diff --git a/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb b/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb index 97f7c11..a38e4d9 100644 --- a/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb +++ b/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb @@ -5,18 +5,31 @@ "execution_count": 1, "metadata": {}, "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "from point_cloud import TRNPointSampler, CVTPointSampler\n", "import numpy as np\n", "import torch\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "from scipy.spatial.transform import Rotation as R" + "from scipy.spatial.transform import Rotation as R\n", + "\n", + "from matplotlib.animation import FuncAnimation\n", + "from IPython.display import HTML" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -25,19 +38,19 @@ "from dask.diagnostics import ProgressBar\n", "\n", "# Initialize a Dask client for parallel computation\n", - "client = Client(n_workers=60)" + "client = Client(n_workers=30)" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_3005332/1944644250.py:2: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", + "/tmp/ipykernel_3075284/1944644250.py:2: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " submission = torch.load(fname)\n" ] }, @@ -47,7 +60,7 @@ "(torch.Size([80, 128, 128, 128]), 'Mint Chocolate Chip 1')" ] }, - "execution_count": 79, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -61,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -70,7 +83,7 @@ "(np.float64(0.050911903381347656), np.int64(106770), 11239424)" ] }, - "execution_count": 23, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -94,15 +107,15 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2min, sys: 10min 12s, total: 12min 13s\n", - "Wall time: 13.4 s\n" + "CPU times: user 10.3 s, sys: 427 ms, total: 10.8 s\n", + "Wall time: 4.03 s\n" ] } ], @@ -126,22 +139,22 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -156,16 +169,26 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.58 s, sys: 7.66 s, total: 9.24 s\n", - "Wall time: 173 ms\n" + "CPU times: user 101 ms, sys: 41.5 ms, total: 142 ms\n", + "Wall time: 131 ms\n" ] + }, + { + "data": { + "text/plain": [ + "(30, 3)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -174,27 +197,52 @@ "ps = TRNPointSampler(maps_gt_flat[0].numpy())\n", "ps.threshold(thresh)\n", "ps.sample(n_points)\n", - "point_cloud = ps.get_points()" + "point_cloud = ps.get_points()\n", + "point_cloud.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(30, 3)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.clear_points()\n", + "ps.sample(n_points)\n", + "point_cloud = ps.get_points()\n", + "\n", + "point_cloud.shape" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -209,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -296,8 +344,8 @@ "77\n", "78\n", "79\n", - "CPU times: user 10.7 s, sys: 3.62 s, total: 14.3 s\n", - "Wall time: 12.1 s\n" + "CPU times: user 9.66 s, sys: 2.79 s, total: 12.4 s\n", + "Wall time: 11.4 s\n" ] } ], @@ -321,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -340,21 +388,21 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ ] | 0% Completed | 618.08 us" + "[ ] | 0% Completed | 180.26 us" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "[ ] | 0% Completed | 168.66 ms" + "[ ] | 0% Completed | 106.14 ms" ] }, { @@ -369,7 +417,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 43.52 s\n" + "[########################################] | 100% Completed | 40.43 s\n" ] } ], @@ -407,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 289, "metadata": {}, "outputs": [ { @@ -416,7 +464,7 @@ "(45, 2)" ] }, - "execution_count": 28, + "execution_count": 289, "metadata": {}, "output_type": "execute_result" } @@ -447,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 290, "metadata": {}, "outputs": [], "source": [ @@ -457,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 291, "metadata": {}, "outputs": [], "source": [ @@ -468,7 +516,7 @@ ") / shrink_factor\n", "structures = np.concat([coords_rot, -coords_rot_], axis=1)\n", "method = \"toy\"\n", - "noise_level = 0.03\n", + "noise_level = 0.0\n", "np.random.seed(0)\n", "noise = np.random.uniform(structures) * noise_level\n", "\n", @@ -477,22 +525,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 292, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 292, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -509,12 +557,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### rasterize" + "### rasterize delta" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -523,15 +571,24 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "94\n" + ] + } + ], "source": [ "psize = 3\n", "integers = (psize * (structures - noise)).round().astype(int)\n", "dimensions = structures.shape[-1]\n", "positive_integers = integers - integers.min(1).reshape(-1, 1, dimensions)\n", "max_idx = positive_integers.max() + 1\n", + "print(max_idx)\n", "\n", "rasterized = np.zeros((n_structures, max_idx, max_idx), dtype=bool)\n", "for idx_structure, structure in enumerate(positive_integers):\n", @@ -540,16 +597,21775 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "maps_gt_flat = torch.from_numpy(\n", + " rasterized.reshape(n_structures, 1, max_idx, max_idx).astype(float)\n", + ")\n", + "maps_gt_flat.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### rasterize blobs" + ] + }, + { + "cell_type": "code", + "execution_count": 293, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(80, 90, 2)" + ] + }, + "execution_count": 293, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "structures.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [], + "source": [ + "mi, ma = structures.min(), structures.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 295, + "metadata": {}, + "outputs": [], + "source": [ + "n_pad = 4\n", + "my, mx = np.meshgrid(\n", + " np.arange(mi - n_pad, ma + n_pad), np.arange(mi - n_pad, ma + n_pad)\n", + ")\n", + "mu = structures\n", + "sigma = 1\n", + "rasterize_individual_atoms = np.exp(\n", + " -(\n", + " (mx[..., None, None] - mu[:, :, 0]) ** 2\n", + " + (my[..., None, None] - mu[:, :, 1]) ** 2\n", + " )\n", + " / (2 * sigma**2)\n", + ")[:, ::-1]\n", + "rasterized = (\n", + " rasterize_individual_atoms.sum(-1)\n", + " .swapaxes(-1, 0)\n", + " .reshape(n_structures, 1, len(mx), len(mx))\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 296, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 296, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2adOmTVq5cqUkaceOHSotLdXOnTv1jW98I7yRAwByznVd6NDb2ytJmjZtmiSps7NT3d3dqqmpydREIhEtWrRI+/fvv+oxUqmUksnksA0AMD6NOJSMMVq3bp3uu+8+zZ49W5LU3d0tSSotLR1WW1pamnnusxoaGhSLxTJbeXn5SIcEABjjRhxKa9eu1dGjR/XP//zPVzz32atAjDHXvDJkw4YN6u3tzWxdXV0jHRIAYIwb0SXhTz/9tN544w3t27dPM2bMyOyPx+OSfjdjSiT+b22Ynp6eK2ZPl0UiEUUi9kthAQC5L6uZkjFGa9eu1auvvqq3335blZWVw56vrKxUPB5XS0tLZt/AwIDa2tq0cOHCcEYMAMhZWc2U1qxZo507d+r1119XNBrN/J0oFoupqKhIQRCorq5OmzdvVlVVlaqqqrR582ZNmjRJjz322Kh8AG+4NK4FLktnOix5GRbj0LGYq1waYydNsh8mUWKtSU91a55NT/DrBivG3q/p1Ijq0mTqchw5jMelCXfI4Th5Do3DLqvluozHuHx3FNhPUJDvcoJcOnVv7vdCVqHU1NQkSVq8ePGw/du3b9fq1aslSevXr9eFCxf01FNP6cyZM1qwYIH27t2raDQayoABALkrq1AyDgkaBIHq6+tVX18/0jEBAMYpv35fAAAY1wglAIA3CCUAgDcIJQCANwglAIA3CCUAgDcIJQCAN1gO3UEwodBakxezNwcHDktnOxm0t5ubQYd1mB2Oo7T9OMahxu049rtZOL2Xw10xgoIJ9popk601l+Ixa03qC/Z/P797Q3tJ2uHuCPlyWVvcYTwOnJYxHwpnOXQXLku4Bw7fem5LuDvcFcThOC53szD5LuvOj8Pl0AEAGE2EEgDAG4QSAMAbhBIAwBuEEgDAG4QSAMAbhBIAwBuEEgDAGzTP5tmXEM4vvcVac+7/fdFak/yS/XS7LNVccNHekJd/MZzjFFy0N6IWXLDX5J+3dzUWJO2Dzu85Y60Z6j9vrcmbbF/q3Ewtttc4LGEeOK5w79Jk6sKpYdNhWezAoU85tK5Xl2XDHZpDA4fxuBzHoS/WbRlzhw8W1n93Bbkxx8iNTwEAyAmEEgDAG4QSAMAbhBIAwBuEEgDAG4QSAMAbhBIAwBuEEgDAG+O+eTaYYD8F6cQ0a83Jhfau19uqT1hrvjip11rTP2hfyfTsgH2V22Rqov04FyPWmvPn7TVD/2Ovif6nvaG15D375yr8+H+sNenp9sbYgakOn8thJdihArcVQfMu2WucGjaNvRkzb9ChqTPtchz7cFyaQ/MuOXYY246Tcun4dTmOwwdzGHLegMtxHFZKPnfBfpgL9hqXfxs3GzMlAIA3CCUAgDcIJQCANwglAIA3CCUAgDcIJQCANwglAIA3CCUAgDeyap5taGjQq6++ql//+tcqKirSwoUL9d3vfle33357pmb16tXasWPHsNctWLBABw4cCGfEIQsK7KcgFbM3q6Zn2ldNfXJGq7XmnkiPtcaFw6KyumjsP5P8z5C9wfZYaoa15l9+O89a8/FZ+3GGChx+jnJpEBwMabVchwZTV3kXHRotXY6TcunCdRj3Jft4gkGHZtW0Q5fpoP29jEOTqctx5NDMa5yOYx+PcTjPJu1wDp3G7PDffQzIaqbU1tamNWvW6MCBA2ppadHg4KBqamrU398/rO6hhx7SyZMnM9ubb74Z6qABALkpq5nSnj17hj3evn27SkpKdOjQId1///2Z/ZFIRPF4PJwRAgDGjev6m1Jv7+/u0zZt2vB7w7W2tqqkpESzZs3SE088oZ6ecH4lBQDIbSO+IasxRuvWrdN9992n2bNnZ/bX1tbqL/7iL1RRUaHOzk793d/9nZYuXapDhw4pErnyBpepVEqpVCrzOJlMjnRIAIAxbsShtHbtWh09elTvvvvusP2PPvpo5n/Pnj1b8+fPV0VFhX7+859r5cqVVxynoaFBzz777EiHAQDIISP69d3TTz+tN954Q++8845mzPj8K6YSiYQqKip0/Pjxqz6/YcMG9fb2Zraurq6RDAkAkAOymikZY/T0009r9+7dam1tVWVlpfU1p0+fVldXlxKJxFWfj0QiV/21HgBg/MlqprRmzRr95Cc/0c6dOxWNRtXd3a3u7m5d+N/Fpc6dO6dvfetb+rd/+zedOHFCra2tWr58uaZPn65HHnlkVD4AACB3ZDVTampqkiQtXrx42P7t27dr9erVys/PV0dHh1555RWdPXtWiURCS5Ys0a5duxSNRkMbdJiCfPuKsekie83kKeetNV8sOGutKcm3r76aH4RzI45zQ/aG375L9sa+Q30V1pr//FWZtSbxH/ZmxIm/OWWtGfrv09aavN4+e41DY7VTs6ZxW1XVuDSZujRsOjRjujR1ujRsun42+2FCakIOaTxjYYXWXJX1r+8+T1FRkd56663rGhAAYPzi3ncAAG8QSgAAbxBKAABvEEoAAG8QSgAAbxBKAABvEEoAAG+M+IasOcOheXawyJ7d0Ykpa82kwN5omR/YV7l10Tt0wVpzODXZWvPiySX24+yfZa0p/6W9oXPKkd9aa9I9/22tMQMD1hqdtzc733A0bALMlAAA/iCUAADeIJQAAN4glAAA3iCUAADeIJQAAN4glAAA3iCUAADeyO3m2SCw1+Tbc3lwov04UwvtzbMTA/uqmGmHlTPPODTGvnux1FqzrfNBa82n79pXjJ35rsNnf/8Ta036lH3FWOOy0iuAMYuZEgDAG4QSAMAbhBIAwBuEEgDAG4QSAMAbhBIAwBuEEgDAG4QSAMAbud086yAosJ+CwYn24/xBxN7Q6uK/0vYVUff021d6bfxgkf3N9k21lszcf85ak3/c3hg7eKbXPp4h++q0AHIbMyUAgDcIJQCANwglAIA3CCUAgDcIJQCANwglAIA3CCUAgDcIJQCAN7Jqnm1qalJTU5NOnDghSbrrrrv093//96qtrZUkGWP07LPP6qWXXtKZM2e0YMECvfDCC7rrrrtCH3hoJkywlgwW2VeeLcq/ZK3pSk+x1uw7d4e15scd1daaWJu947fk389Ya4LO/7LWpM/1W2tojAXgIquZ0owZM7RlyxYdPHhQBw8e1NKlS7VixQodO3ZMkvTcc89p69atamxsVHt7u+LxuJYtW6a+vr5RGTwAILdkFUrLly/Xl7/8Zc2aNUuzZs3Sd77zHU2ZMkUHDhyQMUbbtm3Tpk2btHLlSs2ePVs7duzQ+fPntXPnztEaPwAgh4z4b0rpdFrNzc3q7+9XdXW1Ojs71d3drZqamkxNJBLRokWLtH///lAGCwDIbVnfkLWjo0PV1dW6ePGipkyZot27d+vOO+/MBE9paemw+tLSUn300UfXPF4qlVIqlco8TiaT2Q4JAJAjsp4p3X777Tpy5IgOHDigb37zm1q1apXef//9zPNBMPyiAGPMFft+X0NDg2KxWGYrLy/PdkgAgByRdSgVFhbqtttu0/z589XQ0KC5c+fq+eefVzwelyR1d3cPq+/p6bli9vT7NmzYoN7e3szW1dWV7ZAAADniuvuUjDFKpVKqrKxUPB5XS0tL5rmBgQG1tbVp4cKF13x9JBJRcXHxsA0AMD5l9TeljRs3qra2VuXl5err61Nzc7NaW1u1Z88eBUGguro6bd68WVVVVaqqqtLmzZs1adIkPfbYY6M1fgBADskqlD799FM9/vjjOnnypGKxmObMmaM9e/Zo2bJlkqT169frwoULeuqppzLNs3v37lU0Gh2VwVsFDhPBgnxryZC9v1anU5OtNS9/er+15pf/YW+eje+zf66pB3usNeaTk9aa9AWHFXWNsdcAgIOsQulHP/rR5z4fBIHq6+tVX19/PWMCAIxT3PsOAOANQgkA4A1CCQDgDUIJAOANQgkA4A1CCQDgDUIJAOCNrO8SPh4VnLfXdByfYa2Z0GPvwi3/d/sKrdEjDqvBdjs0z/7e3dkBwAfMlAAA3iCUAADeIJQAAN4glAAA3iCUAADeIJQAAN4glAAA3iCUAADeyO3mWTNkLzlvX1l16ocD1ppIr/1URj+5aK0p/OC31pr06TPWGnPJPmYA8A0zJQCANwglAIA3CCUAgDcIJQCANwglAIA3CCUAgDcIJQCANwglAIA3crx51lhLhs72WmuKjnbZaybYV5U1fX3WmsHkOWuNhuyr0wLAWMRMCQDgDUIJAOANQgkA4A1CCQDgDUIJAOANQgkA4A1CCQDgDUIJAOCN3G6edWBSKWvNYM+pkN7MvhKuS8MvAOSqrGZKTU1NmjNnjoqLi1VcXKzq6mr94he/yDy/evVqBUEwbLv33ntDHzQAIDdlNVOaMWOGtmzZottuu02StGPHDq1YsUKHDx/WXXfdJUl66KGHtH379sxrCgsLQxwuACCXZRVKy5cvH/b4O9/5jpqamnTgwIFMKEUiEcXj8fBGCAAYN0Z8oUM6nVZzc7P6+/tVXV2d2d/a2qqSkhLNmjVLTzzxhHp6ej73OKlUSslkctgGABifsg6ljo4OTZkyRZFIRE8++aR2796tO++8U5JUW1urn/70p3r77bf1ve99T+3t7Vq6dKlSn3MxQUNDg2KxWGYrLy8f+acBAIxpgTHZXe41MDCgjz/+WGfPntXPfvYzvfzyy2pra8sE0+87efKkKioq1NzcrJUrV171eKlUalhoJZNJlZeXa7FWqCCwLwdxQ+Tlh3Mcrr4DMA4Mmktq1evq7e1VcXFxVq/N+pLwwsLCzIUO8+fPV3t7u55//nn94Ac/uKI2kUiooqJCx48fv+bxIpGIIpFItsMAAOSg626eNcZc89dzp0+fVldXlxKJxPW+DQBgHMhqprRx40bV1taqvLxcfX19am5uVmtrq/bs2aNz586pvr5eX/3qV5VIJHTixAlt3LhR06dP1yOPPDJa478xWOkVAG6IrELp008/1eOPP66TJ08qFotpzpw52rNnj5YtW6YLFy6oo6NDr7zyis6ePat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"n_structures = 11 # len(maps_gt_flat[::n_skip])\n", + "n_structures = 80 # len(maps_gt_flat[::n_skip])\n", "structures = np.empty((len(maps_gt_flat[::n_skip]), n_points, 3))\n", - "method = \"trn\"\n", + "method = \"cvt\"\n", "\n", "for idx in range(n_structures):\n", " print(idx)\n", - " ps = TRNPointSampler(maps_gt_flat[idx])\n", + " if method == \"cvt\":\n", + " ps = CVTPointSampler(maps_gt_flat[idx].numpy())\n", + " elif method == \"trn\":\n", + " ps = TRNPointSampler(maps_gt_flat[idx].numpy())\n", " ps.threshold(0)\n", " ps.sample(n_points)\n", " structures[idx] = ps.get_points()" @@ -600,7 +22488,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 303, "metadata": {}, "outputs": [], "source": [ @@ -612,102 +22500,97 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 304, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Frame 0, idx 0, offsets shape: (100, 2)\n", - "Frame 1, idx 1, offsets shape: (100, 2)\n", - "Frame 2, idx 2, offsets shape: (100, 2)\n", - "Frame 3, idx 3, offsets shape: (100, 2)\n", - "Frame 4, idx 4, offsets shape: (100, 2)\n", - "Frame 5, idx 5, offsets shape: (100, 2)\n", - "Frame 6, idx 6, offsets shape: (100, 2)\n", - "Frame 7, idx 7, offsets shape: (100, 2)\n", - "Frame 8, idx 8, offsets shape: (100, 2)\n", - "Frame 9, idx 9, offsets shape: (100, 2)\n", - "Frame 10, idx 10, offsets shape: (100, 2)\n", - "Frame 11, idx 11, offsets shape: (100, 2)\n", - "Frame 12, idx 12, offsets shape: (100, 2)\n", - "Frame 13, idx 13, offsets shape: (100, 2)\n", - "Frame 14, idx 14, offsets shape: (100, 2)\n", - "Frame 15, idx 15, offsets shape: (100, 2)\n", - "Frame 16, idx 16, offsets shape: (100, 2)\n", - "Frame 17, idx 17, offsets shape: (100, 2)\n", - "Frame 18, idx 18, offsets shape: (100, 2)\n", - "Frame 19, idx 19, offsets shape: (100, 2)\n", - "Frame 20, idx 20, offsets shape: (100, 2)\n", - "Frame 21, idx 21, offsets shape: (100, 2)\n", - "Frame 22, idx 22, offsets shape: (100, 2)\n", - "Frame 23, idx 23, offsets shape: (100, 2)\n", - "Frame 24, idx 24, offsets shape: (100, 2)\n", - "Frame 25, idx 25, offsets shape: (100, 2)\n", - "Frame 26, idx 26, offsets shape: (100, 2)\n", - "Frame 27, idx 27, offsets shape: (100, 2)\n", - "Frame 28, idx 28, offsets shape: (100, 2)\n", - "Frame 29, idx 29, offsets shape: (100, 2)\n", - "Frame 30, idx 30, offsets shape: (100, 2)\n", - "Frame 31, idx 31, offsets shape: (100, 2)\n", - "Frame 32, idx 32, offsets shape: (100, 2)\n", - "Frame 33, idx 33, offsets shape: (100, 2)\n", - "Frame 34, idx 34, offsets shape: (100, 2)\n", - "Frame 35, idx 35, offsets shape: (100, 2)\n", - "Frame 36, idx 36, offsets shape: (100, 2)\n", - "Frame 37, idx 37, offsets shape: (100, 2)\n", - "Frame 38, idx 38, offsets shape: (100, 2)\n", - "Frame 39, idx 39, offsets shape: (100, 2)\n", - "Frame 40, idx 40, offsets shape: (100, 2)\n", - "Frame 41, idx 41, offsets shape: (100, 2)\n", - "Frame 42, idx 42, offsets shape: (100, 2)\n", - "Frame 43, idx 43, offsets shape: (100, 2)\n", - "Frame 44, idx 44, offsets shape: (100, 2)\n", - "Frame 45, idx 45, offsets shape: (100, 2)\n", - "Frame 46, idx 46, offsets shape: (100, 2)\n", - "Frame 47, idx 47, offsets shape: (100, 2)\n", - "Frame 48, idx 48, offsets shape: (100, 2)\n", - "Frame 49, idx 49, offsets shape: (100, 2)\n", - "Frame 50, idx 50, offsets shape: (100, 2)\n", - "Frame 51, idx 51, offsets shape: (100, 2)\n", - "Frame 52, idx 52, offsets shape: (100, 2)\n", - "Frame 53, idx 53, offsets shape: (100, 2)\n", - "Frame 54, idx 54, offsets shape: (100, 2)\n", - "Frame 55, idx 55, offsets shape: (100, 2)\n", - "Frame 56, idx 56, offsets shape: (100, 2)\n", - "Frame 57, idx 57, offsets shape: (100, 2)\n", - "Frame 58, idx 58, offsets shape: (100, 2)\n", - "Frame 59, idx 59, offsets shape: (100, 2)\n", - "Frame 60, idx 60, offsets shape: (100, 2)\n", - "Frame 61, idx 61, offsets shape: (100, 2)\n", - "Frame 62, idx 62, offsets shape: (100, 2)\n", - "Frame 63, idx 63, offsets shape: (100, 2)\n", - "Frame 64, idx 64, offsets shape: (100, 2)\n", - "Frame 65, idx 65, offsets shape: (100, 2)\n", - "Frame 66, idx 66, offsets shape: (100, 2)\n", - "Frame 67, idx 67, offsets shape: (100, 2)\n", - "Frame 68, idx 68, offsets shape: (100, 2)\n", - "Frame 69, idx 69, offsets shape: (100, 2)\n", - "Frame 70, idx 70, offsets shape: (100, 2)\n", - "Frame 71, idx 71, offsets shape: (100, 2)\n", - "Frame 72, idx 72, offsets shape: (100, 2)\n", - "Frame 73, idx 73, offsets shape: (100, 2)\n", - "Frame 74, idx 74, offsets shape: (100, 2)\n", - "Frame 75, idx 75, offsets shape: (100, 2)\n", - "Frame 76, idx 76, offsets shape: (100, 2)\n", - "Frame 77, idx 77, offsets shape: (100, 2)\n", - "Frame 78, idx 78, offsets shape: (100, 2)\n", - "Frame 79, idx 79, offsets shape: (100, 2)\n" + "Frame 0, idx 0, offsets shape: (300, 2)\n", + "Frame 1, idx 1, offsets shape: (300, 2)\n", + "Frame 2, idx 2, offsets shape: (300, 2)\n", + "Frame 3, idx 3, offsets shape: (300, 2)\n", + "Frame 4, idx 4, offsets shape: (300, 2)\n", + "Frame 5, idx 5, offsets shape: (300, 2)\n", + "Frame 6, idx 6, offsets shape: (300, 