From 41ad8deb8dae0cce47b093dbe5b2b94aacc5287b Mon Sep 17 00:00:00 2001 From: wassname Date: Sun, 17 Jul 2022 21:11:53 +0800 Subject: [PATCH] kind of working --- mjc_notes.md | 8 + .../00.03_mjc_example_realdata_longr.ipynb | 400 +++++++++++++++--- 2 files changed, 354 insertions(+), 54 deletions(-) diff --git a/mjc_notes.md b/mjc_notes.md index 1a6d997..b7fc1d7 100644 --- a/mjc_notes.md +++ b/mjc_notes.md @@ -42,3 +42,11 @@ Abandoned after learnign the project more closely. It's not a huge advance over It looks like that one nice figure was picked as momentum with the right timeframe. The cross correlatioon one is interesting. But I would like to a see a timeseies showing what i learnt from each. + +# 2022-07-17 21:07:50 + +Tried again + +It seems hard to get it to capture the vol in stock data with a differen't freq. + +It's quite finicky to get each stage correct. diff --git a/notebooks/00.03_mjc_example_realdata_longr.ipynb b/notebooks/00.03_mjc_example_realdata_longr.ipynb index f76e97d..8b9c8c9 100644 --- a/notebooks/00.03_mjc_example_realdata_longr.ipynb +++ b/notebooks/00.03_mjc_example_realdata_longr.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "id": "3b74d19b", "metadata": { "ExecuteTime": { @@ -82,7 +82,7 @@ "# rho = -0.2\n", "\n", "T = 1 ## Time of Simulation\n", - "steps = 800 ## steps per time\n", + "steps = 400 ## steps per time\n", "dt = T/(steps) ## delta t\n", "\n", "# dW = np.random.normal(0, np.sqrt(dt), steps*T)\n", @@ -112,10 +112,179 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "id": "ede9e3fd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
2020-07-16 09:30:00-04:0051.58000252.70000151.34000052.49000252.4900028518063
2020-07-16 10:30:00-04:0052.50000053.50809952.50000053.41999853.4199984078927
2020-07-16 11:30:00-04:0053.41000053.50000052.45999952.72499852.7249982575659
2020-07-16 12:30:00-04:0052.72499852.79499852.23000052.41000052.4100001786046
2020-07-16 13:30:00-04:0052.41000052.74000252.18000052.38000152.3800013799499
.....................
2022-07-15 12:30:00-04:0077.65000277.98999877.38999977.98999877.9899981348212
2022-07-15 13:30:00-04:0077.98000378.47000177.94999778.41999878.4199981420227
2022-07-15 14:30:00-04:0078.41999878.76499978.07000078.09500178.0950011226572
2022-07-15 15:30:00-04:0078.09500178.12000377.82000078.05999878.0599981908942
2022-07-15 16:00:00-04:0078.05000378.05000378.05000378.05000378.0500030
\n", + "

3520 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " Open High Low Close \\\n", + "2020-07-16 09:30:00-04:00 51.580002 52.700001 51.340000 52.490002 \n", + "2020-07-16 10:30:00-04:00 52.500000 53.508099 52.500000 53.419998 \n", + "2020-07-16 11:30:00-04:00 53.410000 53.500000 52.459999 52.724998 \n", + "2020-07-16 12:30:00-04:00 52.724998 52.794998 52.230000 52.410000 \n", + "2020-07-16 13:30:00-04:00 52.410000 52.740002 52.180000 52.380001 \n", + "... ... ... ... ... \n", + "2022-07-15 12:30:00-04:00 77.650002 77.989998 77.389999 77.989998 \n", + "2022-07-15 13:30:00-04:00 77.980003 78.470001 77.949997 78.419998 \n", + "2022-07-15 14:30:00-04:00 78.419998 78.764999 78.070000 78.095001 \n", + "2022-07-15 15:30:00-04:00 78.095001 78.120003 77.820000 78.059998 \n", + "2022-07-15 16:00:00-04:00 78.050003 78.050003 78.050003 78.050003 \n", + "\n", + " Adj Close Volume \n", + "2020-07-16 09:30:00-04:00 52.490002 8518063 \n", + "2020-07-16 10:30:00-04:00 53.419998 4078927 \n", + "2020-07-16 11:30:00-04:00 52.724998 2575659 \n", + "2020-07-16 12:30:00-04:00 52.410000 1786046 \n", + "2020-07-16 13:30:00-04:00 52.380001 3799499 \n", + "... ... ... \n", + "2022-07-15 12:30:00-04:00 77.989998 1348212 \n", + "2022-07-15 13:30:00-04:00 78.419998 1420227 \n", + "2022-07-15 14:30:00-04:00 78.095001 1226572 \n", + "2022-07-15 15:30:00-04:00 78.059998 1908942 \n", + "2022-07-15 16:00:00-04:00 78.050003 0 \n", + "\n", + "[3520 rows x 6 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import yfinance as yf\n", "import requests_cache\n", @@ -123,17 +292,26 @@ "session = requests_cache.CachedSession('../data/interim/.yfinance.cache')\n", "session.headers['User-agent'] = 'Mozilla/5.0 (Windows NT 10.0; rv:91.0) Gecko/20100101 Firefox/91.0'\n", "\n", - "ticker=\"MS\"\n", + "ticker=\"SPX\"\n", "data = yf.download(tickers=ticker, session=session, period='2y', interval=\"1h\", progress=False)\n", "data" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "ef8f23bf", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "400 3120 3520\n", + "split_i 2818\n" + ] + } + ], "source": [ "print(steps, len(data)-steps, len(data))\n", "split_i = np.random.randint(steps, len(data)-steps)\n", @@ -142,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "8c4b7790", "metadata": {}, "outputs": [], @@ -169,10 +347,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "b0e44371", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(dpi=100)\n", "ax.plot(F_all, label='Price')\n", @@ -189,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "bc27ac2e", "metadata": {}, "outputs": [], @@ -213,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "468e0fa2", "metadata": { "ExecuteTime": { @@ -232,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "59518eac-2240-4a8d-9ac7-c6ec42ef7a6b", "metadata": { "ExecuteTime": { @@ -240,7 +431,40 @@ "start_time": "2022-07-16T07:24:56.645680Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/media/wassname/SGIronWolf/projects5/timeseries/Volt/voltron/models/single_task_variational_gp.py:224: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matricesor `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/TensorShape.cpp:2981.)\n", + " (0.5 * y.pow(-2.0) * (f * 2.0).exp()).T\n", + "/home/wassname/miniforge3/envs/volt/lib/python3.7/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/TensorShape.cpp:2894.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", + "/home/wassname/miniforge3/envs/volt/lib/python3.7/site-packages/gpytorch/lazy/triangular_lazy_tensor.py:136: UserWarning: torch.triangular_solve is deprecated in favor of torch.linalg.solve_triangularand will be removed in a future PyTorch release.\n", + "torch.linalg.solve_triangular has its arguments reversed and does not return a copy of one of the inputs.\n", + "X = torch.triangular_solve(B, A).solution\n", + "should be replaced with\n", + "X = torch.linalg.solve_triangular(A, B). (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/BatchLinearAlgebra.cpp:2183.)\n", + " res = torch.triangular_solve(right_tensor, self.evaluate(), upper=self.upper).solution\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/500 - Loss: 21.210\n", + "Iter 51/500 - Loss: -3.232\n", + "Iter 101/500 - Loss: -3.416\n", + "Iter 151/500 - Loss: -3.426\n", + "Iter 201/500 - Loss: -3.427\n", + "Iter 251/500 - Loss: -3.427\n", + "Iter 301/500 - Loss: -3.427\n", + "Iter 351/500 - Loss: -3.427\n", + "Iter 401/500 - Loss: -3.427\n", + "Iter 451/500 - Loss: -3.427\n" + ] + } + ], "source": [ "likelihood = VolatilityGaussianLikelihood(K=20, param=\"exp\")\n", "# likelihood.raw_a.data -= 4.\n", @@ -281,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "1e15ba9e-4d2f-4d64-9e22-65c2944d1683", "metadata": { "ExecuteTime": { @@ -294,36 +518,46 @@ "model.eval()\n", "likelihood.eval()\n", "predictive = model(full_x)\n", - "pred_scale = likelihood(predictive, return_gaussian=False).scale.mean(0).detach()\n", + "# pred_scale = likelihood(predictive, return_gaussian=False).scale.mean(0).detach()\n", "pred_scale = likelihood(predictive, return_gaussian=False).scale.max(0)[0].detach()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "5b5ebe6c", - "metadata": {}, - "outputs": [], - "source": [ - "# likelihood(predictive, return_gaussian=False).scale" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "69bd22fc", - "metadata": {}, - "outputs": [], - "source": [ - "# likelihood(predictive, return_gaussian=False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "7010daad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "we really need to capture the max spikes or we wont have a good model\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "print(\"we really need to capture the max spikes or we wont have a good model\")\n", "plt.plot(V_all)\n", @@ -342,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "ef13c254-6ab1-4133-b9a5-f29d45aedd20", "metadata": { "ExecuteTime": { @@ -351,16 +585,33 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/500 - Loss: 4.108\n", + "Iter 51/500 - Loss: 3.296\n", + "Iter 101/500 - Loss: 2.865\n", + "Iter 151/500 - Loss: 2.597\n", + "Iter 201/500 - Loss: 2.403\n", + "Iter 251/500 - Loss: 2.246\n", + "Iter 301/500 - Loss: 2.113\n", + "Iter 351/500 - Loss: 1.993\n", + "Iter 401/500 - Loss: 1.881\n", + "Iter 451/500 - Loss: 1.768\n" + ] + } + ], "source": [ - "vmod, vlh = TrainVolModel(train_x, pred_scale, kernel=\"bm\", train_iters=500, printing=True)\n", - "# vmod, vlh = TrainVolModel(train_x, pred_scale, kernel=\"fbm\", vol=0.99, vol_constraint=Interval(0., 10.), train_iters=500, printing=True)\n", - "# vmod, vlh = TrainVolModel(train_x, pred_scale, kernel=\"bm\", vol=0.99, vol_constraint=Interval(0., 10.), train_iters=500, printing=True)" + "# vmod, vlh = TrainVolModel(train_x, pred_scale, kernel=\"bm\", train_iters=500, printing=True)\n", + "vmod, vlh = TrainVolModel(train_x, pred_scale, kernel=\"fbm\", vol=0.99, vol_constraint=Interval(0., 30.), train_iters=500, printing=True)\n", + "# vmod, vlh = TrainVolModel(train_x, pred_scale, kernel=\"bm\", vol=0.99, vol_constraint=Interval(0., 30.), train_iters=500, printing=True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "d9f9b902", "metadata": {}, "outputs": [], @@ -370,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "18feab33-3f3d-4bc7-9417-54bef6e221ea", "metadata": { "ExecuteTime": { @@ -404,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "e14743ca", "metadata": { "ExecuteTime": { @@ -412,7 +663,18 @@ "start_time": "2022-07-16T07:25:04.099715Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([60, 199])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dmod.eval();\n", "dlh.eval();\n", @@ -429,7 +691,7 @@ " vol_paths[vidx, :] = vol_pred.detach()\n", " \n", " # FIXME hack, I don't know why I need the x10 here\n", - " px_pred = dmod.GeneratePrediction(test_x, vol_pred*10, npx).exp()\n", + " px_pred = dmod.GeneratePrediction(test_x, vol_pred*20, npx).exp()\n", " px_paths[vidx*npx:(vidx*npx + npx), :] = px_pred.detach().T\n", "\n", "px_paths.shape" @@ -460,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "e5ac3139", "metadata": { "ExecuteTime": { @@ -468,7 +730,18 @@ "start_time": "2022-07-16T07:25:04.158746Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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caHc6KfLz1RsyN5d9TnaWXusKZLQM8MBiQGsZoGiLeKQIy0AXEZaBXkFPu9QQQlBeXo7GysqUV+ztSdra2rBnzx4AwODBg5Xld911FzZu3IiCggLccccdmDZtGkpL9VW5jzrqKFR2YTz+8Ic/dHsbgp5FBBCngG+/ZdJAYSGb+hOWAUFPwq3jWVnsoezxUPzf/zHhZ/Vqd09166CidRPKydG6CfFZ/OSOq51s5BYBXsdAaxng1oC8PBkOB1dAkmtTECHAU4umQBkIhUADqZk5FggOBitWrEA48hCZOnUqACAYDOLtt98GANx7772YO3euSUgPh8O6ugSJcjDaEPQ8QhlIAbW1bBiHDhXKgCB9kDR3t9fLLkpZ7huz01o3IW4NAFhALxD9Hv3uOyf+/Oc8rF1rrm7LLQOEUESs44qFQGs1aGlhn/PyKJwR+6sIIO4iXHhPpM6AEbcbyg8irAOCXkIgEMCjEYuLx+PB6aefDoC55vDsPYcffrjlvl988YVthh9J85Kwm9Gvra3tUhuC3oFQBlJAXR0bRp5FqK8IXIL0hAu6RHMZ8md+X1FU1WxCFJMnM/+doqKwMosfzWVn3rw8PPpoHs48swRLl+pnobnAn5Ghji8/pj6AmA14fr6sKA3iudBFOlOQTYgQICtSD0JkFBL0Ajo6OnDzzTfju+++AwD83//9H/Lz8wEAeXl57JoGsGHDBtO+oVAoau7/3Fy1Mn1zc7PlNh6Pp0ttCHoHQhlIAbW17G1fWsokLeEyJ+hJuNCptQxIUuwZ8UMJbWpRr5fi22+r8NlnNYpgHm2Wvr1dHbh77/XoYgG4mxB3EQJUy0A4TJTxVQOIqeImJCwDXYMmWWfACBFxA4I0R5ZlbNq0Cf/+978xffp0vPbaawCACy64ANdee62yXU5ODqZMmQIAuPvuu/HJJ59AjjyENm3ahEsuuQTr169Hdna2qQ0AyM/PR1lZGQDgpZdeQsjiIZWbm9ulNgS9AxFAnAK4ZaC0VLgJCXoeroxyBYB9Zv/7yrWpdRMCgMJCOfI9tlKk9e3fvduJpUuzMGsWy2TDLQNaZYBbBth6ZjXgAcR5ebJwE0oV/tQoA8iJWAbahGVAkB5MnDhR+RwIBNDS0qII3ABQWFiIX//617jkkktM+95999244IILUFVVhblz5yIjIwMulwutra1wOp148MEH8de//tU2y88ll1yCv/71r3jqqafw3HPPoaioCJIkYfLkyfjXv/4FALjnnntw/vnnJ92GIP0RloEkCQSA99/PQGsrUWIGVDehnuyZoK8j3IT0bkJaVMuAvcsOHyMeZ7Fzp1pDhLsCuTVx2FrFgB+Xuwl5PFQz9sJNqEukIpsQoAQRU2EZEKQJtbW1qK2tRV1dHUKhEEpLSzF58mRceumleOKJJ7BmzRpLRQAAxo8fj6VLl+Lss89GYWEhZFlGbm4uzj77bLz++uuYPXt21LZvuOEG3HPPPZgwYQKcTicqKyuxb98+1NbWpqwNQfojLANJ8pe/ePDPf+bihBP8qKvTuwn1FYFLkJ5wy4BWGeBCcF9Jb6nNJqRFHQf7ffm64uIwfD4JjY3qQdSCY6oC4NLEGQcCbOJZDSCWNdmGkjgRAQCAyjIQjPhrdSWAGBDpRQVpwa9+9Sv86le/SsmxRo4cqcziW7F69WrbdZIk4corr8SVV17ZbW0I0h9hGUiSl15iRcY++SRDERBUN6G+IXAJ0hPVTUhdRgjVrTvU4TP0Dod+eXxuQmzf4mK2kZUyoLUGaNuIbhlI8CQEKgFNppKuFB0DgGwRQCwQCARahDKQJDyHOycvT1aW9RWBS5CeWM2KxzMjfijBz1Przw8k5iZUVKQqA8Eg8NVXLnR0cMuAuj0hqqWABxtzy4DHI1vWIRBYQ9taID/zCOhawyxjbTX773aDOM0pXxOBZEUCHTs7unQcgUAgOFQQbkJJkp2tFzKKi2UxAyhIC7hlqi/HDKTGTUhVBu6+24Onn87FyJEsaEDrJgQwpSMQIIrAz7MJMWWAbSPchGJDP3kPdN9u0H274Zh4jLp8zacAADJmYtcb4TEHAZEXXSAQCABhGUgaozJQUhLucwKXID1RBWGrbEJ9Y3bamE2IE4+bEB+j4mKmFTQ2Snj6aeZnvmULm5V2GSanjYXHmprUomN9bey7hEXhItrRDrpxHQCAHHV819vgdQpEkSSBQCAAICwDSSMsA4J0xSqAuK/VGeCz8F3JJsTdhBoazHMm2pgBQF94LBgEOjp4nQERQJwQTvWVRINBEJcL2LuTmWuKSkHKB3a9jYhlgPqFm5BA0Jd59913sWTJEvh8PlRUVODyyy/HmDFjbLffsGEDFixYgH379qGgoADnnHMOZs6cqazfu3cvXnrpJezcuRO1tbW47LLLcOaZZ+qO8fLLL2PRokW6Zfn5+Zg/f35qTy5BhDKQJMaYAa9XFjOAgrTAKoA4XRVVunMr6N7tIGUVICPHpey4/DzNlgH2PxE3odZWszKQkaG//7mlIBQiSrwAwIuOxW5TEEEbcNXsA4pKQA/sBgCQAYNT0wZ3E+KpSgUCQZ9j1apVeOaZZ3DVVVdh1KhReP/993HffffhoYceQnFxsWn7mpoa3H///ZgxYwauv/56bN68GU8++SQ8Hg+OPfZYAIDf70e/fv0wdepULFiwwLbtgQMH4o477lC+S0Z/1h5AKANJYrQMeL2ykrEl3QQuQd8iWp2BdBJIaVsr5Bf+DcgyqCRB+uUfQTKzUnLsrrgJ8TEqKJAhSdRSuTe6CXFLQSAA7NvHHqt5eTJcrr6X1jUZqK8edP2XoHt3qgubG4GiEmD/HgApVAYyuTLQvZaBtjaCN97IxDnndJreFwKBoGd58803MX36dMyYMQMAcPnll2PdunVYtmwZLr74YtP2y5YtQ3FxMS6//HIAQEVFBbZv34433nhDUQaGDx+O4cOHAwCef/5527YlSYLX603tCXURoQzEASHml7hZGaBwOtl2smy9T1+Fj4UYk64R7zhSytZLkrotF0gpJenzO+zcDKJJE0k6O9RML11EaxnQnq8azGs/llz4d7mA/HyKxkbzNm431e3LlYNwmOCDD9g5nXiiH4QQpU1ZTqOxTxGpuLdp5T7Q/z7OjgMAXCFsqAUGDQPqa0Ays0AGDknN+GVmq0qnLIMYNcYU8fDDeXj88Vy8/rofL77YEHN78ZxMDWIcU0dvGstgMIggrwoZweVywWWcuQEQCoWwY8cOnHfeebrl48ePx+bNmy2Pv3XrVowfP163bOLEiVixYgVCoRCczvjF6aqqKlxzzTVwOp0YMWIELrroIvTr1y/u/bsDoQzEoKCgwHK50Yo0eLAH5eUeAOyl39RUjtJSoLCwu3vYeygrK+vpLhwSxBpHXpOpoCAf5eX5AIDSUraMECfKy8u7s3vxU342MPPsbjk0f/4XFKj3JQB4Ih+zslhAcLSx7NevGCUlQGOjeZ3Hk4XyctWKkRX5mJdXjLffZp9//GO2TU4krX1Ojvp7HGp06d4uLwcmP22//s/2hY6SZl6U9lLECy+w/ytXZiA3txx5efHtJ56TqUGMY+roDWNp5Ys/e/ZszJkzx7Rtc3MzZFlGfr7+eZyfnw+fz2d5fJ/PZ7l9OBxGS0uLraxoZMSIEbjuuuvQv39/+Hw+vPrqq/j973+PefPmIS/eh0Q3IJSBGDQ2NqLTIutEe7sHQI7ynZBG1NYGAPQDpcCYMUB2toxt26oPXmfTFEIIysrKUFVVBSqKMCRNvOPY3u4FkIXm5iZUVrYDABobXQCKEQiEUFlZa7vvwYIGg5Af+6Muqla68CqQgcNScvzWVi+ALLS1qWMAAB0deQBy0dTUBiDHciwDgRIATjQ21iEvzwPADSPhcDsqK5s0S4oBuLBiRTO2bPHA7aY46qhqVFZSBIOsLw0N+r4cCqTi3g7PfxDw1UdrBOTk0yBNOSnJXlq0+dCdQCgE6epbQPK7Z8bG6y1BYyN7xT7xhA8XXxzdLUk8J1ODGMfU0ZvGctasWTjrrLN0y6ysAlqsLB7RrCDGdXxMErGcTJo0Sfk8aNAgjBw5Etdffz0++ugjU/8PJkIZiAOrm8Doc+zxhAHoF7a3SwgGKRKwHh3SUErT/oHSG4g1jmrMANU8rFRf+XT4DWh9DWhrC5CZBVJYDHpgL2hbW8oq9nG/f0nSjxWPGeDrrcaS+/ZLEkVhoXVwgdOp34/HDLzwAnNzmjGjE7m5MihV2wyF0mPsu4Nk723a1Ahatc92PTnlhyCjjgApKUvp2FEKoLMDtL0d8MQ3o5cIfj+wZ4/qfvTBBxnYtcuB2bM7MGJE9LRS4jmZGsQ4po7eMJZ2LkFWeDweSJJksgI0NTWZZv85Xq/XtH1zczMcDgdyc3OT6TIAIDMzE4MGDUJlZWXSx0gFPR/C3EsxBmKyYEPzdtoXgkBwMIieTShNfD8b6wAApKAYyIj42KSwCBS/P5PJJqSt01Baar2h8bhcGdixg2n+s2d3mLYVAcQW7NoGACD9BwEufVlncvgkSCecClLSDS4K3JfO3z21Bnbtcup+77ffzsJjj+XhlFNKlSrVAoGgZ3A6nRg2bBjWr1+vW75+/XqMGjXKcp8RI0aYtl+3bh2GDRuWULyAkWAwiP3798ftZtRdCGUgSYxKstdLLZWB7duFWUBwcLHOJpRema5oA1MGUFCk5n1PYRGoWNmE4kkt6nAAP/tZG+bObUdBgX4HY50B7YRUXp6M6dPVc+F1BtIpk1O6QHdtZR+GjlAFdADSrfeBnPvjbmuXcAW0m5SBbdvsn/sLF+bYrhMIBAeHs846Cx988AGWL1+Offv24ZlnnkFdXR1OPfVUACwb0GOPPaZsP3PmTNTV1Sl1BpYvX47ly5fj7LPVuLdQKIRdu3Zh165dCIVCaGhowK5du1BVVaVs8+yzz2LDhg2oqanB1q1b8eCDD6KjowMnn3zywTt5C9JOUt2wYQOWLFmCnTt3orGxEbfccguOPvpoZT2lFK+88go++OADtLa2YsSIEbjyyisxcKBajOauu+7Chg0bdMc97rjjcNNNN6Wsn8ZZvvx8GVZuY2ymUOSzFhw8+Ox/WtcZiFgGUFgMtDazzylM9ahmE7IuOhZtll6rSIwYEcK8eT68/HIWbr5ZnbmxswwAQL9+YaUiMaCOvSg6podSqigDZMgI0E3rgdYW9l2TZapbUNKLdo8ysHUre7VOmeLHl1/qz2XlygxceWVbt7QrEAji47jjjkNLSwv+97//obGxEQMHDsTtt9+OkpISACxetK6uTtm+tLQUt99+OxYsWIB3330XBQUF+OlPf6qkFQWAhoYG/PrXv1a+v/HGG3jjjTcwduxY3HXXXco2jzzyCJqbm+HxeDBixAjce++9Srs9RdopA36/H0OGDMG0adPw4IMPmta//vrrWLp0Ka699lqUl5fj1VdfxZ/+9Cc8/PDDyMpSs3vMmDEDc+fOVb673eYgwK5gFKpycyk6OswChrAMCA42qpuQ1lee/U+b2elIwCgpKAblfhMpFMy64iZkNX5GK7Dxu9YykJNjrE7M2xRuQjoa6oCWJvajVAwFcWfioHkl88JjKXRN01JXxzTASZOCJmVAKIUCQXpw2mmn4bTTTrNcd91115mWjR07Fg888IDt8UpLS/Hyyy9HbTOVk9KpJO3chCZNmoQLL7wQxxxzjGkdpRRvvfUWZs2ahWOOOQaDBg3CddddB7/fj08++US3bUZGBrxer/KXnZ2a/OUcozBBiBqkqYX7EAsEB4O2NhK16Fi6xAzQxkj2mIJidZa2M3WWAV5HwKgMxOOyowYfq8uMFgZ+HI7WMmCsQRKPa1Jfg+7dCfmf9wMASMUQEJcL5NRz2fdjDoK53B1xTesmywC/z3JzqcnFTCiFAoEg3ehVkmpNTQ18Ph8mTJigLHO5XBg7diw2b96s+HoBwMcff4yPP/4Y+fn5mDhxIn70ox/pLAdGjAUrJElCZkRIsUobxQs7cQghJsEDAHbudPaKgh3dSW8qXJLORBvHUAi4+eZ8LF6cpXETUotcccGW0p7/HWgoBDSx5P2ksBio2stmhAP+lPXNruiYw8E+c4HMqj0utDud6vi5XPrtnE79vlrLQHa2viCZ1jLQ02OfapK9t+VvPlePcfhkEEJABh8G8qs/AVnZ3T5OJJNZIYg/ddecFjUInVmKtLUq7IpSiudkahDjmDrEWPYdepUywNM6WRV+0Pp2nXDCCSgtLYXX68XevXvx/PPPY/fu3bjjjjtsj7148WJdwYrjjz8eN954o22Et9HrqLy8HIbidwCAmhoHSkrKU5JetLUVePRR4KKLgDffBEaPBmbM0M8ApzO9oXBJb8BqHG+5Bfjf//TLCgu9KC/3AgDaIi7Ksiz1eNGxwK5taHA6IWVmoWTEKHQ2VKPJ5UKG04GCFPWNK+YlJQXQHpLfzm43mxiwGksuyJWXlyr7Gt05CwryUF6uFojxqHXNUFSUqRtjbaGz8vLkU9ClM/Hc2zQUQri2Co6yAWhobkDQ5YJn9qXIPvHUmPummtbSfmh1uZCd4YKnG+4HbuzyevNMySYkKSPqPSiek6lBjKOZDz/8ENOmTQOQWJrjVI1ltPaTXSdIDb1KGeDYFX7g/OAHP1A+Dxo0COXl5fjNb36DHTt2YNgw66JGxoIVUmQq1b7omBeAammorKyMzCjqH/KyDHz7bTXKyroeufnoozm4/34PfvtbddnPf96KO+9s6fKxu5PeVLgknbEbx927Hfj730sA6O+L5uZGVFaya7euzgGgFOGwjMrKni2EJ3/0HuRgEGTkOFRVVUFu74AcDCLUUI/OFOVa7ugoAuBGU1MDKivVAP62tmwA+Wht7QSQaXlNhsNlAAjq6qrhcrH7trk5A4BanKqjoxmVlWoQaDCYD4C5IhKiL0jW2ckLnbWisjK979VESeTelt94AfLaLyCdfynkvbuAcBi+onI09UB+bbnTDzkYRHNtDdq6of2WFnY9tLU1IxDIAaCajTs6AqisNBdZE8/J1JDu43jLLbfg+eefR0FBAb7++mtkZMQXLH/cccdh165dOPXUU7FgwYKk2q6vV6+7ePLaxzuWTU1NmD9/PgDgZz/7mW2u/mjtJ7vuu+++wzvvvIOBAwemrT9+b6BXKQNerxcAsxBoZ+ybm5ttLz4AGDp0KBwOB6qqqmyVgWgFK6xuAq3/76RJAVBKbWfoq6ok9OvXdYfhAwfMfkgrVmTgjjuau3zsg0FvKFzSG9CO47JlGbj9di+CQeuLL92KjlFKIW9cx/o0ZgLri1vN+Z6qvtkVHeNBwdGLjpn3tYoZsCo6BrDK43aFzg7V6z+ee1te+wX7v+R5NhhuN6jHm7JCcwmRG3lf1NV0y2+ijTs54oggli936NZFa1M8J1NDuo7jhRdeiOeffx6NjY145513cM4558Tc57PPPsOuXbsAABdddFHS56XdL5FjxBrLpqYmzJs3DwAwZ84ceLSmUg2ZmZk47LDDLNuP1rdo+3333XeYN28eBg8eLJSBLpB2AcTR4K4/2sIPoVAIGzZssC0UAQB79+5FOBxWlIlUwF0JTj65EwsXRjKj2CgD1dWpGeYBA8wKxe7djh55lwrSg7/9zYOqKgeysmQcc4w+ha02G45aZ6CHfco2rQeafczP7rAxbFkk5ztNYQBxrGxCdhldKFXjgbT72qUo5WiVAWM2IbXNXuLP1w1Qv+bajAw+KS0HsSrOcjAYNBQAQKv26fuWIrSF6/78Zx/OP78dv/xli26doG9y5JFHYuTIkQAQM/MM56WXXgIAlJSUYMaMGd3Wt+5m0qRJWLlyJVauXHlQ9hPET9opA52dnUrRBoAFDe/atQt1dXUghOCMM87A4sWL8cUXX2DPnj34xz/+gYyMDJxwwgkAgKqqKixatAjbt29HTU0Nvv76azz00EMYOnQoRo8enbJ+8gDEM8/sREGBWejSUlWVmirEWmvElVe2QpIoOjullCkbgt5FSwvBxo3MuLdiRS1GjtRLuIQwAVt+73WQJqaw9qQgQkNByO+9zvp29Mkg3BLHHawDqRPK+P1pjNXhQr3dOGjvMavUrJxoRceyskQ2IRNV+8zLSnoudoV4CgBvIUAp6Av/Aq206F8X0AYQDxgg49FHfZg8maXQ7dPXgQAAsw4AwEcffYQDBw5E3ba1tRVLly4FAMyePbtL1W4FAjvSTorcvn07fv3rXyuFG5599ln8+te/VjTjc889F2eccQaefPJJ3H777WhoaMDvfvc7JVOQ0+nEt99+i3vvvRc33XQTnn76aYwfPx533HGHEgeQCuyKGlk1UV2dGmWAt3naaR34wx+aFUvBnj3i4dDX+PvfczF6dDlkmWDgwBAGDgybrj1JAujKd0FXfwTy378DAMIhCvnDtyCvfAd05xYAB9F1Zf8eZhXIzgE5XjO75VYLQKWqL9qZWS2xio5pBTWtAmBWKvTfo6cWNR+7r0Er95iWkX79e6AnmvYHMZdRum836IqlKT22VhngxFPwTtA3mD17NlwuF2RZxiuvvBJ12yVLlqC9vR2AqkQAzD3mhhtuwNFHH41hw4Zh7NixOOecczB//nz4k7B2ybKML7/8Evfddx/OOussHHnkkRg8eDCKiopw/vnn49lnn9VlXNSei7bw1rHHHosBAwYof7Nnz1bWrVq1SlmeCHb7DRgwAL/85S8BALt372ZZyTR/d911F8LhMCoqKkAIwV/+8peo7fznP/8BIQR5eXlobW1NqI+9nbSTIg8//PCopjNCCObMmYM5c+ZYri8uLsbdd9/dXd1TsHrYW30HUucmxOWkkhIZDgcweHAYe/c6sWuXA5oizYI+wAMPqD6ZU6awGUej4EsIgEg+fylSzolCgvzx+8xqAAAeL0jZAJA5V3Z7n2kNC/wiA4aAuDTpuLhlgFIgEADiDKiLBncDMtcZYP/tBHOtG1U0N6HEio6x719/7cYHH2Rgxow+WJF83y7zstIeVgaGjQZd/xUAgNamNohYrWJtH68i6LsUFRXh1FNPxVtvvYWXX34ZN954o+22fCJ0ypQpGD58OABg/vz5uPvuu5XJE4/Hg/b2dqxZswZr1qzBSy+9hOeeew79+vWLu0/79+/Heeedp3x3Op3IyspCQ0MDPv/8c3z++ed47bXX8Nxzz+nStHu9XhQWFqKhoQEAUFhYCIfm4ZlK92wjJSUl6OzsREtLCyRJMlXxzc3NhcPhwFVXXYW7774bTz75JG699VbbVKk8CPqiiy5Cbu6hmfnNjrSzDPQWElMGUmUZ0OeMHzyYSTy/+Y0XX35pHfwsODRxu1UhY8IENltjeS1m57DPmoJ4VJt1qNkHuuX7lLtJWFITMYeXGtxDnC61853tKWlKFcb0y2MJZHZuQuYKxPZFyOwsA1u2uHDppUXYsSM1z4PeAm1vA9220bzCeB0cbMZOBJnEZjRJVk5KDx3dMpDSpgS9lIsuuggAsGvXLnz++eeW22zbtg1ffcUUVm4VeO+993DXXXeBUorTTjsNn332GTZu3IgtW7bgkUceQW5uLjZu3Iirr74a4QQuNofDgdNOOw3//Oc/sWbNGuzcuRObN29GS0sLHnroIZSVlWH16tWmCrxPPvkk3nrrLeX7W2+9hbVr1yp/Tz75ZELjkghr165VJn8HDhyIqqoq3d8tt9wCgGU4cjqd2Lp1Kz788EPLY3377bdYvXo1AOCaa67ptj6nK0IZSBI7YUNbhZgLE6mOGeCzTYMHswV+P8Gdd9pnUzoU6OgAbrrJi4ULU1tJurfCFcHMTIrZs5kAbZzskCQAHW2Rz6qTfFg23/b061Xd01EtkdlXUqLPWU0IAfIj2cEa64x7JYWdG18sVw1tLEGylgE7ZYCze3faGWS7FfrtV0AoBNJvAJAXsWjlF4Bk2heBPBgQSQI54igAALUqEtMFrJQBbfE5geCUU05R6k28+OKLlttwq0BOTg7OPvtsAMB9990HADj66KMxf/58DBo0CADgdrsxe/ZsPProowCAr776Cm+//Xbc/enfvz+eeuopnHPOOSgrK1PcqnNzczF37lw89dRTAIDnnnvOMt16OjNgwAAldfwTTzxhuQ1fPnnyZBx55JEHrW/pQt96K6UQO59k7cO/f/8w9u1zYvduBxobiS7QuGttsv+HHaYGjK5f77bY49DhoYfy8Mor2XjllWxccklqZo97M/xaeO65eni97LoyWaU624F25vcoQZVyZacboPrMPXTzt8CZ1q53saB+P7BtAzB8LIiFiw+lFNj6Pei+3WyBxYwwKSoFbawH6muBISOS6ocWu2xCsdyE4o8ZMAYQ61OLRtu2z2WT2fwtAIBMOgb4dg1oSzNID7sIKXAtLtQ9yoD2GlIzeqW0qbTjhz8sRk1Nz1m/CGHPQlkuTUmmvdLSMN5+OzWTFFokScKPfvQj/P3vf8fSpUtx7733IidHtVCFw2H8L1JJ8pxzzkFOTg42bNiALVtYrNdNN92kc8fhzJw5E5MmTcI333yD119/XVc/qStMmDABxcXFqKurw/fff9/rBOZf/OIXeO2117B48WLU1dWhuLhYWdfZ2Yn//ve/APqmVQAQykDSxOMmNGpUCJmZFNu2uXDnnfl49FFfl9rkDzY+Azx9eicmTw7g66/dGD48tS+zdGPBgtSa8Xs7fHZRe72ZlIE3ngcdwgRw50VXAU9Flt9wN8jqpaCff6Ru294GGgqCOON3N+Pb0/dfB/3mc5CKwcBFPwecThDtS2r/bsgvP6V+LywxH6yoFNi2EbS+Bl2ZN6UU+OwztyKMJOompI0ZsJrV5RhLksQTQKztY7pD21pZoHcKypvT2ir2oWIIsGc7sH93z7sIcZyJKQM0cuEQCyFMi3p/mjNS2aW1PVSoqXGkzBreNdKhD9G58MIL8eijj6K9vR1LlixRXIcAYPny5aiuZgUi586dCwBKWnWn06kL2jVy4okn4ptvvsG6desS6k8gEMCLL76It99+G5s3b4bP57MMRo6nYFm6ceqpp+Kwww7D9u3b8eyzzyqBxwDwyiuvwOfzITc3FxdffHEP9rLnEMpAksSjDLjdFH/7WxPOO68YS5Zk4e9/99nWIogHowDodgO//30zzj+/+JA2Pe/a5UBrq/Bo08IFSqtaAsp3ok5BOnJUlwwquYDsPPNB21pVd50YyB++DbrqA5DxR4FGiknRfbuBhY+BVh8AmXkepCknso2r9yv7kUHDQCxS45GiEhbQXF9j2R7dvR10zScgp10AkmMf2PXVVy786EfqjE+y2YQI0RcRNLsb2acWNSoDxtNN95lhum0j5Bfng0w6FiRJa5FyrLZWoCNiySsqBZlyEnMZmnRMCnqaAhKwDNBQEPTZx0CbGiFdcxtItv0ERbSYgR6v9dHNlJb2bFAEsww4IMvhlFkGuovBgwdj6tSpWLVqFV588UWdMsBdhIYPH44pU6YAAOrqmIWisLAwauVi7n6krdwbi7q6Olx44YXYuFGN78nMzERxcbEyKVBfXw9ZlpXsRr0JQgiuvvpq3HbbbZg/f75OGeAuQhdffHGfCxzmCGUgSWIFKLLPwJgx7CUTChF0dhJTDvJEiGZ67g2zjcmyYoX60CsoENF3gL7CKcekmGriV0iuKrjIMkDGTQb9ZBnI4OGgVfuBliagrSUuZYD66kE/eY99jigCyroqJvjTdxcDEWWARgR8MvJwkHN/Yn3Qon66bXXHlGXIC//BvuTmg8w8z7ZvRn98c+Av+x/LTcjOvcjue/SiY/rvdtWi0wUaqRBNv/kcdNgokDETzNts3wRk54L0Hxj9YHVsZhPeQpZBauBQkIHdn7kqbiKWARoI4qWXsjBhQhCjR1tP3dPPVoAe2Mu+bPkWmGg/M2ulDPSVbELd4VKTCIQQlJeXo7Kye6pLp5qLLroIq1atwldffYVt27Zh+PDhaGhowPvvv6+sN5IKi52Ru+66Cxs3bkRBQQHuuOMOTJs2Df369YuMZSUopTjqqKOUz72RK664AnfeeSc2bdqElStX4qSTTsKmTZvwySefAACuvvrqHu5hzyGmW5MknpgBh0M/S9ja2rUb2KpN3l66zzZ2hY8/VpWBQ31WLV6sFEPj+4FA46KQowZeh8MA8Xgh3XAnyAWXqTPtrS0x26WyDPrua2obxf0AlxvS+Zdab/v1Z6Bb2UwTsYkpAAAURVyHfA2gxlna7ZvUz43RZ7qam/WPtGTdhKIp+YA5m5B2+1huQp2daX4NNzUoH+m3X5lW09oqyC88AfnZx0BbmqIfq54pA6SoNKVdTBkRZeC9XUfil78swIwZ1v2klXtBP16mft/0bdTDWk0WxVJEBX2TM844A/n5LAEIT6u+aNEiBINBOJ1OXHDBBcq23M+9vr4+ai0B7sZTVFQUVx+CwaASbHzvvfdi7ty5KC3V3wvhcBiNjY1xnlV6UlxcrIwnTyPK/x955JG9Lg4ilQhlIEnicROSJApJAnJy2MZtbalRBrRCH2/vUH3BhELAqlWqAHmonmeiGNPMGj8D+sxWDpcqlSjXUWY2ixHIibgMtcehDHzyHujW7wGHA9KVN0P6+W1w3PZnkLET9b4yGZnAui8gv/WKmiEomkCYk6ekQaVffKxvc51qfaCNtVH719Skv8fMQjz7HwpFdxOy28/uu9YP3K7OAKejI72VAV4PAoDq4qNdv4n5LSMYAF35bvRj1UUsPcXx5zs/qESUgS0N9hYO2tIM+X8L2I0TUVrpzi2gPnvF1Gripq+4CQkSIzMzU8nvv2jRIoTDYUUp+MEPfqDLnT9+/HgAQCgUsk1HCgAff8yeoRMmmK16VtTX1ysZgg4//HDLbb744gvbLELagq4H22rA24633V/84hcA2FhXVVXh2WefBdC3rQKAUAaSxspNw/idf+bCQaosA/qUh3zdofmCWbvWhZYWdVCFMsCIZiVSvhPrdZQarpWIMkDjsQxEBHPp9AtAyvUClHTuj9Uv/k7Q9V/qdy6yCByOQAiBdPIPWRsrloL61NlpXbrR+tqoaSBjWQbU+8V6/2TdhAIBdUwzM6NXJU9nZYC2tQDtbeqCTkPWKb8fdM2nynf5m88RsqlRQWVZcRMi6aoMRH5oT4Z6zoGAuppSCvrSfMDXAHgLIV1+I0jZACAchrzgMVDtWGmI5iZ0qAcQCxKHuwJVV1fj4YcfVvz2tRWHAWDs2LEYOXIkAOCRRx6xrCPwwQcf4JtvvgEAXRGxaOTl5SmuRxs2bDCtD4VCpvoCWrR+9s3NzXG1mSry8tj7y+fzxbX9CSecgHHjxqGzsxNz585FXV1dnw4c5ghlIEns3AmsZu25MtDW1rXhtp4NPrRjBriL0KRJ7A19qCo9iWIdM2CoQKxxEyJEtRSY3h/cMtAWvfw69dUDTY2s0bGTTOvJ6PGQbr2fWQUA0L07rduxY/JUpmBQCuzerrbbpDFNU6oWL7OguVl/fRiF9niLjpmViOiz/VpLg9Fdy9iHtHYTqtFnCaEaZYA21EF+6A7mTkYIyODDAErR8qa5Yry89GXIj9wFemAPW1BYbNomHSCEAC4XMp2qBlBTo7mp2tuUOBjpJ78Aycpm1bq9hUBLE+h3ayyPG23iRkxoCIwcccQRyoz8ww8/DADo168fpk+fbtr2t7/9LQBg9erVuPrqq7FnD7vHgsEgXn31VVx33XUAgKOOOgqnn356XO3n5OQoQcp33303PvnkE8iRi/i7777DT37yE6xfvx7Z2dZ1fvLz81FWxurHvPTSSwgdRI131KhRAJgSwi0qseDpQ1euXAmgbwcOc4QykCSqy45xFtBsFs7NZRt3R8wAFzwO1RcMVwamTWP+kYfqeSZKPDEDkuna1O+rkMuVgRiWgYiATvoPtPX9JxkZIB6veUVBUcygN0IIMPgwAADdxxQJ6vcrs9PcEiE//QioRlnQYrQMJOompCrcibkJaWeTjRgViXS1DNCOdtBPWNCiUhhOqwx8vEyZ1iZTTgA540cAAP9334D69e4D9JvPmXLJ948zS1WP4HShM6TWaal+SeP6FKnTgcwsEC/zvyYeL8gxJ7Pl31orA1apfw91K66ga3DrABfCf/SjH1nWETj11FPxhz/8AYQQvPPOO5g6dapiMbj++uvR0tKCMWPG4N///rfl/nbcfffdyM7ORlVVFebOnYvhw4dj5MiROOKII7Bq1Sr85S9/QWFhoe3+l1xyCQDgqaeewsiRIzFlyhQcc8wxiltOdzF06FCccMIJAFgKVo/HgyFDhmDIkCGKYmXk0ksv1dV06OsuQoBQBpLGShgDrGdqc3O5ZSD1MQOx3B56Kzt3OjBuXD+sXs2EzpNPZsKGUAYY8cQMKKlFIyvsrhUlgDiKMkBDISXLDAbHKAqmUQbIsFGQzvsxpAvje9iSiiHsw/5IgbLmiFUgMwvk6BPV/mxeb7l/U1MsN6HohZ/itQwYv5tqPETpQ9oqAyvfBd29jdWJOPFUtjAYAA2HWQapyCy4dMVNkGbOAikqVdNrRgvsJgTI83Zv57uC04WOkKrcVm+oBeUzm9wNyJBGlIydCBDCAosbzHEs1jEDfSObkCA5Zs2ahczMTOU7ry1gxdVXX423334b559/Pvr374+Ojg5kZmZi8uTJ+MMf/oA333xTmamPl/Hjx2Pp0qU4++yzUVhYCFmWkZubizlz5mDJkiWYPXt21P1vuOEG3HPPPZgwYQKcTicqKyuxb98+1NZGj/NKBU888QRuvvlmjBw5EsFgELt378bu3bttXYc8Hg9mzpwJQAQOc0Rq0SRJJGaAZxfpupsQ+69PLapfd6jw0UcZaGxkJzp4cAhDh7IBp5SAUvMseF8jnpgBZfml1+nWm2YmecxANGVg6cug2yJZgUaMjd65vHzlIzniSJBxCTxoI8oAralks80RFyHi8YIccRSkgB/y2/9jlYotMAYQ2ynr9tmErPeLVXTsoova8fLL2TjtNHOAXW9wE6KhEOj3XwMAyww1fIy60t8BumEdQCnIkOEg/Qep6wqKgZoDoI11IP36K8fSkZcfs0hXj+IyWAbaCoDaKqC8QrEMGGsKkJw8kLIBoJX7WFyEoZBetDoDQhkQWOH1erF9u7XF04ojjjgCjz76aEJtHHfccdi/f7/t+pEjR+Jf//qX8l1N08rSia5evdp2X0mScOWVV+LKK+1TB0drP9l1AHNTmjdvHubNm2e7jRa/36+4CAmrAENYBpLEPgWh+jn1bkL2s8GmoNBezp49qgR1331NOqFXvEzjrTMgQzrvxyAVQwGoLm0mxZH78tsEENNwGHQTswpI51ykzt7bdk4jDI6OL5sFh+R6mD82wNySuGWAu5lEAlGtZmMBqwDiZN2E9MtjWQry8ijef78Wt95qHkOjy1FaWgZ2bGKz4Dl5wPAxIJKDVTUEmKvPZpZKk4yZqN+PxwI0aIK8/fqgY+K1dy1IB4jThQ6NMvD7j6/Ef/4d+d4RsQxkWfgTZ0UUBIuMS1YWJv6ZUnLITd4IBL2JF154AfX19fB4PH0+cJgjlIEksYsZsAog5m5CXVUGogWNHmoC8t697M15zz1NOOUUv+6leqidazJEK0CnfCcUcKhKle3MJHcT6uxgGWCMVO8HgkEgMwuIY5afTDkRkCSQaWeAGKfQ44AcNhoAQLdvBG3ysYXc9ahQW4/AHKQWb52B2G5CZjcg7fhaFFG2xbhtuikDNBSEvPxNAAA5YjJTBAAgMxIsWFcNyt22RurTDpICpgzIy9+EvPxNdv0YM+ykc7wAYIoZAIA/zJ+IdetcarYgq2rDEWWAWigD0ZI9AOIZJhD0FNu3b8cdd9wBAPj5z3/e5wOHOUIZSBL7mAGzjyh3E2pvF0XH4oUrAwMHMoFPO84iAM9a2LAMIJbUgbO9VjI1GSL8ZjcXum8XO/6AwSDRnON5P/oPgvSbv4AcNyPmtpb7D2duSHTrBtUy4IkIlLkeNmNNKWDI8y7L5mxCdu4+dsku7Nz/jMcyZhOKRroXHaOffwjU1QA5uSDH/UBZTjKz2PpIiljSfxCIxgUMAHMT4sdZtZxZEAyWAeR6uqXfKcOljxng/OlPHtuYAbYsct9YKgPsv50CKZQBgeDgcsIJJ2DAgAEYOXIk9u3bh4qKCtx+++093a20QSgDSRJPzAAXzrhl4PHH8/D448lroTx9qCRF8n3L8iGsDLA356BBbKDFrJqeeGIGCKhOErVzKSMOjUtIh0Xe9EhmHwwcGnf/iCTFzB5ky5DhTHJq9oFGsrVwVxNCCAi3DhhchdraiElRNFpLVOtIYm5CbN/kLAPpnE2IUqoI+9L0s/S+8VwZ4NV2Rx9h2p8YUobKK5aCVhp8e2maP5wsLAMA8O23Lo2bkJVlIKIM8IxDGqLFDLD16XMNCAR9gX379uHAgQMoKCjArFmzsGLFCni93p7uVtoglIEkSSZmAADuvdeTdFYhxTWppRHy334L+t5r9kGhvZjmZgKfj53YwIFM8hduQnpiCRtAxIVNpwxEcSnj1oGODtMquncXO16sWIEUQVxukPFT1AVFJcBwTdByRBlQcthHMLoIAfZ1BhJ1E2LL7I8bjbR2E6rez/z9nU5zfEdGlu4rGWVWBkz1AxrqQN99Vb/foOGp6Gn3YQggPq7/dwCYZxy3DBgDiAEkHDMgJjQEgp5j165doJSirq4Or776KoYPT/Pn0kFGKAMx2LDBgcZG88vbamaWfTd/5kXHOFEKqEaFz2Y66vYDlIKuWQXS3qTrz6HAnj3sDVpYGFbGTigDKpRaK6PmmAHZ0jJgda0QPsvZqRdsaFMj0NLEzFzaLDLdDDn9fJCjTwIpHwjpR1fo6hqQYawCJ121XHFhAsyZhIDk3YRiJb+xUhbi3Tad3IR4ulgyfIy5dkSmRhkoKgUpKjXtT7JzkXPqOZCOORnSNb9W408AkLIBkM6/BIiVfaqn0aQWfXDaP/HQjMcBRILMFTchs0VXuWeixAxYBRCzY6eg3wKBQJAihDIQg+uv9+Dzz83+pFYzs4CxBgATAozKQLKz+IploKleWUA+fod9DB86JYiNLkKAfpwPJStIMmirTUeLGSCALmYgak0KLvgZBRseL1A2AMRtXWisOyCSA9LM8yBdeTNIJIOQwoRjQEYfAcgyK4QVwcoyYJcVSJaJZdXueJWBROKie6LOwIMP5uH22/Mtz5GGw6C82vTWDQBY9WgTWaoywIO6rcg760eQZp4HUlKmFIYDAPQfBDJ2UvLuYgcLpwudYWYZyHT64ZKYpB4KEchxBBAbFWjAOsGEcBMSCATpilAG4uDAAbNkYCc0WPlwa92EgORnhfiLnTSrgZNk+/esP7JkmdWiN9LYyAauuFgdN0IO3cxJiaI9/2gxA8wyoPqocJnMUhCxswzs3cE+VMQfL9DdEEJApp8FAKDbN4FGAomNwcNWaMfLSimKFjOgFawTswzov3e3MuD3A/Pm5eHZZ3MUK5sWuuw1yA//AXTLd6A1lWzhsFHmA2ksA2RIjEJzHK3bUFa2/XbphEtNLZrlDMCZp553sDXiNmepDLDzo8bsSbCvCcOVg77+DBMIBOmFUAbiwEoZ4EGY8RQdM1oGkn0RKEHLcogFfBaVwEFUiUZeucy2cBS1miJMU/h5GjO2iKI9DK0QG73OgHXMgLVlICLY2FkGBg5JsrfdAyksARnKBFS6/isA5urDVmj9962U8mgxA3bHicXBdhOqrlZ/c+NtT2UZdM2nAKWQX34KAEDKB4JYuMEg4Fc/Dz4svsYLNMW3DDEHaYvThY4gs3plOgPIKCtSVoU6IzdL1JgBszJgl2BCPMMEAkE6IpSBONi/394yEC1mgAsBPJsQJ3k3oYgfKpFByiogHXMKE/h4n1Z/DLrwcZPgL7/0JOj8v1nmZU9H7FywtC4efRmtIGFVjZpD4q0zAGgsA2oAMaUUtL6GfelX0YUedxN8tjpSpdjKTchIrNiT+GMG4ukgw64CcSAAy3ikrlJVpXYuEDAcv3KfeYfDLKwCAJCjpgQlGZlxtU0KVEGaZPcSy4DGTSjLFYCzRD2HoOxgP7aVYsPvmVAI1BAIpsYMWE9o9PVnmEAgSC+EMhAHVpaBeGIG+GejZSBZmVxpk8gsd/fEY+CYeY6yPkwl0LpqoHKvsoy2NoNu3cDcAWyqtqYbdmMr3IQY2tSgdkWNAJ5aVDJtG80yoIsZ6GhTo93zvV3ocTfhimSACQYAWAcQG9EKZ1bXkZ3Fj61TPyfiBm9VZ0CWgVtv9eLII8uwdWsCZoY4qKpSO+/36ztKd242bU+GWccDkMnHgUydBumnN8XfeGEvtQxE3IQycyS4vHnKqmDYCRQUWcc9ZGSqF4LBOqDGDOh34fdoL5mXEQgEfQShDMRBYjED6me+LjMzNW5CSswAKOB0gkgSnJPUFIx0MJvho5vWazqvSb8YMBeUSkeUrEk2s2p9XRmwixmIt+iYsc4AAJAsiwDiyIw7cvNAnIlXEu5uiKIMMIUlHjch7f1qldUrmptQsp52Vsfy+wkWLcqG30/w0EOprYCptQx0Gm/5nVv13zMygYrBlschGRmQZpwNMiCBLFJeTbXhUJJp0w42Tif8PGYg1wEpNw9OHkQsO0C0rk8aCCGqdcDgXmf3fhDPMIFAkI4IZSAOqqsl00yOfcyAOaCzrCyMIUPUA9gVPIqF8oKR1MBQXftHMMWAfvc1aMTfV5eL3SKHfDoi3ISik1jMgFOzPo46A9rqsb4GAADJL+xKd7sPntInxCwD8bgJOZ1ARgYbhxaL8Jp43YQSwepYDQ2S5nMKG4NeGdBaBqgcBj2wW7ctGToCREpd+0RyAJECcRjcO/J4E00F4qwBJUCuB06JXQhBmVkGbLGJG7B7hnGXsb7+DBMIBOmFUAZi4HRSyDJBdbV+qBKJGXA6gRUrauD1yrp9E0XJdKKpLKtLuTlsDJCXzyq3LlvMFh5QXYasUuClI8JNKDpxxwzYVCC2dBNSqqmqQg3lloH8Aosd0gCDm1A82YQIAQoK2ADU1ZnX2117kb2T6KR1sPGmTerCHTtSrQyondfFDFRXMnNIRibI4ZMA2BQS6yLSz26FdMOdIB5vyo/dHYSkDCb0A8geMxzIy4dLowwYqyxrIbkRl6KWJt1yNSuV8f0gnmECgSD9EMpADHh6S6OrkL3Aav3Z7VZnJFMSM+DklgFNqkRHBqTzfgwAoGu/AG326SwDVinw0hHVTUi/XJjYGVo3H61rkHUAcbx1BiLZhLSWgXRXBrjrUgJuQoCqDNTXm9fxa89aGUgOo0AIABs2qG5X+/c7UVOTugZtLQM8M9SAwSCnzYJ04VXAuCNT1i6HZGT0GkUAADp8qi9V5pjhQFEpXA6uDDiAAntlQKmGXVejW2yVWlT7va8/wwQCQXohlIEYlJSYlQG7CrBADLcNZWa2a0XHJEkGHC5TG7IMkMHDQfoNYP18+T+67DBWlTLTEbvqzlGF2T4EFyQIoQZlIHoF4uh1BqxiBribUJoqAxE3IRrUuwl5PNEvkOjKAPufSB2BWFhZBl57TR9c++23qYvJsFMGeJpYVAwByc4FGT42/QuCHQQ6y9RsSlkeN4jTCaebjUtIduiDoo3wqsz1emUgdmpRMe4CgSB9SG0ai0MQbhmoqbHO3R3NMmBUFHje/OTdhCJt2LkJcRlo1OFA9X7Qqv3se04u0Nbaa9yEYhV06+svUrtZR8sAYhJnNqEcDztgKARaWwVSUqZaBrgPeLphCCDmbkKFhXLU+IFk3IRosw80XIpkHplaxWLKFD++/DIDmzbphf/W1tRc05Tq6wx0dlDIqz8CmhpAq1laUdI/gYDgPoA/h1W4zsyUlXvIlekEmiLZhKJk0iJFpaCAKVObvWVAuAkJBILE+OijjxLa/uSTT064DaEMxID7+dfVSaAUWLAgGwsWqAVo7HxCrdbxF0PybkIRFwZCNW5CxvUUZMThoCuXAYi8+EePB13+Zi+0DOiXCxM7w27W0eQm5HToZn6jCSLE5QIZNhp06/egG9aCnHy6JmYgTZUBxU1IbxkoLpaxa5f9boWFsd2EjEIcfeVpQL43qW5qj3XuuR348ssM0zbBYGqUgYYGSVfUrPPrtaDbX9dvlK6Wnh6CV4TO1JRScGWx52v4xDOjB1gXRdyEGmpBZRkkchPyZzUh1u+Avv4MEwgE8fP4448ntL1QBroBr5f9r6+X8Pzz2fjd77y69fHGDGi/d9lNiKjZhAhhLxxKiTrjW1YBcvSJAKUg088CNq5js1cWlTLTETX4Tr9cvEgZaiYr++D1aN/t3KzI2IkRZeAb0GNPUV3MPGkqPHLLQCgIWVYtA8XF0S+QZNyEqKZ2R6Jo3YQOPzyEsWODSsxAeXkYlZWOlCkDu3frBVf/3kog37BRnnFB34YrT1lZ6m/uckXiuypGAgjY7+wtZDdWKAQ0+xQrmp1loKvvAIFA0Pd47LHHur0NoQzEQLUMOLB8udn1IJqrhp2bUNcDiCmIU5sykgkxaqEbAjJzlrKeKgWlekdqUTuBTLxIGXFbBhyS5XrbfPkjD2f/62uBqkil2swskAzzTHZaoCgDIbQ0U0VJKiqKL2bAyk3IbmwB6/oM8aA9ltNJ8eKL9fjkEzfy8ymeey4blZVZCESRNxNh7179Q6czYDgRt5vVFhAoqJYB9cbgj9dYShqRHEBhMVBXA9TXgLa1gn6xEuHwrQCsJjSEm5BAIEiMkpIocUspQigDMVAFBwltbeYXQyKWga7ObFtZBng74XCU42ZHMsVELAO0swNoawUp6v4LLBns3YSsX6RffOHG55+7MXFiACedlCKpKo2xn3U0VCA2bMDH0y7mgmRkAtk5QHsb6N6dbFm6uggBap0BAM2NbFAyMynGjo1e7Cqam5BdYgAAoEmmFtUyZEgIhYUU557LMti88goLJLYSOrevacL9vye44dchjJ8W3++we7f+ke4PGQKT8/JF0LABrgxoLQNuN/tsVZjOCCkoYdmEmhpAv14FedN3iuJol01IVCAWCHqed999F0uWLIHP50NFRQUuv/xyjBkzxnb7DRs2YMGCBdi3bx8KCgpwzjnnYObMmcr6vXv34qWXXsLOnTtRW1uLyy67DGeeeWaX27Wio6MDW7ZsQUtLCzweD0aMGIGsrOSrvielDNx55534v//7P5SWlibdcG/B62UvhepqCXV1ZgkhsZgB9r3rbkL6YlIOB3tp2c5c8sI4EbcP+tp/QbdthHTJtSBpWBgokZgBSoHLLitU/MXXratSgr4PVexmr00BxE79An49RsvGRPLyWQpannnGm6YuQoAaMwCgqZ6dlMcj48c/bsf+/Q6ceKK1YhjNTUhVtFKXTQgAvviiGu3tBIWF+uO69NlRdVx1ZT621PbHOz+RsW9/VdTjyzK7F4yWAX/YrftOhIuQCT7Jk51ttgyEQnE8qyMBxrSpEaivhaxL/WuXEU0oZAJBT7Jq1So888wzuOqqqzBq1Ci8//77uO+++/DQQw+huNicTrimpgb3338/ZsyYgeuvvx6bN2/Gk08+CY/Hg2OPPRYA4Pf70a9fP0ydOhULFixISbtWLFmyBIsWLYLf71eWZWRkYM6cOTjrrLOSGI0kU4tWVVXh1ltvxfvvv59Uo70J7iZ04IBTX8AnQiKpRbs6K6TkQNfUGQDUF46tkMfdhDo7WBXSbRvZ9ktfTq4j3YxdEKeVm1BTE9FljvH5Dv2XrBIzIAcQ/vs9oD4m1ZqsVAY3obgsUxFhkeekT+dgUyJJyn3QFLEM5OfLcLmA3/2uBSed5LfcL1E3IRrxq+qKejBgQBgjRphvfD4DbfVs2VUfCU6N8Zju6ABOPLEUP/pREbZvZ+PRvz9ryx82WwYEenw+Nr78WQ+oMQPxWAaUmJrGelBfPcJU/b1ENiGBID158803MX36dMyYMUOZnS8uLsayZcsst1+2bBmKi4tx+eWXo6KiAjNmzMC0adPwxhtvKNsMHz4cl1xyCY4//ni4XNbpohNt18hHH32E5557DmPGjMFNN92Eu+++GzfddBPGjh2LhQsXYuXKlYkPBpJUBubNm4fJkydj/vz5uO+++9DY2JhU472BgoLoIkAiqUW7mief+3pLhmJSsQJDoTUd1VarnxvqQBssJKIexi5mwOpFWldnrAx96CsDisAa9LNq00teYN9N2YT0C7jlwDZmAFCFRR48nM5uQoBiHWhuZCfl8cQW2aO7CbH/unvX32neMEWolgHzdZvpjM/lbedOJ3btcmL16gysXs3iO0aO1CgDvEouIJQBCxob2X3ClUQg+u9ihESsZ3TvTiAUgqxRBkQSBIEg/QiFQtixYwcmTJigWz5+/Hhs3rzZcp+tW7di/PjxumUTJ07Ejh07EIpzhjeZdo0sXboUxx9/PG6//XZMnToVo0ePxtSpU/Gb3/wGxx9/PJYuXRrXcYwk5SaUm5uLG2+8EVOnTsX8+fPxq1/9CldccQVOOOGEpDqRzmRnMz9kbbo+LQ6H0RVD/1mf2pH9D4elpPx2FUElwwXizlCOoTU9Wx2XOJyg+QVMqNm3EyRToxzs3NztsQO8T1Z9o7WVoJ99CHLcdJBilu9bzZZDLMfvX//KxeLF2TjlFD8GDtTfhOGw9RgcCvDzUvyRJcp+y5pKEELMgkdWluX42V0nAEAKigHN9SEVFqf1eJJcDwCguYn1MT9fjtlf7qrT1saKcmnjo7VWKeU4He36ewbW13IyqL7p+t+EUopMZxDNgejtUTmMhg+/BKD3Sx0xIoQPPwQCNAvSoGGgO7aw42TnpvT3jHZv9xa4MlBYqF47SjahUBzPk4ISdn0EA0BmFqjDq6xytDSAeFSFOto9eCiMZTogxjF19KaxDAaDCBpMeS6Xy3KGvrm5GbIsIz9fPzmSn58Pn89neXyfz2e5fTgcRktLCwoKYlvRk2nXyP79+3HxxRdbrjvppJPw17/+Na7jGOlSAPHRRx+NsWPH4sknn8Sjjz6KRYsWwWkot0kISbpz6UBBQQFKS4E9e9h3rxfgv5kkAeXl5brtI7G6AIDi4gJoV/MJeo9HvzxeuLDX7/9uQ//j1OX8BVNcXGp/3Pv/qX4++0eJNx6DvXtZ/wYMsN+mrKzMvLC8HBg/WbeI5/vOz89FeXmuafmnnzLp7fXXs/DEE/rDFRSUJDW2vYmCAuZX6PR6UTHvaWW5MeFAxa/uVFLjAnFef7N/wv56C/c8AgAgD7Ov/fplmu5JI2VlLKlOIAB0dJRhyBB1XU4kvCYvLxvl5ZGbubwcmPc06N/V7WK1ES/8/eF26691AMjpB2Bn7PakiRXK5/x8YMwY4PDD2bGkI47HgP87PiV9jYblvd1L4JmcBg5Uf4PcyE+Rk+NFebk3+gHKy4Ejj1a+trQA+Bv7XDHucF39Av7Z4ym0vQd781imE2IcU0dvGMuXX34ZixYt0i2bPXs25syZY7uP5eRpFMXHuI67kCaqLCXarha3243W1lbLda2trXC73ZbrYtHlbEKdnZ1obm4GwCwGdn5SvZXGxkaEQh4ATOI+6aQOLFnCpCqHg6KyUh/Y5/d7AbD1zc2NqKxUXQxkuRBABurq9MvjJRAoAeBE/eP34UDODJABvJJoPwASqqtrkZ9vba6SP1sB+sl7yndSMYT5hbszIF1/h1IsJxmamgiOO64Uzc0Ec+Z04LLL2jB+vNoPQgjKyspQVVWl3DwAu5Hkv/1O+S79cDbIuMloafEAyEF7ewsqK9WLPhwuAuDWfAcWLPADUKd2q6rqUFkZj6Nv74OPY01NHYBioLUR+375SwCAdPr5aNg2FMA4Zfuqx+5Fx5VXKN+DwQIAmWho8KGy0jrNLN2xGfL/IoFPDgek636fvqlFAcjP/B20tgp7m/4AYAjc7jZUVjbH3O+EEwqxfHkGnn66BTffrF5jPl8ugDx0dqrHoVu+g/z684D8JPhzoLKyMiX99/tZe42NrD26exvkl58CADib/gRgQNT25IWPY/uywwBcjpkzO/H0040gBHjuuSwAXjR+9Q32v/IdUF8FumMLpKt+CZLnTUnfAft7uzexfz+7L5zOJlRWssKMsuwFkIXaWnWZHVSWIT9ylxIM1jxmGoBLAQCVi55B5ozTlG2jvQMOhbFMB8Q4po7eNJazZs0yBc/ayaMejweSJJlm45uamkyz9hyv12vavrm5GQ6HA7m5uZb7pKJdI2PGjMErr7yCsWPHorBQtTr6fD4sWrQo4axEnC4pA++//z4WLlyIrKws3H777Zg4cWJXDpe2tLerGtupp3YqyoAkwXSDaDMIsWJg5uxCoZB5v3hQ6ggEO0Elojh/c1/6UIjaH3fAYJZSlPdt5OGge3cwn/OqfUD5wIT7w/nsswzF1P7CC9lYtCgLr71Wh4kT9UI5pfr+0doqXZ/ktashHT5J8ac1jp9VhpeVK/WCarJj25tQYgYQVsYv/NpzwP6x0CoDkEOG6y+yWLa/Tmh2rnJMMuJwwO1O6/GkVAbt7EBTJHA8L0+Oq7/nndeB5csz8OqrWbjxxhYlnkIbQKwEDrc06a5T1m5qxoS7owQCEeX4q0+VtjIkNWbAqj3q90PetRUNrWMBAAXeEAAKSjWByUEC6naDnHURSMDP3Fi64fc03tu9icZG9uN7vWHlHHhNGJalLcZ5EQLa2qJ8lTVuQZK/3fIeDIej3IO9eCzTCTGOqaM3jKWdS5AVTqcTw4YNw/r163H00apVb/369ZgyZYrlPiNGjMCaNWt0y9atW4dhw4aZPGJS2S7AlA6Ph7nEXnjhhbjjjjtwww03YNy4cSgoKEBjYyO+//57OBwO3HLLLXH1xUhS08ENDQ247777MH/+fEyePBl/+9vfDllFAADuuacJQ4aE8OabtcpLAjCnDgWMRcf06/n10uU6AzDXGdCut6R8oC4vO/oNABl0GACA7tqWXIcirFrFZutHjQpi8uQAgkGC664riH2ee7az/5EAR7pnOxNwYlTvjEZfyN+tqzehwfTdEEAcq84AAF2AKRk1zn67dCFSeKy5hZ1cfn58L6zTT+9EZiawfbsTW7ao95JV8DptY5aDVNQZMMItukqgaqMa1ZyhCSCWZYvz2sd8iHyd7P7x5jHlW/70fbh3fAOApRYlWTkgkmSKexAwrLIJqalF4zsGGTaKfcjNgzxSDQ6UZP2EiBo3lv4+2ALBocxZZ52FDz74AMuXL8e+ffvwzDPPoK6uDqeeeioA4Pnnn9dV/p05cybq6uqUOgPLly/H8uXLcfbZZyvbhEIh7Nq1C7t27UIoFEJDQwN27dqFqqqquNu14pprrsGDDz6Ib775BgMHDsT999+Po446Ctu3b8eHH36I7du3Y8qUKbjvvvtQUVFhe5xoJGUZ+NWvfgVJknDTTTdh6tSpSTXcm7jggg5ccAGbrauuNmfx0aJdZsr7Ho8wFgVFUJGslYFoijtxOiGddj7oto0gQ0cA/QcBg4cDWzcAu7cBU6cl1SeAWQYA4MYbW3DKKX6MH1+GXbucqKqSMGCAvYZCK1mVWzLxGNDvvgZ8DcD3XyMc/iE7T5tsTABQWBhGU5NkGss+pQxAP7bGnObmomOx6wwgKxukX39QfycwZmJXu9r9OLkywM7V44kvVVduLsUJJwDvvw989pkbo0axC8eyxkUbm/XtjokxYwpL2qhm98pwqIJkZ3sY2bn6xzWtZa5DjZ3MRF3gCYC2tYCueAvuXZMBTGdFx7JzUt/xQwirbELRUr5aQaafCZQPBDn2FMgtbNKFQAaR9TMiIrWoQJAeHHfccWhpacH//vc/NDY2YuDAgbj99tuVar+NjY2o0+SfLi0txe23344FCxbg3XffRUFBAX76058qNQYANlH+61//Wvn+xhtv4I033sDYsWNx1113xdWuFVOnTsWXX36JL774AgUFBTjllFNw4YUXpjSWIyllYNSoUfj5z38OrzY6sY+gtQxYVSmNnlq0ay8Cnl+fEKqrM8CFvFhKBpl4DMjEY9QFQ4aDIjIjHw6bhMd4aGoi2LCB9WXq1ADy8yncbopQiMRWejqZLy7J9QAjDgf98mPIb70Cue4oAINti7YBLIXkgAFBfPutPlimLxTzUarkRiwB0vmXgu7ZDsdn+u1IEnUGCCHAlTeDhMMgruQCkQ4qEWtXUwu7BuNVBgDglFOYMrBqVQYuv5xdi5Y1LlqaUtJVK1Q3IQLa0a6kdCWjj4D7TVWzbakLmJQB1DBlwOdnyoA3pxOIKNhckfCHXUB2fP6sfRFKrZWBhIqOASBlFSBlbEZOjlwuEqFAWD87oU4IdaHTAoEgJZx22mk47bTTLNddd911pmVjx47FAw88YHu80tJSvPxy7PpN0dq14oYbbkB7ezs++eQTfPjhh1i8eDEWL16MsWPHYtq0aTj22GOTDhzmJOUm9Jvf/KZPKgKA3tPG2jJg9g/ldLXomDojTBN3E7KitD9LIxkIQH7sT6DNvoT7tGWLC5QS9O8fQmkp6wB/kcYs2NPZgbBMsGZnf4SnzgQZNhIAEN7PBJpoNRxcLorJk80N9CXLAOFuQYOHQzr9AkhDR+i2M7oJxVVnAACRHL1DEQDUOgOt7KLjFcPj4ZRT2P/PPnMrY2JZ46KZSXexin8lg+omBIDX/MjzgJz3E4RLVHNva4PFzVSjtwx4c/0s/gdGZSAHf/97Ls49txitrYe+spwIbW1EEfi1NWUSKjpmQLmGiGx6IPHJJOEmJBAIEiE7OxszZ87EfffdhwcffBBnnnkm9u/fj3/84x+4+uqrMX/+fGzblrzLd+rfboc4/CUBWMcM6OsMpLYUPY34DTsk2WAZ4MdN7HhEkliQKAC0NIFu/jbhPm3bxvqhra6qWkBinGdHB25feRXOvekEvPh6CciFV4P0H6QRyPSba787ncCRR6o+1ZmZ3W9+p63NoG0t1uu+/wbymy+CJiM9JIhO2ACUa0Hq10+3nVEZ6Or1l5ZElJamNvY/EcvAlCnsumlocGDnTjY4lhWIW7vfMhAMEqCxFgCr9UCcLgTdarGwlkb9eVFZBq1jBQR9frZdQXYHEFEGeMEyf9iNUEYeHnjAg6++cuODD9I3M1RPwK0CGRkUWVlaZYD9j6fomBFeB4QQanogiaJjAoGgq1RUVODSSy/Fv/71L9x6660YO3YsVqxYgd/97ndJBxB3ObVoXyOWZUAfQKxfp84KJdc2F65ZALFVBeLEX1zkjNksxWhjHdDRlvD+XBkYPlxVBuINvpM7O/DixhkAgIcfzsMll7QDp/wQ8jPshIghIFY7W+tyUUyapCoDJSVh7N3rjNusnyg0FIT8xF+B9jaQfgOA/gNZ7AUFkJ0DefFC1udBhwHj7bMCpAI1gDgyHpFrQSop1W1nDiA+BP2VIzdkcxv7n4gy4HYDpaVh7NnjjASRhhULAb+9qBwGIpliir2dqPNlWh8sSbS+6Uo18EgdCa0g2uoz/GiNdewGc7ngC7AsEwVylaLQq5YBN77boO6mFXgFehch7bNbm00oUXTKuo2bULJV6AUCgYAjSRKOOuooDB8+HEuWLMHSpUuxd+/epI4llIEESSRmwM7NJfmYAV7gggKSlTKQ+DGJyw0ydiLop+8DHdHzaVvBlYHDDtNaBtj/WJaBrQfUin0TJkQE+yHDEZbYjKfDVwdADX7UjqfTCQwdGsYPftCJ9nYCWUZEGUj4FOKjtQVoZ8oSrd4PVO8H/eZz02Z093aQblcG9DED3GXMmalPq2YOIOb7d2v3Di4uN8IyQUsHm/GON5sQJzubVyNmY2qKGWhtYX5VhGDho1vw61/m4LfTXgNwUSp6r5mBBuCLZBIqKFKXRWhpCoPWVUN+4QmQ4WNAKoayFUVl8HWw4mjeNa8BkfAArZvQZ5+p96FdJfW+Cs8kpI0XANTfJZnJBSUbmiRHsQyI30EgECSPLMv46quvsGLFCqxduxayLGPQoEGYPn16UsdLO2Vgw4YNWLJkCXbu3InGxkbccsstunyslFK88sor+OCDD9Da2ooRI0bgyiuvxMCBap78YDCIhQsX4tNPP0UgEMC4ceNw1VVXoaioqMv907oJWRWMix5AzP4n8iKgwSCw5Ttg1Djw7IKSg+iKhMWVJSYaWZFKq11QBvSWAbWegh3vv+fGZc/eq3zns6BEckDO8QIApNq9AEYr22jH0+WiIARYsKABAHDhhey37baXrNZq4i1kmY8soLu7lqY1HnQxAw6HpmS8fjvitFYG0jxddGK4XGgJqmW/8/ISuwm4MtDRwZUBtlxx8WuJFDDL9eCIo91YOvt3LK+8PAdEspgNSBCdm1BE2SSRVLtay0CLD6BffgI0NYKuWQW6ZhVb7hmMkMz64c2MFE/LyECGU6sMqM8Kfp4Chi9SnyI/36gMdN0yQCADYf0B4nk2CgQCgR179+7FihUr8PHHH6O5uRnZ2dmYMWMGpk+fjmHDhiV93LRTBvx+P4YMGYJp06bhwQcfNK1//fXXsXTpUlx77bUoLy/Hq6++ij/96U94+OGHkZXF8mg/88wzWLNmDW688Ubk5eXh2WefxZ///Gc88MADkLpQaRfQuwlZFcEyFh3TksiLgDbUga7/EqivAd24jqWsC/+MtevUv9C7OuNLsrJBgYSVAb8f2LOHCSKJugm9+ILe3YKb6wGAZjBrgNShL7mtHW9jjY9uf8lyQa1ff0g/u4UVhvpuDeR3XmXLDxsNumMz4GsAbWoEyS+IdrQuobohUEt3MSBSc8CQBaerqW3TEZKdg2Y/UwaysmQkmlCBKwPt7WxwTDUuWnysnbx8lpWHRIr9tbYAHm8Xe68GEAcCRMmuhQz2HNNZBhpDoOtWm/ZvzGBVyDOdfmQ6g0BRCciEY5Cx9CMAgD/kwrffCmXADm4pMbpPpSJmgFkGDLU/DkXrnEAg6FZ4JqEVK1Zgx44dAJDSTEJAGgYQT5o0CRdeeCGOOeYY0zpKKd566y3MmjULxxxzDAYNGoTrrrsOfr8fn3zyCQA2aMuXL8ell16K8ePHY+jQobj++uuxZ88erF+/vsv90xcdM6+PZhlI5EVA314E+sl7oBvXse+ff6jOCNsEhibtC65YBhKLGdi/3wFZJsjOlpVMQkB8GTNqq9m6s4YzVxutMhCOXJYStfa3BfQWGu26bvOH52MTydlOMrOACeo1SsZNBimPZH/hxdS6CV3RMaeqnepqXICCHD5Zt1+XLUjpSG4+mv3sN0nURQhQhUBeZVyJy+FWFG4Z8OQza1wu889Ha3MXOq2inYFWqhxH7kedZeC77UzTzclVgqYBoD2rHACQ54qkJM3JA8nO0dUoqK1VH0TCTUiP38/GIyMj+YkbI2qFcHNqUeEmJBAIEuXqq6/Gf/7zHzQ2NuK8887DI488gj/84Q846aSTUqIIAGloGYhGTU0NfD4fJkxQKzy6XC6MHTsWmzdvxqmnnoodO3YgHA5j/PjxyjaFhYUYNGgQtmzZYlspORgMIqiZipMkCZmZbPaaaPwvMjLUzw6Hfh1fpn4muvVqBWJi2k8LlcOgO7eYlsvhSDYhp6TbX00ZGf24tmRF/PI7OxLa3+9nElNODoUkmc8zFGL9Ud1Y1G1q69hAnThsM97cdiyamtRzClO2zoGQ5fjxz8mMbbJQbjXJzlXPx+0Gzr8UqN4PMm4yULkP9MBe4MBeoHwg6HdrAJcbtK4a0kmngxQWd6kPvF0eMyARGcThVJY7HOp5S04J0tiJuv35elnunjHqETxeNAeY8OzxyHGfF98uN1dVBgghOssAIQSktQkUAMnzsu95+aAtTUBLc0rGUFuBmHR2sLayckAI0SsDkXOUTjoddONapWp4OJ8FjTuliASanQuSkwu3w9q/paNDSulvb3Vv9yZ4UTG3W38Out8lwXNT7k+JBRBr99dm9DIet7ePZbogxjF1iLFMDyZOnIjp06dj4sSJXfZusaNXKQM+nw8AkJ+fr1uen5+vVIrz+XxwOp3Izc01bcP3t2Lx4sVYtGiR8v3444/HjTfeiIICvbuHdlbV5XKivLxctz5PzQaIfv2KoV3tiUwqZmXlobw8D3YEdm1Dg8tlWk4jykBWdqau3YxItsCCgiIYuhMXIYRR53JBCodQmsAB9u/n7Tt0/YnoUMjP1/enrKwM//oX8Le/AbtZBkQcPpi5Avl8Evr1K4ckAU4ny96S6ZR0x9X+pB5PpuW6nBwvysu9cZ9DvLS6HGh1uZDdrwwe7UlpPnccMQlN33wGZ9Ve0MXPIsyzwwDI6V+BvHNTE3SaH3FBckhARk4OSiJ9aNZMVksSMV2b6hhFv/56E3JeLtrCHwMAiovM92MsioqYS47DkY/y8nxFCCwo8KC83IOmcBAdLhfyBg1GTnk5fOUD0FlbCY9TQnYyN5uB/v3Z/3DYCVc4DOpyoWTwEDgKi3VWrrZQDvrf/0848gvQ1NKIjv27WT/7DwYAuBxhuFwuZJeVI3PQENRnSCCQTbURJKl7fvtUVsI8mKjPziyUl2cpy4sjervDoV8eD1VVkX0JRYbTqdyfgPp+yM62/x1661imG2IcU4cYy54l2XShidCrlAGOUUulcURExtpm1qxZOOuss5TvXPtqbGxEZ2ensryhQQLQL3LMECora3XHaW/PA0/p0dBQi8pK1Uzs97N1TU2tqKy0zlcPAPIXn0IOBkFGjIU05UTQ5kbIb76McGTGKUTDqKysVLeXiwC4UVvbgMpKf9TztIK2tiEcDALNPhzYv18XnByNykoXgGI4HPpxoJT1p6aG9YcQgrKyMlRVVeEXv9A/VAaV1ET2ATZvroLXS9EZYNpEKNCuO0+/Px8AmyENhTpQWelT1gWDXgBZqK9vQmVl4oHQsZArD0AOBtESktGm6ZMWmpWHcDCI4N5dpnVN2zaj1Wa/eOHjWF/vA+CFhDD8IfVaqKtzACiNbEtRWVml27+z0wMgB01NLais1Mdj9FYopahsZZMDma7WuM+LjyXQBiAH1dXsnmxt9QLIQlsbu47Ce3aBBoPwESeaKyshEwfkYBCNe3ehqYu/JwA0NTkBlKCzI4xAxPpU3dQM4g8iEOgH7sm5D4ehpr0TaK8EnXQc5G9Wg4w7EpWVdQCK4SBhBINBtIQpWts7EA4FkekMoCOkj82prW1DZWVqXJwA6O7teJ7D6UZtbS6APMiyflza2rIAePH668ANN7Ti9tvtn9dGqqvZc1EiMvztbYZnGLsHGxvN92BvH8t0QYxj6uhNY5noRJBAT69SBnjVY5/Pp5uxb25uVqwFXq8XoVAIra2tOutAc3MzRo0aZXtsl8sFl8VsPKBXJJxO1TQgy2YlwxhArF3PZexQKLpywquIYsgIYNgoYN8u1h4vZuOQLI8bDtOkbliaEREYaMRvOSs7+g4RuFeV06lvV1tpWbvc2LccVwcKClnMQXu7hMZGgvx8GWGZxwwEDeep/R2o4XdRfXxT+dCilIIQAsrTimZl2x6fGoKGpZ/8AnA4IS94FLSmMmX9Coc1KWYdDuW42oB147UH6OsMpPuDPR46OoAFC3Lw0GcXAgDGDm0CpYmZUNUAYjYm2mxClFLQhoiSW1DMvkcy/dCW5pSMIY8ZCAQixyIE1OUGKEVALaOB7c0VoJQpzsgvgHTzPQCAEEsqBKfEJh1odq5y/1bk1WJro5plDWBj1h2/PaXJPXt6Gj7P43br+6+NSXr00VzcfHOzYkWIBb8/JUJBQyHDszH2PdhbxzLdEOOYOsRYHvqkXQBxNEpLS+H1enWBwKFQCBs2bFAE/WHDhsHhcOi2aWxsxJ49ezBy5Mgu90GrL1gFYkYrOqZ9EUTFz95QJDuizBQzSwRXBhwuo68p+8+zWCQKcbrUoMQEMgpxYcWoQ/EXaazgu+KsJiAjU8nxzXN+y4j43MrWwXdWbaq+uHF2Pg5oeyvkx++H/J+HQPewCH6SlWO7PSFECdol084EGTICKIlUBW5pUgNEtW10tEP+z0OQVy2Pu1+6OgMOcyVq42fjskMlgPj553Pwxz/mozWQhYml23DjnO8TPkZ2NhsMXmdACc6WInEi/DeL5P6HOyIRBgNIBbrUogCQkalY5rQxA3v3OtBhvnyUPPhOiXWcZOco2YhGF5mLz4hsQnp4ADGvYM7RJooA9AkOYqEolKLomEAg6CWknWWgs7MTVVWqe0NNTQ127dqF3NxcFBcX44wzzsDixYtRXl6OsrIyLF68GBkZGTjhhBMAANnZ2Zg+fToWLlyIvLw85ObmYuHChRg0aJAuqDhZtC8JK6E+mkAWt8AaUQb4VBTJzALNzVf8fyVDXs24lYxoZGUzAaczfmWACyLGzD5ay0A0SrJ9QGYWvF6K/fs1ykDEMuCAURkwWwKM31NZgZiu/QJorIOupWx7ZQAAyBk/Apl6CkgZyyxEMrOBvHyW5rOuCuDFojg7t4BW7gXqqkGnnAhiY53Sos8mlLgyEO8ET2cnEx4LCtJzRoi57AFZ7gCeO/teZAZ/mPAxjKlFlbStDrAqvwCQ5wGJKAHE6WTXQziJNDMWmJSByKw+pfrUopQS7NzpxNix+nb5PcYtA8hhAe7SVb/EGLkUb0TKXgwYEML+/U6hDBjQBhBrMd6GjY0Sysrik+CV1KJEFB0TCAS9g7RTBrZv3467775b+f7ss88CAE4++WRcd911OPfccxEIBPDkk0+ira0Nw4cPx+9+9zulxgAAXHbZZXA4HHjooYeUomO33XZbSqKwtS+J2MqA3kVG2rIOwAkIRSlks2+fA29/cgxGuvNxojsT/JVBi/qpx01xnQEgonA0+xKyDCiCiE3Of6sXXlaWjI4O1mFvRiuQkQWvV28Z4LERDlk/UPrUovrj8pfsAw/kYfnyDDz7bAPy8hITYqm/E/S150DGTgTGTQZda64wHFMZyMgAIoqAsqykH8tAU1ttUgZoW8RvOBgAtm8ERsdWWNU6A3rLgN5NyLxfonUGZswoRVWVhK+/rk4qbWd3w6+/i0/egDx3B+i7r4J6vCCjxsV9DFUZ0GdqcjgARALASYEmCxRP5dpQB/n5f4EcdQLIyPjbM6LUGQhKoBSQMpkywNxIWF8OOyyI7dtd+O1v8/G3vzXpanoo9yCvRh2xJpKyCow5NgP4N1s8ZEg4ogz0KmNwt+OPhFgZU4saJziStwyEFVdDIEUTNwKBQJBi0k4ZOPzww/Hyyy/brieEYM6cOZgzZ47tNm63G1dccQWuuOKKlPdPK2RxwUGL7exsQy0c9Sz9TrjDPsj3z3/Ow+J3ZwMALs2oxn0Ph0EIIBeqwTF2lWW7ZHpOogoxn1Uzvji5cmBVvTM/nyruDp1hN5CRoSgDjY0RgSxiASFR3ITMlgH2n1KCL77IwN//novf/S7+oD8AwMa1oFu/B936PbO+NNQBbjfI4BGgWyMuKDGUAUtK+wM7toDu3AIy6Vj9Ok2+erpxHTByHOgny0Dyi0AmTLE8nFqBmCZkGeCCSDzXSWMjwa5d7NgbN7pw7LGpcYtJJYqLTKaqGdKvV3VJGdDFDHDLgE4ZYGNCa6uA2irQHVvg+P28ZE8BzvZ6ACyoPiQ74M40FxwbOTKE7dtd+PLLDJx5ZjGee64eRx3FNlDdhCIdz1HjpMaMUe+fgQNDADKEZcCAXZ0BK8tAvOgsdwC7qCLXTZdrwggEAkE3IKaJuoCVUKW1BvAHP21vA92+SXk5hNo6QJsaQSv3mfbXFgh6dlE/vPkmC+6tyTtcPW6oU7dPou4flnD3hIQsAxFlgPpBffVq/6KYwv0aPagtkAUydqLJMqDMziIEqhlkrZuQ2TKgP/n331ezqMgysH9/7EudBlXhSf7fAgAAOXwyyEh17BElZsAOMo7FEdBN65mFQEubRhnY+j2w+VvQlcsgv/ECqN9aaVRy4RPZtgKxsfq1dn08gsiGDdbFzNIJLjC7igvVhe2JZUkyWwbYcocDSuA+Ci0sAynC+dzflc9B2QkoyoB674wfr2oGra0SHnlETUmpBPFzZUBzfVZUqD/0wIHss1AG9MQqOsZJzjJA9Qsg3IQEAkF6kqav+d6BlVCltRxIEgX1+yH/837QZa8x4Q1AuK0T8qN/hPyfeaDNjbr9ufyX62JC+datTvznPzk49qKT1DZafbp9EnX/sITPftYciHsXRRCp3gl5wWOK4B6teid/+QLAnMsAUliiBBDzF25YGyCrGWStUGp8WRuDtbdscSEUYtlTZs0qxtFHl+GTT2JU6rOowEwmHQuMnQR4C0H6DwRxJV7tj5RVgAwcCsgy6JpV+pWtGutFIAD59efU73utKxmrRcco4LCpQGxxKaiB5rH7rFUGuKCcbvDr3ZmfC+nCn7GFcmIasdkyEBnbxmrQ7ZsAQkBGHaHu4DAbU6m/07QsXlxB9fcPaJQBbezLJZe04dprW/C73zHFsbJSvdiVMXBSkH79dWmBCQGefroev/99E6ZOZZYdoQzo4RWZjQHExhgCHp8SD7qYAUAXXyLchAQCQToilIEuYCV8m1w16qsV1xs+eyc3aWaHq/W5ygMRuWJAHnNRaGqScOed+iJrzmmnG9qM3/3DDjKQ+bLzrDnxwGcvXSTIAmTrWepDJYB48yZTOjKuDDw47XFcPJeNA/ftb2mJWAZ4ClVCoQ2wiJZNyKgcAMATT+Ri2rRSfPUVe7Nv3RrDK85gFSH9BwLlA0EyMiD9/DaQy2+Mvn8UyJQTATA3FqoNGuExA3z2WaNB0R3mKtSAwSfZxk3IShlIJOPS99+rA8wz7aQb2tS2XHqjwcTqbOTk2LgJ7WFjTyYeA1KsxuuYLjxAue6TwUFkELAf5B9rzoPfkQu/X83U5XBQFBRQ/O53LTj5ZPZwqKtTf2hlDIYNA7nyZtPxZ8704xe/aDMpPQKGXQBxd1kGorl0bt3qUAo5CgQCwcFEKANdwNpNSP3scABoUmf++csh1KaZSTS4Nfj9bJuiLDYLyAVkLY6xR+i+pyRmgAe21teoQa0xUNw0uItCpCqqk7AVwS2bgd3bdNtzBerUoWvgyGGzoHl5rOMtLYYgTkNqvmjZhIyWAQC4914P9u5VheWYlpOIZYDMOJsJ/xdfo5Zjd7riLsZmyagjWFah9jZgw1pWSO7Zx1gmIQDSMaeY99mx2fJQqk8y1Z24lWuQlkQsSL1BGeAyltOJpFN+ciH5wAEHNm92orU1MtMejqT3HTBYv4OVm1B9rXlZnBACuB3sGv/3urMx/MqrMGxYf7z3HnNz08bjFBezH76+XlKuAcUy4JJAJIubIEJWFjsOnwkXMLo1gJi7jIZV5Z/r7sZ7cN8+B04+uRQTJ8bdjEAgEKQMoQx0gdhuQgBtalC+O/uzIOCwpjAS1SgLgJpVtCSXCeTNzdGtD9rvXbIMZOeoM6B7rN1TjCjBiw42EJQrA63snMPUAbpto7J952b1uJmOgJIP3eNhL83mZkN6R0nWWQaiZRMyZjTSctxx/kh/Y5xQxDJAsrJBivuxtKApgjgcIEceBwCg674AXfqK3gozfAyky66H9ONfQLrhTlZ8qq7adH0AhpgBG8uAFYlYkHbsUI97MGaTV692Y9myOKs6RVAsUy4KuCL7BhKzDHBlQJYJpk8vxfr1bhBCMXEAu5ZNbkEWFxpN0jJAIxekSzJfmA89xOICtNd5YaGs9JXH1ygKuSu6IsiVgYPpJkQp8NJLWbjttnzU16fnq6Z7A4i5MmCOezI+i3hsWF2dqEEgEAgOPun5hO4lxPL7lCQK+JhgTI6bDudklh0mLGtm8Jp9un242bo4j81ScwFZf1zr71bZjRJi6Ah2nP8tQPivt4N+9zWrnGtzoqplIPJmiwRcOlqYi1NIlkC3fKds3/78AuWz2xlWCp1xywCfleXnQUAtg+8AK8uAtTA0enQQgwaFIv2NMT6RKsNJZQyKA3LEUQAAuns780fXkpMLMnAoyNARIB4vSMUQtu0WcyEtNWbAvuiYVVxAvIHmwaB+Bpnn4O8uamslnH9+MX760yJs2BB/gjNdTQAlR2eAFXJ79jHIrz8HGmPWnisDWo4+OoD+eY2ag2twWFgGGpJ0E/KztFouh1kZ4OOvFfJdLijB9txViM8wW1nGtHBlwO8nB81f/c9/zsMvf1mA//43B3PnFqVcqVy2LAOXXFKI66/3Ji1A2ykDxmdsYsqAPo2o1jJgN3Hz9deqn5KI6xAIBAcboQx0gVgVfyUJipsQ8RbC4Yj4JWssAzAEEHNloMTDZqmtZtTMykDXYwYAgJw4Uw0k9vshv/ZfyE/8FfTDty23V2ZmI25CtLYKtKUJjnYfACAks/SctKEOcmcH/GH2wnNLQUiZGYrbjdEyoMx8S7Iux6I+ZsA6taiRww4LKetiWQYoDyBOImNQPJD8AkXIN60zup/w3PVbvjVtq0tdaKMMWBFvNiGjW1B3uwk9/bQ63s8/H781Rm8ZiAhTlAI7NoPu2QH67RrQ1/4b9Ri8ArGW88/vsC+i4bKwDOzeDirLoOEw5FefhfzlJ/GdQMQSpQSaamhqYj+WcYa6qIj9ePy5kKhlADh4rkIvv6z+lhs3uvDee4lZfuzYvduB++/PwxVXFGL58ky8+mp27HggDcEg8MEHGWhuJrbKQMDgbZaUZUBxE4qeTYhSYM0aVRlIV7c8gUBw6CKUgS5gJVRpZ10dDiiWAeQXqsW4yoaATDiabd/k0+3PX07FXuYvZHzJEUJNwaGpyl1NsnMhXfILphRoJEu69TvL7U3VTwHQbz6Dk7COhLMjgc91VQju3g5/iEk2Gc6gkjUFAHJz9TEDis8tjNmE7FOLWgUQA8DJJ/vNVV7t6IwUQMhKnXuQETLxGPYhhuTOC1nR3dsVdxKOLkAxATchNYA4+jgcTGWAUuC//1XH+9VXs9EZZ3IeS8sAAFpfrX62yBClJTNT//2WW5oxd267Gqti9MO3ihloawX27gS++xp0w1rQd1+N7wQi1b5bAtrzrzOk0NVf1zxuIFHLgFbYPRgzzw0NEmpqWKdmzGA/qDZtcrIEg8AZZ5TgscfydJMxiVyjixdn4dJLi3DUUf2UWhoZBj1lzJgQzjijA9Omsb7zGijxoN6ffEH0bEJ79zpQVaWODbeQCgQCwcFCKANdIB43ISVmwFuomogzc0GOm8G+1NeAHtij7OMPso1KvP5IG9bVhrUkkjIyFsRTAOnk0yFd9zuQ4WPYwsZ6S1chpeiYxs2BfvUpm9EHEHKzAki0sQ7BnVvhD0eUAUcAJEOVwrhlQMkmpLUM2GYTih5A/M47tfjjH5tw0UXtcVkGqBzWKAPdYxkAAEw4GtJPb4R0012QLrgMAECGjjRvV1jMBH1ZBlr1tQn47+wgsk5Y1QYQW7sJxZfWsK1Nf5F1Z8xAKATU17NzIISiqUnC9u3xzfJqLQNEcqiKUZ2qDGgFMSu0ivW0aZ24+eZWpmjqopM1GN2EIgeQF/4D8rLFcfVbIXK9cYsZABxzTABDh6p9NlsG1CBiIH7LgCSx6t/AwVEGNm5k4zZ4cEipd5DI7LodPp+kxEv8+tfNGD6cDUAi1+iePaxv2uvcyk1o/vxGzJvnA8AsNfFOtqi1KqJZBtTt9+3TP7yEMiAQCA42QhnoAlZuQlohjAQ6VHuzp0CfScLjVbaTn3oY9MAeUAoEIspAcaF1VhQrZSBlMQMaSH4ByNyrgIxM9uaqrTJtw4VrJZsQALS3KSlUwxmRaqgNemUg0xlkx43AYwb8fgK/X5Pr3ZRNSG3GKKNpv7vdFEccEcQVV7RBkhCfZYCXRQaArCz77boIIQRkwGCQ7FyQMRMgXXY9yAWXWm6HvIhlpVmvDPDxiVaB2Lpt9j+W0micZe1eZUA9Nhca4w02NcnrfNa+rsa8URwMGaJRavl1ZwwgNrgJKZYeQI3+jxftNadh9GitMmBnGWA3g846EoODGUS8eTP7LUaNCiqBz4nk6rejqYn1PT9fxo03tiI3N/GUqVbnb1QGOIWFMrKyZMgywebN8SmpakxPZEHI/AwLhwn275fQ0UEUCwqnu2N0BAKBwIh46qQA2trMZpZhcBNqiAjQefkgLpcyMxsKAcTl0gWq0rWrEQyqCkZJkfWMptVLv7sK2RBCQMoq2Jcqc7VkbhlwSmGQfv2V5Yoy4IpUNW6oRXD/bnSG2AxohiNgcBNSB62lRdJn49BlE4qWWtTetcJoGaC7tkL+1wOgO7eA7tsJGgyqBccyMqOmaEw1ZOBQ26xFRFEGfMqywLZNCG9lGZocRAZJyk0o+nbGmcnudBPShISgXz8uNMY3/ly5U4Ygkl6UJmAZAACPh7V77rkaYd5GyiaSQ2dOIKPGQTr34rj6a4R26pUBfk3zgHfAbBkwugnp4iZiwJWBg5Edat061vHRo0OmooJdgccV8d8sGQXHaubdThlwOqEUbFu5Mr6YB+X5pVgGzG5CH36YgalT++GyywpRVaUfF2EZEAgEBxuhDHQRuvk7yA/fBfrRu6Z1pJrlkOcCtVEYk04/XxGi6Ya18LerL438AmqZIccql3xK6gzYUT6A9c9CGeCzum4pxOoURIRXJ3cTckaUgX27Ibc0K+4QGY6gklYUYOPC4waam4k+daZNNiGjkBRtHReUAgECSinkl54ErauG/Ny/ID/zKOiHb6kFx7oxXiBhItYjGlEGqCzD99TfEdrD3MqSDyCOLmwYZya7c6ZSaxkoLWW/dbwzyGqMb+Se4HED2hshDg35/fdr8b//1WHKFI01zs4yAOjjBpwuYMwE0ybGYnuWdOqL3PEZdO4KBJiFfGMAcTpaBm69NR+LFrH7aPToYDcpA+xckjknK+XWThkAgJNOYi6b8SoDap0BwwLNsmCQIBwm+PTTDCxdqrdEigBigUBwsBHKQBeRX3kKAEA/fd+0zlHDlAEuUKsz1BE3j7GTQK78JZDnATo7ENi5V9k3I8elVObV0t0xA6Zjl7DaCFZVVpXqp1IYyMyCdPWtkM6aC+cREwGolgGe+93v8gCIKAOGE9FWIdZV2LWJGTBaBrTf3W7rnOGhEIDtm/TT0QDo6o/UgmPdGS+QKNyVrMXH/u/fDbmtBTRy20pStNSiVvUp4ss6dTADiPlPIUkUJSV6f/hYKHUuIkNAXBbCWhzKwIABYRx7rMEtzy5mwLjM6WKZoIzpaOMx0xksA1xo5v8BszLAFQY1ZiB+ywC/xxLN+d/URHD77flx14H44APVBfC44wLd4ibELQNqZeX4j93aat7WGECshSsDq1dnKEXKoqHGPEUW2Lg6crRpRVn/hDIgEAgOLkIZSBUWT3kSmU0nZQMBWAtjRJJA+jFlobOW+YY7pRAcWRnKCy9GM3FniUkKbxEAgPrMxa8UQcQRAlwuVqxr4jFwlrB9QsStpnwE4PcwxSLDGTRViuXnyiwD3OeW2lYgjm4ZsK4mGgwS0E3rLE+TfvQO+1BQZLm+R8jzsv+RmAG6bQMAIAwmjEowViCOfrh46wxwYYT/JgcjZsDlMgu6sfdl/02WAS2UKi58iXUsoqVY3XBGywA0Ll2cJJSBAQPYPnrLgH4Xbb0AbTPxWAZGj2bn9N13FhmRbAgEgEsvLcKzz+bg2msL4ppw4H17//0alJTI3eompCoD3eMmBAAjR4bgcFB0dpK4zkGpk8I31cQMjB8fRH6+jBNO8OPf/26w2NscwC8QCATdjXjqpIrI21j7slQqk5YzZUANIDbs6y0EAPgbWgCwmXOSkWH5grcOIO6emAEAQH4B+9/UAGqYUlYDiEM6oV9rASEVg5XlgawSAJGYAcPsvNYyoHUTokH1Rao9d7NlQP3MBShacwDyh2/DUc2qyQa3b1cqIkuzLoF0xU2qm1b1AUCSQE46zXYoDjYk38s+cDehrUwZoENY9iGJUJNAGY146wxwwaqkhG14MCwDDgc1ucDEwmgZ4DEDAPQz9cncGIqUHcNNiF/3JmVAf30DAG1pAtUG4kfchB64bg2GDw/i3nuZ0hfNTUitrcbOXbUMRD0bAMARR7A+ffttfMrApk1OTJnSD199xRrt6JCwfXtsrYPnTOCCOlfy4hGkAwHg8cdzsWaNdR95xjHuJpSMMmB1PUerYE4IkJNDbfc1oipobB/a3Kg8O4cPD+G776rw0kv1+OEPO5UMTwCULFLCTUggEBxshDKQKgIB0IDBhkwpkJ0DksfcY7hwr/WTBgB4mMDtr/UBANyOIFBSjpoa88/T1ZiBcJjNvseNJ581IMtAa7NulRLAKYVBdMqAJlB62pnK8s5ML4CIm5AmmxKgzvS1tBCNz62sE6qixwyY3YTomy+DfvIenBu/ZP1tbgdamcKF0nKQ/oOAwcOV/cgpZ4AU97MbiYNPxDJAK/dCXvYaaE0lAEDOZ0qVQ6LA4MPiPpydBYlS4M47PfjHP1j2Jz4zWVraM5aBpGMGNNcg4cXzgLiCiLVQWdbkb7Ww+FlpnkZlwCKPrfzI3ZD//RfQlsh9FIlT+fG5Vfjoo1oMGmS2DJhqnilWLvbdKHhGY/x4ttP69a64ZvjvvdeDujqHLnB/5crMKHswlJTDkb5yy0BnJ4np2798eSbuvdeDc84pwUsvmbN6md2EEr9GkxG2E3FHUlOLsv905TLQLz9W1vPntcMBjBunPt+GDWPXjHATEggEBxuhDKSS1hbzS1YzW8lf2EahnXDLwA42g+12ysCAwZbm4uipRWN38corCzFxYhlefz32Sx2IZE/hgrtPb9ZWcpxLIZ2LhjaXNuk/CNL0s+AeeTgCHuYOlVGYA3Ly6bpj8fSizc2S6iYEakjLZ59NyCifUX8naCWLweDZjUJypGOSpFRaJpOngpQPBDntfEjHTY85HgcVjcJEv1gJUAopOweyk11T0pTjQApL4j6cnQVpxw4H/vOfXNx3nwcdHaowwn34uzeAmP13Oqkph378+0YWaN2EtEpdopYB7fbGugKAwUQVWW/MCGVoU2dVq2VKHdp5xWv9vlplwNh1rugmYxkYMyYIp5OiocGBAweij/G6dS4sX54Jh4Ni5coa/Pa3TIG54458PPxwru1+sqwqeNwPPyeHKopBQ0N0QffAAVX5uu02L778Uq+4cDeh/PyuWAYSv55zcuJXOtQKxOoy+t7rltuOHKk+34YODcfdhkAgEKQSoQykEsPMOQAWXBhBtQwYNspnykAgyDbIyCIgNqlhorkOxYoZoBR4771M+P0E115biG3b4subTSL9Q5NRGYgIIlJYNyvLX/xcKJCOn4HC636DzkgF4qzhQ0AMAZfcTej++z3o7IxUVZVk3WBJTXWaNvR9NAUQ793JTthbCPcZ57L+cGXA41Vmd0lxP0hX3gxpygnxDMXBJTsHZNQ43SJn2QDld3ZkxO/7DdgHmmtna3fscCozp9xNqLOTdI8LGjSuZi5zQa3Y+3I3IW4Z0LgJFZXE7xdlRGtJcMToC78QjduFDG5CWqth5IegPDDcYFXgAi6gCr8co5sQH794LAOZmarw+f330a+dtWvZ+pNP9mPo0DB++EPVHe2FF+wzbgU0oUBccSEkflch7W8fDBKcd14Jrr22QFnGrZqpTi0ai3jchPx+4OOP3fjii4iybnhWG90sAaCsTL02y8vDSfdPIBAIuoJQBlJJa7PZMqCZstYWnNHhjbgJ8Qq9ueyN/+9/N6C4OIw//lEtOtUVy0BtrX7n1astAi6tiFguqMEyoMzMGpQBqyqbgBpYaBWsx1/ufBvAXHRMWveZ8tlJ9BqVMYCY7tkOACCDh8OVzfoW5MpA0LqgW7pBCIH0oytAjj5JWcaUAfY5WipRKzcQuzoD3A8bALZudSkCD8/7D3TfbKVaK0C1DDQ2xlft1WwZUJUBUlAcJUgnBjplIIbCHFlPDG5vpja1sR2hEKi/E0pqGk+BblNtILjRpc/oJqR1s4qHkSPZjtu2Rd+B/y7cYjdsWBjPPVeva9MKrqQA+qxe3FUolgsYVwbOP79dcYlctixDuWbtAojjVQYo7ZqbULR9773XgwsvLMaSJcy9STLGjWjrX0Q47zx2XYwZE1TqrVhlOxIIBILuRDx1Ugi1sAzolQGb1I7ZuYDTiUBEGXBnM6ntrLM6sXZtNU46SS2GZJUxJt6Ukbt26QWbTZviswxog4i1KL7BDvsAYi3RlIGJE80BlxKRQT9bAXn1R6DVByD51PSmzkCLbluTG/eeHQAAMmiYGsMAJiySSABub4EMUIOwneUVCWWQ0WJXZ0A7+/z665lYvZqNk9crK9dsdwU1aoOAucBIKYHPF/vRZLYMaATcohJ1ajbBmAFtonhidcNpNC3Fgjf+aJAjjjQfg6NVBvydaiG5zCyQKHkttYoaYHYTSsQyAACHHcZ2iBUIbFK0APTrF9ats0KrDGh/Dv7bbtgQXQnhysDkyQHs2lUJt5uis1PC/v2sv01NejehRAuptbcTJe1uZmb8hVnicUcyWlqlzlb9Bgf2mPYZNiyMTz+txquv1imuSCKAWCAQHGyEMpBK2lrMy+JwEyKEAPmFCITZy0QrGxCif6lavfTjtQzs3KkXADZtim86UXUT0qcXtcsmZFcRmU+EZmaaz+HMMzvxm9/olSkHiQiH770OumEty54TwdnZpN9Wl3ZUVoukVQxVxi9YVAFy7Ckgp59vc6ZpyoBBykdHcakii2oDO+PBTmnUzj4vW5aFykp2neTmygllUUkGJe7EReFyAfn58bsKmQRW7Y1VUKzO6idqGbCShGNAnE5I5/4YKIwELhtnhf2a6sYBVRkwWRQMGC0DqpuQvqvxWgZUZSD6uXGhXju7r9briGYZ4NtSneXqmGPYij/9yYMvv7TvLP/di4pkOJ1qUO3Wray/RjehRGMGuAsOIVRxXYoH9T6wvy6NLl1Svt79i1aaCzcCwJAhYXg8tNvvNYFAILBDKANJYJpRyoxkvWixchNSX3x8BtOqAiyZPBX+vDIA5plzbXrBrrgJ7dzJXqiTJrEX8+bN7HtDg4SlSzON2T5VPOylRlv0ArgyM2twE+IyFHc14ESzDABAcbH+BLgyAAD0+691390mZUD97KadTErKyAAKitQYBrgg/eAckHSqMhwP+YVAUSlIVjZcQ4Yr10+sisNG7JRRoxDDycmhitBVXZ2gGSJOjOlBuQ81V0ji2zdyPbWq1wRxuTX+aolaBiLbG52+OVFuNGKngGgsA7RTYxmIoQx0dOh/G23NDMBiDGIQrzJgFZjM27B9TsBaiQCAm29uwUkndYJSgs8+s7eEaJUBgKXiBIAtW7gyYFdnIL6bgQvaOTmq8B0P8czaGxU3R0UFpLPmgJzyw0jjFpZjDdxNSCgDAoHgYCOUgSR4+eV6jBkTxAvXvwgAINyNJoabULR4RumYkxE8/iwAVsqAZruoykD0lwh3E/rBDzpBCEV9vQN1dRLmzCnC1VcXKqklTfAAR4MywGcB3VJI10k+S28UOnlgsJ1XhDGnui6Nqq9B577t6NBbKXRuQqFINeGygSCSpFoGgr3zJUsIgfTTGyD9/DeQsnOTjhmwK+pll2o2J4fiqKPYj7xyZXzVZxNFqWIdETR54a19+2IrA+q+7D+pGMo+KLkbIysSLToWrfpwLFQfOf1yg5sQ5cqAMSVpBK4UjRihl7y5kB0Os6DuRI0Yw4ax4zY0OHD//Xm2vvZaiw2H30dWkxkcO2XA6VRdAaMplkZlYMQIdoLcBYenFk02mxCf2c/NpZYWSjvimbU3KtUOlwNk4rFKtrhYNUF4GyJmQCAQHGzEUycJjjwyiPffr8UJw1mQqhIA2Nqs+KMqOMxuQnZeC3YvUu0L2WpS0jYWQcPGjU4lQ8jYsUEMGcI6sWmTExs3suWLF5vzegNQBRa/H7SzA/T7b0AbapWEKU4prEvraBe3GcsyYDxvrSUAAEjZAOWzq8On31brJhSM+Or258XerJWT3gTJzAbJzQOQWNVZLaWlbEejMKYVYrTXWm4uxbRpzLfrww+7RxkwWgYqKlgf9+6NfXJcKFX00PFHQTr7IkjX3g4AILbpu2IemP2PFTxshdKmXoinkQJjAHRuQko8joFXXqnDnDnt+M9/9HE62uypgUDiloHsbKps+9hjeXjrLesUw1aWAX6PRbcMmPvJ4TEH1dXWr51QCGhsZOOnKgOssS1bXPjf/7LQ2dm1AGLuJpSTI2Py5CgnYiAepcMY36Eo69xyHFMZ6P66HgKBQGBFEm87gQIXGni2nTgDiO1m1riwbHyRal/IVooEj3G0UzJuvTUfzz/PUnlKEsXhh4fQr18YO3c6dan+7GbOSUYm61QgAPrM30HrqoHsHAT9/2CnKIUBp31qUY5qGbBTBvTfjcoABg5TPjrb9UKSzjIQZLEbpLwi0p/o59fbSDZmoKyMjWdrq4S2NqLMRLa0sHG57bZmjBsXxCWXFAFgBZ1OPpkpA99+60ZtraTUHkgVqs876wtXBnjAaDS01YuBSE2MCVPUDWJp33aElQNbrqaIMu4OZfpcv9xvCCCOWNnsYgaGDQvjoYd8puVaZS0YJMmEN2DaND/ee48pAcYMY+qxze1pLQOUWiczsJvQANTrr6rKelz5s4gQqgQcc0vG2rUurFnDFCePR1ZcangF30RjBnJzKW6/vRluN1Uy+kQjlmXA71efbxzl8okoAzRuy4D9+AoEAkF3ICwDMaDffAZqkQUCgCrJ8Nm99jbIYYOwZBFAbG8ZYP+NwrJ21s9KkeAzUHZVRV95hfnIn3FGB958sw4DBoQtZ7q0mUBMRKwDlKfHa29DsIEpP25HSFeV1T61KPtvZ56P6iZECOT+Q9Rt2/RuQjrLAI0Ea0YsNolYBmQZePfdzLhmpnuKeGIGrK6F3FyqVGzVzs7yDC0ej6xUqQVYppaSEhlDhsTnZ54MRmG2ooItiOUmJMuqW5xt8GzSMQPswiV2loFoOphiFjP5yKmfG2pBD7CCeLzGSLxoFWamDOgtK/Fw770+TcVvO2XAPmaArbc+djRlIJZlgLsIeb2ycj68n9rn3ssv1ys/bbJuQjk5FHl5FHfd1WyZycxIrABiq3FUlPWM+CwDeXkUZWXAwIHhqNYXgUAgSDVCGYiBvGsbUF9rvTLywid5+WohoYAhh73mLR0r7bmdG432hWztJsTXmV+IoZD6Yv/LX3yYMIG9ZaxS8kV7ARGNbzMZNAzIyVXy9jsz9O3apRaNbRkwnPeV10O6+hbA5QIZdySoS3VpcLTW6bbVCkNu6H0V4rEMhMMsreb55xfhiisKccMNXttte5p4Ygbs4LUDampUYVsNyqQoLpZxxRWtmDWrHeXlelcMbQ2IVKEKnXrLwN690aVbrWJn6yKTbDahcIzpdhrFOmKngGgDiPftBvydzO1t4JCEusayi/HfQ1/BOV4GDJBx6aUsroZbhYxEswwA9tZNVRkwr+PKQE2Nw/I5ZowXANRihJyKihCOOEJ9UPFrMxQicQnQqptQYlY1rkTbKR08lkGL6iYUSVjg77QsPMbJy6OorAQ+/bTWcvwEAoGguxBuQvFgV6RKCTR0Abl5QEuzvtIoXxeBzxTFchMyCstaoc8y+Fg5rv0xAVaBlGOVhSOqG41WGZh0LMjo8Qg+yXzY3RMn6Ta1Sy3KX/bcBcCI8QXoHFABIgHSr+4FJAnyB+o6V7ANlFIlD7zOMkAiv0GkCFU8loGPPsrAtdeqs7RffJGBcDhxv/yDQbIxAwAU9zDt7CwXCPks7B//qHd349ej33BppwKzZUCdPQ4G7Wf9tfeQ7ax40m5C0QeYSA5740CkMzQchu5u8ptnhcmp5zHXpgRxuSiCQZK0ZQBQhWw7y4DVDL/2HgsGgSyLECN+jVhZBkpKZBBCEQoRNDRIpuxhdXWsL9rl3I/e2G8On9QAmKDOA4vtUN2EEnN3i2WB4OOYmSkrcQ2aTrL/lLJ3SYZ1nIZAIBD0FEIZiAMaDMDyFaBW/AHJ9YBaKgOx3Wc40WbVOJZpSSOLrCadtMqAVsmwerlFnVnLylE/DxgM4nIjRNm5uY89HoB6UmpqUf0h6urYANj5nZvdhCL/uYCl9RoCZQMZWaeLGeCWAZfeMhAtP3pNjVko2rnTgeHDExQkDwLJxgwAWlcNVQhV3YSsj8fduow+0anAaBkoKZHhdlMEAgSVlQ4MGmQ9/tprK+WWAeW+tn48knMvBn3hCUinnGHfZrRsQpxIgHuiuN1AezsbOzXxUWLXAq8sbGcZsKpfoP3M7iVzm/z3tFIGXC42619X50BVlVkZ4IXmtJMFGRmq8gOYZ/TdbqakhMMkTmVAzSaUCLFiBrh1raIijG3bJN22xOliD6hQCOhoF8qAQJAmvPvuu1iyZAl8Ph8qKipw+eWXY8yYMbbbb9iwAQsWLMC+fftQUFCAc845BzNnztRt8/nnn+Oll15CdXU1+vXrh4suughHH320sv7ll1/GokWLdPvk5+dj/vz5qT25BBFuQvFgaxnQCA25HvbZ6CbksHITIpY+3dFm1ZQmLeQarmRYHZO7Krvd+iJAVpkroloGtNlQCooj27Ovxtlbq0DpYFANELRTBrTnLUnUFEBncoMKqWOtUwakyO9isAwYfxotXGk644wOTJjANrQrykapfXzGwSDZmAFAdRPSKgNGy4AR1TKQemVAo08DYOfEc+E/9VSOzV5GNyGbjZKNGZBjWAbKB0K6+R6QyVPjb9OoDOTls1oIScDvE79fvWdTbRlQj6u9J1UFNHbMgPV6q+uPo1YX1l+HWgXAOKNPSGJxA/wZZGedtCO2MsCWa12cdGPLFYAYcQMCgeDgsGrVKjzzzDM4//zz8cADD2DMmDG47777UFdXZ7l9TU0N7r//fowZMwYPPPAAZs2ahaeffhqff/65ss2WLVvw8MMP46STTsJf//pXnHTSSXjooYewdetW3bEGDhyIJ554Qvl78MEHu/Vc40EoA/Fg8+aj2nzkEWVgznHfAgBOGRNJO+oyuwkB0Wfx7XzqATs3Ib7O/KKy89PnL1Dtyy2aMkCOPAEAsKt0ulIIyTiry1Fn4tVltbW8rxReb2w3ISs5zDRmmt9F68LgdnDfE5euf9EsA9qxHz2a7f/tty7cdZcHL70UyQZCWSXUs88uxoknlmLJkkx09MC7vWsxA9xvm+1MqTqryWeLjXSnMmB1DfFK1PPn52LbNmuBnP+WhFB7dymH6rKTEDEsA6xdm7FwWFz8AKi2AjEAwisVJ4G28Fh3WQbshHqre1tLrAkNfv1ZZRTSxq5o0SoAVr7+fJa/oSH2DdHYyM4rkerD2nbtAojVe0jtH3dJAqCLGxAIBD3Pm2++ienTp2PGjBmKVaC4uBjLli2z3H7ZsmUoLi7G5ZdfjoqKCsyYMQPTpk3DG2+8oWyzdOlSjB8/HrNmzcKAAQMwa9YsjBs3DkuXLtUdS5IkeL1e5c/j8XTrucaDcBOKAXG5QUAtX/7E6QQys9gMX34hkJmFwfn12Lq1CpnvLAJ2ZEHKyFT2dbnUY8gy0c3mvfBCFp57js2EZmTYCxuyTEzrtNmEjOsCAe7Lqj+H7Mi7yVgoh28TDgPffOPCEUcEWX8qBuPTY/6CC386ECcsD+DFFxs0LgH6PmktIISwv+pIEqKiIhlOp/W5aQUPSTKfi9atgGRmgYRDyjbaY7ozCEieB1JkYNxuti4YtB9XLvxkZEBRBh57LE9Zv26dG0uXZiquTgDwi18UoqwsjJUraxN2OzDS2EjQ1CQhGCS6bE9aWlokhMPqrL/DEUUohfU67cwsIQSdnapA7vVa78OLxPn95muvq3Ch3uVS2z711ADGjg1iwwYX9u51YcQIs+Cm9ZW36xPJzGL3p2TuN/9uuS+JXF9ZWQmfL8nMtGyTUKrmmwdAisuSHkt+n/C4AYA9WxI5Hn/3tLRIlvup97Z+jJjSTRAOSyCEmsYxGJQs9+MMHcpThbrxk5/oNWluGfB69c8q7b2Vl2d+Fh9xRBCVlQ6sWZOBo4+ObgVqaGD3b2Gh9TPdDq4MtLdbjzO3AmitGq2t6thKHi9oWwuIrw4YOFStgaEh6jUpiBsxjqmjN41lMBhE0DBx63K54LIIPAuFQtixYwfOO+883fLx48dj8+bNlsffunUrxo8fr1s2ceJErFixAqFQCE6nE1u2bMGZZ56p22bChAl46623dMuqqqpwzTXXwOl0YsSIEbjooovQr1+/eE+1WxDKQAyKLvm5/cq7H1Y/T54CzLlU/f5/t5k2z1NlS5SUlCsCOQD86lfadR6Ul1triuEwQXl5uW5ZQQH7n5GRjfLybN26ffvY/+xsh24//rGtTR8FWFxcDkKAU08FPvwQuPtu4M472boHH2eC6McfZ+Avf1GPVVHRD4WaDIncyibLapvr1vF2Hab+c7T3scNhPs9zzwX++Edg9GigYvbTunXa+71o1lxU3DxX+c6FJ0oJSkvLLWeS+f6FhdmYPh246y79+gULciL9Ao49Fhg+HFiwgM1wtrWVYcQIy1OKyUcfAddeC2zYoC7LygJuuw34wx/UZZQCp58OfP89EA5nRvrqRXm51+bIkuU48362tmagvLwclZWRrSVg+PAyy9zm6vWVj/LyfPMGXYDHVno8+muXt5mVVQiry4W7v7lc5utE4Wc3xWy/rKzMvLD8fOCM82Pua8mPf8b+jNz/z+SOZwF/bng8xYpiWF5ebDlOdgyLlOxoa3Najh+fYCgp0V9jPF6hoKBU1x4fR/575udnWh73wguB//wHWLYsGyUl2boJEW5VGDQoD+Xl6sOSXwsA0K+f+Rk3cyawbBmwdq39c5PTGqlHOHx4tHvHDB/ntjYJZWXlFi6M7H9Zmdq3zk63Oga33hN3W5bXpCBhxDimjt4wlla++LNnz8acOXNM2zY3N0OWZeTn699n+fn58Pl8lsf3+XyW24fDYbS0tKCgoAA+nw9er1e3jdfr1R1zxIgRuO6669C/f3/4fD68+uqr+P3vf4958+YhTyskHmSEMhCD+oX/QmdnJ6Sz5prWhf9+D+DvhHTlzYCvAfL/FgAeL6SrbwV9cT7ovl2Qzr4IZPQRALgAw14O27dX45lnsnHggAM33tgKoFQ5rt/fhMrKdkNrbL9wmKKyskq3prU1B4AHra0dqKz06dbt2+cGUASnM4TKSjVFajCYBcCLysogAFWS/uyzGtx2Wz4+/5xNB69a1YnKykasX+/EF1+UKNs98ojaRkNDFfx+dfausdEJoASBgIzKyuqIZYA9TPLz/ais1BcMU/eTADDtmBC2r5ErrwTCT/wV+1Y1Qrr4GpABgwHw1H6sjabXn8e+ljVw/OwWANwVgq3bs6dSl1WJU1+fByAXoVArDjusBb/6VS4efFB/Y2Zny/j222pF4FmxogR79jixb18d+vVLPDH49u0OzJhRorh35eTIaGuT0NEB/PWvMq6+Wj3/PXscWL++VLd/S4sPlZVGPyV2nVBqPX4dHS4AxWhuZtfD1q0OAKXweGRUVZm3BwBZ9gDIQW1tCyorWxM+z2g0NuYCyEMw2IbKSjWLkSQVAshAZWUjKivNrhWsKFkpHA7r8wQA+d3FoOu/BDluBqTjZ+jWEUJQVlaGqqoqUE2ABd8HAMjhkyGdMTuh85E/fR901XKQCUdDmnkeAID6GiDP/5saRAqAnPJDSFNOTOjYat+LAbhQWdkAvz8fgAONjbWorIw/NqKzk41fU5P5eQIAra1FANxoa9OPv8NRCsCBAwdq4fGETONYW8ueRbLcjsrKJtNxR44ECgr6oa5Owmuv1eP449VAnupq9psD+jbdbr4cIMR8DR5+OLumV66UsX9/dVT3uepq1n9K6yLPvvhgLj9lkRTEdTjmmCBWr3bhq6/cuOaaNhw4wO4Rp7MFAHtuNDaGUVlZAwCQ33gRdNN65XiOW+8ztWF3TQoSQ4xj6uhNYzlr1iycddZZumVWVgEtlh4fCVjb+ZhE20eb9RAAJk2apHweNGgQRo4cieuvvx4fffSRqf8HE6EMxIAGA6DtbZY3Am1rAUIhUEKAiiGgoSBQUwlacwC0vRW0swOUQJlW0r6kzjuvCDt28Ew4+mO3tsL2xpNlYlrHi3PJMjWt4zOomZn6dTxvNk/3ybnrLo+iCADMX5xSirVr2U01fnwANTUOnc+vwyHrAlYliRcKUs+jhr0TUVIStj03l0s1sbMgXZuHjyyzsfV3KmOrne0noQBA1fM1pkS0isnQBloDFL/8ZQsuu6wN48erMyJZWTQyjtpt2YxmMg/KdetcCIcJRo0KYtGiehQWyqiuljB5chna2wlkWQ2i/vRT80ONEPPvrcVqHf/d29rYdcTzo+flybbH4ufZ2Zn4eVZVSbjggmKceKIff/pTkynQlVuDnE79ufAMRh0d+ut9yZJM3HabVwkWNe6nhVJ2ncDfGWUbCnnbRtD1XwE5uaBfrFRXyvbXqh2UUtZmZ4eyL/XVs2WFxUBrpDp2WUXSL1ceMxAIUEWRZPdg/MfLzWXuOp2dBH4/NcUGqL+L/rhqpjD9uNPI/cZn910u69/F6QROO60DL76Yg2eeycaYMQEUFLDt+LXo8ejb1KYXzckxH3fs2ABycmQ0NUnYvNmhuPlZwWMGCgoS+221KUxnzSrG7bc3429/y0MwSNDURHT3EUeS1L5Sh0NXgVj2d4K41eesFkqj39eC+BDjmDp6w1jauQRZ4fEwN2KjFaCpqck0+88xzvADzMLgcDiQm5tru020YwJAZmYmBg0ahEpupu8hRABxPARtEqwr+cidLLZgCPPBoFu+1+TmU9+yWoGVKwIA8NprelcduwBbO7iSYVV0jL+c7QKIeW5vzooVbNp82jQmHXMhubKSdX7ixCBWr9bPxBrvP6vUojxmwJhOUItWILGrxcAa5E7T6qyiVuCXCNV1Sts/uywoPDhWWx2ZC84cY+VkrS99MvDg7oqKsBLQyIUOSoku+9GqVWbBIZk6A8bAce7rbJdWFFDPO5nz/OCDTOza5cTChTm45x6zC4exzoCxTWM606VLs9DcLMWXX1+pxhc9gFh+51XQ77/WKwIxD27XpkUF4mYfAIDkF0D66Y2QZl0CUjEk8WNH4PdyIEA0Qntix9AHuppfA1YViFk70YPx40mPfNVVbSCEYunSLIwbV45f/KIA7e3ENpuQtq9W9QGcTmDoUDbeBw7Y3xQdHVCSHySaTcjhAMrL1evo/vs9yhg99lieLoD4yScbMGhQCI8/3qgewJj9oNZsjREIBAcHp9OJYcOG/T975x0mVXU+/s+907fvsixb6L0oYkexgmJU7CVYgyXRiC3G+NVoEk1+FmKMXROjUewoBsUKIooFO02k97aU7W36vb8/7t4puzO7M7MDLOz7eR4eZu4959z3npmde97zNpYsWRJ1fMmSJQwZMiRmn0GDBrVqv3jxYvr374+1+Qd48ODB/PTTT63GHDx4cFxZ/H4/W7duJT/SH3IvIMpAIsRYQeqaFhHJaXwRlMEjjPfrVhpWgohzYCzazbSVEM6sYT6Mf/e7em67rY6zzkouRY2ZpShWhiK3u+1sQrEUCItF56STTGXAOG8qAyUlQazW6N26lmb5lqlF582z849/GOfipRWF6IwybSaACSkD4c8lcjGkKlooraghT/hcMosYR4v1d+v35qKsDVnbINJqYxL52vzsAL75xhAsMjbDtAjFIt4mTmQgpK5H78bGoyNKz8qV4Q9m7tzW/lmxUlhCfGXAcA8K07YyEGNh3gJd16G+Jk7/FLStGHUG9NrmRWFOPkpZH5QRB8fomDjmAt3nU0J/Y8lmE7JaweWKn1EoVgXiyGvHU6rN422lRx42LBD1Gzdzpot//zszKoA4kkgFIF6gvmldMFOHxsI8Z7XqrYqXJcL//lfB7Nk76dWr9ffp44+N73ZxcZBTT/Xw9dc7OfTQiElqiC7kx46tSV9fEIT0MWHCBD755BPmzp3Lli1beOGFF6ioqODkk08G4NVXX+WJJ54ItR8/fjwVFRWhOgNz585l7ty5nHHGGaE2p512GosXL+btt99m69atvP322/z0009RQcUvvvgiy5YtY+fOnaxevZqHHnoIt9vN8ccfv+duPgbiJpQIsVZ7kQsMcwFQ1OyvXVcTXpm3WK3MmFHBu++6UBRjd/aOO/JC5664ojEqT3WihC0Drc+ZC7hIM7fxPv51DjnEF9rBNxdj27cbFykuNlbpvXoFWbEi9oO3ZfrBu+4Km8i6dYu/yo+cqrbSgIZXJJGWgfBpRdHB5oh4H1m1NfaQsSwoqmq8j2U1iGybajEuc5cy8rOx2cJFlIxxdTwe2LrVmJyTT4Zp04y2HbEM6Loxftgy0JYykLplILJWg5mLPZJ4loHw3EYfb7nz2+YiOJEKxD5v/DyZlsRMzpEoVqtRiivymqYykJuX9HixCKcWJWXLABjWILc7tjIQb4e/PctAIumRAaZMqWXMGB+LFtl45ZVM1q61hr4fLb+LbdUZMCkoMOa7rfSi5rmCAi1moHx7mAXwWv4ORNK/f+zvknLUWPS1K0I/0vrGtTBqNEoq+YEFQegwRx99NPX19bz11ltUV1fTq1cv7rjjDrp3N2Ijq6uro2oOFBUVcccddzB16lRmzZpFfn4+V1xxBaNHjw61GTJkCDfffDOvv/4606ZNo7i4mJtvvplBERlGqqqqePTRR6mrqyMnJ4dBgwZx7733hq67txBlIAH0QHvKQPOiwyw81lAX3pm2Ri8oHA44/3xjV+zrr8NP2gED/CkpApCYMhDPMhCLE07wttqZjbQMAJSVBeMW5TIXJppmuLqsXRv+msV7WAKJP6CbLQO63x+qDB3ZV1X0VqsYq1WPSsXYknjzFKkMxDoX2TdZYlkGFMV439iohCwDZoEmp1Nn0KDwtVJZR0QqHk1NSsz86C0J32fy11uxIvzZ19erzelvw+fj1aqIZRnw+VpXiu6oZYDGNgKiLSlMcCivboTWaboJ5aTHDByphJqWvQRdZaPIytLYscMSs/BYWEmL/lysrQ0fUZhKRHvyZGXpXHxxEz6fkX1n1y4Lum70bekmFGkNiFVnANq3DHi9qRcca0k8ZcBq1enVK7biqfTuj3rb/bB2Jdqb/0X/eSE4nCinXdAhWQRBSJ1TTjmFU045Jea5yZMntzo2fPhwpkyZ0uaYo0ePjlIQWnLzzTcnJeOeQrYlEiGmZSDiR99UBjKblYFAAJoajddtrFYGDgw/UY84IkVfk4jLx3L5aa/oWCyuvLKxlZ94LGUgvjzhsTdsCN//iy9WcdhhyWfdaUUMy0AkKlpUrAZE5maPPWR4JzT2gh/iWwbMvslifjYtxzUX7LEUscjNg7YsA/HchCwWcDrDQcTmbmzLBVgkqSo9FRUqlZVhIX0+pdVOf6IxA5oGP/9sCy0YTTpsGWisb6N/CitstfmakavlkGUgPcqA+fWPdCOL/JtLFDNOJLabUGwlrf2YAeP/ttyEIjG/66bl0enUWrnjRbokxnMTMmNuYlkGXnstgyFDSnjkkeyotqnSUj6TXr2CbSpBitUGg0egDDvIOLBlQ4fkEARBSBeiDCRCrEVnxComVJjDZguXnTexxn86FBZqoUVYR5QBM2Yg1ponnotLyx224uIgV13VwHffbScnR49ajNXXK6G4hpISQ954O2AQvbBbvdp4c+CBcNJJ3pTM860wXYDiKQOKHhUzYMjU9iIm3sI8Uhlo6WplKhgdDSBuec2WC2Ezc1NJSZDCiMK1qcQMQHTcQHKWgeTu0wyM79s3EPqOtixyl6hl4O67c5gwobUZNTHLQBvKQFOzZcDpan2uncDjmFijr6nrOnpdOGYgHZhzFakMpGYZMJWB1o+B8KK+5bWN/5NVquNhfs6m9Ss3t3W/SAUgnpuQudsfSxn45hs7fr8SypK2uywDZhBzWyiKgnL0WAB0d2OH5BAEQUgXogwkQiDGk890PWjpq2G6Cpm0sVpRFLj44iaGDfOHAnZTwVxgx1oAhl1coo+3tAyMGuXjr3+to6zMeFBGLsbMxWhOjhZaSF5ySSMlJUHOPbdlPYToXcrf/MaIeE21KFdM2rMMxHATahnH0JJ48xT54I/vJpSI0K0xF3MtlYzItJoA5eVmvIYWpQykEjMA0RmFzF3htmIG4gXztsWHHzr5y1+MWJFf/MIT2oVuqQyY6/SWfybmnLjdCuvWWXjuuazQuUhrQFuWASUBy4De7CaklPZqfbKpDReieLQMIPa4wyvrnLzkx4uBudA206tCapYBMw1m7FiO2IHJiWYTai9mwMT8nGNV8DWJVgbatgzEchMyagSE2V3KQMJVyF3NhcncTZ0+XaMgCF0DUQYSIRAwsgdFElrFRG/JKVktKsi142pw1111zJmzi4KC1B8KYTeh1udMt4yWD2eLpe1db7Mwl8ejtHIRAmMH79tvd/DYYzWtrhlL/0mvMtC2z4+iaFEBxIZMZtBl2+4NrRf84dfxrAbptgzEcxMqLo62DLQdMxBfpkjLgJnBpa3UoslmE9J1QgXbLr20kT/+sS60yDOzF5m0ZxmYMcPFySdHWwR69gx/D9u0DJguO23GDDS7CcVaqLcVTxCPlnEKpotQRqZhOUwDpp7bUcuAmdlr587WWqX5ubQOIDb+jx8zkJw8Lb/7sZQB06oEbWUTaksZMI4df7yHoqJghzZeIL6iE1ljoE1czYptIBDa0NCDQYLPP0rtS//qkGyCIAipIMpAorRceJpPw5bbsy0tA7bdH6NtLgpj5eaP5yYE0QpAvN1pQxkwXYSid1gtlthBv7F2rAcMiC9/0rRjGeiTswOlVQCx8X97WVDaihlIfwBxx9yEUk1EYn7WTU1qQpaBZC0gn3ziYPlyG1lZGrffXofFEh6/pWWgvZgBI+uRGvMctFYiokgmgDgzB+Xg0dGCdC+O3actmvvr5mZBs4uQkqZ4AQjfc1OTMS+Koqf0XTBTG5suOpGEF/XxAojbS9GbnGXApC2lFOLHOrW0DDz8cBb9+5cwcmQPvv/e+C2YNKmRhQt3MH58iqa8ZlpaC//0p1p69w5www0JKo92e/iP191sWd26EX3LBtw/fIUezwdLEARhNyHZhBIl4IveJjYXGJYWU5gZYRlQFBQ1RV+OJGirzkC8AGIwimrV1LRObwnRhabMdI5mWtH2iKUgpNcyEDtm4I03Klj3+lcc3mMV2A+L7hKRjjEW8TIGRdcAiO6TrqJjrdO+tnQTMpWBaDehyJ3hZIgdM5C+AOKpUzMBuOSSplCWl3huQvHrDLQcs5KGBpX778/mL3+p5aKLjIlocxGciJuQ6QqUkYlywqko48+G6kr0VUtRjjy+jcHbuWZ1BbqnCb22xnifpngBaO0mlKrBwfx7NoN3TYJB4mYpau/vKFU3IZNYSmlkocJ4MUeRAcSff27nH/8wNmW83vDvb8JuPO3Qsi7Itdc2cu21ifv/K4oCrkzDKuVuNALLIwPZqytSU0QFQRBSRJSB9jAf7i13oSOqD0cRaRloI3g4nZgLoljup/F2nyE6iDieMgDhjEBm8HAy5OcHmTy5keOPz2F7mopuKjabkcu9xWcyZoyPo1bPR99Cq7lP1DIQb5c+1jlzUZZq0TFzMR/vmvX1Cuef340FC4ydzZKSIBkZ4XYtXW4SxaysHJ1NKD0BxFu2WPj0U0NLuuyy8AIpnptQe5YBk+7dNU46ycvZZ7ujMhK1KVMiAcTNizAlM9tYpNnsUFSC0lwzJGkisljpLzwOg4Ybb9JUYwDCrjumMpBKvACE/55bWgYiF/rJZxNKTkFpL7EBwMEH+7n11jr69o3/OZpuQj6fwp/+lBuzTSqFxmLRVhxRoiiuDPTG+pBlQK+tCp3TqypQRBkQBGEPIm5C7aCYq5SWK77moGKlhU+Mkh2pDOwZXSuROgOxlIFIk3tbi+D1601lIPnsKtde28h11zWmJ4uQSVsxA6E0KNExA7F2NDdtsnDJJQV8/7095ALT0kd6T7gJxYvXeO65LL7+OnwfLdO5tmUZSD6bUHosA7NnO9F1haOO8tKvX1jeeG5C7cUMmETKF2mgazOo2ZJEzEBmVvw2ydCtCKXPQAD0ih1gLvLSaBkIuwl1zDJgugmZbmgmkXE18d2EYo+ZampRk1i794oCv/tdA+ecE78yu8sVzoC2Zo0NVdW59NLo3frIFKUdoa3fhITJMKxn1NWgvfgE+px3w+eqd3VAOkEQhOQRZaA9mncXtf/8A72mMnw8nmUg0jfY3TrTzu6grZiBsJtQ636RWTVaPpSt1vAu4IYNybkJRXLKKR0L1otJnJgBXdfD6focLQOIm7tELHSuuy6fzz5zcs453dotLAa7M4A4+rj5WaxbZwjdv3+Ae++toajI+LwmT25g4EA/554bf3HUFqYSWF+vhoIr27IMtKw50RaVlcZ4gwdHrxbDbkKpWQYi5YtULBNTBmJ/b5u+mIO+a4fxJr9b/HGSQFFVlIt+HXqv7yw3jqcxZqBlAHGqlgHz77mmRsUd8VWKtgxE92nPwhYOPE5UGYh+Hy91aHsoCuTlhfsefbSvVYHD9FkGwq9TVgZchjKgL/0RfdO66HNVFTE6CIIg7D72WTcht9vNtGnT+O6776itraVfv35MmjSJgQONXbknn3ySefPmRfUxyz4nhbnY13X0zz5EOftS430wziqmV3+UAw5BX7oApWffJO8qNVKpQAxw4YVNfPaZM6pdJE6nTkODEioclYxl4Msvd1BdrTJoUIC2MtukhGkZiEj5qns98PMCqK8zVkvdS6O6mIuTyIXOwoXNlYx1JW42ocRSi6Z2f+2lFgVDIfvkk53NC0Cj/Z131vPHP9aldE0IKwM7doT3AtqyDIQzS7U/thmQ3HI80zJgZi8yMReVyVgGIklEGdDjWAYaPnwLAOWYk1Hy0qMMQHNxKavV0HQqdhoHd0PMgFndOVXLgFFPRMPjUdmxwxJywzEX9Kqqt0oGEM7KFXvMeCl649Hyux+vwnAi9OoVCFk5Jkxwt1JIUlU0WtLWBkHCNKcX1StbWwH0qop0/2IKgiC0yT6rDPzrX/9i8+bNXH/99RQUFPD555/zt7/9jYcffpiCAiO3/ahRo7juuutCfaypuO1EPvWUiIVMyDLQwk1IUVDOvhT9qLGQHdt3NRVUVY9ZYdg8B/HqDBj/x3ponXGGB3N6IqshmzgcOg0RCTKSUQb69QtGuYmklebVj+4LZwXRX3oSfftWAJRRo1HiWAbMnWt3i011c1HaOptQ+HVry4Dx/+5KLQqG9aal61IitOUmZCoDr7ySGbp+W9eIVHp0PX4QJ4TzxbfchTV39lu7CRn/t2UZaEu+NhUUM61vDC1ZDwTQzBoDqQQKt4crw1BMTdJUYwDCipOZZSmey057KIpRu2LDhtjKQKw5D9fraDtFb5tZniJoqWB3JMj34YdreP31DHw+hQsvbOLTT8Nb+BaL3soClyrRGwQpDuIKuwm1QtyEBEHYw+yTyoDP5+Pbb7/ltttuY/hwI0Dvwgsv5Pvvv2f27NlMnDgRMBb/eXl5HbqW7olw9Yl8/sXLJmQ27VEa83iqWCyxd/4h0k2o9bm2sgmpKvzww3Y+/dQZ050nekGmkZeXHjN7WyiKjq63s7i2RscM6D5vSBEAUI44tlUXc3Fy55152Gzw5Zexn+KtMwbtvgDi9lKLQjhLSjqJVX26Lcw50HUFvz/2ItGkPctASzch07WtdTah8Pu20p62qYiZaX19MVJJmu5kitK6angaUBwudFMZUJT0xSTQev6HDElRG8D47DdssEZlFAoraK3/3sMBxOFj9fWwbp2FsrJA0qlFVdX4rM2/hY749ffrF+SOO8JZeSLdhrKz9bTFLaUjgDgUMxADva4GPeA3LEyCIAh7gH1SGQgGg2iahq2Ffdxut7NixYrQ+2XLlnH11VeTmZnJsGHDuOiii8jNjb1b7/f78UdYAVRVxel0RptrGxuMjCNE5BG3WkPHdieTJzfwyCPZnHmmu9X1LBbjvaYprc6FA4iJKWdpqc4ll7iJ5coTuTAuKdFQ1dTu07xuIvNktYYXI3Hbm6uhgM9oY+6uKWD5/b0oroxWXSKHuu22vLjXdziirxu5S99yDs358Xpbz3sihAOI41+zoEBrNX+JXiteu5bKwJNP1rQ5ZuT3wOdT21wAmZaBnBw9akzTMjBvnpP333dx8skeHI7IAGIl5tyCuZCLLZ/H08bcO5od0n3e1m08hmlIcbpQUy3l3BbOsDO8kpmV1mtEKgMXXtjE//t/dSn/BpkZhRYscHD22YbSFAgYn6HN1vo7FBkzoCgKL76Ywf/7f9DQUETv3gEqKoy+WVmJf09drrAykJ2deL/2iNy8yMzU0jZu5HfT5Yr/3WwLJSOTln9F6oChZB0wijrFAqT2myIk/zspxEfmsuuwTyoDLpeLwYMH89Zbb1FWVkZeXh5ffvkla9asobjYSMl28MEHc9RRR1FYWMjOnTuZNm0af/3rX3nggQdaKREAM2bMYPr06aH3Y8aM4aabbiL7pAn4F38PgE0P0q3ESDnYlJNNnc2GMzePvJIU0xAmwYMPwgUXwKGHunA4oqPuujcXaLVYbJS0kMXcwevZsxvJipkdUTKhTx9rq7GTxfxs2sJiCSsD8a4XzHCyy2ZDQaeoRw981TuottmwlfWmW//Y1c3mz2997IADjH+vvx6+dq9e0deMzOtfWpofNYfma01zJD03mhZ2cenbt4iiovC5Hj0ir9l67ETmEZS4MpVGGK2efhpOO60wZjuTSJejvLziKFlbYt5Tnz7RcxVZZ+I3v8nn2GPh88/DYxcXR38/I90vcnPjf/c0Lf59ark57Gz+W+9RWBhVAdjXWEsV4MzvRuFu+PutLuyOd4dhrbJ16x763UgHkd+PK6/MYNCg1spvolxxBcyYAc8/n8mvfpXJMcfAjuaYaqdTbTW3pqHV6czG5crm9tvD5zZtMh4ndjsccURRwsnUMjOhutp43adPQdK/U/GItJTm5XX898skcpjcXGdK43oqe1MT8X3s9vt7sPbqh6IopM+G1LVJ7HdSSASZy/2ffVIZALj++ut5+umnufbaa1FVlX79+jFmzBjWr18PwNFHHx1q27t3bwYMGMB1113HggULOPLII1uNd8455zBhwoTQe7XZ96YxOx/tsskE//sIgcpdbPtiLtq7r0N+N3S/n4Dbjbu8fDffrUG/flBV1fp4dbUd6IbX66e8PDoTRWNjEWChvn4X5eXJuRNYLN0AYxuyW7cmystrU5JbURSKi4vZvn07elvO7ICq9sBMclUeZ151TSOoqOD1Ur50MfrGtWh+PwG7M26f/v0LWbYs/PC95poG/vKXet5/38nrrxvBnQ6HRnn5jqh+Pl8mYKSLbWqqpLw87BPU0GDMe0ND63lvj6YmAGMRUVu7nWAwPC8+nwvIA8DlaqS83HA3SWwejTF1Xae8PHZhB6/XCRj33L9/Yt8Lp7MYj0dh48YdBIPxXTmqqroDVgKBCsrLw5a23r3h6qtzWL/ewiefOPniC1i+fDseTyFgpbY2ur0R01HSfN8+yssriSa8AGvze9KsWZZvWI+SlY229EejGKDFigp4VEvc/h0hGNRClWQDab7Gli3h70fv3tspL0/dfe+ww+DMM/OYOdPFySfrvP12RXNsUiGqGqC8PNp/3evNBrKorm5gyRI30J28PDjwQC9ffGFocAMG+Nm1K/G/B7vd+M4AeDzJ/07Fw7CKGosYXU/+bzQeTU0OoKB5XDfl5TVJj6HbM0LfTYBdmoK6Y0fCv5NCfJJ53ghtsy/NZbqU/a7KPqsMFBcXc8899+DxeHC73eTn5/Pwww9TFGfbMj8/n+7du8d9KNtstpgWAwC92b9Tb2xA+3wWekMdNDT7A7sy9/ofiaIY19c0WskSGTOQrJyRvrHFxcEO36euty9D5G5i3LaKglJchr5pHfrWTeGUr7kFcfs8+mg1r72WwQ03NLB2rZUjj/Sh61BcHF54xJojp1OLez4cWBuW9YMPnHzzjZ2jjvLxi194cLsVPv/cwUkneaLuLbJGgMOhRe2+R7rh5OdrrWRKZB7NdrGoqgpfe+hQf5vBxpEyeTwKHk8bnwvhmIGsrGi5VRXuucdQJo8+uoiNG60sWWINBaJarVqLuQ2Pabe3fb9tfU+w28HnQ/e40W02tBkvG/KceJrRxpWxe/5+I+MQMrLTeo1If/zcXC2hz68t/vGPGnbsUPn2WwczZrg49VTDvGOztZ7byJiBnTuNz65HDxgxwh9SBgYP9id1v5G/M5mZrb/vqRI5biDQ9vc2GRwOLep1SuNm5aD0G4S+frXx3u4IjZPo37fQNjKP6UPmcv9nn68z4HQ6yc/Pp6GhgcWLF3P44YfHbFdfX09lZSX5+Smk+MtoNtwGAtEBxcQOVt3TmO7IsVOLGv+nkgIvsk8qBcdSIeGc6SW9ANDLN4ULO+UVxG0+fHiAv/2tjqIijaOO8oWCriODZ2PpgpGL0vZSiz7ySBa//nUBzz2XxdVXFzBzppN7783hqqsKuP/+nKi+ppJms+mt3Claxgykm5NP9pCRoXHWWU0Ju3IkmkY1XjahSEaONHZElyyxx80mFOmiGisY9e9/rwHgvvtq2pQnHDfgCcUJAOjrVxkvXPEDOTtEpCtfGoOHAU4/3c1vf9vAa6+lZ6c7M1Pn2GONH4qGBqXNwmGRMQNmfIChDISV6pY1Jtoj8u+qI9mEWhL5HYqX/SgVImMGOpKhSDljIuQXohy+958hgiB0bfZZy8CiRYsAKC0tZfv27bz00kuUlpZywgkn4PF4eOONNxg9ejR5eXns2rWL1157jezsbI444oikr6XYHcZK0e+HiLzQ6tmXpjU/earEKzqm621nE2qPyD5moOHuJtE4S6W0NzqgL/g6tKBTUkjfaBbygvCudiSJZRMy+r38cvTCcs4cJ//7n+HP/a9/ZfGnP4VTTcbLJNTyWKrKQFubOKWlGkuW7EhKQUxEGfD5iAgEjS/3yJF+3n3XxZIltgjLQHxZYilpl1zSxBlnuEPFzOKhOJzo9bVGMIMtHHmrb1gDNlvMYPO04Np9yoDDAXfdlXqdiViYi/CGBiXiM2ndLrLOgJmmt6gIhg8Pu7wYtUUSJ/K7mq4qwS2Jl4ktFdKSTQhQcvKxTP5jOkQSBEHoEPusMtDU1MRrr71GZWUlWVlZHHnkkVx00UVYrVY0TWPz5s18/vnnNDY2kp+fz4gRI7j55ptxtSx5mSgZWVBbHXqr/uE+lN2QkjAVzAe0aQUwqa5WQ2k6c3OTfxruDctAwqUgSnoa/2saNDanE0xBMYt23WltKEu0AnF5uUp5uQVV1XnuuSquuKIbn3wS/f3YutVCWVmQNWusHH98UcwxYfdbBlpeIxHMezV3/mMRea4ty8CBBxpbz4sX20KWgbYKZ8VLU9meIgBEpHxyx04K30aKx46gOF2hbDFKmpWB3UFYGVDbtAxE1hmoqDA096Ki6DolySoDkWlK01ULoK1rdJR0KQOCIAidhX1WGTj66KOjgoQjsdvt3HnnnWm9npKRhW4qA5lZnUYRACgtNRbqO3ZY8PvDD+xt24zFWffuwZSK40QuGNvLRZ8uEnYTyi9EOegI9I1roKbK2H3t1j3t8rT14A+nFg1XMx4yJMBxx3lxOvVW1XY/+MDJr3/dyJ//nBMxRtuWgfz8PWORaY/evYOsWWPjppvymDmzgl69Wn8fTMtKRobWpoVn1Cg/DofO5s3hn5+2lMBEc9bHxHTX8Xpaa8uwZ9yEMjq/MmDuyDc2KhHpXtuuM7BrV9gyYLPByy9XUlmpJu0mFGnR3F0ZDFtaTTtC5O+AKAOCIOwP7PMxA3uMiN09JX/vuwZF0qOHhtOpEwwqbNkSXoVt22a8NpWFZDEXpVarTmFhJ3MTUhTUMyZiuf4u1Fv+hnrdHw13rjQTuWMdz03I61VYsMBQBg45xIfTCUce2Xrh+eijWVRVqezaFb5Jc+EVye4uOpYK995by+DBfnbutHDXXbFrdUTWGGiL7GydU0+NLgHdlptQKhWYQzQr7brXE7v42G6yDOCMcD/KzI7frpMQ6SYUL44j8lggEO0mBHDiiV7OP9/dulM7pNOFpyXduhm/fUcfHeOzT5GW1bEFQRD2dUQZSJT8iFzsuZ1LGVAU6N3b2I3buDH8BN+6NT3KQI8ewYQX6R1l6FB/+41aoGRkdshSk5+f2PzEq06s6wrffRdWBgD+7//qcbmMVc6dd9YxbJif6moLTz2VFVLSALZvbz2xkbujuyNmIBV69w7yzDPV2Gw6c+Y4Q/cbiVlduK14AZOJE6MD8dtyEzr88BRLPEM4q4/XYwQRt2C3xQxEfln2ATchsxBdY6MaUlBjBxCbMQNhN6HIugepkE4XnpbMnFnBrbfW8de/ppYWORaR1oA99bsoCIKwOxFlIEGUo8eBGaBa2muvyhKLPn2MBe3Gjem3DBQX77nd6b//vZaJExt5991d7TdOE/n5ia2c41kGABYuNFazBx5oKDMHHeRn/vydPPZYNVdc0cANNxhxDVOnZlBT0/afXaRrUDqzq3SUQYMCnHiisaBetqz1tnFDg1l9tn2Zx4zxRQWdxrIMfPLJTu69t4Zf/rKp1bmEcUTEDMSyDOwuNyE1YpW4z7oJtW4XjhkglE2orSJ0iZBOF56W9O0b5He/a4iqRtxRxBogCML+xj4bM7CnUbJzUK/5P9i4GvoP2dvitKJPn9aWgY4qAxkZxkNvTwUPA3TvrvHQQ+nbxUuEW26p5/rr85kwobWLQ+QOu9piDR8Zh6FpCjabHhU8WVSkcd55xpjHHmvsbjc1RQ9SVNR6bouLNV54oZKcHH23+VCnSs+ehryR1g0T0zKQk9O+8qiq8MQT1YwdW0RBQTBmQPPQoQGGDu3gtrGpDHg86M0xA8rQA9FX/GQcz47t8tRhuhVBfjcUV+ZucV9LN5FuQm2nFjVjBpQ0KgMd67+nSSX+ShAEoTMjykASKA4HDD5gb4sRk759jUXT8uVWrr02n969Ax1WBk47zcM33zi48srGtMnZGTn7bDcHHOAPzWEkI0bEd1tSVWPBZKYWHTgwENe/vaBAo0+fQEhZu/baBgoKNE46qbXrCsDJJ3fMx3l31Ycxv0vl5a2VgURqDEQyZEiA+fONis9tuQl1CGdEALHpJpSVg+XXt1KQk01lxu4pGqhYrajX3r77ImLTjKkMNDWpofSxbcUMNDYqIUtQUZFZMTo19jVlIPIjlTpMgiDsD4gysJ9gugl9/nnYV9k0/aeqDPTuHeSFF6o6LlwnR1Hip0MsLNT4+usdcV1fIpWBYcPajnc49VQP//qX4TJyyy31IT/tdOJyabjdapQLTjox603EUgbM4PVk0tia39vdhWJ3Gik+IwOI7Q6U4jLsJSUQpyJ5Wq69DzmUR+b3X7HC0Mx69Gj92ZiWgW+/dYT65eaqHVIGJk9u4M478zjjjA4MspcQZUAQhP0BUQb2Ew480I/TqeHxhN1QGhuN12Vl+9jWWyejd+/48+dw6DQ0GK/bsiKAsegJBODSS5t2iyIA8P77FfznP5ncfHPDbhnfdBlr6Sbk8cCbbxq78Mcdl77MLR3GGRFA7A0rA0I0TqeR1jcYVPjhB0MZiKXctrTgXHppE4rSsZiIX/2qicMO8yWdklQQBEFIDxJAvJ/QvbvGl1/u5MEHa6Iy8hQWBqOq7ArpJXJR354yUFCgcc89dUkXZUqGIUMC/OMftSHf/nRjKgPl5ZaoLDDvv++iqspCSUmQX/wituvTXiGUWjQigLgT1QjpLChK+Lu8dq2x4o8VrxEZ6O1w6Fx3XcddCBUFDjggvotdZ6Z/f1FgBEHY9xHLwH5ESYnGxRc3Ybfr3HRTPmCkcNyHvBX2OW6/vY5333UxfLifMWM6kAJzH8EsPufzKfTpU8q0aRUcc4yP+fONldx55zUlXkV6T2AW//KElYF9IaB3b5CZqVNXZ7xWFD3mTn3kZzt0qJ/u3bvmRsP//lfBkiU2TjqpE1nBBEEQUqQzPbaFNDF6dHhResklHUjLKLTLWWd5OOusTrQTvpux26PjJG69NY9PP93F8uXGbvLIkbsnViFl8gqMreeGevTARuOYKAMxycrSAGPnoE+f2BmeIi0DAwZ03V3xI4/0ceSR+7/yLwhC10CUgf2Qnj2DPPpoNQ6H3qa/uyCkgqkIAGzebGXgwJLQ+1SKxu1OFFcGyqDh6Kt+NqwDIMpAHCKD5ON9jpExA11ZGRAEQdifkJiB/ZTzz3dzxhldZ8da2HNcfrnhJ26zRe8cO50afft2PuVTGXVk9AFJFB+TROJfIt2EBg4UZUAQBGF/QJQBQRCS4s9/rmXevJ2sWFHOI49Uh47n5OidMz6l/9DoLW27BBDHwnATMjjooHjKgLgJCYIg7G+IMiAIQlK4XMausNMJF1wQzg1fUNA5g0kVqxWlZ7/wAXETiklkzvx4sR+1teFHRr9+ogwIgiDsD4gyIAhCh3jzzQqGDvUzZUrN3hYlPr37h19LatGYrF8f9gGKlyVo5EgjaLasLBAq4SAIgiDs20gAsSAIHeLoo3188smuvS1GmyilvQltfItlICaJVNMtKNBZvHh7VMViQRAEYd9GLAOCIOz/9BuE0m8wyvBRKJ0ysGHvM2VKLX37Bnjhhco22xUWarhce0goQRAEYbcjlgFBEPZ7FNWCcsm1e1uMTs2RR/r46qude1sMQRAEYQ8jlgFBEARBEARB6KKIMiAIgiAIgiAIXRRRBgRBEARBEAShiyLKgCAIgiAIgiB0UUQZEARBEARBEIQuiigDgiAIgiAIgtBFkdSi7WCz2fa2CPsNTilZmhZkHtOHzGV6kHlMHzKX6UHmMX3IXO7/KLqeSN3Jroff7xdFQBAEQRAEQdivETehOPj9fj788EM8Hs/eFmWfx+Px8Oijj8pcdhCZx/Qhc5keZB7Th8xlepB5TB8yl10HUQba4Pnnn0fTtL0txj6Ppml89dVXMpcdROYxfchcpgeZx/Qhc5keZB7Th8xl10GUAUEQBEEQBEHooogyIAiCIAiCIAhdFFEG4mCz2Tj//PMliDgNyFymB5nH9CFzmR5kHtOHzGV6kHlMHzKXXQfJJiQIgiAIgiAIXRSxDAiCIAiCIAhCF0WUAUEQBEEQBEHooogyIAiCIAiCIAhdFFEGBEEQBEEQBKGLYt3bAuxNZs2axcyZM6mpqaFnz55MmjSJYcOGxW2/bNkypk6dypYtW8jPz+fMM89k/Pjxe1Dizksyc/ntt98ye/ZsNmzYQCAQoGfPnlxwwQWMGjVqzwrdCUn2O2myYsUK7r77bnr16sWDDz64ByTt/CQ7l36/n+nTp/PFF19QU1NDt27dOOeccxg7duwelLrzkew8fvHFF8ycOZPy8nIyMjIYNWoUl112GdnZ2XtQ6s7FsmXLmDlzJuvXr6e6uppbb72VI444ot0+8rxpTbJzKc+b2KTynTSR583+R5e1DMyfP58XXniBc889lylTpjBs2DDuu+8+KioqYrbfuXMn999/P8OGDWPKlCmcc845PP/883zzzTd7WPLOR7JzuXz5ckaOHMkdd9zBAw88wIgRI5gyZQrr16/fw5J3LpKdR5OmpiaefPJJDjzwwD0kaecnlbl8+OGHWbp0Kddeey2PPPIIN910E2VlZXtQ6s5HsvO4YsUKnnjiCU488UT++c9/csstt7B27Vr+9a9/7WHJOxder5e+ffty5ZVXJtRenjfxSXYu5XkTm2Tn0USeN/snXdYy8N577zF27FjGjRsHwKRJk1i8eDGzZ8/m4osvbtV+9uzZFBYWMmnSJAB69uzJ2rVreffddxk9evSeFL3TkexcmnNocvHFF/PDDz/w448/0q9fvz0hcqck2Xk0eeaZZxgzZgyqqvL999/vKXE7NcnO5aJFi1i2bBlPPPEEWVlZABQVFe1RmTsjyc7jqlWrKCoq4rTTTgOMOTzppJOYOXPmHpW7s3HwwQdz8MEHJ9xenjfxSXYu5XkTm2Tn0USeN/snXdIyEAgEWLduHQcddFDU8ZEjR7Jy5cqYfVavXs3IkSOjjo0aNYp169YRCAR2m6ydnVTmsiWapuF2u0OLsK5IqvP46aefsmPHDi644ILdLeI+Qypz+cMPPzBgwADeeecdrrnmGm666SZefPFFfD7fnhC5U5LKPA4ZMoTKykoWLFiAruvU1NTwzTffpLTo6MrI82b3Ic+b1JHnzf5Ll7QM1NXVoWkaubm5Ucdzc3OpqamJ2aempiZm+2AwSH19Pfn5+btL3E5NKnPZkvfeew+v18tRRx21GyTcN0hlHsvLy3n11Ve55557sFgse0DKfYNU5nLHjh2sWLECm83GH/7wB+rq6njuuedoaGjguuuu2wNSdz5SmcchQ4Zw44038sgjj+D3+wkGgxx22GFJuyJ0deR5s/uQ501qyPNm/6ZLKgMmiqIkdCzeObN4c1t9ugrJzqXJl19+yZtvvskf/vCHVg+/rkii86hpGo899hgXXHABpaWle0K0fY5kvpPm3/KNN95IRkYGYAQU//Of/+Tqq6/GbrfvPkE7OcnM45YtW3j++ec5//zzOeigg6iurubll1/mP//5D7/97W93t6j7FfK8ST/yvEkNed7s/3RJZSAnJwdVVVvtbtXW1sb9gcjLy2vVvq6uDovF0qXNjanMpcn8+fP517/+xS233NLKJN7VSHYe3W43a9euZf369fz3v/8FjMWCrutMnDiRu+66iwMOOGBPiN7pSPXvu6CgIKQIAJSVlaHrOpWVlZSUlOxOkTslqczjjBkzGDJkCGeeeSYAffr0wel08uc//5mJEyfKjnaCyPMm/cjzJnXkebP/0yWVAavVSv/+/VmyZElUKq0lS5Zw+OGHx+wzaNAgfvzxx6hjixcvpn///litXXIagdTmEowdmqeffpqbbrqJQw45ZE+I2qlJdh5dLhf/+Mc/oo7Nnj2bpUuXcsstt3Tp4NdUvpNDhw7lm2++wePx4HQ6AcMsrigK3bp12yNydzZSmUev19vKhUBVjdA0c2dbaB953qQXed50DHne7P90yQBigAkTJvDJJ58wd+5ctmzZwgsvvEBFRQUnn3wyAK+++ipPPPFEqP348eOpqKgI5X2eO3cuc+fO5Ywzzthbt9BpSHYuv/zyS5588kkuv/xyBg8eTE1NDTU1NTQ1Ne2tW+gUJDOPqqrSu3fvqH85OTnYbDZ69+4dWtB2VZL9Th5zzDFkZ2fz1FNPsWXLFpYtW8bLL7/MiSee2KVdhJKdx8MOO4zvvvuO2bNnh+Iwnn/+eQYOHEhBQcHeuo29jsfjYcOGDWzYsAEwUodu2LAhlKJVnjeJk+xcyvMmNsnMozxv9n+67BbD0UcfTX19PW+99RbV1dX06tWLO+64g+7duwNQXV0dlUu7qKiIO+64g6lTpzJr1izy8/O54oorunyaN0h+LufMmUMwGOS5557jueeeCx0//vjjmTx58h6Xv7OQ7DwK8Ul2Lp1OJ3fddRf//e9/uf3228nOzuaoo45i4sSJe+sWOgXJzuMJJ5yA2+3mo48+4sUXXyQzM5MRI0Zw6aWX7q1b6BSsXbuWe+65J/T+xRdfBMK/efK8SZxk51KeN7FJdh6F/RtFF9utIAiCIAiCIHRJuqybkCAIgiAIgiB0dUQZEARBEARBEIQuiigDgiAIgiAIgtBFEWVAEARBEARBELooogwIgiAIgiAIQhdFlAFBEARBEARB6KKIMiAIgiAIgiAIXRRRBgRBEARBEAShiyLKgCAIgiAIgiB0UUQZEARBEARBEIQuiigDgiAIgiAIgtBFEWVAEARBEARBELooogwIgiAIgiAIQhdFlAFBEARBEARB6KKIMiAIgiAIgiAIXRRRBgRBEARBEAShiyLKgCAIgiAIgiB0UUQZEARBEARBEIQuiigDgiAIgiAIgtBFEWVAEARBEARBELooogwIgiAIgiAIQhdFlAFBEARBEARB6KKIMiAIgiAIgiAIXRRRBgRBEARBEAShiyLKgCAIgiAIgiB0UUQZEARBEARBEIQuiigDgiAIgiAIgtBFEWVAEARBEARBELooogwIgiAIgiAIQhdFlAFBEARBEARB6KKIMiAIgiAIgiAIXRRRBgRBEARBEAShiyLKgCAIgiAIgiB0UUQZEARBEARBEIQuiigDgiAIgiAIgtBFEWVAEARBEARBELooogwIgiAIgiAIQhdFlAFBEARBEARB6KKIMiAIgiAIgiAIXRRRBgRBEARBEAShiyLKgCAIgiAIgiB0Uax7W4DOzq5du/D7/XtbjH0aRVEoKSmhvLwcXdf3tjj7LDKP6UPmMj3IPKYPmcv0IPOYPvaluSwtLd3bIuzTiGVAEARBEARBELooogwIgiAIQho4//zzKSsr46GHHtrbogiCICSMuAkJgiDsZ5SVlaXc95///Ce//OUv0yjNnmHr1q2MHj0aTdP405/+xLXXXptQv+nTp3PTTTcB8NFHH3HggQfuTjEFQRA6HaIMCIIg7Gd079495vHGxkaamprabON0OnebXLuTsrIyjjvuOD777DOmTZuWsDLw+uuvAzBixAhRBARB6JKIMiAIgrCfsWjRopjHH3roIf75z3+22WZfZuLEiXz22WesWrWKBQsWcMghh7TZftOmTXzzzTcAXHTRRXtCREEQhE6HxAwIgiAI+wWnnHIKBQUFQHjHvy2mTZuGrus4HA7OOeec3S2eIAhCp0SUAUEQBAEwXG3KysqYP38+FRUV3H333RxzzDEMGDAgKg7BDJT9xz/+EXeshx56iLKyMs4///y4bXbu3Ml9993HSSedxNChQ+nfvz9HHXUUt956K6tWrUpafrvdzrnnngvAzJkzcbvdcdtqmsabb74JwC9+8Qvy8vJC5zweD//5z38488wzGT58OP379+eII47gxhtvZOnSpUnLJQiC0JkRZUAQBEGIYsOGDZx00kn85z//oby8HKs1/R6lH3/8MccccwxPPvkky5cvx+PxYLFY2LRpE6+99hqnnHJKaLGeDKa7T319PR988EHcdl9++SVbt24FDPcik/Lyck4//XTuvvtufvzxR5qamnA4HGzdupW33nqLU089lf/+979JyyUI+y26Bppvb0shdABRBgRBEIQo7r77bnJycpg2bRqrV69m5cqVfP7552kbf+HChfzmN7+hsbGRSy+9lHnz5rF27VpWr17Nd999x69+9St8Ph+33norixcvTmrsoUOHcvDBBwNtuwqZ53r27Mmxxx4LQDAY5Ne//jUrVqwgJyeHxx9/nFWrVrF8+XLmz5/PSSedFMpWNHfu3BTvXhD2Lxyb38K15hnsW9/DteYZCDTubZGEJJEAYkEQ9jl0Hbze1PsrCng8xr/OUljT4TDk6gyoqsrrr78eVdVzwIABaRv/rrvuwufzcfPNN/OHP/wh6lxZWRn33XcfVquV5557jkcffTTpnfiJEyeycOFCvv76azZt2kTv3r2jztfW1jJr1iwAfvnLX6I0T/x7773HwoULAXj66ac54YQTQn369OnDc889x9lnn83ChQu59957GTt2bLK3Lgj7F7qOpXETANa6lQDYqhfh7z5mb0olJIkoA4Ig7HN4vXDppd1S7q8oYLeDz1fQaZSBl1+upLNk9TzvvPOiFIF08vPPP7No0SJsNhvXXHNN3Hbnn38+zz33HF988QXBYBCLxZLwNc466yzuvvtu3G43b7zxBrfeemvU+RkzZuDxeFBVlQsvvDB0/N133wXg0EMPjVIETKxWK7fccguXXXYZK1asYPny5QwbNixhuQRhvyPY1OqQ4q/fC4IIHUGUAUEQBCGKww8/fLeN/f333wNGAO9xxx0Xt10wGASgqamJ6upqCgsLE75GdnY2p59+OtOnT+eNN97glltuQVXDXrHTpk0D4JhjjqFnz56h46ZLkuk2FIujjz4ai8VCMBhkyZIlogwIXRo1xsJf9ZTvBUmEjiDKgCAI+xwOh7GTniqKolBSUkJ5eRV6JzENOBx7W4Iw3bqlbnVpj+3btwPGYn/Xrl0J9WkrK1A8LrroIqZPn87WrVv58ssvQ4rH8uXLWbJkCRAdOAxQWWl8p4qLi+OO63Q6KSgoYNeuXVRUVCQtlyDsTyiBGMqAtwqCbrC49oJEQiqIMiAIwj6HotAhlxqzv9PZeWIGOhPJuOQki6ZpAAwcOJB58+bttuuMHj2afv36sX79eqZNmxZSBszA4by8PH7xi1/E7KskGLyRaDtB2F+J5xJkadpKMHvgHpZGSBXJJiQIgiAkhakseNuI4q6rq4t5vHv37oBR/bepqbW/cToxd/4/+ugjamtr8fv9zJgxA4Bzzz0XRwtzjGkR2bZtW9wxPR4P1dXVUe0FoauiBBqaX6gEcoYSyB8JgKV+DQQ7kOVB2KOIMiAIgiAkRW5uLtD2otnMytMSMx7B5/Px4Ycfpl+4CC644AIsFgsej4cZM2Ywe/bskCtQSxchgIMOOggwahDE4+uvvyYQCES1F4SuimkZ8HU/Bl/Z6QRyjBgaa+3PZKx+ErVxw16UTkgUUQYEQRCEpBg+fDgAn332GY2NrXOKf/nll/z4448x+x500EEccMABAEyZMiW0OI+HuQufCj169Ail/3zjjTdCgcMjR45kxIgRrdqfeeaZAPz4448xXZgCgQAPP/wwYNQzGDp0aMqyCcL+gNocM6DbcgDQXKWgNnug6zr27XNBC+wt8YQEEWVAEARBSIozzjgDVVWprq7moosuClkIzFSeV199NXl5eTH7KorCAw88EKrqO2HCBN57772oIOHy8nLeeustJk6cyH333dchWc2KxIsXL+bTTz8FjNoCsTj99NNDBcuuvfZaZsyYgd/vBwy3pl//+tchJefOO+9MSo6HHnqIsrIyysrK2Lx5c0r3IgidDdMyoFuzmg+o+HqciOYwXOhUXzWutc+geCXYvjMjAcSCIAhCUgwYMIAbb7yRRx55hHfffZd3332XnJwcmpqaCAQC/OIXv2DIkCE8+uijMfsffPDBvPDCC1x33XVs2rSJa665BovFQk5ODh6PJ0oxuPjiizsk67hx4+jevTu7du1C0zScTifnnHNOzLYWi4X//Oc/XHLJJaxcuZLrr7+eW265BZfLRW1tLWAUZLv77rul4Jgg6HooZkC3ZYcOB/JGEsgbiaV+NY4tM1ECbqz1a/E7Ek8PLOxZxDIgCIIgJM0f/vAHHn/8cUaPHk1GRgbBYJARI0bwwAMP8Oyzz7abkei4447jq6++4o477uCII44gOzuburo6VFVl8ODBXHTRRTz//PP87W9/65CcVquVCy64IPT+1FNPDcU8xKKkpIQPPviAv/zlLxxyyCE4nU7cbjelpaWcd955fPjhh1x11VUdkkkQ9guCTaBroChhy0Dk6exB+LsdBoASbO1OKHQeFL2zJNnupOzatStkJhZSI5zTvbzT5HTfF5F5TB8yl+lB5jF9yFymB5nH9NHeXKrucpwbXkW3ZeEeGLuauLVqAfYdnxLMGYS37MzdJuvuqpjeVRDLgCAIgiAIgpAUIRcha3bcNqbFQPGLZaAzIzEDgiAIgiAIQlKEgodtrV2ETHRrptE2UTchXcda/SNKoAkl0ISWUUYg78AOyyq0jSgDgiAIgiAIQlKYlgGtTctAZritrhvl39tA9ZRj3xGR1rd+BYHcEaCII8vupFMoA7NmzWLmzJnU1NTQs2dPJk2axLBhw+K2X7ZsGVOnTmXLli3k5+dz5plnMn78+ND5zz77jKeeeqpVv5dffhm73b5b7kEQBEEQBKGroPiNKuORmYRaYioDaEHQvGBxtjmm6q2KPqAFUQINoToGwu5hrysD8+fP54UXXuDqq69myJAhzJkzh/vuu4+HH36YwsLWaah27tzJ/fffz7hx47jhhhtYuXIlzz77LDk5OYwePTrUzuVytUprJ4qAIAiCIAj7JYFGFC2Abo+fLSudqAnEDKDa0C0OlKAXJdCI3o4yoPgMZSCQPwpL43oUXy2Kv06Ugd3MXre7vPfee4wdO5Zx48aFrAKFhYXMnj07ZvvZs2dTWFjIpEmT6NmzJ+PGjePEE0/k3XffjWqnKAp5eXlR/wRBEARBEPY7tACuDa/g3PAiBJrCxwONqI2bDRedNKH461D89a0LjsUh7CrUftyA6jMqjmv2fDSbodQovpoOSCskwl61DAQCAdatW8fZZ58ddXzkyJGsXLkyZp/Vq1czcuTIqGOjRo3i008/JRAIYLUat+TxeLjuuuvQNI2+ffvyy1/+kn79+sWVxe/3R6UQVRQFl8uFoigo7fi4CW1jzp/MY8eQeUwfMpfpQeYxfchcpoeuOo+WhjWoAWNxbm1cTzDvAAAc5R9hadyAP/9g/D3GtuuzH0nMudQCZKz9T0QjwJ7b9nxbs1B8VajBRvSW7VrEEaj+ahQFdEcB+CpQmsASqEfrYp/nnmavKgN1dXVomtaqAExubi41NTUx+9TU1MRsHwwGqa+vJz8/n9LSUq677jp69+6N2+3mgw8+4E9/+hMPPvggJSUlMcedMWMG06dPD73v168fU6ZMiemqJKRGcXHx3hZhv0DmMX3IXKYHmcf0IXOZHrraPGq1s9CzDHedbFsNakkJuq6jba6ErGzwr0HNPBolt3/SY0fOpe6uQMuKcAuy2MnpNahNZUBr6oVeWU12rgM1Yg2m129GW/M6SnYflD6ng9WFtjUItmxyeg9HrwyiBzagZKlR/YT0s9djBiC2Bt/WF6vlObMYhnl88ODBDB48OHR+yJAh/N///R8ffvghV155ZcwxzznnHCZMmNDqGhUVFVJ0rIMoikJxcTHbt2+XIjAdQOYxfchcpgeZx/Qhc5keuuI8Kt4qXNt+Cr3XmxbizjgKJdCEq6E+dNy/cSH+7q7Ex40xl2rjRpwRYwZdJXi3b29zHGsT2BvqCWxbhY8BzUJqODe8iurZCdXbCVbuwFc8DlddDbpixV3ZiKXOj6OhnqC2Aa+rvM1rxNvoFRJjryoDOTk5qKraygpQW1sbt1x8Xl5eq/Z1dXVYLBaysmL7ramqyoABA9jexhfWZrNhs9laHdd1vcv8oOxuZC7Tg8xj+pC5TA8yj+lD5jI9dKV5tNYsQdchmNUP1b0VJegFbxUEGqJCBRTPjpTmJGoufXVRY2r2wnbHNNqA2rAe29YP8RccagQHu3di9lQbNqDWrUbXQbPnoqOg2XIMLyJfTZf5LPcWezWA2Gq10r9/f5YsWRJ1fMmSJQwZMiRmn0GDBrVqv3jxYvr37x+KF2iJruts3LhRgogFQRAEQdh/0DWstT8DEMgbGcrsowSaUL2VRhNrBgCqZ0eHL2fGJZhojvZdqTVHdwCsdcuxVv5AxsrHcGyfA4Cv+CSC2QMBsO/8PKq9Zs8HRUHxN2CpX9Nh2YX47PVsQhMmTOCTTz5h7ty5bNmyhRdeeIGKigpOPvlkAF599VWeeOKJUPvx48dTUVERqjMwd+5c5s6dyxlnnBFq8+abb7Jo0SJ27NjBhg0bePrpp9mwYUNULQJBEARBEIR9GdWzHSXgRrc4CWb1R7cYbkBKMKwMBHKGhhbVJJDRpy3MDEImiSgDui3HSC8aaMRWsxBr3TJUdzmB3OEE8g/Cn39Q9JjOIuOFxYW/4FAA7OUfYalb1SHZhfjs9ZiBo48+mvr6et566y2qq6vp1asXd9xxB927G5phdXU1FRUVofZFRUXccccdTJ06lVmzZpGfn88VV1wRVWOgsbGRZ555hpqaGjIyMujXrx/33HMPAwcO3OP3JwiCIAiCsDuwNG4GQMvoCYoasgIogSbU5pz9mrMYzZ6P6q3C4tlBMCv5IGIAa9UCrDU/RR1LRBlAUUCxgq6FDwU9BHOM2E7N1RNUK2iBVmP6C8dgadqG6t6GY+u7BJpG4Ssel5L8Qnz2ujIAcMopp3DKKafEPDd58uRWx4YPH86UKVPijjdp0iQmTZqULvEEQRAEQRA6HWrTJgCCGb2MA5ZmlyBfNarbCLrVXD3QHd3AW4XSnMc/ITQ/2urXsfpzCbh6Yt/xaeiUv9vhaBll0Kx8tEcgdzj2XV9EjO0j6CptvgkrmrMHatNW45RpGWg+5+lzIbaK+dgqv8davQh//sFG6lEhbex1NyFBEARBEAQhSfQgFvc2AIKZvY1DzYtza+1S0DU0Rzd0e0G4gJe/LuHhLXXL0atXYN8+B9UTnYAlkDuCYNaAhMfyFxxBIMIioWg+sIQzG2n2iMV9c5GycGML/u7HojmNjEEtZRE6jigDgiAIgiAI+xiKv85wrVGt6PZuAOjNlgHT5SaYPcg4bssBQE1CGVCC3tBrS/OuvYluy27ZvJ3BQLflhSwYmrM76MHQaX/hUei2HPzdDjfkbNyM4q2KGkJz9TDOpSEQWohGlAFBEARBSCObN2+mrKyMsrIyNm/evLfFSZgjjzySsrIypk2btrdFERJACTQBoFuzQlV89Ra76ubuvakMKP7axMfXwjWWrHUrQq8D+SNBtScuqObHWr86JE8g9wCCrl5GQHMzui0b98Bf4y86DsVXi3Pzmzg3v0VkHtOg01AGLKIMpB1RBgRBEPZTHnroodCiVOjcfPfddyiKQmlpKe+9917C/R5++GHKysro06cPu3bt2o0SCp0NJWAspiMVAD3C9QbVYuzAQ5SbkOKtxF4+u93MQkpkGtFmxcDd7zJ8xScnJaet8lvjehiLfjPY2ZS/JaqvAnTdkDVCBs1pVEJWPTuigpGFjiPKgCAIgiDsZY444giGDh0KkPDOvK7rvPnmmwCcdNJJoSx8QtfAXExrkcpARECv5ugBisU4bloGgl6cG1/HWvMTjm0ftD2+v8ViXVGNQOQksVV8GyFfZsjFKEoZiMw0FOHKFOkSpNvz0S120AKhYGMhPYgyIAiCIAidgCuvvBKAefPmsX17+0GSX3/9NRs3bgRg4sSJu1U2ofOhmDv7UZaBSGUgYuGu2tGtZg0CDwCWxk24Vj+FY/NbrfzzjfGj4wuCWf1CykVSqOHElYrmQ7NmNY9v7PpbGtbhWv0ktp3zjOO+sCtTVLCwohLMNgrSWmujU5wKHUOUAUEQBEHoBFx++eVYrVaCwWBox78tXn/9dQB69OjB2LFjd7d4QifDVAbMxTUQ5cuvN7sGhd/nxBjDjaVhA7bKb1qfa2EZ8OcfkryQmj8UzAxGfEPIMuBvQPFW4tg8AyXow1b5g3ELEXENqrtFFqO8kQBY61dB0A1BL4qvtSIjJIcoA4IgCEJMPvroI6688koOOeQQ+vbty/Dhwzn33HN58cUX8fv9MfvU1dXxzjvvcP311zNu3DhGjBhB//79OeKII5g8eTI//vhj3OuZMQ7nn38+AO+//z4XXXQRI0eOpGfPnjz00EMA3HzzzZSVlXHzzTcD8N5773H++eczYsQIBgwYwMknn8yzzz6LprXtV7xz507uu+8+TjrpJIYOHUr//v056qijuPXWW1m1qu1qp+Xl5dx2220cdthh9OvXj0MPPZTf/e53rF+/vs1+bdGjRw9OOukkoH1Xofr6ej74wHDzuOCCC7BYwju2dXV1PPzww5xyyikMGTKEAQMGMGbMGG6//faQJUHY9zGVgaigYUVBcxm+9YGcoVHtNXv8AmGWps1RwboEvSiakU1IRyGY0RPNrGWQjIy+mtDrQO4wfEUnoNvyAFC9u7BVL4ruoGtRQc5GfEBYLs3ZA81RAFoQS+NWHFveJnPZ35OWS4imUxQdEwRBEDoPjY2NXHfddcyZMyd0LDs7m7q6Or799lu+/fZbpk+fzksvvURJSUlU3//85z/885//DL3PzDQWKlu3bmXr1q2888473HPPPVx11VVtynDPPffwzDPPoCgKubm5qGrsvas777yTF154AVVVyc7OxuPxsGzZMv7yl7/w008/8eijj8bs9/HHHzN58mQaG40Flc1mw2azsWnTJjZt2sRbb73F3//+dy644IJWfX/66ScmTpxITU0NAE6nk/r6et544w0+/PBD/v731BcnF110ER999BHr16/nu+++44gjjojZbubMmbjdbgB++ctfho6vXLmSSy65hPLy8pBsVquVDRs2sGHDBt544w0ef/xxTj/99JRlFDoHsQKIATy9L0AJelul//R3PwbVsx3VW4m/4BCUQBOBbofh3PAqir8BS/1KbFUL8OePQmvO3IPViXvwJHTUUMaiZFD9NQBormJ8pacBENR7As0KSHNhtNA9+euilAEl6EXx16Db85sPKGiuUqOacs1iLE1bWlkPhOQRy4AgCIIQxY033sicOXPo27cvTz75JCtXrmTFihWsWbOG559/nj59+vDjjz9yyy23tOrbvXt3fv3rX/Puu++ybNkyVq1axdq1a/n6669DCsA999zD0qVL415/yZIlPPPMM1x33XUsXryYn3/+mdWrV0ctesFY0L/66qv85S9/YdmyZSxbtoyffvqJiy++GIDp06fz5Zdfthp/4cKF/OY3v6GxsZFLL72UefPmsXbtWlavXs13333Hr371K3w+H7feeiuLFy+O6tvQ0MBVV11FTU0NZWVlvPbaa6xZs4ZVq1Yxc+ZMSktLuf3225Oec5OxY8dSXGzs7JpuQLEwzx155JH0798/JNukSZMoLy+nuLiYF198kdWrV7Ny5Upmz57NIYccgtfr5YYbbuDnn39OWUahcxC2DGRFn1DtMesA6LYsPH0uwtP7PPxFx+MrOx3N2SNUCdix9X1UdzmO7bNRTdcbew5YHFF+/wmj+bDWLDFeNlsDAHR7gaHA6DpofnRrprHbjxEjoAR9Rh9nYfOx6FSiWrO89spvjaxDQXfysglRiDIgCIIghJgzZw4fffQRRUVFTJ8+nbPPPpusLGOx4XQ6GT9+PNOnTycjI4OPPvqIRYsWRfW//PLLufvuuznkkEPIzW1OZ6go9O7dm7/+9a/86le/IhgM8sILL8SVobGxkd/85jfceeeddOtmBEE6HA569uwZ1a6mpoYHHniA3/zmN2RnG4ufgoICHnzwQUaONHyL33nnnVbj33XXXfh8Pm6++WamTJnCwIEDQ242ZWVl3HfffVx11VUEAoFWloUXX3yRrVu3YrfbeeWVVzjuuONQmndMDz30UF5//fXQ+1SwWCwhN6n33nsvZLmIZM2aNSxYsACIDhyeOnUqmzZtwmaz8corrzBu3LiQRWXEiBG89tpr9OrVC6/Xy5QpU1KWUegEaIFQILBuyWyncQQWB1pmX1DCyz8tI/rvCi2IfefnACiuopRFtO/4DEvDBkNGc2cfolyZAPwFh4bOW+sN9zzdmonmMuRqufMfdJWArmFp2giaN1TITEgdUQYEQdj30HXwNnXon+Zp7PAYaf0X6a+7F3nttdcAOO+881q5AJmUlpZy9NFHAzBr1qykxh83bhxg5NWPh6qqTJ48ud2xSktLY7rxAIwfPx6A5cuXRx3/+eefWbRoETabjWuuuSbu2OaC/IsvviAYDFdKNZWLCRMmMGjQoFb9ioqKuPTSS9uVvS3MBX5jY2PMmgOmVSArK4szzjgjdHzmzJkAnH766aE0pZFkZWXx29/+FoBPP/2UurrEq9EKnYtQ/n3VAhZnh8byFxyKv9vheEtOwd/9GGN809c/I/ZvQLvoOpaGdaG3gZwhUafNeIZgZh8CBYeGLAeWOrM4Wf9QkbGWlgHd3g00H2gBLJ7yKMVCSA2JGRAEYd/D50a57rAODWE+XlLfw00v+lM/gCOj/Ya7GXOR/sorrzB9+vS47errjcVIrIDUjRs3MnXqVObPn8/GjRtpaGhoFcxr+rTHom/fvhQWxg92NBk1alTcWIIePYyFRHV1ddTx77//HgBN0zjuuOPijm0qAE1NTVRXV1NYWIjP52PFCqMS65gxY+L2HTNmDE888US78sejX79+jB49mm+++YbXX389yj0qEAjw1ltvAXDWWWfhchnpIn0+X0jxOfbYY+OObd6zpmn89NNPbd6H0HlRPTsB0ByFKfnyR2Fx4i9q/l7467HtCrvWKRnF0JT8kIqv2nBjUi00Dbq+lZtRMHsInr55RlE0RUW350WdD+QfhN6cxtRiBhGb99kcN0D1ApSgl87zK77vIsqAIAiCAIDf76eqyvAVTnTXuKkpeqXw4YcfMnnyZLxeb+hYdnY2DocDRVHw+/3U1NS06hdJIooAhIOTY2G6/QQCgajjZv7+YDCYcMVeM1C3pqYmNJ7p1x+L0tLShMZti4kTJ/LNN9/w3XffsW7dulBcwNy5c9m5c2eojUlNTU1IgWlLtkhrT0VFRYflFPYOZv59sypvutBt2ej2vAjLQDE0JW9Bsri3ABB0lsSON2jhKqQ5wgXzghk9jQBmXTPcmTQ/SqA+KjWqbs9HcxS2Cp4WUkOUAUEQ9j3sLmMnPUUURaFHcTE7tm9H7yTuOdhde1uCKHeYp556irPOOqvN9oqiUFJSEtrlr6qq4ne/+x1er5cxY8bwu9/9jlGjRoV2r8Fwu2mvQFZkmsx0Y1ooBg4cyLx581IepyNxAYkwYcIE/vSnP1FfX8+0adO44447gHDK0SFDhnDIIbHzvrclW+S53X0PQvpQ/PU4Nr9FMLMv/h4nhPzog2lWBsCwNlialQHFlgkkrwyoTYYy0CoeId41M8rw9joH0Alm9DYOKiqaPQ/VW4XiqworA7qO6iknmNk3FDchdAxRBgRB2PdQlI651CgKqjPTGKOzKAOdAKfTSU5ODnV1daxYsaJdZaAlc+fOpb6+nry8PKZOnRqlBJgkuhu/u+je3diB3LRpE01NTWRkJP49ysvLw2KxEAwG23RzautcorhcLs466yxefvllpk+fzm233UZ1dTWffPIJQKvMSpGybdu2Le64kefM4GxhDxJwo3orjEVyEsqYrep7VG8lqrcSa+3SZvcY0Fwp+vS3ga/oOJzubQTyDkx5DNPP38xUlAjBrP6tjun2AvBWoXqrjMBnQPFXowSawOrC0+tcLM2Kh5A6EkAsCIIghDjsMCMW47333mu3aFdLzIVm//79YyoCYFgG9iaHH344YPjYf/jhh0n1tdvtDBs2DICvvvoqbru2ziXDRRddBBiuTZ999hnTp0/H7/djs9lCAc6xZIuVTtXEnH9VVTnwwNQXe0JqOMo/wLnpDZzrp6L46xPrFHBjrQmn4jUVAd3iiM7SkyZ0ez7uQb/FXxQ/9qRNND+qz4jV0SPcf1Iaqvn+1Igqw5Ym43dGcxYTzBmCr3hch64hiDIgCIIgRGBmwlm3bh1PP/10m22bmprw+Xyh9zk5OaG+Hk9r8/3SpUt5++230ydsChx00EEccMABAEyZMoXKyso227cMQD7zzDMBozrymjVrWrWvqKjgpZdeSouso0aNCi3wp02bxhtvvAHAySefHHNX37TkvP/++6FA50gaGxtDn+nYsWNDn5ewh9D10C626q3Evu0D0KJjWgg0Yts5D8WzC7VxAwS9OLa9D5ofzVmIr8cJ+IqOw194FN6yCVEpQjsLqrcSdB3d6uqwT79mN+oPKL7w36HqNpSBZKwOQtt0vm+RIAiCkHaqqqra/Fdba1T9POWUUzj11FMBuO+++7j99ttZu3ZtaByfz8eCBQu49957Ofzww0PBrGBkqlFVlZqaGm644YaQu4zP52PmzJlcfPHFbQb97gkUReGBBx7A4XCwdetWJkyYwHvvvRcKEgbDzeett95i4sSJ3HfffVH9L7/8ckpKSvB6vVx66aV88cUXobiThQsXMnHixLTGoZjxFR9++CErV66MOtaSyy+/nN69e+P3+7n00kuZO3duyLqzfPlyLr74YjZt2oTdbue2225LSo6bb76ZsrIyysrKOnA3XZxgU3jxr6hYmrbgWvssircCxbMTx5Z3cG5+C1vlD7jWv4hz01tkrHoCS+NGUG14S04lUHAogW6H4+9+dMhtprOheo3A9HRkOtJbWgZ0DUvTJmN8UQbShsQMCIIgdAHacwkZPnw4H3/8MQCPP/44v//973nnnXd46aWXeOmll8jIyMBut1NXVxflPhQZhNq/f39++9vf8uSTT/LBBx/wwQcfkJOTg9vtxu/307t3b2677Tauv/763XOTCXLwwQfzwgsvcN1117Fp0yauueYaLBYLOTk5eDyeKMXArGZskp2dzXPPPcdFF13E5s2bmThxIi6XC1VVaWxsJCsriwcffDCUz7+jnHvuudx7770hC0xxcTEnnHBCzLZZWVk8//zzXHLJJZSXl3PZZZfhdDqx2WyhVLAOh4PHHnuMESNGpEU+IXFUr2GF0u15+IqOx7HlHZRAI9a65ajeKiz1rS1NJr7uR6M7Uy8AtidRvEZckNZBFyFjjGbLgL/BqGhctwrFV4tucRBMMDhZaB+xDAiCIAhRuFwunnrqKd58803OO+88+vTpg6ZpNDY2UlhYyJgxY7jrrrv46quvWu0U//GPf+TRRx/l4IMPxul04vf76du3LzfccAOzZs0K5f/f2xx33HF89dVX3HHHHRxxxBFkZ2dTV1eHqqoMHjyYiy66iOeff56//e1vrfoedNBBfPzxx1x88cUUFxcTDAbJzs7mggsu4KOPPuLggw9Om5wFBQWccsopofcXXHBBm9mWhg4dyqeffsrvf/97RowYgcViwefz0bdvXy677DLmzp3LhAkT0iafkDiqz1AGNEc3gtkD8ZWcbBxv2oYS4ROv27LwFR0X5WITyBu5Z4XtAGqzMtDReAEALC705qJqiq8WW8V8APzdjuxwsTUhjKJ3mrx6nZNdu3bh9/v3thj7NJHpB+Xrljoyj+lD5jI9yDymD5nL9NCZ59G+fQ7W6sX4ux2Ov+g4FG8VrnXPG1WEdR10Dd2eh7f0dDRXMYq3Cse29wjkH9yhzD6pktJc6jquNU+jBNx4+l6SlurAzg0vo7p34Cs6DvvOz2MWMktHbY+ujLgJCYIgCIIg7GYUb9gyAIY/vG51oQSa3dIUFXf/K0JBwbqjAE+/y/eKrKmiBBqN+1GU0H12FM2Wh+regbVumfHeWRy7kJmQMuImJAiCIAiCsJtR/TVAOCjWqMIb3tHWHAWdMjtQTPQg9h1zsZfPjqrVEooXsBeAakvPpey5AKgeIzBZsgiln06hWs2aNYuZM2dSU1NDz549mTRpUiidWiyWLVvG1KlT2bJlC/n5+Zx55pmMHz8+ZtuvvvqKRx99lMMOOyzp7AmCIAiCIAgdRgugBBqNl7a80GF/3kFY6o1sXbq6e33gFV8tloY1BPJHgdKBKt+BJhzbPw4FPPu7HWYUByMcL6A5CjsqbgjdFl1LQbIIpZ+9roLOnz+fF154gXPPPZcpU6YwbNgw7rvvPioqKmK237lzJ/fffz/Dhg1jypQpnHPOOTz//PN88803rdru2rWLl156qU3FQhAEQRAEYXeiBOqMHXTVCpZwQT4tq1/Irz6YPXD3CaDruNa/gH3HZ1hrlqQ+jubHteGVqMxHir8u9Fr1pDF42LykLTf8RlEJuiS9bbrZ68rAe++9x9ixYxk3blzIKlBYWMjs2bNjtp89ezaFhYVMmjSJnj17Mm7cOE488UTefffdqHaapvHYY49x4YUXUlS0b6TjEgRBEARh/0PxGXU8NFtuq9z7nt4X4C07g0DeQbvt+paGtaEaB5aG9amPU7cSxV+Hbs0MZflRmyspK74aLI3rANCcySkDir8O19rnsG/7qFUhNtNNCCCQfxBYY1c3F1Jnr7oJBQIB1q1bx9lnnx11fOTIkaHiKi1ZvXo1I0dGp9gaNWoUn376KYFAAKvVuKXp06eTk5PD2LFjWb58ebuy+P3+qKxBiqLgcrlQFCUqj7aQPOb8yTx2DJnH9CFzmR5kHtOHzGV66KzzaAnUoShGjYFWslkcaLlD2J0S26q+D+kgqr8mofmJNZe2miUoCvgLDkHx12GrWYwaqENRFOw7P0PVfAQzytCy+iX1GdiqF6D6a1D9NVi8O/H1GIuW2av5ZA66qwdoPvzdx3S6z3Z/YK8qA2bxmtzc3Kjjubm51NTUxOxTU1MTs30wGKS+vp78/HxWrFjB3Llz+fvf/56wLDNmzGD69Omh9/369WPKlCkUFqbP762rU1zc8RRjgsxjOpG5TA8yj+lD5jI9dLZ51AJL0RuyUXr0Qy0p2aPX1j2VaJvrISu7+UiAvO75KNbEYhTMudR9dWibGyA7F3XoyegVC9ED61CyrKglJQR3eCArG3XY+SjZibvy6EEf2raNEfJ5oPYT1N6TUew5RpuSP4CuoagdiHUQ4tIpAohjaXltaX4tz5n5bxVFwe128/jjj3PNNdeQk5OTsAznnHNOVCEW8xoVFRVSZ6CDKIpCcXEx27dv73R5n/clZB7Th8xlepB5TB8yl+mhs86jffs6rA31+DKDBMrL9+i1bTu/wNZQTzCrP4q3CtVfg2fDIrTMPm32azmXauMmnA31aPZ8PBV1WGp9OBrqCWob8Dq34arejqIHcVc1oTckfo+WutU4aivQ7Hl4+lyMY8sMLA3lBBc8h6/HOPQEXI5K9rCCtb+xV5WBnJwcVFVtZQWora1ttftvkpeX16p9XV0dFouFrKwstmzZwq5du5gyZUrovPmDMHHiRB555JGYOwY2Xrl3HQABAABJREFUmw2brXUaLF3XO9UPyr6MzGV6kHlMHzKX6UHmMX3IXKaHzjaPiq8GXQfNmrNn5dKDWGqWouvgzxmOpX41iq8Gxb0dPaN3YkM0z6XirTLuwZaPruto1mx03YiH0INe0ILogGZxRaUbbRe/MTdBRw90iwtvj5NwbXgFtXELznVTCeSPwlc8LrX7FxJiryoDVquV/v37s2TJEo444ojQ8SVLlnD44YfH7DNo0CB+/PHHqGOLFy+mf//+WK1WSktL+cc//hF1/vXXX8fj8YSCkwVBEARBEPYImg/Va2RITFchrkSx1K9GCTSiWzMJZg9E8ddC3cpQ1p9kUHzVAGj2PAD05iw/RqGxBqORaku6voDib2gez3AT0p1FuPteiq3yG6z1q7FWL8KfPwp9D89dV2KvZxOaMGECn3zyCXPnzmXLli288MILVFRUcPLJJwPw6quv8sQTT4Tajx8/noqKilCdgblz5zJ37lzOOOMMAOx2O7179476l5mZidPppHfv3qEAY0EQBEEQhN2F4q8z3HKatoKuoduy0SNqDKQdXTP+mQQase2ab7zMGwmKBb05/7+lcR22HZ9Bc+0DdB3VvR30YNzh1WZlwCyaplszjSJpuobq2WkcsySf6UcN1DWPlx06pju74ys7g2BWf4BQ9WFh97DXV8ZHH3009fX1vPXWW1RXV9OrVy/uuOMOunc3fMSqq6ujag4UFRVxxx13MHXqVGbNmkV+fj5XXHEFo0eP3lu3IAiCIAiCEEbXcG58DSXQRDDDCKYNZvZplVY0KTQfKLbYYwTdODe9iRJowFd0IsHcYTjKZ6P6qtFt2fjzRxlDNOf/V4I+bFU/onp3obmK0S0Z2Hd8RjCrH96e58S8htJcQVmLrKDsKED1VKC6jRgB3ZqR9G21tAxEEsgZhqV+Ldba5fgLj+nY/Alx2evKAMApp5zCKaecEvPc5MmTWx0bPnx4VExAe8QaQxAEQRAEYXegenaEFrmWxs0ABDN6pTye4qvBtf4FAtmD8ZWe1uq8Y9tHIdcfR/lHuDPKUN3bAPCWng7Ni3TdmhXVz9K4CUvjpvD7hvVYGtYQzB5ktNd1rNWLwFeL6qsxjpnKAKA5ilA9FVg8zcqAJVoZsNStwFbxNb6SU0PF1Vrdm7+1ZcAkmDUAVCuKvx7FVxmybAjpZa+7CQmCIAiCIOxPRC6wwXCpCWb2S3k8a80S0IJYa5dHBeeq7u1Y6lZgaVgX3jXXNSyNG1CCHgA0Z0Th1QR21m2V34bfVC7Bvn0OtsrvDVcniz1q0W4WF1Pd241Lt3ATsm//GNVbhXPDK7GDivUgSrDJGCuGZQDVGqo4bGnc2K7sQmp0CsuAIAiCIAjC/oLaZCxc/YVHEszqj+YoAjVNS66g29jpDzTi3PQ6aIaffzCrP7olA2vNT1jqVgGg27JaBfT6io7DvvPz+LK7d6D4qrF4dqA1fmOMnT0Q3ZZNMLNvlEKhOQxFw9K4AR0VveDQqLGUiGrCatOWcCEx87y/wVASFBUssV2Mgpl9sDRuxNK0mUCL8YX0IMqAIAiCIAhCutA1LM0uOoGcYWnJgqOYgb6A6q1Es2YY1gctHPAbyB4csgaYu+hajIDlQMGhBHOG4Frzn1bnNFcxqns79u2fYG0yCoFp9nzD1SiGMmPGIKD5sXh3GdmKQid9UQHNlqaNrZWBQES8QByrhdbsXqU2bTbGC3pQNG+Uu5LQMcRNSBAEQRAEIU0ogUZjka6oaVuwmv76xutKACxNYVck3eIwLBCRLkEQ+/qKim7LwVv6i1anAnkjjbFNlxxHLp4+F8W3alhdaI5uKJpRnFX1VkbIWR192eYYiuhjxn1pMeIFTDRnEbrFgRL0oXp24Nw0Dde6F1CaMxgJHUeUAUEQBKHTcvPNN1NWVsbNN9/c6tz5559PWVkZDz300J4XbDezL97bQw89RFlZGeeff/7eFmWvEg6IzTLcX9IyZnjH3dK4AYLeUFyCr8eJePpeDBYnWosAW7MmQCyCOcNpGnSdkSK0mUBzKk8TteS4UPBxPLy9ziPYvONv1lMAULxV0ffQnEI0EotnhyFnCyUmuqOK5ioFjHgG1VsFuoZ9x6fJFTcT4iLKgCAIwn6KuThr+a9///4ceuihTJo0iZkzZ3aqSq17k9raWh566CEeeughamtr2+/QyTjmmGMoKyvj8ssvT7jP1q1b6dmzJ2VlZfz73//ejdJ1HZRAPQCaLSc9A2q+KDchS/1aMlY9YSgdikog7wB0e0HzSSeaM6wQtFnXQFHA6sJbdga6xY6v5BSwZkb1JzuBKsW6H92SCagomhfFZygBavP/ZirSWJYBM/BYc8bONGSimUHE9WtDxyxNW0IZk4SOIcqAIAhCF6B79+6hf4qisH37dj7++GN++9vfcvnll+P1eve2iElTWlrKgAEDKCgoSMt4dXV1/POf/+Sf//wndXWtdzE7OxMnTgTgs88+Y8eOHQn1mTZtGrquY7PZuvyOfrpQ/IYy0DKNZ8rj+SIU0xaWBl/RsaDao455S89At+U076i3vcgG0DLKcA++gUDeAcZ7e8Tfk7P9VJ72nV+AohLMHoBuyTAW7LoeslxomYZCoQbqonfytQCqaRloR06zVkOoa3MchrX253blE9pHlAFBEIQuwKJFi0L/Vq9ezdy5cznuuOMAmDt3Ln//+9/3soTJ89hjj/H5559zxRVX7G1ROgUXXHABVquVYDDI9OnT222v6zpvvvkmACeffDLdunU80FUAtdkyEKuIVlLoQaxVP2JpXA8YC2Z330tw9/8VvqJj8ZZNIFBwWOtujgLc/a/APeDXhlKQJP7CMegWO/6Cw1BC6Up10Pw417+EY+O08KI+6MbSYOzWe0tOBcBavxpr9QJj11614s8/xGirBaE5wBlA9e4y0pVaXe1WZtacPUJxC/6CQ/EVn2Rcq24FlvrVSd+jEI0oA4IgCF0MVVUZMmQIzz//PH379gXg5ZdfJhAItN1R6NT06NGDE088ETB2/Nvjq6++YtMmY/fWtCoIHSdkGeigm5C16kfsOz4zdt4xFsS6swjdUUig2xEEc4bE76xajbSiKaA7CnAPuh5/jxPQg14cG14lY9WjZKx8DNWz03DPadyA4qvFVr0IdB3N0S2U9lN1l2Pf9SVgpDHVHQWhuAQ1Im5AbdrSfF/F7dc/UG14ep6Dt2wC/qLj0Vxl6PY80Pw4tsxM6T6FMKIMCIIgdFGcTicTJkwAoKGhgTVr1gCwefPmUHzB5s2b2bBhA7fddhujR4+mX79+HHnkka3G+uijj7jyyis55JBD6Nu3L8OHD+fcc8/lxRdfxO/3tynH//73P8466ywGDx7M0KFDmTBhAi+//HK7sQyJBNmuXr2aP/7xj5xwwgkMHjyYQYMGceyxx/Lb3/6W999/H03TQmONHj061G/06NFRcRaxXGiCwSDTpk3j4osv5qCDDqJv374ceOCBXHzxxbzzzjttyh8MBnn++ec55ZRTGDhwIMOHD+eEE07gvffea/Oe2+Oiiy4CYO3atXz//fdttjUVhuLiYk444YSocx988AGXX3556L4OOuggLr/8cj788MMOydcViAog7gCWxg1R74Oukg6NlxTm4rxyqZEmNSKFKYBz8/9wrXsO2675hmyZfdFtWWimO48WMOIZcoYDhBQT1V2OtXoxBD1GobTmvomgZfY2FCBFAUXBH8MqIqSG1BkQBEHowpSUhBcY9fX1rc7/8MMP/N///R+NjY24XC6s1ujHRkNDA5dffjlz5swJHcvOzqauro5vv/2Wb7/9lunTp/Piiy+Sl5cX1VfXdX7/+9+HFqWKopCbm8vixYtZuHAh8+fPx26P9odOhieffJIHHnggtOB3Op1YrVbWrVvHunXrmDlzJsuWLSM3N5e8vDwKCgqoqjKCHgsKCrBYLKGxWsq+a9currjiChYuXBg6lpOTQ1VVFfPmzWPevHm8/fbb/Pvf/251D16vlyuvvJLPPvsMMCw1drudzz//nHnz5jF58uSU73ncuHEUFRWxc+dOpk2bxuGHHx6zXX19PR988AEAF154YehefT4fN910EzNnzgzJZt7XJ598wieffMLZZ5/NI488gs1mizl2V8fMnd/RAGJF80W91/akMtCMXrm4jZNhZTeY1RcAf+4BOJq2GsdcpWBxGE2t2cAO7Ns/ATCqJrub22UNSEm2QO4IbBVfoQTcKfUXwohlQBAEoQuzZcuW0Ov8/NY5yf/v//6PwYMH88EHH7BmzRpWr17Nq6++Gjp/2WWXMWfOHPr27cuTTz7JypUrWbFiBWvWrOH555+nT58+/Pjjj/z+979vNfZ///vfkCJwxRVXsGTJEn7++Wd+/vlnfv/73zNz5kxmz56d0n1NnTqV++67D03TGD9+PLNmzWLt2rWsXLmSpUuX8tprr3HmmWeiqsZj8Nlnnw0tjsHYGY+Ms3j22WdD53w+H5MmTWLhwoUceOCBvPjii6xZs4bly5ezevVqHnnkEQoLC5k9ezb33ntvK9nuv/9+PvvsMxRF4bbbbmPZsmUsX76c7du386tf/Yonn3ySn39OLTDSarWGrBjvvvsuTU1NMdu9/fbbeDweFEXhl7/8Zej4Aw88wMyZM1EUhZtvvpmlS5fy888/89NPP3HDDTeE+j744IMpybffE/SiBIw571DMgB5E9eyKPmTbs0W2FF8tev0mdBTc/a8gmNmLQN6BeEtPRXOVEMzqSyBnCMHsAaHCYJGuS1pE0G/LlKeWpi2Ge5GzEN2em5qAqhVvz3Px9Tgxtf5CCLEMCIKw76HroLftetImioIe9DVXyOwkaTUVW/t+s2mmvr6eGTNmAMbOd//+/Vu1yc/PZ9q0aWRmhnORDxhg7OTNmTOHt99+m6KiIqZPnx5lZXA6nYwfP54DDjiA448/no8++oilS5dywAFGxhKPx8M///lPAM477zz+3//7f6G+OTk53HLLLXi9Xp544omk76umpob77rsPgLPOOosnn3wyHAjZfE/HHXdcKIA6WV599VUWLVrEkCFDmD59OllZYXeQjIwMLrjgAoYMGcJpp53Giy++yA033EBhobEY2r59O88//zwAN910EzfddFOob1FREffffz+1tbW8/fbbKckG8Mtf/pKnnnqKhoYG3n333ajFvomphI0ePToUN1JeXs5zzz0HwOTJk/nDH/4Qap+Xl8ftt9+O1+vlmWee4ZlnnuGqq66iR48eKcu5P6G6t6NbHKGiW7o9Dyyu1MfzVkRV7w3kDk/u9yHQhBJsQne0nw0orgzNaTs1VzG6owBv7wtD54K5w+N0suEtOx1r3Ur8zTEEAP6Cw9Achej2PGyV32KpWx063hE0V3FCGZOEthFlQBCEfQ/dT8bKx1Puriigbc0mo6G+0+gCTUNuACV1l5hkqK2tZcmSJdx3331s327k+b766qtDu+SRXHHFFVGKQCSmheC8886LUgQiKS0t5eijj2bOnDnMmzcvpAx8/vnn1NTUAPC73/0uZt/Jkyfz7LPP4vF4Yp6Px/vvv09DQwM2m42//OUvUYpAOjDv+/LLL49SBCIZOXIkQ4YMYcWKFXz11VecddZZIdkCgQBOp5Nrr702Zt9bbrmlQ8rAwIEDOfzww/n+++954403WikDq1atCrk3mTEGYFhDTNmuv/76mGPfdNNNTJ06Fa/Xy/vvv8+VV16Zspz7C4qvCueGV9AtdoI5wwAIZvbp0JimVSCY2Qtfj5OSCwbWdZyb3kD1VePu/yt0Wx5KoMEI4lUs7fcPyWAWBEtO4QvmDCWYMzT6oMURshr4ik7EZnERyB6ElmC8gLB7EWVAEAShC1BWVhb33LnnnsuNN94Y89xhh8Xfufvuu+8AeOWVV9pMZWnGIkS6JC1ebPgil5aW0q9fv5j9cnJyOPDAA9sNhG3JDz/8AMCBBx6Y9p3rhoYGli9fDsCDDz7II488Eretqexs3bo1dMy874MOOojs7NhuJAMGDKC4uDikqKXCRRddxPfff88333zD+vXro+b49ddfB4z5Pe2005KSLS8vj5EjR/L999+H2nd1zEJYStBnBMfScWXALNylOwrRHcnV0VAbN4QsFKq7HEvl91hrlqJb7ATyD0ZzFhPM6t9udWTVuwuUdqoDp4Buy8ZXfHJaxxQ6higDgiDseyg2Yyc91e6KQk5xCU3byztP9V1l9wZjdu/ePfTabrdTUFDAAQccwDnnnMOYMWPi9jPdW1ri9/tDwbaJFuhyu8OBfhUVFYCRyaYt4lkc2mLXLmNXtWfPnkn3bY+dO3eGApLNxX57RN53ZaWxSEvkvjuiDJxxxhn8+c9/pqGhgWnTpnH77bcDEAgE+N///gcYLlQuV9iVJRnZItt3dSxNm6IPKCrBZh/6VFH9NQBo7eTfj4WtJqykWdzbsdYZyqsS9GGr+BYAX48TQqlAY6LrqJ6d4LKiO9KrDAidD1EGBEHY91CUjrnUKAqKxW5U7uwsysBuZtGiRSn1i8yoE0kwGE41+PTTT3PmmWemNH66XXh299imIgBGgO4hhxyS0ji7877BiF0488wzefXVV5k+fTq33XYbqqryySefhJSlSBehVGTb3fewT6D5jWDYCAK5w8Hi7NCwiq8GaI49SJSAG9VXFUrZCWCtXtQ8Ti7+/EOw7/i0+fhiAvmHxI1DUAINKEE3KLmtgn+F/Q/JJiQIgiAkjdPpJCfHSJ24YsWKpPubFofy8vI226WyO15UZOxkbt68Oem+7RFpKUnlvs0qv7vjvltiFhIrLy9n3rx5QNhFaNiwYRx00EExZdu2bVub45qyFxQk576yP6K6txs59SPwFx7dsUF1HbVZGdASVQZ0HdfGV3BufB10Hd0aHbwcyB5MoOAQw6Kq2lB91ahNG+MOpzY2n3N1D1X+FfZfRBkQBEEQUsLMYf/uu+9G7ZgngrkQ3bZtGxs2bIjZpr6+niVLliQtlxnnsGTJEnbs2JFwv8gA6njuY3l5eQwePBiAd955J2nZzPtevHgxDQ0NMdusW7euXWUhEQ499NCQrK+//jq7du1i7ty5QOyKw6ZsS5Ysiev6ZQafA4waNarDMu7rqB5DaQtmD8TT+3w8fS/uWEpRgGATaH4j65ktsbSbir8WxVcbeu8vjHb9CzQHNqPaDcsF4Nj2IYpnZ8zxbDU/GeMWjEhWemEfRJQBQRAEISUuueQSwFi8Pv300222bWpqwucLF1E69thjQ4W84gXhPvXUU0lnEgKYMGEC2dnZBAIB7r777oTjQiIzA7UVB2He95dfftmuQlBdXR31/rTTTsNqteLxePj3v/8ds8/DDz+ckLyJYC76P/74Y5599lkCgQB2u51zzz23VdtI2Z588smY4z3++ON4vV5sNltU8HFXJaQMuErQMvukpTCYaRXQbTkJZ/9RveGaBIH8UQTyDgy911yl6M5wzJCv+7FoziKUQBOuDa+gNkZb0BRvBap7G7qiohQe3IE7EfYVRBkQBEEQUuIXv/gF55xzDgD33Xcft99+O2vXrg2d9/l8LFiwgHvvvZcjjjgiFDQM4HK5Qjn233zzTf785z+HApLr6+t5+OGHefzxx8nNTb4gUU5ODnfeeScAM2fO5KqrrmLp0qWh8zU1NcyZM4crrrgiqupybm5uKHh22rRpBALR7h8ml112GQcfbCySbrzxRqZMmRKVMcjtdjN//nzuvPPOVsHZJSUl/OpXvwIMJejxxx8PWQh27drFH//4R/73v/+FXLA6yvnnn4/NZsPr9fLUU08BMH78+JguPiUlJVx11VWAUb35H//4B7W1xm5zbW0tf//730NK329+85ukMjXNnz+fsrIyysrKQjUO9gcsbkMZ0JxpyHWvGbVTVJ8RmJ1o8LDiqw3FCQTyDsBXPA4UFX/haDRnId6y01sI7cDT63yCmb1A17DWLo06ba1dBkAwqz+KvYNWDmGfQBzBBEEQhJR5+eWXufjii3nnnXd46aWXeOmll8jIyMBut1NXVxflPtQy4PTqq69m6dKlvPXWWzz33HM8//zz5OTkUF9fTzAY5KyzzsJut/Pmm28mLddll11GTU0Nf//735k1axazZs3C6XRitVqj3HNaujdddtllPPjgg/z3v//llVdeoVu3bqiqyiGHHBJaCDscDl588UWuvfZavvrqKx577DEee+wxsrOzUVWVurq6kDXCam39mP3jH//IqlWr+OKLL3jggQd48MEHyc7Opra2Fl3XmTx5MgsWLODrr79O+r5b0q1bN04++WQ++OCD0L3GCxwGuP3229m2bRvvvvsuDz/8MI8++ig5OTlRn+XZZ58dVZCsyxJoQvEbFqSOpt+01izBXv4xvuKTsFUaGX8SKqYVdOPc8BJK0Gv0iQj29Xcfg797nExhVheB/IOxNG4OKR8A6DrWupXG0KZrkbDfI5YBQRAEIWUyMjJ4+umnefPNNznvvPPo06cPmqbR2NhIYWEhY8aM4a677uLLL79slSZUVVUee+wxHn30UQ455BCcTieBQIADDzyQBx54IK6rSqLccMMNfPzxx1xyySWhKru6rjNgwADOPvtsnn322Vb59G+88Ub++te/ctBBB2G1WikvL2fLli2hDDwmBQUFTJs2jeeff57TTz+d0tJSfD4fHo+H4uJixo4dy7333ss333zTSi6n08nLL7/MX//6V0aMGIHNZkPXdY499lj+/e9/88c//rFD992SyMV/aWlpm5WX7XY7//rXv/jPf/7D2LFjyc/Pp6Ghgfz8fMaOHcuzzz7Lk08+ic22e1Ph7gtYzAq9joKOZQ/SNWwVhuJn3z4HxV9vZP/pdkS7Xa11K0OKgCFL4kqJZjcCxlVvVSirmuopNxQc1WbUIhC6BIreaZJsd0527dqF3+/f22Ls0yiKQklJCeXlnSin+z6IzGP6kLlMDzKP6UPmMj3syXm07fwcW+X3BPIOxFcyPuVxLPWrcWyZGXXMW3YGwZzB8TtpPpzrX0b1RcSkqDaaBv4mccVED5Kx8jHQNfyFRxqpRyu/wVq1kEDuMPxlp+8z38nS0tK9LcI+TadwE5o1axYzZ86kpqaGnj17MmnSJIYNi2+eWrZsGVOnTmXLli3k5+dz5plnMn58+A/x22+/ZcaMGWzfvp1gMEhxcTFnnHFGm7shgiAIgiAIiWLWFwhmxK/unQjW6oWtjgWzB7Z97cZNYUVAteDpdQG6ak/OQqFY0Oz5qN5KbBXforq3o3qNuJ5gzpDExxH2eRJSBsz8xIly/PHHJ9x2/vz5vPDCC1x99dUMGTKEOXPmcN999/Hwww/HrHy5c+dO7r//fsaNG8cNN9zAypUrefbZZ8nJyWH06NGAkRHi3HPPpbS0FKvVyoIFC3jqqafIycmRVGiCIAiCIHQMzYfqMdLWaq7UKl1bq37EvuMz442i4O92JLaKb/D1OAGUtr24LY3rAdCtLrxlZ6KlqpBE1BCwNNcW0C1Ogpl9kZJyXYeElAEzA0GiJKMMvPfee4wdO5Zx48YBMGnSJBYvXszs2bO5+OKLW7WfPXs2hYWFTJo0CTDKza9du5Z33303pAyMGBGdF/e0005j3rx5rFixQpQBQRAEQRA6hKVxE+gaui3LSAGaDLqOpX51WBEAglkD8BceTSDvIHRrZvv9GzYA4Cs5BS0jNWUEIJA9BLs7uhZHIH9kwilNhf2DhJSBJ554YrdcPBAIsG7dOs4+++yo4yNHjmTlypUx+6xevZqRI0dGHRs1ahSffvopgUCgVeYGXddZunQp27ZtC+WGjoXf74+KDVAUBZfLhaIoUnK9g5jzJ/PYMWQe