 64, 'yl': 23, 'yh': 64}, '1X1': {'xl': 64, 'xh': 89, 'yl': 23, 'yh': 64}, '1X2': {'xl': 89, 'xh': 128, 'yl': 23, 'yh': 64}, '2X1': {'xl': 128, 'xh': 167, 'yl': 23, 'yh': 64}, '2X2': {'xl': 167, 'xh': 192, 'yl': 23, 'yh': 64}, '3X': {'xl': 192, 'xh': 245, 'yl': 23, 'yh': 64}, '8X': {'xl': 12, 'xh': 64, 'yl': 64, 'yh': 105}, '9X1': {'xl': 64, 'xh': 89, 'yl': 64, 'yh': 105}, '9X2': {'xl': 89, 'xh': 128, 'yl': 64, 'yh': 105}, '10X1': {'xl': 128, 'xh': 167, 'yl': 64, 'yh': 105}, '10X2': {'xl': 167, 'xh': 192, 'yl': 64, 'yh': 105}, '11X': {'xl': 192, 'xh': 245, 'yl': 64, 'yh': 105}}\n", - "flat field: [-0.5594258486434432, 0.0014918759956336746, 1.0865116797604366, -0.4173933792722743]\n", + "flat field p: [-0.26198164498319804, -0.0031688611949593037, 0.6417661993891696, -0.3564008981878965, 0.5018448538614619, 0.014670104790624586, 1.212857748334075, -0.7387031656039068] prod:(400, inf) ratio:(0.3, 0.9)\n", + "plane guess fit: None\n", + "use hexagons: False\n", + "enforce mirror symmetry: False\n", + "ff alpha: 0.1, max. iter.: 25\n", "dFnl: [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 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"weighted mu: 0.9993727988849087, s: 0.0019508900750644313, snr: 512.2650484814747\n", + "diff mu: 0.9991954186198416, s: 0.002315526818438252, snr: 431.5196916154772\n", + "mu: 0.9971999775207387, s: 0.0027973648975378592, snr: 356.47833373416483\n", + "weighted mu: 0.9968776502536947, s: 0.002500064151838349, snr: 398.7408281186184\n", + "diff mu: 0.9971999775207387, s: 0.002710160950982974, snr: 367.94861838705737\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 10 Axes>" ] @@ -1420,11 +1672,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "f.savefig(path+'inspect-correction.png', dpi=300)" + "f.savefig(path+prefix+'-inspect-correction.png', dpi=300)" ] }, { @@ -1436,12 +1688,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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04cVHfhxchHNRiojIoNEquP8C3kAwB2XhVPUWbh8ZYVyxE904uKCJcm93P3u7+kkmjbbGUlqeRUTibbQVvd8QPh5RvXDiK6pxcE0NCRIGX7rhEb50wyMA/Mefv5QVL5lX0fMI9GeyfPd3T9LZO5Dfd9TsNs498bAaRiUiIylluZyb3f3VY+2T0Q12Mqns+zamknzrHct4elcXmazzT2se5okdnZU9iQBwx+M7+fwvNgBgFqzxl0oY55wwH6vwFxcROXSj3YNrAlqAmWbWweDQgKnA/CrEFitRdTIBOPvYOQC4O5f/csOQCkMqZ8Nz+wBY9+mzaW9J863fPM7nf7GBrr4MrWoWFqk7o/1V/hXwEYJkdi+DCW4f8M2I44qdqBY8LWRmtKaTdPZqyEAUNjy3nzlTG2lvSQPQ1hT8+RzoHVCCE6lDo92D+xrwNTP7a3ePZNYSM1sBfA1IAt9x98uLXv8o8JfAALAdePdEnQcz644ZkTdltTWmOKAKriL29fRzz5ODnYXXPb2HY+ZOzW9PaWoAYH9PP3OmNlU9PhEZXSlfO7Nm1u7uewDC5sq3u/u/HcqJzSxJUAmeDWwB7jGz1e6+vuCw+4Fl7t5lZu8DvghccCjnrZVM1iu+VM5wWhtTaqIcp6d2drLjQF+45XzyJw+y4bn9Q455/XGDnXemhFXb/h5db5F6VEqCe4+755sk3X23mb0HOKQEB5wMbHT3JwDM7BrgXCCf4Nz9loLj7wT+/BDPWTMZ90juvxVrVQU3Lvt6+ll+xW/oz/iQ/V988/G8cN4UIFjL7wVzpuRfm1LQRCki9aeUBJcwM3MPugGGlVe6Auc+DHi6YHsLcMoox18C/GK4F8xsJbASYNGiRRUIrfKyWa94D8rhtKmCG5dt+3rpzzgfOOsoTj5iBgBzpjbywoImyWK5e3Cq4ETqUykJ7gbgOjP7D4IB3u8FflmBcw9Xzvgw+zCzPweWAa8c7nV3XwWsAli2bNmw71FrmWw0PSiLtTYm2b6/N/LzxM2uzqBp8rQjZ/LyJTNL+p3cgPoDSnAidamUBPd3BD0q30eQlG4EvlOBc28BFhZsLwC2Fh9kZsuBTwKvdPcJ+8mdda/4NF3DURPl+OQSXEdrQ8m/k+tksq+nP5KYROTQlDLZctbMrgR+7e6PVPDc9wBLzOwI4BngQuCiwgPMbCnwLWCFu2+r4LmrLpP1SIcI5LQ1pujsU4Ir1+6uIMFNby299T1fwekLhUhdKmVF73OAdYTNkmZ2opmtPtQTu/sA8EGCJtCHgevc/SEzuyw8J8CXgDbgR2a2rhLnrZVsFTuZ6B5c+fIVXEvpCS6ZCMYd6h6cSH0qpYnyHwh6PN4K4O7rzGxxJU7u7muANUX7Pl3wfHklzlMPqtVE2daYoj/j9A5k8hMxy9h2d/bRmk7S1FDeNWtrSukenEidKiXBDbj7Xs21d2gy2SpVcOngA7qzVwmuHLu6+ugoo3kyZ0pTA/dt3s0VNwat96958Vxecti0SocnIuNQSoJ70MwuApJmtgT4EHB7tGHFTyYb7TRdObkpo/7tlo1MbQ46QSxd1M4rlsyK/NwT2a7OvrLuv+Ucv2AaP7n/Gf71lo24wx+27OWqd58cQYQiUq5SEtxfE/Ri7CVYI+4G4B+jDCqOgibK6M9z9Ow20skE3/ndk/l9Czqa+d3fvSr6k08gt2zYxmU/X59f5eHZvT2cduSMst/niredyBVvOxGAj1xzP/ds2l3ROEVk/EZNcOGg7s+6+8cJkpyMU7WaKJcu6mDD51bkBxT+85qHufruzZGfd6K588mdPLWzk3NOCBbGWLoQzlt6aOu6LZkzhZ+u28qB3gEtOitSB0b9K3T3jJmdVK1g4ixTpU4mwJDzTG9N09WXoac/U3YHijjr6cswpamBr164tGLvefTsNgAefGYvx4X34dKpBA3JKpTuInKQUr5m3h92z/8RkF9J093/J7KoYihbpQquWO6+0u6uPuZNa676+etVd3+G5gon/GPCeSovXHVnft+05gZu+7uzmNpU+gByEamMUhLcdGAnUHgTxwEluDJUa6B3sdy4rl2dSnCFevqzNDVUtrJaPLOVr15wItv29wDw5I4urr57M489v5+TDp9e0XOJyNhKuQf3gLt/pUrxxFbWq7NcTrGOlqBy2N2p6aQKdUfUZFt4H2/Tjk6uvnszj2/vVIITqYFRv8K6ewY4Z7RjpDS1quAKmyhlUE9/huZ0tPckF3Q0k04meHz7gUjPIyLDK6WJ8nYz+wZwLUPvwd0XWVQxlHGq1smkUIcS3LC6+yp/D65YKpng8Bkt3PfUbn7z6HYAEgYnHd5BS1q9LEWiVspf2Z+Ej5cV7HOG3pOTMQSdTKp/3vZwsHdurkUJdPdnmNYcfcePY+dP5fp1W7n4u3fn931k+RI+svwFkZ9bZLIrZTWBs6oRSNzVqokylUzQ3tLA129+jH+79XEAmhuS/Pd7T2NJwerUk01Pf4amiJsoAf7p/OP4i9MW57f/6vtreWZ3d+TnFZESEpyZTSOYcPmMcNdvgMvcfW+UgcVNpkadTAD+6bzj+OMzwf+u3Z19XLv2aR7ffmCSJ7gsTVWYq7OtMcVJh3fkt+dMbWLHgQm7rKHIhFJKE+V3gQeBt4Xb7wC+B7wpqqDiKJt10qnaDPh9/fHzeP3x8wDYvLOLa9c+TWdvpiax1Ivu/gzN6er//5jZ1shONReLVEUpCe4od39zwfZnzWxdVAHFVcZr00RZrLUxXG1gki+KWo1OJsOZ2dbIY8/vr/p5RSajUr7CdpvZy3MbZnY6oJsIZcpma9dEWSi32sBkruDcPZKZTEoxc0qaHQf6cPexDxaRQ1JKBfc+4KrwXhzAbuCdkUUUU/VSwTWmEiQMuiZxBdc7kAWoSieTYjNbG+nLZNnXM1CVXpwik1kpvSjXASeY2dRwe1/kUcVQJktdVHBmRms6xYHeyZvgevqD6rVWFRzAjgO9SnAiESulF+U/A1909z3hdgfwMXf/VNTBxUnQRFnrKAKtjSm6JnETZXeY4GqxusKstiYAXvu12/L/Hl40byr/874/wergC5BInJTSRPlad//73Ia77zaz1wFKcGWolyZKgJbGJAcmcRNld1/tKriXHdHBR89+AZ1hBf3YtgP8esM2ntnTzYKOlqrHIxJnpSS4pJk1unsvgJk1A43RhhU/2Wz11oMbS2s6RdckbqKsZQXXmEryoVcvyW8/+Mxefr1hG/dv3qMEJ1JhpSS4HwA3m9n3CKboejdwVaRRxVDGa7Me3HBaG5N09k2uJsrv3/kUD4WD3XccCMahRT3ZcimOmTuFpoYE377tCe56cicADckE733lUcyZ2lTj6EQmtlI6mXzRzB4AlgMGfM7db4g8spip1VRdw2lNp3huX0+tw6iqz695GIApTcE/+SNntuZX4K6lhmSC85cexo0PPZ+fwmtnZx+zpjTy/jOPrnF0IhNbSVOau/svgV9GHEus1cs4OICWxhRdk6iCy417++BZR/Ox1xxT63AO8vk3Hc/nC+YFOuOLt/DA05oJT+RQac2OKsk6JGszU9dB2hqT+U4Ok0FfJot7be65jccJC9u5d9MuegcGv4Skkwn1shQpkxJcRHZ39nH3pl3kJqzo6huomybKlnRqUiW4nv5gYHdjjeYCLdcJC6bxsz9s5ZhPDTaavGLJTK5618l101FJZCIoZRzch939a2PtGw8zWwF8DUgC33H3y4tebwT+H3ASsBO4wN03Hep5q+GKmx7l+3c+NWRfe0u6RtEM1ZoOOpl8/Ed/yO973fHzOOuY2TWMKjq9New1OR5vXbYQ96DyBNi6p5sf3rWZN37jd/mhDe0tDXzuvJcwb1pzLUMVqWulVHAXEyShQu8cZl9ZzCwJfBM4G9gC3GNmq919fcFhlwC73f1oM7sQ+AJwwaGct1q27+/l8Bkt/PufnQSAGXXRqQFg2eLpLJzezO837gCCXoXP7euJbYLLVXATJcFNa27gPWccmd92d9oaUzy4dfC+3G2P7eDDV6/jtKNmALBoegvnLz1MFZ5IgRETnJm9HbgIOMLMVhe8NIWgmjpUJwMb3f2J8HzXAOcChQnuXOAz4fP/Br5hZuajzFR7oHeA2x/fUYHwyvPCuVOZ3jpYoe3t7mdWWyPHzp9a9VjGcsYLZnHb3w4uyH7hqjvy8zPGUc9AroKbGE2UxcyMT7zuRUP2fe/3T/K5n6/n7k278vv+7scPkLtNl0okeM2L5zCzbXDI6vTWNDMK/o0mE8acqU0HdX4qvtVXuJlMGCcd3kEqvKHcN5Dlvs27yWryaKlDo1VwtwPPAjOBLxfs3w88UIFzHwY8XbC9BThlpGPcfcDM9gIzgCEZzMxWAisB0nOP5qJv31WB8Mqz/EWz+c7FL8tv7+vpnzDjmNKpJPu6+2sdRmRyc09WY4HTannX6UfwrtOPAIIK72cPPMuGZweniX1+Xy+/evh5MlnPH1OpsY/nnTiffzz/OAD+5tp13LT++Yq8r0iljZjg3P0p4CngtIjOPVxbSvHXwFKOwd1XAasAXnTcif69laceenRluOLGR9mye+gKQnu7+3nBBFkxuzGViHcFN8GaKMtlZpxzwnzOOWH+qMft7e4fsopEb3+W7UWrixcXYsWNJb948DmuvH0TP123Nb/vva88ijOPmTXO6EXKd9oXSjuulE4m+xlMKmmgAeh090Nte9sCLCzYXgBsHeGYLWaWAqYBuxhFa2OKU4+ccYihleeo2W3ctP65Ifv2dfcztWlidFJNpxL0DcR3XFy+gpugTZSVMq254aAVDBbPbC3rPZYu6uDYeVPZG1b801vTnHvi/HyTpUg9KWUmkyFliJmdR3D/7FDdAywxsyOAZ4ALCe75FVpN0MnlDuAtwK9Hu/9WKzPb0uzq7MvPVpLNOvt7J856X43JuFdwE6sXZT1LpxK87WULxz5QpA6U/bXL3X8KvGrMA8d+nwHgg8ANwMPAde7+kJldZmbnhIf9JzDDzDYCHwUuPdTzRmFmWyNZh91dwRyH+3sHcIepEyXBNSToi3OCG4h3E6WIDK+UJsqCSYRIAMsY5j7YeLj7GmBN0b5PFzzvAd5aiXNFKddTbceBXma2NeY7bEyUBJdOJvJjruKop09NlCKTUSk3id5Y8HwA2ETQfV9CM9qCrtc7w1nqc/cnJkoTZTqVoLc/xgluQE2UIpNRKffg3lWNQCaywgoOGKzgmiZGgmtMJeNdwekenMikVEoT5ZEEs5acStA0eQfwN7kB2gKzwgT3qZ8+yOfXbMhXDBOpgstknYFMNpa94fLDBCbIXJQiUhmlNFH+F8GUWueH2xcCV3PwoOxJa1pLAx//02PYvLMrv6+9tYEXzKmPqbnGkpuEuC+2CS5DKmGx/G8TkZGVkuDM3b9fsP0DM/tgVAFNVB84a+IuTplODU67VCfzQVdUT39WzZMik1ApCe4WM7sUuIagifIC4H/NbDqAu4868FrqXy7BxXUsXM9ARj0oRSahUhJcbvb+vyra/26ChHckMqE1hnM0xnUsXE9/Jv/fKCKTRykJ7kXheLQ8M2sq3icT12AFF4/puh58Zi8fuvr+fEW6q7OP+e0TY+JrEamcUhLc7cBLS9gnE1RjzJoo/7BlD0/s6OT1x8/LryDwiiUzaxyViFTbaOvBzSVYrqbZzJYyOLP/VKClCrFJlRR2MomDzt5gxvzL33QcUybIWEQRqbzRKrg/JVi5ewFwRcH+/cDfRxiTVFljMl4V3IHeoKm1NT0xVnMQkWiMth7cVcBVZvZmd/9xFWOSKmtsiF8F15JOkkgMt5ygiEwWpXzFfYmZvbh4p7tfFkE8UgPpZLx6UXb2DtDaqOpNZLIr5VPgQMHzJuANBMvbSEzkKrj4NFEO0KYEJzLplTLZ8pcLt83sXwgWIpWYSCdzU3WNPEwgm3V+eNdT7OsZyO9bPKOV1x8/L/L4ytXVl6G1UePeRCa78XzNbUGDu2MlPw5ulCVz7tm0i/97/UND9pnB8mNX1N0g6gO9A+pgIiIlrSbwRwYXOE0CswDdf4uRwsmWR/LHZ/YCcPulr2JGW5qr79rMZ362nj1d/cyZWl8JrrN3gLlTNbCVFRk4AAAPoklEQVRbZLIr5WvuGwqeDwDPu/vASAfLxJObiPgfVj/EZ3+2HoA5Uxq5euWpHD6jFYCHtu5jztRG5rc3AzBrSpBAdnf1MafOkok6mYgIlHYP7ikzOwF4Rbjrt8ADkUYlVdXamOILbz6Op3d1A+A43/v9Ji65ai1HzgwS3N2bdnHSoo7873S0BAOod3f2Vz/gMRzo1T04ESmtifLDwHuA/wl3/dDMVrn7v0YamVTVBS9bNGT76NltrPrtk2zeFaxxN29aM28+aUH+9Y7WYF2dPV191QuyRJ26BycilNZEeQlwirt3ApjZFwhW9VaCi7Hzly7g/KULRny9I1w4bledJbhM1unuz6iJUkRKW/AUKOw/nmFwXkqZpNrDJso9XbVvotzT1ceTOzoB6O4P/qlqHJyIlPIp8D3gLjP7Sbh9HvCf0YUkE0FTQ5KWdJLdnbWv4N77g3u584mh6+7OaIvh0uQiUpZSOplcYWa3Ai8nqNze5e73Rx2Y1L+OlnRdNFFu39/LyYun876zjgKCgesvWzy9xlGJSK2V1I7j7vcB90Uci0wwHa0N/PbR7Vz83bsBeMtJC3jjCfOrHkdPf5aF01s465jZVT+3iNSvRK0DkInr/KULOKyjhT3d/dz71G6uuWdzTeLo7s/QnNY/ZREZqiafCmY23cxuMrPHwseOYY450czuMLOHzOwBM7ugFrHKyC55+RFc/4HTuf4Dp3PKEdNr1uGkuy9Dc4PGvYnIULX62nspcLO7LwFuDreLdQF/4e4vBlYAXzWz9irGKGWY1tJQkwSXDYcFNGvcm4gUqVWCOxe4Knx+FUHPzCHc/VF3fyx8vhXYRjAPptShjpY0u2vQ4SS3xI8qOBEpVqsEN8fdnwUIH0ftHWBmJwNp4PEqxCbj0NHSQFdfht6BkZfciUJu3Ftzg+7BichQkbXrmNmvgLnDvPTJMt9nHvB94GJ3H3a6ezNbCawEWLRo0XCHSMSmhTOb7O3qZ3YVVxfIJ7i0KjgRGSqyBOfuy0d6zcyeN7N57v5smMC2jXDcVOB/gU+5+52jnGsVsApg2bJlPtJxEp385Mtd/cyu4uoC3X25BKd7cCIyVK3adVYDF4fPLwauLz7AzNLAT4D/5+4/qmJsMg65uSmrfR8un+B0D05EitQqwV0OnG1mjwFnh9uY2TIz+054zNuAM4B3mtm68OfE2oQrYxmcm7LKCa5fCU5EhleTdh133wm8epj9a4G/DJ//APhBlUOTcWoPK7hv3/YkN65/HoCZbY1cuuKFJBLRzc2te3AiMhLduJCKmD2lkZOPmM7WPd08v6+Hrr4Muzr7uOjkRSwOF02NgpooRWQkSnBSEQ3JBNf91Wn57TV/fJb3//A+eiIeNtDdPwCoghORg2nwkESiKRyX1tM/7MiOiunu00BvERmeEpxEojEVJJye/qgrON2DE5HhKcFJJAYruGgTXI96UYrICHQPTiKRq+Byc0VW0tpNu/jiLx8h487WPd0kE0ZDMrqemiIyMamCk0g0NUTXRHnrI9u5e9MumhuSHDWrjXefvhgzJTgRGUoVnEQi10TZG0Enk86+AdoaU/zgL0+p+HuLSHyogpNI5Cu4CIYJdPdlaFGnEhEZgxKcRCLKJsrOvgytjWp8EJHRKcFJJJpS0Y2D6+odUAUnImNSgpNIpJIJUgmLpILrUhOliJRACU4i09SQjKaC6xugReu/icgYlOAkMk0NiUg6mQT34FTBicjolOAkMo2pZCRNlN19GZobVMGJyOiU4CQyTQ2JyMbBqYITkbEowUlkoqrgunozugcnImNSgpPIRHEPrj+TpS+TpVW9KEVkDEpwEpkoelF29Wl5HBEpjRKcRCZIcJWt4Lr6ghW8NZOJiIxFnxISmaaGBM/u7eGKmx4FwIDzlx7G4pmt437PXAWngd4iMhYlOInMi+dPY80fn+PrNz+W37e3u5/PnPPist7ne79/kvVb9wGwp7sfgFZ1MhGRMehTQiLzgbOO5gNnHZ3fPuOLt7C7q6+s93hmTzeX/Xw97c0N+VW7j5rVyjFzp1Q0VhGJHyU4qZr2lgb2dPWPesy2fT18+cZH6Q17X27e1YU7rP7gy1k4vaUaYYpITCjBSdVMa25gb/foCe62x3Zw7dqnOay9mVQyWKX77ScvUnITkbIpwUnVtLek2bK7e9Rjcr0kf/qB05k1pbEaYYlITNVkmICZTTezm8zssfCxY5Rjp5rZM2b2jWrGKJXX3tzAnjHuwXWql6SIVEitxsFdCtzs7kuAm8PtkXwO+E1VopJItbcETZTZrI94TH4gd4MSnIgcmloluHOBq8LnVwHnDXeQmZ0EzAFurFJcEqFpzQ1kHfb3Dox4THffAM0NSRIJq2JkIhJHtUpwc9z9WYDwcXbxAWaWAL4MfLzKsUlE2lvSAOwbpaOJ1noTkUqJrJOJmf0KmDvMS58s8S3eD6xx96fNRv82b2YrgZUAixYtKidMqaL25gYA9nT1s3D68Md092U0z6SIVERkCc7dl4/0mpk9b2bz3P1ZM5sHbBvmsNOAV5jZ+4E2IG1mB9z9oPt17r4KWAWwbNmykW/wSE21twQJ7qJv35kfArBkzhSuXXkquS8xnb0DmqVERCqiVp8kq4GLgcvDx+uLD3D3P8s9N7N3AsuGS24ycRy/oJ33n3kUB8J7cOu37uPuJ3fR1ZfJT57c3a8KTkQqo1YJ7nLgOjO7BNgMvBXAzJYB73X3v6xRXBKhdCrB3654YX77urVPs/ap3ezq7MsnOFVwIlIpNfkkcfedwKuH2b8WOCi5ufuVwJWRByZVNbMt6HSy40BvfqaSrr4MM9o0wFtEDp3Wg5OamdEaJLKdBwYHf3f1ZbRat4hUhBKc1Mz01qCC29U5NME1q4lSRCpACU5qZkauibKzN7+vu29AFZyIVIQSnNRMSzpFSzqZb6J0d7r6M5qHUkQqQm1BUlPTW9M8uaOTP27ZS18mgzu0NOqfpYgcOn2SSE3Nn9bMrzds49cbBsf6Tw+n9BIRORRKcFJTX73wRNZv3ZffTiWN046aUcOIRCQulOCkpua3NzO/vbnWYYhIDKmTiYiIxJISnIiIxJISnIiIxJISnIiIxJISnIiIxJISnIiIxJISnIiIxJISnIiIxJISnIiIxJK5e61jqCgz2w88Uus4JoCZwI5aBzEB6DqVRtepNLpOpRnrOh3u7rPGepM4TtX1iLsvq3UQ9c7M1uo6jU3XqTS6TqXRdSpNpa6TmihFRCSWlOBERCSW4pjgVtU6gAlC16k0uk6l0XUqja5TaSpynWLXyURERATiWcGJiIjEK8GZ2Qoze8TMNprZpbWOp5bM7Ltmts3MHizYN93MbjKzx8LHjnC/mdnXw+v2gJm9tHaRV4+ZLTSzW8zsYTN7yMw+HO7XdSpgZk1mdreZ/SG8Tp8N9x9hZneF1+laM0uH+xvD7Y3h64trGX+1mVnSzO43s5+H27pORcxsk5n90czWmdnacF/F/+5ik+DMLAl8E3gtcCzwdjM7trZR1dSVwIqifZcCN7v7EuDmcBuCa7Yk/FkJ/HuVYqy1AeBj7v4i4FTgA+G/GV2noXqBV7n7CcCJwAozOxX4AvCV8DrtBi4Jj78E2O3uRwNfCY+bTD4MPFywres0vLPc/cSC4QCV/7tz91j8AKcBNxRsfwL4RK3jqvE1WQw8WLD9CDAvfD6PYMwgwLeAtw933GT6Aa4HztZ1GvUatQD3AacQDMRNhfvzf3/ADcBp4fNUeJzVOvYqXZ8F4Yfzq4CfA6brNOx12gTMLNpX8b+72FRwwGHA0wXbW8J9MmiOuz8LED7ODvdP+msXNg8tBe5C1+kgYbPbOmAbcBPwOLDH3QfCQwqvRf46ha/vBWZUN+Ka+Srwt0A23J6BrtNwHLjRzO41s5Xhvor/3cVpJhMbZp+6iJZmUl87M2sDfgx8xN33mQ13OYJDh9k3Ka6Tu2eAE82sHfgJ8KLhDgsfJ+V1MrM3ANvc/V4zOzO3e5hDJ/V1Cp3u7lvNbDZwk5ltGOXYcV+nOFVwW4CFBdsLgK01iqVePW9m8wDCx23h/kl77cysgSC5/dDd/yfcres0AnffA9xKcM+y3cxyX5ILr0X+OoWvTwN2VTfSmjgdOMfMNgHXEDRTfhVdp4O4+9bwcRvBF6aTieDvLk4J7h5gSdhjKQ1cCKyucUz1ZjVwcfj8YoJ7Trn9fxH2VjoV2JtrKogzC0q1/wQedvcrCl7SdSpgZrPCyg0zawaWE3SiuAV4S3hY8XXKXb+3AL/28OZJnLn7J9x9gbsvJvj8+bW7/xm6TkOYWauZTck9B14DPEgUf3e1vtlY4RuXrwMeJbg/8Mlax1Pja3E18CzQT/AN6BKC9v2bgcfCx+nhsUbQA/Vx4I/AslrHX6Vr9HKCpo4HgHXhz+t0nQ66TscD94fX6UHg0+H+I4G7gY3Aj4DGcH9TuL0xfP3IWv831OCanQn8XNdp2GtzJPCH8Oeh3Gd1FH93mslERERiKU5NlCIiInlKcCIiEktKcCIiEktKcCIiEktKcCIiEktKcCIRMLPbI3jPxWZ2UQXf68GxjxSZuJTgRCLg7n8SwdsuBiqS4EQmAyU4kQiY2YHw8Uwzu9XM/tvMNpjZD8MZVHJrYn0hXGvtbjM7Otx/pZm9pfi9gMuBV4RraP1N0fmuNbPXFWxfaWZvDiu128zsvvDnoMRrZu80s28UbP88N5eimb3GzO4If/dH4bydIhOCEpxI9JYCHyFYp/BIgjkLc/a5+8nANwjmLRzNpcBtHqyh9ZWi164BLgAIp6p7NbCGYD6/s939peHrXy81aDObCXwKWB7+/lrgo6X+vkitxWk1AZF6dbe7bwEIl5xZDPwufO3qgsfipFWOXwBfN7NGgoVuf+vu3WY2DfiGmZ0IZIAXlPGepxIk5d+HRWcauOMQYhSpKiU4kej1FjzPMPTvzod5PkDYuhI2Z6bHOoG795jZrcCfElRqucT5N8DzwAnhe/YM8+v584WawkcDbnL3t491fpF6pCZKkdq6oOAxVx1tAk4Kn58LNITP9wNTRnmva4B3Aa8gWC0agiVYnnX3LPAOIDnM720iWOstYWYLCZYuAbgTOL3g3mCLmZVTAYrUlBKcSG01mtldwIcJqi2AbwOvNLO7gVOAznD/A8CAmf2huJNJ6EbgDOBX7t4X7vs34GIzu5OgebJzmN/7PfAkwUzt/wLcB+Du24F3Aleb2QMECe+Fh/DfKlJVWk1ApEbChTGXufuOWsciEkeq4EREJJZUwYmISCypghMRkVhSghMRkVhSghMRkVhSghMRkVhSghMRkVhSghMRkVj6/0GvcK6Au4x0AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1458,11 +1710,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ - "f.savefig(path+'inspect-Fnl.png', dpi=300)" + "f.savefig(path+prefix+'-inspect-Fnl.png', dpi=300)" ] }, { @@ -1474,12 +1726,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1496,11 +1748,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ - "f.savefig(path+'inspect-nl-fit.png', dpi=300)" + "f.savefig(path+prefix+'-inspect-nl-fit.png', dpi=300)" ] }, { @@ -1512,7 +1764,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 48, "metadata": {}, "outputs": [ { -- GitLab