2)\n", + "Frame 7, idx 7, offsets shape: (300, 2)\n", + "Frame 8, idx 8, offsets shape: (300, 2)\n", + "Frame 9, idx 9, offsets shape: (300, 2)\n", + "Frame 10, idx 10, offsets shape: (300, 2)\n", + "Frame 11, idx 11, offsets shape: (300, 2)\n", + "Frame 12, idx 12, offsets shape: (300, 2)\n", + "Frame 13, idx 13, offsets shape: (300, 2)\n", + "Frame 14, idx 14, offsets shape: (300, 2)\n", + "Frame 15, idx 15, offsets shape: (300, 2)\n", + "Frame 16, idx 16, offsets shape: (300, 2)\n", + "Frame 17, idx 17, offsets shape: (300, 2)\n", + "Frame 18, idx 18, offsets shape: (300, 2)\n", + "Frame 19, idx 19, offsets shape: (300, 2)\n", + "Frame 20, idx 20, offsets shape: (300, 2)\n", + "Frame 21, idx 21, offsets shape: (300, 2)\n", + "Frame 22, idx 22, offsets shape: (300, 2)\n", + "Frame 23, idx 23, offsets shape: (300, 2)\n", + "Frame 24, idx 24, offsets shape: (300, 2)\n", + "Frame 25, idx 25, offsets shape: (300, 2)\n", + "Frame 26, idx 26, offsets shape: (300, 2)\n", + "Frame 27, idx 27, offsets shape: (300, 2)\n", + "Frame 28, idx 28, offsets shape: (300, 2)\n", + "Frame 29, idx 29, offsets shape: (300, 2)\n", + "Frame 30, idx 30, offsets shape: (300, 2)\n", + "Frame 31, idx 31, offsets shape: (300, 2)\n", + "Frame 32, idx 32, offsets shape: (300, 2)\n", + "Frame 33, idx 33, offsets shape: (300, 2)\n", + "Frame 34, idx 34, offsets shape: (300, 2)\n", + "Frame 35, idx 35, offsets shape: (300, 2)\n", + "Frame 36, idx 36, offsets shape: (300, 2)\n", + "Frame 37, idx 37, offsets shape: (300, 2)\n", + "Frame 38, idx 38, offsets shape: (300, 2)\n", + "Frame 39, idx 39, offsets shape: (300, 2)\n", + "Frame 40, idx 40, offsets shape: (300, 2)\n", + "Frame 41, idx 41, offsets shape: (300, 2)\n", + "Frame 42, idx 42, offsets shape: (300, 2)\n", + "Frame 43, idx 43, offsets shape: (300, 2)\n", + "Frame 44, idx 44, offsets shape: (300, 2)\n", + "Frame 45, idx 45, offsets shape: (300, 2)\n", + "Frame 46, idx 46, offsets shape: (300, 2)\n", + "Frame 47, idx 47, offsets shape: (300, 2)\n", + "Frame 48, idx 48, offsets shape: (300, 2)\n", + "Frame 49, idx 49, offsets shape: (300, 2)\n", + "Frame 50, idx 50, offsets shape: (300, 2)\n", + "Frame 51, idx 51, offsets shape: (300, 2)\n", + "Frame 52, idx 52, offsets shape: (300, 2)\n", + "Frame 53, idx 53, offsets shape: (300, 2)\n", + "Frame 54, idx 54, offsets shape: (300, 2)\n", + "Frame 55, idx 55, offsets shape: (300, 2)\n", + "Frame 56, idx 56, offsets shape: (300, 2)\n", + "Frame 57, idx 57, offsets shape: (300, 2)\n", + "Frame 58, idx 58, offsets shape: (300, 2)\n", + "Frame 59, idx 59, offsets shape: (300, 2)\n", + "Frame 60, idx 60, offsets shape: (300, 2)\n", + "Frame 61, idx 61, offsets shape: (300, 2)\n", + "Frame 62, idx 62, offsets shape: (300, 2)\n", + "Frame 63, idx 63, offsets shape: (300, 2)\n", + "Frame 64, idx 64, offsets shape: (300, 2)\n", + "Frame 65, idx 65, offsets shape: (300, 2)\n", + "Frame 66, idx 66, offsets shape: (300, 2)\n", + "Frame 67, idx 67, offsets shape: (300, 2)\n", + "Frame 68, idx 68, offsets shape: (300, 2)\n", + "Frame 69, idx 69, offsets shape: (300, 2)\n", + "Frame 70, idx 70, offsets shape: (300, 2)\n", + "Frame 71, idx 71, offsets shape: (300, 2)\n", + "Frame 72, idx 72, offsets shape: (300, 2)\n", + "Frame 73, idx 73, offsets shape: (300, 2)\n", + "Frame 74, idx 74, offsets shape: (300, 2)\n", + "Frame 75, idx 75, offsets shape: (300, 2)\n", + "Frame 76, idx 76, offsets shape: (300, 2)\n", + "Frame 77, idx 77, offsets shape: (300, 2)\n", + "Frame 78, idx 78, offsets shape: (300, 2)\n", + "Frame 79, idx 79, offsets shape: (300, 2)\n" ] } ], "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.animation import FuncAnimation\n", - "from IPython.display import HTML\n", - "\n", "fig, axes = plt.subplots(1, figsize=(10, 5))\n", "colors_gray = plt.cm.gray(\n", " np.linspace(0, 0.5, n_structures)\n", @@ -724,8 +22607,8 @@ ")\n", "\n", "# Set axes limits\n", - "axes.set_ylim(70, 155)\n", - "axes.set_xlim(55, 170)\n", + "# axes.set_ylim(70, 155)\n", + "# axes.set_xlim(55, 170)\n", "\n", "# axes.set_ylim(-15, 25)\n", "# axes.set_xlim(-15, 25)\n", @@ -733,6 +22616,9 @@ "# axes.set_ylim(-5, 100)\n", "# axes.set_xlim(-5, 100)\n", "\n", + "axes.set_ylim(0, 40)\n", + "axes.set_xlim(0, 40)\n", + "\n", "\n", "def init():\n", " \"\"\"Initialize the scatter plot.\"\"\"\n", @@ -767,99 +22653,99 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 305, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Frame 0, idx 0, offsets shape: (100, 2)\n", - "Frame 1, idx 1, offsets shape: (100, 2)\n" + "Frame 0, idx 0, offsets shape: (300, 2)\n", + "Frame 1, idx 1, offsets shape: (300, 2)\n", + "Frame 2, idx 2, offsets shape: (300, 2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Frame 2, idx 2, offsets shape: (100, 2)\n", - "Frame 3, idx 3, offsets shape: (100, 2)\n", - "Frame 4, idx 4, offsets shape: (100, 2)\n", - "Frame 5, idx 5, offsets shape: (100, 2)\n", - "Frame 6, idx 6, offsets shape: (100, 2)\n", - "Frame 7, idx 7, offsets shape: (100, 2)\n", - "Frame 8, idx 8, offsets shape: (100, 2)\n", - "Frame 9, idx 9, offsets shape: (100, 2)\n", - "Frame 10, idx 10, offsets shape: (100, 2)\n", - "Frame 11, idx 11, offsets shape: (100, 2)\n", - "Frame 12, idx 12, offsets shape: (100, 2)\n", - "Frame 13, idx 13, offsets shape: (100, 2)\n", - "Frame 14, idx 14, offsets shape: (100, 2)\n", - "Frame 15, idx 15, offsets shape: (100, 2)\n", - "Frame 16, idx 16, offsets shape: (100, 2)\n", - "Frame 17, idx 17, offsets shape: (100, 2)\n", - "Frame 18, idx 18, offsets shape: (100, 2)\n", - "Frame 19, idx 19, offsets shape: (100, 2)\n", - "Frame 20, idx 20, offsets shape: (100, 2)\n", - "Frame 21, idx 21, offsets shape: (100, 2)\n", - "Frame 22, idx 22, offsets shape: (100, 2)\n", - "Frame 23, idx 23, offsets shape: (100, 2)\n", - "Frame 24, idx 24, offsets shape: (100, 2)\n", - "Frame 25, idx 25, offsets shape: (100, 2)\n", - "Frame 26, idx 26, offsets shape: (100, 2)\n", - "Frame 27, idx 27, offsets shape: (100, 2)\n", - "Frame 28, idx 28, offsets shape: (100, 2)\n", - "Frame 29, idx 29, offsets shape: (100, 2)\n", - "Frame 30, idx 30, offsets shape: (100, 2)\n", - "Frame 31, idx 31, offsets shape: (100, 2)\n", - "Frame 32, idx 32, offsets shape: (100, 2)\n", - "Frame 33, idx 33, offsets shape: (100, 2)\n", - "Frame 34, idx 34, offsets shape: (100, 2)\n", - "Frame 35, idx 35, offsets shape: (100, 2)\n", - "Frame 36, idx 36, offsets shape: (100, 2)\n", - "Frame 37, idx 37, offsets shape: (100, 2)\n", - "Frame 38, idx 38, offsets shape: (100, 2)\n", - "Frame 39, idx 39, offsets shape: (100, 2)\n", - "Frame 40, idx 40, offsets shape: (100, 2)\n", - "Frame 41, idx 41, offsets shape: (100, 2)\n", - "Frame 42, idx 42, offsets shape: (100, 2)\n", - "Frame 43, idx 43, offsets shape: (100, 2)\n", - "Frame 44, idx 44, offsets shape: (100, 2)\n", - "Frame 45, idx 45, offsets shape: (100, 2)\n", - "Frame 46, idx 46, offsets shape: (100, 2)\n", - "Frame 47, idx 47, offsets shape: (100, 2)\n", - "Frame 48, idx 48, offsets shape: (100, 2)\n", - "Frame 49, idx 49, offsets shape: (100, 2)\n", - "Frame 50, idx 50, offsets shape: (100, 2)\n", - "Frame 51, idx 51, offsets shape: (100, 2)\n", - "Frame 52, idx 52, offsets shape: (100, 2)\n", - "Frame 53, idx 53, offsets shape: (100, 2)\n", - "Frame 54, idx 54, offsets shape: (100, 2)\n", - "Frame 55, idx 55, offsets shape: (100, 2)\n", - "Frame 56, idx 56, offsets shape: (100, 2)\n", - "Frame 57, idx 57, offsets shape: (100, 2)\n", - "Frame 58, idx 58, offsets shape: (100, 2)\n", - "Frame 59, idx 59, offsets shape: (100, 2)\n", - "Frame 60, idx 60, offsets shape: (100, 2)\n", - "Frame 61, idx 61, offsets shape: (100, 2)\n", - "Frame 62, idx 62, offsets shape: (100, 2)\n", - "Frame 63, idx 63, offsets shape: (100, 2)\n", - "Frame 64, idx 64, offsets shape: (100, 2)\n", - "Frame 65, idx 65, offsets shape: (100, 2)\n", - "Frame 66, idx 66, offsets shape: (100, 2)\n", - "Frame 67, idx 67, offsets shape: (100, 2)\n", - "Frame 68, idx 68, offsets shape: (100, 2)\n", - "Frame 69, idx 69, offsets shape: (100, 2)\n", - "Frame 70, idx 70, offsets shape: (100, 2)\n", - "Frame 71, idx 71, offsets shape: (100, 2)\n", - "Frame 72, idx 72, offsets shape: (100, 2)\n", - "Frame 73, idx 73, offsets shape: (100, 2)\n", - "Frame 74, idx 74, offsets shape: (100, 2)\n", - "Frame 75, idx 75, offsets shape: (100, 2)\n", - "Frame 76, idx 76, offsets shape: (100, 2)\n", - "Frame 77, idx 77, offsets shape: (100, 2)\n", - "Frame 78, idx 78, offsets shape: (100, 2)\n", - "Frame 79, idx 79, offsets shape: (100, 2)\n" + "Frame 3, idx 3, offsets shape: (300, 2)\n", + "Frame 4, idx 4, offsets shape: (300, 2)\n", + "Frame 5, idx 5, offsets shape: (300, 2)\n", + "Frame 6, idx 6, offsets shape: (300, 2)\n", + "Frame 7, idx 7, offsets shape: (300, 2)\n", + "Frame 8, idx 8, offsets shape: (300, 2)\n", + "Frame 9, idx 9, offsets shape: (300, 2)\n", + "Frame 10, idx 10, offsets shape: (300, 2)\n", + "Frame 11, idx 11, offsets shape: (300, 2)\n", + "Frame 12, idx 12, offsets shape: (300, 2)\n", + "Frame 13, idx 13, offsets shape: (300, 2)\n", + "Frame 14, idx 14, offsets shape: (300, 2)\n", + "Frame 15, idx 15, offsets shape: (300, 2)\n", + "Frame 16, idx 16, offsets shape: (300, 2)\n", + "Frame 17, idx 17, offsets shape: (300, 2)\n", + "Frame 18, idx 18, offsets shape: (300, 2)\n", + "Frame 19, idx 19, offsets shape: (300, 2)\n", + "Frame 20, idx 20, offsets shape: (300, 2)\n", + "Frame 21, idx 21, offsets shape: (300, 2)\n", + "Frame 22, idx 22, offsets shape: (300, 2)\n", + "Frame 23, idx 23, offsets shape: (300, 2)\n", + "Frame 24, idx 24, offsets shape: (300, 2)\n", + "Frame 25, idx 25, offsets shape: (300, 2)\n", + "Frame 26, idx 26, offsets shape: (300, 2)\n", + "Frame 27, idx 27, offsets shape: (300, 2)\n", + "Frame 28, idx 28, offsets shape: (300, 2)\n", + "Frame 29, idx 29, offsets shape: (300, 2)\n", + "Frame 30, idx 30, offsets shape: (300, 2)\n", + "Frame 31, idx 31, offsets shape: (300, 2)\n", + "Frame 32, idx 32, offsets shape: (300, 2)\n", + "Frame 33, idx 33, offsets shape: (300, 2)\n", + "Frame 34, idx 34, offsets shape: (300, 2)\n", + "Frame 35, idx 35, offsets shape: (300, 2)\n", + "Frame 36, idx 36, offsets shape: (300, 2)\n", + "Frame 37, idx 37, offsets shape: (300, 2)\n", + "Frame 38, idx 38, offsets shape: (300, 2)\n", + "Frame 39, idx 39, offsets shape: (300, 2)\n", + "Frame 40, idx 40, offsets shape: (300, 2)\n", + "Frame 41, idx 41, offsets shape: (300, 2)\n", + "Frame 42, idx 42, offsets shape: (300, 2)\n", + "Frame 43, idx 43, offsets shape: (300, 2)\n", + "Frame 44, idx 44, offsets shape: (300, 2)\n", + "Frame 45, idx 45, offsets shape: (300, 2)\n", + "Frame 46, idx 46, offsets shape: (300, 2)\n", + "Frame 47, idx 47, offsets shape: (300, 2)\n", + "Frame 48, idx 48, offsets shape: (300, 2)\n", + "Frame 49, idx 49, offsets shape: (300, 2)\n", + "Frame 50, idx 50, offsets shape: (300, 2)\n", + "Frame 51, idx 51, offsets shape: (300, 2)\n", + "Frame 52, idx 52, offsets shape: (300, 2)\n", + "Frame 53, idx 53, offsets shape: (300, 2)\n", + "Frame 54, idx 54, offsets shape: (300, 2)\n", + "Frame 55, idx 55, offsets shape: (300, 2)\n", + "Frame 56, idx 56, offsets shape: (300, 2)\n", + "Frame 57, idx 57, offsets shape: (300, 2)\n", + "Frame 58, idx 58, offsets shape: (300, 2)\n", + "Frame 59, idx 59, offsets shape: (300, 2)\n", + "Frame 60, idx 60, offsets shape: (300, 2)\n", + "Frame 61, idx 61, offsets shape: (300, 2)\n", + "Frame 62, idx 62, offsets shape: (300, 2)\n", + "Frame 63, idx 63, offsets shape: (300, 2)\n", + "Frame 64, idx 64, offsets shape: (300, 2)\n", + "Frame 65, idx 65, offsets shape: (300, 2)\n", + "Frame 66, idx 66, offsets shape: (300, 2)\n", + "Frame 67, idx 67, offsets shape: (300, 2)\n", + "Frame 68, idx 68, offsets shape: (300, 2)\n", + "Frame 69, idx 69, offsets shape: (300, 2)\n", + "Frame 70, idx 70, offsets shape: (300, 2)\n", + "Frame 71, idx 71, offsets shape: (300, 2)\n", + "Frame 72, idx 72, offsets shape: (300, 2)\n", + "Frame 73, idx 73, offsets shape: (300, 2)\n", + "Frame 74, idx 74, offsets shape: (300, 2)\n", + "Frame 75, idx 75, offsets shape: (300, 2)\n", + "Frame 76, idx 76, offsets shape: (300, 2)\n", + "Frame 77, idx 77, offsets shape: (300, 2)\n", + "Frame 78, idx 78, offsets shape: (300, 2)\n", + "Frame 79, idx 79, offsets shape: (300, 2)\n" ] }, { @@ -1050,42 +22936,42 @@ "\n", "\n", "
\n", - " \n", + " \n", "
\n", - " \n", + " oninput=\"animd463f400fd694e538b5334fe5fe9121c.set_frame(parseInt(this.value));\">\n", "
\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", "
\n", - "
\n", - " \n", - " \n", - " Once\n", + " \n", - " \n", - " Loop\n", + " \n", - " \n", + " \n", "
\n", "
\n", "
\n", @@ -1095,73691 +22981,116885 @@ " /* Instantiate the Animation class. */\n", " /* The IDs given should match those used in the template above. */\n", " (function() {\n", - " var img_id = \"_anim_img447e8a7da3b2493fa7d151f302709209\";\n", - " var slider_id = \"_anim_slider447e8a7da3b2493fa7d151f302709209\";\n", - " var loop_select_id = \"_anim_loop_select447e8a7da3b2493fa7d151f302709209\";\n", + " var img_id = \"_anim_imgd463f400fd694e538b5334fe5fe9121c\";\n", + " var slider_id = \"_anim_sliderd463f400fd694e538b5334fe5fe9121c\";\n", + " var loop_select_id = \"_anim_loop_selectd463f400fd694e538b5334fe5fe9121c\";\n", " var frames = new Array(80);\n", " \n", " frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+gAAAH0CAYAAACuKActAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n", "bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9h\\\n", - "AAAPYQGoP6dpAADRvklEQVR4nOzdd3wU1fo/8M9sTe+9AklIKKGX0EMngCBVUBQRvF69V0XAq6Ig\\\n", - 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"\"\n", "\n", "\n", " /* set a timeout to make sure all the above elements are created before\n", " the object is initialized. */\n", " setTimeout(function() {\n", - " anim447e8a7da3b2493fa7d151f302709209 = new Animation(frames, img_id, slider_id, 200.0,\n", + " animd463f400fd694e538b5334fe5fe9121c = new Animation(frames, img_id, slider_id, 200.0,\n", " loop_select_id);\n", " }, 0);\n", " })()\n", @@ -74789,7 +139869,7 @@ "" ] }, - "execution_count": 89, + "execution_count": 305, "metadata": {}, "output_type": "execute_result" } @@ -74808,7 +139888,27 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 306, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "300" + ] + }, + "execution_count": 306, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_points" + ] + }, + { + "cell_type": "code", + "execution_count": 307, "metadata": {}, "outputs": [], "source": [ @@ -74841,11 +139941,13 @@ " Sampler = TRNPointSampler\n", "\n", " if method == \"cvt\" or method == \"trn\":\n", - " cvt = Sampler(maps_gt_flat[i].numpy())\n", - " cvt.threshold(thresh)\n", + " ps = Sampler(maps_gt_flat[i].numpy())\n", + " ps.threshold(thresh)\n", " for k in range(n_average_over_sample_noise):\n", - " cvt.sample(n_points)\n", - " x += cvt.get_points()\n", + " ps.clear_points()\n", + " ps.sample(n_points)\n", + " points = ps.get_points()[:, :dimensions]\n", + " x += points\n", " d = sp.spatial.distance.cdist(x, x)\n", " # ps = TRNPointSampler(maps_gt_flat[i].numpy())\n", " # ps.threshold(1)\n", @@ -74891,7 +139993,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 320, "metadata": {}, "outputs": [ { @@ -74900,25 +140002,19 @@ "text": [ "It. |Loss |Relative loss|Absolute loss\n", "------------------------------------------------\n", - " 0|3.761555e+02|0.000000e+00|0.000000e+00\n", - " 1|2.426342e+02|5.502986e-01|1.335213e+02\n", - " 2|1.216956e+02|9.937793e-01|1.209386e+02\n", - " 3|7.817608e+01|5.566863e-01|4.351955e+01\n", - " 4|6.494535e+01|2.037210e-01|1.323073e+01\n", - " 5|5.487792e+01|1.834514e-01|1.006743e+01\n", - " 6|4.782498e+01|1.474740e-01|7.052941e+00\n", - " 7|4.195479e+01|1.399170e-01|5.870187e+00\n", - " 8|3.917780e+01|7.088165e-02|2.776987e+00\n", - " 9|3.719388e+01|5.334001e-02|1.983922e+00\n", - " 10|3.597575e+01|3.385979e-02|1.218131e+00\n", - " 11|3.597575e+01|0.000000e+00|0.000000e+00\n" + " 0|2.046135e+02|0.000000e+00|0.000000e+00\n", + " 1|1.568409e+02|3.045926e-01|4.777259e+01\n", + " 2|3.909539e+00|3.911750e+01|1.529314e+02\n", + " 3|3.566687e+00|9.612630e-02|3.428524e-01\n", + " 4|3.566352e+00|9.390976e-05|3.349152e-04\n", + " 5|3.566352e+00|0.000000e+00|0.000000e+00\n" ] } ], "source": [ "i = 0\n", "j = 10\n", - "dims = [1, 2]\n", + "# dims = [0,1]\n", "dimension = len(dims)\n", "xs = structures[i, :, dims].T\n", "xt = structures[j, :, dims].T\n", @@ -74936,7 +140032,7 @@ " ds,\n", " dt,\n", " symmetric=symmetric,\n", - " # epsilon=epsilon,\n", + " epsilon=epsilon,\n", " tol=tol,\n", " loss_fun=loss_fun,\n", " verbose=verbose,\n", @@ -74948,7 +140044,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 321, "metadata": {}, "outputs": [ { @@ -74957,13 +140053,13 @@ "" ] }, - "execution_count": 92, + "execution_count": 321, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -74978,22 +140074,22 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 322, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'method=cvt \\n between frames (0, 10) \\n n_points=100 \\n noise_level=0.03 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" + "Text(0.5, 1.0, 'method=trn \\n between frames (0, 10) \\n n_points=300 \\n noise_level=0.0 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" ] }, - "execution_count": 93, + "execution_count": 322, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -75014,7 +140110,7 @@ " c=colors[idx],\n", " )\n", "\n", - "adjacency_matrix = results_dict[\"T\"] > 0.1 / len(results_dict[\"T\"])\n", + "adjacency_matrix = results_dict[\"T\"] > 0.0001 / len(results_dict[\"T\"])\n", "\n", "# Plot lines based on the adjacency matrix\n", "for ii in range(len(adjacency_matrix)):\n", @@ -75035,22 +140131,22 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 323, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Transport plan \\n method=cvt \\n between frames (0, 10) \\n noise_level=0.03 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" + "Text(0.5, 1.0, 'Transport plan \\n method=trn \\n between frames (0, 10) \\n noise_level=0.0 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" ] }, - "execution_count": 94, + "execution_count": 323, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -75069,14 +140165,14 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 324, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "6.94 ms ± 30.8 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "45.3 ms ± 244 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -75090,11 +140186,11 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 325, "metadata": {}, "outputs": [], "source": [ - "n_average_over_sample_noise = 1\n", + "n_average_over_sample_noise = 30\n", "# epsilon = 10\n", "tol = 1e-11\n", "# solver='PGA'\n", @@ -75139,21 +140235,36 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 326, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 21.28 s\n" + "[ ] | 0% Completed | 175.51 us" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/home/gwoollard/software/mambaforge/envs/cryo_challenge/lib/python3.11/site-packages/dask/base.py:1101: UserWarning: Running on a single-machine scheduler when a distributed client is active might lead to unexpected results.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 428.55 s\n" ] } ], "source": [ "n_compute = 80\n", "get_distance_matrix_dask_gw = get_distance_matrix_dask(\n", - " structures[:n_compute], distance_function=gw_distance_wrapper\n", + " structures[:n_compute, dims], distance_function=gw_distance_wrapper\n", ")\n", "# st t n_npoints\n", "# 6 16s 300\n", @@ -75168,22 +140279,22 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 331, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'point fitting method = toy \\n n_points = 90 \\n dimension = 2 \\n gw_distance_method: gromov_wasserstein2\\n symmetric = True \\n loss_fun = square_loss \\n tol = 1e-11 \\n max_iter = 1000 \\n marginal_loss = True \\n noise_level = 0.3 \\n epsilon = None, \\n n_average_over_sample_noise=1')" + "Text(0.5, 1.0, 'point fitting method = trn \\n n_points = 300 \\n dimension = 2 \\n gw_distance_method: gromov_wasserstein2\\n symmetric = True \\n loss_fun = square_loss \\n tol = 1e-11 \\n max_iter = 1000 \\n marginal_loss = True \\n noise_level = 0.0 \\n epsilon = None, \\n n_average_over_sample_noise=30')" ] }, - "execution_count": 98, + "execution_count": 331, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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pU+zevRtLly7F+fPn0a5dO1y/fr3KNM6dO4cJEyZg3Lhx+OWXX+Ds7IyhQ4dytWM/Pz+uOXvFihVITU1Famoq/Pz8kJ+fDx8fH2RlZWHFihU4cuQIlixZgnr16uHJkyeVpltWVoaSkpIqj+qUmzLOu3fvIjw8HNeuXcOECRO46xcuXAAAODs7C8I6Oztz15W6JiYmgm12lWFf1mUwGLUAMRi1SEpKCgGgbt268eTbt28nAJSamqp2XLGxsQSAevbsyZP/9ttvBIDmzJlDREQPHz4kmUwmSPPWrVskkUiof//+nCw8PJzKvyY2NjYklUopIyODkxUUFJBCoaDhw4dzsh07dhAASklJ4YU/ffo0AaCEhAS181benqoOGxsbteP09fXlwunr69Pu3bt51zdv3lzhvRg2bBiJxWLu3MfHh+zt7VWmIxaLadiwYWrbxWAwah62Ih/jnaB79+68c2XNMCMjA23btq1WXAMGDOCdt2/fHjY2NkhJScH06dORmpqKgoICwT7tdevWRceOHXH06NEq03B1dUW9evW4c6lUisaNGyMjI6PKsA0bNkSdOnUwZcoU3Lt3Dx06dICjo6NaeRs2bBj8/f2r1FNuOasOy5cvR15eHu7du4dNmzahb9++WL9+PYKDg3l6Fc1iKC+vbLYD29uewahdmNNnvBOU3+HvdfZJL9+0rJTl5OQAAPfXwsJCoGdpaYkjR45U217ghc3q2GtgYIDjx49j7ty5mDZtGh4+fAgLCwt88cUXmDFjBrS1tSsMa25uDlNT0yrTqI5zbdSoEff/7t27o2vXrhg5ciT69u0LDQ0NLq/KcnuZ3Nxc3sA8IyMj/PXXXwK9/Px8FBUVsUF8DEYtw/r0GR8cmZmZKmVK56X8e+/ePYHe3bt338pOhU5OTti6dStycnLw119/oW/fvpg9eza+++67SsPNnj0b2traVR4NGjR4Zdvc3Nzw8OFDZGdnAwCaNWsGAPj7778Fun///Td3XZmv7OxswT1Qhn1Zl8FgvH2Y02d8cGzevJl3fvLkSWRkZHDT5tq1aweZTCaYi37nzh0kJyfz9ql/HdRprRCJRHBxccH3338PQ0NDnDlzptI4hw0bhrS0tCqPvXv3vpLNRITjx4/D0NCQ+ziysrKCm5sbNm3axBsgeOrUKVy9ehW9evXiZIGBgRCJRFi/fj0v3ri4OMhkMnTp0uWV7GIwGDUDa95nfHCcPn0an3/+Ofr06YPbt29j+vTpsLKywogRIwAAhoaGmDlzJqZNm4bBgwcjODgYOTk5iIyMhFQqRXh4eI3YoazVrlmzBnp6epBKpbCzs0NqaipiYmLQo0cP1K9fH0SE3bt3Iy8vDz4+PpXGaWlpCUtLyxqxLzAwEC4uLnB1dYWRkRHu3r2LuLg4HD9+HCtWrOBNz1uwYAF8fHzQp08fjBgxAvfv38fUqVPRrFkz3vS8pk2bYujQoQgPD4empiZat26NxMRErFmzBnPmzGHN+wxGbVPbIwkZHzfK0fs7duzgyW/evEkAKDY2Vu24lKP3ExMTadCgQWRoaMiN0r9+/bpA/6effiJnZ2cSi8VkYGBAgYGBdPHiRZ5ORaP3/fz8BPF5eHiQh4cHT7ZkyRKys7MjTU1NLj9Xrlyh4OBgatCgAclkMjIwMCA3NzeKi4tTO681wYIFC6h169ZUp04d0tTUJCMjI/L19aV9+/ap1E9MTKS2bduSVColhUJBgwcPpqysLIFeUVERhYeHU7169UgsFlPjxo1p2bJlbzo7DAZDDdiKfIwPhri4OISFhSEtLQ2tWrWqbXMYDAbjnYP16TMYDAaD8ZHA+vQZ7zxEVOUKc5qamm/JGgaDwXh/Yc37jHceZbN9ZbxPm9owGAxGbcGcPuOdJycnBzdv3qxUx97eHnp6em/JIgaDwXg/YU6fwWAwGIyPBDaQj/FOo9x699ixY5wsNDQUtra2tWZTTZGens7bbvd9JTk5GUOGDIGDgwPkcjmsrKwQGBiIP//8s7ZNYzAY5WBOn/HeMXPmTN4e7u8rFhYW3Ha77zMrV65Eeno6xowZgwMHDmDp0qW4f/8+2rZti+Tk5No2j8FgvARr3me80xw7dgxeXl5soN47zP379wWbAD19+hQNGzZEs2bNkJSUVEuWMRiM8rCaPuOd4cqVK+jSpQt0dHRgbGyML7/8Ek+ePBHoqWreF4lEGDVqFGJjY2Fvbw+ZTIZWrVrh1KlTICIsXLgQdnZ20NXVRceOHXHjxg1BvElJSfD29oa+vj50dHTg7u4u2GY3IiICIpEIFy9eRHBwMAwMDGBmZoYhQ4bg0aNHPN0dO3agTZs2MDAwgI6ODurXr48hQ4Zw1ytq3v/111/h7e0NPT096OjooH379ti/fz9PJy4uDiKRCCkpKfjqq69gbGwMIyMj9OrVC3fv3lWnuGsMVbv+6erqwtHREbdv336rtjAYjMphTp/xTpCVlQUPDw9cuHABMTEx2LhxI54+fYpRo0apHce+ffvw008/Yf78+YiPj8eTJ0/g5+eHCRMm4LfffsMPP/yANWvW4NKlS+jduzdebuTatGkTOnfuDH19faxfvx7bt2+HQqGAr6+vwPEDQO/evdG4cWPs2rULU6dOxZYtWzBu3DjuempqKvr27Yv69etj69at2L9/P2bNmoWSkpJK83D8+HF07NgRjx49wtq1axEfHw89PT0EBARg27ZtAv3PP/8c2tra2LJlC6Kjo3Hs2DEMHDiwyrIiIpSUlKh1vAqPHj3CmTNn0LRp01cKz2Aw3hC1sfYvg1GeKVOmkEgkor/++osn9/HxIQCUkpLCyUJCQsjGxoanB4DMzc3p6dOnnCwhIYEAkKurK5WVlXHyJUuWEAA6f/48ERHl5+eTQqGggIAAXpylpaXk4uJCbm5unEy5Fn90dDRPd8SIESSVSrl0Fi1aRAAoLy+vwjyr2l+gbdu2ZGpqSk+ePOFkJSUl1KxZM7K2tubiV+4zMGLECF6c0dHRBIDu3btXYbovh1fneBUGDBhAWlpadPr06VcKz2Aw3gxsRT7GO0FKSgqaNm0KFxcXnrx///44cuSIWnF4eXlBLpdz502aNAEAdO3aFSKRSCDPyMiAk5MTTp48idzcXISEhAhqtl26dEF0dDTy8/N5cXfv3p2n5+zsjMLCQty/fx9mZmZo3bo1AOCzzz7D0KFD4e7uDisrq0rtz8/Px++//46vvvoKurq6nFxTUxODBg3ClClTcPXqVTg4OFRqhzJv5ubmFaYVEBCAtLS0Su15VWbOnInNmzdj+fLlaNmy5RtJg8FgvBrM6TPeCXJycmBnZyeQV+a4ylN+21axWFypvLCwEMCLrgUACAoKqjDu3NxcntNX7jWvRCKRAAAKCgoAAB06dEBCQgKWLVuGwYMH4/nz52jatCmmT5+O4OBglWk8fPgQRAQLCwvBNeV2ujk5OTx5VXZUhEKhgIGBQaU6r0JkZCTmzJmDuXPnVqtrhsFgvB2Y02e8ExgZGSEzM1MgVyWraYyNjQEAy5cvR9u2bVXqmJmZVTvewMBABAYG4vnz5zh16hSioqLQv39/2Nraol27dgL9OnXqQENDA/fu3RNcUw7OU9r6uqxfv77KpY2VkJoTfCIjIxEREYGIiAhMmzbtdcxjMBhvCOb0Ge8EXl5eiI6Oxrlz53hN/Fu2bHnjabu7u8PQ0BCXLl16I7VTiUQCDw8PGBoa4vDhwzh79qxKpy+Xy9GmTRvs3r0bixYtgkwmAwCUlZVh06ZNsLa2RuPGjWvEpppu3v/2228RERGBGTNmIDw8vMbiZTAYNQtz+ox3grFjx2LdunXw8/PDnDlzYGZmhs2bN+PKlStvPG1dXV0sX74cISEhyM3NRVBQEExNTZGdnY1z584hOzsbK1eurFacs2bNwp07d+Dt7Q1ra2vk5eVh6dKl0NbWhoeHR4XhoqKi4OPjAy8vL0ycOBFisRgxMTG4cOEC4uPjeWMTXgcjIyNB18Cr8t1332HWrFno0qUL/Pz8cOrUKd71ilpPGAzG24c5fcY7gbm5OY4fP44xY8bgq6++go6ODnr27IkffvgBgYGBbzz9gQMHol69eoiOjsbw4cPx5MkTmJqawtXVFaGhodWOr02bNjh9+jSmTJmC7OxsGBoaolWrVkhOTq50GpuHhweSk5MRHh6O0NBQlJWVwcXFBXv27IG/v/9r5PDNsXfvXgDAoUOHcOjQIcF1dbsHGAzGm4etyMdgMBgMxkcCW5yHwWAwGIyPBOb0GQwGg8H4SGBOn8FgMBiMjwTm9BkMBoPB+EhgTp/BYDAYjI8E5vRfE09PT94+7xVtl1oVW7ZswZIlS2rUto+NZ8+eISIiAseOHRNcU26J++DBgzduh62t7StN82MwqsOlS5cQERGB9PT0V45DuUXzq8Rx7do1TJw4ES1btoShoSEUCgXc3d2xc+fOV7aH8eZhTr+GsbCwQGpqKvz8/KoVjjn91+fZs2eIjIxU6fQZjA+NS5cuITIy8rWcvp+fH1JTU1Xu91AViYmJ2L9/P3r37o0dO3Zg8+bNaNSoEfr06YPZs2e/sk2MNwtbnKeGkUgkbAUyRq1RUFDALd/LeP8gIhQWFr61e2hiYgITE5NXCtuvXz+MHDmSt0pk165d8eDBAyxYsABTpkzhNoBivDu8NzX9ixcvonPnztDR0YGJiQlGjhyJ/fv3QyQScTW7FStWQENDA/fv3+fCfffddxCJRBg5ciQnKysrQ506dTBhwgS10yciREdHw8bGBlKpFC1atMDBgwcFeqqa97OzszFs2DDUrVsXEokEJiYmcHd3R1JSEoAXXQT79+9HRkYGRCIRdyiJjIxEmzZtoFAooK+vjxYtWmDt2rWClc5sbW3h7++PQ4cOoUWLFpDJZHBwcMC6desEdv7333+cTWKxGJaWlggKCuJ2nAOAx48fY+LEibCzs4NYLIaVlRXGjh2L/Px8tcsNAEJDQ6Grq4srV67A19cXcrkcFhYWmD9/PgDg1KlT+OSTTyCXy9G4cWOsX79eEEdmZiaGDx8Oa2triMVi2NnZITIyktsKNz09nfvxioyM5MqwfDN7VlYWgoODYWBgADMzMwwZMgSPHj3i6RQWFuKbb77h5XvkyJHIy8vj6RUXF2Py5MkwNzeHjo4OPvnkE/zxxx/VKhtV/Prrr2jXrh2kUimsrKwwc+ZM/PTTT4JmWOX93r17N5o3bw6pVIrIyEgAwIULFxAYGIg6depAKpXC1dVVUK7Hjh2DSCTCli1bMGXKFFhYWEBXVxcBAQHIysrCkydPMGzYMBgbG8PY2BhhYWF4+vRptcuqR48esLGxQVlZmSCvbdq0QYsWLdQqF+X7/vKeAbt27YJIJBK0rDk7O6N3797c+YoVK9ChQweYmppCLpfDyckJ0dHRKC4u5oU7e/Ys/P39YWpqColEAktLS/j5+eHOnTuczo4dO9CmTRsYGBhAR0cH9evXx5AhQ3jxqPvuiEQijBo1CqtWrUKTJk0gkUi4+7Ry5Uq4uLhAV1cXenp6cHBw4DYyiouLQ58+fQC82LdC+by//LuTlJQEb29v6OvrQ0dHB+7u7jh69CgvfVXN+56enmjWrBnS0tLw6aefcnmcP38+7x4aGxurXBbazc0Nz549Q25uruAa4x2A3gPu3r1LRkZGVK9ePYqLi6MDBw7QoEGDyNbWlgBQSkoKERFduXKFANCWLVu4sF26dCGZTEaNGjXiZL///jsBoAMHDqhtQ3h4OAGgoUOH0sGDB2nNmjVkZWVF5ubm5OHhwendvHmTAFBsbCwn8/X1JRMTE1qzZg0dO3aMEhISaNasWbR161YiIrp48SK5u7uTubk5paamcoeS0NBQWrt2LR05coSOHDlC3377LclkMoqMjOTZaGNjQ9bW1uTo6EgbNmygw4cPU58+fQgAHT9+nNO7c+cOWVhYkLGxMS1evJiSkpJo27ZtNGTIELp8+TIREeXn55OrqytPZ+nSpWRgYEAdO3aksrIytcsuJCSExGIxNWnShJYuXUpHjhyhsLAwAkDffPMNNW7cmNauXUuHDx8mf39/AkCnT5/mwt+7d4/q1q1LNjY2tHr1akpKSqJvv/2WJBIJhYaGEhFRYWEhHTp0iLtHyjK8ceMG7/7Z29vTrFmz6MiRI7R48WKSSCQUFhbGpVVWVka+vr6kpaVFM2fOpMTERFq0aBHJ5XJq3rw5FRYW8vIlEolo0qRJlJiYSIsXLyYrKyvS19enkJAQwb2xsbGpsqzOnTtHUqmUnJ2daevWrbRnzx7q1q0b96zfvHmTF6eFhQXVr1+f1q1bRykpKfTHH3/QlStXSE9Pjxo0aEAbNmyg/fv3U3BwMAGgBQsWcOFTUlIIANnY2FBoaCgdOnSIVq1aRbq6uuTl5UU+Pj40ceJESkxMpAULFpCmpiZ9/fXX1S6rX375hQDQkSNHeHm9fPkyAaBly5ZVWS5ERE+ePCFtbW2aN28eJ/vyyy9JJpORXC6noqIiIiLKysoikUhEMTExnN64ceNo5cqVdOjQIUpOTqbvv/+ejI2Neff+6dOnZGRkRK1ataLt27fT8ePHadu2bfTll1/SpUuXiIjo5MmTJBKJqF+/fnTgwAFKTk6m2NhYGjRoEBdPdd4dAGRlZUXOzs60ZcsWSk5OpgsXLlB8fDwBoK+//poSExMpKSmJVq1aRaNHjyYiovv379O8efMIAK1YsYJ73u/fv09ERBs3biSRSEQ9evSg3bt30969e8nf3580NTUpKSmJSz82NlbwXHl4eJCRkRE1atSIVq1aRUeOHKERI0YQAFq/fn2V98nT05NMTEyopKRErfvKeLu8F05/0qRJJBKJ6OLFizy5r68vz+kTEVlbW9OQIUOIiOj58+ckl8tpypQpBIAyMjKIiGju3Lmkra1NT58+VSv9hw8fklQqpZ49e/Lkv/32GwGo0unr6urS2LFjK03Dz89PLadQWlpKxcXFNHv2bDIyMuL9gNjY2JBUKuXySURUUFBACoWChg8fzsmGDBlC2tra3A+ZKqKiokhDQ4PS0tJ48p07d1b7gykkJIQA0K5duzhZcXExmZiYEAA6c+YMJ8/JySFNTU0aP348Jxs+fDjp6ury8kVEtGjRIgLAPRfZ2dkEgMLDwwU2KJ1+dHQ0Tz5ixAiSSqVcOSo/HMrrbdu2jQDQmjVriOj/HNa4ceN4eps3byYAAqffoEEDatCgQWXFREREffr0IblcTtnZ2ZystLSUHB0dVTp9TU1Nunr1Ki+Ofv36kUQioVu3bvHkXbt2JR0dHcrLyyOi/3P6AQEBPL2xY8cSAM7BKOnRowcpFAruXN2yKi4uJjMzM+rfvz9Pb/LkySQWi+nBgwdVlouSTz75hDp27MidN2zYkCZNmkQaGhrch63yHly7dk1lHMp3aMOGDaSpqUm5ublERHT69GkCQAkJCRWmr3zmlGWoiuq8OwDIwMCAs0HJqFGjyNDQsMI0iIh27Ngh+P0jevHRoVAoBPe1tLSUXFxcyM3NjZNV5PQB0O+//84L7+joSL6+vpXa9OOPPxIAWrp0aaV6jNrjvWjeP378OJo1awZHR0eePDg4WKDr7e3NNZufPHkSz549w/jx42FsbIwjR44AeNHs1a5dO8jlcrXST01NRWFhIQYMGMCTt2/fHjY2NlWGd3NzQ1xcHObMmYNTp04JmhSrIjk5GZ06dYKBgQE0NTWhra2NWbNmIScnh9eVAQCurq6oV68edy6VStG4cWNkZGRwsoMHD8LLywtNmjSpMM19+/ahWbNmcHV1RUlJCXf4+vryulTURSQSoVu3bty5lpYWGjZsCAsLCzRv3pyTKxQKmJqa8uzdt28fvLy8YGlpybOla9euAF48H+rSvXt33rmzszMKCwu5ckxOTgYAQbdAnz59IJfLuebRlJQUABA8E5999hm0tIRDZW7cuIEbN25Uad/x48fRsWNHGBsbczINDQ189tlnKvWdnZ0F2+0mJyfD29sbdevW5clDQ0Px7NkzpKam8uTlN/JRPhflm8ybNGmC3Nxcrolf3bLS0tLCwIEDsXv3bq4rpbS0FBs3bkRgYGC1dvvz9vbGb7/9hoKCAmRkZODGjRvo168fXF1dee93vXr10KhRIy7c2bNn0b17dxgZGXHv0ODBg1FaWopr164BABo2bIg6depgypQpWLVqFS5duiRIv3Xr1gBe3Oft27fjv//+E+hU993p2LEj6tSpw5O5ubkhLy8PwcHB+OWXX6o16+TkyZPIzc1FSEgIL/2ysjJ06dIFaWlpVXbRmZubw83NjSdzdnbmvZflOXjwIEaOHImgoCB8/fXXatvLeLu8F04/JycHZmZmArkqWadOnXDr1i1cv34dSUlJaN68OUxNTdGxY0ckJSWhoKAAJ0+eRKdOnaqVPvDiRSiPKll5tm3bhpCQEPz0009o164dFAoFBg8ejMzMzCrD/vHHH+jcuTMA4Mcff8Rvv/2GtLQ0TJ8+HcCLgVsvo+oHVCKR8PSys7NhbW1dabpZWVk4f/48tLW1eYeenh6IqNpT33R0dCCVSnkysVgMhUIh0BWLxSgsLOTZsnfvXoEtyt3qqmNL+fJRDjRSlk9OTg60tLQEg5tEIhHMzc25Z6GiZ0JLS+u1tqytzrMOQOWo65ycHJVyS0tL7vrLlL8HYrG4Urny3qhbVgAwZMgQFBYWYuvWrQCAw4cP4969ewgLC1OZr4ro1KkTnj9/jl9//RVHjhyBsbExmjdvjk6dOnEf+0ePHuW937du3cKnn36K//77D0uXLsWJEyeQlpaGFStWAPi/e29gYIDjx4/D1dUV06ZNQ9OmTWFpaYnw8HDuQ71Dhw5ISEhASUkJBg8eDGtrazRr1gzx8fFcetV9d1Tdq0GDBmHdunXIyMhA7969YWpqijZt2nAfNpWhHJcTFBQksGHBggUgoir729X5HXmZw4cPo1evXvDx8cHmzZtrbAtoRs3zXozeNzIy4g0wU6LKaXp7ewN48bV/5MgR+Pj4cPIZM2bgf//7H54/f14tp698AVSll5mZCVtb20rDGxsbY8mSJViyZAlu3bqFPXv2YOrUqbh//77KrUhfZuvWrdDW1sa+fft4TjMhIUFt+8tjYmLCG5hUkc0ymUzlIEDl9beFsbExnJ2dMXfuXJXXlc6sJjAyMkJJSQmys7N5zoyIkJmZydX0Xn4mrKysOL2SkhKBU61u+uo+6wBU/rgaGRnh3r17Avndu3cB1Ny9U7esAMDR0RFubm6IjY3F8OHDERsbC0tLS+6DVl3atGkDXV1dJCUlIT09Hd7e3hCJRPD29sZ3332HtLQ03Lp1i/d+JyQkID8/H7t37+a1zP3111+C+J2cnLB161YQEc6fP4+4uDjMnj0bMpkMU6dOBQAEBgYiMDAQz58/x6lTpxAVFYX+/fvD1tYW7dq1q/a7U5GDDAsLQ1hYGPLz8/G///0P4eHh8Pf3x7Vr1yptYVTGv3z58gpnElX0EfkqHD58GD169ICHhwd27drFfRwy3k3ei5q+h4cHLly4IGhuU9YaXsbCwgKOjo7YtWsX/vzzT87p+/j4IDs7G4sXL4a+vj7vB6kq2rZtC6lUis2bN/PkJ0+erLS5SxX16tXDqFGj4OPjgzNnznDyir6iRSIRtLS0oKmpyckKCgqwcePGaqX7Ml27dkVKSgquXr1aoY6/vz/++ecfGBkZoVWrVoKjqg+dmsTf3x8XLlxAgwYNVNqidPrla+2vgvKjcdOmTTz5rl27kJ+fz11XLshU/pnYvn07N6PgVfDw8EBycjKvNlhWVoYdO3aoHYe3tzeSk5M5J69kw4YN0NHRqbEppeqWlZKwsDD8/vvv+PXXX7F3716EhITwnmt10NbWRocOHXDkyBEkJydz7/enn34KLS0tzJgxg/sIUKJ0qi9PHyMi/PjjjxWmIxKJ4OLigu+//x6Ghoa8d1WJRCKBh4cHFixYAOBFFwJQ8++OXC5H165dMX36dBQVFeHixYu8/JR/3t3d3WFoaIhLly6pTL9Vq1Y15pgTExPRo0cPfPLJJ0hISGBT9N4D3oua/tixY7Fu3Tp07doVs2fPhpmZGbZs2YIrV64AeNHn+TLe3t5Yvnw5ZDIZ3N3dAQB2dnaws7NDYmIiunfvrrLftSLq1KmDiRMnYs6cOfj888/Rp08f3L59GxEREVU27z969AheXl7o378/HBwcoKenh7S0NBw6dAi9evXi9JycnLB7926sXLkSLVu2hIaGBlq1agU/Pz8sXrwY/fv3x7Bhw5CTk4NFixa91ss1e/ZsHDx4EB06dMC0adPg5OSEvLw8HDp0COPHj4eDgwPGjh2LXbt2oUOHDhg3bhycnZ1RVlaGW7duITExERMmTECbNm1e2Ybq2nvkyBG0b98eo0ePhr29PQoLC5Geno4DBw5g1apVsLa2hp6eHmxsbPDLL7/A29sbCoUCxsbG1fqR9fHxga+vL6ZMmYLHjx/D3d0d58+fR3h4OJo3b45BgwYBeNG/PXDgQCxZsgTa2tro1KkTLly4gEWLFkFfX18Qb8OGDQGgyn796dOnY+/evfD29sb06dMhk8mwatUqrg+2/LOuivDwcG4cxKxZs6BQKLB582bs378f0dHRMDAwULs8KkPdslISHByM8ePHIzg4GM+fP3/lVQu9vb256bbKGr1MJkP79u2RmJgIZ2dnmJqa8uwUi8UIDg7G5MmTUVhYiJUrV+Lhw4e8ePft24eYmBj06NED9evXBxFh9+7dyMvL4z4uZs2ahTt37sDb2xvW1tbIy8vD0qVLoa2tDQ8PDwCokXfniy++4H6/LCwskJmZiaioKBgYGHAVlmbNmgEA1qxZAz09PUilUtjZ2cHIyAjLly9HSEgIcnNzERQUBFNTU2RnZ+PcuXPIzs7GypUrX6nsX+bXX39Fjx49YG5ujmnTpglaThwdHVW+C4xapvbGEFaPCxcuUKdOnUgqlZJCoaChQ4fS+vXrCQCdO3eOp6ucIuTj48OTf/HFF9WaIvQyZWVlFBUVRXXr1iWxWEzOzs60d+9e8vDwqHT0fmFhIX355Zfk7OxM+vr6JJPJyN7ensLDwyk/P58Ll5ubS0FBQWRoaEgikYhevjXr1q0je3t7kkgkVL9+fYqKiqK1a9eqHM3t5+cnsL28jUREt2/fpiFDhpC5uTlpa2uTpaUlffbZZ5SVlcXpPH36lGbMmEH29vYkFovJwMCAnJycaNy4cZSZmal22YWEhJBcLldpV9OmTQVyVfnIzs6m0aNHk52dHWlra5NCoaCWLVvS9OnTebMwkpKSqHnz5iSRSHij6JWj918eFU+kevRyQUEBTZkyhWxsbEhbW5ssLCzoq6++oocPH/LCPn/+nCZMmECmpqYklUqpbdu2lJqaSjY2Nq88ZY+I6MSJE9SmTRuSSCRkbm5OkyZNogULFghGjVd0v4mI/v77bwoICCADAwMSi8Xk4uLCm1FC9H+j93fs2KGyTMqPPldVhuqWlZL+/fsTAHJ3d1erLFRx7tw5AsCbhkv0YlYOAN7MDyV79+4lFxcXkkqlZGVlRZMmTaKDBw8KpvwGBwdTgwYNSCaTkYGBAbm5uVFcXBwXz759+6hr165kZWVFYrGYTE1NqVu3bnTixAleeuq+OwBo5MiRAnvXr19PXl5eZGZmRmKxmHs/z58/z9NbsmQJ2dnZkaampmDW0PHjx8nPz48UCgVpa2uTlZUV+fn58e53RaP3Vb2XISEhvGdY+TxUdJSfVcB4NxARlVvh5T1i2LBhiI+PR05ODutHYnzQdO7cGenp6dxIcwaDwXgV3ovmfeBFE6+lpSXq16+Pp0+fYt++ffjpp58wY8YM5vAZHxTjx49H8+bNUbduXeTm5mLz5s04cuQI1q5dW9umMRiM95z3xulra2tj4cKFuHPnDkpKStCoUSMsXrwYY8aMea14S0tLBcvZvoxIJKr2YKOPhbKyMpVLq75MdcZOMF5QWlqKWbNmITMzEyKRCI6Ojti4cSMGDhxY26a9MdizxGC8Hd7r5v2awNPTs9LFXWxsbF5rF6sPmdDQUJXr5L/MR/54MdSEPUsMxtvho3f6V69exZMnTyq8LpFI4OTk9BYten9IT0+vcmGcVq1avSVrGO8z7FliMN4OH73TZzAYDAbjY+G9WJyHwXgfiImJ4W1tqg7K7W2ru5fBmyQ0NJS3xXNFx6vOs2cwGLUHq+kzGDVEs2bNYGxsXC0H/vjxY1y6dOmdWsjkn3/+QXZ2Nnd+5swZjBw5EvPmzYOXlxcnNzExQYMGDWrDRAaD8Yqw4bAMRi1QXFwMkUgEfX39GlsWt6Zo0KABz5krN9hp1KhRpbYWFBRAKpWyzVYYjHcY1rzPqHHKysowZ84c2NvbQyaTwdDQEM7Ozli6dCkA4MSJExCJRLydyZRs2LABIpEIaWlpAF40Nevq6uLKlSvw9fWFXC6HhYUF5s+fDwA4deoUPvnkE8jlcjRu3FgwAjwuLg4ikQjJycn44osvYGRkBH19fQwePBj5+fnIzMzEZ599BkNDQ1hYWGDixImCrY+LioowZ84cODg4QCKRwMTEBGFhYbzasK2tLS5evIjjx49zzd/K5X+VTfgbN27EhAkTYGVlBYlEghs3blTYvP/7778jICAARkZGkEqlaNCgAcaOHfs6t6VGUZZrYmIihgwZAhMTE+jo6HDL66pa+jgiIkLwQUBEiImJgaurK2QyGerUqYOgoCD8+++/byknDMbHBavpM2qc6OhoREREYMaMGejQoQOKi4tx5coV5OXlAXixOUrz5s2xYsUKBAcH88L+8MMPaN26NW9DpOLiYvTq1QtffvklJk2ahC1btuCbb77B48ePsWvXLkyZMgXW1tZYvnw5QkND0axZM7Rs2ZIX7+eff45evXph69atOHv2LKZNm4aSkhJcvXoVvXr1wrBhw5CUlIQFCxbA0tIS48ePB/DiAyYwMBAnTpzA5MmT0b59e2RkZCA8PByenp44ffo0ZDIZfv75ZwQFBcHAwAAxMTEAINgf4ZtvvkG7du2watUqaGhowNTUVOXueYcPH0ZAQACaNGmCxYsXo169ekhPT0diYmKVZa/uZj+ampo1UiMfMmQI/Pz8sHHjRuTn50NbW7ta4YcPH464uDiMHj0aCxYsQG5uLmbPno327dvj3LlzNbobHIPBwPuz9j7j/cHf359cXV0r1VGu+X327FlO9scffxAAWr9+PScLCQkhALRr1y5OVlxcTCYmJgSAzpw5w8lzcnJIU1OTt/a6Mp2vv/6al36PHj0IAC1evJgnd3V1pRYtWnDn8fHxgvSJiNLS0ggAxcTEcLKmTZsK9jgg+r817jt06FDhtZfXKW/QoAE1aNCACgoKBPpVgUrWQn/5KL8Of2WoWqNfWa6DBw8W6Jdfo12Jcq12JampqQSAvvvuO57e7du3SSaT0eTJk9W2kcFgqAer6TNqHDc3N+zfvx8jRoxAYGAg2rVrJxikFhwcjClTpmDFihXcFqfLly+HiYkJ+vbty9MViUTo1q0bd66lpYWGDRtCS0sLzZs35+QKhQKmpqYqtzv29/fnnTdp0gQJCQnw8/MTyF+uUe/btw+GhoYICAjg1aJdXV1hbm6OY8eO4auvvlKrXHr37l2lzrVr1/DPP/9g3rx5kEqlasX7Mspukaqws7OrdtyqUCdPFbFv3z6IRCIMHDiQV7bm5uZwcXF5p2Y0MBgfCszpM2qcb775BnK5HJs2bcKqVaugqamJDh06YMGCBdwCKxKJBMOHD8d3332HhQsXori4GNu3b8f48eMFzeI6OjoCBygWi6FQKARpi8VibuDZy5TXVe7XoEr+cvisrCzk5eVVuL9DVQvKvIyFhUWVOspxAtbW1mrH+zKurq5q6dXU0tLq5KkisrKyQEQVNuHXr1//leNmMBiqYU6fUeNoaWlh/PjxGD9+PPLy8pCUlIRp06bB19cXt2/fho6ODgDgq6++wvz587Fu3ToUFhaipKQEX375ZS1bz8fY2BhGRkY4dOiQyut6enpqx6VOH7qJiQkA4M6dO2rH+zLq9qnHxsbWyDx7VXmSSqV4/vy5QF7+A8nY2BgikQgnTpwQfOgBwjERDAbj9WFOn/FGMTQ0RFBQEP777z+MHTsW6enpcHR0BPCiltinTx/ExMSgqKgIAQEBqFevXi1bzMff3x9bt25FaWkp2rRpU6muRCJBQUHBa6XXuHFjNGjQAOvWrVPZ6lEVb7t5XxW2tra4f/8+srKyuFp8UVERDh8+zNPz9/fH/Pnz8d9//+Gzzz57Y/YwGIz/gzl9Ro0TEBCAZs2aoVWrVjAxMUFGRgaWLFkCGxsbNGrUiKc7ZswYzpnGxsbWhrmV0q9fP2zevBndunXDmDFj4ObmBm1tbdy5cwcpKSkIDAxEz549AQBOTk7YunUrtm3bhvr160Mqlb7Svg0rVqxAQEAA2rZti3HjxqFevXq4desWDh8+jM2bN1ca9l1Yn75v376YNWsW+vXrh0mTJqGwsBDLli1DaWkpT8/d3R3Dhg1DWFgYTp8+jQ4dOkAul+PevXv49ddf4eTkpPZ4CQaDoR7M6TNqHC8vL+zatQs//fQTHj9+DHNzc/j4+GDmzJmC5mc3NzfY2tpCJpPB29u7liyuGE1NTezZswdLly7Fxo0bERUVBS0tLVhbW8PDw4Pn1CMjI3Hv3j188cUXePLkySvv0Ojr64v//e9/mD17NkaPHo3CwkJYW1uje/fuNZizN4ednR1++eUXTJs2DUFBQbCwsMD48eORnZ2NyMhInu7q1avRtm1brF69GjExMSgrK4OlpSXc3d3h5uZWSzlgMD5c2DK8jFrl/PnzcHFxwYoVKzBixIjaNofBYDA+aJjTZ9QK//zzDzIyMjBt2jTcunULN27c4Ab4MRgMBuPNwJbhZdQK3377LXx8fPD06VPs2LGDOXwGg8F4C7CaPoPBYDAYHwmsps9gMBgMxkcCc/oMBoPBYHwkMKf/kZOeng6RSIS4uLjaNqVStm3bhqZNm0Imk0EkEuGvv/6qbZMYr4FIJEJERERtm8FgfHQwp89458nOzsagQYPQoEEDHDp0CKmpqWjcuHFtm8VgMBjvHWxxHsY7z7Vr11BcXIyBAwfCw8Ojts356CguLoZIJIKWFvu5YDDed1hNn6GSX3/9Fd7e3tDT04OOjg7at2+P/fv383SePXuGiRMnws7ODlKpFAqFAq1atUJ8fDyn8++//6Jfv36wtLSERCKBmZkZvL291W6eDw0NxSeffALgxfKuIpEInp6eAABPT0/u/+XD2NracufKLoxFixZh8eLFsLOzg66uLtq1a4dTp05Vq1xel7KyMsyZMwf29vaQyWQwNDSEs7Mzli5dytPbv38/XF1dIZFIYGdnh0WLFiEiIoK3wU1lXTPlm89v3LiBsLAwNGrUCDo6OrCyskJAQAD+/vtvXrhjx45BJBJh48aNmDBhAqysrCCRSHDjxg0AQFJSEry9vaGvrw8dHR24u7vj6NGjNVI2Fy5cQGBgIOrUqQOpVApXV1esX7+ep6NO+WVnZ2PYsGGoW7cuJBIJTExM4O7ujqSkpBqxk8F4n2Gf7gwBx48fh4+PD5ydnbF27VpIJBLExMQgICAA8fHx3H7348ePx8aNGzFnzhw0b94c+fn5uHDhAnJycri4unXrhtLSUkRHR6NevXp48OABTp48iby8PLVsmTlzJtzc3DBy5EjMmzcPXl5e0NfXf6V8rVixAg4ODliyZAkXd7du3XDz5k0YGBhUGvbl/d4rQ1NTs9Ld9KKjoxEREYEZM2agQ4cOKC4uxpUrV3jlcfToUQQGBqJdu3bcZj/R0dHIyspSywZV3L17F0ZGRpg/fz5MTEyQm5uL9evXo02bNjh79izs7e15+t988w3atWuHVatWQUNDA6ampti0aRMGDx6MwMBArF+/Htra2li9ejV8fX1x+PDh11pG+erVq2jfvj1MTU2xbNkyGBkZYdOmTQgNDUVWVhYmT54MQL3yGzRoEM6cOYO5c+eicePGyMvLw5kzZ3jPJYPx0UKMj5qbN28SAIqNjeVkbdu2JVNTU3ry5AknKykpoWbNmpG1tTWVlZUREVGzZs2oR48eFcb94MEDAkBLlix5LRtTUlIIAO3YsYMn9/DwIA8PD4F+SEgI2djYcOfKPDo5OVFJSQkn/+OPPwgAxcfHV5q+Mrw6R0pKSqVx+fv7k6ura6U6bdq0IUtLSyooKOBkjx8/JoVCQS+/sqrunRIAFB4eXmEaJSUlVFRURI0aNaJx48ZxcmVZd+jQgaefn59PCoWCAgICePLS0lJycXEhNze3SvNUlX39+vUjiURCt27d4ul17dqVdHR0KC8vj4jUKz9dXV0aO3ZstexhMD4WWPM+g0d+fj5+//13BAUFQVdXl5Nrampi0KBBuHPnDq5evQrgxWY5Bw8exNSpU3Hs2DHBtrIKhQINGjTAwoULsXjxYpw9exZlZWVvNT8v4+fnB01NTe7c2dkZAJCRkVFpOEtLS6Slpal1tGzZstK43NzccO7cOYwYMQKHDx/G48ePedfz8/ORlpaGXr16QSqVcnI9PT0EBARUN8scJSUlmDdvHhwdHSEWi6GlpQWxWIzr16/j8uXLAv3evXvzzk+ePInc3FyEhISgpKSEO8rKytClSxekpaUhPz//le1LTk6Gt7c36taty5OHhobi2bNnSE1NBVB1+Sl14uLiMGfOHJw6dQrFxcWvbBeD8aHBnD6Dx8OHD0FEsLCwEFyztLQEAK6ZdNmyZZgyZQoSEhLg5eUFhUKBHj164Pr16wBe9CsfPXoUvr6+iI6ORosWLWBiYoLRo0fjyZMnby9T/x8jIyPeuXKv+vIfK+URi8VwdXVV63j5Q0kV33zzDRYtWoRTp06ha9euMDIygre3N06fPg3gRfmXlZXB3NxcEFaVTF3Gjx+PmTNnokePHti7dy9+//13pKWlwcXFRWX+y99/ZddCUFAQtLW1eceCBQtARMjNzX1l+3JyctR65qoqP+DF9M6QkBD89NNPaNeuHRQKBQYPHozMzMxXto/B+FBgTp/Bo06dOtDQ0MC9e/cE1+7evQsAMDY2BgDI5XJERkbiypUryMzMxMqVK3Hq1ClejdTGxgZr165FZmYmrl69inHjxiEmJgaTJk16bVulUimeP38ukD948OC1436Z9PR0gaOr6Dh+/HilcWlpaWH8+PE4c+YMcnNzER8fj9u3b8PX1xfPnj1DnTp1IBKJVDqo8jJlS0D5MlDVd63sj583bx58fX3h5uaGVq1aVVhW5cclKO/58uXLK2zlMDMzqzTvlWFkZKTWM1dV+Sl1lyxZgvT0dGRkZCAqKgq7d+9GaGjoK9vHYHwosIF8DB5yuRxt2rTB7t27sWjRIshkMgAvRk1v2rQJ1tbWKufIm5mZITQ0FOfOncOSJUvw7NkzwSY6jRs3xowZM7Br1y6cOXPmtW21tbXFjh078Pz5c67WnpOTg5MnT77yYD9VKJv31aH8gLjKMDQ0RFBQEP777z+MHTsW6enpcHR0hJubG3bv3o2FCxdyjv3JkyfYu3cvL7yZmRmkUinOnz/Pk//yyy+CtEQiEVdGSvbv34///vsPDRs2rNJWd3d3GBoa4tKlSxg1apTaeVQXb29v/Pzzz7h79y5XuweADRs2QEdHB23bthWEqaj8XqZevXoYNWoUjh49it9++63G7WYw3jeY02cIiIqKgo+PD7y8vDBx4kSIxWLExMTgwoULiI+P52qBbdq0gb+/P5ydnVGnTh1cvnwZGzduRLt27aCjo4Pz589j1KhR6NOnDxo1agSxWIzk5GScP38eU6dOfW07Bw0ahNWrV2PgwIH44osvkJOTg+jo6Bp1+MCL5v1WrVrVSFwBAQFo1qwZWrVqBRMTE2RkZGDJkiWwsbFBo0aNALzYgbBLly7w8fHBhAkTUFpaigULFkAul/Oa0EUiEQYOHIh169ahQYMGcHFxwR9//IEtW7YI0vX390dcXBwcHBzg7OyMP//8EwsXLoS1tbVaduvq6mL58uUICQlBbm4ugoKCYGpqiuzsbJw7dw7Z2dlYuXLlK5dLeHg49u3bBy8vL8yaNQsKhQKbN2/G/v37ER0dzc2uqKr8Hj16BC8vL/Tv3x8ODg7Q09NDWloaDh06hF69er2yfQzGB0NtjyRk1C4VjQA/ceIEdezYkeRyOclkMmrbti3t3buXpzN16lRq1aoV1alThyQSCdWvX5/GjRtHDx48ICKirKwsCg0NJQcHB5LL5aSrq0vOzs70/fff80bRV0VFo/eJiNavX09NmjQhqVRKjo6OtG3btgpH7y9cuFAQHlWMcq9pvvvuO2rfvj0ZGxuTWCymevXq0dChQyk9PZ2nt2fPHnJ2duZ05s+fT+Hh4VT+lX306BF9/vnnZGZmRnK5nAICAig9PV2Qr4cPH9LQoUPJ1NSUdHR06JNPPqETJ04IZkBUVtZERMePHyc/Pz9SKBSkra1NVlZW5OfnV6F+Ragq97///psCAgLIwMCAxGIxubi4CJ7LqsqvsLCQvvzyS3J2diZ9fX2SyWRkb29P4eHhlJ+fXy0bGYwPEba1LoPxnhAREYHIyEiwV5bBYLwqbCAfg8FgMBgfCaxPn1FrlJWVVTlvn633/n5R1cqFGhoa0NBgdQ0Go7Zgbx+j1pg9e3aVU+DS09Nr28x3hoiIiHe6aV+dqY2zZ8+ubTMZjI8a1qfPqDXu3r3LzcOuCGdnZ4jF4rdkEeN1KCoqEkwfLI+lpSVvSh6DwXi7MKfPYDAYDMZHAmveZ7zX3L17FxEREWpv1auKuLg4iESit96VMGPGDPj7+8PKygoikeiNrhinbloXL17EiBEj0K5dO8jlcohEIhw7duyN2cVgMN4uzOkz3mvu3r2LyMjI13L6tcX333+PnJwcdO/e/Y13Yaib1unTp5GQkACFQvFaW+UyGIx3EzY0msGoJZ48ecKNZN+4ceM7kdagQYMQEhICANi5c6dg6V8Gg/F+w2r6jPeWY8eOoXXr1gCAsLAwiEQiiEQiREREcDp79uzhlgXW09ODj48Pt01rbVOdqWtJSUnw9vaGvr4+dHR04O7ujqNHj9Z4Wmw6HYPxYcPecMZ7S4sWLRAbGwvgRZ91amoqUlNT8fnnnwMAtmzZgsDAQOjr6yM+Ph5r167Fw4cP4enpiV9//bXa6RERby/5yo6aZNOmTejcuTP09fWxfv16bN++HQqFAr6+vtVy/AwGg8Ga9xnvLfr6+mjWrBkAoEGDBryd2MrKyjBp0iQ4OTnh4MGDXA22W7duaNCgAaZMmVLtXdeOHz8OLy8vtXRv3rwJW1vbasWvimfPnmHMmDHw9/fHzz//zMm7deuGFi1aYNq0afj9999fOx0Gg/FxwJw+44Pk6tWruHv3LsaOHctrstbV1UXv3r2xevVqldv/VkbLli3V3mK3puainzx5Erm5uQgJCRG0IHTp0gXR0dHIz8+HXC4XXNfU1OR2RGQwGAyAOX3GB0pOTg4AwMLCQnDN0tISZWVlePjwYbWcvq6uLlxdXdXSranlg7OysgAAQUFBFerk5uYiOzsbdnZ2PHlKSgo8PT1rxA4Gg/FhwJw+44PEyMgIAHDv3j3Btbt370JDQwN16tSpVpy10bxvbGwMAFi+fDmv++JlzMzMAEDQCmFvb//a6TMYjA8L5vQZ7zUSiQQAUFBQwJPb29vDysoKW7ZswcSJE7lm7vz8fOzatYsb0V8daqN5393dHYaGhrh06RJGjRpVqW6rVq1qJE0Gg/Hhwpw+472mQYMGkMlk2Lx5M5o0aQJdXV1ufffo6GgMGDAA/v7+GD58OJ4/f46FCxciLy8P8+fPr3Zaenp6NepYjx8/juzsbABAaWkpMjIysHPnTgCAh4cHTExMoKuri+XLlyMkJAS5ubkICgqCqakpsrOzce7cOWRnZ2PlypU1khbwYuDggQMHAACnTp3iwj548AByuRxdu3atsfwzGIxagBiM95z4+HhycHAgbW1tAkDh4eHctYSEBGrTpg1JpVKSy+Xk7e1Nv/32Gy98bGwsAaCbN2++Vbs9PDwIgMojJSWFp3v8+HHy8/MjhUJB2traZGVlRX5+frRjx44aTevmzZsV6tnY2NRc5hkMRq3ANtxhMBgMBuMjgS3Ow2AwGAzGRwJz+gwGg8FgfCQwp89gMBgMxkcCc/oMBoPBYHwkMKfPYDAYDMZHAnP6DIYK4uLiIBKJkJ6ezsm2bNmCJUuW1JpNr8udO3cwduxYeHh4wNDQECKRCHFxcRXqJyUlcYsYGRsbIzQ0FPfv3xfoFRcXIzIyEra2tpBIJHBwcMDy5ctVxvnvv/+iV69eMDQ0hK6uLnx8fHDmzJmayiKDwagC5vQZDBX4+fkhNTWVt3b/++70b9y4gc2bN0MsFqNbt26V6h4/fhxdu3aFmZkZfvnlFyxduhRJSUnw9vbG8+fPebojRoxAVFQURo4cicOHD6Nnz54YM2YM5s2bx9PLzs7Gp59+imvXrmHdunXYvn07CgsL4enpiatXr9Z4fhkMhgpqe6EABuN9wc/P740sUPPs2bMaj1MVpaWl3P/T0tIIAMXGxqrUbd26NTk6OlJxcTEn++233wgAxcTEcLILFy6QSCSiefPm8cJ/8cUXJJPJKCcnh5NNmjSJtLW1KT09nZM9evSIjI2N6bPPPnvd7DEYDDVgNX3GG+fYsWMQiUTYsmULpkyZAgsLC+jq6iIgIABZWVl48uQJhg0bBmNjYxgbGyMsLAxPnz7lxbFixQp06NABpqamkMvlcHJyQnR0NIqLizmd69evQ19fH3369OGFTU5OhqamJmbOnKm2zeWb9z09PbF//35kZGRAJBJxh5KioiLMmTMHDg4OkEgkMDExQVhYGLf0rRJbW1v4+/tj9+7daN68OaRSKSIjI9W263V4eYvhyvjvv/+QlpaGQYMG8XYLbN++PRo3boyff/6ZkyUkJICIEBYWxosjLCwMBQUFOHToECf7+eef0bFjR9jY2HAyfX199OrVC3v37hVsDcxgMGoetvY+460xbdo0eHl5IS4uDunp6Zg4cSKCg4OhpaUFFxcXxMfH4+zZs5g2bRr09PSwbNkyLuw///yD/v37w87ODmKxGOfOncPcuXNx5coVrFu3DgDQqFEj/Pjjj+jXrx+WLVuG0aNHIzMzE/3798enn36KiIiIV7Y9JiYGw4YNwz///MNzegBQVlaGwMBAnDhxApMnT0b79u2RkZGB8PBweHp64vTp05DJZJz+mTNncPnyZcyYMQN2dnaQy+UVpltWVoaysrIq7ROJRNDU1Hzl/L3MhQsXAADOzs6Ca87Ozvjtt994uiYmJjA3NxfovRxXQUEB/vnnH/Ts2VNlnAUFBfj333/RuHHjGskDg8FQDXP6jLeGs7MzYmNjufMrV65gyZIlGD16NBYuXAgA8PHxQWpqKjZv3sxz+osXL+b+X1ZWhk8//RRGRkYICwvDd999x22T27dvXxw/fhyTJk2Cm5sbpk+fDiJCfHz8azlFR0dHGBoaQiKRCLa43b59Ow4dOoRdu3ahV69enNzFxQWtW7dGXFwcvvrqK05+//59XLp0SS0HN3v2bLVaAmxsbHiDDl+HnJwcAIBCoRBcUygU3HWlrio9uVwOsVjM6T58+BBEVGGcL6fLYDDeHMzpM94a/v7+vPMmTZoAeDForrw8ISEBT58+ha6uLgDg7NmzCA8Px2+//Ybc3Fye/rVr19CmTRvu/Pvvv8epU6fg5eWFoqIiHDp0iDcgr6bZt28fDA0NERAQwGuidnV1hbm5OY4dO8Zz+s7OzmrXaIcNGyYoN1UotxiuSV7uvqhMXpHe6+oyGIyahzl9xlujfC1PLBZXKi8sLISuri5u3bqFTz/9FPb29li6dClsbW0hlUrxxx9/YOTIkSgoKOCFl0gk6N+/PyZNmoQWLVrAx8fnDeYKyMrKQl5eHmd3eR48eMA7r84HiLm5OUxNTavUq0mHaWRkBEB1zTs3N5d3v4yMjPDXX38J9PLz81FUVMTp1qlTByKRqMI4AdUtCwwGo2ZhTp/xzpOQkID8/Hzs3r2bNwhMlbMBXvQjz5o1C61bt0ZaWhoWL16M8ePHvzH7jI2NYWRkxBu09jJ6enq88+o46Npo3m/WrBkA4O+//xZM7fv777+56wDg5OSErVu3IjMzk9ev//fff/PikslkaNiwIScvH6dMJkP9+vVrxH4Gg1ExzOkz3nmUTvLlJmwiwo8//ijQzc/PR58+fWBra4uUlBRMnToVU6dOhbu7O68L4FWQSCSCVgXgRbfF1q1bUVpa+tpplKc2mvetrKzg5uaGTZs2YeLEidxYiFOnTuHq1asYO3YspxsYGIgZM2Zg/fr1mDJlCiePi4uDTCZDly5dOFnPnj2xZMkS3L59G3Xr1gUAPHnyBLt370b37t15MwUYDMabgb1ljHceHx8fiMViBAcHY/LkySgsLMTKlSvx8OFDge6XX36JW7du4Y8//oBcLsd3332H1NRU9OvXD2fPnoWhoeEr2+Hk5ITdu3dj5cqVaNmyJTQ0NNCqVSv069cPmzdvRrdu3TBmzBi4ublBW1sbd+7cQUpKCgIDA1WOWlcHS0tLWFpavrLN5dm5cyeAFyvjAcDp06e5cRNBQUGc3oIFC+Dj44M+ffpgxIgRuH//PqZOnYpmzZrxpuc1bdoUQ4cORXh4ODQ1NdG6dWskJiZizZo1mDNnDq/JfuLEidi4cSP8/Pwwe/ZsSCQSzJ8/H4WFha81s4LBYFSD2l0mgPExkJKSQgBox44dPHlsbCwBoLS0NJ48PDycAFB2djYn27t3L7m4uJBUKiUrKyuaNGkSHTx4kABQSkoKERH9+OOPKhecuXHjBunr61OPHj3Utllp282bNzlZbm4uBQUFkaGhIYlEInr59SkuLqZFixZxNurq6pKDgwMNHz6crl+/zunZ2NiQn5+f2nbUNAAqPMqTmJhIbdu2JalUSgqFggYPHkxZWVkCvaKiIgoPD6d69eqRWCymxo0b07Jly1Smf+PGDerRowfp6+uTjo4OeXt7059//lnj+WQwGKoRERHVxscGg8FgMBiMtwtbkY/BYDAYjI8E1qfP+KhQZ4U7NqCMwWB8qLCaPuOjYvbs2dDW1q70qKmpbwwGg/Guwfr0GR8Vd+/exd27dyvVcXZ2rnChHQaDwXifYU6fwWAwGIyPBNa8z/igiIiIeCtruItEomrPLbe1tUVoaOgbsae28fT05G05XNHB5uMzGLULG7HE+KD4/PPPeavAMd4OMTExePz4MXe+f/9+zJkzB7GxsXBwcODk1tbWtWEeg8H4/zCnz3inefbsGXR0dNTWt7a2Zo6lFnB0dOSdX7lyBcCLtfdbtWpVYbjq3l8Gg/F6sOZ9RqUcO3YMIpEIW7ZswZQpU2BhYQFdXV0EBAQgKysLT548wbBhw2BsbAxjY2OEhYXh6dOnvDhWrFiBDh06wNTUFHK5HE5OToiOjkZxcTFPz9PTE82aNcP//vc/tG/fHjo6OhgyZAgA4M6dOwgKCoKenh4MDQ0xYMAApKWlQSQSIS4ujotDVfO+ra0t/P39cejQIbRo0QIymQwODg5Yt24dTy87OxsjRoyAo6MjdHV1YWpqio4dO+LEiRM1WKJ8bt26hYEDB8LU1BQSiQRNmjTBd999J5hWuHLlSri4uEBXVxd6enpwcHDAtGnTuOvPnj3DxIkTYWdnB6lUCoVCgVatWiE+Pv6N2V5dlPfmzJkzCAoKQp06ddCgQQMAL+69p6enIExoaChsbW15sqKiIsyZMwcODg6QSCQwMTFBWFgYsrOz30IuGIz3G1bTZ6jFtGnT4OXlhbi4OKSnp2PixIkIDg6GlpYWXFxcEB8fj7Nnz2LatGnQ09PDsmXLuLD//PMP+vfvDzs7O4jFYpw7dw5z587FlStXBI733r17GDhwICZPnox58+ZBQ0MD+fn58PLyQm5uLhYsWICGDRvi0KFD6Nu3r9r2nzt3DhMmTMDUqVNhZmaGn376CUOHDkXDhg3RoUMHAP+3xWt4eDjMzc3x9OlT/Pzzz/D09MTRo0dVOqXXITs7G+3bt0dRURG+/fZb2NraYt++fZg4cSL++ecfxMTEAAC2bt2KESNG4Ouvv8aiRYugoaGBGzdu4NKlS1xc48ePx8aNGzFnzhw0b94c+fn5uHDhgsqtbMtTUlKilr2ampo1Ml6iV69e6NevH7788kvk5+dXK2xZWRkCAwNx4sQJTJ48Ge3bt0dGRgbCw8Ph6emJ06dPQyaTvbaNDMYHS22uAcx491Gumx8QEMCTjx07lgDQ6NGjefIePXqQQqGoML7S0lIqLi6mDRs2kKamJuXm5nLXPDw8CAAdPXqUF2bFihUEgA4ePMiTDx8+XLDWvnLd/pexsbEhqVRKGRkZnKygoIAUCgUNHz68QltLSkqouLiYvL29qWfPnrxrACg8PLzCsKqwsbGhkJAQ7nzq1KkEgH7//Xee3ldffUUikYiuXr1KRESjRo0iQ0PDSuNu1qxZtfYWUHLz5s1K1+N/+VDucaAOqvZVUN6bWbNmCfQ9PDzIw8NDIA8JCSEbGxvuPD4+ngDQrl27eHppaWkEgGJiYtS2kcH4GGHN+wy1KL+9a5MmTQAAfn5+Anlubi6vif/s2bPo3r07jIyMoKmpCW1tbQwePBilpaW4du0aL3ydOnXQsWNHnuz48ePQ09MTDNALDg5W235XV1fUq1ePO5dKpWjcuDEyMjJ4eqtWrUKLFi0glUqhpaUFbW1tHD16FJcvX1Y7LXVJTk6Go6Mj3NzcePLQ0FAQEZKTkwEAbm5uyMvLQ3BwMH755Rc8ePBAEJebmxsOHjyIqVOn4tixYyq3AFaFpaUl0tLS1Dpatmz5+pkG0Lt371cOu2/fPhgaGiIgIAAlJSXc4erqCnNzcxw7dqxGbGQwPlRY8z5DLV7eIhUAt3hNRfLCwkLo6uri1q1b+PTTT2Fvb4+lS5fC1tYWUqkUf/zxB0aOHClwThYWFoK0c3JyYGZmJpCrklWEkZGRQCaRSHjpL168GBMmTMCXX36Jb7/9FsbGxtDU1MTMmTPfiNPPyckR9FcD4LbSVTbNDxo0CCUlJfjxxx/Ru3dvlJWVoXXr1pgzZw58fHwAAMuWLYO1tTW2bduGBQsWQCqVwtfXFwsXLkSjRo0qtEEsFsPV1VUtezU1NauXwQpQdY/VJSsrC3l5eRUunqTqg4jBYPwfzOkz3igJCQnIz8/H7t27YWNjw8n/+usvlfqq+oyNjIzwxx9/COSZmZk1ZicAbNq0CZ6enli5ciVP/uTJkxpNR4mRkRHu3bsnkCtXDDQ2NuZkYWFhCAsLQ35+Pv73v/8hPDwc/v7+uHbtGmxsbCCXyxEZGYnIyEhkZWVxtf6AgABuJL0q0tPTYWdnp5a9KSkpNTKuQdU9lkqlePTokUBe3okbGxvDyMgIhw4dUhm3np7ea9vHYHzIMKfPeKMof+AlEgknIyL8+OOPasfh4eGB7du34+DBg+jatSsn37p1a80Zihe2vmwnAJw/fx6pqamoW7dujaYFAN7e3oiKisKZM2fQokULTr5hwwaIRCJ4eXkJwsjlcnTt2hVFRUXo0aMHLl68yPuYAl60gISGhuLcuXNYsmRJpdPilM376mBvb1+N3FUPW1tb7NixA8+fP+fuQU5ODk6ePAl9fX1Oz9/fH1u3bkVpaSnatGnzxuxhMD5UmNNnvFF8fHwgFosRHByMyZMno7CwECtXrsTDhw/VjiMkJATff/89Bg4ciDlz5qBhw4Y4ePAgDh8+DADQ0KiZoSn+/v749ttvER4eDg8PD1y9ehWzZ8+GnZ2d2iPcq8O4ceOwYcMG+Pn5Yfbs2bCxscH+/fsRExODr776Co0bNwYAfPHFF5DJZHB3d4eFhQUyMzMRFRUFAwMDtG7dGgDQpk0b+Pv7w9nZGXXq1MHly5exceNGtGvXrtJ58GKxuNJ59G+LQYMGYfXq1Rg4cCC++OIL5OTkIDo6mufwAaBfv37YvHkzunXrhjFjxsDNzQ3a2tq4c+cOUlJSEBgYiJ49e9ZSLhiMdx/m9BlvFAcHB+zatQszZsxAr169YGRkhP79+2P8+PG8WntlyOVyJCcnY+zYsZg8eTJEIhE6d+6MmJgYdOvWDYaGhjVi6/Tp0/Hs2TOsXbsW0dHRcHR0xKpVq/Dzzz+/kQFiJiYmOHnyJL755ht88803ePz4MerXr4/o6GiMHz+e0/v0008RFxeH7du34+HDhzA2NsYnn3yCDRs2wMTEBADQsWNH7NmzB99//z2ePXsGKysrDB48GNOnT69xu98E7u7uWL9+PebPn4/AwEDUr18f4eHhOHDgAK/sNTU1sWfPHixduhQbN25EVFQUtLS0YG1tDQ8PDzg5OdVeJhiM9wC24Q7jvWXevHmYMWMGbt26xVbhYzAYDDVgNX3Ge8EPP/wA4EXLQXFxMZKTk7Fs2TIMHDiQOXwGg8FQE+b0Ge8FOjo6+P7775Geno7nz5+jXr16mDJlCmbMmFHbplXZ36+hoVFj4w4YDAbjdWDN+wzGa1LV0rQhISG8/QEYDAajtmA1fQbjNalqytvL8+0ZDAajNmE1fQaDwWAwPhJYRyODwWAwGB8JzOkz3iuUe7LXFnFxcRCJREhPT681G5QcO3YMIpGoVjaZWb58ObefvZ2dHSIjI1FcXKxW2OLiYkRGRsLW1hYSiQQODg5Yvnz5G7aYwWAAzOkz3jM+//xzpKam1rYZHzVz587FmDFj0KtXLxw+fBgjRozAvHnzMHLkSLXCjxgxAlFRURg5ciQOHz6Mnj17YsyYMZg3b94btpzBYLCBfIz3CmtrazYvvxbJycnBnDlz8MUXX3BO2tPTE8XFxZgxYwbGjh0LR0fHCsNfvHgRa9euxdy5czFp0iQuvDLeL7/8UrBzI4PBqDlYTZ/xxlA2P8fHx2P69OmwtLSEvr4+OnXqhKtXrwr0161bBxcXF0ilUigUCvTs2VOwpa2q5v3k5GR4enrCyMgIMpkM9erVQ+/evfHs2TNOp6ioCHPmzOGapE1MTBAWFobs7OwayWtSUhK8vb2hr68PHR0duLu74+jRo9z1hIQEiEQinkzJypUrIRKJcP78eU52+vRpdO/eHQqFAlKpFM2bN8f27dtrxNbX4dChQygsLERYWBhPHhYWBiJCQkJCpeETEhJARCrDFxQUVLh7HoPBqBmY02e8caZNm4aMjAz89NNPWLNmDa5fv46AgACUlpZyOlFRURg6dCiaNm2K3bt3Y+nSpTh//jzatWuH69evVxh3eno6/Pz8IBaLsW7dOhw6dAjz58+HXC5HUVERAKCsrAyBgYGYP38++vfvj/3792P+/Pk4cuQIPD09UVBQ8Fr527RpEzp37gx9fX2sX78e27dvh0KhgK+vL+fk/f39YWpqitjYWEH4uLg4tGjRAs7OzgBebGHr7u6OvLw8rFq1Cr/88gtcXV3Rt2/fV57vX1JSotZR1WSeCxcuAIBgjXsLCwsYGxtz1ysLb2JiAnNzc55cmfeqwjMYjNeEGIw3REpKCgGgbt268eTbt28nAJSamkpERA8fPiSZTCbQu3XrFkkkEurfvz8nCw8Pp5cf2507dxIA+uuvvyq0Iz4+ngDQrl27ePK0tDQCQDExMWrnKTY2lgDQzZs3iYgoPz+fFAoFBQQE8PRKS0vJxcWF3NzcONn48eNJJpNRXl4eJ7t06RIBoOXLl3MyBwcHat68ORUXF/Pi9Pf3JwsLCyotLSWi/yvflJSUSm2+efMmAVDrqCquL774giQSicprjRs3ps6dO1ca3sfHh+zt7VVeE4vFNGzYsErDMxiM14PV9BlvnO7du/POlbW6jIwMAEBqaioKCgoQGhrK06tbty46duyosklciaurK8RiMYYNG4b169fj33//Fejs27cPhoaGCAgI4NVqXV1dYW5u/lqj30+ePInc3FyEhITw4i4rK0OXLl2QlpaG/Px8AMCQIUNQUFCAbdu2ceFjY2MhkUjQv39/AMCNGzdw5coVDBgwAAC/ht6tWzfcu3dPZddIZVhaWiItLU2to2XLllXGV9nsCXVmVrxueAaD8eqwgXyMN46RkRHvXCKRAADXrJ6TkwPgRRNxeSwtLXHkyJEK427QoAGSkpIQHR2NkSNHIj8/H/Xr18fo0aMxZswYAEBWVhby8vIgFotVxvHgwYPqZ+r/k5WVBQAICgqqUCc3NxdyuRxNmzZF69atERsbi2HDhqG0tBSbNm1CYGAgN3hNGd/EiRMxceLEGrFXLBbD1dVVLV1NTc1KrxsZGaGwsBDPnj2Djo4O71pubm6VHw1GRkb466+/BPL8/HwUFRWxQXwMxhuGOX1GraP8KLh3757g2t27d6tcxvbTTz/Fp59+itLSUpw+fRrLly/H2LFjYWZmhn79+sHY2BhGRkYVDhLT09N7ZduVti1fvhxt27ZVqWNmZsb9PywsDCNGjMDly5fx77//4t69e7xBbcr4vvnmG/Tq1UtlfPb29tWyMT09HXZ2dmrppqSkwNPTs8Lryr78v//+G23atOHkmZmZePDgAZo1a1Zp/E5OTti6dSsyMzN5/fp///03AFQZnsFgvB7M6TNqnXbt2kEmk2HTpk3o06cPJ79z5w6Sk5MrrUW/jKamJtq0aQMHBwds3rwZZ86cQb9+/eDv74+tW7eitLSU56hqAnd3dxgaGuLSpUsYNWpUlfrBwcEYP3484uLi8O+//8LKygqdO3fmrtvb26NRo0Y4d+5cjc1bVzbvq0NVHxRdunSBVCpFXFwcryyVixb16NGj0vCBgYGYMWMG1q9fjylTpvDCy2QydOnSRS07GQzGq8GcPqPWMTQ0xMyZMzFt2jQMHjwYwcHByMnJQWRkJKRSKcLDwysMu2rVKiQnJ8PPzw/16tVDYWEh1q1bBwDo1KkTAKBfv37YvHkzunXrhjFjxsDNzQ3a2tq4c+cOUlJSEBgYiJ49e76S7bq6uli+fDlCQkKQm5uLoKAgmJqaIjs7G+fOnUN2djZWrlzJy2vPnj0RFxeHvLw8TJw4UbDt7urVq9G1a1f4+voiNDQUVlZWyM3NxeXLl3HmzBns2LGjWjaKxWK0atXqlfJXHoVCgRkzZmDmzJlQKBTo3Lkz0tLSEBERgc8//5w3R3/Dhg0YMmQI1q1bh8GDBwMAmjZtiqFDhyI8PByamppo3bo1EhMTsWbNGsyZM4c17zMYb5raHknI+HBRji7fsWMHT64cTR4bG8uT//TTT+Ts7ExisZgMDAwoMDCQLl68yNMpP3o/NTWVevbsSTY2NiSRSMjIyIg8PDxoz549vHDFxcW0aNEicnFxIalUSrq6uuTg4EDDhw+n69evq52n8qP3lRw/fpz8/PxIoVCQtrY2WVlZkZ+fnyDvRESJiYncaPlr166pTOfcuXP02WefkampKWlra5O5uTl17NiRVq1axemoO3r/TbB06VJq3LgxicViqlevHoWHh1NRURFPR1lW5e9zUVERhYeHU7169UgsFlPjxo1p2bJlb9F6BuPjhe2yx2AwGAzGRwKbssdgMBgMxkcC69NnMPBi1b6ysrJKdbS02OvCYDDeb1hNn8EAMHv2bGhra1d6vAvb6TIYDMbrwPr0GQy8WA/g7t27leo4OztXuMAPg8FgvA8wp89gMBgMxkcCa95nfDSo2pbX09Oz0hXo3hdEIhFEIhHmz58vuKZcOOf06dO1YBmDwXiXYE6f8dHw+eefIzU1tbbNeKPMnz8fubm5tW0Gg8F4R2FOn/HRYG1tXeH6+B8CnTp1Qn5+PubOnVvbpjAYjHcU5vQZtcLjx48xceJE2NnZQSwWw8rKCmPHjuW2oVUiEokwatQorF69Go0bN4ZEIoGjoyO2bt3K03v27BkXn1QqhUKhQKtWrRAfH8/pqGreV0Vubi5GjBgBKysriMVi1K9fH9OnT8fz589V2rZx40Y0adIEOjo6cHFxwb59+16jZF4de3t7DB06FCtWrOC2La6MPXv2oF27dtDR0YGenh58fHwELSHKMrt48SKCg4NhYGAAMzMzDBkyBI8ePeLpEhFiYmLg6uoKmUyGOnXqICgoSOV2xwwGo3ZgTp/x1nn27Bk8PDywfv16jB49GgcPHsSUKVMQFxeH7t27o/zY0j179mDZsmWYPXs2du7cCRsbGwQHB2Pnzp2czvjx47Fy5UqMHj0ahw4dwsaNG9GnTx9u2151KSwshJeXFzZs2IDx48dj//79GDhwIKKjo1Xuerd//3788MMPmD17Nnbt2gWFQoGePXuq5ehKSkrUOqoz1jYiIgKampqYOXNmpXpbtmxBYGAg9PX1ER8fj7Vr1+Lhw4fw9PTEr7/+KtDv3bs3GjdujF27dmHq1KnYsmULxo0bx9MZPnw4xo4di06dOiEhIQExMTG4ePEi2rdvz20ZzGAwaplaWwCY8dESFRVFGhoalJaWxpPv3LmTANCBAwc4GQCSyWSUmZnJyUpKSsjBwYEaNmzIyZo1a0Y9evSoNN3y6/YTEXl4eJCHhwd3vmrVKgJA27dv5+ktWLCAAFBiYiLPNjMzM3r8+DEny8zMJA0NDYqKiqrUFmV4dY7ya9dXFNfIkSOJiGj69OmkoaFB586dI6L/WwNfWd6lpaVkaWlJTk5OVFpaysXx5MkTMjU1pfbt23MyZZlFR0fz0hsxYgRJpVIqKysjohd7IACg7777jqd3+/ZtkslkNHny5CrzwGAw3jysps946+zbtw/NmjWDq6srr0br6+sLkUiEY8eO8fS9vb15e9Jramqib9++uHHjBu7cuQMAcHNzw8GDBzF16lQcO3YMBQUFr2RbcnIy5HK5YDvf0NBQAMDRo0d5ci8vL+jp6XHnZmZmMDU1Vat5PS0tTa0jICCgWnmYPHkyFAoFb+val7l69Sru3r2LQYMG8Xb409XVRe/evXHq1Ck8e/aMF6Z79+68c2dnZxQWFuL+/fsAXtxTkUiEgQMH8u6pubk5XFxcBPeUwWDUDmxdUcZbJysrCzdu3IC2trbK6w8ePOCdm5ubC3SUspycHFhbW2PZsmWwtrbGtm3bsGDBAkilUvj6+mLhwoVo1KiR2rbl5OTA3Nxc0PdvamoKLS0tQXeBkZGRIA6JRKLWR4erq6taNmlqaqqlp0RfXx8zZszA2LFjkZKSIriuzIOFhYXgmqWlJcrKyvDw4UPo6Ohw8vL5lEgkAMDlMysrC0TE+zh7mfr161crDwwG483AnD7jrWNsbAyZTMbte6/q+stkZmYKdJQypTOSy+WIjIxEZGQksrKyuFp/QEAArly5orZtRkZG+P3330FEPMd///59lJSUCGx7HSr66ClPbGws19KgLl999RWWLl2KKVOm4KuvvuJdU5bZvXv3BOHu3r0LDQ0N1KlTp1rpGRsbQyQS4cSJE9wHwcuokjEYjLcPc/qMt46/vz/mzZsHIyMj2NnZVal/9OhRZGVlcbXI0tJSbNu2DQ0aNIC1tbVA38zMDKGhoTh37hyWLFmCZ8+e8WqtleHt7Y3t27cjISEBPXv25OQbNmzgrtcUaWlpaumpU0blEYvFmDNnDgYMGCD4ULG3t4eVlRW2bNmCiRMnch83+fn52LVrFzeivzr4+/tj/vz5+O+///DZZ59V214Gg/F2YE6f8dYZO3Ysdu3ahQ4dOmDcuHFwdnZGWVkZbt26hcTEREyYMAFt2rTh9I2NjdGxY0fMnDkTcrkcMTExuHLlCm/aXps2beDv7w9nZ2fUqVMHly9fxsaNG6vtwAYPHowVK1YgJCQE6enpcHJywq+//op58+ahW7du6NSpU42VQ6tWrWosLlUEBwdj0aJFOHjwIE+uoaGB6OhoDBgwAP7+/hg+fDieP3+OhQsXIi8vT+WqflXh7u6OYcOGISwsDKdPn0aHDh0gl8tx7949/Prrr3BycuJaHI4dOwYvLy+Eh4cjIiKiJrLKYDDUhDl9xltHLpfjxIkTmD9/PtasWYObN29CJpOhXr166NSpE2xtbXn63bt3R9OmTTFjxgzcunULDRo0wObNm9G3b19Op2PHjtizZw++//57PHv2DFZWVhg8eDCmT59eLdukUilSUlIwffp0LFy4ENnZ2bCyssLEiRMRHh5eE9l/a4hEIixYsACdO3cWXOvfvz/kcjmioqLQt29faGpqom3btkhJSUH79u1fKb3Vq1ejbdu2WL16NWJiYlBWVgZLS0u4u7vDzc2N03v69CkA1WMKGAzGm4VtuMN4pxGJRBg5ciR++OGH2jaFUUNMnjwZ8fHxuH79OqRSaW2bw2B8VLApewwG462SkpKCmTNnMofPYNQCrHmfwWC8VdQdwMhgMGoe5vQZ7zSs94nBYDBqDta8z2AwGAzGRwJz+gwGg8FgfCQwp89gMNTm2LFjKvdHeFd5V+2Nj49Hhw4dYGZmBolEAktLSwQEBODkyZMq9bdu3QpXV1dIpVJYWlpi7Nix3NRHBqM6MKfPYDA+WFq0aIHU1FS0aNGitk3hkZOTA3d3d8TExCAxMRGLFy9GVlYWOnTogOPHj/N0N2/ejODgYLRu3RoHDx5EeHg44uLiVG71zGBUBZunz6gQIkJhYSFkMlltm/LeUJ0lf99HlKvppaSkwNPTs7bN+aB49OgRTExM0K9fP27Z59LSUtStWxdOTk44fPgwp7tlyxYMGDAABw4cQNeuXWvLZMZ7CKvp1wDKJsT4+HhMnz4dlpaW0NfXR6dOnXD16tVqxZWdnY0RI0bA0dERurq6MDU1RceOHXHixAlOp7i4GKamphg0aJAgfF5eHmQyGcaPH8/JHj9+jIkTJ8LOzg5isRhWVlYYO3Ys8vPzeWFFIhFGjRqFVatWoUmTJpBIJFi/fj0AIDIyEm3atIFCoYC+vj5atGiBtWvXCkbXP3/+HBMmTIC5uTl0dHTQoUMH/Pnnn7C1tRVsGpOZmYnhw4fD2toaYrEYdnZ2iIyMRElJSbXKDADWrVsHFxcXSKVSKBQK9OzZE5cvX+auL1myBCKRCDdu3BCEnTJlCsRiMW93v6SkJHh7e0NfXx86Ojpwd3cXbKsbEREBkUiEM2fOICgoCHXq1EGDBg3UsresrAxz5syBvb09ZDIZDA0N4ezsjKVLl3I6N27cQFhYGBo1agQdHR1YWVkhICAAf//9Ny8u5fO3ZcsWTJkyBRYWFtDV1UVAQACysrLw5MkTDBs2DMbGxjA2NkZYWJigaVh571evXo3GjRtDIpHA0dGRt9RxZZw+fRrdu3eHQqGAVCpF8+bNsX37drXCqrJj48aNaNKkCXR0dODi4oJ9+/YJdH/99Vd4e3tDT08POjo6aN++Pfbv36+ybF5u3v/333/Rr18/WFpaQiKRwMzMDN7e3vjrr794Ybdt24Z27dpBLpdDV1cXvr6+OHv2bLXzpC56enqQSqXQ0vq/SVWnTp3CvXv3EBYWxtPt06cPdHV18fPPP78xexgfKMR4bVJSUggA2dra0oABA2j//v0UHx9P9erVo0aNGlFJSYnacV25coW++uor2rp1Kx07doz27dtHQ4cOJQ0NDUpJSeH0xo0bRzKZjB49esQLHxMTQwDo/PnzRESUn59Prq6uZGxsTIsXL6akpCRaunQpGRgYUMeOHamsrIwLC4CsrKzI2dmZtmzZQsnJyXThwgUiIgoNDaW1a9fSkSNH6MiRI/Ttt9+STCajyMhIXvrBwcGkoaFBU6dOpcTERFqyZAnVrVuXDAwMKCQkhNO7d+8e1a1bl2xsbGj16tWUlJRE3377LUkkEgoNDVW7vIiI5s2bRwAoODiY9u/fTxs2bKD69euTgYEBXbt2jYiIsrOzSSwW0/Tp03lhS0pKyNLSknr16sXJNm7cSCKRiHr06EG7d++mvXv3kr+/P2lqalJSUhKnFx4eTgDIxsaGpkyZQkeOHKGEhAS1bI6KiiJNTU0KDw+no0eP0qFDh2jJkiUUERHB6Rw/fpwmTJhAO3fupOPHj9PPP/9MPXr0IJlMRleuXOH0lM+fjY0NhYaG0qFDh2jVqlWkq6tLXl5e5OPjQxMnTqTExERasGABaWpq0tdff82zBwDVrVuXHB0dKT4+nvbs2UNdunQhALRjxw5BWi8/i8nJySQWi+nTTz+lbdu20aFDhyg0NJQAUGxsrFrl8bIdtra25ObmRtu3b6cDBw6Qp6cnaWlp0T///MPpHTt2jLS1tally5a0bds2SkhIoM6dO5NIJKKtW7dWaq+9vT01bNiQNm7cSMePH6ddu3bRhAkTeDpz584lkUhEQ4YMoX379tHu3bupXbt2JJfL6eLFi5xeWVkZFRcXq3WooqSkhIqKiujmzZs0bNgw0tXVpdOnT3PXV61aRQB4aSpp1aoVtWvXrlrly2Awp18DKH9YunXrxpNv376dAFBqauorx11SUkLFxcXk7e1NPXv25OTnz58nALRmzRqevpubG7Vs2ZI7j4qKIg0NDUpLS+Pp7dy5kwDQgQMHOBkAMjAwoNzc3EptKi0tpeLiYpo9ezYZGRlxHw4XL14kADRlyhSefnx8PAHgOf3hw4eTrq4uZWRk8HQXLVpU4Y+cKh4+fEgymUxQ9rdu3SKJREL9+/fnZL169SJra2sqLS3lZAcOHCAAtHfvXiJ68ZGkUCgoICBAkGcXFxdyc3PjZEqnP2vWLLVsfRl/f39ydXWtVhilg2jUqBGNGzeOkyufv/I2jx07lgDQ6NGjefIePXqQQqHgyQCQTCajzMxMXnoODg7UsGFDQVovO0gHBwdq3ry5wLH5+/uThYUFr7yrAgCZmZnR48ePOVlmZiZpaGhQVFQUJ2vbti2ZmprSkydPePY2a9aMrK2tuWeyvL0PHjwgALRkyZIKbbh16xZpaWkJPoyePHlC5ubm9Nlnn3Gy2NhYAqDWoQp7e3vuuoWFBf3666+863PnziUAdO/ePUHYzp07U+PGjSvMB4OhCta8X4N0796dd+7s7AwAyMjIqFY8q1atQosWLbimPm1tbRw9epTXXO3k5ISWLVsiNjaWk12+fBl//PEHhgwZwsn27duHZs2awdXVFSUlJdzh6+urclRzx44dVe6lnpycjE6dOsHAwACamprQ1tbGrFmzkJOTg/v37wMANwCp/NaqQUFBvCZLpV1eXl6wtLTk2aXsnyw/mKkiUlNTUVBQIOg6qFu3Ljp27Mhrkg8LC8OdO3eQlJTEyWJjY2Fubs6le/LkSeTm5iIkJIRnV1lZGbp06YK0tDRBt0jv3r3VsvVl3NzccO7cOYwYMQKHDx/G48ePBTolJSWYN28eHB0dIRaLoaWlBbFYjOvXr/OeBSX+/v688yZNmgAA/Pz8BPLc3FxBE7+3tze3fTEAaGpqom/fvrhx4wbu3LmjMh83btzAlStXMGDAAM5m5dGtWzfcu3ev2l1cXl5e0NPT487NzMxgamrKvUf5+fn4/fffERQUBF1dXZ69gwYNwp07dypMU6FQoEGDBli4cCEWL16Ms2fPoqysjKdz+PBhlJSUYPDgwbz8SKVSeHh48N6ZgIAApKWlqXWoYteuXfj999+xY8cOODo6omvXripnGii3P1ZXzmBUBFuRrwYxMjLinUskEgBAQUGB2nEsXrwYEyZMwJdffolvv/0WxsbG0NTUxMyZMwU/9EOGDMHIkSNx5coVODg4IDY2FhKJBMHBwZxOVlYWbty4AW1tbZXpvdyPDaje+eyPP/5A586d4enpiR9//JHrg09ISMDcuXO5/OXk5AAAz3EAgJaWlqBssrKysHfvXrXtqghlmqrstrS0xJEjR7jzrl27wsLCArGxsejcuTMePnyIPXv2YMyYMdDU1OTsAl58qFREbm4u5HI5d/4qu8V98803kMvl2LRpE1atWgVNTU106NABCxYs4LbcHT9+PFasWIEpU6bAw8MDderUgYaGBj7//HOVz5RCoeCdi8XiSuWFhYU8p2lubi6IUynLycmBtbW14LqyvCZOnIiJEyeqzKu691JJ+WcFePEuKfP88OFDEFGF91xprypEIhGOHj2K2bNnIzo6GhMmTIBCocCAAQMwd+5c6OnpcXlq3bq1yjg0NP6vrqRQKGBgYFCt/L1M06ZNAbz4COzRoweaN2+OMWPG4Ny5cwD+ryxycnIE71Vubq7g3jIYVcGc/jvGpk2b4OnpiZUrV/LkT548EegGBwdj/PjxiIuLw9y5c7Fx40b06NGDV1M3NjaGTCbDunXrVKZnbGzMO1dVc9i6dSu0tbWxb98+3iYpCQkJPD3lD1RWVhasrKw4eUlJieBH2NjYGM7Ozpg7d65Ku5Q/3lWhTPPevXuCa3fv3uXlT1kTXLZsGfLy8rBlyxY8f/6cN0hKqb98+XK0bdtWZZrlf3xfpbalpaWF8ePHY/z48cjLy0NSUhKmTZsGX19f3L59Gzo6Oti0aRMGDx6MefPm8cI+ePAAhoaG1U6zKjIzMyuUqXLEwP+V1zfffFPhFDJ7e/sasvAFyo+fiu75y3apwsbGBmvXrgUAXLt2Ddu3b0dERASKioqwatUqLuzOnTthY2NTqS3r168XDLKrCKpiopSWlhZatGjBGwDp5OQEAPj777/h6OjIyUtKSnDlyhXeBz6DoQ7M6b9jiEQiroVAyfnz55Gamoq6devy5HXq1EGPHj2wYcMGtGvXDpmZmbymfeBFk++8efNgZGQEOzu7V7ZJS0uLqw0DL1ovNm7cyNPr0KEDgBejnl+eF71z507BiHx/f38cOHAADRo0UNmdoC7t2rWDTCbDpk2b0KdPH05+584dJCcnC2rsYWFhiI6ORnx8POLi4tCuXTs4ODhw193d3WFoaIhLly5h1KhRr2xXdTA0NERQUBD+++8/jB07Funp6XB0dFT5LOzfvx///fcfGjZsWON2HD16FFlZWdxHTWlpKbZt24YGDRqorOUDLxx6o0aNcO7cOcHHyZtCLpejTZs22L17NxYtWsRNKS0rK8OmTZtgbW2Nxo0bqxVX48aNMWPGDOzatQtnzpwBAPj6+kJLSwv//PNPlV03yub9mqCwsBCnTp3i3ds2bdrAwsICcXFx6Nu3LyffuXMnnj59yubqM6oNc/rvGP7+/vj2228RHh4ODw8PXL16FbNnz4adnZ3KqWxDhgzBtm3bMGrUKFhbW6NTp06862PHjsWuXbvQoUMHjBs3Ds7OzigrK8OtW7eQmJiICRMmoE2bNpXa5Ofnh8WLF6N///4YNmwYcnJysGjRIoFDatq0KYKDg/Hdd99BU1MTHTt2xMWLF/Hdd9/BwMCA1yw6e/ZsHDlyBO3bt8fo0aNhb2+PwsJCpKen48CBA1i1alWFjuZlDA0NMXPmTEybNg2DBw9GcHAwcnJyEBkZCalUivDwcJ6+g4MD2rVrh6ioKNy+fRtr1qzhXdfV1cXy5csREhKC3NxcBAUFwdTUFNnZ2Th37hyys7MFrTCvQkBAAJo1a4ZWrVrBxMQEGRkZWLJkCWxsbNCoUSMAL56FuLg4ODg4wNnZGX/++ScWLlyoVrm8CsbGxujYsSNmzpwJuVyOmJgYXLlypcppe6tXr0bXrl3h6+uL0NBQWFlZITc3F5cvX8aZM2ewY8eOGrc1KioKPj4+8PLywsSJEyEWixETE4MLFy4gPj6+wtaX8+fPY9SoUejTpw8aNWoEsViM5ORknD9/HlOnTgUA2NraYvbs2Zg+fTr+/fdfdOnSBXXq1EFWVhb++OMPyOVyREZGAnjRAlJRK0hltG/fHt27d0eTJk1gYGCA9PR0rFy5Ev/88w9vGp6mpiaio6MxaNAgDB8+HMHBwbh+/TomT54MHx8fdOnS5RVKj/FRU9sjCT8ElCOEX57aRER08+bNak9bev78OU2cOJGsrKxIKpVSixYtKCEhgUJCQsjGxkagX1paSnXr1iUAguloSp4+fUozZswge3t7EovFZGBgQE5OTjRu3DjeaG0ANHLkSJVxrFu3juzt7UkikVD9+vUpKiqK1q5dSwDo5s2bnF5hYSGNHz+eTE1NSSqVUtu2bSk1NZUMDAx4I86JXkyjGz16NNnZ2ZG2tjYpFApq2bIlTZ8+nZ4+fap2mRER/fTTT+Ts7MzlLzAwsMIZAGvWrOFGq5ef8qjk+PHj5OfnRwqFgrS1tcnKyor8/Px491g5ej87O7tathIRfffdd9S+fXsyNjYmsVhM9erVo6FDh1J6ejqn8/DhQxo6dCiZmpqSjo4OffLJJ3TixAny8PAgDw8PTq+i5085srz8zA1VdivvfUxMDDVo0IC0tbXJwcGBNm/ezAuravQ+EdG5c+fos88+I1NTU9LW1iZzc3Pq2LEjrVq1qlrlUtEzaGNjw5v9QUR04sQJ6tixI8nlcpLJZNS2bVtuFkZF9mZlZVFoaCg5ODiQXC4nXV1dcnZ2pu+//14wtTYhIYG8vLxIX1+fJBIJ2djYUFBQEG/a5qsyYcIEcnFxIQMDA9LS0iJzc3Pq2bMn/fbbbyr1t2zZwj3f5ubmNHr0aN7MBQZDXdiKfIw3zsmTJ+Hu7o7Nmzejf//+tW0OQwUikQgjR47EDz/8UNumMBiMNwhr3mfUKEeOHEFqaipatmwJmUyGc+fOYf78+WjUqBHrf2QwGIxahjn9twQRobS0tFIdTU3N937erb6+PhITE7FkyRI8efIExsbG6Nq1K6Kiongj/9WhtLS00hHPIpGIN7jwXeBjuc/VpaqllTU0NHhjPhgMxpuBNe+/JeLi4qqc2sM2MeHj6elZ6SI9NjY2SE9Pf3sGqYFyQ5rKiI2NFSwm9KFT1UdOSEgI4uLi3o4xDMZHDHP6b4mcnBzcvHmzUh17e3veSmQfO1evXlW5PoESiUTCzWN+V3jy5EmVK9DZ2dm90ojv95nTp09Xet3Y2Bi2trZvxxgG4yOGOX0Gg8FgMD4S3lgnWkxMDOzs7CCVStGyZUve1rAMBoPBYDDePm9kIN+2bdswduxYxMTEwN3dnVu849KlS6hXr16lYcvKynD37l3o6el9dIOdGAwG40OAiPDkyRNYWlq+0QGahYWFKCoqeu14xGJxtQcav6+8keb9Nm3aoEWLFryVy5o0aYIePXogKiqq0rB37twRLDfLYDAYjPeP27dvv7EVJAsLC2FnZ6dyz4jqYm5ujps3b34Ujr/Ga/pFRUX4888/uSUtlXTu3BknT54U6D9//hzPnz/nzpXfIGLHEIg0xf+nqFNuJys9E2HimvzsmNhaCVSyb91VEa7cTm+Fz4Q6hcKtTyHT55/nP6xaR0siUKljZSaQPcnjD2AL7dNKoPPToo0CGQzL7ZRWpGKHP41y09xUtajkCTcz0bDhD5oru3tDGE5uKJRJdPnnhSoG5xF/e1OIZQIVmZFwE5V69flld/V/pwQ6iiZNBbLc69f5gvJlAgClxeVsVPF9XPxcIBJbN+CdGxgJd2HLVjXYr/y9UmlTualvqu6dRC4QGTXk2yTTEQt07pw+I4yrTrmd7J6reDcelntWdFXspaCi7Oo25z9Pj/PyBTqPLp8XxmVUzolkXhfqyPhlrt9QuOlP/iNheqVZ5bbB1lOxcc9zYTiU8Gubho2bCFTybpfbnlhFWbbo4i6QFRXxp4BeSPldmH6ZimmiJfzn17yFcNfAzPT/+IKsfwQ6OvauAtmzW//yBeWeOSopRNHx2W90YHJRUREyMzNx7d/b0NfXrzpABTx+/BiN69dFUVERc/qvwoMHD1BaWirYiczMzEzlF1lUVBS3jvXLiDTFfKdf3llqq7g55Zy3hkRHGK+20JkInH5pmVCnREUTUvm4tFQ4WK1ydqqwW0Osyk7+j7tER1eoo+IDQpBemQpHpY7T1xTGXb7s1EofEJZTuR8jAEKnryIekYpy0pTyf2xEKsKpLN/yeqocrKicTJXTVyEqX04qn0NV5VT+Xqm0qVzZiVQ0napRBpoSFfdXnXun6nkq/xyoikdF2WmWcxQaYqGOymesvE0qntXyNqh+x4TvuSA9Vb8XKtdh4N8HtZ45Fb8zWlLhB1uZBj891c+OGjap83uooizVyosqm/BqO1BWF319/ddy+h8bb6yzpfzNJiKVD8A333yDR48eccft27fflEkMBoPB+MCgGvj3MVHjNX1jY2NoamoKavX3798X1P6BF3Oty+/WBuBFc/7LX935efx0XIVNVeWHJ9z/+29hvEUqmifLfd3rN3QQqDzOKBSGK+A3U2tZ2ApUgnu35J1v3CCcxZB7/Zow7nJNyzErHgh1zFVsr/qYr1e3VQuBikTCv+3DuzQQ6EyaslYgKysuV8s0tBDoQFvYbIwcfrOmvoOLQOXxxT/5AhXN+wXX/hLILt8q13xYIOyGybl0QWhTuRqyYQNhWeadK9eMKhc2W0tshFu4Pr/M32o1t1R4D1TV4nUb8J87QyNh7eXOuYvCuMph3765QPYwl//c37t1XxhQRZmXf8ahoiYKA/57rWWgEKiU5D8VyDJSy3XFGAv7fuWNmglk+dk5fIFCRZ9xuSb4Z0+E772jq61A9ve+ct0uD1V0B2qpeMbLdc08vPiXQMXQkf/ciyXCeNL2q5jlVK5FxMWnvUDl3O49wnDGNrzTe9eE64TIjfnrReQXCwdaP38m7MISUL6lQWXLwxuCoLLFrVrhPyJqvKYvFovRsmVLHDlyhCdXbqPKYDAYDEZNQTVwfEy8kSl748ePx6BBg9CqVSu0a9cOa9aswa1bt/Dll1++ieQYDAaDwWCowRtx+n379kVOTg5mz56Ne/fuoVmzZjhw4ABsbGyqDsxgMBgMhpoQqR5jW53wHxPv3DK8jx8/hoGBASSdFkD00kh34/r8D4YHvx0pHxT6LT34cd3KEOhALpw+VbcRf12A25eE01bEKkaHFj3m9x/PnthFoDMrfFO5iFT0m0pVTGspLjeGQNUo2GePhLLyswxUpCextOWdP78v7LcUmwj764v+KzdNR0UfrFRHxcjxcotzPPv3skAHUv7shBFfdxeoxKwW3vMefT/hnSdsThboDB/RTSBLSOHf46xr/wp0JHX4fdPPc7IFOir7uB+V6y8vPzsEgKKRcCxA7s10vuBZnjDu8lPIyve5A2gb6CmQnTpytlzcKp4dVZTvv1Y1Xa28TvlphYDK57d51w68c7FYOM7h9+37hHGVnwZbKBwvUD49TUvhmI3SHOG01PJx/fLjWIFK4Nj1wnBPyo25MasvUNEU88up9D8VUw11heMh9Kz5v0+mFsKxJf/8pWJcUPl7XH6GDCB47yBWMQr/uRrTfsudU3EBnidOwqNHj97YyHqlr7hz/+FrT9mzNq3zRm19l2B7WTIYDAaD8ZHwRpr3GQwGg8F4K7DR+9WCOX0Gg8FgvLcwn189WPM+g8FgMBgfCe9uTV9TizcAqvx4w/KD9gDg8Z/HeefuQwcIdH7bul8gu11QbiCQisFKKvdxeswfsJX6T54qLT6qllYtP2hPFSqW0FS5AEb59bxV6Ghp82/7cxUDoYpuCwcZaVnxF/Epybwl0DGoK1wY5v4dfjkZNHEW6Dy6wl9IadXGVIGOhoqliBPiDvLOO37WSaCzeskugaz84DOJqaVARTDAUcXCP43bCPOS+R9/oFXPLo4CnfUrVSymUn7tfZXr6pd7Dh4LBxee2verinDlBhzqCQeMGVmbC2SPcviDwRaNDRLojJ22hS9QMXjUzFG44NVff/D3bqjXULhXhqqFcKSW/AVkCu/dEegoGvMHSuZeVrGokYq4G3fqyDsPHBMr0DGsL1zMKu9quXuXLRxErOvIfzcKxcL1+Z/fEr53Ty6e5p9nGAl0VP2GaJnb8s5VLZAErXKDTIuE8di4Cp/fzDv8587YnG9T2fNnuJkoTO5NwEbvV4931+kzGAwGg1EFr7uU7se2DC9r3mcwGAwG4yOB1fQZDAaD8d7Cmverxzvr9E1srXhbQQo2z1HRH1e+D/+3tZsFOtJm7QSywn8v8QXmwoU1kCtcyENszV/wIzlFxaIzhuU2GcoXLooiMRP2ZT6/m84XqNraV0UZWLVqxTv/78IVgY6uIb9vPF/fRBi3ikVfSorLLbpSJlyEJStdxQYl5Xh0U7gQTvmxBzaNhGVy86SKfcRL+JuBJO85JdRRQcO2/E1wbpxRce/Ko2I8xrVf/xDIWnblLxi0fpWKBWZ0DIWy8ov4PM0R6mSVXyCprlDnroqFWlTd43KUFAn3jre24/fzz90s3N/et39n3nn6HeEzfuf/tffm4VFV2fr/W5kqc4XMCQQSIMwgkCAEZHAAxeHrrN3atLZDS4MKcm/bjeiVtm1Qm8svrSg0No1wvQhtI0oryiASpoAQCEPAhCEzCSFTVcZKKjm/P2gCe68FSRHQys368NTzsFetc2rXGWrnnP2ed+VS7YFxRp2/zi2ipliWgVQjYi3S1qWb9QCw16nHxa0/m0Ryvl23i36eRSv+1UiLzVSmM8eYZprk053O+1sLtXPjXA7JCR1JtUqlGdpvH2eyw/w+OKzlaoAxe4pKHKm0mxxUA5SbfozE9PO18KR6XBiONhTpEX4SXHbQFwRBEITWkCt955A5fUEQBEHoJMiVviAIgtCBaZ96v7PZ88igLwiCIHRY5Pa+c7jsoH8u7wxMnpeYfDRopjMWKkzSjXdY0d5Ravri2e9GddUhtBJfaVUFiemil6aqSpIT3kcV9JQcLiU59opyEjOFqGYxRu5RkgMfWp2vMFsTCzFisLPHNLFOJRUpuvUYRPukmcU01VSSnP63USFSzslipV1XSk19vONUo5Lsg4x4iPm+qNcMbJjqce7hVOyWn632yS+cHk81WZqAiqmANupOeoztWfMvpe0VS81Nfv7AcBL751fq59UUMIKtSrXft0ym69n6KT1WLb3ilbb1HM2xMlUpreVBaqDiLMnZVKQe04FdqLCuJvMQicFfM5lhhKl11bTCm5u3WgluztSxJOdPS3Yo7W/Xbic5g8YnktiJTO37MUZDv3rhQRJbuUYVdNblUVEiIZiKVUt/oMJbX00UWMutW6+WByCgq7r+qnKaU5SerrRNwdSgyS0giMSaz6jGSgjRzrFGpjKf4BK47KAvCIIgCK0h3vvOIYO+IAiC0HGRUd8pRL0vCIIgCJ0EudIXBEEQOizive8cJkMvX/cTY7PZYLFYYL77PVXIV64K1GJuHEGWzT+suapVUdGcZ/e+JNb4g+aqxohiONcvuKt/M5ks1NHMsGkiPf8uJIeryKW7bvW97WaScuo4rS7mKFOFXnc/PpHkfLlCqzToS4WLbOU/T1VAxVUj5KsIau5cnmaSEjVYFQ4WHTxA18PtF72KYDUVRZIKcwDtZzndlohUxW/EMQ9Al64RJFZfq247LzMVqBF3NgCo0cR1JuZGnCYmfGzKOJLy2ZfUNa++olILMBXXmMp78YPjlHZxId2+Vce0fRXag+R4+tN90FiprctKRYIIj6Ox8kK1zblVBkUpza4D4klKYTrdTmQfRDDunCXZJBR8gyoGLj9Jq+WhSXWwDOlPBZ5lh/aTGCG0Own16Ee3ee5BTfzLnJtxw9Q+ZKdSh0ly3gPw6KIKXx3n1H1iOOph3/FHWK1WBAYyv53XgAtjxYn8UgS04zOqbDbEx4Re1766EnJ7XxAEQRA6CXJ7XxAEQeiwiI7POWTQFwRBEDouMuo7hesO+vW1QNPFee3A3v2Ut/OPMQYV+hwzUy2PNd7R54q5+U5mnhJ1NqVpNNEKVWRuvIyZO2bmqiMHDVTaFRW1JMfHnxqHVJWqWoAv16fRz9O0CGhqpDkNjLmGPnfK5XDz58Gq0RBXwa/oiDb/yGkKuPn6Ltq69Tl+AHf94nYS++rjjUq72613kpyCE/lqoJ5qGCq4uVuNOt1YCiBV2QCgS//B6rqLqSYFFaqR0qqPviUpkf3o/LVVM1aqK7SRHI4TG9XtFH0T1ZZU6aY6JbSKYqON0WPoy2nz8AD480X7LojsTXMqVX1AczPzy87Mcbt1UzU/7h40xxFNt2/5DxlKO2oYNU0qP6sev2WFJbRPzHw9qlSDrcg4auqTeziTxDyC1GPMUZxDcooLtGOM05HUMxU3NemDOVrtt9FYhx+rzp4I+ZxD5vQFQRAEoZPgulf6giAIgtAK4r3vHDLoC4IgCB0WmdJ3Drm9LwiCIAidBNe90q+3KcIxW65meBJGRT/EoqOcVo/jquUR4x1OtFeQQUJ+Q29S2jV51LRDJ6B3fxKrKsgnseJszYCkmuk3J8DTvkvfG6iYMXObauDDindCutFYgVr5zrc/rVJWW5BDl2vQRHmMkE+voujTezBJ4SqXhfdXhVe3jaaivVUf7yQxjzBVDHUmp5jk6GKwXjeNIimndu6hy+nVAP0Y8yPrORKqOK1JnxhRoi6m9AyihjrFhxnTGR1GhOnBmAg5tCpzZw4wpkm6II8xMSLiO4CKPhmzp/ibqflQpSZqPZfOGNpoQtCiU7SyoymQbjuymgpapZL9Ltp5V5RxnOZoQlRzHP0tMBjBYYN2utwwkBpCFWfSc8PDS/15dxi0amNdSetVBdnfGW1f2bMOKm2j6ceS8cntfWdx3UFfEARBEFpFbvA7g9zeFwRBEIROglzpC4IgCB0Wub3vHDLoC4IgCB0WubnvHK476PsEApdW2dPEXw02xlHMpjpceXWjTl1NDiqOaqrQnLHq6Lp10R4A1KSrArHICZNJju7CVZV9kuQExNF+VuWrwqMuvakLWF0NFWM12lXRzYkMKmAijnyMeCc4koqcystUsVLtkd0kx60XdSLzDfBV2tWeVDD25fz7lfbdv5xPchBORYmORrVy2YEfqECOrfBWq7nk2em29I5RP+/UcWZbMs56qK1UmpZuVBTpzlTnKz+uikV9u/eiqz6pOhdyDpOVnPuchqOGuk46yum2IxXW/GiVyIDwEHURLyrkKy9i1q05zXHiwuysQhJzFKqitfcWPE1yXv3bPqXdJTSA5OTsosevoTvi6ecKwF8aar89ekU9AGTb2QtzaA7ncqmx8a+raJCplFmvVy3kjlW9qqA/Pe+THqSVOlP/qTo1EvEz56gpuASuO+gLgiAIQisYaOft/WvWk46BDPqCIAhCh0W8953DafX+9u3bcc899yA6Ohomkwmff/658r5hGJg7dy6io6Ph4+ODCRMmICODPuMuCIIgCO3GuAavq+CDDz5AXFwcvL29kZCQgB07dlwxPyUlBQkJCfD29kbPnj2xZMkS5f2MjAw8+OCDiI2NhclkQnJyMlnH/PnzMWLECAQEBCA8PBz33XcfMjNpsaUr4fSVfk1NDW644Qb86le/woMPPkjef+edd7Bw4UJ89NFH6NOnD958801MnDgRmZmZCAig82qX/6AKwOPi/JZHVKzy9n9NpXPsqacqlfbW76hBRlNVJYmZLOpcF1ctjzPe0efwi7d9TXIQrFXEYuZE3dyYv7381byKwrM0p4yZY/YNUtvMfL05MkZpDxxKK3sd+GYXXbc+v8uYGDWfo1XRqsu1w8wSTnLunrFCDeiGSQAsUcw8eN4ZtZ2VRXI4jYZHtz5K22GjFe3qq7V5/7O0epxf3xtIrCZD1W04HHEkx+TGGLxo86s9+1ADqkIfs9Lu249uy13Hj5FY37E3Ku3Mrdvp53P3SPXjhznmqqyqsdHwe24lOeVZP9B168cqs8/1+XsA8Oiqah1eeIWZ49bm1K1Z1JjGHEN1MvZz6ncZMDaB5Bz7nvku+rnB6EjI/HlgGM0J5ObdrUqz54TxJOX01q10OU2P4NklhKQ0ajl+YbRPqevpYBYzKklp5x/WfmsNxljq/xBr1qzBzJkz8cEHH2DMmDH461//ismTJ+PYsWPo3p3+nmZnZ+POO+/Es88+i48//hi7du3CtGnTEBYW1jKO1tbWomfPnnj44Yfx0ksvsZ+bkpKC6dOnY8SIEXA4HJgzZw4mTZqEY8eOwc+POeYYnB70J0+ejMmTqWANOH+Vn5ycjDlz5uCBBx4AAKxYsQIRERFYtWoVnnvuOWc/ThAEQRAuy0+h3l+4cCGefvppPPPMMwCA5ORkbNy4EYsXL8b8+VSEvGTJEnTv3r3l6r1///7Yv38/FixY0DLojxgxAiNGjAAA/P73v2c/95tvvlHay5cvR3h4ONLS0jBuHHWv5Lim5jzZ2dkoLi7GpEmTWmJmsxnjx4/H7t1UKQsAdrsdNptNeQmCIAhCW7jwnH57XgDIOGS381bCDQ0NSEtLU8Y5AJg0adJlx7nU1FSSf/vtt2P//v1obGRsjtuI1Xr+LlBwcOuW0he4poN+cfH5W2MREept2IiIiJb3dObPnw+LxdLyiomJYfMEQRAE4XoRExOjjEXcFTsAlJaWoqmpyalxrri4mM13OBwoLaVTi23BMAzMmjULN910EwYNGtTm5a6Let+kFaQwDIPELjB79mzMmjWrpW2z2WTgFwRBENrEtVLv5+fnIzDwoq7EbDZfbhEAzo1zl8vn4m3l+eefx+HDh7FzJy0odiWu6aAfGRkJ4PxfNVFRF0VIJSUl5K+cC5jNZn7j+gQCHhfFMT9/UBXU/NfrH7feoSD6meF9qOFJyXFN/dhGYwndeIeI9gCgXDUXuWHiaJJyaP03JBY4QDW5sf1wiK5bF0IB8AiNVNqOs7SCn12rmnVgIzVACYil26nqqGp44hFL/7p0WMtJjFSLKz9DczTBmEdkLEmx5uXS5bw18Qoj2kNQJAk5ytS/yN3DqIGOt68qzqoBNQeq4f6yj1IFYjVZR2gOY4ICi3q8Hv3XBpqjVabblcNsE0aQl7njezXgIDUpETt+AonlHFFFiX//8xSS89Ss5Ur7wPotJMeTMcrSTXxqK60kB6H0AsBh1QRx3v4kxz9CFTiGhAeRnNwMKsyEj7quY7vSaQ6H3gemkmTUCLVKI1f5j8M9WD0uTmfk0KQQ5kJJ28chkVTIN/khtVLm8r+soetxo8NE/lFVMOseqAqPjcbWTYauGddoUj8wMFAZ9C9HaGgo3N3dyVX9lca5yMhINt/DwwMhIXS/tMYLL7yA9evXY/v27ejGmH9diWt6ez8uLg6RkZHYvHlzS6yhoQEpKSkYPZoOdoIgCILQkfDy8kJCQoIyzgHA5s2bLzvOJSUlkfxNmzYhMTERnp5MKerLYBgGnn/+eXz22WfYunUr4uLok0Gt4fSVfnV1NU6evPjXf3Z2NtLT0xEcHIzu3btj5syZmDdvHuLj4xEfH4958+bB19cXjz32mNOdEwRBEIQr8VOo92fNmoUpU6YgMTERSUlJWLp0KfLy8jB16lQA56etCwsLsXLlSgDA1KlTsWjRIsyaNQvPPvssUlNTsWzZMnzyySct62xoaMCxY8da/l9YWIj09HT4+/ujd+/zd8qmT5+OVatW4YsvvkBAQEDL3QOLxQIfH/p4NofTg/7+/ftx8803K18eAJ544gl89NFHePnll1FXV4dp06ahoqICI0eOxKZNm5x7Rl8QBEEQ2kI7q+xdzaj/6KOPoqysDG+88QaKioowaNAgbNiwAT16nPcuKSoqQl7exembuLg4bNiwAS+99BLef/99REdH491331W8bs6cOYNhw4a1tBcsWIAFCxZg/Pjx2LZtGwBg8eLFAIAJEyYo/Vm+fDmefPLJNvXdZBiuVVjQZrPBYrHAfPt/w+R5hb9c6umcGdzc1TZX9KKJeTyii2aCUkYNZgJ69ycxUjyHMd65YcwApX1ozack55Hf/prE/vF31eindxI1CTl5mBbv8Q5U/7iqz2fmLUOilWb8QGqyk53JFDrRitR4+PmSHK4ATFmuui7fEDqfrRfl0QvpAEDl2TISIxSdoDELM8+m6zYYEyNS/MSDFgryCqMGOoHB6rxgaTYzd2tiZtYqi1rPqVcL5Yx78hGSsv3jz0nMJ36I0g5lCioV5VIDKA+v1q8L6rM1Y5Z6WsyH3Qe6oQ2HVrwIABCoGRLpmhEA0IvNMPP+ugEWAPgGqcevvY4+tsUZfJE+cNtA/+3pwmiAuO/rrt3+NajREKqoAnzg3aqfysnj9JwOi1bnk8+doeeYPY8xvNJ/a7U+GQ477Klvw2q1tmme/Gq4MFYcOFEM/4Cr/4zqKhuGx0de1766EuK9LwiCIHRYxHvfOWTQFwRBEDouP8WkfgdGBn1BEAShwyJjvnNc00f2BEEQBEFwXVz2Sr9L1wi4eV0Ud5Wf0MQkTEUuXZxljqBCGXsFYx5zTjM4YUQ/VQXU5CYgTjUc4arl6cY7rGjvz0tpn3xVQVHOCSrCAVcZrln7u9VeQ3I8PNTdfmI/rcrGCYP07Wvyp+Y8ZQWMWY0mSKvNplXKanWjIUYIZQql+3NIomoiVJBPq86VHTlI+6SvnxOD6eK+UirIa2BMbhp8+6qBauaYY46xqBvVZ3zLiqmoqiFPNZLavpaprsaIEiO6qoKtnEwqVg0KCyKxyjz1uDcH0ypwifffobR/yKDHanU5Y7yjnXcD7riNpGRl0G3uOHFADTDmS2T7Mnrl+BuoYdC5s2o/a4upkVRoPF2u9JhWPpwRfRJBHiMq7jmKCnZPf5+uBjiRIPN7mPEtUylTo8xdPTcbGxihM/dddBMsXcR8dSZzV4XRTvW+a0nZrz8uO+gLgiAIQmuIkM855Pa+IAiCIHQS5EpfEARB6LiIks8pZNAXBEEQOiwy5juHyw76VZVVMHle4sqmi17aUAnPfiaHxEyaGx0AGLYSpR05aCDJKc6m4qSqfE1kxDh86dXydKc9AES0BwCoVQVFzU3UhcsS34/ErCc1wSNTfctRookSmWqEgdGDSUyv9NdYyQjU7LU0pjuIMU5z4X1UcVR5CV23o45W7jr03X410Egd1BDWncasqlDRtyvNqdXrXHOufYwKyHZSEypyDmqMuK/oQJrSDuxN929DhFZgozCT5IQmjiExs1k71ZlKh8Mn0X2e9PANSvtP8/5BcvZ/maMGLFRM2aMfdX3Mtarn3bE0xk0xP4PGdJEeI8KMHDpMaRcfPkxyTuz8nsR0p7nhtyeRlAPrmHNYE7vFTxhLP2+zVn2wpoLknE6nCjg/7disKSkhOd0GxpNYQZomYNVd9ECFe+4eNCfshqEkdvZEthqoqVTbnBuq4BK47KAvCIIgCK0h6n3nkEFfEARB6LCIet85RL0vCIIgCJ0El73Sf/LhRJh9L87dffC+Nr9qYtwfzFrVN8Y4xcg9SmJ977pLaVdUMPPS1XT+rUtvdR6topBWKdPnwXvfPIHkcMY7+hx+88k0kmPtRrUHQfGqMYxurgKAGmswRjG2s8ycnFZ1zjOIVmozmUJIrOEHde505C9/RnIKCtQ+OcrPkZwuPXuSWMUP2pxvADWPCe9K55hLitXqg1xVP/2+30Mv/IKk/HPNbrqcuzYvypj6wOxHQhFD1Ep4Z5l5aFKFjdEZlB6ix0qpbrDCaFu2fUvnz1O2queZKZga4Ri1mlkMYxqVe4TRWujajlobzWGOTf++6naqLqRGQ8X7UtWAXjERQMDgkSQW2VU9ptlbv1z1Q4u6XU7s2kdSgoepn1dXTfsUE0f1NX5+qqnPwWyq4yjYu4f2SZ9XDwwjKY5crUIiY3RU7c2Y89i081M3B3L7Md15IEo+J3DZQV8QBEEQWkPGfOeQQV8QBEHosIiQzzlkTl8QBEEQOglypS8IgiB0WES97xwuO+j/bcH/wORhvhiI1CpbVRTRhXSTDq46lE8ACZ06rgqBfPwZExamIlZdjSbEKWMEW1r1uJOHT9IcRvikG+9woj0UUOFVpV5Vz53ZxbrohhE8dh9CjWHyNEOkxmL6fc1dY0nMkjheaafvzyY59hzd0IaeiBXHDpEYEe4x1QFrq6ngUK8+2FCUS1L07/L5l+l0Pdw+9/RW23oFQQCor6Kr0qrqmaOoYdAD99yjtD9Z8jnJGTSRGsO8dId6/jw951OS0+xNxYWoVMWpXKVDYj4UwGxvB1O9Ta/MposUAVgGDiMx61ltHzP7XDfF4rCdo1UMieEWI5TkqgGWnlPFjCVZ1Dys/JgqIu5/CzVROr7zAIkhQNtOjCiRE+AFdVeNuSpPn6LLcYZTGjXllTSoCSw9uqgiQaOxDox08/ogk/pOIbf3BUEQBKGT4LJX+oIgCILQGnKh7xwy6AuCIAgdFlHvO4fc3hcEQRCEToLrXukHRQIelwiidLEbIz7TK7x1TUwkKYXZtLqYo6xYaVeVMlXRdPEbgEa7Jk5iBFseoarAxsOTbvL6Zvqnpl4tT3faAxjRHgCcy1HbFurwpRMzbAiJ5R3Joom6mFF39gNgr6ZuhvZs1fXLt/cgkuMW1UtpmxjHxaYGZp/XaYI4pqId53wWOupmpU32JQBrliaUDO1Gcrx70e9SX1GptOOH033HVXjTXQgdjGvftJGquG/dV9Sl8OjmHST29KYUNcCJXJmqb1wFO4ImpAsdOoKklGYcIbGHn1FFies30BzrUeouSKrFMce4rVT7LpyDZ101jenflxEJHjtAxbhmX00QV8kIjbV+2u2MCyRTCQ8lmsiUO6cZcV+1Vft+3L4M1pwZGVExJ35276K6XDrOqCJBw/GjyfhEve8krjvoC4IgCEJryKS+U8jtfUEQBEHoJMiVviAIgtBhkQt953DdQb+hDrhkrjsmUTXbyN+3ny6jzVkVHv2B5lRTQ467n35AaX+5ns4j9r2Bzp2eyGjdyMNxVq1y5+CkotzcfIhmrMFVy+OMd/T5Piut/Idg1WAlP5WpFMdoGFBrVZqBg+jcra2QVgzU11VbxOT4WZRmbD9qTJOzm6kkps9lMlqPpqLTJFaap5qnvP/udJIz/TV1LpWr1meroLqG2MGqEc6Jw/Tz0cBUctT3ZzmtHjf2N39X2vNfuZfkzH6Tziff8sA4pb11xWckx6NHfxILCFLnc8k8MYDGiDilXZqWSnL04xkAPl25RQ0wmoLgoTeSWG2Vuu3qTx+jn6dVlDMH0+qLPYbQczprs9Yn3UAIQPzgOBI7cfCEGuDm5n3V86Agmzk3GZ0MgqLUtrWY5oTR84VUqtRNowB4mFVth4OpIOhnodqSmixNf6FX8HNQc6Lrhaj3ncN1B31BEARBaAUR8jmHzOkLgiAIQidBrvQFQRCEjotM6juFDPqCIAhCh0XGfOcwGYZryRhsNhssFgvM4+fCdIk5T++kBCUv/zQVs+jGN/5B/iTn7DFG3KeLwTiBXBNjpKHlmSOpWMleqol1/INIjocH/TxHiSbc4wQ+nNhO353cdylXhXQho2nVsLIcKhwMjFKNhnRBFcD0GwD8Q5Tm/Y8kkZTdaapo7exBxpTF10Jj9aqwbOgdtMKc2Uy3wd6N+5S2mz9dd3g3VbhXY6OCy6pcWjGQCNIYEZsuigQAWDQxVFU5Tempmhh5enmSHM4AqvioZjTEnfaMEY1eTY1UNQSo4NCbmrmEDx5MYiXHM9UAU2UPgVQ8afJV+2TYGSOYc9p+YfpEtjeAoaNVMeMPR6mYsr6WEamVanmNNOeWX96vtLf+YwvJYQWAeoxZN2u2pH9nxjBHP+6b65l1M0JjU6BaSdHHTxUxGw21qFj9DKxWKwIDmd+pa8CFseLb9Dz4B1z9Z1RX2XDr0O7Xta+uhFzpC4IgCB2Xdqr3O9ulvgz6giAIQodF1PvO4ZR6f/78+RgxYgQCAgIQHh6O++67D5mZ6i06wzAwd+5cREdHw8fHBxMmTEBGRsZl1igIgiAIwo+FU1f6KSkpmD59OkaMGAGHw4E5c+Zg0qRJOHbsGPz8zhs4vPPOO1i4cCE++ugj9OnTB2+++SYmTpyIzMxMBAQw82qXw2RSimQ8d4c6l/nbuQfIInZtfrdGN4wA+EIYoT3Utl5YBgAY0wrdjGfgUGqQcWCjOn8eP7AHyTmxnzEXCdJMdvS5VYA1otGL53DGO/ocftluOrfo2Y+aothOqX/gWeL7kRxrEd12Hn6+Srumnuac/X6X1gFqJMIVFfEIV+fL07+hxWZ63zSKxMLj1eOpJOMoySmuKFEDZl+SwxkyWeLUdVtzGHMeff8CcPdQ525jRgwlOTlZ2tyxXowFgFskNY/xClMNXhoqqEmVZchIErMe1UywOLMnfc6Z0ZGUHEonMZ/u6naqy6fzySFx9JwqO6T1iTs3o+KVZmBIEEmxnaT6nnT9dDlDC0/98uWnSWzlB+vUgG6oA2DrSjXHK3YAyWmoYYy63DXdRgPdTj7B1ERIP56q83JITnO+WgwLXaJJTt/Rw0gsc+t2pV1rUfU+RiM9V68bouRzCqcG/W+++UZpL1++HOHh4UhLS8O4ceNgGAaSk5MxZ84cPPDAeZe7FStWICIiAqtWrcJzzz137XouCIIgdHpkzHeOdpnzWK3nFcjBweeVnNnZ2SguLsakSZNacsxmM8aPH4/duxmrVwB2ux02m015CYIgCIJw7bnqQd8wDMyaNQs33XQTBg06X1O8uPj8Y3QREeqty4iIiJb3dObPnw+LxdLyiolhHm8SBEEQBIZmGGg22vHqZNf6Vz3oP//88zh8+DA++eQT8p7pkrl44PwfCHrsArNnz4bVam155eczz3kLgiAIAoNxDV6diat6ZO+FF17A+vXrsX37dnTr1q0lHhl5XsxRXFyMqKiLQpaSkhJy9X8Bs9kMs9lM36gsAtwvxn/7u2XK217d+5JFGvK1Sld1VSTHrccgEmuu1KpRMYIxhHQjoeBI1aDiwDe7SE5ArCpWys5kKswxpiiB0aqZie0sNQfqPoQK6fKOaMIjxsBHN97hRHuNP3xPYl1vvUtpNzfT08XKPDDb5FCrH2766HOS46lVeGssZe4MMQZFjgp133lGUuGXvz81sDm5ne4rncT/d6vSXvTwDSRn1GNvk5hVq+RojoknOfZyus+bNMOenGpmqksXojIiNu4P7FFj1D5s/9tekmNlhKHw1M7NULp9UVOpNM2h9Fw3+9BzvMGufR5jTFOWR4W34cNVwSFZD4CGejXGVUMk3w2AyVM1uTEYoeauQ2dIbMZ/Pqy0/7LgU/p5moGOyY25EKqmlQY9QlVxXf/EgSTnyAbG6CdMEw0z2zcyabzS/vrlCSRn2K+W0nXrv5HNjiu3ryNSZc85nLrSNwwDzz//PD777DNs3boVcXGqSjguLg6RkZHYvHlzS6yhoQEpKSkYPXr0temxIAiCIAhXhVNX+tOnT8eqVavwxRdfICAgoGWe3mKxwMfHByaTCTNnzsS8efMQHx+P+Ph4zJs3D76+vnjssceuyxcQBEEQOi9izuMcTg36ixcvBgBMmDBBiS9fvhxPPvkkAODll19GXV0dpk2bhoqKCowcORKbNm1y7hl9QRAEQWgDzcb5V3uW70w4Nei3pTaPyWTC3LlzMXfu3KvtkyAIgiAI1wGX9d536zEYJs+LIprmRtXFraGQupx5dFVFc45GKiZhnyLQ3d84QVMBdc0rL9NEcoyLXNVRtZobwnvSdTNVs2w/HFIDjLgwj6u2pbsJMtXcAvsPVT9Lc9oDqGgPAAq//Uppe/QZQT+fqYRnaELJqJFjSI67u7pfwobFkpyDn35OP69LV6XZWFZCUmy2SBJDF80xzUqX279xj9Ies/ckyQkdSrdB6Q+q0xuptAjQSnwAAvqqbor2OloVrcHbT2l360Ud1ApOU6HZ9m8OqgHOrTIwhMbOqJX+OEGevU4ViNlzqdOdnXPN06u3RfSmOSX0PK/wV7dBY+Epupz2eW7hVIDYzJznvgGq62JU/5tJzsnd+0jsL7tUYaRbaFeS05yn/oZExdB9UKCJXgHAkau65h2pYio06q59AHBOdWv070MrHRYfVJ1Nf7ncj+QEdKXfpcqvlWp07vzTWteD8wr89tze71y47KAvCIIgCK0h6n3naJcjnyAIgiB0Rj744APExcXB29sbCQkJ2LGD1v24lJSUFCQkJMDb2xs9e/bEkiVLlPczMjLw4IMPIjY2FiaTCcnJydfkc3Vk0BcEQRA6LMY1+Ocsa9aswcyZMzFnzhwcPHgQY8eOxeTJk5GXl8fmZ2dn484778TYsWNx8OBBvPLKK3jxxRexdu3alpza2lr07NkTb731VovnTXs/l8NktEWd9yNis9lgsVhgHvESTB6XzB/qVat86NwTyrS5TM4gQjMSOb9ubQNr1foAwLc3NfWpPaLVE9Cr9QHw6KLN2zFTXZzOoLFSnUv1DAqmOcXMjtYMbAIH0Tnn2qpape1nodvS159WlDtXqM7NO7Lo3CZ6DKGxJm2ekpmnJXPMzD6A0Uxjjdq8t2aAAgAICKUxfU6dMTGCZrLDroebSzWrhi7d+1Br6fxTdN7dqFL7NHIyrQ64N0WdF/bwot9Xr64GAPYzOdqH0dPeM4oev41nC0isVRpqW88B4NNTrTLH6QUqjx0iMV07M+hW6gFy4ljr/bbn0Qp68NfOM86oK4BqH4Ii1FjlCaqTIVUafZgnmgqpHgJ+WgU9pgpoz5uSSOz0JrVAGvd5vcePVdonDzL91rUXAD0/td9no7EO9o3/AavVisDAVub/r5ILY8W670/Dz//qnw6rqa7C/Tf2dKqvI0eOxPDhw1ueaAOA/v3747777sP8+fNJ/u9+9zusX78ex49f1GdMnToVhw4dQmpqKsmPjY3FzJkzMXPmzHZ9Lodc6QuCIAidHr3wm91OhbTAecO5tLQ0pbAcAEyaNOmyheVSU1NJ/u233479+/ejsZEp5X6NPpdDBn1BEAShw3Ktbu/HxMQoxd8ud+VcWlqKpqYmpwrLFRcXs/kOhwOlpdSS+1p9Loeo9wVBEIQOy7VS7+fn5yu399maMJfgTGG5y+Vz8dZw9nN1ZNAXBEEQOizXatAPDAxs05x+aGgo3N3dydX1lQrLRUZGsvkeHh4ICWH8Ma7R53K47qDvFwR4XCLY0apfeftSIxxLzDClfTaHiqX63zaexI7v2K8GzFTYVluQQ2JuvYYr7eZzVDzksKqCvJBecSSnrIC5NWNXxVAmEz0wzF1j6WLV6nK2QqaqnybCsRbROSWuWh4x3uFEe7mHaUwXEEXRqnOkIiIjVgocMJzEiIkRU0kM53JoLEatVObmSQV5RDZYXU5yuGNFF1Pm7aHHIWdi5NFFFQru/ZZuy8AINcdWTE2FHIxQ8omXn1LaK5JpSezGEnqsuIWoAq0hidRcKi9H3S7VVirC5My0dA1xZfoeksMKLJtVYejRlP00R6/IyFTJBFNBDzat4iZzHOqfDwCVurkTk4NK7TzXRagAENmLxqqY407DgxFvwttfafrE0sqkJ3dq25wRLnrE9CExh037/dUrhToY47D/I3h5eSEhIQGbN2/G/fff3xLfvHkz7r33XnaZpKQk/Otf/1JimzZtQmJiIjyZ355r9bkcrjvoC4IgCEIrGDDQ/CMX3Jk1axamTJmCxMREJCUlYenSpcjLy8PUqVMBALNnz0ZhYSFWrlwJ4LxSf9GiRZg1axaeffZZpKamYtmyZfjkk4t/fDc0NODYsWMt/y8sLER6ejr8/f3Ru3fvNn1uW5BBXxAEQeiw/BSOfI8++ijKysrwxhtvoKioCIMGDcKGDRvQo8f5x16LioqUZ+fj4uKwYcMGvPTSS3j//fcRHR2Nd999Fw8++GBLzpkzZzBs2MW71QsWLMCCBQswfvx4bNu2rU2f2xZk0BcEQRAEJ5k2bRqmTZvGvvfRRx+R2Pjx43HgwAGa/G9iY2PbVNTuSp/bFmTQFwRBEDosV+uqd+nynQnXHfTN/sAlVfZQpork3IIGQqekgIqadHJOMqI5XVATTCuXoYEKU/SKXNXlzObUBD1luYywjqtAprnPNfzwPUmxJFJRoj1brcjFCqH8VVGghx9132tiqn3p1fKI0x7Au4zpIr0yxi1Nc1njRHuv/SqRxH77B7WSmE8k3Xd1FUxVsnJ1PzQ3Me6NYeotM98oWm2Me1TGEqJucwezLZOGU2HZF39bpwY0IRYAOBqDlPYd940kOd98So/VzzdpxwVTEZI7DpvP5ijt40eo6EivBuhlpi6BpjDqSlifr4r7zPE3kJymRrrt/vNp1YHvrflrSI5+DvsE0m1ZV1FEYuEJqguitZweOwOG0Ip9YV1UUeCmD1fTPnVR+9R9KP0NyzvCuARqgsO44fQ8OJGRS2LuUarosu4s/b5E+MoI+RxFOSQWNkQVTZ87qolOnXwMrT1IwR3nEHMeQRAEQegkuO6VviAIgiC0QnM71fvtWbYjIoO+IAiC0GGR2/vO4bpV9sbPhekSc57AWHV+ypZ5hCxr6a+axVizmWpuumkHQOe9uUpt+rw0AHTRqvNxc/PlqjGLb4/eJKU2m6mspa1r5P23kZT0/dkk5u6uztHVFlENwf1T1HXV1FMDkk0ffU5iUSPHKO2iXd+RHNZ4R5/D50xuIjRTEt3sA6CV+ACqx+DMefSKegAC+qnzx1Vnz5EcUkmMmWNnq7Dpxw9n8MJ8vz4T1f2SdSSHLqfPQ3N94ioUaiZCIybR6osH956iy2lTs46cDJpj0dzAmM/3iIwlMUdxjtL27k7PjfpzjE7HXb1WsXSNIinWLF3bQrUmJj+qdzHOnFADkbRPbCW8YFXvcdfDY0nKV39XNRsBfam5VXMzrSRZU6Idm9az9PM59Op8jgaao8e4Y8eTsaPVdEH6eWc01sO+5Xc/SpW9/92VBd92VNmrra7C42P6XNe+uhJypS8IgiB0WIx/v9qzfGdCBn1BEAShw2IYRpueb7/S8p0JGfQFQRCEDkszmDoZTi7fmZBH9gRBEAShk+C6V/pGs2JQY8tIU9/3DyaLWH/QxH1MpSvvuP4k1iVMFbwUHTlK+9NQS0Jfzr9fad89YwVdTjPW0A19AKDWN4jEwvuoAqKCAipAtOdQQZFblCaI86PV3HanqcK6s9/vIjmePeh2cnfXVF2csI4TPOpGMLpoDwDOqiIyUy9qzmPUMiIj3QSkuozmMNXMdOGed5cgklN/RtvmnLiQE2/WVipNc49+JIWpr4bCPE2wxZjHuIWqgjEfP1opruYEFbnqgq19X26nOZwIUhe5MtsyrI8q3uQMi0ryGVMsTWg2YTytAvfNOkb0WZqnNK12em7qIls3D/pTl/wft5DYGx+rArXSfLoPPHsOJrHGQvX4/WrZZyRn+SLVOvVXv6cGPm6B9HdNF4tGjkgiKcW5zPatqVTbtYxJlS7C5IzJuCp/2m+rR5Dab6PRiz3Grwdye985XHfQFwRBEIRWECGfc8jtfUEQBEHoJMiVviAIgtBhkdv7zuG6g76XD3CJOY8+Nz7tN3eQRZb8T6rS7hFPC6RkHzxGYkUFmslNIy1Y4tObzuPd/cv5WhI1dtBNSRyNTGEXxhCjvESdR3OUM+YxzMGqz6fG9qPFQXJ271EDTPGVxlI6Rxg2LFZpF3BGHowRjV48x3Y8neToc/jGKaYEZVAkCXl3i1Pa9dmM+VJYLI1pc/G8CYxWXKaNPw7u0aoew36OmW9lqDmpHZuMbqX5nKrHqKlgjKR0UxaA7hdu/t5eQ0K+XdXjp9aTGsrox1xJJlM0hitoVK/qP7752z9oDrfNjdb11v5d1HOx0U6Pyxf/61O6oGas5B0SQlLqTxyiywWpBkHBPWNJyq/e2KC0zaERJKdnXzqnfny7emwWp6a0+vkAWFMqgm5Wxvz2sftA23du2ncx3H68m8ii3ncOub0vCIIgCJ0E173SFwRBEIRWkNv7ziGDviAIgtBhkYI7ziG39wVBEAShk+CyV/o+IaEweV00sqnLSlfe/+Cvm8kybr5qxbHs3XuZFTPVmPRKZUwVuLo8pgJZuFr5zxJFhTnWvFylXWmnlhWmUCo4dNSphhxdevYkORXHqKCoqUE1YSGiPQDw1Qx7uEpxTDXCg59+rgbM1GhIF+0BwGu/SlTav32TVv4jxjuMaA+VVBA34iG1Mt2OogKSg4ozJOTRXTUfcjD+LvDURHKMWQ5XkbHJqhkE1TOGRYzJjW40FN6HmhiVnlENgppr6Lr9wsNJrKZAPQ49QuixyolFa/M1kSuzz8tLtJ8R7tKJMbciQkkPWs3NL5ZWbayvVcVmwRFU8FhbpX6e3caZRtHPC4mNUdplBfSYC0kYTWJlxeo+L8/Jp5+nHYd2RnB5vJBWztRFzAgIpTmMIZJlwFClzVYd1Q3M2mhANf6Jh5R2YZG6fZvsNdDqHF5XOtnFertw2UFfEARBEFqj2TDQ3I579O1ZtiMig74gCILQYRFHPudwak5/8eLFGDJkCAIDAxEYGIikpCR8/fXXLe8bhoG5c+ciOjoaPj4+mDBhAjIyMq55pwVBEARBcB6nBv1u3brhrbfewv79+7F//37ccsstuPfee1sG9nfeeQcLFy7EokWLsG/fPkRGRmLixImoqmLm0wRBEAShnVx4ZK89r86EyWjnNw4ODsaf//xnPPXUU4iOjsbMmTPxu9/9DgBgt9sRERGBt99+G88991yb1mez2WCxWDBk9nq4e/u1xI9vVSvB3ffU3WTZzz/6Wg1w4iHGfY4IZZhNEt6fVgDT3fXK86hgDO6a8xkjirlhFF33oe/2qwGukphfEI1p1dRgY5z8NOGiR3gMSXFUMMuZ/dR2CSMMYsRR0KsIMtUPdSGSdyQVN44YRYVtO/72sRpgtkn48JEk1tigOrRVHGUcAPV+My52UQPovis6rjnSMc5okQk3ktjPJqpOfoUV1B2tvFoVAH676muSw4kwEaUJ4kpyaI6+fwH6nd2ZGUHrWS3Hk6SEjxhDYiXHVAdC92AqLozpRZ3mcrZ9pwa4fjs0oaQ/ddbjRJjw0F0YGb+2asbpTt/mjDunLpj1jx9IV32KVs4kzoxalUEAMMXQqphe3ur3s5cwzpD6ttO3G8D/hujCQe131XDUw77zT7BarQgMZLbFNeDCWLFo61H4+DMC7TZSV12F528ZdF376kpc9SN7TU1NWL16NWpqapCUlITs7GwUFxdj0qRJLTlmsxnjx4/H7t27r0lnBUEQBEG4epwW8h05cgRJSUmor6+Hv78/1q1bhwEDBrQM7BER6l/rERERyM3N5VYF4PzdAPslj7HZbMxViiAIgiAwiDmPczg96Pft2xfp6emorKzE2rVr8cQTTyAl5WIBCL34hmEYJHYp8+fPxx/+8AdnuyEIgiAIaEY7H9nrZPp9pwd9Ly8v9O59fu4xMTER+/btw1/+8peWefzi4mJERV2chyspKSFX/5cye/ZszJo1q6Vts9kQExODzO17YLq0yp42Z/b5/24l67rlEdWoZet6xpim1kpjuhkPM+d82+jbSezAD+pcV3kWU11Mn+vT59wBFORTMxVi3sIZcnBGGvocJPN5Q+8Yq7TTv9lBcjwjaXW+xjKtEh03J8rMe/tEqpXD6ooZ7UO1am7CVctjjXf0OfyaSpJSUkgr6A1OUPUBFUeYE1+f72QqCFZVMiJVXbcRRrelxUK1Je99pFaJbKpgKv8FqnPT5m5U53DbrXR+96u/rlYDwVQzERzbg8TKT2mmVNycvqZ9sPShn19yKocup1V04y4OCrLpPLRn7AB1NSXU7MmsVV+0V9B5eNZMK0t72ojTAHG/IaHatvNizo0m9Xel+od0msNVP/TWDJF0DRIAo4aeLw3Q5qc5kyjt98K9C/0tavJitkGdaqY1aLxqwNVUX4ODO+liwk9Pu214DcOA3W5HXFwcIiMjsXnzRae8hoYGpKSkYPRo6mB1AbPZ3PII4IWXIAiCILSFC7f32/PqTDh1pf/KK69g8uTJiImJQVVVFVavXo1t27bhm2++gclkwsyZMzFv3jzEx8cjPj4e8+bNg6+vLx577LHr1X9BEAShEyOOfM7h1KB/9uxZTJkyBUVFRecfqxsyBN988w0mTpwIAHj55ZdRV1eHadOmoaKiAiNHjsSmTZsQEHD1j1MIgiAIwuVoNs6/2rN8Z8KpQX/ZsmVXfN9kMmHu3LmYO3due/okCIIgCMJ1wGW994P7D4TbJVX2yo4dVd5/btqdZJm/Jq9tdb3ujBFNU6kqLLvrF1S0t+pjqkrx9NeEXpwpil4tjqmuVnbkIF1OE3+Fd6UCm9pqWl2srlo1AGkqogY6ZrO623vfNIrk+PtTgxWbTf0up9MYi+VzObRPFZrwiTGrIdslLJbmMNXydNMXTrSH03T7Zripchb3rrSaW1O+ZpTCGLVU65X4AFi6qcJF6wlquJK5hzlWvNtwPGkxxkoFX62iwjafvsPU1ZylFQPLD6aSGII0cxxGGKoLOq0ZzPHMCtS06pbMQz4jRtP9krpOE/HqVSMB2Iu0KndMJUkrJ8jTK99pAlMACBoygsQqD6jmYYik/R44sp/SztjKCHGZ7wKtcqZ3LDWEqmdErr0HqL8ho39GTarOVqrbZetWWhvPw8ufxJp9VXHh0c/WKW2jiTsyrw/yyJ5zuOygLwiCIAit0QyjXY/ddbZH9tqt3hcEQRAEoWMgV/qCIAhCx6W9j911rgt9GfQFQRCEjouo953DZQf98hMnVEc+zeXs8+80pzCACIp6jxpOUvIZh68mTWT01ccb6arDqINZY61a+c6jWx+S4yjTPo9xdUN9NY1ZVZFPSTFT0c5eQ0Kho25W2qV5tFLb3o37lHZ4PHV1O7l9F4mhiybq4gR5MbRyGMpVYVlAvxtIStVZrZIXU43Qozt1etOr5elOewAV7QFA88k0pf0f818kOf89X6sZwVUHZCrK1VZpFRF1wRrAfj+9epql/1CSYj2errT73Hozyck6QJ0h63Iy1YCXL8lxYyq1NTdr4kUrIz4za+tijotX5v6KxOYlqxUCHVa6XOqn39DP06vOMS6MxC2SswLnxIWaENU9bghJqTzN/PbofaqlfcrY9r0a0EWDAO+yqX2Xeu68C6LuggU5qqg1zUx/7t97dKjS3vjNYZJjVDOCx3JNOKgLELlqfYJL4LKDviAIgiC0hpjzOIcM+oIgCEKHRR7Zcw5R7wuCIAhCJ8F1r/Td3JU5t6BevZW3z2YxpjPhqinKyQPUaMIvPIzE7Nr8VLdbqfHPmRyqBYBdNbZw2Oh8nHtYN6XdZKVmH9xcsW9X1VjD0eggOQ1FuSTWaFfnuN9/dzrJeeHPqrlJScZRksNi1YxvfGhxJDdPOsfd3KT2nczfA/DuEqS0689Rkx1HLQmhovCE2maq5XHGO/oc/n/PfpeuPFozQbEzHSikxju+Q1QTlHp3+re1vZga6OiXHNYz1EDHv89gpZ21NYXk3P/rB0jsm83HlHZdFdWDNJfRz9Pnvb20cwwAGiq1OWbmuJg3bzWJ6VX2OJ0BwmjlP5Sp5ytXafD/3alup3+uSyM5lhBqhFN5Um3ffBvVqHz61JMk1uX+xWrAneoFvHzV6ngN5cz8Pacz0H8fuHn/Bnps1tWplTmPnj5Gcu7PU3+PVrx6B8n55avrSAzhPdW2rlFppGZI1wsR8jmH6w76giAIgtAKhmHAaMc9+vYs2xGRQV8QBEHosMiVvnPInL4gCIIgdBLkSl8QBEHosMiVvnOYDBeb0LDZbLBYLDCP+y/VnEczpDD3oqYZ9hJahY3AVdayaMYWXt40p/IsCXnHqGKW+moqpvGzBCjtmtyTJIcYiQCAlyr64Z4rMQfTKnv2fM04hDGGiRygVvsqPkKFfImTx5DY/o171ABTgQz+ITTmqwm7qhlzEb2CHWN6A3/GzERfl9mP5pRSwSPZvrq5CgCc0QxtInuTlHULHiex+1/4UA0wxjCe4YzZU4F2bOh9BADfILVdyYjvQrrR2FlN+BoeS3M4NLEqu8+1z/OxUCEf9zNTr4kZx9w7luTs3UmNhsw+ZqVdU0GrEXp4qzmOCip+C+7Zk8TKD+9X2sPvoxU3C/Lpb0i1VTXY6tkniuQcTVWrUpqDmOqABdkkRo4fRvjr3Z0em/V6JUWm0iCCNWFm0QmSYupKTcd0DM08zHDYYd+7AFarFYGB9Hi4FlwYK1794gC8/QJaX+Ay1NdU4c17h1/XvroScntfEARBEJzkgw8+QFxcHLy9vZGQkIAdO3ZcMT8lJQUJCQnw9vZGz549sWTJEpKzdu1aDBgwAGazGQMGDMC6deqTEw6HA6+++iri4uLg4+ODnj174o033qDOmVdABn1BEAShw3Lh9n57Xs6yZs0azJw5E3PmzMHBgwcxduxYTJ48GXl5eWx+dnY27rzzTowdOxYHDx7EK6+8ghdffBFr165tyUlNTcWjjz6KKVOm4NChQ5gyZQoeeeQR7N27tyXn7bffxpIlS7Bo0SIcP34c77zzDv785z/jvffea3PfZdAXBEEQOiwXHPna83KWhQsX4umnn8YzzzyD/v37Izk5GTExMVi8eDGbv2TJEnTv3h3Jycno378/nnnmGTz11FNYsGBBS05ycjImTpyI2bNno1+/fpg9ezZuvfVWJCcnt+Skpqbi3nvvxV133YXY2Fg89NBDmDRpEvbv3898Ko/rCvn0vaEVp7CXUYMX1Glze5zRBTd3q88f11Pjkl43jSKxU8e1v+r0eVMANdDmDbn5+1Lmr0NtPvehF35BUj7/Mp0uF6rOr4Z3Dad9smnfTy+YAmDRw7Qozpi96pxzE1fEpLqchHyj1PnrWgdTdEg3HOHOxApm/lqfw+cKGul6AYDOi3LGO/ocfjHVY9z/Hx/T5QK0Y6yBFj3SizUBIMdGz1EJJOX0/iNqgNM+cNtJN8xh+sTtO/0cmvD4PSRl29ptSrtO1wEAgKOBhPqMSVTaRUVVdDFmLt5RqV2rMIWnHNXadvE0k5zy00wRK+37HtxL97mPH9Va1GYdUtr5ZrpfvLT5YnsJY/jlQ+emB4xWz8Vj2/eRnIE3dCcxh0P9LTi0i5rzoFHbL8zvo4k5z5sdquFW2LAb1fcbalG4F/8naWhoQFpaGn7/+98r8UmTJmH37t3sMqmpqZg0aZISu/3227Fs2TI0NjbC09MTqampeOmll0jOpYP+TTfdhCVLliArKwt9+vTBoUOHsHPnTiWnNVx30BcEQRCEVjCM9hXNubCozaZeNJrNZpjN9I/F0tJSNDU1ISJCFYBHRESguJj5Qw5AcXExm+9wOFBaWoqoqKjL5ly6zt/97newWq3o168f3N3d0dTUhD/96U/4+c9/3ubvK7f3BUEQhA7LtZrTj4mJgcViaXnNnz//ip+r3wExDIO9K3KlfD3e2jrXrFmDjz/+GKtWrcKBAwewYsUKLFiwACtWrLhiXy9FrvQFQRCETk9+fr7yyB53lQ8AoaGhcHd3J1f1JSUl5Er9ApGRkWy+h4cHQkJCrphz6Tp/+9vf4ve//z1+9rOfAQAGDx6M3NxczJ8/H0888USbvqdc6QuCIAgdlmsl5AsMDFRelxv0vby8kJCQgM2bNyvxzZs3Y/To0ewySUlJJH/Tpk1ITEyE57+LlF0u59J11tbWws1NHbbd3d2demTPda/0G+3AJdM05h6qQYSdMcLpM1I17Mna+T3JGXVnEollHlf/uqo4SQ0qTu3cQ2IIUKtY+fWl4rca7S83rzBq2tHAiJx0Ids/1zACkTIqAPTuNUhp2xjjkvoitUoZZwIz6rG3SSx06AilXVpN182Z45BbXpxJiF6li4MRQUYNUCvhVVVSMVi1JyOe1AVwTLW8dX9/WWmzor2zp2hMF0NxleJKGBOW8DileXoXo4Ry2JWmObYfSbEX5dPltO8b3odWpis5XE1i+n7ZtT2T5mjGWcTsCmANZbI2qT9wvW69lS7XaKcx/TjQq/UBMEfHKm17Pj2nUUePFctQ9UfbmnmE5NRy88eaUNJaRg18gkKDlLajkRpZNTdSIaqvr3asNtGKm2n//Bftk6dqMhY+bARJKTmqfT9GSNh8NoeuO1AVCJ/LU43RjB+zyh6Mds3pN8P5ZWfNmoUpU6YgMTERSUlJWLp0KfLy8jB16lQAwOzZs1FYWIiVK1cCAKZOnYpFixZh1qxZePbZZ5Gamoply5bhk08+aVnnjBkzMG7cOLz99tu499578cUXX2DLli3YuXNnS84999yDP/3pT+jevTsGDhyIgwcPYuHChXjqqafa3HfXHfQFQRAEoRWu9rG7S5d3lkcffRRlZWV44403UFRUhEGDBmHDhg3o0eP8H/hFRUXKM/txcXHYsGEDXnrpJbz//vuIjo7Gu+++iwcffLAlZ/To0Vi9ejVeffVVvPbaa+jVqxfWrFmDkSMvlup+77338Nprr2HatGkoKSlBdHQ0nnvuOfzXf/1Xm/sug74gCIIgOMm0adMwbdo09r2PPvqIxMaPH48DBw5ccZ0PPfQQHnroocu+HxAQgOTkZKce0dORQV8QBEHosDT/+9We5TsTMugLgiAIHZZmo51z+q5Vc+6647KDvle3XjB5XhSY2Y9rLlSBYWSZ4kLVtS9h8k0kZ88aKnjx6T249Q4xAhfUVirNmgymgl5UvNIMDKZVnBp8+5KY7aQmLHNn3AU9aTXA+gq1T7GDafWtnJOqeMcSR0VdVqaaWukPWp905zmAuiICsISo37mmhBHWadvSPZr2u8lK+1R0XKvCxggCLd2iSay2ShWC+g4ZSXJItTzu+3IOj7qzHecSGEQFnaipVNuck2C9Krazn6FiTr/utHpcjVUVrZWkMSJBTZgKgFScbDxNhW26cO+9PzxAUl747d/pxw0YrrRPHWOcKbltpwlPuWNFr7jZezyt4HdyFxX6Wgu1Sp1cxUIbdQmMGKz+hpzNpa6IlSXaceHGiFeZCpRBAZqKXDtXAPDVJbXjJySU5pSHqW6ZjtOHSI57HK1o2lSiiUV1x0MH4/gouAQuO+gLgiAIQmv8FEK+jowM+oIgCEKH5Wor5V26fGdCzHkEQRAEoZPgslf6lhAL3C6p/lbepM7/OcpoYYP77xigtFcs+ZLkeMUOoDGzOsdc18BUQPOz0D52U+f7HI44klOTpc6BlnIV5rjqZvp8LleJzzeIhOKHq/qAE4eZSmIhMUrTmkNzzDHxJGYvPau0u/eJITl5e86QmMOhGbMw87TmHqrJjP0cU7iinpqpEMJotTHrCWq8A29/ddXuzN+/xFSImafkjHf078eYwIQMoxqCsmNH1QBTQa/PXWqVu9yTdO64wc6YPdVpxjtcBcpaaihDjJRC6faFTa14+cL8jTSHMaCy12nGO4yBD2cchdJcpRkcTzUp5zTjqMoKWolPNzoCAO8QdX8+8v+GkpyVf/mExM4ValU/C47Tz9MqhXYfSc1yzuTSn+Qta7erAb1iIgCfGKrjqLOq2+B4CqPj0M4DdKH6Fw8v2qeoEWqFxILvNX3EjzinbxhGi4/91S7fmXDZQV8QBEEQWkNu7zuH3N4XBEEQhE6CXOkLgiAIHRajnVf6nezufvuu9OfPnw+TyYSZM2e2xAzDwNy5cxEdHQ0fHx9MmDABGRkZ7e2nIAiCIBAuzOm359WZuOor/X379mHp0qUYMkQ1bnjnnXewcOFCfPTRR+jTpw/efPNNTJw4EZmZmQgIYAxuLsO5zEyYPC4xBtGER8HxfaCzYvF6NcAI3X7+wHASW/H3b9UAZ1JiPUdC7l1VUxKTm4nkEPMWrpqcLqYBqLiPM99ghG0n9MqCnCjRy1dtB9GqaPZyakCiV1PLP0VFe/Clgsek4arg8Yt9tGIgU0uNwlRcixylmq5YLNSwKHMPUw1Q2w/24kKS4hmuGpc01jLbkquWpxnvsKK93VtIbPyzU5R2yipqJJW1ZasacKen8CNTHySxTz/br7QNzuCFMwMK0CrBMcY03UaplSsLjlDhZOjwUSRWmq2JU5nqccG9qaC0/IB6Lp47SE12dLFbWTE1dkIXapAUFqV+36+2MdX5GJoLNZOooEiapB1zJWdonxyVjKhXF3Qa9Disy0onsYSHVNFn2nc0hxNY6pi9aYnZgv1pakD/zfxRq+yJDa8zXNWVfnV1NR5//HF8+OGH6NLloiLVMAwkJydjzpw5eOCBBzBo0CCsWLECtbW1WLVq1TXrtCAIgiAIznNVg/706dNx11134bbbblPi2dnZKC4uxqRJk1piZrMZ48ePx+7dTD14AHa7HTabTXkJgiAIQluQ2/vO4fTt/dWrV+PAgQPYt28fea+4+Pyz1RER6u3iiIgI5ObmknzgvC7gD3/4g7PdEARBEASx4XUSp6708/PzMWPGDHz88cfw9qZzpxcwaaYmhmGQ2AVmz54Nq9Xa8srPz2fzBEEQBEFoH05d6aelpaGkpAQJCQktsaamJmzfvh2LFi1CZmYmgPNX/FFRF0UyJSUl5Or/AmazGWYzFYqgoU55DsO/l+rYVp6dwy9zKYyj2T+/YqqEaQK1Lv1p1b2K01REVn5ceyqhhlbI0iuQoZI6qEXdOJrEig6oQpmIIbTSFSdOcpRrgkNG6AX/LloKdWdrYtzZAvqqfagqoH+geXShIsgv/rZOafeZeBvJKcxT+11z8hjJIQ55AH42Ua2w9t5HqXQ5b0YEqTscMn/uNxZoLm4eTHXAcOrCqFfLI057oKI9AEj58H/UAPN9LYnjlbY1m7op/mPZV7RPOv4hNObDbCe75qzGuNgV7NIc44JpZbqGekYwpldmq6DCUHsdU41QF8kxy+mV95oqSuh6GGFoUa7qAOiooAJedp83at/PzjgAaq6e9WX0/E2cSF360r8/pfapkbrd+fekwua0zarAMbgXde0r/0F1DvTQxKsA45wIwCtKdS6M6h6utJvsNTi5iSx2XZDSus7h1JX+rbfeiiNHjiA9Pb3llZiYiMcffxzp6eno2bMnIiMjsXnz5pZlGhoakJKSgtGj6cAmCIIgCO3hwu399rw6E05d6QcEBGDQoEFKzM/PDyEhIS3xmTNnYt68eYiPj0d8fDzmzZsHX19fPPbYY9eu14IgCIIgOM01d+R7+eWXUVdXh2nTpqGiogIjR47Epk2bnHpGXxAEQRDaghTccY52D/rbtm1T2iaTCXPnzsXcuXPbt2I3d8WQJyhENduobsucbzWdM6spYKwYNNOMimLGmIapAObbXa3u1bMPnX88+q8NasCTCiC5ufnA3qqG4ezhwyTHHEUrnjl0E5/yApKj38+KGTGUpORU00cn9bm9kZOp4creb2k/dfOhrCM5NKdC0zropkYAwvvQamqFFer8Jjt3W0e/i6X/UKVtPUO1FqhXK9P1HJVAUk7vYiqX6SY3jLaEM94hxy/zY+Tjp84514RQrYwjl1Z4e2j6z5X2Pz/ZTnJQS82ewnqr88DePnQfFOWp1RcdjdRkx1ZIzY9QqVZS7HfHJJLyw9YddLlQTTNgPUtSmqoqlXbEQFpd82wu3ed63z26hNGcc/S7LH1H1Wj8+veML0lJjtI0RdFtWVtLK1AmjVMrZ54popXwTn1/iH6episoz8oiKXGj1Gp52Tt2khxHGypJBgdrWoj6H8/yRtT7ziEFdwRBEAShkyAFdwRBEIQOi6j3nUMGfUEQBKHDYvz71Z7lOxMy6AuCIAgdFhHyOYfrDvpNDsB0USxScEgzwuEq4Zm16nFnqXGJLh4CAERoghpdVAaw1ahqT6qmK4U+jMmQLqxjTG8a8jJpLEIzAGGqoj1wzz0kNm2kKu4b+5u/kxxL9xilnZPFiP0YE6EGzeRmbwoVUwZG0P3iaAxS2rV5p0iOW6hqCtJ8jvap9AwVWJZXa0K2QMZ0hhHyWY+nK23/PtSQqfqcenqc3s8YOzFmNboAsM9ddD+Ranmgxju6aA8Aird9rbT73/8AyTmuGzQByC9V++TmSys7hnWlojVbubrtusVQ45383VolusBwkqNvEwCAl/r9ftiyjeZwVeB0w6DI3iTF5KHuux49upCcytJKuuoqtZ8OpqqgXvETAP66LUcNWOh5kPHJi0r7pc+padOm1bT6or4Nut14I0nZtfTXJDZmygI1UEW/S2SkehyU9hlEcjy9qBDV06zGDn6tCkMNBzUQElwD1x30BUEQBKEVmg3FvPWqlu9MyKAvCIIgdFjk9r5zyCN7giAIgtBJMBku9meOzWaDxWKBefTvYfK4xMhGnxvn5vr0QhTB1MTilsnDSSyyizq3uOqjb0mOZxA1i7GEqAU0+vajc5m7vtyjtMfdk0Rytq+l87tkDt+Lzu/Cjd6o8Y5RzVRef5Z+3n//Q52bLj2URnI4M6Juo29S2sV51AjHUUPnbu+4b6TS/mYtNQDxi1CLqNQUMKWYuW2gFTkyd6OGJ/bcH0isz603K+2srSl03TqMyY65Gy2+Yj+jFvPhTJTs+SdITD/GPRjjnfgBqh7j+LrP6Hq69qcxXaPhE0hzmHMqqI+6rsp8xmRH2y7hPem8vwdT1OlMqma8wxhXsYVr9J+sSLrP0dCGOeXqchrT5uuDB9BCV2AKhgYEqnqi3IN0vj4wRj0OkkbRY2fjGvpbENJHLaZTfpb226ihuhX9u/iGUp2Bb4Da70ALPcdYAypd16BXVnXUw779DVitVgQGMsfaNeDCWPHI0p3w9KEalbbSWFeNf/z6puvaV1dCbu8LgiAIHRa5ve8ccntfEARBEDoJcqUvCIIgdFhEve8cMugLgiAIHRa5ve8crivku/mPipCv7+hhSl6XLlRwsudLTSDGGfEEUgMS72hVYBMUGkRyipkqdx6hqlDQUXqGfp6+eRmjGE6gFjp4qNLmxHaD7riFxI5u1sRRzLojB6rirJICKsgz6RXfADQ1qeI+szc1I7KfOEhi6KIJKhvqaI4e86NmKn7RVCBWc2yf0r5r6mMk56tVjOGJJmS7/xEqeFy39ns1wJk2eXjRfsaoAq0GOxXI3X/PUBL7x7Kv1ABj5ERMqThxYyGtshc+7nalXbJ/D8lBZE8aO6eKEuHPmB9pYkq/nn1pSmkFienVCP1C6bprchjBo17FkBGdIlyrDFfKGFBx27ebJoKspBX89ApzAAAvzRjMnV5PuQWqYuDmekZsyK27LXCCR03YHHYDrRJ57oRmlMVUJr3nGWoA9dVXalW/gCC1dHpzQy3OrXziRxHyPbB4e7uFfJ/9ZpwI+QRBEATB1RHvfeeQQV8QBEHosEiVPeeQQV8QBEHosBgGnUV1dvnOhDyyJwiCIAidBJe90g/p3Qtul4hjKsprlfcz91OXNeLax4j2LL3iScx6RhXrWBkRW1voO5ZWv8rcoYrBfOKpw1dEVypgMpvVXVPKCMZeuoNWF3t6k+osd8sD40jO1rXblLZXWBTJGTWGbqft36giPXs5FbY98fJTJPb5JlVYZs3LJznEDY4RNLEufVFqP7/662qS4tN3GInV5aiVDb/ZTCsGkiqNnIsd49JXY63SPoy6FH762X66Lo2Hpv+cxPRqeXv/+TXJ0UV7AFCyfaPSdutNRV3NZ3Na7ZO5C3Wm9I9ThbC1VbUkx8PPl8QcZep5V3OSEUp6B9CYVV2u24SJJKVgx3dK29yLnncjR9Pz52iG2gf3btQV8VxmFu2Tdrz6RlI3UFJdkhEgPvHCQyS24h21UqZPP7rv6mr8SEyfrD6Xzhxz+m8kczwfP0UdAKc8qv7WrXjvn+pH/4hV9kS97xwuO+gLgiAIQmvI7X3nkNv7giAIgtBJkCt9QRAEocMi6n3ncFlznl4z/gn3S+boi7SKbo1nGbONAG2+sZoxBAmklaZQpc1Z6eYfAG8oY9Hm+2zU5Eafq465aTxJyT/JVC4r14x+QugcIbjKWnqlQc6ARDe+8aQmOyg+SWP6/J+JuVHksNOYVj1txD0TSMq+L7erAcbchKs658jVjGiCIkkOa97S5FDb+rHDLcdUbgvvQyu8laRpVcn0imSXQze+YbQlbr6qCUlz5Tm6Hmafu0Wr89fNJ5nKity20/cx91307VRfRXNCaKVBQlUpjXGfpxtcMccKOV85UyFu3Q2aHqGe6jGIQRKzLk4nE9FNPX/yMxjjIe7zuIqiOozmJzBO3ee2M4xmQp/Dr2F+M9tw/AZrlQCbG2pRvOwXP4o5z+S/fNduc56vZ9zcacx55Pa+IAiCIHQS5Pa+IAiC0GER9b5zyKAvCIIgdFikyp5zyO19QRAEQegkuOyVfsH+A0qVPbaamEZIN1WI5GigghtrHmPwwom4NDzMVCjjKNdEVMxtotjxE5R2wWla+S8oLIjEhk8arLS3fZtBcpq9GUMOTYjj0aM/SXFkH1XaliEjSY6VEw8FqmIoTy9q5NFYwogSNTHYwb2naI4uFmKqhpHtDRBDpuDYHiSl/GAq/bgYdbs0lzEiJyIMpSYlJYfbIPTixJScWNRH25+1VBAX1lUVg50tZbY3Uy2PGO9woj2uKqVfkNZHRuikGdOEDKPHU0UJFYh5mtXjx85VoPSmAq1eo0co7VNHs0nOmNvU82fX14wxDXdbt7ZSbXPfl+tnsFoBsoERGuefU4+xgO6xJGfW43eS2Py/7Vba4V3p71qVlZ4vE8epxlX/fJ8Rb+qiXk6Iyxj26OdreZEqwjQaGeHzdcL497/2LN+ZkCt9QRAEocNywZynPa+r4YMPPkBcXBy8vb2RkJCAHTt2XDE/JSUFCQkJ8Pb2Rs+ePbFkyRKSs3btWgwYMABmsxkDBgzAunXrSE5hYSF+8YtfICQkBL6+vhg6dCjS0pg/6C6DDPqCIAhCx8W4KOa7mtfVXOivWbMGM2fOxJw5c3Dw4EGMHTsWkydPRl5eHpufnZ2NO++8E2PHjsXBgwfxyiuv4MUXX8TatWtbclJTU/Hoo49iypQpOHToEKZMmYJHHnkEe/defAS4oqICY8aMgaenJ77++mscO3YM//3f/42goKA2991lb+8LgiAIgiuycOFCPP3003jmmWcAAMnJydi4cSMWL16M+fPnk/wlS5age/fuSE5OBgD0798f+/fvx4IFC/Dggw+2rGPixImYPXs2AGD27NlISUlBcnIyPvnkEwDA22+/jZiYGCxfvrxl3bGxsU71Xa70BUEQhA7LBfV+e17AebOfS192O6NvANDQ0IC0tDRMmjRJiU+aNAm7d+9ml0lNTSX5t99+O/bv34/GxsYr5ly6zvXr1yMxMREPP/wwwsPDMWzYMHz44YdObS/XvdLvEgV4XiLeq2NcvjSsZapgqlscFStZy4NILH6gKv46sXEjyXFwQkLNaY4TG+YcUZ3tvLvQz69kqs4lPXyD0k7ZylT+qzxLY5o7WkAQrVJWoYmjrEcZkRPn0ndGFbI1MiIntxDqREZEZFwRQ21dvl2pg1ttPhVsEUHRKUYkGMT0qVkT0nGuY/a61nM4V0Iv7bjg3BwDGIc4u+r4F9abCvJs5aqILKgPFWpWHj9M163D9VsX7QFATaXaDulGczSBY+W5SpLSXEHdKu36+cK4yoX06Epip45pt1AZp8Rd//hGDTDV+tgKlF/uU7vkR4WEjjJG8Ki5cXYbOYqkFOzeqbSrjh0gOX9YxPzOafugIJ86+fW5hTp9/vOva9UAU3VU/70I6k+rEVZmHCQxj26qSNBRrQlaG9vgIniNuFbP6cfExCjx119/HXPnziX5paWlaGpqQkSE6hAaERGB4mLm2ABQXFzM5jscDpSWliIqKuqyOZeu8/Tp01i8eDFmzZqFV155Bd9//z1efPFFmM1m/PKXv2zT93XdQV8QBEEQfiTy8/MVG16zmbnwuQSTZpNtGAaJtZavx1tbZ3NzMxITEzFv3jwAwLBhw5CRkYHFixe3edCX2/uCIAhCh+VaqfcDAwOV1+UG/dDQULi7u5Or+pKSEnKlfoHIyEg238PDAyEhIVfMuXSdUVFRGDBggJLTv3//ywoIOZwa9OfOnQuTyaS8IiMv3kI3DANz585FdHQ0fHx8MGHCBGRk0OfLBUEQBOFacKHKXntezuDl5YWEhARs3rxZiW/evBmjR49ml0lKSiL5mzZtQmJiIjw9Pa+Yc+k6x4wZg8zMTCUnKysLPXpQf5LL4fTt/YEDB2LLli0tbXf3i/Oc77zzDhYuXIiPPvoIffr0wZtvvomJEyciMzMTAQF0Tu2K2GtVf0TdiEavQgdgwcyHlPaf/peZ26yg8+DFhWrfom+6meScOUDn34ixRRn9a+vvf56itKf9fykkxxxMzTb+NO8fStsUTPUJplA636lTbW2DeYyV0QaE0jl1s4/6l6+9iH7fIYl0Hvr4Ec2E5SSzXxpV0UytJ51bhNmXxnQTIa7iGmc0ZFXNRLzCaRXDhjz15Jrw+D0kZ9f2TBJrPH1EDTDbEjamopxmjOLtQyv4dYtR59QPbkun62Eqypm7qEZD9rOMqQ9nRKPP4ecdJSlPzPmN0l6xfCtdDzNfTwyYGO1D4rCxJLbx+DGlHTV0KMk5m6+e036B1MgqdTdTSVIzUnJwVec4NJOoyjLGwMfXora56o9nT5OQX7xqNBQcPpDkZO3YS2KmiFilbdRRA59uA9RKfAXpR0gOqSYKoMmh9t3krekz2lhYsqMya9YsTJkyBYmJiUhKSsLSpUuRl5eHqVOnAjivvC8sLMTKlSsBAFOnTsWiRYswa9YsPPvss0hNTcWyZctaVPkAMGPGDIwbNw5vv/027r33XnzxxRfYsmULdu68qAV56aWXMHr0aMybNw+PPPIIvv/+eyxduhRLly5tc9+dHvQ9PDyUq/sLGIaB5ORkzJkzBw888AAAYMWKFYiIiMCqVavw3HPPOftRgiAIgnBFDFy9wc6F5Z3l0UcfRVlZGd544w0UFRVh0KBB2LBhQ8sVd1FRkXLLPS4uDhs2bMBLL72E999/H9HR0Xj33XdbHtcDgNGjR2P16tV49dVX8dprr6FXr15Ys2YNRo686HA5YsQIrFu3DrNnz8Ybb7yBuLg4JCcn4/HHH29z350e9E+cOIHo6GiYzWaMHDkS8+bNQ8+ePZGdnY3i4mLlkQOz2Yzx48dj9+7dlx307Xa78miEzcb8hSwIgiAIDD9Vlb1p06Zh2rRp7HsfffQRiY0fPx4HuDvGl/DQQw/hoYceumLO3XffjbvvvrvN/dRxak5/5MiRWLlyJTZu3IgPP/wQxcXFGD16NMrKyloECM48xgAA8+fPh8ViaXnpj00IgiAIgnBtcOpKf/LkyS3/Hzx4MJKSktCrVy+sWLECo0adfy7V2ccYZs+ejVmzZrW0bTabDPyCIAhCm2iPf/6F5TsT7XpO38/PD4MHD8aJEydw3333AThvQhAVddEM5UqPMQDnpwDYRyMqigCPS+K6mIQRBs18ZZXSvv2xSSRnUxEVUOkmGVWc6IiJBYSrgqkqK72j8dSs5WqAqWKVeP8dJLb/yxylbdQygjyuUluV+v0aI+JoTrlWAYwzndFNWQDY61pX5+Tl0Ep09jrtOzPCoLA+qtkH94dieQk9XB2nNVGgbxDtFLc/NVFgQyUj2NJEbNvWbqM5nNBL/342Wh2w26gkEivYtV1pF+VRgWX+bs2YpQsj5rRRIxz/OFVMaC9iRGRatTwAxHhHF+0BwIo/LVYDYbF0PcwxZuml7nMrYyr07Rbm6R9NEFd0mla004WSVXUWmsN9X+248AyiFTjdPeh3qc9TRYHVZ6jQWBfuuTHi3OaqShJrbFD7mb+LKewSRtXbHp7q+dJYQX9DCvZoFSiZczMggpr6VBWrx6aXJUhpGyYHqGXS9eGnur3fUWnXc/p2ux3Hjx9HVFQU4uLiEBkZqTxy0NDQgJSUlMs+xiAIgiAI7eGnqrLXUXHqSv8///M/cc8996B79+4oKSnBm2++CZvNhieeeAImkwkzZ87EvHnzEB8fj/j4eMybNw++vr547LHHrlf/BUEQBEFoI04N+gUFBfj5z3+O0tJShIWFYdSoUdizZ0/LYwovv/wy6urqMG3aNFRUVGDkyJHYtGmT88/oC4IgCEIbkNv7zuHUoL969eorvm8ymTB37ly2SIHT+HcBPC4WLvGwqHNrjrOM7aBWwCOnwEpSArtQAxKrXZsPK6EGGXD3JCFPLzU2/J5bSc6B9VvUQD2dV/shgzFKsYSrbc7MJYDON4YOHaG0S9NSSQ4xYWEMbcyhdG7PnvsDXZcGZwbkZVbn1BtKaY4+h1+SmUVXzp2c2n6xMAVorEzBEDIXzxjT+ITGKu06vQAPwM6BvveHB5T2C/NpAaeCI8y2DFY1BI5GB80JVI+L8J60AE6NrQuJ1VbVqoF6WtglZNhIEtOL57DGO/oc/rkckjLmafoc8a41X6sBZh/ohlAA4CjVtDPVZSTHt+8wpV1bSs+fgGhqyFSVqxZ1asynx2GjB+2TpY9qmKPPwwNAQ71qEhUdS4+dvN20qFRDozo77hbdm+QEhQWRGCl8xJkv1dmu3AZQlc6ci9px31Cq/h4bTXyFuuuBDPrOId77giAIgtBJkCp7giAIQodFHtlzDhn0BUEQhA6L3N53Drm9LwiCIAidBNe90tfu2ThqNPEXY94SMaCf0i7IpaYoNZmHSMyzhyr+arT50/5wZjFF6vrLs6g4y7ObKrppLKGivepyKjjs0U8VF+YeYYQxDioWKs3QqmSFUHfD8F6qUUvJoXSSwwmo7Cbtb0TGHKihkIogTWFqHzwiY0lOSb4mzmpiRGwNtSQUPmKMup5TOXQ5xhjmlbm/Utrz5lGRKrkC4Kr1MZXSXvjt31tdLnT4KBLThV62QkbgqQlBPRijmJpSahjk4adVKAyhlf8qSuhyzRWa0Q9ndKRtX1a0t+x/6XKaEY5f7wEkpSaHqYSni1yZ7Vtr034vKqlx1oCJw0ls78njasCLqezI7PP6OlVsZ887QXIQpm7zvKx8msP8zniEqYLDV5+7ieTMnfM3EvPrc4PSju5PfwtO7ND2OWNuZepCBYdGmWY+pFccdfxY1jxye99ZXHfQFwRBEIRWkNv7ziG39wVBEAShkyBX+oIgCELHpb1Wup3rQl8GfUEQBKHjIrf3ncNlB/2YYYPhbvZraeem7lHeH3bXzWSZ9O9V0Y9xhhHT+IeQUGOlVhmOrcrmR2NVmhMYI4LRXfsaPb1JDs7lklCuVRNQ6SI6gIpnADz8zD1K+9OVW0hOyfFMpe3TvRfJabAzojV7jbpcvwSSwp1A9fmquM/BVQfUvwvjGMe5IpYcO6YGGhkBkTcVZs5L1tzgmOXqi1UhXZ8xiSQna9NmEgsYoArESJVBAKXZjKOkpyaeZMRnuuvkmVSm4lowdelzlGkV+7ypNbanmW5fu/Z5+jEA0Gp5xGkPIKK98+tShZk1pzNJynOzHiGxv/5lndKOH0crFp7Y8q3SHvXoPSRnz1e7aZ90kR53vgZRYZu3r5pn5wSA9er3De5B91N5Ga0Y6MhVxYUZZ4bSdTO/azVH1d/ME7bBJMfSWxU/11TR/fv53LtI7O5fv6d+vCbCbG6oxY/lySdCPueQOX1BEARB6CS47JW+IAiCILSG3N53Dhn0BUEQhA6L3N53DpPhYn/m2Gw2WCwWhD+5Em6XzItVllYqeSPH9oNOcbFqyJG7Yzv9AKYqGiqL1HZQFM1h5jLRoFVd49btrpmnMJXaBowZSmLH0jQ9Qi2tfoUmas5jjlQNONpSGY+dt2QMbXTNQlB0OEmpTN9DYuZ41SREr6gHABPG91Xa3/ztH/TzmXlo93D1+3LrBhNyWDVTEjs1/hnzgKobKSqiOgPu804d0+brGTMX1DPHk03VcfS7fSJJ+WHLNjXA7Ce/uL4kVnPyqBpgKsWxWhY9plcn5GCqufl1ZaoB6nP4NmqmxfXJ1GOQ0jbqmG2pawi47c1sO//wUKXddwCtxHf2LK0SWXFONdiqOXGE5CBUPVa9A+nx7BdItUPkJ5r5xS4/ylSS1D4PJTkkxSOmj9J2NDCmWNzx26TFKlT9i+Gww753AaxWKwIDmep+14ALY8UNr/wL7t6M5qqNNNXX4NC8e65rX10JudIXBEEQOixye985ZNAXBEEQOixye985RL0vCIIgCJ0EudIXBEEQOiwG2nl7v5NZ8rnsoG89fhimS8RGfvGqeGfvP76kC2miH8vAYSSlrpoK6Rq8NCEbY5ARf/M4EsvOUsUrjsJTtE+6mKa2kqRkZTBGLfkZapsxmOG+n/VomtIOHnojySnPUat7hcTRimtleUUkhhLVZKdSF0ACrIirqVEV/Tis5STnm3VajDmJ/WLjSSwsSjX1KcimhjYjRtPlUj/9RltRD5Kzd2eW0nZUlJIcNDIWJLrAUje4ARDcm/bJXqcKSH/Yyhjv6BXlGKOjmhzGlEoXQXLiLOYYC+nRVWknDhtLcr7doh6rXIVGrlqebrzz1zc/pH1iKugZVm0/VNPjiYhqfelxOfbWgSS243+/UNqHaqlpk+MMrSSJLuq+27z8P0nKpFdUUyEPT/rzay2lFTfNvur2DAiiAsCBt1OzsowNm9QAc24OSYhT2gdSmWOnmhFvMhUvfyrk9r5zyO19QRAEQegkuOyVviAIgiC0hqj3nUMGfUEQBKHDIoO+c8igLwiCIHRYZE7fOVx30A/pBnheFEDVnNMq2jGiFO9oVZBmLaIOX27ejPtcuSrIA+OyVllBhSu6cM+jK61WR5zfAqmLnePEAdonTVTl33cISbGeZYRlmstYbRXtt8lXXXfZof0kJ3z4SBKr8FddrxrPUsEjJxD7z6dHK+23/vINyUGpJmZkBGr1jKgqZ9t3StszdgDJSV23lX6ef7DaZsSb5p6qs52jkpHAcC52unCvlFZRLD/AuM8FRartUOpiB7u2Dc7l0ByuiqFVq7LH9LvX6BEkprsLbjx+jOTA16I0HaVMdUALPe71anm60x7AiPYAcqy8t+S3JOWFV1apgXLqorfjC0agplXTdNQwgjU35mdTqwA58aWPSYrJR113dQXjsmlljoswVUxZU0CFv93uGE1iZB8z5+aBzd+rAXfmuzEVEr2j1GNTr6TZ6YrUdyBcd9AXBEEQhFaQ2/vOIYO+IAiC0GGR2/vOIY/sCYIgCEInwXWv9ItPAO6XmFIEa/Ob9XSOrr5Im5dl5v3nTKXmIn98TTVhQWRvknMunc57v7fgaaVN5hEBanjCmaLoc7lMXnUhM39excx3aqYk9aeZOVh9W5ro334NdmqK0qhpGAYxhiBHU+h2emv+GrWL8bRCopWpcqcTHBFMYudKNJ1BSSHJ0eecAQA1lUrT3I3qMWr0OVeu0mIj1Rm4R6vHT3A8Xfe5g9+TGCrOqG19Hh6gx2YkXTfKz5BQtwlqxb6C1F0k59TRbLquBvX7RQ0dSlKKTmvHZnUZyeFMduLHJSntE2nH6XKM8Y4+h//C1D/T5Tw1g6CwWJrDnYtWzRyHuQzsf8sYEss6qs6z33ZnEsnZuESb59fPQ4CtnOmo1o5DZls2NTE6Dv8Qtc38XphC1CqCbMVC7VwBgHp9uzg0kyqmj9eL5mYDpuarv1xvbseyHRHXHfQFQRAEoRXk9r5zyO19QRAEQegkyJW+IAiC0GER9b5zyKAvCIIgdFzaeXu/s1kKuO6g72MBPC4x0tFFVIyBTnCfPkrbXkcroP1pCVO5LEitkIVKRkDFCLZe/ds+NdDkIDn+EaopSXXmYbpuprpZ5FC1gl7xvlSSEzhgOInZSnUzoDD6eec0wVYUrfjWUM8IcTTB34ljjLiwjjEcCVbFQtYsRrDVRRUz+nehIkzOaEgXEJm7xZEUe1E+ienGJf/vzsEkZd2/0tWPqvYkOeboWPp5JaqQ7pwuxAJYkakuAGyqqiQ5Jg/1lDVqmHWH04qBBTtUEyNOxDbmNroNdv1DNVI6m08rvMGmCsR8+9Lqj7U2Krw9seVbNcAIaEm1PDCCWV20B9Dqh5ywjDlfdWGkyZOaGB3fwJhLacfTd1vdSUrMLXco7fz9jCmXG13Ow189VhInJZCcPf+iv2t+3dTjoN6fqYBZplXKDAwlOe5+MSTWZFXFmrqZV3NDLQr2ksUEF8B1B31BEARBaIXzQr723N6/hp3pAMigLwiCIHRYRL3vHE6r9wsLC/GLX/wCISEh8PX1xdChQ5GWltbyvmEYmDt3LqKjo+Hj44MJEyYgIyPjmnZaEARBEICLQr72vDoTTl3pV1RUYMyYMbj55pvx9ddfIzw8HKdOnUJQUFBLzjvvvIOFCxfio48+Qp8+ffDmm29i4sSJyMzMREAAMx94GQJ794Wb18VCD/p8bjNjRlF+XP3j4tafTSI5367dTmJdhwxU182YNRSdokUuuoSq38eaRfsUEh6ktKtz6fw996dm8WFt7r+hji7HoWkdzMF0js5eV6W0A0OCSI6NKQbiFt6dxAgh1HDEJ1D9znUNVB/hps1VN9qpSYndVkViugGJvYIposJtO207/XNdGkkxqrR1MXPH9vwTJNZ7vGoAVVlBDU/KiqmBTVNFidKOGEiLB/Xo0UVpf79pH8lBKVM8qJdasMleRI/nXV9TYyV4q8e4X6AfSamqU82PaksZ06hKWoRn1KP3KO09G5nP96Xz0KR4Dme8o8/hlzDGQwEhNOavbl/j9EGa4061HbpGo8FaSVKKtfN8wM3UwOdYCjVtcuSpGpi9TYypkIWe5zUl6vHEGf/o2g72t6Cc0Y3UqOdGSdZJpW046DkuuAZODfpvv/02YmJisHz58pZYbGxsy/8Nw0BycjLmzJmDBx54AACwYsUKREREYNWqVXjuueeuTa8FQRAEAfLInrM4dXt//fr1SExMxMMPP4zw8HAMGzYMH374Ycv72dnZKC4uxqRJF6+wzWYzxo8fj927d7PrtNvtsNlsyksQBEEQ2oRxDV6dCKcG/dOnT2Px4sWIj4/Hxo0bMXXqVLz44otYuXIlAKC4+PwtvIgI9TGbiIiIlvd05s+fD4vF0vKKiaGPhwiCIAiC0H6cGvSbm5sxfPhwzJs3D8OGDcNzzz2HZ599FosXL1byTNp8qWEYJHaB2bNnw2q1trzy85lnqgVBEASBQYR8zuHUnH5UVBQGDFDFRf3798fatWsBAJGR5w1WiouLERV10fCmpKSEXP1fwGw2w2ymAqkaaw1MnheFcQOGxirvH/mWmtXoBhnfrqOVxAaNTySxo99pLhKMQYYpkFZ4y9mlTlmYY6jJTW7GaTWgCYUAIP4GakpyYqcq6AkYPJLk2M4x1czqVJFTjyE9SUpWtZpjO/kDXQ8jWmvWxFF2zvDEy4d2qUI1ADGF0bs5yf9xi9J+8b8+bVOf9H1uiaLHmbXWSmL6PraE0Ep8bmHqvio/fZrkoI6KC0/u0sRYegUyAOgSRWOaoczZ3CKSUllaqQaYKnRcBcqRo9VjbPs6phoh8