From 03d1666fe7c8c99efebe2ed5a492d4b899c1c006 Mon Sep 17 00:00:00 2001 From: Matvey Date: Wed, 12 Nov 2025 22:00:56 +0300 Subject: [PATCH] lr2 --- labworks/LW2/AE1_AE2_train_def.png | Bin 0 -> 22394 bytes labworks/LW2/AE1_AE2_train_def_anomalies.png | Bin 0 -> 22735 bytes labworks/LW2/AE1_train_def.png | Bin 0 -> 34697 bytes labworks/LW2/AE2_train_def.png | Bin 0 -> 33569 bytes labworks/LW2/IRE_testAE1.png | Bin 0 -> 31331 bytes labworks/LW2/IRE_testAE2.png | Bin 0 -> 37407 bytes labworks/LW2/IRE_testAE3_v1.png | Bin 0 -> 77166 bytes labworks/LW2/IRE_trainingAE1.png | Bin 0 -> 46023 bytes labworks/LW2/IRE_trainingAE2.png | Bin 0 -> 117070 bytes labworks/LW2/IRE_trainingAE3_v1.png | Bin 0 -> 92262 bytes labworks/LW2/Untitled2.ipynb | 1261 ++++++++++++++++++ labworks/LW2/XtXd_1.png | Bin 0 -> 99745 bytes labworks/LW2/XtXd_1_metrics.png | Bin 0 -> 111843 bytes labworks/LW2/XtXd_2.png | Bin 0 -> 69436 bytes labworks/LW2/XtXd_2_metrics.png | Bin 0 -> 82311 bytes labworks/LW2/report1.md | 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Исходные данные:\n", + "[[10.1127864 9.99999352]\n", + " [10.05249217 9.87350749]\n", + " [10.1316048 10.05250118]\n", + " ...\n", + " [10.03841171 10.0442026 ]\n", + " [ 9.91528464 10.06201318]\n", + " [10.09181138 9.92258731]]\n", + "Размерность данных:\n", + "(1000, 2)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# обучение AE1\n", + "patience = 300\n", + "ae1_trained, IRE1, IREth1 = lib.create_fit_save_ae(data,'out/AE1.h5','out/AE1_ire_th.txt',\n", + "1000, False, patience)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zRvIFdQ2ZDow", + "outputId": "b039a062-f57d-44cf-f84e-ced91a5f302e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Задать архитектуру автокодировщиков или использовать архитектуру по умолчанию? (1/2): 1\n", + "Задайте количество скрытых слоёв (нечетное число) : 1\n", + "Задайте архитектуру скрытых слоёв автокодировщика, например, в виде 3 1 3 : 1\n", + "\n", + "Epoch 1000/1000\n", + " - loss: 58.5663\n", + "\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Построение графика ошибки реконструкции\n", + "lib.ire_plot('training', IRE1, IREth1, 'AE1')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 744 + }, + "id": "NMvW4stCaJ9o", + "outputId": "129bb42a-8c47-4f7d-ff22-f46597e63a57" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "

" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# обучение AE2\n", + "ae2_trained, IRE2, IREth2 = lib.create_fit_save_ae(data,'out/AE2.h5','out/AE2_ire_th.txt',\n", + "3000, False, patience)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "t5CmqlWgaBo1", + "outputId": "cab8d21b-bab3-4dc5-9109-f5d4ada6e013" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Задать архитектуру автокодировщиков или использовать архитектуру по умолчанию? (1/2): 1\n", + "Задайте количество скрытых слоёв (нечетное число) : 5\n", + "Задайте архитектуру скрытых слоёв автокодировщика, например, в виде 3 1 3 : 4 2 1 2 4\n", + "\n", + "Epoch 1000/3000\n", + " - loss: 11.4675\n", + "\n", + "Epoch 2000/3000\n", + " - loss: 0.6698\n", + "\n", + "Epoch 3000/3000\n", + " - loss: 0.0165\n", + "\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Построение графика ошибки реконструкции\n", + "lib.ire_plot('training', IRE2, IREth2, 'AE2')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 744 + }, + "id": "kLVquJsJaYPE", + "outputId": "42622001-88d8-4fab-8382-7b326faf46f4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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169bNcRs6aWlpKQe4u3Tpouuvv94yYGl0/vnnlwe0+fe//52LoOWDDz5Y3l7rrLOOfvSjH3WY5phjjikHLf/973/rwgsv7BCotvPll1/qmmuu8VyegQMHBg5afvXVV/rVr35Vfj948GDL9QEAIE8IWgIAUIOMfc7Z2WyzzXTppZe6DjiSJy+++KKampokSX369NFBBx3kOH19fb1++ctf6g9/+IMk6emnn3Zdhp+s1KTsv//+WnvttX1/7+uvv9bLL7+sadOmaeHChVq+fHl5lGWp2H9iyZQpUyIJWnbt2tX1d9lhhx3Kr0sjfkfB2J+hlbq6Om233XblwZumT5/eYZ2NA9b8+Mc/Vq9evRznuccee+jb3/62Zs6cGajMZgMGDNCnn36qhQsX6p577tHhhx/uex6vvfZaebTsfffdV+uuu67rd9Zff31tvvnmmjZtmt59910tXrzY8YFAFtx2223l10cccYRln7OHHnqoTj31VK1YsUJz5szRE088kblzYnNzsw499NBy36PrrLOOxo4dm26hAACIAEFLAADQQd++fXX77bdbDvji5qyzztLZZ58dfaEi8Oabb5ZfDxo0yFPG1G677Vbx/UKh0GGEXqMdd9wxXCFj4LdM7733nv70pz/pscce8zz6sJ8uAZxsttlmrgMWGTN/S5lyUfASdHVb9pQpU8qvvWbNDRo0KLKg5S9+8YtyduewYcPKgcu9997bU/BRkl566aXy688//9xzE+dFixZJkgqFgj7//PNMBy2//PJLPfnkk+X35qbhJWuuuaaGDh2qO++8U1Ix0Ok1aLnnnntajroepUKhoOHDh+vFF1+UVOzu4a677tL6668f63IBAEgCQUsAAGrQ0KFDK0bpnT9/vj755JNys+45c+Zo991313/+859yH37VYO7cueXXG264oafvbLTRRuXXzc3NWrp0qXr27Gk7/be+9a3A5YuLnzI98cQT+tnPflbOSPWqNCp0WF4CXcagZmmU7DSW3dLS0uHvxn1swIABnpa7wQYbeJrOizPPPFOTJk3Syy+/rEKhoP/+97/673//K0nadNNNtfvuu2vffffVQQcdZDl6t1QM6JW8/fbbevvtt32XY+HChcFWICF33HFHOSC/6aabOgaYjznmmHLQ8uGHH9bChQsDZS7HYeTIkbr77rslFTPDb7vtNg0ePDjlUgEAEA3nzmkAAEBVOu2003T11VeX/911112aPHmy3nrrLW233XaSigG6YcOG6ZNPPkm5tNEpDcAjFfsb9MI8nVtwbo011vBfsJh5LdPcuXN1+OGHlwOWG264oS644AI9//zz+vLLL7VixQq1tbWpUCioUChUDDjT1tYWSVmdsljjFsWyjftYt27dPH0naN+TVrp3765nnnlGF198cUXAXSoODHPLLbfoqKOOUr9+/fTHP/5RK1eu7DCPxYsXhy5HlMHkOBibhh999NGO0w4ePFj9+vWTVBwoytgvbppGjx6ta6+9tvz+mmuu0bBhw1IsEQAA0SJoCQAAyrbddluNHz++nIW5bNkynXDCCSmXKjrG4NDy5cs9fcc8nV12WjW48cYbywGr7bbbTm+//bbOOOMM7bbbblpvvfW0xhprVAT2osqurCbGfWzFihWevuN1X/Sqc+fOOv300/Xpp59qypQpuvLKK3XEEUdUZFevWLFCF198sfbee+8OgUtjoP63v/1tOUjt599ee+0V6TpF6bXXXtN7771Xfn/WWWeprq7O9l+nTp3K/ZhKlQHPtPztb3+rGOTpwgsv1EknnZRiiQAAiB5BSwAAUGHdddfVVVddVX4/adIkjRs3LsUSRcfYTNprH4LGgV46d+5c1UHLiRMnll+feeaZjs3gJWnGjBlxFyl3+vTpU379+eefe/qO1+n8Kg0c9Jvf/EZ33XWXPv/8c73xxhsaMWJEeZpXXnmlwwjXffv2Lb82BuuqRdig48svv6wPP/wwotL4d/nll+vMM88svz/zzDP1xz/+MbXyAAAQF/q0BAAAHRx88MHabbfd9MILL0gq3hRnbcTcIIyjTk+ePFmtra1qaGhw/E5pgIvS99NovpzUMo19GboNStPa2lreP9Bu++23Lwd/X3nlFU/fmTx5cpxFqrDDDjvolltuUUNDg2666SZJxX4aTz/99PI0xv4dX3zxRdfBp7xKs+l/SXNzs+66667y+80228x1hPeSjz76SAsWLJBUDHz+7W9/i6OIjm644Qb9/ve/L78/7bTT9Ne//jXxcgAAkAQyLQEAgCXjCOBTpkzRww8/nF5hIrLrrruqS5cukor9N7plkLa1tenWW28tv99nn31iLZ+drl27ll9bDf4Slfr69qqhW9PmBx98sCqz8MIyNoseN26ca/+Qzz//fCoZqz/96U/Lr+fMmVPxt912260cyPv888/1v//9L5JlJrUfOxk3bpzmz58vSerUqZOeffZZvfzyy57+/fnPfy7P51//+ldk/bh6dccdd1Q0AT/++OP1j3/8I9EyAACQJIKWAADA0n777addd921/P68885LsTTR6NWrlw4//PDy+//7v/9z7Jfx6quv1jvvvCOpGND71a