04fMZXqQeUwfMpfpYU/No616AYoCgZyhKGpyuVhs2+dgq1mMufUedJXiLzrGGMee3e6OvOKtQA3UoasWtMzeHbrXYMHB+GzZaK4SrFU/oLnKCOYMjVr7yHdy/ychZaB79+7tN0oBM1VZyzzSubm51NTUxOxTU1MTs30wGKS+vp78/HzAKHBzzTXXEAgEUFWVq666qpUSEcmMGTOYPn166H2/fv2YMmVKTFclITXM/N1Cx5B5TB8yl+lB5jF9yFymh3TPo65rUL0CPdAEtavR1RrIzkUddhqKI/FaGHrQj7ZtC2Rlo+T0QxlwAYotIylZtI0L0bOyUfKHkVfWJ8k7iUVv478+sWM15Tu5/5NyALHb7WbVqlXU19eTk5PDoEGDcLlcKY0VS+tsSxNtec6Mco887nQ6efDBB/F4PPz000+8+OKL9OjRo5ULkck555zDhAkTWl2joqJCsgl1EEVRKC4uZvv27Z0+I0FnRuYxfchcpgeZx/Qhc5kedtc8Wmp+wlE+K+qYv9sR+KuagKbEx6lfg6O2Es2WgyfnZKioBWoTF0Tz4Vr/JYrmxZPfG628PPG+SbIvfSdbpi0WkiMlZWDmzJlMnz4drzec29bhcHDhhRdGLajbIycnB1VVW1kBamtr41adzMvLa9W+rq4Oi8USVUpeVdWQNtu3b1+2bt3K22+/HVcZsNlsMfMm67re6f8I9hVkLtODzGP6kLlMDzKP6UPmMj2kex7Vhg1mKn783Q4nkDsC3dEtlJ8/4XFqV6DrRoyAbgiaVH9Lw0YIetFsOQQzeifdPxXkO7n/k7QyMG/ePF555RVGjRrFCSecQH5+PtXV1cybN4+XXnqJnJychFN4Wq1W+vfvz5IlSzjiiHBxjSVLlnD44YfH7DNo0CB+/PHHqGOLFy+mf//+MSs9mui6Ljv8giAIgiAkh65jcW8FwNP7ArTM3kkPofiqsFV8i7VuBWAE7qaCpWEdgFEQTHz5hTSRtDLw/vvvM2bMGG688cao40cddRSPPfYY77//flL5/CdMmMDjjz9O//79GTx4MHPmzKGiooKTTz4ZgFdffZWqqiquv/56AMaPH8+sWbOYOnUq48aNY9WqVcydO5ebbropNOaMGTMYMGAAPXr0IBAIsHDhQj7//HOuvvrqZG9XEARBEIQujOKvRfE3gKKiuRJ0R9F1bDvnoQQa8Bcdj3Pj6ygBNwD+wiOSTwWq61hrl2Kt+QmAYFa/5PoLQhskrQxs3bo1ZspPgOOOO44HH3wwqfGOPvpo6uvreeutt6iurqZXr17ccccdoaDl6upqKioqQu2Lioq44447mDp1KrNmzSI/P58rrrgilFYUwOv18uyzz1JZWYndbqesrIwbbriBo48+OtnbFQRBEAShC6M2WwU0Zw9QW7sTx8JSvxpbleHFYK0zsiPqFju+HmMJ5gxPXoamTdjLZze/sRDM6JX0GIIQj6SVAbvdTkNDQ8xzDQ0N2O32pIU45ZRTOOWUU2Kemzx5cqtjw4cPZ8qUKXHHmzhxIhMnTkxaDkEQBEEQhEgsTYYyEGwnn7/iq8ax9T2UYBNK0NPipIq357kpFwczC5wB+AsOT1gpsVYvwtKwDm/pqWCJSPKi6xD0gAKKvwHdUZBybQFrzVIUXxX+7seK69I+StLKwLBhw3jzzTcZPnw4BQUFoeM1NTVMnz6dYcNip6YSBEEQBEHoTFhql2GtX4Wv+7FGQHAMQpYBV2n8gYJunBunoQQaQ4c0VzH+bkegeisJZPVHdxalLKfq2QWAv/sx+AuPTKxP01bs2z8BwFa9CH/hUQAovhrs2z82CqdpAUBD9VUTyBuBr+gEtMzE05Wqnh3Ym7MsBTP7tOqrNqzHVvUDvuKT0O35CY8r7FkSUgbq6urIyTEq7E2cOJE//elP3HjjjRxwwAGhAOKff/4Zi8XCrbfeulsFFgRBEARh/0Nt2oqlaRP+vIPAmlzu/XhYqxZgq16IZs/D2/Pc6J1rXce+6wsUfwOu+rW4B1yBbi+IHiDQhOqtAiDYxq6+rWohSqAR3ZaNv9uRaLYctMy+oCgEswd1+D5Ur6EMaM7E6z7Zd34elm/XfNSmzfgLDsdRPgsl0Ijq2YWlYXXENSpAC+Lpf0XCO/y2iCrKlsYN0cqA5se5+X+GLOWz8RcebchvcSZ8D8KeISFl4JprruGwww5j7NixjBo1ivvvv5833niDn3/+mYaGBrKysjj88MM5//zzKS1tQ3MWBEEQBEGIgX37x6jeSmy75uMtPY1gbsc8DRRfLfYdnwJg8dWg+KujFvuhwOBmrHUrQ7vnJmYWIc3RLdrNJhLNh7V6IQC+ouMJ5qSWKSguWgDVV90sRwtlQNex1C0DxUYwZ3BEHz+qZ3tUU0vjZiyNm5vH6UYwoyeaI98Yw7MDtWkTqmcHlsb1RraidlDd5ViatoTe2yp/wFq/BnefiWDNDMVMAFiatmDZ9AaoFrylp6dFQRLSR0LKwFFHHcX333/Pd999R35+PieccAITJ06UqnSCIAiCICSO5sO2az6oFvyFx4R3oIMeVG9lqJlj2wd4FUv0AjdJLE2bo96r3kqCEcpA5EIWQG3aDEQrA6p7myF2G1YBS+MmlKAH3ZazWxa5iq8KdA3d4kS3ZkWds+2cZyy6FQW380os9atQPbuMrEe6hm7NxN/tcOy7vmx2CQLd4sTT+0KcW94GxQpKczyEHkD1VmCtWtBaGQh6QbVGxRVYa5YYp7L6YmnY0CxrDda6lQQzemGr+Lr1zWhB7Ns/xp3RM75yJexxElIGbrzxRpqamvjyyy/57LPPmDFjBjNmzGD48OGceOKJjB49OqXAYUEQBEEQugi6hnPTm6huY8c6kDM85KevenYaTWxZBLMGYK1ejH3HXNyZfcDiMPpr/oQDZ8HIwBP13rPLWKw3KyTmznUweyCW+jVY3NtQ/A0oviq0jF6gKCFZg85wSlHFX4duyTAWx0Tk/s8eAIqa7Ky0TdAdUmo0Z/co9x3VXR7efdd1HFveDilU6s55aNYctKz+BAoOJVBwKJaapdhqFuErPhmsGSj+GgDc/S7D4t6KY+sHWBrXY2nciOKtANMlKdCIa+1/0a2ZeHpfCNZM0Pyhmgn+bqNBsWKpXxOaD0vDOtA1gtkD8BafjLV2GcHswTi2zED1VmLf+QW+kvGpz4seDCkmauNGQLxSOkLCAcQZGRmMHz+e8ePHs2XLFubOncuXX37Jk08+yX//+1/GjBnDiSeeyMCBA3envIIgCIIg7IOonp2hxTWApWEtAXs+KGooW47mKsFXdAKWxg0ovlos9asJ5h1gKAfb5+AtO51gztD412jagu51Ga4vjYYyEMzqj6VhXcjv3rH1PSwN60N9/AWHorrLUQKNuNb82zjW7XD83Y/BEpKrODS+c9MbBHJH4Cs5BfRgaFEczOybpplqvpfGjTg3vxWqMhzMGhB13lq9uLmh1XAlMhUBzw4sDWtRXKX4XeNC7YN5BxDMOwAApXEz1upFaBm90e15aHrQsDyoDkNZqvwBf9mpAFjq16IEvShBL671L6GrDsNCoQXQbdlorlK8ZWeieCtwrX8RS+PG0DV9RSeANZNAN6OQrK/4JJyb3sBa8xPB7IEJuSNFovhqcWydiRJswtPnInRbDrbKb2HQUe13FuKSdDYhgJ49e3L55Zdz6aWXsmDBAubOncunn37KnDlz6NWrF//4xz/SLacgCIIgCPswqjvaLce+8wts1Ytw9/sVFk850LwDr1oJZvbB6luC6q8hqPmxb59j9Nn1Je44yoDauBnn5jfQaouwB7Kb8/sH8HU73Nitrl+DtfI7LHUrUII+fKWnojm7o2X0JJg9AGv1ktBYtqof0OyFIWuEGWtgL59tFACrWYqv+7G41r/Q3Cb9uf/tu74IKQIAwSxjs1XxVaP6qrHWG0qIp9f5oXiLoKsstOOveCsI2iIy+Oh6yLLg3Po+qrcS3ZYLqt2IRVBUNEc3bFU/YGnaipbZBy3fiaVhbXiOvRWh+Ah/weFRlZB1Z3c0e344vsFVim7Pi7onLaMn/vxDsFX9iH3Hp4blJ9GUproesiwA2HZ+ga94XCj1q5A6KSkDJqqqcthhhzFw4EBmzpzJ+++/z+bNm9vvKAiCIAhCl8JctAXyDwrtaiv+eqz1K1Gbd/E1p7EDr9lyjfO+WmNRbNLs9x4LW+W3xouAG2vNetSmTQQz+2Kv/KZ5IWzFUT4La/UiUCz4i45BCWSAruHrMY5A7ghjoV+9AGvdKmy75gEQdPYw3H+0AKq/Nny96oWhqsK+7scm5cLUHqp7O6o7XFtAc/VAt+ei+KpwrZsKumbIltkbzVWKp9/loPlRNL/hVqTa0B3dcOz4BI+zCGvNEmw1S/DnHUgwawBq0wZjYNOtSbUaC3k9iG7JwFK/kqzFd6Jt7InV1gcd8PS9CGvFt1jqV6MEGlACDa0qIfuKx+Lc9JbxMeTGLq7m73401roVRnxB9WICBYckNCdKoDEqrsRatwLdmhmaCyF1UlYGNE3jhx9+4NNPP2XRokVomkbv3r0ZO3ZsOuUTBEEQBGFfR9dD+foDucPRVTu2yu8BsJd/DIDmLAwF6urWbABsNYsN15VmlEAjir8e3ZYdNbzirTDcUxQgoxiqtxF09URzloAOmiMPNdCA4jUW77olI+xmo/kIFByKbnFirV1BIPdAbFULsFcvJJA3MiSTpWFt1MLTVvENAL6i4wgUHJrO2cJa9QMAgZzBaK5Sgs0pO611q0IyaPZ8vKUTmnfmFbA4UDw7QFHxFxyB5shH9VbhWvd8WOaqBdiqFoSKokUYHoxdfG8lui0Ltb4WTbWjuytQ9Cy0rP5ozhIUPUggZyjWmp9Q0Alm9I6SW8vsi6fvRVgaNxFodklqhWrH3+0I7Ds+xVK/OmFlQPU2u2w5uqG5SrDWLI3KWCSkTtLKwObNm/n000/54osvqKurIyMjg3HjxjF27Fj690/O90sQBEEQhP0bYwd4EUrAjW6xozl7hBa4zk3TQ+2MCrbGTrVuM2obqY0bCWYPxld0HNa65aieXaie7QRbKAOWxg1Ac3zAAdcSbHwMtWFjyJ9e0Xx4y87AUrUIG5qRRQcM15PN/0Nt2mKM7a/F4ijEWr/KqNCrB4yKv7oWOzsOpD2DkOKvw1pv5P/3dzsyqliZpfm4r+hYAvkHt7JGmC46way++IpPxrl+KkrQa9yqNQMl0GS089cb11L0kPuQZu+GzfedkY3IloeuWg3FCiuenueC5mu2OtgJ5I8yYhhiWEM0V2nbBdoIx1dYPOVRwcBtYQaZa84e+AvHGG5gmr/dfkL7JKQMmJmEPv30U9atM6LmJZOQIAiCIAhtoXircG14EbQgYGaeMRZ+WkZPdIsDJehtXlyGNxR1Ww7oQVRfFUFdJ5g9GNVXbRTKqlth+M9HZNYxXZCCjh4ElzyOpXEjOuDrMQ57+SyUgBvH5reNsR3d8XU/hkD+KDKX/g1r3QojUFgPEsgZjrXyOzR7Iap3h5HtSLVjrfrB8LG3OAnkHRiyamiu4lZ+8R3C34RrzTMoQQ+BnMFRioDiqzEWxIpCIPeA0EJcbQ6G1rL6GWlIAc1egG7LxtvzHCwNa9GcPQhmDyRjxSOGq5UeABQ0aw5KoB7dloOu2lB8tQRdpVgUlUDeSBye1ejOXFAUQxExLSOKJRSQnQq6PR/d4kQJelA9O41UqO0QVgaK0G1ZeHqeiaVxU6vAaiF5ElIGfvOb3+D3+8nPz+fss8/mxBNPlBoDgiAIgiBEofjrDT/u5h1+W9UPIUUgmNU32p1GseAtOwvVX2MsbiPQrVmGK4uuGTvUmg/VvR0l0Ii1bhXBrOUETZ90XUdt3IDhD+RH91cAhttRIHc4lroVqL4q0HzhXXKnETCraD5DlOYdddWzE4tnJ4GcwQRdpSi+Opzr/out8hs0Zwm+4pPQ7AXYKr9Ht9jxlpyavskLuslY+69mC4SKr9toXGuewd/tcAL5B4fz+mf0CldoDrpDVX7dA68JWQZ0uxE4rGWURdVI8PY6G8eWdwlmD0Rt3AwWF4qv1nDbqvqxOSDYiq9kPBZfJQS2Ya1fi6VhPZYGI3Wov/AIbJU/GD78TVvQMnomf6+KguYqNbI8ubclqAw0uwk5exj/Z/Y1qjwLHSYhZWDUqFGh6sOqmuYcuoIgCIIg7POoTVtwbpyG5izEW3YGuurAWvszAJ4+E2MW7tIye6ERIwuPojTvXoNuy8VeMR/VuwvVV4mGbuStzx0Omh/75rdwbPsIzdUDS+MmdLWJYN4YPL0ngqLi7X2+MaS/AeeGl1Hd23BsegMUK7otG121ozmLsTRtRgnUAhqWpi1Glp4dc7FVftMsk41A1gBUfy2esgmovlpsFV8RzB7UZrrThNB8ODfPwFq7HFAIZvXDVmPENNi3zyWQOyKkDATyDw7PuSe8O2+pW47qbVaE7BFZhCIIZvRBc3ZHdQdDcQiqvwbVV4kS9KA5CvD0+5WhKAXdZK9ei1K/A2vld6hBw8UokDsSJejBWr0E+87P8fQ8G0UPhFy7Er7lZmXAWrfKCDZWnVHWnigCTSjNrk2tqjALHSYhZeDWW2/d3XIIgiAIgrAPYxbfUj0VODe9STCzH+gamqukzQq+MQm6jd18wFr7E5rL6K/Zu2Gt+Qn0IL6iE7Bv+xDXxlebF7ONRjYim9WoZ6BGL3F0WxbufpeRsfwhbJXfE8wehOYoNOSzFaBoXoIZvVCCbnTVgereFnKFCWb0QXOV4tz0Rmj3PXTfTZtxZw+Jv5CNg+KtwdK4nkDeCGyV36K6Df/5QO4BrQKkjSrHXqPKcYQ7lblbDmDf+blxnxY7WoR7USS2yq9R3dvRLU6COYOx1q0yinY1uxwFsweHMwxZM1C6jYBdP2NtWI/mLCKY0RPdnou/21FYa5ehusvJWP00KCqeXucktVMfyBnSfN/byFj1lFG7ofQXMduq3mYXIXt+uAidkDZkm18QBEEQhA6justDrxV/g7FoB/wFhyU9ln3HZ+iKFVQHmsNY2CqBRtB8oHmxVS8k55tfkbHyYWPBrlhCWYcUVUUNNOFc9wLWyu+iZfRVh1yDVO8urHXLDQuELcPIjKPaCeSMQMvoiRpoaK6QrBDIHQqKgm3Xl9DsahS614AbJSLlaCKoTVvJ+ukuMn++D9fqZ5prHGgEXcWhQl6RWOpXARB0FUdlNGrlt6+oeMvOAIuz9UV1DWuNYanxFZ9kuGwpCta6lVhrlgK0UiKUbiPRbLmh+wvmDjOGsmXhLT0dVEtobMfWdyHQmPAc6PY8vCWnhN5ba3+OUm4iiYwXENJPh+oMCIIgCIIgoGtYPEZ1YW/Ps7DvnIfiq0Gz5xPMHpjcWEEP1vqVaBm9cA+4Gkf5LMPf31eJ5jJ27lV/rRFToAXQ7LnGLr+9G7qzCHuGHcvWr1E95ai+GgJ5B4V2ky2NG1D8dcZ1tCBBVwm6vRvoOoq/Dt1ZiK/0FDRnCc5NrxPM6EUgezCe/lfi3PASNn8tNG0kmDWQYGZvFN2P6t5hZDhKIJBYadqKtXY5tuoFIeXJWvUDarARzVFEMLMXusWOp+dZ2Hd9ia3yWyyNGw13K8WC6t2J6q3A0/tCsGaGFs+BnKHo9lwCOcOaFZjWqE2bUQKNhlUge6BRayH/YGxVC0JtTMUrJG9OfzRXMZb6dQR1jUD24PDHlD0Qd9/LUAL12Hd+jurZhXPjNGORX3pabIWk5UedM4SmjJ44ts/BUr8Gx5aZeEvGozW7MIVkbxEvIKQXUQYEQRAEQegQqncXaAF0i4Ng1gDcWf2wNG5EcxSG3U4SxFq/CrQgmqMbwdwReByFONe/aCxUFYVA9hBsNQuNtJJWJ7q9gEDWQALdDkd3dCMrIwhbvm6u1FuF6t0VCnK1NG4IFQ7TnMXNi04dJdCE7uhGIGd4yCffW3Iq9p3z8PUYaxTlchpBrormI5g9AG/ZGcYi2L0D1b29/bgBPUjWsilYGtah60GwONBVl+Hnr6go3kosqsXIuGRxEczqj2PrzFBwM4CW0duoHbDxNTRbDqrXcKXydzsKVCPwOu681q0EmlOhNmd0ChQcGqUMtPL7z+5jxBYEPQTyDmy1wNcd3Yx5y6vGvn2u4ULlq8ZauwzNUYjFXY6/4FAUXzW2qu8J5B+C5mqRgMaaia/oeJzuchR/HY5t7+MeeE1UulGLWAZ2K6IMCIIgCIKQMoq/DseWdwAjKNTwnbdE+bYnjK5jrV4IYFQEVhQ0VzHBrH5YGjfhKxmPZsvFWvE19h2fYXVvQVdsoKj4Sk9FAdg1Dc1VgurehqVuBc41z+IvGU8geyBq0zaUYBOBvJF4el1AMHcIoGKpW45j24dGHv3mvPvBnCG4c4aERbO6CGQPRg3UGwXO9ABBZw+sgMW9DXXjNFR/LYGcIfiLjo+4Jw2ag55V91aUQAPq/2fvvKMku6qr/7v3pUrd1TlMzqMJCigLSQghFBBRRBMMAmOMjcH+HDDY2MYRC2ywjQPGgASYZBBCAYGEEso5zIwmT0/onKsrv3Tv98etru6eGWWBsFR7rVnT9eqluu+9qnPO3WfvuIzy2kF6xiwsKoKOEBWNlg5e//exSv1oLLSdriciwZI34UzciQhmsIIZM6MRl0geMK7E2nIJes4/MjHRut7TETXPVfePCP4P63sQQhK1Ho8Ii3NUKK3Mv3k9GVHTetyRW+qv3dFb5+1FIfwJ7Pxu7JkdVJe/4wgFIu22UFn1fpJ9lyOiElZx/9yMUlRCBDmzp0Yy8AtBo2eggQYaaKCBBhp41rCnH625AjcTdJ79nPZlFXYhqxNoy52TG9W6PvOgvE5UajECUE1r8HtfQ5zdUNfjl9UR8GeIM6uIE92IqIhVHcGZuIfk/m8ioiLKbTUJRnaDqT4LUQ88RZgntfPzyPLA3ElphZXfhayOor0O4kSv4d/nd6JSi2rnvRuruB8RFozsZq2SjY7xDn2f1O5/w+3/oZmBkC4quYiw7VTi9DKMetBqqCkA2bltWKV+4yTcfipRdhMq0WWcjluPxe+5AKvUh/AnCbrOQgvTMG3ld2Hnd+EN/hhZGVowrrI6anoupINKLgzEq8veZpKIefz9+Yizm8xnrAxiFfeR3Ptlkvu/bkzZZmGniFqPO+r29szj2LVEBMAbvA6iSm3nVdzRW5DlQbA8oloSY+V3zG0/66OQ7AYredRjNPDc0JgZaKCBBhpooIEGnjWsWuAcdJxh9PufA+xpI6cZtZ0Mtgn8RFTCyu/CKg8S9JyHVezDKg8Ynf9FF5Pov9IEujpGVobRWiGCCbTbhraGEXEJWRlBJboRYQGV6CWuz2DUUAvQZ4Noe2Y7QaILK78b6Y/jTD2Mld+JSi8jbD0BO78bZ+qheqBuTw0gZLEmeylwclsJOl6OPfUAVnkAoXzTGxBMEScXEaeX4S99M1HzOmRlFJXowpm8F2fiAZA22mmmuuytaCeLPfUQ2mmqOx2LMI+sDCMZRgzEWIW9aCtJ1HoCVmE3sjKMO3wj2koiwzzV5e/EKpmAOk4vP0JlSaWXUVn30Se8JtppRnntSH+ybtwGRr0o6Dm/Po5Bz/kE3eeR2vkFs52dRqgAEdRmFIREO82IIIc7divBootxR242pm8zj1NZ91Hi7AacqYewi/sI4ipYCazivtq5H2WmqTaL08BzQyMZaKCBBhpooIEGnh1UMNfcmTqKX8AzgdZ1CcmoFvgC2JP31YL/JO7Yz+vLg+5Xo9LL6y7Gwp80TbnTO5ChIE50Gy5+VEGnXFSyE205CBUdodYDEHScXjfwskoH8QavxSrswSoPEKdWmKblYh/lVb+JVRlCBDM4Y3cRZTfijP3cnENURlZHsfM7cEZvwyruQaWWIivDCBWhpYt2Wyhu/guoNfqqzAoAwq5XErUcZygyzevrFJ6o/ZR5Y6Twhq4DQ4iqq+xotwVtJVHpldi5x0yvRk0u1MrvqKsFPSvqFubaSn8SAFFTMLJzW0GFBIsuRkQFZHUMO78dEUyh3HaqS9+Ck3u0ppRkEpGw4wwS+7+BN3S9SWhq9B8RBxBXUV5XPfFwJh9EhDm8/h+ipWOakuvjoAHwBn5oEshFX3lWn6sBgwZNqIEGGmiggQYaeFaQlSHDVXea0W72Oe1LREVkdQJZPoQsj9QDvlmzLT3rugvE6WWGFy9E3YRKVsewpx5EV8ZRbtYYn9lpQKNlAulPIyJjnHW0ZEBlVlJe/1GTQIR5rOIBZHWspv8fgo6N8VWNl09cJbn/q1i5rcggh1UewMrvRpRHkJUxnMkHECpEhHni1BIjYWoliJNL6onALKyZ7aR2/ytWedA0Qh/FwEv4U6R2/iPO9KP1ZVp6Ru1o8RuorP0d4kS3UfyZp8Xvjt1ulJLsdJ2G80xh6ExAXEUgESqCuIKd34msDpM4+D28gaux8nvQbhtx9hh0opOg65z6tnHTurrTsKwM407cvXAMKoOmQbxGS3KHfkxq73+bmZCojDd8A9bMDtAab/AaUjs+h3foyrqxXQPPHo2ZgQYaaKCBBhpo4FnBKvcDED/XWQFAFg9g53eaBtqRG/ClIM5uwiofAiDsPBvtZlFuO2FNIx9MU6lVHsAq7DYVcMcm6H0Ncctmgp5XG66/TCKCHE7uEbSdQTkffoKTcFFua70KXjcYExJtZxDVUVK7v0icXo5d2I0IyySGfmIMyqojaLsJoXyUCtDJLrSdNv0AWhm1JaeJeL4Bm1amyfngtxFRFXf4RlSi88hkRWsTDJfMeGs7Q5Q9tj4GUfsppvchsxIZTBO1bCZsOZ7k/m/WdxF2nFGfLXimiFPL0JaHjMoorw0QiCiPJok7fOOcXGsNdn4nYfupaK8Df+lbEMEU2m036+nYfAbpErYci+VPmvErDxBnVhM3b0BP3IddPIDwxxDSIWpajywfIr3js4QtxyHiAFkdRij/KGfbwDNFY2aggQYaaKCBBv6vI35hgiKrZPoF4sPUYZ4NvJGfgY7QlpkB8IZ+ijv447mehM4z8Re/gbDzzAUSl7MzA87UQwgdI9K9RB2n197rACRh6wlg17YREju/8wnPI2o7CaRF0Pny+ucSYQlZHUUGeezcFpyJe1BuG7I6hKwOG5lTJEKFaLsZpEAleqgsezdh19mE7acZSpN00G6robZojTt2G97QT7AL+7BK+7GK+3AmHzBV98kH6rKiVqkPe2YbsjpC1LyR6pJL5pIhrw3ttJi/a1V4q3QI7c31byiv3UiDPmsYBSFtJ5mlKImwYMakljgFvRdQPuYPTDO21niD1yL8KZNIeR3G4Cy3FaRHnF5OnFmDVRkiajLUJWf60ZpJnMLvvRAZGwMz5XYQu13I6rhRrhq8DmfiTqxyP9rOEGeeoY9FA0fgV2Jm4IYbbuCaa64hl8uxZMkSLr30UjZs2PCE62/fvp2vf/3rDAwM0Nrayhve8AYuuOCC+vs33XQTt99+O/39JoNetWoV73znO1mzpnHDNNBAAw008CKCVrgjN2HntuIvfu1Ta90/n1CBUe/heegXiKvYUw8gq+O1Bt2diLiMU6OSaCuFSq04+qaZlSDtOf754leaQFlrdE2hR8YlouyxWOVBtI5xph8laj3xqM2nUcuxRNlNWPkdaDuLlp4JxINplJ1Bua1ouwktXeLMGkTsI+NDIGyUlTJNs5ZLlFgKXpaoeT3JvsuJWjZjFfdhFfebBEdHhgKlArSVQKjAuCJPPYQs7scu7EYlF+F3vgI7v900MCd6UZkVhF2vwK411gY9F9Q/R5xcYmhOQQ53+Kf4vedjF/cTdJ/3jP0e5kNWRhAqZDYRiJtWI8I89szjKKcFleolat6ArI4SZo9DVgaNH8Le/6o1S78dLKc+kxR2noVV3I/0J7HKQ2amJbcFd+RmmLjXjIl0UE3rCFuPw87vMTSyMGeM06Iifu9FhL0XYNX8Exp49njBk4G7776bK664gg9+8IOsX7+em266ib//+7/nC1/4Ah0dHUesPzY2xmc+8xnOO+88PvrRj7Jr1y6+8pWv0NzczOmnm0rA9u3bOfPMM1m/fj2O43D11Vfzt3/7t3z+85+nra3tl/0RG2iggQYaaOAXAmfiHlNtxVAzfpnJwFy/QNNz7hdwxu/GKhk6kJHfdBDBnHSlUcE5LJiNKjhTDxBnVuP3Xkh68gGjYNP7CqhNlKjZZMCfgrhCnOyFuIIIclj57cTZTdi5Ldi5babHwGky6xf2kOy7HJnbjhVMIJQCYaFSSwk7zsYq7EboEJVegVXYg0ouBsul2n0BiZEbkNVx3NEb0emumtKRRjlZyKxmNqB2R28zJ2l5RM2bEP4YVumQoTqJ2Qbh0brvAhg6VnXZ24yMa+8FaCuBmk87sjzC9pNxJu7HntlOlN2Ev+SNz+nawJzpF2AkTttORoQF7Px2ZDCFv+yteEPXYRVqCUr3K7Hyu/GGfowz9SBYCfzFr6+7Lgdd52J7HTiTDyBLh4ibViHCPCKcQaWWYRX21I8VdL0Sd/xPjNRq2ylmPIQkzm4ys0TzJU4beFZ4wWlC1113Ha961as477zz6rMCHR0d3HjjjUdd/8Ybb6Sjo4NLL72UJUuWcN5553Huuedy7bXX1tf52Mc+xoUXXsiKFStYvHgxH/7wh9Fas3Xr1l/Wx2qggQYaaKCBXyx0XE8EwFRvZ5tufxmwavrvz7VfwBn7Oak9/4nQIdpOo90Wouxmgq5Xorx2tNNMnD7sGFrjDV+PM/kAif7vg9bETWsJWzYjmlfOrTabDFSGDP/fco2jMOCO3QFRGXf4Z8jKMM7UA4CRN81s/yzO+N3Y/hhCa0Ch7ARxZhXaTmIXdmEV+xD+BFHTWqLmtZSO+WNU63E1F2CN9CfwBn5cD+ZNA7RAHSa/qtw2w/dPLUcoHxEV0HbK9BrM/8jSxV/8ujmVoZZj63Kj8xF2nl1v2pU15Z/nCukbxaig6xX1/oSo+ZhaU3APcXJJ3dQMar0kdqo+/s743cjCPpOElQ8h4iph2ynIyhDu+B3Yue2o5BJUcinK6zSN2kDYdjJWuR+VWmqub9tJVJe+jaDrXKQ/htf/Q7yh65+Xz/hSxgs6MxBFEX19fbzpTW9asPy4445j166jT/vs2bOH445baGxxwgkncOuttxJFEbZ95EfyfZ8oishkntimOwxDwjCsvxZCkEwmEUIgGhq2zwmz49cYx+eGxjg+f2iM5fODxjg+f3imY2nltuEN/xTASGsq3+jpR3m02/KLOs05qBAnvx0hIM4e86zvAVEZxhu+CVkZQMsE5Q1/SNjz6roWvjN+N87E3UQ9rzbH0Nrw6sfvMoGuAHRMYvBqcDLo1BKEnaifj3ZbQUqEVgAE3ecSZzejC7uRYY7kwA/rTCGruA/Ha8fObUH6YwhtpECFjojTKwCwi7uRwZTZt9eOalpN3LTGVN/jKsk9X0JLG4SLUAWs0n5keS1h9zlY5UGEgLD7XLyhH5sZg7CIhdHKt8Ipoo7TkeUByqt/E2GncAevMWZmKkB57aimlU9rrHVqCaJ8CMufIH6212bePSmr44Z5leypL1dNq9FeGwJIHvo2Qsf18bKL+5DlQaQ/bvoKqiM0FfsQcQWVWYE7dS8q0WMkWuMKdn4bQgVot41q63Fm7J0mdGoJzvjtqPQSqkvfgsqsBK1J7L/CzL4c/B5CR8/q8zUwhxc0Gcjn8yilyGYXTi9ms1lyudxRt8nlckddP45jCoUCra2tR2zzrW99i7a2No499ombZ6666ip+8IMf1F+vXLmSyy677KhUpQaeHXp6el7oU3hRoDGOzx8aY/n8oDGOzx+ezlhqrVGj34GMobSInjOg2I8uDtCcDhAdvb/o00SPPYRKOuB10rzmDMQz4KPrwiGjrhNViB//Arq0F9w0on0zbS97L1JaaBVBZQzd8RqEvgDhNqG1Qh+8Hp17EBwg0YFYej760E/QE49B0wrk0hOBheOoUx9Az+wGrw3RexZCCOKZXvT+ByAehaaVUJ2AqUfQtg+TD0BcgGQHoKB5Fc66d6H7rkKXhiEaA9dBdG1C2Ankse9AJDtQQ3cSl7eDiMHxgBAEJCfvJtm1EZI20munacUJ4BXQAz9DJ9sQlgc9Z8D4QxAH0NxKOusgl7wCveok1OTjcOh6cNI0L316vY/a24iqbgWvgmxLQfEQavBWiH3kuncj0ovQKkLIpw4DuzuyqEMxeE00rzgeMduITS9x5Vh0vg+mHgWnCbn2fVAeQQ3djg5HEB3HoMdmwJ+BYBTsJKJtJUnGoTqOSqRAFxBtayCYRpfHSORuQy89GxEWSY5fCSkPkVldu89qSV7n76H7fogKDtbViRp49njBewbg6JWQJ8t8D39P16ZFj7bN1VdfzV133cWnP/1pXNd9wn1ecsklvO51rzviGBMTEwtmDBp45hBC0NPTw8jISP1aNfDM0RjH5w+NsXx+0BjH5w/PZCxlYR+JqUEAwpbjCeVanDCHUywQ77kZ32/BntlhKC01Dvzzeq7VcRIHv49QIUHqZUQjo0+9kdYQlZH+KN6hK82suz+Jnd8LYQHttuJnz8AfNdx0d/hG7NwWtJD4S9+KSi/DGbkZZ/oRNIKo/WTC9lMhTuKqdhKFUVSgqfQ20QWHjWMLJE41f46MQFQiObwdpzSFKI4TFyYQcRWpfKLJfTj5AURYJci+DJxmlNdKJXUmdjck+q/CKh0gTvYSxUlibynhtA+T+8k8+kWs/JBpIMYGK4kIS6ALqB1fJ2o7AX/pWxEPfxVn6kGkP0GcXkHQfQpx1E1yZrI+XPHgDnxrY23slmA1nYFKLkYPDz+9axRoksUCFAsw9tcIfwJZHSXOrCKKr0O5HbhjPyfoPpeo47SjXK8Ye2YbHctPYPLAIzjFAsrroDo+veCaetOTuEN3IcMZtOVSLFmo9BmkovshvRHlLEK02ngjNyPiEpqIILCgRgMSNGHrHGEAUcdrSPR9DT0zjAo0QoWoyEULi2rX6eiRkQWn6M3ksbyVhO2n0SjbPje8oMlAc3MzUsojZgFmZmaOqP7PoqWl5Yj18/k8lmUdQQO65ppruOqqq/jzP/9zli9f/qTn4jgOjnOk/q7WuvEj9zyhMZbPDxrj+PyhMZbPDxrj+PzhScdSK9zhn2LP7EBjOONBz6sBCFtOwJ56GFkeJLnzXwGQmRX4S9/yfJ8g3shNEIdE6eWErSc9eZ+CCnCmHsGeuAdnZhvKzmBVhoiTi7FKB1BWhrhzM9puJmo6BlEeNqZjhT1mt1ph5R5HVIaxpx5BA/7ii+capbVGue2gItN8aqXRcfCk4+hMbwEEcWYVIiwY7XsVEjut2DPbEWEB5WTxF70GJ7cV5XWgEYTtp4GwsSfuQWhlHIhLh5DVMcLWE5HVMUN1kQlUIoMIZxBYyLiEDCaxJx8gSq/EnbgX0GgnS9i8kbD9dOyph83nlbb5LMHUgvOPsjVmg1JY+e1ot/Woxmn1y2RnF1wWO78H0Fi57RAHyGDa9FGUDhLmthE1rSVuObZOMXOHb8IbvJZ4YjFO6KC1STy11rX78EbsmceRwZShO0Ul4qa1yPIAINDCQnttVFa818iuaoU7fgdxcjFRailObgux24olPTRGHjZoPw138FpkeQgrzBO1nYRyWvAXvcb0Vcz/QFEJWTxgzqt54xPffw08LbygDcS2bbNq1Sq2bNmyYPmWLVtYv379UbdZu3btEes/9thjrFq1akG/wDXXXMOVV17Jn/7pn7J69erDd9NAAw28xPCTnyT4yU8SKPXc9jM1JfnMZ5p49NFnZ97TQAPPClobCdGZHea1tIlaj59722kibD99wSZW8UBdp/75OYcYe+pBZHnQ6PD3XvSkcpUiLJLsuwJn/E5kdRQRTOPktoIKcSfuQZYHkNUhE+QJSZxaQuLAt3DH7kBElfp+7JnHTbMvEHaeOZcIqABn7Hbs/A6jZW+lSe77MnrPd8z7UQl38Frc4RtqPgCAVti5xwCorHwv5fUfRagqMq5g+eMgE0app+fV9T6DWR8DpEPYcTph51nmZXUce2Y73uB1JAaugrhKbDcRNm+iuuRNqNRStNdO7HUDEhmVSB76vkkY7Cai7CZkOG3Oc/inoALjhwC1BCWaG/fcVkR1HHvqQbyhn+L1//ApvSXi9DIztnEF0MSZVSAdE8RXhmqfYRRv5Gck93+TZN/lWDPbsQr7SBz8HlZlCD213ShGWR5RdmP9etgzj4MKTRO5EKj0MqzSAZJ9l+OM/twMf3aTSW7sJNW1v0XQeTZx0xqs4gEIi6bdw80aM7eojIhKVBe/3kjWhjNoK0Vl+buOmvTY+R2gFSrR9ZwkUxsweMFpQq973ev44he/yKpVq1i3bh033XQTExMTnH/++QB8+9vfZmpqit/93d8F4IILLuCGG27g61//Oueddx67d+/mlltu4fd+7/fq+7z66qv53ve+x8c+9jG6urrqMwmJRIJEInHEOTTQQAMvbkxPC7761TQAO3bY/OEflp71vm66yeOhh1weesjla1+borm5URFv4BcPe2arUQ4SAn/Ra42xk7AWrBO2n4ry2rFKB7EKexBRCWfqofrswXOFO3qrMcsCwtYT0c4Ti3IAOJP3IcKCaQS1EpDfhQZEkDO6+lEZ0Ngz2wnbTyZx6HsLtlfJ3roUpYhKaDuF8Cew8juJm9bhTD1sDLoA7WRRiW5QMfG+K3Hbp3BHbkHoGOW2Yc1so7LmI1iVAURYRNtJ4qZ1iGCKOLXcuBzXuOfKXYLf9Uq88TsBiLKbF5xX1HIsVnEvwp9AeR1IfwJ7+lFzHm4LOtlN2HsRUvkIfwpv9GaU21LT6ddoNGHbCQgVI6sTZLb+FVZxH9ryqC59C7blIWIfEebQbjvuyM011SijUDRryuZMPUTYcdoR94GojuMN/Rjpj9cUjBLETWtMUiMcrIIRaAnbTkFEBez8TmQ4Q6xi3PG7EP4kIsyhnBYIJhH+FP7a30ZWx0FInLGfY+e2IKIi2koStZ0MSOyZLYiwQKL/SuL0MqMyFZXBTqES3VTXfJDEoe+DilCpxdjTjxK1voyg82xkOIMzeT9B1zlopxmlPGS5n0T//6Jlkqh5HXHLcSAksjqKM/kgVumAMYAb/TmsaCgKPRe84MnAy1/+cgqFAldeeSXT09MsXbqUT37yk3R2mkx8enqaiYmJ+vpdXV188pOf5Otf/zo33HADra2tvP/97697DICRH42iiM9//vMLjvXWt76Vt7/97b+cD9ZAAw38ymBsbO7H8u67PX77t599MuD7c71JP/hBig984Nnvq4EGnha0xpm4B4Cw40zi5qPPnCMEcdMa4qY1yKY1JA79AHv6MZSTNbMI8on75p4SUQV7Zps5h/ZT6tXx+qGr4yQGfkjYfipR68sQYdEYagF+z4V4w9ejvTbQEcpuwi71od0ssdduHGSFs2A2AIxrrrKbsAu7TeBpp7Hzu7Dzu4jTW7Bq1W2AKLMKEQfYUw9BtZ/U5Ha0TKCdJqxgGqu4D3BRiXazfnYzSBurOopK9qK8NhNo281ELZvxamZnUetxC3X8zadFRBW010GU6MGduNs4J9tptNsO0kIlOqmueDde/5WE7acROy2o9DLckZvQbjOVNR/GG7wOq7gXq3TAfN7UctMT4bYiKiNIfwodFevysVZ5EFk+hJYeUevLcCbuMU7IyW78xW80/SEqJNF/paHuIBFxFTBUqrDzTKPCVMmghU3YeQYq0Ut6+z+gvE6cqftQVhqBBmGDDsFOIUsHSRz6X2b9EWR1FLQiSq1AAJVVH8SZfhAZTmFPP4aICoioiFXuxx29mWDx683nSy6iuuxtOBP34Uzcg4graGnjL30jyf3fxCr24SBQyR5j8JbowRm7w/hP6JDqkkvwV7wH79APDJ2sdBARlZFR/tnf1w0AvwLJAMCFF17IhRdeeNT3PvKRjxyxbOPGjVx22WVPuL9///d/f97OrYEGGvi/h0pF8OlPN9PRoXjve0tMTi6cRg6CZy+FWSrNbfvAA24jGWjgFw4RTiPCYs106cSntY1KLydsOxFn6mHcsduxyoeeU/+APbMNVIxKdhN2nn2Ec687cTciLOKO3ELUvAErv9Osn1oE0jW68XGVKLsZq9xPnF5B1HoC5TW/hYwriKhkKtnSQ4Y57OnH0Eicwm6UnQHPUGai7Cbswm6sknGyRToE3a9Cq5j0zs+ZwNqyTBCsQqLsJuNcG0zhTN5D3LQahI0WLmhdd1AOO88ibDsFq7Qfd+x20Iq4eS1B17lHGYvHkcE02mmisuLdxOkVONOPIKujKLeVKLMWpI2WTQTd5yH9SbBc/KWX1B10rcJego4zSeZ3muO3ngBWEqsySJRegYQ5Pj6YALkyRNS8Ae1kzSyJ8s1nqIySOPAtgu5XmT6FqIR2mqkueztWcR/ewe/W3YpRPkH7acTZDYQdZ4B08XsvxCoPIIIJ7NzjCB0Sp1eg0usQ0TAymDL9A+lVQGyun9uBM/0w2m0hvfOzVJdcQvGYP6H54Y8hVYzyukBr7PxuVOpRohr9SSUX4S+9BHfMUIlUogftdRI1rcOZfABv+CfE6ZVEmbVz0qZRAaFj3KmHsUsHEdVxrPJBwEbGhWd9Tzcwh1+JZKCBBhpo4PnEvn0W+/bZ7NsH+/bZnHfeQofK+dX9Z4picS6xGB+XjI5KuruP3ohw9dUJ4lhwySWVw2OnBho4OuIqwp9CJ+fkQa3ygHkruQjkk/Sq6LimdLMYrARhx8uRlRGswl6s4gFkefAoVe6nB7tGLYlajjsiEZgfVAM4Y3eQ6P8+QsVEAhIHvmkCbDQCTdhyAtptprr8nUathxaAOuUmaDmBoPMsUrv/DQAZFUHYRNmNBIsuIqqcgDt6M1Z+N0HPq4laNuMOXmeoQm4blusQOr1IfxIZTJjgHI2d34XQIVFmDe7EXcgob8yxwFCM7CRWdcQE024Lfu/Fdb+DBWOR3w4YQyzsNMGiC5HhNCKYACtB1DInY65SS9BuFhHMYBX3mYr++J14wzcgghkgJsoeS9y8DhH5SH+8ngDYuS0Qlw2Hvjq6gDuv7TSV5b+BDHLGsyDI4Q1eCyhAEHacYfj4ThN22Tg7y8ogKrUMlV5G2D2X5MTN6+v3mFABqBARFk0/wOqLiQfuwwpmsEr7iFLL0djYpT7AQqGxpx4hGQfE6WVm/CtDxigs2Q3awh25GS1d4uxGiKu4wzdiFfaghQUIZKnf0H0m70HbTQjlU132azhTDyHDPNrJIoIprJnHsYSDDHOG/qR84vQq4vQqGgTw54ZGMvA8Qmu45x6XFSsiFi16jl2KDTTQwLPG/Mr/xITke99LPeH7zxT5/MJtt21z6O4+spHv0CGLb37T9ClUKoJ3v7v8rI/ZwEsDKrebzMN/CjqivO6jpqm2ad08GsmSBeuL6hjO9KPGdEzHxhE3mEG7WaqLXo87dpsJzPwxlMriTNyNv/StIASyMmzUfNzWuYbcJ0JURlaN5GecXoWojuFO3msquNnNCH/czFwAIpwhvfNzNV67RJYHsGe2IaujaKeVsO0UVLIHf8mbFsqexhUSB7+LiEr4iy42Sc889Zg4s5Kg6xwzDske009QHsYqHyQKNplqvT9G2H4yTnM7UdyERiODGaLMamRl2FTSEWjPCFHO0m+05RFnViJLB7GnjFuw33PeXCIQVXAn7zENs4U9iNgHIYlmx81KELW+DOlPot0sar4jsxBE2U3GzXj6YYLu87BzGYQ/bfoOlI9KdGPZKZRnKEwyLICwsPI7sUoHAUHYdgrYSSrL3kbywLfMbIOOUckeKivfizd4Hc74ncbt2PKIE13YuUdxxu4wzdPSRUQFiMrYxb0EcRUsE0JHLcehpYeLMAlTVAJiRFxBBDmC7nNJFvsQ1VHs0gGjKKQiVKobhIXwp7CnHwYVoBI9pjdBR9j5nWiZIE4txhu4GjVxH7IyhJPbUqMaxdj57VilPjNzIRzTqNy0HmfiXuyZrbV7bimEBWQ4iRC26T8RNirRTpxZjd/7/PTEvJTRSAaeR1xzTYJvfjPNkiUx//zPuRf6dBp4iaOvz+K22xKMjUne8IYKGze+dFwan6ryX60+6dtPitmZgfXrI3btstn2491k3R42nZwg6YZw5Rdg0RruPPTu+jZXX53kzW+ukEw2mo0beBK4LYYSFJVJ7P8G2utAO02GYgPE6ZpEtlamwjp6a72iOx8imCG985+wivvRToY4sQirfBDttGDltiDjCs74XfX1AxXWq9kimMbO70LPVrhVWOPEa1SiA+1k8IZ+jFUewMrvQURFRJAzpyUl7vhdyGAKbWcMX7+wD1kZRQCx00TUvA5/2duOmOFwR29D+hOIqIQ7fifKNfLiYfvJdTrLLKzCXhO0C4GsjJLcdzlWsQ9tpYmzG7BO+SjVsQlEZYTEgW+b/gQ7AwiISkTZTahkN+7ILcBs/4CLM3Gved16PKrmOAzgTt5TTxJmETWtA7tWZNDaBOFA2PqyI2ZOouaNOBP34I3cil3cT9h6Ik55BBGV0XbKuBurwBiClfux/HEit8vMxkgb5bahvVbC1hNJ9P8AWR5ApZZglfpNgC9d4kQ3yelHkVERDXjDNyJ0DCpAWynCzjMRkenj0HYGb/Ba/CWXgLCQlWHs6Yex/Am004yWHtpKIf1x1MQWXL0HLROABMsDBMrJoBI9hhJW3IusjGC+3TTKbTUzHGEeQcFQl9RcwcSqDKHcVkRUwRm7HWQC0Gg7Tdx0jGl8n9mCxibofiXV5e+k6cGPIOOykYy1UsSJHoTQyGASp0a1auDZo5EMPI+YrQIODFhPsWYDDfxiccMNCf77v9P11wcP2vzLv0zzJL57LyrMVv6POy6kr8+mWFz44/xcaEKFgtn2oosqpA49yu/PvJXtXzmdf77z+3zy1P9E3HA5AHcl3l/fRinTa9BIBhp4MshUF/6St5A48E3s0n6iWZUYIQnbT0MlDcXHHb4Be/pRRFxGOy1GWUgrrPIhwvZTcSYfQNQqx9puwi7uRcsE9tR92LmHa1Qfx0gyqhh39GaiprWI2Cdx4Fum8g3YM9uR/nhd4lJbaZJ7/wtZHkQ7zYhghuSu/0C5zSg7i1M+gFCRMYuSDtpKGolMO4mymwm7zzXmXv4EKtEzFzSHBVPVLuwxij7CQoStpvrechwgsaceNIlFVMCeehihfMLWk4EIWZ1EhgXCls2E3echbQ+ERCV7iZrXY888jhVOoxLdxMnFCFUlyqxHtk4hy4eI2k6CuGqUhqIiYeu8vgwVYc2Tcw06z0SllqLsJpyxn5vZGhWbSr10FioPaW0kPLUyfQXjd2EVdqNlAqsyYBqN3TZkddg0ySKIk70QlXEqj6GtDNpKUlr7EZyZrXWevVAR0p/EG7qWukJ8VAYriUITZ9aivDajMiQdoqb1BIsuILnvcpTXhVXaT+Lgd41SkwrxRm5CREVT7bdTaLcdleiAIA1BHisYRwtpmrR1hAgLhG0n4i95E1HbSTjjd5Pc99/mnrUSyMowMiqgEj2IYAoZVwBhromVRiMMHUlII19qZ4hTS4ma1qLtNCJS6Nr9KbTCmbwfrCRID+W2obwW4sw67Jmt5j5qeJw8ZzSSgeeK8X6i7CKuunpOYs1xGjdmAy8cBgctrrjCVKxOOingoYdcxscl//mfGT7wgRJNTS/++9OvFaGSSc1xxwXcfbcHgG1DFD17mpDWUCiYH98NGyJOPuly2Aob7Xv59wEJle/X150aDXEcidaCKHpuCUgDLx0ES16HVdiFVRnGLuwibDmeYPHr6g2YzuhtRmNe2MgoT3XR6/GXvNFsrDXoEGf0NpyZbcReJ3FmBSgfWR1BVifQdgrpT+EveSNWfhfu2K2gwXO+j5CyToEBXZf1NNuOIov7sYKpWhPqqdil/chgHLuwEwQomQIVECd7QAukP422XOL0Cior3oNVGUIG0yQOfBvltRN2nY2WCRNI5neaynBqmakqSw/tZBBhAWfsTuzCbvMZVWQSFK0QcYnK8nfhjt9Zm8nYjEr2LBjPsPNM3LHbEME0QcfpIBNYhX0kK1+nuuI90HYSsjKEVdiLO3QD2k4iKyPEXhtAjRZUNc3Cqz9oxkYrvP4fGgrP5INzx2o7qVY5N9fCHboOO2/OO2g9AaSD9KdwR25EqICg7TR0shvQWJVRc538CYQK0U6WOLkUlV6GN34b822hlGMUlmQ5RdRyPCgfO7/duAs3rUbE4YLZCZVaYozRWjbjoBGqgqyOG4UgFSCQxiQMjYzKRKllWME0KtGFsGN0PE2c6DXULjuJN3CNkf9MLzP+DtIxak/SwSr2mdkMKwlRycjHCkGU3Uyc6MEbvh6hI7RI1u6TCKF8tJ0ibD0Jd/oBRFRCJboRKsAqHUDmjZqU33Me1eXvIc4sr/kMhGi3hah53fPw5L200UgGnin6tsBPvwZv/AgM7UV86Q8ZPeZ9fO++z9ZXaWtr9As08MLhtts8wlBw7LEhn/hEgbvvdvnCF5q44w4PreH3f7/4Qp/iLxyzgbfrataujerJwOLFEWeM/CM9t06jX/P5o2576JDFz3/u0d6uOPdcf0E1v1o1gT1AU5PCm/feqvJtiOqe+utmMUl2aTfT05LpafmcqEkNvIQgHcrH/D+8/qtwcltQqcUm4IsqeINXG532eRDBFFZuGyq1CHtmJ+7ozdjTjxInekDYVBe9gXT+n7Aqo2hpg3AhDrCnH8Eq9mGVhxBRwTTu9rwKbSWprvh1hKrijN1hqvhuK1p42IUdoLVR+cltQTltxrE3KoJMIKmaam5cNnr7dhoRlYhSK4gzqwh6zsMdvQ27uAdZHSW145+InVaj8S8s4uRitNuKjn2c8TuIshtJ7f0vRHUM7bYaBaLsGmMSVhkCDcmD38HK70ToiLhp1Zy5WA3abqrJa9YUljrOwB29BRHMYE89hJXfhV3chz31MFZlEOU0k9r7H1SWvxuhFfaMkUeNspvr5lb21EM1Lv/846RNQ/HsZawO1xMBAG/0JtAgomLN0RiQFlF2A3Z+F8prRVZGUMlFqJRlGrLtBERF7MJOotYT0XaKqGm9aRiOiqA1cXoZVvmgkZTNrKa65BJS+75Sq5YrRFTAmbyX2cp80PFyROuJeP0/wprZhtCmoVuoClZlGOW24cw8hrKasaoT6OZuoqZ1lDZ+AiwPZ+I+QyWy07XegNjIoTotiDBnPCScZsL2U5FhHhXmEcon6Hw5drEPhIW2EgRtJ6EyK9FTGbQQ6EQP3sgNxOmV4HXV72137HaT6GXWEbafjozyyNxWwvZTiZvWG9fpJ3FibuDpoZEMPBOMHkD83a8BGPvsvsexgCU7vw58tl51DMNGBbCBFw7Vqrn/1q8PEQLOPDNg164q11+fIJd7aTg1ziYDnqc58cSAr30tjRCwKtPH2xJfgMfBv+c8WHXyEdt+97sp7r/f8Kl+9KMkf/fJA3TuuhLOeQeFgml4dF2N5wETc3ztD/KxBftpkeMsX9FBpSIWnFMDDTwlpEvU+jIj9xj7iCBHov8HODUTLG2n0E4LqBAZlfGGfopV3o/yuupeAEgbbSVJDF5VM5xqR4YzyPIhrEo/MpgwOu9W0iQDQQ7pT1BZ+X6jQqPSRNlj8A5diTPzONpKoFKL0Ujs/A6s4h60EEamU3oI5SN0WGsCTZjqtjJNqHapD3fkZiprP0Sw+LUEUZnMY39aVzqKM6sIm0+kuvL9JA5+x1BcVIAz9aBR+QEI81jFfdgz24jTKwk6zgJp40zdj/SnQAisQp9R1Fk8J0luTz+MttIgXdNDYXmEbSeR6LuC1MTdyOq4aZSNiphfdo2V3016x+dQiU7izGrj9pxcAjpGhAXcCdNvEbWegDdwFcptpbL8XfNmBeK6L0TUfAyyMlj3LYhTS81+VABCELafZtyOwwLuyE1gJwmbN5IYvBY7twW7Moq2Emg0KrUUJ78DlehGlw6AwEi42mlUaplpDncytYTnZsP9d1rMOUVlY1w3+ZCRV7VcEB5a+8hwBqRNnFpinIDDEnYwQ+x1QTUBbog7fidh9li8gasAqCx6jRmr4n5EVCJsXo+TewxhZ9BOlqjjDOypB8FtQ+gQ6U+hEl2EnWcSpZfjL30rOtGJd+h/sYqHsPLbcWa2IYIcUcfpoJXpNVG+aRi2XNNDUZshkuWDxJk1R1e3auAZo5EMPBP89PK5vx++mfFoCT3z2gM+8IEiX/5yhjj+5Z9aAw3MIqwVxqx59+amTSHXX5+oV7Vf7JilAXmepqdH8dnP5kgkNLu++LP6OoXvfA7+9LtHbGv6CzQeZZbn7yX8jy8hpm7H3/EY+dcbD5NMRpvK29C++nZZOQmArvFcs2KC5csj9u83F6KRDDRwBKaGId0CXvKIt+Km1bXKepGmR/5frbotCdtOorLmwwhVhTjEnnkcd+xWE1iXjIuuclrQ0sLyc9i5x4laNhO1nVhTG8qZCi6SsPVlBF3nkBj4kVGuyW0l2fdVipv/gkT/DwwdCQALVIjKrEZrhQxmQPm1vgNjUKW8ZqQ/gZG2lCgrhXJaENEMAo0z/QjxyG0Eiy7EKg+i3VYoHQTpoJ0mgq5X4o7dgqyOYJUPIaMSutY8K+JyzX9gxtCV/EloOwkRlbFKB03FPLsJhMQduIZYjyBbL0AE07gTd6PsNLht2FMPY0/cY6rplTFkZcg0tqoQhIVKdKGcZmR5wDjd+hOYxtZmkv3fJ2w7ERH7yMJ+ouwGhD9hKtmAN3aLcVqWiRqtatxcx8xK7OJe4vRyRFSmvOZDqKZ1JA78DyIq4g1cTXXFu9BeO/7yd8zdAFqbBlxl5EbdCYXO7zKNtzomblqHrI7g5LYSZTfgL3oN3sHvICsjRC3HIqqTWHGRsOVYYruF1OAVWNVxtBDYhR1ou4k41YsMZpDhNMpuNs7KpQNmTHWMjMsQ+7ijt2AV9pHQATIsEKeW4o7djjzwLbSTNbM67ScTdr0Sd/RnID2j1CQ9wtYTsPO7sUp9ptldx/iLXotOGGPZqOV4rPzuuo+FVR0liiqIuGQSAWERN683Eq21mSYAq9SPVZMkDXovBBqzA88FjWTgmeDg4/U/hY7pseamCVuTBTZuNFlAY2aggRcSSpn7b34yYNuGzvJcJDX/L8H3Yb11P626HWhh1SrzbKryTfV1on1bYOf9sGQdZFrqy8+a/mc+0fxlhG2Riqdhyiz3tv2Ma7SR4mtqUjA9gqguNBzzN5yLa4Ww7c56MuB5bu2cXhpj38DTxF0/gss/BRtOhz/8CoCRbIzKRi3IShL0XkBi/zeMmpCQRC3HEix+HdprMzSTuAoz24wOe00fXlsp4sxKtNuGCmdMQBlXjWKNVshSP075EMq1UKklRJ0vp+K1k3787xBxFavYR3r7Zdi5LVjVMbS00RosFSKEhfK6THBtZ2pmUKrW9CuNY610UYkuo7uvI4L2MxDSxirsI7XzH3FHbjD9BYklqGQ3zuRD2HGVVFQyyYMOjeykChEqwC7sIcpuIs6sgtIBRDBNnFlppDdLB2qymYqo9UTsqYdMBXrwdjIHb601AgusyqAx04rLiLhcU7NpB+Uj4jJgoe0k1e4L8CZ+jhCSWDhEbSdj57ahZQpZHccZvR27sBPpTyD9caLMGqipHsnKCFSM14IIpkHHRG3GJRgVoZKLiVo2E7ceD8KisvLXjURoMI0z9TBh58tr2xbwDnwDd+h6tHSNyhAC6U8ROS0Q+ygrbZrDraRxPbbTeAPX4o7cYMau//sIFRGnluBVhhDBTG3mI0Zo0CKF8joN1Uc4yGCyNtvUXEsmmxAqQNsZZHkIqRUiN4lUMXGiExlM4Y6Ywoq2UsTZDUTNG1HJHqLW40jt/qLxu0gtw6k1ulvFPsB4STiT94HycUduRoYzRsVJBQitUalFxqPAzSLiClHTMVSXvY2o9WW189N4g1cjy/2IOED6kyQOfhdWn/TLeW5fpGgkA08HUyPwwE8RB43RiD72bMTWOxascvbq7bTe8TNWW69lID7hBTjJBhowmK3+zyYAQF1FKIpeGgFp8+QW/j7zBsoP9sAHjHwgk0MsKt1v/sweT/vMY/C5SyGRhr/6EXQsBq25sPyPGB3EI/frPXAVbeIcmpo6YHDPEe+PnfsJ2u/+D1JAVoyzfHls6EQ0koGXGqanBT/5SZKzz/ZZuvSwm2nkAOJrf2r+3n63SQKEQEdV0tv+FqIKccsmKivfS5xcjPQniLKbCLpegbazWDlDBTIa7f1oK0mcXIL0x4jTywg7Xk7cvB5USHLfV7Fz25ClQ/iL34gMJlFeh2lA9sdJ7P8mYdsp+ItfjzNxH3ZhD97ITYAJ8rVsAh2BDk1iYXlop8kYhFVGDd1IS0SYRzutZl1R4+pHBWQwRdD9KmN6FhZwJu4y9BRrO7OcdqlCKPRhx6WanGlkpEVr9CMtExCVCFtPIuw4Fbu4F3vqUUR1FKsyjBY2qe2X1ZqqZ0ClETKDLPUTtp2MM34nMpjC0IBMA7D0DU3K9AEoQ7kK84StJ+KO345A4IzfjYjyCB0iwgLSHwOt0FYCOywgK0MUj/1rhOXVKVz4k4aalFyEmH7MyILaKaor3m2C2VnYaYLOs/GGrseZuAc7vwMlEyQPfBOiEjKuohGmb0AIlNeBFUyiw5la4qURYQGhqoba409hlw6YRBKMoZfWiGAaEVVAR2jLM8pGiR5DBQOkjtDCQbut2IU9aK+TatvphM3radr5j5DoQPt5ZJAz3H7pmeQzrqClayhLGpTbaj6XdEDFiKiKM/ZzsJtQbovxnZAOsdeDnduKM3EPIqoggwlAGNlQ6Ro/i6iASCwCNGHPeYQ1fwkAhMBf8ibzd1TBG7kRq7D3+XloX8JoJANPB//xe4j9NXOSZBOcejEclgy8efr3ydzUx2fS/87b88N85i9g9QaHt2/8GTS1wqrjX4gzb+AliFmamj3v6Z5NDMLwKBu8CLFi4scApPwR9MgBqBbhP/8AS0dsjc5kctl7eeXW3wJAVEvoO66ESz4GYwefZK/wu6nfQ2lBabgH/tWYMOlTL+ahhz3uzp/HmrG1yEcXcRGwon2MpiZNImHGfraXo4GXBv7rvzI8+KDLVVcl+Zu/mSGKYOnSmGxWw/4tC1cu5qC5DcpDRlUHifLaSRz4Ds7UQyivA3/Jm3Am7jGusPMhJGHzekATZ1ZSXvs7YHm4Y7dj5x5DJXsQUdEE/oe+R9S8Cat80AT2YQGJxBv+Kf7iN+Aveh3Z+y4FH+Mr4GRNr4E/aYJA6SDiAOW0YJWHTFXayYI/jUCY4NVKooWHthPIMI9VOkBi8BrjrBwVkLFpMtZg5CIxPRCy0o9KLjYa+skewo4zUG477uitxnzK8gjsJCrRhS4dMA3A5X40AqmqCH8cZaeIW07Aau5BjD2M40+YnoLI+DQotw0tbFBVrLCAFrJ2vpZpFi7uJuw4A7/3YpypB5GVEYSOUHHVBNJxYMa5+Riscj9Cx3gjP6N0zB8g/DHQmtTA1Vj+BHEcIMIiwfJ3Eid78fqvIsxuIm47qc5xj5vW1i+jLOwjOXKDmelQAcgkQjrosIKSAqsyRJxajPK6idMrcCdux6oOAxo5MYG2HDOToDGJpZ0xh6nNsCi3lbDjdJAeVmk/ojpuxk+4RM3rTBOz2wJeK3HTCkgtJuw4DSfpEU3sxSodMM7YVpKw/RQqq34DoXwSh76HCAsk+q805+e2IXSMCHOARvjj2JVB/I6zCHsvxBv8kZmlEDbaThDTbu4HO10zOZvCCl0QDnHzeqrL3vLED5mdxF/8epI7ji4G0cDTRyMZeCqM7K8nAgD0roLFa49Yrak2BWYJxXrrAX5/4Nfw+1OIm2oBw1cebzS5NPBLwWz1fz5NyKn5+7xUKGydpXnP7Bd+EzExWH/5neonWZdZi8i0oIs5s/Cuq0zCfsWn6utFTT3YhZEj9i2Fpikanltw3nu48uA57J60+flX4Y1uJyThtHWHIAzwPM16636aD00Cpz7Pn7SBX0UcOGDx4INmOk5r+NSnDJUkmdR87GNFTpkcWrjBxAA0tyGaV1Fd9jaciXtxph9GTN6HFjZC+UZnv7jfuBLXpCJFXCXKrMbJ7wIEQe8FyHAGd+gOZNnc81F2I37vRWS2/U2Nh12tB6HK6wAU0p/CG7gSoQKi9CqU8NBuCyq5GLu4D61jYjtjtOOdLDLM1TT0B00lWNqm9dZtRkQlrEo/qAihI4jLqNivVaXjmvxpZAJAYRFmj0VIy9B7vFZAIKISGoHy2okTndi5xyAuI6vjJPu+DoCsDBm6jLSMlwEaEVeI3SxUx01VPK7WaEAQpZYTdp5F8tB3IQ5Mr4B0qC5+A7hZ3JGbkNVRgvZTiLPHYm35VC3xEqhEN1FqGbI2C6OcFnTKxq4O4A3/BHv6ETMDMf0wdsWICoiogPbaSO7/OrI6hFAhcXoF1ZXvRYMJrsMCdn6nGctgvGbeJkwwj0JLCZgeJK1iM6bhjKnyCxvldRp6kvYRsTL0HjM6RgHKSiDFDNoyiVx59YdwJ+9BSxtn8hFQAVKVzfXEOB9H6ZXYhb1Q3I/22pErX03EHUQtmyGq4MxsMwo/TpbqsrcRtp2MO3qr8RYoDyKiQs0IT6O9DpTdhKyOYPsjMHW/uScwvhlEJTOj5GaR1XGscj9WIUREeaQ/RWC34ozfbWYGpG3unflxVFTCGbsdZ/qh5+W5fSmjkQw8Fe7/ycLXTa0mIXgS/EnqfaREkZSYJ+FYmlnAS362iGMT5CllnolGftEAQBDAAw+4jI1ZdYMty5qjCc16X7wkZgZCn8WVuR+H2URA967i8ea3sOv+U1gc+LR/5kdM7NqKvuLPEdOj8K+/Xd/mu9WPc9Zf/wZL/mJ9fdmW6Gyuqn6UfrWef1j063QUt6CXrIfVx5PJzMkJR+l2UOA++lP0x37O69LnsjpzPdwL+q23Qmv3L2EQGnghcccdhhu2alVEX9/cz2ylIvjZzzxOWXRYMjB2CJYdw9ivrcZbHyGOXYMMcjWetyBy0tgzO03fQPN6gkUXm6p+6SB2bpuhfiQXGzpQddTsU8f4S99ilGMwqjb2jHm/svh1uGO3I3REZfk7Se7/Ou7obSZIB8PPV2GtSblSMy9LoZwMsdcBZYFUATKM0XEM2GjpIvxppKqa9bFQVhIZlRFRwXD0kSAUGgdDQwKpqii3i6jWGCsrI6axduQm4vxOrNIh46SrY5zJ+9GWh7KzCFUxSjkCYulixVVjUJXbAmvfTmh3447dhpYeKrmY8tqP4EzcY5IrERoaDQInt5XSxk8YD4XqCIlDV4L4IdIfQzstaGkTpZcRZVbhORnD8c9tMdKpSGRUwir2Yc88Xpvx0GClEEIYpZ0wx6ysp1XYR2rH50wCpWt9TE4b6ACrbO4JjUII1/zl9SBDcx9oK2E8IKSNN3IjIi4Te91gp5Ghb7T80yvRyUVY1SFitx0ZV4jtNMprRyWX4uQeMRSk6hjUejq0nTYNwOnlZvyrw8jqMNptI+w4HbH0fCr2JjTS0JG2fwY7vxNv8GqISlRXvAd3/M6ae/KAMVMTDnF6haEQ2RlsFWDnd5hkR0ii5g0mEfEnAJDlAUM5cluRQiDREJdwZrbiFLYTTD2MTnaBsKgufYuZUdIxiQP/Q2LgGjQvDZW8XyQaycBTYcd9AOhz3wmP3wlv/F1wE0+6yayqyAKM9z/nZGD7dpu/+7tmfF/gOBrbhne+s8zFFzcEzF+qmJqS/OxnHrff7jE6utD5enY2wPw9mwy8BLLHvq3Y2riORU4aS2p43YfhNb/BgeuTcL9ppHbWnADpbnA89H/9EaKcB2Bad3NH+GZe5Wr0+/8O/uev2XHhV/mrb51fP8Ttp36TS9JfgpPOByFIpeYSr3RPK9RiPRFUWB1cP+/ctphtGnhRo1Qyz9kppwT1ZKBH7ufPU+/g/skPg7cwGRBf/mO49j/R/gSiFCHiHlABym5CpZeh3BZk+RCqaS3K68QdvM7Ie5YOIqujRM0bEYkuE+TVDMNEMIM7dhuB8ombj8HvvQh7ZhsiyqO8drTlIYIc3uC1iNg3BlPBtHGNjX1k+ZBhnGiNjApop5mg8xUA2IV9aGGkSzXSKP34o0gV1ppSXbBThl8flxEqRvqjKKcFlGcIRSoEKU3S4U8Z5RphGwqLjqHcj6wMolJLiTKrjFlYfocxLhMW2mlGBjmQLnGyhyizDqvchwzzUDxE1HZKTTa1iHZbSR34hpkt0dpU1P1JIEZEJVJ7/r02xoO4lWGjo49F7LaAENgzO7Cnt5iGbRUjq2PoqGQq1So0CRCiRu/qRqWXYZUP1Vx9w5oxVwahyoggMFKnqmooO2HBKEVpo8KE3YQWmuqi19ZVmGZnOLQA7GRdEjZOLcGqjoJ00cJBCBvlNhM6WZyZLUh/krDtZLSVRkYz2ANXG68DHaATXUSJDmKvC51chEotIk704uQexZ5+DBHmCVtPQEi7lrxotJOhtPHPSO35V5ypR7ALu5D+GH73q01Tb2DUFsKWzVTX/KYxDisP0Tz4E4Q/gR3kUF4Hdm4HqBI60Y0IZ8xMkNOCiApgp1DKN83kcQlZniRZ2EfUvIEou4lE/1XEyV5kcT/OxP2IcAZtZ2jguaGRDDwVqiV0czu8609BWkdd5bubf8Y7kp+HwhRip0kehuOV9FrzuJ3jA7Dy2Od0Krt2OfUmxDAUhCF85zspzj23SvJIZboGXsTYu9fmgQdcrr8+UdexPxxSzp8ZMP+/JKRFDxiK0L3hxSR+49Mcf6IwTcIYfwA4rJl381nw9z9BT4+gl27gg29rr607BWddAmddQvCYs+AQdnMTvP6j9deZzNxYJ7vb6smAXnnsApqh3r8N0UgGXtwo51k5djM2b8J1Ne99b4lvfCPN21L/Qo91kDfkPol2lwGg156E2FObxRruAxdIp42MotNCnFpC0HEm3thtyGAMXTqEVx1FloewC7tqTq42tgpNc6qQVFa+D2/kRqTWJtgf+glhdZSw+1z8wuuxygO4E3fjL34TiYEf4OS2ooUkaj7GNNSqADu3Fat0AK0ihJ0CBLJ0iET1SmRlyOjeS9fQc6SHkAFCWGjbJrZSWOEMqCpxagmxtRYRTIF0TNNxXDZBc6ITYt8YUekIEGafAMhaY2wFv+c8VGKx6Xko9QEaGZVMYC4EWpkmWdx2lNOKVD6MPUBiciex14N2mnAm7q1RiQQquZi4aSXO+F2mcTsuIyvDCH/CKNqowPQzOC0IrYyUaXXCKCUJCdggXUMzigOMlKqRI9ZWmmDRxVRWvp/sve8x3gtow+W3XLTStcbfmRpdqmS2lDboiDi9EqEDosx64uwmrOoIcWYt6F1YpYMIaaGjEsrJErSfhgimUFYCIW2EjrBKxv1XO01Y1VE0wrgne53Iwm4sf8LQubx2ouxmM2NjZ4kzy4haXkacWU2U3UgyLAEad/J+dOEEFoSKTopg0WuxSoewSgdJ7v43dLIHpEvYdhJx83qCngtBaNyRm0n0XY5VOYjQ2sjRRkUsf8KMc2XISLo6LSjpYUdDRjq0Rj0j9iGuIFSIM/0g9sxWgq5XIL0uvJGf1elqIq78gh/qFz8aycDTwYnnH5EI7ExfxDGlnzKZ3sglH1kM7j/B0D6iT72ZLdEruDl4F3+c/o25DeaZEz1bzA/k3vGOMj/9aYKZGcmv/3o7v/M7RV71Kv85H+NXFXEMt97qsWxZzLp1L4WI9snxta+l2b3bPL7JpObtby9z4IDNz3/u1deZ30A8OzMQBOII2uWLBlEItgM11a+++DiObW6BxNz94nmzycBh2za1QlMrwbzlswpMQL0J+Ilep9Nzr71ly9B7Wox+/Ce+ybZ//i5dj3+LLtnPzp/uYtXrqSsMNfAixA//hYsOfgcreR+B89dcdGGFZcmDLH2wBDXREzF2yPxxzKmwZ47SpmNwWgPEzA6Uk8EdP4CIStgz27Cqozjxgyg7ZQJMYZtqtj+JCAtYhX34iy4CHZsKuBCEbSfhjN+LN3gdcXo51WVvJ7Xvy8jKKBARex3Y4/ci/QnC1hPAbUaUR7FK/UapRit0WEIQYaPRwgE0IrIxkkEhQqZQTjPKaTJUpfIhE8ipyMiSOlnsKG8aQyvDKDuDtjOozCosfwptpxDVcaNsU5NQVXYaGVdQdhpn/F6Iq9il/chgEqEi0/CLoRtp6YGWWOWDtfMDqhNYahRZ3G/Mz6QD0iNKLkUIjfBzZgYkzKMSnVjFfQgx+4UpTYCuFUIFiOqkoUuh0dpGexm0nURbKUPJ0soErTpEIIndFlTTcvzuC0gMXgW1z2Gcd9Om8ZgQEGjh1pqXI2Kvk7j5GKLMaqxyP+7wDcjIaPorpxVpjSHDMkKFRE3rsYt9Zl9xhSi1GKsyaq59ZRBRKJqGb2HoW1buUcCCsIBKLSHOrMGefow4vQwsD6s0gDtxH8ptNQ3aXgt2fidK2qi+H0Dn2831riFqPoY4tRRZOoQ7cQ9xZhVRdgPVNR9Ge+0QlUju+6rh8+d3mHvbcmsuxaWaipNlmoitpKE6qQpxeiXaSuDktpjExc6YWQ/pmGuhQ9yJe2uSsD6mW9pCuW2/gAf5pYVGMvB0cJRK3o+yn2Pl5GZWvuW1nDIbNCxaze+EW5muNAGCH0cf5mT5Y7plPztuH2HDxc/tNGYpHhdfXOVtb6uQSGi+/nVT8bzuuuSLNhkIAvjLv8yyZ4/N4sUx//IvuRf6lF5wTE3NcST/7M/yHHNMxBVXpBasszAZmPs7jhe+96LA3kfhs+8lPv0SCo/upBXYFx/PKYcx+hK1108k8zmfRjWbQJntFgb/82lBAOn0XM9Ax5Ik/MONJuOyXQ5t+hBX3H8e/9h0PkvjLTy+zebEkxoJ7a8aVO0SyudIPxa3fgeA893/4Y7q+5Ff/CtetvX2I9bTQsLK4xYsk65GW82GAlPuR6oAd/xOQ59QhjcvI22kGmUCorJRCor9mtSjg13oM02ZVpIoeyzewI+wSodI7vsalfUfJWpahz31KJlHPo5V6kcGk4BE+pPEbit2+ZAJuE0Lby0ENIMjdADUlIB0jMBGYxo+RVSs0UQsw28XxkAKFZlALqoYD4EIoyyU22bUitx2sDLY+ccROkZZnjExs5uxwhzW1H21KrpCqAhlZ4iyG40zs/LRwsUu7amdX4jWFhAg4sAkTQiEcNGWh10dNJXzMEfs9UCiHVkdR9vNEFfQiR5jNhZMY1UGTPW6/qhrkDbKThM1b8Aq9wMS5bWhnDas6ggyLpLs/wGyMoabexhQpuqd6DZB+WyipDGBsNNk1I0QxKnlxKnFCCHM8csHUV6nafKWHnEwjV3ci4zL2DPb0W5rrR8BLH8KpESEZVBJzCyLg5Ke4fDrGGW3oK0kVnUElVlN1LLZ9AsoY1wnajMkoZ0B4RA1b8SZ2YquLMaafpgoeyzIWrAjHcprP0J2+rH6jAoyQXL/N0wlPyhgF/dgFfeipWv6D5o3YhX2IuMKOE2mzyW1BJVahkp0gI4J208jym4i/fhnsPM7AE3UfgrEPlapz7hFh4VaE7JGWUkz42Q3PbeHtoFGMvCU+I3PQMeSIxbnVRv/6/8xf9xeAIL6ct9qqX99Pr75z/Cq6+g+8AdEwwNUq3PByLPBbPPnbJBywQVV7r3XY9cum+qLtG1Aa/jylzPs2WNu1cHBo1O1XmqYpQD93d/NsH69CSwPD/DnNxDP9xwIQ7Hg9YsC138ZEUfYd32fmto1ffGxdVrQLOZmBo6eDMyaskm5cDwPTwaSySeeGejpiSE5x2H1PE2/OgZfJ2iSOVof/h9oPxZu+y4c2AZv/UPY87Dpa3BcGvjlY3JS8vu/38Lppwd85CPFp97giTBPtQrg7B+f94SrCq3Qm85An3wh4sEbAFBVSSnxBrz0OF6hD+IighoFQlqgDOVEOVmE9LAKu2uBZYSIfeyZx9Gl/YYaYhtlH6Fj4+xaHiDR9w1EMI03cgMimKnRcyQIG3SIXQuA56gvtd0vOPOaxr2wTeVfzN6zGhFV0dIibj3OOB1HJdBVhK6a4LdWbdciQvijCAFhx5k4E3eD9NA6QigNYcEcNKxdC+nWAvGMaUxNLkZUhrCIgZg4tRwZTCP8CYT2AWUacZEIYRG7TTXqiWuam93WmhdCFqEGjOKQkIioiEKacatXnjEBu47Q0kHGPm7u0bqEJ3Ya7DSVFe8mefB/kP4EyYEfmGke6RG2nYGyPexyP1geKtlDnF6FiIrGEVpVzExJqsc0xqrAJAy1mQSsJFqFYHm1sa8iwxw6rprqv50wiZkOQdjGXTouQzCNdFqJEt3E6eWmh0FHaCeLVdxrrqGqEmfWoBLdc/0ZrccTdL2CxMHvoSrtMHIX6f47CFuPo7ry/ahENwiBDMaJk72gfFSyxzQQB9NY+e0IZXwZQKCtFMVj/ggZTCFQUPEQcZmw+XhU0wrCzrOw8jtR6eVGYUgIqqvehzN6G3GiC5VejZN7BOV14o3+zDhhC2meB2kCKqt6pOpbA88MjWTgqbBk7VElWA4PzGdhXpuvTtfVnPemTvgH6JYHGR62WLnyKE5GTxOzkpGzx/Q8eP/7i3ziEy3E8YuP97F7t80tt3jcdtscp2I2mHupY7aCPX88Dr8X5wez8ykvQcCLq8dkevQI34+izpLXnXje9ILls8lBEHBUzNKHDr/PnoomNN/MrbNTHbFuhMs1/m/ztsQXWHXvX8O981b4wocA0ELAmz5KA7983H+/S6UiuPVWj0svLS1I7p4WbrgCbvganHTBU676gLqYU+T16OPPBduF3/4C+gefR/zkK4iEImXfjzVdQDtphKqi6hQJavw+AcJBVoZqgbtGKxuECcbwxw23PcyZgC3RiwzG0eEMbrnfuOeGBYyaj0Zblgk8nSwizKF1jNYaqTUajXZa0USIqIjQsVHLQaFrNBcja2fXTaji9DKi7CakP4Gymw2vOyxiz2xFKt843oY5o7gDyHI/SiaQwkbLBDKcQcRGRUlQm0FTuqbSY5lzsBI4xf3IMEfctAZlZ0w/gpWsV+wRNlrIGvWlF6EqBG2nGopMYRf2zDbsqftrzbsYPjslLAEi9tHECKglPa4xX5MSMFV2hER5nYDGLu5CExG0nY43eqPpJ8AyPRDRNE7BNPnGqeVEzWspb/wkyd3/RrK0v0Z7kjjTjxBFFWSYQyU6UW4rUXYDys4gidHSqdFlat81QoKdIMpuND0B5X4T8MfaUHA0iGgGUR1B2gkz81AzsNPCMT0FVhLpjxN0nEHQ82rsmceRlWEQDmHXK4yiUqWI8I1LslAxcWoJfs8FpB+/DBnOEGU3oJ02ZGUAWR1DRiXTw2F5KK+LoPfVRB2n4Y79nDiziji1CC0TZmzjKiKcwV/+jvrzIcICUfN6nMn7sfxJ7NIho9zktRO2HG+8FVSIFg4yKgLKXMMGnhMaycCzxGwwdnjlcb62u+tq6F4BQKfop39HPyuX9zzreejZBORo9I8XW2PoAw+4XHbZ3NTfJZdUuOqq5Iub8/4MMHv/zU8AnmxmQAjzfhTNBq4voqTqhisQKkavPYnvT3yAcyf/npuDdwNHPp+zQf4TGYDNzgwcvt1TzwzMJQDOwl7j+jG/53+cpChybtO1pFIKkRtbuOLuhlb2C4X5yeFf/VUzr31tlbPP9p/2V7X438+aP275NgB3JD/E2ZUvH3Xdz5W/xvf+9mfQu3puYedSAKSlseLBmkLOYogDpKqgrRRKWIZfH1eMaZhWNbWf2DRnglGuAWPgVJOQFJURVLIXqzKKiEvGRVYYDj06Npxt6RpevLCIvW5kOIWOKkarPtmDtlNoLbCLe0zCgfEKEFGx1vRbrUl1glARVmEX/qLXGeOrYAZn6kHC1uNR6ZVELcfi9f8QJ/cYIiri5LYhgska9WP2u2lWN1vOe20hVIisDOKV9psmYjRW6QBR96tQiV6ccIY4swqpCsQyQ9R6otGizz0K0sPNPQbTjxAneozOf1Q2vHRhGnulKoMyyY6o0Z3MeGZQqUVoYSGDHEH3qwi7z0VLl2TfV0FrnJntiPgRoxKERFsJlNeOVR5E+uMoK4VOL0WlluGO/AxtpYjS67CL201CYHlY/iix14X0p0yfg7CQ4QyyNGAoV5ZHbHWZZKUWbGu3lTi9FFkZAiyQDpoaVchOmuQqvwcp+1HppahEFwCRm8XJPUrsthFnVhF0nYNVOoD0J0nt/iJBz/n4K99Hc7JCade12BMPYBX2oKVLZttf1xycS4jKGPbMTqzyIZSTBR2hUktMH4nXhfAnSe75D6zqGCrZQ9B+BrI6ZrwBVIhdo/m4k/einFasyoBJSFSAVRkCYRNlj0E7zcSZ1cTpFTUq1xRiZjtxZrVxOm7gOaGRDDxLzM0MLFw+PzhzHKC5nQPZV7Fi5hZOvvLVFG/bSPoz3wXrmQ/90QLA+Y2hLyZcf/0cn+rii6u86U0mGdDaBLSHj/tLDUe7/w6n/hyeHDiOJorEi8trYGQ/3PItAPRrf4trP/cGvld+a/3tw2l5T0UTmnvGFi53awXQ2Zjr8GTgjDMCdu6ssmnTkYM7e0yN5PLq37LzZX/BH/5hAf3gjYj//P25FUszc38Xc8+LL0kDTw+Tk3NVnL4+my9+McM997h84hOFp95YqSMW3e68n5HpDG9LfB598W/C7T9AFM0sVRwLopUnLXw+W02AFhctgraTcSoHUV43VrHPVLbdDsOHtzPgTyGrfUBkKsAIQ7+YDUKFRJMxHHsdIeMIUTpgZD5NLd70KwgH7Cai9AqjTFRrtJWqahIMIU0lPyqgnGbDoa+Ze2nkHH9cYJp448AEaTXt+OTeLyPDoplRiMtoIaku6yXsOBPttKEGr8Ubvs7o6Nf8DbSwag+aoSnpGrVHW0m0ACss1PoSZp8py8xuYGMX9xK1vsxUx3uOpZI4lii5lPTjf4MWlqGS6NpWhV31YxBXjVynNnSs2SA8TvYaOlKYA2FTXfFutN2EPXk/SA/lNOOO305spXDiWVoRtV6AZgCscn+9J0DoGCu/C6s8UGt6jkFYRE0bsIv7EEHeyJSiUcnFJsEYvx2Eg4jytVkcD5XoRZYHkOE0spDDqo6gp7eY2QSvE+2kUW4ndmk/ymlCVseR4TRKBsjKEHFmtblOpUOEqZVYURGrtB+EwO+9kMTg1aBi3OEbzKVY/WripnXGcA2JNfM4dn6nqcarKl6xz9wLKkTqmDi5hDjZjb/s7XjDN4IGd/xuZDBhGoSlmelXiW6c6UewyodwJu8zvhn+OMrrQgYTxovCsmvULo2sThqH4uqImRGbTaBKB+fuxQaeNRrJwFPg7/6uife8J8eiRQu/8GeD7yejZsy+d2jjb7LinlsAyExup7p3J976zc/4XGar/wv14xe+92LA6Khk61YHIeDf/32ari614PMFgThi3F9K0Pro99+RMwMLX5tkQSygtPyfxsAe+NyliDhCbzyDsa5XUC4v/GyH3yezKj5P3DNg/j98ZkAIs2x2u8OTAcuCD36wdNR9Hp6QjI/Xys0rD/sOGNoLQRVu/Q7ifz+H/tA/wmnPTnXgrrsM7eXVr35xigo835iYOHIKYOvWp1FxmJmAx26rv9SpZvjQ5xj57+U86v8Rp7znOJaf/zLYfBb6c+/n25U/AY7St7P0GPO/1NiVA1iFA6b50k6jtUY5zTiF3YjigZqM4mzSWavy68gkBGjT5xpMG9lNLASR4ZMjTNMxIOMKWgVoYSPjUo1zP24oOLFp+NUygXLbUG47Vrnf6PILQex1E6VXg2VjlYeQ/pRJVNxmQ2mJK1iVQWYNzGYhtMIu7DRV5eowymlDJZcbXr8/gbYSZjYEYSQ54xLKSiN0hFC+SSzU3D61cIjTq7CqwySGryNOLa1XpUVmGUHHq7FyW9FuOwQzRFYaWR3BCqYMK8hpRqjYSKIi0FYGLR3C1hPRbrbWuOtiFfuQ1RES/VcSZTdhz2wFFWIVdhn+fWEvKrMaWR40swFuG9pKmKTE7NlcR+Fi+RNQHcFkUMo0+SYXGc5/XDQyp3EFLZMIIc35BSMI4RhFIq1NNb7WmCx0VHNYVggrRdB9DnF6ObI8gJ1/HCvMGY5/OI3lT4I/jqyOEXSdgwimsaujRuc/mAJhU1n1Acprfhtv8Bqswj6s0n7Uo4/hqSQy/7gxwtM1Wo6O0ZZba2wPzORNVMEu9WGVD2GVB1FuF1Y4WWs8xzRp2ynCtlOQwSRWcR9Osc8kTNI1SWhcAplAoCEsg55GxGXTgB7mscqDaCGR4YwZv0QPcWrRUz+rDTwpGsnAU2BmRnLXXR5ve9tCHdvZ4NQ9LCGdH3zMvucdezJX3PJXXJr8SwDU9gfgWSQDs1XL+T8is3+H4YuHPvP44+ZHeMOGkK4uk4RZswUjbXjd6fQLeYYvLOJ4rkK9cGZg4XqHzxTMrvtEfPn/c/j+5xDFafSyDfCBz9C388ivs8PHZJbuE8fm3+GYTbKeqjfl8GTgyXA4xWhy0gSeQ9XFLJ63XKgYvedhxP9+ziz44ReeVTKQywm+8AVDsTvxxIC2tpdu4vx0MZsMvO51FV7xCp+Pf7wF3zezaEedhYwC2LcF/usPETPjAOjFa+GvrwbM97FCEqx5OdgRrD8F/W/3c9WvGzGKavWwvp3Wbvjz79ORDVF3vMU03GogCIxXQGUQJZMQF2ucfcsQaoSNSQBmv/i14dlrDdpCiSRCF82MgHDQCKQOAYXQCqVD0AoZjINwUVphxSWEBqV1reKqasZZEHvdqPRq4rYT0E4WJu9FRiW0MsFp2P1KRDBtqDGVQVARcaLbUJuiAlZxX81tNo1T2Gf2oRXKaUI7Laj0cuL0cpTdZNySg0kICgh/yjTwCmkkPeMQ7DQq2WN8AFSM9CeImjeh7SaoTpHc8yVkfheyPEjUtAZtZ3Am70XXNP6litF2mtjJEGdWG9M1FaKSPVRWfxBn9DYSg9ciwhmU04KM8ti5xxAqQFbHsKrDKCeLtpvQwqGy5jch9k2VO/YNhcduQjtZtNOELA9AMGWCaKQJqnWM0MoYtKkqQmuTCOV3ErUcZ8bfbkZEZXN5lY/QFnFmJUH7GWgrhTN5j/FqiMvI8hBh28lELSfgTD+MiKrEiV5AYue31xqNY9yJu0wSoMz1F+EM3kCEPf0oym0nyh6DDKaMiZ0qYFemar4Kfu0ui0DWvCYI6zNOQlVAaYR0sAt7QOxFeV1E2c1oaaPSyxFRuTYD0ImWCZMuOc2oZC+yMmIUhrx27Nw2c49b7YiwQJxcghVXUG4bstJvEmBtAZqw9eTn54vgJYxGMvA0cOedHm99a2VBoH20wBwWVmNnE4NFixWfDT4MwKXJv0TuuR94/8KDlAswNQJeAu74ocm2X/uhBaokTzYzAC8eyciw7PMW78tsLA/DrvNg/SkIYQK0alXUxv6lG+DMD+aPRhmbxdFoQvAicSHevxWx7U60tOB3/hlau9i//6lv/vkV/8pRfGrmegaefD/PhKZ2eGIxPS0JAviHy7Jc5H+Qi5LfRHZ0I8YOIT7/wbkVS3lDQXmGPUYPPDB38lNTkra2Zy9a8FLBbIJ2zjk+y5fPjVe5LMhmj/Jd888fRuy4d+GyRXM9AHPf1fP6dhIpPM8kAuY+O2y/KzdD/tY67x9AEAOm0CPjfH2paeDFBIfGRqq2fI5jr9FIXTJUGiSm4h7Mim2ikcZZOL/HSF4IATpAaJNuCBWgtDLypbGPJgHSQQYTyNIAyqsg/SniZI85pLSJE92o7LHY+R2o7lch4xJReiUA3sCPsPO7TYOvUqaSXBlEC8fo9gNWfofpQ0CbngaEoRA5zShho+wUqmkNwp8wVeq4alRlYoUIC7gTd5lgcsbGCULs4l4QkrDtRLTbiva6iMMSMpwxTrd2mvLq3wSnmTizEmf6MWRliMSBbxnVGqcFlVkFVgJdMtV2LV2U22oCaSuBSnQT9J6Hv/SteAe+ZZYLYfj9ycWmzyMqgZWoVbAl1NyfldMMlkPUcg6yfBARzBhX6biEVTqI8rpMD4CwzWcVkjjZS9R6Av6KX0MlF1HVH8IduIrE0E+wKv0kD3yr5gOwDKsyjPRHib0O/KVvw66OYOd3IoO8oYU5zeZuCHNYxb1Y5UNoK4E7fqeRPbVTIFy0nUAEvlFkUlW0bEIIhXaaEcEUQim05QBurV+lWPOBsMwMkRBE7afgTNyHcrPYucehNmMSp1cYapYKEWEO6buGSmUl0LM+GqUQWRkBadWeCQtttxCnlyCEBLth3PJc8SsROt5www1cc8015HI5lixZwqWXXsqGDRuecP3t27fz9a9/nYGBAVpbW3nDG97ABRfMqTj09/fzve99j/379zM+Ps773vc+Xvva1z6rc7MsI2d54MCcElAcP3HQcLTgrLc3ZtOmkG07Xg5AYtfP0bd8G85951wp/78/jtiysAlGt3bDee+uv5495vwEZP7xXiySkT17f8BFictgGvTn/gcu/WsIfDa4p/JI9dQnpHi8VDCf5jP//js8+J/vQAxzAeyLomegpuXOaa+tN18eOPDUsrOOA62tilxO0tcHnZ0L359VEzoaDW0+NfyZzMAdbZbh299OMTRkcTl/wzerf86Xfuc+Wv7t7QvWEZUC+u6r4YzXG+6simHrnSZobG5/wuPdd9/cD2MuZ9RPGnhiBIGZAQbo6FBIaXwkymVBsXiUZGC8/8hEAKBpzvjoiWikswWNJ/oOE9k1R1mqOXJtBZiq6Pz1NDZxchEynKg32Br6UFybPaglCla6RvWIaoo9ur6repVXYIKyWjMyxMjIM06xpf2ocLqmqNMOVhpZPog7eitxy7Fo6SGjIlHLZqz8bqxin5ktqI7ONQprZXoXdAQqMvQYIZHl/pqzsoPy2tGWS5g9BpVZS5zsRmhN2HwMqb6vYRX2GI6+dExFOirXKtICW0U1Xr4kceiHYNlmJsVyCdPHo5M9pjqdWUXYcZoZVa+D1O5/N1KnQJxeiQxyRsdeCkP3cdsImzcgK8PI6ghaCJzxe5HFQZzph812ycW1INjBmX7ISIQCOtlL2H4awp8wjsLKJ04sQiW7jJxomDfUn9IhZDCJtjzi9HJICmSUR7lthO2nE7UeZ+hFAEISLHkzcfNGkgf+Byu/E2fyXuLMSuL0cqOaVNpvVHiQhh4Vl4iTa6kufiMyzJEYvAbhT5qZgyCH0JMmGHdSkGirGcg5iLBolKN0BS3TZjbTSoMMQNjEqcVoy/jdiLhi7iVpI/1xrOIB4qY12FMPI6ceRDttxohMaZzCDiNJm1qGVR2uOTabZLCeeOkQEQWgfHSyF7/zHCqr3key/3vIIHfU56mBp4/naK/y3HH33XdzxRVX8OY3v5nLLruMDRs28Pd///dMTEwcdf2xsTE+85nPsGHDBi677DIuueQSLr/8cu69d+7L2fd9uru7ede73kVLS8tzOr8NG0zk9OCDLrt323z0oy382q+11ykGT94zYP63LPirv8pTbj+GcWWmicW3/ha21eQQi7kjEgHA2NPPw9GoSfMrlC+KIA/oGLu7/rfQCnH5pxDf+hs+JV4PaNI//2+448oX7gRfYMzNSi0MSmcTQUnMeut+bLGQsztbFf8/PzMQBvDwzebvs+eahfv6zMPX2/vEwa8Q1H0Ztm07yq6PItk6C62f3bjN39esWdl11xmOiEYSkmBL8UT0O/4E3dyOfu+n0ZvONOd7+Z/BZe+FqWH4xl8h/vW34V9/h3lOSAswMyMWcN2np1/wr/hfeczOCnieJpMx4zorLVouzxs/peCGyxGfuBAAfcxp6K9uR9u18V43R1WY/S4+slhk/n8iwQddGuSpZz1n34/n+gRqEPhYlYO1REAdtv68/+PSEx5HINF2E8ppM5XYKI/QoVEsUn7N8MwGHZtALcwjKwNGW14FyMogcdMqQOMNXos3eC3u2G3G/Eq6RhnJThjPgNQqwuxmVHqZ0aq3kub03HZjvBZM1t2KKyveiU4tNmpCIzegEj21noZWwuaNqESbOS8VQFQx/9fkRUU4hQhnAG2oPYlOgt6LQDq4ozfjDVxjePNW0lS1gxxWZcg01qrAyIVWc4RtpxDbTbijt5hEwGnCmXoQb/gGUnv/DXv6EUQwjXaawErj5B5FC9cYk3ntxKmlVFa8i9LmTxH0XkCcXIxVPog3eL0J2ov7TFO4dNBWEqEVMiqjvTaipmOorHgf1VXvJWo76bCLJoizG6isej9xZhUqucgkOnYTUWYdyp11X9EIaaOSi9FeG1Y4BZZjmqVtQ9kxZnIKGZWQwQwU+02CEFZQXgfaSqHdNuP74LURtp5I1PIyoqZ1ZrythHHHTi2mfMz/I8xuBh0iC3sgmnUftlF2E8ppwQ5Gmc12ZTiD8rqJMmsJ208nzB5rFJzKg9ilQ4aylViM33s+KtVLetcXcCYfxBm95SmemQaeCi/4zMB1113Hq171Ks47z5izXHrppTz22GPceOONvOtd7zpi/RtvvJGOjg4uvfRSAJYsWcK+ffu49tprOf300wFYs2YNa9aYCsu3v/3t53R+69ZFgM3WrQ733usyPLyw+nhkMvDEtA03YfFHEz/jiyd8hOa+WxD//GHDd168dsF62ksi/AqMHlyw/GjUJCnNP6V+hSQjr/w8zEyair58GiZhU8Nw87cg0wq5MZaM/hSA6zZ/n9ce/C1EYaq+6lnOVXTc9o9AbeZk81n80z818dBDDqtWRXz60/kXBVXqyTBLE1rm7IE7b4NlG+Dhm3A7Pww0cWniz3mt91VK9/wRvPkD9e1mx+X/ZAPx0F646ZtQLoJfNlXzli5YeyIAU1OCXM5UM08/PeCqq57YSGH9+pD77nPZtg3OPXfhe09GE3qC+PspMX9ff/EXef73f5M8/LBLKqXp6Ynp67MpFiW85n1w/ntrFAMHHr8LALHvUfjjOfMqsX8r+sGfwqazwE2AZfPwww5KCwYG7AW9EGZmoIEjMDMBqWa464fk7VcArbS1qXpynUnHbM59D+vxNKw901z8//444v7r5/ZxykXm/7+7Hr37ITi5liQ8QYM/zFezeoLzyu2tBfhPDXHEK137a257fcR6s2trjj5jJGqKPhKIQKm6bKkWwuj5p1cj/TFzpEQvwmsHYZkG2dIB4uRSZHkIERaw8ruR1VHTaEqKqGkNYXaTUZfRISq5hKjlWML2Uwmzx5La959YpUGU12mUdGLfBOcqIHnwu8jKEFYtYI6Ti4ibN6AwrsSB04JVHceeuAu3uMeohQoJMml8CjTEiV5DM9Eae+ph7OIeRDiDnduGM3a7ceEtm+MTTBrHW3/c6OxX78QuPG6CZRUiq2OmzwBABTVztwogsGd2gtA1haEq2tlgZDVbT8Ab/DEAYdtJxMmlpLd/BhlMEgthmmjjCnFqMVZ5sJaYONiRaS62in3o/ZejvA6i1pehkj1oO0PctMZIbzatobri3cjKsFEuqgyaBlspidPLibLH4uS2YE/eBxiTNRGVkVHRmNRpXetpUCYZiSuYBMIjdttQiV7i1GKcma2GIuW01JyS24iTS4gSXQgdGDO1YJrU3i+Biow7s1UwpnaBUdVCRSY5EJoo0Wt6J4QgTi1DJXvxu84ms/OfsEr95pykh3Lb0W4z9vRWZDCvYPwrEPb8X8cLGjZFUURfXx9vetObFiw/7rjj2LVr11G32bNnD8cdt9DC/YQTTuDWW28liiLsZxkJhmFIOK+0LoQgmUyydm2MELBjh1NbvnA71xULljnO3DpGjnDuzURCU6KNvnP+gROGXwWVIuLQDji0w6yw+nhYegziuHPgX38HMXZowQGjSNRUTRbu13E0QWC49OKZ8BeeR4yPS2ZmBIsT/SSv/4pZ+Mp3wOrj6+d01HPzK/Avvw0Du494K9f+MkTruQtmAT6U/JP639Uv/SWFT93EvfeaaGvXLofRUZslS16ctIjZ8YtjE/R+2Pko4vJH6u+v3DjBW7w1vNb7KgDJn38N8ZbfqL8/e2+K/CTibz8Ix50Db/zIL/dDHA1K1U7sSe7db/wV7Fmowy9Oe229SefgQaM+tWRJzFvfWmFoyOKUU8Kj3nMbNszNDCglFlDyg0DU+1OOtu3somfynAkBH/pQiUJBsnZtzJ/9WZFy2TzHX/lKmv37bUolafY5u9+zLuH3rriEMF/gz1O/Rq+13yQIHYtg9CDiS39o1nMTKC1ora6lojNsxOdC9+08kHoP0zM2MzPyF/qd8KTP9q8qHrwB/uP36y/bu85CiCtZskSZzxH6vDb+POemPo+6zkaceb1JRmcTASFh0SrEKReZ69W5xPyrIYrmLqPnLfx98DzzXhAceV2EENC28SgBvKgtM70C85eDRgt3Tq3lMMzfz2ynwJNDG+WhWYOx+j1p1BusyhBM3U/UfipW6SB2YSdR20lUVn/QNAxXxkge/AF2YTvKziKiEtprI86sJeg5H1k6iDPzKDgZ43Gsyghioo7TSB78NlZ5ABHmcPPb0MIxn1CFOGO31ZxzDwCaONmDjCqIWiOqVR3DEsZoTKoqOE0oFdUoLJ7pF7AcUwmPSkh/EuWPESd7kXEZGUzh5rfXMn5NnF5h6DrBlKFPqMBw7INpQ4MREmV5yOoI6Ig4swriMggLlewGyzNeAQJkWMaZug/lNOEN/RgQRM3HYBf3GWOxlk1Y+d1ot5040Q6JbkR1DBHOYFVGsKKiUSlKLTf9GjWJWmf6UaLsBhOUe+2gQSV7ibMbAIEz/aBR9LGz6EQ7dnEv3uCPibMbUM0bTHJR6sPK7zaeFdIhblqLjipEPa9GFnZjl/YhE1kCdxEimDEKQNMPoGXKzLA4aYibkCqEKE+QOp6o7SS0dEg//g+mN0PaRuI0KiFqdB5tpWpSrwpteUjlG3pbVMaqHEIITWbnF5CVIUMlcprQdtqoO81zG1ZWApVeQdR8DKmnuLMbeHK8oMlAPp9HKUU2m12wPJvNksvljrpNLpc76vpxHFMoFGhtbT3qdk+Fq666ih/84Af11ytXruSyyy5j/fo2Fi2CWdZSImEawMBU5Jcs6V2wn9bWuUpgb69Hb++R7yU619Hx2esI920hnhyhfN1XUOUCHR//Ms6y9cRTo4wBTA3R09GOcMwObdts39vbuWC/TU1QKEBbW/eC5b9IaK0p/eBfqdz2fSrLzuLjt/4Dr4y+xGus/yRZC66aJ/aTPuui+jY9PT1H7GPmH3+LSi0RcDefQbDtHgAejc+no7uDzvM/ycSDN6IrRu87LfL17ZOVYb77+T28PnktLhWui3+PpqauX9oYvFDIZjtpdadZLR5ZsLxj+/d51zwZS1kt0t2cpnrn1XinXkhLSxrXheV7vgf7t8LgHrov/SQy8cJJM+k4ZvL/nYeqlEicdhH+I7fibn45ds8KgsfvxVqyltL3v1An7Cde+Vbi8UHcjafR9J5PIFzzgaenzbNx3HGwcmWKL3zhiY/Z2WmexUIBvvSlHj796bnG/1TK7Ke93aO3t3nBdo4zNzvQ+wxvstpEJtCyYPmSJeZ4Unr09i58z8rCeAX+Jryer7/zyyROvxhn5SbGP3w68eghs1JQRQKrrC317dbbD/HWnhv4vcp3iaIsvb0Lvy9/ETj82f5Vgirlqd59Hclz3gyOx/g1/76gJt45dicZN+bUUzN02TkmP/F6zs33AyB1ROLaLxIe2kUMpN/2+zR/4NNPerzZRA9g6dKeBTNDbW0wOAhNTd5Rv6fCAxKJw5x0KFAP4mfThPm0H8vMBAirdnMKnqhHRNTWRxrde9OoHNe2secdU9eTC6HBuPlaJlnRMbJ8CMcfM5zuuIqLTyphQ3kMJh6FyghEVVAD4KRAe9j+IN7gd6E0aHj8i89DrnwjeuwB3NwOUlv/wNB6VBlsAal2c36pNqzSMAQzUBk2n1naWP4olAfMvpwUpHohLEGQM8OSXozVthFKw9C0DNG8Gj3xCIzeYyrSyodKAMWd5vOHJdOTgwbLxaJak8tUIGxwWsx4VCdMMphow4qrhmidWIS96k3I1W9B912Fjn10/8+gMoDxMoghrmIJzNgLiRUMgN8PyU7oPh1ECfIHgALC0dCyFF3dD2EOwjwogeU6kD0GikNQHsZSJZzx22rXp/YZ7AS4zeBPQxyacxURkDTng4bJCfDaagpGITQvB7fJXE8/B7YgEexDdx2D8E4HHZOc3oGWSajkzZjoEsSOmV1rPRURFcFrIbn8VET7CehdV6A7j4GmpcjFr0LFPvr+P4fisPnMiQ6Y3mbGPtGBJSSOCBDtqyCzHD25BYJhc6zOk8wYxKG53nYK0fNyxJJXITtPQjiNNOD5wK8EoeLoFbgnrjQd/p6u/UI/l+rUJZdcwute97ojjjE5OcFJJzlce22CU04JOOWUkP/4DxM8eZ5meHh6wX6q1TRBYBr48vkCw8NzX+pR1EQQOAwNlZg4phuOO9+8cdY7IKwy4TTD8LD5UvdS4JcZ+dM3w7v/DHY/xF9M/BPahepPf5Phjkvr5SelWggCycDADK77S6qK798GX/tLAJy+baypnM37Up9YsMrE/XeQP+1NCCHo6elhZGSkfq0Ao5p0y/+ihUX8B1+DTadCfpIH/+G7/M/et/OK8jTjVhr+5S548Eb48h8BMBSvYmd8Kq9yv8vbJ36dtGMSBRFXOHToN8k2Bc/a5flXGbPjODw8wTp1+1HXKahW7olezwXuNyAKGP2982BwD5x8IUHwVQgiWh673KwcVBm96Uo46fxf4qc4DNvvgT2PAlAa2ANA1HcUMj/AsWdTfe/fACZsKU3OPXsPPZQhCFw6OsoMDz+1Nf1v/ZbLF7/Yzi23+GSzFd79biMtNDaWJAiSVCpVhofLC7YJgrZ6MjA8PHX4Lp8V4jhBEKQYHPQZHl7oU5BMNhMENmO0MXXuh4xHwvQMvPsv4AsfgsVr4HW/xcNX7+PE4f9AIygc9yaadt5A2/AtvFH8PQ/3/zHDw3kOHjQiCOec8/zqyj7hs/2rhMveC7seYObAbthwmvGnOAyn6P/llLt/xNj/3FZftiU6m+PsO6jeda1Z0NxO6Zx3UhoeftLDzcwIgsAUpSYmpg5ToTO/AYODRYaHF14LIQTtQqBQh80MPBltKK71/jrG6Eqb4F5E04fNCgBIk0roGC1TCEuaajYagfEhMNHtwt8Q0wTqme3jEsQV8w9pJDInHjXBm5YgZmlFtX0EM2hsqObMWUgH5XUSFSeJhh7DHf45VumQURCyksTppajkUkQ0jkqvQ3kdSGcAd/LeWtOqCxpEUDI0FuVDUERH/cYwLSygnRaslZcQHPipaYCeOUjUksPyxyC5Elk+ZKQ6o3KtDyKoj7EWLlq4UJ5ACQcrDlFOirDtdOzph7GsFKgAXZlCCNv0UIgEZbGEoJwiPbodZ+pBRFgwiYB0zbipEBW7VJdeYmYxCvuwqgNQGoWpXaA1WtrosIpWDkwfRLtZpNeNxDRIa7+CHt9hfvdlGqs8Zq5xXAFMs7QIy2g/ZyhS0gKZIJZNRN5ShNWGPbPT+BKURkFrYq+NuHk5OrEIEZeQuooMpyHXj871I4TAsSAuDKItzzzjVhLtNBtH5MoEamo3ymk32x26Ha0DrOoE6JAos5pocgBtp5DpYyGxGn/pW5FhDju1nqDzbLSdwp56xDR+4xDRgRvG2FoSp1ZQ7X0zsjqOPXGvUXVyW6GYR++8mnBqmqhlM1jJZ1ygaWAhXtBkoLm5GSnlEbMAMzMzR1T/Z9HS0nLE+vl8HsuyyGQyR93m6cBxHJyj6AVqrfn1Xy9x0UUVOjsV27Y58zTe9RE/gJaln/B9zzPvVass3M52zL/5y7wkwi/Dtjvhk68BIAMgoenWz6KdUXj7x41qgm32G4b88n6QD2xb8GPzZ6l3H7GKvfVmdBiA41K+4Rvom7+PfuPvQrYDne0m/tF/4QDfqvwJ2b6zed3GKjS1cUfnx+nf5WHbpdqXjw2bXk7eXsRgdSn/Vv5XjuvZy6vK3yUtCoTaxREBb/c+R+k7N6MrB+GPr4DeVb+csfglIp4aRY/2s9kyzef69NfDOW+Dtl4mfnIjH7/mfeR1JylmOMu92iQCAA/egLehypn2tbjBXBCtH74JTnz1C/FRDO697qic5qNBn/eeJyTuHzhgoTWsXBk+rWfg5JMDPvlJ+NSn4Ic/THL++VU6OxVBYA7hukc+2/PVhJ6v5yyTUWgNhYI4Yp+zzzXAwIBk1apagLXp5fCZnxpFIS/JN7/Twv8U3sqv/5bNCed1wIOvgP/8f1zi/ivbpt7M0FAXf/AH5vt00aIZ1qx5/h0KtT5yvH4lkBtH7HoAAH3rdyFnAih9+uvhvHfhX/dNEo9dz0eSvw/z9BquO/6HXH77mXzyZf/CyX1/b+gyH7wMkk1P2TwSBEYK1PQL6AWrm/vK9Awcdbymd9akE58ZBEaWUVNrPpUZhCrOe392RkEhtIC4dJTjHK2PoPZ0qpD/z955h0lV3f//de6907bvsiwLS0d6EwsKGo2gogaxxBpbLInGmqixfBPzU6NGYiyxxRh77wWVWDGiIlIsgPTeFpZl+06/9/z+ODOzM7uzyy4sdc/reXiYnbnlzJk7cz/v82kyVt1FJJ5Xx1PHtBsOgaFKYcZEgep7YMa6Hhuq50D9WtVJOD4H0kFE6zACmzBCW5GuAkTtIox6XyKJ2HYXYGcNwKr6AcPepIxyYamhiFjfBVeOEgyLn8IKVqoqNEiM4GZlSJpeFeYTrVP+lli1IXWQmNdEhnHMHMxIjSpgEa7GrFulSoN6i5HCUhVvhEAKL9Lw4lv+GJ5Vz2KEK1WVHRHEzuqONDwIO4gR2gIYuCp/INRlPHZGb9wbpmA6ZQ1zabiRZqYqn+rpgvQU4hQeihGuVhWCqhbguPMQkSrVIyKWFGxEagE7dq4wwq5HyihSmqppWbReVXGK1BP1dcMIV2EENmBE6zCdCNJbTDSjG5GCA3G6/QJr83Q8mz7CjDWCQ4YQ0RAiWquSuV1ZsSZqFka4Uo2P9apsrYhVtRAGSAdXzRLM+nUqodqJIK0cCNcR6vlL/PtdFpt7VFfk1S/j2fA+Rt1ypOEjXDiGaN5IbG8J4aKjEMUTVCO3cKXKifCvx7X5C1ybv8DxdoauqYuRmraxW8WAZVn07duXefPmMXr06MTz8+bN4+CDD067T//+/Zk7NzV2+Mcff6Rv377bnS+wLYQg0fwqI6PBIkh3unQdiOPEk8da1fRpv1Hw3acpT33qXEhZuIhfeScjPn4W6c2Ek65MnLNN1YScWBWK5ARfO6oM73RUboZ/Xwd5XWDiZbAufU6HPPg43p57ACfZkzGjIeSNx8ANz1Dz7/9TORLzlRFb2ulIulWupU7mMjV0Cf3nuJk4MRh7H2mSOLPy+E//mXwzU3ldNuZ0xs7tT/kmm8etf3O+uJlekTlkb1LXhnzoCtUAyNqH2pS/8zBl7/+LgY7DwHj1yIOOTVQxqTnsEmrezQNgWuRXSgwk0TM0m9GefwEg9x+H+GGaioM+8nTo36g6xa4g5Ie5n6Q8JU+7DlYvgOXfq2uzchNc8xgU906UEG1MXZ1g82Z1Hffu3XpD6qijoFcvm9WrTdauNenc2UmUfGzcgRjgD3+o5f77s7noovSdhreH7Gx1nrq6pp6s+voGmbR+vdUgBiARo+73C9atM5FyKL0PrAAkHDSB4KCj8C7+nPGBB/nXvx5I7LZhg6nEQCQErr2gNvcP06CoJ3RLV3KzBbash5++Sv2dsiPqeACjj4e+I1nbuZwBNCQFS182/OxU/MYoAGZ3upQDT+mnPI2DDmnVqeO/7+l6UTTcA5qRwKHqVp0jPbYy8J1IQmDHU4pFIsRIPdu84Igb+XEvgRNLuLVj5exMJC7ABuGKiYB4CFPs6IYLDA8OMlbVyECabhxPFzBM5U2I1OC483B8nZUQEBZGtDZW7hRwNmNIqQxfJ4JtZYOvG66q7xGRKhAiVopUII0scMI4nk44niLM+pUgwyrW3LBiXYuFWsX3dlG16wHCFQhMHFcG0spCWtkYsf4FZmA90pWv9pdS/W1lqsTiSK0KHZIORrQOonUgTEwcVTnI25lI/iiCvc4iUngoWT/dgRPcpIRFpAZX1TycjF5EuhyFrJyHEdocqx6UgYjWYVUtwPZuxc4bTrTLEYjAFqzKHxP9Chxvt1j4jyoT6gC2twiEC7Nmcax8a0wAyRAiVIEpXLEgsQqMSJ0KlTI9CBzM6oVIJ4oRKIv1kFiNESxX14lUNoFjepG+brGE5kpw5SJNX0MeijBxrKyYwZ9FNG8kRkg1ZhNOFCOwUV1DogyrfgXuLV8gXTlE8g/AzuqDEa7ADGxCyDAisAmcCHbuUEz/eszABoLuc3C8XYi6h8cuMolry9dYNQsRkVqM4JYd+N5oYA8IE5o4cSIPPfQQffv2ZcCAAXz66aeUl5dzzDEqdOGll16ioqKCK6+8EoBjjz2Wjz76iGeffZbx48ezdOlSpk2bxjXXXJM4ZjQaZf369YnHFRUVrF69Gq/Xu8OxrfGSc5DeYEjXgThO/EYQDLZiLXTS5cjsApWEu3YR7DeKp647kFBIMPF0Nznv/RWmvwGTrkics01VYl64Hb55D/7fm6r75bN/ge+nwRUPwrDDGrarKIWn/ww1FYj16sYqF82ErDwAXgnewBmef2AIBzny53DpvXzxh3zsLUFO896PqCqD/zuhSdpat61fAPB5+CxCZLJmjZPooBwXNU2qMSXZLp5MF8ZNb5Mbgj8aBrP/fAS9KuYkXheb1yBnfwhjJrV+TvZk6qrgvX/FYlAVq10H02v4EYm/k6+3BfLnyOueVFWaNq9GlK7klyvPBhOihhfzwjuQz92KmPsx3H0e8pjz4axdsLIiJXzxmrrmNq1WVYHyi6FK3cA46Fg4Ppb0HKyHqjIo7tPs4errBR9/rPIGiorsRGnI1lJcrMSAEhORFjsQH3ZYmAMOqGhT9+FtkZmpPs/a2qbf3draBoGwZk36qlybNhlICXl5Dnl5DeMSJ18Od3/OWOMtXlx0E6CElH/VapjxR1g9H/7vZeg1pN3eS7uzdA7ioStVuMNj3ze/UJGOZ25BLP425SlRsxUA6fbBYFV5blnO8Xzof5ihfSsZd/3h6roEMqequfzySw+HH/4zhg1pvTelYTGj6XWyTTHQ41iYe2urz5WepOsg8YzqVNy4FCmxZ0HFsttWJobjJHoBCCcWggJJAkJ5BKQMIXE1CkdSFV+EtNUqeaJBmptoRi+ieUPwlH2OCAcw61fHKubUqmNamWp1O1qvqhNJJ1ZfPoph+xGxOvnCiSAxlLfGsREo49yIVCHC1co4zeuHv3gSUU8XPJs/U4nJ0XoQyui2M3pgOiGk4VFGrZVJNHcI2CFVcx8D7IBacY4GVP60cKmwH1cujmEhwlWq9r6MqvcgRWKORLgC9/p38Wx4FyejO0K4wQnjCpTi3jIDx/xOCQkpcaxslawtBUZgAwIDEdiAGdyEq2JWrEeBg4j6VTUnXzF2RnfM+nU43k5YlfNx1a1SYiZSieMqIJrVC6N+HVb9GrD9iMBGDCeciLl3rCyiGT1UA7JINZ7yb1SYkmGp+TW9SOFR8+9EwciCaB1SWEh3AWbdahWiZfiQAqLZ+6nQK6k8ReFuJxDNHYh70yeY9etwVcxCRP0IO4iw/ZjBTcjQVkz/WsDAMdzgLlB9JiI1ykeV0Qs8nQED96ZpBHudlciNyJp/C2b9GsKFhxHqNBphbX9UiEax28XA2LFjqa2t5c0336SyspIePXpw88030znWDaiysjKl50BRURE333wzzz77LB999BH5+flceOGFibKiABUVFdxwww2Jv9977z3ee+89hgwZwq233rpD4002NtKFpafrQBynoaxcy0Z7dbXAWzQIz/m3qid6qgZs8ZtMZMwvkR//A1FVhnz3YTobF7KGXq3zOKxZCAu+QnzxGgDy85dVqcZvVbkzOeWRVDHw4VOIhd+kHELUVUKsosHMyC/YnHswV19RDUPGgBD4fJJXQjcy4MITGPHWJBXuBDDxUn714o1c6PsL410vMtOexM8fuIQXr5LU1hps3mxQXOwklXdsJAaS/s7IkGAYeGIVJDfkHQ4V96W+1y/f3PvFgB1VP7ALvgTpYHbvz+r8cVR+v5CPu93PdVbD8qNpNsyPZUn1eQwZA4u/Rf7jYoR0sKXBoj6/Y1hWHlxwG7KuCrFkFuKT55BHnpESWlVeblBfL1I6sraKUIDEBxNHSpj5Hsz/MnGtJZh0OfQbiQz6U1f/vZktCoHvvnMxeXJOopTm9oS/FBcrY3zzZvVlbhCi6bdvTyEAyZ6Bpr8JyZ6B6dM9/OIXAfLyZMrvTiCgtklepABw9x/KIg5jsPiaI92v80boWgrFeo6ceRYiolbR5Kypu14MxFfsx56syqK2xJyPAFRjo/lfwv5Hte4clZtThIA8+jxY+A1i43L1xLDDEueurrH4InI6GX2DkN/g8YnPZygkuPXWXJ5/fiu+5qvVphD/nU7vGSBx3LQIA4kVawTWNlSnYZG0r9HQrkwIEB6kE4oJgoZFBRFPOpZRzKiNxI3jzlbGnStbGYN2MJZXYKuVfeJCI9UdLQirWPLY8dU2JsKuxlP+Be6KmUhXHsKubxABUqreA778mMEuEE7sS214cESGGr6MIhGqlwACxypAOI5KBjYsRDQQW8n2xhKYbTyV3yHdBYSzByAEuMq/jfUbgGjOMHBCmOEKjOAmPIH1qqKOr5uqEoTKIbB9uQhh4HhLsDN6gDsTwjUYwVKsulUQKke68lQYleEB04MZKMUMbMTxFqmOy4DjLlDVdWQEM1ChBIDhxnQCSCsLwwhhe7qong4AUqquu8JSXgkrA+GE1Op//TpEaAuueOlPKXFcftWx2HQh3flEPZ0xnCBGoDT2noXq4+BEkIZXlRMVcXElEU5IdZ125SoPiqUa05m+XGQkoiSkMJTYQ+VaOMINZoa66vIPwKxbhhGuwrv2JSKdDlENziLV2J4iDLkJgQuEG2HXqZAmJwzImKdGhSEJIgjp4CqfQTRSg5PdF3fVPDzr3kSaXhWaFNyico83vo+n7AvsjBIYtn2NZTWK3S4GACZMmMCECRPSvnbFFU1LHw4ZMoTJkyc3e7yioiJee+21dhtfMsnGQLrmTek6EMdpjRh45RUfb7yhfvyGD49w+eV1FBQ4zJ/vSsQsuzI8MPQw+O5TxHv/4lzXN8zho1TPQCigkgwDdXD6dTDscNi6ESaf32CcAyz+NqWfgVjxA/LH/6myk6sXNCn5Ke/8AO4+D1FbgWO42ODshydnPxja4N72etX7rHL3ht8/Bq9MxvBX4xx5BqEXM3kscC9PBe6gay8XYwqr6dPHZulSi6VLLYqLw+nDhEhdrW1s/FQVjEzE/P7T/whXZ16FWDIb+cBllB12NWW+EQwdGm1T59jdTjQMt/1SCYKu/QDwHnYiy91X8vBXmRzgCwO1ic2TjY8UoTroEHjgK954PsKbn/Xi+B4wDD9k5sINzyDv+w3ip6/h63fgtGtBSur9BldckY8Q8OijFRQUtNII/uQ5eO0eOOUaOOY8mPGu6gWwtRTxRFPPg+zaF8ZO2q5wrsWLXQkhcOSRIc44w9/yDmkoKlIH2LRJqfjmhOjOIitLfanr6oyEZwxUl/O4oe9ySSorDX772wKysx0uvLCeI45Qyj++TTqRUjfyVPjxa45yvcKqwl9wYfX5ZEaS3OmNRP5OYcHXsGgm/OI3Kn/lwSsQ/hrk2kVw/m3N7yclxEIKAfjoaRg0WgnE5nj2/6l9hh2uDtF9APzqz+r6e+F2VR4U4ITfJHapqlLzl5eXmqSbHA4KsGKFxbBhrTPQ44sy6brBx6+rZvsMePLAdCMdYqvzDSQH+jQ85yLeYbhp6E9DIrKUDsh04UEiJhhsZeDHOhLLUACwkCITTK8yxJ1YzkE8vj6Nl6Fx3kFcOBDzEAgniAiVqXMKAyFlogux4V+HNH1q8cNW9fodbxGR/FFIYeLe8jVGtArHzCaaNxzHW4Kr6juwA4iIX21vZWDIKAQr8a19PdY1twrHXYidvR/RjB6YQQtpuLFqV6gVcMunDPnYF9DxFMaM+DUYth/pylThUIYBphvHysII16keBJEaFStv+AADaWUoL4WMIJ0owgkTzeqnBI8rh6inGDOwEenOA0wV+uMEwcwEJ6jq+Xu7ITBwTB+Wf4367FC5FiK0FQMJMrZIJAyk4cX2FSMNn8qXQGLWrUJamYTzRuAJV4GwCHc6ACNQhhmuUOVWTR8yZwiOE4ZovVqlN1zYmb2VNyPqR3othC+TiMwh6ishWnAg7i1fxPIDTOys/bBqFiFsPyJSQTR3GK7yGRiBUjylHyKFqURaaDPEQqgcdwlm7fJYD4a4aJRAGKJVIDwgHIxoDe7K75DVC9TxnVg1IUAaqtyoCFepbs51y5v5Qmlayx4hBvYmklf+063EJ7/e1JhV/7ckBn76SVl0UsK8eS4++8xDZaXBp582rKJZloRR4xM5BT0iP3Co9R6+9VkQHqBWvd55CBGryy4fvFyFA710V6oQAETM2JfdB0D3AYiZ7yMevBzpy0IE6lK2lePPUSu1l92H/OdlVBSNxam0yMxMXR2KGybBoFDx7P/vDbp07crGjaV4PJJQSBDGx89+psbSv3+EpUstVqywOOKIcPNhQknz2VgMeHwmt9S9Q5GxlumR09g/NI0j3W8i5k+ncN7XPFj/NiddP5iDD96L2jQvmonYuEI9jgk278HHElb5kE1WHpt4BpLJyiOUm0EYH5FIo2o7R54BP32N+O8TyP+9Avld+F/RvZxg/kCmqGH1yt9QUNCK8c79BPHK3QDIdx+CJbMQC75CenxQ3OBxkH2GQ5/hyrA74TdguQmHwbZFm1be/X71PTrtND9nnRVo9X7JxD0DCxa4mD3bnQjN2VViIO4ZkBKuvz6XMWPCVFYaHHtsw2d0/vl+nnxSGcG1tQZvvpnRKjEw/NdHEvhDFsXmGm7yj8cwI5SLHnT60z8Qd5yJWLsIWVsB2S18uJtXQ0HXtuUXOA68/QB88x6icrN6fzPegdqKRAMrpr8B486F7kkNFx1b5bCU9IdX/676rMQQS+cg//5r+NPLqeFCVVuUUbR+KWL66+q5L2Mloo88AwbGugKf8BukJwN+9kvo1q9h91hTtsZioHG42eLFrlaLgdaECTW+B0Qi8PzzGYzpt4ax3mKM0BakHQFhJhSAamoVv+kYyojGQCaFpzTFQAUCxY30eKeB1POLWH5Aw98SiCCiNTEREs8LsFSoiJmJEa1WzalwYSQ8BAYyJizix5HCBFwgIzGvRcwAjJdClTHh4wCGRFpZsWRfD3ZGX+zMnhiRauysHlBv4fi6EO42kXDxOJAOWfNvxahfozwZQiCdCNi1GPUrVRiQlYPpX4cRrsDxFmFn9cX0r0NaGap7ceEYwl3GAxKrdhlWxVyVpBqphnAFZnALUW8xIhrAVf41Zv1akFHVJMsOIg03QkSRIgsjUovjyiKa1U/lPyAwAxuQCIyqHzAitdi+bjjZfTGCZSBttRJv+sBR4VBmpEYlUxuqQpRZuyI2dyQSplUITxTHzES6slTCtu1XwgJBNLsLTkYPMCxCXY/HyexBNG84no0fIAMbVQIw4GT0JlJ4CBguzMr5WPWrlNAQFtKdg5A2Iisb6moxnRBm+QyQEO4ynlDx0Zj+NUQ7HYRVPkvtZ3qIFB2JVT4b078WI1odmwcT6fYgrSzlNYnWqc8KU33+8UR0HJBBkOp6lE5EeQ2a9NcQCCeqqiwZLkS47QtBmlS0GNgB0nsGkh+3PYE4fnPq3z/KsmUWq1dbzJ6dqipcLuCQX6ja+1OfQFSV8cfMS+BDkNNzoHMPxJqfEtsLOwp/OQkA6fYqA6y2AuZ8jKiOrRQecTqMORFpWoiv32kqBP7xP8jtpP4YNBr+8TmzPu8EPzWsbsaJGyZxQyVOINBwEzz7bD8TJyoDLp70uWaNFZufhhXR1Ped7Bloes6F9hgW2mMAeCjwMB+Ef8M5nrsY6ZrOLzz/YePGf9LYrb1HM+vD1L97DcU1eDTRb5QXpun8NDxOF8IW375JovnII5EDD0Ysma0+90AdEzeeDLGwiGWfh+Ggy5sf5+wP4dn/hwg0eClENKIqYYHqph27HuUNz6nmeknhTfPmufjnP7MIhwVXX13HwQe3rvxlS4Zwa+nSRV17oZBg8uTsxPNxkbCzsSw1/kBAsGaNlfgOxBcFfD7JcccF6d8/is/ncM01+WzYYFJRYVBQ4CTmICMjjeGZk4H/V7fASzdiOBGWRkdxb/g5/tXbhO4DVQ7QrP8qwf75S3DkmSpRd+E3sN/+yvP4zC3Iw06Gi+5q+Y1UboZoBApL4PV/ID5+JuXlRLx+n+GQmatE4iNXws0vqapIAF+/g3jmlpT95GGnKM/RI9cg1vyE/PxlFhWdg++t2ync+D+y7bK0w5EDR8PhpzY8UVgCZ6rQ0WhU5QJ07mxTWam+KLm56X/D4ixd2vpbZUsJxHGB0Dhn4LHHspg+3cP/PAfy1hX9sYSJ9HQmkjMQmdELx3DhLv8KV8X3sUotEdRqsR+cKFK6SDbWhQypMBQzQ5XcjNY1rCRbsetc2iqGW0aVkSmjMaOsoclZ/P8Gv0SsKZldjSMshIxgKCsViVSrzWaGCgNxwg37SgeVfBwz5IQkXgYVw1SGoVDvR8YqA4HAiFTi3vK16oQrbeysnio2vn4dVuUPCBlVoTvRegyjLha7H1ZhQpgIJ4oIblZDtwNYoS2YdctU+JGnkPqBdyAzumD6N6rEZ2ljROswgptxfCUqsdkOYEZrEYENqhyp7VefgWHhuPLAsJCmF9O/Rr1XKwvHV6JCgPxrlPfDlaVW060MpCs3Fl9vI61sojkDVUIyQLA05mmwEp+R4ytGOEFsM0tVG3LngDsfaXoQ4SpcVfMxwpU4rlw1l7HmcNGCUSofQUC401h8615HmhmEOx+BEalWIVmmR+VKWJlEc4fBujdVOVZhEOxxOoYQZFWqcD3VlwJwwhj1q8haeBfS9GJn9EZEazDrVmKEK9UchsqV1wTlkZKGRAoLq24l2CGV+O0qUNejsFTjPLsOI1qnchGkCntTIleiRCYokzV2TTl+hPTGysDve6XEdzVaDOwA6Vb4U8vIpb7WmgTi6mp1UR91VJBly7KaCAEhYt4HYcH4c8GXA0+q8AtHWBj+mgbD68gz4PBTEXeepf623HDlw6o0IUDv4cgvXoORP4ejzlYW5IV3qjjyH/+XOrD8otS/M3OpC6i7XWNDJB4m1Ph9xoWOzyf55S8bVnJ79VIrbmvWqPKQ8Ztp4/lLXmlrfLOOnzOOxytYERzFgmF/YuSS6Rxsfcjc5W/Ave/A2TenrA7ukXwzJREzDSiR9uvbEYbRrLGR7A1w0tiy8e2bJJpbbrj+KRUeVrmZ6Bfv4lo/P/HyfosfgUUHJJIuU5BSreLGhIA0Leg1BLFSNcGSl94L33+GmDUVWdwHBhxIcqyWlPDAA1nU1Khr4957s3nkkUo6ddq2Md4eYqCwsOl5zjzTT//+7V9+szkai2aA9euVizEzUyJEQz5Ev35RVqywmD/fxZFHhrY5BxnjT0TmeXHWLuHWl/5ISGZQVVVB/s9OhZf/hnjpzsS28su3ErHa0u1FhJV3Qnz9DvL8W8FfC76sJl4Cu7JMLTYE6uDkq+CzFwCYFTmOBdGxLLZHc7TrRQb3raH7FX8AQyDvOgdRtg7+8DNkryEw4UL4+u2Gsbi9cMVD6rdKCPjlH+D52xAv/41c53VKjKZhAbKwBC67D9YuhrEngSt96Nlnn3n5z39Sw40aewYaXxeLF7vw+0Va0dWYlj0D6v+6OsGXX7rp08fGtuGLLzwIAbmeLdTJbmQU74eT2Z1Qt0mIqFopjnSbAKFKMpc8oGKm7YAK8onUIOw6tZorLOVNsP1q1drKUmE12f0xA5sxIqrilOMtBtOtqrxE/YAybI3wJuWhEZaKI5cRwMExMlRcvq1q8wvpIAgjhYGMhQ4JJML241iZOJl9EHYIEdna4A2SMiY6IklhS45a6TZ9aqXX9CBdOTimBzOwUZXkdCIIJ6S8EU4EITdi1S5Glv431kE4gGNlIy0PUhhYwU1gedSYARENxlbNwyo0yXHUwjOQufSf2L4SJVYMVTLU8G9UHYelreZGhiAajAkSqUJxDBfSlavelumNVThS4siMVGPY/liysledN1yp4vUNgYjWYPuKMOwAdlafRL8E4URxvF0JdT8VnAjujVMxQltwsgcQydufaO5QDLsOx1eCk9kDpIN3xX9UuJJdjzQ8OJk9EZFqjGA5nnVTgAgIN94VT8U8S8qgd7xFOO4iHF8XPOveINJpDJZ/HY63C2b9WqyaRWQu/DvSV4TsMpBodiewI0jTjWvrLKyqhRALV7LKv1XJ29FALAdAxMSdQBqZKtHb8IKwVMUhYRHNG05g4DUYgfW4KufHSr76MIKlmPVrVG5AsAyrdqnySVl5OK4cjEgVRrgSgY2UBsiA6p4stBjYUbQY2AHSGVzJYqCtOQPhcEPow8iR6VewXS6ZGvc++nhmvbuWz9cczJBzDmdi1w9g6uPKtf+r/wPLjTzlati8VlVpSTaCx05S/5IRAn5zj0ou9Hjhyf+D069PO5Z4gmNjl3rcMG9s5MRX4RrfeLt3txFChUBUVoqkBLzG89fwuHGYkDcpF9Hnk9xySw2LFlmccEIPtt4wgk418zh0oVoZlG/cB1c9zB6TQBCNqNCH+Hg2r4Enb1YrSvuNggvvUNv0GAjQ7Pwkl7WVsul7i4uFtJ4pw1ShZ8BPnS7gb3/1YmNxqe96jnG/iLz3Yjj8l8rYy+vcsN+imYjKhvbwnHKNaob1z98hx56sSjgeNAF5wHjoMbjJnPv9IiEEuna1KS01mTfPxVFHNRdUnbov7JgYsCzo1s1m40aT88+v58ADw5SU7BqvQDqeeaaCp5/O5Isv1MXe2Os2bFgkRQz4/Q0Cu1kOPAbjwGPI/K+XUAWUlZnkj/sVcvaHiOXfJzZLJG1CQgjEWXDn4wzd8B+ENwN6DIIuveCos6DnYGqfuR3qq9Vq7lsPALDKHspk/7McfniI0T1s/v3yPxidFeaG/Jj36PePIf96OiIUQKxZCI//MXEuecAx6thDxjQM4IjTkLOmIpbMpsRYTkS6+GHY7bz43Tiutc6nxLMW47f/UOFnfYa3OMcrVzatzJSfnzp/WVmSe++twu2W/PWvOZSVmfzzn1ncfHNtk30b01ICcVwgzJ3rZu5cN5YF+fkNn3FNqBNOzUZc0a1EozX4QpUq/CKG4ysmUjgGz8b3Ebbaz/EUIuwsjGApQi3TK+PKcCGi9Zh2ACO6VRnBGAgnjFm/GsdbRLjTYap2uxNE2CFVg59grBxnQ06A4QSQjqEM3HgIEcRWtA2ksMFR3gMjXAE4hDsdirQycdUuA+kgZRQRqcGwgzHPhoh1HVaJtI6nECNYjhEsVYZzNKgSY71FOKZPJY5G6xL7GU45hn8djqcQS65XRrLpwXHlYRoqbEdEqtW+TlilOQg3UV83pKcAI+rH8K/HrFkcS06WIA0EdsyojYVY2fWx7rcOGLEcCGmrvAbDo8SKlNi+LiBcmMFS9X4NtwohigZihkFAfR5htSrv73sxrroVyktguHDceURyBmHVLMQIVyNdWaqkp+nDVb2AzBX/BieK4y0k0mk0IuLHCG9Vn7eRgRHegnCi2L5iRGgLZqBUvS/DlXgvyFhPCP86HNNLoreC8QiOmYHjLUbY/kSCrrTykJWz8AWrlHizA7FwrFgYUdSvhJC0QZjqczRcCGEQzh+Dk90LI7QVnIBKWDYzsTNKiHYaTbTgQJAjkd4uuMpnIpwQkaIjqS8+BqSNVb1AeYBqFmHWLscIVWB78qE2oj4fJ6KuUykT16lm+9FioJ1JFgNmo3tOQ/JYeiM0bhSZpuprEA8fSKbxMbFcfNvjJmat8DDA9qvSjAcdm7rNxMsSD9evN1mxwmL48AgFBc0YPb5MVXse4MBjm40Xrq9X421smKfkDCQRFwPJNz9QHoCSEpv1603WrLFaX00oiWTPQGamZMCAKAMGqJvo/P1vZ+T/fku+oUIKxI+fwyVDkadfBz2HwGt/V/0TTrpCiSVXLJnsk+eUqDr4OHXgN+9X4S0nX5U6EdEw1NdAbmHaeUqwaCb85wb4xaUw/hy1kvrSXTDrAzWOC26D7gPgh89jQuAA+ONTTZJrm8upaHJtNCI+f+lK0E6d6iUzU3LkkSFKS02iuPH5JE8F7mCI93tKnIXw5RvI7z+FKx9Std8jYVV2FpBHna2us9xCtSr0j88hNyYaDAMOPj7tmOIGvcslGTMmzFtv+fjpp9aJgZZCZNrC9dfXUlpqMnp0eLfow6wsSV2dYNy4EFlZkkMOCSfEQOPv1sCB6ppet0592G3xjvTrF6Wiws077/i48cYoXP0o8sOnVIWx06+H8vXw4xdw2EnI8o18MycbMedjxlrvMHzto+og9dWq6MDib5HT34AjTycQr0xW0h8Ra3L3VfgUAH71K3/ie79kidWQJN21L/zm78jX/q48BDEi/Q7h/9Y8g/cVyc9+FmLUqAidOjkIw4Tf3U/N/7uEygrBFz3v4LxrBzPz4Syu/99nnDuhjBP7baM6UYyNG5t+URqHCQGJKlrXX1/LTTflMXeum/JyI603KZnmvp/QEJYWJxqFLVsaVjW7ZS0jEgxCholVuwzH9hPNGYzjLlCr1gElvCP5B2CEq9QqcHgrjqcAaXowgxvBiSIMZaRj+lRjLYnyGMhIIgfACG7FXTETx8pR4StmJoYwVC17J4IRrkaVBY2t+mOTXNqYWEUZEesjgOlSzeeEibDDWDWLiOYOIZIzFKvmp9gKdkiJG0PFj6sqRXXgOLFEWYkRqYeIClOVTlAJEcMLpkeVv8SMraSHlKcgqsJ2RHgrpjBV+U9vLmb9mpiRqkKTlNFsYAU2IO16VcrTrosZufVq3mQUaXpxrCzl8ZBSrWrHVrYBnFhjs3gSrXBCsQpIDravU2IFGyesKmEJJ2YYWGC4ELH+BN71b6n8hVAZCIHtKSaj/FlEuFK9v2gdUrgSIUYiqubE9K9XXZvtoAq5cWUpD4QdQvjXYdX8RPyLJjFUNShU0q0wLBxi5VDtoBIGsaRcAwPqVsWaw5lqTv0bAIGVEIYicSzp+GJjkg0VjzK6Y3uKMENbMKNbkHYnHF9XhF2LY+fheDsRzj9I9RCoW4ER2IDj7kQkfxSu8plYlfMwa5ZiZ/bCceeC5UU6KuwIIZCeAmwxSAmdaB1E67ENL9LbKHJB02a0GGhnksVAY8MifsNuTgzEK1vk5DgIoQyBxmIgnes5vuK7raZj0Sj89a85bN1q4PVK/vpXVcmnRVpIHIyXQ2xceWNbnoHGYgBUqND69SZ33pmTeK6lMKGmnoGGv7OzU48f7jac39d9wQmDZnNG3r8SpVLF6/c2bLRuCcyfDoDMyAGXG1GtStrKL9+EUeMR/31C/X3oiaoJ1odPweqfVNWlrRtVh9JDTkgd9PLvVcjP6BPgPzeoY750JzIcVEb/8u/Udit/RN55Fhx2CuLzl9VzB01IW2WnuZXHbRmyzTWnKy01eOopFTbRpYvN4sVqw1GjwsyYkcGNtVN59o9TMN57FLFuMdx9Xsr+sksvOPF3qWIoVq99W8TFQEaGZOjQSEIMtGXfHS332bOnTc+ebe/62l785S/VzJ7t5pRTVOjc4MENH5DdaFhxozX+3WuLIDrnHD/ffedm9mw38+a5GDEiV4XfxOkxMOEdmlN1KPd9kcMhlpex1juAWu3/IPQbSor8nDzgc8R3n8D/XlX7DjgQrn4MeftpBDeX82XkVJ54ooK8PEl+voPLJamuNpg3z9Xg9Rw1HkaNV514F3wFq3/i85pTWfmduv4WLlTXwciREf785xpEdgHP9/uIaWu9nDbEDwQoKrKx8bC+qhPQumZw6cRAS/0q+/a16dJFea02bWpeDMye7eLllzNZu1YdP91v9ZAhUW6/vRrTVOLsjjtyWLBAvc+jjw4x48sBrK4bRUHPzSpEJlKP7e1GuPtERMSPWf0jQjpEc4chTR/edW+q5lIATpRotBYRqVNx8Y6t+gSYPhxvFwz/etVwSoC0Awg7iERi2PVg16va/YBwIrEwF1SVHOFCOqFYzkFs7hwVPiQwYiUvIyDD6giOjURi1tVi1a1CCjO2Om0qz0VsVV0KgePKQwgz1sk29nuL0ZBQKkFEw4DyCKiyq6jQk5iPIi5SRFSVyERYatXeCStD2MpQRrUwYkZ2IGbExsYSs3ETDdSifsxoIFapx4M0VHUbEa3H8eQT7nwYTs4AjECpSgJ2whiRGtXjQIbVWMLVShAIK/YPkFFsT1eww1jBjbiDZciqeYDqzuyKhVtJVw6OKxspJUa0FiI1Siy4crGz+uGumK2q6MS7PkcFjitXlQt1wggnhGPlqiRsK0OFkckI0vBgu/MJdxmPVbMYq+pHjFC1CrWJVaRSOSGAjAsoSE3ejXmXpIMRKlPOBsuH4+uG485XIjNaE+tWDVbNEpUXkdUP6ckBCe6KOZDUEyiOEa7ErF8BCMTGWnCi2BklGKFKldOQ0z8RmhWVqhSuiAZVkrsrp8nxNG1Di4F2pqVO9XHjtrkE4rhnIG4sX3RRPc88k8HJJwd4/HHVVCPdTSt+3HQJzcl8842brVvVOYJBwQsvZHLLLTVs2GAyY4abiRMDra6lDc2HCTXnGYjnDKQTA4MHR/n661Th0bYwoYa/G48nM1NSJwtYIMZxxoUlyM9ehLJ18OPnCDuKHHgwbFmHqFCrbsJfk7K/WDgDFs5oeOK1e5RYSIrpB5BP3gQ9BkBhdxXv//00FS8vnQajKX7MN5QQkYYJF9wO376vREpcCADs/3PS0dLKY2IsaV6Kb984eXHVqoaL6s9/zk08HjYswqxZHgJRH+s7T6DnTWOQ//wdYmnDD7nMLoDrn9q2V6QZ4tdQRoZkwIAIpqlWSjdtMraZxBu/vnbUM7C76dvXpm/fhhyaeIUhaEiqb3hNzUn8t6Itgqh7d5sJE4JMnerlySczueaa2tSuxkkkDOYDjsY58l4ieHjxw+P4fn42ObUOJ19xMvLxPzb0jBgzCXyZVF3zBtdd5aWGInJyVNKwy6UKIixc6OKvf83hT3+qYdSoJEUqBAz/GQz/Gd/eoW7qBQWqCWFlpcGPP7qYP9/FiBERVsfmI76I0aVLvE/ENtxiMerqRCIvyzDSh3qmIx7CVlpqNltV6L33fAkhEH/fjRFCCYI4l19ex5//nMugQRGGDInw9Zc+6usMpLcLEgezfi2+NS/i3jIdcEA6OBndYxVmohgR9VslXTlEs/cDDFxbvsIIbwEE0cxeWHUrVGKuOw/HiCdg5gEG2EEc09VQ812YypMgMlSpSncejrcLjjsfq/J7RLQeaeWosKJwBUg7lldgxFaibeVFkJJ4mJFahQ6plmfSixCGMhrtANKJIJxIrLmZ+jAkauUZ6YAMJ9U9krFeByiDNenZeMKxIDb/tmpWhhBgh4iHNQnpAKosZywdWu0XK9/pJNKmVUgNjgqNUZtZGKFKfGtexXHnquRhIZSo8nQikjccV8XcREy7qvQUO5eMIoUZ81aEiYe1xEPzGt6jUN4SJ6oMfBPV8ddwYTgRjJqFgEBa2Som3/QgXYVIwyCaOxTpLVJlO0OV2Jl9EEIihTK0pZWNBMzqRRihciK5wzFClZiBdbFO0bb6QsRFkZQgJMJQnZyJxD4jYSJjieYIA+nKw3HnYWd0V1WfsgfguAtwfN2wapeAHUJEqojmDES68zDrVijBKATS2xUR3qrKmJpepOFTyc3hGoxoDWaoTOVC+LrguPKJ5g0HwyJSeBhm/Uq8617HqN+C8Dd4FzXbhxYD28HZZ/t5+eUMTjqpaTnDlm4u20ogjhvL8dW/0aPDjB4dprpa8Pjjapvk8pFxtuUZePddL//7n5fSUvVDedRRIb780sOPP7pYvtzi73/PpqLCoKrK4De/ad3qGjQYcs2FCTX1DKi/04mBo48Osny5xf/+12DxN/YMJBu/Pl96bwQ09QzEx1dfL1TYTzwHIlCnVuhzC2HjCuQztyAHj6HSn0Wnafcgew6G3/wdnrgptTrTj583GT+ghMVXb0NtJWLGOymvqSQqE877f+pG9fU7KiHzmPPg8FPg0IkqmXvDUpj/laq4k9yAK4mGaktpXwbSX4fxeV+/3kypab96dfqfgZISm0GDIixY4OL++7P5+99tXNc/hawqUxWEvv0AzvmzmtPtJDnMxeeDIUMizJ/v4ssvPZx+esvlQtvLM7AnMmRIhIULXYwenbpyEBcKgYAgGm17EvWkSQE++sjLhg0mN9yQx//9Xw0HHND0h6OuTv0WFXZ2EIccjxu4tF+Uyy4jkafASVfC3I8RLi8yFkpXE86hWuaRk+OkVLQ65xw/f/1rDsGg4H//86SKgRjRKAmv1J/+VEOvXjZPPZXJ1KleXn/dx6uvZrBypXq9d29lUMf7RCSH2rTEhg3qNzA/36Ffvyhz5rSuv0XXrqn9KBojZdPvUUtiPU5RkcO//12JELB8uYXHDLCodAiHuVZjuwYg3flYVfMw61cn9jH96xvOa/oId/m52q52GSJSC6aXcNcJKpa+ehGR/HxEpBrTvxY7o0eihrxVNU/F5guB480EKVWseGxlXxoWjpWBlAKrej7SlaNWZoWJNDqBO08ZkdJBhKqAEEKa2JZHhbU4kYQHgVh5U9NR3+mGBmnxeO+GuRIIpLSRhheJD8OuT6kqg7BiBqujkpyViRsrYerEDH0lStQKt50oqNoYkXJuJ1GTJhEaJdUZ1Gp5CAip0QfqlVdAGEo01K/BqpqvLgTDpVb2PW61ci0jCDuqwokavdemSARRzHAZZrgsNg4DKUyMSDUSUwmRjB5E84ZiZ3THtXUuQkqMcLny+ERrMQIbMOuX43i64FiZ4M5V+RF1y9VnJkxM/2qVtG1lEMkfSaTTIZi1S1V8frhCVemRNrgyiLo7q8/TDipjPVKjFpyEyhER0TpM/0aimX2wqhepPALDjcTAiFQinCiuirlEc0cgzQzM+pUNx7IDSCtHhYC5cnGsXAyrFmlbscpVQUS4CveW6Zj+NTjuAlzl36oqToaPaN7+MTGp2RG0GNgOTj01wKGHhunWrW2hBdtqRR9f7cvJabqyHSfd6n9LseCOAy+9lJkINygocDj33HqqqwXffedm1SpVphCU56BtYiB9zkBz1YTiXom8vHSCBg47LJQiBhrfTJMN3JY8A41faxADjQwGX5b6B5RZ/bltw1S2zjOJRmF031/yxxtdCK8Pzr6paWiM26c6mf7qTyr2f9MqxCNXq5CgUOyGd+wFcOiJqstrJKRuHPGSmj8/q9EEuFQeQStoLoF4WwwaFMXnk1RVGSxfbiUq5qxerQycAw4I06ePzZtvKvdQ9+42V15Zx/XX57FuncmSJRbDhgGdusFxF6l/O0hymBDAz38eYv58F//7n4dTTw00mwdh2w3hdvuiGPjjH2v58ksPP/tZau5EvLqQlFBbK5LEQOuWuAsLHY4/PsD776vP+KefXGnFQG1tU6Ef/4yiUeXddHfpBX9+lU5diin35ICU1NSo/ZK9G6ByHW65pYY//SmX775zE4029XKuWGERDAqys51E2NZxxwWYOtXLokUNyne//aIUFan3G/cMbNliYtvbzpuJezxKSmx++9s6wuFsjjsu2PJONJSabU4MlJcbiWs5TktiPZm4KC8pcfBHc3hn4bmcUlKh5ltKzKoFuMtnqNV9Kytm1K1EuvOwfSUqtj9cDaiQjUjnw1WZSIRaLXblxlbJDRWKUbcSq3IekYIDMetWqu60UoXBiGgtQoZVHH60DjOk+jjIWElS6emkatQLEzt3mMplCGzArFuFGdqClBEMOx5i40K6C1Q8e7geESnHiHVHFk3qxiuDV5WaVPH3hhNsWKWOIRHqvWAgzUzVx0A6qoRoTCCoQ8ZKUQpXGg9Dak+FNJ9IzNcgiIdCyVgpUXUjVcnVKiQoPn5irwm1ai6zVDK2EUGameCEMUOVyutiWMpQjpXVNJyQqgwVEy5N+z3YMc+FmjcztBUjUoVVu0SFMElbjYVYOFYsR0I4EYzQ1liidzwkKuZ9MVwI20S6c7AzemBn9VVGuzARQmBn9lY9AsK1YLoRkRpVMtVTSDSrL1bNYoxwDSCR0o5VvKrFHdgQmw+hzmlYSOFDyBAIEyNYDk6oqTgLV4DhVt4Qdz7SXUA0az/sjO6ISA2mfx1m/RrVGVpYKvQobziOEas6Fals4fPUtAYtBrYDIdTNJB0t3QDiRnswKFJWZkEZyh99pBLgGlfbSb5ppss3aC4WHKC6WmDHcqgefLCSoiIH02y4uSW71+OrgaBWHEtLDXr2tBPHr6sT/Pe/XvbbL8qoUZGkEI9t5wyEw7BsWeqqXmMaGxCNjYVksdPYa5DqGUg9Tnx88fGm48cfXSlzMWtlH/79TBDHEfTrdxiDT3qM1ZtzcVWsoW6Ln698l9DNkgz8McrPfx6Czt1Vo7Z4PfXcznD6HxsK/reQe1FRIairMwiH1WeVmSnp2tVuYtgo46/50qvbwrLieQAeZs92J4kBNdG//GWAgQOjDBwYIRIR5OaqVaxevaL89JMrkfPRnsRXmeNG5yGHhHjiiUw2bzb5wx/yuPPO6iafJ6QKzX1RDGRnS044oamRahiqwlBtrUFdnbFd5VUvuMBPly4OTz6ZmUhEbkzcsE0OuUs+RyAg1O9Zz8G4unaF0lKgYUEjXULugAFR8vIcqqoMfvjBxUEHpf5gxb0Cgwc3dArv2tXB7ZaJBZSuXW3+9rfqxOvxfIRIRLBxo0mPHi0v0KxZo95v9+42BQWSv/ylpsXt4xQXq+PGvauNiX+H4pWpoEFQtZaMDMndd4NhVDX8ngmBnT+cQH6sQpKUKrEUibCDyhAKbMTxdlE137P6qtX+GE5mr5Rz2O4C7Kx+2L5uuMu+wM4ZBNGAMqakjeMtUmE1VjZmzSK16uuongUIAyI1sbCNEsxwOWZgo6q7b2UQzjwQaWZh1i7DDJUiInUqRChcqXIN3AU4TijWYCx2D4gf13AjhUeFpTgREBGkjK3Pi5gXIV6KVO0IwsLxdAInhBGpUdvLiKrvb3lxhE+dyw6AyMIxs1Qok5WB4+msDGXbjxQGdtZ+2BklYPqwquYhQhVq+qM1GJE6JQtMD7gtFQZkhyDZWxF7pHokCLWKb/tVTwfhAcPA9hSBcOF4c1UojZmJiNZj1a3CCKyPGdRBVAO4aMJcFol3LGLvXzaEFznBhvlAxJKZrUSSuJQOUkgV7hQ7osQAGRNrsTNYVd9jBjaDE0GaXqzARtUzwpUHphHLHVFeGSOq8lCk21DbG26MsFCVhoh3tCYm7NxgGDhGnkpYtmOVk0wvmKrpm+POwwhuQZoejEgtEontKyHU7QTsrL5YVfPwrl6LY3hVaBkqV8C94V0MO0RidUSzQ2gx0M4cd1yQb75xc+ihTRMD4vH4UsKnn3qYP9+F1wtnnVXPzTfnJlboc3KaX7VI51VoaCbV9LXkcp5duzYcN+5eT45xdRxVdu/55zNZtMhFNKqqgZx6aoCKCoObb85NrO5bllohhNZVE1qwQI09P99pNlkzObzH7ZZNEmKTPTGNX0v1DKQPEwoEBI6TviFXPERr+PAIgwZFeP31jETX52nTPFjWKYn3G+enRfDJJzBgQIRu3TxqtT+WZMyII9OfKImKCoPbb89J1JRPZsiQCLff3mCoVFcLbrwxl9paCIeVCmirZwDgoIMizJjhYd48F7/6FdTUiMR1F/9cGq8Ux8OLtkcMOI6av8xMyYEHhpsImMaeAa8XLrusjvvvz2bjRpPFi10pTcgqKgTTpnkTws7lkq1egd1XyMqS1NYqY7Px/LUGIaBPH3Uxr12b/hYQXxhIFgNCNDRIq6+Pi8VU4h2c0wk4IeDQQ8N8+KGXhx/O5tJL6+jc2aGkxMbnk4kQoHhPhfg+3brZCWN76NBIyndfCOXxmj/fxWOPZSWSc5tj8WJ1sQwY0Lbmg3ExsHatyTPPZCQ6RX//vYszzwwkvGv9+0cTYqA5odUShxwCpaVO87aNEEiXahomXTlEvUWQv3+bz2PnDiWQ1RfX1tmY9auxzQHYWX2RrjzszJ5guBGhrZh1azBrFmJVzcOqX60aVcVKlhKpVV2IDS92RjeczJ7K8HZ5kU4uxFbxBSp0RlUzchH1dlOGr5SIcLWqVySjMY9ETCxgxOrUu1TlIWSiyy7IWG3+iAqLEgaOmaVqz9thtQptBxDYOK5MsAqR7jzVfC1cpYxRb1EsGVViZ/XFzu5HuOhIpCeW+xT146r8XjU2C27FVb1AJcwKE8f0Ke+FHVIeFKQyyp1YuVUngiCIsEFGaoiX75SmFww3ZjCEGapQ4aLEeitY2WBlqe7JTjiWp2AirWxEpDJW6hSVFC3tWEJ0PNdBxjwUyfJBhXlJwwsIRKQex/TiZBSrXJNwhTLOIzZG9Xz1Qy2IfUY2AgcRqUPaYQjZmI6DNH2x0ByvKnHqySeSNxyrZqm6Jp0oyFCsApNL9a0IbkTYYeUNkSZSunHMTHWteQuV+MSNdG9C2HU47lykNJHChXftG1h1SxHhavWeDQ84QYyoP3aNxMSNNEjOutBsH1oMtDMZGZJ77qlO+1pydYl//zsr8fj771NXXdPF1MdpbJBCgzcinWeguQo+8RJ3jSu33HBDXsrfK1aoS+STTzwJIdB4HNsKE/riCzf//rd6bcSISBNDPk46AyKZ7t1tbrmlJu38JIuBxsZhsqEUCIgm44UGMTBwYISTTw5QVWUwa5Y7kWwYjSpDaPz4YKLs6yOPqM+wvNykWzcHTrkauXEFzPsitftpM8yb50oIgdxcB7dbja+uTiTEWNw78sgjWWzdaqQY08lNxhrTnDERb/AWX+GMJ6h27Wo3u7oc91TF56gtfPihN1Gp6KCDwtx0U2qd9gZjtuEzPeywMF9+GWbOHHdCqMR59tnMlETzvT15eHvIyZGUlirDO+4ZaNx0b1vEhV95uUF9fdPvRLxaUeM+BxkZSgyka5QGJIUJpf8NO+ccPytXWixdanHvvcqotSy46qrahBjo2zf1R66kpEEMpPPIXnaZCmVbssRiwQJXsz1agsGGZPnBg9vWVK5z5wYPxPvv+3j/fR8ejyQUEnz2mZfu3dW4eveOsnSpRWmpydChu65x3XZh+ogUHUGEI9K+LD2diHo6Ee10AKGoHzOwAVfZdFxb5wA2TmZPHGEi3bmIcLXqthupRtghHE9nZNZ+yrB0IiAjqnSnXU88AVaEK8B0qb4DQiUFC2HE8gkADOU5cEIIQ1UDkmau6hdgxxri2X6Ir5hLRyX0Sgl2GEOGYuLFRMZLU8Zi012V3+G4O2Fn9yea1Ydw8QTAwaxdpkJ3QuVYlT+oCkyhrdjezkRz+quQKXchKlRIqBr6qBArq2qBqgAFSClijdkAIZE4sUpNIZCWquDjBGPuBAfpySacNwwnszfSCYPhxQqsR0SqlYgJlGGEytTqux2IeWpiyd7xfghOMOZxUeFlEiPR0ExaLlVZyA6rz0BKFRrmxD0csTKkhhthgO3KwQjXqqpLMqICp5yQ6hRsqrKuMlqLCNcAQi18GRaOrxu2pwsgMYKbsbMHqWZu9WtU/ohlYkZrMSu+jY3TjoVhgRRubCsXK1KR+DyFlMS7FKumadGY50PE8kUsJVDYfdXg9hW0GNiFmKZKlP3ySw8+n0RK1XG4stLAsuDUU/2Ul5scfHDbVq0aEoib3qDjxlRjAzoeJpQu7Kh7d5vx44M8+2xmQgB8840ywK66qo799w9zxRX5CWO/cThPcgLx5s0G//53Q7fP5m7UyftB83kVze3fkpHscpEINUhn+EBD5+fcXInHA5deWs9vf1vPuecWJOaoa1ebX//an9jniy88LFjgSpSExbRUM7P6asjKa/Z9xonP7WGHhfjDH2J1tSX86lcFRCKCrVsNunRx2LTJ4Lvv3JgmjBoF337b9D03pjkxEBeB9fVKdKxapW688Zrq6dgez4CUMGeOi+efz0g8t2CBq4lnprmV7Xj5xvgcLVhgMXOmp0nFqX0xRGhbNFQUEtvdayEjQ1JY6FBebrB2rdnEOG5rcYA4DWFC6ccTbwj44osZfPGFJ5EI/fnnDQUOGouBZI9gOjHQpYvDwQeHmT7dw+LFVpPfiB9/dPHMM5nk5zvYNnTq5GyzV0BjlGCpY/FiF1OnKo9h8m9nXNQfcECEww4LMXOmR4UP7itYGdjZ/bGz9iNcMlF1LhYucEJYNYswjFh5UxlFROsJdzkKYQexahbjuHKxs/qqZmfVi1VoU3ATjjAQ0TqE6QUkjpWN7e6EkFEVZiNMtfofrVcGabQeaboSYUvxsBkJYKrVagw3jpWJ5cnADlSp48er+eCKjS+EdOUhQltx+9fiLv0YueieWHlKA+FE1Gq96UMJElXxCCTSlY2dGUW683EMjzJKXQVgZULuEES4SlXFsTIw61cjHFWy04jUxkSRozwESKUnDEvlEwQ3ISpCyNplKnzHysLxdcXxdVPvN1yB9BQghRspHZX8G58Xx1EhPDFErEmdsIPKkyAE0vDEDPua2CJ6rAkZoNSVgRAC6URB2pix8BuBUF4djJhxHkoc03DqEZFK4lWFwMCsXRHL/VBVq6Tpjo0lth/EelNAQzJ1rIQsEVXmVu2h5hsDicqxwPQiXQbSyFCCTQZxhDtWOlabsjuKnsFdzGWX1XPppeqCD4fhiivyqaoyOOecek48cduJbOmIr4Sn8xo0V84zHiaUjMejar1fckl94qZeUWGwbp3J+vUmlgUHHxwmI0Pyu9+pUI50RkiygXbFFfkIoQzXX/4ywNixzd8gd6ThU/K+6cJGMjOVGGic5BcnbtAn52sIoeYtnjTYuElb2hVzIVolBECtykLT8KdOndQ542Lg22/VD+rQoREmTfIkxMD2hAl5veo9VVYabNpkJjwDzeVxQEN31tZ6BmprBY88kpWo1NKli83WrSbBoMpDSe7wm1xaNJn4XL/zjo+vv3Y3WzqyI3oG4h60LVsa5mR7RFHPnlHKy92sWmU1EQPpwoSgQRwkKgo1YluegfhYL7mknosvrufbb9384x/Z/PCD+tIWFjpNCijEK/lA87lagwZFYmLAhZQB5s51MW+em4wMh+XLXaxbZybCdgYNat472RJjx4YZOzbMxo1mYrzJDB0aSYwvXb7HPoEQqtSot6GPSLTgQNXboH4VRmAj0dxhOBklAIS7jIuFCMWul+JjEOEKjFAF7k0fqlAUTyEIg2j2fkhXDraveyxcx8Hwr8Nd+glW1QKVHyAslacQKkfYfmXwGm6klYnt66bCXKxMXHmdCddsRcZKgwonghnchFG/SoUnBUtjFY+iSByMiEQGy5QAEZYKsTGzkFZGzLsRVsa3MFXXY3chhhNEROrUnLhycFx5RLP74+QOws7qTyR/f9XNN1SOa9M0XOXfYAY2qA7NTkQZt6ZXhVbZfozwFmSkCgDHla88J05Y9YlwZasGa3aN6qZsuJEuS4UpyXrijcMS8xzzkihvSgbEckziz8dDqzBBGCZSWInVd9V3QiX8OpYP09cJJxJRjb9iYUrK+RDPQ4h9X2UssTo5OTjNbUVlfrhigkGt/KswqGjSvvFsBqkESDSIjNbF8ilUwqXjzkNYFtIOY0S27NBlrdFiYLcQvxF5PPDnP9ewbp3J4Yc303ygFWyPZ8DjaTAKASZMCKZUEoofs6rKYMYMZdSNHBlOGF+HHRbGsmrp3LnpzTndivUNN8D++wd2SZ7PwIFNvQcZGZLKytQk4vp6wSefeDn88FCSZyB1npLFQOM5jIuB+L5tJf7ZNBYZcTEwd66b117LSDQlGjMmzIgRDdu11FeipXkuLrZjYsBIxDrHw4fSEX+frfEMlJcb/PnPuZSXK2/Xz38e5JRTAvzzn9ksXWqxapVFSUnDtd7cynanTuqcjtO0hvyECcFEsn1HyxeABkO7rKyhY3lbk8lBGa/ffedmzhx3ivHqOMk9RFKvzdZ6BlrKe4ojBE1W6Bt7BYBE5SBQ4TrpGDQo1m18vovbbmto5JXMwQeHCQYFJ564Y2UIk7+vPp/k0EPDfPmlh3PO8bew176NdGWpGvB5w1NfMBsVThAC6emE7elEIHu/bawAmTiZvQnu9xsVFiRjte1Nr6p6FKnF8XbGCFUgQuUqHKVuFYbtR3ht8IeU0WplIkJlRPJGIHMG4Cn/BhGujoXZqzAbYfsR0kYIk+RkXBGNhaUYLqQrOxZnXxdrShbLBcCFiAYw7AjuQCmUz8Rx5eDJ6hsLOdqsxhitR9h+HFc+jitHnc+uRwhT9VVwomr13olgRusQfidhEot4SrAwY6vtscpLphdp+ZSokAB2TCDYsfh+DwgDI+pXvQISfRWiGE4kdp9wEI4fA4njziOa2Q8RrQU7DIYH04kgwlUNyd6gPCxCKBFheIj3cxDSTlR1iicxxz74hnMjiBWQAhmrOmT5QMb6VDhhVEUlUx0jdjyRrCykUJWuQuUkV5vSbD9aDOxmeve26d17x+LdWmo61lLX327d7MTrjW/KeXky0ZTnk0+U4TV2bKpgOeSQ9AJGiIYE4/32i3LAARGOOcbDlp0s3h9/vIKaGkPF7zcibmzOmuVm4MAo9fWC++/PZsECF9980xCb3riSU/K8NfUMtG3FvDHxEJi44Rsn/lm8+25DVRCPRzJ6dJiCgqbbpaMlMdCli8OiRfDEE1mJ2PCWOlHH56A17/OzzzyUlxt06WJz3XUNTa369IkmxECy8G0uTKhTp9Tx3H13NQUFNt9/7+ZnPwslxEB8JbojEfcMfPWVMrR8vqbJ9q1h9Ogwzz+fyU8/uairEwkvQLL3rHGYULrKXFLG8g9Fw+fRXJhQYxp/zvHY+2QGDozyy18G6NrVbjYnv0cPm8xMSX29YMECVyKeP5mLL65vc3hQOpJ/E/LyHH73uzouuqi+Q4as7RBtuWhNb8qfqudBDgCOrxh8xQDYOYMQQmAUFxNa9iUiUKq8CjEjVhguwsXHJvU/sHDcOSpsKFyBVbsUI1iOEalqMN5N1WHX9nVVpTcj1RjBMqQrG8dXojwd/o2xykpqQc0MADULG79hZcA7EdVZGBHrP+MB06NCYlw5CY+HJJZzIO1YBVMVioMDjjcf6SnCzu5NNKsvYClviQCkgxHcghGpUn0jZJSoLx/pKUQKF0KGMYKbMMJVsTArVQko1mMMI1wGmAi7DhGtBBxEohV6LIbfyIiFA4mYt8FCerJV52EplViwA0g7pBLATU+sqZgrFjIV6w4twyrkK1Z1CAdkrGO0Oq8SdMKJeyBSPQdaCLQfWgzsJcTje9PRUtOxlsTAeef5mTw5m8pKo8mKnGGoG128GZllqQTQ1vKnP9WwZYvBUUeFMAyBZeW1et/tpaBAUlCQ3qiN33c++MDHBx+ktlmOJ0lDQ0hMw98tiYHtT6wFlXgMTY36ZHGQn+9wySX1dO9uJ8THP/9Zxfr1Jv36Nb+aL2XzN9p4ZZS4EMjJcZoIkmTi77OuThCJtLwaH69Oc9xxwZTutvEwpHff9bFypcX48UEOPzzcrBhInuvMTEm/fqrc5PjxqWFmjROMOwKNV+tbKjjQEl27qspea9eaPPRQFsceG+SAAyKJkpg+n2ySDxT/nAIBVR750Ucz+f57qKoqoEcPm02b4tWEWjemvDyZUpksXRiQEKrRY0sIASeeGODdd31kZkquuqqWSERwR6yjsc8nW7zG20LytZmfr5qraSGwZyGEwM7uj8zaj0inQ1W501h/hnhFpDiGE8Y2XUhfMRFfV5ASs3Y5Zu1ijIgqBiKcEGZgEyrcJhCrlpMDtl95JUwPdmYPVY8foYxdO4gSABaOJx/p7YKI1Cqj3QmqMBx3AZheHFeBCn3xdML29UAES3G8XbHqlmAGNmK7CxCmByNYhhGqQMXjmxjhStxlXyc1NBMqZMrTWXUF9nWLdT92Id35iPBWjPo1YLixM/uBXY0ZrsLBwIjWqSpP8ZKgpgfpGGCa2G4f0soFIio52coCw4sR3KAMdmEiXdlEs/ZDunIxItUYgY2ISK3qX2AH1JzEqh5JwLADiapAKicj8ekRzxkAYlWlLNUATgji/RSEdFRiOkJ5aTQ7hBYDewk331zD449ncfbZTZuCNeQMNB8m1NiQBbVq/9BDlZSVmWnLfRYUOIn9R44Mp028bY7hw9uWBB3H65XNdmjeEYqLbZYuTb3cDUPFs8cTFz0e2aQqS7I4aGx0xUOKqqvVeBcutHjzzQzKygxKSmwuvLCe6mqDd9/1cfLJgURdf4BQqMEYb2ykJP89YkQkyQOjti8pcdrc8C6Z5HyRXr2inHeev8VFuqysBoOtutpocXU1Xqq2cUJyvHa8lCqUY8ECF8XFVU36DMRJvl67dLGbHV+6BPh9neQ4/oMOCnPGGdsfnnLSSQEeeiiLuXPdzJ3r5oIL6hP5A+m+73Gj1+8XrF1r8vnnnoRnMv7Z5+Y6zcb2N0blyNiJULDW7peO004LcNppDSFAyXX+8/KcHcpJSqaxGNDs4Rgu7Nwh2LlDaGiuVo+I1uHaOgsjUIpZt7rRPiZ23jBCmf0wIpW4yr9V5U8jNWqFXtqYgdLE5tL04WR0x3HnJxmmkniTL4Bo7iDlBXCUAWv614IdQlqZGOGtiGgA6crGcPzgysa065C+EqK+kvjRcHzdMULlmFULVIUeiQoHsjJjzeAsVRY1tDAW309DPoHpjo1HIs0MRFT1S1DN4Tph00W9LiMIGcFx5eJk9MGX1xm7Yo0ag7DUHBgqv8AxeiHCFapTsBPFqlkEViZSOrEwJg/S8cU8HE6sL4KDwFQiyHAnSoZiuFW4kxONVROKiRhPEY6vmKi3OBbKhRIjQuC4C8H0IAKlNN/JR9MatBjYS+jVy+bOO9OXLI0nkvr9qc3MAoGGePbmblpeL83W/e/UyWH5cvU4Xd+EnYHHs3PEwCmnBMjLczjooDDLllkcemiYoiKH2lrBRRep2JtQSDQxGFryDMTFQFWVwdatBn/7W04ilrq01GTpUisRQz1njpsbb6xh1KgIS5ZY/PnPuYASPy2FyAwatH2iqqUwoWHDVCfioUMj3Hhj7TaNJCGUMVVebnDvvdlcfXVtSs+KOMFgQ4fWnj1TvRbdu9tMnlzF1q0Gb76ZwfLlFo88ks2WLWp+Gq+sepOiAtKVnL3mmloefDCbK6+sa3nw+yDDhkXo2dPmoIPC/OpXOxanfuSRIXr3jnLHHTlUVhosW2Ylfg8aeyCgwTPg9wvmzVOrEP36wRFH1PPYY6pq2EknBfC04c6cfP3viBhoTPJ1056iMfk3QYuBvQxhIF3ZiV4NdlY/jGCpSo7FUA3MQltVQnPe8ESidLDXmVi1y5EYiEg1Vt1KVVFJ2tiZfXB8XTHC5cpj4M4HTFVmNJakbAQ2YtUsSz+kSA0IFzK+qpckIBxPAY6nEBH1q94AUT+OpxDZeaxq5uZEVViNlan6P9ghVakpUqO8GnYIIVHCwA4pYeQpQrrzY5WNPIBUIUcZJdjuglhTtYBqtmYIhJWBk9mroZkYoJrf1SovibcIhKkEVngrqtSopapPebuAmaXO74RUMna0FiEd7IwSInkHIjOKQYIRLldGvhNRCc6eziqXoDExQSeF1fC6EyZ/hy4MjRYD+wDdu9u4XJLycoMVK6xE057Zs904jqrG0Tj8pTXEjd94FaFdQUGBs90JuS3Ro4fN+ecrw2nIkAZDtXHlksYkhzu0lED8+OOZBAKCkhKbM87w89RTmSnvw7bhrrtyOOGEILNmNWR7BoNNBUiy6GhrPfQ4LYmBggKHp5+uwDRbH7Y7YECE8nIPy5ZZXHttHn/7W3WTXJf16y2kVCIpHtKUTN++Nn372vTvX8N11+WlNGXy+Zo3qrp3bzoHP/tZmNGjt7bJ6NxXyM6W3HdfVbsdr1cvm9/+to7Jk3PYuNFMrKin8wwki4H585XxMmGCKo+7dKnF1q0GEya0rZJOsqHe3uE2Xbsqz19z+U3bQ/L3M911rtmLEALH1w3H163l7UyfSpCOEe08tk2nMepXY9avVeE8dhiEiZ3ZA5XM6yCFwM7siyqz6agqRk5EeRLiP9JSIsIVyqOAUL0cLB9GYDNGeCtm/TpEpBrH0wlpZSohI0wcVzYiGowZ25mISA1m/Vrl/cjogTTcStyEtsb6JqAEk+XBrFsBYQdhu3Ey++J4OilREqlW1ZDi/R9cuUpgxHogOJ7CWKMxiePpjJ3RXQmGcGUsX0J1QBamCXZAhTZl91del2g9ZmAjpn+N6oJs+lTHY6uhTHW8yZlRvwbTv041n+t+cZs+E00qWgzsA2RnS8aODfPFFx5uuimXoiI7ZeX28MND2+Uij4eTjBgRblJicGdx9dV13HtvNqedtusqc5xxhp/XXsvgwAObGgzJBlFj4ZCbKxOhL3Pnqj4Af/xjLd272/TqZfP66z7KykzOOaeeOXPcvP++L1GjPE66c5aU2BQUOGRlye1eKd1W1abGseDb4uqr6xg3LsQrr6hV/U8+8aZUnwISFVx69Gh5zHl5kjvvrGby5BzWrTNxuWTa6+u3v63jyy89KaEfyXREIbCziF9npaVmIs8o3WcSN9bnz3cljPgDD1T2yuWX73lemttuq+HLL90cd1z7lfpMrjgmhBYDmm3jZPbGyezdqm0TV1TjVtqxSkxRT6eUp213ATYQ6dyGAcWblcUMg0ikFqvqR8z6tRjBzcq4BpyMHoisbGSd8gKY/vWxsbhITksTdhCRFDZlRhqaS5q1y2lN0TdpelTTs6R90yIMHFeuEhXOHt7Yby9Ci4F9hOOPD/LFF8o6KiszKStr+CHZ3rKlRx8dwu8XjBu365rn9Ohh88ADVbvsfACnnx6gd287bUnSAQOiTJgQpLi4ady6aark27gH4Nhjg4lqKN2724lGYtAQmvP66xl07uxw2WV1lJaajBjR9LPxeODBByuBtvde+MUvAnzwgY9zz22aW7IjWBbsv38E8HPHHTl89JGXrVsNJk0K0KePzezZbl54Qa3ctCZfpLjY4d57q5g7143P56QtjXnssSGOPXYfaty0B9Oli4NlqVX6F19U4T7JOS5x4uI4Hv7Ws6dNnz6wadP2n/s3v6nnjjty2v2aBbWKf9JJ7VvzP9lGa0selUazx9Ao4Va6sol0PlwJCieMEdisVuktHznd9yOwYTWEq1ToUaxxmjS9Me+AV5VIjdQBUoULOWFVLhWJEdiokq+FwHHlIl0qRBYnhIj6EdF6jGitSkSONTtzPIWqUZodUELDDjSET0kHI6zuj9LKxM7spTwRmh1Ci4F9hP32i3LLLTWsXq0aSU2frox0oJ0AAQAASURBVITBpEmB7V5d9vkkZ565YzW59waEUGUWm3ut8Qp4MscdF+Szz7wUFdnbTOQ888wARxwRonNnZXi11I3Z6232pRb59a/9TJgQTBvT3x4MGxZJdHOeM8edaCwW59hjg5x0UuuuGcPYdeFnmpYxTZWovWGDSTSqVr8nTGj6OSaH8QwcGOWmm2oRIqPJdm1h+PAIzz+/dbt6JewuLrignvnzXRxxhBarmn0Mw42T2QNQVZmE5UW6c5GuHJq7q0hyIU14v+LAbZ9TOirHQtoq58JsdDApY9WZQMSavUnTG2tY1/GKSOwMtBjYhxg5MpIwMMeMCWGacMAB25eAqmkdp58e4PTTWy+YdpaRHkcI0vZZaC8sSyWIvvFGRpNQpMJCh4suqm9zCJJmzyDZ0D/zTD++NDf35Gpb55xTv82cm9ayNwkBgBNPDG53x3iNRtMIYaR0tW76ukgkC0t8Kj9B067sEbftjz76iClTplBVVUX37t359a9/zeDBg5vdfuHChTz77LOsX7+e/Px8Jk2axLHHHpuyzcyZM3n11VfZvHkzXbp04eyzz2b06NE7+63sMRx8sBYBmp3DmWeqEo6mqUqkfv21h//+18sFF2ghsDczYkSE5cstPB7J0UenX/Hu1StKr15RevSwY8ntelVOo9Fo9nZ2+617xowZPPPMM1xyySUMHDiQTz/9lLvuuov777+fwsKmcWBlZWX87W9/Y/z48Vx11VUsWbKEJ554gpycHA499FAAli5dygMPPMCZZ57J6NGjmTVrFvfffz+33347/fv339VvUaPZ54jHTXs8MG5caJfmlWh2DhMnBnC5JOPGhZrt9OvxwL33pi9xrNFoNJq9k93evvP9999n3LhxjB8/PuEVKCws5OOPP067/ccff0xhYSG//vWv6d69O+PHj+eoo47ivffeS2zzwQcfMGLECE455RRKSko45ZRTGDZsGB988MGuelsajUazV5GTIzn99EC7derVaDQazd7BbvUMRKNRVq5cycknn5zy/IgRI1iyZEnafZYtW8aIESNSntt///35/PPPiUajWJbF0qVL+cUvfpGyzciRI5k6dWqzY4lEIkQiDaE1Qgh8Pp9KoNEJKjtEfP70PO4Yeh7bDz2X7YOex/ZDz2X7oOex/dBz2XHYrWKgpqYGx3HIzc1NeT43N5eqqqq0+1RVVaXd3rZtamtryc/Pp6qqiry8vJRt8vLymj0mwNtvv80bb7yR+LtPnz5Mnjw5baiSZvsoLi7e3UPYJ9Dz2H7ouWwf9Dy2H3ou2wc9j+2Hnst9n92eMwDpVWdLSrTxazJW1qSlfaSULb5+yimnMHHixCbnKC8vT/EYaNqOEILi4mI2bdqU+Kw0bUfPY/uh57J90PPYfui5bB/0PLYfe9Ncdu3adXcPYa9mt4qBnJwcDMNosmJfXV3dZPU/TroV/pqaGkzTJCsrq9ltWjomgMvlwuVq2idPSrnHfwn2FvRctg96HtsPPZftg57H9kPPZfug57H90HO577NbE4gty6Jv377Mmzcv5fl58+YxcODAtPv079+/yfY//vgjffv2xYrVNRwwYADz589vcswBAwa04+g1Go1Go9FoNJq9m91eTWjixIl89tlnTJs2jfXr1/PMM89QXl7OMcccA8BLL73Eww8/nNj+2GOPpby8PNFnYNq0aUybNo0TTzwxsc0JJ5zAjz/+yDvvvMOGDRt45513mD9/fpOkYo1Go9FoNBqNpiOz23MGxo4dS21tLW+++SaVlZX06NGDm2++mc6dOwNQWVlJeXl5YvuioiJuvvlmnn32WT766CPy8/O58MILEz0GAAYOHMjvf/97XnnlFV599VWKi4v5/e9/v109BizdRand0HPZPuh5bD/0XLYPeh7bDz2X7YOex/ZDz+W+j5A6ECwtkUgkbQ6BRqPRaDQajUazr7Dbw4T2VCKRCP/85z8JBAK7eyh7PYFAgBtvvFHP5Q6i57H90HPZPuh5bD/0XLYPeh7bDz2XHQctBlrg66+/1hn07YCUklWrVum53EH0PLYfei7bBz2P7Yeey/ZBz2P7oeey46DFgEaj0Wg0Go1G00HRYkCj0Wg0Go1Go+mgaDHQDC6Xi9NOO00nEbcDei7bBz2P7Yeey/ZBz2P7oeeyfdDz2H7ouew46GpCGo1Go9FoNBpNB0V7BjQajUaj0Wg0mg6KFgMajUaj0Wg0Gk0HRYsBjUaj0Wg0Go2mg6LFgEaj0Wg0Go1G00GxdvcAdicfffQRU6ZMoaqqiu7du/PrX/+awYMHN7v9woULefbZZ1m/fj35+flMmjSJY489dheOeM+lLXP57bff8vHHH7N69Wqi0Sjdu3fn9NNPZ//999+1g94Daes1GWfx4sXceuut9OjRg3vuuWcXjHTPp61zGYlEeOONN/jyyy+pqqqiU6dOnHLKKYwbN24XjnrPo63z+OWXXzJlyhRKS0vJyMhg//3357zzziM7O3sXjnrPYuHChUyZMoVVq1ZRWVnJ9ddfz+jRo7e5j77fNKWtc6nvN+nZnmsyjr7f7Ht0WM/AjBkzeOaZZzj11FOZPHkygwcP5q677qK8vDzt9mVlZfztb39j8ODBTJ48mVNOOYWnn36amTNn7uKR73m0dS4XLVrEiBEjuPnmm7n77rsZOnQokydPZtWqVbt45HsWbZ3HOH6/n0ceeYThw4fvopHu+WzPXN5///0sWLCAyy67jAceeIBrrrmGkpKSXTjqPY+2zuPixYt5+OGHOeqoo7jvvvu49tprWbFiBY899tguHvmeRSgUonfv3lx00UWt2l7fb5qnrXOp7zfpaes8xtH3m32TDusZeP/99xk3bhzjx48H4Ne//jU//vgjH3/8Mb/61a+abP/xxx9TWFjIr3/9awC6d+/OihUreO+99zj00EN35dD3ONo6l/E5jPOrX/2KOXPmMHfuXPr06bMrhrxH0tZ5jPP4449z2GGHYRgGs2fP3lXD3aNp61z+8MMPLFy4kIcffpisrCwAioqKdumY90TaOo9Lly6lqKiIE044AVBzePTRRzNlypRdOu49jVGjRjFq1KhWb6/vN83T1rnU95v0tHUe4+j7zb5Jh/QMRKNRVq5cyciRI1OeHzFiBEuWLEm7z7JlyxgxYkTKc/vvvz8rV64kGo3utLHu6WzPXDbGcRwCgUDCCOuIbO88fv7552zevJnTTz99Zw9xr2F75nLOnDn069ePd999l0svvZRrrrmG5557jnA4vCuGvEeyPfM4cOBAtm7dynfffYeUkqqqKmbOnLldRkdHRt9vdh76frP96PvNvkuH9AzU1NTgOA65ubkpz+fm5lJVVZV2n6qqqrTb27ZNbW0t+fn5O2u4ezTbM5eNef/99wmFQowZM2YnjHDvYHvmsbS0lJdeeonbbrsN0zR3wSj3DrZnLjdv3szixYtxuVz88Y9/pKamhieffJK6ujouv/zyXTDqPY/tmceBAwdy9dVX88ADDxCJRLBtm4MOOqjNoQgdHX2/2Xno+832oe83+zYdUgzEEUK06rnmXos3b25pn45CW+cyzldffcXrr7/OH//4xyY3v45Ia+fRcRwefPBBTj/9dLp167YrhrbX0ZZrMv5dvvrqq8nIyABUQvF9993HJZdcgtvt3nkD3cNpyzyuX7+ep59+mtNOO42RI0dSWVnJCy+8wH/+8x9+97vf7eyh7lPo+037o+8324e+3+z7dEgxkJOTg2EYTVa3qqurm/2ByMvLa7J9TU0Npml2aHfj9sxlnBkzZvDYY49x7bXXNnGJdzTaOo+BQIAVK1awatUqnnrqKUAZC1JKzjrrLP785z8zbNiwXTH0PY7t/X4XFBQkhABASUkJUkq2bt1K165dd+aQ90i2Zx7ffvttBg4cyKRJkwDo1asXXq+Xv/zlL5x11ll6RbuV6PtN+6PvN9uPvt/s+3RIMWBZFn379mXevHkppbTmzZvHwQcfnHaf/v37M3fu3JTnfvzxR/r27YtldchpBLZvLkGt0PzrX//immuu4YADDtgVQ92jaes8+nw+/vGPf6Q89/HHH7NgwQKuvfbaDp38uj3X5KBBg5g5cybBYBCv1wsot7gQgk6dOu2Sce9pbM88hkKhJiEEhqFS0+Ir25pto+837Yu+3+wY+n6z79MhE4gBJk6cyGeffca0adNYv349zzzzDOXl5RxzzDEAvPTSSzz88MOJ7Y899ljKy8sTdZ+nTZvGtGnTOPHEE3fXW9hjaOtcfvXVVzzyyCOcf/75DBgwgKqqKqqqqvD7/bvrLewRtGUeDcOgZ8+eKf9ycnJwuVz07NkzYdB2VNp6TR5++OFkZ2fz6KOPsn79ehYuXMgLL7zAUUcd1aFDhNo6jwcddBCzZs3i448/TuRhPP300+y3334UFBTsrrex2wkGg6xevZrVq1cDqnTo6tWrEyVa9f2m9bR1LvX9Jj1tmUd9v9n36bBLDGPHjqW2tpY333yTyspKevTowc0330znzp0BqKysTKmlXVRUxM0338yzzz7LRx99RH5+PhdeeGGHL/MGbZ/LTz/9FNu2efLJJ3nyyScTzx955JFcccUVu3z8ewptnUdN87R1Lr1eL3/+85956qmnuOmmm8jOzmbMmDGcddZZu+st7BG0dR5//vOfEwgE+PDDD3nuuefIzMxk6NChnHvuubvrLewRrFixgttuuy3x93PPPQc0/Obp+03raetc6vtNeto6j5p9GyG171aj0Wg0Go1Go+mQdNgwIY1Go9FoNBqNpqOjxYBGo9FoNBqNRtNB0WJAo9FoNBqNRqPpoGgxoNFoNBqNRqPRdFC0GNBoNBqNRqPRaDooWgxoNBqNRqPRaDQdFC0GNBqNRqPRaDSaDooWAxqNRqPRaDQaTQdFiwGNRqPRaDQajaaDosWARqPRaDQajUbTQdFiQKPRaDQajUaj6aBoMaDRaDQajUaj0XRQtBjQaDQajUaj0Wg6KFoMaDQajUaj0Wg0HRQtBjQajUaj0Wg0mg6KFgMajUaj0Wg0Gk0HRYsBjUaj0Wg0Go2mg6LFgEaj0Wg0Go1G00HRYkCj0Wg0Go1Go+mgaDGg0Wg0Go1Go9F0ULQY0Gg0Go1Go9FoOihaDGg0Go1Go9FoNB0ULQY0Go1Go9FoNJoOihYDGo1Go9FoNBpNB0WLAY1Go9FoNBqNpoOixYBGo9FoNBqNRtNB0WJAo9FoNBqNRqPpoGgxoNFoNBqNRqPRdFC0GNBoNBqNRqPRaDooWgxoNBqNRqPRaDQdFC0GNBqNRqPRaDSaDooWAxqNRqPRaDQaTQdFiwGNRqPRaDQajaaDosWARqPRaDQajUbTQdFiQKPRaDQajUaj6aBoMaDRaDQajUaj0XRQtBjQaDQajUaj0Wg6KFoMaDQajUaj0Wg0HRQtBjQajUaj0Wg0mg6KFgMajUaj0Wg0Gk0HRYsBjUaj0Wg0Go2mg2Lt7gHs6WzZsoVIJLK7h7FXI4Sga9eulJaWIqXc3cPZa9Hz2H7ouWwf9Dy2H3ou2wc9j+3H3jSX3bp1291D2KvRngGNRqPRaDQajaaDosWARqPRaDQajUbTQdFhQhrNbuTee+/lvvvuS3lOCEFmZiZZWVmUlJQwbNgwxo4dy4QJE3bKGKqrq3niiScAuOSSS8jNzd0p59FoNBqNRrPnocWARrOH0Llz58TjYDDI5s2b2bRpE3PnzuXZZ58lPz+fO++8k5NOOqldz1tTU5MQJGeccYYWAxqNRqPRdCC0GNBo9hB++OGHlL9t22bp0qVMnz6dZ555hrVr13L55ZfzySef8NBDDyGE2D0D1Wg0Go1Gs8+gcwY0mj0U0zQZPHgwl156KdOmTUt4BN5++20efvjh3Tw6jUaj0Wg0+wLaM6DR7AX4fD7++c9/snbtWr7//nseeeQRzj33XPLz8wFwHIe5c+fyySefMGPGDEpLS9m6dSuZmZkMGjSIk046ibPPPhuXy5Vy3NNOO41vvvkm8fehhx6a8vqYMWN44403dugcGo1Go9Fo9ly0GNBo9hLcbjf/93//x+mnn05tbS0fffQRZ511FgAbNmzg5JNPTmxrWRY+n4+qqipmzpzJzJkzeeedd3jxxRfx+XyJ7fLy8igoKKCiogKAgoICTNNMeT3O9p5Do9FoNJrtZeHWhRjCYFDBoN09lH2WPU4MLFy4kClTprBq1SoqKyu5/vrrGT16dMo269ev58UXX2ThwoVIKenRowd/+MMfKCwsBCASifD888/z9ddfEw6HGTZsGJdccgmdOnXaHW9Jo2k3jjvuOEzTxLZtvvnmm4QYME2TCRMmcPLJJzN69GiKioowDIP6+nref/99/v73v/Ptt98yefJkbr311sTxnnjiCdatW5fwCEydOpUePXqkPff2nkOj0Wg0mu2hJlzD5DmTAXjkqEfIcmft5hHtm+xxYiAUCtG7d2+OOuoo7r333iavb9q0ib/85S+MGzeOM844g4yMDDZs2JASmvDMM88wd+5crrnmGrKzs3nuuee4++67mTx5Moah0yR2OlJCMNjwtxAQCKh/e3gXw2bxetX72M1kZWXRq1cvVq5cyZo1axLPd+vWjaeeeqrJ9pmZmZx55pkMGjSIE044gRdffJGbbroJr9fb5nPvinNoNBqNRhNnedXyxOOFFQsZXTy6ha0128seJwZGjRrFqFGjmn39lVdeYdSoUZx77rmJ57p06ZJ47Pf7mTZtGldddRUjRowA4KqrruJ3v/sd8+bNY//9999pY9fECAYpPPXU1OdcLjpFIrtnPO1A+VtvwR4S+hIP3amqqmr1PiNHjqSwsJDy8nJ++uknDjzwwHYf1644h0aj0Wg6DiuqViQezy+fr8XATmKPEwMt4TgO3333HZMmTeLOO+9k1apVFBUVJcIWAFauXIlt2wkhACoOumfPnixdulSLAc1ej2zGuxIOh3nllVf473//y5IlS6iqqiIUCjXZrrS0dLvPvSvOodFoNBoNwPLqBs/AvPJ5SCl1We2dwF4lBmpqaggGg7z77ruceeaZnHPOOfzwww/ce++9/L//9/8YMmQIVVVVWJZFVlZqXFlubm6LK6mRSIRI0sq1EAKfz4cQQl94bcXnY+vbbyf+FEJQXFxMxaZNzRqyezpiF4QJbes6i79eXV0NQH5+fuK58vJyzjzzTBYtWpTY3uv1piQEb926FcdxCAQCKedq/Li5cezIOfY04mPbk8e4N6Dnsf3Qc9k+6HlsP3b3XNqOzerq1Ym/q0JVrKheQf/8/rtlPPsye5UYcBwHgIMOOoiJEycC0Lt3b5YsWcLHH3/MkCFDmt13W0bo22+/nSihCNCnTx8mT56cSErW7DjFffrs7iHscWRnZyced+3adZvb19XVJXIFBg8enNjn+uuvZ9GiRXTq1Il77rmH448/nuLi4pR9e/Towfr168nNzU05V/LKflFRUbPj2JFz7Kk0Hr9m+9Dz2H7ouWwf9Dy2H7trLjfVbQIX5HhzGNt9LP9b8z8W1C/giCFH7Jbx7MvsVWIgJycH0zTp3r17yvMlJSUsWbIEUPHU0WiUurq6FO9ATU0NAwcObPbYp5xySkJgACkrrpG9ONZ9TyDuGdi0F3sGdha1tbWJx9sKrRFC8NVXX2HbNgD7778/paWlRCIR3nrrLQD++te/ctxxxyGlTDmebduUl5cDKtcg+bWysrKUxx6Pp8m5d/Qcexr6mmwf9Dy2H3ou2wc9j+3H7p7LZZXLCAaDZPuyGZE9gg+DH/Lxko+Z2G0iLiO1n83esPi0J7NXiQHLsujXrx8bN25Meb60tDSxgt+3b19M02TevHmMHTsWgMrKStauXcs555zT7LFdLlfaZklSSv2D0k7ouWyZbc1NOBzmrrvuApQwnjBhAlJKysvLCcaqNw0dOjTtcb799tvENo0/h2QXsOM4afff0XPsqewt49zT0fPYfui5bB/0PLYfu2suK0OVAOR58hhcMJg8Tx5VoSp+KPuBg7octMvHsy+zx9XZDAaDrF69mtWrVwNqpXL16tWJFcdJkyYxY8YMPv30UzZt2sSHH37I3LlzmTBhAgAZGRmMGzeO559/nvnz57Nq1SoeeughevbsmZJUrNHsTQQCAX7/+9/z/fffA3DllVeSm5sLqFCjuEG/cOHCJvtGo1EmT57c7LEbe9DSsaPn0Gg0Go2mLVQFqwDI9eRiCIOxXdUC74yNM3bjqPZN9jjPwIoVK7jtttsSfz/33HMAHHnkkVxxxRWMHj2a3/zmN7zzzjs8/fTTdOvWjeuuu45Bgxo6011wwQWYpsn999+faDp244036h4Dmr0Kx3FYunQpX3zxBc888wxr164F4LTTTuPyyy9PbJeZmcnBBx/MrFmzuO222ygoKGDs2LEYhsHixYu57bbbmDdvHhkZGfj9/ibnyc3NTbiCX331VQYNGoRlpf407Og5NBqNRqNpC9VhVSwj160WvsZ2G8vU1VP5ccuP+CN+MlwZu3N4+xR7nBgYOnQor732WovbjBs3jnHjxjX7utvt5qKLLuKiiy5q7+FpNDuN5LK34XCY2traRNI8qBK5d911F5MmTWrisr3tttv45S9/yaZNmzjzzDPxeDy4XC7q6uqwLIt7772Xe+65p1lD/bzzzuOee+7hqaee4sUXX6RTp04YhsEBBxzAv/71r3Y5h0aj0Wg02yJsh1lZvZJV1asAFSYE0CO7BwXeAiqCFWys38h+efsB8PXGrzm92+m7a7j7BHqpXKPZQ9iyZQtbtmyhvLycaDRKUVERBxxwAOeffz6PP/443333HZdeemnafUeMGMEHH3zAiSeeSEFBAY7jkJWVxYknnsi7777Laaed1uK5r776am6//XZGjhyJZVmUlpayfv16tmzZ0m7n0Gg0Go2mJWrCNVw3/Tr+NvtvLNi6AGgQAwBdMlST2c3+zYDKZ/hg1Qe7fJz7GnucZ0Cj6Uhcd911XHfdda3adlu1ngcMGMBjjz3W7Ovffvtts68ZhsHFF1/MxRdfvNPOodFoNJp9g/pIPVJKstxZ2964FYTtMIYwmLt5LjXh1Ny1XE9u4nFxRjGLKhYlxMDyquVsqNvQLmPoyGgxoNFoNBqNRqNpFbZjc+s3txJ2wkw+fDJey7vdx5JS8vaKt3l/5fsYwiDiNC3lnuwZKMooAqDMr0pi/2/9/7b73JoGdJiQRqPRaDQajaZVbPJvoixQRlWoiqWVS1u9X3WomndXvEtFsCLx3LR103h3xbvY0k4RAiMKG6o/5rhzEo/jYmCzfzP+iJ9Zm2btyFvRxNBiQKPRaDQajUbTKtbXrk88XlS5qNX7TV01lbeWv8UfvvgDFcEKwnaYKSunAHBa/9M4pucxABR6CxnTdUxiv+QwoXjOQJm/jG9KvyHshOmW2W2H3o9GhwlpNBqNRqPRaFrJurp1iceLtrZeDCQLhxcXv8jA/IFUhaoo8BZwXO/jMIVJ96zu9MzpSUlWCT1W9aA4sxhDNKxbd/Z1BqAuUsdHaz4C4KgeR+3oW+rwaDGg0Wg0Go1Go2kV62obxMDqmtXUheu2mUgspWRz/ebE33M2z2HO5jkATOo7CZfhAuDnPX6e2OavY//apHCG1/JS6C2kPFieSCIeXTx6h96PRocJaTQajUaj0XRIvi/7nss+u4yZpTNbvU+yGJBI5pbN3eY+ZYEygnYQl+FiVOdRiec7+zrzs5Kfpd2nuQp6wzsPTzzukdUjJcFYs31oz4BGo9FoNBpNB2L6+ulMWTmFLQHVS+b5Rc9zaNdDW9wnZIeYtnYaW4NbEQhO6HMCH6z6gG9Kv+HI7kc2u9+amjXcOetOAEqySjh38LlYhkXIDnF87+OxjLaZogd0PoDP130OwJBOQ9q0ryY9WgxoNBqNRqPRdBBmb57Nkz89mfJcfaQeRzop8flx5pXPw2f6eOiHh6gKVQFwQp8TGNdjHB+s+oDFFYvZ4t9C54zOac/3/sr3CdkhAHpl96LQV8iV+1+53eMf3Glw4nH//P7bfRxNA1oMaDQajUaj0XQQPljZtGOvRLK+dj09c3qmPD99zXT+MecfKc+d3O9kTu53MkIIhhcOZ375fN5b+R4XDbso7flW16xOPN6W96E1uAwXV+5/JWtq1nBQ0UE7fDyNzhnQaDQajUaj6RBsqt/EqppVGMLgoaMe4rHxjzG001AAllUtS9m2JlzDo7MfTXnuvMHnccp+pyTi+U/qexIAX238KtEJeGX1St5d8S5RJ4o/4qcsoBqEPXLUI+0W1nNwl4M5rf9pzeYVaNqGFgMajUaj0Wg0HYBvN30LwLBOw8hx5+CzfAzMHwjAm8vfZFllgyD4bO1n1EfqU/Yf23Vsyt/98/uzf+f9saXNkwuexHZs7vz2Tt5a/hbvrXwv4RUo9BZus+KQZvehxYBGo9FoNBpNB2BJ5RIADig6IPHc+B7j6Zvbl/pIPa8ufRWAiBNh2tppAFw+8nJ+PeTX/PHAP5LhymhyzAuGXIDP8rGiegUvL3mZqIwC8E3pN6ypWQNA79zeO/NtaXYQLQY0Go1Go9FoOgDxsqC9cnolnstyZ3HV/lcBsLxqOZXBSmZtmkV1uJoCXwEHdTmIo3ocxbDCYWmPWeAt4IIhFwDwydpPEs9v9m9OeCJ6ZfdKu69mz0CLAY1Go9FoNJp9nOpQNTXhGgSCkqySlNcKvAX0y+2HRDJn8xw+WaOM+l/0/0WrSn+O6TqmSQgRwKqaVQDNCgnNnoEWAxqNRqPRaDT7OOvqlFegKKMIj+lp8vrBXQ4G4LlFz/HFhi/wR/xM6Deh1cc/rf9picf75e2XeJzjzqFPTp/tHbZmF6DFgEaj0Wg0Gs0+zoZaVe2nR3aPtK//vMfPKfQWstm/mYpABZWhSnK9ua0+fidfJy4cciH7d96fa0Zdk3i+T04fXfVnD0eLAY1Gs938/ve/p6SkhN///vdNXjvttNMoKSnh3nvv3aVjmjFjBiUlJZSUlGx7Y41Go+kABKNBZm+eDUCPrPRiwGf5+N3I3wFQ6CukW2Y3bMdu03l+3uPn/OGAP5DjzuG8wedR4C3g9AGn79jgNTsd3XRMo9mN3Hvvvdx3331Nnvd4POTn5zN8+HBOPfVUTjzxxA6/slJdXc0TTzwBwCWXXEJubutXrDQajaYj88LiF1hWtQyX4eLALgc2u91+efsxpngMq2tXA7CpbhPGdq4bH93zaI7uefR27avZtWgxoNHsIXTu3NDKvba2lk2bNrFp0yY++eQTXn/9dZ588skW9t7z6NatG/369aOgoKBdjldTU5MQTmeccUazYsDn89GvX792OadGo9Hs7USdKLM3Ka/AVftf1WyYUHzbDfUbEn+vqV5DHys13n/h1oUYwmBQwaCdM2DNLkeLAY1mD+GHH35IPHYch2XLlnHrrbcyffp0pk2bxuTJk/nXv/61+wbYRh588MHdct5Ro0Yxffr03XJujUaj2ZOoj9TzxfovCNpBctw5jCgc0eL2G+s2EnEiib/XVa+jT6cGMRCIBpg8ZzIAjx/9eNpEZM3eh84Z0Gj2QAzDYODAgTz99NP07t0bgBdeeIFoNLp7B6bRaDSavYbH5z+eaCQ2svPIbYabxisOxVlbvTbl7y3+LYnH5YHydhqlZnezx3kGFi5cyJQpU1i1ahWVlZVcf/31jB49Ou22jz/+OJ9++ikXXHABv/jFLxLPRyIRnn/+eb7++mvC4TDDhg3jkksuoVOnTrvqbWg07YLX62XixIk8/PDD1NXVsXjxYvx+P4cccggAM2fOxLZtHn30UaZPn87mzZspKiri22+/TTnOhx9+yGuvvcYPP/xARUUFGRkZDBo0iJNPPpmzzz4bl8vV7Bjeeustnn32WRYtWoRhGOy3336cddZZnHPOOS2O/bTTTuObb77h2muv5brrrku7zbJly3j66aeZMWMGGzduREpJcXExw4YNY+LEiRx//PEYhpE4VpxDDz005ThjxozhjTfeAFQC8emnq4S1DRs2kI6ysjLuu+8+pkyZwvr165FS0qNHD8aPH8+ll16aErIVZ926dYnzzpw5E6/Xy0MPPcTHH39MWVkZ2dnZjB07luuuu4799tuvyf4AGzdu5N///jfTp09n3bp12LZNfn4+RUVFHHLIIZxyyinsv//+Lc6rRqPRtIawHeaHLT8k/j6k+JBt7rM1sBWALFcWdZE61tesT3l9S6BBDGz2b27Sr0Czd7LHiYFQKETv3r056qijWqxCMmvWLJYtW0Z+fn6T15555hnmzp3LNddcQ3Z2Ns899xx33303kydPxjC0M0Szd9G1a9fE45qaGiyr4Ws7Z84cbrzxRurr6/H5fCmvAdTX13P55Zfz6aefJp7Lzs6mpqaGb7/9lm+//ZY33niD5557jry8vJR9pZRcd911vPqqWlUSQpCbm8uPP/7I999/z4wZM3C73dv9vh555BHuvvtuHMcBlPCxLIuVK1eycuVKpkyZwsKFC8nNzSUvL4+CggIqKioAKCgowDTNxLEaj70lvvnmGy6++GKqq6sBlWMghGDp0qUsXbqUl19+maeffrrZRQiAJUuWcN1111FeXo7P5wOgvLycKVOm8Pnnn/Pmm28ydOjQlH1++uknzjjjDKqqqgAwTZPs7GzKysrYvHkz8+fPp7q6mgceeKDV70Wj0WiaY2X1SgAEglsOuYV+edvOpaoIqd/Yvrl9mVc+j5pwTcrryd6AMn9ZO462dby0+CXK/GVcuf+VrWqGpmkde5xlPGrUKM4666zEymc6KioqeOqpp7j66qubGD9+v59p06Zx/vnnM2LECPr06cNVV13F2rVrmTdv3s4evkbT7qxf37Ay0zgZ98Ybb2TAgAFMnTqV5cuXs2zZMl566aXE61dffTWffvopvXv35pFHHmHJkiUsXryY5cuX8/TTT9OrVy/mzp2bduX+qaeeSgiBCy+8kHnz5vHTTz/x008/cd111zFlyhQ+/vjj7XpPzz77LHfddReO43Dsscfy0UcfsWLFCpYsWcKCBQt4+eWXmTRpUkK8P/HEE0ydOjWx/9SpU/nhhx8S/+JVhrbFhg0bEkJgyJAhvPPOO4l5e+utt+jXrx9VVVVceOGFlJaWNnuca665hj59+iTmPS4iunTpQm1tLbfcckuTfW6//XaqqqoYPnw4U6ZMYc2aNfz000+sXLmSL7/8kltuuYWBAwe2cSY1Go0mPUsrlwKqmVhrhABAZbASgJ7ZPQGoCaWKgcaegV2JP+LnozUf8f2W71lSuWSXnntfZ6+TVY7j8NBDDzFp0iR69GiaEb9y5Ups22bEiIYkmYKCAnr27MnSpUu1C34XIKUkZIcSfwshCEaDBKNBpJS7cWTbj8f07JbSnrW1tbz99tsA5OfnM2DAAObMmZN4PT8/n1dffZXMzMzEc/FKOp9++ikffvghRUVFvPHGGykeBq/Xy7HHHsuwYcM48sgj+fDDD1mwYAHDhqmW8cFgMFG555e//CV33HFHYt+cnByuvfZaQqEQDz/8cJvfU1VVFXfddRcAJ510Eo888kjK3Obn53PEEUdwxBFHtPnY2+Khhx6iurqavLw8PvvsM6SUiWvykEMO4ZVXXmHcuHFUVVXx8MMPc+edd6Y9TmFhIS+//HLCK2BZFkcccQR33303F154Id9++y0bN26kW7duiX3in9sdd9zBgQc2lPZzu9307duXyy67rN3fr0aj6bgsq1oGQP/8/q3eJx4m1CunF6BCjUJ2CLehvMDJYmBXewZW1qxMPF5UsYihnYa2sLWmLex1YuDdd9/FNE2OP/74tK9XVVVhWRZZWVkpz+fm5ibc8+mIRCJEIg0Z9EKIRPhAR6/v3lZCdohLP7s08bdA4PF6CAVDSPZOMfD40Y/jtbw79RzJ11l1dTXz5s3jzjvvZNOmTYCqrW8YRsp2F154YZNrPc7LL78MKGM+2ShNpqSkhLFjx/Lpp5/yxRdfMHz4cACmT5+e+L5ce+21ab8DV155JU888QTBYHCb35Pk16ZOnUpdXR0ul4tbb7211aF7ycdo6XyNt4sjpeT9998H4LzzzqO4uDgxt3FKSko477zzePTRR3n33XcToqXxsS699FIyMjKanHv8+PG43W7C4TBLlixJaXyWm5tLMBhky5Yt+8xvSvx97CvvZ3ei57J96MjzGHWiGMLAEAaVwUp+2voTAEMLh7Z6PuJhQiVZJYkwnLpIHZ28KucyWQxsCeza37J42BPA4orFiXPXhet22Rj2VfYqMbBy5UqmTp3K5MmT23wBbmtF+u23304kIAL06dOHyZMnU1hYuF1j7cgEo0G83qaGs8e795Yg69q1604RA9nZ2YnHzRnsAOeeey5/+9vfgNR+BMcff3zKin8y8ZXol156ibfeeqvZY8dj5ysrKxPHWrlS/ej26NGDsWPHpt2va9euHHjggXz99df4fL4m44jnE2RnZ6e89tNP6gZ14IEHtslTFwo1eJuKioqafd/JhQKSt1m5ciWVlcoFfvLJJwNQXFzcZP9TTjmFRx99lMrKSoLBIH369Gly/gkTJjR7/s6dOycSl5O3mTRpEv/5z3/4/e9/z8KFC5k0aRIHH3xwWlGxt5FuHjXbh57L9qEjzaOUksfmPManqz4lx5PDg8c9yGdLPsPlcTGicAQH9z+4VccJRoPYpo3X9DKk9xCKFhZREaggIy+DotwiHpj5AFujWxP391pZS+cunXdZ7P6WpVsS5y4Nl5LfOR+v5eXBbx+kf6/Wez80TdmrxMCiRYuoqanh8ssvTzznOA7PPfccU6dO5ZFHHiEvL49oNEpdXV3KimlNTU2L8binnHIKEydOTPwdFxvl5eUpHgPNtpFS8uDhDTXmhRCJVdi9NUyooqxip6yA1NbWJh4nG/lut5uCggKGDRvGqaeeymGHHcaWLVsoLi5my5YtKcdIF9seiUQoL1eJXtXV1QmDvyW2bt2aONbq1asBZXS3FDsfN7wDgUCT7cLhcOI9Jr+2Zs2aVh27MWVlZSmPPZ704nLr1q2Jx8nHX7hwYeJxXKikuyaTk6IXLlyYuPkknz/d+40Tv062bNmSss21117LwoUL+frrr7nvvvu47777ME2ToUOHMn78eM4999xmBcaeyr7w3d5T0HPZPnTEeZy9aTZvLVALPjX1NZz60qmJ18Z0GtPq39nS+lKCwSA+y0fN1hqsqDIRV25YyfrS9Xy45EMATGHiMlz4bT/TF01ncMHgdn5H6flx/Y8Ew0FMYRKUQaYvms6A/AF8uvRTrj7k6l0yhn2VvUoMHHHEEYkwhjh33nknRxxxBEcddRQAffv2xTRN5s2bl1jRrKysZO3atS2WQnS5XGnLKybHFGtaT3IjEiEEXsuLx/Ts1XO5s8ee3HSspXMnPzYMI+24kvsRPProo5x00kmtGkP8WM2dr6X9Wtou3WtCiDbNaeMxNbdvc2NPt31rvt/NzUlr9kveJicnh9dee41Zs2bxySefMHv2bObNm5f4969//Yt777034bXYm9C/k+2Hnsv2oaPMo5SSN5apqIYuGV0SSb2GMBjfYzwHdzm41fMQrxSU78lHSkmWK4uySBm14dpEYjHAb4f/lvnl8/lq41d8t/k7BuXv/E7EdeE6qsNqUevAogOZtXkWC7cupDZcSyAa2Onn39fZ48RAMBhMieMtKytj9erVZGVlUVhYmBJWASpxLy8vLxFikZGRwbhx43j++efJzs4mKyuL559/np49e6YkFWs0+zJer5ecnBxqampYvHhxq8VAnHh43LZWlBrH3LeGoqIiQNXt35Ukh/xt3Lix2e2SX9sZvUlGjx6dKFsaDAaZPn06f//731m0aBHXXXcdhx12WNo+BxqNRtOYTf5NlNaX4jbc3Hrorbyx7A021m/k7IFnJ5KAW0NVqIrnFj4HQKFP/VZmujPBD7XhWlZUrQDg9P6nc2jXQ3EZLr7a+BVzN8/l7IFn7/TcgU1+da/J9+QzovMIZm2exeKKxayvXb+NPTWtYY8rLbpixQpuuOEGbrjhBgCee+45brjhhkSJw9ZwwQUXcPDBB3P//fdzyy234Ha7ufHGG3WPAU2H4qCDDgLg/fffT9Tyby0jR44ElGEcDxlqTG1t7XaV642Pa968eWze3PrSdMnf3+1Z8evZs2eiH8FXX33V7Hbx1/Lz8+nZs2ebz9MW4lWd/vOf/wBKHMyaNWunnlOj0ew7LK9aDkDvnN5kuDI4f8j53HTwTW0SAgBfrP+Czf7N5LhzOKmfWjzKdqnF19pILcur1XniJUqHFQ7DFCblwXIqQ5XpD9qOxCsXdcnokghLWlWzikUVi3b6uTsCe5x1PHToUF577bUm/6644oq02z/yyCMp3YdBxfxedNFFPPXUU7zwwgvcdNNNOhFY0+E499xzAZU4+69//avFbf1+fyLGH+BnP/tZwnBurgnWo48+SjAYbPO4Jk6cSHZ2NtFolFtvvbXVhn3jHKC2IoRg0qRJALzwwgtpvRqbNm3ihRdeAGjXcJ1oNNqiIEtOuE9upqbRaDQtEa+w09o+As2xumY1ABP7TGS/PNVBPdutxMCyymVUBCsQCPrkqIIKHtNDjjsHgOrQtnPSdpR4+FOXjC4U+grp7OuMIx3CThhBx6sc1d7scWJAo9G0DxMmTEiU4L3rrru46aabWLFiReL1cDjMd999x5133sno0aMTCceguvJec801ALz++uv85S9/SXT/ra2t5f777+ehhx4iNze3zePKycnhT3/6EwBTpkzh4osvZsGCBYnXq6qq+PTTT7nwwgtTEqxzc3MTFUJeffXVlLyI1nLVVVeRm5tLZWUlRx99NLNnz068Nnv2bM4666xEH4LmFiC2h9LSUg4//HAeeOABFixYkDL2hQsXctVVVwEqzLGlhosajUaTzIpq9ZveN7fvDh1nbc1agBSPQqZL9a+Jlygd2XlkSlW9uBioDTf8Tu8s4mKgKEOFmcYFS/Jzmu1nj8sZ0Gg07cdDDz3Eddddx7vvvsvzzz/P888/T0ZGBm63m5qampTV6sYxn5dccgkLFizgzTff5Mknn+Tpp58mJyeH2tpabNvmpJNOwu128/rrr7d5XOeddx5VVVX8/e9/56OPPuKjjz7C6/ViWRZ1dQ01oxuvpp933nncc889PPXUU7z44ot06tQJwzA44IADtun9AFW+9cknn+Siiy7ip59+4qSTTkqU9vT7/YASHU899VS7V/ZZs2YN99xzD/fccw+maZKdnZ3ikXG73dx///3k5+e363k1Gs2+ScgOJWLm++Vun2dgY91GnljwBOVBtRgU7zwMDZ4BAK/p5fzB56fsG389nti7M0mECWV2AdT7/ab0GwC6ZTZfllvTOrQY0Gj2YXw+H48++ijnnnsur7zyCnPmzGHz5s3U19dTWFhI//79OeqoozjuuOOaGL+GYfDggw9yxBFH8Oyzz7J48WKi0SjDhw/nrLPO4txzz+UPf/jDdo/tqquu4phjjuGpp57i66+/TpQC7NevH8OHD0+EEyVz9dVXk52dzZtvvsny5cspLS1FSpm2G3lzjBkzhunTp/P8888zZcoU1q1bhxCC/v37M378eC699NJEknN7UVxczNNPP82MGTOYO3cupaWlbN26FdM0GTBgAGPHjuXiiy+mb98dW93TaDQdh0UVi7ClTaG3kAJvwXYd4/P1nye8C6YwyXA19D2J5wwAnDXwLDr5UgsqxD0DO7vpl5SyIUzIp8RAsmegJKsk7X6a1iNkR6i9tQNs2bJF9xnYQYQQdO3aNWG4abYPPY/th57L9kHPY/uh57J96Ejz+MxPz/D5+s8Z12McFwy5YLuO8eSCJ5m+YToABxQdwDWjrkm8Vhep447v7qCHtweXj7i8iff4pcUv8dGajzih9wmcOfDM7X8j2+CrDV/xnwX/wW24eXjcw3hMD1EnysWfXAzAWQPO4uLDLt5p5+8IaM+ARqPRaDQazV6ElJIfy38EYP/O+2/3cYJRVQRCIDit/2kpr2W7s3n25GebLTEd9wzUhNte0KG1hO0wLy95GYBJ/SYlehhZhsUxPY/hxy0/cljJYTvt/B0FLQY0Go1Go9Fo9iKWVC6hIliB23DvUAfg+mg9AL8Z/pu04TZCiGYbRO5sMfD1xq9ZXbOaukgdtmOT5crCdmxMQ1VcO3fwuZw7+Nydcu6OhhYDGo1Go9FoNHsRH67+EIDDuh2G23Rv93HqIireP8uVtY0tmxJPIN4Z1YTK/GU8Pv9xAKJOlP/P3nnHyVWXbf972vTZ3pNseg8kJBAg9KoURZSmvDz4CEoRKYKgglgeQYrSBCxIkUiR3iMQakgIpCek7WZLNtvbzE6fU98/TuZkN9n0UD3ffPaTnZnTz9nd+/79rvu6O1IdPLLmERa2LeTaA691EgKXfYNrLeri4uLi4uLi8iWhN9PL8q7lAJw4/MS92lZStWcGcjaiu0MuGfg0ZgZaEi3O9yk95SQr6yLrWBtZi2EaGKaxz/f734qbDLi4uLi4uLi4fEmo66vDwmJ4eDhVob2z1czJhPZkZqB/n4F9XazdntzSFDKpJQfYnC7pWMJdy+7i8ncv/1TrFf6bcJMBFxcXFxcXF5cvCRtjGwEYkTdir7ajmzppPQ1sPxlojbdu1zo0lwyopkrWyG6z7d5M7x4fW85KdHjecPYv2R9REJleNh2Atze9zcrulSS0BGt61uzxPly24CYDLi4uLi4uLi5fEnLJQP9uwXtCSk853/fvL5BjU3wTP37tx1z9/tUs7Vy6zedeyYtHtOsVtm489uiaR/npez9lRdcKVEPd7WNrS9kORscMPcbZ9mmjT9smaekvJ3LZc9xkwMXFxcXFxcXlc8CyrN1q2mVZFo2xRmDvk4GedA9d6S48ogdR2DYcXNi20Jk9eGT1I9tIgQRBcBqRdaW7nPdVQ+W9lvewsLhj6R38cO4Pueq9q6jvq9/pMVmWxRsb3+C1+teoi9bxcv3LqIZKeaCc4eHhXHHAFZT4SpzlN8U37enpu/TDTQZcXFxcXFxcXD4HXm14lcveuYwlHUt2afnmRDMxNYYoiFSHq/dq34+te4yWeAutyVYA0np6QFFu/9mAPrWPSDayzTbKA3ZH4M5Up/PeJz2fbLNcb6aXj9o+2ukxvdn0Jo+ufZSYGiOuxp3tnjvhXARBYFzhOP545B+5ZsY1ACzrWsbTNU/vyum67AA3GXBxcXFxcXFx+Rx4uvZpLCzuWX4PPekeHl/3uCMDsiyLRe2LnNcpLcWflvwJgIlFE/fKUlQ3dScB6c30csP8G7j4rYu5cO6FvLHxDVoSLbQkWpAEiWKfPfp/19K7uG/5fSxsW+hsp9RfSluyjdlrZpPRM9RF63hg1QPO57IgMzxsz2BsSux4FL8j1cG/1/+bvmwfhb5CKoIVTCyayLfHfJuppVOd5QRBYFT+KOf1Kw2v7PF1cLFx+wy4uLi4uLi4uHwOeEQPqmlr6h9c/SCre1bz+sbXuWbGNbQl23hs3WOArZcfkTeCSDZCka+IS/a/ZK/2u7J7JbqlAyAJkhOom5bJe83v8VG7PYp/YNWBmBmTeS3z2BjfyMb4Rj7u+Bif7GNa6TSKfcV0JDvI6BnmNM7h3eZ3SekpPJKHGw++kYpgBU2xJn730e92KumZ2zQX1VRJa2mqw9WcPf5sThl5yqDLBpUgeZ48101oH+HODLi4uLi4uLi4fMaYlolpmc7r1T2rne/f3PgmcxrnOK/nNMxhQ3QDAOMLxw+w2twTVnWvQjVsF6BcvcAvDvqF81lNpAa/7OdHM340aG3CQ588hG7qzrqqofJC3QtEs1ECcoDfz/o9w8LDUESFIaEhCAjE1Nh2g/eMnmFeyzzSepqwN0yeJ48Tqk/Y4TlcMOUCTh5xMn859i97cylccJMBFxcXFxcXF5fPnGg26ozOb82ijkX0pnvJ8+RRHihHNVVebXgVgKrg3vUWALt4uDfTi4WFYRn8ftbv7SRDCdOabCWtp/nW6G9RFiyjwFOAYdm1BLccfgv5nnz61D7W9Kwho2cAbGvRzfXF3xz1TaeWAMAn+/BKXmojtSxqWzTo8azqXmUnAp4wYSVMWaBspzKoaaXTOHv82YM6IbnsHm4y4OLi4uLi4uLyGdOVsh14+rvjFPuKkQSJ5kQzqqlyzLBj+Nrwrw1YrzJUudf77s30ktSSyKJMSAkhizKNsUbW9K5BMzRMy+SYYcfQmezkLyv/Qiwb4+QRJ1MZrGRG+QwA/rLyL7zT/A6wWcdfMIrDqw7nmGHHbLO/ur46klqS+1feP+jx1EZrARgSHIIgCHs98+Gye7jJgIuLi4uLi8tXlvq+ekdi80UiZ8dZFijjqulXUeov5Uf7/YiyQBlxNU5KT3Fo5aEcXHEwkiA56+VmBqLZKCktNei2d0ZPpgcLCwEBWZS5Y8kd3Ln0ThRRQRIlJhZNxCf7WNG+AsMyKPQVsqRzCZZlcVD5QYBd0Nyb6cUv+6kKVmFaJj+Y/AN8sm+b/cmC7Jxzf4vSlJbivuX3Mb91PgAF3gIANxn4jHELiF1cXFxcXFy+kqiGyi2LbiFrZDln3DmcNPKkz/uQHHoyPYDtyDOtdBrTSqehGipdKTtg9kk+KoP2LMDQ0FA2xm1XofJAOUktyRXvXkGeJ48/H/Pn3dpvSkuR1JJopoYiKyiiQmfatvCsCFZQ4i+hJ9ODaqis617nrNeR6qAz3cn4wvEU+4r5oOUDLCxG5o1EkRQaY400xBoYUzBmwP4SaoKQJwRJSGgJGvoaGFVguwG9VP8SC9sXsqp7FVNLpzpdjd1k4LPFnRlwcXFxcXFx+UoSyUZsPTvwZM2TvFj3InE1/jkflU3OQ7/EX0JHqoOHVz/M4+sftwNzAYp8Rc6yh1Ud5nwvizINsQYAYmrM0e3vKr2ZXnRTx7IsBEHgh/v9kPJAORMKJ3DDzBuoCFSQ1tMs7VzK+p71A9Zd37ueuBYno2eYUDSBEn8Jhw05jJF5IwG2mamwLIuaqF2MLAoihmnwfsv7zudd6S6SWtJJfnK1CXlK3i6dy2sNr/GbD3+zW+fvsi3uzICLi4uLi4vLV5KedM+A189teI5XG17ljiPvsEerPyeWdi7l7U1v2z7+/mIe+uQh1kXsUfiwEmZoaChpPU1aT+OX/Zw4/EQsLGfUvX/QHclGqJQH1hG8Uv8K6yPruWzaZXglL+9seof3mt/jJ9N+Qk+mh6yRRUDAI3o4uOLgARaehw05jBfrXuStprdoSjcBcOSQI3m/5X3+s/E/PLfhOVqTreR78ykLlHFA6QHMa5kHQMYYmJi81vgaT9U8hSiIBJUgcTXO8q7lgO2m1JHsIJKxm5nlefJIaHY35l29N/+u+fcuLeeyY9xkwMXlM2bIkCF7vO7DDz/M1772tZ0v6OLi4uLidM2dUDSBYaFhvNn0JlkjS2OskSklUz7z42lLtvF0zdMs6VxCXbSOEn8JRd4iJxEAUCSFcQXj6M32UhOpYWrpVARB4Osjvg7Y0qf2ZLuzfCQTceREYI/GP11rd+X9qO0jqkJVPLLmEQDe2vQWcTVOWk8jCAJeyetIc3IcUHoAL9a9yPrIenw+H6X+Ug6uOJj3W96nLlrHut51IMBZY8+iJlpDc6LZqRPYepaif4Oy/Uv2Z37rfNb2rmVt71puWXQLa3rWoBp2nwVZlJ1Zm62PaTD6sn07XcZl1/jCJQNr1qzhpZdeoqGhgUgkwjXXXMPMmTMB0HWdJ598kmXLltHZ2UkgEGC//fbje9/7HkVFW6bTNE1j9uzZzJ8/H1VVmTJlChdeeCHFxcWf12m5uDiUlpYO+n4ymSSVSu1wGb/f/6kdl4uLi8tXjdzMQImvhP838f8RyUZY3LGY1mTrZ54MWJbFPcvuoTXZChZopkZST2JhDVguz5PHlJIpvN/yPmt71zI8bzi3LrqVQysP5Zhhx3DdB9fRFGvCI3kIe8JOwpOjPbUlUYipMRZu2BKQ5+xJU3oKQRAIKaFtLDyHhociCZIj2RldMJpxheMYlT+Kxe2LyfPmUeYvY2rpVCcZCMpBYODMQFpPO43GLtrvIop8RSxoW0BXuotnap4hpaVIa2nSRpqgEqQl0YIgCMCu1QzkOjO77D1fuGQgm80yYsQIjjnmGP70pz8N+ExVVRoaGvjOd77DiBEjSCQS/POf/+S2227jlltucZZ75JFHWLJkCVdccQXhcJhHH32UW265hVtvvRVRdMskXD5fli9fPuj7f/rTn7jjjju2u4wgCFRWVtLW1vYpHp2Li4vLV4dcoJzT3+dG0FsTrbu0fm2klofXPMyZY8/kgLID9upYGmINdiIAnDLqFJZ3LSehJgY0FxsWGsa5E88lrsZ5v+V9Pmr/CK/kpTXZyrMbnqXQV0hXqssJsqeVTaM33TtgP02xJuf79lT7gNdgJyV92T4kQaI8WM7WKKJCVbCKpZ1LKRKLGFMwBo/k4fqZ1/PT935Kn2qPyBd6CwFojjczrXQaYCcAOer66rCwKPGVMKtqFqqhku/NJ5KJ8H7L+0iChGqphJQQYU/YSQRg12YGGmONgF1c7bJ3fOGSgQMOOIADDhj8By4QCPCrX/1qwHv/+7//yy9/+Uu6u7spKSkhlUrx9ttv85Of/IT9998fgJ/85CdccsklrFy5kmnTpn3ap+Di4uLi4uLyBaA3YwfKWycDbcmdD6qYlskfFv0BwzK4d/m9/OOEfwwIWHeV3Aj5sxueBeDgioOZXjbd+Xxl90oAvjHqG5wx9gzAlgKFlBC9mV7uXX4vGSPDkNAQ1veuRzVVZ13N0HjgkweY3zqfmw+/GVEQaYw3AnaB8sOrH0Y3dcYUjEEW7ZAvqSUp8ZfQne7exvknhyiItCRaaEu3MXrmaAAWdyx2EgHYouvvU/uc2Y3+MwN10ToAxhaOBcAjeRgaGkpXqotoNgqAX/JTGawkoAQcy9HudDfN8WZK/Fv6LwxGU9xOcvoXV7vsGV/6YfJUyp7qCgTsDnT19fUYhuEkAgBFRUVUV1dTU1PzeR2mi8teU1VVhSAILFiwgO7ubn7zm99w+OGHM3r06AF1CGeccQZDhgzZZmatP3/6058YMmQIZ5xxxnaX6ezs5Oabb+b4449nwoQJjBo1ikMPPZRrrrnG/VlycXH5UpArTs0lAzmP/nWRdazoWrHNqHmO3kwvN318kyOV0S2d+r763d6/ZVn84eM/cNPHN9lae2BC4QTmtcxDEiQUUQHgwPIDna7AYAfOs6pm2eeQjdCaaGV1z2oWti3EtExn+/V99aztXcucxjnO8W2MbSRrZGlNtNKSaCGajdKR6iCmxkhpKYaGh6KICoW+wgENz/rjlbyAnRSohoplWfyn8T8DllFN1RmV70h1AFtqBtJ6mvea3wNgXOE4skaWT7o/oTpcTdbIktASTrFwnjePsBIma2RJaklaEi3cuexOdHNgd2bLspyEIaNnWNu7FoDhecN34464DMYXbmZgd1BVlccff5zDDjvMSQai0SiyLBMKDaxEz8/PJxqNbndbmqahaZrzWhAE/H4/giDs0UiAyxZy18+9jrvOjq5VY2Mjl1xyCV1dXfh8PmRZ3u46u3LNB1vmzTff5NJLLyWZTAKgKAqKotDU1ERTUxPPPvsst99+O2eeeeauntIXCveZ3De413Hf4V7LfcPW1zHn5V/sL0YQBKpCVc6ydyy1ZZnXHnjtNvUDj617bJtGZQvbFzKmcPCR9MHQTI3aSC010Ro0U2NK8RSOrT6WV+tfZU3PGvyKn7AnzFXTr+Le5feimRqCIHDR/hcB8PXhX2dN7xoWti3EwiKpJVnYvpCyQJmzj7gad5KDl+pe4sihR1IXraMj2YGFhWmZqIZKd7qbiqBtGRrNRtEtnVJ/Kfm+/EGfuQJfAYIgUOArYEnnEor8RTTEGpBFmeF5w6mL1pHSUhxceTDNtc2Ofj9n4/rImkdoTjQzPG84h1UdxqsNr/Ji3Yu0J9sxLRPN0PArfkoDpUwunkx9Xz2j8kc5syQAG/o2MLFoIgC6qXPTRzfRkmghqASd+1oeKHeWcdlzvrTJgK7r3HXXXViWxYUXXrjT5ft3vBuM559/nmeeecZ5PXLkSG699VZKSnY8TeWy61RUVHzeh/CFJhzeUjBVWbn9dvO/+c1vGDJkCE8++SRHH300oihSU1PjrOPxeJztbW87uX15PJ5tlvn444/54Q9/iKqqXHTRRVx55ZWMHTsWSZJoamri1ltv5f777+fqq69m1qxZHHjggXt13p8n7jO5b3Cv477DvZb7hoqKCrJ6Fl3S8Uk+Jo2Y5MhaxpaNZVNsk7PsC00vcOzkY5FEu8tvT6qHNbE1+Hw+fnPUb4ircf704Z/oMXt2+Lu5P5Zlcfmcy6mP1lPbV0uhr5Drj7ue4fnDeXzD41iShY7OJTMvocvqQvJISEgs7V1KWXkZS9uW8uDaB2nLtCGJEoIpoIgKST1JT7YHQbQHKi3LAgFESeTpuqdZ1LMI1VCJaTEyRsZJFLyyl6A/SBC70HekdyQIMLpi9KDn5K3xMr1qOpIoUZOo4Ujvkfh8PkYVjGJk4UhaMi0oIYXThp3Gq5tepSvZhSIpyH6ZV9te5dF1j5LRM1x40IWMHDaSZUuX4fP5CJthpD4JSZSQJZmvjf0aIwtH0ppt5YgxR9CWbUOQBHw+H39b+zd+deSvmFI2hV+/82sWdy+mJFDCuy3vMql0EkFPkO8f9H2GDnFrBvaWL2UyoOs6d955J11dXdx4443OrABAQUEBuq6TSCQGzA7EYjHGjx+/3W2efvrpnHrqqc7rXKbc3d09YMbAZedYFmSzW14LgkBFRQXt7e07Tcq+qHi98GkP2MXjWxrh7KhIWBAEHnvsMaqqqujosKdmw+Gws46qqs72tred3L5UVd1mmYsuughVVbnyyiu59tprAVsyBPYMwQ033EA2m+XBBx/khhtu4OGHH96T0/1c+So8k18E3Ou473Cv5e6jGiqGZfDgJw9S7Cvm1FGnkufNo7SslLvfv5uuVBeZTIZCbyGx7hhxwf6996MJP6Ir1cWIvBH8bN7PqOmsYe7quexfYsuLn9/wPKl0iglFE6gSqqjP1JPJZKjtqN3m9+XKrpU8W/ssuqWT1JIMzxvOlQdcSUuyhXUd6+wGX7qOZVhc+uKl7F+yPxu6NtCd7gbs2OS1ltdIaAl6M70U+Yr42wd/47kNz5HW0+iWjizI+CQfsiCjGRqJbIKKYAX5nnxqo7UYpoGm2++nsik0U8OwDHRTRxRETMukJ92DoRqcMvIUotko9X31NMWbEDLCoH8n6jrqMDUTxaewsWcjC+sWkslkKBAL0NM6mUyG5s5mKIRJeZOYG51LbU8tQ31D+Vj/mFTWdsZraG+gtbWVzr5OerO9tMRbEAURr+jFNExOHXoqTfEmMpkM9e31TCuaxjJ9GZl0hkwmw1WvXoUiKsxvnY8iKKiaimEYRJIRzhlzDhN9E2lra9vlJM1lcL50yUAuEWhvb+fXv/71gNFUgFGjRiFJEitXrmTWrM16u0iEpqYmzj333O1uNyeD2Jr+GjWXXSOTgYsuKhrwns8HmUzB53NA+4C//a0Xn++z29+OnrnvfOc7VFZW7tJzubvLrF69muXLl6MoChdddNF21z/jjDN48MEHmTdvHrquI0nSTvfzRcT9+d43uNdx3/FlvZYJNcEztc9wWNVhTsHop0ltpJZbFt1CvjffkYxsiG7ghoNv4D8b/sOchi0OPZOLJwNbfteV+cso89tSm4lFE1ncsZi2RBv7Fe+HYRq8u+ldAI4ZegyWZVERsGdrYmqMpJokoNgDkG3JNu5ceqdTVwB2rcGG6AZHv9+d7qbUX0pPpoe0nqYr3eUkAgBPrn8S3dTpy/bhV/x0pbt4fsPzrO1di1/2E1fjCAiUB8rRTA3N1MgYGWJqjISawLRMFFEho2fImllMy8QjecgaWfyynyJfEZ2pTnRTZ3nncn489cccUHYAV713FQDF3uJtnjfLsuhKdzlFwRYWC1tte9LKQKXzfkJNYFkWk4om8djax4ircV7f+DrV4WrA7pfQGGukLdlGxsiwKbaJ0QWjyRpZMnoGzdSo6a1hdKFdoJxzSDIsg5pIDQE5QLGvmLW9a0nraUzJRETExGRoaCgHlh2IgGD3WcBNBvaGL1wykMlkaG/f4pHb2dlJY2MjoVCIwsJC7rjjDhoaGrjuuuswTdOpAwiFQsiyTCAQ4Nhjj2X27NmEw2FCoRCzZ8+murp6QFGxi8uXlYMOOuhT2/aiRYsAME2TI488crvLGYb9xy+VShGJRFw5nYvLfzkv17/MO83v8E7zO9x3zH273d03racdl5td4dkN9mh8LhEAqI3WsrpnNY/XPj5g2f1K9tvudsr8ZfRl+3iq5ikOKj+I+r56ItkIeZ48ZpTPAMAv+ynwFhDNRpnTOIdDKw+lKlTFhugGDMsg35PPtNJpvNdiF8zOb51PJBPBMA3yvfkUeAvoSneR1JP4Vb+zzepwNS3JFhJqgspgJXEtTnfKdtJRRIWqUBUhJURLooXh4eG0JFvwiB5My0QSJCzLQhEVBEFAN3UnqPeIHjJkKA+UMzxvOOWBchr7GskaWf668q/cd+x9tCXb6Eh1bNMxGOyCZc3UkASJGZUzmN8wn+6MncBUhaqcZl8JzU4Gnt3wLH7Z79zHlkQLASWALMq0JltZ07MGzbDrIWRRZkz+GOr66hgXHsdzdc9xx5F27UauP0JaSzM6fzQeyUNSs+vWJEHCI3nYGN9ISkuxuGMxP//g5/xgyg9Y2bWSm0fevEvPjcvgfOGSgbq6On772986rx999FEAjjrqKM4880wWL14M4MgXcvz6179m8mQ7+z///PORJIk777zTaTp23XXXuT0GPiO8XnskPccWf/zIl3LEC+xz+qLwaQbeuUTcMAy6urp2aZ10Or3zhVxcXL4yrOpexdM1T3PW+LOYUjwFwzT4oPUD5/Pn657nvInn7dY271p6FxuiG/jdrN8xJLTzLu05t5scsiCjWzr3rbgPQzIGfDapeNJ2t1PiL6E2WktNpIYL3rzAkQodMeQIx+kHbEvSaDbKS/Uv8VL9S5wz7hxiWgywnYD+Z9L/MLNyJrcvvp0FrQuwsOhI2UW8HtGDX7YNSXLB7fcnfZ/jq4/nx+/8GMM0SGgJYmqMuGbPBIQDYS6behlzGudw0oiTOHfiufzh4z/wRuoNgkqQKSVTSGkpaqI1CAjke/JpTjRjWAYWFqIgOgF6ib8EwzJoS7SxPrKejbGNdCQ7iGQj3LroVn576G8ZmT/SOdecM1CJv4QxRWOY3zDf+WxIaAiGaV/fpJYkko2Q1u2mYSElREpLYVomQSVIqb8Uy7J48JMHWd2z2kn0/Ip/QMF2R6qDkBJy3IUsLOfaR7NRFFGhyFdkdycW7M8j6Qire1Zz3bzrGJE3YofPisvO+cIlA5MnT+app57a7uc7+iyHx+PhBz/4AT/4wQ/25aG57CKCwABJTe61z2fXE7jsHZ+mJMc07WKzMWPG8N57731q+3Fxcfny8q+1/6I91c7ti2/n1sNvpSPV4QRyAOt712+zTtbIEsvGKPQVOn73OVoSLayL2Lab81vnc9a4s3Z6DP3tNQHOn3Q+D65+kKSWxCf5mFkxk2JfMQXeAqeBlWVZ3L3sbrrT3Vx/8PX4ZT95njzHDrMuWoeAQMgT4uihRw/Yfr4nf8Dr1xpfY2SeHUDnkpdJRZMo8ZVQE62hL9tHT6YHCQnDNOwR9UwfvdleivxF5Hny8Ct+KoIVVAWrEAWRxR2LHY1/vief46uP54ThJzj7vGr6VSzvWk5QCSIKIiFPiDH5Y0jraVqTrXZtgexDN3VkUcYrefGIHlRTxSfZf5QzRoY3Nr5BQkvgkTwIgsBNH9/ENTOuYULRBAA6knYyUBYoY2TBliRBFmTK/GXObExvptfpJTAqbxQtiRZEUaRP7cO0TGZWzGRZ5zLq+urwS37yvfmMKxiHYRkMzxtOT7qHFd0r+LjjY4aGhjrPQK77cJ4nj5Vp213oplk38aelf2JDdAOyIKNaKm3JNgJywOlZ4LLnfOGSARcXl70jlyxk+1dxb0UsFhv0/dLSUgCamppIpVIDivNdXFz+u4lkIrzS8Ioj5wCY2zTXaeB1QOkBLOtaRnuqnb5sH7csuoXJxZM5bdRp/HLBL4mpMYp8RVy6/6WMyh/FXcvuoq6vzhktBxwv/qSWZGNsIxOLJg5qfdlfdw9wSOUhPL7+cacD7uj80Xx9xNcHLPNu87ss61oGwKL2RRw59EjaU+0YloGAvY9oNkpFsMLpS5BjdMFoFrbbunlFVIipMVZ0rwBs6YxhGvzjk3/QGGt0ehcoooJlWQSUAGFPmGHhYby76V2imShzNs6hJ9tDR6qDvmwfYwvGIokSkiBhWiaGaSAIAhk9w1M1T3Fg+YFMKp7EEUOOYEnHEtJ6mhOHn0gsG7NrHpK265BH9BCUg1hYTCicwK8P/TUXv3WxM5OS1bOs6l5lNzXzhKgKVtGabGVeyzwnGcjdz6pgFVPKphBSQmSNLMdXH48kSoQUWwLWme7k3hX3AjA8fzjLupc5RcvF/mKw7O7EqmEnI9PLpnPMsGM4sPxAPJKHlV0rWdG9gmWdy5hcNJm6aB353nwmFk2kK93FkNAQhoSGUBGs4MihR7KqZxUF3gIaY41sim9CQCBrZJHML2fN2hcJNxlwcfmKkZ9vj2C1trZud5lly5YN+n6uHkFVVebMmcN3vvOdfX+ALi4uX0qeXP+kExDnWNC2gKSWREDguxO+yyc9n5DSU1zw5gXURmr5oPUDutPdxFR7ACLXzCtXhLo19X31xNU4j697nAVtCzhv4nkcX338gGUsy3JGpy3LIq7FSekpxhaMdXzqt25EtbZ3LU+sf8J5vbB9IUcOPZLVPasBu7lWqb+UTYlNFHgLWNC6gCOHbqmbOmroUaT1NAdXHMwT659geddy57MhoSGs6F7BgrYF+GQfkmjPBuR78qkKVVHkLUKzNA6vOpyP2j5CFmVEQWRR+yLaEm2U+Evs3kayH6/kpS3ZRmnAHph5t/ld3tr0Fm9teosSXwntqXY2JTaR78nn9NGn8+DqB1EkhYlFE2lPtpPUk3hkD0NCQygPluOX/Zwz7hzmNs0lkonQkeqgJdECQL43n1NHncrfV/3daXYGW7T7lcFK8n35/PmYP2NapjOjk0sG+jMsNAyv5LXlSaKfjJ7hw7YPSekpBASGhIZQG62lNlpLR6qD08eczsTiiXhED9FslJXdK4mrceJqnJnlM+lKd9GWaKPYX8w3Rn2DaDbK3Ka5xNU4Jf4SAkqA9mQ7fZk+dEvf5nhcdg9XRO/i8hVj0iRbH/vuu++SSqW2+fyDDz5gyZIlg647depUpkyxtZy33norPT09gy6XIxKJ7OXRuri4fFmoiW7pPP4/E/8HwBnVn1E+g/JAORWBCiKZCLWRWgBi2RhP1z6NYRp8c9Q3Obzq8AGJwLHDjuVrw7/GscOOZUhoCBYWC1oXsKBtAQCz187e5jiSWtJpbmVYBqqh8uflf3a64cLAZCChJrh72d1kjSzlgXIA1vSsYWNsIyu7ViIKIkW+IgzLwCf58Mt+1kcGSp28kpfTRp9GRbDCcScCCMpBaiI13L3sbgCml03nx1N/zJFDjmRE/ggmFE3grqPv4s6j7qQl0cLYwrEcWnmofW02J0g5d6LyQDmj8kcRUkKOE09ttNbZV3emG1mUmVQ8iepwNbcuvpXVPasRELjr6Ls4e/zZjCscx8i8kSiiQoG3AICTRp7EH4/8I5VB23GnN2sH/kODQ50ZkP7JQG5moCJouyhJooQsyk7NX1AJbnNP8rx59GR6EAURQRDozfTSk+nBK3nJ8+QxvnCLtfvK7pVYlsVrDa/REGtgY2wj3eluu8mZt4C6vjr6sn0s7lxMR7KDg8oP4r3m92iINZDUkoQ9Ycbkj2F4eDhhTxjBchv17S1uMuDi8hXjG9/4BqIoEolEuPTSS50ZgnQ6zVNPPcWFF15IQUHBoOsKgsAtt9yC1+ulpaWFU089lVdeeWVAkXBbWxvPPvss55xzDjff7Do4uLj8NxDJROjN9CIg8Lfj/sZRQ49CFraICw6uOBiwR5NzQS7YI+4JNUFXuosjhxzJD/f7Ib86+FecOPxEvj3m2/zPxP/hexO+x/mTzufE6hMBeKXhlQH7zllO5sjNCuR58hhTMIYSfwkbohscDb9H8jgBa1yNM3vtbNJ6mmGhYfx+1u/Zv2R/LCxu/PBGaqI1iIJIib/EqXtI6luSjcE4pPIQRuSNQEDAK3m5Y8kdpPU0WT1LU6yJ91veJ6bFkASJ70/6Popk++Qv61qGKIicMuoUYEsAftro07j76Lv51cG/wi/7+eaobyIKIu83vz+gC3JADnDB5Av4xUG/QBZlp9B3SskUKoIVlPhL7KB9c7KVSwbA7qhcG61FN3Vi2RiqobIuso6aSI1zTXvTvfxt5d+Y1zKPrlSXkzyAnbhcO+9a/rDoD7zWYPdFiGQijiyrrq8OLNslqdhXjF/245f9BJQAtx1xG3cdfZfjGtQYa2Ru01ye2/AcATlAJBNhQ98GRuWNoixQxrpe+7hi2RgJLUGBt4DH1z8Olj0rMTw8HAuL1T2rSepJfMpn6Pv9FcWVCbm4fMUYPXo0l19+OXfddRdvvvkmb775Jnl5eaRSKXRd5+tf/zrjx4/n7rvvHnT9Aw44gEceeYRLL72UpqYmLrroIiRJIi8vj0wmMyAx+N73vvdZnZaLi8vnSEOsAbAlMT7ZDr48kgddtyUaU4rtGcUCbwEJLYFhGXgkD37J77zOSV/GFIxhTMEYZ9uWZSEIArOqZvHshmcHJBO5EeSppVOZXjYdj+TZYidq2YFljkg2wtUzrmb8sPHcNu822pJt9GZ6neD4G6O+gUfycMn+l/DHJX+kJlKDZmhUBiop8haR0lNkjAztyXa6Ul2ohsqK7hVMLZmKR/I4+8nz5PHbQ3/Lqu5VnP/6+ba7jgB5Sh6SKJHvzWdm+UyOGHIEw/OG88KGF3i+7nkATht1GkE5SEu8he50Nx7Jw0kjTqLAW8ABZQfwjxP+wYquFdyx9A7e2vQWYBfuXjz1Ykbnj3ZG8o8YegTvbHoHwCl23rrOoX8y8GbTmxT7i+lMdSIIAmkjTVmgjGdqn6En3UNLsoXL370czdRIaSkyeoa/r/o7F4Uu4sOGDx2JVWe6k3W962ypkAJ92T6OG3Ycy7uWo5kalmaR1tOIgsjpY07nqulXOfUKxf5iSnwldGe6mds0F4CDKg6iLdmGaqh2QrEZzdQoD5UzNDyU+a3zaYo1YVom35/0fcqD5Ty69lEkUSKjZ5wCcZc9x00GXFy+gvzsZz9j1KhRPPLII6xbtw7DMJg8eTLf/e53+X//7/9xxx137HD9I488kvnz5zN79mzeeustampqiMVi+Hw+xo0bx4wZMzjxxBN32IvAxcXlq0NDn50MjMof5bwXkAOkdFuKmJO69GR6iGfjCILAyLyRNMWbsLAoD5ST1tOO3SXYAd9fV/6VjmQHV8+4mkJfIcdXH89zG54DIKWlaIw1sqJrBcPzhjOrahbnTTyP+mg97cl2GvQGxxLTsiweWfOI7W+/WiaT2eKfH1JCjCkYw0EVBznHesPBNzCvZR5/WfEXKoIVDM8bTldjF4Zp0J5s54PWD5jTOIfnNjzH9LLpXD7tclZ0r+CdpncIKkFOGXUKL9a9iGEaBJQAXtFLU7yJPrWP+469jyOGHOGcw8v1L9OX7WP/kv1Z1rmMh1c/TFOiyemg/MjqRxgSGsKpo06lxF/CpOJJ+GW/M+o+Mn8kB5UP7C/zzVHf5KO2j8jz5DGtdBpgB9v9KfQVAnYzto2xjaT1NKqpoms6AoIze9KeagcLVFMlracJe8Lops4n3Z9w7dxrB1zLHKPyR2FYBhtjG1nQtgDN0OzZFBEqQ5X4JB+fdH/CTR/dxE+m/YTSgG0zOrZwLPUb66mN1DIibwTfn/R98pQ8/rbqb4iCiCRIZIwMHtGDLMpEMhGerX2WuBpHszTmbJxDgbeApJZEFmU7sdFde+u9xU0GXFy+IFx99dVcffXV2/28tbV1c7+Gtl3q1/Cd73xnuwXAO9sX2IXIl112GZdddtlO9+Xi4vLVJaklnT4Co/NHO+9fuN+F3L/ifr4/6fvOe/V99XgkD8X+Yor8RQSVIHV9dWSNLG3JNieZiGQiPLbuMRZ32L2DrnzvSop8Rfxg8g8G2GGqhgpAV7qLtb1r+dn7P2NTfBMxNcbwvOGMyh/F8dXHc+OCG+lOdzOpeJIzUjwqfxSX7n+pMyPRH1GwVdJe2UtVsIpzJ5xLSkvxwCcPYJgGzYlm3tj4BgBLO5fy0/d/yifdn9CZ6gTg/db3iWQiWFgE5IBtp4lJxsiwrHOZE7xfP/965rXMQxAEQkqIur46x5fftEyqQ9XURGuoidawIbqBXx3yK7ySl0lFk1jSadd2nTzy5G2Ov8hXxK1H3IoiKk5hb5F34MxAkbcIy7L468q/OqPvOdekQl8hVx5wJXctuwuP6CFtpqkKVtGZ7sQv+enKdNEYa2SUPIqklsQjephZOZO3mt5CQGD/0fvjFb3U9NaQNbLU9dXhET14ZA9jC8ayqGMRLckWYmqMt5vfpsRX4si1VvesRhZklncv59cLfk17qt2xgU3qSduNSbSTmLAnzNretZiWSYm/hO50Ny2JFop8RXglL0ktuY3NrMvu4yYDLi4uLi4uLtvl6dqn6c30Uh4o55DKQ5z3JxZN5M/H/BmAplgTty+5nZVdK/FKXmZVzuJnB/6MR9Y8wqbEJhpjjTy+7nEOKj+II4YcwW8W/mYbf/jeTC93L7ub8YXjaU+2O5p4sEfYs0aWrlQXHakOPJKHY4cdy5XTr6QmUuN00o1moygeBd3UOWfcOYMmAgBvbHyDp2qewrRMGmINnPPaOYj9yigN06A30+vIg9oSbTQnmgkoAXRDZ1nHMiwsskaW6nA10WwUv+QHwd72Jz2fIAsy63rXoZoqoiASU2PE1BgFngJG5o/ktFGnMTJ/JP/Z+B9qo7U0xhv5w8d/4Lvjv8vU0qk8vu5xx9Eopsa2kcNs/bq/TKg8UM6w8DDW9q6lNdGKaqh24zMERuWP4sdTf8y00mnsV7wf9dF6fD4f3elu2pJtpLU0KT2FYRm0N7dT6C1kXOE4lnUuI8+Th4DACxteoDXZSnuqnbRmj8wH5ACj80eT1tPopi0f2xjbyF9X/JXqvGoAWpOteESPLR0zDd5tfhe/7Celp9iUsO1CJVFykqzccQgIjCscxyfdnzjn7pN8KKKCaqrbfXZddg03GXBxcXFxcXEZFMuyWNJhj1CfN/E8p14gpaXQLZ2X6l6yPe4FiZgaI2NkUCSFcyecS1mgjMunXc67m96lJdHCvJZ51EZrWRdZRzQbpdRfynkTz6M73U00G+WNjW+wqGMRi9oXEfQEUQSFUn8p3eluKkIVqIYdVOe67L7f8j4HVRxEa6KVAm8BiqgQ9oRZ2raUkBxibOHYQc+pN9PLY+seY0XXCgzToDpcTSQTQTM1Zxnd0ulMdTI0PJTDqg7j0TWPYpgGsiAzpnAMH7Z/iGEZeCUvnalOgkoQr+SlL9tHQ6yB5kQzuqmjmiqSICEKIj3pHiRBQrM0zhl/DqeOOhWAAysO5J+r/8ndy+8mlo3REGugO92NaZm83vg67cl2PJKHlJbi0MpDOXLokbZzU7CClJbilYZXmNs0lwJPgdNwLLft6+dfz6qeVQNmQjySh5AnxAt1L7CiewXD8oaR1tKs6l5FNBtFEAQUUSEgB5AVmZF5I531Dyo/iKHhoXzY9iFrI2sRBdHuPuwJ8e0x3+Z/J/8vzfFm3t70Ni/UvUAkE3GKsUt8JfSke+hMdSIhoaOjWRqSKSEIArqpY1kWuqUzJGjXpiTUBGk9zbTSaVw/83rO+895ZI0sIiKR7MB75rLnuMmAi4uLi4uLy6C0JGyph0f0MDJvpGPJ+WTNk8iCjG7ZAVxXuotSfylZI8vwvOEMCw8DwCfb3YCf3/A8WSOLaZk8VfMUFhaXT7ucp2ueZlNiE17Ji4CAT/KRNJMk1SQp3Z4NkEWZdDSNT/Y5chuP5CGpJvnHqn/gkTx0pbso85eR1tMokkJ1uJrXGl4jkonQlmqjPFDOuRPOZXHHYn678LfOefkkHwhs8dHvp8BMaknGF4znxboXaYm3YGA4I+fC5n+KqCAKIn3ZPrteQZTxy36qw9Ws6V2DaZr4ZT9ZI0tCS9gdjpUQSzuXOgF7Qk3wdvPbjC8cT2+mFxGR5ngzgKOjb4o30ZHsYHXPap6re46JRROZVTWLuRvnsqxzGZqpISAwNDyUQyoPwTItrn7vapZ1LXNkpYZlkNbTFHmLeLn+ZdpT7YiCSGNfI9FslISWwLRM29pUVBiRP4KCYAGt0VaKfcVcvP/FHD3saCzLYlH7IiYWTSRrZPGIHm45/BaqQlWAPUOxf+n+nDrqVH7+wc+JZWPsV7wfaT3Nprh9r7Ega9rPQ0bP4Ff8mJaJbukE5SDDw8Pxyl6yRpb2ZDuSKHH9guvtpmaIfNLzCaqpYlnWgDoUlz3DTQZcXFxcXFxcBmVN7xoAxhWO41/r/sWHbR86n+WaPWWNLD3pHop8RUwpmUJADgyQrBxXfRyvNLxCxsjQm+kloSYo9BWS0BI0xBocSYlu6gwNDeXMsWfy+PrHWdq5FAHBDhjNDD7JR0bPYGA7FXWmOwd0Qw4qQceuM6JGuHfFvXglL42xRiYVTWJp51JW96ymK9Xl9EfwSl6CSpCJxRNJqAniahzd0NFNna50Fw+tecgpUJUECcMy6M322n76CEwpmoIlWHSnu5lRNoPaaC0F3gKumn4VP3jjB84ou1fyOueZqx3oSnVRGijlxfoXAdudKdf9uNBXSFAJUugr5IghR/D6xtcxTIPuTDe96V7mt8ynvq8e0zSdxl6GZdCZ6uTj9o/5oOUDp1+AJEpYloVH8mBZFh3pDl5vfJ3yYLl9PplekrrdOM4re/GItjQqoSZoSjRhGiadqU5qojUcPexoWhIttKfa8Yge7jvmPkRBpCnexKrGVRxXfZxTwxDPxqmN1JLVszyy5hFEROJaHEVSSBtpp34h5/Y0pmAMRw85Gr/id3oReCUvI/JH2A5P6S7Atn41LAPLshAFcYDTk8ue4SYDLi4uLi5fHnLF84IAloW0cSNiTw++N95AWb8edepUrGCQ1Pe+hxXatlOqy+6R69A7PG84rza86ryvm7oTHG+MbSRrZCnyFRFTY5T4S/j5Bz/noIqDOGPsGYwpGMOkokmIgsim+CbCnjDDwsN4tvZZ1vWuQzd1wp6wLTPSM2imRkuihZAnREAOkNSSJLUkCT1B1shiYSEJEoW+QnsmQFTsWQXZZwe2WpKslkURFed4u9K2VWhTvImMbtcXSKKEX/azqmsVk4onMbFoIqt77SZeuWLgHAICiqA4xaqGZQCwLrKOAysOdAp6f7XgV7Sn2lnYZndqtiyLlJ5ifOF4DMtgXOE4Snwl1ERrWNK5hIlFE3lz45sDrnl3ppsReSOYUT6DxR2Lea/lPWeGZUb5DB785EFaE610pjop8ZUQkANU51U7cqJoNophGo6MybIsVEulzF9Gkb+IDdENxLU4fWofsijbhcWCgCiITt1EnjePfG8+veqWZmQPr36Y/zT+B0VUsLAYWTSSkCeEZVncufROujPdfNj2IdfMuIbOVCeXvn2pYwMrmzICgm0/uvn+FfuLiWQiqKaKLMi8+q1XEQWRp2ueJqElaIo1kdASqIaKV7ILvXO1I6Il4pW8qIY64D677Bl7lAzceOONXHbZZZSVle3r43FxcXFxcRkUIRYj/8YbwbKI/epXhG+7DWXVqgHL+N6wHWDkDRvo+7//A6/XThqamjDLyrD8rqRgV1EN1ZkZ6Mv2Oe93p7rJGBl0S+fAsgNZ17sOWZQdbbgiKrQkWni5/mVmls9kWHgYpf5SVnSvIOQJoegKTbEmFqcWI4syQU/QaTBlYrK8a7lt1yl5OWvcWcxpnEN9X70tC9k8imxhOUHiAaUHUOovZV7rPKLZKFnDTgQkRSLkCdnbVhM0x5udGYGgEkSwBFvTbmZZ27uWhr4GZEHGwNjmWuQKWyVLwsR0pDcJLUFCTXDG2DPwSB7GF46nMdbIfxr/g2VZGJaBbujE1BhTiqeQUBMcXnU4NdEalnctZ1X3KiwsZpbP5Ljq43ho9UNUBis5deSpjMofxc/m/cwJqE8ddSqHVR3GUUOO4rbFt9GatBMCj+Sh0FtIvjffbqhmWfSpfby58U1UQ0UWZeJqnLgaJ2NkGBoaSnfa7mYsIDgzCHmePAzTYFbVLMYXjmd84Xje6XgHn+ljTuMc2pJttCZakUUZURBJaSnmNs1lfst85rXMw7AMulPdvLPpHZoTzQOSqf7afs3UnEZvHtFDa7KVoBLkmveu4eOOj8noGXyyjzxPHqqh0pHqQEBwEh3dsqVCYU8YRVLcZGAfsEfJQHt7Oz/72c8477zzOP744/f1Mbm4uLi4uAzEssi75Rbk9esBKDrvPOcjs6AAy+dDmz4dIZPB+847KKtWUfiTn5A54QQ8CxeirFkDkkTyggtIn37653UWXyrW9a5DNVQKvYW0JdvI6BnGFoy1dfW2woPuTDd+2U+Jv2RAoWiuGdgztc/w0xk/ZXjecOZumktCTVAZqqQz3elIU6aXTeej9o8wLRPDsn37s3qWo4cezZKOJZiWSZG3iN5sL6ZlooiKU5xbEaygPlbP3E1zkQQJ1bATBsMyEAWRSCZCSk8R1+LOaL6ISL4nH5/koznRjGEaZIwMaT2NhYUlWGDZCUAu+TAx0UzNlvIEKmiON6NZdoCb0BKcNvo01vauJaElWB9ZT0pPObaohmnQEG2w6wc2a+MB1vautY9HEDlr3FmUBkq57YjbBtyD46uP5981/6bMX8YhFbaTU2mglBsPuZF/fPIPXqx7EdMyqeurQxEVppZMZb/S/bh/xf22g5Di54iqI3in+R00Q0M1VIJKkLuOvgvDMrjl41voznQTkAMU+4rpSnfRm+llXWQd1eFqQkqIj5s+pjfT68wG5Qp9a6O1XPHOFVhYTr3Bhr4N7BKW/XxZWJiWSUeqgzkb5zj2p4Iq0JHqcOxlTUxHHpS7HwktgSzKeGXvbj7ZLluzR8nAHXfcwYMPPsgDDzzAxx9/zCWXXEJhYeG+PjYXFxcXFxcA5NWrUZYtG/imohC9+Wb0KVMGvJ0+6STybroJadMmgg89tOUDwyD4979jhsNkvwIDWTE1xsqulRxaeSiSKO3Vdu5Zdg+qoXLDwTfgkTz8fdXfmd86H4D9S/Zn7qa5rOtdB9hFwfmefPrUPud1zuZySGgIvZle6qJ15HnymNM4hxF5I1gXWQfWlmUrAhV0p7tBgMUdi8kYGTTLLoJNaSkkUWJB6wIkUcIn+TBMw5bpYCJvDl0M02B9ZL0TdOccb8AuCI6pMbySFxFxYCLgzcfCYnT+aNs+M9WOLMhYwpaeAVh2wNkfzdQIK2GSehKP5EFGRjM1u9HYivuY3zKf2r5aW2Zkmhim4dwXS7C1+j7Vx7yWeZQHyh3r1EMqDtmuBeqJw0/EtEz2L9kfSZToTHXyQesHvLHxDXrSPUQyERBAQqIt2cbstbORBImEliDPk8f00uks6lhEUA7i9XrpznRz0oiTGFswlg2RDZT6SxlbMNaW5cSb8EgeutPdrOhewdtNb9szG6bujMYrooJhGWiWRkJLDDhWEdFJngZDQEAQBMr95YiCSMbIYFomfdk+DMsgq2cRBRFZlCnyFaEaKhkjgyiIdgKy9bYte/aqKda03X267Bp7lAyEQiGuuOIKDj30UB544AGuvvpqfvCDH3D44Yfv6+NzcXFxcXHB96atq86ceCLps85C2rQJfcwYzJKSbZbVp0whct99+N56C8/y5Uj19SQvvhi5rg7/008TeuAB1EMO+dLXFDyx7gkWtC0gY2Q4vnrXk5ucxEUQBBpjjfxlxV+cQtyFbQuZWTHTSQQAqkPVLOtcRka3R8+LfcVEshGyepaN8Y2cNOIkNsY3ElbCzKqcxT3L7yGuxompMUzL5N4V9zIsNIwCbwFVwSoimQiRbIQ8T54zat+/cVQugI5lY/bIMSaCJaBZtt48baYREcmaWbDswl4Li0JPIbqp06f1Oe5Axf5iNFNDERRnn1kji2ZoLO9eTlq3C1llUWZi0UTby77nE2oiNSS15DYBaFSNOlahuQSjN93L/Nb5rOpZhWEZhJQQhmlgYuIRPAQ8tl++buogQU2khsOqDsMX9uGX/Xxn7ODNIQHHJtQwDZ6qeYrH1z2OV/Lilby0JdsIKkGmFE9hfWQ9aT1tJ1KCbdXZk+nh7U1vY2EhIFAZrMQwDdb2ruXWRbfyQesHdKQ6yPfk05Xssq+LqdmFyZtnaXLrgp0cqabqNDrbOkDfOnnqT8556aL9LuLnM3/u1FLct+I+Zq+ZTZ/ah4jI8LzhjMgfQSwbY3zheF5reA1BFpiaP5WWRAstiRb7eUAg32snpLn74LLn7FUB8cyZM5k0aRL/+Mc/+POf/8wzzzyDLA/cpCAI3H777Xt1kC4uLl9NxLY2pJYWjKFDMSsqPu/Dcfm8SKcR0mmETIa8m24ie+SRpM8+GwAhlSLwr385tQDZ44/HGDIEY8iQHW7SKioifeaZpM8803kve9hheBYuRNq0Cf8zz5D6/vc/tVP6LFgXsUfq1/au3eVkIJKJ8OsPf01lsJILplzA/y38P1RTxTAN0kaau5beRVJP0pHqQDd1phRP4W+f/M0p1J1cPJm0nkbURfyKn1H5o4ipMS7d/1LuXX4vty++nWg2immZiIJIQk3YGnDJxzUzruGWxbcQV+O2ZaYoEZACxIwYkiA5Bck5ZxxFsgt2ZWRUa/Pof270ebMdKNjJjYBAn9aHIihOUSzAsNAwYmoMv+xnRP4IvjHyG2yIbuDlhpdpTbQCdjKBBO2pdiKZCNV51Y416NbkAk+v5MUwDMelJ9cJV8TWwie1JBISZf4yygJl1PXVISJSGiilT+1jXWQdCS1BVs8ypmAMB5QewFM1T/HdCd9lZP7IAfvsTnfzxPoneHfTuzT0NRDyhLh2xrU8t+E5DMugI9VBJBNxkgBJlDAtW9aU63NgmqYzkr+8azkCgq3r122Hp1zyIloiomAX52qmhm7qtgsRFpqh2ecr2q8tySKlpTAxCcgBVEN15FmmZWJhOfcr90+RbH2/IAgElSAXTL6AvkwfrzS8gmHZci3Lsljbu5bmRDMj8kcQ9oQ5a9xZRNIRbvjwBue6qKZKWAkPqE1w2TP22k0ok8kQi8UAe8ZAUdxCDhcXl52gqoTvvBPvu+8CYPn99D78MFZ+/ud7XC6fKUIkQnD2bHyvvw7mllFFub6e4COPYBYVIcZioNuWjNp++6FtJQnaLWSZ5Pe/T97//R++118nde658CX9m9Wb6XVsNGsiNXZALAg7Xe/l+pfpU/voU/v43mvfoz3VTtgTZnh4OA19DU4n3Zyef3HnYgzTDoDzvfm0JludbQWVIAA9mR7uXXEvrclWx8kmV+yrWzqmadqdaFf9lXxPPiElRG+ml1g25mi+g0qQc8efy1O1T9GTtgtmDctgaHAokijRmmwlpacIK2G8kpesniWm2TMHHsljB5+br0FO65/RM3zU9hEmttf/pVMv5axxZ3H+6+fTnmx3RrIlQWJy0WRW9NhNyE4eeTJlvrJtkoH+o+BOsGzpTn2AKIhopsbG2EYMy8An+/jWmG8xMn8ka3vX8kbjG7Qn2/HJPqeTrmEZ/P6j3yMIAtFslH+t/xfHDj2WUn8pXtlLS7yFT3o+oU/tQ0BgSGgIJf4SPun5hHWRdU6zNL/sZ3rZdNqSbSTUBCEl5MxiZIwMgiA4zjuRTAQBgYxuF4ELln29RMGWAZUHyulMdWJaJhWhCo4deixFviIeWPUAGSNDSk8510MQBPLkPCYUTaCur85xhupMdaKbuvNMWpZdh9Gd6h5wTYv9xdx0+E3IksyLdS86yUnWyJJJZwgpIQ6pOIRVXat4aM1DAwrI03qagBwYIA9z2TP2KhmYO3cus2fPxu/384tf/IJp06bto8NycXH5SmKayDU1BP/5T5Tly523hXQa31tvkf72tz+/Y3P5VJFaWlBWrCBz7LF433+fwFNPIbW3g7H9KX6x1w52jYoKkhddhHrggbal6F6gHnywnWT09uL58EPUI4/cq+19XtRF65zvY2rMbroV2LHDX2eqk/ea3wPs3gBN8SZUU2V4nt3gKd+TTzQbJW2knVF30RTxiB78sp+Z5TOJa3GyRpZjhx3L14Z/jVXdq3h2w7OohkpKT7FfyX6si6wjJIRI6Sk0U0MWZBCgOd6MIimMCI+gNd6KZmlousbk4smcMuoULt7/YnRL54n1T2BYBpIg4ZW9lPhLEAUR1VD59thvU+At4I2Nb7CkY4kd6CJgmAaCIGBg4JW9th4d0yny1U2dmkgNrclWmhJNAwJ7wzRYG1lLSkshCiIL2xdSF6kbcO1yUpnc9yk9hSzKtmOQadAQa3BGwg3LwLRMTNN2RmqMNWJZFlE1imqojlyqNdlKOpsma2QdTX48G+eFuheQBMne/uYCW1mUUQSFNb1rkAWZ91rewzANpylZkdfu61AeKLelUmofYU/YsWr1ST5UU6Uv2+fUZuSuQU725JN9FHoL7aZg2KP3vZlePmz7kAPLD3SSJ93SEbCtSC0sMkaG1mQrXslLRrdH9gNywD4vU8cn+2wXJwHmt83njiV3MLV0Kopkd5hO62m+PuLrvNrwKqqh0p3uxit5SRtp6vrqiNREnAZ0/QnKQUzMARIzlz1jj5KB3t5e/vrXv7JixQpmzZrFBRdcQOhLrr10cflKYVmIvb2IbW3k3XorZmkpaBpiPI5RVQXZLGZlJeg6VjBI+lvfwhg2bPf2oesgy6BpSBs3YhYXYxUW2j7wWwVsYk8PyooVBB9+GLF788iQotD3f/+H1NJC6M9/xjdnDunTTgNpzwshXfYRg9zDPUXs7sb/wgv4X3oJNI3AU08hdnQ4n+tjx5L40Y8Q43HCt99O5pRT0EeMwAqHMYuKsBQFY+jQffdcSBKZE04g8O9/k/eHP2Ddcw+ps88eICfaLv17HHzO1PUNDFZro7WElBBzm+YyqWgST9c+zfHDj+eg8oMAe2T2X2v/hW7pTC6ejGEaLGpf5Ehqjh56NH2lffx5+Z+dbraiIBKUg4wtHOs0hLpv5X1kjSz/afgP81vn053qZmN8I6qhUhYoQxEVRuePpq6vjgJvASkthYXF5OLJRDIR4mqcxZ2LMS0Tn+yjwFNAka+IcYXjADsAPaDsALBs+VNjrJHmRDMe0UPIE6LYV8y00mm82/wuXtlrB4OmvS0BwSl29YpeR76TC6jfa36P1T2raUu0DdSZCzjdgS3LYmXXSqfRWA4Li7AnjKqrqKZqS6U2B+I5SYwg2AWy/Z2I1vTYswshT8hZrtBbyNiCsXglLyu6Vgw4FlEQ0S37HHTDThAkUQIL0kYazdLQ2aLVVwSFqlAVw8LDiKtx6vrqiKtxEOzmXD7JhyzIKKJCTI05jeJy68uCTIG3AICh4aHkefLoy/ZREawglo2RMTI0x5tpT7bbMqHNMwhY9rHm5EXtyXYsLCfpkEQJy7AIeUJUh6vpSffQnemmL9vH+y3v8/rG1+lOd1MdribPaxefjwiPoDZa68wM5GoWejI9A5IxEVvKZGIypmCM0yTNZc/Zo2Tg6quvRhRFrrzySg499NB9fUwuLi57iXfuXMJ33OG8dgJw2BKIrdkyBe597z16H3jADuZ3gLJ4Mb5330Vevx6puRkUBUsUEbL2iI1ZXIwYi5H67nfJzpplN4L65BPkmhpnG5bfjzpzJqkzz8QYPRp93DiC//gHUnMzBT/7Gemvf53sccc5wZ+8Zg3BRx5B3riR1DnnkD3ySMzi4r2+Ri7bIvT14Zszh8DTT2MFAiR/+EOyuZFzVUVZtw6xsxPvwoVgWWjTpsEgNp1CNGqP6lsW+TfcgBiNOp/lnr/0mWeSOe44OwkV7Wn+nmeecb7/NEmfeSbyhg14lixBSCbxv/wy6TPPREgm7T4E/Y5BXr8e7/vvIzc22s+xKJI5+mj0ceNQZ836zPsWRDIR2pJtNMVtB5U8Tx4xNUZtpJYVXSv4qP0jnjSeRBZllnct5/IDLuedTe/Qle6yPdoNna8N/xq/+OAXBJUgATlAxsjwWsNrjAyPpNRfiiAIjstLVbiK6rxqOlOd/HPdP9Ete9S5O92NKIjE1TiaqWFYBpvimwCIa3GwwCN6GJU/ivZkOyW+EvYr3o9H1jzi6Oz9kp+AEmBTYpNjC1obqQXguoOu47WG13jgkwcwLZNSfyklgRLq++r55uhvMr5wPDW9NWS1LAh2UJs20rZmHVuzbuj27IIiKciCTEJLEFNjTl2CJEoUeYqIa3F7ZH6z1j2pJ53r3X8EPatnUU3V+Sw3A9A/MHe08aLCyPyRlPhKqOurI5qJYlm27r4mWkNdX50zcp5z2QnKQcKeMH1qHynNluIIgoBgCaiWbbkpCfbvxZykZ3LRZKeQtine5ATQOftXj+RhZP5I+rJ9jvsT4DQX88k+x7GnM9VpNzLzl1AdqqZdbCdhJOhOdjvL+CQfuqljYJ+7IikUegvpTHUCdh1Hb6YXn+QjpIQQBIEzxp7By3UvE1WjhJQQWLa0TDd1NsY3MsVjS/9GF4ymKlTF83XPDxjtNzGRBRnBshOCfE8+WTOLYRo0J5q58eAb98WP1n81gpWzFdgNbrnlFi6++GIKCgo+hUP6YtHV1YWmaTtf8DNGSKexZPlLoXcVBIHKykra2trYg8fNZTO7cx3zfv97PPO3uIFkTj4Zbfx4zJISPMuXI7a341myBLOwELGvDyGRIHvMMcSvvXbb/cbjBB9+GO8HHyDE44Puz/J6nYRgu0gS2WOOIXHppdsEUJ6PPiLvpptg88+aPmYMqTPPBEEgfNddCKnUgOXT3/42yf/9X3tmYg9wn8ktiO3t+N5+G2XpUpTVqwd8ZhYXE7nnHvwvvYT/lVcQkslt1vcEAsSPOgp92DC0ceMwhg2j4LrrkBobnWWMESNInncegq7jf+EFUmedhXrIIZ/2qe0Yy0KuraXgiisAiP32t4RvuQUrL4/Yz3+OPmEC0qZNFF5yyXalTGZBAdE779wnxe+78kyu7V3LPcvuIaWnEBHpSHdgWRZ+2c/EoomOZ/6KrhX4FT/xbJyQEmJk/ki8speedI+zTNbI4pW8HFJ5CIs7Fjua+4yZYXzheJoTzXZn23A1XsnLup51tKXaEASBkGKP0AM0xZscX3+wg0xFUgjKQapCVaT0FF2pLnySjwJvAa3JVvyyn5An5MhSNFOjwFvAhMIJrIuso8BbwF1H3cXvP/o9T9Y8iYDAscOO5ZOeT/BKXvyy354ZsWyJVM7VRhZkTMtEkiSnAy/YTdBkQbZH2zcvKwkSYSXsFMfGsjE0U9vGEUdEdDoSw8C6ga2RBdl2S8pG8Egejhp6FNWhal5peIWYGiOmxhypS250WxAE/LKfUn8pFYEKIpkIRf4iygJl1ERq2Bjb6FhwCoLtyDOhaAKiIHJE1RGMyh/Fh+0f0pHsoCXRQmuilbgWRxZlRuSNQMJukqZICk19TST0hCPbqghU4BE9tCRaEEXR6eHgl/0UeApoT7VjCRZZPYskSuR58phRNoNlXbazlIBAaaCUUl8pSzqX2HUilp0M+SU/Q8NDCSgBZpTN4LF1j9nFzYJEdbiatkQbKSOFT/Lhk32MLxiPicmanjX0Znu3ubYe0ePMWA3LG0ZloJLudLeT4CWv3/Z3k8uus0fJwH8TX7hkwDAI3XcfvjlzsIJB1BkzkLq6MMrL0UePRh85Em369AHT2NKGDQiahj5x4udyyG7gtW/YnetYcMUVzmh84rLLyJxyyrYL6TpIkh0QXXklWBaRv/wFY8QIZxHPhx8SuueeLSO7kkTmpJNQp09HHz8eVBVBVTGGDkXs7MSzZAneefNQVqwAQUAfO9ZOAg4+mPRZZ+1QXiE1NOB9771Bg0594kT0MWPwzJu35VhkGfXgg0lccIEtedoN/mufScPA9+qrKGvWkDnhBLzvvYfvrbe2FO8KAmZxMZmvfx3/s88ipNP2DM3mYNgsLMQYMgR99GjMggJ8772Hv6UFdQe/I/VRo+i77TasYPCzOMPdpuDKK51GZjmsYJDIX/9K6P778Xz4Ifr48WS+9jX0ESMQu7pQVq/G++GHiF1dZI87jvg11+z1cezsmbQsi+s+uM72prdgQ3QDcTXOqIJRbIhuwCN6iGQijoZaFER7hBzTsYfMjZobGE7QPr1sOut71xNX4/bo/GbrSEVSqApWIQgCnalOotmoE3AHlACGZTg2lpZly0OShv1zKwkSAgKFvkJG5I1gSccSLCy8khdZkPErfqYUT+HA8gNZ1rUM0zJpTjST0lJUBiopD5ZzfPXx/GnJn0jraYJKkK50l1O0KwsygiCQ1tPopu6MzudmGwoDhbTEWtBMbYAu3rIsJ6gPKSHKA+UE5SCNsUbHaWfrZCDX3TYnh9kZimB3xJVEyZEpGabtOqSjD7znCHYXXVHBL/nJmBlEREYXjObyAy5nRukMVvWs4q2mt5AEiVcaXiGuxqkKVTG1dCqRTMRx0jlt1Gk8t+E55rfORzXtWYTcvZaQCCpBJFEirto2roWeQhDt2Y2skSUo27NEbak2uz/CZmeiPG+ekyim9bTj/y8KIqePOZ0ReSOYvXY2ddE6u2Dc1J3rFFSC5HKnlJ4aYFOak1PllhUR8Uge5346z/1meVaxr5iNsY2IgshhVYfZ7kyCaBeCWybajV+gOO1LyF67Ce1r1qxZw0svvURDQwORSIRrrrmGmTNnOp9blsXTTz/NW2+9RSKRYOzYsVxwwQUM66d31jSN2bNnM3/+fFRVZcqUKVx44YUUfwWkBd633sI3Zw4AQjKJ9/33AZDXrnWcWcyCArTp09EmTkRZuxbv22+DKBK55x6M0aM/r0N3+aywLFvCA9sE9wPYPKqujxtH9rDD8H7wAcFHHyV27bXg86EsX26P1hsGRnU1iQsvRJ88GSsQGHRzZkUFmVNOIXPSSShLl2IMG4ZZXr7Lh22MHElq5EjSp51G4Lnn8Hz8MUImgzZhAomLL7YlTJdeiu/11wk+8ABCMoln/nyCXi/xn/1sty7RbqPrKCtWoE2dusezEZ8HQl8fytq1WMEgltdL+I47kDZuBGxpWA5t2jSyhxyCevjhWyRYgkBg9mwwDPRRo0h973uohx46QEKTOe00/Pffj75pE5bfj7x+vZ1AAEgS6vTpJH7yky9sIgCgTZkyIBmw/H6EZHJLh2NRJH7VVRjDh9uvJ05EPfJIsscdR8EVV+B95x3SX//6No3P9gWWZRdn+iQfjbFGp0lVQkvQlbZ94df3rieuxbcZsTYtc0vghV1Yu/kFsiDbI+emwdLOpbbufXOHXbAtGw0MYqqtGU+odqAsIjIsPIyAHHBsTcHuC1ARrKAztaWrcM7OUkDAr/hJaXYBqNfjteUypkbYE8ayLEfT3pftI67FUU2VWxffSk+6B6/kRTVUe9TeMpEEiZA3xJDQEOqidY5NqWmZDA0N5dDKQ9l/6P7c/P7NJLSELdrZbD2auwYCAj7JxwWTL+CxdY+R0lOOC5GE5BQdewQPVcEqLCw6Uh12sy1zx0GnZmnoho5k2onV1kWvOXKWm6qhEpADjjxHluwajr+v/DulgVKuPOBKrjjgCmavnY2AQFyNsym+Ccuy9fhDQkOIZqO8WP+ikxyBHUTnztfEJGNkkEy7vsHEJK7H7U7PRtYO7hH51uhv8Z/G/9CabHX6JUyrnMYQ7xDea37P7vpsqE4yuDG2Eb/spyvVhSRutoY1t8yiJbWk8wz2dwHKPdsDntfNSYEgCASkAAElgCzKZPQMYU+YEXkjaEm0ICFR31dPV6prwPZc9o4v3F+1bDbLiBEjOOaYY/jTn/60zecvvvgir776KpdeeimVlZU899xz/P73v+euu+7Cv1l68Mgjj7BkyRKuuOIKwuEwjz76KLfccgu33nor4megR/00Udba7cvT3/qW7Zm9fDmWx4PU3o4YiaCsWIEYjeJ9+207CchhmgSfeILYDTfg+89/UJYtQz34YLJHHfX5FmyaJlJbG0ZpKXjcIqDdQWpqQlm+HHXWrAGNl4RIxJbViKJdLLwLpM8+G+8HH+D58EMKL7mE+M9+Rt7vfw+GQfbII+2Rz12VpIki2oEH7skpAWAVFpK84AKSF1ww6OeZr32NzAkn4Hv1VUL334+ydOk+LXgdjNBf/4rv1VdJf/ObJC+55FPbDwCmiZDNIm3aRGD2bFLf+94OZ/XE3l4sv39b7bqqUnDllbZjTz+scBijshK5psau3fjud9EnTNhmu6kzzsASRYzhw21Jz2DXNxCAP/2JvtxotqoS/uMfkZuaiN5665fCKlY98ED8zz4LQOrcc8kecQQFV16JkLFHXJMXXrglEeiHPm4c2SOOwDtvHvk33EDfH/6AsmYN/hdfRJ0xg8yJJ+71bOwti25hXe86SgOlVAYrMU2TaWXTeKX+FUfXHtNi210/p103LdMZofXJPjRDwxTsoNAyLFRUJ6hyXGJMi85Up+1Zj4lP8lEeKMcreelIdeARPY4DjoVFa7KVYaFhtKZayRpZRzsf1+IcVH4Qa3vWOsW8HsnDweUHM7dpLvXRekoCJXYnXewAXDd1opmoI4vJjRSblulo0XMSH7/sJ67FERBoSbTgl/0sbVtKWk/jlb34JB+mZeIRPfRkejAsA79s/6w8+MmDNCeaHXccj+RBN+xg2it6KfIVcdro01jZvZKAHKAr3UVPpmenAWjOnSfX62Awco2zFEEhmo0iSRJdmS48ooeOVAd5njwKk4XcvexuUlqKjzs+djoai4j2PZA8jM4fzYTCCcxeOxvd0JFF2bEazfn+56xXs2Z2S9CNbTWaNbJYlkXWyPLE+ifs2R9RJqgEmVg0EZ/kY31kPWFv2K4FAfyyH1mUWdq5lDc3vukkHSElBAKOtj93nTyix+5kbA2cGZEFeUuNA1DmL8PCojxYTlgJk9AS1EfrSekpIpkIFhYami1fsiynhiE3e+Oy53yhZUJnnXXWgJkBy7K46KKLOPnkk/nWt74F2LMAP/zhDzn33HM54YQTSKVSXHDBBfzkJz9h1qxZgO1+dMkll+yR/ekXTSZUcPnlyLW1xH7xi8Et8bJZ5Npa/HPmIEaj6NXVGMOGEfrznwEwS0oGFJMa1dWkzj0XfeTI3XeT2UW2N/0ttbQQvvlm5Pp6UBQyxxyDPmkS2ujR9gzGF8CxY5exLPvrU0w2t76O+VdfjbJmDUgS+ujRYJqoBx+MPno0eb/7HUZlJZGHHtrl7XvnzrXdfnq36DX1CROI3nrrFzNRU1WKzzoLIZslcv/9GCNH7nydzeyOTEiuraXg8sud173//Cdm2Y4tHPcU36uvEnzooQE1EvrYsUTvuWebZcXubsJ33omydKm9zN13g2nie/VV8HgQEgmCDz44YB19zBj6br4ZKxRCiMX2Olj/qsitlJUrMYuKbNci7CJn39y5GBUVdjH79shkyP+//7MT0kGIX3UV2RNP3KVj2PpatiXaOOvVs8gYGVvnblmkjBR+yU80E91GcjLoNjf/Azv4lJCQRNuyMmcfmZP/5Cj3lYMAXemuAe+Lgsi4wnHU99XbGnrLHNCBNicBCSpBR+OOBWFPmN/N+h3PrH+GD9s+xMJyJCsJNWE7/0heZNHW+w8PD6c1aScUPslHniePkfkjWd613B5pFgTyPHm27ahk10GohurIoUJKCFEUiWVjCIJAmb+MAm8BRw09in+v/zeGZfCdMd/hzU1vklATTvdjEbsgN2tmB1y/kBJiWHgYCS3BccOOY/ba2QMC2P7kEqOtG22BnVz4JB9JPekExQKCLQ8yMiDgBLiSYOvzcyPjucTPK3k5dtixtj2oodGSaiGjZSgLlmGaJpFshPaknfwHlADFvmJGhEewqHORkxjkjickh5BF2QnwFVFxNPlhT5gzx57Jiq4V1MfriWVj9myHKDnJQoGngN5s74CZj5zzkSiIyII84LOtE4EcuU7GORRRcRJAy7IcyVN/OZEkSgiW3TX6sCGHUReto+6qukG377JrfOFmBnZEZ2cn0WiUqVOnOu8pisKkSZNYv349J5xwAvX19RiGwf777+8sU1RURHV1NTU1NV+aXghiWxuelSuxJAmptRVt2jS0yZORNxflbVfu4/WiT5lCfKspayEWIzh7tpMI6CNHInV3IzU1Ef7DHwCI//zn9kzBZ0To3nvtRABA0+wOo5u7jBrV1cR/8pNPZep9j1BVCn7+c6TNcghEEcvjwfL5sAIB5FrbASN1zjmkTz8dDAOpqwtLUWwd9r4OHg0DZfM+MQynPkDesGHLIpsDm10le/zx6CNHUnjllaDrGMOG0XfjjV/MRADA40Hbbz88ixfjWbaM9G4kA7tMJkP4j38c8FbwgQeI//KX+zxZ9b77LqF7793mfbm2Fv+TT4Ik4Vm8GMvjwSwuxvPRR079hFxbS+EPf+gUg/cnftVVKOvXI69dS+znP8cKhwG+FKP2nxVav78XAGZ5ud2QbGf4fMRuuIH8q69GbmgAIH366cj19SgrVuBZtmyXk4Gtebf5XWJqDNOyO8dKoq1579G2HZnOudHkijdz5KxBc7MHgiBQEaggpsbAshs+JbTEAOmLjm1p6Zf8aJbtEmRYBlh2sXBACtjBqYXjOtSfnCWnM5pvmrzZ+CZrImucBCauxR1XHADN0JzAcV1knXM+hmVQ5CvisKrDSGgJ1vautUeHTc05NhPT2a6AXUeAgNOIKq7FMSyD8kA5w/OGU+QrIqbG6E33OkkEMEAmlSM3s7EpvonJxZOZ0zgHQRDwibZdZ0pP4ZE8jkxJEOz+A44kqx+apVHlq0LRFCLZiBOYp430Fvcf7JoDr+QlqSeRBdlJBMr8ZYwuGM3yruUk1IQjxzIsg7gWxy/76c30bnE+MrJsim+iOdE8aEO6jJlBQUGw7BmRkCdEV9qW3ngkD/9e/28SemKA7WlOAqSZmt1PoN+zJgmSnYht7j2Q1bMoooJqqjvsA9BfVpTbdn+pU///c/fJ3FzjpBka7za/6zYd2wd8qZKB6OY/fPlb/RHLz8+ne3OQG41GkWV5m74H+fn5zvqDoWnagBkAQRDw+/1bfIP3AdLmPxY7G8H0vPuuHYDo/TLpJ57AGDPGdlvx+TCrqnbruDLf/S7qEUcgb9iAOWQI+tixCPE4gSeewPfccwAEZ8+2Zxv28eh27jid//v68D/zjN10ShSJ/OMfiN3d+N56C7GzE2XZMqSmJoKzZxO77bZ9eiw7Q16zBisvD2PIELsO4733EFQVed065/5tHWz1J/jQQwSefdZ23enXUTV7/PEkLr3UllX0J5sl8MQTdtHmccdBIICQSGB5PNsE4f2vo9TSApqG5fcTu/lmx/LQ/9xziG1tgP2c7e6za44ZQ/TOOxGjUbsQXZL4Is/PaDNm4Fm8mOAjj2Dl5dlWj7ugT9/6mRx84xrhP/4RqakJq7CQ+E9/St5vfoP3gw/Q3n0Xo6QEfcyYbe/p7mCatjOY10vw4YcByHzjG2RPPBHP/Pl4Fiywfxb++c9BV8/JV6SNG+1nYiv0ceNQTzgB9Wtfc97bl/dzl67jV51AgNhttyGvWWPXyVRV4Vm4EGXFCuTGxl2+Nv2v5bredTyy5hFbo25ozgh8fxvLHE5Br2kQVIIYpkFP1u7ga1qmY6OZc/zJ6cEFBGJaDEVUBvjW92R6bAcdwdbPB6QAaT2NJViOpWQu6Ovv/54bBc8FZrkgMqEneLPpzQGWnLl1RER09G2CZwsLybJH/oMe224zoNg/Z4ZpoBqqLX0xTKeANneOfsmPIAqOZEa3dCKZCLcsuoWQJ8SG6Aa7+NgY2EcABhaz5pIRsItfF3csduREiqwgSzKjQ6PxyT5qo7V2YmJuG/RKSE7dQmuylaAS3NKEi2017xkzQ9a0ZVYysnNMaT1NX7aPtJa2OwBbIEsykiWR782nM9U5YFtOYpN7y9o8qi5Idldoy9ySuBkmWnZLsXX/bW09u9T/HvXHL/kZVziO2mitYx2bO0eP5EERFfI8efRmeu2CX1PDI3qoDlfTGGt06jQG2/b2yCWGbjKw93ypkoEcW/9y3ZXp6Z0t8/zzz/PMM884r0eOHMmtt95KST8t9h4RicCVV8KmTRCL2YH2t78N9fWQSMBdd0H/UWPLgieftEcdhw8HrxdKSmDJEti40dZtT55M5ZAhu38slZVw0EEDX//61/Czn8Gpp0JnJ5V/+xscfbR9HEOH2scxevT26wpUFS680A5cf/5zGDMGmprg6achk4Ezz4RxdjOZimwWNmyAF1+EBQvsczn+eMpnzLC3lQtYli2DH/4Qz8aNBMvLPxPfcQDeeguuu87+XhQHBPOAfbznnAMnnWQnauk01NZCNArHHgs1NXDvvdDXZ1+vcNi+BqaJ5733CC9cCMccAyeeaBehLl8Oc+fa1wvgsceguhrWr7cDzO99z/7aKrGtqKiwr9HmZ6H02GPt/QOcdx688w60teH5znfI3xP739105vlc+cEP7PNtaKDonntg3Tq4+WZYsQKSSZg6FXaQHFRszxLyrbfgppvsn9lAAP74R7wHHghtbfDAAxTdeae9XHW1fc9ztRm55Xe1yPjGG+3ZsAkT7N8V5eV4crMxRx5p/9xffTUMGwbl5bD//vaz99RTcMAB8Ktfwbx5cP319vbOOst+Rs8/HzIZPDffTGBPflfsJtu9jv8tVFY6v+cAOPhg++ezowN/aeluFZ0XlBRw7/v30qf1kdSSKJICAtsvXBW2BOJJPUmeNw8hKzjvpfQtkjMLa0DTKcESyBrZAa5DsFnPbtkFt5quISI6Tj4AUTW6zSyEfSi2TWZ1fjVru9ZiYI9+95fe5Cw+BxstzklAcm5IHsVDdUE18zrnsbJ7pSNNMjG3aQqWG51PG2kE054lkSVbeqRbOljQm9nWsrL/sfe/TrnaiVxC1f8zSZTwKT5EWWRjfKMzSj5YUOqRPc5od65HQy7A3l7Qm3u/vxSsT+1Di2lYpkVACdgBtqSQVJO0Jdt2GkDnpDaWZTmN0iQk221IlNBN3Tn+/teiOt+2lu1N9xJJRwYE7f1J6SlWdK/AI3nI9+YjCIJdo7C5e7Isyaim6iRvAMWBYh48/UEufuVi1nSvGXS7g53HYM+dy97xpUoGcn0NotEohf2aI8ViMWe2oKCgAF3XSSQSA2YHYrEY48eP3+62Tz/9dE499VTndS7h6O7u3mHNgLRpE8qiRXYR51Z/EIVIhLzf/hZ53bqBKz3xxJbvTzgB7YADyB5/PNljj0Ves4b8xkYsv5/eu+8Gnw+wmz2F7r0Xsb2d1LRppDeP/u4rfOecQ/C+++xA/cUXB3xmjBlD7PrrB7VvVD7+mLwVK+wXZ5+Ntv/+KKtWOX7xPPMMiWuuoUjXUe+5Z8Bsh1lVRew738HY+lxKSykWBOjrI7pkyW7LXbYhp+cHMAy8H3yAvH49RkUFgqqiHnQQVihE3h13IPW/1z4f2VmzMIuK8M6bh1FVReyccwYmRv0LCw85BGHyZOT6eowhQ2xXFkFAWbKE0P33I7a0wMsv219bYZaVIXZ22okFQDYL992H+fTTRO++G6uwEME0qVi1itiHH+J74QUAMpWVJLe+fgccYH+l0/bXVxzpqqvIv/ZaezbmzTdJVlcT/MtfAND324++22/fZh1BEKioqKC9vX3QgYL8hx9G7rFHV+PXX486ZAi0tSFNmkRB/2ekrg5OOQWzoAB97FiUlSvRJ0wgtll6tyPE5mYKcz9ry5YBkPra10hv3i9gJxn9f1/kOOkk+/++PhgzhoJhwzCLi4mdey6IIuIdd9iWr6GQncB8SuzsOv43UyTLCOk00UWLtu/o1Y/ctVywfgHrO9ezKbbJ0W/nGlANhmEadsdZ7KAo1/E3x46CxNxng8la+ks0DAx0QycoB0lqyUEtNnM6+YSaYF3XukG3CdvXjueCPMuyvzRLI5aJsbRtqT2LkY3t+Fw2Jye5wB/sHgQ7Q0CgKlhFvjefpGYH1jlpS07Pn0sATNMuRNZ0jVAghKqpzqxNzqFIN3VnFiQo20W4n/R8gok5oGNvnpJHnzawCdjOrEtzz0HaSCMh4ZW99qzNDq6L4+y0uS4iN+ORs1qVkPCJPtJm2pF+6daWmaKGaINzXrnt9dfw58jJdwr9dndly7LQdI3OVCeaoeE1vY4bVG6GqzvVzbef/LbTDG1n16B/IhCQAvYzZrmOQvuCL1UyUFZWRkFBAStXrmTkZqmNruusWbOGczfrO0eNGoUkSaxcudIpII5EIjQ1NTnLDIaiKCiDuKXkfjENus6iReT/+tdgWfhee43IvffaI/mAkEpRcPnliF1doCgk/+d/0KZORWpstJs3JRJ28SegLFtmfy1Z4mi/s0ccgeX1OkGsOmMGvQ89ZEsKAoEtwe0+In3qqejDh+N79VXbfcQ0kVpbEZJJpA0byP/5z4nceec2HWo9ixbZ1ykUss9pcyGdtt9+9rmtWkXottvsUbJ+iYA2bRp9uYBp63MRRfTRo5HXrsX34oskzzsPKxjE8/HHeJYuRRs7luwJJ+zwfMTeXoJ//SveBQu2NAwabLQfCPQrsrVCIXr//neEVMoO5jcnYwOcbXZw7a1QCLW//tiyUKdPp/eBB5BravC99Raejz/GkiSsvDykxkayJ5xA4uKLUVatQojHMUaORK6rI/jgg4idnRR997voY8YgtbWBquLrF4zqo0f/1wdh+ogR9Pz73xR9//uInZ1OIgAgr1uHtbmfwmAM+vNtWY4kLHr33ejjxjn3XB8xwh61V/u5hJgmYm8vno8+AuyfZyuTcX4X5AjdcQdSezt9v/sd+Hz4n3pqyy5DITInnkjqjDN2/2fb7ydy330Djt/IWbp+Rs/Gjn5P/rdijBiBvHYtBRdfTOrcc0mdc85OZwj6Mn08tOoh1vTYfxssLHoyPTtcZ1cD/91l6xFYzdJs/f0gQb4TyG/+tyt+/FuTC6hzUpzc97mC2J2d256cu4DAhMIJnDfpPCoCFdy++PYB28lJiURBRELCr9guRBkjQ2OskXxPPh7BQ5o0oiCyX8l++GU/B1cczPyW+ZQFyjh8yOG8UPcCLfEW27kInXxPPpXBSjJ9tiRIwpb6qIZKWk9vN5Hqj4HdH2BHMwy5c/TLfvI8eXSnu51Zmv5JWUpPbZkZGmRTGSPj1HEI2IW7uYTHJ/kwDAONzcXHSphIJkIkGyGajW7ZiAVFviKOqDqCrJllYdtCu05E2OJgtfW+JexeB7Jo/9z0L0hWTZUiXxECAgl9+9Jdl13jC5cMZDIZ2vtZ4XV2dtLY2EgoFKKkpISTTz6Z559/nsrKSioqKnj++efxer0cfvjhAAQCAY499lhmz55NOBwmFAoxe/ZsqqurBxQV7yq+115Dnzlz0GI7z5Ilzh9bqbmZ4KOPkvzhDwFsi8+uLszCQvpuvtkZGdL7BbJSczPy+vXIjY34n3nGsQK1/H7Sm92SBiAI2/V43xdo++3nBPE5xO5u8q+9FqmtjfwbbiB7xBHImzZh5udjlJfj+fBDAOI//andwKqmBqO6muwRR4Bl2ZaM//kPeDwkL7kEae1afG+9RXInxXnauHF2MvDyy3gWLABZRuywPbZ9bA66Dz100HU9H39M+Lbbtu2WujkRsIJBsrNmIXV3IySTdgImSRjDhpH4wQ+wCgu3SXr2GkFAHz+exPjxcOmlW97vZ4mp9SuMN4YMQR8+3LE4dAqDi4vJHHoo8vr1iNEo6l5YeH6lEASyhxyC/6WXAFBnzbITVU1Dam/H2A2pjNjTY9eFiKId/PdHkuyuzZufxZ7nnkOIRAg+9tgAK19540Y7ici9XrsW35tvAuB/+WWEZNIumAeit9/+xSmUd9ln6JuTAYDAY48hpFIkf/SjHa6jmRpvNL3xhRjpzB1D/5HcwYLUnCZ+TxKAHe0zIAecWYj+Ae/2gt+dXbOtR53zPfbf9M50J419jby44UVqojXOqHnunB0JioAjcQnKQdJ6moyeceQ6pmVSG61lRN4ITh5xMsu7lhPTYjxf9zwiIiFPyAnA03rasTTNbbs6XE3GzNCXseVhO7KMzdFfvrQjgootlexftzFgO7uQfIiC3RRs66Q/IAeIGLYtrG7prI+uRxRsZ6ZcMzqf5HP6EBw3/DgOLj+YK9+/koyWYWzhWOY0ziFrZNEN3XY02lyYbmLasjJT3+a+m5ZJb6bX6ZHhsnd84ZKBuro6fvvb3zqvH330UQCOOuoofvzjH3Paaaehqir/+Mc/SCaTjBkzhuuvv97pMQBw/vnnI0kSd955p9N07LrrrtujHgO+115DlWWyxxyzzWc59wj1sMPwzJ+P//nnUWfORJs61Wlio86cud0pYmPoUIyhQ8kCZiiE94MPyB51FJkTT8TKy9vtY/00MEtKiP3ud7alaX39Fvef/kgS2rRpWH4/ar8GcQgCiUsvJXnhhVRWVZHp6cH6+tdJXnLJtp7oW6FPnOjIlcTNsgkrHLa9vzWN8N1303PwwdvWE5gmoTvvREgm0ceOJfHjH9ujpKKIsno1noULSX/72wN8w4VYDMvn+3xcc3ZQXGgMH07k/vuRN2ywi6sTCTx//CPJza4hLgPJnHAC/tdeQz3oIGLXXUfB1Vcjb9iAtHHjjpOBzSP7ZigEgoD3nXcA7B4NgzwTRlWVkwzk/P3jP/0p2rhxhB58EDQNub5+QDLg3yzrArvIPEf6zDPdROArSubkk+3ZPE1DWb0a//PPYxYUkD3sMMztPI8ZLWM7uiRKwZIg3D7ocp8VIpstIq3BG2fBVg3N9hGGZaBICiEhZHfw3Uqzv7vk5DGCZQeUkiDx4/1/zOx1s2lPtvOvtf8ia2adDs2KoGAKdn1CrptwULYtU0VB5Jzx59AYa+Sjto+QRIkx+WNYG1lLNBNltbqab770TaaXTWd192qiatSZ7cgdu2qqqKZq9yNAdByjQp4QXWYXIU/IsZTNFVnn1hcR8Ygep8h4ZyiiQlmgjJZEy06XlwRpwLX2Sl4KfYV0p7odq09FUMiYGSRBwi/78cpeQmbIqU2xLLtQ3TANEGyL0zEFY2hPthNTY9yz7B5K/aWs7V2Lbuqs7V2LatodjU1M/Iofr+Qlko04f+csa0si2l+mlKsHEXELiPeWL3SfgS8C2tlnk6mq2rbDqWVRfPbZCPE40T//Gf+LL+KdOxcEgdQ556CsXo2yciWJK64g8/Wvfz4Hvw/xvvMO4dtvxygvJ3viiYiRCEJfH0IqhXrooWROPnm76+6RF7mu45szB33kSDyLF2OWlZE59liQZYrPOQchmSR6xx3bNPWR16yh4OqrsYJBeh5//Itri7kHfFU83T9VVNW55+Hbb8f79tskzz+f9DnnDFjMuZYtLeT94hcoK1ZsIyPLHnGEbSG6FWJLC3m33Ubq7LNRN0sRcwQfeAD/c8+R+cY3bPcowLNwIXn9BjjATrLTp59O+rTTPt+mf3uJ+0zuApZFwWWXOQMplteLethhpE85BX3SJGcxQRD4xYe/4J8fvwCv/BUMDxz/Cyip+ZwO/LMhF8j1b4YlCqIzIr+9GoPdob/jkSIqSIJEoa8QwzDoynRtWU4QyPfkE5ADpPQUCS3hjOqPyBthB6uSnyGhISxsW0hbso08bx4yMhE14nR9zhXqbm29aVnWgPP0Sl6nsLjAW4BHtJuDFfmKHK/93kwvnelOZzuyKCMgbHeUv/917b+v/jr/wWZacvKf3H6LfcUMCQ2hMFTIR5s+IqElnFpKv+xHN3WmFE9hWHgY3xj5Da5fcD1xLU5aS9tF15uDd1mU8Ut+FElBN3QyRoaAEiChJrbp1yAiIouyUzOS6wjd3zo2V9S9dWJj/dr9/bM3fOFmBr6IeD780B5d7DeaLPb22gWLooheXU3ikksgm8U7bx6BfgV/2iCdPb+MZI85Bm2//TDz83e9E+3eIMtkvvENgG1GTtUDDrC75S5ZMjAZME18r79uL3PQQV+pRMBlF+l3z/XqarzYkp1BicUI/u1vdiIA29STbG82wRwyxG7wNQj6qFEA+F5+GXW//TCGDye82R43841vYObnI9fWEr/ySqw9cXpy+fIhCKS++13ybrrJfpnN4n37bZTly+l96CGU1asRdJ3go4/SMG4BrD4btM0OWG//H4x+E6Y9DJJdLPlVM04JyLYtatrcYnaQcxoazDVmT2YG+q+jmzqmYNKR7HDe84geBMFumHb22LN5u/lthoaHUhOpwSN5KPWXMjp/NEktyTvN79g2o5sLh2NZ254Vy7bQFBFJ6altg1VroJQqN0MhSiK6rpPUkkwsn0g0GyUgB/CIHj5u/9hZJzcbsF1Xqa2uU395Ve6fgIBX9GIJFqqhbpMk+WQfAnZTt7ASZmbFTKYMnUJfso/aaK3ToE4zNYq9xbSn2qnvq6cn04NmaqT1NJIo4RftrtAWFoZpkDSTSIY96GFaJn3ZvkHvo4CAiIhqqc5x9Z916u8k2T+Jcdl73GRgZ3g8COk0hRdfTOLHPyZ73HGO9zdsDhg8HiyPh/gvf4n15z/je+01wJYQGNXVn+fR71PMvbVZ3UdoM2bYycDHH5P63vcgmyXv5pvxLF7sLJPdTj2By38P/T34c4gtLQjY7k1cfDG+zU38kuefj1Jbi7JyJZbPh9jTg3rIIbu9T72fY1nezTdj+f0I6TTafvuR+NGPdsti0uWrg3r44fTOno2Zl4d33jzCf/wjYm8vJVvVhjUVy1B70pY3dD+s/yb0jgZLhEQFHPhXqLZrtTAkO0n4EpPUk7tcBD3YZ1tLW3ZGrt9CfzRTwyt7KfIW8eamN4lkImSNLNWhahJ6gvq+eur76rfp4gv2zIVhGI7kZ+sZgf69ArYmpafwST7nGD5q+whBEJxuwLlAeMuIOahmFlLF0DMesaAZqaDN7igteIlqUURBpMhTRMbI4Ff8iIiOt78gCBT4ChhbMJbudDexbIz2dDuCJRBQAowrHIdqqGyKbSKtp3ly/ZOIG0RMw04s9i/Zn7gax8Qklo2Ri9OzRpYxBWOo76vHJ/tQDdVuvra5/qLQW0hM3eIG1d/KVkSkwFtAaaCUtkSb494EONangDNblJsVkATJKezenfvvMjjuX6adoE6bhrJyJQCh++4j+Oij9ozAZvStGoglL7wQLAu5tpbsscd+dh75/0WoM2aAKCLX1lJ0/vkATmdlJAn1kEP2KJBz+WqhjxtnPycNDUgtLZh5eRRecQVCKmXXamyW56TPOIP0d75DOud4JUkIqdQuNS/bGmPoUGI33EDe738PgJBO25afv/iFmwj8l5MbTMkedxwYBuFcr4p+9PjjMOY/kCqFI26CTYfBgquha/KWhT74BYy1B5yoOxGO+i1Urti9g+kZDb1jEFMVmNkAREZDuBUOvWOvZh5yPQR2ZQQ/Z0W6N8XSueBwV9medWWub0F9rN4JMhNagqwvS0eqY0CwmSsuVkR7htwwDSfByHULFhAoUArIWBlU3e5yLCE59qOaqTn2nf0dckxMsMDIOeAlSuGT7yIXdBEO5BNdfgykPGBuHmX3xig4+xoqw8Wsj9p1ilgQUSN4rTBfG3YGC3pfJ5pKY/VVECjpYoxwDPm9YxhevZG5zW84Deiml07n3Innsim+idcaXqM12UosG8Mn+kCwO0mfPOJkppZNZWHbQl5reM2WLAkC4wrGkTWyxNQYnalOIpnIgPuTm1GQBAmP5LFnVUz7viuiQthjOxDplm4nd4LhFCD371C8tbwJdq342WXnuH+ddkLqrLNgyhRC996L1NTkJAJWOIw+YgTpM84YsLzl95O4/PLP41D/azBLS4lfeSWh++7bkgQoCrFf/hJt6tSdFie7/HdgFhWhzpiBZ9EiAk8+iTZx4haHKcsCSSJ52WWkTzlly0qbA/Y9SQRyqIcdRuz66x1ZSPJHP9r37lQuX2qyJ5yAoGl4589HnTrVNqgIBpn+2vd4r/hvW+RAwz8AXwTqjwfBAt0LTUdAbb8arQXXwHG/hGwe+KKQv20nagdTgOXfh3Wn2y/7f9YzDib/e8fr74D+gdquBPj70n1oR8ey9T535GVvWAaiIKIadgDfmmzdZplcY7SAEsAn+ehMdzr++bmkQRIkJElCMRVUQbUDfOxtW1gUeAtI6altGqcBkC5A2HASVqgdlp8P6SJUoN3J0iwQTBAMxGwBB2QvoTXvSVtCs9lz3zRNUm9dy+Nd+8HwMFbPGIhXklVkFpl2gzFrmIZ5cAQUe50NfRu4f8X9zjnnefLI6BkMyyClpSj0FrKqZxXfGX0Ody65i+50N17ZS0pLoRoq0WyUtJa2C583J4S5e5RLfERBJKtvKXzOyZGaE83OPctdQ8MwBkiAcvct955f9pPW0/ukpsTFLSDeKV1dXWiahtjZSeDf/0bIZEidcQbGVjMCLtvn0yoyFPr6kJqbEXQdfdgwrKKifbbtLyJusebuM1jxrrbffuD1Eiwupu2yy7A+jRF70yR0991YgYBtJ7kD16gvM+4zue8QBIFrP7yWf636144XbJ0OH14F2W3trgE46H4Y+59t37ew12vc7IxXsQzCbeCNwSebC+wPvQNGvrv7x84Wl57Bijs/bfrLScD2vjctE83Udlp3sCvNvvYEAYGQEnLkMrl9FfoKmVkxk8pAJU+sfwLTMrd0aE4Vwru/Q4iO2FLwK6lQWG8XlFctgpHvgL/HTuhWfc+eYcnfiJDfgjD+FQx/G2QL4PU7nOMQwLYmtywUj4mmm1imBHIapjwJE14g4PERkG3rcgsLj+RhRN4IslaWpqgti84Xquh+4XqSGQ1r+gMIQxYjyKpjJSoKImk9jYDguBhljSztqXanuDonDQp5QlQEKuhOd9vOQYM8M7nZI0EQyPfmE8vGyPU78Ek+59qKiBi/dmcI9gY3GdgJuWTAZc9xA4Z9g3sd9wDTJPjgg/hefRUha//B7f3nP7HKy91ruQ9wn8l9hyAI9Ml9TLp/0s6D6UwYYsNsuciiSyFehaPvGfohHDlIB+yNh8H860Aw7KB/xLwtny250K5NGPcyHPjAPjun/uxp8e+eEFJCBOQAcTU+QIOec9XxST4EUcAwDcfN59Mg10gr55sP9qyBIinIgkxCS9jHFquyZwFaDrZrQ3KUrYIjbwJPatvrlyyGV/5mJwmA0M9eU5EUDNNADHcQ9gWI9frRD70JoaAFf34fautErMUXYcRK7RWGLcA7/h0qWi5EDPaC7sXr1wmUdqAoHpL+VQi+PhqXjSWz7DsYlokASP4E8sQ5mCWfECxvxdBkMlInJYESzhl/DkktSVAO8m7zuyzpXAJqAKtjP8Sq5Rw74nDKA+W8VP+SXTfSr9ZCRKQyUElcizuFyLlkQxZkLKwBnZdFQcS40U0G9gZXJuTi4vLVRRRJ/vCHpM46C/+LL2KWl2OWlbn+Ey5fSMaXjOf8SefzQu0LRLXo9hf0xcFndynmG5fY8p/OKfD2TRAdZNbaAtZ+2/5+8tMDEwGAolr7/5pvQLDLTgokY58F8B7RgyRITkffT5uUliKgBBz9f3/NvyzKSKKELMgYooFqDG7RuaNzl5DwS35MwZ59yDn8DNYYC+zgVhREjGglet8w9GEfIggClgm0HQgLr0BUi8CyMEvWwkH3gpyFUPtmB51t5TIEe+Ckn0B0BGTzsGpPsb9HwLJMu+D20LuJFa3BVH0I3rg9Yi+HYegneKt/Rnr94WQ++l/YNAt10+EQrmZI3jDW9a6lx1CRRBlFUpA4nYpAOXJsIxYxPL4sQb9EWJ9Ez6pyND1DUhDRpST+k6/HH9ZY2bWStmQbDX0N6JaOnByK/s71CLEhULWMefLNVAYrSXaWYqbHopTVo8u2y5AobnYUEuxnR7d0PJIHLMjoGVvu1S8x8Mm+vXlcXHCTARcXl/8CrPx8Uv/zP5/3Ybi47BBBELjpsJs4sfpEznv9vF13SREtKLSbYJKoANUPnn6Bd+uB0DsWRA3GvbLt+sW1W75f9gNoOQgOvYtgfhoDY3Bt+66eEwKzqmaxqGMRO6v1zHUz9kgeDNNAszTHV35XkJHR0TEx6Ux1OvKh/u41ucBdVmTb+7+fPWUukPcKXvK8eXZR7OZOwLk+AQi2TWjSSKKICsW+YrsfQLZ3QLFrf0zLtOVd864HQ4GD78ZSUvDxZaCGERAJVrSRmnET5DcMWHfrhGTA9chrs78Axr5uJ3191WidUxB9Cczi5bZXv88E7MQopafwS34QLLSRr+IL9JBZ+L9YyTJaWUZFSQdK2QdgahSmpxOQ82is89Kd7mZMwWg26svRT/kxFhYHxx/glQUtmJ3V9nU0/OQ3nkes+C4Wti/EMA2yRhZLDSK992vkxFBkWUZtOxB17q9plJPQYjcq1auWYB1tSzoN0yCmxpAF24lJERVHHoQAWHa9wS2H38K9y++lLFC2S8+Hy/ZxkwEXFxcXF5cvCIIgcOTQIzm86nA+bv9410fTvQkIdEOqxB4hLltrv58NwUc/sb8f9yr4YgP3h4AVboVQGyQq7Tc794PX7iHxtauRTT9kAlCxao9mCiz+f3v3HSdVfT3+/3XvnV62d3ZhKQtLkV4UUbHHHo0ao4lR02zRxE/8JH5iikl+SUzRFDX5JhqNMSaxYS8QVAQVBQUpy8KyBbb33dnp5d7fH5e5sAIKuNL2PH34kJ25M/Oe9w7OPfd93ucYbO7ZTCTx8e/DoTmIp+LmCWT6dQwo95cTSoTojnXv7Eq7h3Gkm1OlDSpLaZidkg0M4nocPa5jU214bB5iqdjgVCEFvA4vsWjMmiOH4iBmxHCoDhJ6At0wH5/Uk+S6cumP9e9W2caar5rPwKrrsK7wr7kG1XCjJ+ygxVDHL8Ex6yUG9O0fOT/pBm2aYlYm+nCZUxQgaztkbcfYUbPfwLCam8X0GE7NSY4rh65oFwYGttIP8F/8bcKxBNhSbLH7ABjpH0lP7B/0paLYZnrJ9Y/g+OzPE2j9D/WJbgwMlud9A+2sIHrTKLS6M/E1X4C27VQGKv5GzB6CSA5K4zyUdV/ESLpQvb0UTF9F18pzCbcfY/5yd+yWV1vnoa+5BiOlYcvsZNS0Rprim8wVGHQqsiqo7atFVVQy7BncOP1Gzh1zLqvbV1MfqP/wVIn9JMGAEEIIcRhRFIUvT/oy67vXD8p5/1hZ9WYwsOEyOPFnYEuYuejRbMhogqn/2MsLAmfdBLoNollmhaLesfDy70gmd6RgnPwDKF43aBPovm68bQ23DvrZoTisxlK72lPgo2M2qarMqSTYGdxtPhQUHJqDRCqx1/HsaU9A0kiip8zVgg/Pb1yPsz2wfVB1pKgetQIJFbPmfSwZw2Vz0RJqwaE6SBkp67XSJ+4GBnzwJUCBUcug4xiUSC4GYHOH4IJr0NUofcZHJy8qmFfFFWXnvgebasOpOa29EbqhW2PTVA2n5iSmxwgnw9ZzxFNxuiJd1jwm9SQjfSPp1rrpjfXSFzN7FdT311srKTr9VA20sCHwjvX+FBRaQ+bvVS2swl5ci+3VGbS25WE89QcULYaedJirHnYProJuyj/zPKGMdfQ5NuFa83liGRsxJj2BbeOX0JpOILn5EgzDwOfMIL4lA83/BjHfFpwF29FmNeHUnOjo+Bw+FEUhlAhxWtlp/H7tnptAin0nwYAQQghxmDlt5GnMzJ/Jxu6NjM0cS4mvhCe3PmlVT7ErdmJGbPCDcrdAyxxom2HuHyh/zexFADD3HjM4+BDrRNgeA2LgDMFJP4UX74G4b+eBbdOxjahC13VSpA64Ao9dseO2u0nEd6/0sze98V42dG+wSnPuKttplu0tySyhpr/G3BS8jxuCd30PuwY3u5a03PUqfLpDbvqKfIoUgWjAKptpU20kU2atfDBLlRLzQtxvPtnce1ADY+C/v0RPKTDpCUoy82gJtuxxzBqa2SjMmYVu6MRTZiASTAXx2r2Ek2H6Y/04bU6SRpJEKkG+O59gMkgsFSOYCFrlOHdd1dm10VvKSNEeaSeeipPtzKY32othGERSEVJ6akezM7Pk54c7KKef16yIFCUx9ztob/wIpW80DjJJKAnQkthn/ZPRx65nYdlJPFq9gkjxUiheikdzEE1GyZnxKkb3acQc/RhFq/AGjiUnXk57WyW6Po7EVhv9hb/HltmMCxeRZIRHNz3KWy1v0R5up2Vg9xKwYv9IMCCEEEIcZjRV4/4z7kc3dJyaE8MwCMQC/Lfxv9YJYiQRIZAM7Mx5n/Ac6HazD0FXJUrXRPOUb8xiKKja9xf39MCpt5n7DOI+cx9B10ScqpOIEeHD5/Cqsnvn3b1RFXVwGtA+GkgMYFN2nrKkN+VOK5iGgkJ9fz2zC2fTEeqgtr9254lrOBtFNcDVv9fXVFBw29xWh2GH5rBOgqfmTjXLawa2oyka/fF+jJRh7UFIpybphk4ylbS6EFuvHyo0/+vsB3sMPXcTyhn/A61T0SueZyDuxW13MxAfGDQeh+LA4zA3Qee6cwnGg4zOHE1dfx1KSqEj3GGd6Kc3RCdImOk/xs7xpec805GJU3NafRHSUkbKeu1oKmq9frq0aUJPmA3WjJ1jAwY9t6IoZu8CdwfaWd8hPzYHVVXodqwl055NTBmgpk9nTef7gNltOf05UBWVcOYHpM7/LA47qKpBpu95rhvzW375l046akuxKTZ6l12J+1gYO76X+kA9cT1OPGWu4OxtE7jYdxIMCCGEEIehdJdbMNNDLhp/Ee91vEcKsySm3+EnSZJYMobP7iNui5OY/m8YtZLku1+H7kq00cvQ5/x5R2b24BO5Xe2W9pO9zfw3UGIGA90VBGMR7DZ1Z6lMxTwJNgwDI5iH+s530EmAtwOCxebV6LgHCj+AWQ+goFDoGEVbpOljOx2rqLhtbvMEdUfTrnQzq1xXrtXTYH7xfJZsW8JAfAAVleNLjyeQDNAZ6kTvKYf/3olhi8B53wC7mYa065X/dJpQuhOwU3OaJ5p6nAJ3AcX+YqblTuM/Nf+hPlCPDRtx4miqZo7LSFkNv9LzN2h+g0Xma/o7YMfVeSWnDrJrMcBKb9p1Y3B61aE/3o/KzpPmDd0bSOrJ3Xo5JFJmR2NFUaz3YzXpUsw0KgWFDEcGNtVGc7AZu2KW6ozq0d3mXkEZtDcjoSfMZmuKRoG7AFVR6Qx3YtfsOFWntclaRyeqh2l2LkdDM1dV7AnCkbCVqpReUdANHY/Ng27opIwUCTWKS/OjotEaaqXD/h5jP7uMZEs73U/+mGCXn4EXvomtugNPThO+ohYajGcIJoJmCVfxiUgwIIQQQhwBpuZNJd+TT0e4wyynqOy8MquqKrNzZ2NTbfTm9VKVczt6SsVQE9jRSBiKVZFlT1WKPpz2k958avhbwDFgpro0zyUx8m3rCr2uG5DwYNjDKFWXordPIn0J2Xwt1ez23Tfa3NhadzqNnZMwbGEY8Q5MeA4tr3bnRt9dAhK7ZkdTNRw48Nv8dEQ7AKyUnOunXc+ypmW81PASraFW62S4MdCIXbNjBPNRlt+OTfeTinnQX7sDtfJZ9LIVGMruwVDKSFnVjNINsrx2L22hNt5rf4+mYBOGYeC0OdFUDb/Dz/ljzueZ2meslY70ykL6/RsYECxEVTQUXwdGOhgzDOv+9NX99Ml3+qp8OhVJRyeSjOBUnSRTSWuu3KobQzGwqTZsio1QIkTSSFonxj6Hj1EZo+iJ9pDQE+S58+gIddAV7TL3HNhdxJPxQelD6SBJUZRBewOcqtN8LcVGliuLbGe21dTNrtkpcZbQHe02y34aOik9RYoUduyM8o+iPdROunkYhtk9WFVUfHYf/fF+MwBLxfHavPTH+4kkI/x53Z/RFI3WVAu+c2+F9ecRrz6D3m2jCG3Nw2AanrF5aLN+hVPZJZ1NHBAJBoQQQogjQKmvlPHZ4ynxlmDX7CT0BPX99TQHm0kZKbYPbCfLmUWmM5NibzFNwSZUVBw2B5laJr2x3kGBwEdVB7KCAwUYsQrqT4EV34NZfyU5/nmoOQuqLoFwPqprAD26Iy++fBkKKjZ3GE3RiG06DQwFI13RCB2SLth2EjQej37eN1C93YPSWjQ0RnhH4LV7qeqpoivZNWissWSMyuxKljUvo6a3hmgqik2xsbptNeW+8XQ+/b/QNgZVUXHbXURTMdTe6STenAKFq2HCczBi1aDN0Okc/HjKPEHWFA2X5mJL3xYSqYSVemNX7fjtfnLdubzb9i521W6mD8X6rf0cu3ZjVsKl5iT62wZtVk7/N5KMWHsMFBSrUdmuwVnSSKIaqnUyraLicXjw2X30xnrNxlw70rRSRsp6vhxXDtFk1DqxT1+d19GJpWI4NLOG/66bntPBUJqKiqZqxFNxokTpifaQ7cwmkopgGAZzi+YSTUZJ6SkGGCCux0npKWssqztWE9fj1jxnu7I5Ju8Y2kJt1PfXY9fsJPWk1cU4HRS1hdusMRTnObn8ujy21K+ktT6XNzc3EN50EuHaOWh9dxK3h/btL5DYKwkGhBBCiCOAoijMKpjFsuZlBONBct25nD/2fJ7a8hQ9sR4C8QCRZMQMDvQUXruXLGcWZb4yvj3j2/xlw194s/VNwomwla5hlcrccaILWKkblln/DzCg/lR47+vmvxYDYpmADv5m1Pm/I8eVTTARBMA25WFSr/8fRsdEcHfDwh+bXXNXXY/SOxal4VTUKU+goZEwzA3OOjrRVHTQyWv6qr2BQSAR4H+W/w9FniLiehyn6jRTTYwEW2pUlM7xqIpOXvEA4y/4G33/vZ7mRicA/e2zUDrmMPZzf6bRvYRoKopDdeBz+Ah2ZWNsO4HMSW/j8A3QONCIoigkUglrI3EkGSHTkUlXpMs6cXVqTvPxO1JW0j0JJjiPZ2PTApKGjuZrx6bazHndcbKfXgUwZ9GwgoE9bSaO63GripCiKOZJvp4kkowMShtKz1PayIyR9ER72D6wfdDV/ngqbgU+6Y3R6dfedaVARzdP9nesSESTUZqDzVbw8VbLW+jo6Lq5t2V01mj6on1WgLprjwrd0AnEA9T01lgBQvo9OzQHHeEOVEW1UqYMw8Cu2YmlYoQSIX581tewq3bOffpc6spWEn79WyS7ytFUOZX9pGQGhRBCiCPEFyq/QE1fDS2hFkZnjsam2NA08+QzkowQMkJWKk2GPYNZBbMYSAzwdtvb3HfKfXzhpS+wpmONdWKY484hlozRH+9HwUwPsSt26+pwhiMDHBA49o9mytC6LwIKaDGY/ncYtQyt5UTUhhPRJi/C68zEoTqsyj+FmT76z/opoT4vuj0AjrB5RX7Cs2jvfAfqT8M17QU0RaU/0Q+AseFi2hs+Q96Z9+FyD5hXz1XzJDepmyerLcEW+mP9uDQX+e58kkaSbYFtKAOFGHoST24nU770T1RF4ezrXuGf1f8k2VdMzvJvk+odRWDxreQsUEgUraTYW4RLz6X1tSsgnMfAlgtQnCH0pB1DiaNOfxitfCVUXUyy5ky6SjYx5fRVlOVlUddXRyQZIdCeiyflpXx0gmCyl74BnU2PXksq4kZVoLzERdI3gr5Yn7m/wTDTeXbdK2BX7Ts6Dg+WXsFIr1jEUjErWHOqTpx2Jwk9QUpPUZFVQXe0G93QKfYWc3nl5TxX9xx9sT7iSfOqPTsad+2a0qQqqlmlSrVbgQfs3L+QZlNtdEe7rccMJAas9zE2eyz57nzy3fkE4gH6Yn07NxrvSAFLNxRLB3pOzcmF4y5kybYltIZa0dHx2/3E9ThJPYldteOyuXi3/V0URWFyzmR6Yj3E8jbhOuv7hF/7NolA8ZD9/RquJBgQQgghjhBum5uvTPkKP33np6zvWg+Y6SDdkW7iyfjOK8SKRtJIEkvF6Ax38tTWp3i27lnaQ+2DNryW+cqo7q1GQyOux80r4IqCbcfV1kJPIT6Hj6ruKuJTnkQvXgNN82DMf3dsioXUmJdwVryKz+7DqXnoi/cBUOYtI5Q0O/W6swbAUPDbi+iOdpMse5vk6hAECgi9czmKcwB6y8DVBzXnkAICL32P0qmbsU16ltroWutKPOxcPch359MX68Nlc5lNywbMjcu+sjoKPQXMLJjJvR/cSzQZJSu3l/Z5PyP67F0Yho+yd37HMeMy2Jx8lfX1IQjnAAZ63AVx187XWvkt1I2d2IOjSOhJ9Lpiel44kb/9cQK/+eCnPLFqNdHn/z/yXYU0vh4i7N5KqqcM3UhhGDqqO0zEV0WGzU0ylWQgPmClEu2aqgTm1XNVMXsFpKsIOTUnwUSQdE+F9Cbi9Ibh0Rmj6Y31Ek/FmV00mxfrXmQgMcAr217hM6M+wzWTrmHJtiWkSJHpyDRTg3Y8R9JIWqVDEyRQDTMoyHXnmhuFI52D0obS+wK8di+ZjkwriHSoDpyqky9P/DLru9bzTus71nvTFM1a+UmvAiR1MxjNdmaztW8rmmp+7lyqC5/DRyAWwG6z43f4ybRn0jTQRHVPNeFE2Or0HPHUwVk3ocb9wGeH+G/a8CLBgBBCCHEEGZc1jgUlC1jRsoLRGaPZ2rcVu2rH7rCjo5PryuXY4mN5qf4l3m17l6SeJJwM47F7sKt2KyUooSfY2L3R3AxqmBVjbKoNt+Ymqkfx2X2M8I2gzF9GXX+dmTuev41Ubt3OqjA7cv0jqQiRVAS35iamxzAMg20D26zgwqE58Nv9VuMs1REnNfUReP8rGJvP2XXbMcaOfPlI0EX9ypk4mlU8C2tIGHFsmo1AzKztbzPs0FlJMp7AVdZJgVuhdaAU3TAI2Dfz3+2vs6F7A32xPsDMmbdld+M85jkiGz9LX6yfpqZs6rtKiMb6UGwhjJPuQNUMUHQMLYp90xcxth+PIzyGEv8IlDFL2ba5gJbmbM67cSMdpQNE3/sBGAqh1AAqdlwDlcTVONFUCuXkOzDyNxFRnQwMJEkZKfN3YOi4bW4AKzgo95cTN+KEE2FGZYzimLxjeK7uOQzDYEruFLqiXXhtXtrCbTg0B3bFbvUaUDADuLUdazEU8+Q+GA/y6/d+TZ47z1yNSKcBGQYYWBuOvXYvvbFewAyybKoNFZVIIoJNsZkN2nb8TkLJkLmaEdfpjnYD5upB0khS21/Lz1f9HJtiQzd07IqdFClcmguHzUF/rB/dMDdEx1IxNFWjLdxGd7Tb2juRLoGaDmZdmovmcDPdkW5iqRgJ3Uwlc9lcZGgZZgqX88B6XoidJBgQQgghjjBfmfIVLhx3IbmuXNZ0ruG6pdeR68ollAjxp1P+REV2BVt6t1DbV2tthvXb/ZT5yxibOZbKnEru+eAegvGgVeYxmori0lyUZ5ZT21eLYRj4HX7CyTB5rjw6I53YbDZ0dLIcWTQFm3Yb165dhON63EoX8tg89ER7sGt2Mp2ZKCj0TnyJRFcltE2FzO2ope9hjxYTS8ZhoBTappHUUxjbp1O++cecdHYjAaOVJ2qeIKbHiDRNIrLs2yhAqKAO45T/IxkoBHQinlqikU6CiSCGYb5+X6wPv91P5rEv0Dj5/9G88lt0tR+Pbcy7qPYmtHH/xXCbewFyXDksHLGQq794Evc9FOO11xxkTVuGb94TbC/qIrr4h2zb7sLYfjUAKhA95UbcLhVXvAxPqJQ+dSuRovdQFY2YDvFUHJ/d7J7rs/sIJcxVk1gqhm7otEfayffkMzlvMmeXn43H5uH1xtcJxAMkjARjM8fisXvoifVgGAYxI0Y0FSWUDFlpPYFYYFC1oq19W2kINBBNRvHavIRTYZyqk6huXuG3KTaS+o6ypOlyorphbTzWd/yTlq4kFdcH1/ZPp/+kexYoKDhsDut3PxAfQNnRZTmSjJgVk/QUIT1kvbbD5qAt3IbH7sFr9xKKhqgL1O1MWdp1ZWjHPokcV87HlqkVH08xdp1dsZvOzk4Sid27Nop9pygKxcXFtLa2Ih+3AyfzOHRkLoeGzOPQ+aRz+XLDy/xr87+4aNxFXDD2AgAe2vgQr2x7xdqUuWs9dpti46TSk1i8bTGNwUa6I92EE2Fsqo1cVy4JPUEoEWJUxigKvYXohk59fz1NA014bB5cdhcD8YFBG0Q/XJkovZE2/Y+maDhUB36Hn3FZ4+iN9tIV7UI3dPqiO/PLDQxU3YnaP5pU6zEoH1yFy+bC5UmQzF1HdMzjxArehXevh62fSc8g+Fqtuv6c93Xwt5lXzBUbDs1BSk9RllFGe7idcDKMruvYNQdu1cVAcsBM0UHFptkY4R1BeWY5foef5mAzG1sbSGh9ZDozCcQCJDrHwJu3omhJ0G1oJR+gzP2zWb1Jc1gn+IqiWFffQ/EQLruLYk8xYzLH8H7H+0SSETIcGWYHYFc2XZEunJqTiTkTKfaZKU+1/bW0hloZkzkGgHA8TE1/jZmTbxjmagtmgBFOhknqSevqfLpEqaZoeOwekrrZITmcDJvVjxSVTHsmcT1ONBUlZaQo8ZaY1YNSUSJJc3Ugvcl8Tzyax2pQpikaST1pdkXWk6T0lNWX4sMlTHf9zOzaJXlP6VAumwuH4iCSMlcQPDYPCT2BQ3MwLX8ai69evN9/Z8ROsjIghBBCHOHOHHUmk3MnU+ortW47d8y51PXXcWLpiWwPbGdZ8zLrvqSRZEXLCpJ6kgxHhnVFN5aK0RvrJduZjaqobB/YTlu4jTGZY8zNogokjASpRIqEnsDv8JPhyCCUCBGIB3ZriJUOBNKNpnR0YskYdtXOaaNOY3PvZqLJKOu61hGMB83qMckYuhrDlluHLa8B8hvhvRuIDZRghGehbJuOffbvSLRPNV9k4lNmUBAs2lmC1LuzL0G6Vr+ObnbwRcFj9xBOhlEVhYSRsMZtYJBKpeiIdOCxe8CAhv4GImoXGNAT7TFTn/K2oHz26/jtflw2F3bFTra7kvZQu7VxVlEUPDYP2a5sgvEgLpsLt+bGrtm5duq1/PLdX1LVU0WWM4tcdy5JPUlXpAuH5uCDrg+o7q0m15VLY7ARBbOCUG+sl/ZQO+UZ5cSSMeJ6nHFZ4yj0FKIpGm80v2H1nvDZfdbvBLC6WcdSMfwOv3V1PqbHKPQUWis9wXgQj92DmjL3DpRnlDOrYBYPbHiAhJ4Y9Pt1aS7OG3Merza+SjgRxq7ZCSVCZq+BHRuU00Hhrp+HXasXpW/XFM0KXqKpKCoqLpvLbP7mLSaSitA00ESJtwRFVdjSuwVN1aw0MHHgJBgQQgghjnCKolDmLxt0W547j5/M/wkA2wLbWNGyglJfKf87+3/50ds/oivahdPmpMhbxLHFx1LdU01LqIWucBfBZNA6gTYMw0wbwsBtc+NQHQB4bB7OKj+LfE8+zcFmlm5fSiwVs66Ke+1eIskIiVQCVVWtgCCaimJTbSRT5hXsHFcOswpmWSfa7eF2BuID5Hvy2RbYhr1kHRTeiL1zNjntF5LdehHx2nvZGNyIoejok56AyY+hrLsSpeZcjOwaUM0TYKfmxDAMEkbCaualoOC3+63ynIB1gpqunpPQE3RFuuiJ9FidgNNVmuyqHTt2oqkoiqJQ4iuhM9RpdufdsRF4XNY4NnZvxK7a+ePCP/LXDX/ljaY3SOpJ2kJt/GPTP2gMNqIqKm0hM2/e5/Dh0Bzke/IZoY6gcaCR5mCzOYd6gsZAo5Wzn+XM4nMVn2NmwUxmFMzgxyt/TMJIMC5rnNVoLN+dT6Yjk7Zwm1XmU7WrTMubxvyS+XRGOnmx/kVG+0aT6TRz9VtCLaT0FNFkFIfmYHLBZBYULuCUslN4vv55OkId1mcivdF8aeNSAOJGnFgiZu0XSDe5c2pOK10snjLTixyqg0JvIdsGtpmf3x2rBVmOLELJkJWGFE/F6Qx3MiZzDN1Rc99Ac6gZBYViTzGBeIBMZ+an9vdquJBgQAghhDjKjcoYxa9O+BU+uw+XzcVllZdxz9p7ALh+2vWMzx6Pbuj8df1f+cemf5DnzmP7wHYSeoLRGaOtkzlN0chyZtEZ6WRu4Vz+Z9b/4LF72Ni9kbZwG5qicULJCTxU9RBeuxcFhWAiyMSciURTUap7qgklQrSEWvig8wMAirxFVGRV8KsTfkWOK4fHtjzGc3XP0RBoME/O9RRuu4PM0VsZO/15/Is/T1enh3x3PmH/BmyZDnw2H9ETniI6bi26r43wjs3QDtXMW/faveYV56SZChNKhMh0ZpLQEwTjQSutJi2RSli9EgArxSYdUGQ4MsxsekMnnAhTllHGdVOv49m6Z8l0ZrKwdKG5IdaZSbGvmHAyTImvhNZQK9FklJcbXkZVVDNdZ0dPiHgqbm6MdWRwbNGxtIZa2di9kereauKpOM2hZjKdmXjsHhaMWMDXjvkaAL9Y9QsMw6Cmt4aEnmBG/gw29WyiLlBHrjOXPFce4WTYak5WkV3BVZOv4o2mN1jTuYZgIsiEnAlWH4REKkEkFbG6DNf21fJ269tMyJ7Alyq/RFyPs3jbYjojnUSSEeJ6nExHJrGUuYcBwwxODd1AUzVURcVj85h9GHb8Xo4vPp7twe3mZmpdx+vwMqdwDj3RHtrCbfREe6zVhbgRpzPSiaZq2FQbhZ5CHKqDAk8BsVTsIP4tOnodkcFAKpXi8ccfZ/ny5fT19ZGdnc3ChQu56KKLUFUzKjcMg8cff5ylS5cSDAapqKjgK1/5CmVlZR/z7EIIIcTRJ8+dZ/15dsFsrqi8ArfNzfjs8YBZK/4bU7/BjIIZrO9aT44rhxxnDlPypvA/b/yPVcbyllm3sKV3CzPyZ6CpZrfbybmT+dMpf8Jn95EyzM2kH3SZJ/snZp/IbXNuQ1EUfrX6VyzdvpRwMmydKCqKwg/m/YBCbyEAF1dczMbujWiKRigRIqknyXfn0xPrYXNfFdOO+StNz1xASo0yYuYa8nOn0B/rx67aaTC2Ejfi2JNmZ9uEnsBlczEpdxJ21ay+s7lnM7qh85lRn+H9jvepS9URT8Wxa3ZSRsrcS7Cjs3A4Gcalubh60tW82fom67rW4dJclPnL6Ah30BHpoCvShcfm4XdrfmeVOB2ID9AT66HUX8rP3vkZG7s37kyN0ZMYimH1TQDQVA2fw8d1U6/jzFFnku/Jpzfay3+2/IcpuVN4cOODJEnSH+vn8+M/zyllpwDQEmyhuqeaRCpBtisbTTHnNJaKkdJTtIXbyHHm4NAcOHUn2a5sbp97u3nyXTSHRbWLSOpJOkIdGBiMyhhFd7gbn+GjP9ZPpjOTjoiZctUX66PYW8zSxqXkunLJdGaiKRqRZITJuZPx2ry8vO1lGgcazao/itmnoshbRGekExI707a6493W+ZrX7mWkfyTxVJxgIkiRp4iknqQ32mvtc9ncuxmn5iTfk0+OKwe/w89P5/+U99rf4/Gaxz/tvzpHvSMyGHjmmWdYsmQJN9xwA6WlpdTV1XHffffh8Xg4++yzrWNeeOEFrr/+eoqLi3nqqaf42c9+xu9+9zvcbvchfgdCCCHEoaMoCmeMOmOP980tmsvcormDbhuXNY6avhpmF84mw5HB7MLZuz3O7/AD5ubkm2fczLLmZXhsHqbnT7eaaS0oWcDG7o27PXZr/1YrGHDZXNw6+1Ye2fQIW/q2UJ5RTmV2JVU9VdT21bLSfjflVyxllFdlZtFUdGM2H3R+gKIojFZG0xJuwaN56I52oykaYzPHckXlFVRkVTAQH+ArS75CMBnkufrnsKk2PDZzlSGhJ/DZfeZV6R3pRAAOzcEXJ32R+kA9VT1VZlMuRWGEbwRdkS5SRorGgUZsqo3p+dPJdmZz37r70A2dxoFGK62q1F9KliOL2v5aq/FWel7sqp2/nvpXJuVNsuYk25XNtVOvxTAM1natZXX7apJGkjUda9jSt4VJOZOIp+K0h9vx2DwUugtBMUuoFnoKreZgOjpTc6eysXsjBe4CGgYamJw7mRG+EYzOGE1dfx3ruteR6cykPKOcgcQAmc5MyvxlbOzcSDJp7ivpjnbz8KaHyXBkkO3K5pvTv8nfNvyNllAL2we2E06ErfeqGzoO1dxI3RxsJs+VRyAWQLOZG4w39WzCbzf3mygoxFIxVEUlmjKrHGU6MwklQoB5cTehJ4imombVIc3smt000MS5Y86lIqtiHz/1Ym/Ujz/k8LNlyxZmz57NzJkzKSgo4Nhjj2Xq1KnU1tYC5gfnxRdf5MILL2TevHmMHDmSG264gVgsxooVKw7x6IUQQogjy9WTr+aCsRfsNYD4ME3VOKXsFI4tPhaXbWcDrxG+EYOOm5gzEYDV7asH3Z7jyuGmGTdx2sjT8Nq99ER7CCVCeO1edEOny6jjzNGncvOMm2kONqMoCpdPuJxji4/ltgW3MSVvClNypuB3mBt8tw9sZ1LuJMZljTM3R6OazasMs6vulROv5Klzn+K2ObdhV+3YFBsTcybit/vx2X0s2roIh+bApZnvZVtgG3X9dXjtXpJ6EofmwGv3sqV3C09tfcpKObKpNtw2NxNyJvD9ed/nnlPuoTyzHJti9nNQUTEMg3AizN1r7rZy6nelKArnjD7H7OyMSk1fDZu6N3H/hvv5e9Xfqeuro6G/gc29mwknwmzt20pbuA235rb6PHxj6je4cNyFZDozB831vOJ5bOrZhGGYKVTnjD6HSCrCtsA2c4OuouG1e4mmorhtbur764mlYswunI2qqPTEetjQvYGOcAebejextX+rmSqEuUk9mAgSiAfoinZhYJBhz8Ctua1GZ3nuPCblTmKkfyRzi+Zy0/SbyHJmEYgFKPYWM7doLsW+Ygo9hWTYMwZVxarrrwNgQs6EffpMir07IlcGKisrWbJkCS0tLZSUlNDQ0MDmzZv58pe/DEBHRwd9fX1MmzbNeozdbmfSpEls3ryZ008/fbfnTCQSg0qIKoqC2+1GUZQ9tgcX+y49fzKPn4zM49CRuRwaMo9D53Cfy1J/KaX+0o8/8GMU+4rx2MxKPpNyJnHphEv58ds/ZkPXBmKp2KDAAcwOyK2hVkLJEEXeItw2Nz3RHvLceXyu4nNs6tlEd7Qbr93LKSNP4awxZ1FUVEShVsj/W/f/8Dg8tIfbWd2+mkW1iyjzleF3+Ml2ZTOveB5fnfJVgokgJ444EUVRGJU5ij+u/SONA+bm3pmFMxmID/BWy1tU9VShKiq5zlxCyZB5hTqVwKW5mFM4h8XbFlsnwtmubL4z6ztWicz0RuveaC9JPUmuOxen5qQt3EYwHsTAoK6/jn9v+TdXTrxy0OcgnorzQecHlPhKCMaDZLmy6Iv2kdR3dBJGtzbc2lQb47PGgwLrOtfhsXvIcmaxtnMtxd5iNnRv4NHqR9ENnXPGnMMbTW8wIWcCG7s24tScFHoK2bVC7EB8AJfqIpwIW7eFk2Eqcyr5ycqf8EHnB6SMFFt6t1hlZNMVndL9DtIBCUAwEcRtcxNLxXCoDr406Ut8btznrHn65apfWtWVvjL5K8wsnIlTc1LXX8cdK+8gFA8xr2ge77S9w8aejTxS/Qhr2tfwry/86xN/NoezIzIYuOCCCwiHw3z7299GVVV0Xeeyyy5jwYIFAPT19QGQmTl4h3lmZiZdXV17fM5FixbxxBNPWD+PHj2aO++8k7y8vD0eL/ZfUVHRoR7CUUHmcejIXA4NmcehMxzm8u5z7yYYD3JMwTEAjK4ZTWuwlQ3hDZw34Tx6Ij1UdVZxfNnxfGbSZ6h5twanzUk4EcbpdKJoCvm+fG5840ZGZY3C5XKxcPRCRpWOsl7j4lkXM2fsHG586UYiegRDM/jP1v9QnlVOKBUiYSTQ7BrnTDtntwBs3sh5eDo8/OaM3zAiYwS/XPFLljUsI8OVgdfuZWrRVGp7aokn42zq3kQgEWBZ8zKShtm8y+/wc8OcG7jtlNt2e+8/evZH1AXMDs559jzG542nuqsa3dAJJAO82fEmM8tncsbYnSswb2x7g6SWZFrxNMLxMGvb1xJKhnDZXCiKQjwVxzDMSkehVIjmSDNTCqZwxzF38EHrB2YaUN86dF3n/Y73SegJ7lt/Hy81voTT5iRiRNAVHbfTzXONzzGtZJp1wt4b6SXLlUVrsJX2YDsJPYHT4eTNzjcJ6kFQIZ6IE0vFrPfu0B147B5yPDl0hDpwaS4iyQgGBnabHVQz6LXb7Lze+jrNsWa+NvNr/Pat3/Ji7Ysk9SQ57hwe2vIQr7S8gqIoVOZVUpZdRluwjU2BTdT01VDTX8O/N//bKmEqDtwRGQy89dZbLF++nJtuuomysjIaGhp46KGHrI3EaR/+C/5RjVwuvPBCzj333N0e29XVJU3HPiFFUSgqKqKtrU0aE30CMo9DR+ZyaMg8Dp3hNJfuHf+0tbUBsLBwIQ92Pcg/3vsHU71TufWNW+mN9XLTjJuYXTibe064B1VR2dSziV+u+iXxRJyWvha2B7azunk1E3ImUKAW8IOXf0DKSHHFrCvI1XNxGA4mZUwiGo2yqWMT/fF+NrRvQFEUYskYyxqWcdfrd3F55eWDxucxPLgVN/9+/9+0hFqo66ujbaCNXHcu9yy8h7GZY9nat5Xa/lruXHUnDYEGNEUj151LPBnH6/DSG+iltbV10PMua1zG81ueJ5VKMTFnIk6bE4DJOZOp6q4iGA2yqmkVdwzcwZamLSwcuZBcVy4vb3yZaDTKKWWn8Gzts/RH+1FQKPGXEElG6I/3E0lGcGkuXKoLPaWzoW0DDd0NtIfbCSVC+B1+K2gwDIOecA+xhHkCPy5zHKXeUpoCTeTYczAwuHzq5RxXfByPb3ucDCOD8oxyVrau5JFNj7CtdxtKSqFloAV0KHAX0JRqwqk5sSt2Cr2F5LhySBkpXF4XTcEmNDRG+EZgGAbjs8ezsnUlbcE22oJtvNHwBg+vfZikkcQwzMpPoViIVU2r0FTN3NfQVcfW3q20h9utjdfplCG7aj84H9yj2BEZDDzyyCNccMEFHH/88QCMHDmSzs5Onn76aRYuXEhWVhaAVWkoLRAI7LZakGa327Hbd/9Apf/iiE9O5nJoyDwOHZnLoSHzOHSG41wuKFnAM7XP0BPt4dHqR+mN9QKwum01swpmWTniFVkVuG1ufHYfjQON1uPbQm3EU3FWtq4EoGZZDT+a/SNynDmcO/pcXmt8zSyBmYpbOfmKohCIB/jpyp8SSUS4Zso11vPlunIB2NC9gWA8aNXCd2gOSrwlGIbB2MyxjMsaR1e4i0W1i6zNrnmuPBRFYXPvZgZiA1T1VFHVU4VDdfBc7XMkUglK/aU8dOZD/GHtH9jYvZEbpt7A9978Hv3xfuKpOFt6t/Cb937DO23vcEXlFbza+CptoTbrX5/Dh4qKz+Ej351PNBUlmAhS7CkmmooSTobN3gWRbvMNGdAb7bU+W0WeIrOkaiJIpiOTxoFGCr2FeOweqnuqiaai3L36bloqW4hpMf6x+R/YVbM6U7qcqGqoRPQICgoTsifgsXkYSAxgU2wEYgG6o914bB6yXFlMzJnI5t7N1txpioZDcxBOhq3Perp7cYm/hAUjFtAd6aZxoNFqQtYZ7rT2YSgo2DWzj4FLc1GZU/mpfC6HkyMyGIjFYlZJqjRVVa0PVUFBAVlZWaxbt47Ro0cDkEwmqaqq4oorrjjo4xVCCCHEntlUG8eXHM9zdc/xauOr1u2dkc7djjsm9xjebX+XiuwKIskIm3s2E4gHBgUH0WSUf1X/ixum3cAI3wicmpMR/hHYVBs9kR4r178j0oFu6Pxny3+YWTiT6fnTAThr9FlEkhE29WyiJdjCxJyJBGIBct253PDqDWYvhREncOWkKynwFNAR7mBC9gRzxWFH3XsDgxcbXuTF+hetjr09sR6ynFmcOvJUXDYX35rxLRoCDVRkVXBy6cmsal9FY9BsLJYyUrza+CqLti4irsexq3azXCfgtXkp9hWT4chgSu4Urp58NR3hDqt6UCAeoC3Uxvsd79MV6SKuxwnEA8RSMUo8JcT1OA2BBkq8JRS4C2gPt6OhUeYrM/dFoLK5bzP3rLmHqBFFT5kn4ZFkxEoH6o51kzSSeGwefHYfnRHzZD3diExJKWQ4MsyGdf21zCmaw4auDYzwjSCuxxmbOZb2cDtOzYmmaMRSMT5X8Tm+NPFLZLuyrd/jw5se5p3Wd/A7/EzKncTknMk4bA7GZozln5v/yUB8gPnF8z+dD+YwckQGA7NmzeKpp54iLy+P0tJSGhoaeP755zn55JMBM+I/++yzWbRoEcXFxRQVFbFo0SKcTqe1r0AIIYQQh4fjio/jubrnBt22LbCNpJ7Epu48VTmz/EwaAg0ck3cMswpm8fWlX8fv8PNG8xsAnFV+Fq+1vcaqtlX0TuhlRcsKXDazL8BlEy7jj2v/CMAo/yhWt6+mJdhCMBHkhboXrGCg0FPIFROv4I6376DEV0JldiUTsifwTN0zpAyzEdbSxqVMzJ3I6rbVbB/YTnOwmTmFc/A7/JxUehJLti/hhfoXABifNZ5SfymvNLyCTbUxq2AWYK40pHs8TM6bzPbgdiKpCB2hDiLJCNHUzg7JTs3JmMwxODQHd514F3bNzGTIcmYBg3tIpF2DudrREe5g28A2PJqHFS0rCCfD+Dp8NAWbqO6tBqA31kuJr8QqqWpg0BJuwefwMa9wHu3hdrYHtptdl1GsDcteu5eavhp0Qyffk8+CkgXmybvTzxmjzuCd1nes5mAV2RVMzZvKeWPOI9uZzYv1L/Jq46s4bU5+fvzPd3sPLpuLrx/zda6ceCXhZJhMR6bV1wLA6/By9/t371aJSuy/IzIYuOaaa/jPf/7D/fffT39/Pzk5OZx++ulcfPHF1jEXXHAB8Xic+++/n1AoxLhx4/j+978vPQaEEEKIw0y65n19oJ4rJ17JEzVPEE6GaQ42Mypj58bgcVnj+PWJv7Z+/vbMbw8KIk4uO5nWRCtrm9fyl/V/YWvfVgAuGncRswpmUZlTSVuojbPKz2Jz72ZSRoruSDebejdR3VNNZU4l/bF+frX6V3RFuyj0FPLN6d/ErtmxqWaX4ureajb1bOKJLU/wbvu7VlfiLb1buHLSlUwvmM6S7UsA8Nl93DD9Bt5rfw+7Zsdr91rBwK4uGHsBRZ4iNEXjR2//iL54H5FkBF3XOa7kOEb5R9ESamFu0VzyPfn7NbcFngIKPAWAGXQALN2+lH9v/jcRX4RYMkZrqJWB+IDVJ0A1VDQ0xmSP4YzyM3iy5knzqr9iw2P3MBAfAAVm5M+gM9pJRXYFF4+7mLnFc6kP1OOz+/jK5K9wStkpvNH0Bjkus3nd6IzR1p7Mz477LK83v04sFfvITsIum2u3KlMA0/KmMSN/Bms61+zXfIjdHZHBgNvt5qqrruKqq67a6zGKonDppZdy6aWXHryBCSGEEOKA3DzjZjPlJmcC73W8x8bujVR1Vw0KBj7shBEnDAoGCj2FnDz6ZNY2r6WqpwqAKblTOLb4WBRF4Xuzv4du6PTH+80Nr5qdWCpGQ38D313xXX4+/+csb1lOU7CJLGcW35rxLXwOHwDnjz0fgHAizI2v3cj6rvX0RHpwak6iqSh98T5zFcBbis/uI5KMcOP0G7EpNp7a+hRgBiXp59uV2+ZmYdlCAL56zFd5pvYZ2kJt3DTjJj5X8TnATJtxaI5PPtHAqSNP5aTSk+iP9dMX6+Mn7/yElmALWc4s5hTOYV3XOrb2baU50Mxdq+9ibNZYVEXFa/ea+fqKgs/uI5wM0x5qZ6R/JAXeAur76wEYnWme9I/JHMOYzDF7HEOmM5NpedNY07mG1xpf44sTv7hf70FRFG6cfiNPbn3yE8/HcHdENh0TQgghxNEl25VtNZCaUzgHgDea3/jIDdWFnkJunX0rHpuH00eejqIonDDyBPLceeS787lu6nV8Z9Z3rE3IiqKgqRrZzmzrhNapOemJ9tDQ38DVi69mRbPZnPTmGTdT4ivZ7TU9dg9jMsfQFjarIU3Nm4qmaOiGzv0b7+eWN25hbNZYfjjvh0zMmcgTW58gmAhS5ivj5NKTP3YeLhp3EVdNuorHz33cCgTAvEKefh9DwabayHXnMiZzDBmODIKJIA7NwZnlZzLSPxJVUQnGg4STYWp6a4glYxgYODUnWY4sspxZVPVUEUqECCaCFLgLqA/sCAYyRu/TGE4uM+djyfYlrGpf9ZHHbgtso6a3Zrf38Pnxnz+Ady92dUSuDAghhBDi6HVs8bE8uvlRWkItbO3bSkV2xV6PnZI7hXtOvsfKJ/c7/fz2xN9+5PMrisKM/Bl0Rbroj5mrBDbNRiQRoTvazbHFx+71ijaYJ+YpPYXL5uL3J/+ey164jI5IBwk9QcpIsaZjDe2hdqbkTuG1xtcAuGLiFYNy3j/quc8afdbHHjdUFEVhcu5kljcvJxAP4NScvNP2DuFkGE3ViCQjAFYgEkvFyHZlWxuWwWyMVuQtYl3nOgDGZo3dp9eelj+N00eezpLtS3hk0yNMy5u2x9WPnmgPP3z7h9gUG78+8dfkuHLojnTTGm4lw55BScnuQZvYdxIMCCGEEOKw4ra5mVc0j+XNy3m96fU9BgO6oVsnqCkjxZNbnmRizkSKi4tRFOVjS7ReN+06zh59Npc8fwkJI0FlZqVVOvPiios/8rGGYeB3+Dl95OkUe4s5deSpPFnzJJFkhPnF83lw44Os61xHbX8tXruXs8rPYmLOxAOfkE9ROBG2OggPxAd4o+kNQokQTs2JqqrYsKEqKoXeQrqj3VaN/wJ3AW67G7/dT5G3iDUda+iP95PrymVK7pR9fv3LJlzGex3v0RPtYXnzck4deepuxzxRYzaFTRpJFm1dRFuojS19W6z7l1Qu+eQTMYxJmpAQQgghDjsLSxcC8G7bu4QT4UH3retcx7VLr+XF+hcB+Pfmf/NC/Qv89r2PXhEAeLv1bR7b8hiaotEd7SbDkYFTdTIpdxJF3iIqsyuZlDNpr4+v669jQ/cGxmaN5arJVwEwr2gemqqhKirnjjnX2vDqsXv47NjPcknFJfv0nj8ugAknwvx69a+tPQhD4aWGl+iMdGJTbdhUGy80mFWQJuVOYmbxTE4acRJ3nnAn353zXWsjcq47l69P/TqPnvUods1Od7SbZ+ueBeCc0ecMqgD1cWyqjbPKzZWQVxtfJaWneHzL4yxvXg6YqwJvtbxlHf9G8xts6duCgmJtuhafjKwMCCGEEOKwMzZzLCN8I2gONvN8/fPMK5rHU1ufoiKrgsdrHgfgsS2PsWDEApY2LgXM+v6x5N4r03RHuvnzuj8DZtrLc3XPkeXKIhALUN1TbVW12dizkZreGk4fefqgDb+r2ldxz9p7AMh2ZjPSPxKAiuwKJuZMxG/30xZqI8uZRTQZJcuRxQVjL9inXP+X6l/i2bpnuXry1cwtmrvHY56oeYIN3RvY0L2Bc0efOyQbijd0b0BVVHLdufjsProj3dhUG1+c+EXOm3oekT6zu3FST7Kuax3LmpZRkVXB+WPOx2VzUeItoSXUQiAeAMwUr/11XPFxPFr9KE3BJl5qeInn658HzBSwN1vexMDAZ/cRTAQBc0/CTTNuIseVQ1ek6xPPwXAnKwNCCCGEOOwoisIFYy4A4IX6F/jh2z9kbedaKxAA8+Q/nZOfduOLN/JkzZO7XWWPJqM8tuUx6+d0FaIcVw6KohBPxfHZzRP/X6/+NU/XPs2f1/950OMfrX4UMEuGXl55uVUms9RXitvmJpKKsKp9FX6HH5/DrOW/aOuij32vbzS9wb+3/JtwMszLDS/v8Zh0Gk1aumxq2jut7+w2Fx8nlAhZFYD+dvrfOH/s+WQ4MhjpH0mZr4xifzFum1mS3aba+PbMb7PovEX8bP7PrNWPybmTrecr9ZXitXv3awwAfoefkRlmYLXr73dZ0zLebHkTgM+P/zxjM8eS4cjghmk3kOPKAfbcY0HsHwkGhBBCCHFYmlc8j3NGn7Pb7buegH44ZaYt1MYztc/wWtPOE+NYKsZP3/kpK9tWAuDSBtetd9vcbOnbgo4+6Pb1XevRDfO2pY1L6Yn2kO/O5+6T7h509d6hOaxNs2+3vk1KT5HnzqO2r5aHqx5mW2DbXt+jYRjWlXCA+kA9oURot+P+Wf1Pq9kXwObezdafN3Zv5L519/FQ1UMf+VofVtVThYFBsbeYUn8pX574ZYp8RWQ4Myj0Fu7xMYqiWEEQmOlEaR+10fvj7Po7TVtUu4jWUCtOzcmcojncPu92fnPib/a714L4aBIMCCGEEOKwdUnFJVww9gI8Ng/XTr2Wh854iP+d/b+DTh5tio3jio8b9LjHtzxOSk8B8PTWp2kKNpHhyOC6qddx4/QbrePmFs6lIquClJ6itq8WwzBIpBJ0hDtIpBJ887Vv8nzd89aqwgVjL9hjek5ldiXbAtvY3LuZjd0brZPySCpCXX8dDYEGXmt8bbcVi/Vd62kPt+Oxechz5aEbOuu71g865uWGl1ndvhpVUTml7BQAqnurMQyDx7Y8xu/X/N469t22d/d5btO5+OkNv72xXuKpOKqiku/etxPuXTdGl/pK9/m1P2xq3lTrz9dPvZ4iT5H182kjT8Ntc6MqKk7NecCvIfZMggEhhBBCHLYUReGicRdx3yn3cVzxcdZV6XS+PsDcorm7lQINJ8M0BBpI6AkWb1sMwDWTr+HY4mOZkjvF6ra7sGwht8y8BU3V6I/10zTQxNa+rbQEW6jpq6En2mOlrmQ4Mqyc+FAiRFJPWq/nsXnojfYSSZilOP12P2CmF23q2cSP3v4RD1U9xLqudYPGmd7vsGDEAuYWm6sNG7o3WPdX91Tzr83/AsweBGeMOgOArb1beb7+eV6of2FQB993294loSf2OJftoXYernqYSCJCe7idNR1m9950vf+2kNk7Id+dv8+bgN02NyeXnkyxt5hji/Z/v0BaZXYlXz/m6/zkuJ8wr3geXzvma6iKitvmtjYYi0+HbCAWQgghxGFv19QUMK9mv9TwEqMyRnHlpCsHpcdMz5/O2s61VPdW49ScJI0kHpuH6fnTref62fE/o2mgicm5kzEMgzGZY6jprSGhJ4ilYuS4c9ANHY/NwwjfCIKJIBeOuxC7aqc11MoP3/ohU/KmcPOMmwFzc7Lb5iaux8lx5eB1eCEMkWSEt1rfsqrebOrZxLT8aQB0hjv5oPMDAE4pO4W2UBsv8iLLm5eztW8rJ404ifs33E80FeWzYz/LuaPPBSDXlUt3tNsqufmFCV9gYelCvvn6N+mIdHD7m7fzg3k/sDY/P77lcZZsX0JzsJmmgSbWdKzhxNITMTCYmjeVEb4RAFagUuYv26/fTbqq0iehKArHlxxv/Twuaxw/PvbH2FU7fof/Ez+/2DsJBoQQQghxxJmSN4WfHPcTir3FODQHlTmVfO2YrzF99HTe3PKmGQz0VFvpLiW+kkEBRaGnkEKPmRevKArT8qfRHe3Ga/MyNX8q5405j39t/hc+h487jrtj0GOXNy8nrsd5v+N92kJtFHgKWNu1lgk5E7h+6vXMLpzN8/XP84f3/8C24DY2dm2kIrsCt81NXX+d9TyvN72OgcGU3CkUe4vx2DzWfa2hVh6pfoTafjN1aVLOJGsMx+Qdw+tNrwMwPms8Z446E0VRuH7q9fxt499oC7dx/4b7+foxX2cgMcC/Nv+LnmgPvdFe63UTegLDMBifPR4wG4elNygvKFkw1L+uAzIqY9ShHsKwIGlCQgghhDgijcoYNSh//4QRJzA+d7zVJ2BTzyZWta0CoMT70V1qx2SOYaRvJKePOp17Tr6HU0eeilNz0hfroyHQMOjYXU/ov7viu1y79Fraw+3YFBtT86eiqRrnjzmfUn8phmEQ1+P0RHvQDZ36/norvWh9t7k3YMGIBaT0FL2xXrKd2dZz90R7MAwDj93Dg1UPWtWCpuTtbOr1mfLPWEHCjIIZ3DDtBgDWdK7hptdv4s/r/kxtX60VCIBZhWlt51o6I51kObPM4zvWEEwEyXHlWCsXYniQYEAIIYQQR5UyfxmTcyeT0BO8225uqP24YGBG/gxQYEvvFnRDx67aKfQUsr5rPQ9seMDa+BtLxajprRn02HTO/nElx1mlOJ+te5ZtA9vw2D0oKESSEWLJGHE9zl/W/4XbVtxmpTZNyJ7Aq42v8qO3f0Rdfx0pI0V3tJuWYAtgrmIk9AT/3vxvYqkYU3KnkOPKYUzmGGYUzBg0lsqcSs4efTYACT1hlSBNb7wdlTGKQk8hsVSM/lj/zmCg09w/cFzxcfvUF0EcPeS3LYQQQoijiqIofOOYb1ibeAErL35vJmRPsBpbfWvZt2gJttAV6SKlp3iu7jmerX2W5c3LWdG8gqSRJMuZxWfHfnZQ1Zuzy82T8GgyyqKti8h0ZqKims8bD1olQ99pe4eWkHmin+/OJ8eVw3+3/xeApJ5kfdd6GgONgNkc7ZHPPEKeK49oKsrajrW4bW4+N+5zXDD2An6/5vd8/b9f55erfkk8ZZYe/fz4z/Pd2d8FzD0LLpuLCTkTGJ89nmxXNjmuHKLJKKFkiM29m7ll2S283fo2ANPyDt9VgRfqX+CBDQ9Y71MMDdkzIIQQQoijTqYzkwvHXcjDmx4GzD0DH0VTNeYWzeXVxlcJxAMs3r4Ym2qzuiD/YvUvqMiqIBALkOXK4viS47lw3IWcN+Y8/ln9Two9hdZrNAWbMDDIcGRQ6i/FqTmp7aulNdxKf7yfMn+Zld5U4CkAzNQdMIMDh+YgnAzTHmpndOZofA4fx5Ucx3N1z/FW61vkuHL464a/Dhr/pp5NPFv3LBdXXAyYJT9LfaW83/E+Rd4iVEXFYzf3JNhVu/l6BizaumhQ5aBxWeM+6dR/KtJlVAEUFK6Zcs0hHtHRQ4IBIYQQQhyVFpYuZFPPJmyqjVxX7scef9mEyzAMg9eaXmN503KSRpJ8dz5dkS4iiQiNA430RnuZ7Z5tlfi0qTa+POnLAKztXItDddAR7gDM2vnzS+azpXcL931wn9XleGzmWLJd2azrWsfC0oXEU3HrMZU5lcwomMEJI05gZetKq/7+/OL5PFf3HOu61u211v6L9S8yr2geZf4yFEXh2zO/zW/f+y0twRZKfaUoKEzNn8rTW59GUzQURcGm7DwVPGHECWiqduAT/inqj/dbf17WvIzPjvus1YVYfDISDAghhBDiqKSp2qAGYx/HqTm5dPylvN70OknD3ORb6C3EZXOxsnWltQl3cu5kK9c+bX3Xeu5+/27sqp15RfMAc+/C8SXHc3zJ8WwLbGPR1kX0xHqo7q1mdsFsVFQSqQRV3WYnYL/dz/fmfM/aEHzqyFOt5y/xlTA6YzT1gXreaXtn0GsfX3I8kWSE9zve58GND/KDeT8wT/RVmxlkKGaPhbFZY6nvr+fxLY+jKioVWRV8d853Kc8o568b/sqpZadyuOqJ9gz6uWmgSYKBISJ7BoQQQgghdvDYPYzM2NnQ7NjiY7nrxLuYkjsFt93cHFzsLbbu74/1E0qEeHDjg4C5aXdFywpgcEfe66ddz9T8qST1JDW9NTxT9wzvd7zP9a9ezw/f/iGwe/nTD5tfMn+Pt5f6SvnSxC+Z6Uj9tVT1VAGwdPtSkkaSsZljGZs1FjD3TqSMFLqhMyZzDJNyJ7F422Le73ifH6/88W4dksHcA6Eb+sdP3qeoL9Y36OeuaNehGchRSFYGhBBCCCF2cVzRcWwLbGNmwUzOGX0OTs3JhJwJtIXbiCQiNAQa+M4b36E8o9xq1LVrF+C0XZt3FXgKmFM4h+0D20nqSfwOP+FEGIBAPEC2K3tQV+U9mV88nzea3sDr8FLuL+flbS8DZjCQ48phfvF8Xmt6jbda3mJy7mTe63gPwEppAnBoDjIcGQC0hFpI6Alq+2ut+zf3bqYyp9L6uWmgif/v3f+PMn8Zt825bb/mcSg0DTShKMpuKwOdkU6AQx6kHA0kGBBCCCGE2MVnyj/D9ILpFHmKrCv1X570ZTZ0b8Cu2qnurQZ2npDuSbYze7cKRtdOvZZMZyavNr4KmCey7aF2PDYPxxYdOygtaE98Dh8/O/5nAGzt27ozGPCbKxDzS8xgYEXLCqq6q8wTaAUqsioGP4/d7EzcFGzi5YaXB111f63xNSsYiKfi/HLVLwklQlT3VBNPxQf1dfi0xVNxfvLOT4ilYlYAk9YVNlcGnqx5kptH3HzQxnQ0kjQhIYQQQohdKIpCsbd4UMrOqIxRPHrWo5wz5py9Pu644uOsk+Xrpl43qEoPmFflx2SOsX4u9hRzTN4x5Hvyubzy8kHpRx9nVMYoynxlVGZXWo3KKrIqrNSkllALPbEeOsId/L3q7wTjQeux6c7LDtVBbV+t1c8AoKqnykoVWtO6hkA8YN33UcHPp6Ev1metuKTHka521BnpZFX7Kp6vf/6gjuloJMGAEEIIIcQ+sKk2bpx2Iz897qfML949f78iq4Lvz/0+Pzr2R0zImbDH59i1L0GWK4tRGaMAeKb2mT3m6++NXbXzs+N/xm1zb7OCFkVRuG3ObZR4S4imomwPbKcv1scHXR/wZsubgNnHoDnUbJUsXd+1nqSRxK7asat2AvEAbeE2AN5vfX/Qa7aGWvd5fHsSS8VYsm0JA/GBfTp+10AkbXz2eADqA/X8df1fd7tf7D8JBoQQQggh9pGiKIzMGMlnyj+zW6feEl8J5Rnlg67+f1iht9D6c64rlwnZZtCwtHGp1Xjsk/A5fMwvmU80GQXApbkAsw8BmOlFkWSEHGcOXpvXqppUnlFubTLe3LMZgDVtZlfidCnT9nD7Jxrb/evv55HqR/h71d/36fg9BQO7pjzFUjEqsyt3O0bsnyM2GOjp6eEPf/gD11xzDV/84he59dZbqaurs+43DIPHHnuMb3zjG1xxxRX8+Mc/prGx8RCOWAghhBBHi1EZo/jJcT/hsvGXWbd9XJdjYFBXZFVRubjiYittpynYtN/jqOquoqq7atBtI3wjiKZ2BAM2Mxio6avBMAxrw/PMwpmwS+Gikf6RVmBS3VtNZ7iT1mArmqJxcunJALSF2vZ7fGmGYfBu+7sArGpfRVJP8krDK3SG9556lF5B2DV9qsS7s3mcQ3Nww/QbDnhMwnREBgPBYJAf/OAH2Gw2/u///o+77rqLK6+8Eo/HYx3zzDPP8MILL3DNNdfwi1/8gqysLH72s58RiUQO4ciFEEIIcbQo85cxp2gOYObff3iT657sug/BqTnx2D2cXX42sHv5zI8TSUa4c/Wd3Ln6TmslAMwT5ljSzLWfmDMRp+YkmAjSFGyyAofp+dMH9UqozKlkXKaZj78tsM2qMFSeWU55ZjnwyVYGtg9sH/TzC/Uv8OjmR7n9rdv3+phd9wmcO/pcTi47mUJPIZeNv4xpedO4c8Gd+zTn4qMdkdWEnnnmGXJzc7n++uut2woKCqw/G4bBiy++yIUXXsi8eWbjjxtuuIGvfe1rrFixgtNPP/2gj1kIIYQQR588dx4/P/7nuG3ufX7MReMu4oX6F7h0/KUAZLvMDcDppmb7ateT885Ip1XKNN+db6X/lHjN3gXrutaxdPtSGgINAEzKnYS3wWsFIOOzx1t7FtrCbVYwMNI/0lq5+CR7BtZ2rh3082uNrwEQTUWtKkWGYbBk+xLK/GVMzJlorQxkODK4ZPwl1mPPGn0WZ40+64DHIgY7IoOB1atXM23aNO666y6qqqrIycnhjDPO4LTTTgOgo6ODvr4+pk2bZj3GbrczadIkNm/evMdgIJFIkEgkrJ8VRcHtdqMoykc2ABEfb9eNTeLAyTwOHZnLoSHzOHRkLofGoZrHdGnPffXZcZ/lvDHnoakagNVJtzfW+5Fj39q3lWxXNrmuXGBwMNAebreapWmqZu1nWFC6AI/Nw7qudbzWZJ6AF3oKyXXnDgo+sl3ZGIaBz+4jmAiysnUlKGY6VDoYCMQDJPTEAZUX/fDKQG9s52tv6dvCMXnHUNVTxT+r/wnAV6Z8heXNywHIcGbI341P0REZDHR0dLBkyRLOOeccLrzwQrZu3cqDDz6I3W7npJNOoq+vD4DMzMxBj8vMzKSra88d6xYtWsQTTzxh/Tx69GjuvPNO8vLyPrX3MdwUFRV9/EHiY8k8Dh2Zy6Eh8zh0ZC6HxpE2j55sD673XcSJk1+Yv1tJUoD63np+tfZXuGwubp1/K3NHzCXWHcPlMvcEJJwJ631Hk1EmF04mnoxzztRzcGgOXml5ha29WwGYVz6P4uJiLp12Kf/e+G/mlMyhuNjMy59YPJH1HeuJYaYZzRozi3G548jyZRFNRrFl2CjO2PcSqGm97/XicrkY4R9B80DzoPuakk2cUXwGa4JrrPfzz63/BJu552F00WhrfGLoHZHBgK7rjB07lssvvxwwT9wbGxtZvHgxJ510knXch6PIjyrZdeGFF3Luuefu9tiurq5BKwZi/ymKQlFREW1tbftVNk0MJvM4dGQuh4bM49CRuRwaR+o8GoZBMp4kqSfZ1LCJPPfOC5ED8QF++95v6Y32Eo1FiRLlt2/8lt8t/B3VzdVEo+ZegfWN61lWs4yeaA83z7wZPaHjUT30dJqde68cdyV/r/o7df11TMuYRmtrKyfmnoi30su0PPNngGwlm2g0ioKCy+XCFXXR1taGFy990T6qtlWh5u3fltOEnqC+qx7d0JlbPpd/df5r0P3v1r/LWUVnUd9Wb72fXcWDcWt8eyKBwidzRAYD2dnZlJYOXpIrLS3lnXfeASArKwuAvr4+srOzrWMCgcBuqwVpdrsdu92+2+2GYRxR/0M5nMlcDg2Zx6Ejczk0ZB6Hjszl0DgS5zHLkUVXtIueSI+VBgSwrGkZdf11g47tifYQiocG5fCn+wgAbOzaCJhlRtPzUOgp5H9n/691jGEYaIrG3MK51s+A1bTMwKDYV4xTc2IYBrmuXJqDzXRHuvd7bluDreiGjsfmYeGIhfyrenAwsC2wjUQqQUeoY4+Pz7BnHHG/zyPJEVlNaMKECbS0tAy6raWlhfz8fMDcTJyVlcW6deus+5PJJFVVVUyYsOcmIEIIIYQQh0p6E/GHKwrt2jl4V23htr2W+qztMzf/7lrGdF/NLJhJRVYFE7In8NWZX7VuTwcoXdEunq19lqe2PrXPJ+jNQTMtqMRXgsvmsnofAPjsPpJGksaBxr1WK/IlZWfvAAAQM0lEQVQ79v99iH13RAYD55xzDjU1NTz11FO0tbWxYsUKli5dyplnngmYy4Rnn302ixYt4t1332X79u3ce++9OJ1OFixYcIhHL4QQQggxWLbTDAYe3vTwoI29H67gk2669VbLW4ST4T0+V3olwefw7fc4/A4/t8+7ne/P+z5zRsyxbk9vcq7uqebJrU/yTO0z+1xdKN0/YYTX7MNw6+xb8dl9XDXpKsozygGzo3BnZM89ByQY+HQdkWlC48aN4zvf+Q6PPvooTz75JAUFBXz5y1/mhBNOsI654IILiMfj3H///YRCIcaNG8f3v/993O59L/0lhBBCCHEwpE+2A/EAT9c+zdWTrwYGBwPnjTmP/lg/NX01LNm+BID5xfMxMAjEA1RkVfB07dN0RMx0G599/4OBvcl1mysDm3s3W7cta1rG3KK5Vufivfmg8wMA67hxWeO495R7AeiOdrOhewNV3VWDOg5nObMozyjH7/BjV3dP4xZD54gMBgBmzZrFrFmz9nq/oihceumlXHrppQdxVEIIIYQQ+29h2UJe2fYKBobVLXhD9wbawmYq0N0n3U2OK4cX6l+wHpPhyOCKyiusFYBV7asGPedQBgN5rt2rK7687WWWbF/CLxb8wio/+mGtoVa2D2xHUzRmFex+3pZe6UiPPcORwe3zbsdtc0tDsYPkiEwTEkIIIYQ4mhR7i/n9wt8D0BJsYXnzcn7z3m+s+9NpRLuedJ856sxBqUCF7sEn5EOZXpPvyd/j7Skjxaq2VXu8D+DdtncBmJw7eY9pS1NypwwKNCblTKLQUyiBwEEkwYAQQgghxGEg05lJnisPA4PHax63bs9x5Vglz0f6R1q3n1J2yqDHf/iE3Wv3DtnYclw5nDfmPMZmjuXkspMHNR57r+O9vT5ua5/Z22B6/vQ93q+pGueNOQ8At83NFyq/MGRjFvvmiE0TEkIIIYQ42ozJHENXtMvKn7cpNi6puMS6v8BTwC0zbyHLmYXH7hn0WLfNTY4rh56o2VtgqK+uX1xxMZhZPSwoWUBrqJUHNjxAXX8d7eF2Cj2FvFD/Ai/Vv0SOO4dvzfiW1Xl4VMaovT7vSaUnkTJSjM0aS5Yza0jHLD6erAwIIYQQQhwmKrIrBv38l9P+wvyS+YNum5Y/ba8n12eVn2X9eSj3DHzYuKxxnDDiBI7JOwaAp7c+TUJP8Hzd8wwkBtgW2Marja/SF+tDQbH6F+yJoiicOvJUq7KQOLgkGBBCCCGEOEwsLF3I5NzJABxXfByaqu3X408beRqV2ZU4NSdl/rJPY4iDXDjuQgDebn2b1xpfG1Tu9O2WtwFzNcNlc+3x8eLQkzQhIYQQQojDhENzcMvMW1jXtY7xWeP3+/GqovK/s/+XpJHEqTk/hREONiZzDBOyJ7C5dzNPbX0KMMuC9sX66Ip2ARyUoEQcOFkZEEIIIYQ4jNhUGzMLZh5Q0zAwN+UejEAgbUL2BAAiyQgAnxv3uUH377rpWRx+JBgQQgghhBAHbELOBOvPua7c3fY47K2SkDg8SDAghBBCCCEO2LjMcaiKeUo5t2guNnVwFvpHVRISh54EA0IIIYQQ4oC5bC6m5k3FrtpZULIAgLPLz0ZB4eYZNx/i0YmPIxuIhRBCCCHEJ3L9tOsJJ8Jku8xOyZ+r+BynjzqdHFfOIR6Z+DgSDAghhBBCiE/EqTkHbVq2qTYJBI4QkiYkhBBCCCHEMCXBgBBCCCGEEMOUBANCCCGEEEIMUxIMCCGEEEIIMUxJMCCEEEIIIcQwJcGAEEIIIYQQw5SUFv0YNptM0VCRuRwaMo9DR+ZyaMg8Dh2Zy6Eh8zh0ZC6PfophGMahHsThKJFIYLfbD/UwhBBCCCGE+NRImtBeJBIJfv/73xOJRA71UI54kUiE7373uzKXn5DM49CRuRwaMo9DR+ZyaMg8Dh2Zy+FDgoGP8OabbyILJ5+cYRjU19fLXH5CMo9DR+ZyaMg8Dh2Zy6Eh8zh0ZC6HDwkGhBBCCCGEGKYkGBBCCCGEEGKYkmBgL+x2OxdffLFsIh4CMpdDQ+Zx6MhcDg2Zx6Ejczk0ZB6Hjszl8CHVhIQQQgghhBimZGVACCGEEEKIYUqCASGEEEIIIYYpCQaEEEIIIYQYpiQYEEIIIYQQYpiyHeoBHEqvvPIKzz77LH19fZSWlnLVVVcxceLEvR5fVVXF3//+d5qamsjOzub888/njDPOOIgjPnztz1y+8847LF68mIaGBpLJJKWlpVxyySVMnz794A76MLS/n8m06upqfvzjH1NWVsavf/3rgzDSw9/+zmUikeCJJ55g+fLl9PX1kZuby4UXXsgpp5xyEEd9+NnfeVy+fDnPPvssra2teDwepk+fzpe+9CX8fv9BHPXhpaqqimeffZb6+np6e3v5zne+w9y5cz/2MfJ9s7v9nUv5vtmzA/lMpsn3zdFn2K4MvPXWWzz00ENcdNFF3HnnnUycOJGf//zndHV17fH4jo4OfvGLXzBx4kTuvPNOLrzwQh588EFWrlx5kEd++Nnfudy0aRNTp07ltttu45e//CWTJ0/mzjvvpL6+/iCP/PCyv/OYFg6HuffeeznmmGMO0kgPfwcyl3fffTcbNmzg2muv5Xe/+x0333wzI0aMOIijPvzs7zxWV1dzzz33cPLJJ3PXXXdxyy23UFtby5///OeDPPLDSywWo7y8nGuuuWafjpfvm73b37mU75s92995TJPvm6PTsF0ZeP755znllFM49dRTAbjqqqv44IMPWLx4MZdffvluxy9evJi8vDyuuuoqAEpLS6mtreW5557j2GOPPZhDP+zs71ym5zDt8ssvZ/Xq1bz33nuMHj36YAz5sLS/85j2l7/8heOPPx5VVVm1atXBGu5hbX/ncu3atVRVVXHPPffg8/kAKCgoOKhjPhzt7zxu2bKFgoICzj77bMCcw9NOO41nn332oI77cDNjxgxmzJixz8fL983e7e9cyvfNnu3vPKbJ983RaViuDCSTSerq6pg2bdqg26dOncrmzZv3+JiamhqmTp066Lbp06dTV1dHMpn81MZ6uDuQufwwXdeJRCLWSdhwdKDz+Nprr9He3s4ll1zyaQ/xiHEgc7l69WrGjh3LM888wze+8Q1uvvlmHn74YeLx+MEY8mHpQOZxwoQJdHd38/7772MYBn19faxcufKATjqGM/m++fTI982Bk++bo9ewXBkIBALouk5mZuag2zMzM+nr69vjY/r6+vZ4fCqVYmBggOzs7E9ruIe1A5nLD3v++eeJxWIcd9xxn8IIjwwHMo+tra08+uij3HHHHWiadhBGeWQ4kLlsb2+nuroau93OrbfeSiAQ4IEHHiAYDHL99dcfhFEffg5kHidMmMBNN93E7373OxKJBKlUitmzZ+93KsJwJ983nx75vjkw8n1zdBuWwUCaoij7dNve7ks3b/6oxwwX+zuXaStWrODxxx/n1ltv3e3Lbzja13nUdZ0//OEPXHLJJZSUlByMoR1x9uczmf67fNNNN+HxeABzQ/Fdd93FV7/6VRwOx6c30MPc/sxjU1MTDz74IBdffDHTpk2jt7eXRx55hL/+9a9cd911n/ZQjyryfTP05PvmwMj3zdFvWAYDGRkZqKq629Wt/v7+vf4PIisra7fjA4EAmqYN6+XGA5nLtLfeeos///nP3HLLLbstiQ83+zuPkUiE2tpa6uvr+dvf/gaYJwuGYXDZZZdx++23M2XKlIMx9MPOgf79zsnJsQIBgBEjRmAYBt3d3RQXF3+aQz4sHcg8Llq0iAkTJnD++ecDMGrUKFwuFz/84Q+57LLL5Ir2PpLvm6En3zcHTr5vjn7DMhiw2WyMGTOGdevWDSqltW7dOubMmbPHx1RUVPDee+8Nuu2DDz5gzJgx2GzDchqBA5tLMK/Q/OlPf+Lmm29m5syZB2Ooh7X9nUe3281vfvObQbctXryYDRs2cMsttwzrza8H8pmsrKxk5cqVRKNRXC4XYC6LK4pCbm7uQRn34eZA5jEWi+2WQqCq5ta09JVt8fHk+2ZoyffNJyPfN0e/YbmBGODcc89l6dKlvPrqqzQ1NfHQQw/R1dXF6aefDsCjjz7KPffcYx1/xhln0NXVZdV9fvXVV3n11Vc577zzDtVbOGzs71yuWLGCe++9lyuvvJLx48fT19dHX18f4XD4UL2Fw8L+zKOqqowcOXLQvxkZGdjtdkaOHGmd0A5X+/uZXLBgAX6/n/vuu4+mpiaqqqp45JFHOPnkk4d1itD+zuPs2bN59913Wbx4sbUP48EHH2TcuHHk5OQcqrdxyEWjURoaGmhoaADM0qENDQ1WiVb5vtl3+zuX8n2zZ/szj/J9c/QbtpcY5s+fz8DAAE8++SS9vb2UlZVx2223kZ+fD0Bvb++gWtoFBQXcdttt/P3vf+eVV14hOzubq6++etiXeYP9n8v//ve/pFIpHnjgAR544AHr9pNOOokbbrjhoI//cLG/8yj2bn/n0uVycfvtt/O3v/2N733ve/j9fo477jguu+yyQ/UWDgv7O48LFy4kEonw8ssv8/DDD+P1epk8eTJf/OIXD9VbOCzU1tZyxx13WD8//PDDwM7/58n3zb7b37mU75s92995FEc3xZC1WyGEEEIIIYalYZsmJIQQQgghxHAnwYAQQgghhBDDlAQDQgghhBBCDFMSDAghhBBCCDFMSTAghBBCCCHEMCXBgBBCCCGEEMOUBANCCCGEEEIMUxIMCCHEUey+++7j8ssvZ/v27bvd9/TTT3PppZeyevXqQzAyIYQQhwMJBoQQ4ih21VVXkZWVxb333ksymbRu3759O4899hgLFy5k9uzZh3CEQgghDiUJBoQQ4ijm8Xi49tpraWho4KmnngIgmUzyxz/+kczMTK666qpDO0AhhBCHlAQDQghxlJs6dSqnn346ixYtoq6ujscff5xt27Zx3XXX4fF4DvXwhBBCHEKKYRjGoR6EEEKIT1c0GuXWW29F13W6u7s59dRT+drXvnaohyWEEOIQk5UBIYQYBlwuF5///Ofp7OwkIyODL33pS4d6SEIIIQ4DEgwIIcQwoOs6L7/8Moqi0N/fT0NDw6EekhBCiMOABANCCDEMPPfcc2zZsoWbb76Z4uJi/vSnPxGPxw/1sIQQQhxiEgwIIcRRrqmpiccee4wTTzyR+fPnc/3119PW1sa//vWvQz00IYQQh5gEA0IIcRRLpVLce++9+P1+rr76agDGjx/Pueeey4svvkh1dfUhHqEQQohDSYIBIYQ4ii1atIja2lquvfZavF6vdfvnP/95SRcSQgghwYAQQhytGhoaePLJJzn11FOZPn36oPscDoekCwkhhJA+A0IIIYQQQgxXsjIghBBCCCHEMCXBgBBCCCGEEMOUBANCCCGEEEIMUxIMCCGEEEIIMUxJMCCEEEIIIcQwJcGAEEIIIYQQw5QEA0IIIYQQQgxTEgwIIYQQQggxTEkwIIQQQgghxDAlwYAQQgghhBDDlAQDQgghhBBCDFMSDAghhBBCCDFM/f94jwlG0FJK9wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def FormatAx(ax):\n", " ax.set_xlim(0, test_x.max())\n", @@ -536,10 +809,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "6f45436c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def FormatAx(ax):\n", " ax.set_xlim(0, test_x.max())\n", @@ -570,7 +854,7 @@ "# ax[1].plot(test_x, vol_paths[1:, :].T, color=palette[-1], alpha=0.5)\n", "s=vol_paths.std(0)\n", "m=vol_paths.mean(0)\n", - "ax[1].fill_between(test_x, m-s, m+s, alpha=0.2, color=palette[1], label=\"Predicted Vol.\")\n", + "ax[1].fill_between(test_x, m-s*2, m+s*2, alpha=0.2, color=palette[1], label=\"Predicted Vol.\")\n", "\n", "\n", "V_s_test = V_all[steps:steps+steps//2-1]\n", @@ -585,7 +869,7 @@ "# ax[2].plot(test_x, px_paths[0, :].T, color=palette[2], alpha=0.7, label=\"Predictions\")\n", "s=px_paths.std(0)\n", "m=px_paths.mean(0)\n", - "ax[2].fill_between(test_x, m-s, m+s, alpha=0.2, color=palette[2], label=\"Predictions\")\n", + "ax[2].fill_between(test_x, m-s*2, m+s*2, alpha=0.2, color=palette[2], label=\"Predictions\")\n", "\n", "F_s_test = F_all[steps:steps+steps//2-1]\n", "ax[2].plot(test_x, F_s_test, color=palette[1], alpha=0.7, label=\"True\")\n", @@ -630,6 +914,14 @@ "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ef5b949", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {