diff --git a/ezyrb/plugin/automatic_shift.py b/ezyrb/plugin/automatic_shift.py index e88c655..49b3496 100644 --- a/ezyrb/plugin/automatic_shift.py +++ b/ezyrb/plugin/automatic_shift.py @@ -3,6 +3,7 @@ import numpy as np import torch +from ezyrb import Database, Snapshot, Parameter from .plugin import Plugin @@ -152,16 +153,25 @@ def fom_preprocessing(self, rom): snap.values.reshape(-1, 1)) snap.values = self.interpolator.predict( - reference_snapshot.space.reshape(-1, 1)).flatten() + reference_snapshot.space.reshape(-1, 1)).flatten() # reconstructing shifted snapshots in physical space def fom_postprocessing(self, rom): ref_space = self.reference_snapshot.space + db = Database() for param, snap in rom._full_database._pairs: input_shift = np.hstack([ ref_space.reshape(-1, 1), np.ones(shape=(ref_space.shape[0], 1))*param.values]) shift = self.shift_network.predict(input_shift) - snap.space = ref_space + shift.flatten() + snap.space = ref_space + shift.flatten() # shifted space transports to correct physical frame snap.space = snap.space.flatten() + + self.interpolator.fit(snap.space, snap.values.reshape(-1, 1)) + snap.values = self.interpolator.predict(ref_space) # reconstruct snapshot in physical space + + snaps = Snapshot(values = snap.values, space = ref_space) + db.add(Parameter(param.values), snaps) + + rom._full_database = db \ No newline at end of file diff --git a/ezyrb/reducedordermodel.py b/ezyrb/reducedordermodel.py index 1a7d41b..83f85ec 100644 --- a/ezyrb/reducedordermodel.py +++ b/ezyrb/reducedordermodel.py @@ -4,7 +4,7 @@ import copy import pickle import numpy as np -from scipy.spatial.qhull import Delaunay +from scipy.spatial import Delaunay from sklearn.model_selection import KFold from .database import Database @@ -70,10 +70,10 @@ def fit(self): # FULL-ORDER PREPROCESSING here for plugin in self.plugins: plugin.fom_preprocessing(self) + + self.shifted_database = self._full_database self.reduction.fit(self._full_database.snapshots_matrix.T) - # print(self.reduction.singular_values) - # print(self._full_database.snapshots_matrix) reduced_snapshots = self.reduction.transform( self._full_database.snapshots_matrix.T).T diff --git a/tests/test_nnshift.py b/tests/test_nnshift.py index b3eead6..1e28abb 100644 --- a/tests/test_nnshift.py +++ b/tests/test_nnshift.py @@ -27,11 +27,11 @@ def test_constructor(): def test_fit_train(): - seed = 147 + seed = 1 torch.manual_seed(seed) np.random.seed(seed) - interp = ANN([10, 10], torch.nn.Softplus(), 1000, frequency_print=200, lr=0.03) - shift = ANN([], torch.nn.LeakyReLU(), [2500, 1e-3], frequency_print=200, l2_regularization=0, lr=0.0005) + interp = ANN([10, 10], torch.nn.Softplus(), 10000, frequency_print=200, lr=0.03) + shift = ANN([], torch.nn.LeakyReLU(), [1e-4, 5000], frequency_print=200, l2_regularization=0, lr=0.0023) nnspod = AutomaticShiftSnapshots(shift, interp, Linear(fill_value=0.0), barycenter_loss=10.) pod = POD(rank=1) rbf = RBF() diff --git a/tutorials/tutorial-3.ipynb b/tutorials/tutorial-3.ipynb index f9ed550..4190a45 100644 --- a/tutorials/tutorial-3.ipynb +++ b/tutorials/tutorial-3.ipynb @@ -9,13 +9,17 @@ "source": [ "# EzyRB Tutorial 3\n", "\n", - "## Tutorial for Neural Network shift-based pre-processed POD\n", + "## Tutorial for developing ROM using Neural-Network shift Proper Orthogonal Decomposition : NNsPOD-ROM\n", "\n", - "In this tutorial we will explain how to use the **Neural Network shifted-proper orthogonal decomposition** algorithm implemented in **EZyRB** library.\n", + "In this tutorial we will explain how to use the **NNsPOD-ROM** algorithm implemented in **EZyRB** library.\n", "\n", - "NNsPOD algorithm is purely a data-driven machine learning method that seeks for an optimal mapping of the various snapshots in the low-rank linear subspace to a reference configuration via an automatic detection and aims at building a pre-processing transformation that accelerates the Kolmogorov R−width decay for advection-dominated problems.\n", + "NNsPOD algorithm is purely a data-driven machine learning method that seeks for an optimal mapping of the various snapshots to a reference configuration via an automatic detection [1] and seeking for the low-rank linear approximation subspace of the solution manifold. The nonlinear transformation of the manifold leads to an accelerated KnW decay, resulting in a low-dimensional linear approximation subspace, and enabling the construction of efficient and accurate reduced order models. The complete workflow of the NNsPOD-ROM algorithm, comprising of both the offline and online phases is presented in [2]. \n", "\n", - "Reference: Papapicco, D., Demo, N., Girfoglio, M., Stabile, G., & Rozza, G.(2022). The Neural Network shifted-proper orthogonal decomposition: A machine learning approach for non-linear reduction of hyperbolic equations.Computer Methods in Applied Mechanics and Engineering, 392, 114687 - https://doi.org/10.1016/j.cma.2022.114687\n", + "References: \n", + "\n", + "[1] Papapicco, D., Demo, N., Girfoglio, M., Stabile, G., & Rozza, G.(2022). The Neural Network shifted-proper orthogonal decomposition: A machine learning approach for non-linear reduction of hyperbolic equations.Computer Methods in Applied Mechanics and Engineering, 392, 114687 - https://doi.org/10.1016/j.cma.2022.114687\n", + "\n", + "[2] Gowrachari, H., Demo, N., Stabile, G., & Rozza, G. (2024). Non-intrusive model reduction of advection-dominated hyperbolic problems using neural network shift augmented manifold transformations. arXiv preprint - https://arxiv.org/abs/2407.18419.\n", "\n", "### Problem defintion \n", "\n", @@ -24,7 +28,7 @@ "f(x)=\\frac{1}{\\sigma \\sqrt{2 \\pi}} e^{-(x-\\mu)^2 /\\left(2 \\sigma^2\\right)}\n", "$$\n", "\n", - "Here we parameterize the mean $\\mu$ values, where changing $\\mu$ shifts the distribution along x-axis. \n", + "To mimic travelling waves, here we parameterize the mean $\\mu$ values, where changing $\\mu$ shifts the distribution along x-axis, \n", "\n", "### Initial setting\n", "\n", @@ -68,9 +72,9 @@ "def gaussian(x, mu, sig):\n", " return np.exp(-np.power(x - mu, 2.) / (2 * np.power(sig, 2.)))\n", "\n", - "def wave(t, res=256): \n", - " x = np.linspace(0, 10, res)\n", - " return x, gaussian(x, t, 0.1) # parameterizing mean value" + "def wave(t, res=256):\n", + " x = np.linspace(0, 11, res)\n", + " return x, gaussian(x, t, 0.2).T # parameterizing mean value" ] }, { @@ -88,94 +92,142 @@ { "cell_type": "code", "execution_count": 3, - "id": "3905836f-e9d4-438c-bb19-eed123e22d28", + "id": "179ac1da-e4b0-4dfe-b5f8-f1ee232d16dc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(15, 1)\n" + "Snapshot shape : (20, 256)\n", + "Parameter shape : (20, 1)\n" ] } ], "source": [ - "n_params = 15\n", - "params = np.linspace(0.5, 4.5, n_params).reshape(-1, 1)\n", - "print(params.shape)" + "n_params = 20\n", + "params = np.linspace(0.75, 10.25, n_params).reshape(-1, 1)\n", + "\n", + "pod = POD(rank=1) \n", + "rbf = RBF()\n", + "db = Database()\n", + "\n", + "for param in params:\n", + " space, values = wave(param)\n", + " snap = Snapshot(values=values.T, space=space)\n", + " db.add(Parameter(param), snap)\n", + " \n", + "print(\"Snapshot shape : \", db.snapshots_matrix.shape)\n", + "print(\"Parameter shape : \", db.parameters_matrix.shape)" ] }, { "cell_type": "code", "execution_count": 4, - "id": "ada0302f-41bb-4e5b-b609-90b01cc044d8", + "id": "3905836f-e9d4-438c-bb19-eed123e22d28", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Lenght of training data set: 12\n", + "Parameters of training set: \n", + " [ 0.75 1.25 2.25 2.75 4.75 5.25 7.25 7.75 8.25 9.25 9.75 10.25]\n", + "Lenght of test data set: 8\n", + "Parameters of testing set: \n", + " [1.75 3.25 3.75 4.25 5.75 6.25 6.75 8.75]\n" + ] } ], "source": [ - "pod = POD() #rank=1 \n", - "rbf = RBF()\n", - "db = Database()\n", - "for param in params:\n", - " space, values = wave(param)\n", - " snap = Snapshot(values=values, space=space)\n", - " db.add(Parameter(param), snap)\n", - " plt.rcParams[\"figure.figsize\"] = (10,3.5)\n", - " plt.plot(Snapshot(space), Snapshot(values), label = param)\n", - " plt.ylabel('$f_{g}$(X)') \n", - " plt.xlabel('X')\n", - " plt.legend(prop={'size': 6})" + "db_train, db_test = db.split([0.7,0.3])\n", + "print(\"Lenght of training data set:\", len(db_train))\n", + "print(f\"Parameters of training set: \\n {db_train.parameters_matrix.flatten()}\")\n", + "\n", + "print(\"Lenght of test data set:\", len(db_test))\n", + "print(f\"Parameters of testing set: \\n {db_test.parameters_matrix.flatten()}\")" ] }, { "cell_type": "code", "execution_count": 5, - "id": "8a3d43cc", + "id": "ada0302f-41bb-4e5b-b609-90b01cc044d8", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "(15, 256) (15, 1)\n" - ] + "data": { + "image/png": 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6dEWee3x8vEvWuRUhj1E05PGJhzxG8ZDHKBry+MTjVjxGQkOhms0mzp07h+3btyO7SjUvCQkJCQkJieVBknX9llAUJCQkJCQkJFYHkihISEhISEhIhEISBQkJCQkJCYlQ3BJE4WYZy3kzQx6jaMjjEw95jOIhj1E05PGJR7/fx3Ls75YgCkGjXcPGlgJydKnImOmbYXRpP+E/Pgx79+4Nffztfg6JjJm+3c4hoP0Yhb1/P2638yjpmOnb/RwKW8+OHj0aO35a9NxajuOWPGKREMCsL2mngUjlAYGpdq+88krkl/NmGF1KCIFlLP/kPz0dP/lPZMz0ao8uJYTANM0Vee5UKiU0HXFiYiL04nWznEOrNaUViH+fN8M5tBITWgGxKa1R759htc8jskJTWuMmtAJiY6ZX+xwCVn9Ka9B6Vi6XcfbsWT4Aau/evV3jp/t9biUnCmYd+JVty7LzNvziFSBdiH1YVG44+/tqjy61DAdH/9ULy/68+37z40hlomN9RcZMr/boUtM08Su/8isr8ty/+Iu/iHQ6HfkY9sW8WUcoA6s7pRWIf5+rfQ6t1IRWQGxKa9T7Z1jt82ilprSKTGgVGTO92ucQsPpTWoPWs8nJSezYsaPt56Dt+nlu3RKlh15x5MiRtqla5XKZh11EjRleK+h8/wxs6h3gMlo/078djtHExITwSNbb9RyKe5+3+zkU9f6DcDueR4cOHcLx48dx8ODBwBCg2/0cCkNnmSBo/LQf/Ti3kisKqbx797/cWOYBL2GjSwG31hUkyS8X9LSKfb/58RV5XlGIjJk+ePBg18SyfhyjVCqFX/zFX1z252XPHYXJyUlhkrCa59BqTmkFxN/nap1DKzWhlT23KILefydW6zxaqSmtcRNagfYx0xMTE9i/f3+oErxa5xCwulNaw1AqldrIQtR0yH6dW8nfjaK4JYLl/k+gniOKztGlALipBog+8MsBRVGQymjL/p9IzQsIfv9hj+usqfbjGCmKgnQ6vSL/ifoT2NS/sCjVm+Ecyqf1Zf9P9PiIvs/VPIfUfH5F/hP9ngHxkbmreR4pigI1rS37f6K1d/+Y6SjFZbXOIcCb0rrc/yU5hzoxOjqKmZmZtp+D0M9za3XmRS8B4+PjbTUbdhBvptGlqwmRMdMMqz66dBUwOjqK0dHRQElOnkMuRMZMM9yO55AfQSRBnkdiY6YZbudzKGg9K5VKWL9+/c015n25x1GuBG6WsZw3M+QxioY8PvGQxyge8hhFQx6feKzGewjapxwzLSEhISEhIbEsuCWIwq04lrPfkMcoGvL4xEMeo3jIYxQNeXzisZLHKAjLcdzkmGkJCQkJCYnbDHLMtISEhISEhMSyQBIFCQkJCQkJiVDcEkRBTiSLhzxG0ZDHJx7yGMVDHqNoyOOzNnFLEIWk0yNv94lkbGrbwYMHlzx5DFgbxyjp9Mjb/Rxi3zN2LgXhdjuHgOTTI2+388h/fA4fPrxsExCBtXF8blXccoFLcdMjb4aJZKuJSqWCL3zhCzh27BgqlQoOHTrU9V5Xe6rdzYCo6ZG3+zkEuAvc8ePHUalU8Oyzz3bFXt/u55DI9Mjb+Txid/579uxBpVLBM888s+oTECV6R2KiQAhBw1r+8a45PX60KxA/PfJmmEhGCIHVai378+qZTOwxKhaL/At5/Phx7N+/v+sxqz7VjhA4zsqMCFbV+PMobnrkzXAOreY494mJCZ43PzIygkOHDnU95mY4h1ZilDsgNs5dZHrkap9HZIXGuYuMcp+dneUxxP7378dqn0MS4khMFBpWAx/9448u+wv51k99C/llGAzlz8V+5ZVX+ExvwD0Zx8bGcPToUYyOjgoPB0oKq9XCb/2zPfEPTIif+/w4UoLtqaJTw44cOdK2EPTjGDlOA199YfkHsQDAJz7+JjQt+jyamJjAnj17AhdA4OY4h1ZznHu5XOYkYWJiArOzs23HoBOrcQ6t1Ch3QGyce9Q5IvKYfhyjlRrnLjLK/emnn8YzzzyDSqXCz6EorMY5JCGOW8Kj0AsOHjyIp59+uu13Bw4cQLFYxJ49ewLHL68ljI2NYf/+/ZHvM2zy2Fo+RkmmR97O5xAbARz3Pm/Hc8iPoHNE5DFr/RgxZbNcLvP5BWG43c+hWwGJFYWcnsO3fupby/5Ccrr4aFcRjI+PtzHUiYkJlMtl7Nu3b8UnkumZDH7u88vvztUzmdjHHD16lNf9isViqPmnc/LYnj17+naMVDWHT3z8zRV77jgwtYVNjwy7W17Nc2g1x7mPjY21jaYNu8iv5jm0UqPc2XOLovMcEXlMv47RSo1zjxvlDoB7Ww4dOoSjR4+GjuJezXNIQhyJiYKiKMtSIugVcdMjGVZzIpmiKMIlguXG008/jYmJCUxMTOD48eNtBqKbZaqdoiix5YGVgsj0SIZVnWrHxrmvAkqlEh5//HE+ivummF7XATbKfbURNT0y7DH9PEZxJYKVQrFYxI4dO/j3zN9xdLOcQxLiuOW6Hvbs2dPV5gag7YsJoO2OyL+t/9+1CCbXAeiS2NkxKpVKmJubC9z+djhGgHtsOs8ZeQ55CFNZ5DnUjqBzRJ5HLuQ5tHawZj0KEhISEhISEkvHLUEU5ESyeMhjFA15fOIhj1E85DGKhjw+axNyeqSEhISEhMRthiTreiKPggCnkJCQEID/uyQSNCYhISGxnEiyngsRBZbENTU1hY0bN8oLm4REj2BfTkII/499n8L+lZCQkFhOEEIwNTXldg8JtLsKlR4AoFqt4tKlS1JVkJDoEf7vTpLvUSdhkARCQkJiqVAUBXfeeScGBgbiHytKFADAtu0VyQ6XkFircOdaOLBtG47jgBACVXU9xJZltSkK7PHsX/9/gPvFVhQFqqpCVVVomtb2M/u7hISERBxSqRQ0TSyLJBFRkJCQEAMhBLZtczIAoG0hZwN7OolC1POxf8MIhBtkpUHXdU4eJIGQkJBYKiRRkJBYRsQRBP/jkhCFqP2xf+MIhKZpXWqEJBASEhJxkERBQmIZwMoLrMTgX6SDsFxEIQxBBMKPMALhVyEkJCQkAEkUJCSWBMdxYFkWbNvmi77InfpKE4Wo/bJ/4wgEUx4kgZCQuL1xy816kJBYbbAFlhEEhlthIY1qvfSTB0Zi/Nv5yxaSQEhI3D6QREFCQhD+DgamILAOhrWwUIYpIX4CYVlWW+dTZwlDEggJibUHWXqQkIgBIwiWZXW1OPa6EK5W6WE50Wmg7HwvUR4IdvwkJCRufkiiICERAtbBwAyKQPhddy/PfasThTCIEIioEsZaOx4SErc6ZOlBQqIDoi2Oy7WvtbYwRpUw2L+shBMUJiUJhITEzQVJFCQkKPpJEG5HhBkpRQiEDJOSkFg9SKIgcdsjaQaCxPJChECwUo1hGPyxMkxKQqI/kB4FidsSnS2OSTIQlmv/pmnCcRxp7EsIGSYlIdFfSKIgcVshLAOh33egkigsP2SYlITEykCWHiRuC6z1DAQJGSYlIbFSkERBYk0jLANB3sXfXpBhUhISvUMSBYk1ibAOBkkQJPxIQiBkmJTE7QpJFCTWFGSLo8RyYCkEQmZBSKw1SKIgsSbgNyjKFkeJlYIMk5K4HSGJgsQtjaAMBFk/lug3ZJiUxFqGbI+UuOWw2hkIywXDMGR75G2KoFbOMAIhw6QkVhuSKEjcMuhscWS4VS+cpmnCtm1JFCQ4ZJiUxM0IWXqQuOmxEmOeJSRuRiSJsw5r5ZRhUhLLDUkUJG5ayAwECQkXMkxKYjUhiYLETQeZgSAhIQ4ZJiWx0pBEQeKmgcxAkJBYPsgwKYnlgiQKEqsOOeZZQqJ/kGFSEkkhiYLEqsHvP5AZCBISqwsZJiURBkkUJPqKsDHPtyNBuN3er8StCRkmJSGJgkRfIMc8S0isLSRp5TQMgz9WhkndepCBSxIrCpmBEA4ZuCRxO0GGSd26kERBYkUQRhDkl92DJAoSEuEEgv3LrhsyTGr1IK9QEssK5j9otVp8lgH7kssvtISERCc6DZG6rkPXdaRSKei6DkVReAmj2WyiVqthcXERCwsLWFhYwOLiIv7tv/23uHLlymq/lTULqShILAtkBkJySEVBQqI3dA7T2rp1K1599VU89NBDq/3S1iSkmVFiSZAZCBISEv2G/xrjOA5arRYymcwqv6q1C0kUJHoC8x/4xzzLeqGEhEQ/8eKLL2JgYAAAkMvlluU5Jycn8cwzz+DkyZORjyuXyxgfH0epVEK5XMa+fftQLBaX5TXcbJClBwlhhGUgSAWhN8jSg4TE0vCTP/mT+OpXv4parYYdO3bgkUcewcMPP4wnn3wSn/zkJxM/H1v4H3/88a6ujE48/vjjnEyUy2UcPHgQx44d6+l93OyQREEiFjIDYWUgiYKExNJx/fp13H///fjiF7+IcrmMt956Czt37sS//tf/uufnZAbKMJTLZezdu7dNdVi3bh3m5uZ63ufNDFl6kAhFVIujJAgSEhJBmDIt/PlMFZ8aGcDm9MovMa1WCwDwQz/0Q9A0bcX3BwATExMYGRlp+93IyAgmJycxOjral9fQT8hbGYkusPKCYRiBLY6SJEhIrG20Wpfx+hv/CFev/j+Jtps1bXzX6+dx6NIMnrtWWZHX1gnDMJBOp/t6XapUKoG/n52d7dtr6CckUZDg8GcgmKYpBzWtMOQxlVhptFqt2Fp7EC5e/A20Wpdx8dJvJNpuolLj/3+2aSTeby+4mToewgjErQ5JFCS6CILsYpCQuHlACIHx+gycSivRdgsLC/jd3/1d/MEf/AEWFhYSbdsyrvH/t6xF4e0utUz+/4u2k2ifvaLZbCKTyfT1WlUsFrvUg9nZ2TXb9SCJwm0Mx3FgmiZPUZQEQUJi5VCdnYFjWYm3a33tGhp/cRH1P/sg0XaXL1+GZVmYmprCyy+/LLwdIQ6aTW9f9fq74vs0vPc3ZdoRj1w+tFotpNPpvuyLYWxsLPD3u3fv7uvr6BckUbjNwAyKhmG0KQgyN11CYuVw7f138ccH/le8+If/d+JtW1+/DgCwrzUSbTc/Px/4/3FoNMuwbU9FqNffFt62nShYPZU9kqLVaiGbzS7783aWESYnJ1EulwEApVKp7W/lchm7d++WioLErQ1GEJiCwHIQJEGQkBDH9MUqvv4nZVTnkpUB3nnx7wEA737979Gsikv5zkJ7nZ8kkPP9C12jIU4yWs0LbT+bprhBz196MAkw34fyA/MoLMc1bGJiAgcPHgQAHDx4EOPj4/xvzz77bNvPx44d4485cuTIms1QAGR75JqHzECQkGjH4h//CRZ///ex8b/8DlLbtwtv11gw8Ve/5d5d54ZTePwf3iW8rWV6C375xMt4+HufEtrOvtFs+9mpGNDWi90990oUTHOm/TXYVaHtWg7BjY5yw5Rpo6ivbMuiYRjLZmYcGxvD2NgYDh061PW3TiJQKpX44/bs2bMs+79ZIRWFNQo2pIm1OFqWJVscbzLIz2B1MP+f/zOcmRlU/tOvJ9ru3KveAlqbTebon7/mTTasXL8qvB2pmm0/O3Pi+/WXG+r1unAZwDCn2n627VrII9txzbBAAGRVBaVsCgAw0wefAjMzSqwcJFFYY5BjniVuGRCC1Bt/DPX6qcSb/tYbv4Wf+JufwB+990eJtnN8d9b2jRuJtq36ug6aNXFTouM4qPiIQqsmdocOAE4XURAreZimiWrV2w/zJYltOw0ASKU2AQBspy603SXDfa13pHUUqGrZcPpXepBYOUiisEYgWxwlVguW05thTT99DNnjB1D4wx9IvO3/OPc/cLV+Fb996rdRt8QWMgAw33uf/799/TqILX7HW583ff8vfmdfnZmCbXrbtmpid+gAQBbbiQJpiBEUpiZkMhnoulthFi0/sNJDNnsPAPHSw5WW+9ruSOvIqO41p9njuZEEK2VmlPAgicItDkKIbHGUWDUcf2cKu3/1RXzx9WvxD+5A6r0veT/YZvgDO1A1q2jZ3p31THMm4tHtMN72HPykXod18aLwtn5yUK8YwlL+/PX2Y9OqJTAzVikxSLuXamKI3aHXKBkZGBhAPp8H4JYfRGAabukhl70XAGDbYtvNWi7p2pDSkeszUeh3e+TtBkkUblH4Oxhki+OtiZtlHhshBIcuzuDXL4kvuAz/5cULsAnw7/7iPZhJHO6EQJ16h/+oVj4Q3vR6/Xrbz0mIgvVB+36cBEl6fqJgmQ6Mhpga0Vh0w45UemffTKIo0NKDNuJK66QldoyZepDP5/n45eSKwt0AxBUFRhTW6SqytPTQJP0pPUhFYWUhicItBJmBsPawXGSh2byIU6eexszM3ybe9m/maviv1yv4L9cqmDKTBQLldO8S8rX3xdvolOo1qFXP1KfOvh/x6HZcb/ROFJxK+3Q/Z0Hs7t5xCBodZYBaRaz80Fx09zG8eSuA3jwK6npagzfEyAlTD3K5HK/fi3gUCHFgWu2lB0fQzMiIwoiueaUHuz+KgvQorCwkUbgFwDoYZAaCRBguXPxPqDfew9nywcTb/tfrFf7/l1rJiMK1Ba8EcHm+GfHIdij16baf1ZkzwtsuRVGw5yptPzuLYtHGzaoJ4gCKAgxtdO9eW3WxY8VyE4pbPKIgQhAJIVxRUEfcfYqWHph6kMvluEfBEkiFtKx5EOI+LsM8Co4YUZgz3de2LqV5pYc+qGbL2R4pEQxJFG5ihLU4Sg/CzQtiOmi+NgWnmbwt7P3338f4+Di+8Y1vJN7WtrwFz7Qqiba90PTulC+2xL0CTdPGjap3lzpbF99WabQv7v0qPbBSg7punfuzoKLAjIzZwRTSOTcXwBT8jJtV97MZ3rQFAEAcB6ZAGYDUbYDyAnXErcETQUUhiCiYZvznwzoedH0ddG0IAOA4TU4eouBXFLJ99CjI9siVhyQKNyE6CYJt2zID4RZB9S8/wOL/OIfqX3yQeNsXX3wR58+fx8svv8zNaKKwfORgceGk8HamQ1DxeQuSKAqXK+0KwmxNvBNAqXcs7k3xiOFrDdccOJgaBNAbUdDvcsOSRBUF5k/ID6WQyrhEwRK8u2elh8LIemjUdNcUMDQyNUEp6FCy7mKf1KOQy+WQSrmZBiKKgtcauQGaVuC/FzE0zvlLDwr1KPSpPVJ6FFYWkijcRJAZCDcHvvaH/w1//3u/C9LDRa75qnuhbb2ZzBhICMHiord4+P8/Do5jotnyYndr9beEt2V3gQysF14EF+c6iUISRcH1MxDFXXSVVkV42+mGe4wfXPcgAHGiQBwHDm0b1O92jXpEUFFo0kU7N5iCTjsQzJaoouDuIzswiGxhAICYT4HQ0oaS16Fk6KV6CYqCEFGw3M8llRqBqqahKO62jhOvgPgVhX53PUhFYWUhicJNAJmBsPw499o0Xhovw0lopqrPV/DG3/0VTv/9cbz94lcSbUvMdmKRxKjISksMSYhCs3W+TRq2EpQepjuIwuUEisJ0h4KQqPRAPQrOOjdCWWmJj0FeMN3Hbh90t51rzUU9nIMsLgLU36Pfdae7f0FFgXU4pPO6pygkJAq5wSHoGffO1xIxFtLShpLToKTdfa68R8E9Hro27O5bcdUIx4n+bJuOgzolBSO6KnMU1hgkUVhFyDHP4bBmZjD1uf8DxgfnE29rNC18+ffexVsvXsX5U+JOfABYnPFMdq/9zV8k2ta62l4ucARd8QC6Sg1JiILVMbQnCVGYNXtXFBab7sJz9zr3Ip2MKLgqAClSotAUJwqLhntstuTdmr9o4BIzMiqFArSREQDiHoUWDTrK5DyiYAqWAfyKgs7KAEZ8wqJD96lktcQ5Cr0SBduiiovOiAL1RpDoc3nOcl9XSgEGNBU5tX+lB8MwZI7CCkMShVUAa3E0DEO2OIZg5tBhLP7Zn+Hy008n3vbMCS+rvjor7sR3H+/J2AtTNxKpAnbHpD/runhiYCdR8MfvxsGy2hc7yxS7wwaAaUoUtqTcxW/eEr+wM6Jw73o30CeRR4GWHpx17rjeJIrCoum+3015N2JYlCg48xUArpFRGaJGPUFCZjJFIadBp2UAS6AMQBwHLT9RSGfotvGkiisKWR0KJQowndhzkhDSlqOQxMxoUaKg6e7xUVV3AXZiiAIjnOt0t0zaTzOjVBRWHpIo9AmdGQj+SY43NUFYvAo0xBceP16beg3//uV/j1euv5J4W+PddwEApNWC00o20vf6Oe/ivzCVlCh4ioJltGA0xBd70hHAY8+I73spioJtu49VVfdimaTrYYaWHrZn3QVh0XbgCJKjBVqmuGeEBvqYDuqCNXSVKgrOCFUUjEXAid/WcixODDbnNrv7tcSChJw59zzWikWog64R0lkQIyhMUUjntESKQqte4wt7ZmAQOr3zFVEUgkoPAIAYVYH5mwAgm80mMjNaNi096O2lBxJTevDCltzX2e/Sg/QorCwkUegTHMdBq9W6tVoca1NI/+5Hkfr9fwQk7IeebkzjX375X+IvP/hL/LfT/y3xrhXfHULzlWREw9/fPj8lPl4XaFcUAKBeESdJpNl+IXYEc/mBJSoK9OKeybgGPctKoii4r3E7nfbnAKgJXtwX6PvdPJRBhgYvzQmWH1h7pFP0jXkWUBVqpnecNuVcRaFhN+AIJADy1kg/URA8zkadKQo6VxREzIys7JDK5aDpOu96ECIK/tKDrgD0UhFXfmBqQiqVQiqVSpyjAIC3RqoqPS/iFAWfkRHwiEKrDzkKUlFYeUii0Ef4yUG/CMJbVxfw4pnk0bwAoH7wIhSrCXX2jKssJMDl2mX+/xeqFyIe2Q1CCMxLl/jPrdPiLn4AaPkWq6UoCgBQS0AUnA5FgQgG8gAeMdiyxa27J1IUaOmBRe66oTlid/bsAr8trSNFT8mqYBQzKz0MZXUM59zFqNIQJQq066GwGSTlli5Eyg+s7JDTchhKD/Hfi6gKzKOgFotQaKwxaYqdHwZTFBKaGVlrZHbAJSas9GAnKj3QrieWghnz+fhTGQH0RhQ6PQpOnEfBi28GgBS9vpmSKKwJSKLQJzBy0G8FYf8fvY5/+Qev4tjJy/EP7oAy48XqqldfTbRtxdfuNt2YhuUkGMs7Nwfiu9OzZ5IRHb+iUK20hGrJDLW5dmNgEqLAFAV1kN6FxRAF/7nA7gI3bNgAQHyAD+ApCtnMnfQ3DixbjGgs0EVnWNcwpLkL4IIldrwW6UI2lNVRoNK4UOmBOEDLfX0kOwyScRd8EaJQNd3zYjA9iLSahkbbK0V8Cg69u1eHhrhiJU4UPI9CotIDbYNkbZGJSg8NVnpwF3pFc88XYkUvvn4jI7A0oqCyrgciVnpgigIjCpZMZlwTkEShT1iNEkPDsHFj0b0gfe6v3k08V0C5fsr7/6uvJdrWTxRsYmOqMRX+4A5YV9vVC3tmOuSRwTD8CzQBqnPiHodW3ZW288NFAN3EIQqs1KCxuN0EigIzmg1Rk51pmrzOHAemKOipEWiauyCJGhprlCgUVAVDmns5WBBVFFqeolBIu4uREFEw61DgnoskPQCSoXevCRSFgdQAFEVBTncXQxGiwMinOlCAyu5ATRNEYAH1dz2wHAURAmo03UU7nXNVE8/MmKA9Mkv9CTq9hsQYTlvU08MWT+ZREDEz2pR0MjOjooopChX6mphHgb/UPsw9k8mMKw9JFNYw/H3uhuVwqVgU6vS73v8vQVEAgMtVcUXDqbVf9O1pcUWBOIQrCuyC3qwlWLDpHSbL5U+mKLgXdjbpL05R8IMN7BkYGOC/awmaOJl6oGuD0HU3mli0RbJGcyYKmopBPSFRoOfTYEZHnh7rmsDiqTA1QdEAPetTFOLTGRlRYKmMeZ2OUBZRFKgPRCkMtHlgSMxxJoS0dT0kURRYVHMqS+/umaJgihAFn0cBACiRIzHZIJ1EQVRRIMTpylFQFbGuhwVKFIboOaT3SVEghMAwDFl6WGFIorCGMVNt/3JfSTC0BwCXhwFAmTuXaNNOonC1Ju5xcDpkdyuBomC2bO67HNroXpxbCRIDGVFgk/4SmRk7FIUkZkZGFDKZDL8DFCUK/C7QRxRMQUNjjaoWA5qKQboQLQoSBWZmHMrpyFNFoSZQt1cMWlbKDLhTlrKUKAjEOLMMhU6iIOJRIJQoqAMFIJ129w2AxMxdMFsOP6faiUISRaGDKPRSehC8TfefS4A4UXDHSTt0G6ryqKzrIZoozNMgK6ZK9dOj0Gw2JVFYYUiisIYxXWu/GPkn/QnB8DnCa1OJOh86icKV2hXhbQltSdS3uot1EkXBrybkh1iufgJFocUUhW0AgFolQemBKQrrWenBjCz3+MtRTBZOp9P8Ai9MFFjpQR+CTiVj/5CoKDDjYkFTvdKDQJZCy3LQoo8bzOgoZBJ4FOh5RdLuYk9SdKaAGa8K+D0KABKVHliHg1IouH4h7lOIPs7MyKhqCrSUCo26Pm0z/jgZXYoCLT20ohde4hDeBumVHqiikLD0oFHvCZs6GwamJqhqjucnqDxwKZps+70ugI8o9KE9UgYurTwkUVjD6FQUriZRFGwTiu1dQBWr2U4cYjBvuHeHdxTuAJCMKDCJmA3uIfV6l8oQBkYUMnkd2YJ7JyWqKDi2zWvHQxvc1rtmgjZFJhWz0gMcrxwRB3YXmEql+N1RU9Box0oPmjbIB/nYtthQKeZRGFB9RCFmQQG8soMCoJDRuJmxZsSTMoUTBbfMQlLuIqqY8aoAUxQGUu62SUoPnqLgbitqaPRaI93uAy3lHidboABvNut0W0oUUmKlB/95w4gCMzMiYelBpSmJcZ4Xy243MgKeR8GJURR46UFjpQf6nH3wKBiGwY2bEisDSRT6hNUwM04thSgY3kJDqPyo1MQNiUxR2FHcAUA8jx8AnLq7YOgb1vOLuWjnA1MP0jmPKIgqCkxNAICB9esBeObGOBCH8Iu7OpDyIncFyw9LUhSCiIIjcIdNCM9MKGgKBumdp0jpgRkZB7I6VEXxEQWR0gMtaVGiANoeKaIodHoUkikKzKPgHiNOFFoxRKHhkU8A0HRGFOJTElkpq8ujEFN64OdNRoVCMwnY6rtSioLdkaEA+AKX4jwKHaWHfnkUAGlm7Af01X4BEiuHCs0T0FUFlkOSEQUabEO0NDC4FaicB2o3gJGS0OYsGIcpCp2liCgQqh4o+QK0DRtgXboEe3oaKaowRIE50VMZDZkCrfULmgrZRV3VNOSG3LsqQ7RN0XJAjfxQ0hrUnA7HMODULWgj4ZsxAskUhaREgRAbjuO+bk3LQ1OZohCvhNR9snBBVbkRTcTMyLwIA5Qg5JO0R1ISyhUFnSkK4qWHXhQFJ0RRcGIUBX8qIwBo7HaZAI5NvJ8DwEoPaUYUMixHQUxR4GUHAArPURBTFJgcL6woWKzjwVMUvAjncFWOEMLPmaHO0sMKEoVf+7Vfg23bsCwL169fx3333cffa68ol8sYHx9HqVRCuVzGvn37UCwWQx87MTGBkZERlMtl7NmzB6WS2PXxVoMkCmsYDZq/XtqQx3s3ari2IE4UuOEsVQApbIRSOQ+lNgXRr71huxdClsc/L+BoZ3CoR0HN56FtWA/r0iVYgooCqxvrKRUZriiIlR5MajxLZbLI5N3FxGw1YVsWND36q9I2OTKlQs3rcOYNoc4Hx3G40SyVSiUiCowkALS2rLkLp2PHL5ys7KACyPraI0XmPbBzK9dBFBJ1PVCfAVcUBAyJjBAUqK+hoLv/xpkZCSFe6aFTUYghCmbTS2UEwEsPgHu+MYUheFt6TiU0M3IjY9Z33mliev6ylh4EApcaDuEvqZ+lh6GhIXz9618HADz55JNIpVLYuXMnPvOZz+Dnfu7nenrOvXv34uTJkwBcIvDMM8/g2LFjgY8dHx/HgQMH+M/79+/HkSNHetrvzQ5Zeugj+l1+YGYzNrTnynwCMyMrPWQGQAob3f9PUHpoUX8Di9mtGBXhbT1FIQdtvRtAZE+LdT5YdMHWUiqyTFEQLD0YPpk4k897vxeY98DlYF2BoircqS5SevD3tydVFGzHWyBVNctzFEQ8CqzjoaC5aaED9CJfE1AUGvQ4Z+kiyQOXEnQ9kLS7YPNkRgFFoWHTMCGqQmR1d7GPJQrNJh8xrST0KDCiwKKbVc2LU47zKXQqChrzKMQpCq1wRSGu9NDZ9eAvPUSVSnhrpO6VHrz2yHCyPU/PF10B8rRM0g9FYd++ffiN3/gNAMDly5fx7W9/Gz//8z+PBx98sKfnK5fLbT+XSiVMTEyEPv4LX/hCT/u5FSEVhTUMg15Q7qFE4fpCk4+yjt+YXsxTBYAShSQeBUYUNufdwT01swbLsaCr8accy1FQ8wVoRffuxpkXc/Fb1Cmup1VeUxZWFFqMKGShahpS2RzMZgOteg25waHIbZmioNC7TYV2ARCRFjp6YVdVFZqmJTIzOjYtl6hZ12hHFQXbESAKvrAlAMjRfxsCQU/NDkWBdT2IKApgHoVMh6IgQhQoIchp7sKbptI4U7DCwNQEaBonCMJEgeYlsLZIRVGg6Sps04ntfDA6FAVNp0mHdkymASMKGd8wKH1pZkYAkd9/1imjaYP8dwr9vkZ1PSxSAjaoebNrmEfBgeuFUVfoJom91+HhYWzcuBE7d+7s+blYGcGPkZERTE5OYnR0tOvxIyMjePzxx3Hs2DGUy2U89dRTPe/7ZodUFNYwmKKwdYhOFbSJUJ87AChMUUgXQPKUKNSTE4UN2Q1Q6O0X64SIA+twUPP5xFP+bLqA6SkV2YFkioJnPHOPVyZfoNvHL7rLQRTS6TQURUlYenAXIlWlC5Eq3vXgD1sCgDxdUBoCLW2s9MAUBZ6jIGRm7PAopOjCbcYTI04UqKKQ0eixcqKPVWdrJACezhifo+D5XhiYL8GOubs3G+1dDyotYdlmzDlJyYmS8V2iNTFFodOjwBQFINrQ6A/uYlAURhTCXy8rVQ379pPy8QJzBcsPzWYTqqryrIiloEKHhnVidja4RZqVJHbs2IFjx45hz549S34NNyukorCGwe76hvMpZFMqmqaDubqBgazAx848CulC4tIDIYQThayexVB6CPPGPCqtCtZn18dv3/BKDyqNNLYFhyS1lx68rgcRJYXVk5lMnCnkUZ0V7HzoIAoqXVQcAaLASg8saGlJRIG3Rwp4FHylBwDIs9KDkKLgPiaXoopCAjMj63ogPXQ9dBKFtJZMUWD+BADCOQqBRCGlAg0bdswqyMhnOuu+R01nZYDkioJI4JLjOPx8ClIUonwKzACr6UFEIfxz5UZGzduP7vuuWYQgg5VRFPox5yGMQDz//PP47Gc/i9nZWezfvx8ApEdB4tYDUxQyuop1eXcRmhOc7uc505OXHkzHBKG2x6yWxTDN8hc1NLL2SDWXg0Ylf3FFwWdmpKUH4hChFD2uKGTaFQVDgChwMyNdOHtVFIBkRIF5FDStkyjEdz1UfRkKgFdfbsRI24CPKKTbPQpCyYwtRkKZotCDR4G+34xKj5UdpyhEEYVoJcOid/e67+7e3yIZuk/HaStnudvR0kNcnDIjCunu0gOJ8JD4z5lOjwIQrSh4bbZejLiIotAZ3+y+1HaisFJgrZHL4f8qFotd6sHs7Gxg10O5XMbZs2exZ88e7Nu3D2fPnsXzzz/f5XNYK5BEoY/ot5mReRTSuopijhKFuhhRUNgdmpYFGXANiaJEwX93l9EyGE5ToiBYemB97Uo265UeRBUF6lHQ0hr0tMYd6s2qwOQ86kTXM+6Cne5z6aE3RYF5FKi0zboeBHIUana7opCjhKEuoCjUeemhs+tBoMxjticzgrVHCrQ4hpUejJhAIIdOcVQG/ETB3Tbeo0C7HtoUhfh0Rsv3vKnO0kMcUTCYmdG7RCvsjj1CUWDnkq7rnCD4p9ZGKgpWb6WHzgwFwLNTACtraGy1WsumKIyNjQX+fvfu3V2/m5ycxBNPPMF/LpVK+OxnPxuqPtzqkERhDaNpec70dXl38asIEgWwxV5PAzlaLmiIhSY1qcFOgQJd1VHMFAGIKwrEcF+jkk7z0oOzKGhm9CkKAJChve+GwEAsdvFmd32sRVKk9LAUouBvjQQ8ZUFk2p9js9IDvWNN4FFgOQpMSchrzMxI4MRc3JmikE0xj4LGfx8XQsQUBZJpVxQQk8xoORZMxz0mnaWHOEWBcEXBd7csbGakvhdfB4KeilcUmJFR1TR+Tqmau/DGKwr0eYMUhQii0GlkZGCkIYoo+BM+GRTQ81ik9KD7yiSKwn0KK+lRWE6i0JmBUC6XsXv3bq4oTE5OcsVgdHQUJ06caHv8zMxMoOlxLUB6FNYwvNKDhmI+maIAmz5OS4NkfWOAHRtQtYgNvYt2RnMlQaYoiLZIEnpXpKTTUGg2vrMgpijYPo8CAKRyOrBg8ha36G1Nui0lCgV3ARMiCkYHUciKEwUmB7OLOSMMhsAo4jCPguM0QIgNRQn/rFh3Q67DzEgANB3CiUMQeNcDLbVkdG9b0yZIR4QQKaaX0QH4Sw/RRMHfAskVBVp6iPMocDOjX1Gg5xaJOc6dXQ8AoLLSQ8QqyNpqU7kcv6PXUlRR6MWjwO7YBUoPnbMPmE8huvRAPQqBXQ8CpQet/b5TVxSYhKxo6YERheVSa48dO4aDBw/iiSeewIkTJ9oyFJ599lk88cQTOHDgAEqlEp566ikcPnwYpVKpzaewFiGJwhpGy3IvCn6PQmJFQU0B2aL3++Y8kI+IGoR30WaycFKPAicKqTQUKtkmNTOyO740XbANgTwD26JEgSsKzKMgkM5IF86lKArMuc2IgoiiwD0KHUQBcA2Nus+Y1okmVRSySnt7JOCSiLwWLjjywCX6frO+EKKGaSMdEULETItcSaCzHuLMjIwo6IqOFI0VF1YU6l7LLYOSpvHEMUTB4mbGbo+CFaEoeOZYL5NDo4oCsW0Qx4ESliTIiYK/64F+PhFdKWGKQlzoEiEk2KPAFYWIrocAMyPAfAoE9goTheUcCFUqlXDo0CEA6Opi6AxeGhsbCy1XrDXI0sMaRrBHIf4uFQAnCkRLAVqKh+OgWYnd1K8oAPAUBcEYZ2Ky0kMK2hCdMFitgggMK+I5CpwouBdmI4GiwOrIvD2yT6WHTqJgWVZsmh4vPVBzn6KkeV05zqfAiAIjCKqi8P+vx7RIemZG933qqsLXsVZM+x5TDhhR4BHOjukpWQHoDFsCEngUeCeNt2hDWFEI6nqI9yjwjgffwCLV18YXpSoQ3h7pU4Q0ZmaM9yiElR7CFAVCWpwM6IFdD+GvleUoDOvt6hX7aSXTGVutlhwx3QdIotBH9NvMyC7mbYqCaNcDNzNStk5VBaUZrwowj0KXoiBqZvSVHpiZEfDk48iXTe90NerGZ/n8QqUHm3kU3IujZ2aM36/X9dDZHhlvDGREobP04P9bGDrNjIqiQBWc99CkJCTju6vlRCEmnbEzmVFRFGRSnk8hEqzEwBb8lG/xjkhY7DQyAgnaI2knjZL3tuWKQswkx6DSgy4wQbJzxDTgqVVAtE8hsPTAFJ8IosBCupIqCpbFFDsVqup9Ht5QqPgchU5FQeOhS7eGmVEiHJIorFEQQtraI4vUzCje9cA8CvRCQX0KIooCu2izizgjCgstMUNim0chleLlB5EWyc7SA7u4C5UeaAgO9yhwRUEgwpkpCvrSFQV/eExc+cErPXh3VTydMSZLoVNRADyfQpyiwAOXUt5CxsoPzShFwTZd5QDeeGloaRDqpYhqkQwiCqLtkSybQ835FkEqWZNWOFEgxGutDWyPjCBFBh0xnfLd8ar+VkUhohBQeuhBUYgjCp4/YaDthoZ5XJLmKAD9mfcgiUJ/IInCGoXpu5ike/EoOIwo0C8hVxQqsZt2lh7YSGA2+S8KxHEAegFV6ILtdT7E+xQ8M6N7gWODfIRKDx0ehTS9wJut+GFF3aUH+tUynUipGPDkYEYQFEXhddc4Q2OnmRHwiILjRL9ulsCY8RMFTaxF0gtc8i4hTF1gRsdA+IkAUxIURcin0JmhAPgUhZjSQ7CiQM/tiGNsGd5U0HYzY3wyo8nmPPhKD4qqQmEdCCFEgdjEW13TyUoPYWbGuNJDkD8BEG2P7M5RAMBjm1faoyCJwspDEoU1Ctt3R6ipSg9dD6z0wBSFovuzAFFgLWzMcMZGAi+a8Qs98d1Bszs+Vn6we1AUuJkxSdcDJQqs991oxEcLdxEF3wWexKQVdioKgLihsdOjAHitknYMUWixroc2RUEsdClYUXD/P8qjwBQDomheWQsAocOdFCv8WAcqCpqYosA9Cm2KQryZkQd1Ke78EAbWVROtKLDSQ77t9xrPUgj+bP3nS3vXw8qZGS2qKHSaX4UUBWqa9kc4A/3zKEiisPKQRGGNws/iNUVp8yjE9bm7T+C1RwJI5FGwmCmKtlYNpsUVBf/dHSMKGlMUBIiCQxc4lsWfokTBTNT1QE2FGaYoCIzn7vAoKLrq9b3HlB862yOBBESBehQ01U8UaKnGjn7dTFHI+jwKrPQQF+Pc7Oh6ALwWyUaUR4F5EFJ5V0lgoEQBCYkCHwrlGJHnNVMU1ABFIYoosFTGVFptk+Q1umg7EatgkKLgbhuTpcDOF13xyAEgVHrolSiwsKWkioJFCGr0PBoM7HpAbCbHUiDNjP2BJAp9RD/NjE6nokC7HgzLEcrjb+t6QDKPgu3QhY/ejTBFoWbW+N9CX7f/os1KDwnSGR16N8v63JOUHtiFm/W6s5kPrM0tCixWV/HJr6I+haUoCjYvPfjq4PT/40oPLU4U/KUHL3QpCp2zHtz/d987a8sNgtfx0L54eopCuDIQ1fUARJcfSICiAJrAKaIo6Jn2u2V2fjlRfoGO2SF8W/rZhnkUAjsegBXterADwpaAeKKw4FOPOksPjNeIjWTrDVJR6A8kUVij8CsKquIm57HedqHOh7Cuh0YldlPLaVcUGFEAgHpcTC+7aKdS3pS/IfEJkja9iKr0KpWo9NCRzMhKD7Zpxkfu0jtLxRc0pPaBKBDCRlR7F0umLsSVHljgkp8o8Bjn2K4HVnroVhSiuh64WbGDKCRSFLRgohBVfnCCPAop8dJDOtshq2sCHoWOEdPettExzoEjpiHW9RAXuBRuZoxWFBBCFBZ9o8r1jhshrU8eBakorDwkUVij8F8PNNXNeh+md9fzAkRB8QcuASC5ovuzgKLQWXpIa2l+QV80olUBf8cDQxIzI5OCWemBKwpCXQ/tyYys9AAIlB/YgqF1KwpODEnpbI8EkMDMSOOyfUSB+RXY38LQJKzrwV96YDkKgu2RAR6FyPbIzrAlBgGPAiOZfkVBUzSo9DIW1SLJRkm3dT1k4ksPJh8IFawo2FF3940QRUGPLj0EdjwAvtJDfDJj5+IZpyhwj0KIouCEEIV5NuehI0MB8DwKAjPGeoZUFPoDSRTWKBiLVxWv5DGUdRfARYG5B0vxKHSWHgBPVYjzKfjnPDCwfH42ATAKDr2IqnTB5h6FBF0PLI9f03VOGli9OfR120xRCCg9CJoZ/fkJ4h4FqigoPqIgWHpoBpYe4tsjTduBxVorA7oeos2MLEOhnSgQnb7+CKLQpH/zEwVFUTxDoxOuKLBkxiBFIarrwQxIZQT8HgUBRaGDKDAPjBMSuMTnPHSVHmhM9koqCiFmRiD4HA6LbwY8j4Lserj1IYnCGgXretB8i8AQTSkUIwq+oVBI5lHoVBQA8c4HFn6j+BZNlc5ccGISEt0Y2rDSQ/IcBSCBoZEtGL7Sg0Jd8mwOROh+l8HM6C89iJoZg4gC+/9mhKLgVwxyQTkKUe2RFlMUgksPQl0PWvu2caFLxLb54Cd/MqOQmbHZncoIeO2RkR6FEDOjGtf1EDRiGsvT9RDqUbC65zwAPo+CE+JRCMlQAHwCSOirXTokUegPJFHoI/ppZmREQfXtc5AShYUkioLaQ9cD8ygoHlFgnQ89lR4EFQXigPe8c6LgMzPGdXs4dnvXA+DdDRoxhkauKPhLD+lkikKQRyGu9ECcbo+CuKLAPArdXQ9RZkZGBFQFSPlc+RkqP0cFLikhpQci4FGo292lByC+RdI/HVL1ZxokMDN2EgUeuBTV9RCjKIT6XgJGTLsbRnsUbNvm51LS6ZFscqSesOshLEPBfbnu613JoVCGYUii0AdIorBGwVqSghQFIaLgsK4HeqHgOQrxo6ajFIWeSg904p9TiyYKjq92yy7k3IRGfD3xIQhSFNI5qijElR4s1vXgUxRSYorCknIUiLs4Kqp3vETMjBYhfPxvkKIQSRQsr+PBT349RSHKo8DaI3s3M+Y7yhb+FskgsLIDNA3wS/Lsc7ZtkJBF2/ModIQJCQQuhSkKvPQQ0h3Cux7SnaWH6K4HP6lMXnoIUxQo2Q3RBebpexjSwj0KMQ00S0Kz2ZRmxj5AEoU1Ck9R8H43kGGlB5GuB3rhpGZGrigYtcjBPUCwoiBMFNhAqLbSAx1HHEMU/Hd3TFHQUip3i8f5FDqTGQEglaEtkrGlB7pvPbmiEFR6YBf6+NKDSxRUJag9MqLe77t65wK6HqJKD6y91t/xAPiSGSPbI6MVhajSA/MoZPX2hSFOUXCYP8E37hnwzIxAe9CXH2GKghqTo0AICVUUVE2w9NDZ9RCjKLCyg67rbecSsHLJjKzrYTjCo7DSioIkCisPSRTWKNg60K4ouAugkKLAkthUesFhHgUAiBkXzcyMfkWBxzgbyYmCUkiuKLALuaIofDBUXItk5/RIwMvpjy890LtArdujgBVSFAghHlHwKQpe10P4a275iEBGCVAUogYPWd0dDwCQSaQoBHc9ICJHgXc9JPUosI6HfPs+/edYmKExrvTghHQg2JYJhy7KYR6FxF0PvvbIoDJamD8BSKAodJkZo4nCfETpQe2TR2E5x0xLBEMShTWKIDPjYAIzo8LMS8z1rGq+UdPReQadOQoAMJAWjHFmF0/foqkKEwXPyOi/c+SGxpgWSW96pL/0QBWFuBjnJSgKvRMFCwDt8ggMXIqQ8X1GRv+xynEzYzhRaBjdqYzuzwkinDt8BkIRznZ06SGs64H4FIW216LrbjkC4T6F0K4HXnoIPk7+UpW/zdbdlgYuJe568MmDAbuNIgqx7ZFWbx6FxYiuh354FGSOQn8giUIfsRpmRk3p9igIdT0QerHyLfagUyCVVvRizzwKPbVHsoFQfqIwwMyM0duyi7aqtR/nFH3f4h4F34It2PXAPQoBisJKeRQI8RbGoMAlNgciCJwodJyTPHBJoOsh16koJBkKFaoorEDpodEdtsQQN0HSislRCCs98BHTmSwUtdPfQBUFM2Hgkv+8DlB8elUUCLHhOC4J7/QogM96sAJVDJ6jEOBRYHadlfQoyNJDfyCJwhoFz1Hwlx5yScyMzKPgG26UcYOP4koPgYoCa4+M63oIIgpUMiaNBkjIHRHgycBahwzKZOMojwIhJNijwLoeIsyMhBB+4U6ao+C2dIa3R0Z1PTg+856i+EoP3MwYvugGxTcDYooC8yB0eRQExkx7Ec4dRIEu9kkDlwCB0gNXFPJdf+ODocxkpQdGRu2Q0kNYKiPg63oIURTA2yNDuh6AQKIQFt8MRBMF2/aUurD2SBfd2/IchaCuB6y8otBsNmXXQx8gicIahROgKAzywCUBM6PT4VEAgIx7EVFaMaWHgK4H4cFQzOCV6lYUAJ+DPfAlhygKjChEKAqObQOsU8Sfo5AVUBT8F+22HAVGFMIXTsdx+J1aUkWBpzIqmTa1SqQ9shHQGgl4ikIjQlFoGMGKQpa1RwoNhQouPQh1PWjtC35seyT3KHQv2ojJUmDkMtUZ4cxyFGIUhc5URnfbGI8CPb5Kxz79zuSgzoewsCUguvTAjIyqmoWqptr+pvqIQlD5YbVzFGR7ZH8gicIaRaCikKg9khEF34WCKwrRqsCSkhkDFAUlneatbFE+hVCiQPvRo8yMfge6P0dBZDAU8S0W/hwF8NJD+H4t32LhJwoiXQ88lVHtaIUTiHAOClvy/xzpUQiY8+D/uSUw6yFp4JLpmJyAdpUeaNklrD2Sz3kIVBRY6SGYZLD2yO5kRpajkFxR6DlwSVF8DsHu/fZaerBCOh5c+BTFgFHTrPQwHJGjsFLJjIQQtFot5AKOscTyQhKFNQp2HfGvmUnMjHwIjOJXFFyioPRgZuRdDz0QBUDMp8Au2p2lh7SAR8F/d5e09AD/YqEFKQoRBMV3h5c0mdEhLJWxwyynxnc9hBGFXMIcBT8yCdojuyKcU9GKAlMTgB4Cl9jkyCiPQshxtsJKDzHJjGGTIwGvPTJx1wPgnV8Bn4+ImTGw9BCSygi0lx46FQVCCG+PHIzwKMhZD7c+JFHoI/o6ZjogcGmQ5Si0rLYx1MFP4F6siL/0kKUXkh5KD7zrIcajwLsetA6ikGcxzksoPUQqCpSgKCpU/4ItUHogPlamqH6iEG9m9BsZ/eeHkJkxTFFQPUWBkOB9s5yEXEfpgZUiDEJC7wQbITkKuRUcCsWIQkpNIdUhj8d7FLoHQjHwYK8QM2OoRyEmmZF1PaQC9sm7HgKIArEdr4Oms+sBiAxdEvEoRJUeghSFKKJQdwh/qUE5Cv3wKMj2yP5Aj3+IxK2IqFkPhAA1w+YKQyBY6cGnKHilh2iiEFV6qJkxMcyhigJtkYxUFChR6MHM6E2ObN+vSOkBASOmATGPQpCREWgvPRBCAkmmF7bUmeufbXuMpnXf1TJFIdOhKOR9JKvhEAxo3fuNUxQi2yOtYDMjiclRYK2RWa3b4R6bzCikKHRv69iEn1OdXQ98KFSImTFKUYiKcOatkejuegDczgcCLGvXgx0yORJgNzcaALuLKDB/gq60h3YxxORDLQnf+ta3UCgU0Gw2l630UC6XMT4+jlKphHK5jH379qFYLIY+fmJiAuVyGSMjIwCAPXv2LMvruBkhicIaRdCsh0xKQ1pXYVgOFptWNFEg3R6FpO2RfkWhkHIXesMxYNgGvwvs3i2VXTuJApv3EOlRoKWHLo9CvJkxqOPB3ZYGLkXkKHiKQjtBUXwehbDFnhEFveP9+idJmqYZeNfEiIJ/xDTQSRQawUSBj5huf03+8KWm42Ag4E6ReRQ6cxSYwtCIbI/sLcI5LL4ZEElmFPEodBMF//nS6VFgZJQ4rnFY7TiOvD0yoHVPpabPwOmRbJ++RNH2jcNX315zFKI9Cq6qQEgAUaAlpkFNDTy3uUchKPRhifj85z+PL37xi2i1WtizZw92796NRx99FB/72MfwHd/xHT095969e3Hy5EkALml45plncOzYscDHTkxM4NixYzhy5AjK5TKeeuqpJRMFx3FQrVZh2zY0TWv7r1Nx7DckUegzFEWJHU60HLADSg+AqypMVw0sNE1sQ0T/cWB7JCs9CLZH+mTLgl7g/18za6FEAay3vIsoMEUhgiiE5CikRYhCQCqjuy2LcI43M4YpCiBwVYdU9xedlRY6iYL/5ziioHYQBUVRoSgZENIK9Sk0bNb10PGaFQU5VUHDIaE+hYYZnMzoHzMdRozCzIxxgUt8cqTeTXrikxndfQZ3PbDBUN0kg50vqqZ0+V78ZNSxHKgdxkOz6e6zM5UR8MhokEeBhLVGUjBFgUR4FILOFRFFoTOVke9T0UBIt5lxgcc3B5RIsLIehd/5nd/Br//6r2PTpk34+Z//eVy6dAkvvfQSFhYWeiIK5XK57edSqYSJiYnQx+/fv5+TilKphOPHjyfepx/f+MY3cPnyZbz//vt4++23MT8/D8uyYNs2Nm3ahE984hN48skncc899/DPsp+QRGGNwglQFADX0DhdNaINjYRA4YFLAWbGuNID6Y5w1lQNOT2HhtVAzaxhXXZd8K5DSg8sxplEjJpmPe09lR6s7lRGwOdRaEa0R1ohioLvjpsYdtvPfFO2346LraIoSKVSME0z1KfABkJ1EgX3+XKwrFZo50OLMDNj92vKUqIQ1vnAApWyHcc5Q4mDQwDTJkh3ECcQ0nPgEiMKQaWHWDNjpKJAcxSM7mNs8Y6H7oVQ9b032yJsGjsHO1865zy424Z3PfDWyCB/AhCp5/dcerDiFQWg26MQNTkSAFSsbNcDe78/+qM/ivXr1y/puSYmJngJgWFkZASTk5MYHR1t+325XEa5XEaxWMTk5CRKpRJKpVJP+63Vanj55Zdx5swZrFu3DgcOHGhTExleeOEF/PZv/zaeeOIJfPrTnw4l4isFaWZco/AUhfbfC7VI+u8c/IErzKPQjCk9ON3JjICnKlStcJ9BqEdBRFGgF8+w0kNUeyS7u+v0KIgQBRIQtgTAlY5jJkiGlR6AeEMjCfEoAF75wQ5JZ2RqQVBtOS5LgSczdtxF+0sRgaFLdosT0C6PghajKITENwPxEc5OpEchPEeBZygEdB/4VaugzoewyZEAoPGhUN3nI2kGpzJ6G4cThSgzY3SOQrhHAfBNkOwqPYRnKACeohAxiXtJiHq/SVGpVAJ/Pzs72/U7Rg6Yn+HZZ5/F+Ph4T/udn5+HbdvYv38/nn76aaRSKTiOw/9j+PjHP45f+7Vfw0MPPYTPf/7zfVOmGaSisEbh8JvcTkVBIHTJ8V0Q/KWHrJiZMag9EnB9CtPN6WhDY8CsB8A/ajqcZLDSg9JD4FKYR8ErPTRBHKcrjtd9zd0jphmUtApiOqEtkkHxzXzf6TTq9XpoOqPnUQiSmqNbJMPMjED8YKgwj4KuKlAVV1FomjYnpRym77V0lhAEFYWg0oOoohDZ9RBReug0MgKu4qPqChyLBGYpMPNrOmCfaoq1RwYpCvQ8CWqNBLhvISpwaXlzFPyKQmfpgWYohJQemEfBWQGPAuCmMgJY0QjnIAIxOzuLcrmMsbExFItFHDp0COvWrevJo7Bt2zZs27YNtm1zhYAQwolds9mEbdso0BulRx99FI8++iiA/nbRSUVhjYIrCp2lh4yAouD4Lgi9JDOGEAWR0CWuKKQ6FQVmZgxvj7S5mbGj9JDAo6B1mgp90nFYiyS/aAd0CMRlKUQRhThFwfMoBBjmfC2SQQhrjwSAvKCiwJIYGRRF4b6FoM4HHt+spgCtQ15lHgXHbD//KHjpQQ/oehD0KER2PQSUHsJaIxl450PALbNnZoxSFMK7HuIVhfbja9s2P5d6TWYM9ygwotB+jFjpYTCk9KD1QVFIpVLLUrMvFotd6sHs7Gxg10OpVEKxWGz7W6VSweTkZE/7ZsRAVVXMz8/j3Llz/G9Xr17F1772NUxNTfX03MsFSRT6jH6xQN71EGBmBBIQhcD2yJhkRtLdHgl4nQ9RikJ46YHmKAgoCqoeoihEvGemKKgdioKWSnEVwQgpP/CBUAEXzLgshbD2SECAKJDgHAUA0GJinJshQ6EAn6IQamakikKA4Y75FhoBWQpKmD8BvsAlIFBVCItvBpYpmTFQUQhOZWTgWQoBLZK8PTKo9JAKNzMiKmwJCM1RaPmSJXv3KMQRhQ5FIab0oPXBo7BcasLY2Fjg73fv3t31u1KpFFqq6AWKomBqagrXrl3Da6+9hpdeegmmaWJmZgbbt2/Hhg0b8LWvfQ0A+lpu8EOWHtYogqZHAl46YzWSKPhLDwHtkXbLvZgH3N0B0aUHICZLIaT0oFBFgUR6FILbI72uBwfEIYFtZ9zM2GEkUhQF6WwOrXotPEshYMQ0335FFQWazBjkUdCiB0NxohCggsQNhgrrenB/x2KcA96vFRLfDLSdS4rV8kaas30uqfRAux4K3UQBGQFFoXPmAkXUvAeTqhiB7ZGRikK0R4FHhDvBRCHsDju69BDnUYgxM4YRhRWe9dBsNpFOp5fl5qvTjFgul7F7926uGkxOTqJYLHLj4tjYGMrlMs9cKJVKXabHJJiensbf/M3f4Nvf/jYsy8L169d56uSNGzfw+OOPA0DfTYwMkiisUTgBsx6AXsyMvotAZgAEChQQ16cQRhQCchQAsdAlQu/sQwOXInIUbJbMGNL1AACmYfNI57ZtreDSA+DKx616LTTGOWjENEOcorAUouAlM4abGcMVBbrYKwGqQGzpIbjrAfDHOIeXHoIUBSgqiJaGYhvBioLdW+mBOA4fCqUE3N0rKUYUurcNi29mULXwUdNe4FKARyFiKBQvPaSTmRnjjH3R7ZFxHoUQMyMbMR1SetBXeNbDcsc3Hzt2DAcPHsQTTzyBEydOtGUoPPvss3jiiSdw4MAB/thnn30WO3bswMmTJ5fcHvnQQw+h2WzirbfeQiaTwcjICKrVKhYXF/Gxj30Mn/rUpwBgVVojAUkU1iw8RaH992JmRhrfrGiAn70qKpAZAFqLUJqLIIVNIfumJjBlCR6FsK6HqMClkBwFLaVCUd1wHLMZQhTMYEUBEIhxDul6AHyKQoA/QlEUoa6HcDMjnR4ZSBSoR8EOMQeGzHoAxBWFfMBilo2KcWYZCgGqAACXeIYRhajAJTVcUSCtFp8KquQDSg+Z+ByFUI+CHjxq2nEcWOwOP+GYaaY8xXkUwkoPYQtnmEfBHXMePusB8CkKCCs9hJkZ3X9XyqOw3EShVCrh0KFDALpTFjuDl5iJcSkghLQlSz722GP4zd/8TTSbza5WzdWG9CisUYR1PQzlEigKagCPFIhxDlMUllJ6ECIKIe2RbvkgejBUlKIQF+NMeI5C74pCkEchboKk51FIrii0IomC+5rrAXefhJBIRSEbEeOshM15YM8dEbokFLgU4FHgY8kVBUrAosIUBQSWHmhEcZhHgX7enfMeLJ+XJXrMdEDXQzPao6CEJDNGhS0B4YoCIS1uUtT1HnMUVtGjkMlkVjWxcClQFAXnz5/HSy+9xD+XfD6PkZGRUC/C4uIipqenQ28eVgpSUegz+mZmDElmFJogGZDKyEAyQ1BwOZooxHgUVkxRCAlcAty7wlbdCg1dckICl4D4LAUvmbHfHoXwHAUtpuuhEdH1EKUomDbh5fEoj0JgjHNU6QEAqNcAVje5qVN/Qy4gjjqy9OArOwS1tkabGeMUBbr4dpYBKKFUdT1QoYr0KDBCmTBHIU5RCCMKzJ8AqFDV4M/FKz0EJzOulkfBMIxbfnLk8PAwzp8/j7/+67/GyMgItm7dik2bNiFP1S/DMNBoNKBpGt577z184xvfwCc+8Qls2LChr69TEoU1irBkRhGPgsK6HgKIgr9FMuw+IWgoFODzKFg9dD2IjJkOmR4JeBf7sNAlrz0ynCgYYWZGJj0H5ihED4ZaSuASNzNGKAp2DzkKUaOm/QSgc3okAGT0iPZIPhAquPQQpSg0aQklUFGIGArFpo0G+RMAX+khYNZDrEeBmxnb36tBjYxBagLglbcCiYJg4FJn6aFXj4I/lVEJ8KsA8e2Rq+VRaDabtzxR2Lp1K7Zu3Ypjx47hpZdewh133IFisYiRkRHouo5KpYILFy7glVdewSc+8Qn87M/+bKD6uNKQRGGNwgqYHgn4Rk2LlB6U7tNDpEUyrvRQNcIXez7roWPMNK8vmyaIYXhBOT6wC3ZnLj8Qn6VghyQzAv7SQ4yiEHBn5R8MFYQVMzNqcTkK4cmMzMzYDCg9MH+CripIBbxfFsIU5VEIVRQiQpdEuh5sYsNyrLbzjikKaoA/wX0tbHpkeOkhtD1SCx41zUpUQRkK7nbhZkYYMaUHRoJDuh6SehSYkVEPyVAAgksPNiGo2tEehYj5VcuC5fYorCb27t2LvXv34p133sGLL76Is2fPwnEcbN68GZ/85Cfxb/7Nv1nV1yeJwhoF73roao+kZsaWFd5qE1F6EJn3EDQUCvAinHtSFApeu5xTq0ELIgpRikIsUYhXFEJjnK3eFYUoj0KsmZEIJDOGRjgHD4UCohWFJs9QCF4cvK6HAPNmyEAohihFIbL04Hv/hmO0EwVRRSFhMiPgMzN2KQrhGQqAR0Yjh0L1q/Rgud/jMCMjEJyjsOgzcIZGOFOPgrWCisJKpjL2E4QQEELw4IMP4sEHH1ztl9MFaWZco+BdDyGzHmyHoB5yl4vI0gOb9xA+QXIpZkZGFNBxZ69oGr/Yh/kU7JCuByB+MFTY9EjAuzMMKz2wMdPRgUsh+11S6SE8mVGLKT2woVCZoKFQGiMK4YpCLkRuFul66EVRiCo9pHwpj50+BYd5FIImR0IwmTEuR8HuVBTCB0IBfo9CgJlRMJkxaddDaOmBt0YmUxRY2SGvKkgFjcP2Xmqn+LFsMAwj1Lx5q0FRFP4ZEUL453Tx4kW89957uH79OhYWFgKTNfsBqSj0Gf0yM7IvZ2fpIZtSkdIUmDbBYtNCIRNwCjCioHRfrLx5DxGlh5ChUCI5CqBfhE5FAXB9CnajEepT4IFLAYsYD10KIwoRZsb4rofgGROAd8Ffka4HbmaMmvXQveiaDuEta0GlBy/COVxRCPIn+H/fS9cDj3G2uu/uo0oPmqJBV3RYxOoiCp6iEGLUi5z1QEsPISOfvRyFDkUhYsQ04Ot6sO02VY9YjtdqGxa4xIhdR0tmr10PbM5DWNgSACjozlFYpO95MERNALywN2uFZj0sZzLjzQT/GnH8+HH80R/9EQDg/vvvx86dO/HUU0/hgQcekLMeJJaOsGRGRVF450OooVGgPVKo9LCUWQ9BRIHWmZlBrRORpQdmZowrPUTlKISVHriZ8eZRFKLaI5s+KTjYoxDe9eANhIouPQR1PfDApZAcBRKhKESVHoDwFkk+ECpOUYgwM4aVHlReeuhQFCLmPADtZNRffiB+EhtCTsBeSo85Co7jtLXecTOjPhS8PwSXHuZZ2FIkUWAv9dYIXLqZwEjAAw88gD//8z/Hl7/8Zfzmb/4mrl69il/4hV/AL//yL/e1RVIShTUKOySZEQCGqE8hlCjQhZ4EtkfSO48QokAI4bMewkoPpmOGDvAJy1EAvHRGEqIo8NJDL2ZGFrjUS+khSlEQ9CgEEQX2u7gx04EehQgzIzMpKgDSAXclUWOmo+Kb3d+zCOeIwKUwRSEV7FEwHZOfU0GKAuARhc7QJd71ELJoc6LQcYwJIeLtkR1EIWrOA9Be3vKHLvFzJK0Gxoy7O6XEs8euB6BdVbBFFIWAZEZWehjWQ0ok8OcohD5kSVjLRIHhxo0b+J//83/i/fffh23b+MEf/EH8+Z//OT7xiU/0de6DJAprFE6IogD4sxRC0hkjSg+eohBcerB9dx2dpQd/ql5Y+SFKUVD4BMngbXmOQsBFNs6j4CxFUbCWrigsbShUssClpi9sKUi+jFIU+OTIsNIDXTiCI5xjApd4jkL7cW74chXCiELYYCg+OTJozgMAcEWhnWDYFgGhbyF8KFRwMmOcouAnCo7vs41tjUTvXQ9hRMGKmRwJeIoC/ERBoPTgtUeGPmRJWAulh7m5OZw5c6ZtqBeD4zj4sR/7MTQaDfzgD/4gHnvsMXzlK18B4M6GkKUHiSXDDmmPBARGTUeWHtzBUGGKguUbKNWpKGiqxslCL0QhLnSJJzMGdB+kYj0KS0hm5BHO/R4zzYZCBZkZwyOcmxGpjIBYjkJY6SG7Au2RrOyQUlNd5xQDa5Hs8ijQseRqvtC1DeA3M7Zv51eeQrseQsZMe3MeQoiCqnKvQVuMc1x8M7Dkrgd3n957i5scCUSbGUVKDyvpUbjVFYU333wTf/iHf8g/v0ajwT8fVVXhOA5++qd/GmfOnMG7776Lf//v/z00TZNEYa2j38mMQWtBbDojb4/sPj1INrr0YJFwogAIpDNGlR5iiAJrU4vseojJUegcMw3EBy4tZcy0SHukaZqBMqPDcxSCzIzhXQ98IFTIgBk+FCpgfDIjALkQRSG6PZIFLiWLcG5a4R0PDGEeBV56CMlRCCs9WJRQ6ik1UKECwsdM8xyFkNID4PkUHN9xiotvdne6tFkPQLCiEF16oObLNqLABkJFlB6kRyEWp0+fxjvvvIP33nsPgDul0v9ZqapK53HYbdeAn/mZn+HXh35Adj2sUbBrlxawGAzFEgW6cZSZsRlMFFgqI9BdegBcojDVmAolCkKKQsioaSdkeiTgdT0YIe85OpkxOnCJ391FeBRgExDL6SITUWZG5mBnFwr/YxzHBAvHDTYzMo9CoysvoxERtgS4LW/+x/kR1/XAlIYojwJCchTiFIUwIyPgS2fsVBQaTFGI9iig1Wo7TqYRPecBiFAUGtGKAkDLD0arrUWSkUmh0oOPKFiWxc+jsK4HRXHLTP7WO8DXHilUevC+295AqIjjs8IeBcMwbvnSw44dO3Dt2jV86UtfwiuvvIIXXngBMzMzeOCBBzAyMoLh4WGk0+lVSWP0QxKFNQqHz3ro/ttgjJlRYYpCUHukfygUIe3TJdGuKAQShZjQpUiiwEdNh7RHMjNjkEdhScmMcbMeIhQF34JKzG6iIFJ6AFxVwf8YQrwFMUhR0PiiSkCIAcU3D4INhMqEqFtMUWgRAoeQttCuumDXQ08ehRBFgY2YFlEUWk6HmbHGFIWQ0oP/jtSyAKbixGQoAH6PQkgyY6Si0B26FBu2BASGE/jd71G5ApqmwbKsxGZGRJgZo4hCP8ZM3+o5Ct/3fd+H7/me78E3vvENvPDCC/j617+Oc+fO4a677kKpVMKHPvQhPProo7jzzjtRLBb5pMl+QxKFNYqw9kjAryiEmBnZBSEqmdEx3Tu/jrtD/5yHoDJLbJYCu8MKuLNXqZmR1Z07YUfkKMQGLkUmM3qKQmCapRWhKOiq+3ubuD6FXPtXLsrMqKoqNE2DbdswTbPtIuH4FkQlYCiUX2WwnUab4TFqIJT7e+99NB2CvO99NQW7HpqBQ6Ho55YOXrS5otDRuSBUeghTFOrRZkbFR8ZIq8V/jpvzAABaWI6CqKKA9tAlPoo8qvQQELjkz1BQQz5TwPMp+D0KloBHQQ1oj4yb8+Bu5/67UhFBa8HMSAhBPp/HU089haeeego/8iM/gieeeAIffPABvvnNb+Lll1/G7/7u70JRFHzmM5/BM888sypkQXoU1iicyPbIGDMjT2YM4JHpAgiVFIN8CmGtkQxxHgViRnU90ByFMEWBlx568CiY4WZG5lEgxIEV0LsclcwIRPsUohQFINzQyIiCoqQDCZmi6FAUWgfviHFuxJgZ/b/vLD/Edz1EBC5ZvSkKvPQgoih0kAxGFEJnPfjuSP2GRm/Og4CiEDLrIR0S8gQAGk9n9HkUBBSFoDHTcWFL/PV2hC65Ja34COdARcGKz1FgisJKRTivBY8CD9ui5cUnnngChBDce++9+Mmf/En85m/+Jk6cOIFvf/vb+NCHPoT/+B//Y6i5eSUhiUKf0S8zoxXVHpmL8yhEtEcqqm+CZHeLZNicB4a4GGdeeggoATBFIdSjwIZCBdzZpyk5Mpt2sDGQlx4CFIW0dzEyW93lh6gx00B454M//CasBhmWpeCFLYVfKP0+BT9aMURBVRRelugcDMW6HvKhikJIhLNje4mLerKuB57KGOFRCGuPdOKSGRWFlxv8Mc7enIeIGrwerSiEtUcC/nkPvs81Lr4ZCOx6iDMyMnQSBcdp8sU/6VAonqMQUTtnf1mpCOe1oCgwKIoCTdPakzrp/AemAP3CL/wC8vl8X02MDLL0sEbBx0wHeRSE2yNDLgLZYVdN6EFRiCo9EEKEApdCux4izIys1kwIYJsO9I6hRlGlB0VVkcpmYTabbo/80HD7AyKGQgHhoUuWrz6dWFEgbMR0+IVSU3Ow7YWuzoeogVAMeU1ByyKoJ1UUUiEeBdMrF4UNhYLuLnSK2btHIaz0oIblKMA1NBLTbBsMFRe2BHjdNX6PAiHENz0y/LPx5j0k9SiwwCXv+MaFLfF9dhAF5k8ANKhq+PFRI4jCYETpQSoKyeG/kWT/z24iXnzxRaxbt25VXpdUFNYomIEoOHDJXXyqrZj2yCBFAb50xoDBUGFzHhgiPQq+2mlw1wNTFGLMjAGKgp5WwSomRoBPwZv1ELJgR6QzRpkZgfDQJT9RCFMUwuY9sHyESEWBpTN2lB68HIXwr3/YqOlG3KwHZmY025UbbmSE4ikHHQiLcI6a88AQ5lGIa48EfIZGX+nBaoqXHvxdD7ZlwmEdCFFmxhRrjwwiCuGfS1DgUpOabOMWzc5R0/4R05FKZxBREOh6WGmPwlroekiC1SIJgCQKaxbs+h4UuOR5FKKTGUmIKhCVzhg2OZIhyqNAfBdNJcjcxxSF0FkPrPQQ0H2gKEilww2NUdMjASCVCe58cFUQ0dJD5+Q+L1glzIQWriiEz3lgCCs9xAUuAeGhS7GzHujvHeKVv9w34AtbCluUllB6COp6IJYFUFk+kijw0oPfo8AUhfjSg3/MNEtldLdNqij0VnroVVEQMTIC3bMeWo7Dp48Or2LXQ7PZXHOKws0KSRTWKLiiEEEUFptWcF54TOmhrUWyA3GKQqSZ0XfRjApcIgFmRreWF25mBKJbJKOGQgHe3WFXOqO/NS609EAVhVawohBWdgDizYxRioIWMkGyGZOjAITHOMd2PfjIUsPnU4gLWwKWpz3SrygQ36IdamYEoGS60xnNmIFQQPCYab8/QYlQbLwJkglLDwGBS716FERGTAPdsx5Y2UEBUBAaChX59D2BEHLbKQqrCUkU+oy+jZlmHoWgFkVm7LNJcNQuT2YMuWBxM+MyexRiSg/KgGdm7CQ4xAFYUmxQ6QGIIwrhY6YBn6LQYWYkPtlZCbloxnkUosJUwokCnYoYqSgEpzPGJTMC4YOhPEUhRAHRFC45t/wtknHxzUC8ohBBFILMjCxDAbruBSsFQKFm1WBFIcqj0D0UyowZCMW3Ze2RZlB7ZLLApV67Hixf6SEKnWZG/5yHoOsLAwtcWimPQrPZlEShT5BEYY0iSlEopDV+MV8M8imwxSFEFYCIohBCMnjXQ0Dgkr/0gKDSA7srJKTtbhHwyg5AcI4CAKTZqOmO0gMhJLLrAfB5FDr2C79pL05R6PAoRKUy8v3GKQoBGQoM3gTJDqJA4ksP2ZDSgxfhHPz5KooSGLrEPQppAUWho8WREYV8WLcEwhSFeCMjAF/XQ1B7ZEQNPmAolEjHA+ApCnagohCfo9BL10OYR0G49EDdBiJhS20vNfJRyfG1r30NX/va15a19FAul3H48GGMj4/j8OHDqFQqQtvt379f+LG3MmTXwxqFHaEoKIqCoWwKlYaJxaaFTYPtXzaezBiiCnilh26Pgj9wKQi89GBElB50PTgbIJt1CYRtw6lW2+Rkfy97rKLQQRT8hrIwMyNPZ+xUFHhWdvAkRmBpikJYeyRxEngUEuYoAEA+RFFgi3+YmRFwSUTDdNrUKkYUQlsjgVhFIauFv1duZvQpCiSmNZK/toDSg1DgUkCOgtF09xmvKFAzI80NIYQItUcyRYEEJDMmLj1YAqmMCCo9sDkPcURhZTwKX/3qV/H8889jbm4OP/ZjP4YnnngCjz32GL73e78XH/vYx3p6zr179+LkyZMAXNLwzDPP4NixY5HbTE5O4ujRozh06FBP+7yVIBWFVUA/yg/e9Mjgvw9EGRpJNFFAlpkZAxSFODNjRIQzD1sKuatXFCV0MJRfUQglCiGhS/50vLiuh06PQlyGAhDf9RClKIR2PTjxXQ/Mo9BZemgJlB64R6GjwNwwos2MgC/G2V96iAlbAnyKgmN55S94HoWkigI7R6KMjACgpKhk33PpwWdmpGbXKCMjEKAo+Ehkv3IUrKSKQkfpIU5R0FfIo/BLv/RLePPNN6HrOn7lV34FH/vYx3DmzBk+gjkpyuVy28+lUgkTExNC25VKpZ72eatBKgprFOyGI6j0AMQMhopKZoRPUQhoj4xTFCI9CnTBDiMKgNv54CwsdLVI8lTGiDv7MI+C3aYohJUe6ATJsNJDSNkBCA9cWppHIT5HIazrIW4olP9v/tKDQ4iQohCUpRA35wFAe9uk1QTS7rki5FGgY6b9yYysPBVXegg2MwoMhQowM7Kuh1SMiqF1eBS4P0FF5LnkJwosnGfJZsY4jwI6iAIvPUQPKlKpR8EBumaGLBWO48CyLHz84x/Hvffeu6TnmpiYwMjISNvvRkZGMDk5idHR0cBtxsfHsWfPHhw8eHBJ+75VIBWFNQpPUQj+ckaOmo41M4a3R4qaGU3H7Op5B71oBhkZGXiWQoeiwORfLeIim+alh/b3zFsjNS3UqR5aeojJUADCI5yXp+shqgXP/VtYjkIm0qPQnaPgj2WOUhSyekA6I+16CJ0cCfDAJaC984GXHkLyF4Dg0kPcQCi+L2ZmbCVUFHh7pL/0ED/nwd22vevB3xoZpTgq/s+MHl5RM2OnR8GyXEUwvvQQQhRiSg/+r+JyqwosO2I55h6EeQxmZ2dDH18sFpe831sJkiisUfBZDyEXnch0RpsuSjE5ClFmxrAIZ/9dYWeLJGGLYYSioLAWyWpw6UGNkEPDBkNFpTLybbmZsSPCmZceIi7umWBFYVnMjD21R7KhUMkUhYbv9YsoCn5ioRju5xWpKCgqCFUGEEAU8lpCM2Odlh7iFhNmZjQTehT4mOluM2OcR4Gda8wfI9Lx4G7oX33d/a54e6TanqPASg9RGQruS/Veq4PlZQqi73kpCCMQzz//PMbGxlZsvzcjJFFYo4hTFCJLDyQ6cIlEtEfGeRQ0VeO15s7ygzfnIbr0AHQPhmJ3dWEZCoB30Tc6Sw/UGxEWtgR4pQez1eFRYN6IJSgKSyk9KAKzHrojnKmZUYn3KPjNjKyUkNGj2+IyvPSQsD0S4OUHf4yzSI5CUHukSHwz4Cs9UEWBEALTEE9mJMRrRzapmTFqxDTQHbgklKEAtJuO6G16UjMj73qwREsPwWbGwZjSg/+raC2zosDe83K0RxaLxS71YHZ2NlA1mJiYwNNPP73kfd5qkERhFdBPM2OoorAMpYegroe4wCUg3KfAFIVIohAyGCoqlZEhrOvBUxQEiEJnMiNTFCL2G+dR6E1REPEo0NJDwqFQgL/rwRcVHDPngSGo9CDkUUB3jDMhRCzCOcjMWHe3Ey49UEXBMhyeyaFnIzwKvs+cqQoiI6YBn0ehiyjEXJJ9fyYOgWVZfOHv1cwoXnroaI+M63qAd34td5ZCs9l001aXYUBSmDqwe/fuwN8///zzOHr0KI4ePYpyuYxnn30Wk5OTS34dNzOkmXGNwstRCP77EJ33ENj1wIlC8JewLZmRkLZI3jiPAkBbJBvhpYdIj0LIYCi/mTEMKRY01aEoxGUoAN6Fv5MoiJkZqaJgLqeiIOJRCC49iAyFCspREOl4AEJKD9yjIKYogJoSTcfk51TSMdOs9KDG3N0rafq5U0WBnR+KAugRpMivXtkWgZ725SgIBi7x6ZEi8c2gNxma4qoJNkHL56sQ9Sh4pQf3+xerKHS2RybsegCWnygYhoFMJrMsN12dnQvlchm7d+/misLk5CSKxSJKpVIXqdi/fz/279+/5rsfpKKwRhE16wHw2iN76Xrg7ZGOBVjtd6siikJojLOAR8EzM/ZeeliSR6GrPVLEzBg966EnRYGIexRsO0xRiE9m9JsZG1b0QCgGFuPcCEhmFFUUmJmx4Tu/kuYo8IFQcaWHjmRGi3c8RBsL/aSUpTMaDZajINj1kLT0ALR1PvgHQsUtmn5FwY08T6oodHY9RJ8HiqIgxQaxrYCZcbmIAgAcO3YMBw8exPj4OI4cOdKWofDss89ifHy87fGVSoV3PBw6dEgqChK3JqKmRwI+j0JAMqMSV3pIFUAUDQqxgeZC210iu/sLS2YEIkoP3KMQ1fVAFYVeSg8hyYys60GL2G9s6WHV2iPjPQr+0gMhRKg9MlhRoCZIPXoxYx6Flr/0IJCjAKArdKlu04VXTUeqVMGKgmjpod3MKDIQCqC5HpoCxyY8nVGcKLj77IUoKKoCAnfeQ4uOxhap1fu7HhynyRd+TRuK3l8HUahQwliMOQ8AdzCUSciyKwrLPWK6VCrx4KQ9e/a0/S0oeKlYLOLQoUO3RdgSIBWFNQs+66GnHIWYwCVFCZ33ENf1AITHOAt5FELMjI6AopCOyVGIUhTSIYFLXukh3swIw2lL1FsWoqCI5Ch45MYkvKtOaHqkfygUMyfm0oIeBX+8taCZ0VMUGvQ5aBtcRNkBiDEzxgQuId1uZhRpjWTQOkZNixIFlR6jzq6HWI8CEKooxMGvKNi2+71VFD2yfMUeA3hEYY4ThfjXmqI3KuZNThQkoiGJwiqgL2bGGEXBS2bsofQAhLZIiigKPJ0xzMwYIcUrtPTQ2R7JJ0eKmBm7uh6iR0wDXtJed+lB3Mzo7txbPJOaGf2DsLhHIUKO5zkKPkXBX0qILD3Q91P3dz3ETI7kz8u6HnowM/IshY7SQxxR8JsZ2XFyWHtkPs6j0F56MH2lhzjwLIUuRUGwPbIjRyG2PRLgRIHYhLcJiigKfqLgT2WMux75zYymQ1Cj5FFEUWBEYaUUhX4N2bvdIYnCGoWzlPbIuNIDvBbJLqJASYaIotCTRyHUzMhKDz14FOx4RYGZ0xzLaot8BvcoRFywdAXMAO4vPzCPgoii4NaUvW1FhkIFeRSYQqACvH4chCBFgZkZszF3ktmgCGeRwCV0exTqtGSR02KIAvUoEBDeoktqTFEQLD0YyUoPgG/eg+kmJXo5CnGKQnAyo1DpgZ3jTm+Kgm3bXmukNhC/P5+ZcZ6egwriPQqAZ2gMGlK7FLRarVjzpsTyQRKFNQqLt0cG/32Qdj0sRnU9RCz2YemMcdMjAQGPQsSC7c166L304NgEtk8W9zwKEUTBl93v9ykI5SgoSqChMYmiALSXH5J4FAhp8dY2vz8h6m4saMx0gx6zXDpOUXD/njhwCejyKDRtsdIDUxQAr0WSRTiLmhnZrAermaD0kGLpjA5sw+Cj0tMx5Q6tK5mxt9JDEkXB71EQNTIC7aWHiq/jIUyt9GMlSw9yxHT/IInCGoU36yH4I2aKQsN0YFgddD8mcAnoaJH0Qbg9EkGlB5HApeAcBVsgmdEvJftVBZEcBU3XOZFoIwoCZkYgeDCUiEdBVVX+92CiEL6A+v/GHs9KD1HxzYBvKFQPikKGdz0k9yh0Bi5xRSGOKKgeUWCGRuGhUKGKgohHgRIF0+FlB0VRYodCqR1dD6Ltke7GXukhiaKg80FUNizBsCXAryjYiYyMgPQorBVIorBGETs9MuMtitXOzgeB0kPYBEkRMyNTFHrKUQibHikw60FVFeh0wfb7FFgyY1TpAQjxKQiYGYHgFkkRRQEINjSKRDi7JjUqjVOfQpMrCtGv1x/hzGr+bOHPxyoKLEfBO8a86yEdXQboDFziHoWY0oOiKF0tktzMGDdmmpkZuzwKAqUHrigQtOoslTEfWztfSnsk98PYDicKvSoKcfHNQLCiMCxgZASAlCoVhbUASRRWAf0w4DgxZkZNVVCgF6Uun0ISM2OzgyjERDgD4YqCmEeBKQrVdnOfQOASENwiKaIoAL5R060ARSGupzxAURDxKADdRIEQIlR6UBTFS2e024lCvKLgvR+2TT1h4BI3Mzo2FIu2LUaMinb/3h64xDpj8nFKBDoMjbYNQhfRuNIDusyMVFHIinc9+BWFOCOjux2b9dDhUYjpKHE37i49iNxd+4mCaCojACgK+z56isK6mHOWgflgljvCWXoU+gtJFNYo7Jj2SMArP3R1PsQNhYJXeghTFEQinLsUBZFZD1RRgGW1jQUWKT0AwTHOIsmM7rY0S8E3apqImBmxvIqC26ZG329Ma1tni2STxA+E6vw78zWwAKVYRaGzPdIXmkSSmhlpyYJ1ykTB3yJJfJ9RXHtkZ+mBkch0Nj5mhisKbUQhntR4sx5sEEJA6D6VnEC0Det68JkZkygKlmXBstwR8bo+HLud4vsuz1FiI9IaCbg5CoAsPdzqkERhjSKuPRLwJkh2GhpjA5cAnqMQ2h4pkMzYy6wHf73Z3yIpUnoAfJ0PrSBFIZoopHk6oy90Sbj00JtHAegmCv5chHii0N4i2RBIZQTc8yatMJ+C+x6ZoiBeeqAkirVGQvEUgzB0lB56URSadpOXHaBpPCchDF3tkQ1GFBJ4FCyPKGTichvghXvZluneblNFTBHYp9KjmbHdo1ChvxMhCh55maPn7PBN4FGQpYf+QRKFNQoRRYF3PnR6FEh86YGEDIbiHgWR0kNY4FJUjoKq8lHT/s4HkTHTgKcoGD4VRSRHwd22e4IkYRf4HjwKIhHOQABRICx9UPHJwsHQtPYJkiIDoRg6R017pYeE7ZF+I2NM2Y3QHIXO9sh8XMkCXsRzy275BkLF+wXY9EhwRcE9N1I5geTBAEUhJaAoaCl3n7ZhgDRYlxEAkdKD6hGFJGbGttIDVxSKsdspike05ilREFUUOFFwpKJwK0MShTUKh9/oCpQeGmFmRpH2yB4UBd3LUfD7DIgVrygAwYZGPushxqMQlM7oJTMKEoVGt6KwUl0PQABRsD1/Qny+Py092O2KQlzpAejufBAtPWRS7aUH4bAloDvCOUnpQcvQ/Ta9gVACd/fsfOOKQjOJokA9CpZ4hgIA6JQoWKbhKztEz5bwdtpb4FIwURBVFNzzlykK64QVBfff5VYUDMOQikIfIYnCKqCfyYxR60HoYCgBohDaHskClyK2HUi7HgXLsdoid0G7DxAxcwFoNzTyl2wnLD304FFIB5oZ+9/14JD41kiGznkPXntk/Fe/M0uBzXqIIwq5TjOj6ORIhAcuCSkKul9RoK2KIkQh0156MJIQBfperYQeBY36ImzT9IiCgCcC8EoPjm3DoK85SXuk61GYo78rxu9PUaDSjhLe9SAQtgR4HoXlNjM2m01pZuwjJFFYo7BjkhmBCDOjSNdDWHskGzQT4W/wX/T9PgWuKMR4BYIUBeHSQwBREPUoMEXBaDMzrmyOAhDkUYhvjWTg6Yxd7ZHiigIvPZhiXQ8sR6FlukY9T1GIJzZdigIlCqxcFfl6aemhaTd5KqMIUUCnokA9CiKlB3/gkkFVjCSKAnEc2DV3vyL+BHen7ufC1ARgZRUFwCs/zFOiIJyjINsj1wQkUVijcLiiEOVRcIlAWI4CiTQzBrdHikQ4q4oaOO/BMzPGKAoBEyRFxkwDQIq+Z3/pwaL71WPuUILaI1cjR0GkNZJB1dpLD4woZAVUrXyXoiBYemAGP+ImhLJURggs9uhQFLiZMYFHoWk3QRqCA6HgKQqwLDiW1ZOi4HoUWOlBoD3Sd67ZNXfBFyYKrCREiUIqleLxzJH75ETB9JIZBRQFwDvXKjab85DMo2DIrodbGpIorFGIKQruArTQGeOcqPSwCPguAiKKAhA870Gk6wHwlR5qAaWHHjwKFh3VG196YKOmezEztisKhBC+8Kfi2jLDFIWIOQ8Mne2RbMhTXkA6DlMU4ksP3t8bpgOIjpiGP3CpRfcprihwj4Ld9EoPcRkK8AKXAMCqt/i5lBIoBeg8mZF4pQeRrgefesUVBQEFA/DOtVZLvDUS8CtXdQDs+xI9Yprvk5pm5+nXRlRRYJ0zxgqYGaWi0D9IorBGwb6XkYpCZgmlBzZmmtiATxUQSWYEQuY9sDjbmIWTdT20t0cuofTAZz2IKQpGUI5CDEFhiXuMKPgHPCmKAsc3U6ETrBbL6tGEKwoiEwPb2yPrtESTF/EoaJ6ZkRAi3PWQ0hRuom0YNpSWS+j4ILEoLEFRYDHPTasJZ9G9Y1YHBAKFfHemxjyLYQZSAh0IaoqZGR20aCksEzOEyn1+hRNTp07zQwQ9CmzSUtMQNzICnnKlKO7r1LQBqGr0d41BVTNoIoMWcfc9IkgUWLCXVBRubUiisApYaTMjIYQrClFdD4M03KUaamaMuBik8iCss8HXIiky6wEIUxTYUKg4MyMtPdR9pQdbsPQQlMzISg9xd/YZ1h659NKD4QuL0jQNlmXBMAwYhgHLsmDbNicPnUTB8ygI1KU7PApsRHBeyKPglR5alsPJZ5yioCgKHxxVN20oBj0/0vGTCjsjnLlHIUnXg93kJJKpT5GvV9MAuui0FtzjlMpqUASOkb89skUVrkwhfp/uttSn0KBKmmDpQaH7bNDzMCdQ6gA8RUFR3GMq6k8AAFVNYwHu47OqInT+sMcC7TNDlgOy66G/kERhDcL/nYy6cQwzMypEYHqkogS2SIoqCkGhS8Klh0L3YCg2DVITTWZs8yi4C3CcR4HVnttKD4JmRtYfT1o2bNvm/e+qqiKfzyOVSkHTNKiqykdKM/LALvCtVguO4/AygpLEo8ADl8RLD/5R0/4BT3FmRvcxdDEzbMCgioIAUYDO/AJNGLYB03HPiaRmRqYoKINii7aapamOPqIgAi9wiaBFiWtWkCgwn4LX9SDoUWBDt4zeiIKque9R1J8AuGZGRhRGdME2TgAZ+rjWCpQeZNdD/yCodUncSrB9X0qxZMYeSg8AkB0EmnNthkaRMdNASIyzQIQz4FMUAjwK8WbGgBwFeqceW3pgikJAMmOUR+FKy8RFYuEOFVANlyj4/QmqqraZ0ZiSYNtu14BfUbAsCwYlV4qShm3btH0teP+dOQp1W1xRYO2RdcfhZYeMrkb6XhjyfkWBKk4ipQd/eyRTE4D46ZGAL3DJanESKVJ6AAAlmwPmF2BUXbVGxMgItJsZmaKQFig9AD5FISFRUGi5o2W6rzUpUdA09/xNQhRcRcElU+sFyw6AV3poya6HWxqSKKxBOL4vZXQyI1MUOsyMfNZD9AWBZIbd2YQBpYeowCUgWlGI8ygEdT14HoXkOQoW9yjEtUeyCOduRSGq9PDFqXkcmp6C9uQA7q8TPHZ+Cvc6JmYKQ7gT3d4Etuizfwv0/ZqmSevMNElSyXZ5HfykQVXVgNJDb4qCaHwzQ56qDnXDgUI/YzFFwSs91CiJzGm52PMJ8HIUmnYTZNHdVqT0AAAKM6pW3WObFpm5AC+3w2i1eAlLWFFg5xsbMS1KFJiiYCUjCsyjkNLd7XQtQelByWAB7n5GBBQlBk4UIjw4vUAShf5CEoU1CFFFgXU91AwbjkM8UiGqKPDSwzzYHkUinIGYroc4jwIrPdS6PQpxpYd0NsijQEsPsWbGdkWBOITXeYLMjO6URweWbWNEVTELB+8MKHhniiowuz+JlG3jxbcu4tFCBo8Wsnh0IIt7Mqk2aZcpCqZpIpVKQVGop0LPIZ1O03KEw/fnN0YSQoN97AYcx+FmxoKAmdHf9cBTGWOMjAzco2DYHpEU8ii4i5FCHNRbbq+/iJER6Oh6oGFcqmDpQaGLbatuANCFSw9sbLnVpCZIVUVKdOFm0nmLAFDEBkIBAAu06pEo6ClKFBJ4FBQ1jQW43/dEioJCOzRkhPMtDUkUVgErbWa0fF9KPeIOmykKhLhZCkM5eodD4tsjAZ+U7PcoCIyZBoDBlLttb+2RtOvBX3oQzVEIGAolmqPAhv2wNjhuZAS4otBsXoaiZJBKjfBF+2e2jWD/4ADePfIWThc1lH9gG749XcHphgFTT+GVxQZeWfRUimFNxaMDWZc4FLK4gx5Lz8zoEhVNy0LTtLbApk7CoGrusbLtGizLQo0ShSzcx0T137PSQ9NXesglVBQapg0liUfB10JZa84CEPMnAGEeBdHSA/UoNCwAunDpQU8zhcrreBD9frNSF+V9iRWFpp2MKKiqCk3TkOJEoSi0HQCoPo/C+gSKwkqaGZeDKJTLZYyPj6NUKqFcLmPfvn0oFouBj52cnMTExAQA4MSJE3juuedCH7vWIInCGoRl+4hCROkhravI6CpaloOFpo8oiAQuAYFmRmY+S6vRi+5g2r2AL5pe2YKPmY5NZowwM8Z0H7A7Rdt04NgEqqb4PApxpQd3EbMMA7ZlQfHl0rKL9wfn/zOmp/8K6fQ2DBR2YmBgFwYGHkEh9QC2Ngm2XrOwbtt6nGlV8N8n/hKpe7bj3k9+P96oNfF6tYm36y3M2w5enK/jxXmvRp//zu/H5uo8lMsz2NQYwjoUAiOc2cLPyEMuW3SPlVOHpmmo0wt2BoQHPrHtOksX/qFQdYspCoJEwacosK4HkhZYtLUUiJaBYrdQb7kxw6KKQttQqGrS0gM1qrJUxoSKgtmikyMLYqTG3baDKAjmKHBFwXbP2yQSfCqVQipFPQqpdcLb+RUF0dZIYPk9Cp/73Ofw2muv4fr163jllVewc+dO3H333T3ffO3duxcnT54E4JKGZ555BseOHQt87MTEBA4cOAAAOHz4MJ588km+7VqHJAprEJYvbCnuCzSU1TFVNdrTGXnpIXrhDJogaVJ/Q5yiwM2Mhs/MKKgoKNzM6CMK1JWvx/S+M0UBcFWFTF4X9ij4E/eMRgNph5IhTQFUN2nRNBcAKDCMK5g1rmB27jh71Uh/11Zk57ejdeVjaDYHoSo2thEbP75xCD++0T2WhkPwbqOFN6pNvFFr4o1qE+83DNQzOZzL5PCfLs0A+AeA8g9w51QDjxlX8WFastiZzyDXUXrRNEqqnBrS6TQPTypmM0ilNK5AMBWi7f3Si3vddlCjisKAYK9/Pu3reqA5CsiILdoklYdit1BtuIoCO1fiwBUFqwmSIEcB8DwKrSadhZEXe5+89MCJgthrBVxFIaVmoNBsAkVwn6zDpklcoiCqKABu+YERhZS+Xng7VU1jnikKCYhCepm7Hn78x38cmzdvxte//nX8wR/8AT73uc9h3bp1+Kf/9J/i13/91xM9V7lcbvu5VCpxxaATExMTePbZZzlR2LNnDw4ePIhyuYxSqdTbm7mFIInCKkFRlLbJicsJi17wo9QEhkFKFNpaJEWmRwKeotAMUBS0HhQFZmaM9SgwM6NHMixTTFHQdBWarsC2CMymjXROE/YoaLoOPZ2BZbRgNGqwWhYICNSUxnMPHnzgt2HbNdTrb6NafRPV2mlUq2/CMK7BGLgCY+AKFq58AwDwXd+twrK2oHzuDAYGHsFAYRdyue14pJDFI4Us/gnd76Jh4pd+7/dxY7CIdY9/FK8uXMVVZxiXrBwuzSziSzPuMdQA3J9P85LFowNZ3M3MjHYdhkN48M1ASoeut5cs3MfZnDhwj4LtoFJzz4l8So3ttAC8Fsq6aUOh5SUiuOAjPQA051A1XEVhUESJgGdmNIwGCGs/FW2PpIstzTBCpiBKFJhC5ZaOMvkkRCGFjErVkrQam+7JkVJBQHoiCqlUCuk0JQqpEeHtVDW7pNLDchGFXbt2YefOnfgP/+E/4E/+5E+wc+dOvPHGG225JKKYmJjAyEj7MRgZGcHk5CRGR0fbfj82NobnnnuO/1ypVPjjbwdIorAGwcOWYjoAgIDOB0KgiAQuAW57JNDmUWBEIRWjRjCPwoLhbZs0wpk0myCWBUXXuaKgCZjtUhkNtmXBbNl8ciQQ71EAXFXBMlpo1WsY/9KfoZVpYKNSxF3fqGLbtm3YunUrcrlBDA9/B4aHv4NvZxjTuP4Hf4FG9n1Yu6Yw33gDqlpDOn0F169/Adevf8F9/VoBhcLDGCjsomWLXRhIb8Wd1Qq2zs/gf/mhp3DZ+T9xcf51NLd8DhdSo1x9uGHaeKdu4J26geepYTKjAHfhV1Cyz+J7blT46+lMZuzstACAwbR78W0Sgjo9voW0Gthp0Vm2YKWHhuH4khkFFYW0u3gu0vMqqaKAqleyUQRLAUxRMOjXICNYBmCKAms/TVJ6SGUyyNCcC1E1AXDLXCZsONRCnFxRoFkRqSSKQg6LvZgZV7A9MpfLIZfL4aMf/WhPz8EW+07Mzs4G/n7Pnj38/7/whS9gbGxMehQkbl2YdnwqI8Mg7XzgWQrEJz/Hmhmpa9pfehAlCvQu0V964B6FuKFQvix9p1aDNjzMPQq6CFHIamjWLBhNC5bh6xCJISiAm+Nfn69goVLBYr0KR3FwkUzh4ktT/DHFYhFbtmzB1q1bsXXrVmzevBnp9AYM1h5H4fIjGPzYAzh5+RS+/e2/xEMP53H//Tqq1VOo1d6GbdewsHACCwsnvNebGsHDOwcwXylibu5FmNYiBlHF44PAD6/3LvbXDBOvV5t4o+aWLt6sNbFgOzijPIAzeAB/d957jf/83UtcdXi0kMW2tN5VpirQBaHhAOz0GM6neacFK1d0li0URUGWyuP1Vou3R0JQGWDDo6qURDJSGQeWtaD6RkzHddDw15xjRME9f8QVBRqkRUd/JyMKWWQ091xWRTseACClosU7X/TYWSF+pNOArrsfZiKioOS8wKUk7ZErGLi0Ul0PYQTC//eJiQl8+ctfXpH934yQRGENwuLxzfGL5jBTFBp0JXB8JYgE7ZEMBjVYiSoKi+aiO4pYUQBL0KOQSkHJZkGaTTiLVahDQ56iICDfusN+WjBbNiza9gdFgaoFv19/iYiNEHaMFn72U/8cF55/HTPFBiol4OrVq5idnUWlUkGlUsE777xDn1rBxo0bMeJksEEr4J7r62CaJprNQRDnI7j3nu+j+7FQb5RRq56mZYtTqNffh2nOolicRbF4AVeuvsFfy9Vrf4RW6zIGBnahUHgYW9J5bBlJ4ftH3GPrEIIPmgb+++v/b5RxH87nfwRvU7PeNxca+OaC12mxXtfw4YFsG3kYoH6Hmu1gkXpYBjKpyE4L9i8jCnbTVx7SclBiOi0AgFCisEhLFqJEgZkelar7vkSNjIBPUbDd95UWvMPXdNWNeiZuzSKJR0HPZHnpIZmioKBJszSSqAkAkMmw0dRpqKqYSRQA6uogbJq2msTMmPV1ziwXLMuC4ziJ33snisVil3owOzsbqxIcPHgQX/7yl28bNQGQRGFNwmYeBYHSwzDtdJinefPtRCEucGkJpQd6d2k6Jlp2C1k9y2c9xHkUAEAdHITddNvgHJvwAZaipQfADV3iJshUKtT4ac+1UDl6Gtq2AnZoj0LLObAXWtALKjaRYWwrbMPQP3oQANBsNnH9+nVcvXqV/1etVnHjxg3cAIAU8PWvvMMXy6tXr+Ltt9/Gli1bUCwWUch/CIX8h7Bp04+5+3aaqNfexZe//F8B5Ty2bTNg25cBAIuLJ7G4yFzXKnK5Eu+yGCjsRD7/IZRyGXxMexXfbb8I/Y4fxafPABt0DT9/1wbeafFuvYUZy8ZXKjV8peIZRLek3c9h1rJxjtggmoKBTPc50dlpAQCDOXq3x1oj1bS70MR0WgAASVOiYLnbipYeGFHIsQAjwdZIwOt6MBz3PYuaGQFXVWg5TFEQJwrpbNYrPRTEF1+kVDSV5B0PALg/QcFQok6BWcc9lgU0eTlBBJ0TSJcDDTqUbamKwtjYGI4cOdL1+927d4duc/jwYRw8eBDFYpErD7cDYZBEYZWwombGBKWHISp5ekTBqz8jLg2PKwpu6cEhDk9mjDMz5vU8VEWFQxxUzSolCmKKAkCJwtQUnIUFXnYAeiEK0ZMjCSEwLi6CNGxYZxdwN+7H3VvuB14EavkLANzpf+b5Rehb88hms7jnnntwzz338OdYXFzEtWvX8MGXT+P63DSmM1UYlnuhv379Or70pS8BcC/6rFzBSheFQgGDgx9GrfaduHz5Ljz80I9ifuFfwrLmsGXzT8EwrqNaOwXDuI5G4wwajTOYmvqiexyVNAqFB0HoZ1Krn4VC7kJRT+PTm4bxaSolNx0Hb9VavMvi9VoT55omrhnuom4Qgq9t1IEnt+KIauD02WtcdXgwn0YmQCFg3REqHRONTAGZTKYtHCqo00JVVT6OetFyFwRRMyMrPRRownZSRcFRNNjojSiAMI9CAkUh65UehMOW4A6FalCiUMiJqwIAkKJEgUBsvDTDjOO+rw3qQswj21HwqVJcOVwimHFxqUShs1uhXC5j9+7dfOGfnJxEsVjkjxsfH8fo6ChKpRIqlQqOHj3KuyDWOiRRWIMwBSZHMhSpolBhpQe75f0xZrFHlrVHLtD9elHQce2RiqJgMDWIeWMei8Yi1qfXAdQkpwiYCtUhd9/O4iKfyAh4kbpR4OmMLRumETwQyr+QaR8axOBPPwD7Sh2XXpiEVlEwnN4AQscDO7MtLH7+PUABtI056HfkoW0rQL+jAG1TDoODgxgcHMTW0zqMG7PIfmwb/vbGy3j//fexbds2EEJw48YNNJtNnDt3DufOneOvY2hoCFu3bkWd1t3r9ToPXNq69TPIZu9y34sxhWr1FKq1U+6/1VOw7QVUq16pInP53+Ao8rhh3IfzF3ZTw+QjyKQ3Y3Qwh9FBT8pdsGxMVhv4F+9ecY+Z6cBIqbhOHPzZ9AL+bNr9zFMK8GDeS5X8cCGLHbk0z1vQDbcsRTLDsTMt+DGnC/4iNQjm1bxQp4WqqMjreQw2aIZCMUFEcS4Lk5Y8FEV81gPgEk9C3M8nPyS+z1QmiwztSlETEBNoCuqMKGQTEgVqZCREXG0BgGni7mcE8zGPbAcjCjZcQ2N2GYgCG6i2HBHOx44dw8GDB/HEE0/gxIkTbRkKzz77LJ544gkcOHAA5XIZe/fubdu2WCxKoiBx68L25SjEgZUeeNcDzUEgasq9YkagLUeBEJ6hAMQHLgGupDxvzLs+hZZHUBSBOwWNysr2wgIUy+t4ELlj8Q+GsuioXj3t7vOdr38VZ0+8jI3bd7j/3bsD2UIByh0ppO4YwPUz1/HG6b/E6Pf9KHYNfTdaJ6ehDKUAApBFE/aNBuwbDeDVGXdnugJ9q0scHDpHgDRt/joffvhhjI6OwrZtTE1N8XLFtWvXMD09jYWFBSwseHdxf/d3f4d8fgyDg9NI6edx550pbNy4Een0RoyMfC9GRr7X3QchaLYuolY9hQ8+OAzTmoGDNPKo4177DVy54hGIVGo9L1cUBnZhoLALQ6kiPj5cQEoBTALcf2oBZyoN/OwPfwjWUIp3WsxZDt6stfBmrYU/ukEjl1UF92g6zA8N4YKVw3lzK+7Idi+gQZ0WjuNApSWtRYcuhnpBqNMCQDtRGE4QUVwowKKli3ROFxoxzaCnVRDHJQrZQfE79VQmC0frwaOgKKjr7rHJZ5IRBV1zX6fjiJsuAWDadr8f6zCXaDv/8LGa7XDPwlJgGAZ0XW8rdfWKUqmEQ4cOAWjvagDQRhpKpdKKKcC3AiRRWIOwbOZREDAzdnoUmKKgC4xwpRd0hTiAUYVJfK2GcUZIUEm5BiwaiyCqN5FRhCj4FQWY4h0PgFd6MBo2TEpQUpksCCG4cOp1nHv1BM696nUdFLfegU3bd2Dzjvv5iOmmWYM65B6j9I4hFD51L5wFA9aVOqzLNVhXarCv1EBaDqyLNVgXvdp/61s38HBmBAPmdgzOanBqJrRCClu2bMGWLVvw2GOPuY9rtbjf4dVXX+WEoV4vol4v4vr1lwC8BE3TsHnz5raSxbp165DL3o1c9m7cmPofmJ+fwesbfh3PT7fwI4WL+OHCRVSrp6lZcgZzc1/F3NxX+WvMZO7EwMAj+GFsxpvkPrTMISgG8LGhPD58p7sAE0JwsWXyLos3ak2cqjVRdwjedkxg+yBewIfxUfwp1tk1PPrOpbZo6o3p7nNEVVXedlulCtVIfkSo00JRFOT0HAbrNM47Qe1YLQxwRSGdT7YAaSmFlx5yQwmIQjYD9NAeCQAN1QAcIJ9Kdlet6e55aNvJiMKU7V4n1mEm2f4UBTlVQcMhqNoE68UbNEIhB0L1H5IorEGw0kNKSFFgHgXamki7FqAJ1P/0HIiWdrdpzsOkdX5d1aEq8Ys273wwFkEUSlBSKSgCdx0qVRScxUUQ3vEgdhfI6s9Gw4JFiYKecUc2PzL2g1h/972YOncGN8pnsTB1HZWrl1G5ehnvvfQ1/hxnv/1NkKtNDFWHsbW5E3lyD9ShNNJDaaQfLAKgQ6FmWrCu1GBdrsF4twKyYAIWwQargA0oAS9ZqLz0BtRi2i1VbCtA35aHvjWPTCaDu+++G3fffTfq9TpOnDiBxx7bgZbxHBYXN0JTP4Vr166h2WziypUruHLlivceMxlOGhxnPRQlhwWb4IJyL64XHsWO0hYA7rCoev1dWq5wA6KazfNotS6h1bqEHwfw4wCc3QouV7fCmX8c11MfQWFgF/K5+3F3No27s2n80Hqq8BCCsw0DX72xgP944iLWFxuYGyhiTivghfk6XvDFUm9N621dFo8UMhjSNSBVgANgEe45OZwdju20YP+f03IYZM0cg4O8ZAEgsmyhFAow9ULb+SEKVWkCNNMgO5BMUVB76HoA4JUeUsmc/5rmqi2WlUyJuGFRokBuJNoOcAeQNRwb9WXqfGg2m0in0ys+M0fCgyQKq4SVPMl7KT1UmKJgMaIgoCgoCpAtArUbUJpzMDQ3Oz6u44FhgA4JWjQX4cDdr5oVMyhxorCwwAdCiRgZASBNw3RufLAAs9GCom2GqmdACMHGe0vYtH0Hf2xjcQE3ymdwgxKHK++9DavVRKtWxdvvvOg+6K/+ApkXCti0/T5sKt3H/80PDUPbkIW2IYvMo+uhbcqh/pcXoN1dwOTCu8gtaNgxeCe0eRtOxYBRMYDTVNpVAG1TDvq2ArQ78hgyslCIAkLqWL/+MjZtmsd3PPE0CCGoVCptJYvr16+j1Wrh/PnzOH/+PIARAHuA7Kv4voGLGN62Dee1FrZs2YJMJofBwY9gcPAj/D1b1jyq1dOo1k5j4sq3sdF+DyPKLO4avILm4hWUF13zpaJkUCg8wMsWAwO7kM3egw/lM9i0uYjfePsU/oU+jp9JfQlvjP5vmNz1DFcezjQMXDUsXDWq+Ns5r4VyezaFj+AR7LzjJ2Ck56Cb5wO7HoI6LRzHwUBqgBMFdXi4rWTBtgsqWaiFAlcUkhIFKKx8lYcmmNsAuO2Reg+lBwBo0HbMvJrM0KcobnnIaCUjClOWAoBgHbmeaDvA9SlMWzYfSLZUyMmR/YckCmsQvOshQXvkQsOE4xBodgKiAIDk1kGp3QAaFVg5d/EW8ScAHYoCNegpGTFJ0V96YFkI4kTBPe0r1xqYu6ojM/RPMHvNwV/91lvYcM8ANt7t/je4IYPc4BDu+fAo7vmwG+l65sQ3cfx3/jOGt2zDtoEduHHxLOasG2jVarh46nVcPPW69/42bOSkYXPpfgxpRfc9QsG76atYSC/g7r2jWD+yGfaVGlUe6rCu1Fy/w/UG7OsN4FVgO9L4Z/g46qfqsNb/Y5gjM7DnWlCLaaxbtw7r1q3Dww8/DMA1B05PT3PycOHCG5ifJ1CbJkrNq8D0VXzhDbetcmRkhHdabN26FRs3boSuD6NY/C4Ui9+Fv57/AZyo1LHlxbewfegC/n8/QGA0T6NaPQ3bXkS1+kabYVLTBjFQeBi5wi48tgkYqc4h45j4SMrCzs1FYLP7uKrt4HSt2dZpcall4VzTxDlswP+47+fcBxILP/HWNTxayPKch/vzaegBRFtVVRRSBV56SG/YIN5p4TMzJiUKiuIyEz2TTM5PKWmAflfUAfF9EkJQ50QhmQSvKLMgBGg0kyoK7r9Fch2EWFAU8ddboNeh2jIpCpIo9B+SKKxB9BK45BCgZtgYokSBCBIF5FwVQWlWYNib6X7FTquhtLvYL5qLINQbIeJPADxFwV5cgG1SRUEgbIkQglTWfVx2QEcqXcP8lANFzWHqQhVTF6p4mz42k9ex4e4CNt49gA2UPGTyBbovHbsf/iEY9iwyT25F/Y4mbpw7g+vlM7hRPoO5q5exOD2FxekpnD3xTfe9KSqGUxuwvnYnzOwCVC2NlK5DzWpQS0NIlTzZutPvYFxchG5pGKoOAtUfAM4D86+egpLX3VKFr2yhFVLYvHkzNm/ejI985CO4cOF9XLj4e/gT45dxeSaF73XqyM7NYH5+HrOzs5idncXp06fd46qq2LRpEycOI00VMIFKq4jXpooo3fsJqIoCQhw0mxdRrb3pqg/VN1GrvQPbXsT8wrcwv/At/K8fcd/Li611GEi/hMLloxgo7EJhYCcG9GF8dCiPjw55C9aMabnGyItv4ZuX3sK3hh8G0YbxVr2Ft+ot/OmUezecVRXszGfwCCUOHx7I4t6Mm4ORT+W5oqCtWyfeaZHNwqDnYzrrhvoEKQ/BJ5VbTtFFxmj7oNs6LACG0wIEy2aAa+azaMtrDoLfUwCOY4IQ9xg2G+IEw3AIZqhqN4JZ2HYdui5eYimorEVyecyAjCjI0kP/IInCGkSSoVCZlIZsSkXTdFBpmBhKYmYEQOgYYzTmhMOWGFjpoWpUQZCMKGg+j4IVM+fBnptD48QJpHftAjZsgJ5xj4ue1nDPrimc+OLzuP87/yG27/4hTF2oYvpCFTOXamjVLVx+Zx6X3/FawvJDKlKFf4hmfRHTsy0UCIGWSWHjvduw8d4Sdn6vm7JoNOq4ca5MSxZu6aI2N4uKcQOVGzegw/3yffHf/Tw2bi9hc+l+rj4MjKzv8jucef99fPnP/hY7N2awVZ1FoboT6fltIHUL5pkFmGe8zog2v8MdBWgYhKZZmBoewhv5O/CZ0mbs2TiMer2Oa9eutYVDNRoNXLt2DdeuXcOrr76K7QD+hapjJpXDgjaIM++/jy1btmBwcBC53D3I5e7Bxg0/5H4WjolG4yz3Orx+7mVszV2GkdEwiw8we/H/4q8xm70bhcJODA48gsLALhTyD2J9KodPFHV8sqbge776y9i/ZRPuLo7ipx8/zEsWb9ZaqNoOTlabOFn1DLBDmopHClnUlCdw933Xob1/FtsCuh7COi2cYpEThWwm3CwZGBBFiYKqJ1MUtJYGC0DDWoRlGEgJGvRqdGpqimjQbXHjpWneAEDgOCrqdfHtbtAgNB0mBrEAy1pIRhR8WQrLAako9B+SKKxBsFkPKYHSA+CWH5pmCwsNE4qVwMwIdCgK7rZxYUsMfDCUueArPQgqCqz0sLAIi45ATqWDL36Nb5/ADdrvrG7YAPX+h3DPtXWo10uw7qZRuEMKdjy+ATse3wAAsC0Hs1fqmKYqw9T5KhammqgvONDSD8IhwN+frkABsO5vL2HT+SpXHoY3ZpHO5XHnw7tw58O7+OtYOHMZHzz3NUzbV3G6cRpaswbLaOHqu2/j6rtv88flhoZd4lBinocdyGSzmFfruDJ0Dtpdf4fh4e/EQ/cfgX29wVUH63INzkyry++QVR7BPQOfw9PFHO4YMrBpnQmyniCfz6NUKvFAGUIIFhYW2ojDxavXkLYtbNUWsRWL+OIXvwgAKBQKbV0WW7duRTabRaHwIAqFB7EZe/Gv/uZbOFT9/+D+oXOY/a7PYCFno1o9hVbrIprNC2g2L2Bm5q/pu9aQz9+HgYFdGMRGzBU0aCDYmtbxgyOD+EFfLPW5pumN4a41cbrWwoLt4BsLdQAP4LWffgAAsGnawqOty16nxUAWxYD4YVVVoabTMCjpLWQVpNPprg6LMPLgWO7CrWrJ5Hzm323YVRjNemKikCcZwLBjHu2hZVxz/20V0GqJT1u82HK/I5swAwWAbScMXaKkqipLD7csJFFYJaykbGbQXIG04Nja4VwK1xdaboskUxQ0MVXAUxRm0bRpEIomdsEbTrt3fAutBRDaM5+09OAsLsJquRdLNqCHvzZ6YbcJQeqBB2CeOQNnehrO9IvYAQDnAPJt4B9kU9Dx91hMDyKzaydSO3ZA03XuVXiIPl+rbuHKe1M4fuSPoWpbkM/dh5ZNMDvTwuw3ruOdb7hGr3RWwwZerihg4z0DyA2mMbB5I+4sfAjrlXvxyiYLIAQ//U9+ElMflHG9/D5ulM9g9tIFNBbm8cFrr+CD117h72Vw42ZkDQsNNFDPZFEcGoCiq9DvcFUDBqdpweYlC/dfVE1kF+/GJxeBT6IFnD6PudRF6Fvz3CypbytALaYxPDyM4eFhPPigG0n9qx9cx/iJ97H1vSt4YMDAzmELU1NTqNVqOHPmDM6cOcP3vW7dujbiMJhWsM6pobhgIVv8FLbc/V0AANOab5tnUa2egmlOo15/F/X6u7gBIPdwDr/qNFBV38C5Dw650dSFXchm78aOXBo7cmn82EaXLJoOwbsNt0Xzz8onMX/FwQdb78QNABOVGiZ8sdR3Z1K+Fs0MdhWyyNM7XoMOOcuqRqhZMqjTwmIx1cjBNE1umASiOy1I1b1Tb1iLaNVqKBTFRhYvLrpJqHmSAWmJL75GixKFZgEtX25JHM7TOR9b1TnAds2uSTBMr0PzliQKtyokUViD4ERBIEcBAIrM3NewADqVLrGi0KigRUmGMFGgF+Z5Yx4OJRmJux4WF2HSZMZURsN0YxpDqSHoqs5NbPknP4nC2JMgzSaMd95B84038d4fv4ihhQ+Qa81isGkCr7+J2dffdN9LNov0Qw8hs2sX0o/sQmbnTmhbtiCT13HPo5thN78FG8APfOh/R33GROO7t2CuYWPqQhUzF6swmjauvDePK+95F9SBdWlsuLOAQtNGWreBtAo9pWL9nXdj/Z1348Hv+QQAwDIMTF/4gBOHG+fOYOHGdSxOXUcKQH0eeO/t7Xhfu4K37vlFbNp+HzZT5WF40xaoWb3L7zB3+Zu49Mrv4sWF/w2leR27qwSq4cC6UIV1wes46PI73FHAQEpHRSugZm/E1o0j+H/91IdhmiZu3LjRpjxUKhXMzc1hbm4Ob7/tqiMfgYK/UZ7EPbiCTRcXsCU3hfXr1yPlM0sCNCbbuI5qjXodFt/AbOXbSGsKRjCLa9f+kL9GTRvCwMDOtjHc6fQm7CpksauQxeCpd/Dof/i/MVcswPrzv6XTNF3D5PmWiQv0v7+YcRdbFcB9uTQ+PJBF86HN2FxRocIrabSdcyHkwTZcIqIorqIg2mlBFt3vWsOuolWrQRTz8+55NUiyIAkUBcO4CgBotfKwLAu2bQuFFp2nYWzb1EWXKCRUFNZRFWfOEn+tUWg2m5Io9BmSKKxBtChRyCRQFAAaupRJZmbkikJzDk2LDsYRJBmcKLTmPTNjWrT04BIF0mzCrNMY5oyGf/fyv8PrU6/jQ8UPYefITuxavwu71u/C1vxWqLkcso89huxjj+Gdtx6EbTq4Y+NxLJ54Gbu2fwjFegut06dAqjW0Xn0VrVdf5fvTNqxHetcuZHbtwmbDwYwGwHCQ1xRseWQE92+lUyVtB3NXG9zrMHW+isqNBqpzBqpzTO7VsaH63XDSDXzj+TI20k6L4c056Ok0ttz3IWy570N8343FBVx+7x38xZ/+MQaUK3AWLdhN3SUS5TM4RafdpvMFNxiq5LVp5oeLSA0Pobp5Ev/XljRayOIrj96Du6pOezjUtUag3+FHBnVsgIN3kMaIo4KYDlKpFO644w7ccccd3muk3gZ/m2atVsO0sgHT2AB84w3gG28glUrxcCj239DQEDKZLchktmD9yJMAIfjV/+dRfKOYxT+766N4fMMddAz3O7DtBczPfxPz89/k+06nN6FAiUPRvAQnR+CkHewezGG3L5Z63rI5aWD/XjdtvNcw8F7DAL7DJb2/TwgeOnUBjw5k8OFCDo8OZFDKpqGGdFq0aiytcBDZbJYT1LhOC3vBPR8a1iJa9SpE4RGFHEgjCVFwFa9Wq0B/NoQmMJ6npYc79AZgAra1GLNFO9bR69ByEQXDMCRR6DMkUViDMKhpKCVIFIayXosk9GRmRr+iwEsPupiiwLoeKkYFxKREQVRRGBhwcxwIgUlNbapGcHnxMgzHwKnZUzg1ewpfOPMFAMC6zDrsGtmFnet3YufITpCCAVR01KHixnABzo98Cps/9kkQx4H1wXm0Tr2J1qlTME6dgvH+GdjTM2h89QU0vvoCHocbr1O78O+gFrdDO/7dyH30MaR27ICq61h/ZwHr7ywA3+V2gRhNC9MXa5g+X8WVL1/GtGHBJCo0I4/3Xr6B9152Q2z0jIoNd3ntmRvuHkChmEZucAg7Rp+A+ZUXsP6+89i85QzWD/xLqPXdnCxMnS/DqNdw6fQbuHTaa1ccWL8BG+65A830emzcdBXXN27DoK5B25iBtjGHzIfXAwCI5cC+1nC9Dj6/Q2HRwvcB+D5kgbKBuV99FdpmN9+BKQ/axixyuRy2b9+O7du3u89HCP7D+DfxmXMHcRlbcPGuH8W161MwDAOXLl3CpUuX+GvM5/NtJYstW7ZgTk/jhqVCT+3E9nt/BoBrlqw33ketegqL1VOo1U6hXj8Lw7gBw/gK5ua+Ar0IXPtPgDO3iPfP/FuuPOQLD2JYz+IfDBfwD4a9Us11w8Ib1SZemaniy6dncGVEQzOj4vWa27L5B3S2wYCqYlchw8sWHx7IYltah6IoaCy6RMGmscjCnRY+RaG+sCDcacESOgdIFqRhhT6uE82We8xN0/3etVotIaJwgRKFO1MG0EheehhZZkVBJjP2H5IorEGYCUsPw77BUEouYY4CVxS80oOoolBMu9u27BYMms8v6lFQVBXqwACcxUUYVdbHrmH8+8ZxqXYJp+dO4/TMaZyePY33Ku9hrjWHF6++iBev0pCkBxWsa2zCtpaGobuauF+Zxv2OBV3VkSptR6q0HQM//MMAAKfRgPHuuzBOnULrzVOY+/qLyDSacBauwlm4ispvvIQKXJKTfvAhZB7ZxdUHbcsWpLM6tt0/jG33D+Pud+bwwdxlTOhvY33+Luwq7cb0hSqmL9ZgtRxcO7OAa747+vxwmpKGAvLOBqhw+dHwxs3YsuW7cf9HvxsAYFsWZi9fpMThfVw/dxZzVy6hOjON6sw0gE34Sfw3OIqCib+9q011GLnjLqi6Bv3OAvQ72/0Ok+/N4m+/8gF2Ljh4Ip1GziCwrzVgX2ugNTntPjCltvsd7ihAHU5jc9bAwziDHepl2D95DI7jYHZ2tk15uHHjBur1OsrlMsrlMt/3kPZD+I7sLJppExdHLmLz5s1Ip9MYKDyMgcLD2Lz5afd923XUam/zgVhzV74OJ1OFus7B9PRfYnr6L93zRdGRy93HyxUDhV3I53dgc1rHUyMDeKwGbPnaB0i35vDh722i/IknqVmyhVO1JqqOg5cXG3h5scFf43pdw658GubD34EtNy6hZAcPWgrrtGhwj0IVRr0m3GnRq6LQbJ6jx2wj/Tm4xOIHIYQrCnelXJN0r6WHWelRuGUhicIqYSXNjElLD55HwQCcZETBUxTmEpsZC6kCNEWDTWy06q6cKRq4hBtv4d5PXEDjmgKz8iXM6Pchnd4GTdNwz9A9uGfoHvzDe/4hAJeIvFd5D6dmXJXh9MxpXK1fxVz+OubyANYB37z2n5D94m/jwXUPYufITuxcvxO7RnZhc36zW7L4yEeQ/chHAAAv/8f/A7NvnMYPDnwf7LlzUIvTaL112i1ZvPYaWq+9xl+mtmE90jtd0pDetQvQdJiKBUczkN1k4IlPueOoHZugcr3ByxVTF6qoXKujPm/g/JuzOP/mLPJ4CLPXH0Bt+Apq927A/IeuY+PdAyhucRMBN96zHRvv2Y6d3/sUAMBoNDB1vozrZ9/Dqyf/ANM3RjBUW8DspQuYvXQBb3/tKwDcgVgskXLzDrdNc2D9BqhZHanSIH7/mza0hSb+v5+8A//4wc1uuYKZJa/UgBC/w/fqOhasf4xGagaFugU1r2PDhg3YsGEDdu1yu0Esy2obhnX16lXMzs4iZRdwV62AC+82ceHdP4GiKNiwYUOb8rBhwwZoWh5DQ49jaOhxAMD5Y78E+6//Ai/9gI6P/7N/7poma6dgmjOo199Bvf4ObtwYBwCoag6FwkMYKOxEq7IdqUIGmcU67pyex64NQ/jhDe6dt0UI3m8YXotmtYl3Gi3MWDZeWGgAuz/J3/efvFpum2exq5DBYECnheJ4HoWaVYFttIQ6LQgh3Mw4SLJ8gmkcbLsOg3Y9KMo2AIt8ImkUrpk2mg6BBuCOjI7rAGwrIVFILb+iIIlCfyGJwhoEKz2Idj2MFFxSMFc3fRHOYl/EQEVBF1QFFAXD6WHMtmbRrM1DBaAKSIqEECgXTyBTaCCzAyiav41HNwD2q3ngxkfgbBuFs20U9tZRYGAzMloGj6x/BI+sf4Q/xxf/27fw6pU3MVX4C1zJzWF+k4K63cBr06/htenX+OM2ZjfycsXOkZ14aOQhZAoDIJkC9K0fhn7HR7Duf38MIMQtWZw+5ZYs3jwF48z7bsnihRfQeOEF9q6xbnADntgwAH1hEcY77yB1331QdR0j2/IY2ZbHh75zEwB3uuXMpRonDuffvg6YKbTm78TF14GLr7t3iHpaxfo7CzwUauM9bskincvhjgd34o4Hd+LNjX+OI+QAHjAW8DsFxw2GOncWU+fOwGg0cPW9t3H1vfYWzU3bdyB9dwl3T1uYtkdQzKe9fIeHXIJIHAJnptlGHJjfYQQ5LOAzgAVUfu11qOsy0O9gykMB+pY89JTOF36GVquFz/zpHuSMdfgB/SOoNLKoVquYmprC1NQU3nzTNZ3quo7Nmze3kQdtdhGoKTgzT/CPtz0DXdWpWfJa2xjuWu00bLuGxcVJLC5OAgB2/CPAaWZxvr4OCxcNXrZIpzfioXwGD+Uz+DRcX03LcfBWrYWvnSnj+JuncG3T3Zhdtx6XDQuXZ6v461mqkAEoZdM0VdItXTyUz0Cfc78rtmqj5TTQqlaFOi3m5+dBCIGqqsgjA9K0YbQMaLoW2WnRbH5Aj9k6ZLPrASzyNssonK65r/O+XBrZlPveTSvZBEl/6YEQsuSbJFl66D8kUViDSNr1sC7vlh7maiZg0Xn1osNmcm5Ll2I10aRtYqKlBwAYygxhtjULY3EeWQBKIbwX3W8Mc+77AVT++IvQbrwO58F7UEQZadSBiy9Bu/gS38YZugPO1lH3v22jcDY/AqRyGMmtx71zu3DXlW/ikWYaP/HLv4rqOvByxenZ0zg7fxZTzSl89fJX8dXLXwUAqFCxaf0w1u9UkVG/gQfJDgzjw9BUzStZfOpT7r5pl4Vx6jRap1wCYV+5gtTiFEqLU8C5c7j6V3/VXrLYuROZXY9A27oFqYyGLTuGsGWHe2f7p386iZHh3wPqGzGg/issXCtg+kINZsvG9fIirpc9k1luMNVGHGr2NkAFssMFbH/0IWwf/Q73mDoOKteuUOLg+h1mLp5HY2Ee51+fBF6fxI/T57z6e5vw5Qce4CWLDXffCy2VgrYx5/odPkI/J+p3uHz8r7D58geYx4eRctbDmWvBmGvBOOWbZxHgd4AOXMjfAPI38Lv3fCfy3/GzWFxc7DJLtlotXL58GZcvX+bvOz2yESMf/xis4hxOv3sa9919HwqFAjKZrchktmL9+qfoueSg0fyA+h3exPVLk3DUMtRsE/XsVdQvH/WeM725rcuiUNiJjD6IxwZzyFVvIP33fwY9cy+s4Z9A6X+5H+cy4OrDFcPC2aaBs00D/51VahTgflXHQw9l8EDLwNTcZjTqwYt2J3lgi/vw8DCUOl1wGzbsjq8NK1Wwfxu07JDLbkeh4JaXRBSFU3WXKOzKZ5BOUQJrJBsMNUJvWCwCLNgOhgMUliQQ9VZILB8kUViDaCXMUVhHFYXZugEY9OKREgyPSRdAVB2KY6HVciVJ0dID4GUpmLVFZOEO5+nEH33rIggIHt02iPs25pHSVKiF9WhlH0btjXN4/c5fxGw9g+//CR13Dp6FdmUS6tVJKNPvQl24DHXhMvCuO8iIqDrIxoewq3k/9OyduFifwSxSyBYGsGloE0pDJXxqu7vQN6wG3pl7h5crTs+exo3GDVxT53DtTuA0/ggAkP/ir+GhdQ/xcsXOkZ3YkNsANZttK1kAwOL4m3j1q3+OauVdlCwL+StXQKrVrpKFun49Mru8kkXm4YeQy+WQHZhGat0VfPjD65HPlUCc/z975x0fWV2v//c502vqpG96siVtO7CAdKRY4AoWUJoC4rVdvRcuV6/t6lUQfxYUL9hQiuKCYEOBBZG6y5Zs6m5675lkkuntnN8fZ3KSySSzWQWXxXler33BZr/nZOo5z/fzPJ/nIzM36Vfjp6cGPMyO+fC7wwy1zTIUC10y8S5usbmI5IkccY/jKLaSWWBG1IhkFBSRUVC02KIZVlo0J3u6mejr4sDBVtLDc4RmJul8dZLOVxWfh6jRkF1cujgMq7yS9Nx8Jd+hyIIxu53Mqf/jJd3FnPvR+5R8h5hRMjLiRfZGVvQ7RHM0fNh/OX3GPsxzyi7UZrNhs9moqqpS3kdZZnZ2Nk6ymJycJASM5+djJ5+nfv8UT/EUdrs9ruqQm5uLwWDAbCrHbCrH4XgXAy900t8ySdX8z8ndOIXwrlo8njb8/h5CoQlmQhPMzD6rvj9GYylWax1z/jDmHD+EbWjDMnURDW8vW0yEnApHaInNsmj2KMmSM5Eo7dEI7cV6QA9Vn+DhaIT69iHqLQZ1pkVxLJZ6KSYnlZt0Tk4OgkuD7I+ilzQIK8y0WNqm6fUoeRcGY6l6k10TUYhVFGotBvR6hSiEwlPHPG4pDKJIhlZkNiIxFoq8LkQh/ThGiKfw9yNFFN6CWJAe1upRUCsKvjBCrKLAWisKCxMkfdMEQgpROJ6KwkKLZNSrVCNEUzxBkWWZH7/cz+hcLKNBK7Ip30ZDkZ1yayklxjTCYRkZDVL2eqLrTyFaf5VycNCDONGMOHoQcewQmtFDCN5JhIkWimihKB1IB39Ui3bPx6FoB9GCrUj5W8CUiUlrYotjC1scW9THM+Wf4g97fkZjx2v4so10mQfxRXwcnDrIwamD6ro8c54qV9Rk1bAhfQNGrRFtbjbOghK6ivVkvu1trN+5k8jAgFpxCLW2EerqRHIukywEgY2ObCLlEuFSEdkyjrxhHYJOR3qemfQ8M1U7lQt5JBTFOeKL8zt4ZoJkuyVwS+zt6geUsdyZRRa1y8JRYsWaaUCr05NXUU1eRTWSLPOprz6PMRLgG+elkTk7qsy06Oki4HEz2dfDZF8PPPcUAHqTmZyyCnLKK7FPjJIT0TEq2BBNWsQKO7pYdUSWZaT5sDIMa8HzMOaDkIRmROIKlJ3/zCgIzc1Lqg4xs6RJS2ZmJpmZmdTU1CjPOxKh5dJ3MJNm54+7sqg01+FxeZifn2d+fp7Ozk71/cnKyorrsnA7/SBpMfZHsMybKPi3ryqfy6gXj7d9SUBUG8HgCIFAv1LOt0P15SBLgwRde5mc3Yx2cjsWaw1mUwUOnZZzM6ycm2FVn/dIKMJrLwzR5PTRmifSqokS0hs44PZzYIlZMl2rxFIv+B0arEamppSbtMPhQBjWIvujSL4IOocpaaeF398BgEFfppbtPR5P0k4LWZbjKgq6GFEIh53HPRiqSK9jNhJkOBhhg/nv8xeEQqGU9PAPRooonCD8Q5IZ1yg9ZJqVioI7EEEK+tDA2isKgGzKRPBNE4xJD2ttj4TFioIc290sSA8Lu6JwJMq763NpHnXTMuJmPhDh0NAch4bmgDK46L+xSTL5uiDzXVOcboSaAhsmnQYMVqTiXUixREBkGcE9gjjaiOvAi0T79uHQdWPSRGDwRRh8kYU8Sim9TPU6SPlbkXI2gUaPw+Tg1LTtZPe5Od13GcI6E9OX61S5otXZSt98H+O+ccZ94zw7rOxCNYKGyrRKNkQr8Nt9yGEdeoMeQRTRlZWhK1smWXR0EGppjZMsDJNTGCZF2Csy/atPxCSLDWqHxYJkodVryC2zkVu26ML/91d/Q8t4NW/3zFHjy2R60EPIH2Wq38NU/6IJ0WDRxrVnill6kMGvMWJv2Mz2tMWQJPf0lBoKNdHbzfRALyG/j+H2FobbFR/B85yKpJ3iqe9/S52i6SgtR2c0oknTo0mL9ztEpwMcan6Vo+1NbPWtoyBUjOyFcNcc4a7Ftjwx06CEQy3xOwgeN5lTU2ROTbHv8n7ec/YH2Z65nYmJCVWuGBsbY35+HqfTidPppLW1NfbZENBmWukpT8MfkDE4nWRmZqLRWEiz7yDNvkP93eHwTMzv0EbXod1obTPoTFGMmYP4pUF6en+nPMYFs6S1LiZd1GAwFFFk0GEfi3B2fxApx8ojv/gyvsIyyj95eyzfIcgRXxBXROLFOR8vzi3u/G1pxWTVWAhYs3FnS6yfC2L1Jhoal3ZayHIUr09pmU1P34HLpVQafD5f0k6LzkAYZySKQRDYYNajEzIRBC2yHCEcdqLX567yrU5EoUFLiy/IcCi85mNWQzCoGD9T+MchRRTeggjFZj3o1ziRzm7UohEFopJMOOhBx3F4FAAs2eDsJBhW9NPjqijEiAI+Py6rjVmLnfpoFCF2ARMFgY+fXa5k6ssyA04/TSNzNA3P09g2SLdPwC1qcOslOg8Nc++hYTSCwPo8C/WFdhoK02goslOSaUIQBGR7EVF7Ec7gLp7d/xqR+Z+QZ4/ynuvejTh6SPkz24Po6kN09UH7YwDIGgNSbh1SwVYcATvT+hAgozXpqUqvpCq9isvKLwPAE/YokoWzVSUQzoCTDlcHHXSoo5Zf7nuZWnetmu9Qm1lLuiFdkSwaGjA2NKivU3RmhrYnforY8yC6Pg2mYWtMsmgieLiJBXeCmJWFoaZmMVVy0yZEm405k5WuAj3n22d5+8bTkSWZ+elAXDDUzKiPoDfC8BEXw0dc6u/+sGhgTCcztneKqQ2ZZBZa0GhF7I4c7I4cKk9RyEM0EmF2dJjJ3m4meruYOrQHp1dEjEToPbiP3oP7AOVmlFFQRE55ldqmmVm4DlGjQZtjorWgn3tnf8Xlbg9fMGzCd9bP1PHbkREv0kwQaSZIaGaJ30EE0SZgaLgab2CIwkgfLr8Lg8FAcXExxcXF6vPxer1xXoexsTECgQARvZuB8gIGKODVn/wEg8GQkO9gs9nQ6TLJyHgb6Wln8Of/eYVIKIuNF1zP9Hgv67ZMY80ZwONtR5J8cWZJAK02HYulBq3RgTG7FHvB6YiyjHW4l8syLLzHoXwfQpLMUV9QnWfR7AnQ7Q/h1hlwZxdwvx/uLxWh1EbJvJOG7oA6z6LGbMC0ZJPg83UTjXrQaCzYbOtJS1M8HX6/P2mnxTMzyqdql82IVpKQRRGdLptQaJxQaPK4iEKRXqHgI8G15z6shpSZ8R+PFFF4CyIUa0Naq0dBFAXSTTqc3hDRQGz3ol07UZDNyiClBaJwXB6FmPQg+IO8uHkH/0+fjWV/F3UWI1usRrbYTDRYjTh0WkRBoCzbTFm2mcsa8vEZRxj6z8+x++w7GNYKiDV22iY9THlCtI95aB/z8KsDo4BChuoL7TQU2WkotJOrE0AOIiEyp3EQ2XIdbLlOeVD+WcTxw4ijh9CMHUIcbUQIzKIZPYBm9ADFQHE+ROXfEZmpQ3j1dKSCbUh5m8Fgxaqzsj1nO9tztiuvjywz7hunbaaN5t5DPD/wAlMGJz58vDbxGq9NvKa+HoWWwrj2zOr0avQaPZrMTNhRgntTlHAojTPP+AuRwUGl4tCyEAwVkyxeeAH/Cy+o59SWlnJRYQ6WdbUU1gSQK9+OoNORlmMiLcdE5Xalrz4SlpgdXeiy8DI16ME9HSBTEskMguupMf7w1BiiRiCzwKwmSmYXW7E7jGi0WrKLS8kuLmXT2edjDP6YiGuCG92f4MqtFYQnBpjs7cYz42RmZIiZkSGOvrjQoqknu6Sc3PJKZjiKNaglNxxFlCfQFlnRFi2OcJb8S+dZLPodpDkZfdlZ6IH/64PIUJT5wo5F2aLQgmjXYbFYqKyspLKyEgDniJfHv/MaWLxkDz3OTGYmrrw8gsEgAwMDDAwMqL/barUuJkqajIQjETQaLWlZNfQdyCRc6KDmnApkOYrf3x83z8Ln6yAScTE39zLKhwhGXN9h01U6fFNGBvt+SGbOKVgsm9BrrUqbpXXxu9Q9PML3//hnZjOysW/ZQdO0l2FRZkCQGHC6+V0slloDVJsNapdFQaAdEQ1p1gYEQYs9NlBtbm5OlRyWd1pIksSeeaXd+Vy7Sf2ZTptDKDSOzz+M0bhxxYyIlVBkUG41r1dFIdUe+Y9Fiii8BXG8ZkZQfApObwgplluP/jgm4ZmVdD9PRCEZFt3ax+0uVBQ0gRBekxkLMl6JxXCbMWXHuM6gY7PVyGarQiA2mg2I6WnoZInCqJ7CKFz9nhp0Rg3j80GaRuZpHp6neWSetjFFsnipZ4aXemYWn3O6hVzDOZSbQrSPuanOtaAVRTBlIJWdg1R2DhFQJIvZPsQxpeIgD+5DO30UjeBC43kRXlTMfTICcnY1Uv42ogVbkPK3ImevRxA15Fvyybfkc7ZuF/q9ejxCgLf9y9sYZVStOgy4BxjxjjDiHeHpoacBZWT3Qhx1emAGR0TAFDIqkkVpKbrSUqzviI15DgQId3Qu8Tu0EhkZIdLfz/b+frajEJKhrz6GfuMGNd/BUFeLJj8frU7EUWLDUbIoWfz61SHuf7KXPIOO09NsmCaDBL2xpMkhL0eIDcIyaeK6LBwFOkzuMfQamTbjej566jk0FCnvtdc1q0oWC/8N+f2Mdx1lvOsoFuAKCglpc3jC7Cf7t4+qnRZGq3VVv8P8Tx8jcLCXcNkmREMO5oiRyICHyMCSfAeLVhmkVbDod5ib8KOJmnBkOKh/+ihyIEDubx5jzmSK67SYnp7G4/HQ1dVFV1eXcsL1W9BGIxwZ24/fLOCclYlEStBqtZjNFZjNFeRwmfL+SCF8vk5cXfuY691PIKufkHEUvS2M3hZm3Hkf4877AAGTqQyrpRaLtQartQ6LeT2TgwMUzDk5OzeLy6oKCLgmGd0zTGeNja5tmWqnxVQ4yhGfIl88MjUP1KDjAaoDIXb0T1JrNjBnsWH3uvF4PNhs8UFRoijy13kfR/whDILARTnpGDQisixjNJXi9TUTCPSp5EF9bZd1WixFaSz9tdO/9qmVqyEQCKQqCv9gpIjCWxD+2KAYi37tb2+mRQdTIMe6HmTtcXgUYhUFbyxwyaJdG1GQZVklCtpAhPc/8wc+edO1DOYXctgToNHj57AnQJc/xFAwzFAwzO9juya9ILBRY6P8ymsR9HqKZiJo9cpFKj/NSH6akYs2xVzaUYnOCQ/NI/M0Dc/TNDLP4IyfWa2WWdsGjgJP/ugAJp1ITb4tVnlQJIscmwEEATmznGhmOdGaKwh4PBz58i+pspswV49iNPUqhsn5YaXTYroDbcvDynPUWZDyGhazHSy1BIkgIlLjqGFX2i6u4AoA5kPztM+0x/kd5kJz6t8VmDAxx5Mv/ptaddiUuQm73o5oNGJoqMfQUK++xtGZGYKtrdzzzF8p7e1ly0A7Wl8wUbLIzIx1WCiyhaGmBtFmYyoUoV8n0V2gofy8XD5X7MDtDC4aJYc8zAx7CfmjjHbMMdqx6COwa+4hS9dLCZmM985Tk2NDqxexpGdQtnUHZVsV3V+WJFwTY2oc9SuHn8IyK0NER9+8jr4nfq2eMy0nTyUNORVKi6ZWp3gdIhPNhNqfZmDrDLcVvcwVGe/m444b1YyH6IQP2Rsh3DlHeMnALrNBZKtZg96oQVe+ldDR/ciTk+Tu3Elubi4NMQkoFArFDcMa6OnGH44Q0WgZnuwFO3TM99D1nZdxOBxx8ywyMzMRRT1Way3iVBrmts0YdjgwnJHJn+/9LMFwN2WnrUPWjRIKjeH39+L39zI1rfgdBEFLMJRNRaWdoiIjPl83GnsG6WGZ08bDXFSYpX6nxkMRtcvisNtFs9uDT7DQFjLQNuFSnvT289BHwuzvnmBHVoCGGPnO0Gro9of4XK/SXXFNXjpZusXriNVSjdMJoVAfhmN0WsDiQKxNMaIwGIzgikRXHPe9Vrxesx56e3t59NFHKS8vp7e3l5tuumnVborjWftWRIoonCC8kWZGb4womPVr/zJmxAyNCzkKx1NRkC0xoiApZUWr3ppsObIc5eChSzEZy7EIDir1EbSyDAjobFbWmw2sNxt4X45CItyRKM3eIIc9fho9AQ57AsxEojRFoOns89XzPtzUxxarkc1WE1usRuosRiwaEb1GpLbATm2BnatinjSnJ8i3vvAYI/IIrqxKxnXZuIMRDgzOcWBwDhgCIM9uiJMsNuXbMFgs6LXphORyogVnIJ5ZqpzUM6lIFTG5QhxrRAh70SzJdjAAnxBsjJBHWrMJsewUNdvBrrdzat6pnJp3aux1khnxjqik4eDoHvp9TvzAK+Ov8Mr4Yl5EsbVYDYaqzaqlKq0KrahFk5mJ5owzuMeQB8D92s9xWtY31Q6LYGsroc4OpJmZFSWL9enFXCpn027dgNNfgCAI2LON2LONlG9V3vdoRGJ2zKe2Z04PepibDDAfzWM+mse5wOgTIzz4u1EyC8xkF8c6LUpspDmU6khGfiEZ+YVUnHY6t5t/hhQO8/MeN1G3ieF172NyaIS5iTHmJseZmxyna+9LgNKimbWuhJzySgzD/VgNOrTripF4iaOaXgybszFsVh6nHJaIjPtinRaK50GaCaIPSqzTizDhg+rr0Fd+iMBfo0hTA4v5DtlG9Ho9RUVFFBUVAfCHu77GQGcbGy++DMnsoHV/DxG9G4kwExMTTExMcDjW8qrT6VS/Q9rRCFmYMBda0GqtaOUqhppmqa59H3XnX0woNI3X2x4nW0QiLozGcQoKxglHOmlq/hGiYMawfR0mXwVh5zlYLXUYDAXkG3TkG3S8PcNE+5HbcfEaftu78eT8x+JArHkfIa2OQyGJQ2MrByhVGvV8rCB+9LXZrMg1fn/P2mdaSBIWYJ1ey1AoQtO8jzPSzMecabEcu3fvpqmpiYmJCTV46u+5jl555ZUcPKh0KvX29nLjjTeye/fuv3vtWxEpovAWhC9GFEy64yEKCuMXF4jCcXgUWKgoyBEQklcUlAjaDgKBQQKBQQA+ngtTd4F2RCAyezc2YTs2az1GYwmCIGLTajg9zczpaYsdEYPBMI1zXvY89DsaN+5gIl3DdDjKM7NenplV5BMRWG82xEkWC1MAs6wGqiQX6+b2U1yi4eJPXUbftE+RLGKVh65JD+PzQcbnp3j6iNKWphUF1udaKTWks5UQG3weNi9csKw5RKsuIlp1kfJkpSiCsyvWmnlQIQ7THaTLbtJxw6v/C68uZjtEC7Yh5ccki8xyBEGkyFpEkbWItxe/nS6bi/GpJzgwsB5H/WV0ujtpc7Yx7B1m0DPIoGeQPw38CQCDaGB9xnpqMmvIsa1HjNjRiVYM0RFVsiAmWcjBIKGjHYuSRVsrkWFFsqiinyqAJgg/omd800a1y0JfW4O2oACNVhlmlb3OykZl9ATRfQ/gevohWoRzeWb+dCo0OghKOIe9OIe9dLyi7Fh1Rg3Z6xTikF1ixZ8xQ1gKY9KbqE33o9GNsvGKS5Bzawl4PIpcEZMsJnq7CbjnmervZaq/F3TAhmI0e17jQlsOQccsfemvkVNWiSUjE0EnoltnRbdukchGfWGevaMJS0hiQ5UdhmYQRAOyX0Pw4DTBg7F8B31snkVMthByDYx1H0WMRmjYeSp2RyFDz5iQkXnnf1bjnFmMpZ6YmCAcDjM0NMTQkEJAMYL5hUbyu/KJ6C1ELHamRpShTXp9Nnr928jIeJv6eX/mmV8yPPwSRUVhCgrDeGNmSX9mB/7MDma6nlQ+n9oMrNYadLpsPJ5W/P5uNIKB08s+gslk57JYLPWf9+zhuY4ezHWbCRWV0uQN0OsPEZRlDILA2zOtfK7YkZB5YDJVAOD3DxCN+tFoFq8Tq820WCALdWYDQ6EIB70BTrMuVgRWm2mxHA6HA4/Hw/j4OJ/+9Kf50pe+xPbt27n44ov51Kc+teIxq2HpXBGA8vJy9uzZ83evfasiRRTegvCHj7+isBDjrI3JB2vOUUCRHiTAg9JtsZJHYenuQq8vZtPGn+P1tuByNzIw+RzpOpnIOpnJ2SeYnH0CAI3Gjs1ah9XWgM3agNVai1ZrRxAESox6Sox6ip9/labh9VjztJTfUhOrOCiVh7FQRNVqfzkZG6SjEVXi4Cy0kxkwodVbEQWBCoeFCoeFf9msxAl7QxHaRt1xksW0J0TbmJs2UcsfCcC+AOnNL1NfuChZ1BXalImcogbZsYGoY4Oa7TDU3c6rv/khlZKTU9Zp0Lqa1WwHcaIFGu9XXi9jOlL+ZqT8rWq2QzQyi1aArFA6l+Rdwgc3fRAAV9AVJ1e0z7TjDrtpdjbT7FTa4rIARCv36YO0tf+YuqwGNmZuxKqzIhgMiZLF7CzB1lbu/9lT5I32UD0/jC3gI9jURLBpmWRRU6N0WCyRLIz+AdYZmpjIreLxgRDv3ZrFv+8qU4Ohpgc8TA97CQeijHXNM9a1OD/gav2XCGTOcJhO8kMvYZudQJNbi9FqpbhuM8V1m9XPlNuptGiOHdzPyHN7mDMbiYbCFDhN4IQ/H71L+UxmZJFTXkFuLBzKUVqB3mTC64sy4o4giHDKB6tw/+THuB98FMtF78N06kWxaZpKvsNyv8MlOR/BFZ3C1KuFkBerVYvHE0EMG9mwYQMbNmwAlJul0+lkbGyMof3djE9NMCt68Pl89PT0KCcrrubAxCzd990XN8vCYDDQ29vL4cPDQCnnn/9+iouLY2bJXiaf+DM+XRfhslH80R4ikVlcrpfUx6jRWKis+DomU0nc97EwN5fsQ4coGu7hqredov7cH5XQiwKaVXbqen0uen0eodA48+6DZKSfseK6BSxNljwv08aTLi9Pzfn5t6LsuGvCam2aS8nH2WefzVlnncXzzz/Pd7/7XXJycti/f3/S378a9uzZQ2ZmfLUkMzOTQ4cOsXXr1r957VsVKaJwAiEIArIsv67njEoygbDyhTs+6UGpKOikhQjn4zAzWrLxCwJy7Npi1S3u2I4cOUIwGCQ/P5+MjAwEQUCrNZKWtpW0tK3ky9fw5b+eydd/6SO0UY/xtivxeJrxeNqIRudxzb2Ma+5l9XwmUzlWawM2az1WWz2RdKWaYZEjbLOZ2GYzAUpf/ngozOGYVHE4VnJ1R5f0pr9tJ7xtJ7lBP0/3jKmSxXqTAZ0oYNFr2Vmawc7SWJ+/LDM6F6R5ZJ69jx3lCNAhRHH5w7zQPcML3YtGyfJs8xLJIo3KHDNaUWQ+KNPPOkJyPTUN78FQk6FmOywEQ4kTLQgBF5q+59H0Pa9mO2w0G3FZZTSeESKD+yHtHNDoSTekc3r+6Zyer2znJVliyDNEm7ON1plWXppoZtzTiyB5aA1oaW37EQACAqX20rjx2+X2ckWyyMhAu+t0fvh8lGjpeQTelku1d5pHZbcyRbO1lVBnpyJZvPgi/pihE0BbWoLJPo9ZZ0aw2tBIUcbng1gzDVgzDZRtVvR0KSozO+5T5YqpQQ+z4z5soQxs4xnspQK4GOFHMul5zXFdFul5JkRRwJ6dgz07h9zBUYp7RtHv3In8n//GrY/dgsOlZ6e8gbnRUbyzTvoOOuk7GOswibVoGswFRIJWHKWVCKKMNj8X2T9DZKIJ8wUfUd73WL5DdEmXRWTch0lrxaS1EvjrGAHgPK2Ax6Yl/NQQgZpMtIVmNHlmRK2Iw+EgI2SmaCwCUgnG95Uyaw0wNjZGX1cn/d3dyAYjLpcLl8vFkSOLczcWsHPnTrXNUxA0mM1VZGlF7EdcmIqKMJySjtfbgdd3lEhkDr0um4yMs9DpMhPOVVhYCMDY2BiRSAStVrkVmI6RvSIIAunppzM5+RhzrpePSRSW4vwMCwZBoDcQ5rA/zHbb4mZkKVlY/v9Lf7cgCPj9fux2Ozt37mTnzp1r/v1L4XK5Vvz5zMxMws+OZ+1bFSmi8BbDgpERjo8oZFn0GAihk2PtSwb7mo+VTVl4FnYOgkbNUZBlmX379jE2Nqac0mCgoKCA/Px8CgsLyc/Px2g0UhCxoZnzYxjMoLTkswBIUhifrxO3pwmPpxm3u5lgcGjR5DX1uPLLP6Jj3WwnukAxs7NBrNY69cKYp9dxUaaOizIVV3dYkun0B1Wfw197h3Da05gwmHh82s3j08o+2SgKanvmQvUhT6/E6RamGymw6TkFpWrSVzuCfufZNMWqDs0j8wzN+umd9tE77eOJJmVin0mnobbAhkP04I+mkyubkD1hxSgZy3aIblACl4iGEaba0YzFyMNoI+JsDyZfAJMP8jkMT1+H/OxitsPCLAvZXoQoiJTYSiixlXBJ6SWYRpx8e3CMneHfUR/czZzxdDrmhxnzjdE330fffB+/71ciro0aoxpHnaOrQtIEMAoZBIwaOk15aLafQeY7LlXe32CQUEcnwdaWxS6L4REi/QO4ATfpmA8+xWPis4w6ipkZPVUdwa0tKEDUCGQVWsgqtMAupSf/9r9+jqNd/Vxm+wDF/RGmpnR4pSxmx3zMjvno3KtIFlq9SPa6xUFYmsNK6qKpoZ700mpmq410Baa58bwbqTKXK1M0exe7LDzOaWZHhljwooy1P8tPPvZTsjIdmAuyyJoawzQ5gc2RgyAKaHNMaHNMGLZkMzc5zuOfvwO7mMnZ7/ww5qBF9TtYNQIMe/ENx7qHRNDkmBC0IpERL8igq0rDvD4LM8oNu27TJn76r9chixrO/48v4pydZXR0FJfLRSgUwmq10tDQQF3d4lCzBWjzzISPuohO+BDFXGy2emy2+oR1y5GRkYHJZMLv9zM+Pq76LtaC9DSFKDhnnqa4+DOIou7YBwE2rYZ3Z9v49dQ8/zMwya83rcOwTK5YbSDWwv+/+OKLTExMxLWsvp5YjRT8vWtPdqSIwlsMvpjsIAprj3AGcNgM2IhVExDAkNyQGAdTOm6N8lGyxrolFr7cJSUlaDQaJiYmCAaD9PX10dfXpx6alZVFnq+GnnIrNpuOEkmKmaR0WK01WK01gFK2D4eduD0teNzNuD3NeDwtSHofltwjwBGOdigxwkZjMVZrvVJ1sNZjNlcjijp0okCNxUiNxcgHc+H+u+9gJjCD5pwPI5++Sa08zEcl9rv97F8Sp5uv16o+h3pZQ5EIukiEgH+WbYV26grtfDC2uZnxhmhe4nVoHpnHG4qyf8AVO1sVfwF+/nwnm4enaSiyU19oZ1O+FYNWAxodcl4DkbwGNdsh4h6g58ULSXNHiA44KNXOoIu41WyHBcgWB9F8RapYyHYYCoZB1FNhzeQcfYT11ZeTmXkezoAzLhSqfaYdX8RH43QjjdONyvtZBaKUTrqziqC+nOfHTufsvHpMWpMiWdTXYahfvIFFZ2cJHdqLdP+n8Dt1eDzZGDweyiZ6cT/cuyhZZGTESxa1tchWMwdcrzGfNs/Wc0vY0vcq+ue+yFzpexnZ8EWmBtxMD3qZHvIQCUmM97gZ71k447noT9uKw5dO3rMj1AR28krkWQbdg2zK3ETBeuXPAnxzLnoPtvHK7r3IkXE02inCAR+TE6PgSKcfOHjbJzBabWqXhT0nFykSofHJ3xIO+zGsT8NxSY1qqGv6wyBDL4xRUWyhKMuo5Dv4lHkWC9BVpWH9l7K4r4/BbMaSkYV31omFKNWnnZb8+7YEmnzl+xbpdx+XuU8QBEpLSzly5AhHjx49LqKgVCkchEKTTE09Tm7ue9d87GeKsnlyxkOLN8gHjwzzX8UONluNKz7upeQhEonwjW98g+9+97v853/+J//yL/+SsP54kJ6enlARmJmZWbGT4XjWvlWRIgpvMahGRr3muBzBDqueNCGmvxrtIKydZCCIeA15mKMGLEZDXMnwzDPPVFIVJYmpqSlGR0cZHR1lZGQEl8uF0+lEIIcDsTkFL3/ve+Tn51NQUKD+WRhio9NlkZlxNpkZZwNK98QLd92H0+QmN68FS+Uc/kCfapScnv4DAKJoxGLZpPgcbPXYrA3o9Q6iYS+moJ8Kl8SFRYqEIckyfYEwjUs6LDp8QcZCEcaWjA/WnGelcj5EQbiAqel5NluNlMSG+GRa9Jxdnc3Z1bGuAEmmd9pH88g8v3u5me7ZCC7ZxHgowp/bJ/lze2yXLApszLNSHyMODYVprMtQLqIBwcNMph5nRjYvDbybbfVbOX9ruZrtII4dQpxsQ/BOoe1+CroV0iQj8FlrOadZN5CXLWMxRAj6lWS+LGMWZxWexVmFZymPU44yMD9A60wrrc5WXhw6jDM8iCS60Pn2o/Pt50uvPoJG0FBuL1/sssispdReiiiIaDIysFSYMda5kdJLmfjQM1zxxSdYPzPIFyoiRNvbCXV0IM3O4n/pJfwvLerp0rp8PpQ2y2CRgYqNIFkKALAGOiitz6S0XqkUSZLM3IRfnWMxeWQCl0smZEhnZARGRobYyNvZwAWMdoV4qbpHrTxk5JsRNQJavZXBtnR0ptMpbcjk7A9V4poYZ7K3i95vfZNZnYjbaiHgcTPY3Mhgc2PcR96cnsF5N3487juWWW7j0HOjhDwRNn68UtkNz4WITvghKiNmG9HmrOz9ya/eQPe+lxk50kbhhpo1f/V0pTbQicrcjHE/2vy1S4a1tbUcOXKE9vZ2zjzzzDW3HIqinoKCaxkYuIv+gbswGotJSzt1Tcfm6LX8qLqAj3SMcNAT4D3tQ9yQl87nS3JWPWZ0dJQbbriB8fFxXnjhBbZt27am35UM559/Pvfee2/Cz7dv3/53rX2rIkUU3mLwhZSI1OORHUCpKNhRMhQkQ9oxVidCjp7L7s7LGTNO4aEfbZHiLheylIuPKIrk5uaSm5vLli3KkCWfz8fo6CjP774X7bSE05FNKBRKSMPLzMyMIw7Z2dmx/mwNQV8lc2M2ioYy2HzFjUQic3g8rbjdTbGqQzPRqHsxSldRQdDr8ynY5cM7YUDSjiBJIURR6YioMOmpMOm5Ihan641KtHoDqlHy0KyPaRE60g10UMJfehR5IUMrqj6HzbEJgHatBo0oUJVjoSrHgq91DzW+MXYFawnnrqNrkz1WdZjD6Q3TMuqmZdTNQyg38wyzjvpCO1WZE6RFqilLU76ybo8nLtsBgLAfcbI1Rhwa1WyHMk8PZZ4eUB4m0abPQ/5vF7Md8reCNVchAGnllKeV866yd/Gp3lae6Rjm/btk9ul6GJk/Qla0H09omq65Lrrmunii9wkAzFozmzI3UZtZS8NEF5tFkfTceuxGHbOZeTxndfCZG3dSnm1ZQbJoIzI8jDg0xllDQGuAqT9fx5ROh8mejTF3DE3OnxXJorAQURTIyDeTkW+mansm4zd8CX97F9HLryew6x1MD3ro75lA8OjAZaTrtSm6XlO6VgRRwGjVEvJHiYYldEYNWy9eF2vRLCAjv4C0nz5AsLGR9C99iUDtRlWu8M/NEY1GyC2vpOGid2KyxctzjmKlCjc3GSDoj2AwadGkG9CkH/sGXLihhu59LzPa0XbMtUsh6ER05XbCHS5CLTPHRRRKSkpIT0/H5XLx3HPPcdFFF615c5GfdzUu18vMzb1K+5Ebsdm2kJV1EXbbNszmKoQkG41T7Gb+XF/Kd4ad/N7p5m1pK3dJybLM008/zU033cSFF17IH/7wBzVV8u9FeXl53N97e3vZvn27WiU4dOgQ6enplJeXH3PtPwNSROEE4o0wM/pCyk7+eMKWAKwGLQ6d0vEQ1tpYay1CdS7LRYiIFAZyCTU6CTU6ARCMGrRFSoSuEsVrQTAoJMZsNlNZWcmQb5ryvzRz9IJqtnz2u3FVh9nZWWZmZpiZmVEH+Oh0OrXqMC36kQQj+vlY+6I2jfT000lPPz32+CQCgf444uDzdRMKjZFeAekVAN/gtf3fig3wUSoONls9en0+giBg0YicYjdzil25CPteHKXv1XGeNYzwWrafwOZTafUGmY1I/MXl5S8uRZ8WgEqTXpUsNluMTMdKmHlYcERFzjmjRH0dR+cCandF8/A87eNuZn1h/trl5K9ogY8jIJMmBCjulQgfGqW+0E6lw4JGFEBnQircgVS4OMBoyDnM/+59mh3uI9wQ2ot+qgdtJAxLsh0AJHuh4nOIeR2iObUcGnKBbOAdVVsIR7dyZHKODxVk8sGsqCpXtDnbODJ7BF/Ex4HJAxyYjMkgJUXkS73U7P08WQU2AhN5dExWUZ5tWVGyCDgn+e+fvZ/cgXku9lVi75lAmp/H79TjdwL/9TlgiWSxcQOCyUTg1b2EWtvQWi0U33Q5WocSR/3C6Dhf+Mvn2SKfxgczb1QMk0NKl4V/XvHh2B1GzvxABWnLdvm6ykqCjY1IPT3kvuud5JZXrum7YLTqsGYa8MwEmep3UxQbdrUWFG1SXovxrg48M06smVlrPtawJYtwh4vAwSmMp+Yg2tc2MEkURS688EJ+/etf09LSgt/vZ8eOHRQVFR2TMAiClvXV32Vg4JtMTj2O292I261UXTQaG1ZrrfLHUofVWote74g7vtCg45sVefxXsYO0FSTSUCjEV77yFX70ox/xne98hxtuuOF1z57ZvXs3t912Gzt27GD//v1xuQhf//rX2bFjB7feeusx1/4zQJBf7ztVCmtGOByOc/W+Hni+c5qbHzpMTb6N33z0lGMfsAR3/L9v8IXg/8OVcwqmD//+mOsXkthkWWb376/iZ14nH5B2cmXuLUSGvUTGvBBJ/HhpcoxoCxXSoC2y0PiNj+H4SzP73lHBe7/y67i1fr9fJQ6jo6OMjY0RCiXGwJoDYcq2bVarDg6HY9V+7GjUy2jfc7z25Lex5Aax5sloDO6EdTpdtup1sNkasFg2odGY8f5xgODBadpmX+aIZx833vcgIVkZ4tPoCaiSxVAwMddeFwmT43Zx/oyNBh+cfs1GHPqVzWChiMSRcTfNI25eOvpXjkzqmfZnJz53vYa6Aht1sS6L+kI7jlif+p9m3Pxr1xi1ZgP3F/bS0fEJsuUSNlivjst2EOT4z6EsaGmJrqNFruKySy/hMUM1t86aeUeWne9V5cetjUgReud7FeIw+irtA8/Qq9MhL7uwC2hYn1GlyhU1WTUUWAqISlG+2fhN/tD/B3JMOTx+yeNoBA2RoSGk711BcGgOr7yJUP8oRFYYKqTX4/ja1zCfd676ownfBO/647vQCBqevexZTFoTsiTjnQsR8ITR6jWxsKfEm4/nD3/A+YUvot+4kfyHHlzxvVkNr+zupePVSap2Ojjj/RXHdexvv/ElRjva2XLpZZx6xVVrPk6WZeZ/2kF0xIsmz4T1ygo0GWtPLmxqauLpp59WNy1mszmugpefn49Ot7phUfEq/I65+ddwuw8jSf6ENXp9LlZrHTbbZgryr036eAYGBrjuuuvweDw88sgj1NbWrvm5pPDGIFVReIvB5VNuounmtTmRlyJfH4QgeEUrq6UoeF2zvPjQT2OT/6rIXFeCTq/HqTcwG5rHpWvHfIFijJKjEtEJv0Iahj1Ehr1IrhDRyQDRyQDBRiXMptT2EaTTusnVTRPumUdTaEY0xtq1TCYqKiqoqFAuugs96QsVhyOHe4lqffiMOtra2mhrU0q3C0l4Sy94FotS4tRoLETm85hszEbQ5GKwX8WVXyrAH1o0Svp8HYTD08zOPsfs7HOxZ6/BYq7GoC1Gn19MIDhK1BXCPz+HOS2dBquJBquJ62Krp8MRmmLEodHj57Dbj1+rYyTDwc8XNpuNfeociy3qHAsjelFArxVjUdJp1OgfJBgcJj33u9zzqy6mZBumoo20jLrxhaLs63exr9+lvk+F6UbqC+2MmAQEjURdlg2DoQAEAZdunmj9VWq2A0EP4niT4nMYO4Rm9BCCd5J6sY96+uDPT3MN8E6tje70GnQTp8dmWWwBUyZaUUt1ejXVaVW8r+n3aEfGcZWfS9OZn6Ztpo0/du2n33sUUatM1Tw6e5THeh5TH6uAgIyMgMCtW29FKyrvva64GP2ZDWR0/IHQ2RcSbriBUKcyyyLc3YMcDqHJzMLyrneiX1YezjXnkmvKZcI/QdtMG9tztiOIAtYMA9Zj3ERNpyp6e+jIEaIzM8pArjWibEsWHa9OMtAywymXl6IzrF0CrLvgEkY72ml66g+Ubd255kqGIAhYLy9j/qdHiY77mft+K7rKNHSVdrTrrErXxQqEaAENDQ0UFBSwf/9+Ojs78fl8dHd3093drZ7f4XDETdJckP8A9PocCgs/QmHhR5RuJX+XMobb04rH04Lf30MoNMHMzATB4OiqREGWZX7/+99zyy238J73vIfvfve76nc2hROLFFF4i8HlU3ax6abjJwo5OmUn4MZC4r41Vh7vOEL3vlfo3qeUrTU6HY7ScgKaCMVmE+npi7t9QSMqk/sKLBAzK0qecBxxiIx6ESNGxNxa6mRwP6QM29E4jLGKgxVNoQWNw6gGsDgcDhwOB+srNjGx5yCSEGbT0TuJ/MdnGYtl8QeDwfgkPBT38kJrpmegHxkBrS4dEIgGcnDkvANHtpJWGJUCeD3tSmumpxm3u4lweBKv7wjetCNQB9Y6qPVr6Or5NFk5p2G11WO11KHVKlp1tk7LeRlWzstQ/n6w8TC/fmUvUnk1kXAeLRaBPqtmxTkWNRZDjDyYqDUECQSHFSmjaBvlxibWhef4yDsuIi09g95p76JkMTJP96SXEVeAEZciJRmA3++fpivPTK72X6hI68dRMk1JdpZSzjVYkUpORypR5JpQJMr13/8j+Z42Plk9Q1W4A2G8mYyImx3Te2F6r5rtIGWUI+VvQU4rQhxvQtP3PLIgYjjr8+xwbGRH7g7WiZfyiUdaqC4M8a8XamhzKrJFx2wHQSmIjEyeOY9P1n+SMwvOjPvMSbl10PEHJVvCYMBQV4dhhTbBldCQ3cDTQ09zePqwOslzLdBkZ6PfsJ7Q0Q58zz2H7Yor1nxsbrkdW5YBtzNI87OjbLtk3ZqPLdu6g9It2+lvPMDv7vgyDW+/lKrT3kZGfsGxH3OmAfuHN+D94wCRXjfhrjnCXUrImGAQ0cQSJbWFyh/RGn99cDgcXHLJJVx44YVMTEwwMjKiknGv18vk5CSTk5M0NysBXjqdjtzcXHX8dn5+PmlpaUq3kmUTVssmiHVDRKNePN52vJ42NNr4AVQLnRqBQIDPf/7zPPTQQ/zgBz/g6quvfkNj7lM4PqSkhxOIN0J6+Paz3fzfC/1cvbOIL1y64biOPfCTT3H65C95Nef9bP3w99SfL3xEotEos2Mj9B7cx0R3F5O9XQQ8iSV7W7aD3Ipq8iqrya2oJmtdCRrtypxUjsqM/Mu1iNocmndUcIr5DGRXorQgGDTKxS4mV2gLLbhmg/z2rhZ0YQ9nvnwbBb95DF1pKbIsq1WHhT/T09OJv1yKooto0YYK2XHeJmq3VWK1rt4WGgyOMz/biPP5Z/Gn9eC39yJolr9/AiZTBTZbgypbmExKHPOf/vQnWlpa2LlzJ1v78okMeZAuL+FosSk2BEsxS85GEj8T6fIs1Zphzi48h/GXnkc32Md73/0uqqqqEtZ6ghFaRub5c98Mv+qcQpwLIYQSz5lp1qlSRX2hXfEPCPCd53p5ommcDLOOZz91GkadhmA4yAf++jSb59v5L+0g1okmxNmexPdTEAldeCfRhqvVnw3M+Lj4+/vQa0Reu+1MdappVI7iCXuISBEyDZkrt8j1PY9x9weQ7IUEbt4Px3HzeKL3Cb5+8OtUplXy4AUPHteNZ/6hh5n91rfQlpRQsPvXCKt8fldCf5OTv/y8CwTY+e4SNp6ei3iMIKMFhPw+nv7Btxlqa1J/Zs3KJq+imtzKavIqqskqLl31+wQQnQ4Qap8lPOghMuyBFd57MU2vTs9UyLwZYQUDtCzLeDweNY56bGyM8fHxFeU/k8kUNwgrLy8Ps3l1c6UkSaxfv578/HwGBwexWCz8+Mc/5txzz02RhDcZUkThBCISiSRMW/t78cXfH+FXB0b417PK+OS5x6eR9v/4GtZP/Zknsm/i4hu/yvSQh7QcI4Jm0bS4MA0OlJ/NTYwx3t3Jr56/B91kiEy3DpZZIbV6PY7SCnIrqsirXE9uZTVmu9JRIAUCDO1SdrLXf1rDA//yOPnkKOl3C5WHUR+EEy92UZuO4ekg/qCLdfu/R9bXbsd8xq4Vn1swGGRsbEzdKQ309SKtYNm02+0UFBRQWFhIQUEBOTk5cSEw4QE37p93Itp17Dc9w2jP89RcXIu9KIrH00wwOJJwTo3GitVaR2dnhKlJG2effR35bemEmmcwnVOA6cxFzV+WZQaC4bjpme1eP1HibzSCLFMsRNmVkxWTLEyUGXWIsfcmIstce3SYV+f9vCfbxicz02kemecvLU9wZELPkKeEiJT8Ynz3+2o5b/2iCe2dLQO0+YJ8vzKfS7Js4J9VuivGDyN4p5HNWUTXvwM5e33ceWRZ5qxvv8K0J8TPr9nMjtK1m/wI+zF9vwYh7Md/7TPIuWvXq+dD81z6+0sJSSHuP/9+NmZsXPOxks/HyCWXIs3PY//Qh0j/9KfWfPOSZZm9v+nn6MvKCG6jVUdpfSa5FTZyy2xYjtEFIUsSPQf20vHSXxlub0Zado3QaHVkl5SSU15FTlklueVKxsNKj0+WZEX+i6VKRke8RKcCib9UUKp4miVVB43DhKBZ4ZyyzMzMTBx5mJycXHHTc91115GTs3LroyRJfPvb3+Z///d/qaioQKfT0dLSQmZmJvfddx+XXXZZ0tcphX8cUtLDWwwuf0x6+Bs8ChlRZdc9GEkn6A/zxLealFyAQjM5pVZySm3klNiwZOjVONX0vALS8wpodH2Lcf8kvxicxHLho0z09TPe3clEbydBr5exziOMdS7G0todueRWVOHIyEYw6dFFw3iNMO4bpzCnEP36dPTr04ElF7sFuWLYizQbROMOU2IQwZAJ532JwPNRIv2dcUZJ0aR8xA0GA6WlpZSWlgLwi8/ewrzHS1btpUw5g2gz/XgCc8zPzzM/P8/Ro0cBJexlqdcha1KPCGhyzdi0efj2mgiMVrH9nBsACIWmVbnC427C420jGvUwN/cqubmQmwvTzudw5xRiqC3FGqgn23tOrKVMqwThGPWUGvVclm0nFJpkX+MH6JEL8OZ9hfZwOvucc8wIGgbQMjA5p86xsGtEGmJ5Ds3eAM3eIHpB4OOFWawz6lmXYaLW7md09PtkZL2PoOkTcZLF2FwASVbipz99bnkcSQBosBpp8wU57AkoRMGUgVR+LlL5uSSDIAicUprOH1sn2dvvOj6ioDMRLT0Lbdef0Xb+gfBxEAW73s7ZhWfz9NDTfK/pe/zgrB8grjEfRDSbybz9dqZvv535Bx4geKQd+wc+gPHUUxFNyeegCILAqZeXkpZjonnPCH53mKOvTHD0FYU4WDL0semZShx1dpEF7ZLdvCCKVO7cReXOXYT8fib7epjo6WS8u4OJni6CXg8TPV1M9HSpxxgsVnLKFdKQE5tnYbLZlVTJfHOsbVJ5P+VglMiYL448SPNh1TsUOqx0LKFVjl1KHsR05buflZVFVlaWajSMRCJMTU3FkQe3201W1srdGz6fj1tvvZUnnniCBx54gPe85z1qPPPhw4fVqOoU3hxIEYW3GFSPwt9AFGxhhSh0ea3MTfkxWXX43WGcQ16cQ16OvKhc6Ex2HTklNhwx8pBeYGAqoFxcCghjX5dNUZ0SiiJLEq6JMSa6Oxnv6WSiu5OZ0WHmpyaYn5qgC6B6HaIkcdG+EEfnnyRru0xueTWmWM903MUu1vknecMcfrCb0ICbIkMQU1SDoDUQ6XUT6V2UQ8RsY6w1M+Z3cBjxzs3inXGiFQQ2bTiFQ38ap7Q8k13vK2F8fFytOoyOjhIIBBgZGWFkZLFSYDEYyPfmobcJRI0WnKOj6r/p9dlkZp5LZqZy85TlCD5fN4ebHmdqai8ZGS70+hmC4gjBghHmeZnRlh8iiiaslppYIFQ9JlMZkhSmv/8baGU32yx6aks2IggCR6PzPPznPxMpqcC+bSeNngAtXiVR8sU5HwtTF/SCwHcr8ygxLrbLWczVAISDR2moUoySC5BlmYgko1ulTL7ZauThyTkaPYmu9mPhlNIM/tg6yXMd03z8rNLjKi1HN16uEIXGnxPe+bHjihe/pe4W/jr6Vw5NHeJLr32Jz2z+DOmG9DUda3n7hUguFzPfuovggYNMHTgIWg2GTTUYGhrQ19dhqK1Fm5ubcKwgCmw6M48Nu3IYOTrHSOcck31uZka8eGdDeGdn6G+aia2FjHwz2esU8uAosZKWo8yy0JtMFG2qpWiTckNWqnjjcRM0pwf7CHo9DLUcZqjlsPoY7I5ccsorFONxWSXZJWVo9XoEgwZdqU0Ja4pBcoeIjMbIw4iX6KhPIRRDXiJDXoILz8ukWaw4xAiEaNai1WpVyWEBoVAorhq3gPb2dq699lpsNhsHDx6krGwxqdJkMnHacSRTpvCPQUp6OIF4I6SHd/9wL0fHPfzog5t5W9VKlsTVoburDDHs5bzQt3j0tvei04h4XSGm+j1M9nuYGnDjHPEhS/EfGUED46Z+nNZ+PuU/QOYVn8Fcs7IEABD0+Zjs7WK8u5ORV15kanyEyAoXlLScPHJjPoe8ymoyC9chLln32281MzPi47SqCUw//irm8y7D9t6bFjssZoIJ50QvErZF6OzeS9geoeqyD7HngW4yC828+7PxGfmyLDMby90fHR1lZHiE6akpdfjVkoUUxKSKhT9Lg2Hcbjf3338/fr+fd77znVRW5jM3fJCZV/6CP6OHoKOfaNTDahBFI7U1D2KxKCV9p9PJT37yE7RaLZ/61KfQaDSEJZmO2ByLqVCELJ2Gt2dayVvWeun3D3C46R0Igo4d219Co1l7QM9wMMzbDvchAq9uLcehW/s+w+ULc/a3XyEUlfjlDVvjCMoxIUUx/uwcRGcXkfXvJPSOH4Bm7UT46cGn+eK+LyIhoRW0nJp3KttztlOfXc/69PVql8VqiIyN4f71brxPPUV0fDzh3zUOhzJ6OxZHrd+0CXEVbT4ciDI1FBuCFUuWXMh1WAqdQUNWbPz2Ankwr5KPEI1EcA72M9nXrc6zcI2PJqwTNRoyi4pjlQdFtsjIL0BYoY1YlmUkZ3BxCNaIV4milhJvF2KGHm2BBcM2Rxz5WOmcDzzwAP/xH//BRz/6Ub72ta+h168t8yGFE4sUUTiBeCOIwil3/BWXL8xvbzmFDXmrf2mXYvLz/41oNWEb/D9M2SEahB/z20+eTWF6Yok1EooyPeyNkQc3UwMe/O7EC505TU9OqRVHiY2cUitZRRY0KwSrOP/3f3E/+hgdF9bxQM4Q2yNV5M2ZmR0dTlirNRjIKaskr7IaR2kVL/7SgyQZueT8EIHP/xv6DevJf/hhdb3ki8TJFZFR74rGLk9UZlaWWf/OkqTtZIHXJpn7cx9Om5+5Uw2MDA/T19WJrE28aVmtVnJycjAYDAwODuL1esnOzubaa69Fo9EgSzKz32iEiIz9lo2ELGMxyaIJt7uJUGgCkLBaaikp+SwWy6K+Lssy3//+9/H7/Vx99dXqJMC1QJZlGg9fTDA4wob13ycj46w1HwtweesgTd4AXypxcE3ecUgIwH/99ghPNI2zdV0aP792ixIStUaIQ3sxPPJeBCmM5NhIeOsNRCvfDhbHsQ8GDk0d4rtN3+Xo7NG4nxs0BjZlbKI2q5barFpqMmtwmFY/Z2R0lMDBgwRbWgi1thLq6obl32FRRFderg7AMtTWoisvR1iBDMuyjG8upJKGqQEPzmEvkRU+p+b0mGQR+5O1zrJq+2XQ52Wyr0dJleztZqK3C//8XMI6ndFETlmF4nWoUGQLS8bK7aByRIrzO0RGvEjORTJu+ZcyDLUrH+t2u/n0pz/Nnj17+NnPfsall16aMiyeREgRhROIaDRKZKUAmb8R3mCErf/7PAD7//Ms7MdokZRlmajHw+DbzoIlRqQJUzr2rVso2LVNKbFWVSGsErgiyzKPHPoNv9/3LNt8G6mezGA6Wo4sx5MCUSOQVWSJIw+WdANjH7qGUFsbw599H5/RP8bm7M3ce869ig7b2634HHo6meztIuRPLHmLukzKN5Zi/ONTZCCw8alnVix3guJ1CI3O8/J3fkSakE1Jfh3iSht5faytM+Zz0GQZiU4F8P62DzkoYb6kGON25WbywH/8K/Nz8zS890P4ZYHR0VEmJycTEjfT0tJ473vfS0bG4s11/qdHiQx7sVxeiqFu7Ul8AI8//jhdXV2cddZZnHLK8QVr9fZ9lYmJR8jNuZLy8i8c17E/G5/lfwamWGfQ8XR9iTr9by0YnvVz2b378YWiXLjRwecurlKDodYCTdef0T/5KYTgvPozKaMCad0pRAt3KNMzMyuTzinpnevlxbEXaZ5uptnZzHxoPmFNjilHCYWKEYeNGRsxao0rnk/y+wkdOUqwtUUdvx0dn0hYJ5jN6DdtVAdg6evq1BTJhHNGZVwTC+O3vUwNenCN+1h+pRYESM8zrzh+ezlkWcYz42Syt0upOvR1M9XXSySUWHWzZGQqVYeySnIqqnCUlKNfxZchBSJEY5KFoSFrxVTIpqYmrrnmGgoKCnjwwQdZt27tLaMpvDmQIgonEK83Ueia9PCOH+zFZtRy4Pazk65dSFWM+v34n3uO8At/IHTgFYJzOlh+QTIa0G/chKGhHkO98mdpCM03D32TR3se5Zq0ev7j8B/wl7+Tsc13MTngViWLgCfxeZrTdFh79mN3dWP+9Lv4+NR/YjfaeOrdTyWslSSJ2dFhJmI+h/7D7QQ8kwnrdAYDORXV5FVUkVu5nryKKgyWxZbHQ394nH2P/RJrZhZXf/MHEJB44TstGDxhKoutaFzBFasOC9AWWbBdt16tODz5nW8w0HSIM66+nrrzLwYUbXZ8fByXy0UgEMBut1NZWYl2WUub90+DBPdPYdjhwHLx8Zm39u/fz1/+8hfWrVvHBz7wgeM61jX3KkeO3IQomti29Rm02rXLAL6oxHlNfUyEo1yVk8ZXSnPUTou14Okjk/z7Y+1EJBmNIHBKWTqnlmWwZV0atQU2ZXpmMvhn0Lb8Gm37YwiTbQjLPqyywY6UvxkpfxvRgm1IBUoo1EqQZIkB9wAtzhZ1imbvXC8S8e+/RtBQmVZJTWYNNVlKqmSxrXhVY2RkakolDcGWVkLt7cg+X8I6TV6uQhpqazHU1qHfuGFVo2Q4GMU55FWrDlNDHnwrtBHHjd8useEotqzaZSFFo8p3qrcrNs+ih5nhwcRYeUEgo6BINUrmVlQlyIArnl+S+PGPf8znPvc5PvvZz/KFL3wh4TuQwsmBFFE4gXi9icJfO6e56aHDbMiz8ttbEqe59cz1kGPMwaw1q+2OC90L2pe/hf7lu9hvvpCvdpzOtbY5tnqGCDa3IM0n7rq0RUUKaWio5398v+ZF4wD/U/EB3vXcnUiOjQSuf05dK8sybqeSfz85oEgWs2M+lqUGExHCTFuHOGPzNtaVZ5NTasOclrhDCQUi7P6fRoJeD3XniMjRMQae+A2zSERXMOKl5xeSlpNLJBxmpL0FgLOv/ygb36YYDv/6YDe9h6bZ8vYiGi4oJDoVWJQsRrxI8yFEowbdxgzM5xTE9Zsf/P1veO03v6J8+ym8/V8/u7Y3auF5HHXh+XUPYrqetE/UHl+f//w8//d//wfAzTffTFra2m/2sizT3PIefL4u8vKupqz0P4/rcT894+GWrlFkoN5i4OrcdM5Nt5C1Rs9C0/Acdz7dTeNw/OdKpxGoybfF0ijtNBTaybMbVn9dAi7E4f1ohvcqA7DGmxAiia1/UnoZUkFs7Hb+VqScTaBZWRv3RXwcmTmizrJodbYyHUjM4LDqrOoQrAXysJpJUo5GCff1KQOwWhQCEe7piaviAaDRoKusXFJ1qEVXWrqihwCIlywGPcr47eAKkoVdR3bJomSRvc6KzrjyTT4cCDA10Kt6HSZ7u/DMOBPWVew4jQs/9m8rngNgdnaWf/3Xf2Xfvn08+OCDqWyEkxwponAC8XoThYdeG+Irf+zg3PXZ/PCqzXH/JssyVz55JQPuAcrsZdRl1VGXVUdDdgPrrOsw/O4mtB1/4MXST/Kho6fyjrpc7rx8E7IkERkYINjcQrC5iWBzC+HeXpbXQf16sGxcT0b4AKZc4L/3oUlfXcMOB6P0fu2HjDeP4F2/C5c+n6A38bWwZOjVDgtHsRWNTqTxz8MMtc2SlmPkslsbEEWB6f/+Ap4//hH5mqvxNdQp7WQ9ncyNjyWcs+Ht7+C0931IvXC1vzjOvsf7KdyQzoU3HV9I1Xh3J49/7fMYLFau/96PV72orwQ5FGX2ribFp3DzJrS5ydvuluORRx5hYGCALVu2cMEFFxzXsbOzL3C0418BKCi4gaLCm4/L2PjE9Dyf75vAt8TcVmnUs8NuYpvVxGarkTKjLunNYWDGx186pjk0NEfjkDI9czkcVr1KGhqK0tiUb1t9Mmo0jDB9FM3C2O3Rg4gzK4RCaQxIefVI+THyULAV2Va4YpiTLMtM+ifV0dttM20cnT1KMJpYsi+0FKpyRU1mDdXp1ehXISSSz0eovX2x6tDaSnRqKmGdYLVg2FQTZ5bUrNJyqI7fjlUdpgc9CiFfQbJIyzWpkoWj2Ep6njJ+eyV4XbMxv0OXOklz66WXs+XSy1Zcv3//fq699lqqq6t54IEHyF2hKySFkwsponAC8XoThYWwpRt2lXDb2xcT+2RZxhfycdXTVzHiTQwEStOn0eCZY4vHhbb8X/nS3vXU5GWx+8aVY28lt5tgSwvB5hbGX3se+Ugn5hUaDLSlpWrVwVBfj66sTL2Rhnp7GbvqagiFyL33/zBs387tT32Rkd4ZLjJcjnXWseJFbgGiRuCCmzZQUKXspOcffJDZ//dtzOeei+Oub6rr/O55Jnu78c25kKJR8irXk7Uuvsw/PeTh999uRW/ScNVXtx/XzkeKRvnpx28gHPDznv/+X3LWmM+/APcj3YQ75jBsy8ZyaclxHTswMMAjjzyCIAhcfvnlVFYe3+8eGv4hw8P3AEpnRXr6GdjtO7Dbtqi5DskwFYrw6PQ8v5uep8OfWAZPXzZ2uyE2dnslyLLM0GyAxqE5mkfmaRqZo2PcS3TZB0AjCFTnWmLkQak8lGSaklcdxhoRRw+hGTuEOHoIIeBK/P2WHKIFWxerDnkNoF95zkBEitA9161Oz2ybaaPf3Z+wTifqqE6vVv0OtZm1FFgKVn2skYmJuKpDqL0dOZBYIdHk5ytVh5hZUr9hA6JxZQ9FOBjFOeJVicPUoAfv7MqSRVaRJS7fwRLLTEh4rSSJaDSCVhdPgiRJ4u677+arX/0qn/vc57jttttW9QulcHIhRRROICRJIhxO3EX9rfiX/9tH25ib77y3jotrcpUWJ0lCkiQ1VXEmOEOLs4UWZwvN080cnT1KSIq/cMiyiBzM5701u2jIrqcuq448c96KF42P//XjHBh/jY9a38F7ArVEHruDwEiAkDvxJiNYreg3rEc0mQk0NiJ7PBhPO42c79+NIAj8oPkH/KLjF7y77N381/b/UlvJpvo9TA64mRn2Eo3KZBaY2XxhEXkViy2IgQMHmLjpZjQOB4V//tPx9elHJB7+/AEiIYl3fLoWR/HqMc4r4el7vk3P/lepOedC3nbNR47r2IWkR0QB+40bj7uqsBALDbBx40bq6uooKipasxbsdD7N4NDdBAL9cT8XRTM2ax1W22Zs1gastnp0SbwMs+EoB9x+9rv9NHr8tHiDhJZdWgSgSh27rVQdqkz6VT0O/nCUtlG3Ona7aWSOSXfiTc5u1KpR1A2FduoK7aStZuSVZYTZPsSxg4ijCnEQp9oRpHjCLgsicvaGJeRhC3JW1apGyfnQPO0z7apc0TbTxlwoscsgw5ARJ1nUZNZg1a38eZMjEcK9vQQXiENr64rVPLQa9JVV6GMVB0NtLdqSktUli/mQShqWjt9eDpNNh6PESl6FnZqz8lc40yKmp6e5+eabaWtr46GHHuLMM89Muj6FkwsponAC8XoShWA4ytb/fZ6IJHPo9H3YDCKRvC1E8rYgmDNVL8JyhKUw3S99jbb2hzmcWUijycJ0ILEE6jA6qMtW5Ir16etJN6Tz7PCz/KT9J4iIPHbJYxRYCtA/+Wm0rY8QqPsYHstZqmQRam1L2B3pN6zH8d3vqu7vF0df5N9f/ndKbCX8+qJfJzyGZJCDQYbOORc5ECD/V79CX504AyEZnv9FF32HndScnc/Odx3fzn64vZXff/Mr6IxGrvrG9zCnpR/X8e6Huwh3zyPYdFjeWYKuwr5moiNJEk8//bQ6rAeUNMmF4VdFRUUUFBRgSpImKMsyXt8RXLMvMO8+jMfTtGKug9FYis3WgM1aj9XagNlciSCsvGMMSTJHfEEOe/zq6O2Vxm5bNSINFqNaddhiNZGhW30XOj4fUNIkh5U0ybYxN8EVZmOUZ5sV4hCrPFTmmNGuJguF/YgTLQppWCAQ7sQcAllvi8kVWxWjZP4WMK8sA8iyzIh3JI44dMx2EJETK4iltlLV51CbVUu5vXzVbAfJ4yHY3q6aJUOtrUSnEz0EgtWKobZm0SxZV4cmY2UpUJZk5qYCTA24Fa/DoJeZ0cW8lNwyG5d8ombV5/nyyy9zww03sHXrVn72s5+tmsaYwsmLFFE4gXg9icJzHVPc8nATDouO1wwfRfAtXjykjAqk2M4oWrAN2bEBFi5E/hlMPzkLwTdN8MI7iTR8kCt++gxd8+2cU+9hTu6m09VJVF497+GW2lu4buN1AGgP/Qz9nv8iWnYOwSsXMw3kSIRQVxfhnl7kQABtfh7GnTvj2i7nQnNc+NsLAfjTO/9EpnHt430BJj/5KfwvvUT6Jz9J2nXJZ94vx0DzDM/d34nJpuOKz22Oi9Q9FmRZ5rGv3M5Ufy9FNfVc/KlbE8qyySD5yldbBAAAQJdJREFUIszf34E0rRApMcugjAkusaEtsaox1MkwNjZGS0sLXV1deL3ehH/PzMxUw6AKCwvJyspSxwQnPp8oPl83bvdh3J4mPJ4mAoHBhHWiaMZqrcNmq1eqDtZ6dLrVfSlTS8duu/00ewNxHocFlBp1MeKgyBYbzAa0qxCnUFSic8KjRlE3Dc8zNJvYRmvSaagrsFG/UHkosidtzRTcYzGfQ6PidZhoQggnnldKL13iddiW1CgZjAbpdHXGSRYrSYFGjZENGRvi/A655pV1flmWiY6Pq6Qh2NJK6OgR5ECiFqgtLFRzHQy1teg3rEcwrPwaREISzhEv04MejBYtFdsXWzkXTNDRaJS77rqLu+66i69+9at86lOfWvUzlcLJjRRROIF4PYnCxx4+zLMd01y/M4/bcvahGWtEM3pw5Ql/OhNSbgOyLR9x5DXE+RGk9DICH34eNHr++/dHeaxxjFvOLOET55QTiAQ4MntElSv63f3MhebIMeVwReUVXFZ2mboDFscaMT5wCbIpA//H245r2h/AVU9dRc98D1879Wucv+784zrW/etfM/ONO9BVVpAf0+7XimhE4jdfP4xnNsTmCwvZctHx9Xo7hwZ47H/+i2g4THpeAXXnX0T59lPXXF2Qg1F8fxkleHg6oT1TzF4cua1bZ0HMNq763BbSJEdGRhgeHmZ4eJjZ2dmEdXq9nvz8/Lg0yWRVh3B4dkkgVDMeTwuSlNjyZzQWY7UqVQebrSGp1yEiy3T5QjSqVQc/vYHE74NJFKizLFQcjGy1mnDoVydPM94QzbH5FQuVB28okegWpBmXGCXtbMyzqZMtEyBFEKaOKt+psRh5mOlOWCZrDEi5dQoxz9+qGCXtRat+D2YCM7TPtNM606qSB28kkeg5jA616lCTpWQ7mLQrv19yOEy4pyfOKBnu719ZsqiqjjNKaouLj2nI3b59O0ajkcnJScLhMD/84Q+5/PLLU10Nb2GkiMIJxN9LFEZdAaKSxDNHJrnj6W4E4Dc3bac617r4pfXPII41Kk7w2EVuaWANgGTNI3jFQ8g5mwD45f4R/udPnZxSms7PrtlyfA8qEsR098bYtL+nkXPrjuvw7zd/nwc6HuBtBW/jm6d/89gHLIHkdjN80cXIfj853/supjPOOK7jew9N89cHlYv/tkvXsenMvOOqLIwcbePpe75NwL34+qbl5ZNftZH86g3kV2/A7lh5yt8C5GCUUPcckQEPkQH3ipP+BKMmfn5FoQVxlXY3UAbwjI2NKTHUIyOMjY2t+LlbWnUoKCggOzv7mFWHpWmSy30OwLIZFkrVQa9fPVrcFYnGqg7+2NjtAO5oorRQqNeqPoetNiMbzYZVw5+ikkzvtI/mkTm18tA96V0eF4JOI7AxzxZHHgrSVidlilHy8DKjZCIpky0OovnLjJKGlX0JC9kOC3JF20wb3a7uFbMdyu3lceSh1Fa6araD5HYrkkXM7xBsbUWamUlYJ6anU/TUn5MGrP3iF7/gtttuIycnB7vdTktLC+np6Xzxi1/k4x//+MqvVQonNVJE4QRCluUV57qvFbvu/GtcS9kNp63j3y84hvNdlhBmuhHHDiP4Z5CteUQrLohzePdOe3nHPa+h14jsvfUMjEk045Wgf/x6tF1/Jrzrs4TP+PfjOrZ3rpcPPP0BNIKG3136O7JNxzevYuZb/w/3Qw+hycsl7/770a4y4nYlyLLMvicGOPKikuevN2kors0kr9JOfoUda+axUwSDPi9HX/wLXXtfZmog0XhmtNnJq6wmr6Ka3Kr15JRWoE2Sdy95w4sR1ElGbmtyjGiLrCp5ELNWzx+QJInp6WmVNIyMjLw+VYfIHB53s0oePJ6WFb0OBkOhapC0WTdjNlcjiivfmCRZpjcQiskVCoHo9IcSbvJ6QaDGYlB9DlusRgr02lVfA08wQsuIQhpaRuY5PDzPrC+RPGVZdNQXLuY61BbasKxWzZBlBFe/QsgXWjQn21YxSq5Hyo95HQq2JjVK+iN+js4eVasOrTOtTPkTfUQWrUUxSi6RLFaT72RZJjo2FmeUDB09irakhIJf/XLFY8LhMF/72te45557uOuuu7jpppsQRZFAIEBjYyN2u52ampW9DCmc3EgRhROIv5UoLKQqnv/dV5nxhcmx6XnftkKuPXXdceXnJzv/Od95hUl3iJ98sIHTyo/PK6Bp/TWGJz+FlFVF4Ibnk0bqroQbn7uRZmczF5dczJd2fum4jpV8PsauuprI4CBiRgb2D16N5e1vR1tQsKbjZVmma98UTXtG8CwbKmXJ0CujtkuVCOrMAjPiKpMWAYJeD+PdnbER20eZ7O9BWtYOK2o0ZBeXxgZfrSe3shprZtbq0kLCyG0P0grtboJRo5IGbZEy5U9YZS4AgN/vXxx+laTqkJGRQeGSAVjJqw4Sfn+vOnLb7WnG7+9hefSnIBiwWmuwxuQKm7UevX51gueJSjQvqzrMRBKlhRydRvU5bLEaqbMYMa3yfsmyzLArZpQcmaN5eJ4j4x4iyzwUogBVOZY48lCWbV49nTLsR5xsjScP84m+BMUouVkxSubHEiXNq5PkSf+kKlW0Ols5MnuEQDSx+lRgKVBJQ21WLdXp1Rg0KxNeORwmOjOz4jTMoaEhbrjhBmZmZvjVr35FQ0PDqo8thbceUkThBOJ4icJCmuJCy+NCJ8MboQ0uDPB537YCvnjp+uM7ODCH6f92IITcBC//KdGqi4/r8FZnKx9+7sMAfHD9B7mx5kaMmpX7xFdCZHSUyU//G+HuRQ1ZW1SIYcsWDJs3Y9y8GW1p8lHHsiQz1j3PaOcc4z3zTA95EpIkNToRR7FFJQ+OUitGy+rzNaLhMFMDfUoYVHcHE92deF2JO3lLRqY6MTO3shpHcRmaVUrBAJInvFhxWBh+FVmesgOaHFMceRAzj111WEoeXo+qQyTixuNpiVUcmnG7m4lGE5M/9fp81edgtdZjsWxEFFeuvMiyzGAwrPocGj0BjvqCCS+BBthoNsTkCkW2KDGsHgoVCEc5Mu6haXiO5hE3TSNzjM0lmgRtBi31hTbqC+3UF6XRUGhPPubdM6FKFWqiZDjR7yGll6g+B6lgG5JjE2hXMR9KEXrne+Mki/75fuRlpEwraJVsh5hkcVbhWat6HUB5bZ988kk++tGP8s53vpO7774bm21tw+ZSeOsgRRROINZKFBbeomg0qv7/G0UQFrC3b5YbHjiMRa/h+X/bhcVwfBntuhe+jm7v95Cs+QQ/9CSyLe+4jn+w40Hubr4bUOJyzyk8hx25O9ji2EKO6dhyghwO4/3jk3iefJLgoUMJcbliejqGhoZYGFQD+k0bVw2tASW4ZmpQiZ+e7FPmV4T8ibvYtByjOvQqp8xG+iqTKCE2qMc5zXhPJxPdHYx3dzE92Ie87LFqtDocpeXkLkgWldVYkqReylGZ6ISPyNAieZDmVqg6mLWLXod1VrQF5rh46uVYWnVY+PN6VB0CgQHc7iZVsvD5umGZJi8IOiyWTUvIQwMGw+qfKX9UotUXpNG9aJScDCe+XxlLQqG2WE3UWwzYksybmHQHVZNk0/AcraNuAiu0Z5ZkmuJCoapyLOhWqz5JEYTpjiVeh4OIzq7E10qjV4ySS8hDMqOkJ+xJyHaYDS6SPQGBPZftWTXHIRgM8oUvfIGf//znfO973+Paa699UxgWDx06xI033sjBgwfjft7b28ujjz5KeXk5vb293HTTTaSnp5+YB/kWQ4oonECshSgsyAwL1QRRFP8hX1ZZlrn0nn30O/18ZFcxnzm/4vhOEPRgfOBixJluZIuD8I5biNRembScuhx7hvbw/ebvM+aLj2EushbRkNVAfXY99Vn1lNpXN3FBzMjV3ELg8GGCjY0EW1th+euu1aLfsGGRPDQ0rDrdDxZ7zyf73Ap56HczN5lY+tUbNThKrYtVh+LVc/YBwsEgU/09ytTMbqXyEPC4E9bZsh2KVBGrPGStK0k6pEdyhxXSsEAexnwQXaHqkGtalCvWWRFXSeeDtVcddDqdmuuwlqpDNOrF42lVqg5uhTxEIq6EdXp9TqzDQvE7WC2bEMVVyuqyzFgowmFPgEMeP4c9AVqThEJtWeJ1qEgSChWOSnRNeuM6LPqcK3SDaEVqCmxqFHV9oZ1cexLPS2AOcfww4uhBNKONiGMHEfwrGCXN2arPQTFKbl7VKCnLMmO+MVqdrbTOtDIXnOPLp3x5xbW9vb1cd911hEIhHnnkETZu3Ljiun80FojAtm3bEoZXbdu2TSUPvb293HbbbezevftEPMy3HFJE4QQjGFwh+5h/rMywGp7rmObjj7QgALdfVMVVOwqPa1Kg4BrA8Ng1iM5O9WeSYxPR4l1IxbuIFuwAS3LiIMkSh6YO8fLYyxycPEiXqyvBAW7T2ajNqqUhu4G6rDpqMmuSl1NDIUJHO5TZFYebCDQ1ITkTQ2s0+fkYNjdgrFfIg66yEiFJ4mHAG2ZqwMNkv1J5mB70EAkt3xlDRr5Z9TnklNmwJpEAZFlmfnKC8e6OWOWhc8UJf1q9QRkNXFEVIxBVmGz2Fc8JIEckouPLvA7zidUBwaKN9zoUWBB0q5OyN6bqIBMIDsV8Dgp58Po6gfgKgSBoMZs3xHwOimRhMKwemRyUJI76ghyKZTsc9vgZDiYGIlk1IpstRrbYFhMl05NUHVz+sGKUjBGH5pF55gOJ582zG5aEQtnZlG9b3TgsywiugVjnUky2mGxNNEoiKEZJNRQqZpQU12ZIlmWZ3/zmN3ziE5/g/e9/P9/+9reTkroTBUEQ4r4Dvb29XHnllXFVhoyMjBWJawrHjxRROMFYThSWEoR/lMyQDF/9UycP71fMV0XpRi6pzeXUsgwaiuyY1tINEQmgaX8cXePPECdaEv5ZyihHKtxBtHA7UuGOpO5vAHfITbOzWc10aJtpSzBxaQQNVelV1GfVq1WH1QJrQHnNI6OjBJuaCDY1E2xqUvwNyyQAwWRSwmpiFQdDfT1iEr1WisrMjPmY7HOrkzOXGyQBjFadQhpKbeSU2cgqsqBNcjMO+X1M9nYz3tOpVB56ugj5Envv0/LyyVswSVZUk1FYlDQQR5oPERn2Eh5SyEN0zAfLA5FE0OSZ470OaWuvOoyOjjKzQlve8VcdfHi8bWrFweNpIhxe6bzZcSZJi6UGjWb1806FIqpUcdgToNkbwL9CKFSZUadWHLZYjVQnCYWSZJl+py8uFKpr0pPw0mpFgQ151rhEyXUZSdozIwHEieVGyeGEZbLeipS3mdAl31akilXg9/v5z//8T3bv3s29997Le9/73jeF1LASlhOF++67j927d/PMM8+oP6uoqGD37t1s3br1RDzEtxRSROEEYylROFEyQzLIsswv9g3zg7/24Qku7uC0okB9oZ2txWlsW5dGw7o00lfL11+AdxrN0CuIgy+jGd6HON2R+PuM6UgF24kW7UAq2I6Uvxl0q081jEgRuua6aJ5uptnZTPN0M5P+yYR1uaZclTTUZ9dTmVa5akwuxKJy29oWyUNLM7In8Wasq6hYHHzV0KAE1iR5z3xzoZhUoVQdnMNepGUSgKgRyCqyLJKHVcZtL0CWJGbHRhdNkj2dzI4mOuv1JhM55VWKSbKimtyKKgzmlQcfgVJ1iIz54oySsnuFqoNVG9eaqS0wI6wWXMTxVR2Wpkkeq+oQDI4sMUk24fN1ICdEJmuwWKqXhEJtxmAoWn1QkyzTGas6HI4RiL5VQqHqY1HUW6wmNtuMOJKM3faGIrSNulXJ4vDwPE5vogyZYdapMyzqi+zUFdixGZP4hTyTiz6H0UOI44cRwj5kQYP/052rfpc6Ojq49tprMRgM/PKXvzzuAWP/aCwnCnfeeSfPPPNMAlG49957Of/84wtuSyERKaJwghEKhdTqwYLM8GYgCMvhD0d59ug0f+2aZv+Aa8XhPBUOM1vXpbFlXRpb16Un3w2BElgzchDN6H7E4f2IY4cQIvHVAVnUKgauwh2xysNOsCY3M074JmiablKJQ/dcd0IEtUljoiarRh21XZtZi02/enVAjkaVAT1NzYpk0dRMZGgoYd3xmiQjYQnnsFf1OUz1e/CvcDO2xlozHWprpmXVscAAAY+Hid4uxSTZ08Vkbxfh5ZMIBYGMgqLFXIfK9aTn5SeVQaS5UFyuQ3Tct9x3CKKAJs+kGCQXQqGSEJ2/peqw0GlhNq9OIqNSAK+nPS4UKhxOzB/QajOx2eqVyoO1Aau1NunI7dlwlMNepeLQ6A5w2BvAs0IoVJFBy2aria2xqsNGsxF9EmPr6FxwMRRqeJ72cTfhaKKHosJhiQuFKs+2rN4WLUUVo+RsL9H171jx9z788MN85jOf4cMf/jB33HEHhlVind9MWCtRuOOOO7jiiitOxEN8SyFFFE4gJEkiGAyeUB/C34KFkcD7B1wcGnLRODRHvzMxBz/Loo8RBztb1qWxMd+GPknuANEw4mSbEis9EiMP3omEZVJ6iUIcCrYTLdqJnL0+qVzhi/hon2lXqw4tzhY84fggIAGBcns5ddl1NGQ1UJddR5Fl9Z0mQHRmhmBzc0yuOEyw/cgKJkmNYpKsb8CwueHYJklZxjMTVEySA0rVYXY0cdy2Vi+Svc5KTplSdXCUJG/NlCSJmeHBmFShVB7mJxNfW4PFqlYc8iqrySmrRJeE6MjhWNVhaNHrIHsT9XjBpkNbZEEXIw+avOOrOoyNja1o/D3eqkMoNB7zOSi5Dl7vEWR5OTETMZurloRCNWA0lqwur8gyPf5QrOqgdFl0rRIKVWsxqJLFZquRAsPq71koInFk3B0XRz3sSjTMWvQa6haqDrHKQ5bl2LNGPB4Pn/3sZ3nyySf56U9/yrve9a43/bVnAStJD/fee2+CR2H37t2pisLrgBRROIG4//77+epXv8ppp53Gaaedxq5duwgGg/zkJz/hW9/61kk1y33GG6JxeI7GwTkODc3RNpa4GzJqReoKFdKwZV0am4uSjAMGxcA1P4w4rBAHzch+hKkjCMsuwbLBrgy8KtyBVLhTmeqnX31HKMkSffN9asWh2dnMsCdR280wZMT5HDZkbEC/ysAfWGaSjJGHlSb7afLz1YqDcXPDMU2S4cCS1sx+N1MDnlVbM5cGQqUlac0E8M3PMaESh04m+7qJLpMABEEga10puZWKSTKvohqbIyd51cEVipMrouO+5RlLoBHQ5psXWzOLLIi25FUHp9PJyMjImqoOS3MdklUdJCmI13skLhQqFBpPWKfVpsUqDvVYbQ1YLXVotauPI3dHojR5F+QKhUDMrtBGmafTKmmSNmUIVp3FgDGJj2TaE4qRhrkYgXDjX6Ht87cf3UlVzuqyUmtrK9dccw3Z2dk89NBDlJQc38TUE421mhn7+vpSLZKvA1JE4QRibm6O559/npdeeokXXniBAwcOIEkSFRUVXHPNNZx11lk0NDSgTxLx+2ZFMBKlddRN49AcjUMKeZjzJ+40Kx0WthanqZJFUfox5IrgvNIyNnJAqTqMHkwIq5EFDVJODVJRjDgU7kC25Sd9vM6Ak1ZnK03TTbQ4Wzgye4SwFH/T1Ik6NmZsVIlDXVZd0gmXCSbJ5mbCXV3HNEnq6+rQ2JN0LEgyc5N+1eewamumSbOY6bCG1sxoJIJzsF/trhjv6cTjnE5YZ7KnxcKgFOLgKC1PGkMth6JERpd5HXyJnwUxTR+TKmJyRZ4JIUkF6m+pOhQUFOBwOJKaOoOhiSUmyWY8njZkefl5BUymisUOC1sDJmMpwiqVLVmW6Q+GOexeNEoe8QVZfovXCkoo1EJ3xRarkeIkoVBRSaZ7yqt2WDSNzDE+F+TVW89Ycay2JEn87Gc/4/bbb+cTn/gEX/nKV9AlCfN6s0IQBGZnZ+NIwPL2yJtvvjlOikjhb0eKKLwJ8MQTT3DzzTezadMmrr/+eoaHh3nppZd49dVXCYfD7Nixg1NPPZVdu3axc+dOrFbrSVMiXIAky/RN+1TS0Dg0x8BMolyRbVXkigXisCHPunpQDShhNZPtaEb2K8RhZD+iezRxmb1oic9hB7JjY9KWsWA0yNHZo2rVocXZEhdWs4CFTIcFyeKYmQ5eL8HWNkWqeB1NkoutmUog1PTQKq2ZBea4qkOy1kwAz+yMmucw0dPJVH8vUjT+9iZqNGSXlC2RLNZjzcxa9ZyyLCPNBuO9DhP+xKqDVkCbvxAIFZthYU0ur7wxVYcwPl8H7oX2TE8zwWCiWVSjsalVByUUqhatNm3V8/qiEq3e2NjtmFFyaoXqQJZWw2arUZ1jUW81Yk1GoMLRuI6kxsZGGhsb2bhxI/fccw8vvfQSv/jFL7jwwgtPuuvInj17eOaZZ7jzzju56aabuOCCC1QPQm9vL/feey87duxg//793H777alqwuuEFFF4E2DPnj3Mzs5yxRVXxH1xo9Eora2tvPjii7z88su88sorjIyMUFdXFydX5OXlnXRfeFDKqIeH5zg0qBCHtjF3Qra+SSdSV6DIFVuL09hclJbc9Q0I8yMqadAMv4Yw1Y6wLH9Z1luVXvNYxUHK37pqUA3EZgF4h+O6K3rnexPWLWQ6LEgWx8x0kKRFk2SMPKxqkqyvV3wOazBJSlGJmVEfk/0epTWz341nhZkQJpsuLhDqWK2ZkXCI6f6+uFwH35wrYZ0lI0uNoM6rXE92cSmaJPKKHIwSGfXGkQd5BXlFTNcv6bCwoMk1IyQxdfr9fnXwVbKqQ3p6elxr5rGqDqHQNB6PIlW43U14vW1IUmJVx2QqXzRJ2uoxmyoQhJUJqizLjC5rz2xbIRRKBKrNerXqcFGGNWma5DPPPMNXvvIVGhsbEUWRU089lbe97W2ceuqpXHTRRSdlxTKFfyxSROEkgizLDAwM8NJLL/HSSy/x8ssv09bWRmlpqUoaTjvtNKqrq5Ne5N6sCIQVuWKh4tA4NJcQVCOgDOVZ8DlsK05LPgoYIOhResxjPgdx9CBCKN7MKAsismNTzOewA6loR9Kec4D50DytzlaVOLwemQ6w3CTZRLC9PblJsqEew+bNSU2SAF5XiKkBt1p1cI4ka81cDIQy25PICrKM2znFeNeiSdI5NJAYQ63T4SitUDosYpUHc1p60vNKzuCSQCgv0cnEChQ6EW2BOY48iMcwdTqdzrg0ydet6uDvUn0ObncTwWAi4dNoLFgttViXhELpdKu/DkFJot0bVIdfNXr8jITivxP7tpav2oopSRL33HMPX/7yl/mP//gPLrvsMvbv38/evXs5ePAg+/btOym6HFI4sUgRhZMYsiwzOzvLyy+/zEsvvcQrr7zC/v37sVqtasXhtNNOY/Pmzej1q4fivFkhyTK9C3JFzCQ5NJt4s8ix6WMtmYtyxUr67OKJowjTRxXSEDNKrhRUI9kKYnLFdkWuyKmBJNkLC5kOLdMtNDmbkmY6LO2uqEqrSprp8LeYJA0N9eirqpKaJNXWTDWG2kPAs0JrZqZh0edQaiMz35y0NTMcDDDZ17NEsuhaMYba7shVkiSrlECorKLipDHUcjBKZMS72GEx4kUOrFB1yDDEmSQ1xzB1vlFVh3B4JmaSXBy7LUmJn1+jsVQ1Sdqs9ZjNlQjC6u/bRCiiVhxGgmHurlp5MqrT6eRjH/sYjY2NPPjgg5x11lkn3TUghTcHUkThLQRZlgkEAhw4cECtOrz66qsEAgG2b9+uVh127tyJ3W4/KS8aU54gh4fm1apD+4pyhYb6QptKHBrWIle4xxBHDiy2Zk60IizLXpB1ZiVPv3BHLBBqGxhWNx3CYqZDi7OFpummFTMdjBojNZk1cSbJpJkOskx0bIxgUxOBw02vn0lSlnE7gzGpItaaObZKa2axdbHqUGLDYElCdGSZuYmxxfkVPZ3MjAyx/MRag4Gcskqlu6JSCYQyWpO/DtJ0IN7rMJVY/kcnLg6/ihklRXOSsK3jqDrk5eXFkYdkVQdZjuLzdSuSRazyEAj0J6wTRRNWa61acbDZ6tHpVvd8JP4emb1793L99ddTW1vLz3/+cxzHqDalkEIypIjCWxzRaJT29vY4n8Pg4CC1tbVxPoeCgtUz8d/M8IejtI4sEofDw4m5+gJQnWth67p0VbIoSEtu4iPkQxxrRBx5bVGuCMaPQ5YRkB0bFuWKwp3IaetWneYHa890KLOXxSVJHivTQTVJxuZXrGqSLC9fjKBeg0kyFIgwPRirOgwogVChFXbxca2ZZTbSHMaku/igz8dkXzfjXYpJcqKnk5A/cbednlcQ53XIyC9ESBZDHYgsIQ5eoiMe5GBiW6KYZYj3OjjWVnVY2mXx+lQdXLFAqGY8sapDNJr4vhkMRdhsDZSV3p7UIBmNRvn2t7/NN77xDb785S/z2c9+9k0pQ/b29rJnzx4yMzPp7e3liiuuoLy8/EQ/rBRWQYoo/JNBlmWGhobUisMrr7xCS0sLxcXFcXLFhg0b1AvMzMwMFovlpNAyJVmmZ8ob53MYmk3cZebaDKpBcuu6NKpzLcnlCllCmO5Es1BxGNmP6BpI/P2WXKUts2A7UtFOpJxa0CTRzGWJ/vl+mpxNqmSRLNNhQbJYn7Eeg2b19yPOJLmQJDk4mLBOTE9b9DnUN6Cv2ZTUJClLMq5Jf0yuUMZtJ23NLFvSmmlIIitIEjOjw2qmw0R3J67xxO4VvclMbkWV0l1RtZ7c8kr0pmS7eJnoVCDO6yBNr1B10C9UHZZ4HUwnpurg9/eqPgePpxm/vwcAUTSzc8crq5ohJyYmuPHGG+np6eGhhx5i165dq/6eE40777yTW2+9Vf37zTffzL333nsCH1EKyZAiCv/kkGUZl8vFK6+8EudzMJlMnHLKKZjNZp599lnuuOMOrr766pOy6jDlDsYRhyPjngS5wqzXUB8Lg9q2Lo2GIjsWQ3K5As9kjDjEMh0mWhCWZS/IWiNS/hY1floq3AbG9KSnnQnMqFLFsTIdFiKoj5XpAH+jSbKhAW1O8sjsgGdJa2a/m6lBL9Hw39+aGfC4mejpYjzmdZjs6yayfNqqIJBZuC4WQa0YJdNyV4+hBpD8kbhMh8iIF0IrVB2yjXHDrzSO5KbZQCCQMMNitarDQpLkWqoOkcg8Hk8rodAkOTmXJfy7LMu88MIL3HDDDZx22mn85Cc/ISMjY9XzvRmwNPMAUkThzY4UUUghDspwnSCPP/44n//85xkdHUWr1SbkOZxyyimkpaWdlMTBF4rSOjqvGiSbhudxLxsvLApQnWtdMrsijfy01XfaAIT9iOOHY22Z+xFHDyAEXAnLpKzqmM8hFgaVXppUrghGg3TMdqhVh2Zn86qZDku7K8rsZUkzHeRwmNDRo4vEYTWTZF6e2pa5FpPk0tbMBfLgXaU1U5EqrGprpiZJrLMUjeIcHlSqDl1Ke6Z7KtEsarTaFsdtV1aTU1aBzpC8ShKd8iukIWaUlFaY8ikYNGjivA4WxCTel+VVh9HRUZwrjDNfqDosjaJOVnVYikgkwje+8Q2++93vcscdd/Cxj33sTSk1LMcFF1zAzMwMu3fvpre3F5fLlZrJ8CZGiiikkICJiQkqKyv58Ic/zFe+8hWsVitHjhyJ8zn09/dTU1PDqaeeqvocioqS6+hvVkiyTPfkolxxaGiOkRUy9fPsBpU4bFmXxvpc6+rDeECRK2a6EYf3LwZCzSZmL8jm7NiY7VimQ24daJPICssyHVqmW+id70Vellhk1Vmpy6pbe6bDEpPkgmQR6lzBJGk0oq+txdCgRFAfyyQJ4HUFVeIw1Z+kNXOdJa7qkKw1E8A354qbXzHV10s0siyGWhTJWleijtvOq6rGluVIXnXwReLkisiIF8KJVQeNwxgvV2S/PlWHzMxMbrjhhqQ3/dHRUW644QbGx8f55S9/ybZt21Zd+2aDy+XivPPO49ChQ9x0002pasKbHCmikMKKGBkZobCwcMV/k2WZkZGRuDyH5uZmioqK1IrDrl272LBhw0k1r2IpJpfLFWMeonKiXLG5aHF2RUPhGuQK77QyLXNBrhhvQojG3yhkjQEpv0ElDtGCbWBO7np3h9y0zixGULc52/BH482BGkFDZVqlKlU0ZDccM9MhziQZi6GWPZ6EdapJMlZ10JasPkQJIBKScA57mOhzq7JFwJMY66y0Zi7GUGccozUzGokwPdAXC4PqYLy7C+9s4i7enJauSBWxJMns0jK0umSjvGWiE/54r8PsClUHoyZOrtAWWhCSeTNkOSFN0ul0kpeXxzXXXLPqMU899RQ333wzF154IT/84Q+xH4Oovdlw3333kZmZyczMDDfffHOKLLzJkSIKKfzdkGWZ+fl5Xn31VbXqsH//fvR6vVpxOO2009i2bRsGwzG6Dd6k8IYitIwszq44PDyHJ7gsyliA9bnWuNkVefZjyBWRAOJ482KS5Mh+BH+iKU7KrEAq3Kl2WMiZFUnliuWZDi3TLUz4E6dF5phy4rorjpnpIEmE+/qUzorjMUlu2ohoSl7NcDuDqlQx2edhdoVhUlq9iKNkcWLmsVozATzOacYXTJI9nUwP9CXGUGu1OErK1Ajq3MpqrBnJPR+SNxwnV0RGvRBJvJxqckxqBLW2yIJ4LG9GIIDX6yUrK5EchkIhvvzlL/PjH/+Y73znO9xwww0n3fdpIWr5jjvuUP++4FlIdT68OZEiCim8IQgGgxw6dEitOLz88su43W62bt2qShWnnnoq6enpJ92FDpRhPF2T3rjZFaNziXJFfpohNrtCac2syrEcQ66QEWZ7F30OI68hznQnLjNlEC3YERt8tQMprwG0yUnJhG8ibmJml6vrmJkOtVm12PXJd6vR2dmYSTLWmvk6mSTjWjP7lbHb4ZVaM3NNasUhp/TYrZmRUIip/l51fsV4dyf++bmEddas7EWTZEU1WceKoY7KRCfih19JrkRZQTBplsgVVrSFZgT9sStv/f39XH/99Xg8Hh555BFqa2uPecybEY8++ihAnCfhzjvv5Pzzz2fr1q0n6mGlkAQpopDCPwSSJNHR0RHXltnT08OmTZvifA7Fx+jrfzNjYl6RKw4NuWgcmuPouIdlzRVYDRoaChdmV6RTX2jHfKybhH8GceTgYmvmeBNCJJ6UyBo9Um79kiTJnWDJTnra5ZkOrc5W3OHEBMVye3lcd8U667qk71GcSTKW6xCdTpxCqcnLU/Mc1mKSlCUZ14R/serQ72F+hYAlvUkT53PIPlZrpizjnpqMm1/hHBpg+aVRq9erMdQLkzNNxyj5S56wQhqGvItVh2XeDE2eibSbNiV9fL///e+55ZZbuOKKK/jOd76DxbL6COk3O5ZXFABuu+22uL+n8OZCiiikcEIgyzJjY2NxxOHw4cPk5+fHBUFt2rTppPU5eEMRmofn1apD0/A83lD8jlgjCGzIs6o+h63r0si1HyOvIhpCnGhBjFUcNCP7EXyJN2IpvQypaMeiXJFVBckmW8YyHRaqDskyHeqy6tSqw4aMDckzHf4Wk2RDPfr6+mOaJAOeMJMDHrXqMD3oIbqs/C+IkFlgIafUqmY7WDOSl//DgQATvd2qSXKip5OgNzEIKS0nj1x1amY1mUXFSQ2IclQiOh7vddBV2rFcWrLy8wsE+NznPsfDDz/MPffcw1VXXXXSEuml2LNnD4cOHaK8vJyZmRnOP//8lOzwJkaKKKTwpoAsy7jdbvbu3av6HF577TW0Wi2nnHKKSh62b9+O0WiksbERo9HIpk2r78TebIhKMp2THtXncHBwjvH5RENcYboxbnZFpWMNcoVrQI2f1ozsR5zuSFxmTEcq2LaYJJm/GXTJ2/AWMh0WyMNqmQ4bMjaoPoe6rDqyjMnNl5LPR7C1dQl5eH1MkmprZt9iDLV3hfK/ya6LqzocqzVTliRcE2Pq/Irxni5mRxKHPumMRnLKq8irqIpVHaowWFafSgoKeRCWjI1+/PHH8Xg85OXl8cUvfhFRFPnlL3/J+vXrk54nhRTeKKSIQgpvWoRCIRobG+N8DrOzs2RlZTE9Pc2NN97I7bffTmZm5km7yxqbC8T5HDomVpYrNhctEoe6tcgVARfi6MHY4Kv9iGOHEuUKUYuUWxeTK5TKA9bkXRChaIijs0fV+Omm6aaVMx0sRSppaMhuOHamw4JJcoE4NDW9LiZJiG/NnOx34xz2IUuJrZnZS1ozHWtozQz6vGoglBJD3UU4kBhDnVFQqJokCzZsIi0nL+l577vvPn7wgx/Q3d2NwWDg3HPP5fTTT+f000/n7LPPTnpsCim8EUgRhRROGjz11FN85CMfwWg0UltbS1tbG93d3WzYsCHO51BSUnJShM6sBG8wQtPw4uyKppF5fMvkCq2oyBVLw6ActmPJFWHEybZY1SHWmukZT1gmpRUvEoeincjZ65PKFbIsM+IdUX0OzdPNSTMdFojDpsxNmLXJqxlxJsmmZkLt7cjLkxm1GvTrN2Cor1dCodZgkoyEJKaHFbliTa2ZsUCojLzkrZmSJDE7MhxnkpybGItbU3f+xZxx9fWrnsPr9XLrrbfy29/+lnvuuYfS0lL27t3Lq6++isvl4qmnnkr63FJI4Y1AiiikcFIgGo1y5pln8qEPfYibb74ZURSRZZnx8fG4MduNjY3k5OTE5TnU1NSgTWKSezMjIkl0TsTPrlhJrihakCtirZkVDgtisiqLLCPMD6tjtjUj+xGmjiAsu8HLBjtSwdaYXLETKX8r6JPf4I8n02Fpa2aeOflO+/hNkrGqQ/UxTJKyjHs6GGeSXLE10yDiWDI101Fiw5BkCiWAf36eid7F+RV1F1xC+badK65tb2/n2muvxW638/DDD1NWVpb03Cmk8I9CiiikcNJAluXkbntZxuv1xvkc9u3bhyiK7Ny5U604bN++HZPJdNLKFaMLckUsgrpzwrP8nobdqKWhaHF2RW2hHZPuGHJF0L0oVyxMzAz74pbIggYppyY2+Eppz5RtBUlPG5EidM91x1UdVs10WIigXkumgywTHRtfDINqOrw2k2RdHZq01ScwAoT8EaYGPYtpkqu0ZqbnmuKqDvZjzINYCZIk8eCDD/Lv//7v3HLLLXzta19Dr08ue6SQwj8SKaKQwlsaoVCIpqamOJ+D0+lk8+bNcXkO2dnZJy1x8CyXK4bn8YcT5YqNC3JFsSJZOKzHkCukCMJkO5rRA2qHhehOnOgo2QsXUyQLdyA7NoKYnJS8UZkOqkkyNvwq1NyM5E5s+dSVlcXNrzimSVKScY37mRpI3pppMGtxxDIdyjZnYc9Onm0xPz/Ppz/9aZ599lnuv/9+Lrnkkjf153DPnj309vaSmamEUaXmM/xzIEUU3kD09vby6KOPUl5eTm9vLzfddBPp6ekn+mH9U0OSJHp6etSKw8svv0xnZyfV1dVxPoeysrKT1ucQkSQ6xpfOrnAx6U50/q/LMMXNrqhwmJPLFYAwPxKfIjnZhiDH7+BlnQWpYFvM57ADKX8bGJI7//0RP20zbapB8nXLdFhukmxuJjKQOB5cTE/DUFcfC4PavCaTZMATVknDSq2Z539kPes2rT7F8fDhw1x77bUUFBTw4IMPsm7duqS/70Rjz5497N69m3vvvZfe3l4uuOACenp6TvTDSuEfgBRReAOxdJRqb28vt912G7t37z7BjyqFpZBlmcnJyTifw6FDh8jKylKJw+mnn05dXd1J63OQZZnRuUCcz6FzwruiXLE0z6G2wIbxWHJFyIs4dig2+Oo1Ra4Ixbc5yoKI7NgU8zlsVzId7EVJI6iXZzo0O5sZ8iS2Ix5vpgMsmCRbCDYdXptJciFJMjd5R0g0sjA1U6k67HpP+Yrx0pIk8aMf/YjPf/7zfPazn+ULX/jCSfHZqqio4ODBg+pmp7e3N5V98E+CFFF4g9Db28uVV14ZN3M9IyOD2dnEVrIU3jxY8Dm89tprahjUvn37kGWZHTt2qBWHHTt2YDab39Rl4mRwByIcHl4kDs0j8/iXTUfUigKb8m1KBHVMrsiyHEM7l6II0x0xn0MsSXIu8QYvWfOV7opYIJScUwNJ/AjwxmU6yOEwoY4O1efwepkkV8Ls7Cwf+9jHeO2113jwwQc599xzT4rPUG9vLxUVFciyrAYlpaqj/zxIEYU3CPfddx+7d+/mmWeeUX9WUVHB7t27U3nmJxkikUiCz2FycpKGhoY4n4PD4eDBBx9k165dVFZWnuiHfVwIRyU6JjyqQbJxaI4pT6JcUZxpis2uUIhDefaxyZLgHkccPaB2WIiTrQhSfDuirDMh5W9VfQ5S4XYwJPcjhKIhOlwdanfF65bpkGCSbCLU2ZnUJJl23bWIx4hVfu2117j22mtZv349DzzwALnHqFC8mfDoo4+qMcvnn38+X//619mxY0fKo/BPghRReINw55138swzzyQQhXvvvZfzzz//BD6yFP5eSJJEX19fnM/hyJEjmM1mZFnmYx/7GB/60IeoqKg4aX0Osiwz4gos8TnM0T2ZKFekmbRsKUpTWzNrC2wYtMeQK8I+xLHDsfjpA4gjBxCC8UOZZARkx4YlcsVO5LTipHLFG5npkMwkKRiNrHvhr6tWFyRJ4u677+Z//ud/+O///m9uvfXWky6W/L777uPmm29mdnZWrSSkKqT/PEgRhTcIqxGFO+64I8XC30KQZZmf/OQnfOYzn2HHjh1s3LiRQ4cOqVru0jyH+vp6dDrdiX7IfzPmA2EOD83HyRWBSPwuW6cRqMm3xXkdMo8lV8gSgrMLcfi1xdZMV3/iMkvOYvx00U6knBrQJD/3G5bpIEmE+/sJNjUhzc2Rdt11K66bmpri5ptvpr29nYceeogzzzwz6XnfrNizZw9XXnllHDEQBIGDBw+mKqT/BEgRhTcI9913H/fee2+CR2H37t2pisJbCIFAgHe84x185jOf4ZJLLgEU8uD3++N8Dnv37iUSiST4HKxW60mhUa+EcFTiyPji7IpDQ3NMryBXlGaZ4mZXlGWtwdvhnVokDSP7EcebEZb5EWStESlvc8znsBOpYBuYVu8ygDcu02E5ZFnmpZde4oYbbmDbtm387Gc/IysruVfizYylHoUFpIjCPw9SROENwmpmxr6+vpQJ6J8Q0WiU5ubmOJ/D2NgY9fX17Nq1Sx16lZube9ISB1mWGZqNn13RPZU4cTHdpIsRByUQqrbAjj7JQCYAwn7E8aYYcTiAZnQ/gj+x7C1lVatjtqXCHcgZZUnlCji+TIdzis7hysork54vEolw11138a1vfYuvfvWrfOpTnzppJailuOCCC7j33nvVdu9Ue+Q/D1JE4Q3E8vbIm2++OU6K+Efj0KFD7NmzB4D9+/fzox/9KEVaThBkWaa/vz/O59De3k55eblKGk477TSqqqpO6pvMnD/M4eF5Dg26aByao2XUTXAFuaI238bW4vSYZGEnw3wsuUJGmOlenJY5vB9xNvGmJZuzicY8DlLhDqTcOtAmb59MlunwztJ38vkdn1/12PHxcT784Q8zNDTEww8/zM6dK8c1n4xwuVx8/etfV9skb7vttlR75D8JUkThDURvby/33nsvO3bsYP/+/dx+++0n9MZ85513cuutt6r//8gjj8RVPFI4cZBlmZmZmbg8hwMHDmCz2eJ8Dg0NDSd1vG8oKnFkzB1XdXB6wwnryrLMcbMrSjLXELntc8bMkbHWzPFmhGh8PoKsMSDl1S9JktwO5mOMxF6S6VBiK2GLY4v6b8FgEIPBgCzLPPfcc3z4wx/m7LPP5r777kuR8BTeMkgRhX8SLDcjLWiOPT09qV3BmxALPof9+/er5GHv3r0Eg0F27NihkoedO3dis9lOarlicNav+hwODs7RO+1LWJdp1rF5iUGyJt92bLkiEkScaI5Ny1SMkoLPmbBMyqxY0pa5Azmz8phyxQI+9rGPsWfPHqxWK319fXzmM5/hy1/+8klN5lJIYTlSROGfCI8++qjacXHo0CG2bdsW1+6Uwpsb0WiUtrY2Va545ZVXGBoaoq6uTjVInnbaaeTn55+0xAHA5QtzeHix4tAy4iYUjZcr9BqR2gJbXAR1uvkYHSWyjDDbF5MrYuO2nZ2Jy0wZRAt2ENn1b0j5m5Oe8ujRo3zoQx9icnKS9evX09raSjgc5tRTT+VPf/pTijCk8JZAiij8k+K2227j0KFDJ9QzkcLfB1mWGRwc5MUXX1TlitbWVkpLS+N8DuvXrycYDPLLX/6S66+//qQjEaGIRPuYOy6CesaXKFeUZ5vjiMOa5Ar/bGxi5muKz2H8MEJEGfYU+OAfkQpWdvTLsswf//hHPvrRj/Kud72Lu+++G5vNhiRJtLe309zczFVXXfV3P/cUUngzIEUU/gnhcrk477zzePbZZ1PVhLcQZFnG5XLF+Rz279+PwWAgGo2Snp7OPffcwxlnnIFerz/pCMMCZFlmYMYfRxxWkiuyLLq4PIeN+Tb0mmPIFdEQ4mQb4vBrRLZev2JOQzAY5Atf+AI///nPufvuu7nmmmtO2tcyhRTWghRR+CfEzTffzB133JEiCW9xhMNhvva1r/GNb3yDM888E51Ox969ewkEAmzfvl31OZxyyinY7faT+mY36wtxeGhx1HbL6DzhaPylzaBdlCu2rktj87o00kzHF4DV09PDddddRyQS4Ve/+hUbN258PZ/GG4bUdz6FvwcpovBPhjvvvJMrrriC8vJyXC4XQOri8RbFvn37uOGGG/j5z3/O9u3bAcXncOTIkbi2zMHBQWpqalSpYteuXRQWFp7UxCEUkWhbJlfMriBXVDjMnFKawecuqko+rlqW+c1vfsMnPvEJ3v/+9/Ptb3+b/9/eHbxGda5xHP8NKpMLchnTLCw3NDCBWO3iYk6ixix6IZN2VxAm6q6F28zQhQqVziTtQnSTOn9AaSaLQtWGJCNUCnXhsRs1LcZMInYhrTle8RZtIZMTMS0KzrkL7xwyaY62NeM5Z/x+Vs4Q4R3IZH7zvM/7Pn97yhjqoKAfCc+KoPACKRQKisViSiQSsm1b+XzePS6J+vTo0aMnzhVwHEe3b992b5CcnJzUtWvX9Morr7hjtnfv3q0tW7aEbj7Bco7j6D/z1dsVN+cfb1f88x9/1+i/Dc//+9tvvymbzer06dP69NNPtXfv3lCFqMpAp+UjooE/g6Dwgqgch1wuFosFbqgLJVJ/OY6jxcVFTU5OurdITk1NqaGhoSo4bN++XdFoNFQfmCuVlh5q5r+LWheJ6F9tTav+zPXr1/XOO+8oGo1qdHQ0dFNBKyedKpck8b7CX0FQQGBQIg0ex3H04MEDTU9Pu8FhcnJSS0tLMgzD3a7YuXOnYrFYqIPDco7j6NSpUzp8+LDeffddffzxx4pGn3yjY9DYtq0rV64okUgEKijYth2IdeCP++NTToAasyyLy58CJhKJqKGhQd3d3eru7pb0eGzy9evX3T6HTCYjy7L02muvVd0i2dzcHMrgcP/+fb3//vs6e/asTp48qbfeeiuUr2N8fFypVMrvZVSxLEumaQZuXXgyKgoIBEqk4eU4jn766aeqPoerV6+qubm5arti69atge9zuHbtmt5++201NTXp1KlTamlp8XtJf4lpmuro6HDfR0F5X6XTaRmGQVAIGSoK8B2lyHCLRCJqbm7W/v37tX//fjmOo3v37um7777ThQsXdObMGX300UfasGFDVXAwDMPtc/jll1+0fv16NTY2+vIayuWyPvvsMw0MDOjQoUM6evSoNmz4c0cng2Z8fNz9t2VZGhoa0r59+3wbC22apq5cuaJSqSRJSiQSVBBDgooCfJfP591vGEH55oO19eDBAxWLxao+h3v37qm9vV2bN2/WN998o0OHDimTyTz3Mv/i4qIOHDigCxcu6PPPP9cbb7wRyq2GJ4lEIoGY65LNZtXa2kpFIWTCO78WdcE0Te3du9fvZaDGotGourq69MEHH+jLL7/U3bt3dfnyZW3cuFFfffWVotGojh07ph07dujAgQP64osvdOvWLdX6e8z09LS6u7u1sLCg2dlZvfnmm3UVEmzbVjablSQdP35cxWLR5xUhjKgowFemacqyLPdxOp1WJpPxtUSK52PPnj26deuWRkdH1dbWpjt37lT1OczOzurll1+u2q7Ytm2b1q9/9h3TcrmsTz75REePHtXAwIA+/PDDwPdP1IPlFQW2HMODoIBACUqJFLX3ww8/qKWlZdVjh47j6P79+26fw6VLl3T58mWtW7dOO3bscINDR0eHGhoanloFKJfLikQiikQimp+f13vvvafZ2VmdPHlSr7/+el1VEYJseVBYPs0WwUZQQCDYtq2hoSHlcjmlUiml02kqCqjy8OFDzczMVPU5LCwsaPv27e6xzF27dumll1763Qf/119/rYMHD6qtrU1Xr17Vtm3bdPr0aW3evNmnV/NisixLx48fl2EYNDOGCEEBeILK1kilG59vQMFRLpd148aNqrkVP/74o7Zs2VJ1n0NLS4t+/fVXDQwM6MSJE2ptbdWdO3fkOI66urp05MgR7d692++XAwQWQQHwYJqmJiYmNDw8LMuy1Nvbq7m5Ob+XBQ+O4+jnn3+u6nOYmZlRU1OTyuWyotGoxsbG1NXVpUePHun777/XxYsX1dPTo1dffdXv5QOBRVAAPKw8qsnNkeHiOI6Wlpb07bffKpfL6cSJE2w1AH8BQQFYRWWIluM4KhaLisfjdGijZorFokzTlCRNTU1pZGSE3zcEBvcoAKuohINCoaB4PK6hoSEVCgW/l4U6ZZqmMpmMMpmMOjs71dPT4/eSABcVBWAV+Xxe6XS6apLlpk2bAjeWG+Fnmqb6+vrc361KNYtjwggKKgrAKipbDcvLv7Ztc7Md1lwikdDIyIj72LZtSfJt7gWwEkEBWEU8Hnf/YAO1tvzY7djYmBKJBD0KCAyCArCKeDyuRCLhXi9dOfHAJVCoJdu23WO5QFAwZhrwMDExoaGhIfeY5Llz5/xekqTHocU0TTU2NsqyLCWTSfay60Q2m9X58+epJiBQaGYEQiaXyymTybiP0+m0hoeHfVwR1kIul3NDX2Xbi8CAIGDrAQiZsbExv5eANVYoFNTe3u6GhHw+T0hAYFBRAEKmt7dXpVJJExMTsixLtm0zgyLEKschl4vFYhzFRWAQFICQsW1bPT09KhaLSqVSbDsAqCmaGYGQGR8f1+DgoEqlktLptCQRFgDUDD0KQIhYlqW5uTklk0mlUinNzc1pfHzcPcYJAGuNoACESLFYVGdnp/s4Ho9rcHCQy6EA1AxBAQiR9vZ2TU1NVT03Pz/PRVAAaoZmRiBkTNN0p1uWSiUlEgnfL1wqFovq7+/X9PR01fOWZbkTOC3LUiqV4tgfEDIEBQDPpBIEDMPQyj8nhmG44cGyLGWz2dBfT0z4wYuGrQeEVqFQkGEY7hn0fD6v1tZW5XI5n1f2Ykkmk6tufaxssIzH4zJN83ktq2b6+vqUyWSUTCaVTCbV39/v95KAmiIoILSSyaR7L36lmW96errqemP4pzKPYrnGxsZQj+qu1/ADPAlBAaEWi8U0MjIiwzDU0dFBCThAvE5ilEql57uQNVSP4Qd4GoICQi8Wi6m9vZ0ZCCER5qOc9Rh+gKchKCDUbNuWaZru3INCoeD3kvB/sVjsdx+gpVKpLqs+YQ4/wNMQFBBa+XxehmG4f6Q7OzvV399PM2NAJBKJVZ/v6Oh4zitZOy9S+AEqOB4JYE1EIhEtLCxUfWiuPB6ZTqd17tw5n1b47CzLUl9fX9V9EZs2bdLNmzcJC6hbDIUC8ExM03Q//LPZrHp7e92x1xMTE8pms+rs7NTU1FTo71BYebGVZVk00aLuUVEAgD/BsiwNDw+74WdwcJCggLpGUAAAAJ5oZgQAAJ4ICgAAwBNBAQAAeCIoAAAATwQFAADgiaAAAAA8ERQAAIAnggIAAPBEUAAAAJ4ICgAAwBNBAQAAeCIoAAAATwQFAADgiaAAAAA8ERQAAIAnggIAAPBEUAAAAJ4ICgAAwBNBAQAAeCIoAAAATwQFAADgiaAAAAA8ERQAAIAnggIAAPBEUAAAAJ7+B+esQO345UTUAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "snap = db.snapshots_matrix\n", - "pa = db.parameters_matrix\n", - "print(snap.shape, pa.shape)" + "plt.rcParams.update({\n", + " \"text.usetex\": True,\n", + " \"font.family\": \"serif\",\n", + " \"font.serif\": [\"Times New Roman\"],\n", + "})\n", + "\n", + "fig1 = plt.figure(figsize=(5,5))\n", + "ax = fig1.add_subplot(111,projection='3d')\n", + "\n", + "for param in params:\n", + " space, values = wave(param)\n", + " snap = Snapshot(values=values.T, space=space)\n", + " ax.plot(space, param*np.ones(space.shape), values, label = f\"{param}\")\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "ax.set_zlabel('$f_{g}$(t)')\n", + "ax.set_xlim(0,11)\n", + "ax.set_ylim(0,11)\n", + "ax.set_zlim(0,1)\n", + "ax.legend(loc=\"upper center\", ncol=7, prop = { \"size\": 7})\n", + "ax.grid(False)\n", + "ax.view_init(elev=20, azim=-60, roll=0)\n", + "ax.set_title(\"Snapshots at original position\")\n", + "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, - "id": "f02daeb6-1d1a-49f4-978d-7fc233e6b739", + "id": "8a3d43cc", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "lenght of training data set : 12\n", - "lenght of test data set : 3\n" - ] + "data": { + "image/png": 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eGB4eLvIgUPWl2n2u6ecWsYF0Ok0uXbpE0um0ncXrjmPHjq3q928G2DGqDHZ8qoMdo+pgx6gy2PGpjuX4DOW26eS+vqo8CgwMDAwMDAzNxaogCuFwGC+//HJD3nt4eLisxLrawI5RZbDjUx3sGFUHO0aVwY5PdTTyGJVDPY6braFQmUwGt27dwubNm+HxeJa0QQYGBgYGBoblhZP7+qpQFBgYGBgYGBiWB4woMDAwMDAwMFiCEQUGBgYGBgYGS6wKosBGl1YHO0aVwY5PdbBjVB3sGDE8jFgVRMHOWE4zHrbRroDzMdMP23hX8/Ep9xlL8bCfQ3bGTD9s5xDgfIzyw3geMbQenMd2LfO0rXJjOc1YCaNdCSEg6fpPtuO81afa2RkzvdzjXQkhkLPZhry36HZXPUbVPuNKOYfy+Xzd31eSpKrHx86Y6ZVwDqXUxkwg9fHVJ2zaGaO8Es4jBoZ6wDlRWOZpW5Vy1enPl3O0KwCQdBpXB/fW/X23jZ4F56scW2tnzPRyj3eVs1n8n/9s8fyJeuA3/3wYUpVWn2qfcSWcQ/l8Hp///Ofr/r6/93u/B5fLVXEZO2Oml/scSqkqtrzWmFkPN5/eBb9QOT7bzhjllXAeMTDUA6ui9FArTpw4UTQ9KxKJGGEXVpJ8K6H081MMDg4aF/UzZ84UDR15GI6Rk8/4MJ5Dlc4PO8s8DMfo+eefRyQSQTQaxfDwsK1RwA/becTQOnCuKKzAaVvlYDV+E9DkwnKSfL3Aeb3YNlr/9+a89qZHAvbGTB89enTRVLdmHCPR7cZv/nljTFui2111GbufcTnPIUmS8Hu/93sNeV+7KHd+2FmmGcfIx/O4+fSuur8vfe9qoGOUR0dHq45RXs7ziIGhHnCuKNBpW/X+Y8OfYBel4zcBrV5IYzMbPiKY48D7fHX/U61uSlHu81stZ5aUm3WMOI6D5PE05I8dD4edz7gSziGXy1X3P3bPIcBe9OtynkN+QWjIHzvHiJqq6SRSK0K13OcRA0M9sDwzSJeAcmM5gZUz2nW5YWfMNMWyjnddJlT6jOwcKkalMdNWyzwsx8jOGGV2HjG0ClYdUThw4EDRl5KCXrzC4TDm5+ct1zX/3Yqo9PnNF3gAZeXOh+EYWX1Gdg4Vo9z5wc6hAg4dOlT2dXYeMbQaWtrMyMDAwMDAwLA0rAqiwEaXVgc7RpXBjk91sGNUHewYMTyMYGOmGRgYGBgYHjI0bMy0DU7BwMDAwMDAsMLh5H5uy8xIY1+np6fR09PjqMWKgYGBgYGBYeWAEILp6WmtVd1Gtoqt0gMAJBIJ3L9/n6kKDAwMDAwMqxwcx2HdunUIBALVl7VLFABAUZSGDKphYGBgYGBgaB4kSYJQZaYJhSOiwMDAwMDAwPBwYVW0RzIwMDAwMDAsDxhRYGBgYGBgYLAEIwoMDAwMDAwMlmBEgYGBgYGBgcESjCgwMDAwMDAwWIIRBQYGBgYGBgZLMKLAwMDAwMDAYAlGFBgYGBgYGBgswYgCAwMDAwMDgyUYUWBgWAYQQqCqKpudwsDAsOJha3okAwNDfUAJgqIoyGQyUFUVgiBAEATwPL/oDwMDA8NygxEFBoYmgBIEWZYXKQmyLCOfzxeNb+c4DjzPlyURHMexUe8MDAxNAyMKDAwNRDmCYL7Z03+blzevpyiK8Zp5HUYgGBgYmgVGFBgYGgBCCBRFgSzLRTd6Wk6w8ibQG33pDd8OgeA4DoIgQBRFRiAYGBjqBjZmmoGhjrAiCOVu/Pl8HoSQJd3EzQTC/Me8XUogzAqEIAiMQDAwMNgCIwoMDHUAfcpXFAWqqhbdpMuhXkTBCuUIhBlWBMKsQjAwMDAAjCgwMCwJ1H9ASwHVCAJFo4lCpe3Sv6sRCKo8MALBwPBwg3kUGBgcgt5gKUGgWA03UisPBFBMHiiJMa9nLlswAsHA8PCAEQUGBpswGwmpgkDNia1wo7RSQswEgrZylq5DyQMjEAwMrQdWemBgqAKrFkegdoKwXKWHeqLUQFn6WSp5IFiYFAPD6gEjCgwMFqAdDNSgCFg/ddfy3qudKFjBDoFgWRAMDKsHrPTAwFACuy2O9dpWq90YK5Uw6N8sTIqBYfWAEQUGBh3NJAgPI1iYFAPD6gQjCgwPPZxmIDDUF3YIBC3V5HI5Y1kWJsXA0BwwjwLDQ4nSFkcnGQj12n4+n4eqqszY5xAsTIqBoblgRIHhoYJVBkKzn0AZUag/WJgUA0NjwEoPDA8FWj0DgYGFSTEwNAqMKDC0NKwyENhT/MMFFibFwFA7GFFgaElUG/PMwAA4IxAsTIrhYQUjCgwtBdbiyFAPLIVAsCwIhlYDIwoMLQGzQZG1ODI0CixMiuFhBCMKDKsa5TIQWP2YodlgYVIMrQzWHsmw6rDcGQj1Qi6XY+2RDynKtXJaEQgWJsWw3GBEgWHVoLTFkWK1Xjjz+TwURWFEgcEAC5NiWIlgpQeGFY9GjHlmYFiJcBJnbdXKycKkGOoNRhQYVixYBgIDgwYWJsWwnGBEgWHFgWUgMDDYBwuTYmg0GFFgWDFgGQgMDPUDC5NiqBcYUWBYdrAxzwwMzQMLk2JwCkYUGJYNZv8By0BgYFhesDApBiswosDQVFiNeX4YCcLD9nkZVidYmBQDIwoMTQEb88zA0Fpw0sqZy+WMZVmY1OoDC1xiaChYBoI1WOASw8MEFia1esGIAkNDYEUQ2Je9AEYUGBisCQT9m143WJjU8oFdoRjqCuo/yGazxiwD+iVnX2gGBoZSlBoiRVGEKIqQJAmiKILjOKOEkclkkEwmEY/HEYvFEIvFEI/H8bu/+7sYGxtb7o/SsmCKAkNdwDIQnIMpCgwMtaF0mNaaNWvwzjvv4LHHHlvuXWtJMDMjw5LAMhAYGBiaDfM1RlVVZLNZuN3uZd6r1gUjCgw1gfoPzGOeWb2QgYGhmXj99dcRCAQAAF6vty7vOTo6ihdeeAFnz56tuFwkEsHw8DDC4TAikQgOHTqEUChUl31YaWClBwbbsMpAYApCbWClBwaGpeGXfumX8IMf/ADJZBJbtmzBrl27sGPHDnzkIx/Bhz/8YcfvR2/8e/fuXdSVUYq9e/caZCISieDo0aM4efJkTZ9jpYMRBYaqYBkIjQEjCgwMS8fk5CS2bt2Kv/3bv0UkEsGlS5ewc+dO/NZv/VbN70kNlFaIRCI4ePBgkerQ0dGB+fn5mre5ksFKDwyWqNTiyAgCAwNDOXDJKYiX/gbyY78AEuhv+Pay2SwA4BOf+AQEQWj49gBgZGQEnZ2dRa91dnZidHQUg4ODTdmHZoI9yjAsAi0v5HK5si2OjCQwMLQ27kfT+Ok/fRv/7cf3HK3HpeYQ+LNBeF77P+A6/Z8btHfFyOVycLlcTb0uRaPRsq/Pzc01bR+aCUYUGAyYMxDy+Twb1NRgsGPK0GjEFRVqDdXl///3buFBNIMvfO+Wo/XEG98y/s3P3nC83VqwkjoerAjEagcjCgyLCALrYmBgWP14kM3jJ9+9jZ+/dB/jOdnRuhMLWePf8Yz9dblYQYHgcjFH26wVmUwGbre7qdeqUCi0SD2Ym5tr2a4HRhQeYqiqinw+b6QoMoLAwNA4ZLMTUNV807Y3msggSwiupHP40zH7krhKCG7NpY3/X5lM2F6Xj903/s0lpmyvtxRks1m4XK6mbItiaGio7Ov79u1r6n40C4woPGSgBsVcLlekILDcdAaGxiEefwfnzv807tz5fNO2eTdbUALuZe2rApGZVJGKcHnCPlHgFkxEITUNNKGpLpvNwuPx1P19S8sIo6OjiEQiAIBwOFz0s0gkgn379jFFgWF1gxIEqiDQHARGEBgY7GNiYgL/8A//gFjMmaw+PfM14++8HG3Ani3G3WxBvZiTlQpLFuOOSU0AgNmkfRWEN5celByQidpet1ZQj0I9rmEjIyM4evQoAODo0aMYHh42fvbSSy8V/f/kyZPGMidOnGjZDAWAtUe2PFgGAgNDMbJvTyH7xhT8v/IIhG77T6LJZBJf/vKXAQB+vx9PP/207XVVtVDzn5v7Dvp6n7e/wzXCTBTmHRCF2USu6P9Ju2qEnAWXmCx6iU9OQfV22N52LcjlcnUzMw4NDWFoaAjHjh1b9LNSIhAOh43lDhw4UJftr1QwRaFFQYc00RZHWZZZi+MKA/sdLA8yp8ZAkjIy33ngaL3Lly8b/3aqKGTShe6BTOaOo3Vrxb0SRcFutt50CVFI5OyRDC4+Bg4ERPRA6XxEey01Y3Nvawc1MzI0DowotBjYmGcGBmsQ001PjTszFprJQTqdrrBkyTaJgrSJHMjygqPt1oKMqmIyX/iseQIkFNXWupQo9AY1g2Aya48oUCOj2rYekPzai3LG7i7XjJXUHtmqYEShRcBaHBkYqkOZKty41FgORLVvtkskCqa+eDxue71sdhyEFEoPitz4tkFqXgwKPLy89v2fk+0RhdmkRhQ2dWpDlpI2WyspUSBta0FEraTDyfYJVa1olJmRoQBGFFY5CCGsxZGBwSaU8VThPzkV6lzWeuESlBIFu1J+Jnu36P9yE8yMU3nt5t4vCegUtVhju4ZGqihs6vIBsK8ocKlZAADx9wKSfuPON0dRaHZ75MMGRhRWKcwdDKzFcXVipcxjI4TgzZNfxtt/89Xl3pWGQ50pvnGRtP22QbOKIMsyMhl7N0E5r2UYcJyk/V9pvKJAzYudkoAOh0RhRicKGw1FwSZRSGufk3g7TIpCc4gCUxQaC0YUVhFYBkLroV5kIT6TwTe+cBG33p11vO6ts2/j/Le/iXf//m+RWojWZX9WKtRUMTEgaXs3QVVVkUwmi16zW36QZW2ioMezUf9/4z0Kc3mtzNApCggK2mU+acOjoBJitEPS0kPCZtcDl9YVBW8XoBMFNKn0wDwKjQUjCqsAtIOBZSAwWOHMN+9hfjyN178ccbzuuW9/w/h3fKY5aXrLBVJKFDL2iEIqlTLKeh0dWrufXUWB5iZ4PJsAALIca7iaRBWFDlGAR/coZG34MRbSMmR9uQ06UUg5VBRUbyeIqK3bDEWhnu2RDOXBiMIKhlWLI/MgMJQia7oBZpLOcv1jU4Xe9/jMdN32aSWCKgicT4uQsUsUqD/B5/MZMncul6u0igFDUXBv0F9RoCj20w5rQTmikLZBFKg/ocMnod2rlUrSedUgD5XApfTSg8+sKDSeKLD2yMaDEYUViFKCoCgKy0BgqAgzUZiM2K+Bq7KMbLJw04pNPxyKAt+p3ViIzYFHlCgEAgFIknYDzefttVfK+SgAwOXuA89rN9BGlx+oH6FTFODRA9YyavXSA/UndAdc8LsE43U7qkLBo9BpEAUuz7oeWgGMKKwgsAwEhlqgyCpi06bkv/upCksXI50oJhWtrCgQQsoQBfulB0BLZKQOe/uKQhQAIIohCEKb9prSWKJQUBR4Q1HI2FAF5lLaZ+r0SXCJPESqRtgiCtSj0AkiaaUHlqPQGmBEYQWAZSDUH4lTpzDz0h+ByM5k+NWI+Ey2KA/ASekhHSu+YSVmW5goZBRAP0x8h6vwmg1QP4LH43FMFKhHQRI7IQhay6GqNvYGOq9nJnSIgpGjkLHhi1jQu0BCetlBErR1c9WMkPk0uLxGpsylB9b10BpgRGEZwcY8W2M2M4s/PP2HuBNzHnerJhKY+p1/g9hXvoLUD15twN6tLKQTxRJ41hFReIgUBVqecfPg/dqN0G7Xg5ko0NKDU4+CKIbA89qTb+OJgq4oSALcDhSFmE4U2r2ah8MlareIvFJ5XS6tfUbCS4AraJgZ0YTSQy6XYzkKDQYjCssA2uKYy+VYi6MF/nj0j/G1m1/DL3/7lx2vG//mN41/58fH6rlbKxK5kiyAjINpf1RR8Hd0AkCRX6HVYJQdfCI4r1Z/t6soZLNaacftdhs3JTseBUJUw4+gEQXtydc8JKreIIQUchREAR7OvkdhIaN9pnaPThT01spclVRHc9kBHMcUhRYDIwpNQmkGgnmS44omCPFxQH9aaCauzV8DAGSVLLKKs4tq9tx549/y3bsVlmwN5PSnYkHSvs6OFIW4pii0963R3ysFYuOGshpBiQLnFcF5nBGFWksPWriSdjyLiULjnrQTioq8LgB0iIUIZzuKwoKhKGiqictm6cEctgQARGpe1wPzKDQejCg0CaqqIpvNrq4Wx+Q0XH/2FKT/5+NAk1MEPWLhCeHs1FlH6yqmunv+ISIKbd3axbIWj0KoXyMKhBDks42/uC8HSKrQGsm5a1cUnJQeaMeDIATA85KJKDTuGNOZDj6eg4fnHZUeKFFo00sPElUUqhIFXVHwdWkvCPqNmykKLQFGFJoIMzloFkG4NB7D6zecp/UBAH/7dXByBvzcDU1ZaBIIIbifuG/8/9LcJUfrqwuFunv+zsNAFPQBQN16f39Khmpz2BElCoGuHvCiqL9f4+vKywGaysj5RMClXfqIzUFJ5RQFO6UHsz8BQFNKD3OmDAUA8Dpoj1xIF5ceJJGWHqp5FHRFwaOVsIigHSNOdTahsxYwotB4MKLQJFBy0GwF4fCXz+F/+Yt3cPLsA8frcrPXjX/z4+/Uc7cqIpqNIpkvxOXOZeYcra8uFBQFeWICqs0EvWajXucCVRSCXXrLHym8Vn1dzanu9vnh9mqO/FwqWWmVVQuiDzfivAI4vUyDvD2iUM6jYL/0AIh6W2QzFIX5EqLgpD1yIVO+9JCvpigYYUsaUQCvEQ2oje86YsmMjQcjCk3CcpQY0jkFU3HtAve5v7/qODaWm7xY+Pf4u/XctYoYTxWrF7MZZ4qIYs7gJwTyxEQ9dmvFgioKnoAESa+9Z20aGvMZTT2QPB64fH5t3ZT9HIZVBb3MwLkEgBIFhdgaNV2u68GOokATGAUxCKA5RCGu39Tb9LKBI6JAFQVviZmxGlHI6F0PXkoUtGOEJigKLJmx8WBEoYUxkyw88eRkFXGbKXQU/MzVwr+bqCik8sU3qtm0faJAVNVQFDhdjlTnm2/GbCZy+g3Q5RXgCWgXeLs+hbx+A5Q8Xrh8La4o6KFBnIcvKApAVVWBEGIoCk7NjIqiHUuB10hYM9ojKVEIiqVEofLnVAlBjCoKnuL2yKqlh4z2nSOedu0FQVcUlMYqCoQQ5HI5VnpoMBhRaGHMJoovZGMLDi9O2cKTOTd/qx67ZAspuYQoOFAUSDIJ6BdEaaOWra8sLFRaZdUjp5v0XB4Bbn2GQTZh7wKd04mCy+uFSy89ZNOtqSiQrHZecC4BEAoKH6lCFGjGCeC8PdIgCgIlCs1TFIKGoqD9XW3WQyKrgC7S7jBwySAKbo0oEF1R4JpQeshkMowoNBiMKLQwZpLFhqmJmEMDVc7UU5+cblrnAyUK/b5+AM6IgqIbGTmPB0JPj/bafLS+O1gn1M2joD8FunxigSikbSoKOimQPB64W11RoB4Ftx6JbtOnQNUEQRAgiiJE3fQp20j9NEoPQgAAwPNaEFEziYJLP8/yVb6/tOzglXhDSaClh3y1HIVsMVGAoJceFHuhVEsBC1xqPBhRaGGUKgrjThQFJQ/OlF/AyZli4tBA0NLD+sB67f9yalE5wgqq7uLn29shtIe01xaidd/HlQRqXHR5BEh625+ctWdmNEoPbq/hUci1qEeBEgXox4iWH6opCtSf4Ha7wXGcQ6JQqijQ0kPjuh5icjFREHU+WqV6YEpllIzXjNJDtWRGnSiAlh6abGb0er0N387DDEYUmoTlMDNOL4Uo5ApPlYaMmGxOvC9VFLq8XfAImqRot/OBlhmEtjbwHSHttWhrlx7y6YJHgZoZ89nqbn6iqkZmguTxFEoPLa8o6Jc9SftO2iUKVN4WBJ2MyXJVg7CqEwW+iaWHRImiIPE2FYWSVEbAfuASMpqSR9xadweM0gMzM7YCxOqLMKxWRFPal1TkOcgqcUYU9PZEIriA4BogegdITgGd4UbsahHSsubE94k+dHm68CD5ADOZGawLrqu6LtEzADifd1UoCkslkKpKIOs3OsktQNJvgnkbQUL5XOGp1uXxwk0VhRb1KIB6FAxFQQBBHqgiq5tbIwEYigIAKIpS9P9SLI9HQW+XNRQF7RyTq5Yeiuc8AKbApUrHiJBC6cFDPQqNVxT++I//GIqiQJZlTE5O4pFHHgHPL+3ZNxKJYHh4GOFwGJFIBIcOHUIoFLJcdmRkBJ2dnYhEIjhw4ADC4cZfH5cDjCi0MNJ57YIR7vbh2lQSEzH7FyeOlhkkP4i/B1z0DrjkNJrhUqCKgk/0ocurEQW7PgWiX9Q5twdCSLtotbKioOQKF3DRxUN0U0XBBlHQWyM5joPgchldD9lk6ykKhJAijwIAcIaiUPmsNnc8AA6JglpMFARKFJTGhVqVehQk2x6FSqWHCkRBThumxUUehQYqCm1tbfjhD38IAPjIRz4CSZKwc+dO/Mqv/Ap+8zd/s6b3PHjwIM6e1ZJgI5EIXnjhBZw8ebLsssPDwzhy5Ijx/8OHD+PEiRM1bXelg5Uemohmlx+y+lPApi7tBjC24KAuSksP7gCIXzMFokmlB6ooeEUvujxaJKxdoqBmtM/Iu93g27WLlhqN1n8nVwhkE1EQJB4uR0Sh0BrJcRxcHq/+egsmM+ZVY8R0ofRgz8xI2yBpfoL5qbWaT6HUzMhRokAa51FYTBS01/MEFUsltPTQVlR60N5DruBR4DJRALqKIGnXGiNHQWkcUTh06BD+5E/+BADw4MEDvP322/jt3/5tbN++vab3i0QiRf8Ph8MYGRmxXP6rX/1qTdtZjWCKQguDyoUbdaIwGcsYo6yrr6xd4IjkB3Si0CyPAk1l9Et+hFwhAEAsG6uwRgFEv/lxXg8EXTJUWpko6KqRKGnR4KIDj4I5bAkARLf2t5xr3E1suUBbI8HBIAicaM/MSIkCddZTQ6MsyzaIQkmOAqePt27gk3aBKGjngmj6viuwvujTDAUzUZCMZMYKRCFr8ifQbVGPAlEBogJcY55JqdrT3t6Onp4e7Ny5s+b3omUEMzo7OzE6OorBwcFFy3d2dmLv3r04efIkIpEInnvuuZq3vdLBFIUWBlUU1rRpN4C8QpC06YbnqKLg8oP4dKKQar6iEHBpT2KxvE2ioJvzOLcbvE4U1BbOUaCKgqjPLjA8Cg4VBW1dt75uKxKFktZIwCAMTokCANudDwWPgq4o6ERBJY0jCqVmRjNRqORToIFsQRNREKkRskJYE81QMDoeABDBREcaqCpkMhnwPF+x/GMXUYsHirm58kZqWpLYsmULTp48iQMHDix5H1YqmKLQwsjoT5vtPgkeiUcmr2I+lUPAY+PXTj0KLn/TSw9mj0KbS3NRx3PxSqsYIBmzRyEEQOuEsK2krDIsJgr22yNzFopCK06PLLRGFp6N7M57qEQUFKXycS41M3L6kzZpEFGQCUFST00q9SgAQF4l8Fg8Hib0YxR0F64Pgk4UlEphTWZFgYIv+Bw0Q2NjuhKaMefBikC88sorePHFFzE3N4fDhw8DAPMoMKw+UEXBLfLo8Glf3Pm0zQuUrigQV/NLD2ZFIejSMvJtEwVqZvQUPAqQZS2xsQVRIAoaQaBEIWen64GmMpYoCnILKgrIFXc8APZzFMoRBXOLpBUIUaCqKX15WnrQ3qNRpYeEyXRY6lEANJ+CFWjpIeApHCNRLz1U9ijQsKVQ4UXe9DDSwDILbY2sx0NAKBRapB7Mzc2V7XqIRCK4efMmDhw4gEOHDuHmzZt45ZVXFvkcWgWMKDQRzX6ipR4Fl8gjpDuZ51P2vrQcTVQTPCCBXu21JhGFrB705BE8CEo6UcjbIwqq/pTMezzgPR5j3kOr+hRoa+RiRcG5R0F6CBQFM1EwzIxV2iNrLT0oSqHN1FAUjNJDYxILqT/Bw3NGfgLPccaFvlLpIZHVPQomRUHSjZtyBUWhkMpoVhQK78E1sPSQzWbrpigMDQ2VfX3fvn2LXhsdHcX+/fuN/4fDYbz44ouW6sNqByMKLYyMfgH0iDw6fNpFLmqTKBjRq6IL8GqdB0g3Z7hSTtVd5oLkvPRgao8EAD6oEQ013pxUyWZD1gcdCbV4FPRjRUsOIlUUcjmQKgOEVhsMouAyKQo2zYx0poPT0gMtO3CcCE5XEvgGlx5KOx4o7LRIxg1FwVnpYdFAKADgOCOorZGKQj2JQmkGQiQSwb59+wxFYXR01FAMBgcHcfr06aLlZ2dny5oeWwHMo9DCKJQeBIR8zhQFw4AkuIwLAJeNAaoC8EKFFZeOvL5tF++CW9AuArGc3a4HShS09fhAAMr0NNRkqxKFEkVBl43lnApVJeB5axWLdjfQkgNVFEAI5Hyu8P8WgEEUzAV6m9nGtZYeFLXQGknVRKooENKYICIroiByQJZU/qjlPArUzFhZUSjjUQA0VUHNNzR0iRKFeqm1J0+exNGjR7F//36cPn26KEPhpZdewv79+3HkyBGEw2E899xzOH78OMLhcJFPoRXBiEILIytrX3yzR8GxosBLgCdUeD2zAPg6y65SL5gVBa+g1c/tlh7MHgUA4P2a5KsmHhKiYJLW5awCl9f6Ky5nteMsSC79PVymn2VbjCiYJkfq4HSiQKrEE9deeig2MgLFRIEQFVyd2wapRyFQVlEglooCMY2YDpo8CoItorC460FbWQLkdMOJQj0HQoXDYRw7dgwAFnUxlAYvDQ0NWZYrWg2s9NDCKO9RsFkb1YkCESRAkDRTIwDo4SqNRE7ftot3GaWHZD4JRa0upxseBZOiALR+6YGaGXmRA0db2qr4FJR8Tl9XO1Yczxv/brUWSaO84DIrCtSj4FxRsEMU1JIMBaBQegAaU36wLD1UmfeQlVWDDBQpCjbMjMach1KioJMgzsb3tlZks1k2YroJYEShiWi2mTGTX9z1ELXb9WCYGfWLo64qGD3TDUReLZQeaNcDACTy1W/2RulBd/LzQZ0oPCSlB47jIHns+RRo6UF0FW5ehk+h1QyNtOvBTBT0myCxSRRoMiPgzKNAMxQAGF4FoDFEgU6ObFtUeqg874H6E3gO8JlUl0LpoUKOQjYKwBTfrMOY90AaSxTYQKjGgxGFFgUhpKg9MqSbGe13PVCPgi6V0qeFZigKptKDyIvwinr5wYahcXHpQScKrV56kApfZclmjLOcK1YUtHVp50OLKQo5azNjpa4HQkjtHgVjcqSvsE2u8LSuqvXvfKjkUQCsxZO4fq4E3GLRA43oxMxYQhQML1ODFQVGFBoPRhRaFObIVVctHgXqVNbNhAVFIVqnPbTYLFEh6zVNF69dmNskvfPBhk+h0PXwsJQeihUFAJBcQtHPrNfViYJkktSNdMbWUhQIPRbSYjMjqSCr044HoBaPQvGcBwDgON4gC40pPRRPjqSgXQ85K0VBb40MuouNykbpwY6Z0VNiZuQoUWi8mZGhsWBEoUVhfgIQeK6GrgdaeqCKQkj7f4OJQt7USiXp2zZinG10PtBZD7zRHklLD60auFTsUQAKrZLViELBo1C4AVJFoeVCl/KLSw+cQB+zrY8TVROA4tIDVRTslR78Ra8bWQoNaBusbGa0Lj0kysQ3A4DA2SAKlopC40dNM6LQHDCi0KJQTBcEgeOKPAqVJsgV3qDQHgmgaR6FvCmcxVAUHGQpEFlfX6+7c0bXg72uidUGJb9YURANomDPoyAUEYXWVhS4MmbGSh4Fc9nBLMk7KT1YEYVmmhkLpYfKikLAXUwUxGrTI1UZXJ5Omi1feuBI4zI5mJmxOWBEoYlopplRLVUU9K6HnKwiVeUGAqC46wHN8yhk1cKTrKQ7xAOSpgrYKj3ktQseR0cCB/TApRb1KOTLeBTov6uXHrQbldmjILaoolDeo6B/H22UHkpb8ChRUCuY/Mw5CmbwOgFuatcDDVyy2N24HvldqihUy1HgMgWVr7T0QDimKLQKGFFoUZgVBepkdulPULY6H6y6HtLROu7lYlBFQeIlg1hRRcFW6UG/sBtEQS89kERrlh5U/WlYkMopCtWIAu16aH1FgXY9FLVHCtXNjOWMjIDd0oM+54G3Kj000sxY4jWoksxo6VGoZmak8c2Sv3i+AwDo8c+NNjMyRaHxYEShRWF+0BF4DhzHoV0P31mwQRQ4c+ASAOINaf9vsKJAOx5o2QEoEIVEzkZ7ZClRCLR414P+iFhMFPSbWJVoYrmMR0Fs0cFQNEeBMx0nI3DJZunBDHulB6oolBKFxpkZY0r59shaPQrVzIzGnIfSDAUAoIpCg1IoAaYoNAuMKLQoqKLAc4WSR5tHu3nSnunKb7A8HgUatkSNjADgl7QLbUK2cbMvJQotnsxIyYAgmlrabJceKrVHtpaiUNajQG+mFZIZl6YolPcoFEoP9b+BGmZGsZQoaH9bKQoxC49CtWRGWnpYFN8MmMyMrD1ytYMRhRYFlQoFU9Z/m/60YI8omIZCoXkeBXPYEoVP1PrQU/lU2XUoCCGGogCj9EA9Ci1qZpTLKQr2zIxKrjjCWVvXpa/bOooCUUmhOF8uwtmGomDueABsehSqdT00YIKktZmRKgrl1zPmPFh5FCzIVEVFgeUotAwYUWgimmlmpESBN22TXgRiThQFvsmKAg1b4hcrCsl8FZ+BogD6ExOn97kXSg9Je90eqwxG14OJKNhtjyznUTBPkGwZmEow5boeluJRcJqjAJi6HurcHplXCdI0htmCKFh6FDKVPQpVSw+lHQ8ACEe7HhpXesjlcowoNAGMKLQoVGKtKNgiCirtetDrqUaOQmNHTRuTI4XChdkuUSCmcJzS0gMIAUlVViRWI5S8/nsWyygKFTwKqqJAVWgGg1lRoEShhRQFSpg4GLHNgOnfRFcdysCKKDiLcLYqPdSXKCRM6kaALyk9VJn1kMhaeBSqmBmNB4eKikLj2iMzmQwzMzYBjCi0KAqKQuE1Wn+MZ+x0Pehkgj7ZU0UhlyyoDQ0ALT2YFQXaHpmUnRMFzuMB9It6K/oUCqUHZx4FamQEStojjdJD6ygKtDUSLr5I1eNMvg4rVcGqPZLXb8RWRIEQAlVdPOsBKJgZ6116oGUHL88ZxICCnh5WpQf68GCZo2DZ9UA9CuWIQuPbI3O5HCMKTQAjCi0K+r0uVhS0m6ctRYEOcqFPBeYnhmzjyg/liAL1KFQtPeRNn0snBxzHtWznAyHEZGZ01vWgmIiAYB525GrBrgfDyFgsq8N0zKxinLP6cXBqZiQkZ5gVLQOX6lx6sPInANWHQlGPQtsiM6P2dzVFoayZkUY4N7jroZ5jphnKgxGFFkU5M2PQgZmRo08B9MvOC6ZR09XzDGoFnfMgmnqybZceaCqjWDzYplU7H4hKqCXDcY4CVQyEksTBQumhhRSFMvHNALRx3PSjWzxq11p6oGUHAOB5X9HPeK4xXQ9x2ZooSDY9CoFFpQd9EqkFkSrMeVg+MyNTFBoPRhSaiOUwMwrcYo+Cra4HGrtqDlHR5UUu27gOAplUIAo2Sw9ciUOdD+hEocXmPcj5wsVbdNj1YBgZpeIboORuXY+COUPBQBVDIy09WHU9WBMFjZTyvA8cV0pQGtP1YEdRKEcUFJUgqZ8rlcyM5czAlnMeUBgzzTWQKLDSQ3PAiEKLwshRMJcevE7MjNSjULhwGPJiA0sPhqJgGsfrF7UbfVpOQ6lw0bEkCj6dKLSYmVEx3dx4hzkKhQyFkiflVmyPNHkUSsFVmSBppShU8yhYGRmBRpYeyk+OBCp7FKiREbA2MwKFcqYZXDYKoIqiQBpHFDKZDOt6aAIYUWhRqGUUhaARuGTjAqWWeBQAwK1lElC5sRGoVHoANLJgvXLxnAcKzq9Jv6TFFAVz2FJx+WApRKH1Sg+WHgWgaowzJQqlN6PqpYfyrZEAwDdoKFQlRaEw62Hx3Z76EzwiD6m0rdLUJVLO0GhcCyp5FBpsZmREofFgRKFFUVZRcNQeSYlC4YZdUBQaWHooQxRcgsswNyby1j6D0rAlCkNRaLF5D0qZ+GagYGas1B5ZGDFdcgOkikILmRmtPApA9dClaoFLlkRB1ec8lFMUlrH0UM7MGLfoeACKPU5lDY209LAMigIhBNlsFl6vtyHvz1AAIwotChqkZm4bd2JmNJzKnFlR0IgC10gzYxmPAmDPp1DVo5BqNaKweCAUYC9wyRgxLbW+omDkKJT1KNAJkpUVBeelh/JzHgBz6aG+T9pGfHNFM+Pi9YyBUJ7Fiou59JAvPUaEFMyMLMK5pcGIQhPR1DHTZQKXgjRHISsXjaEu/wbal5uYSw8erfSAJpQeBK74okV9CpVinKt6FJKt6VEQxFJFQb+J5VXLIKFqHgVFzleMJ15VMEZMl7nc6TdVK0XBKkfBbtdD+dJDYwKXrCZHAgU+VM7MWEhlXKwomInCotJDPmV0RxmBbGZw1MzI2iNXOxafGQwtgUqzHggBkjllkXGpCPQpgCtnZmyuRwGw1yJZIArF6xY8CiuvPXIp5LFQeih+D3MHhCyrkMrU5i2JgttjWiYLl2f1y7qkgkfBCF0qQxRUVTUimp3mKFQ0Mza49NAmWisK5UoPVnMeAO38FDhAIYtLD0Z8My8C4uLzhDRwzPRbb70Fv9+PTCZTt9JDJBLB8PAwwuEwIpEIDh06hFAoZLn8yMgIIpEIOjs7AQAHDhyoy36sRDCi0KIoN+vBLQlwiTxysop4Rq5MFMhij0Iz2iMVfbvmrgfA5gRJShTEEkXBrwcuPSyKgokoKDkLolBmxDRQHL4kZ1uLKJTreqDtkaRM6SFnKr9YEQUtgVE1ShEURumBr1B6qLOiEKtkZuQreBQsJkdSiAIPRVYXKQpFYUvlCC+9djTAo/Dnf/7n+Nu//Vtks1kcOHAA+/btw+7du/H000/jfe97X03vefDgQZw9exaARhpeeOEFnDx5suyyIyMjOHnyJE6cOIFIJILnnntuyURBVVUkEgkoigJBEIr+iCXZMM0GIwpNBsdxTRlOpJQpPQCaqjCTyCGWyWMAFfqPy7ZH0tJDE9oja1IU9H0uLT3oisJK9CjQc6GWi4BsYWbkeA6CyEGRiaVPgZoVSz0KHMdBdLkh57Kt41OgZsYyHgVOsFYUKFGgF2szzP9XFKUMUbBWFPhlSWbU/i7rUchYexSAwjVksaKgK4vljIxAQ7se/tN/+k/4whe+gN7eXvz2b/827t+/jzfeeAOxWKwmohCJRIr+Hw6HMTIyYrn84cOHDVIRDodx6tQpx9s040c/+hEePHiA69ev4/Lly1hYWIAsy1AUBb29vXj22WfxkY98BBs3blx0rjUDjCi0KNQyigKgyYsziVxlQyMh4IzApTJmxmUoPdgZNW3pUfC3qkdh8UAoCtElQJFly84Hq64H7TWXThRao/OBVPIoGKUHa0WhtOMBWEwUSpdRbeQoqPUeClXBzFgpcMkwM1opCnSgVGnWRKU5D0DDkxlpvPYv/MIvoKura0nvNTIyYpQQKDo7OzE6OorBwcGi1yORCCKRCEKhEEZHRxEOhxEOh2vabjKZxJtvvokbN26go6MDR44cKXu+vfrqq/jTP/1T7N+/H5/+9KdBCGmqwsDMjC2KgqJQ/LqtFkmzVGguAVCPQqa5yYyAU49CeaKwEj0KS0FhxPTiC4ZQJZ3RyqOgvdZanQ+VPQq09GCtKJQzy5mf6sr5FCqZGalHYVlyFMp5FDLWHgXAetR0pVRGbYHGmhmtMi5qQTQaLfv63NzcotcoOaB+hpdeegnDw8M1bXdhYQGKouDw4cN4/vnnIUkSVFU1/lA888wz+OM//mM89thj+PM///OmKdMUTFFoUdBzrLT0YCt0yfzFNpcePE00M5Z4FOxMkDSIglhqZmxRRcGi9AAAUpUWycpEobWyFCp7FKorCuWIAsdxEAQBiqKUJwr65Ei+bOlBez9VbV6OQiUzY1WPgmXpoUKGAkwdU6T8ObhUZDIZAGhohHM5AjE3N4dIJIKhoSGEQiEcO3YMHR0dNXkUBgYGMDAwAEVRDIWAEGIoVplMBoqiwK9fw3bv3o3du3cDaG4XHVMUWhSGolBaenDbUBTMUuEKSGYECu2RFQdD0aFQlu2RK8+jsBSUmxxJUS2dsUAUypQeWm3eQ6XApQrtkZWIAlC586FSMmMjzIx5lSCj38greRTKdYFWylEACumMconhs2KGAtDwMdO5XA6SJNWlZh8KhRapB3Nzc2W7HsLhMEKhUNHPotEoRkdHa9o2JQY8z2NhYQG3bt0yfjY+Po7XXnsN09PTNb13vcCIQpPRLBZodD2UMTMCDohC2fbI5pcefFL1UdPWpQfdzNhqRIF6FMooCkKVeQ/Uo1BqZgRasfSgexQqBS7VnShUMDM2oPQQN93EHXsUKuQoACYzI6nQ9VAOdBhWAz0K9VIThoaGyr6+b9++Ra+Fw2HLUkUt4DgO09PTmJiYwLvvvos33ngD+Xwes7Oz2Lx5M7q7u/Haa68BQFPLDWaw0kOLotz0SKBQh0xUJArm0kOZ9kglC8gZQKy/5GdVenCWzFi8Lm2PJKkUiKqCWwbXcCNglaMAFGKcFQszozE90l2h9NAiioJRenCXeWK20R65JKJQoT1SrWPXAyUKfp4zSIEZteYoANZmxqpdDw1sjwQ0Wd5VMia9VpSaESORCPbt22eoBqOjowiFQoZxcWhoCJFIxMhcCIfDi0yPTjAzM4NvfetbePvttyHLMiYnJ43UyampKezduxcAmm5ipGBEoUWhlpn1ANRiZjTdVN0BEHDgQDSfQiOJQh3NjDRwCQBIOm14FlY7rHIUgEKWQr5a6aGiorD6iQIhpDAUymF7pFUqI4W90kNzchTiFToegCqlhwqzHoCCorAombGambHBpYd6xzefPHkSR48exf79+3H69OmiDIWXXnoJ+/fvx5EjR4xlX3rpJWzZsgVnz55dcnvkY489hkwmg0uXLsHtdqOzsxOJRALxeBxPP/00fvZnfxYAlqU1EmBEoWVRUBSKX7dnZtTjmzmhOEiF4wF3AMjGwWXiIP7euu4zYE0UAqJuZqyFKLjdgCAAigI1kTC6IJYbS30ysMpRAEwxzlW7Hsq3R5qXWdUwKSrl2yOpR6F+igIhClQ1rS9TrvRQ/wjnSiOmAeuhUIQQw6PQZuFRkOhcCyszo0XpgZoZuQYpCvUmCuFwGMeOHQOwOGWxNHiJmhiXAkJIUbLkk08+iS9+8YvIZDKLWjWXG62hwTIsglXXQ5vXgaLAl+GRDY5xXopHgY6ZLjUzchxXyFJItU7nQ+UcBXseBdG1uGebxji3QtcDMX/+SoqCw/ZIwJooKErKtIy1mbGeXQ+VOh4A6/bIrKwaJQXrZEZqZixferDqemj0mGlKFJYzsXAp4DgOd+7cwRtvvGG0Qvp8PnR2dlp6EeLxOGZmZopSQ5sBRhSajKaZGS2SGW1NkCyTykjR6HkPS/MoaOuWRjgD5tCllWVorMesh3I5CgZRqOZRqKgotABRoJ/fxZc/1saYaWeBS0AloqCdYxwnGeqBGRxHZ67Uv/RgrShof5eWHqg/gecAX5mcCaBCMmM1M6MRuNSY9shcLrfqJ0e2t7cjHo/jH/7hH/DjH/8Yt2/fRiqVMs7VXC6HhYUFJBIJjI6O4r//9/+O8fHxpg/CYqWHFoVVMqMdjwJHXcpliIK5RbIR/tultEdalR4AgPPRwVAriygsBZXaI6t1PdCyQst3PVTwJwCFwKV6dj0oqnVrJNCo0oP15EjAuvQQM/kTSq8VxrrUzGgR4VzVo0AaoyhkMplVTxTWrFmDNWvW4OTJk3jjjTewdu1ahEIhdHZ2QhRFRKNR3L17F2fOnMGzzz6L3/iN31gUJ94MMKLQopDLTI8ETKOm7ZQeuMWnR6NbJC3HTOuKQl7NI6fk4BIWX7wrEQU+sDIVhaWgUuAS7XqwVhRsBC61gqJQKb4ZKJh46lp6oK2RvkXrAI3tegiWIY2ANVEoZChY3woKZkbTuaQq4HL6NWCZSw+tgIMHD+LgwYO4cuUKXn/9ddy8eROqqqKvrw8f/vCH8dnPfnZZ948RhRaF0fWwqD1SNzNmZetWmwqlh0bPe7D0KIiFi25KTjknCkboUgt6FCqYGR/2COdCKmP5pzCugpnRbtcDHUVNUak1EgA4rpGKgpVHQfu7dChULK0bGS38CYBFMqPp+1+t9MA1KEchk8k0NJWxmSCEgBCC7du3Y/v27cu9O4vAiEKLwuh6sJj1oKgEqZwCf7kLRMXSA5330JgJklalB4EX4BW9SMtpJPIJhNyhxSvnaTLj4s9UMDM+LIpCldJDpcAlPVsh3wJmxkqpjAAKxfslKApqSQ1erTDnATAHLjXPzFhdUbCWs6UyZkaj7CD5AKG8h4M0OEchl8s1vVbfKHAcVxThTAgBz/O4d+8e0uk02tvb4fV64ff7WenhYUCzzIyU/JeWHjwSD0ngkFcI4hm5MlHgypgZPY0tPSj6RaWUKACaTyEtpy19CkSu4FGgg6ESrUMUjPZI0drMqJQhCqosg+hyeTkzo9RKOQpVPAoQrBWFpZoZy815AMw5ChVUPYeomShknJQeyhAFKzUBaMr0yFZRFMwwnw+nTp3Cl7/8ZQDA1q1bsXPnTjz33HPYtm0bm/XAsHRYJTNyHGdcFCwNjTbaIxtWerDoegAKLZJWo6Yrlh5ojHMrKQpyBUWhgpmRqgmAVTJjK5Ue9HPZQlHg6hDhvLj0YB22BBSIAlC/8kNctld6kElxDDAlCm0ViIKo5ygUEYVqYUsA8ygsAZQEbNu2DV//+tfx3e9+F1/84hcxPj6O3/md38Ef/MEfNLVFkhGFFoVikcwIAG26T8GSKOhfbFK2PVLremh4e2QZklJtgmRlotCCHoWKQ6GszYwGAeA4CGVaSSl5aClFoYqZsTTCmRBSBzNj5dKDtp36EIVE1WTGwnXAzIlitsyM+npFikLlyZEACorCKglcWomYmprC3/3d3+H69etQFAUf+9jH8PWvfx3PPvtsU+c+MKLQolAtFAXAnKVgcZGqUHooKAoN6nqwMDMChRbJRD5RfmUjR6GMR8EwM1qsuwpBzYyiU0XBFN9cTr5sJUXBaI+sYmYsVRRkWTYuxE49CpUGQgHFikK9Qpfslh6A4tClagOhAEAUFiczUkUBlUoPuirYKDNjK5Qe5ufncePGDWTL+IFUVcUnP/lJpNNpfOxjH8OTTz6J733vewC02RDNLD0wj0KLQrFojwRsjJquWHrQnyCWQVGgLZLVSg+lyYyAuT2yBRWFSoFLZboeCmFL5W+AD1V7pEXgEu14AKp7FBaVHtRqpQcBgABAqV/pQScKbbYUBTNRqDwQyrxuUTKjDY8CacKsB/8KiWOvFRcuXMD3vvc9fPazn4Xb7UY6nYbL5TLGTquqil//9V/Hr//6rxet12yiwBSFJqPZyYxleEL1dEajPXLx6UE8TSo9VPAo1FJ64HRFoaUClyoMhRIqJDMaI6YtiYKuKLRA1wPJ2muPLO16oGUHURQtB/FUi3C2ao8E6j9qOmazPRIobpEszHmopCgszlGoGt8MFK4fDVQUVnvp4b333sOVK1dw7do1ANqUSnNXA8/zIIRAUZSiUsO/+Bf/wpLANgJMUWhR0JKrUOYi11aVKOgrVzIzZpZPUbDserBjZmwRoqAqKgj9HVdpjyx11lcaCAUAort1uh6qtkeapkeaj1M1fwJQiShUVhQAWn7I1CV0KasS5PSbiBVR4DkOPAAVpYqCjdJDua6HavHNQCGwrYHtkau99LBlyxZMTEzgG9/4Bs6cOYNXX30Vs7Oz2LZtGzo7O9He3m4oDMsJRhRaFKox62Hxz4JVzIwcVRTKtUeaZz0QUjxdsg6o5FGoNkHSIArlPAp+bd1WIQqK6bGwUjIjCKDKpKg8UfAolH8ioQRCyedBVBXcMo22rQdItnLpgTOrMSoxiMPSiEJlMyMA8JwLCuqjKCRM2/dbEAVAGwyVJaQ8UXDcHmmj66EJ7ZGrPUfhox/9KD74wQ/iRz/6EV599VX88Ic/xK1bt7B+/XqEw2E8+uij2L17N9atW4dQKGRMmmw2GFFoUVi1RwJmRcHiIkWz2SslM6p5QM4AUn1P3Eqlh2qKAgxFYfHFo9Ae2RoeBdlUUy+bo2AiD/mcWkQmqioKpouvnM9Bcq/epzaj68Ft8URmPnYy0awDqJ7KCNghChUUBb30oNYhdIn6E/w8V/b7TiFyQJY473qgpQelXI6Cna6HBnoUVruiQAiBz+fDc889h+eeew4///M/j/379+P27dv48Y9/jDfffBN/9md/Bo7j8Cu/8it44YUXloUsMKLQolArtkdWMTOqFcyMLj8IOHAgmqrQKKJQZttVPQqydTKjEbjUMoqCdnPgRa6s74UXOPACB1UhmqHRXzgmVc2MJqIl51Y7Uaico2CUHqAZGimhqE/pwVpRMEKX6lB6qNbxQKGNmiZG1wMhpBDhXCGZsZyZ0U7XA6FdDw0aCtUKHgVzGqOqqti/fz8IIdi0aRM2bdqEX/qlXzKW/da3voX/+B//I1588cWm+hMAZmZsOpplZpQrtUd6q3kUKrRHcrxpgmT9WyTttEdalx709siKOQrJpvYfNwqFEdPWX2GrGGclV9nMyPE8BP0YrnqfQrX2SI4rOxiqPqWHCmZGrn5mRrtEoTSdMSOrxnWicnvk4tIDHCkKjRkz3QqKAgXHcRAEocgnQ6Oc6fn1O7/zO/D5fE0nCQBTFFoWxpjpch4F2+2RFk8ZnnbtQlHnzgdCSAPNjPpFW1VBMhlwy1TrqxeoR6GcP4FCdPHIpZVFRMGco2C5rtsNJZ9f9Z0PVQOXAE2TVwiIvJgoVLoolyMK2pOhk9JD/YhCm1jZ8FYaQkkfFAQO8FkQKaCQzKg49ig0vj1ytSsKpTA/SNJ/0/Ps9ddfR0dHx7LsF1MUWhS0PbJ84JJ2kUpkq7RHllMUYEpnrPNgKMXkji7nUTCSGWsgCpzXaxgvV5JPoVaFSc5rx6pcaySFkc5YkqVAI5ytPArmn612RaFqjgLMoUsFQlWrokBIDkRXxSp3PdRvgmSsSiojBVUUaOnBbGSsdB5SM2O+LFGo1PXQ2GTGVuh6cILlIgkAIwotC9Voj6zkUaiczEjKeRSAhqUzyqYnD6GMmmEoChYeBVQiChwHzqd5HEhi9aczUkVBrHADtCo9FDwK1k/LrZDOSFSTc6/CE7MR41xGUXBKFGjZAQB43rdoHeNnhkdh6cc3UWXOA4VUUnqI2zAyAmXMjHIGnKydQ/ZKD40bM91qisJKBSMKLQpDUahAFOIZuXy9vkrpoahFso6QTaYnp10PhJCKyYyAedT0ylEUakWlEdMUxgTJvEXpoaKi0ALpjCYlxZaiYJr3YKfrQdTbcIuJgkZCed4PjquwzQaUHqp7FLS/KVGI0VTGCv4EwJSjoHs4jI4HcIDL2rBJHzQaYWakszgeJkVhOcGIQpPRtDHT1KNQZnsBnSjkFYJMmeS+QjKjxVOYYWasL1FQTE8e1TwKiwiOomi5DiivKADFhsbVDtmOmdFi3oM9okDTGVexokA/N88V5yWUoswESTuKAk1sLKcoVCo7AOauh/q1R9o3M+rr2chQAMyBS7rfg4atuds0c7MV6M8aqCgwotAcMKLQoqikKPhdghHtHC/nU6B1CwuPApqgKAhltk27HggI0nK66GfElM1vSRT00oOaWP1EoTA5skLfvC6350u7HowI50qlB5e+7upVFAoZCpUvc5xReli6R8FOayRg7npY+tO2s/bIxR6FSvHNQIEoGKUHO5MjgYaZGV977TW89tprdS09RCIRHD9+HMPDwzh+/Dii0ait9Q4fPmx72dUM1vXQolAqKAocx6HNIyGaziOekdEbLP6yGcmMFh6FQumhMR4FkS9vrnILbgicAIUoSMpJI1cBsEkUAtrFm6RWP1EwFAVbHoUSM6PhUbC+yEotEONMUxlRQXUBAJSZ92Cn66F86cGmosBrBKSegUtO2yMNj0KV0oNhZjRKDzaMjIBpzHR92yN/8IMf4JVXXsH8/Dw++clPYv/+/XjyySfxoQ99CE8//XRN73nw4EGcPXsWgEYaXnjhBZw8ebLiOqOjo3j55Zdx7Nixmra5msAUhWVAM8oPhemR5X8eqGRoJJWJAjzUzFhnRUEnChJf/uLMcZy1TyFvemopE+EMwDAztsIESScehcWlB+13XrE9sgVKD6iWykhRo5mxbOnBaI20NjIC9Q1cSjj2KGh/2y49UDMjLe1lqk+OBNAwReH3f//3ceHCBYiiiM9//vN4+umncePGDWMEs1NEIpGi/4fDYYyMjNhaLxwO17TN1QamKLQoqEpYrvQAVBkMVSmZEaYLRJ3bI/P6RdOKKABa+SGWiyGRL+5cKKQySpZErGBmbB1FoTaiUDmZ0fyzVa0o2MlQQH3bI+3MeQDMpYelE7FqkyMpStsjYwZRqJK/YGVmrFZ60MuHHFE1VaGSn8EhVFWFLMt45plnsGnTpiW918jICDo7O4te6+zsxOjoKAYHB8uuMzw8jAMHDuDo0aNL2vZqAVMUWhQFRaH8TbPiqOmqZsbGtkeW63igsFIUKmUoUBhEoYU8CpWTGS1yFKokM2rrtkB7pJGhUEVREBcrCrV3PdgtPTS/66G0PTJmY3IkUAhcosmMdksPxHz9qLOhMZPJAEBd5h5YeQzm5uYslw+FQkve7moCIwotCmPWg8XTdcV0RkW/eFXJUai3mdGWolAPotACioKj9kiLCOdWb480uh6qKQr0BqvUQ1HQzYx8ta4HPXCpDrJ8XN9+VUWBCie09GA3R6HEzFiY8xCqvGPm60edQ5eyemJoI3MUrAjEK6+8gqGhoYZtdyWCEYUWRTVFoWLpgVQOXCINao+sFN9MsRSiwOkTJEkLeBRoOcFW6WFRjoJeerDjUVjFRAE2UhkBLFIUaI8+YM+jQAf6AM5LD8thZnTa9SCUlB4KXQ9VPApc4xQF+vupR3tkKBRapB7Mzc2VVQ1GRkbw/PPPL3mbqw3Mo7AM4Diu4YOJKnU9APUpPdS768FQFAQbikJpOqMdRcFHcxRaIZmx9qFQhQjnyrMeAKzqWQ+kykAoitLApbypg8ZO6QHQVAWe503tkfZKD0uNcM6qKvSQzpqJgl0zIy1ZGB4Fu2ZGAKiDadOMTCYDjuPqMiBpaGgIJ06cWPT6vn37yi7/yiuvGP+ORCJ46aWX8OlPf9rSz9AKYEShRVHIUSj/8zZ93kPZrgeDKJT/EhYlMxJizFBYKihRqORRCIjak9oiM6ORymi9Lh+gRKEFFAXZjqJAPQpWgUt2zIyr2aNgz8xoTI/UFQX6tMpxXBEZWLSaUCAgiqJAkiTnOQpLDFyiagIHwF/Vo6D9XWiP1J7y7eYoyHRbtOvBbo4CtJbrej4a5XI5uN3uunSQlXYuRCIR7Nu3z1AURkdHEQqFEA6HF5UcDh8+jMOHD7d89wMrPbQoKs16AArtkbV0PRjtkaoMlAQfLQV18SiIdhSFVvAo6LMebCkKJWOQnSQzruLSg5GjULXroThwyZyhUOlGxJtGs1Kfgl2iwHH1MTMumOY8WKmHFOZkRkJIQVGwG+G8yMxYreuBA6HfZaW+hJOGLdWr1fzkyZM4evQohoeHceLEiaIMhZdeegnDw8NFy0ejUaPj4dixYxgdHa3LfqxUMEWhRVFpeiRg8iiUSWbkqpUeJD8IJ4AjCpCJAVLlnnG7qJajANTLo7D6iYIjj4JJUSCE2GyPXP1dD8jbzVEoDlyy0/EAaIqDIAhQFMU5UeDrMz2Stka2VVETgOKuh3ReNW78js2M6XkAAPGEqu8gL2plhzpnKdR7xHQ4HDaCkw4cOFD0s3LBS6FQCMeOHXsowpYApii0LIxZDzXlKFQJXOK4hsx7WJqZUVu3cteDdvFeaYpCLX6VQtdDpQjnxURBVRRje5XbI1ug6yFrN0eh2Mxox8hIUdr54Lz0sFRFQS8fVJplocPsUaDfe5Hn4K2SXFlqZuQylCjYGHss6MdQqa9Hod5EgaEyGFFYBjQlmbGKolBIZqyh9AA0pEXS8CjYIQq1mBl1RaElpkfK1Mxo/bRMf2YmCuYbf8XSQ0uYGe3mKBQHLtWFKIjNKT1QRaFdqPIZYfYoFLdGVrseibpaIRMCKHlwOe0zEm91okB0YzJXZzMjJQrNGrL3sIMRhRaFupT2yGqlBxRaJBtBFJZSerAaMQ2YA5dap+vBnqJg6vM3GfX4CjeXVig92M1RMCKcldoVBVnWRrZToiAKwYrrFboelnZ8jdKDE0VBNfsTqhMMczIjl4kC0EdMV+t6AAoPGw1QFOz8fhjqA0YUWhSy0R5Z/udBveshXqnroUL3QSPSGe14FGjXwyKiINsPXIIsg6ziGyBQUAnsmBkVmRjE0TxiutLTWCuUHuzmKHDGEITFZsZqoF0RsixDVTPGNMhmTY+kZsZ2Gx4FV5nSQzV/AlBsZqREAZ62ig8SBmjpoQGKAhsx3TwwotCiKMx6KP8rpopCOq8iJxe3z1ULXAJKWiTrhEYnM9KhUMDK8yk4haEo2JgeCRTSGemNv5I/QVu3dRQFu6WHWhQFc4wzVRMAHjxfbSiUPj1yie2RMb3k0Waj9ODSb/hZQrDggCgIJjNjwchow58AGIoCxzwKqxqMKLQoqk6PNLVEJUo7H2yUHhoxQdKJR8EqR4GrkKPACQI4/SlktWcp0BwFsYLkLEi81mCPggJhJ0PB/HM5l214OFijYHsolEWOghOiIMsyFEVT1wTBX7V2Xq/AJUNRsFF6cOv7lFPtt0YCxTkKBSNjyNb+UY9CI0oPTFFoHhhRWAY0w4CjVjEzCjwHv16fXORTcGJmzCxT14OcLL6B2VAUAJNPYRWnMxJCDIWgUnskx3FGaYL6FAyiUCG+GSiYGYGCr2E1gajEaI+EXUVhCWZGjSjY63gAAN6Y9VAfj0K1VEagoCjkCCmYGe0QBWPMNACqKNgwMgIA+MaVHphHoXlgRKFFoVRpjwQK5YdFnQ/VhkKhUHpoRHukndKDrMrImS6yhpmxQuASUCAKq3neg6oQUI5UiSgAi+c9FOKbK8u25p+vSp+Cab4F57bpUdBLD04GDpkVBdkgCpWNjADA6f6fpQcuaQTQjqLgMikKC2ntu9bus68oAABxWnoQGmdmZKWH5oERhRZFtfZIoPA0UWporBq4BBg5Cs32KPjEQu3X7FOwk6MAAFwLTJBUTDdBsYqsXlAUnHkUeJ6HoJOu1ehTMFIZORQimq1g0R7phChoHoW4/poNolDnwCU77ZFFHoW0tt2Q14Zh00wUUg5LD/rnbER7JCs9NA+MKLQo7CgKRudDqUeBVC89kAYMhrLjUeA5Hn5xsaHRjpkRMGUpJFYzUdDlBA7gq9wES+c9KDY9CuZlVqOiQCiZcgvV/QK0PVJemqLgrPSgvbeqLu3YOklmNHsUorqiEPJWVxRcJrWCOC09MEWhJcCIQouCznoQ7ZQe0lZmRjvtkc1VFIDynQ/2iYKezriKFQU5rxE5UeSrh+W4LDwKVUoPgCl0aVUqCjYHQgHGmGk6PbJmoiA7IAo8JQqZ6vtXAY5KDyaPQlRXFNptKgrGZcRx14P+/nVWFHK5HFMUmghGFJYBzUxmrMATrAdD2SAKjWiPlEl1jwJg0fngVFFYxe2RVFGo1BpJURrjXPAo2LhBrGJFAXZTGQGTmbGJioJBFGonYTIhSOrKoa32SLOikLJfeuA4Di5dsXDa9UCJQr3bIzOZDDMzNhGMKLQolCrJjEAFM6OdrocGtEfKih5WUyXIpVyMs50x0wDA+aiZcfmJAsdxNZFGOV+944FiEVEwBkLZuAnqy+RXYYyz7RHTWNwe6YQomLseZKM90g5RoE/DCtQan7ZjpvwTO8mMBlEgzkoPQKH8wNNkRpulB6M9knkUVjUYUWhRqIaiUMmjoF0krHIUSEUzY/3bI22XHsp5FGwkMwIAH6Dtkau364GaGSulMlIUPAr6LIKcdpyEKu2R2rqruPRgN74ZKJgZVQJVUQ2i4DxHgcY321cUAICQ2ogYDVvy85wRz1wJtPSQUVRDRbRTegAAt36MBEoU7CoKDcxRYB6F5oERhRaFPUVB+xLHSmOcHZUe4kCdAnma4lHwUaKw/IpCrTAUBbH6zaG0PTKf1Wrikrv609hqLj3YHggFU3skADmbh6obfJx3PThpjyyQkFoNjTRsqU20UV6ByaOQU0C/se12FQVddRFyUQBOzIzaMeSU+p5DTFFoLhhRaFHQCOeKioJ7CaUHOmaaKEC+Pjddpx6FJXU9rAAzIyEEqqpCURTj5mQHhqJg42lZKCk9GETB48TMuPqIAjI6UfDY9ygAQDapHR+O45wrCrKmrgl22iM5Dhy3NEPjgm6+DNnoeABMpQe9dTTgFiDZXVfk4UUGgn7DJ94uW+sRUT/P5PoTBaYoNA/26CRDXdFoMyMhxFAUKnU9BPWniYSlmbHCRVbygXCCRhSyccBVXW6tBjvtkQAQkPTBUOZR03ZzFKhHYZnbI7VJgxpBIIRAlgu/A57nDf8CX2ZWh7IEj0I+k9Ffd6IorMLSg34zrBa2BAAcz2mdDzJBNpUGoJUd7HxPiwOXFrTXhHZb+8jzbihKtmZD47ze8dBhV1GgQ6H0Y2O37ABopYcuTiNCRPQAUuVZFgZE/TyTl9bdUQrW9dBcMKLQglBNlQCLmVAArM2MHJ1oV2l6JKePmc3Mg8vGQIJrat1dA3aSGQELRYHezKolM1KPQmp5PApURaAEQRAEiKJY9BpdhoKSBvrHiZlRkopzFKg6YEtRcK1eRYE4URQAcBIPIivI6IqC3afVIjOjriiIohOiUHvpYY4SBclZ6SGfUyAA6HBAFFwCj27oRMHbpX3/bYA0sPTAuh6aB0YUWhCKiSnYS2asofQAAJ4gkJmvm6HRzqwHYKmlh2XwKMQeALExqL07ofIuqKpqqAX0qdWsHFCSoCiKQRzM5CGr98DzAgdFUSyVB2BxjgJVFOx5FHSisBq7HrLOiAIkHkgryKbtdzwAhVHUxUShzda6tPOh1tJDVPcodNgsH9DAJTWnQoB9fwKglR7aOU0xIb5u+ztpKArMo7CawYhCC0I1mQsrJzNSRaHEzGjMeqh8kSXudm04YZ3SGZfU9WDbzNj8HAX+vb+G9IP/A4QXofY8BrX/CahrnoDa/wRI96OLCBm96ZeSB0oWaHCmIGlEgaK0XMHz/OLSgyMz4yrueqCKgtuBogAgl6lNUVCUtNG9IAh2iYI+arrGrgenpQc3vRboilTIV2PpwWfPnwAUPApcnUsPjCg0F4wotCDsKgq06yGZU6CqpEAq7CoKRjrjAurR92DXo1BWUbDdHqn5G5qRo2CoAIoM1dsFPj0LYfIChMkLwLm/0JaRvFD7dmnkQScQJLRpkbRLb/6CIACq9jOXW4TL5SoqW9B/GxC030w+q/khZMPMaIMouFdx1wNNZrRJFKCXcTJp+62RQEFRUAk9nwRbOQrA0mOc5x2WHjz695vTSaPdDAUAkAQeXdAeCBwpCgIzM7YCGFFYBjTazCibiIJYYRYAVRQI0bIU2mjNktiIcAZA6jwYynF7ZJGZkRKFaoFLtOuhMR6F+/NpeEQenX7JuGmrT/1LyE/9S/DxB+AnzoEffxf8+DvgJ8+DyyUg3H8bwv23jfcgnhDU/j2G6qD2PwES7Dd+LhtdDwIEQTCeagEsIgySfqPMZxXIsmw8MfOStn9WJQvt/VtAUXDgUQCAnIOwJaBAFIiqZyiIbba/37T0QJZKFGyELQHaQ4OL46Dq549zM6NWelAdKAq09FBvRSGXy9WFKEQiEQwPDyMcDiMSieDQoUMIhUJllx0dHcXIyAgA4PTp0/jSl75kuWyrgRGFFoSsmIhChdKDS+ThFnlkZRWxjIko2AlcAuo+78GumZF2PZgjnNWsdjPjqlw8jDHTmQyILIMT6/sV+MLIDfzPi5MYaHfj8YEgdg20YdfaNuxcE4S/fT2U9vVQtn1CW5io4OZuaMRh4pxGHqbeA5eJQrj9KoTbrxY+X6BfJw9PIhhdAzfXWbY9skh5AOALahdqOadCEATDb8CLrqqdFqs6R6GG0gMAZLLOSg8GUYD9DAVjm/zSFAXqUQjZiG+m8PIcUrqi0Omo9MAVSg82WyMBU3tkncyMn/vc5/Duu+9icnISZ86cwc6dO7Fhw4aaH74OHjyIs2fPAtBIwwsvvICTJ0+WXXZkZARHjhwBABw/fhwf+chHjHVbHYwotCBkU9hStS9Qm0fEdCJXnM5olB4qX0jqPUFySYFL+g3QLlEANFVBaLNXT64G2u4YS+fBARhbyGJsIYvvXJ7R9gtAuMenEYeBNjw+EMS2vgBcXY9C6XoUyuPPa2+k5MBNX4ZAycPEu+BmroJPTIC/MQHc+DaeBPBkH5C+vh7SN/YVlIe+xxe1rbk8VFFQ4XK5DI+Cvy0ISVcVynVaAACvT/6jBsjVhJrMjAAy+nlkt/4tGkQzpf/fXscDsPTBUE5LD4BWfkjrRKHLb79rQCs9UI+CEzNjfUsPn/rUp9DX14cf/vCH+Iu/+At87nOfQ0dHB371V38VX/jCFxy9VyQSKfp/OBw2FINSjIyM4KWXXjKIwoEDB3D06FFEIhGEw+HaPswqAiMKywSO40DqlGhYClm/4FdSEyiCOlEoapG0Mz0SKCgKze56KGdmtEkUOEkC53KB5HKaT2EJRCGaV9Cml3ao1P+ff2kXkjkFl8YTuDAWw8WxOM4/iGEilsXN6RRuTqfwt+cmAACSwGF7XwCPD7Rh19ogHh9oQ7jbB75/D+T+PYUN5VLgJ8+Dn3gX/Pg5ZK+fhl95AG/2HnD5HnD5a9ox4ASQ7m2612EPlP4nIEmbAAByRoEiy1B1FcHl8ZlucuU7LQTTrIdcLreoTbNS2WI5QRRiGPbgsPRAFQWv12trPepl4KCdi3Y7HgAzUXB+EyWEGESh06aZEQC8PI95nUR1+e0rCl5JQHdNZkbtONar9PD4449j586d+MM//EP81V/9FXbu3Inz588jV0N5bGRkBJ2dnUWvdXZ2YnR0FIODg0WvDw0N4Utf+pLx/2g0aiz/MIARhRaEEbZUwZ9AsajzgRBwdgKXAK09Eqi7R8GumTGjZCCrMkRetE0UAIDz+0FyuSV1PhBC8Inzt5BUVOzxu7Hb78GegAd7Al50eCQ8tbkDT20uxNzOJHK4OBbDhQcxXBiL48JYDAtpWf93HH91Rv9sLgE71wS1ssXaNjw+0IaBdi/U9T8Bdf1PAABOvXwZM1fv4cPPJbGu7XbB95CcBDd9Cfz0JeDC/wAAeAQ3frFzI6bkreDOPYNOVwpzOe8iM2O5TguP7udQ8nkIglDkfzCO5QokD1RNAGooPeSdKQq09CAI+rAtm2FLAMDz2k20FkUhqRLoQ0RtJzMCmqLA1aAoeCUenVwNigI1Myr173rwer3wer146qmnanoPerMvxdzcXNnXDxw4YPz7q1/9KoaGhphHgWH1Iq9UT2WkCOqdD0aWAjHJz1XNjPpFsU6lB6eBS4CmKrS72wtEwcZURN7ngzo/XzNRIIRgPpvDRC6PPAG+v5DC9xcK5sgNbgm7Ax6DPDzuc6M74MKzj3bj2Ue7jfe4H83g4lgM5x/EcXEshkvjcSRzCt6+E8Xbd6LG+3X5JTyulyt2DbRhIS0jS9qQWbMX8p5PGstx8XHN56ArD/zEOXDZBfS7rqHfdQ347v/EP98CZBUB4vAv6SULzTRJgmsXdVq49KdqOVcItylq0yz529iPMm2azQT1J8DFa6mLdlBCFOwqCpQoiJLeGulAURB0oqCozs9DqiZ4eA5eJ0RBBTj9+uBMUTCXHpyYGWl75OrperAiEOafj4yM4Lvf/W5Dtr8SwYhCC0I24purX0DaqaKgj501yg6Ao/bIesCuR0HkRXgEDzJKBol8Am2uNiOZkXNXf0oqTJB0doE21/IDPIdze7fgajqHc4kMziUzOJfIIJLJ425W+/PNWX3sMIBHfW7s9rs11cHvxVafC+s7vFjf4cXHdvYB0EpGkemUoThcHIvh2mQSs8k8Xr0+i1evzxr70h7k8PboXexPJrF7bRseWxOAP7gGSnANlEd/Rt9hFZi/hR/+//4afeJ1PLr+DsSZ9+AWFODuDyHc/WHhs/m6oa55EopetlD7n4DLo93I8pl04diVmCWB8uShtE3THDDVcOKQdWZkBAqKQlZ2pigIgqDlVYja+eeo9CDoHThKusqSi+E0Q4FC0EsyksjBZ2NgFkWIT0HitG06MzPWP8JZlmWoqmqbzFkhFAotUg/m5uaqqgRHjx7Fd7/73YdGTQAYUWhJKNSjYKP0QFukFvS0v2KiUC1wqUGlh0rR0TqCriAy6Qzi+Tggy4BK++btKArOYpzNBMGcqujhOOwJeLEnULhgxWQFF5JZnEtkcD6ZxvlEFhN5GZdTWVxOZfHVae1YeXgOO306cdDVhw1uCY/2BfBoXwC/+KQWiZ3JK7g6mTBUh4tjcdyaTWFBIHj1XhSv3otqn4kDtvT4C50WA23Y2ueHq3MLbpMP4Xr8aQiDbfjO//XvsL5Xws/98sfBT7wLYfxdcNOXwaVmINw8BeHmKeOzrA0M4BNrc5jKd4K/+wbUvt2Ae3FGgBV5KI2lNodD0fUaUbJw2hoJoKAoyNoN30mYjyRJkETnpQdB0M5DRXXeqkuJgpOyAwAIekKnzys56hToUjWSmuQCBYOiHVCPQt45GbJCOq2911IVhaGhIZw4cWLR6/v27bNc5/jx4zh69ChCoZChPDwMhIERhWVCQ82MDkoPbXroSoEomC7mnN32yDqXHoTqkmhQCmI6PY14Lm6UHQC7HgXtSY4kElWWLHQz0JudOXa5HNpEAR9o9+ED7YXug4lcHucTWZxLZnA+kcH5ZAZxRcXZRAZnE4UnrZDIY4/fY5Qtdgc86JFE7FnXjj3rCjeg//7vzuB2OouOZ3txM5HBxbE4JmJZXJ9K4vpUEl97VzNLugQe2/sDcLtz6FYI1k3GoYJDXOyDsuefQNnzT5AHgHwa/NR7eslC/zN/E2JiDNvagG2YAb7yiyDgQLq2aiWLNU9qpsmex8reOHieLxtLXWmmBV1vqeTBaWskoCkKClTk9QwRp0SBlh6cdD0IPFUUnBOF6bz2GXscdDwAAHR/gs/j7NIfUjSiMCt0weaAaQAAcellwlxCC2ypQ4YMNS4ulSiUditEIhHs27fPuPGPjo4iFAoZyw0PD2NwcBDhcBjRaBQvv/yy0QXR6mBEoQWRtzE5kiKkKwpRWnow9zsLVWR8D22PXLqioKgKFD2buFrpAdAUBQCI5+JQRRNRsJGox/u1p2I1aX2BLlURSm98TtDvktDfKeGjnfp2CcHtTB7n9XLFuUQGl1JZRGUVry6k8KrJ77DWJWJ3wIM91O/g90DIqtgoCzjw1HoEu7Qb2nQ8iwtj8SLDZCwj4/yDmNab6Qf+4XQero2fwTo+gbGRm3h8raY+9Ld5oK7dB3Wt6UkqswDy4CxG//P/F32eOB4ZcIFPjIObvQZ+9hpw8RXtOPES1N4dhVjqNU+CdD6ySI2yiqUGrGdaALWZJVX9XOZ8zohCFnljm06JgkvSEy8l+y54XqAehaUQBWeXcJpY6fY6IxjtstbmOw2nREE75zmiaOUHaWnlAgDI6O269YhwPnnyJI4ePYr9+/fj9OnTRRkKL730Evbv348jR44gEong4MGDReuGQiFGFBhWLxRTjkI10NKD0fWgz3kgvFSV/RflKCzxaSFrIigeofoFgBKFWC4GIhQ6HuzIqbyfpjMu9ihMTn4ds7On4PfvhM//OAL+nZAk+2l7dsBzHMJeF8JeF36hWzuGOZXgajprEIcLyQyup3N4kJPxYC6Bf5jT1A8eQNeHAxiYVcAlktjrAbZ53egJuvHhbW58eFvBLHl3Po2LY3F8/ZsR3ErlMC0pyPFuROBG5I27xv50+V3Yrbdn0tJFyNcOhD+EM9FNUBUFv/rZ/4yAS4FAVYcJ7Q+XnocwcQ7CxDng3T/Xti35oPbtLuQ7rHkCpH2DZSy15UyLKmZJK/JA0rqi4CCiGG4eWU479902zyMKSZIgufTx3Q6IQkFRcC7LT+tj1XsdKgpqlrbHOrv0B3MaUZhEBx51sqIp14PLJ0HqQBRyuRxEUSwqddWKcDiMY8eOASjuagBQRBrC4XDDFODVAEYUWhCyQj0KNsyMpR4FesMWbbRO6R4FjqiatEg9CzXATBRc1ZQMaKUHQEtnJLz91kjApCiUlB4IIZiPvoG5+e9hbv57xutez2YEAruMPz7fo+BtqB5O4OI57PJ7sMvvwa9o3kYkFBUXddWBqg9jORnT7SKm20Wcm5gFJmbh4jjs9LuLyhabPBI2dvqwsdMH8YdzGJtawPrH7+ONt74L8uhPQN32FC6MxXF9MonZZA7fvzaL718rmCXXd3iwa6ANqc696IrdxUIsicCmDVAe+SiURz5KDxi4hbsF4jD+rhZLnU9BuP8mhPtvFo6tt6NonoXS/wQQ6F10HOyaJSt1WqhJXRnw2b+8cW7BUBScmuQkSYSklx4k0YmioLefLkFR6HaoKMgZ/drgoCwDAP7cFABgQnWiJwDgBRDRC05Oa9cIJ62VFmADoZoPRhRaELT0INlSFKhHQZdrFT24RLBx0xW9IIJLWyezUBeiIPESeK46wTGXHggcEoWgtq4a14fcmG4+/X3/BH7fdiSSF5FIXEA2ex/pzC2kM7cwPfN32nY4CX7/YzpxeBwB/y54PLXHyFohIPD4iTYffqKt8FR2dy6N//xfL2GsSwTe34XziQwWFBXvJDJ4J5EBJrXl2gQeu/RyBdfFQ/JwkFNJ9ORmsb0jjQ99YjsAIJ1XcGUiUdSmeWcujXvzGdybzwCBvUBgL772FzfxSM+Enu2gqQ5be/2QQhuhhDZCeezntQ2rih5L/U6BQExd0pSHW9+HcOv7xmdRgwNFqoPav8fwvRT9vmyQh6JuC50oEFdhDLf5fcqBcwvIcs79CQDgdsvgOL3cJ9q/kVJFQWmiRyGvt0ELDomCN6MRhfuq84Ah4gqAk9Pgcqm6DI/LZDJwuVwNn5nDUAAjCsuERp7ktZQeolRRkClRsKEocBzgCQHJKXCZeZD2dbXsLoACUXDbISgoKAqxfAwEemukzYl/lCi8k8+j4/Rp9Pf3o7u7G6IoIhDYgWBwp7FsPj+PROICEomLSCS1v2U5ikTiPBKJ88ZygtBmEIeg/rckOeg3t4l2BXh0PI+d8yp+5TPrQAjBnWwe5/UWzfOJDC4ms4gpKn4US+FHsRSwgQM2dKA9+yR6u9rwZCgI10IKu/xutEkCnlzfjifXF0x4C+k83tNbNL/13R/jvhpAUgzg2lQS16aS+Ot3xgFog4K29wWKyMPGLi/47m1QurdB2fWPtTeUs+CnL+uqg0YguNnr4ONj4ONjwLW/N7atdmzRvQ46gejdWbauXYk85OjkSK9gu9OCc/HI6KUHp0TB5aZqmN+R0kQ9Cqpae+nBKVFIp/Q5Lh5nfht3WmOg92X7Zk0DLj+QmgaXq24etgM2ObL5YEShBWF0PThoj4yl81BVAkFxQBSgScpccgpIR2vaVwrHREFXFBK5BIjiUFFoa4PKcTjn8UDWs90FQUBvby8GBgbQ39+PgYEBhEIhSFIHOjqeRkfH0wA09SGbva+ThwuIJy4gmbwMRYlhYeFHWFj4kbEdt3stAv7HjZKF3/8YBGFpNVpZvwlK+kAojuOwyePCJo8LP6f7HfIqwfV01sh2eHMshnsCwYLbg4XwTlwH8MqV+wCALR6X3p6ptWpu97nR7pXw/i2deP+WTvT98L9h/Npl7P3Mv0as5xFcHIvjwoMY3hvXzJLnHsRw7kHBzBp0i9g5EMQuPVly10Ab+trcxs0fT/6atmA2ocdS66mSE++AX7gHfv4m+PmbwKW/1o43L4J0b4favwfKmic1v0P3trIZH8aNX/coSG0eSG63rU4LIgKZGksPHrf2nSHE3nhpioKi4DzPo1YzYyKp7avipHUUgJTSiYLSAVkltozSFNTQiDwjCqsVjCi0IGoJXFIJkMwpaNOJArFJFODVpFYuE12SrEiJgh0jI2BtZqwGQggQ8EPleTw2NYXET/4kxsfHkclkMD4+jvHxcWNZj8eDNWvWFP3x+XzweNbD41mP7m4t2EhV80ilr2uqQ+I8EomLSKcjyGYfIJt9gNm5b+vvKMDne0QrVwR2IxB4HD7vFnDV2lBNyOt98FKFC73Ec9jh92CH34Nf6gXOXsnhzPfHMNf/Lq7zGcj7fgp3gp24l83jZiaHm5kc/mZGX5cDtvvcRpfFQmcvCK4gSNJ43/YeDG3v0T4zIbg7lzbmWVx4EMPliQTiWRlv3prHm7fmjf3pCbiMeRa7BtqwcyCIkDcAdcP7oW54f2HHUzM6cTinmybfAZeaATd1EfzURYjnv6z9DkUP1L5dWqpkv95p0bHZMEsSvYzG+yXLNs1FnRYikOb0DAWXG7Is2+60cLmy+ns7IwpG4JKaBiEqOBslNwBIqARp/TvuRFHIKyoSuqKQcxC2BCUHIa35VyZIJ5JZ2dGIatoiyeVqj0w3gxIFVnpoHhhRaEE4GQrllgR4JB6ZvIpoOo82J2ZGAMQT0v6Rnq+4XDVQomDHyAgUSg/xfBwkT4lC+XXVZB65WzEIa/0gfh7wByAqCnZfv4G1X/gCCCGIRqMGURgfH8fk5CQymQxu3bqFW7duGe8VCoWKiENfXx9EUULAvwMB/w6gT5sCKcsJJJPvFZUtcrkppFJXkUpdxdSU9sTM8174/TsQ1IlDILALLle/5UUwr2cEiA4u9C6PCJcCrBu/h9DsdXxo/xPY/sRezOZlIxyKli3m9MCoC8ks/nJqAXjiObh2/BS+xav4wN1pIxxqjUvEpi4fNnX58LO7+rV9U1TcmE7igu51uDAWw42pFKYTOXz/2gy+f23G2KcNnV5NddA7LR5bE4TX1w01/BGo4Y9ABjSzZPyBaQy39jeXi0N4cBrCg9PG+xF3ux5HvQfuVDuyeAS8dydKYdVpoQoi0px2HvncXkedFpLeGqkqxZM7q4EqCgCBqmYgCPbWn9HLDn6eg89B4NJkPAsCgPBAysGVn0toakKOiJhDELGMM6IA2iLJSg+rFowotCDorAfJRukB0MoPmXxWG5EsOzAzAkWKwlKQ0YfG2C09tLk0mT2RSxhDdXhPeck4dyuG+Mmb2n4GRPAdAlxbfxpqbgokq4BzC+jo6EBHRwd27NgBQHvinJqaMojD2NgY5ufnEY1GEY1GcfnyZW2bPI+enh4MDAwY5KGzsxOiGEB7+1Noby8MrMnmJnXVQSMPyeRFKEoS8fhZxOOFufaS1FXosvA/jkDgcSMaOKfL6m4Hjn6X3jMv5zL6/7UbUpck4tmQiGdD2hMfIQQPcrLRonk+mcG7CwnkXB5cBHBx3KQSSILRZUH/bhcFPNYfxGP9QTy/dwCAZpa8PB43Mh7OP4jj3nwad+e0P//zomaSEzgOj/T6jZLF4wNBPNLjh9S2DkrbOijbPqFtmKjg5m6a5lm8C37yIrjsAoQ7r0G48xq6OAAeQP1KL9SBJ415Fmr/E8b5agZVHdK8Vnpo8wXhcrnsd1oI2pNyXnZWstCGQgkAFChKwjZRmNLLDr0Oyw4TMY0IEY+ApGpf/+MXtFbaMa4XAFc8adYGCJ3NUmdFgaF5YERhmdBI2Swnaxczl2jvaaPdK2EyltVaJKmiYCMdETArCuUnrtlFTi952CUKAf0pJZaLgeQ01zhXUlumF3ZFVcH3eaFOpUESMpQE4N75KQDA/LF3IfR4IKz1Q9T/CL1eCIJg3PgpzOUJ+ieVSmFychKTk5N45513tM/gdhs+B/q33++H29UHd2cfujo/ou+fgnT6tuF3SCQvIJW6jnx+FvPzP8D8/A+MbXs8mxAI7EIyswGejna4fLttH1tKKhQ9RpcShVJwHId1bgnr3BI+3qUpNj985S/xvbfegvShn0Fi5yDOJzK4kspiOq9gJJrESLRw8d/kkQpTNP0e7PC74ZUEDG4IYXBDyFguSs2SpkmaM4kcrk4mcHUygWGTWXJHfwCP616HxweC2NjpBbq2QunaCmWnHoCj5MFNX4Yw8S64e++AvPcmJO4u+NQU+BvfBm5829i2GtoItf9JY56F2rcbcGnHI6WXHnyix1GnBc8noapALudGPp8vSu+s2GnBcRDFIGQ5ClmOweVa3C5aDuM57Ubd56R8AGB8gRIFEXFFrbJ0AXxUU9QmBI380Q4pu6DXCC6zNNWRghGF5oMRhRaEQRRsypIhvUUympYB3fntWFFotpnRVHpQ9ex3Xh+LXNou53osBPeODkAmkMdTkO8sIPYX34DQuRm8rxvKdAbKdAa5d/UcAYmHuMZXIA5r/eDbJHg8HmzevBmbN282thOLxTA2NlZUsshms7hz5w7u3Llj7G9bW1tRyaK/vx+SJMHn2wKfbwt6e38BAKCoGaSSVwyjZCJxEdnsPWQyt5HJ3AYEYNNzACEiLlx4zChXBAK0RXPx79yl/34VfTCP22dfIvd6vOiZm8Rj03fw7OaPAQAyqopLyYJZ8lwigzvZPG5ntD9/pw/DEjktDMqsOmz1uhDySvjAlk58YEuncRwn41lcHIvj/APN83BxLIZEVsE792N4537BLNnmEfH4QLDI89AbdIP074bcvxvywEHE3rkE3pNH5y/z+jRNvWwRvQU+egd89A5w5W+1bXM8SNejUNc8ie2YwR30wGvhGbEiDwIf14hCVvPXOJlpIQhtkOUoFMV+uun9rPYdXed2luVBFQV4BKRVgrxKbLVQ8/O3AQAzrgEgCeeKgnGNqA9RyGQyjCg0GYwotCCyOlFwO1AUAD10ye3MzGgoCkt8WnBKFGjpIatkISe1GxPn8xURBABFT3eQOEgbApA2BDB99P8ByWTR/9WvgVPbID9IQn6QhDKWBMmqkO8mIN8t1FS5gGgQB3GtH+KAH5xbQHt7O9rb2/HYY48B0G4SMzMzGBsbw8TEBMbGxjA7O4tYLIZYLIarV69q78dx6OnpKSIPXV1dEHgPgsEnEAw+AaplaC2aF5FIXsT9m29DxhWI7oTWrpm8AEz+FQBAEIJFxCHgfxwuV7dRelCpD8RCUSgHlz5AK5cu9Pp7eB6DQS8GgwUFJyoruGCaonkumcFMXsF7qSzeS2XxV9AmjPp4Do/7CyO49wQ8WOsS0d/mQX+bp8gseWdWM0teGIvh4oM4Lk8kEMvIeCMyjzcihfOtL+jWyUMQOwQRG0DQHghCXbcT6rr3FT5MJlogDZRAJCbAzVwBP3MFP60vRkaGoV7YaYqlfkKLpS5DwrQbv6ampdNeeDyesgOxrGZaiEIbsgBk2QlR0G7U61y1EQWiG2ETqoqOKoPfAICL3gYARD1a+7OR4moTxKsRQm6JqiNFLpdjRKHJYEShBZFT6ChZe0ShzVNokYTozMxYL0XBqUfBL/nBgQMBQSapj7l2a251O8Ob+EAQSiYLyEm4HtsA17YQAL1cMZMxiIP8IAllUitZ5K8uIH+1MFLbqmTR19eHvr4+Y7lsNouJiYkiv0MymcTU1BSmpqZw7tw5AFoUcGmXRTAY1Fs0fwodHT+FOz/6KG68NYUnPi5h/Z5pU9niMhQljoWFH2Nh4cfGtl2uNfC4dqLj0XbE7i4gPe1xRBTceoplpsoArZAo4KdCfvyUye8wnpOLBmFdSGSRUFW8HU/j7XghO6BLFLDLNM9it9+DTknA5m4fNnf78HO7NbNkTlFxYyqpkQfdMHljOonJeBaTV7P47tWCWXJ9NIU9X7tkGCa39wfg8YSgbnoG6qZnjOW4+AT4iXeRv/M2Jkb/HmvJBLxqFsL4OxDG3wG0ahKIK7A4lrptHcBxUFRtu6mUdu7a7rRQVfCCdnyz2TnbnRYPclRRcHb5vh/VY6Z9ImQAMVm1Naaa14lC3LcegGkkvU3QsdT1IgosmbH5YEShBZF3WHpoNw2G4rwOcxQMRSHqZBcXwamiwHM8AlIA8Xwc2fgCOADwahePaiQB0LIUlJkZqLHiyZccx0Ho8ULo8cL9hD43Ia9qJYsHSSg6eVAXcotLFiIHcY1OHNYVShZutxsbN27Exo0btfcjBIlEoqhkMTExgXw+j7t37+Lu3cIchkAgUGSUTCczADh4POvQ3b0P3d1aOUBV80inbxSVLNLpm8jlxpHLjaPvCaDvCYCowNVbv4ZgcLeR8eDzbQFnMdrbE9BvZElnjnWO4zDgljDglvCxTq1MpBCCSDpXGIaV1PwOs7KCH0ST+IHJ77DeLenlCjd2+7VhWD6Bx441QexYE8Sn92rLJXMyLo8njDbN85F5PEjncU9WcO/CJL55QXPsizw1S7YZhsktPT6IwX4owZ/GZGAP/nLUAx9cOPS+D8Lbe8+YZ8FPnAeXS0C49waEe28Y+0h8XVD6dmGjMo5YUIISK/+kXWmmhSSGtGOjxm13WhQUBWeX78iMpgr521zIAIgpCoAqqgQhBlHIBDYAqKX0QBWF2SpL2gPzKDQfjCgsExppZnRaeih4FHKA6owooE71R6dmRkII2t3tiOfjyCVicAMQfD7bEx75NhrjXF3y5STeKFlQqIl8sepASxb3EpDvlZQsBvxFZQvOLSAYDGLbtm3Ytm2b9n6qitnZ2SLyMDMzg0QigWvXruHatWvGewpdPlyIjCPr34yBgQF0d3eD57VYab//MfTpLZqKkkQicQnx+Hm89+NT8HRchSsgI52+jnT6OqZgbtHUIqmDetnC5VoDjuMKioJDolAOAsdhq8+NrT43frFHS/jLqiqupMwtmlnczORwL5vHvWwe35zTiBwP4FGfq8gsudXrht8lYt/GEPZtDAEAkt++h8m3JhB5rA3Xel1axsNYHLPJHK5MJHBlIoGTo9r+eCUej/Vr4VDdQgox1Y0u4oKMASg79kHZ8Un9ly2Dm7lmzLMQJt4FN30ZXGoW4q0fQBtCnMYT+C9Q/+xbBdWh/wmo/bvLRpvT81Ry0aTDlK1OCwUFM+OAgwyFVE4xSg/dITdmFQUzeaXKWgAXHwcnZ0A4AWpwHYAHSyAKzMy4WsGIQguClh7sdj10+jVSMJ/KmyKcbd6w66QopGVNivaI1SVFQggURUG7qx33cR9yKgE3CmZGO+CDmseBzntwCj4gwbUttLhkMZYylSxSWsni2gLy18qULHQCIfR5jTbLnp4e7NmzB4BWi52cnCwiD/F4HIqUwu3x67g9fh2AVrLo6+szVIeBgQEEg0EIgh/t7fvR3r4f332zA6m5ryC0LoR/9K8/XWjTTL4HRUkgHh9FPD4KGjclSZ0I+HdBxGYE1yWQizXmUuHmeewJeLEnUPA7xPQsB9qieT6RwURexpVUDldSObwyrZE7N8fhcX+xWbIrnkMIPD64oQNDT/Uav5vxWBYXda8DVR+SOQWj9xYweo/+bnbDCwU/evcuniAZzTA5EERP0A3SuwNK7w4ou39Zy2+UM+Cn3kP21teQuv6XCMRUBDN58LH74GP3gavf1LYNDqRzC1Q9VVKLpd4B6Oe5KGpEQZYXbHVajGfyUKAFY3VwBLlczlAbKnVa3JrV1IROn4Q+vwtXY2nMyNWJgjB1QduPrq1o139Hc6kleBSWOGUWYKWH5QAjCi0Ip10PHT5NfpxP5gH9hm17HCy9CMgZIJ+ued58StZlUdFvuUxpN0O7/jSmpmh7pAOi0KYThVhtRKEURSWLPVpNlpYslLGC8qBGK5cshLVatwXf7oLL5cL69euxfv16Yztf+cM3EU3MYONPurGQmsXExARyuRzu37+P+/fvG8v5/f4irwOnj0Hm0YXOzo+g02jRVJHOmFo0ExeQSl1DPj+H+eirAF7Flo8DwD2MvvNxrWShD8Ly+7eD520qTw7QJgr4QLsPH2gv/D4nc7Ixz4ISiLii4mwig7OJjLFc+xqCHV4vnnDlMDifwO6ABz2SiIF2DwbaPfjoYxp5UAnBrZmUrjjE8MaVB7gbV5GGgDdjabz5eqFjpb/NbcyyoB0XQY8H6sBezIt3cVP4OhYW1uLquQ/gMz89iI70rcJArNgDbUjW3A3gPW1sMeElkJ7tUNY8iQ5vEtGcDCUfLXssSsnDA30my3q3BJckGQSitNPCTB54njeIwqYuL7r0/IVZG4oCP6nNM1H79qA3qD08TMWzlVZZBOLTrxGqDGQXtPkwS0A2m3Ucs82wNDCi0ILIOsxR6NAVhblUDtAzCcxz5CvC5QfhRe0ikJ5fMlHwldmumSDQmfA8zyPkDgEAVN2Rzzu4eBilh9hClSVrR9WSxVgSyoMUSFZZXLLwF3dZCAN+8B4BalqEO9uNn3xqD0J9WoLg7OxskVFyenoayWQSN27cwI0bN7Q37AB4305AcuOdd97BmjVr0NPTA0EQ4POG4fOG0dujTYBU1SySphbNscgI3O05ZLN3kc3excyM9rTMcSJ8vu1Fg7A8nk22o4idoM8l4rnOAJ7r1EeEE4LbmXzB75DI4FIqiwUR+HG3iB/nUsA17bwYcIlFXRaP+z0ICDy29PixpcePn9/Tj6/nLuPSlWtYl98GuWMdrq/z4uJYHDenk5iIZTERy2LkSsEsubnLh11rg1jnyyKkbkJQaUcWbsy1P47g7o8Xdjw5DX7iHITxd4zSBZeeAzd5AfzkBfQB6AOgvPtXwJprRiS12v8ESGjjoqfvqyntJr3N54YkFfwF5TotzOThxmRC328vvPp1wU7pQdCJgtK3C71B7ToxFc/Z+ZUVIHqgejrAZ+bBx8eg1oEohEJLew8GZ2BEoQVBSw92PQqGopDKa3PjAfs3fDpBMjUDLj0H0jbgdHcBAKm8dlH3iotDk8xucbPESokC0toTJedzQBT0C40ajda0v7WibMliNlvSZZECSS4uWfDdHuwAwbyLhxjLgXR7wAkcuru70d3djV27dgEA8vk8Jicni4KhFhYWoLq9iAM4deoUAEAURfT29haVLNrb28HzbgSDexAM7sEaAD/84mcgy1F87Hf+KeAZN8oWsjyPZFJLmJyc/AoA2qK5EwH/LmOmhcvVXf/jyHEIe10Ie134hW7aKqvizJ+ex3tBHtd/ogsX8nlcT+cwlpMxlkvgW/PazZID8Ii34HfY7fdgdiEGgSPYCRe2iB60/7zW7prMyrikJ0vSksWDaAa3ZlP6U3ofgM+C51R0II2x18fxU3Mu7BoIYkuPH4K/B+qWIahbhqD/wsHF7huKg3rvBxCmLkNUFOD+2xDuv218RuLpgNpf6LRQ1jyJKymNKG/3FZcGq3VaXJ7UjKLhLi8yenbCdC5fudOCEPCTWulB6d+NPl1RmE3mnA+Gat8AZObBL9yD2rPD9nrlkMvlWOmhyWBEYZnQlGRGm6WHTp/2pBDPyFCzKQiAfUUBWg2SS80sad5DaemhtMxQeiEEYJQeuKw+ZtqBoiB0aCZMZb4+BqtawXEchG4PhG5PccliImV0WNCShTqTwQYXjw0uIPdXN5ATOSMYirZp8u0uSJKEdevWYd26wtjvL//bL2Auehn+jY8jsGENxsfHkc1mMTY2hrGxMWM5r9e7qEXT4w9gYSoBUd2ONet+QdtHQpDNPigav51MXtJbNN/EwsKbxnu6XP3GCG4t32Gn7bhiJ5CyKh6LKngsqqDjV9eAE3kkFBUXdZ8DLVuM5WRcT+dwPZ3DX89ofgdh6350rYlifN6FvTkV70/nsMkjwe8WsX9TB/ZvKkQ/zyVzRiT1G1dexY25TsTzQczCj+9E0vhO5Ip2LCUBO9YEtE6LtVrJYl3IA7Svh9K+Hsr2n0Uy+TzOn/9FtOcC2NX12ULJYuo9cJl5CLdfhXD7VWPb/97dg08EtmFT8n3g8++D2r+nrJRv7rRQVILzY1qJbf+mTlwVtevDrKxU7LQQZq+CT82AiG6o3Y+hU5Qg8hxklWAmkUN/m31Dodq+DsLkOXCxe7bXsUI2m4XL5kh5hvqAEYUWRE6f9eAS7ZGRNo8IgeegqAT5bAISHHgUAMDfDcxeA5eaqXmCZDKfhDvLg5tOQl6XB8BBVdVFRi0z2t0aURD0ABhHpQedKKjz0Rr3uHHgJB7S+gCk9aaSRTKPhYtzuPL1O+hy8ejxinrJIgn5XqGt0KpkwasZiIkF9Ikd+Pjzz4MQgvn5+aKSxdTUFNLpNCKRCCKRiPGeUscaENGLC5cvgwTa0NvbC1EU4fGs09s0tagirUXzpqlF84LeojmBubkJzM2d0t+Rh9cbLhqE5fM9YtmiaRfqnK4sBSVwupoWEHj8RJsPP9FWICbTednIdqBliwUAU22d+Hob8HUAOH8bQYHHLlOXxZ6AB30uEZ1+F57Z2oWnH+nAPu9/gqKk8WDuf8f3z8cg9W9FlG/He+NxpHIKzt5dwNm7BVUo5JV0v4PWorm9NwRwHBbcSeR3fBL841rHCpQc+KlLWigULVnMXkNPdho/k50GZn8InNE/d0e4aJ6F2vd4EdG/MZ1EIqvA7xKwfU0QC3HtOM3KpGKnhev6twAA+fUfhMxJ4AlBT8CF8VgWU/GsI6JA2jSfDb9wv8qS1cHMjM0HIwotiJzuZrbrUeB5DiGvhNlkDkpG9yiI9m+6xKdJy1xypsqS1kjLaWyc9OHGd/8Kd9xfQ8/mLejbshV9Wx5FX/gR+NpDi9YJubTXXLoLmw8ubkOzgqCXHpQmlx5qBe+XkOn04EpGRXubC588ssdRyeJx4TGMBwFJaQdRCDiBQ2dnJzo7O7FzpzZlUZblRYOwotEo8rwAtHfh3avX8e7V6+B5Hr29vUX5Dh0dHXqL5nb4/dvR16fNYVCUJBLJS4UpmokLyOUmkE7fQDp9A1PTf6PtI++B37/DMEoGAo/D7V7rSHlT5rT6vdBZ+QbWI4n4SEcAH+nQiNjU1BS++JVXMN/Vhw7xMVxq53GlU0JcUfFGLIU3YoVUyj5J0MsVXmx3JaCqHAK8iLUdA9gk3MGu/jQ+9rFnoagEt2ZTuKBHUl8Yi+HKRALRdB4/vDmHH94shA91ef4Am9ru4nzuGp5YP4CdA0EE3C4jFRL4ZwCA8/Mz+KO3v4+nklfxb8R7GomI3gE/HwE/HwEufw0AQDgBpGc71P49UPqfQGR2ACJUPLGuAyLPY60e1HQvmwc4DgLPL+60UFW4b2ozMnLh5wxlrzcgYTyWxf25FHb0+cpmRJSD2q4RBW6hPooCa49sLhhRaEE4NTMCmk9hNpmDSie8uRxIwz5NMkeqtkAVQgiS+SS6ZR6C24V8NoOxK+9h7Mp7xjLBnl70hbdqf7ZsRfeGTWh3t0OSCSRZNzg6IAoFRWF5Sw9OkE5ohMgTkByXLNaKG7C2ewOQBOaPvQNxjQ/CgBYMRUsWoihiYGAAAwMFn0k6ncbf/9c/w707t9EWfhRJWUU6ncbExAQmJiaM5TweD/r7+w2vw5o1a+Dz+bQWzbb9aG/bbyyby00Xjd9OJC4WtWhSiGKnrjgUYqklsR1WUGa1J2Why9nT5szMDNozKWxXM/h4JA/kVfh+YzMiXq4oHOpaKofJvILvzCfxnXn9e8L9BdZyU9gqdSI/EIYkE3xYVeHmeTzS48cjPX588gktjDsnq7g6aQqHehDDrZkUZjOdmM104uzUFIApcAA2d/uMLotda9uwvS+AV1Mc3gztQfvmDyD3qP47Ss2aVIdzWsZDcgrc1Hvgp96DeP5/4BcBfNwtIRrfBum7T2Fz3xN4NB3Cdc86TOZkrCmZGcHzPPhb34cw/R6I6AH/2MfhdrtBCMGmbh/OjSUQmU0VRaUDizstzFA7tLQJYfaKo99NOWQyGaYoNBmMKLQg0jlNUfA7SG7r9EvANIxJjER04FGgikJq2sFeFvsQUnIK74Xj+N8P/RnakxImb17X/kSuY37sPuLTU4hPT+HGWz8CAPCiiODaATwld2AslEZHOg84yFGgHgU1FgPJ58FJznLzlwOZuEYUvMHy+2pVspAfJHHmv3wF7Xw3un0bIcm8UbLIvqWvS0sWA4U2Td4jap6Fnm5Mnf0xtg0O4v3/+J8iGo0WGSUnJyeRyWRw+/Zt3L5929h2e3t7kVGyt7cXkiTB5epBZ+eH0dn5YQBai2YmcxuJxEWjZJFKXYUszyEafQ3R6GvGe3o8G4xEyUCAtmhqT5eqrijwVRSFUkxNaaOu+/r6wMckqLNZCPE8dnS3YYffg3+sD3VMKSre08OhzicyGF2YwpjixQPSiwcEwNbd+BGAPztzA9t8bqNcscfvQdjrgkvksWttG3atbTO2ncjK+OYbv4tLEzJm1J/D1RkPxheyiMykEJlJ4evnNTIm8hzEdhfEgIi2LQKuh5IId/sg+Lqghj8MNawdSxACLjGuzbIYfxfZu6NQx95FG5dCf/wicPYiJACvAVgQAlBu7oK0bq+mXvTsBPF1gp+5Bte3/w0AQH7ynwO+btDb/qN9QQBTuDWnPdVX6rQACimpao+mWvHRO5qXqcy4b7uo16yHSCSC4eFhhMNhRCIRHDp0yLKbwsmyrQhGFJYJjTQzJnWi4HMwhrZDNzTSHAUnigLx6652m4qCqhIM/+Eo2vs86NkQQPdGP3JZGeCBgCeIro5edK3bgB3PaL3+uXQKU7du6uThGiZvXkcmEcfCnbt4BO14d6P2lPnmZ//XQrliy1b0btoCyeLJg29r0zo2CIG6sAChu/7O/HrDrCjYBe+XwG/24dz09wAA3eHfwqf+xaDRnik/SEKZsC5ZiGv96M2uRYerD6noAjiOQ0dHBzo6OrBjh+ZeVxQFU1NTxhCs8fFxzM3NYWFhAQsLC7hyRXuKpKFSZvLQ2dkJjtM8C15vGD09PweAtmheNcZvJxIXkcncQSZzF5nMXczM/j0A2qL5KAKBXRDULrj86+Dv3OzouFKi0NvbC37SBXU2C7VMHLNP4LE/6MV+fRjWpct/gPsLF5Do+z1cye3Gd27exnRbB9KSGxeTWVxMZvHlKe14+nkOu/RQKNptMeASEXCLeHKtgo3e72LTpv1Y0/9PMJPI4b2xGM7rhskLD+KIpvOQ57MQ57P4xr0kvvGDu/C5BOxcEzSyHXavDWKg3QMEB6AEB5B95GN44S/P4e3sHD69OYd/P5gCP/EO+PFzUCYuoF1JAA9+rP0pA7VrK/I/+ZtFr23t0czGN6aTjmZaQAxAad8IYeEOMPYOlE3PVJ1pUYqTJ0/i3LlzmJycxMLCAgghS7qOHjx4EGfPngWgEYEXXngBJ0+eXPKyrQhGFFoQKZ0oeB1EvNIWSZ4SBQceBRiKQnWPAiEEsw/iiM1kEJvJ4N57UQDAP8PnMecbw2V1HgthDr0bA2jr9oDjObi8PqzbsQvrduwy3iM2PYnxG1fwP/7mj7D9ngsxrxvp2AJuv3MGt9/RXF4cx6Fz3QaNPOgli1D/ADieBycI4NvboUajUObnVwdRqKIoWCE5R+vhIrIpcXHJQtaDoUz5Duq8VrLIzWTQiXZ8dO2vQZlWEPu/r2gdFus09YEPuSAIgnHzf/LJJwFo8jAdhEXJQyqVwuTkJCYnJ/Huu+8CAFwu16Iui0AgoLdo7kYwuNv4HHl5AUmaKKmrD7I8h2TyEpLJS8B6AOuBezE/ApceL+q0cLl6yx4bQkixonBXUyXUhcpZAaqaRzz+DoJI4wN9j+LjQh/Er38FBMDB//V/w+W8apQtLiQzSKoEb8bTeNM0DKtbErDH78EG+cPoxQy8yQdYA6A74MIzj3bjmUe7jX381xfu45u3ZrEhTbAuQ/DeeAKpnILTd6I4fSdqvGeHTzNLdge0+OrrU0m4RRH/9Gd+EkqXD8rOXwQA/IfIA7x96138S+4uPpG7CX7iXXBzN7W4ZtEDZevHkPvQHyzqqHikVyMKd2bTSOeVomtMpZkWqqpC6dsDYeEOxLHTyK3/oLGM1UyLUvT09CCRSGBiYgK/9Vu/hT/4gz/Avn378LGPfQz/6l/9q4q/r1KYzboAEA6HMTIysuRlWxWMKLQg0nnnigKNcRb1KY5OgpNo6QEVzIzmp4tAlwsf+/88hpm7SUzfSWDydgzpBRndqXWIvDWPyFuab8DlFdCzMYDejUH0bAqge0MAbq8IjuPQ3tuP9t5+JH74+/jA96Yhb9sC/+f+AyYjBdUhMTeL2Xt3MHvvDi79YER/Tx/6wlvRu2UrpJ4OBOKxZW+RtItqpQcrxGe13wvHB5HPqpDzKkSpcDHmRKuShRZHnbw2AWUsDZfggXw/Cfl+ScnCNMuCliw8Hg82bdqETZs2AdDJXSxWVLKgqZJ37tzBnTuFJMRgMIiBgQH09/djYGAAfX19cLlckMR2hEIfQCj0AeM9s9kxJJIXEJt8B7E7Z5Bpuw0FSSzE3sJC7C3jPV2uPmP0tkYgdkIQ/IhGo0ilUuA4LY8i36aVz9RYZaKQSJyHqqYhiu3weR8Bx/Hw+XxIpVLwpxP4eF8fPt6leWZkQnAjnTNaNM8nMriazmImr+C70SSAbQD3b4EZYGP8lhFJ/ajPhaDA49VoCn+XTgP9Pnz+sXX4iTYfFJUgMpPU8h10w+TVyQTmU3m8fqNglPS7BBz75A5s6ipWCLcHA/hvga34L8Hd+OiOQvIn8iktvt1i/HRf0I3+NjcmYlmcuRPFTz3SVfE4mZMlydYh4NrfwX3j7yF/8AjUkiC1cm2aZvLx7LPP4plnnsEPfvADfPGLX0Rvby9Onz5dcftWGBkZQWdnZ9FrnZ2dGB0dxeDgYM3LtioYUVhGcBxnJA3WC4pKkMlrXzhnpQft5iOpNMLZgZlRLz1YTYcz5yEAgOQS0R9uR39YKxncjt3GZ/7uEDamt+M3+n4b03cSmLmXQC6t4MGVBTy4UpDD2/u86N0YQM/GAHo2BtEnBwAkofpd6N+6Df1btxnLJubnMKX7HCYj1zF96yZy6RTuvXcO9947B/h44PHNaPvLL6H/3NuG8tC5bgMEceV9NZL6U663zVkPeWJOJwqCVhvPJPIIdFSu8fJ+Ca5H2+F6tB3Z7QTDv/ev0RlYg1944fcLXRYTaa1kcX0B+eumkkWXu7hFs88HTuDQ3t6O9vZ2bN++HYD2tDk9PV1EHmZmZhCPx3H16lVcvXpV22/9Jm4uWXR1dYHneXg8a+HxrEXg1l6ETn8UwmYfxE/xpvHbF5BK3UQuN4m5uUnMzdEnQQ5e7xZkM2vQvyYHv/9xCAKgtmvHtpqiMDWldWt0hJ4xkijb29uRSqWwsLBQNGZc5Dhs97mx3efG89DO+Yyq4lIyi3PJDM7Oj2N0YQoT3ADuZPO4k83jG7OLo8UPrekw2jwFnsPW3gC29gbwKd0smZUVXJlI4PJEAgvpPLoDbnzo0S7jIcCMvfrchvOJDLK6+RJA1fwUjuPwwS2dGH5nHD+6OVeVKJihPPLTmjly7iakiVGo695n/MxMFkr/bd42x3FIp9Noa2vD+973Przvfe8rt6mqiFp0O83NzS16zcmyrYqVdzVkWBKokRFwRhS6/C64kYNE9Nqsu63yCiYY8+YzC4CSMyZPln7xrfIQFnILSLoXEOt8gP0/o41iVhUVc2MpTN1OYPpOAtN34ojPZrEwmcbCZBrX39ae/HpwFO/suQWPPwnPe/Po2RgwaviBjk4E9j2F8L6nAACKLGPuwT3D6zD21htIKDJi8QXE3ngN197QTHOiy4WeTVsM4tC7ZSsCHZ2L9rvZSMxqsniwy5mRixIF0WWfKJjha9eMZ3OJcfDbAvDvLpQslIlUUYumOp+DOptFbjaL3Hn9QipyEPt9RiiUuFYrWfA8j76+PvT19eGJJ54AoLW+0Y4KWrJIJBKYnp7G9PQ0zp/XIoUlSTK6LNasWYP2WzJcAKR17fD5B+D3b0Nf3wEAgKKkkExeMoySicRF5HLjSKdvALiBrVsB4C28ffov4RMehWvbGnjV7ZAyHrjd6xads5nMPczMaq2DdFInAIRCIYyPj2PehkLl4XkMBr0YDHrxq90iTp/5NBIkAOnRb+C9NId3ExnczeaRUFT0SSL+cW87DvZU/k66RQF71rVjzzrrzhCKzR4JnaKAOX0A176gfQXxg49oROHbl6bx2aEttoPd4A5CeexTEC/8D0jf+31kf/lvjeFY1QZi0X+//vrrmJycLFKg6gkrUrDUZVc7GFFoMaT0sgPP2Y9wBoCeoBtB6GoCOMAdqLKGCd4QCCeAIwqQmgUJ9Bd9wSuFJgFANBsFUAhQAgBe4NG9PoDu9QHgp7TX0vE8pu9qpGH6TgLTdxOQs27Md2hPqOP/VXsCDXZ7TKpDAJ0DPvACD0EU0bNxM3o2bsbjH/4oZmfimPubv0H+Uz+H5GPb9C6LG8ilkhi/dhnj1y4b++Pv6NKNktqfno1hiE1Mh8umZOQy2u826NDVH5/WavCeQCdyOSAZzaF7fZWVTHB5vRBdLsi5HNILUUi92tMyJ/IQ1wUgrispWegTNKnngWSUQslCX47zlQRD6SULt9uNjRs3YuPGjYX9j8eLvA4TExPI5/O4d+8e7t0r9OX73G6sebAGa9/cgDVr1qC/vx9utxuC4ENb2z60te0zls3lZjA2/iO89dZXEAzOoqsrDlVNIClfQHLjBczjOxh79/+EKHYYPgePex0IkfFg7L+CkCzagvsQCBQ8FFSenplxliciikGtNJKbxA7hFp5du7/6SksEx3H4QLsP35iN45uzcUdE4dmt3egJuDAZz+Jr747j03vX2l4391NHIFz9BoSJc3B/9XnkP/TvoK4ZLDtR0kweZFnGH/3RH+GLX/wifvd3fxef+tSnbG+zHEKh0CJFYG5urmwng5NlWxWMKLQYDCOjS3DkCO4JuNDO6UOJPG2Ak8E+HK9lKSSngOQMVF+vIRlWIggUCzlNtqaRzFbwBiVs2NmBDTv11kaV4DtH/xXaLgH3dg5C6nwCC1MZxGe0PzfPahdsQeLRvd5vlCt6NwXga3NB7OmFS1HRkVXR/QvakyFRVUQnx4s6LObu30VyfhaRM7OInNGiiXlBQNf6Tbrq8Aj6tjyKtt6+hnWzxPWMAG9QguhAKQKA2fvazTTQtQZz40Bi3tn0P47j4At1IDY1iUR0Dm29fZbL8n4Jrq3tcG3VfpeEEKhzJcFQE2mQlJ2ShRecwCMYDCIYDOLRRx8FoD1pmgdhPbh1H7MLs0hxWdwcu42bY7eN9+zq6ioKhurp6QHP8yAkiDd+lMT9+09i27ZteN/+n0Umcwfx+AXMvv4DZAI3kG2/B1meRzT6OqLR14s+pyT14JFHXir6fff39wMAxsfH4RTB4CBmZ/8BsdjbaG9vPFEAgF/sbsM3ZuP4+kwMv72uC0HR3nnlEnn8859cj+OnbuL4d25gQ4cXPxm2qbgF+pD91H+H+6//KYQHpyH85SeQ33cI+Q//e8tVxsbG8JnPfAYTExN47bXXsHfvXnvbqoChoSGcOHFi0ev79u1b0rKtCkYUWgypnAzAWdkB0BSFNmgZCqq7unRZCuLrBpecghobh9K5zRZBoFjI6kTB4XZ5nkN3Ygo949dx5+koPnX015BNyZi5m8DU7YLqkEsrmIzEMRmJA9Au4v4OFzrELfCs+xB6plV0yCoEkQfH8+hYsxYda9Zi+wefBQDkMxlM345oxCFyHRM3riEdW8D07ZuYvn0TF7+r7Y8nECzqsOjZ/AjcDrIdKiFeY9lBVVXMj2lEoWNgPebGFSQdEgUAaOvpQ2xqErGpSQw8+pjt9TiOg9DlgdDlgduyZJGCOp9dXLIQtFkW5UoWPT096Onpwa7HdyH2f19BJhtHbKeA+fWKQSBisRhmZ2cxOzuLCxe04UY8z8Pr9SKbzUKWZbhcLnzwgx/UWzQ3w+vdDE98G+T3EvD+/ADkLTNGuSKfnwUhMgKBxzGw5tcgScVZAGvWaF6Bubk5x6FA7W37MTv7D1iInYYDsWdJ+EC7DxvdEu5k8/jDu9N4abN9ovsrT63DD2/O4Y3IPH79L89hcH07PrazF/s2hrC11w++wvuoG96PzGe+D+lHfwzh8tehbH627HKEEHznO9/BoUOH8NGPfhTf/OY30dZmvyRaCeFwuOj/kUgE+/btM1SC0dFRhEIhhMPhqss+DGBEYRnRCDNjKqc9yTsJWwKAgFtEj6Q9tebFIOw+FxvdDIF+8NOXwCUmHJEEoKAo0EhmJ/BHtZvepFczn7l9ItZuD2Htdu29iEqwMJ3B9J244XeITqSQnM8hCQ/wyAHcAPDWi6fRtVZXHTZpnRb+Dhc4joPk8WBg+w4MbN9hfObE7IxeqriGyZs3MH0ngkwijjvnRnHnnJ4uyHHoWLO2ULIIP4qOtesc9Y5TUEUh6DB1MDY1CTmXgyBJ6Fq3FjfP3kV8zjlRaO/tx/33zmNhcqL6wlVQtmSRkguKg42ShdDvA+fikb8ZgzKWgsstYctHd4IPFspBiUSiyCg5Pj6OXC6HZFJLVezo6MDP/MzPoKur2JAn9Hoh302ATCkI7tmFYGCXrc/l8/nQ3t6OhYUFjI2NLbrBVEJ7+08AAOLxd5HNTsDt7re9bq0QOA7/YXMv/umVB3hlOoZ5WcGv93dgX9Bb8UYPACLP4//69C4c+84N/M074xi9t4DRe9r3uM0j6vMstHCpXQNB9ASLCS5pX4/cz3wR+NC/KzvUKpfL4XOf+xy+9KUv4U/+5E/wmc98pu5q3cmTJ3H06FHs378fp0+fLspFeOmll7B//34cOXKk6rIPAxhRaDEkspqi4HeoKADAOm8WyAIZIQA7FUvzCGgxoF3Y+MQkVIdf6HIeBbtw61G6Dzzpsj/neA6hPi9CfV5sfZ/WS5/PKJi5l8DEO/dw/5tvYKE9jDwCmv/hbgLQVWZvUDJ8Dr2bguha54fk1ko6we4eBLt78MhT7wcAKPk8Zu7dMcoVk5HriE9PYX7sPubH7uPK698HAEgeD3o3P6IFQunKg6+t+ueeG9PUnvY+B/kWAGbva6avjoF1BslIzld29JdDe5/2+41NLZ0olAPvE2suWUDg4P+5TUUkAQACgQC2bt2KrZpbEYQQxONxpFIpSJKkhz0tPlfFtX5kz0wjf3tx50E1bNq0CefOncPVq1cdEQWPZz3agvsQi5/B5ORXsWGDs1yAWvHBdj8+v7kX//bWFE7NJ3FqPokuUcCTAQ+eDHoxqAdEecsYFr2SgD/4+Db8xtOb8PVzE3jr9jzeuRdDLCPjjcg83ogUTJ39bW7sGmjDk+vb8Gs/ucH0JotLFnfu3MGv/dqvIZFI4Mc//jEef/zxhnz2cDiMY8eOAQAOHDhQ9LNSIlBp2YcBjCi0GKIp7SYQ8jmPJF7j0ohCkq9MFMwEgXYzkDYte56Pj1VYszzsehTK7Qc/p6172x2zvZ7kEbBmazv61gjo/KN/BgKg4+9GMDOpGEbJ2QcppON53L04j7sXtQsexwMda3xGrkMPDYXiOAiSpHkVwo8Az2nbScUWMBW5bsRRT926gXwmgweXL+LB5YvG/hhzLPRUye4Nmxa1Z87c1fwjPRscmEwB3L+kSe59W7YioJsgnXoUAKCtVyMKCw0iCqWwLlmkNdIwnQaRVfy/7Z15WJz1ufe/zzP7MAPDvi+BACEJkLBkdasS9dhTr/Y0Wl9bTY1NUE89tlqDqa1eerQxOfatrW/TBrVWzaKSWq2nWhu0tmYnYU1IQmDYtwGGAWaGWZ/f+8cz88AwrAlkGPh9rivXJfgM/AaYme/c9/f+3myABLJVoRCFTy2gGIZBYGDglOVrSQr//52dZnAmO9iA6T+WMjIyUFVVhbq6Otxyyy0zWoccFf09DA6dQUfnWwgOuXnalYyr5Z4IDVarFHi9sx+f9RvR53Ci1GBCqYEX4SIAaaMiqbNUcqQqpBC7RFaEWoZt1yVi23WJsDs5XNaZUD1qGVa9zoSuQSu6BnvQMWDxFAqjIITg448/xsMPP4xvf/vb+PWvf42AgIBr8jOgTA4VCgsMg2uTokYxc6EQIeHflQ8hAOPlFI4OTRo7zUBcFQXGOPMXkp5hftQxTDGzdETOYADj4Cso7TITLA4L5OLpl+ZZlQpMQABgMkHpGEBKbhJScvkzOGwc+tqM0DW7xjObhmAetEPfboa+3YyLx7sBALIAMcITRtoVYQkBkMr5h5UyMAhJq/KQtIo3PXEch/72Nle7ghcP/Z3tXnssRGIJwhKThHaFJjoJg70WMAyD0PjpP3ESQtBaXQkASMhcLYxEWk0O2CwO4ZzTIchlYBzo7rzq6NwrhW9Z8KmQcwmrkkAUpYCzaxi2CwbI88Knfdu4uDhoNBoYDAacOnUK119//bRvGxJ8M4KDv4b+/n+gtvZBREffh/Cwf4dCMbNI6ishXSnD/6RE4QWOw3mTFeXGYZQPWVBuHIbO7sQFsxUXzFa828MLcwXLYGUAHwzlDoiKk4khEbFYHq3G8uiRBW0mqwO1nUOo6RhC4Ji/OfffksViwc9+9jMcOHAAv/3tb/Hd737XJ39jlPGhQmGB0T/sEgpXUFEIE/NCoZ9TYvRTk9tH4a4iAN7TDER95UKhy8zfJko5s76ss4efahhUMnCKGHQPdyNRnTjFrTwRhYfDYTLBodNB4koRBACxlEVkciAik0ct8Om3ujId+BHNvjYTrCYH2i4Y0HbBwF/EAJpIBV91cPkdNBEKMCwvqkLjExAan4DlNxYAAKxmM3oa64V2hXuPhVtIAJ+4vm4ApMpY1H7RhciUNIQvSYZENrko6m64jKG+HojEEsRmrIBEJoYyUALzoB39ncOIXDL9bZuBEZFgWBa24WEY9X1Qh87/yOurQZYVCnNXGyynuiHLCQPDTu9Fi2VZ3Hjjjfjoo49w4sQJKBQKrF692iMfYCIYhsHSlF+g7vITGBg4jvb2YrS3F0MqjYZanQ21ahXU6mwolelg2blZYiYble+AaP6x32VzoMoVR11tsqDGaIWR41A2NIyyUZHUIWKRIBqyXS2LEIkIATIx8pOCkZ/kaf7kOA7p6emIjo5GS0sLAgIC8MEHH+Dmm2+mImGeQYWCD5mLB8PVVBTCCF9i7+b4F0drbS3ES5aASCQebYbxzk3UfOuBmWHrweK0oN/Kf99I5cRjd+PhcM3QD4bIADjQYeqYsVAQR0bC0dQEZ3f3lNeqgmVQBcuwZBVfCnc6OOjbzUK7QtdshFFvhaFrGIauYdSd4vMLJHIRX3UYle0gd5WzZUol4lZkIW4FP49PCMGgrnuU16EePc2NADHBZqrDycN1AMbssXAtwdJERoNxGSU5pxOn/nQIAJC6bqMgKoJjAmAeNKC/0zwjoSCWSBEal4jelkbotJcXvlDICcPwvzrB9Vkx/Hk7FAWx0368pqWlYfXq1aioqMAXX3yBkydPIi0tDfHx8YiLi4N6knXoYrEKGct+hz7939HT8xEGBk7CZutEX18n+vr+BgBgGCkCApZBpcoalfEQPyfPJwzDIFomQbRMgttD+HNzhEBrsfHrt12x1BfNVugdTnxpMOFLV8sCAP6amYgM5cSTOg899BB+8YtfICUlBRKJBLfddhtCQkJQXFyMb37zm7N+fyhXBhUKCwzDVVQUgp38O/QWhwbOoSG03/tdgGUhSU+HLCsL8uwsyDKzIIqO8npSEloPw/2AwyIkrk1Ft5l/gVaKlQiUzGz0yd7YCAAwRmsA9KLd2D6j2wOAOC4OOHVKEB0zQSRmhRd+N+ZBG2+KbOKrDr2tJtgtTnTUDaBj1GbGwHC5a48Fn+0QHK0EK+IjaoMioxAUGYW0DTfAPGBDyYtlcFi6sGw9gVHfgu6GyzD1j7PHQhmAyCVLERgZiZ7GBugaG8CKxcj5xkg4TUiMEu0XDdB3jDyZT5eIlKXobWlEd8NlpOSvn/Ht/QlGKoLy6wkw/akRlhPdcHSYIF8bCUmyGswURmGGYVBQUIDQ0FCcOHECJpMJlZWVwiKswMBAjyVYUVFRkIxac84wLMJCb0dY6O1wOk2uBVhVGBqqhNFYDYdjAEZjNYzGauE2YnGQa4/FiHgYO745W7AMg6UKGZYqZPh2OO8rsnIcLrpWcLurD502B5bKx/domM1m7NixAx9++CHeeecdfPvb3xbimSsrK5GQML6PgeIbqFBYYAgVhSsQCmo7LxQum1SwtrWBDQkB19cHe20t7LW1ML77LgBAFBYGWVYWpFmZkGVlQZaRAUauARHLwTgsYIzdIJrpvbN3tx0ilTMPK3ILBUdCFIBedJhmbqSUJPJPSPbmlhnfdjyUgVIkrgxB4krezc05Cfq7zHzFwZXtMNhjEf41nHHHK7tDofiWRVCEApyDw6kPm8A5RIhITsOGe1YKPyOPPRYNl9HT1ACb2cTvsDjPn0UklqDgoccQFDHS0gmJ4XMd3FMUMyEyORW1/zjiaoksfGQrQkDMDpg/a4Wj2QhjsxFgwS/BilfxfonYALDj7N5gGAY5OTnIzs5GY2Mjmpub0dbWBp1Oh8HBQQwODnrsshhv/TbLshCJAhAUtBZBQXwMOSEEFkuLsHrbaKyByXQBDscADAPHYBg4NnJ+WRxUKn68U6XKhDJgGUTszMZrp/2zYllkqxTIVo2YSs1ODpJxWja1tbXYsmUL1Go1zp49iyVLRhqdCoUC69cvbBHqj1ChsMAQKgpX0HqQWXhTYa0pAFiSjNjP/gauqwvW6mrXvxrY6i7B2dsL8xdfwPzFF/wNxWJIl6UjgAmHUt0DtuEc2NzpCQV3FWCm/gQAsDfy61+lS5IBnEO76QoqCq53LvaW2REKY2FFDEJjAxAaG4BlG/jWisVkR2+L0SUe+JFMu8WJroYhdDV4j+SJJCw23pXsIaTG3WPR1oJu7WWYDf1QBAZhSe5arx0VbjNkX6sJdqsTEtn0x2jdORLdDXUwDxigDNLM6Gfhj8jzIyBJ08BapoPtfD+4AZuQ7eCGUUs8EiXFMUqh6iASibB06VIsXboUwMguC3euQ0dHB0wmE3Q6HXQ6HaqqqgDw67fduyzcyZIqlQoMw0ChSIRCkYjwsH8HwK+8NpsvjVq/XQ2LpQlWaxus1jb09X3Kn5MRQ6lMhSog07VBMxMKxRJhqdVsoxwzUkkIwTvvvIMnn3wSDz30EF588cUZTYVQfAcVCguMrkF+9C1CPf0Ev2dPPosgkQJ5Eg7ZnAidXDB6TXbEahRgY2IgjolBwO23AwC44WHYLlzkhUMNLx64vj7Yzp2HDUA/QoDjz0AU8f8gc1ccMrMgzVgGZpwnhcsG/t3p0qClM7qfnMUCm5avKKjTlgONf0GnaebRuRLXTgFHczMIxwk9/rlEHiBBXEYw4jL40jDhCAZ0w/yERZMRuuYhmAdsIBwQlhCA/G8kIiR2cqe/SCxGeFIywpMmn90PDJNDFSKDUW9FV/0g4ldMvzwdGBaBiOSl0Gnr0VB2EpkFt0/7tv6MKEgKZUEclAVxcBqscDQb4Wgz8mOa3cMgQ3bYLxpgv2jgb8AAonCFa4eFK446XA6GZbx2WRBCYDQahT0WHR0d6O7uhs1mQ0tLC1pGCVi1Wu3VspBKpWBZiavdMJI34HAM8hUH0zlhk6bd3geT6QJMpgvo1r3P3zdRAAIC+Nu6Kw9SacSs/wyHhobwox/9CKWlpTh06BC+/vWvU8OiH0GFgg+Z7QeKyeoQWg8xQVOXGAkhMNqM+LTpU3DgcDCSHwNj7K/ghbP/wE0JucgKzUKqJhVilv9TYRUKyHNWQ56zWvgajo4O2KqrYf9rMawX6mEZkMGp08Fc+jnMpa58Y4kE0mXLeOHgEhDiyEhc7L8IAEgPTvc+4CRYKyoAmw2iyEhEpGYBjUCbsW3Go3vimBhALAKxWODs6YE4cmaGytmAYRloopTQRCmRtnb2n6Q9vhfDIG6ZBhePd6O1tn9GQgEAUtdeB522HlV//18sv/EWiCRz476fr4g0Mog0MsiyXdkOdg6ODpNHqiQ3aIdTNwynbhiocC2IkrIQRyv5ioO7ZaHmkz/VajXS09ORns4/BjiOQ29v77jrt4eGhlBXN2JonWj9tlgcCI1mAzQaPhCMEAKbrQtGYzWGhJZFLZxOEwYHT2Fw8JRwH6XSCN7rIHgelkMkuvKR1KqqKtx///2IiYlBeXk54uOvVUg1ZbagQmEB0THgivmVixE4RevBHZoEDvh5/s9xruF/cb7zBOqkUkBiQLn+nyjX/xMAIBPJkBGcgazQLKwMXYnM0EyEyPmSNsMwkMTGQhIbC3FEO6Sf/xy2xFthXPpfQrvCWl0Nrr8ftpoa2GpqMHSAP4MoMgL/FtKHJTEE6QkMSKRt3KrDeAwfPwEAkK9bhwhVPESMCCaHCbph3YymJxiJBOK4ODiammGvb/CJULjWJGaF4OLxbjSc7UXu1xMgU07/aSDjxptR+elHGOrR4eihP+KG7z14Taow8xVGwkKSqIYkcWSSgRuyeyRKOjpMgI3jKxHNRuE6NlDiscdCHBMARsKCZVlEREQgIiIC2dnZAPhI49Eti87OTgwNDU26ftvdslCr1WAYBjJZNGSyaISG3gYAIMQBs7mBrzi4Kg9mcz1sNh30+lLo9aXuewmFIsXld+DFg1K5FAwz+d8Nx3F4/fXX8fTTT+OJJ57AM888A7GYvuT4I/S3toDoMPBCIVYzcTXBHZjkHndUSBS4I+kO3Nl+AdKOP+NfmlvxwOB1WJcxAFVgO871ncOgfRCVvZWo7K0Uvk5cQBxWhq5EVlgWMkMzkRyYDDaYNyWJza2Q5+ZC7tryRgiBo61NEA22mmrYLtfD2a3D2m5g7QWAfF6EFqkUsowMyLIyIc3K4qsO4d5hN5zRCNNf/gIAUN5wPaQiKZYELkH9QD3qDHUzHrOUZSyHo6kZ1vPnoNi4YUa39UeiUwMRHK1Ef6cZFZ+1Yd23kqZ9W4lMjuvvexB/+3+/RO0/jqC3SYsVX7sVidm5UMzSwh5/h1VLIF2mgXTUvhFnr0XYYeFoN8GpGwY3aAc3aIB9VAaHKFLh4XdgXcmfUqkUCQkJHtMA7vXbo/+Nt35bpVIJwiEqKkpYv80wYgQEpCMgIB2R4GOJnU4zTKZaDLnaFUZjDWy2LgwP12N4uB49PX8GAISG3Ia0tJcn/Bn09/fjP//zP3Hq1Cn85S9/odkIfg4VCguINgMffjJe22G8VEX3PwBge/kWAKNZBmfXUgTbIrHn+uXgCIeWoRbU9NUI/xoHG9FmakObqQ1/a+Fnu5ViJZarlyBHE4Ts4XakWvsRJOPL2gzDQBIfD0l8PFRfvwMA73X4wwc/Rc+Zo7jBEImE5mFwBgOsVVWwugxdACCKihppV6zMBCOTwvD7feCGhiBOSoLihhsAAKmaVEEoXB8z/TQ8AJBmZsL06aew1pyb+uIFAMMwyP16PEpfv4QLX3VBLGGRvSl22sbGJTlrcMsP/hP/fPs16BoboGv8HQAgOCYW0akZiEpNR2RKKoIio+mLA/jWkjhCAXGEArLVfP4EsTnh6DB7VB7IkB3OrmE4u4Zhda1IZ2QsRDEBnuJBxVcLp1q/3dnZiZ6eHhiNRly+fBmXL/N+IIZhEBoa6tGyCAsLc01ZKBEYmIfAwJEVyjZbjzBh4Z62CAiYeINoWVkZtmzZgrS0NFRWViJyEVTpFjoMme31hZRp43Q64XBFEM8Gz358Ae+eacfWDYkoui1V+Ly7zTCeQHAjL14P1tCE42t/h3v/GYQV0WqUbBt/3/qQbQjn9edR01eD6r5qnO87D5PDey4/SZ3EVx1C+apDUmASWJfDWjuoxZYjW2DjbPjtjb9FbnguHK2tHhMW9vp6gOPGv7MSCSJe/Q0Ua9YAAA7WHcSvq36Nm2Jvwu4Nu2f0c7PW1qLre/eBDQxE3D++WDQvbhWftaHyszYA/GRF3DINopYGInLJSK7DZJgHDLh49EtcPnkU+jbvqRFZgGpkc2ZKGiJmce32QoQbtPGioc0lHjrNgN37758NknoYJcXRSjCS8ds/NpsN3d3dHuJhcNB7L4pEIkFkZOS4LYuxEMKBEDtY1tMwzXEcXn31Vbzwwgt4+umnUVRUNK1ESsr8hwoFH8JxHOx2+6x9vf/4/Smc7xzCK3dn4t9WRHpUECZLVWT0DVC8fh0IK0Hd98pwW3EtZGIWZ566AaJpRNc6iRONg42o6atB7cn/QTWxoEnq7ZFQSVRI06RBKVaisrcSRrsR6yLX4ZXrXxn3XJzJBOv587C5WxaXLoHYbZCmpSNo2zbIc3OEa8/qzuKRfz6CcHk4Pv73j2f0Yk/sdrTe9DWQ4WFEvfM2ZCtWTPu2/k5TVR/OftKKwR6Lx+fFMhbhCfzWzIgkFcIT1JAFTFyAtBiH0Fl3EZ11F9CtvYyeRi2cjjF/2wyD4Ji4UQuwUhESE7eoPQ6TQTgCp27YwyjpHPN7AgCwgChS6Vl1CJVN+BiYaP32WAICAhAdHY2EhATk5Y3/psFNb28vCgsLcf78eRw4cGBGOy4o8x8qFHzIbAoFq92JnF98CQdHUL7xFNQyFo6o1XBErQajDBm3iuBGfOq3kP7zBTgTb8Dw3e8i/6V/YdjO4a+PrMWSsJm9A5R+8iOIz70H3dpHUJn6NaHqUKuvhcXp+SSXrknHL6/7JcIV01+6MxFWpxW3fnQrLE4L9m/aj1RN6tQ3GkXPUzth/vvfEXjf9xD84x9f9Xn8CUII+trNaKvth65xCLpmPtdhLEERciEQKiJJBU2UEuwEQtLpcKCvpUkIhOpqqMNQj87rOqlCIazddkdRy1XTj5ZebBCr02PKwtFuAjF6VyUZmQii2DHiYYItmIQQ6PV6YUTT3bLgXNW8uLg43HvvvRPe9tixY9i6dStycnLw5ptvIjQ0dPbuMGVeQIWCD5lNofDFpR48fLAK4QESnJY9BMbcN/J9glPAxeSAi8mFMyYXJHwZ4Bp3xLAeijduBGPuhfXWPXCuug/fef0MajqG8KvNK3Db8pmN64nL34S09KdwLvkarHcdFD7v4ByoH6iHdlALi8OCKGUU1kSuEcYuZ4PHjz6OY53H8MPMH+K+ZffN6LbmL75Az0+ehCgsFDEffQRWMfXa4oUKxxEYusyCaNA1GTHU6/1O1l11CE9Uu6KoVZCrJp62MQ8Y0K2tF/ZY6Brr4bB6r7wOioweaVkkpyI0PhEsLWGPCyGEH8f0aFmYAIf30zqrkQqiQeRuWYjHr+bY7XahZaFUKrFiVJXNPYLsdDrx8ssv4+WXX8YLL7yAxx57DCytDi1IqFDwIbMpFB45WInPL/XigTVRKIo4BVFnBUQdZ8H2N3hdSyQKcJHZIOposO2nwQ62g9MsgeXBLwGRFD//+CL+VNGJh69PxKNfmzzAZyxsZwXk79wBogjG8A/PA9ew33+4/jD+p+J/kBKYggO3HphZ+8FmQ/u3/gPOzk4EbdsGzcMPzeFJ/Q+L0S4svuppHkJPixEOq3f/XB0m51sVifza7cm8DpzTCX1768jmzPo6GLq8Y7jFUhnClyS7WhZpiFqatihSIa8U4vRsWTjaTeDGEXozbVm4ycvLg1wuh06ng91ux+9+9zt861vfWjTensUIFQo+5GqFQofBAifH4cgFHXb/vR4MgA+25yEtUjXyoB3Wg+2sgKijHGzHWbCdFWCsnmYmThUF6+YDIBF8RO+hsnb896d1WJukwZv3r57ZoRxWKF7NAGMfxvCWv4NEZl7x/ZspQ7YhfON/v4Fh5zD+73X/FxujN87o9qa//Q29P30aAKB59IdQ33PPoq4sTIa76iDEUDcPYUA3TtVh9A6LJH4JlkI9cVaGxWiErtFVdajnBYRt2HsvhTo0HJEpqYhISUVUShrCEpIWXfjTTOAsTjjHtixM47QslGJofpwJRjR+ZYAQgrfffhtFRUWIiIhAYGAgampqoNFo8Oyzz+KHP/zhXN8Vig+gQsGH8Glp3iai6bJhzz/RZxoRGlvXx+Mnm6aIQiYcGH092M5KMMN6EFUUnCmbAOlI8pq214R/33saUhGLkzuug1wys7Kv9M8PQHz5b7BveAL2634yo9teLa9UvoJDlw8hUhGJ1295HRGK6bdOCCHof/llDB3il1+xajUUN90EeV4u5Ll5EMdEz9WxFwRWkwM9LUNeOyzGogqRuaoOvFEyJEYJdqIXJo6DoatD8Dl0N1yGvr0VGPO0xYrFCE9c4mpXpCFyaRpUIaH0Xe4EEEL4vRWuloWz3QRHlxmiUDmCCpePexu73Y4XX3wRe/fuxcsvv4zt27eDZVlYLBZUVFQgMDDQo0VBWThQoeBDrlQouMcdC359AnqzHRFqKb6TG4st6+KnNaUwna//tVeOQzdkwxvfy8b65JCpbzQK0bn3IfvkMXChqbBs/RKYo6Uz42F2mHH/kfvRamxFsCwY/yft/2BT/CbEBMRM6/aEEBg/+ggDr78BZ4dnGVwUFQVZdjZk2VmQZWVDmroUDH0XOyGEIzDohoX9FT3NRhi6h4ExzzgiMYOweL5dEZ7E+x2UQRNXHWzDw9A1NqBbW4fuel48WIzey7SUmuCRCYulaQhPTIZENv0dKIsN4iQgJvu42zBbW1uxdetW6PV6vPvuu0JiJGVxQIWCD5mpUJgqNGk2+elHF/BhVRe+kxuDZ78+sz0MsAxA8ft8MLYhWL/1BzhT/23WzzcZHaYOPHnsSdQP1Aufiw2IxaqwVcgOy0Z2WDYS1YmT/twIx8FSVgbLqVOwnC2HrbYWcHq+O2bkMkhXrOQDobL5JEmRRjNXd2tBYBt2oKfFvfyKb1nYhr2rDgHBUsHnEJ6oQmhcAEQTGO8IIRjs6ea9DvV16NZeRl9rM7ixvy+WRWh8IiJd7YrIlDQERsx8vflighCCTz75BA899BC+8Y1v4NVXX4VaTadSFhtUKPiQ6QoF96/I6XQK/z1XAsHNycZ+bH2nEgFSEb788QYEyGY2nSD51y5ITv4GnCoa1vs+AVHPfI301eDgHPik+RP8rflvqOipAAdP451GqkFmWKYQBpURkgG5aOLoa85shvXcOT4MqqoatupqcEPe72LFSYmQZbqEQ3Y2JEuW0JyASSAcwWCvBbqmkZaFocs8trPAr+uOD3BNV/DiQRU8cXXAbrWit7nR1a7gqw5mQ7/XdXKVWpiuiFyahoglKZAqaCgUwK/EfuaZZ/DWW2/hN7/5DbZs2TIvRFV5eTm2bduGs2fPenxeq9Xi8OHDSE5Ohlarxfbt26Ghwn1WoELBh0xHKLjbDO5qwkShSXNxtq/vPYWmvmH8YEMCHi9ImdkXsBohf+ffwOrrQQLCYc9/GI6VdwHKsLk58CQY7UbU9NWgqrcKlT2VOK8/Dxvn+XMXM2KkB6fzwsElICbLdyAcB0dTMyzVVbBWVcNaVQVHU5PXdYxKNarikA3ZyhVgA658E99iwG5xoqeVrzr0NPMjmtZxjHfKIKmQ6RCeqEZoXADEEyQUEkJg0vehW3sZXa52RU+zFtzYZFSGQUhM3KhchzQER8csOrGn1Wrx/e9/HzabDe+99x4yMiaObL6WuIVAbm4uxr505ebmCuJBq9WiqKgIJSUlvjjmgoMKBR9jHWeOHLi2bYaJ+OJSL374Xg0YADtvT8W9+bFgZ/D9GUMzZH+6H2xfnfA5Lnw5nAkbwCVsgDMmHwi49sLB5rThkuGSIB6qe6uht+q9rotWRgtLr7JCs5ASlDJp7oPTYIC1poZfflVVBdu5cyCWMZMALAvJ0qUjwiE7C+LY2HnxTm2+QgjBUK9V8DnomobQ32kGGTOdyYoYhMQoeZ+Da0RTFTzxuJ/Tbkdva7OrXcGLh6HeHq/rpAoFIpJHAqEik1MhV6nm4q76HEIIPvjgAzz66KO455578Ktf/QqKeTj5wzCMh1DQarW46667PKoMwcHB6O/3riJRZg4VCj5mrFAYLRCuVZthMl74tA4Hy9oBAHEaOe5YGYl1S4KRHRcIxXSmIRwWiGr/DEnFm2C7a7z+NxecDC42H87YPHCx+SChqdfU/AjwP/NOcyeqe6tR3VeN6t5qNAw0eLUrFCIFVoSuEIRDZmgm1NKJ+7XE4YDt8mW+4lBdBWt1jZdBEgDYkBAP4SDLyABDTXeTYrc60ddqGiUejLAYvUeNFWqJq+rAtyvC4gMglk78d2seMAitCj4UqgEO2zihUFHRiExORdRSvuoQEhvv96FQw8PDeOqpp1BSUoJ9+/bh7rvvnrcCdqxQKC4uRklJCY4cOSJ8LiUlBSUlJcjJyRnvS1BmABUKPma0UPBVm2EyCCF4+1QbfvvPRhitI+YwMcsgKzYQOQlByI0PQnZ8EDSKKSYATL0QtR4H23IMorZTYHsveX8/uQZcTB6ccfngYvLARa8CJNe+Z2y0G1Grr0V1XzVqevmtmeMtvkoOTOaFQ1gWskKzEK+Kn/R35ujpcfkc+JaF7eJFYGyWhlgMaUbGSMsiO3vcdduUEQghMOqtrkwHvmXR124G4Tyf3hgWCIkJcBkl+SkL9SQhQ+5QKL5dwRslB7o6va4TS2WIWJIyUnVISfWrUKhLly5hy5YtkMlkOHToEJYunWLM2seMFQp79uzBkSNHvITCvn37UFBQ4IsjLiioUPAxNptNqB642wzzQSCMZdjuxOcXe/HPy70oazZAN+TtrUgJVyInPgir44OQE69BfLB88vthMYBtPwtRRxnYtjKwneVgHJ6lesKKwUVmgovNd1Ue1gCqmcVKzwbuxVfVvdXC/oo2Y5vXdTM1SRKrFdaLFwXhYK2uBtfX53WdKDp6pOqQlQVpWioYMd0SPxkOG4e+Ntd0hWtEc3jQu+ogV4lHdlgkqhCWoJp05bbFODSSJtlwGTrtZdiGh72uU4eFe3gdwhKSIJpnvzNCCA4ePIjHH38cDz74IHbv3g2ZH1SzpisUdu/ejc2bN/viiAsKKhR8CMdxsFqtPvUhXAmEELT2W1DWbEB5qwEVrQNo6vN+ogwNkLqEQyBWxwchI1oN6QTBOgAApx2s7jwfK93uEg+mbq/LOE0iLxxi8uCMWwMSln7N2xUAoLfoUdNXI3gdLvZf9DJJihgRlgUv86g6TGqSJASO9nZBNFirq2G/fNlr3TYjl0O6csVIuyIzk45mTgEhBCaDTfA59DQb0ddmAuccU3VggOBoJcKTRvZYBIZPLHoJx6G/s8PVsnCFQnW0eYVCicQShCUucbUreK+DKvTae3TcGI1GPPHEE/jkk0/whz/8AXfeeee8f+5xM17rYd++fV4ehZKSElpRmAWoUPAhf/zjH/HCCy9g/fr1WL9+PTZs2ACr1Yo33ngDv/zlL/1ql7veZENF2wAqWgZQ3jqA851DsI95ApaLWWTG8qJhdXwQVsUFImiydgUhYAbbwLbxwkHUXgam5wKYMYk9RBbIL7yKzQcXuwZc9GpAeu3bFaNNkm6/Q5/FuzoQrYz2EA5TmSQ5kwnWc+d5n0NVNWw1NROMZiZ5tCskSUmLzq0/Uxx2Dvp2k4d4MBm8q2UypZgPhHL5HcISAiCVT/w7sw2bodPWe1QexguFCggOGRnPTElDeFIyxNKJw6Zmi3PnzuH+++9HWFgYDhw4gMTExDn/nrPJdM2MjY2NdERyFqBCwYcMDAzgyy+/xNGjR/Gvf/0LZ86cAcdxSElJwf33348bb7wR2dnZkF6DJ47Zxupw4lzHECpaB1DRyouHgWHvEbel4QHISQgSWhZxminaFdZBsB1nIWo/w1cdOs6CsXvuAiCMCFzECnBxLuEQmw+ivvbxy2NNkjV9Nag31E9pklwZuhKB0sCJvy7Hwd7UNKpdUQVHU7PXdaxaDWlWFmRZmXQ0cwbwVYchVyCUEX2tRjjHbmNkAE2kgg+ESuLFQ1C4HMwEyaiEEAx0d7lEA1916GttBhlTKWJFIoTGJ41sz0xJRWD47IVCcRyHN998Ezt37sSjjz6K559/HhI/TBdlGAb9/f0eImDseGRhYaFHK4Jy5VChMA/48MMPUVhYiOXLl+OBBx5AW1sbjh49ihMnTsButyM/Px/r1q3Dhg0bsGbNGqhUKr8pEbrhCEFjr1kQDRWtA2jWe7crwlR8u8ItHJZFqSCZrF3BOcDoaiFqL+OFQ3sZ2CHvyQIuMG6UzyEfJDwDYK99xcZkN6FWX4uqvqpZNUkKo5ku4WA7d3780czUVI8kSTqaOTVOBwd9hxk97lCoZiOMeu9JCKlC5Fq77a46qCBTTlx1sFst6GnSChMW3Q11MA8YvK6TqwNHrd12h0JNf2SxoqICFRUVyMjIwN69e3H06FG8/fbbuPXWW/3ud19aWoojR45gz5492L59OzZt2iR4ELRaLfbt24f8/HyUlZVh586dtJowS1ChMA8oLS1Ff38/Nm/e7PHAdTqdOHfuHL766iscO3YMx48fR3t7OzIzMz3aFVFRUX73gAeAXqMNlW0DKG/hhcP5ziE4xrjUFRIWmTF8uyInIQir4oKgnqTkCwDMYLsgGkRtp8H01IIZM3RPpCpwMTlwuioOXHQOILv2s/Ec4XiTpGssc1KTpEs4TMskabfDdrne5XPgKw/OTm+3Phsa6tGukC1bRkczp4F50OaaruBbFr2tJjjt3mu3gyIVrjRJ3u+giVKAnaTqYOzrdbUr3KFQjV6hUAzDICQuQdhjkZy3dtI0ySNHjuD5559HRUUFWJbFunXrcMMNN2DdunW4/fbb/bJiSbm2UKHgRxBC0NzcjKNHj+Lo0aM4duwYzp8/j6SkJEE0rF+/HmlpaWD9sDdtsfPtCnfFoaJ1AIOWMU+SAFIjAgSfQ25CEGKCpmpXGMF2lgs+B7bjLBib0eMSwrAg4ctdPod8cHH5IIFxc3Avp2a0SbK6rxoX9BcmN0mGZiErbHKTJAA4dDohgtpaVcWPZo5NJpRIIF22bEQ4ZGXR0cxpwDk56DuHR6oOTUMY6vOuOkhkIoQlBAi5DuGJKsgDJi79O+129LQ08tMVrsrDUJ9nKNSWV4onHMXkOA579+7Fc889hyeffBLf/OY3UVZWhpMnT+Ls2bM4deqUX0w5UHwLFQp+DCEE/f39OHbsGI4ePYrjx4+jrKwMKpVKqDisX78eq1atglQq9buqA0cItO52hcsk2drv3a6IUEtdI5kj7QrxZEKJc4LpvciLBpdRkh30fhfPqWNc7Yo8vl0RsQKYxHQ4V1yJSTIzNBNLg5ZOapIkViusFy6MBEJVVYPTeydUimJiIMvOgjwrG9KsTEhT6WjmdLAY7cLiK12TEb0tRjhs3lWHwHC5RyhUcJQSrGjix6qpXy+YJId6e3DrIz8e97q+vj488sgjqKiowP79+3HjjTf63XMAZX5AhcICghACi8WCM2fOCFWHEydOwGKxIC8vT6g6rFmzBoGBgX75pNFjtKKydVCoOtSO264QIStWLQiH7Om0K4Y6wbafGRnN7D4HhnhuHyQSJbjoHN7nEJcPLiYXkE1sOpwr3CZJ91jmrJkkCYGjrY2PoHYJB3t9vfdopkIB6YoVkGVnQ56dBWlmJkRBQXNyXxcSHEdg6DQL4qGn2YgBncXrOrGURVi8SoihDk9UQ6GevuGQEIKTJ0/igQcewMqVK/HWW28hnFaFKFcBFQoLHKfTidraWg+fQ0tLC1auXOnhc4iJifFL4TBsd+Jc+4hwqGwbHLddkRYZgJx4jdCyiAmaOI0PAGAzg+2sANt+eqRdYR30uISAAQlfNtKuiF0DEhTPD+JfY9wmSbfXYSKT5JLAJUKrYjomSc5ohPX8eX7CoroG1upqEKPR6zpxUhLfqnBVHsRJiXQ0cxpYTHbB6+D+Z7d6r91Wh8oQnqjGuv9ImtQg6XQ68atf/QovvfQSnnvuOTzxxBPzsg2p1WpRWlqKkJAQaLVabN68GcnJyb4+FmUCqFBYZBBC0NraKlQcjh8/jpqaGiQkJHi0K5YtWyY8wej1egQEBPhFL5MjBA09Jg+fQ2u/97u2SLVMMEjmxAchLTJg8nYF4cD01kHkrji0l4E1eI8kcgGR/FhmTB64uDXgIlYComs/fjbaJFnTy3sdWo2tXtcFSYM8NmZOaZLkONgbG0dGM2uqxx/NDAyENDNTmK6QrVwJVknXN08FxxEMdA975DoYuvl2m1jG4rsv5k9ohuzu7sa2bdvQ0NCAAwcOYMOGDdfy6DNiz5492LFjh/BxYWEh9u3b58MTUSaDCoVFDiEEBoMBx48f9/A5KBQKrF27FkqlEp9//jl2796N7373u35ZdegZsnoIhwtdRq92hVIqQpYrDCo3PgjZcYEIkE3RhzfqXMLBlenQXQOG84wIJmI5uOjVQvw0F5sLyDWzfA+nx5WYJDPDMhGhmDwy29nfP2o0sxq28+dALGOMfCwLaVoqZC6fgyw7G2I/rWJda6zDDvS2GGEesCF1jffvghCCf/3rX9i6dSvWr1+PN954A8HBwT446fQZnXkAUKEw36FCgeIBIQRWqxV//vOf8bOf/QwdHR0Qi8VeeQ5r165FUFCQXz7Rm21OnOsYFAySVW2DGLJ6titYBkiLVI3aXRGE6KCJ32kDAOzDYLsqXWOZZWA7zoCxGLwu40LTXD4HVxiUJskn7Qo7Z8el/lHrticwSUYpo4R2xbRMknY7vzVz1ISFs6vL6zpRWOhIBHVWNqQZy8DQUb0Z4XA48NJLL+HXv/41du/ejUceeWRethrGsmnTJuj1epSUlECr1cJgMNCdDPMYKhQoXnR3d2Pp0qV48MEH8fzzz0OlUuHChQsePoempiasWLEC69atE3wOcXFxfikcOEJQrxtpV5S3DqDd4N2uiAqUCcJhdXwQ0iNVEE1QBgbAtyv09WDbykYCofq13pcpw1xrtl2ZDpGZgPjat3lGmyTdPofLhsteJkm5SI4VISsEn8NUJkkAcHR3jwiH6uoJRzNlGRkjwiErk45mTkJHRwe2bt2Krq4uHDp0CLm5ub4+0rQxGAy45ZZbUF5eju3bt9NqwjyHCgXKuLS3tyM2Nnbc/0cIQXt7u0eeQ3V1NeLi4oSKw4YNG7Bs2TK/2lcxGt3YdkWnEU7i3a5YFTeyuyI7dhrtClMvvy3T3a7oqgLj9Cz/E5EMXHS2IBycMbmAMnS27+K0GG2SdLctjHZvM6PbJOkez0xQJUxukrRYYLtwwWWS5AUE19/vdZ04Npb3OLhCoSRLly760UxCCD777DMUFhbi1ltvxe9+9zsEBl776Zurobi4GCEhIdDr9SgsLKRiYZ5DhQLlqiGEYHBwECdOnBCqDmVlZZBKpULFYf369cjNzYVMNsW0wTzFZHOgpn1kd0Vl2wCMY9zpLAOkR6o8dldEBU7RrnBYwHZVjyRJtpeBGfbOMuBCUsDFrhEmLEhIik/aFRzh0DTYJERQT9skGZwBuXgSk6R7NHNUpoO9vt5rAyOjUEC2cqVgklxso5k2mw3PPfccXn/9dbzyyivYunWr3z2e3FHLu3fvFj52exbo5MP8hAoFypxgtVpRXl4uVByOHTuGoaEh5OTkCK2KdevWQaPR+N0THQA4