+N3ywPjlHbq7pMkRxeIBURHk5QBE6mR1J6vtCk/5tgZe+tAEtvxhSaw5Krl6cY7nGivijl/zJpQsQv9LpyZlm6g4+5Jf0PsuWo1z2O51KRq5qtPktj7/6P+PkV0o4ZbZwvOkVhjk7caqGYErRbVPMyWQQWtwUPpb0+5ZsgUplWSbG6oRaHmvXS9MNDOOf2rvL//wQcf4M9//jOKioowcOBAJCcnY+xYWsX1AikpKZg1axYyMjIQHR2Nl19+GVOnTlVy1q5di9deew2nTp1Cr1698Kc//Qn3338/u7758+fjlVdewYwZM5CcnNzmfjt1pT9mzBhkZmYqsaysLPTocd75KS4uDpGRkdi8eXPL+w0NDUhJScHo0aOd+ShBEARBcEnWrFmDmTNnYs6cOTh48CDGjh2LyZMnIy+PPhUDnNe73XnnnRg7diwOHjyIV155BS+++GLLBTMApKam4tFHH8WUKVNw6NAhTJkyBY888gj27qXWhvv27cPSpUsxZMgQ8l5rODXov/TSS9izZw/mzZuHkydPYtWqVVi6dCmmT58O4Pxt/ZkzZ2LevHlYt24djh49iieffBK+vr547LHHnO6cIAiCIFyJn+L2/sKFC/H000/jmWeeQf/+/ZGcnIyYmBgy1X2BJUuWoHv37khOTkb//v3xzDPP4KmnnsKCBQtacpKTkzFx4kTMnj0b/fr1w+zZs3HrrbeSq/jq6mo8/vjj+PDDD9GlC71z3BpODfojRozAunXr8Mknn2DQoEH44x//iOTkZDz++OMtOS+//DJmzpyJadOmITExEYWFhdi0aZNTz+gLgiAIQlu4VoO+/hSZ3c5My+H83eu0tDTlKTUAmDRp0mWfUktNTSX5t99+O/bv34/GxsYr5ujrnD59Ou666y7cdtttbd9Il+C0De/dd9+Nu++++7Lvm0wmzJ07F3Pnzr2qDgmCIAjCj43+5Njrr7/OjmOlpaVoampy6im14uJiNt/hcKC0tBRRUVGXzbl0natXr8aBAwewbx9jytVGXNZ7v+lsLkweF4VbR75UtQR6xTcA6HObKgazWKjw60QmU0FPc5dy69a3TX00QlWHOvs5Zof7qKIf3yAqGDt3tnWhWWRXKiSsymfmjzRRU9bmLSRl6L1qta905o9TrrqYb4Cv0q7hDnAbFRSFJ4xS2iX76Qe+8bEmtPKgnx8SSwWAZYWq65g1i7F89mNugZ3LUZqVjD6NCOIYgadlKNWqWAvVKnveIbTqXVgUFZYV5apCNkcjrQJnr2q9T+jWn4SOZmiiwAamYmFtJQlt/VL7ceFEkWb1uKjKpe53e08ylRW1Y9W/G92/O/73C+bzNLGdlemTVi2PE9CS9QBAqXZOBUWSFI8A6hLoKFN/V/xiqYDWbqiOneMev5fkJL+9mvZJOw4Lymmf7nv8FhL7fOlaNcCdB3o1QmabEPEoAGjfZfgNquCxsa4ajFT0+tDeZ+3/vWx+fj4CAy/uW05gfinOPKV2uXw9fqV15ufnY8aMGdi0aRO8vTWRphO47KAvCIIgCK1xrRz5AgMDlUH/coSGhsLd3Z1c1V/pKbXIyEg238PDAyEhIVfMubDOtLQ0lJSUICHhYmnlpqYmbN++HYsWLYLdboe7O3MRoOF0wR1BEARBcBV+bCGfl5cXEhISlKfUAGDz5s2XfUotKSmJ5G/atAmJiYnw9PS8Ys6Fdd566604cuQI0tPTW16JiYl4/PHHkZ6e3qYBH5ArfUEQBEFwilmzZmHKlClITExEUlISli5diry8vJbn7mfPno3CwsIWt9qpU6di0aJFmDVrFp599lmkpqZi2bJl+OSTT1rWOWPGDIwbNw5vv/027r33XnzxxRfYsmULdu7cCQAICAjAoEGDlH74+fkhJCSExK+E6w76AaGA5yVznBXqPOkXH84ki9w7Y7ka0OerANYABBHq/Ju7B/2LqbGCMfJwVzffgLEJJOXYrnSlba+jczG1xWdIbPjtagUu9o9R7rtUaRXOmHm8H45qVdjOZJEcg1l3VP+blfbJPKZyGVPJy1quzblGUjOi0nx1ztk7hM55lxXwIhkFT2auq5ruO/c49fnWm2+jJjDlVtXM5OBeOvFvzTxCP0+rNPjI/xtKUr7aRqvzOSpUPYRHF2rC4tBMUYIH0Od0y3+gugb3btptR8bAR68UBwAefqomxaHpXwDAM0jVmzTm0+MJXr40pu2rvgOoEc6hWlqtzVGj6RGYk0PXpLDV8jjjHX0On6kO6OBORh+t4mYONXKa/rtfKO333/+aroepUtklXD2HKzLSSc7uNFpZse9t6vl6IoNqgDw81d8wzzDmmGO0JZ491N/McxXqPnHUt7Eq6DXgpyi48+ijj6KsrAxvvPEGioqKMGjQIGzYsKHFs6aoqEh5Zj8uLg4bNmzASy+9hPfffx/R0dF499138eCDD7bkjB49GqtXr8arr76K1157Db169cKaNWswciQ1R2oPrjvoC4IgCEJrXCMhn7NMmzYN06ZNY9/76KOPSGz8+PE4cODAFdf50EMP4aGHHmpzH7Zt29bm3AvInL4gCIIgdBLkSl8QBEHosPwUt/c7MjLoC4IgCB0WGfSdw3UHfXsN0HSJeYdm1nLvzBVkkaCeqiFHZfoekvOrFx4kseX//T9K2xFNq+WBM13QDpZj3zPV6jSaqipJLDSeCtsOrNNEPowZ0YA7qA3jsQOq2Cx+cBzJOZGRq7R/+fLTJGfXISouPLlbM2rhKpcxFc8GDFFNjA6u/RfJ8ew5WGnXnzhEckIS6OMwZT9opi+MeUzQkBEkVnn6lNL+9KknSU7fWWo/ffyouLGW+8HQxHYr//IJzeEIV/eV4xxjb6Kb8XBeIIyY8lymJq4LCKXL1dlIyFHWunhSF742ejCmJlwlvCBVXHj2LBUXOs4wlQ3d1J+t/reMISnHN3yjddKTroerlqcZ77CiPSs1+LrxXtUcJ+sHut3+/qk2n+vNmAOV0/OuKVgTWAZTAWLJaSrkKynTjYZoZccGTfDYcOoUydEFywDQoP1G6qYyVzKpEX5aXHfQFwRBEIRWkCt955BBXxAEQeiwyKDvHKLeFwRBEIROglzpC4IgCB2Xn+g5/Y6K6w76jgYoNyIaNIcnvQ2gMlOLMWKllWu+J7HgG25U2pyjGedWBpta4Y11g9PFQoygqfQY83l6lTkLraxVeo4Kn8y+qtjsxEHq/Kb3e+UH60jKjP98mMT+smuv0g6KoEK+SmsJiYV10QRwwV1JTmOhJiBiREdlxYwroi4+C6UV7SoP7KLL+asucl3uX0xSfIODlHZtFhUXcsdFxGBVlHiukFYebC5kXOsaG5Tm0nemkJS/bstR2qWltFpeOed+p4v7uOp8wdQNjhzjTBW2vAifbwAAJEJJREFU+jxVPGrpQ90N6+uos563r3q+VJxjquV1oceBLsrLOspUm9TPH85t0L/1anm60x5ARXsA8P1KVazpM5iKTuts2vlaU0lyuP1iK9QEnZzTqL6fACBcq/THuCnCof1m+dNqnmiijnzG2Ryl/UOGesw1c1UcrxNye985XHfQFwRBEIRWkEHfOWROXxAEQRA6CXKlLwiCIHRc2nmlz1cz+7+Lyw76QX36w+2SuUlSWYqpRoVzqumMT/deJKUuj5pPlFeo82FRw4aTnKKM4yRG5rr8GbONuiq1bTTTHH3+EUD8hLFK+8SufSSnJIvOk6JSrVbHzt3qMPPnf1nwKYm5hapz8ZUnMum6GM3Cpg9XK+27pj5Gcr5a9pnSDu4ZS3LKc/Lp5+lztV50WyKSMVuqrVTbTC3qnn3U7ZJvpgYv1jI6D302V9sHBcyxo1dzA84bUl3Cr3+/iuZYNJ1KdSXNYcxUfCNVQxeuclrDWWrw0m3kKKVdWUYNfKrPqIYyjQ3UHMieR7Uldl17wJgDbV7+nyQ28aWPlfZtdyaRnO+2qvuzwVpJctw96T73i1XnwblqeZzxjj6HX3dkN8nR9QE+vQeTlLpyOu/u7qv+rph9qPlRLWMYhHM5StOvP60CGhwepLS/+o9xJGfo82tIzM1NvUlck63uX8PB/DZdL0TI5xRye18QBEEQOgkue6UvCIIgCK1hGEa7btF3NiGfDPqCIAhCh8VAOwf9TnZ/X27vC4IgCEInwWS42L0Nm80Gi8UC823zYfK4aBwR1D1GyauqqNIXhb9FNcKxFtKKVVwVNl3sZo7qTlLsOYwYSxeRaUIsAIgaoQqhir5nBD6cmYomagoeNpKklB87Spcza+vypQYkt9x+g9LeupKa83DiQtg1ww3GZAeVTFW2wDC1zZiELH/vN0r7V29soOspZiqA6f1kBJ4DE6mQL2ObatLkFU4rlzXY1H3gFUi3pW8A3XeVJeVqoILZJl60Yh/8LGq7JIekZHz+qtJOmv0lyam2UtOm5lLV4CVmRCLJyT94mPZJP198LTRHE296hNJt6XBQ4SDqtePJgwolTZ7Mcahh5NB+x9xyh9IuzqfmNY0FJ0lMF9pO/90vSAqplgfGeKckm65bF/WG0wqY5BwD6O8KJ87lBML+qnmWTyTdL3XF6m9k75FDSc7Jb7+l69bOu9deV42k6muq8Md7h8NqtSKQOW+uBRfGisCHl8LkyZxPbcRorIPt019f1766EnJ7XxAEQeiwyJy+c8jtfUEQBEHoJMiVviAIgtBxkef0ncJ15/THvqbM6YcPUo0sStL2kGXNcf2Vtj2Tzr1x89AhvVUTn7JCOv9n9qdzt/bCHDXAzXfq85TNzObWi6EAQJlqROPTdxhJie1NDV7sdnXutCCbmnY0FKvr9oqMITkmNxOJRcWoc/M5mdTMBbZSEuqeoGoIKkqpCUtVgdonc2gEybGfLSQx/+6xSrv6h3TaJ29aNAV+XdR2IzUTMYeq39deQufm3Sy06FBzszq/2r03PeZKztDiQfVlaszk609yJt6ungcmE91PG7+gRk6kIAtTWCUgkm7zqmPaOcQc427B6nHYrSc1e8rLosZKwVGq0VBtFZ3P9vCk1yXVFdrxU8PodBxq8aIBN1MDn2NfbyKxcY/fq7S3/yuVrtubMeHSiuf4RFFtSd1ZzbSJm/fv2p+E/ELVY2zIcKo5St2wl8SI3oUxoEKRaqrjETeEpDhKGFMs/fzRtrfhqIf921d+lDl9/weWtHtOv/qzqTKnLwiCIAiujszpO4fM6QuCIAhCJ0Gu9AVBEIQOi1zpO4cM+oIgCEKHRQZ953DZQX/4HWPgcYlgZt9XO9QERoikV/IKHTme5JT+8AOJlR3arwZCqVDG4AR4DXVqOzCU5ujo1d0A9BxFq1+dTlcFWjFxVGR1fCcjVNSNO5jKZfD0VpoNNdRUCNXUQKfAoVXQK6TbEpG0smHekSyl7RcRTnLcAtX92bMvNRI5XkiFT9WntD5wxiWcwLJKExwyy9kLtM/zoYLA5kZGhKltuzO59DRzVJaTWOLEEUq7tpaue9PqLWqA+77a/gWAJ154SGmvWLye5Mx6/E4S+8MizVDmLK0611xVqbTzdjMCNUZwWF6mCkFDBlOxqrWUEelZz6ltTgirbZdjKd+TlJmvPkliyW+rFSHZap7ljOmX9nlctTxivMOI9lBITcBqoOalbmbWzVRWJMZK3G9BuFpV0FFE929UIjUGK8pRRYmR8bFKu9leizzG00f46XHZQV8QBEEQWkUe2XMKGfQFQRCEDovc3ncOp9T7sbGxMJlM5DV9+nQA5zfe3LlzER0dDR8fH0yYMAEZGRnXpeOCIAiCIDiHU4P+vn37UFRU1PLavHkzAODhhx8GALzzzjtYuHAhFi1ahH379iEyMhITJ05EVRUtjiMIgiAI7cUwjHa/OhNO3d4PC1Mdyt566y306tUL48ePh2EYSE5Oxpw5c/DAAw8AAFasWIGIiAisWrUKzz33nFMda2hoQrPbJcIxs+qCFRBF3eiqMlRBXmnGEZLj250KzWpPaXcjqqhbWkNb/m5hnMHcg1UBXlMdrSR2+vt0EvPrqooJ/fzocgjoQmMluWo7iLqjkapd7nTdbKW0XE1kpLtyAUAVFajpFeVqSs7RHE0UeXw7dUVkK9N5mtW2N1OxsKGBxnS3Mq1SHAAiPhsw+gaS4utLt11QgNqnLWu303Uz2zz9e7WKYNK4vnQ5zfksZBDtU1l2HomteOfvakCvEAlg/t+YCpCa05xf/GCS0tigCukaGHdDj7DWjyfux9fsayYxhKkOh45qKlDz8Fe/nyOPCuTe/x/Gxa5erZbXJZwe403BdNvZClW3SHdf6trXpLls+sXS6o+6aA8AFfcxglLueCJiZ4ed5pSrYkq/vvR4Ksqg204X3hYfVX9DDQc9Bq4b7by9365lOyBXbc7T0NCAjz/+GE899RRMJhOys7NRXFyMSZMmteSYzWaMHz8eu3czPyb/xm63w2azKS9BEARBEK49Vz3of/7556isrMSTTz4JACguPu9LHhGhXtlGRES0vMcxf/58WCyWlldMDPWBFwRBEAQWo7n9r07EVQ/6y5Ytw+TJkxEdrd620wuAGIbBFgW5wOzZs2G1Wlte+flMcQdBEARB4Lhwe789r07EVT2yl5ubiy1btuCzzz5riUVGnp9jLy4uRlTUxXnkkpIScvV/KWazGWYznbc7+t1epcreDRNHK+9XV9N52qpcreIZ8xdcbd4pEtPNeCLjaFW0GwbS77Dxr6uUds8J1AzodEZOq33S5xEBoKZEndM+mJ1Jl9PNgQDAovXTytxl0ef/Guj8W//EgSR2pErTLNQwJiEMccMTlXb2djrHHTlCrYJWnJpCVxTAmB+VavPXzLy/dyydG6/X+66b9QDE1OfYdqZ6XZODxnQDJmb+HAatKOfQ5sLPFNF58G433qi0C7OLSA6HTz/VAKou9wTJCe9Kt29BvpoXHE6Pi/xdqnGWW3RvkvPqczeRWMaZoUr7253UGCYgiM5f1xRo+9xBfwsSJ6nfd28T1WxEdAsjsYJyVStUkZFOchBM9wsa1flysw/9TavVDHzYanmc8Y4+h1/HCIz08x6ggxk3uPkGKc2aY2nMeuhvVrOvdkzr5wF3Xlwv2nu1Llf6rbN8+XKEh4fjrrvuaonFxcUhMjKyRdEPnJ/3T0lJwejRo7nVCIIgCILwI+L0lX5zczOWL1+OJ554Ah4eFxc3mUyYOXMm5s2bh/j4eMTHx2PevHnw9fXFY489dk07LQiCIAgARL3vJE4P+lu2bEFeXh6eeuop8t7LL7+Muro6TJs2DRUVFRg5ciQ2bdqEgADmERNBEARBaC9ye98pnB70J02adFkzA5PJhLlz52Lu3Lnt7ZcgCIIgCNcYk+FidkQ2mw0WiwXmm+YoQj4iGtOqQwGgYixG4ANvfxLqMWK40s49zIjmOPQ+ccK6EO0RxNJcmsMIvbolqkKkgr176HKcOY7ehyBa0Q421XzIJ4pWEqs7fYwupwkAe96URFI8PGjVtxMZ6nc2iqlgC+FxaruW8WtgngIx+anbzqhhlmtkTEn0iogltDKcd5xqlDLwBiq8Svvnv+i6NSMpnx7UhKUuK53E/Aeo+7y6gD7Jsmvpr5X2mN/8neSwx6F+HFRS8yNLL9rPiCj1GMvawRjaaNsyOJoK5MrTaZU7+GvCW6YK3MDbbyYxHx/1OGxqoldqBzelqgELFSl6elFDm7smq+ZDu9MKSE7JaRrD2ZNqm/tZ1Y2kAplzk6uWZ9PMrDgjHutZEup//wNqipUKdgM0I6nMXYyQjzt/qjUDs679lKbRWAf717NgtVoRGMgIWa8BLWPFxLdhYipLthWjsR72zb+7rn11JaTgjiAIgtBxkTl9p7jq5/QFQRAEQehYyJW+IAiC0IFpr6ueCPkEQRAEoWMgt/edwnUHfUcjlNmH0B7q+7W0op1HZKy6Ciut+BbQlbrt5R48qq4niIp+PLzopqrXxTOcCEcTEw68ezJJyfh2F4kVpB1UA4zDVVB3Wqeg2qq6+znKmYp23uojlO6M+A5hPWjsnCrIO73pG2bdVCjpHqWKLps4AaJWzY1z+7MMGEpi9bWqOKkBVIjTewAV4BXkqEK2ujq6z+vPqm53DgcVPIITEGlXHXVWKlBLeOgeEkvbrInd9GqIAMZMWaAGAqloDkyVO2i/a4Fx1DVv4jgq5PvnX9cqbVNELMnx8FSP+8pzlSTHrw+t3lZzVBOnxlC3v4wNm0iMVEjUBYEA/Lqpx6/ucAkAjU10332+VP2+fW+jQsKSMlrFkAiLz+XQHL2f+vcA2N81Ui2PGaT63zKGxI6v+0wNdB9E121Vfx/84ugxMOLGOBLb9o/NSnvULUOUtqO+Bju/ph8n/PS47qAvCIIgCK0hz+k7hQz6giAIQsdFbu87haj3BUEQhI7LT1Ra94MPPkBcXBy8vb2RkJCAHTt2XDE/JSUFCQkJ8Pb2Rs+ePbFkyRKSs3btWgwYMABmsxkDBgzAunXrlPfnz5+PESNGICAgAOHh4bjvvvuQmdlGX5l/47JX+pHDR8DN7NvSLsrSzFOYHeWo0arV6dXOAFSV0zlnaNWvHMU5dN3cgaFVffPsQucWQyLV2MnjhXQ9HFqfuLnbytNMxcBmrZoYN+fsUM02qvNyWv98AP59VOOS6pPUwMeHqWhXp82Ns6ZJ3FymhjWbMfUxaX+31tMKZKN/NpLE0szqoX+UMyPyUI1LDu2iOeHDRpBYSKhqznM8hRrapH2XTmLBvdR54fKsLNonzYDKN5RqEfx6Uj3GufT9SttWT5f75/uMMYt23Bl1VGfQWKGdd4zZVHR/qj85YVOPJ5xl9i9XoVA/xpkKifX+ehW4RrqeasbESNObnMhg5u+DomhM06D49U8gKc3NrWs9OIMi/Xzlrkw54x0yh593tNUcey014kn5NoPEvLup8/x7Vq9Xu6j3+f8Ya9aswcyZM/HBBx9gzJgx+Otf/4rJkyfj2LFj6N6daoiys7Nx55134tlnn8XHH3+MXbt2Ydq0aQgLC8ODDz4IAEhNTcWjjz6KP/7xj7j//vuxbt06PPLII9i5cydGjjz/G5aSkoLp06djxIgRcDgcmDNnDiZNmoRjx47Bz8+PfC6Hyw76giAIgtAqP8Ht/YULF+Lpp5/GM888AwBITk7Gxo0bsXjxYsyfP5/kL1myBN27d0dycjIAoH///ti/fz8WLFjQMugnJydj4sSJmD17NgBg9uzZSElJQXJyMj755BMAwDffqOLpCxVv09LSMG7cuDb1XW7vC4IgCB2Xa3R732azKS+7nb9b0dDQgLS0NEyaNEmJT5o0Cbt372aXSU1NJfm333479u/fj8bGxivmXG6dAGC1nr9DGhwcfNkcHRn0BUEQhE5PTEwMLBZLy4u7YgeA0tJSNDU1ISIiQolHRESguLiYXaa4uJjNdzgcKC0tvWLO5dZpGAZmzZqFm266CYMGMY9jXga5vS8IgiB0XK7R7f38/Hyl4I7ZbL7cEgDOV5VVV2OQWGv5etyZdT7//PM4fPgwdu7cecV+6rjsoF+cUwiTp09L2y9UFcTVcMIcD7X6VFQiFXAVpaeTWNyoRPWzC6gwqK6EVrHSxTuNjDnP5IfUdW/eQ2+ulLnTWGOD+v0cucfp53v50FhwtNL0MFMDkGatKllzPl13ZNJ4Eis+eEBp9x4/luSc3MlUA9RFgZyQz6L+hcsKmnQBFwD4qkZDnMDzbCUVbL336FClfX9eGckhJjONtN8lR4+QWHmYZgDFGBZx26D8B3U/6MclAERGqus6kUXNl86dYASeuhDUjTn1OdMkbZt3G0BNfQr2aBXtmH13YgdjttRbrcxW49WH5AxJoMYwBzQTI1NINMlpKtPEo9yxY2Gq3GkV5XTjIQBo8GRMdRyqYDY4PIik5KdrQrrKIpLDVg8t16r6+dJ169XyABDjHdacRxP3+Qyn88JVRfRKs14TdIYmqBU3mxtqcUbVjl4/rtFz+oGBgW2qshcaGgp3d3dyBV5SUkKu1C8QGRnJ5nt4eCAkJOSKOdw6X3jhBaxfvx7bt29Ht26MadgVkNv7giAIgtBGvLy8kJCQgM2bVVfCzZs3Y/To0ewySUlJJH/Tpk1ITEyEp6fnFXMuXadhGHj++efx2WefYevWrYiLo38Ut4bLXukLgiAIQqs0G+df7VneSWbNmoUpU6YgMTERSUlJWLp0KfLy8jB16lQA55X3hYWFWLlyJQBg6tSpWLRoEWbNmoVnn30WqampWLZsWYsqHwBmzJiBcePG4e2338a9996LL774Alu2bFFu30+fPh2rVq3CF198gYCAgJY7AxaLBT4+zJ1fBhn0BUEQhI6LYbTz9r7zg/6jjz6KsrIyvPHGGygqKsKgQYOwYcMG9Ohx3iOjqKgIeXkXPR7i4uKwYcMGvPTSS3j//fcRHR2Nd999t+VxPQAYPXo0Vq9ejVdffRWvvfYaevXqhTVr1rQ8ow8AixcvBgBMmDBB6c/y5cvx5JNPtqnvJsNwLQ9Cm80Gi8UCc8ILMLlfMk8VqhkeaPP3AMica3hveuvj3Bk6B2qUnVEDuuELwM+fawILv4hIklJzWp2nNcfQghb6/D1Ai+A0VtLiQSwN2vw19110wxPGSOPg358lsV8u36e0j+ymph2oOENjep8Y4x9Ea/O5Nqqr4ExYEKKavrgHBJEUrqCQvs1XvHoHyfnlb95VA3rhE4A/Lko0I6kudM6ZwyNYnXd3FNK5+YA+6rxsWGQQyTmdsp2u3N3zym2APQ6C+quFVFhDKLNmCsLpMZh5aA8/X6XtaKBFpVjqNAMm7njyUufYA0Po59syGDMi7bv4xdLzteY4s5x2bBxeNYOkPLBIffQqJ4sadTmKqEGRX6/+6ucfa91ECQD8uqm/mZzxjo+/evxWHaDHjvegJBKrL9Hm+e21StNw1MO+ax6sVmub5smvhpaxIun3MHlcWXR3JQyHHfbUt65rX10JudIXBEEQOi5ScMcpZNAXBEEQOi5ScMcpZNAXBEEQOi5ype8U8sieIAiCIHQSXPZK37fvULh5XRT66CIUh5UK23oMHaC0c9NpVTQ3Ruhl6JXomEptXJWupAcnKu3U9UxpRc0ExZ7HVE7zoGYfYTcMVdrV3jSnprySrstHNavxs9DKSzWFqtlH39HDSM6wXy0lsYCumumMnVZc84ihBiuOohw1wBkrVWn7k7vlxokSbaows8mLVhX08KLmOEa1WtXvl6+uIzmmrup34Zyxms/mkJh7nCp+8/Cip5nZmwqP7HXaMR5Gq+V5eqkCvNO7aAW/e555gMSOn1K378lURgzGiPsqMw6qAd1ECUBAhCoiq0qnx7ipC13u87l3Ke27f/8Z7VM1NfWBWRUAoqaSpLj7qQJPWzkVFwYPpeZdlaXquhyNjLiQMeFCk5o39Pk1JKW5UNsuugASlzEUy9DMs7gr00Yq0htxoypk5qrl6cY7rGjvaCqJkePA16L15+qFdU4jt/edwmUHfUEQBEFoFbm97xRye18QBEEQOglypS8IgiB0XOT2vlPIoC8IgiB0YNp5ex+d6/a+yw76tXmnYfKgoqwWdFc5AMUFmtseU1mr+cxJEvPopgq2HIx2iBOtpf5zo9KOGUVFMPlHNfFODbNyxsHs7AnN1c1GnQS56m3uXdTKYTVZtAqcKaqX0s7cyji46S56AKr8tG1eX01yHDa6z8KGqEJBtgqcvq8YMeX4Jx4isZRV/1IDdbRPzb6+JEYql3HVzfT1OBhRVyCt1NZUkq+0o0bQankF+6mQzitKE+4xgkdPsya2Y9zovvrqEIlNefRGpX2S0WZx6/LopjrSNTnoOVVVrFWgZMR+xPUSwN2/fk9bjjpaoqGWhLyj1Kpi9cyVWpNVq5rInHflnOujNnh49qDHRUM0dekzNEGnmxudOW3WBbtMVcOiHFp5zy1Qdftr9mVc4/KpSG/bP9TiLd7dqEOpXi2POO0B7P6EVdvnzdq5wbg7Cq6Byw76giAIgtAqcnvfKWTQFwRBEDouot53ClHvC4IgCEInwXWv9M1+wKVz+vqcLzP/GBoZorQLTx6m69WqsgGA45xa7coc3Z3k2LMOkhhC1TnY/MPHSYp7oDpv11RdRnK4uT1iOMJoGDy60MpajjPafDlTfcvHT62sVcvNpepzdBxBUTTGVMI7d1TbD9x3CVLnLd1C6TxiYRFjmqQZKw0aT+fPj35GjXeImQhj/GMUqxXPwobdSHLO5TFVBT1VY5KC77+nOQGhJBTVXdUHBAfTCn4Hv9b0F8x5EBAUQGIr3vunuu6BQ0hOeRHdd45qVSNh8qZ98rIEKe2G0jySwx3j/r1VM61qRn/CUZ+vVaJj5o/Dh6smNyVZVMsTFt+LxIbfoFZEPFdBNQWcSdMPGapupCb7BMl57fUpSvuPf/4XyYmMjyWx4qPafH0Tc2527UdCo25R9/Ge1etJTmiCqkMq1c9VgJ4rAP19qNJ+15rUiqfXFbm97xSuO+gLgiAIQmvI7X2nkEFfEARB6LgYaOeV/jXrSYdA5vQFQRAEoZPgclf6xr//YjMc9eob+pw+nVZDs12dfzO4Z0Ub6fPn0D7LYHKMJm5d9XoSXU5bF9sn5ruQeTs3msT2U1+/vh0BGNqzz9x62Dl9d60Pjcy8HfN50OdAG2nxIEOLGcxzzk2MV4J+nDTVMzncvtO3E3tcqDnNzDPj7LbTtwG3TZjl9O/nqKe3Hcl5wczps/3Ulmvzd9H3Mf04GCb1WOG3N90Geh/Yc4NFuzRz0OOQrrv1zweARs3nwVFPtwlbeKkNn1dfU9Vqjv4bxuZxc/rMvnNo5wK3fdvSb7Z4jr4ubQ7f+Hfb+DHmyx31MNpzi/7H1B+4ACbjR9krbaegoAAxMVRsJwiCIHQs8vPz0a1bt9YTr4L6+nrExcWhuJgxFHKSyMhIZGdnw9v7CoZw/0dwuUG/ubkZZ86cQUBAAKqqqhATE4P8/HwEBjIuVC6KzWaTfv+IdNR+Ax2379LvH5eO1m/DMFBVVYXo6GjWnfBaUV9fj4aG9l+pe3l5dYoBH3DB2/tubm4tfxleuI0WGBjYIQ50Hen3j0tH7TfQcfsu/f5x6Uj9tliYR/2uMd7e3p1msL5WiJBPEARBEDoJMugLgiAIQifBpQd9s9mM119/HWYzox51YaTfPy4dtd9Ax+279PvHpaP2W3A9XE7IJwiCIAjC9cGlr/QFQRAEQbh2yKAvCIIgCJ0EGfQFQRAEoZMgg74gCIIgdBJcdtD/4IMPEBcXB29vbyQkJGDHjh0/dZcI27dvxz333IPo6GiYTCZ8/vnnyvuGYWDu3LmIjo6Gj48PJkyYgIyMDH5lPxLz58/HiBEjEBAQgPDwcNx3333IzMxUclyx3wCwePFiDBkypMWgJCkpCV9//XXL+67a70uZP38+TCYTZs6c2RJz1X7PnTsXJpNJeUVGRra876r9BoDCwkL84he/QEhICHx9fTF06FCkpaW1vO+KfY+NjSXb22QyYfr06S7bZ6EDYrggq1evNjw9PY0PP/zQOHbsmDFjxgzDz8/PyM3N/am7prBhwwZjzpw5xtq1aw0Axrp165T333rrLSMgIMBYu3atceTIEePRRx81oqKiDJvN9tN02DCM22+/3Vi+fLlx9OhRIz093bjrrruM7t27G9XV1S7db8MwjPXr1xtfffWVkZmZaWRmZhqvvPKK4enpaRw9etSl+32B77//3oiNjTWGDBlizJgxoyXuqv1+/fXXjYEDBxpFRUUtr5KSkpb3XbXf5eXlRo8ePYwnn3zS2Lt3r5GdnW1s2bLFOHnyZEuOK/a9pKRE2dabN282ABjfffedy/ZZ6Hi45KB/4403GlOnTlVi/fr1M37/+9//RD1qHX3Qb25uNiIjI4233nqrJVZfX29YLBZjyZIlP0EPeUpKSgwARkpKimEYHaffF+jSpYvxt7/9zeX7XVVVZcTHxxubN282xo8f3zLou3K/X3/9deOGG25g33Plfv/ud78zbrrppsu+78p9v5QZM2YYvXr1MpqbmztMnwXXx+Vu7zc0NCAtLQ2TJk1S4pMmTcLu3bt/ol45T3Z2NoqLi5XvYTabMX78eJf6HlarFQAQHBwMoOP0u6mpCatXr0ZNTQ2SkpJcvt/Tp0/HXXfdhdtuu02Ju3q/T5w4gejoaMTFxeFnP/sZTp8+DcC1+71+/XokJibi4YcfRnh4OIYNG4YPP/yw5X1X7vsFGhoa8PHHH+Opp56CyWTqEH0WOgYuN+iXlpaiqakJERERSjwiIuKalFD8sbjQV1f+HoZhYNasWbjpppswaNAgAK7f7yNHjsDf3x9msxlTp07FunXrMGDAAJfu9+rVq3HgwAHMnz+fvOfK/R45ciRWrlyJjRs34sMPP0RxcTFGjx6NsrIyl+736dOnsXjxYsTHx2Pjxo2YOnUqXnzxRaxcuRKAa2/zC3z++eeorKzEk08+CaBj9FnoGLhclb0LXKiwdwHDMEisI+DK3+P555/H4cOHsXPnTvKeq/a7b9++SE9PR2VlJdauXYsnnngCKSkpLe+7Wr/z8/MxY8YMbNq06YrVwFyt3wAwefLklv8PHjwYSUlJ6NWrF1asWIFRo0YBcM1+Nzc3IzExEfPmzQMADBs2DBkZGVi8eDF++ctftuS5Yt8vsGzZMkyePBnR0dFK3JX7LHQMXO5KPzQ0FO7u7uSv15KSEvJXritzQeXsqt/jhRdewPr16/Hdd9+1lDIGXL/fXl5e6N27NxITEzF//nzccMMN+Mtf/uKy/U5LS0NJSQkSEhLg4eEBDw8PpKSk4N1334WHh0dL31yt3xx+fn4YPHgwTpw44bLbGwCioqIwYMAAJda/f3/k5eUBcP1jPDc3F1u2bMEzzzzTEnP1PgsdB5cb9L28vJCQkIDNmzcr8c2bN2P06NE/Ua+cJy4uDpGRkcr3aGhoQEpKyk/6PQzDwPPPP4/PPvsMW7duRVxcnPK+q/b7chiGAbvd7rL9vvXWW3HkyBGkp6e3vBITE/H4448jPT0dPXv2dMl+c9jtdhw/fhxRUVEuu70BYMyYMeQx1KysLPTo0QOA6x/jy5cvR3h4OO66666WmKv3WehA/EQCwity4ZG9ZcuWGceOHTNmzpxp+Pn5GTk5OT911xSqqqqMgwcPGgcPHjQAGAsXLjQOHjzY8mjhW2+9ZVgsFuOzzz4zjhw5Yvz85z//yR+x+c1vfmNYLBZj27ZtyuNBtbW1LTmu2G/DMIzZs2cb27dvN7Kzs43Dhw8br7zyiuHm5mZs2rTJpfutc6l63zBct9//8R//YWzbts04ffq0sWfPHuPuu+82AgICWs5DV+33999/b3h4eBh/+tOfjBMnThj/+7//a/j6+hoff/xxS46r9r2pqcno3r278bvf/Y6856p9FjoWLjnoG4ZhvP/++0aPHj0MLy8vY/jw4S2PlLkS3333nQGAvJ544gnDMM4/GvT6668bkZGRhtlsNsaNG2ccOXLkJ+0z118AxvLly1tyXLHfhmEYTz31VMsxERYWZtx6660tA75huG6/dfRB31X7feE5cE9PTyM6Otp44IEHjIyMjJb3XbXfhmEY//rXv4xBgwYZZrPZ6Nevn7F06VLlfVft+8aNGw0ARmZmJnnPVfssdCyktK4gCIIgdBJcbk5fEARBEITrgwz6giAIgtBJkEFfEARBEDoJMugLgiAIQidBBn1BEARB6CTIoC8IgiAInQQZ9AVBEAShkyCDviAIgiB0EmTQFwRBEIROggz6giAIgtBJkEFfEARBEDoJMugLgiAIQifh/wfhLe1KfPFKsAAAAABJRU5ErkJggg==", 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" ] @@ -75209,6 +140320,36 @@ ")" ] }, + { + "cell_type": "code", + "execution_count": 332, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 332, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(get_distance_matrix_dask_gw[40])" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.py b/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.py index 173a21a..bf4ad59 100644 --- a/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.py +++ b/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.py @@ -43,6 +43,11 @@ def load_points(self, fname): self.y = j["y"] self.z = j["z"] + def clear_points(self): + self.x = [] + self.y = [] + self.z = [] + # def get_centroid(self): # centroid = np.array([0., 0., 0.]) # for i in range(len(global_x)):