9+FXsZrayzzjrl11988UVsy9l4443Lr52C1HPnzq3I9kK7Aw44QOuvv76kYp+wxkCXWXNzc0WGY1hNTU0VAwE5mTVrVvn1uuuuW/G3Ll266He/+135/SmnnOJrvzMHQUuS2o+dGJuGDx48uMO6Oxk2bFg5sD9r1iw9/fTTkZfPzgMPPKDjjjtOhUKhXJYbbrghE9mrAADEhaAlAACwNWbMmPLrV199VY8//niKpYnGmDFjyoOlfPjhhxoyZIg+/fTTimna2tp0xRVXaNSoUeXPTj311A6jMSdl6623Lr8eP358JKM7WznooIPKry+44ALdcccdHaZ54403tOeee2rWrFmeR2CvJZ06darIUr722mv1pz/9Sc3NzRXTzZ07V4cccoheeeWVcvZvWF999ZUGDBig008/Xa+99prtdBMmTKgY+f1HP/pRh2n+8Ic/aKuttpJUDDAOHDhQ9913n2124bx583TDDTfo+9//vi6++GLLaYz78X333edpncaOHVsxKI6xj1m/5s2bp0cffbT8/qijjvL1/fXXX1977713+X1SA/I8/vjjGjZsmFpbWyVJP/vZz3T77bdXZEYDAFCN6NMSAADYGjJkiHbaaady33x//etfdcABBzh+59FHH9W8efM8L6Nbt2666KKLQpXTj0022UQ33XSTjjrqKLW2tuqll17SZpttpt13312bbLKJli1bpueee64iE2znnXdOtIxmgwYN0oABAzRr1ix99dVX2nzzzbX//vurT58+5UyrH/zgBxVZpEEMHz5cl156qT788EM1NTXpmGOO0fnnn6/ttttOXbt21bvvvlsOhm233XYaMmRIqtslq0444QSNGzdODz30kCTpoosu0s0336y99tpLvXv31ueff66nn35aq1at0sYbb6yf/exn5Wa+YQNRixYt0qWXXqpLL71UvXv31g477KD+/fura9eu+vrrr/X2229XBOm/973v6bTTTuswnzXXXFMPP/yw9ttvP3322WeaPXu2fvGLX6hPnz7aeeed1a9fPxUKBS1YsEDvvfeePvroo3JA064bhUMOOUT//Oc/JRWDua+//rq+//3vq1u3buVpTj75ZG2yySahtoGdO++8s9wsvXv37ho6dKjveRx11FHlPksfeOABXXvttRUjxht99NFHGjlypK/5jx49umKU93nz5unnP/95Oejd0NCgb33rWxWZsE6OOeaYij5KAQDIE4KWAADA0ZgxY8qD8Lz44ouaOHGi9t13X9vpX331Vb366que57/WWmslHvg6/PDD1b17d51wwgmaM2eOVq9eraefftqyueewYcN00003VfTHl7T6+npde+21OuSQQ9Tc3KzZs2fr9ttvr5hm+PDhoYOWXbp00f/+9z/96Ec/Kge2pk2bpmnTplVMt9tuu+mee+7RjTfeGGp51aqurk733HOPjjvuON19992SpPnz5+s///lPxXRbbLGF/vvf/1b8lm4jtjtpbGxUly5d1NTUJElasGBBxYjwZnvttZfuuusu24zZjTfeWK+99ppOOukk3X///SoUCpo3b54eeeQR23n26tXLdhCnwYMHa9iwYeWBcF555ZUOgxX95Cc/iS1oacyMHDp0aKBM4UMOOUSnnHKKVq1apeXLl+v+++/XcccdZzntl19+2WFkdjcnnHBCRdBy2bJlWrlyZfl9a2treQAlLwYOHEjQEgCQW7QpAAAAjg488EANHDiw/P7cc89NsTTR+clPfqKPP/5YV1xxhQYPHqz1119fnTt31lprraUttthCp5xyil5++WXdeeedFZlgaZb3tdde069//WtttdVW6tGjRyz92X3ve9/Tm2++qfPPP18DBw5Ujx491KVLF2244Yb6yU9+ojvvvFPPPPNMRWAFHXXp0kV33XWXnnjiCR122GHaYIMN1LlzZ/Xt21e77babrrrqKr366qvabLPNyiNSS/I8krWV/v37a/78+Xr44Yf1f//3f9pnn3307W9/W2ussYYaGhrUq1cvbbfddjrhhBM0YcIEPf300+rXr5/jPHv37q17771Xb7/9tv785z9r11131XrrrafOnTura9eu6tevn374wx/qt7/9rR5++GF99dVXGj58uO38/v3vf+vf//63fvKTn2iDDTZI7GHAu+++qzfeeKP83m/T8JKePXtWdKMwduzYsEUDAAA26gql3pwBAAAAJG633XbTiy++KEl6+eWXyYwDAAAQQUsAAAAgNTNmzNAmm2yi1tZWde7cWYsXL061KwIAAICsoHk4AAAAkIJCoaDTTjutPCr0wQcfTMASAADgGwQtAQAAgIiNGTNGV1xxhebNm2f59+nTp+vggw8ujzDe0NCg008/PckiAgAAZBqjhwMAAAARmzlzpv7617/q9NNP1zbbbKPNN99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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "numb_square = 20\n", + "xx, yy, Z1 = lib.square_calc(numb_square, data, ae1_trained, IREth1, '1', True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "7qCbytnGXwwN", + "outputId": "f89a0e2e-d88e-4780-96c0-d446f528e383" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m219/219\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "amount: 22\n", + "amount_ae: 308\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Оценка качества AE1\n", + "IDEAL = 0. Excess: 13.0\n", + "IDEAL = 0. Deficit: 0.0\n", + "IDEAL = 1. Coating: 1.0\n", + "summa: 1.0\n", + "IDEAL = 1. Extrapolation precision (Approx): 0.07142857142857142\n", + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# построение областей покрытия и границ классов\n", + "# расчет характеристик качества обучения\n", + "numb_square = 20\n", + "xx, yy, Z2 = lib.square_calc(numb_square, data, ae2_trained, IREth2, '2', True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "X2S0yGxZX-kq", + "outputId": "e5090726-fc87-4572-f17a-4c86fa855ac4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m219/219\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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Sor1799Z4bCS/V5s3b1aPHj2C9ot01Yd58+Zp4sSJysnJ0QknnKAzzjhDEyZMUPfu3SV5vguSJzgLpaSkRCkpKRG9Xjjm9Ip9+/bV+Rxut1sPPPCAHn30UW3cuNHvZmCnTp28P994441aunSpTjzxRPXs2VOnn366LrroIp188snefWq6NjUJ/PejR48ecjqd3r4B5vc48LPKyMhQhw4dvN/3ugj8vTM/H/P3zjx34BhTU1ODPstIr6nJ6nvUoUMHjR49Wi+++KLmzJkjyXMTNzs7W7///e9r+/YAoFYI5AEgyj788ENt375dL730kl566aWg5xcsWOAN5EPNRY521l7y/I+rw+HQe++9Z9mJPDCgDNWt3LBooNeYzEzp//t//y9kIBa47Fqk2XjDMLRw4UIdOHBAxxxzTNDzRUVF2r9/f52D7/Lyco0ZM0arV6/W4sWL9atf/apO56kNq/d+4YUX6vPPP9e0adPUv39/tWvXTm63W3/4wx8iykTX53ejMX6vLrzwQp166ql688039cEHH+iee+7R3XffrTfeeEMjR470vsd77rlH/fv3tzxHtG6wJCcnKysrS99//32dz/G///u/uu2223TppZdqzpw56tixo5xOp6699lq/z+voo4/WmjVr9M477+j999/X66+/rkcffVQzZszQ7NmzJdV8bWor1L9hNfVZCCfUv3/R/N2J9JqaQv0bMmHCBL366qv6/PPPdeyxx+rtt9/WFVdcQUd7AA2OQB4AomzBggVKS0vzdpn39cYbb+jNN9/UY489psTERG+WqLi42G8/q6xVqP8xzs3N1dKlS7Vv3z6/rPfPP//sfV6St/Fct27d1Lt37zq9t0A9evTQihUrVFFREZTRr+34cnNz5Xa7vVl+05o1a/zOZ3a0r6qqqvWybTX55JNPtHXrVt1+++1+67FLnqzf5ZdfrrfeeqtOZbNut1sTJkzQsmXL9Morr2jw4MHRGnat7N27V8uWLdPs2bM1Y8YM73YzS90c5Obm6scff5RhGH6/92aFRCQyMzN1xRVX6IorrlBRUZEGDBigO+64QyNHjvRWfSQnJ9f4O1SfgNR05pln6vHHH9fy5cs1aNCgWh//2muvaciQIXrqqaf8thcXFwc1S2zbtq3Gjh2rsWPHem8c3XHHHbr55pu9ywGGuzY1WbdunV92ev369XK73crLy5NU/T1et26d33eosLBQxcXF3u+75MmoB/7bV15eru3bt0d0XQKZ5163bp1fhcHOnTuDqkVqc03D+cMf/qDU1FQtWLBAAwcO1MGDB/WnP/2pTuMHgNrgdiEARNGhQ4f0xhtv6Mwzz9T5558f9Oeqq67Svn379Pbbb0vy/I+ny+XSp59+6neeRx99NOjc5vrfgf/je8YZZ6iqqkoPP/yw3/a//e1vcjgc3v85HzNmjFwul2bPnh2UwTIMI2jpsUicd9552rVrV9Brm+eszfjMvx988EG//e6//36/xy6XS+edd55ef/11yyxn4HJUtWGW1U+bNi3os7vsssvUq1cvy2UEI3H11Vfr5Zdf1qOPPqoxY8aE3G/Xrl36+eefdfDgwbq+jbDMrGbg70DgdW5KI0aM0LZt27zfE8kzl/+JJ56o8diqqqqg6QFpaWnKysryLn92wgknqEePHrr33nu1f//+oHP4/g6F+t5JnmUKzRtS4UyfPl1t27bV5MmTVVhYGPT8hg0b9MADD4Q83uVyBX1er776qrZt2+a3LfA7HBcXp2OOOUaGYaiioiKia1OTwBuUDz30kKTq7+8ZZ5whKfj36f/+7/8kyW9qSo8ePYL+7Xv88cfrXJE0bNgwxcbG6qGHHvK7Xla/25Fe05rExMRo/PjxeuWVV/Tss8/q2GOPDaoIAoCGQEYeAKLo7bff1r59+/yadPn67W9/683ejB07Vu3bt9cFF1yghx56SA6HQz169NA777wTNG9Z8gQfkqcZ3IgRI+RyuTRu3DiNHj1aQ4YM0S233KJNmzapX79++uCDD/TPf/5T1157rTf72KNHD82dO1c333yzNm3apHPOOUdJSUnauHGj3nzzTV1++eW64YYbavV+J0yYoH/84x+6/vrr9cUXX+jUU0/VgQMHtHTpUl1xxRU6++yzIx5f//79NX78eD366KMqKSnRSSedpGXLlllmYe+66y599NFHGjhwoC677DIdc8wx2rNnj1auXKmlS5dqz549tXofkmcN+9dff13Dhw/3Zi4DnXXWWXrggQdUVFSktLQ0SZ41s1944QXL/c8991y1bdtW999/vx599FENGjRIbdq0Cdrf3E+SHn74Yc2ePVsfffSRTjvttFq/j5okJyfrd7/7nebNm6eKigplZ2frgw8+8Ovn0NSmTJmihx9+WOPHj9c111yjzMxMLViwwPu5hMuS79u3T126dNH555+vfv36qV27dlq6dKm+/PJL3XfffZIkp9OpJ598UiNHjlTfvn11ySWXKDs7W9u2bdNHH32k5ORkLVq0SFL19+6WW27RuHHjFBsbq9GjR6tt27aaMGGCPvnkkxpLu3v06KEXX3xRY8eO1dFHH60JEyboV7/6lcrLy/X555/r1Vdf9Vs3PdCZZ56p22+/XZdccolOOukkfffdd1qwYEHQvPbTTz9dGRkZOvnkk5Wenq6ffvpJDz/8sEaNGqWkpCQVFxfXeG1qsnHjRp111ln6wx/+oOXLl3uXi+zXr58kqV+/fpo4caIef/xxFRcXa/Dgwfriiy/03HPP6ZxzzvE2AJU8y9T9+c9/1nnnnafhw4fr22+/1eLFi+u8JGNqaqpuuOEG3XnnnTrzzDN1xhln6JtvvtF7770XdM5Ir2kkJkyYoAcffFAfffSR7r777jqNHQBqrVF75ANACzd69GgjISHBOHDgQMh9Lr74YiM2Nta7dNrOnTuN8847z2jTpo2RkpJiTJkyxfj++++Dlp+rrKw0rr76aiM1NdVwOBx+S9Ht27fPuO6664ysrCwjNjbW6NWrl3HPPff4LcFkev31141TTjnFaNu2rdG2bVvjqKOOMq688kpjzZo13n0GDx5suYzVxIkTjdzcXL9tBw8eNG655RajW7duRmxsrJGRkWGcf/75xoYNG2o9vkOHDhl/+ctfjE6dOhlt27Y1Ro8ebeTn51suU1VYWGhceeWVRk5Ojvd1hw4dajz++OPefcylo1599dWQn4fvdZFkPPXUUyH3+fjjjw1JxgMPPOC9Hgqx/Jx8liyLdD/DqF7mq6Yl1nyFW35u586dQftv3brVOPfcc40OHToY7du3Ny644AKjoKAg6DqHWn5u1KhRQeccPHiwMXjwYO/jUMvPRfp79csvvxijRo0yEhMTjdTUVGPq1Knez+i///1vyGtRVlZmTJs2zejXr5+RlJRktG3b1ujXr5/x6KOPBu37zTffGGPGjDE6depkxMfHG7m5ucaFF15oLFu2zG+/OXPmGNnZ2YbT6fS7HuZyepFau3atcdlllxl5eXlGXFyckZSUZJx88snGQw89ZBw+fNi7n9Xyc1OnTjUyMzONxMRE4+STTzaWL18edM3nz59v/O53v/O+nx49ehjTpk0zSkpKan1tApm/Tz/++KNx/vnnG0lJSUZKSopx1VVXGYcOHfLbt6Kiwpg9e7b334ScnBzj5ptv9nuPhmEYVVVVxo033mh07tzZaNOmjTFixAhj/fr1IZef+/LLL/2Ot/odq6qqMmbPnu29Vqeddprx/fff1/maRvpvSN++fQ2n02ls3bq1xmsJANHgMIwm7loEAAAQgfvvv1/XXXedtm7dquzs7KYeDuB1/PHHq2PHjlq2bFlTDwVAK8EceQAA0OwcOnTI7/Hhw4c1f/589erViyAezcpXX32lVatWacKECU09FACtCHPkAQBAszNmzBh17dpV/fv3V0lJiV544QX9/PPPdW42CETb999/r6+//lr33XefMjMzNXbs2KYeEoBWhEAeAAA0OyNGjNCTTz6pBQsWqKqqSsccc4xeeuklgiU0G6+99ppuv/129enTRwsXLgzZJBMAGgJz5AEAAAAAsBHmyAMAAAAAYCME8gAAAAAA2Ahz5C243W4VFBQoKSlJDoejqYcDAAAAAGjhDMPQvn37lJWVJaczfM6dQN5CQUGBcnJymnoYAAAAAIBWJj8/X126dAm7D4G8haSkJEnSX//ztRLatWvi0QAAAAAAWrrD+/frf08+wRuPhkMgb8Esp09o104JEVxEAAAAAACiIZLp3TS7AwAAAADARgjkAQAAAACwEQJ5AAAAAABshDnyAAAAAIAG5TLcinO75ZDR1ENpEoYcqnQ4VOFwSlFY4pxAHgAAAADQYJIry3X0oVLFRSGAtTPDMLTbGaMNiUkqd7rqdS4CeQAAAABAg3AZbh19qFSpSUlq17Gj1FpjeUOqqqhQm9271e5Asb5q11FGPW5sEMgDAAAAABpEnNutOIdD7Tp2VGxCQlMPp0nFJiTIGROjQ/n5SnBX6ZCr7uE4ze4AAAAAAA3COye+tWbiAzicngtR314BBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYKFoxw7dct21GnhUH+UmJ+mEHj00Ycy5+veHH0qSnn/ySY0ZPly9UjsrMyFeJcXFjTIuAnkAAAAAAALkb9qkEScN0mcff6zb7rxLH379tV5ctEgnDR6sm6+9RpJ06NBBDTn9dP1l+o2NOjaWnwMAAAAAIMBN1/xFDodD7332H7Vp29a7vc8xx2j8xIslSZdf/RdJ0ueffNKoYyMjDwAAAACwhaqqxnmdvXv26KMPPtDFU/7sF8Sb2nfo0DgDCYFAHgAAAADQrK1fKw3uH6MubeM0uH+M1q9t2NfbtGGDDMNQzz59GvaF6ohAHgAAAADQrE26MEYb1jkkSRvWOTTpwoadJW4YRoOev76YIw8AAAAAaLaqqqS1Pzt9Hju09meHqqokl6thXrNbz55yOBxav2ZNw7xAPZGRBwAAAAA0Wy6X1Psot1wu48hj48jjhnvNlI4dddrw4Xp2/mM6eOBA0PONtcxcKATyAAAAAIBm7alXKtWjlyeQ79HL0FOvVDb4a955/wOqqqrSyFNO1jtvvqlf1q/T2p9/0pOPPKwzB/9Okmed+e+//VYbN2yQJP30/ff6/ttvtXfPngYdG6X1AAAAAIBmrWdv6ZNVlQ1aTh8ot3t3fbD8v3rg7rs0+8YbVbRjuzqlpuq444/X3Q8+JEn6xxNP6L475nqPOXfYUEnS/Y8/obETJjTY2BxGc5/F3wRKS0vVvn173f7tGiUkJTX1cAAAAADAltpUVeiEQ6XKzu2q2PiEph5Ok6soO6xtm7fo68RkHXTF+j13eN8+zejXRyUlJUpOTg57HkrrAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAAA3CkMP8AZL3OnivSx0RyAMAAAAAGkSlwyHDMFRVUdHUQ2kWKg4dktswVO6sXyjOOvIAAAAAgAZR4XBqtzNGbXbvljMmRg5n/TLRtmV4gvjdu3Zqa0y8qhwE8gAAAACA5sjh0IbEJLU7UKxD+flNPZom5TYMbY2J1+aEdvU+F4E8AAAAAKDBlDtd+qpdRyW4q+RopZPlDTlU7nTWOxNvIpAHAAAAADQow+HQIRfhZ7TQ7A4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAAAAAAGyGQBwAAAADARgjkAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGmjSQ//TTTzV69GhlZWXJ4XDorbfe8nv+jTfe0Omnn65OnTrJ4XBo1apVEZ331Vdf1VFHHaWEhAQde+yxevfdd6M/eAAAAAAAmkCTBvIHDhxQv3799Mgjj4R8/pRTTtHdd98d8Tk///xzjR8/XpMmTdI333yjc845R+ecc46+//77aA0bAAAAAIAm4zAMw2jqQUiSw+HQm2++qXPOOSfouU2bNqlbt2765ptv1L9//7DnGTt2rA4cOKB33nnHu+23v/2t+vfvr8ceeyyisZSWlqp9+/a6/ds1SkhKqs3bAAAAAACg1g7v26cZ/fqopKREycnJYfdtcXPkly9frmHDhvltGzFihJYvXx7ymLKyMpWWlvr9AQAAAACgOWpxgfyOHTuUnp7uty09PV07duwIecydd96p9u3be//k5OQ09DABAAAAAKiTFhfI18XNN9+skpIS75/8/PymHhIAAAAAAJZimnoA0ZaRkaHCwkK/bYWFhcrIyAh5THx8vOLj4xt6aAAAAAAA1FuLy8gPGjRIy5Yt89u2ZMkSDRo0qIlGBAAAAABA9DRpRn7//v1av3699/HGjRu1atUqdezYUV27dtWePXu0ZcsWFRQUSJLWrFkjyZN1NzPsEyZMUHZ2tu68805J0jXXXKPBgwfrvvvu06hRo/TSSy/pq6++0uOPP97I7w4AAAAAgOhr0oz8V199peOPP17HH3+8JOn666/X8ccfrxkzZkiS3n77bR1//PEaNWqUJGncuHE6/vjj/ZaR27Jli7Zv3+59fNJJJ+nFF1/U448/rn79+um1117TW2+9pV/96leN+M4AAAAAAGgYzWYd+eaEdeQBAAAAAI2pVa8jDwAAAABAS0YgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjTRrIf/rppxo9erSysrLkcDj01ltv+T1vGIZmzJihzMxMJSYmatiwYVq3bl3Yc86aNUsOh8Pvz1FHHdWA7wIAAAAAgMbTpIH8gQMH1K9fPz3yyCOWz8+bN08PPvigHnvsMa1YsUJt27bViBEjdPjw4bDn7du3r7Zv3+7989lnnzXE8AEAAAAAaHQxTfniI0eO1MiRIy2fMwxD999/v2699VadffbZkqR//OMfSk9P11tvvaVx48aFPG9MTIwyMjIaZMwAAAAAADSlZjtHfuPGjdqxY4eGDRvm3da+fXsNHDhQy5cvD3vsunXrlJWVpe7du+uPf/yjtmzZEnb/srIylZaW+v0BAAAAAKA5araB/I4dOyRJ6enpftvT09O9z1kZOHCgnn32Wb3//vv6+9//ro0bN+rUU0/Vvn37Qh5z5513qn379t4/OTk50XkTAAAAAABEWbMN5Otq5MiRuuCCC3TcccdpxIgRevfdd1VcXKxXXnkl5DE333yzSkpKvH/y8/MbccQAAAAAAESu2Qby5hz3wsJCv+2FhYW1mv/eoUMH9e7dW+vXrw+5T3x8vJKTk/3+AAAAAADQHDXbQL5bt27KyMjQsmXLvNtKS0u1YsUKDRo0KOLz7N+/Xxs2bFBmZmZDDBMAAAAAgEbVpIH8/v37tWrVKq1atUqSp8HdqlWrtGXLFjkcDl177bWaO3eu3n77bX333XeaMGGCsrKydM4553jPMXToUD388MPexzfccIM++eQTbdq0SZ9//rnOPfdcuVwujR8/vpHfHQAAAAAA0deky8999dVXGjJkiPfx9ddfL0maOHGinn32WU2fPl0HDhzQ5ZdfruLiYp1yyil6//33lZCQ4D1mw4YN2rVrl/fx1q1bNX78eO3evVupqak65ZRT9N///lepqamN98YAAAAAAGggDsMwjKYeRHNTWlqq9u3b6/Zv1yghKamphwMAAAAAaOEO79unGf36qKSkpMa+bc12jjwAAAAAAAjWpKX1AAAAqL1NmzY19RBCysvLa+ohAECLRyAPAABgE2YAP/qXwvA7NpE3UzpokzYRzANAAyOQBwAAsIFNmzapcm+Zzt1brJz9zfN/4YbuXKNlvftokzZJIjsPAA2lef5XAAAAAJKqs/CVe8s0dO0a5SRmqyB/SdMOKoRezmOktWuUnJpOdh4AGhCBPAAAQDPlm4Uv3VmoXnukAvcSVcQXN/XQLK3evVTHaZjiEmP8svME8wAQXQTyAAAAzZAZxJtZ+PI90urSpUrt1EYLB/Rs6uFZOnXZaq0uXaosd5Zfdn7RkecJ6AEgOgjkAQAAmhHfhna+WfiC/QUqc0oLB/TUgOSxTTvIEP491BPMV8QX+2XnR/9SSKk9AEQRgTwAAEA9RHspON+Gdr5Z+LKD0r+HHtdsg3hJGpA8Vv8e6vnZNzufkzM8qBFetHBjAEBrRCAPAABQR75z2KOldGeht6GdbxZeUrMO4k3mGH2z8wX5S/xK7aOJsn0ArRGBPAAAQC0Flr/nJGZH7dzlPg3t7JCFD8U3Oz9+5Xq/UvtoomwfQGtEIA8AAFALgeu5m4F3tBTsL/BraGfHIN5kjn3hgJf9Su2jyapsn4AeQEtHIA8AABCBUOu5m4F3tJQdbN4N7erCzM6bpfbRFFi2T3YeQGtAIA8AAFCDcOu5m4F3NLWkIN7kW2ofTYFl+6xfD6A1IJAHAAAII5L13Fti4N0QGuI6BZbts349gNaAQB4AALQ6tVkyzo7rubcmgWX7rF8PoDUgkAcAAK2G7zz3SJeMs+N67q1NbdavJ6AH0BIQyAMAgFYhcJ57pEvG2XU999YmkvXryc4DaCkI5AEAQItnNc890iXj7L6ee2sTbv16GuEBaCkI5AEAQItlltJbzXOPdMk4svD2E2r9ehrhAWgpCOQBAECL5FtKbzXPPdIl4wjg7YtGeABaKgJ5AADQovg2tDNL6Znn3nrVphFeJAj6ATQHBPIAAKDFCGxoZ5bSM8+9dYukEV4kyOADaC4I5AEAQItg1dDOLKUnCw8pfCO8SAzdyfx6AM0DgTwAALC1cA3tzFJ6AniYQjXCi0Qv5zHMrwfQLBDIAwAA26qpoR2l9AglsBFeJFbvDj2/noAeQGMikAcAALZDQ7vocVdJTldTj6Jp+JbaRyLU/Hqy8wAaG4E8AACwFRraRUdRfqyemZ2lwi3xSu9apktmFigtp6Kph9XoavO7Emp+vW92nmAeQGMgkAcAALZBQ7voeWZ2lnZujZMk7dwap2dmZ+nGJzc38aiat1Dz632z8zTCA9AYCOQBAECzR0O7yEVSKu+ukgq3xFc/djtUuCW+VZfZ10bg/Hrf7DyN8AA0BgJ5AADQrNHQLjK1KZV3uqT0rmXauTVObrdDTqeh1C7lBPG14Du/3jc7TyM8AI3B2dQDAAAAsLJp0yZt2rRJo38p9JTS749RQf4SrS5d6s3CE8RXsyqVD+eSmQVK7VIuSUrtUq5LZhY0+BhbmgHJY48E9MepzKnqRnh7pKFr12j0L4Wq3FvmrSgBgGghIw8AAJodGtrVTl1K5dNyKnTjk5tbdTl9tN67b3aeRngAGgOBPAAAaDaslpWjoV3N6lMqX99AtjbBsO++NR0X7vn6BuAN0bGfRngAGpPDMAyjqQfR3JSWlqp9+/a6/ds1SkhKaurhAADQKlhl4Xe5f/Q2tCMLH15jLydXm9fz3bdTpqecf/f2OMvjwp03Wu/x7sm5QTc9otmxf2WpJ5jvktJGsWUdlJUzXJKU365Si7qnSyKYBxDs8L59mtGvj0pKSpScnBx2X+bIAwCAJhfY0K7XkSx8RXwxQXyEzFL5e99bqxuf3Nzga8LXZk6+7767t8dq9/bYkMeFO29t+wBYMachuN0Oz2OfaQjRYs6bN5VklXh/Pl+Ho/dCAFotSusBAECTCVxWLicxWwX5/svKSZTS10ZjzHevzZz8wH0lR8jjwp1Xis6SeXTsB9ASkJEHAABNwszCj/6l0JuFL8hfEpSFJ4hvfsxg2On0zNB0Og3PY4tgOHBfyTjyJ/i4cOetzWvWhI79AOyOQB4AADQqc1k5b0M7n2XlKuKLWVaumQosPY80GHZX+e/bKbNCnTIrQh4X7rzRCsAbexoCAEQbpfUAAKDR1LSs3MIBPVtVAB+qFL05lXmHajBX0/J1Vsd1zqqosWt9uPNGe8m85nSdAaA2yMgDAIBGEZiF921ot3XvwVaVhS/Kj9Xdk3N1w8jeuntyroryYy23NQc1NZgLFQxbHee7b01BdLjna7PcHQC0RGTkAQBAgwpsaGdm4VtzQ7tQwXHgtmguiVYbkTSfq2kN+Gg0pqurxl6KL5Stew8q3n1QWSu+UPuc4SrdWahkSeqeoE2bNrEEHYA6IyMPAAAajFVDu13uH1t1Q7tQy5819JJovq8fSmBVwK6C2Do1mItmY7pIBL6naCxTV1/mEnRlTqkivlgF+UvUa49UurNQo38pVOXeMu9NLgCoLQJ5AAAQdTS0Cy1UkNvQgW8kpftWAXBtG8yZQXVtjgt1c6GmGxlW7yncOvGNXWpvBvMLB/RURXyxVpcuVa89UlZpjIauXeMN5gnoAdSWwzAMo+bdWpfS0lK1b99et3+7RglJSU09HAAAbMWqoZ2ZhW9tc+FDsSr9ltSg5eB3T84NWjvdt3TfXSXdMLJ30HH3vrfWW2Yf7sZCqHL2cMeFOibS0vhQ7ylwe0p6hWJijSYttV9Z+rJ6vbZL8xffoIK9OereaY+unviBjjomQYu6p0sSpfZAK3d43z7N6NdHJSUlSk5ODrsvgbwFAnkAAOrGNwvfNzFb5du2aXXpUqV2atMq58LXpLG61tcUpJt8A2DPWu8OpeWU6dJZ1YFvqPHVdKPAiieLHifDCB+IW50r3HvaVeB/I6CywqG9hbFB5wt3rRvic5h9aYr2besot+GS01GlvI4levu2z5XfrlJvpnRQTEo8wTzQitUmkKfZHQAAqLdIGtoRwAezChQbah55eteyoOA48LUumVngDYBNRfnxumdKri6dXaC356eqcEu8ZXAfaXM7c9uOzbGWx1SWR3Yuc4qC1XtKy6nQJTML9PQs//fie767JuWqKD84Q99QjfLcVVLJ1tTqx4ZLv+zuqPzNS5WTO0xDd65Rcmq6Fh15noAeQDjMkQcAAPUSaUM7ND7fOeSVFQ6lpHsC0lBz1tNyKjRtvpn5dni3V1U69fTMLBVuiTtyXk9wb86zj6S5XeB89qdmZMuT9Td5fr7vilx1yiyPqF9AuHn4z8zO0q5tcT7nrj6fK8btfS6wGV64Rnn1mWMfeI0cTrcyU/LlTtzrbYSXsz+GRngAIkIgDwAA6u3cvcUa1PV4SZ4gvn9uL0kE8U3NNyjdWxirmFhD9763Vjc+udk7f91KWk5Z0LaqSqcCg3vfILem5na+YyncEqfd2+P8zmf+bO4TSaO8tJwK3fjkZr/3JAWvDOA5t8N7vqpKZ8hmeFaN8nZsrrlRYCR8r1Falwr9etYiv0Z4BflLlLOfRngAakZpPQAAQAsUqtxdqrnZXseMcrli3EeCd5Nnzrwv35J3M6gOVU7vX+Junif4nG63Q7u3x+ne99ZKimwOe+A+TpeOjN8M4A25YgzdvWi9nC7r+fzmOazK9Z+bE5ylr2n+v5XgazRMkrRwwMs6ddnq6mXqnMdIaz2l9m+mdNAmseY8AH9k5AEAAFqgcOXuj9+S7S2TL9wSpyduzdYzs7NUlO/ZtmdHnAzDEwxX8w+4HSFK3n0fmxn/wLFYnzN4nFZBfCTL6LmrAisIHH43JcJVDwQ+N/G2gpDL2VmJpPw+8H2Zy9Rt3XvQb5m6wOw8AJjIyAMAANhEbTup+zavS+1SrrOm7NTdk3O1Z0ecz16OI2Xuga8VKt9zpJt9QADsOzarjL9/I73gTLxv6Xu4Neet5rAHZsfDNcLzHVtaTnAzu85Znqx5ZbkUc+SyWGX3/a+Vgjrl17ZJnieY9/x86rLVWl26VFnuLL/sPI3wAJgI5AEAAJq5unZSDyzlvmNinnZvt57fndqlTDu3xgdtdzgMGUb1cnSdMitkGJ5S+WdmZ+msKTu93ezNsYUKtqfN33xkybjAIF6SDHXMqLBcZs68QVCb7viBNzF8pw+YY9u1rXpsvtfYnFaQ3rVME28rCJhi4FBVpUM3jOytTpmezP3u7XFyxbi9Wfu6lt+b/ST+PVTeUvtdZT+q155jFJfoaYRHqT0AidJ6AACAZi9cJ/VI7CqI1V2Tci0azEmSoU6Z5Zo0u0BOl9vvGYfTrY4ZnhsG6V3LNf2JjYqJNVRcFOsdy9Mzg8cWqhTdzJRbdauXJIfP0KwazJlz3wOP31VQfXPCLG23aoQXqpmdu8r/Gnuy75738+ztWQHTAqo74O/eHuu9MVJV6ZQRYfl9TcxSexrhAQiFQB4AANSZbyCx9cfvvD9/ueNLbd17sAlG1PKECz4j5RukBkrLKddlc7cpLadCKWmV8g2SDbdTxTtjNP2JjZ5guEtF0FisOsD73hAInEs/8bYCWXWrN0v8zQB+3mXdvPP4zRsEwXPfPcfdMyVXP33ZxnLufGCm3qpvgGTV5d7zfory4/2W7vPtgO//c7VwS+ZFakDyWA1IHquFA3oqtVMbbyO8vonZGrp2jUb/Ulj3kwOwPQJ5AABQJ77rx5fuLFT5tm0qyF+iivhibd17kKXnoiSSNdrDMW8EeMrjfXky8Tc95clWV5bLMmNfVenUc3Oy/MbicFpn1M3H7qrqczidht+c94zcioBzVB/vinHrqRnZPjcd/G8Q3DMl1/I9VlU69dSM0FULRfmeioQbRvb2C8rNkvvgZnz+f/su3RcqO+9wGN7mgDXN86+tTRcM9P5cklWivonZUTs3AHtijjwAAKg1M4gfunaNchKzVb5HWl26VKmd2mjhgJ6SRBAfRaHme0s1N8ALbPxmznVP7+o5j+/c8OoA1nqZuTUr22jntlhvCbm14BsBHdOr13ffVRCrygqH5TmqKq0b7zkchhxOw5uht1y2zqc5n2/Vwq6CWN0zJdc7z33Pjlil5ZTr3vfW+l0332vsdJk3I/xvJATu1ynT8752b49TWo7nenbOqqhXJh4AIkEgDwAAImaW0ptZ+F57pAL3EhXsL1CZU1o4oCcBfAOwWqO9Ng3wfIPP9K6eJdUycj37mmuqe1g3oTPL13dui/XLtoc+5sgzDkNOl6HpZ/b2WZfeNwgPDMiP/OwwJJ8Ge6ldylWUb7UOvf/rGG5HUJf6Z2Zn+TWrMwyHX8M8U+A1DrXWvNVnEXgzpbarCwBAbVFaDwAAIuJbSp+zP0a9jmThK+KLVeYUpfSNwDc4rE0DvMDGbxm5FSrKj9XcCXkBc8N9+ZfMF26JO5L1DpeN9+dwGt5zmw3krOfHB5TqH5kG0CmzQtOf2KjrH7bu/p7apezI+yvXpbOD14YP7HJvSssp8wvCfZnbz5qy01v+73AaOmvKTsv9fH+2WuO+rg3vACAcMvIAACAsMwvvW0pfkO+fhZcopW9MkSzDFi5LbHZp37MjcCk6zxrpVZVOpeWYWXCrALxmDqcRsBZ9pOX4/sH9c3NClf0bmjTbv5T96N9sDnrf6V3LVLQ1zlvK74px69JZBTVWNLw9P9V7jOF26O35qTr6N+GXk/O9uVK0Nc5b0l+XdeUBIBwCeQAAEJKZhT93b7FfKX1FfLHKDpKFbyqB8959S7+L8mP19KwsFeV7AlTfdd591z235tDFM7fp6F8f9JaXF+XHWTTKq5kZBAeuQx9YWt8ps0Ixseb8d/+Afvf2OG9jOYdDMgL66j1xa7ZueW6TpOobFeHWk/cNqH2nFASu+75jc2zE69V79wm4uWK4Hao6cg3MRn3T5m8mmAcQFZTWAwCAsM7dW6yc/THqm5itXe4fVRFfrE0XDCSIbwK+ZdqXzAwuJS/K9zR2M+eTF+X7r/Puu+55cLd5z7Z3nkj1BquXzCzwriNvxSxtD8UV4/Z2iK/uUu8frBuGGQBb3ywwS/M9NwOCA/0fVgQvO+d7nTqm1249eUlHuvT7l/t3yiyPqKmg02l1XT1N/56eFXr6AwDUBhl5AAAQ0vk6LDNUK8kqkfKbdDitVqgycLPpmuQJJO+alBvU2K16brpkXcIuv22BmefinVb/u+jJpE+aXeDXET5QVaVDe3bEqVNmufYWxVjeOthbGHhjIbARnlUmv9pTt2XLceTlfcvZO6SWa9/eGFVVOuWKcevimQXqO/CgpPAVDdbz6iOrSPDN/lc396tWlB8+qw8AkSIjDwAA0MyFamxnZuBvGNlbN4zsGdDZ3RRuzXdrd16ap6L8WD1+S3bIIF3yNNGbNn9zmPN6AuDd22MD5sv7jMhbth+ccff/OxSH31x2c7zFO2O9NzGqKh166rYu3oy95Am6O2f7VzRIOtKZPrjSYPf2uBob1/k2FZw2f7N3XXnJM8UgvWsZQTyAqCCQBwAAaMZClYFXlvsH+NXLwgUE7iHjYCPg72q7t3vm2e/ZEXouvRnYds6qUHLHyuDXDdg/kCvGLYfT7bPFiPAckd2M8L8xYM5V99wEMSsczD4CgY3oLp5R4B+EO2sXhJvL1HnmxFd31jdvFgBAfVFaDwAA0Iw5XTpSpm0Gpp5AdvqZvQP29A9a03LKPBl6w2qf6p/Tu5ZblpJbZ/erpaSXa97luSH2C1Ueb74nT5BsuMN1ta9hrfkaWc/JL9wSr6dnZWnXtuBGd75TGHwbA6Z1qVsQnpZToZueCu6kDwD1RSAPAADQjLmrFFDe7huYBgerDqeh1Oxy3fTUZk07o2fQDQCpek741Ec3KyZOAft5zmsuQ2fNUOnumLBl9/7j8g++PdUDodauDwzga98xP/g1/c/re/