OYLLOpPH7oqOAe92RXSQzLW7gh/NTI0ImKJdQcD0a0d8Du2nwerrvS9TBMMZk+9afJUPLiobmOSFeC7pt/bz1YbeGlT1Vc2aSdJjNNM1YUGM3iOfkiVLhHaFLDsL4sSFOZrZ1NSEBx54AEajEe+99x5Wrlzp6yNdEYcPHwYAD0/Cnj17UFBQgJycHF8dizIJVChQrgkcx+HSpUseY5kNDQ1Yvny5h88hIWHykvV8pnuQb1eUtxpQ0TqAi11GjBmugEomQnase3eFBlmxgVBKp2jPDOvBtp8dGc3sqgLj8BQlRCQFF5k1KklyDRAQNsv3cHqMNkm6cx16Lb1e10Upo5AZmonssOzpmSQ5DnatdqTqUF0DR/P4o5nCxszsLEhXrPDr0UxCCD7++GM8/PDD2Lx5M1555RUE+PEW0LEVBQAoKiry+Jgyv6BCgeITCCHo7Oz0EA6VlZWIjo72CIJavny53/ocTDYHqtsGhapDVdsgTDbPdoWIYbAsSiX4HHLigxAZOIWR0WkD210D1lVxELWXgTF7vxBzmiXg4vJH2hWhqQBz7d9pX4lJMjM0E5mhmVOaJJ39/R5Jkrbz50GsY0YzRSJIU1Nduyv40UxRdLRfCFKLxYKnn34aBw8exN69e3Hvvff6xbmnorS0FOXl5UhOToZer0dBQQFtO8xjqFCgzAsIIRgaGsLJkycFn8Pp06chFouxdu1aQTzk5eVBLpejoqICcrkcy5cv9/XRp42TI6jTGQWfw9mWAXQNei8OitXIPXZXLA2fRrvC0CzET4vay8D2XvK+TK4BF5M7kiQZvQqQ+Oadttlh5tdtuyKoZ8skKYxmutsV1VVwdnV7XScKCxOSJGWZWfNqNPPPf/4zjEYjoqKi8Oyzz4JlWRw6dAjp6em+PhplkUKFAmXeYrPZUFFR4eFz6O/vR2hoKHp7e7Ft2zbs3LkTISEhfvsuq3PA4uFzuNQ9frtiVdyIcMicTrvCYgDbcda1+KoMbGe5d7uCFYOLzHS1K/jKA1SRs3wPp4fbJFndVy20K2bDJAmMHc10b80cE5MskUC2fPnIyu2sLIjCfNO6KS4uxm9/+1vU19dDJpPh5ptvxsaNG7Fx40bcdNNNPjkTZXFDhQLFb/jss8/wgx/8AHK5HCtXrsT58+dRX1+PZcuWefgcEhMT/SJ0ZjxMVgeq2kZ2V1S1D8I8pl0hZvl2xegwqHD1VO0KO1jdeVfVwTWaafQOQeKCEkaEQ9wakLB0n7QrAE+TpDtJ0sp5VmBEjAjpmnRkhmUiOzR7eiZJiwW22gsun8M0RjNdK7clKSlzPpppMpmwY8cOfPTRR9i7dy+SkpJw8uRJnDhxAgaDAZ999tmcfn8KZTyoUKD4BU6nE9dffz3uu+8+FBYWgmVZEELQ1dXlsWa7oqICERERHnkOK1asgNhPZ+8dHIe6bs/dFeO1K+Lc7QrXaGZKeADYyaoshIAZbBPWbIvay8D0XAADz6cDIgsEF5PjalesARedA0h9066YqUnSXXlIDUqd3CRJCBytbYLPwVpVBXtDg/doplLpPZo5i/kFtbW12LJlCwIDA3Hw4EEsWbJk1r42hXI1UKFA8RsIIZP3pwmByWTy8DmcOnUKLMtizZo1QsUhLy8PCoXCb9sVHe52hSuCuq7biLEP4kC5GNlxI7srVsYGQiGZol1hHRppV7g3ZtrNHpcQRgQuYoVr8RU/nknUMbN7B6cJIQRd5i4hDKq6t3paJsmVoSsRJJ08e4EbGnKNZvLCwXquZvzRzORk79HMGf5dcRyH/fv34yc/+QkefvhhvPjii5DOE78EhQJQoUBZ4NhsNlRVVXn4HPr6+rBq1SqPPIewsDC/FQ7Gse2KtkEM273bFRnudkUC37IIV03RruAcYHS1EHWcESYs2KEO78sCY0dSJGPzQcIzANY3kypuk2R1L+91ONd3DkP2Ia/rktRJwljmtEySTic/mjlqwsLR0uJ1HRsUBFkmP1mhvHUTJPHxk553cHAQP/rRj/D555/jj3/8I+644455/XdYWloKrVaLkJAQAKD7GRYJVCjMIVqtFocPH0ZycjK0Wi22b98OjUbj62MtajiOQ0NDg1BxOHbsGOrq6pCWlubhc1iyZInf+hwcHIdLXaN3VxigG7J5XRcfrPDYXZESrpy8XQGAGWz3TJHUnQdDPN/BE0kAuJhcl88hH1x0LiBTzep9nC5jTZI1vTVoMXq/wAdJg4SRzOyw7GmZJPnRTFfFobrGazQz4je/huK66ya8fWVlJbZs2YKYmBjs378f8VOICl9TWlqKkpIS7Nu3D1qtFps2bUJDQ4Ovj0W5BlChMIeMXqWq1WpRVFSEkpISH5+KMhpCCHQ6nYfPoby8HKGhoYJw2LhxIzIzM/3W50AIQceAxcPnUNdtGrddMTrPYWWMGvKp2hU2E9jOctfiq9N8u8LmOeZIGBYkfLnL55DHZzoExvkkghrgTZLn+s4JVYepTJLu8cxI5eQTIcRuh62uThjNDPnpznHjpTmOw2uvvYaf/exneOKJJ/DMM8/4xd9WSkoKzp49K7zZ0Wq1NPtgkUCFwhyh1Wpx1113eexcDw4ORv847mrK/MHtczh9+rQQBnXq1CkQQpCfny9UHPLz86FUKud1mXgyhiwOVLaNCIfq9kEM2z0rA2KWwfJoNR9B7WpXhAZM0TvnnGB6L7l8Dq4kyQHvMUdOFc1PV7gCoUjECmASw+FcYufsqDPUCcJhtkyS49Hf349HHnkEp0+fxv79+3HzzTf7xd+QVqtFSkoKCCFCUBKtji4eqFCYI4qLi1FSUoIjR44In0tJSUFJSQnNM/czHA6Hl89Bp9MhOzvbw+cQHh6O/fv3Y8OGDVi6dKmvjz0j7E4Ol7qNgkGyonUAPUbvdkVCiMK1u4IXDslhU4slZqgLbMcZYcKC1Z0Dw3mumCYSBbjoHMHnwMXmATLfbES8EpPkfen3IUAyeazy6dOnsWXLFqSnp+Odd95BZKRvMiuuhMOHDwsxywUFBdi1axfy8/OpR2GRQIXCHLFnzx4cOXLESyjs27cPBQUFPjwZ5WrhOA6NjY0ePocLFy5AqVSCEIJHHnkE9913H1JSUvzW50AIQbvBMsrnMIB6nXe7Ikghxuq4IGE0c2WMGjLxFO0KuxlsZ6UrfvoM2PYzYKwDnt8fDEj4slHtijUgQQk+a1dMZpKUi+T4/JufT1hd4DgOr776Kv77v/8bP//5z7Fjxw6/iyUvLi5GYWEh+vv7hUoCrZAuHuZ/Y2yBYTAYfH0EylXCsixSUlKQkpKCLVu24I033sDjjz+O/Px8ZGRk4Pjx43j11Veh0Wg88hyysrIgkUh8ffxpwTAM4oIViAtW4M6sKADAoMWOytZBj3bFwLADX17uw5eX+wAAEhGDFdFqD69DyNh2hUQJLmEDuIQNcAAA4cD0XQbbdnpkNNPQBKbnAtieC0Dl2wAAEhAxEj8dtwZcxApAdG3GCJViJfIi8pAXkQfAZZIcakJNbw0GbAMTioSenh4UFhaitrYWn332Ga6//vprct7Zxt1qGN1uMBgMKC8vpxXSRQAVCnOERqOBXq/3+Jxer6d9vQWG1WrFu+++i3fffRd33HEHAP7d+PDwsOBz+Mc//oFdu3bB4XB4+RxUKpVf9KgBIFAuwQ2pobghNRQA36640DWyu6K8dQC9Rhsq2wZR2TaIN0/w3oSkUIXH7ooloWPaFQwLEpYOZ1g6nKvu4z9n6hkRDe1lYLuqwZh0ENf9Faj7KwCAiOXgola5fA5rwMXkAorga/KzYBkWyYHJSA4c38xHCMHRo0exdetW5ObmoqKiAqGhodfkbHNBcnIyfZOziKGthzliIjNjY2MjFQuLEKfTierqag+fQ2dnJ7KysrBhwwZh6VVkZKTfCIexEELQ2u+5u6K+xzukSKOQuIQDHwi1MiYQUvEULRr7MNiuKpdwOANRRxmYYe+yNxeaJqzZ5mLzQYKXXPN2hcPhwMsvv4xf/vKXeOGFF/DYY4/5bQtqNJs2bcK+ffuEcW86Hrl4oEJhDhk7HllYWOjhWbjWlJeXo7S0FABQVlaG1157jYoWH0EIQVNTk4fPoba2FsnJyYJoWL9+PVJTU/36RWZg2I7KtkGUtxhQ0TqAmo4hWB2epkCJiMHKaDVyEjSulkUggpVTtBQIAaOvH9mW2VYGtt/7RYsow+B0eRy42HxwkZmAeIqgqaugq6sLDz74IFpbW3Hw4EGsWbNmzr7XtcZgMGDXrl3CmGRRUREdj1wkUKEwh2i1Wuzbtw/5+fkoKyvDzp07ffrCvGfPHuzYsUP47/fee8+j4kHxHYQQ6PV6jzyHM2fOQK1We/gcsrOz/Tre1+bkcKFzyKPq0Geye123JFTpsbsiMWQakdvmPpc50jWa2VUNxumZj0BEMnBRWaOSJPMA5ZW3BKxWK2QyGQgh+OKLL/Dggw/ipptuQnFxMRXhlAUDFQqLhNLSUtx1112CS9k9F93Q0EDfFcxD3D6HsrIyQTycPHkSVqsV+fn5gnhYs2YN1Gq1X7crWvqHBZ/D2ZYBaHvNXteFKCVYNcoguSJaPXW7wmEF213t2pbJGyUZc5/XZVxIyqixzHyQkKXTblc88sgjKC0thUqlQmNjIx5//HE899xzfi3mKJSxUKGwiDh8+LAw91xeXo7c3FyPcSfK/MbpdOL8+fNCu+L48eNobW1FZmamYJBcv349oqOj/VY4AIDBbEdl20jFoaZ9CDanZ7tCKmKxMkbtEUGtUU4xUUIImP5GV7vCtW67r877MkUwnDH5cGz4MbjoVZN+yYsXL+K+++6DTqdDeno6zp07B7vdjnXr1uHTTz+lgoGyIKBCYZFSVFSE8vJyn3omKFcHIQQtLS346quvhHbFuXPnkJSU5OFzSE9Ph9VqxaFDh/DAAw/4nYiwOTjUdg55RFDrzd7tiuQwpYdwmFa7YrjftTHzNO9z6KoE47AAACzf+yu4mPFH/wgh+Otf/4qHHnoId955J1599VWo1WpwHIfa2lpUV1fj3nvvver7TqHMB6hQWIQYDAbccsst+Pzzz2k1YQFBCIHBYPDwOZSVlUEmk8HpdEKj0WDv3r247rrrIJVK/U4wuCGEoFk/7CEcxmtXhAZIPPIcMqLVkIqmaFc4bWB158G2nYYj54FxcxqsViueeeYZvPXWW3j11Vdx//33++3PkkKZDlQoLEIKCwuxe/duKhIWOHa7HS+++CJeeuklXH/99ZBIJDh58iQsFgvy8vIEn8PatWsRGBjo1y92/WYbKltHVm3XdAzC7vR8apOJR9oVOfFBWBUfhCDFzAKwGhoa8P3vfx8OhwPvvvsuMjIyZvNuzBn0MU+5GqhQWGTs2bMHmzdv9ghQoU8eC5NTp05h69ateOutt5CXxycKOp1OXLhwwWMss6WlBStWrBBaFRs2bEBsbKxfCwebg8P5Me2K/nHaFSnhSqxNCsbTt6dOen8JIfjggw/w6KOP4p577sGvfvUrKBSKubwLswb1I1GuFioUFhGHDx+GRqNBQUEBDAYDiouLhXFJysLE6XROuleAEILW1lZhU+bx48dRU1ODhIQEYc32hg0bkJ6e7nf7CUZDCEFTn2e7orGPb1dkxwbi0IO5E952eHgYRUVF+NOf/oTf//73uPvuu/1KRLkXOo1eEU2hzAQqFBYJ7nHI0Wg0mnm31IWWSH0LIQQDAwM4fvy4kCJZVlYGuVzuIRxWr14NmUzmVy+YY9GbbKhoG4CIYXBTWti411y8eBHf//73IZPJcOjQIb/bCuqedHKHJNHHFeVKoEKBMm+gJdL5ByEEVqsVZ8+eFYTD8ePHYTKZkJubK7Qr1q5dC41G49fCYTSEEBw4cABPPPEEfvCDH+Cll16CTDZ3iY5zgcFgwJkzZ1BQUDCvhILBYJgX56BMH7oUijJv0Gq1NPxpnsEwDORyOTZu3IiNGzcC4NcmX7x4UfA57NixA1qtFitWrPBIkYyLi/NL4WA0GvH444/j008/xf79+3HnnXf65f14//33sX37dl8fwwOtVovS0tJ5dy7K5NCKAmVeQEuk/gshBO3t7R4+h6qqKsTFxXm0KzIyMua9z6GmpgZbtmxBWFgYDhw4gMTERF8f6YooLS1FXl6e8DiaL4+rwsJC5ObmUqHgZ9CKAsXn0FKkf8MwDOLi4nDPPffgnnvuASEEg4ODOHnyJL766it89NFHePrppyGRSDyEQ25uruBz0Ol0EIvFCAkJ8cl94DgOb775Jp566ik89thjeO655yCRzGx0cr7x/vvvC/+t1Wqxa9cufOc730FOzvghUnNNaWkpzpw5A71eDwAoKCigFUQ/gVYUKD6nuLhYeIcxX975UGYXq9WK8vJyD5/D4OAgcnJyEBUVhS+++AKPPfYYduzYcc3L/AMDA3j00Ufx1Vdf4e2338att97ql62GyWAYZl7sdSkqKkJKSgqtKPgZ/ru/lrIgKC0txd133+3rY1DmGJlMhvXr1+PJJ5/Ehx9+iK6uLpw+fRoqlQoff/wxZDIZnn/+eaxZswaPPvooDh48iObmZsz1+5izZ89i48aN6O/vR2VlJW677bYFJRIMBgOKiooAALt370Z5ebmPT0TxR2hFgeJTSktLodVqhY8LCwuxY8cOn5ZIKdeGb33rW2hubsahQ4eQlpaGzs5OD59DZWUloqOjPdoVy5cvh1h89R1TjuOwd+9ePPfcc3jqqafw05/+dN77JxYCoysKtOXoP1ChQJlXzJcSKWXuqaurQ2Ji4rhjh4QQGI1Gwedw7NgxnD59GiKRCGvWrBGEQ15eHuRy+ZRVAI7jwDAMGIZBX18fHn74YVRWVmL//v248cYbF1QVYT4zWiiM3mZLmd9QoUCZFxgMBuzatQt79uzB9u3bUVhYSCsKFA9sNhsqKio8fA79/f1YvXq1MJa5bt06hIaGer3wf/LJJ/iv//ovpKWloaqqCsuXL8ef/vQnREVF+ejeLE60Wi12796N3Nxcamb0I6hQoFAmwd0acbvx6Tug+QPHcaivr/fYW3H58mWkp6d75DkkJibCbDbjqaeewjvvvIOUlBR0dnaCEIL169fj2WefxYYNG3x9dyiUeQsVChTKBJSWlqKkpAT79u2DVqvFpk2b0NDQ4OtjUSaAEILu7m4Pn0NFRQXCwsLAcRxkMhnee+89rF+/Hk6nE+fOncPRo0dxyy23YNmyZb4+PoUyb6FCgUKZgLGjmjQ50r8ghMBkMuHEiRPYs2cP3nnnHdpqoFCuACoUKJRxcC/RIoSgvLwcycnJ1KFNmTPKy8tRWloKACgrK8Nrr71G/94o8waao0ChjINbHBw+fBjJycnYtWsXDh8+7OtjURYopaWl2LFjB3bs2IH8/Hzccsstvj4ShSJAKwoUyjgUFxejsLDQY5NlcHDwvFvLTfF/SktLcddddwl/W+5qFh0TpswXaEWBQhkHd6thdPnXYDDQZDvKrFNQUIDXXntN+NhgMACAz/ZeUChjoUKBQhmH5ORk4QmbQplrRo/dvvfeeygoKKAeBcq8gQoFCmUckpOTUVBQIMRLuyceaAgUZS4xGAzCWC6FMl+ga6YplAkoKSnBrl27hDHJI0eO+PpIAHjRUlpaipCQEGi1WmzevJn2shcIRUVF+Pzzz2k1gTKvoGZGCsXP2LNnD3bs2CF8XFhYiH379vnwRJTZYM+ePYLoc7e9qGCgzAdo64FC8TPee+89Xx+BMsscPnwYOTk5gkgoLi6mIoEyb6AVBQrFz9i0aRP0ej1KSkqg1WphMBjoDgo/xj0OORqNRkNHcSnzBioUKBQ/w2Aw4JZbbkF5eTm2b99O2w4UCmVOoWZGCsXPeP/997Fz507o9XoUFhYCABULFAplzqAeBQrFj9BqtWhoaMDmzZuxfft2NDQ04P333xfGOCkUCmW2oUKBQvEjysvLkZ+fL3ycnJyMnTt30nAoCoUyZ1ChQKH4ETk5OSgrK/P4XF9fHw2ColAocwY1M1IofkZpaamw3VKv16OgoMDngUvl5eXYtm0bzp496/F5rVYrbODUarXYvn07HfujUPwMKhQoFMpV4RYCubm5GPt0kpubK4gHrVaLoqIiv48npuKHstigrQeK33L48GHk5uYKM+jFxcVISUnBnj17fHyyxcXmzZvHbX2MNVgmJyejtLT0Wh1rzrjrrruwY8cObN68GZs3b8a2bdt8fSQKZU6hQoHit2zevFnIxXeb+c6ePesRb0zxHe59FKMJCQnx61XdC1X8UCiTQYUCxa/RaDR47bXXkJubi7y8PFoCnkdMNImh1+uv7UFmkYUofiiUqaBCgeL3aDQa5OTk0B0IfoI/j3IuRPFDoUwFFQoUv8ZgMKC0tFTYe3D48GFfH4niQqPReL2A6vX6BVn18WfxQ6FMBRUKFL+luLgYubm5wpN0fn4+tm3bRs2M84SCgoJxP5+Xl3eNTzJ7LCbxQ6G4oeORFAplVmAYBv39/R4vmmPHIwsLC3HkyBEfnfDq0Wq1uOuuuzzyIoKDg9HY2EjFAmXBQpdCUSiUq6K0tFR48S8qKsKmTZuEtdclJSUoKipCfn4+ysrK/D5DYWywlVarpSZayoKHVhQoFAplBmi1Wuzbt08QPzt37qRCgbKgoUKBQqFQKBTKhFAzI4VCoVAolAmhQoFCoVAoFMqEUKFAoVAoFAplQqhQoFAoFAqFMiFUKFAoFAqFQpkQKhQoFAqFQqFMCBUKFAqFQqFQJoQKBQqFQqFQKBNChQKFQqFQKJQJoUKBQqFQKBTKhFChQKFQKBQKZUKoUKBQKBQKhTIhVChQKBQKhUKZECoUKBQKhUKhTAgVChQKhUKhUCaECgUKhUKhUCgTQoUChUKhUCiUCaFCgUKhUCgUyoRQoUChUCgUCmVCqFCgUCgUCoUyIVQoUCgUCoVCmRAqFCgUCoVCoUwIFQoUCoVCoVAmhAoFCoVCoVAoE0KFAoVCoVAolAn5/9U+LsHaD9uKAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "db_train, db_test = db.split([len(db)-3, 3])\n", - "print(\"lenght of training data set :\", len(db_train))\n", - "print(\"lenght of test data set :\", len(db_test))" + "#%% 3D PLOT : db_train snpashots at original position\n", + "fig2 = plt.figure(figsize=(5,5))\n", + "ax = fig2.add_subplot(111, projection='3d')\n", + "\n", + "for i in range(len(db_train)):\n", + " ax.plot(space,(db_train.parameters_matrix[i]*np.ones(space.shape)), db_train.snapshots_matrix[i], label = db_train.parameters_matrix[i])\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "ax.set_zlabel('$f_{g}$(t)')\n", + "ax.set_xlim(0,11)\n", + "ax.set_ylim(0,11)\n", + "ax.set_zlim(0,1)\n", + "ax.legend(loc=\"upper center\", ncol=7, prop = { \"size\": 7})\n", + "ax.grid(False)\n", + "ax.view_init(elev=20, azim=-60, roll=0)\n", + "ax.set_title(\"Training set snapshots at original position\")\n", + "plt.show()" ] }, { @@ -185,132 +237,151 @@ "tags": [] }, "source": [ - "`InterpNet:` must learn the reference configuration in the best possible way w.r.t its grid point distribution such that it will be able to reconstruct its \"shape\" for every shifted centroid disrtribution. \n", + "`InterpNet:` must learn the reference configuration in the best possible way w.r.t its grid point distribution such that it will be able to reconstruct field values for every shifted centroid disrtribution. \n", "\n", - "`ShiftNet:` To quantify the optimal-shift for the pre-processing transformation of the full-order manifold and that maximizes the kolmogrov width decay. \n", + "`ShiftNet:` will learn the shift operator for a given problem, which quantifies the optimal-shift, resulting in shifted space that transports all the snapshots to the reference frame. \n", "\n", "`Training:` The training of ShiftNet and InterpNet are seperated with the latter being trained first. Once the network has learned the best-possible reconstruct of the solution field of the reference configuration, its forward map will be used for the training of Shiftnet as well, in a cascaded fashion. For this reason, we must optimise the loss of interpnet considerably more than ShiftNet's. " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "id": "4420a5d0-2734-4b1e-b25e-f550b8d3bdfa", "metadata": {}, - "outputs": [], - "source": [ - "interp = ANN([10, 10], torch.nn.Softplus(), 1000, frequency_print=200, lr=0.03)\n", - "shift = ANN([], torch.nn.LeakyReLU(), [1e-3, 4000], optimizer=torch.optim.Adam, frequency_print=200, l2_regularization=0, lr=0.0023)\n", - "nnspod = AutomaticShiftSnapshots(shift, interp, Linear(fill_value=0.0), parameter_index=2, reference_index=2, barycenter_loss=20.)\n", - "rom = ROM(db_train, pod, rbf, plugins=[nnspod])" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "077eca95-df46-4535-83e4-36f4022ee51f", - "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[epoch 1]\t5.011598e-02\n", - "[epoch 200]\t1.508386e-02\n", - "[epoch 400]\t1.875880e-03\n", - "[epoch 600]\t2.014568e-04\n", - "[epoch 800]\t7.686181e-05\n", - "[epoch 1000]\t4.150243e-05\n", - "[epoch 1]\t5.322180e-01\n", - "[epoch 200]\t1.771568e-01\n", - "[epoch 400]\t1.531563e-02\n", - "[epoch 600]\t5.819951e-03\n", - "[epoch 800]\t2.543963e-03\n", - "[epoch 1000]\t1.346418e-03\n", - "[epoch 1140]\t9.995232e-04\n" + "[epoch 1]\t9.325559e-02\n", + "[epoch 1000]\t1.529361e-03\n", + "[epoch 2000]\t4.970222e-04\n", + "[epoch 3000]\t4.387998e-04\n", + "[epoch 4000]\t4.628130e-04\n", + "[epoch 5000]\t3.835012e-04\n", + "[epoch 6000]\t3.140604e-04\n", + "[epoch 7000]\t3.919086e-04\n", + "[epoch 8000]\t4.268886e-04\n", + "[epoch 9000]\t9.304365e-05\n", + "[epoch 10000]\t4.048840e-04\n", + "[epoch 11000]\t3.448661e-04\n", + "[epoch 12000]\t1.810824e-04\n", + "[epoch 13000]\t1.608639e-04\n", + "[epoch 14000]\t1.410103e-04\n", + "[epoch 15000]\t1.369342e-04\n", + "[epoch 16000]\t3.215274e-04\n", + "[epoch 17000]\t1.686200e-05\n", + "[epoch 18000]\t1.850619e-04\n", + "[epoch 19000]\t5.792178e-05\n", + "[epoch 20000]\t1.031569e-05\n", + "[epoch 21000]\t5.006416e-04\n", + "[epoch 22000]\t7.024280e-06\n", + "[epoch 23000]\t3.728175e-06\n", + "[epoch 24000]\t2.684203e-06\n", + "[epoch 25000]\t2.088043e-05\n", + "[epoch 26000]\t2.364460e-05\n", + "[epoch 27000]\t5.422693e-05\n", + "[epoch 28000]\t8.736612e-06\n", + "[epoch 29000]\t1.406125e-03\n", + "[epoch 29941]\t9.978612e-07\n", + "[epoch 1]\t1.996005e+01\n", + "[epoch 500]\t3.647174e+00\n", + "[epoch 1000]\t2.648998e+00\n", + "[epoch 1500]\t1.878768e+00\n", + "[epoch 2000]\t1.296257e+00\n", + "[epoch 2500]\t8.012146e-01\n", + "[epoch 3000]\t3.615186e-01\n", + "[epoch 3500]\t8.892784e-03\n", + "[epoch 4000]\t4.733771e-03\n", + "[epoch 4500]\t2.296455e-03\n", + "[epoch 5000]\t9.881203e-04\n", + "[epoch 5500]\t3.655896e-04\n", + "[epoch 6000]\t1.145256e-04\n", + "[epoch 6055]\t9.997654e-05\n" ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "for _ in range(10):\n", - " rom.fit() # Calculate reduced space\n", - " if rom.plugins[0].shift_network.loss_trend[-1] < 1e-3:\n", - " break" + "torch.manual_seed(1)\n", + "\n", + "interp = ANN([10,10], torch.nn.Softplus(), [1e-6, 200000], frequency_print=1000, lr=0.03)\n", + "shift = ANN([], torch.nn.LeakyReLU(), [1e-4, 10000], optimizer=torch.optim.Adam, frequency_print=500, l2_regularization=0, lr=0.0023)\n", + "\n", + "rom = ROM(\n", + " database=db_train, \n", + " reduction=pod, \n", + " approximation=rbf, \n", + " plugins=[\n", + " AutomaticShiftSnapshots(\n", + " shift_network= shift,\n", + " interp_network=interp,\n", + " interpolator=Linear(fill_value=0), \n", + " reference_index=4, \n", + " parameter_index=4,\n", + " barycenter_loss=20.)\n", + " ]\n", + " )\n", + "rom.fit()" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "43d6ebc0-0a7d-40b5-aa49-10bd04c83db2", + "execution_count": 8, + "id": "16cab0f4-ddd1-4069-b881-eef2732eca78", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(12, 256)\n" - ] - }, { "data": { - "image/png": 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+ "image/png": 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sQ5KkkvDihWw2i8uXLzu3w+FwWU/N6WPKsoyFhQXndjqdBgDkcjkA6MlqUsdPAaCqKsLhcMl94XAYmqYhEokE1CoiIiJ/RaNRiKJYMXzouo5kMlnx+YuLiw1/TtqBx+1YhmGUVJ5Od89NTU1hYWGh5PFe0PEhqdL4o0o/yIODAxwcHDi3d3Z2/GgWERXpL97BD//sNj71mU9geHQg6OYQeWJkoA/f/eKvtOU4zZIkyXUcUb2mpqZKBlnncjlIkuS6bTKZxNzcnHNbURSk0+mS4+u63nPFi44PSZVUCk9ra2v4whe+0N7GEJ1j//z/+lP88cEY/oH8r/H3/+F80M0h8oQgCBW7wdrNMAyoqlo2TKXVSlI0GkUqlSrZn929drZqpKoq4vG4c1uSpLKqUa8FJKALQpIoimVVo1wuV7Gkt7q6is9+9rPO7Z2dHVy7ds3PJhKdW6Zp4g3zNfyO8BX88d4c/n7QDSLqMfF4HLIsuwaQVitJkiRhcXERiqIgl8thdXXVeWx6ehqZTKbks/b00JdIJOJMHZDNZkvCVi/p+JAUjUZdk/LMzIzr9kNDQxgaGvK7WUQE4NWX38SN4z/GJ/q+h9f2H8C97V1cHB8NullEPcPvwdCVLqI6O9eRfYV5Pc/tJR0xmeTZrjNN05yr2s72j+q6jpmZmZ4bHEbUjf78z1P4kPAyAOCXzBfwb//1nwbcIiIi7wQWklRVxcrKCgBgZWUFiqI4j62trZXc3tzcdLZJJpOcI4moQ/z4py9hTNgFAPxMSMfXX/9xwC0ioloMw/B1WZJ65j/sFoJpmmbQjfDTzs4OxsfHsb29jbGxsaCbQ9RTvpj4LH5n7587t//7vr+H3/3v/lHHLlZJVM3+/j5u376NyclJDA8PB92cc8Xtte+Ez++O6G4jou70wNHbAIACrFD08cPv4Psv9M66TUR0vjEkEVFTDg4P8djx6wCA/zD8FADgF0Mv4i8yfx5co4iIPMSQRERNyXz963ii8AoA4PXRCLZxAZeEPeTfeSnYhhEReYQhiYia8h+1b2BSeAMA8IlP/TreFCYAAIXCXpDNIqIaFEXxdeC2LMu+7DsIDElE1JR7B28jJJh4SxjH5Mc+jnzoEgCgHwxJRJ0snU5jeXkZwLtXulULTXbwicfjJQvMx+NxaJoGTdOc58disbI5lrpZx08mSUSdady0ZsL/cd9VXAGw3XcBOAGGC/vBNoyoh8iy7OuEkltbW1Ufty/nX1pagmEYmJycRD6fd567sbGBmZmZnp2ah5UkImrK+Im1ePQbfZcBAHdDFwAAo+ZuYG0i6jXV1mbzQjQarTo5cy6Xc5YcEUUR4XDYCU6rq6vI5/NIpVI9O8EzK0lE1JSLptWtdj80UvzfWo5k7OR+YG0i8oxpAkdtCPwDo0CFecVUVYVhGJBlGZIkOYvPtlM0Gi05bi6Xc9aRS6fTzn2A/0uoBIEhiYiacqlgfYAcCEMl/4uFe4G1icgzR7vA7z3i/3E+/xoweMH1IbvKUyl86LpetdK0uLjoujBus+LxOG7evOncPr247tTUFBYWFnquosSQRERNGStYFaMjWOHouPj/hHk3sDYRnSeSJJUEFT8pioK5uTlnUVtFUZBOp0uOr+u6p6GsEzAkEVFTxk2rYmSGBgEAfX1Wd1vY3EGhUEAoxCGP1MUGRq0qTzuOU4NhGFBV1QkoNj8rSYZhOFUhVVUhiiKi0Sg0TYMoipAkqaxq1GsBCWBIIqImHB8fY8K8BwjA4IB16X84/BCwA1zGDt589U08fO3hgFtJ1AJBqNgN1k7xeByyLLsGEC8qSYqiOFemSZLkBLHp6WlkMhnkcjnMz8872xuGAXvJV3tqgGw26wzu7jUMSUTUsDt3XsZlWN1tVx64CgB48kN/BXgJGBP28B+++XX86rW/FVwDiXqE34OhY7FYWYUKgDPXkSiKziX/bs/tdayHE1HDXnh+C5cE6+q2D37k4wCAD3xsFkfoAwC8/PIPAmsbEZFXGJKIqGF37twGABRMAdKTTwEABoaHkYPV9bZ7YATUMiKqxZ5l2w+KojjzKPUCdrcRUcP2DqyJJLeFC5gYHHLuz4XG8GDBQIGzbhN1LD8nqKzUfdetWEkiooadFEOQgYsl9xvF9dsGTIYkIup+DElE1LCQeQgA2A6dDUnW1UDDJhe5JaLux5BERA0bMA8AADuh0jle7PXbLpwwJBFR92NIIqKGDRVD0t0zIWm3uI7bGJcmIaIewJBERA0bLRQXtxVKQ9IBhgEA4wxJRB1LURRfr26TZdmXfQeBIYmIGnaxGJL2QsMl958I1hIlYa7fRtSx0uk0lpeXAbwbauLxOFRVdd2+0jbxeByapkHTNCd0xWIxZyLKXsApAIioYfbitgfCUMn9/X3WmKTL5k7b20TUi2RZ9m3WbXs+o6WlJRiGgcnJybLZtatts7W1hY2NDczMzDhLm/QaVpKIqGF2SDo5E5IuXLoMABBxD4e7h21vF5FXTNPE7tGu7//sddAq8XNOo1wu56y5JooiwuFw2USQ1bZZXV1FPp9HKpUqW+y2V7CSREQNGzfvAwKAM91tDz80CbwKXMA+sq/cxuNPPBFMA4latHe8h5/9Vz/r+3G+/ne+jtGBUdfHVFWFYRiQZRmSJCEajXp67Gg0WrLPXC5XtpButW3S6bRzH+D/OnNBYEgioobs7e1hAtbA7NFhseSx93/wKSADhAQTP/z+8wxJRC2IRqMQRbFi+NB1vWqlaXFxsSz0VBKPx3Hz5s2GtkkkEs7XU1NTWFhY6LmKEkMSETXkB9//Nj4Ea2D21fe9v+SxRx57HMdmCP1CAW+++WoQzSPyxEj/CL7+d77eluM0S5KkkqDSLEVRMDc3V3U5kbPbKIqCdDpdcnxd1+sOZd2CIYmIGvKd72h4SjgBAHzsqV8seax/YACGMAIR93HvvhFA64i8IQhCxW6wdjMMA6qqloUYLypJqqpCFEVEo1FomgZRFCFJEgzDcKpClbY5WzXqtYAEMCQRUYNy77wBADgw+3Hl6qNlj9+DFZKOTg7a3TSinhOPxyHLsmsAabWSpOs65ufnnduGYTgDyaenp5HJZJDL5SpuY08NkM1mncHdvYYhiYgacnC0CwAwhIt4UBDKHr8njAAmYJq8uo2oVX4OhpYkqeySf5s915EoihW3qdY91ys4BQARNUQohp8duHdF7ArDxe2O2tYmIiI/MCQRUUMEHAMAdgX3Aaf3iyGpHwxJRJ3IMAxflyU5O9dSN2N3GxE1JFSsEO2emUjSthsaBk6AflaSiDqSnxNUxmKxnuqGYyWJiBrSb1eSzkwkadsrhqdBjkkioi7HkEREDRkoVoj2KlSS9ov3Dxd4dRsRdTeGJCJqyGDBqhAdhAZdHz8IDQAAhlhJIqIux5BERA0ZLoaffcE9JB0W7x8t7LetTUREfmBIIqKG2CHpsEJIOoZVSRo1GZKIOpGiKL5e3SbLsi/7DgJDEhE1ZKRYIToqhqGzCoJ10ewFhiSijpROp7G8vAzg3VATj8ehqqrr9vPz8zAMo+z+eDwOTdOgaZoTumKxmDMRZS9gSCKihoyY1oDsE8F9BpFCMTwxJBG1zs+qjD2f0dLSEhKJRMnyIzZd16EoCiYnJzExMQFBEJxAtLW1hevXr2NlZcXXmcGDxJBERA2xu9FOKlSSQsUB3RfMvba1ichrpmmisLvr+z97HbRK/JzTKJfLOWuuiaKIcDhcNhGkruvI5/POv2Qy6VShVldXkc/nkUqlyha77RWcTJKIGjJarCRBcA9JgwPWTNwXwZBE3cvc28MPItO+H+cJLQNh1H2JH1VVYRgGZFmGJEmIRqOeHjsajZbsM5fLlS2ke/pxWZaxsLDg3E6n087zAH/XmQsKQxIRNeSCuQ8IQKjPfZ6ksYsTQA64hD3s3d/HyAX3SSeJqLpoNApRFCuGD13Xq1aaFhcXy0JPJfF4HDdv3qz4uK7rMAyjpGKUSCScr6emprCwsNBzFSWGJCKqm2mauFCsEA0Puv/1+8jVKeAnwLBwhG/96Dv4maf8/2ucyGvCyAie0DJtOU6zJEkqCSrNUhQFc3NzVZcTSSaTmJubK3lOOp0uOb6u63WHsm7BkEREddvZyeMirDFJ42NXXLd58qOfAL5mfZ39/osMSdSVBEGo2A3WboZhQFXVshDjRSVJVVWIoohoNApN0yCKIiRJKqsaqaqKeDzu3JYkqaxq1GsBCWBIIqIG/PC7L2JWsOZJeuTR97tu88DDj2DfHMCwcIR38m+0s3lEPScej0OWZdcA0molSdf1kivaDMNwBpJPT08jk8mUBKFwOOx8HYlEnOkDstmsMwC81zAkEVHdXn7pe5gtfv3BJ5+quN1dYQTDOMLe/t22tIuoV/k5GFqSJOTzedfHzs51lMmUdz1W657rFZwCgIjqls+/AwA4MvswceWhitvdhzXO4viYcyURUfdiSCKiuu3t3wMA3McwIAgVt7snWCHJ5CK3RB3HMAxflyU5O9dSN2N3GxHV7ahghZ77wgjEKtvtCsOACYRw1JZ2EVH9/JygMhaL9VQ3HCtJRFQ/0wo991F97qP7gvV4v8mQRETdiyGJiOommMcA3g1BleyFrMcHGJKIqIsxJBFR3fpghaTdGiFpX7DWbxvimCQi6mIMSURUN7v7bC/kviSJbb/4+JC9zhsRdQxFUXwduC3Lsi/7DgJDEhHVbRBWZciuFFVyUHx8mJUkoo6TTqexvLxccp+iKFAUxXX7+fl5GIZRdn88HoemadA0zQldsVisbI6lbsaQRER1GyxYlaT9GpWkQ2EAADBaYCWJqBXtqMoYhoG1tTXXx3Rdh6IomJycxMTEBARBcALR1tYWrl+/jpWVFV8nvQwSpwAgoroNFrvbalWSjgXrrWXE5GSS1J1M08TxYcH34/QPhiBUmXMsmUz6HkA2NjawuLjo+piu68jn887yJLIsO+1ZXV3tqcv93QQakuyEKkkSdF3H0tJS2YJ5p7dVVRXhcBi6riMWi0GSpPY2mOicGymOMbIrRZUUYIckVpKoOx0fFiD/g3/v+3GW/vEnMTDU5/qYqqowDAOyLEOSJESjUc+Pr2kaotFoxa6208eUZRkLCwvO7XQ6DQDI5XIA/F1CJSiBhqT5+XlnPRhd13Hjxg1sbm66bqsoSkkfajwe93VCLCIqN1zsPjtC9ZBkOiGJY5KImhWNRiGKYsXwoet61c/BxcVF14Vxz+6jnmqQruswDKOkkHF6cd2pqSksLCxULHR0q8BCkq7rJbclSYKqqhW3v3XrVtlAMyJqr9FiZei4RiUJxe62UbC7jbpT/2AIS//4k205TrMkSSoJKo1aX1+HJElQFAXpdBrZbBaSJLkGq2Qyibm5Oee2/ZzTx9d1vWYo6zaBhSS76+y0cDgMTdNcX+RwOIzp6Wlsbm5C1/WSH9ZpBwcHODh4t8S/s7PjbcOJzrHR4hijQo1KUl8xRLG7jbqVIAgVu8HazTAMqKpaVvFptZJ0uvCQTqcxOzvrbH+2aqSqKuLxuHNbkqSyqlGvBSQgwJDkdjkh8G7f5lmbm5u4fv06pqamsLS0VPHEWFtbwxe+8AWvmklEp1ywB2LXqCQNDo4CAEbBkETUing8DlmWXQNIq5Ukm6qqUFXVqQRJkoTp6WlkMpmSIHS6sBGJRJw5kbLZLFKpVMvt6EQdd3VbpfC0sbGB1dVV5HI5J826BaXV1VV89rOfdW7v7Ozg2rVrvrSV6Ly5YO4BAtDXV30KgEsXxoB3gBEc4PDgCINDNbrniMhVOwZDR6NRZ3yw7excR2cfB9DzV7YBAc6TJIpiWdUol8u5DvrSdR3ZbBaxWAxLS0vIZrPY2NgoG9cEAENDQxgbGyv5R0TesCtDQ4MXqm53+YH3WtsJx7jzykt+N4uIyBeBhaRKlzLOzMyU3adpGmZnZ53bkiRhdXW1YtWJiLx37/5dXMQeAGB8/HLVbaUnnnS+zv7wRV/bRUSNMQzD12VJNE3zZd9BCCwknZ3jSNd1zMzMOJUkTdOcSlEkEnHmY7C98847PTlIjKhT3f7R9zAsWJNJPvTIY1W3vfbokzgxrQny3nrrjt9NI6IGJJNJ364Wj8ViPTU+KdAxSZubm1hZWcHs7CzS6XTJHElra2uYnZ3F8vIyJEnC3Nycc7ni6XFJRNQeL+s/xkeLX0898dGq2w4OD+EuhnEJe7h3d9v/xhER+SDQkHR6ZP7ZAWBnJ5WMRqO+zDZKRPXJ594AABRMAe956GrN7feEIVzCHg6Odv1uGhGRL7jALRHV5f7uXQDAHgbR11/776tdWFfAHZ1w1m0i6k4MSURUl6Mja9C2HX5q2RWs7YTCkW9tIiLyE0MSEdXluBh29oT6QtKeE6YYkog6iaIovl7dJsuyL/sOAkMSEdXpGACwX2clab8Ypvpw4luLiKhx6XTaubotHo9D0zRomlYxONnBJx6Pl6yx6vbcWCxWNhFlN+u4GbeJqEOZVtipt5K0HxoECkBfMVwRUeNkWfZ11u2trS1sbGxgZmam7IIpAM6cR0tLSzAMA5OTk8jn83U9txewkkREdQnZlSRhsK7t7e36TXa3UfcxTRNH+/u+/zNNs2o7qi1g64XV1VXk83mkUinXFS9yuZwz75Eois5C9PU8txewkkREdbErQnt1hqSD4iK4AyYrSdR9jg8O8E/+K//XJvvtP1QwMDzs+piqqjAMA7IsQ5IkX6bBsSdqtpcJO1u1Ojv9Ti6XcyZyrvXcXsCQRER1sUPSQZ0h6bC43SArSURNiUajEEWxYvjQdb1qpWlxcbHmyhT2XIUAMDU1hYWFhYpVoXg8jps3bzb13G7FkEREdek37ZA0UNf2h8XtBk3Ok0Tdp39oCL/9h0pbjtOs0xMyN0NRFKTT6ZJ96LruGqwURcHc3Jwz8XMjz+1mDElEVJeBQmOVpCPBensZ4jxJ1IUEQajYDdZuhmFAVdWylSlarSRJklRW+bG3NwzDeUxVVYiiiGg0Ck3TIIpi1ef2EoYkIqrLYHG+o8M6K0lHxe2GWUkialo8Hocsy64BpNVKUiQScS7vz2azJQvTTk9PI5PJIJfLYX5+3rnfMAxnsHml5/YShiQiqstQwQo7R6H63jZO0AcAGDEPfGsTUa/zezD02eqUzZ7rSBRF55L/ep/bSzgFABHVxR6AfYT6KkmFYnfbMEMSEXUphiQiqovdbXZSZwG6YFrbjbC7jaijGIbh67Ik9jxKvYDdbURUFyckCXW+bRS3GwErSUSdxM8JKmOxWE91w7GSRER1sUNSoc6/rfpC1lVwHJNERN2KIYmI6mKHnYLQV9f2g/1WSBplJYmIuhRDEhHVZRhWJUmocwqAC6NjAKzutkKh4Fu7iIj8wpBERHWxK0n9ffWFpPDlhwAAw8IRXn/tNd/aRUTkF4YkIqqL3W02NHihru0flZ5wvv7xD7/lS5uIqHGKovh6dZssy77sOwgMSURU0+HhgXOV2sVLYl3PmXr8YzgxBQDA66/9xK+mEVGD0uk0lpeXAQDz8/MwDKPq9nbwicfjUFXVuT8ej0PTNGia5oSuWCzmTETZCxiSiKimV27/CMOCNZnkAw88Utdzhi6MYhfW2ld37+Z8axtRL/OzKqPrOhRFweTkJCYmJiAIQlmFyZ7zaGlpCYlEomSJkq2tLVy/fh0rKyu+zwweFIYkIqrpdvZ7ztfSEx+p+3l7sFY4Pzy473mbiPxkmiYKhye+/7PXQavEzzmNdF1HPp93/iWTSafCZMvlcs66bKIoIhwOO8FpdXUV+XweqVSqbLHbXsHJJImopp+++brz9dVrUt3P2xWskHR0zGkAqLuYRwW89jtf8/04j3zx5yEMuk+roaoqDMOALMuQJAnRaNTTY5/enyzLWFhYcN3m9Ha5XM5ZbDedTjv3Af6vMxcEhiQiqun+/W0AwK45hNHBobqfZ1eSzOK6b0RUv2g0ClEUK4YPXderVpoWFxedQFONruswDKNmNSgej+PmzZvO7UQi4Xw9NTWFhYWFnqsoMSQRUU0Hh3sAgF0MYbSB5+0JQ4AJCOaJPw0j8okwEMIjX/z5thynWZIklQSVZiWTSczNzVXdRlEUzM3NOUuOKIqCdDpdcnxd1+sKZd2EIYmIajo+sbrL9oXBhp63LwwCJhDCsR/NIvKNIAgVu8HazTAMqKpatiaaV5UkVVURj8fLjmlXhVRVhSiKiEaj0DQNoihCkqSyqlGvBSSAIYmI6lAohpxd1N/VBgB7xVDVZzIkETUjHo9DlmXXAOJVJQkAwuFwye3p6WlkMhnkcrmSK9oMw3AGm9tTA2SzWWdwd69hSCKi2ordZY1Wkg6K2/ezkkTUlHYMhs5kMmX32XMdiaKIfD7v+ryzla1exCkAiKimvmLI2RMaqyTZIWmAA7eJqAsxJBFRTSHYlaQGQ1LIWudtgN1tRB3DMAxflyWx51HqBexuI6Ka7DFFB0J9i9vajorbD5qHnreJiJrj5wSVsVisp7rhWEkiopoGit1tjY5JOnRCErvbiKj7MCQRUU32mKLDBitJx4JVrB5iSCKiLsSQREQ1DTYbkoo9+sPsbiOiLsSQREQ1NRuSCrArSQxJRJ1CURRfB27LsuzLvoPAkERENQ0VrJB03GBIMotvMSMMSUQdI51OY3l5GQAwPz8PwzCqbl9pm3g8Dk3ToGmaE7pisZgzx1IvYEgioprsq9OOhMYuiC043W0HnreJ6Dzwsyqj6zoURcHk5CQmJiYgCEJZhanaNltbW7h+/TpWVlbaMullEDgFABHVZFeCCkJja1mFQtb2I2BIou5imiaOjvy/4GBgYACCIFR8PJlM+hZAdF1HPp931mCTZbnsWNW2WV1d7anL/d0wJBFRTXYlqGA29pbRV5x8kt1t1G2Ojo7we7/3e74f5/Of/zwGB92n1lBVFYZhQJZlSJKEaDTq6bFP70+WZSwsLDS0TTqdBgDkcjkA7VlCpd0YkoiopmFYf1EXGuxuGxwYBsBKElEzotEoRFGsGD50Xa86MeTi4qLrwrhu+zEMw6kW1bvN6cV1p6amsLCwUHUf3YghiYhqGilWkoQG3zIujF4EclZIMk2zarcCUScZGBjA5z//+bYcp1mSJJUElWYlk0nMzc01tI2iKEin0yXH13W9rlDWTRiSiKimEfMAEIBQX2Mzbk9cfhC4AwwKJ3j9jVfx8MNXfWohkbcEQajYDdZuhmFAVdWy8T9eVZJUVUU8Hi875umq0NltJEkqqxr1WkACGJKIqA52d9nQwEhDz3v0sQ8A37K+1n/wbYYkogbF43HIsuwaQLyqJAFAOBwuuT09PY1MJlMShE5vE4lEnDmRstksUqmUJ+3oNAxJRFSVWShgtBiSRi5eaui5j019CCemgD7BxBuvveJH84h6WjsGQ2cymbL7zs515LZNr1/ZBnCeJCKq4Y07P8GIYF2dFr78UEPPHR0bwx6sK9x2dnKet42IyE8MSURU1Y9++ILz9eSjjzf8fDsk7R/e86xNRNQ8wzB8XZZE0zRf9h0EdrcRUVU/ff1V5+tHH/9Iw8/fE6zBr4fHnAaAqBNUG+zdqlgs1lPdcKwkEVFVO/esbrJ9cwCjoxcafv5+sZKEE/9nLyYi8hJDEhFVtb+/CwDYtcNOg/aKs26bOPasTURE7cCQRERVHZ1Yg7b3hOGmnr9f7G4LmQxJRNRdGJKIqCrTtLrJ9tDcxHr2mKQQK0lE1GUYkoioKtM8AfBut1mjDoohqa+4HyIKlqIovl7dJsuyL/sOAq9uI6Kq7ArQfpOVpAPBWptqABy4TdQJTq+5pqoqDMNwHnO7Mk1RFORyOWQyGczPzyMajQKwZgO3lypRVRXLy8uIxWJYWVnx/5toE4YkIqqqzw5JQrMhyXpeP8ckETVMlmXfZt02DAO6rjv7j8fjZSHJnvNoaWkJhmFgcnIS+XweALC1tYWNjQ3MzMxgc3PTlzYGjd1tRFSV3U22F2quu+1IsP4WGzRZSaLuYZomTk52ff9nmmbVdvg5p5EoikgkEk4QOrtgLQDkcjlnXTZRFBEOh53tV1dXkc/nkUqlXJ/bCwKtJOm6DkVRIEmSk2arvdCqqkLXdWeRvV6asIqoU/UXu8kOi91mjbKfx5BE3aRQ2MOf//uP+n6cT33y2+jrG3V9zO4Kk2UZkiQ53VxeSiQSmJ6eRiQSwXPPPVf2eDQaLTluLpdzFttNp9POfUB71plrt0BD0vz8vLNonq7ruHHjRsWSnaqq2NzcRDKZhK7rmJubY0giagO7m+ygye6242JIGmJIImpINBqFKIoVw4eu61UrTYuLi06gqSSdTiOTyWBlZQXXr193XcjWFo/HcfPmTee2Pa4JAKamprCwsNBzFaXAQpKu6yW3JUmCqqoVt4/H484PT5Ikp/xHRP6yK0CHQnNvF0fFt5mhwqFnbSLyWyg0gk998tttOU6zJEkqCSqNUhQFc3NziEQiSKVSiMfjUFXVtWJlb2sXJxRFKRkADlif67VCWbcJLCSpqup0m9nsvs6zL7Ku69B1HaIoQtM0SJIESZLa2Vyic+vdkNRcJelE6APAShJ1F0EQKnaDtZthGFBVtaz3pNVKUi6XK/ksnZubcz6XDcNwqkKqqkIURUSjUWiaBlEUIUlSWdWo1wISEGBIOn3J4Wl23+ZpdjBSFAXRaBRra2uYnZ117W47ODjAwcG7C2nu7Ox41mai82jItCpAR01Wkk6KbzPDJhe4JWpUPB6HLMuuAaTVStLS0hLW19extbUFwCpU2MeZnp5GJpNBLpfD/Py88xzDMJzB5vacSNlstmd7dzpuCgC38JTL5aDrutM/m0gkMDEx4RqS1tbW8IUvfKENLSU6H+wK0HGTIQmwKknDYHcbUaP8Hgy9vLzsen82mwVgXdFmX/J/1nkYFxzYFACiKJZVjXK5nOugL7usd/oxwzCcyxBPW11dxfb2tvPvlVde8brpROeKPZbopMmQZBafN8JKEhF1mcBCUqVLGWdmZsrukySpYvfcWUNDQxgbGyv5R0TNGylWgApNFp5DxavbRlhJIuoIhmH4uiyJWwGjWwXW3XZ24LWu65iZmXGqRacHh9nzQ+i67sypJElSTw4SI+o09liikybfLvr7iiGJlSSijuDnBJWxWKynuuECHZO0ubmJlZUVzM7OIp1Ol8yRZA/OtvtLNzc3sba2hqmpKWQymZ4dJEbUaYZNuwLU19TzhwasK4RGwJBERN0l0JB0emT+2eR5dlJJe8A2EbXXaDHc9PU1NwXApTEReNvqbjvY38fQ8LCHrSMi8g/XbiOiquzutoH+5tZue8+V9wIAQoKJl2//yLN2ERH5jSGJiKqyK0kjIxeber70gQ87X9/Ofs+TNhFR8xRF8XXgtizLvuw7CAxJRFRR/p23nKvSJibe09Q+3vvoFA5Mq2c/987rnrWNiJqTTqed8b6yLDuhqdJVaXbwsZctscXjcWiaBk3TnNAVi8WcOZZ6QcdNJklEneNH33kBHxes2XUffm9zSwH19ffjLoYwhGPcv7ftZfOIep4sy75NKKlpGlKplDMG2J5l++w2gDWppWEYmJycdCaX3NrawsbGBmZmZiouTt/tWEkioopef+228/UHP/QzTe9nD9Z4pv2j3ZbbRHSe+Hm5vqqqJdPx2OunnpbL5ZyryUVRLNlmdXUV+XweqVTKdSLoXsBKEhFVZBhvAwD2zQFcGp9oej97ghWSCsecBoC6g2ma2C0UfD/OaCgEQRBcH1NVFYZhQJZlZ75AL0mSVNI1Zi8mf3oOwmg0WnLcXC7nPJ5Op537AP+XUAkCQxIRVbS3fw8AsI9BtHLh/h6s6QMK5okHrSLy326hgKn/8G3fj5P9pY/iQp/7HGT2eqWVwoeu61UrTYuLi1UnXY7FYrh16xYMw3AWua1WEYrH47h586Zz+/S0PFNTU1hYWOi5ihJDEhFVdHhkVX52hSGILexnXxgETCCEY0/aRUSlcw02a3NzE5qmOSteuC0NBliDt+fm5pw5DRVFQTqdLjn+2SpUL2BIIqKKCjgC8O6YombtC0OACQgmQxJ1h9FQCNlf+mhbjlOLYRhQVbVs0uVWK0mGYeDGjRvY3Nx0lvuyK0GGYThfq6oKURQRjUZLlgw7WzXqtYAEMCQRUTXF7rH9lkOStX5bHytJ1CUEQajYDdZO8Xgcsiy7BpBWK0miKGJubg6KokDX9ZIr1Owr3XK5HObn5537DcOAaVpXvNpTA2Sz2Z5dKowhiYgqEmCFpD2huSVJbPvFgdsMSUSN8XswdKX92wO6RVF0Lvk/q5cWsq2EUwAQUUX2GKL9FkPSYbGSNMDuNiLqIgxJRFRRv0ch6YAhiahjGIbh67IklWbu7kbsbiOiivqKoWY/1FpIOrJDUuGo5TYRUWv8nKAyFov1VDccK0lEVJFd+TlssZJ0JFh/jw2ZDElE1D0aqiS99NJL2NzcRCqVKhnIFQ6HnfkTHnvsMa/bSEQBGSiGGru7rFl2JYkhiYi6Sd0h6Q/+4A+Qy+WwsLCAZ555puzxb37zm3j22WfxwAMP4HOf+5ynjSSiYAyahwDeDTnNOnYqSVyWhIi6R10h6Q/+4A+wtLSE8fHxits8/fTTePrpp7G9vY0vfelLDEpEPcCu/NjdZc0qwJpvZpiVJCLqInWNSXrmmWeqBqTTxsfHGZCIesSgE5JaqyS9G5IOW24TEbVGURRfr26TZdmXfQehqYHbL730kvP19vY2vvKVr5TcR0S9YaTYPXaC1mYeNotF6xF2txEFLp1OY3l5GQAgy7ITmipduj8/Pw/DMMruj8fj0DQNmqY5oSsWizkTUfaCpkKSqqrO1+Pj4/j0pz9dch8R9Qa7u63QYiUJxe66YbCSRNQIP6symqYhlUohFotheXkZN27cKNtG13UoioLJyUlMTExAEAQnEG1tbeH69etYWVnxfWbwoNQ90GB7exsbGxsQBMF1jZZMJoPPfOYznjaOiIJlV34KLc4WEiqGrBGwkkTdwTRN7B2d+H6ckYE+CIJQ8fFkMulbAFFVFZIkObfD4TA0TStZJ07XdeTzeWcxW1mWnfasrq721JxIbuoOSePj44hGo0gkEshms5icnCx53C7dEVHvcLrHWqwkDfQPle6PqMPtHZ3gQ7/zVd+P890v/gpGB90/ilVVhWEYkGUZkiQhGo16emxJkkq6xnRdh67rJSHp9DFlWcbCwoJzO51OAwByuRwA/9eZC0JDl6xMTk7i2WefxXPPPYfr16/71SYi6hB295jQYkgaGbkAGKwkETUiGo1CFMWK4UPX9aqzZy8uLpYEnrNisRhu3boFwzCwtbUFAE7FyO1YhmGUPJ5IJJyvp6amsLCwUPH53apmSNre3kY+ny+ZJLJWQNrZ2QEAjI2NtdY6IgrUqHkACEB/sRLUrInxK8DrwJBwjG3jHYyLlz1qIZE/Rgb68N0v/kpbjtMsSZJKgkozNjc3oWkaZmZmIIoiZmZmXLdLJpOYm5tzbiuKgnQ6XXL8s1WoXlAzJI2Pj0NVVWiahr/9t/92zR1+5StfQT6f5/gkoh5gV5KGhy+2tJ+HHnkU+L719Y9/8F1M/+wvtto0Il8JglCxG6zdDMOAqqpl439arSQZhoEbN25gc3MTuq5DkiSnEnS2aqSqKuLxuHP79La2XgtIQJ3dbZ/+9Kdx+/ZtLCwsYGpqCrOzs84LZBgGdF3HN77xDdy+fRurq6t46qmnfG42Efltd2cHo9gHAIyNTbS0rw888VEUnhMQEky8eufHDElEdYrH45Bl2TWAtFpJEkURc3NzUBQFuq5jc3PTeWx6ehqZTKYkCIXDYefrSCTizImUzWZdL+jqBXXH5MnJSWxsbDhXuX3jG99wkubU1BTi8XjZYG4i6l76D17ERwQTAPDgw4+2tK+JBx/EfQziAg6wnX/bi+YRnQt+D4autP+zcx1lMpmybXr9yjagwYHbgNX95jaXAhH1lp+89CN8pPj1+z/40Zb3t4chXMABdnd3Wt4XEVE7tDb5SZE9UJuIekfO+CkA4NDsw0MPvrfl/e3BGvx9eLzf8r6IqHmGYfi6LEmlmbu7kSej0paXl7G1tYXLly8jEolgdnYW0WiUV7cRdbH7u/cAAHsYxmCVye7qtScMAgAKBS5ySxSkaoO9WxWLxXqqG86TStL8/Dy2trbw1a9+FQsLC/ijP/oj3LhxA1/+8pe92D0RBeDoaA8AsIdBT/a3J1iVJMFkSCKi7uBJSNI0Dc8//zwA4Omnn0Y8HsetW7cwMdHaFTFEFJyTYsXHDjet2nfCVsGT/RER+c2TkPTMM8/g2WefRTgcxuzsLG7fvg0AyOfzXuyeiAJg4hjAu2OJWnVQ7G7rAytJRNQd6hqT9Nxzz+H27dtVJ4h89tln8eyzz5bcx5BE1L0EOyQJ3nS37Rf3EzL9XzSUiMgLdVWSdF0vmTPB7lqr5ZlnnmmqUUQUvBCsMLPvUXebXUka4JgkokApiuLb1W3VjinLcluP6YW6QlI2m0U2m8WXv/xlPP/881BV1e92EVHA+pyQ1NritraDkLWffvPYk/0RUXPS6TSWl5cBvDsdwNnQpCiKE2wqfebbj8fj8ZJt4vE4NE2DpmnOfmOxWNkEld2gru623//938c3v/lNqKqK5eVlqKqKZDLpXO4fiUQwMzPDS/6Jekh/seLjVSXpsBi2Bjkmiahusiz7Ouv21tZW2X26riOVSjlTBczNzSEajZZsY8+FtLS0BMMwMDk56Qyx2drawsbGBmZmZkqWOulGdQ/cfvrpp/HMM8/gT//0T5FMJrG1tYWlpSWYpolnn33WCUy87J+oN9gVnwOPxiQdoBiS2N1G3cA0gcP7/v8zzarN8HNOIwCIRqNlC9WqqlpynyiKZdWkXC7nrNcmiiLC4bATnFZXV5HP55FKpcr23W2amkzSXpbk+vXruH79esljzz33HL70pS/hc5/7XOutI6LA2BWfQ8GbldCPQ9Z+BjmZJHWDo13g9x7x/ziffw0YvOD6kKqqMAwDsixDkqSyao5fstksLl++7NwOh8MwDKNkm2g0WtKeXC7nLMKbTqed+wD/15/zkzfvfqfE43H85m/+pte7JaI2GyhYlaTDkDdjko6LbzdD5qEn+yPqdXaVp1LI0HW9aqVpcXHRCS6tsgOPm3g8jps3bzq3E4mE8/XU1BQWFha6tqLkeUhKpVKYnJz0erdE1GZ2mDmCRyGpOCZpiN1t1A0GRq0qTzuO0yRJkkoCiVempqZKBlnncjlIkuS6raIomJubc5YiURQF6XS6pF26rnsW1trN85DEgETUG+yQZHeTtaqAPgDACCtJ1A0EoWI3WLsZhgFVVcvWRPOrkhSNRp3xRvZx7K41wzCcqpA9dikajULTNIiiCEmSyqpG3RqQAB9CEhH1Brvic+TR24QdkoYZkojqFo/HIcuya9DwopKkKIpzBZokSYjFYpAkCYuLi1AUBblcDqurq87209PTyGQyyOVymJ+fd+43DANmcRC6PTVANpstCVvdiCGJiFwNmwcAANOzt4n+4n4Zkojq5feg51gsVlahsu93Y3fDiaJYcVWNSs/tRp6s3UZEvWe4WEk6Efo82Z9QvEpuBPue7I+IyG8MSUTkaqRYSfKq4NxXvEqOY5KIgmXPst1OiqI48yh1E3a3EZGrEVghSfBoCoDB4lU89n6JKBh+T1DpplK3XqdjJYmIXNmVpL5+b2bcvjB6CQAwigOcHHP9NiLqfAxJROTKrvgMDTY/j8tpD155CAAQEkzcufOSJ/sk8oNZY6kQ8l6nvubsbiOiMsdHRxiBNXbo0sUJT/Y59fiHgW9aX2d/+C08+tj7PdkvkVcGBgYgCALeeustXLlyBYIgBN2kc8E0Tbz11lsQBAEDA95073uFIYmIyrz0w+/h/cIJAOCB9zzsyT6vTT2BPXMQI8Ih3nztFU/2SeSlvr4+XL16FXfu3MFLL70UdHPOFUEQcPXqVfT1eXM1rVcYkoiozMv692DXeaTHP+LJPgeGhrCNYYzgEPfuu8+vQhS0ixcv4vHHH8fREZfPaaeBgYGOC0gAQxIRuXjrbWvNqiOzD1evPubZfvcwBAA4PNzzbJ9EXuvr6+vID2xqPw7cJqIyd3d2AAB7GMTg4JBn+90VrH2dFDihJBF1PoYkIipzeGxVeuzKj1d2hWHriwKnACCizhdoSNJ1Hevr61AUBevr6zAMo67nxePxurclosadFKwr2/YEj0NSMXQJJkMSEXW+QEPS/Pw8lpeXnZk4b9y4UfM5mqZBluU2tI7o/DKLIcbrStJeyNpfPzgolog6X2AhSdf1ktuSJEFV1bqeJ0mSX80iIgACiiHJ40rSgWDN3t2PE0/3S0Tkh8BCkqqqCIfDJfeFw+GqC+ApitKVa78QdRu/QtJ+MSQNmKwkEVHnC2wKgEpjinK5XMXtRVGsud+DgwMcHLy7gOZO8SodIqpfv8+VpEGGJCLqAh13dVul8LSxsYFoNFrz+WtraxgfH3f+Xbt2zeMWEvW+/mKIsccQeeXdkHTo6X6JiPwQWEgSRbGsapTL5VyrRaqqYmFhoa79rq6uYnt72/n3yitc/oCoUXZ3mN095pUjwVqXabjAkEREnS+w7rZoNIpkMll2/8zMjOv2Gxsbzte6rmNtbQ2Li4uIRCIl2w0NDWFoyNu/fonOm6FipefA85BkveUMmwc1tiQiCl5gIensFWq6rmNmZsapJGmaBlEUIUlSWTdbPB5HPB7nVW5EPrErPYchb1fkPrErSexuI6IuEOiYpM3NTaysrEBRFCSTSWxubjqPra2tQVGUku0Nw8DKygoAIJFIVL0SjoiaZ4eYQ8HbkFQo/l02wkoSEXWBQBe4lSQJiUQCAMou7T8dmGyiKCKRSDjPISJ/2N1hx/AnJI0yJBFRF+i4q9uIKHh2pedE8PbvKMEJSVzglog6H0MSEZWxQ5LpcbG5L2QNBB8FQxIRdT6GJCIqc6FY6RE8riQND40AYHcbEXUHhiQiKmNXeoR+b6fTEC+KAIALwgEODxmUiKizMSQRUZkLxUrP8MCop/t9z0PvzoD/4x9/19N9ExF5jSGJiEocHxw4laSLY+EaWzfmg0/+DAqmAAB46ccverpvIiKvMSQRUYnb3/s2BoQTAMDD733M030/9OgkdmF14b3909c93TcRkdcYkoiohP6j7zhff+DJp7zduSBgF8MAgL29bW/3TUTkMYYkIirx9jtvAgD2zEE88tBVz/d/v1hJOjra83zfREReYkgiohJ3d3cAAPcxDEEQPN//nmCFpELhyPN9ExF5iSGJiEocnViDtncFby//t+0KVnebgGNf9k9E5BWGJCIqUTCtCo89dshrdiVJMBmSiKizMSQRUQkBVki6L/gbkvpNdrcRUWdjSCKiEnaFZ8+n7rZ9wVq/rZ/dbUTU4RiSiKhEv+BvSDoohqRBVpKIqMMxJBFRCbsbbD/kc0ji1W1E1OEYkoiohF3h2SuGGa8dhAaKxzn0Zf9ERF5hSCKiEkPF8HLgU0g6ghWShhmSiKjDMSQRUYmhghVeDosVH6+dCP0AGJKIqPMxJBFRCTu8HAn+hKTj4n5HCge+7J+IyCsMSURUYti0wssxfKokmVYladTc92X/REReYUgiohIjxZBkd4t5zSxWki4wJBFRh2NIIqISdoWn4FNI6i8OCL+IPV/2T0TkFYYkIioxWqwkCT6FpOHBEQDAJXPXl/0TEXmFIYmISozCqiSF+vyZTFIcewAAcEE4wN7efV+OQUTkBYYkIipxoVhJGh4c9WX/j01+wPn6e9/J+HIMIiIvMCQRkeP44MCpJF26FPblGE9+LIKD4hVut3/0oi/HICLyAkMSETle+v53MCCcAAAefO9jvhxjbOIy7sEal5Q33vTlGEREXmBIIiLHj3/wLefrJz70lD8HEQTchdWVd3DAMUlE1LkYkojI8eZPXwcA3DOH8ciDV307zj3BqiQVjjnrNhF1LoYkInLc298GANzFKARB8O0494Vh6wuu30ZEHYwhiYgcxyfWoO27xUqPX+yQ1IcjX49DRNQKhiQicgg4BgDc9zkk7YaskDRgHvt6HCKiVjAkEZGjT7C6v+75HJL2ipWkQXa3EVEHY0giIkd/MbTcL1Z6/LIfstZvGy5w4DYRdS6GJCJyDJrWGKFdnytJB8VFbodNhiQi6lwMSUTksEPLXsifddtsB4K1/xFWkoiogzEkEZHDDi12d5hfjjEAABg19309DhFRKxiSiMgxUgwth4K/IemkGJIuFBiSiKhzMSQRkWO0GFqOfA5JgLXA7QVzz+fjEBE1jyGJiBwXi6GlUKz0+CVUHPN0EQxJRNS5GJKIyHHR3LW+EPp9Pc7gwHDxeAxJRNS5GJKIyHGpGFpC/f7OkzR+MQwAuIh9HB7yCjci6kwMSUTkuASrkjQycsnX4zx2VQIAhAQTP/jBC74ei4ioWQxJRAQAyL32E1wQrKrOA++56uuxPvQz0zgy+wAA2e8/7+uxiIiaxZBERACAFzJfd75+8qMf9/VYEw89jLuwZvXOvfO6r8ciImoWQxIRAQBeffU2AGDPHMTjkx/w92CCgHvFkLS3d9ffYxERNYkhiYgAADv3DQDAXYyir8/fq9sA4F5xfbgClyYhog7FkEREAICjE+vKtns+L25ru28fxzxsy/GIiBrFkERElmJYudu2kGRNM9BnHrXleEREjWJIIiIAQAhWWGlXJWm3GJL6GZKIqEMxJBERAKCvGJLutyskFZcmGWRIIqIOxZBERACAoWJ3227I39m2bfvFStKwyYHbRNSZGJKICAAwVAwre8UKj9/2imHsQoHrtxFRZ2JIIiIAwEibQ9K+YB3nYmG3LccjImoUQxIRAQBGivMVHQqDbTneMazjjDEkEVGH8n/GuCp0XYeiKJAkCbquY2lpCaIoum6raRpUVQUApNNp3Lx5s+K2RNS40cI+AOBIGGjL8QqmHZLut+V4RESNCjQkzc/PI5PJALAC040bN7C5uem6raqqWF5eBgCsr6/j+vXrznOJqHUXTWts0HGbQlJ/nzUmScS9thyPiKhRgXW36bpecluSJKdSdJaqqlhbW3Nux2IxaJpWtg8iat5Fs9jt1abutoujYwCAcfMeCicnbTkmEVEjAgtJqqoiHA6X3BcOh6FpWtm20WgUN2/edG4bhuFsT0TeGIfV7RXqa88UAI9dez8AYFA4wQ9//GJbjklE1IjAQpIddM7K5XKu98diMefrW7duIRqNuo5JOjg4wM7OTsk/Iqru5PAQE+ZdAMDYxfb88RGZ/QUcmFbX3ne++bW2HJOIqBEdd3VbpfB0+nFVVSuOXVpbW8P4+Ljz79q1az60kqi3fPcvv4Yh4RgAIH3wo2055sRDD8PABQDA22+/2pZjEhE1IrCQJIpiWdUol8vVvGJtZWUFzz33XMXtVldXsb297fx75ZVXPGoxUe/6zve2AAD75gBmp3+hPQcVBBjCRQDA4cHd9hyTiKgBgYWkaDTqev/MzEzF56yvr2NlZQWiKMIwDNeq09DQEMbGxkr+EVF1+btvAQAMXMToSPt+Z3aKlSRwaRIi6kCBhSRJkkpu67qOmZkZp0J09uo1RVEQiUQgSRIMw4Asy5wnicgjRyfW5f92ZadddkJWSBpgSCKiDhToPEmbm5tYWVnB7Ows0ul0yTijtbU1zM7OYnl5GbquY35+vuS5oig68yYRUWtCsEKKEWpvSLobGgEKwCBDEhF1oEBDkiRJSCQSAEqvXgNQEpgkSYJpmm1tG9F5YldytoULbT3u/dAIgHeXRCEi6iQdd3UbEbXfMKwlSe71jbb1uHuCFZJGC3ttPS4RUT0YkojICSn3Qu0NSfuhIQDARYYkIupADElE5ISUvVB7Ztu2HYGL3BJR52JIIiInpBwKQ209rmmHJHvdOCKiDsKQREQYN+8BAI7btLitLVSsXNnHJyLqJAxJRASxGFJCbe5uGx2+5ByfV7ASUadhSCI65wqFgrO47fDoeFuPffXh91nHFY5w++UftvXYRES1MCQRnXM/+e4LuCBY8xRde98TbT327Md/CUdmHwDg21v/X1uPTURUC0MS0Tn3za2/AAAcmyHM/Own23rsK9cehVFcv+2nb77c1mMTEdXCkER0zr31zusArMVtH7z8YHsPLgjYLq4Xd3DAwdtE1FkYkojOuYNjK5zkhUuBHH+7WEkyOaEkEXUYhiSic6+4uG2b122z5UJjAIBBkyGJiDoLQxLROddfDEk7oYuBHD/fZ4WkCwVOKElEnYUhieicGzIPAQA7bV63zbYTsipYl064NAkRdRaGJKJzzl7c9n5AIWmveNyJk7uBHJ+IqBKGJKJzzl63bbdvJJDjH8I67uXCTiDHJyKqhCGJ6Jy7XNgGAOyFgglJIcE67hXTCOT4RESVMCQRnXNXCgYAoBBQSLp86QHrf3Mb9+5zriQi6hwMSUTn2MnRER40cwCA4QvhQNrw8U98CiemgD7BxF/8+z8OpA1ERG4YkojOsW/+uz9x1m37yMc+EUgbPvjUDN6BtbDuT26/GEgbiIjcMCQRnWPf+s4WAGDbvIBPzLR33TaHIOAtwQpJB/tGMG0gInLBkER0ju0eGACAN4QJDAwMBdaOt0NWSOor7AfWBiKisxiSiM6xEKxZrt8KiYG2Ix+y1o0b5vptRNRBGJKIzrGRYkh6p2880HZs91kh6VKBV7cRUedgSCI6x+xQYhRDSlDuFZcmEU8YkoioczAkEZ1j4RNrluv7fRcCbcchhgEAYc66TUQdhCGJ6ByzJ5LcF4KZSNJmFpcmeaDYHiKiTsCQRHSOvcfMAwBCAVeSRofGAABXzG2YhUKgbSEisjEkEZ1TO2+85qyXdvnKtUDb8sHHPwIAGBUO8PwL/ynQthAR2RiSiM6pP/vq/4k+wcSxGcInf/lvBtqWn/vlv4G3TauatPW1Pwm0LURENoYkonPqtZ++DAB4CyLe995HA23L0OgoXhHeAwA42H0r0LYQEdkYkojOqeMTa46kN0MTAbfEcqfvCgBgpHA34JYQEVkYkojOqRFYYeSnHRKS3u632nH5ZDvglhARWRiSiM6pywXryrY3Bi4H3BLLtmCNSXro+O2AW0JEZGFIIjqnHjm2xv4YfWKwDSkqhC4CAK6d/DTglhARWRiSiM6pxwpvAACO+8cCbonlkfD7AAAPmzm8/JNswK0hImJIIjqXnv/zP8FDsLrbJj8QCbg1lr/xa7+Ou+YIQoKJ5/7kj4JuDhERQxLRefSX3/h3AIC3zDH86l+LBdway/iVB/Gy8CAA4P7OawG3hoiIIYnoXDouzrT9UuhhDAwMBtuYU14NPQAAGOI0AETUARiSiM6hS8WFZF/pf0+wDTnjzX7rSrsJTgNARB2AIYnoHHrwJAcAeGsgHHBLSm332dMAvBNwS4iIGJKIzqX3Hb8JALgf6owr22yHsKYBmDx5PeCWEBExJBGdO7vbOUyaVggZvnAl4NaUevyRj6JgCriKt6GqXwm6OUR0zjEkEZ0z/88f/QuMCIc4MvsQ/eu/HnRzSvxn/+VvIIuHAQDfe+HPAm4NEZ13DElE58zbuR8BAH4gXMMHJp8IuDWlhFAI3+1/DAAwfsTlSYgoWAxJROfMQwWrq+3bQ1MBt8TdKwOPAAAmD18NuCVEdN4xJBGdMx8+0gEArw8+FHBL3B0L1jQAHz3Rsb+/H3BriOg8Y0giOkf+479V8AHzDgDgPe/9WMCtcffXrv/n2DcHIOI+bv2rfxJ0c4joHGNIIjpHtBf+HCHBxG08hP9i/kbQzXH1oZmfw3eFxwAAd3M/DrYxRHSuMSQRnSMTsOZH+tbA+9HX1xdwayr74eA1AMBDR28E3BIiOs8YkojOkScPXwIA/GTwkWAbUsOrISsk/dLBt7B9l0uUEFEwGJKIzol/8y//KZ4qWJf/D4pSwK2p7m9c/3UY5gW8Bwb+1y//btDNIaJziiGJ6JzIvfGf0CeY2BI+gBt/fzno5lT1odmfx58NRAAA793nuCQiCgZDEtE5sLdj4JcPtgAAX7vwVEePR7K91P9+AMAv738Tr71xJ+DWENF5xJBEdA78i3/2u3gMb+KeOYynf24h6ObUZT72m3jLHMeEcA9f+d/+h6CbQ0TnEEMSUY873N/Hhw+/CQD406GP4xf/ylzALarPtfd/EP/v0CcAAL9678/w0k9uB9wiIjpvAg1Juq5jfX0diqJgfX0dhmF4si0RvevmP/otfKrwLRyafXh1/Omgm9OQR578W3jLHMck3oD6R78TdHOI6JwRTNM0gzr49PQ0MpkMACsEraysYHNzs+VtT9vZ2cH4+Di2t7cxNjbmXeOJusAt+Uv4lVf/J4jCfXx59FfxmeX/PegmNeyf/P4Sfnv/Fu6Zw/iXE38Pv/UPE0E3iYjaoBM+vwOrJOm6XnJbkiSoqtrytkRk+Z/XP4dPvfpPIQr38SIew19d/GLQTWrK3/2NL+IvhSdxUdjHb+T/F/zj//G3g24SEZ0T/UEdWFVVhMPhkvvC4TA0TUMkEml6W6Lzan93F+q/+UPoP/k2PnT4ffzmsYY+wcQPcBV/+b6/i888OhV0E5sSfvAhHP/cKr72n34fP4/v4h/c/UP8xRczeH7kw3jgypP4m5/+rzF6iVViIvJeYCGp0piiXC7X0rYHBwc4ODhwbu/s7DTVvlq+/M++iA++/dW6txca2ntjPaBCw9t3xr7RYE9vI21p7PX2+fv0+edzwdyDaN7HOO7hV4Xjkh39Sf8sRj75OXzmF/96Q23oNL/w134NL4QfgPLVBH7t8C/wC4UX8Qv3XwTuAz/90j+CJlxFASFAKP4sGz0BiKglr/c/gIXP/+ugm+G5wEJSJY0MyHbbdm1tDV/4whe8a1AFe3v38AuFF30/DlFdiqGgYAr4kfBefGvwcbx56WP4rd/qzi42Nx+b+Sv42Mz/jX/5z/4HDBjP48NHOj5cuI33CAbeA8PayM6jgY20JDqfXjiaDLoJvggsJImiWFYJyuVyEEWxpW1XV1fx2c9+1rm9s7ODa9euedLm097//o/hn/5gseHnmXX+iWtvZdb5F/Hpzeop0JRsX6tNHvxVXqlN1XZd72tVbQ/Vtbb/ep7d3Gd1Y0MFC0I/hL4RDAxN4AEpgl+L/lU8MdD5k0U26zf+m//W+fr291+E9u/+Dxzcex1HBRNHgoAjhIqvu3t98N37hAr3E1GjCsIgPhZ0I3wQ2NVtuq5jfn7euWINACYmJnD79u2y8NPItmd1wuh4IiIiakwnfH4HdnWbJJUusKnrOmZmZpzQo2mac1VbrW2JiIiIvBbomKTNzU2srKxgdnYW6XS6ZN6jtbU1zM7OYnl5uea2RERERF4LdDLJduiEch0RERE1phM+v7l2GxEREZELhiQiIiIiFwxJRERERC4YkoiIiIhcMCQRERERuWBIIiIiInLBkERERETkgiGJiIiIyAVDEhEREZELhiQiIiIiF4Gu3dYO9qorOzs7AbeEiIiI6mV/bge5elrPh6S7d+8CAK5duxZwS4iIiKhRd+/exfj4eCDH7vkFbguFAl577TVcunQJgiB4uu+dnR1cu3YNr7zyChfPbQFfR2/wdfQGX0dv8HX0xnl+HU3TxN27d/HII48gFApmdFDPV5JCoRCuXr3q6zHGxsbO3cnrB76O3uDr6A2+jt7g6+iN8/o6BlVBsnHgNhEREZELhiQiIiIiFwxJLRgaGsLv/u7vYmhoKOimdDW+jt7g6+gNvo7e4OvoDb6Ower5gdtEREREzWAliYiIiMgFQxIRERGRC4YkIiIiIhc9P0+SH3Rdh6IokCQJuq5jaWkJoigG3ayuo2kaVFUFAKTTady8eZOvY4vi8TgSiQRfxyapqgpd1xEOhwEAsVgs4BZ1H13XoaoqwuEwdF1HLBaDJElBN6sraJqGGzduIJPJlNzPz5wAmdSwSCTifJ3NZs1YLBZga7pXIpEo+fr060qNy2QyJgAzn88H3ZSulEqlzKWlJdM0rd9rSZICblF3Ov17bZqm85pSdZubm87v8Fn8zAkOu9sapOt6yW1JkpxqCNVPVVWsra05t2OxGDRNK3t9qX66rvMv9hbYVTjA+r1OpVIBt6g73bp1K+gmdKVYLIZIJFJ2Pz9zgsWQ1CC7jHxaOByGpmkBtag7RaNR3Lx507ltGAYAlL22VB9FUdg11AJd16HrOkRRhKZpMAyDgbNJ4XAY09PTTrfb3Nxc0E3qavzMCRZDUoPsD/OzcrlcexvSA05/qN+6dQvRaJT97E0wDIOvW4s0TYMkSc64j7W1NSiKEnSzutLm5iYAYGpqCpubmwzvLeJnTrA4cNsjlU5kqs0wDKiqiueeey7opnSljY0NLC0tBd2MrpbL5aDruhPUE4kEJiYm+AHfhI2NDayuriKXyyEejwMAkslkwK3qPfzMaQ9WkhokimJZgs/lcvxLvgUrKyt47rnn+Bo2QVVVLCwsBN2MridJEkRRLDkHDcNgl0aDdF1HNptFLBbD0tISstksNjY2ONawBfzMCRZDUoOi0ajr/TMzM21uSW9YX1/HysoKRFGEYRj866gJGxsbkGUZsixD13Wsra3xw71BkiTx3POApmmYnZ11bkuShNXVVb62LeBnTrAYkhp0djCnruuYmZlhqm+CoiiIRCLOB5Qsy3wdGxSNRrG0tOT8A6yrtNyukqHKJElCNBp1Kh72lYJ8HRsTiUSQTqdL7nvnnXf4OjbodKjkZ06wuMBtE3RdRzKZxOzsLNLpNFZXV3nCNkjXdUxNTZXcJ4oi8vl8QC3qboZhYG1tDevr61haWmJQaoL9Gk5NTSGTyWBlZYVXuDVBVVVnIHwul0M0GuXrWAdVVZFKpZzf4bm5OWdMHD9zgsOQREREROSC3W1ERERELhiSiIiIiFwwJBERERG5YEgiIiIicsGQREREROSCIYmIiIjIBUMSERERkQuGJCLqGpqmIR6PQxAETE9POzNkr6ysQBAEzM/Pc0kWIvIMJ5Mkoq4Tj8extbWFTCYDwApPW1tbztIsREReYCWJiLpOIpGAruuQZRkAcOvWLQYkIvJcf9ANICJqlCiKuHnzJm7cuAHDMBCPx4NuEhH1IHa3EVHXmpubAwCkUqmAW0JEvYjdbUTUtSKRCFRVhaqqQTeFiHoQK0lE1JUURYEkSVBVFclkEtlsNugmEVGPYSWJiLqOYRjQdR2RSATLy8sArGkAiIi8xEoSEXWdlZUVJBIJ57amaZienkY2m4UkSQG2jIh6CStJRNQ1FEXB3NwcZFmGoijO/VtbWwCsgdzr6+tBNY+IegwrSUREREQuWEkiIiIicsGQREREROSCIYmIiIjIBUMSERERkQuGJCIiIiIXDElERERELhiSiIiIiFwwJBERERG5YEgiIiIicsGQREREROSCIYmIiIjIxf8P6mAu68S86NUAAAAASUVORK5CYII=", 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" + "
" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "\"\\n# For each mode\\nfor i in range(0, len(db_train)):\\n plt.plot(space, m[i, :]*-1, label = i+1 )\\n plt.legend()\\n plt.title('Mode = {0}'.format(i+1))\\n plt.show()\\n\"" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "modes = pod.modes\n", - "m = modes.transpose()\n", - "print(m.shape)\n", - "plt.plot(space, pod.modes)\n", - "plt.title('All Modes')\n", - "plt.ylabel('$f_{g}$(X)') \n", - "plt.xlabel('X')\n", - "plt.show()\n", - "\n", - "\"\"\"\n", - "# To plot each mode\n", - "for i in range(0, len(db_train)):\n", - " plt.plot(space, m[i, :]*-1, label = i+1 )\n", - " plt.legend()\n", - " plt.title('Mode = {0}'.format(i+1))\n", - " plt.show()\n", - "\"\"\"" + "#%% Snapshots shifted reference position after training\n", + "for i in range(len(db_train.parameters_matrix)):\n", + " plt.plot(space, rom.shifted_database.snapshots_matrix[i], label = f\"t = {db_train.parameters_matrix[i]}\") #rom._shifted_reference_database.parameters_matrix\n", + " plt.legend(prop={'size': 8})\n", + " plt.ylabel('$f_{g}$(t)') \n", + " plt.xlabel('X')\n", + " plt.title(f'After training : Snapshot of db_train set shifted to reference snapshot {db_train.parameters_matrix[5]}')\n", + "plt.show()" ] }, { "cell_type": "markdown", - "id": "0eda175f-9bc2-45d5-be47-d8c0a92465c8", + "id": "1f0dfae7-eb5b-430c-81d1-405af35d6748", "metadata": {}, "source": [ - "## Online phase " + "Showing the snapshots before (left) and after pre-processing (right) of solution manifold" ] }, { "cell_type": "code", - "execution_count": 13, - "id": "55fe1203-b566-4e1a-b620-413d46009a60", + "execution_count": 9, + "id": "43d6ebc0-0a7d-40b5-aa49-10bd04c83db2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -318,55 +389,50 @@ } ], "source": [ - "pred = rom.predict(db_test.parameters_matrix) # Calculate predicted solution for given mu\n", + "fig3 = plt.figure(figsize=(10, 5))\n", "\n", - "for i in range(len(pred)):\n", - " plt.plot(space, pred.snapshots_matrix[i], label = pred.parameters_matrix[i])\n", - " plt.legend()\n", - " plt.ylabel('$f_{g}$(X)') \n", - " plt.xlabel('X')\n", - " plt.title('Snapshots corresponding to db_test set shifted to reference position')" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "5253d478-bf28-4d20-9162-390ed789a05f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "9.41921904056389\n" - ] - } - ], - "source": [ - "error = 0.0\n", + "# First subplot\n", + "ax1 = fig3.add_subplot(121, projection='3d')\n", + "for i in range(len(db_train)):\n", + " ax1.plot(space, (db_train.parameters_matrix[i] * np.ones(space.shape)), db_train.snapshots_matrix[i])\n", + "ax1.set_xlabel('x')\n", + "ax1.set_ylabel('t')\n", + "ax1.set_zlabel('$f_{g}$(t)')\n", + "ax1.set_xlim(0,11)\n", + "ax1.set_ylim(0,11)\n", + "ax1.set_zlim(0,1)\n", + "ax1.grid(False)\n", + "ax1.view_init(elev=20, azim=-60, roll=0)\n", "\n", - "for (_, snap), (_, truth_snap) in zip(pred._pairs, db_test._pairs):\n", - " tree = spatial.KDTree(truth_snap.space.reshape(-1, 1))\n", - " for coord, value in zip(snap.space, snap.values):\n", - " a = tree.query(coord)\n", - " error += np.abs(value - truth_snap.values[a[1]])\n", - "\n", - "assert error < 25\n", - "\n", - "print(error)" + "# Second subplot\n", + "ax2 = fig3.add_subplot(122, projection='3d')\n", + "for i in range(len(rom.shifted_database)):\n", + " ax2.plot(space, (rom.shifted_database.parameters_matrix[i] * np.ones(space.shape)), \n", + " rom.shifted_database.snapshots_matrix[i], label=rom.shifted_database.parameters_matrix[i])\n", + "ax2.set_xlabel('x')\n", + "ax2.set_ylabel('t')\n", + "ax2.set_zlabel('$f_{g}$(t)')\n", + "ax2.set_xlim(0, 11)\n", + "ax2.set_ylim(0, 11)\n", + "ax2.set_zlim(0, 1)\n", + "ax2.grid(False)\n", + "ax2.view_init(elev=20, azim=-60, roll=0)\n", + "handles, labels = ax2.get_legend_handles_labels()\n", + "fig3.legend(handles, labels, loc='center right', ncol=1, prop={'size': 8})\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 15, - "id": "d592db91-3975-4965-b83b-1edb44fc72a5", + "execution_count": 10, + "id": "cba4b0b2-71cb-4434-a977-f8cc48c45a4f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "
" ] }, "metadata": {}, @@ -374,30 +440,38 @@ } ], "source": [ - "new_params = np.linspace(5, 9.5, n_params).reshape(-1, 1)\n", - "pred_new = rom.predict(new_params)\n", - "\n", - "for param in new_params:\n", - " x, y = wave(param)\n", - " plt.rcParams[\"figure.figsize\"] = (10,3.5)\n", - " plt.plot(x,y, label = param)\n", - " plt.legend(prop={'size': 7})\n", - " plt.ylabel('$f_{g}$(X)') \n", - " plt.xlabel('X')\n", - " plt.title('Snapshots corresponding to new parameters in original position')" + "#%% Singular values of original snapshots and shifted snapshots\n", + "U, s = np.linalg.svd(db.snapshots_matrix.T, full_matrices=False)[:2]\n", + "N_modes = np.linspace(1, len(s),len(s))\n", + "\n", + "# Singular values of shifted snapshots \n", + "U_shifted , s_shifted = np.linalg.svd(rom.shifted_database.snapshots_matrix.T, full_matrices=False)[:2]\n", + "N_modes_shifted = np.linspace(1, len(s_shifted),len(s_shifted))\n", + "\n", + "# Compare singular values\n", + "plt.figure(figsize=(6,4))\n", + "plt.plot(N_modes[:10], s[:10]/np.max(s),\"-s\",color = \"blue\", label='POD')\n", + "plt.plot(N_modes_shifted, s_shifted/np.max(s_shifted),\"-o\", color = \"red\", label='NNsPOD')\n", + "plt.ylabel('$\\sigma/\\sigma_{1}$', size=15) \n", + "plt.xlabel('Modes', size=15)\n", + "plt.xlim(0, 11)\n", + "plt.legend(fontsize=12)\n", + "plt.xticks(fontsize=15)\n", + "plt.yticks(fontsize=15)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 16, - "id": "cab40a38-6f47-4b8c-a3d4-c24a7e2e5f76", + "execution_count": 11, + "id": "8006c7b2-6b50-4599-a813-ce569e76c137", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, "metadata": {}, @@ -405,28 +479,37 @@ } ], "source": [ - "# prior to shift \n", - "x, y = wave(new_params)\n", - "U, s = np.linalg.svd(y, full_matrices=False)[:2]\n", - "N_modes = np.linspace(1, len(new_params),len(new_params))\n", - "plt.plot(N_modes, s, \".-\")\n", - "plt.ylabel('Singular values')\n", - "plt.xlabel('Modes')\n", - "plt.title('Singular Values obtained for snapshots in original position')\n", + "#%% POD MODES \n", + "modes = pod.modes\n", + "plt.figure(figsize=(6,4))\n", + "plt.plot(space, modes*-1)\n", + "plt.ylabel('$f_{g}$(t)', size=15) \n", + "plt.xlabel('x', size=15)\n", + "plt.title('NNsPOD mode', size=15)\n", + "plt.xticks(fontsize=15)\n", + "plt.yticks(fontsize=15)\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "0eda175f-9bc2-45d5-be47-d8c0a92465c8", + "metadata": {}, + "source": [ + "## Online phase " + ] + }, { "cell_type": "code", - "execution_count": 17, - "id": "62f2927b-f0e4-459a-ac0b-cb56ad9a9af2", + "execution_count": 12, + "id": "55fe1203-b566-4e1a-b620-413d46009a60", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -434,47 +517,50 @@ } ], "source": [ - "pred_new = rom.predict(new_params)\n", - "p = pred_new.parameters_matrix\n", - "l = pred_new.snapshots_matrix\n", - "#print(p.shape, l.shape)\n", - "for i in range(len(pred_new)):\n", - " plt.rcParams[\"figure.figsize\"] = (10,3.5)\n", - " plt.plot(space, pred_new.snapshots_matrix[i], label = pred_new.parameters_matrix[i])\n", - " plt.legend(prop={'size': 7})\n", - " plt.ylabel('$f_{g}$(X)') \n", - " plt.xlabel('X')\n", - " plt.title('Snapshots corresponding to new parameters shifted to reference position')" + "#%% Test set predictions using NNsPOD\n", + "pred = rom.predict(db_test.parameters_matrix) # Calculate predicted solution for given mu\n", + "\n", + "fig5 = plt.figure(figsize=(5,5))\n", + "ax = fig5.add_subplot(111, projection='3d')\n", + "for i in range(len(pred)):\n", + " space, orig = wave(db_test.parameters_matrix[i])\n", + " ax.plot(space,(db_test.parameters_matrix[i]*np.ones(space.shape)), pred.snapshots_matrix[i], label = f'Predict={db_test.parameters_matrix[i]}')\n", + " ax.plot(space,(db_test.parameters_matrix[i]*np.ones(space.shape)), orig, '--', label = f'Truth={db_test.parameters_matrix[i]}')\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "ax.set_zlabel('$f_{g}$(t)')\n", + "ax.set_xlim(0,11)\n", + "ax.set_ylim(0,11)\n", + "ax.set_zlim(0,1)\n", + "ax.legend(loc=\"upper center\", ncol=5, prop = { \"size\": 7})\n", + "ax.grid(False)\n", + "ax.view_init(elev=20, azim=-60, roll=0)\n", + "ax.set_title('Predicted Snapshots for db_test set parameters')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "f2f6b9f8-2e0b-4e60-b95c-8635853928f5", + "execution_count": 13, + "id": "5253d478-bf28-4d20-9162-390ed789a05f", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Train error: 0.18585298603714098\n", + "Mean Test error: 0.11119321870633797\n" + ] } ], "source": [ - "# After the shift-based pre-processing\n", - "U_new, s_new = np.linalg.svd(pred_new.snapshots_matrix, full_matrices=False)[:2]\n", + "#%% Reconstruction and prediction error\n", + "train_err = rom.test_error(db_train)\n", + "test_err = rom.test_error(db_test)\n", "\n", - "N_modes = np.linspace(1, len(new_params),len(new_params))\n", - "\n", - "plt.plot(N_modes, s_new, \".-\")\n", - "plt.ylabel('Singular values')\n", - "plt.xlabel('Modes')\n", - "plt.title('Singular Values obtained after the shift-based pre-processing')\n", - "plt.show()" + "print('Mean Train error: ', train_err)\n", + "print('Mean Test error: ', test_err)" ] } ], @@ -494,7 +580,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.11.4" }, "toc-autonumbering": true }, diff --git a/tutorials/tutorial-3.py b/tutorials/tutorial-3.py new file mode 100644 index 0000000..e3cf60e --- /dev/null +++ b/tutorials/tutorial-3.py @@ -0,0 +1,252 @@ +#!/usr/bin/env python +# coding: utf-8 + +# # EzyRB Tutorial 3 +# +# ## Tutorial for developing ROM using Neural-Network shift Proper Orthogonal Decomposition : NNsPOD-ROM +# +# In this tutorial we will explain how to use the **NNsPOD-ROM** algorithm implemented in **EZyRB** library. +# +# NNsPOD algorithm is purely a data-driven machine learning method that seeks for an optimal mapping of the various snapshots to a reference configuration via an automatic detection [1] and seeking for the low-rank linear approximation subspace of the solution manifold. The nonlinear transformation of the manifold leads to an accelerated KnW decay, resulting in a low-dimensional linear approximation subspace, and enabling the construction of efficient and accurate reduced order models. The complete workflow of the NNsPOD-ROM algorithm, comprising of both the offline and online phases is presented in [2]. +# +# References: +# +# [1] Papapicco, D., Demo, N., Girfoglio, M., Stabile, G., & Rozza, G.(2022). The Neural Network shifted-proper orthogonal decomposition: A machine learning approach for non-linear reduction of hyperbolic equations.Computer Methods in Applied Mechanics and Engineering, 392, 114687 - https://doi.org/10.1016/j.cma.2022.114687 +# +# [2] Gowrachari, H., Demo, N., Stabile, G., & Rozza, G. (2024). Non-intrusive model reduction of advection-dominated hyperbolic problems using neural network shift augmented manifold transformations. arXiv preprint - https://arxiv.org/abs/2407.18419. +# +# ### Problem defintion +# +# We consider **1D gaussian distribution functions**, in wihch $x$ is random variable, $ \mu $ is mean and $ \sigma^2 $ is variance, where $ \sigma $ is the standard deviation or the width of gaussian. +# $$ +# f(x)=\frac{1}{\sigma \sqrt{2 \pi}} e^{-(x-\mu)^2 /\left(2 \sigma^2\right)} +# $$ +# +# To mimic travelling waves, here we parameterize the mean $\mu$ values, where changing $\mu$ shifts the distribution along x-axis, +# +# ### Initial setting +# +# First of all import the required packages: We need the standard Numpy, Torch, Matplotlib, and some classes from EZyRB. +# +# * `numpy:` to handle arrays and matrices we will be working with. +# * `torch:` to enable the usage of Neural Networks +# * `matplotlib:` to handle the plotting environment. +# +# From `EZyRB` we need: +# 1. The `ROM` class, which performs the model order reduction process. +# 2. A module such as `Database`, where the matrices of snapshots and parameters are stored. +# 3. A dimensionality reduction method such as Proper Orthogonal Decomposition `POD` +# 4. An interpolation method to obtain an approximation for the parametric solution for a new set of parameters such as the Radial Basis Function `RBF`, or Multidimensional Linear Interpolator `Linear`. + +#%% Dependencies +import numpy as np +import torch +from matplotlib import pyplot as plt + +from ezyrb import POD, RBF, Database, Snapshot, Parameter, Linear, ANN +from ezyrb import ReducedOrderModel as ROM +from ezyrb.plugin import AutomaticShiftSnapshots +#%% 1D Travelling wave function definition + +def gaussian(x, mu, sig): + return np.exp(-np.power(x - mu, 2.) / (2 * np.power(sig, 2.))) + +def wave(t, res=256): + x = np.linspace(0, 11, res) + return x, gaussian(x, t, 0.2).T # parameterizing mean value +#%% Offline phase +# In this case, we obtain 20 snapshots from the analytical model. + +n_params = 20 +params = np.linspace(0.75, 10.25, n_params).reshape(-1, 1) + +pod = POD(rank=1) +rbf = RBF() +db = Database() + +for param in params: + space, values = wave(param) + snap = Snapshot(values=values.T, space=space) + db.add(Parameter(param), snap) + +print("Snapshot shape : ", db.snapshots_matrix.shape) +print("Parameter shape : ", db.parameters_matrix.shape) +# In[4]: +db_train, db_test = db.split([10,10]) +print("Lenght of training data set:", len(db_train)) +print(f"Parameters of training set: \n {db_train.parameters_matrix.flatten()}") + +print("Lenght of test data set:", len(db_test)) +print(f"Parameters of testing set: \n {db_test.parameters_matrix.flatten()}") +#%% +plt.rcParams.update({ + "text.usetex": True, + "font.family": "serif", + "font.serif": ["Times New Roman"], +}) + +fig1 = plt.figure(figsize=(5,5)) +ax = fig1.add_subplot(111,projection='3d') + +for param in params: + space, values = wave(param) + snap = Snapshot(values=values.T, space=space) + ax.plot(space, param*np.ones(space.shape), values, label = f"{param}") +ax.set_xlabel('x') +ax.set_ylabel('t') +ax.set_zlabel('$f_{g}$(t)') +ax.set_xlim(0,11) +ax.set_ylim(0,11) +ax.set_zlim(0,1) +ax.legend(loc="upper center", ncol=7, prop = { "size": 7}) +ax.grid(False) +ax.view_init(elev=20, azim=-60, roll=0) +ax.set_title("Snapshots at original position") +plt.show() +#%% 3D PLOT : db_train snpashots at original position +fig2 = plt.figure(figsize=(5,5)) +ax = fig2.add_subplot(111, projection='3d') + +for i in range(len(db_train)): + ax.plot(space,(db_train.parameters_matrix[i]*np.ones(space.shape)), db_train.snapshots_matrix[i], label = db_train.parameters_matrix[i]) +ax.set_xlabel('x') +ax.set_ylabel('t') +ax.set_zlabel('$f_{g}$(t)') +ax.set_xlim(0,11) +ax.set_ylim(0,11) +ax.set_zlim(0,1) +ax.legend(loc="upper center", ncol=7, prop = { "size": 7}) +ax.grid(False) +ax.view_init(elev=20, azim=-60, roll=0) +ax.set_title("Training set snapshots at original position") +plt.show() +#%% + +# `InterpNet:` must learn the reference configuration in the best possible way w.r.t its grid point distribution such that it will be able to reconstruct field values for every shifted centroid disrtribution. +# +# `ShiftNet:` will learn the shift operator for a given problem, which quantifies the optimal-shift, resulting in shifted space that transports all the snapshots to the reference frame. +# +# `Training:` The training of ShiftNet and InterpNet are seperated with the latter being trained first. Once the network has learned the best-possible reconstruct of the solution field of the reference configuration, its forward map will be used for the training of Shiftnet as well, in a cascaded fashion. For this reason, we must optimise the loss of interpnet considerably more than ShiftNet's. + +torch.manual_seed(1) + +interp = ANN([10,10], torch.nn.Softplus(), [1e-6, 200000], frequency_print=1000, lr=0.03) +shift = ANN([], torch.nn.LeakyReLU(), [1e-3, 10000], optimizer=torch.optim.Adam, frequency_print=500, l2_regularization=0, lr=0.0023) + +rom = ROM( + database=db_train, + reduction=pod, + approximation=rbf, + plugins=[ + AutomaticShiftSnapshots( + shift_network= shift, + interp_network=interp, + interpolator=Linear(fill_value=0), + reference_index=4, + parameter_index=4, + barycenter_loss=20.) + ] + ) +rom.fit() + +#%% Snapshots shifted reference position after training +for i in range(len(db_train.parameters_matrix)): + plt.plot(space, rom.shifted_database.snapshots_matrix[i], label = f"t = {db_train.parameters_matrix[i]}") #rom._shifted_reference_database.parameters_matrix + plt.legend(prop={'size': 8}) + plt.ylabel('$f_{g}$(t)') + plt.xlabel('X') + plt.title(f'After training : Snapshot of db_train set shifted to reference snapshot {db_train.parameters_matrix[5]}') +plt.show() +#%% Showing the snapshots before (left) and after pre-processing (right) of solution manifold + +fig3 = plt.figure(figsize=(10, 5)) + +# First subplot +ax1 = fig3.add_subplot(121, projection='3d') +for i in range(len(db_train)): + ax1.plot(space, (db_train.parameters_matrix[i] * np.ones(space.shape)), db_train.snapshots_matrix[i]) +ax1.set_xlabel('x') +ax1.set_ylabel('t') +ax1.set_zlabel('$f_{g}$(t)') +ax1.set_xlim(0,11) +ax1.set_ylim(0,11) +ax1.set_zlim(0,1) +ax1.grid(False) +ax1.view_init(elev=20, azim=-60, roll=0) + +# Second subplot +ax2 = fig3.add_subplot(122, projection='3d') +for i in range(len(rom.shifted_database)): + ax2.plot(space, (rom.shifted_database.parameters_matrix[i] * np.ones(space.shape)), + rom.shifted_database.snapshots_matrix[i], label=rom.shifted_database.parameters_matrix[i]) +ax2.set_xlabel('x') +ax2.set_ylabel('t') +ax2.set_zlabel('$f_{g}$(t)') +ax2.set_xlim(0, 11) +ax2.set_ylim(0, 11) +ax2.set_zlim(0, 1) +ax2.grid(False) +ax2.view_init(elev=20, azim=-60, roll=0) +handles, labels = ax2.get_legend_handles_labels() +fig3.legend(handles, labels, loc='center right', ncol=1, prop={'size': 8}) +plt.show() + +#%% Singular values of original snapshots and shifted snapshots +U, s = np.linalg.svd(db.snapshots_matrix.T, full_matrices=False)[:2] +N_modes = np.linspace(1, len(s),len(s)) + +# Singular values of shifted snapshots +U_shifted , s_shifted = np.linalg.svd(rom.shifted_database.snapshots_matrix.T, full_matrices=False)[:2] +N_modes_shifted = np.linspace(1, len(s_shifted),len(s_shifted)) + +# Compare singular values +plt.figure(figsize=(6,4)) +plt.plot(N_modes[:10], s[:10]/np.max(s),"-s",color = "blue", label='POD') +plt.plot(N_modes_shifted, s_shifted/np.max(s_shifted),"-o", color = "red", label='NNsPOD') +plt.ylabel('$\sigma/\sigma_{1}$', size=15) +plt.xlabel('Modes', size=15) +plt.xlim(0, 11) +plt.legend(fontsize=12) +plt.xticks(fontsize=15) +plt.yticks(fontsize=15) +plt.show() + +#%% POD MODES +modes = pod.modes +plt.figure(figsize=(6,4)) +plt.plot(space, modes*-1) +plt.ylabel('$f_{g}$(t)', size=15) +plt.xlabel('x', size=15) +plt.title('NNsPOD mode', size=15) +plt.xticks(fontsize=15) +plt.yticks(fontsize=15) +plt.show() + +#%% Online phase +# Test set predictions using NNsPOD-ROM +pred = rom.predict(db_test.parameters_matrix) # Calculate predicted solution for given mu + +fig5 = plt.figure(figsize=(5,5)) +ax = fig5.add_subplot(111, projection='3d') +for i in range(len(pred)): + space, orig = wave(db_test.parameters_matrix[i]) + ax.plot(space,(db_test.parameters_matrix[i]*np.ones(space.shape)), pred.snapshots_matrix[i], label = f'Predict={db_test.parameters_matrix[i]}') + ax.plot(space,(db_test.parameters_matrix[i]*np.ones(space.shape)), orig, '--', label = f'Truth={db_test.parameters_matrix[i]}') +ax.set_xlabel('x') +ax.set_ylabel('t') +ax.set_zlabel('$f_{g}$(t)') +ax.set_xlim(0,11) +ax.set_ylim(0,11) +ax.set_zlim(0,1) +ax.legend(loc="upper center", ncol=5, prop = { "size": 7}) +ax.grid(False) +ax.view_init(elev=20, azim=-60, roll=0) +ax.set_title('Predicted Snapshots for db_test set parameters') +plt.show() +#%% Reconstruction and prediction error + +train_err = rom.test_error(db_train) +test_err = rom.test_error(db_test) + +print('Mean Train error: ', train_err) +print('Mean Test error: ', test_err)