PBt9Gdb4XD3sJYpXYp173vra13EE4QDyDaCOQBAACascDGbP6Cg1yn09ClswrC3gBISa9QZYVD08/srfSuZRYBuUNut0JKSqnQvr2hyu4jESo4r97uijGUlFKh4p2xYfYP8woOQ05XuJsRvgwVbbVeci7ayM4DiAbmyAMAADRzvkvN+c8lD54vXlXplNst3TMl128f55F53ve+t1YxsYa3W/zOrXGe+eoO/3MZQTcNqtUviK+J4ff6Tlekc+Krj5U8a85XB/E1d+t/bk6W3/JxzgjmxdfU/M5XUX5s0DJ5kRiQPFbLN+zW1r0HVbC/QAdWfKHybdtUurNQo38p1KZNm7Rp06bIBwKgRSCQBwAAaObMbuh3/XOtrJq4VfMEn8/NqS4RNzmchs6aslNScPO8qkqnzzrvnvNE3lSuLsKdv3pcxTvjQna7D3dsqKXqwincEq+Jt1XfMEkNMy++LkF5qJUHIjEgeaz+PfQ4lTmlivhirS5dql57pJz9MRr9S6Eq95YRzAOtDIE8AACATcQl6kg3dd+MvH9APPG2Ar9A3QxoqyodeuPhNG+pvtPpn9X3D5jrMze9Lqy61dfnRkKo+fehzuu5AZKRW7183I1PbvbrZO/riVuzVbjFE5QXbonTE7dmhx1NqJUH3FWRZ/XNYH7hgJ4qc0qrS5eqIH+JcvbHaOjaNd5gnoAeaB0I5AEAAGzk0tkFcsX4NrnzLxvvmFah9K5lQaXy5pJxd03K1VlTdvqU6vuqa/Bc2+NCrRkfuE8DCbg2HVIr/LLvNZXT794eJ9+qiJrWmA+8eeJwGOqUWa57ptQuqz8geWxQdr4gf4l67ZGGrl1Ddh5oRQjkAQAAbOTo3xzUPe+u17x31ip4vryhuMTAOfX+dm6N0z8fS9W0+ZuPbKnL0m6BQh1nnf2u+VwNUdbvU6FgVL+Gw2EoPtEImX2PlktmFigl3fMahuFQ8c4YFdWz1H7hgJ5Bpfa+2XkALReBPAAAgA3FxEkXXFvot818bK5f7lkLPaCJneFZI/6eKbnqmGEd7PvsbfFzbYJs3znrvtuMgIqB4OqByNU16Pe8hmFUl7lHwulSwHX1ZNcDs/iB50vLqVBMrOHNyldVOr0N/XxL7UMdH8jMzgeW2vtm5ym1B1ouAnkAAGApMAA4sOIL78/LN+xu5NG0XoEBne/jQWeU6v8+WKe7/rlW//fBOg06o9Rv30m3b1N6V99u99V/79waJ0eN8bJVtr4uQXbwsnlmN3pPUFwb9Qn6fY+vuTt9qGD6srnV1zW9a7kum7vN+1yoRniB8+R9+Y6hto30Akvtd7l/9GuEJwV/lwHYH+vIAwCAIJs2bVLl3jKV7S1Rzv4YlW/bpoL9BUrt1EZb9x6U5Akg0HCK8mP1zOwsFW6JV3rXMp01Zafenp+qwi3xSssp06WzCrzl4HGJwcc+cWv2kbnckhzuI+Xkkm9XeO/z3i7vhlwxnrXXnS53LTvGWwkdZJtLw+0tigm7n79w2ffq92Ddvd66k33n7ODu9IHX/pKZBeqcVeEN9s1VBKzWhA/sTv/0rCzd9NRm7zz5nVvj5HY7/Na59+2Qb9Xd/sYnNyscTzAvjV+5Xv1ze2nV5h+VJU8DvvN1WK8pIezxAOyHQB4AAHiZmbvKvWUaunaNchKzVZC/RAX7C1TmlBYO6CmJID5arAJByRNI3jMl1xvsFm2N09Mzs+Suchx53lMaP21+cGf1wGMlSUaogNw/uHXFGN7XMP8ODpBrv7SbdWbec57IbhaYrxnuda0qBsJVFFRfyyduzdZlc7d5r6XnJognE164Jc57Pc2g3tzPqpy+cEt89WO3ZxrD3ZNzdcnMAl0ys8B7gyAtxxO8d0yvUExc6OPNkvtorWcPoGWgtB4AAEiqzsKP/qVQQ9euUa89UkH+ElXEF6vMKf176HHeebmon5rKp5+eleUXiBtH1no3jOrAtKrSGdQgzV0VfGx4gUvU+b5GqFL6ujTEswrCa3Oeus6Zj2yO/+7tsd5radWV3ryeNS01F2ppPzOzbmby731vrTeon35m9e9A4PHhyv4l/9+jRdf+WVt3Z4S+LABaFAJ5AADgDeKHrl2jnP0x6rXH0zyrIr5YCwf09AbxiA6r8mmTu8qTJQ7kdLmDtpnZWt+AzupYT8m85/jgdegD/w5Vvl6f5eAaogt9KKHGGT6bH1nDu+ql5kLte8nMAnXOLvfuLwU3s3O6Qv8O+K444Ftyb8X3HKUFnTT39b/U9AYAtBBNGsh/+umnGj16tLKysuRwOPTWW2/5PW8YhmbMmKHMzEwlJiZq2LBhWrduXY3nfeSRR5SXl6eEhAQNHDhQX3zxRY3HAADQGpldrQOz8KtLl3pL6cnCRy6SEufApme+QZ5ZFu9RHfy6YtyadHuBNxiXJIdPttY3oLMOxh3qkFqp6U9sVIfUSotR+WbfrTrN11c014SPZFyhmuyF2lZ9LXcVxFreNPE173Lragpzbn1RfrxcMW45QmTWw/0O+Gbtb3wyeOqEKfAchtup/F3ZqrJopgeg5WnSQP7AgQPq16+fHnnkEcvn582bpwcffFCPPfaYVqxYobZt22rEiBE6fPhwyHO+/PLLuv766zVz5kytXLlS/fr104gRI1RUVNRQbwMAAFvyLaUPzML7ltKjZrXpNB6ufNo/IPdIyynTtPmbdfRvDmra/M1K71rm2X4kWxvcDd16Lvnewlg9NycrqGzcn6EOqRXqkFpueY5gkS5JFyrTX1MZvBXrQDx4ibvIOV2G91o+MzvLbwpD8LgMb9VD4RZPrwLz8/b9/NxVDu9nHJhZj6SEPtyceKtzOJxu5XTeJpezMasfADQVh2EYEX3bCwoKlJWVVfOOdR2Iw6E333xT55xzjiRPNj4rK0tTp07VDTfcIEkqKSlRenq6nn32WY0bN87yPAMHDtRvfvMbPfzww5Ikt9utnJwcXX311brpppsiGktpaanat2+v279do4SkpPq/OQAAmhmzqZ0ZxBfkL5Ekbym9REO72rh7cq63G7nTaSi1S3nYTuOhuqLfMLJ30L73vrfWsqma7zbf1w+fjVZAN/rAfT2d1D2N7uqb2a1LU7y6ccW4a9EXwFp61zK/RnNWHE63DHfw66TllGn645stP7+0nDIV5ccHNcqz+h0IlX0Pxfcc7bvs1LxR9+rcvjlatXmdsnKGK79dpeK7t9drSlBeXl6tzg2g8R3et08z+vVRSUmJkpOTw+4b8b94ffv21YsvvljvwUVq48aN2rFjh4YNG+bd1r59ew0cOFDLly+3PKa8vFxff/213zFOp1PDhg0LeYwklZWVqbS01O8PAAAt3fnyr3Drn9vL+zNBfOTClUmH4ls+bXaer02js8BtZ03Z6S3jDs7I+89/r+5Gb7Wv2UU+uqXwvlMConE+/7+lqsq6jNf/PIVbgqcmmJ/Bve+t1bx31loG8VJ1TwO/DLnD8753bbPuhRBpCX04vucYff9j6tJpR63PAcCeIg7k77jjDk2ZMkUXXHCB9uzZ05BjkiTt2OH5hyg9Pd1ve3p6uve5QLt27VJVVVWtjpGkO++8U+3bt/f+ycnJqefoAQBAa1HbTuMmcz68bzl+bRqd+Xp7fmqYYDaw5D5c0NsQ8+LNru/RObcrxqriwGpef/iy/+rzBJ6j+hq53Q5VVjiOzJv3ZNcdDv/jHI7qz/uSmQVKSfcE5Ibhed813eCp6fckEtE4BwB7iTiQv+KKK7R69Wrt3r1bxxxzjBYtWtSQ42pUN998s0pKSrx/8vPzm3pIAADARuoSgFt1La9tltbsnu4pCQ8VoAcGrJHMP69v0G3dcC8a7nxrvVK7lMk6aA+1hnz1vg6HobScMt29aH2IcfnfANizI9bb3K4oP15O15EbNkca4pnrwXt+rlBMrBGw/FztbvAAQCRiarNzt27d9OGHH+rhhx/WmDFjdPTRRysmxv8UK1eujMrAMjI862AWFhYqMzPTu72wsFD9+/e3PKZz585yuVwqLCz0215YWOg9n5X4+HjFx4efEwUAABCKGYAHzl0PpTr4PvLYJ1vrdFmfw/fcgfOrO2WWa/f2WEXWpb0x5q03xGsYcsUYmn5m8Dz0mpaWk6rnt5uBt9OlgOsWOKf/SDd4wyHDZzqCWfmQml2hibcVKCO3+mZL4Ofqe77aVFjUFR3rgdajVoG8JG3evFlvvPGGUlJSdPbZZwcF8tHSrVs3ZWRkaNmyZd7AvbS0VCtWrND//M//WB4TFxenE044QcuWLfM2zXO73Vq2bJmuuuqqBhknAACAKdJsq1mOH9ggz+kKbmRn1RQtMJufkl6hTpkVRzrSBwoMUM3Hvn9LVkFsx4xy7dlhdc6m4AiYPhC+qV8gw+1QeteyME0IQ3Xyt95v59Y4PTcnK+h8Vp/rtPmbGzQTX5Qfq0Uz/6wXtqaqd8Ye3Tjy78pipijQotUqCn/iiSc0depUDRs2TD/88INSU1Pr9eL79+/X+vXrvY83btyoVatWqWPHjuratauuvfZazZ07V7169VK3bt102223KSsryxukS9LQoUN17rnnegP166+/XhMnTtSvf/1rnXjiibr//vt14MABXXLJJfUaKwAAQDSZAXnhlnildinXWVN26u7JuX4Be8f0Cj1xa/aRrLGnIdvdl+X6NV1zux3avT3O05Dt8lwV5fsuL2dVIu8fqHZIrdC+vTGWc+wdDvMctc301i7IrpvanttT9bBjc6wycitUfkghbnxYCb4GvlUUuwqqb7Z0yixXSrrnpoqZhbe6QRNNz8zOUmmB53dkQ1EHzX77Ur3b7+uGeTEAzULEgfwf/vAHffHFF3r44Yc1YcKEqLz4V199pSFDhngfX3/99ZKkiRMn6tlnn9X06dN14MABXX755SouLtYpp5yi999/XwkJCd5jNmzYoF27dnkfjx07Vjt37tSMGTO0Y8cO9e/fX++//35QAzwAAICmFFiOby4hJ0mF+XG6a1KerMriDbdvkO6fzb94RoHmXdbNb//QPM/FJxoq3e1/TvPv0OX6NalrAB+tJetC3Ugw9Phfs1W6J8ZnCb7QHE5DHY80r6sO+oOvu2+FxN7CWKV2KfcuG1iUHxt0g6YuHepDCSznr3I7tWV3pqqiuVAAgGYn4kC+qqpKq1evVpcuXaL24qeddprCLWPvcDh0++236/bbbw+5j7kOrq+rrrqKUnoAAGALZrbWb261EUkwe2Suts/c64zcCr/Sbv/A2DpItp7THfh3460JHx2hO/gX74xTcKM86/2dTkNjrirS0b85KHeVVLQ1Vs/Nqa6iuGRmQch+Byarpoahy/trz5ymUbQ1VobbKZfTreyUQrkibmkNwI4i/oovWbIkqkE8AAAAPAKXsAvNvwt6Wk5ZUHd73w76/hxyON1SQFd233Oaa5/XruN8QyxZF4Uzhb2WobrbS77Xw3A79PZ8z1RSp8tzoyRwVYFwyw+aQX5NS9DV1yUzC5SctVuS1COtWDPPejq6LwCg2eFeHQAAQDPgH4D7Lt9W/bMrxlCHVE/QntqlXJfOCu6CnpZToWnzzYyvf5BquB3e5dOs1k03DLN0vzbL0DVlpj70+PyXgIvsGA//deTDrf3uWzZv3jjwrZAIF+RHU1pOhUbf/5jevuliffbXF5XTsSi6LwCg2WmYlvMAAACoFd8582tWttHTM7O8DegcDskwPIF4fKLhnX8dSmBX/GoOuasccrrcclcFBuzVwWv1NgX8bLVMW1MKPQ7z2rlijCM/m+MOzsB7rm9gJ3//efBWfMvmDbfDWyHhK7CpYUMuQeeqsaIDQEtBIA8AANCMOF1Sp4wKdc6qODLX2iGzpVDg/GsrvsvVuWLcksXa4sGN3mpafz5cKXpzFXhjIvS8+c7ZZdq5NV7+VQpS5+zQgbfV3Pii/Pig7vSBTQ0BIBoorQcAAGhmfDO9gaXgrhi3dh1ZaqymYz1Zd//MevvOVvPnQwku74/unPjajqMOR1rcyAg8t+c6Vb+O2X/gpqc2h+wwX9uyeYJ4ANFEIA8AANCMBDZIC1q/vMqhZ2ZnRXSsp1y8+niH01BMrBR5YBw8j96aVRl+bfjeKAg3jtpzOg11yiw/0sTPmmeZvWpmdv2OiXkqyg9908S3r0F9y+aj3QAPQMtGaT0AAGgVmnNps+/YQs9v9zAMT3n9XZNydems6jXJzXOEPdbt9FkP3e8ZRR4s17eDvf9ruWLcqqpsuNxSSnqFLpu7TZK8Uw78hZ42sHt7bNjl4qJRNu87FaIh1pkH0DKRkQcAAC2a2Vn8hpG9dffk3LAZ1sYWamzBHeyD/961zbMmue857piYp7JDDssgvlp1sO1wGGqfWq7IgvhwpfWRZu7l97zTZejS2QVKyykLcd76c8UY6pxV4Q26731vbYRL/XnGGti13ipzXp8bRFbrzANATQjkAQBAi9ZQgVI0SqFDjc0MOqc/sVHpXT0BvSvGf9k4s/Gd7zl2b49V8U7PzQCHwyxXD70mvNNl6H/u2hawdnyoANc3WI9O0O2ukp6emaWi/PAN/Gp+vdDPF+XH+90ocboCb5SEP685770hbgg11jrzAFoeAnkAANBiNUSgFK2ALpKxZeRWHCm1LlNVpVNOl9u7XrnZkC14Pr31/HirYLeq0im3W2qTVKnAju3BaprHHvp1QnP4lNWHy+SHz/I7XZ558MGvXz1mqxslwZUAhhzO6rn0rhhDZ03ZKSn0TZf6/C411jrzAFoeAnkAANBiNUSgFK0Mv9OloEy4K8YdNLZnZmdp17bqtcrN95LapVyXzioIKBMP7i7vdEop6eXezH7g6z03J0v79oa7GeFbCVBTsF/Tcw3DXeXUnh1W76F6zIE3SnZsjj1SCeA/R75jeqX3ehpuh96enxrypks0buhEs2EegNaDQB4AgFbqNSV4f+7sPEarNq/zPl5Z+nJTDKlBRLuzeLQy/O4qHclGVwfHVZXOoPnYgV3oqyqdmvfOWt345GZ1zqrwe3+dMivUMaPCez5zjHsL4zT10c1+283XM9eqDy3SwLwhutVH/rqeCgTJHK/DeeTGSIibOM/NyVJgNj4tp0y7t8cFfb5S8A0hV4w7Kjd0fOfue6oEaHQHoGZ0rQcAoBXKy8vTpk2b9GZKB52rYpV2lHrtOUa7yn7U+JXrtXXvQf17qDQgeWxTD7XeotFZ3BTYFd7pNJTapbxO5zUz8lWVZtbYkCvG8DtXqNfbUxjc6bxzVoX32Gln9PQ5ryQZ2lMYq/SuZSrcEue33SPSZndW+wVur28HfENOl6F576zXvMtzVZQfF2K/wHP4v67hdqjK7VBaTpmK8uP9buKYN0gCz3PxjAI9NyfL8vO9ZGaB95p3zi73m9fve0OnNr8LgasVAECkyMgDANBK5eXlKSYlXou6p2tZ7z5a11HKyhmu2LIOindLpy5brZWlL7eY7Hy0AqX6ZvjNjHskGflQr2dV3m++v+Dzes799Kws/emWgqDtksNvXngorhjfeei+Asvta+qYX53VDtUBPymlUk6XdPGMwPGGH1/1a3j+7pRZrpueCs52h5pyYfYksPp8fTPnNz21uV5TNprzSgoA7IFAHgCAViwvL88b0C/r3Uf57SqVlTNcxyUPU7xbGr9yvTegh0ddS6EDg7ddBbERBYOBr9c5qyJseb/TpSNN3AJfP14ZXSss5+Xf+MRmdUgN38W9qtKpSbebHe5NwXPyw5fLV1cJpHYp1wXXFlruW7IrTjs2xyojt0LpXWtamq56PrvT5X9DYvf2OO+1juQGiVTz52t+PuFu6NQ01YIl5wDUF6X1AADAU2qvTVqUkq7RvxSqtKN0nIZpV9mPincf1KnLVreYUvtoqW2G3yp48y3Xrim771uCHaq8vyg/9sja8vHyLTV3OAyl5Xj2GXNVkV69P9173jFXFUmS4hNDB8vm8Rm5FZo2f7OenuV5jU6ZFTIMac+OuMAjwl6LTpnlR7rxV6jHsYc07/Jcuav880v3/U+uOqRWavf2wHMHjU6SjtzYCKw2kIq2xumeKbmqqnR6pyGk5VT4TbmQgj/Pmj5fqykb5vX3nfIQeCMgsKy/rmX5AFo3MvIAAEBSdXY+sNTeNzvfkkrtG1OoJnmds+qW3Q+VDfa9WeBwyJuhTsup3ufTN1LkPPJ/gE6n57HvcVbZb6fL8MtY3/SUZ437mFjDJ4iPpLTeY/f2WG8WunNWhZJSKoP2qap0avd2s+TcP8vvinFr+hMbgyoarKoBDHf1EnfmDRQzeC/Kj9U9U4JL3K0y6qGy7L7BdySZdpacAxANZOQBAIAfMzu/rHcfJe8t9svOt7RGeI2lpiZ5tQ3irLLBgZlew3DIqHJo3jtrFRNnvY9vV/ZqwYF4VaVTnbMq/F7PbApXN57XvWtSrl/TOKv9AseUllOmS2d5Mt3hGtBZMd/vDSN7K71rmSorHNpb6Aned26N0xO3Zism1vBm1CfeViCnUzVm2aXaZdprU4kBAFYI5AEAQBAzmI9Paa9kSXGJMWqb1U4HVnyhLimefVaWvkwwXwsNEbxF0uE+Jq7mfSR5t4Vy4+ie3vL0ibcVWNwAqIlvV3lPh/5d28LdCKjuqG+Oc+qjm/3eT+ANjbsn5/q8D8/r+a8MUD2OwPfrdju0e3ucHA7P6xZuidO8y7rJFeOWu8qzn5llv/HJzQpUmxUNormSguT5Lp66bLWU0karNq9TZ+cx+uHQNiW3S/dbZhJAy0FpPQAAsJSXlxfyuUE9OjXeQFqIxlgvPJKO+r77OJye7HNlhUMp6eZ4AkvrPY89wbAnmH1uTpZfeXhNApvQuWIMT4d+yxsHnnN2yqxQp0zPmFLSK1RZ4dD0M627vFs1oEvvWq7pT2zU1L9vltXcefO1zcDdfC+B69FXVTq92wIbCwaq7YoG9Q3izakupy5brXi3FFvWQVk5w7Wuo7Ssdx8t6u7phRDuuwzAnsjIAwAANKKGnAsdSabX3OeuSbnejPjewlildinXve+t1Z2X5h2Zm269rJwZzE5/YqOem5N1JDMffu34wEZ2VZVOdcwoV3FRrNxuhxxOQ06ncSTjX66JtxUoI7fiyLHyGZMnU/7Erdm65blNQe8z1PtP71qmwi2B69Eb6pRZ4S2lT+1SrsoKh/bsiPUJ5v2Fy7KHe/2GYAbwXVLaaKdbOi55mOKys5XfrlLLcvooJiWeAB5owQjkAQAAWpiagkh3lfzmk/tmmkN3ifcE62Ywa665fvdluTLcoYs8XTHuI93nfW8OGHI4PFnrwi3xSjuSve6cVWE5dv8xObzLyoWatx54jom3FWjeZd0CzurQpNu3KSO3eu6/b9d58/363mQIlWUPDNwbK4g3s/DHJZ+kdR2l5HaVWtQ9XTEiCw+0dATyAAAArYi7StpVECuny+2TKT+SnY7zn+ftG8R6yuEdfsHsE7dmhwjiqzP07iqHDEMKLG/fvT1O05/YqGdv9wTO5nJ8kU45KAroDm81b91krkdftDXOs968z80IqTrwNjPqOzbHeqsNwt1kiGS5uWgyV4wYv3K9Xxb+h0PbtKw3WXigNSGQBwAAaIECs8RW2WYrvk35zCDe7BTvG8zu2Bxrmb33NJerDu4Nw6E9O+I8gXR+3JGydc/r3/vnXG8Ze6iA3OnyrDvvn9H3LCsnRbYOe1F+rCorHN5jUtIrws5fz8iNrETearm5cDcU6sO3lD4wC08pPdD60OwOAACgGQrVUC3cc56S+VjdPTl4bXT/teIDg3hPhtxdVZ2VTssp8wa+u7Z5glQzqC3Kj9W9f861HMPUv28OWic9LceTre6YYWarzWy90zIgD3yfk27fZjFmec9f0zrsz8zO0p4d1Q3yindGlssKd05zuTl3mPFHQyQN7QjigdaHjDwAAEAzEq5cO9Rzvtutlkub+ujmGpaLM5TetbqJW7g59E6XJzAObGBnevb2LJ395516e36qCrfEy+E0VJTvKZ13uy0P8XLFuLWroPrGg+/79M3oOxyGnK7w89a9Yw9Y313yNNvzzZ7XpTldbZabq69BPTqpy0pPJr7twBOlAik5lQAeaM3IyAMAADQjVuXaNT3nu91qubTpZ/aWK8btXWotcIm5Tpn+peZmkOqbVTez3laBse85d22L09vzUzVtvn9Wv3BLnPYWhls33jPeZ2Zn6Ylbs490ma/uUu+5aeFZ2i0tp1zT5ke2lJ/TJaXllAVtL9wSrx2brasXIlXb5eYAIFrIyAMAADQTgUFyYLm21XOV5aECa6k6YHd4ssYuT8M6s3FdWk6ZLp5RvdSbL9+58r5Bqhnkm43jqvnfPLhhZO+AM1Z3rA9VJm8cOTbwuN3b4+R2y2/eum8WvaaM+qWzCnTPlFzv3H2H01Bal3I9NyfL2zSvcEu87pmSe+QGRGQN6xpzuTkA8EUgDwAA0EzUVK5t9Vy4TvOBzeGq3A7Ne2etYuJqDn7DBam+QX561zJVlDu8a8L73jw48soK7FgvVTfFc8W45XY7/LrJW92YeG6OpxR+V0H1NIJOmZ5s+O7tcWG7xqflVGja/M3e49K6lFsuSVdV6dTTs7J001O1a1hHEA+gsVFaDwAA0IyEK9cO9Zzv9rQu1WXnVuXxMUeq2yMNPn2z3iYzyDdL2y+/Y5v39T2BenDgbgb45jjueXe97n1vrScDHvCeOmaUK5BZmeA7jWD39tgj3eyDpyEEChyzuSRdoKL86DesA4BoIyMPAADQjITLhId6LtT2UOXxtRGu+V7g+uuV5dL0MwNL6j2s1qH3zF8PHvvld2yzLIWXAqcRVN8wiGQZOt8xS57r4/c6DkNpOQ3TsA4AoomMPAAACOk1JXh/bl/Q3vtz3qsrmmI4rUqkwWi47YFZ6EjnfvsK13wvUEycjpS7+zbT8/xsuB1K71rmHUdg1jvwxsS0+Zu9GfO0I8F/YBM+z7mDG/JFynwdsxleWg4N6wDYAxl5AAAQ1qLu6Rr9S6FKdxaql/MY7Sr7UQX7C3TqstX691BpQPLYph4ialDXDHO45nuhznnZ3G3eDL6HfxO8HZtj9dwc6wy/L6tMvbtKOmvKTj09M0tye5r2JaVUqnhnXJ0rDtJyKnTTUzSsA2AvBPIAACAkc43qRZIqUzpIa9eob+Jwdd62TatLl2r8yvVaOOBlSQT0LZHT5cmwe+ahexrZdcqsiLhJ3j1TcoOa8z03JzjDb67nHmoMvuX9rhi33FWemwOG26H4REP3vrfWb0x1XRceAOyC0noAAFCjvLw8xaTEa1nvPspvV6l1HaXjkocptqyDxq9cr1OXrdbK0pebephoRpyu4OZ8E28r8GT03f5Z+pqay/mW91dVOmUY1scX5ddvXXgAsAsy8gAAICJ5eXnapE1alJLul50vyF+iePdBb6m9RHa+pXBXeZZ2q3ZkTfcwGW/f56zK48MtrxfqfFbL0UnyLrU3/czeSu9apsoKh/YW+nexD5ftBwC7IiMPAAAilpeXF5Sdz8oZruOShyneLbLzLUxgc7lwDeXCZcMDO8WHWl4vkjE4nIZcMW7veMwy+51b4zw3GWqZ7QcAOyKQBwAAtWYG84u6pweV2se7RTDfgkQaeEfa3b4unfR9x5DWpVzT5m/WvHfWBpXZS54l5KS6dbEHALugtB4AANSJbyO80ZLiEmOUpWwpf4kq4ou9jfAos7e3cOvamyLpbh94fG2XibMaQ2CZfkp6hWJiDRVuia9zF/vmxLwZlvfqCu3cfVBZ7TqofUF7/XBom5LbpTfx6AA0JQJ5AAAQFV2OOVZbf/xOkvSbjN/oyx1fNvGIEE01rWsfau67b8f5cMvN1WUMl8ws8J7bDNzNNertnolfWfqyTl22Wl1S2mjn7oM6LnmY4rKzld+uUsty+igmJd57Mw1A60MgDwAAgHqzCqol65L7aDWgC5Wpb85BfCQ3GcwgPt4txZZ10HHJJ2ldRym5XaUWdU9XjEQQD7RyBPIAAACoN6ugOpKS+2hozoG7KZLKBLOUfvzK9drpljcL/8OhbVrWmyw8gGo0uwMAAEDUBGbGI+1639LV1AzQzMKPX7n+SBZ+mNZ1lKeUniAeQAAy8gAAAGgwoUruw2kJc9x9hatMWHXAk4X3LaXPyhnul4WnlB5AIAJ5AAAANJhIut6botkYrzkJ1Qxw1QGfhnY+pfQ0tANQE0rrAQBAvb2Z0kHLt3yjHw5tU2fnMVq1eZ127j7IevLwiiTDHula9HZ0ycwCpXYplySldinXiVOfCmhoV11Kv6h7OkE8gLDIyAMAgHrJy8vTJm3SopR0VaZ0kNauUd/E4VL+EhXsL/CuJy+JNeURUmM1xmsqZmXCV3tfkdNl0NAOQL0QyAMAgHozA49N2qRlvfsoeW+xcnKGq/O2bdpV9qPGr1yvrXsP6t9DCeZhLdxa9C3FytKXNfhjTyl94LJylNIDqA1K6wEAQNTk5eUpJiVei7qnK79dpdZ1lLJyhiu2rIPi3fKW2lNuDyuB5eeRNMazA/N3PrCh3bqO0rLefSilB1BrZOQBAEBUmcHIIkmVKR38svOrS5eSnUdItWmMZxdmAE9DOwDRREYeAAA0CKvs/HHJw4Ky80CglhbE09AOQLSRkQcAAA0mMDtvNsLzzc7TCA8t0crSl70N7bLaZXnXhk9OTdei7ukE8ADqhYw8AABocGZ2flnvPkHZ+fEr15OdR4uV1S5LbQeeKElKTk1XfPf2TTwiAC0BgTwAAGgUvqX2y3r3oREeAAB1RCAPAAAaTV5eXlB2PitnuI5LHqZ4t8jOAwAQAQJ5AADQ6GiEBwBA3dHsDgAANAka4QEAUDdk5AEAQJOiER4AALVDIA8AAJocjfDQkpjrx5vaF7TXD4e2SZJeU0JTDQtAC0JpPQAAaBbMUvtN2qRlvfsoeW+xcnL8S+237j2ofw+l1B7Nk3mj6dRlqxXvlmLLOnjXj1/Wu49iUuIliTXkAdQbgTwAAGhW8vLytEmbtCglXaN/KVRpR+k4DdOush8V7z6oU5etJphHs2Nm4buktNFOt2d6SFx2tvLbVWpZjieIJ4AHEC0E8gAAoNmhER7sxAzizSz8ccknaV1HKbldpRZ1T1eMyMIDiC4CeQAA0GyZ2Xmz1N43O0+pPZqaWUo/fuV6vyy8byk9ATyAhkAgDwAAmjXfUnvf7HxB/hK/UnuJgB6Nx7eUPjALTyk9gIZGIA8AAJo9GuGhuYikoR2l9AAaGoE8AACwDRrhoSnR0A5Ac0EgDwAAbIVGeIgmM8MeCRraAWguCOQBAIAt0QgP9eWbYY8EDe0ANBcE8gAAwLZohIe6sJrnHgka2gFoLgjkAQCArdEID7URap57JGhoB6C5IJAHAAAtAo3wUBMziLea5x4JsvAAmgsCeQAA0GLQCA9WzFL68SvXh5znHgmy8ACaCwJ5AADQ4kTaCC9SBP3NT227zXdJaROUhSfDDsCuCOQBAECLVFMjvPEr10d0HubXNz916TYfW9ZBWTnDmecOoEUgkAcAAC1WuEZ4u8p+jOgczK9vXgLnuUfiuOSTFJedrXyy8ABaCAJ5AADQ4lk1wuubODyiY5lf3zyEmuceiR8ObVNyu0ot6p5OFh5Ai0AgDwAAWoXARnjJe4sjOi7U/HqC+cbjW0pPt3kAIJAHAACtjG92PhJW8+vNUnuJgL4hmVl431L6wHnukSALD6ClafaB/L59+3TbbbfpzTffVFFRkY4//ng98MAD+s1vfmO5/8cff6whQ4YEbd++fbsyMjIaergAAMAGahPUWc2vN0vtyc43HN8svG8pPfPcAcAGgfzkyZP1/fff6/nnn1dWVpZeeOEFDRs2TD/++KOyw8yLWrNmjZKTk72P09LSGmO4AACghbGaX2+W2gdm56PFjjcGarMcXCR8s/C+pfTMcweAZh7IHzp0SK+//rr++c9/6ne/+50kadasWVq0aJH+/ve/a+7cuSGPTUtLU4cOHRpppAAAoCULnF9vltr7ZuejxXeNezsE9L7l75EuBxcJ3yy8byk9ATwANPNAvrKyUlVVVUpISPDbnpiYqM8++yzssf3791dZWZl+9atfadasWTr55JND7ltWVqaysjLv49LS0voNHAAAtEhmdt4stffNzkeLuca9Hcr2A8vfI10OLhK+WXhK6QHAX7MO5JOSkjRo0CDNmTNHRx99tNLT07Vw4UItX75cPXv2tDwmMzNTjz32mH7961+rrKxMTz75pE477TStWLFCAwYMsDzmzjvv1OzZsxvyrQAAgBbCt9TeNzsfLeYa9819/frA9dzNtdqjxTcLTyk9APhzGIZhNPUgwtmwYYMuvfRSffrpp3K5XBowYIB69+6tr7/+Wj/99FNE5xg8eLC6du2q559/3vJ5q4x8Tk6Obv92jRKSkqLyPgAAQMuzadMmVe4t07kRLmUXidKdheqbmK3yI2X7qZ3aaOEATwKjOQT0fuu57z7oV/6enBrZSgCReDOlA1l4AK3K4X37NKNfH5WUlPj1e7PSrDPyktSjRw998sknOnDggEpLS5WZmamxY8eqe/fuEZ/jxBNPDFuKHx8fr/j4yJYvAQAAMNV2KbtImGvcN8f168Ot526Wv0cLWXgACK3ZB/Kmtm3bqm3bttq7d68WL16sefPmRXzsqlWrlJmZ2YCjAwAArVW0g02rsv2mXr8+kvXcCbwBoPE0+0B+8eLFMgxDffr00fr16zVt2jQdddRRuuSSSyRJN998s7Zt26Z//OMfkqT7779f3bp1U9++fXX48GE9+eST+vDDD/XBBx805dsAAACIiBkMR7J+fWNhPXcAaF6afSBfUlKim2++WVu3blXHjh113nnn6Y477lBsbKwkafv27dqyZYt3//Lyck2dOlXbtm1TmzZtdNxxx2np0qUaMmRIU70FAACAWqtp/fpoLnlXk52s5w4AzUqzb3bXFEpLS9W+fXua3QEAgGbBbKo3dO0abyO8Xe7oLXlXk87OY1jPHQAaWItqdgcAANDaWa1fH80l72ryw6FtrOcOAM0IgTwAAIANBK5fnxzFJe9qYgbwlNIDQPNAIA8AAGATvo3wornkXU0I4AGgeSGQBwAAsBmCagBo3ZxNPQAAAAAAABA5AnkAAAAAAGyEQB4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAAAAAAGyGQBwAAAADARgjkAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAALARAnkAAAAAAGyEQB4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAAAAAAGyGQBwAAAADARgjkAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAALARAnkAAAAAAGyEQB4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAAAAAAGyGQBwAAAADARgjkAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAALARAnkAAAAAAGyEQB4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAAAAAAGyGQBwAAAADARgjkAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAALARAnkAAAAAAGyEQB4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAAAAAAGyGQBwAAAADARgjkAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAALARAnkAAAAAAGyEQB4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAAAAAAGyGQBwAAAADARgjkAQAAAACwEQJ5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAALARAnkAAAAAAGyEQB4AAAAAABtp9oH8vn37dO211yo3N1eJiYk66aST9OWXX4Y95uOPP9aAAQMUHx+vnj176tlnn22cwQIAAAAA0MCafSA/efJkLVmyRM8//7y+++47nX766Ro2bJi2bdtmuf/GjRs1atQoDRkyRKtWrdK1116ryZMna/HixY08cgAAAAAAos9hGIbR1IMI5dChQ0pKStI///lPjRo1yrv9hBNO0MiRIzV37tygY2688Ub961//0vfff+/dNm7cOBUXF+v999+P6HVLS0vVvn173f7tGiUkJdX/jQAAAAAAEMbhffs0o18flZSUKDk5Oey+zTojX1lZqaqqKiUkJPhtT0xM1GeffWZ5zPLlyzVs2DC/bSNGjNDy5ctDvk5ZWZlKS0v9/gAAAAAA0Bw160A+KSlJgwYN0pw5c1RQUKCqqiq98MILWr58ubZv3255zI4dO5Senu63LT09XaWlpTp06JDlMXfeeafat2/v/ZOTkxP19wIAAAAAQDQ060Bekp5//nkZhqHs7GzFx8frwQcf1Pjx4+V0Rm/oN998s0pKSrx/8vPzo3ZuAAAAAACiKaapB1CTHj166JNPPtGBAwdUWlqqzMxMjR07Vt27d7fcPyMjQ4WFhX7bCgsLlZycrMTERMtj4uPjFR8fH/WxAwAAAAAQbc0+I29q27atMjMztXfvXi1evFhnn3225X6DBg3SsmXL/LYtWbJEgwYNaoxhAgAAAADQoJp9IL948WK9//772rhxo5YsWaIhQ4boqKOO0iWXXCLJUxY/YcIE7/5//vOf9csvv2j69On6+eef9eijj+qVV17Rdddd11RvAQAAAACAqGn2gXxJSYmuvPJKHXXUUZowYYJOOeUULV68WLGxsZKk7du3a8uWLd79u3Xrpn/9619asmSJ+vXrp/vuu09PPvmkRowY0VRvAQAAAACAqGnW68g3FdaRBwAAAAA0phazjjwAAAAAAPBHIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI0QyAMAAAAAYCME8gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNxDT1AJojwzAkSYf372/ikQAAAAAAWgMz/jTj0XAcRiR7tTJbt25VTk5OUw8DAAAAANDK5Ofnq0uXLmH3IZC34Ha7VVBQoKSkJDkcjqYeTqtXWlqqnJwc5efnKzk5uamHg0bC59468bm3PnzmrROfe+vE59468blHzjAM7du3T1lZWXI6w8+Cp7TegtPprPEOCBpfcnIyX/5WiM+9deJzb334zFsnPvfWic+9deJzj0z79u0j2o9mdwAAAAAA2AiBPAAAAAAANkIgj2YvPj5eM2fOVHx8fFMPBY2Iz7114nNvffjMWyc+99aJz7114nNvGDS7AwAAAADARsjIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMijSVVVVem2225Tt27dlJiYqB49emjOnDmqqQfjxx9/rAEDBig+Pl49e/bUs88+2zgDRlTU5XP/+OOP5XA4gv7s2LGjEUeO+ti3b5+uvfZa5ebmKjExUSeddJK+/PLLsMfwXbe/2n7ufNft59NPP9Xo0aOVlZUlh8Oht956y+95wzA0Y8YMZWZmKjExUcOGDdO6detqPO8jjzyivLw8JSQkaODAgfriiy8a6B2gLhric581a1bQd/+oo45qwHeB2qrpc3/jjTd0+umnq1OnTnI4HFq1alVE53311Vd11FFHKSEhQccee6zefffd6A++hSGQR5O6++679fe//10PP/ywfvrpJ919992aN2+eHnrooZDHbNy4UaNGjdKQIUO0atUqXXvttZo8ebIWL17ciCNHfdTlczetWbNG27dv9/5JS0trhBEjGiZPnqwlS5bo+eef13fffafTTz9dw4YN07Zt2yz357veMtT2czfxXbePAwcOqF+/fnrkkUcsn583b54efPBBPfbYY1qxYoXatm2rESNG6PDhwyHP+fLLL+v666/XzJkztXLlSvXr108jRoxQUVFRQ70N1FJDfO6S1LdvX7/v/meffdYQw0cd1fS5HzhwQKeccoruvvvuiM/5+eefa/z48Zo0aZK++eYbnXPOOTrnnHP0/fffR2vYLZMBNKFRo0YZl156qd+2MWPGGH/84x9DHjN9+nSjb9++ftvGjh1rjBgxokHGiOiry+f+0UcfGZKMvXv3NvDo0BAOHjxouFwu45133vHbPmDAAOOWW26xPIbvuv3V5XPnu25vkow333zT+9jtdhsZGRnGPffc491WXFxsxMfHGwsXLgx5nhNPPNG48sorvY+rqqqMrKws484772yQcaN+ovW5z5w50+jXr18DjhTRFPi5+9q4caMhyfjmm29qPM+FF15ojBo1ym/bwIEDjSlTpkRhlC0XGXk0qZNOOknLli3T2rVrJUnffvutPvvsM40cOTLkMcuXL9ewYcP8to0YMULLly9v0LEieuryuZv69++vzMxMDR8+XP/5z38aeqiIksrKSlVVVSkhIcFve2JiYshsC991+6vL527iu94ybNy4UTt27PD7Lrdv314DBw4M+V0uLy/X119/7XeM0+nUsGHD+P7bRF0+d9O6deuUlZWl7t27649//KO2bNnS0MNFE+O/93UT09QDQOt20003qbS0VEcddZRcLpeqqqp0xx136I9//GPIY3bs2KH09HS/benp6SotLdWhQ4eUmJjY0MNGPdXlc8/MzNRjjz2mX//61yorK9OTTz6p0047TStWrNCAAQMacfSoi6SkJA0aNEhz5szR0UcfrfT0dC1cuFDLly9Xz549LY/hu25/dfnc+a63LGZvA6vvcqi+B7t27VJVVZXlMT///HPDDBRRVZfPXZIGDhyoZ599Vn369NH27ds1e/ZsnXrqqfr++++VlJTUoGNG0wn133t6o4RHII8m9corr2jBggV68cUX1bdvX+882KysLE2cOLGph4cGUpfPvU+fPurTp4/38UknnaQNGzbob3/7m55//vnGGjrq4fnnn9ell16q7OxsuVwuDRgwQOPHj9fXX3/d1ENDA6rt5853HWi9fCvzjjvuOA0cOFC5ubl65ZVXNGnSpCYcGdD8UFqPJjVt2jTddNNNGjdunI499lj96U9/0nXXXac777wz5DEZGRkqLCz021ZYWKjk5GQydDZRl8/dyoknnqj169c30CgRbT169NAnn3yi/fv3Kz8/X1988YUqKirUvXt3y/35rrcMtf3crfBdt6+MjAxJsvwum88F6ty5s1wuV62OQfNSl8/dSocOHdS7d2++/y1cqP/e830Pj0AeTergwYNyOv1/DV0ul9xud8hjBg0apGXLlvltW7JkiQYNGtQgY0T01eVzt7Jq1SplZmZGc2hoBG3btlVmZqb27t2rxYsX6+yzz7bcj+96yxLp526F77p9devWTRkZGX7f5dLSUq1YsSLkdzkuLk4nnHCC3zFut1vLli3j+28Tdfncrezfv18bNmzg+9/C8d/7Omrqbnto3SZOnGhkZ2cb77zzjrFx40bjjTfeMDp37mxMnz7du89NN91k/OlPf/I+/uWXX4w2bdoY06ZNM3766SfjkUceMVwul/H+++83xVtAHdTlc//b3/5mvPXWW8a6deuM7777zrjmmmsMp9NpLF26tCneAurg/fffN9577z3jl19+MT744AOjX79+xsCBA43y8nLDMPiut1S1/dz5rtvPvn37jG+++cb45ptvDEnG//3f/xnffPONsXnzZsMwDOOuu+4yOnToYPzzn/80Vq9ebZx99tlGt27djEOHDnnP8fvf/9546KGHvI9feuklIz4+3nj22WeNH3/80bj88suNDh06GDt27Gj09wdrDfG5T5061fj444+NjRs3Gv/5z3+MYcOGGZ07dzaKiooa/f3BWk2f++7du41vvvnG+Ne//mVIMl566SXjm2++MbZv3+49x5/+9Cfjpptu8j7+z3/+Y8TExBj33nuv8dNPPxkzZ840YmNjje+++67R35+dEMijSZWWlhrXXHON0bVrVyMhIcHo3r27ccsttxhlZWXefSZOnGgMHjzY77iPPvrI6N+/vxEXF2d0797deOaZZxp34KiXunzud999t9GjRw8jISHB6Nixo3HaaacZH374YROMHnX18ssvG927dzfi4uKMjIwM48orrzSKi4u9z/Ndb5lq+7nzXbcfc8nAwD8TJ040DMOzFNltt91mpKenG/Hx8cbQoUONNWvW+J0jNzfXmDlzpt+2hx56yOjatasRFxdnnHjiicZ///vfRnpHiERDfO5jx441MjMzjbi4OCM7O9sYO3assX79+kZ8V6hJTZ/7M888Y/m87+c8ePBg7/6mV155xejdu7cRFxdn9O3b1/jXv/7VeG/KphyGYRiNl/8HAAAAAAD1wRx5AAAAAABshEAeAAAAAAAbIZAHAAAAAMBGCOQBAAAAALARAnkAAAAAAGyEQB4AAAAAABshkAcAAAAAwEYI5AEAAAAAsBECeQAAAAAAbIRAHgAA1EtVVZVOOukkjRkzxm97SUmJcnJydMsttzTRyAAAaJkchmEYTT0IAABgb2vXrlX//v31xBNP6I9//KMkacKECfr222/15ZdfKi4urolHCABAy0EgDwAAouLBBx/UrFmz9MMPP+iLL77QBRdcoC+//FL9+vVr6qEBANCiEMgDAICoMAxDv//97+VyufTdd9/p6quv1q233trUwwIAoMUhkAcAAFHz888/6+ijj9axxx6rlStXKiYmpqmHBABAi0OzOwAAEDVPP/202rRpo40bN2rr1q1NPRwAAFokMvIAACAqPv/8cw0ePFgffPCB5s6dK0launSpHA5HE48MAICWhYw8AACot4MHD+riiy/W//zP/2jIkCF66qmn9MUXX+ixxx5r6qEBANDikJEHAAD1ds011+jdd9/Vt99+qzZt2kiS5s+frxtuuEHfffed8vLymnaAAAC0IATyAACgXj755BMNHTpUH3/8sU455RS/50aMGKHKykpK7AEAiCICeQAAAAAAbIQ58gAAAAAA2AiBPAAAAAAANkIgDwAAAACAjRDIAwAAAABgIwTyAAAAAADYCIE8AAAAAAA2QiAPAAAAAICNEMgDAAAAAGAjBPIAAAAAANgIgTwAAAAAADZCIA8AAAAAgI38f/57VljeMvVLAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "amount: 22\n", + "amount_ae: 39\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Оценка качества AE2\n", + "IDEAL = 0. Excess: 0.7727272727272727\n", + "IDEAL = 0. Deficit: 0.0\n", + "IDEAL = 1. Coating: 1.0\n", + "summa: 1.0\n", + "IDEAL = 1. Extrapolation precision (Approx): 0.5641025641025641\n", + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# сравнение характеристик качества обучения и областей аппроксимации\n", + "lib.plot2in1(data, xx, yy, Z1, Z2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "X6N0XUsFYK9S", + "outputId": "448d6853-1514-4215-d742-91b89809ceef" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# загрузка тестового набора\n", + "data_test = np.loadtxt('data_test.txt', dtype=float)\n", + "print(data_test)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bv7m-QwYZWJG", + "outputId": "815a5e3b-b64a-4d23-b517-17a17bf6c4bc" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[8.5 8.5]\n", + " [8.2 8.2]\n", + " [7.7 7.7]\n", + " [9.3 8.8]]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# тестирование АE1\n", + "predicted_labels1, ire1 = lib.predict_ae(ae1_trained, data_test, IREth1)" + ], + "metadata": { + "id": "p6Tce0ForCuS", + "outputId": "825d27dc-7bf9-4a58-e680-5fa5fb46efad", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# тестирование АE1\n", + "lib.anomaly_detection_ae(predicted_labels1, ire1, IREth1)\n", + "lib.ire_plot('test', ire1, IREth1, 'AE1')" + ], + "metadata": { + "id": "ZAbLTIHsrGdT", + "outputId": "0ec7130d-c573-4c5a-e191-51322d21b97f", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 762 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Аномалий не обнаружено\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# тестирование АE2\n", + "predicted_labels2, ire2 = lib.predict_ae(ae2_trained, data_test, IREth2)" + ], + "metadata": { + "id": "Fzwxy1_dsBk7", + "outputId": "bbb0f1ea-25d4-4180-fcc3-687c8db3730f", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# тестирование АE2\n", + "lib.anomaly_detection_ae(predicted_labels2, ire2, IREth2)\n", + "lib.ire_plot('test', ire2, IREth2, 'AE2')" + ], + "metadata": { + "id": "OrHVbbDosFvH", + "outputId": "4fe6f7a4-1575-4d72-b096-4ffd9f422d27", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 869 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "i Labels IRE IREth \n", + "0 [1.] [1.99] 0.47 \n", + "1 [1.] [2.42] 0.47 \n", + "2 [1.] [3.12] 0.47 \n", + "3 [1.] [1.28] 0.47 \n", + "Обнаружено 4.0 аномалий\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# построение областей аппроксимации и точек тестового набора\n", + "lib.plot2in1_anomaly(data, xx, yy, Z1, Z2, data_test)" + ], + "metadata": { + "id": "q8nhQ5mItBWL", + "outputId": "497a156e-b399-4005-d095-0e750279ca3a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# загрузка выборок\n", + "train = np.loadtxt('letter_train.txt', dtype=float)\n", + "test = np.loadtxt('letter_test.txt', dtype=float)" + ], + "metadata": { + "id": "deTtTW_7wmwe" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print('train:\\n', train)\n", + "print('train.shape:', np.shape(train))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sjUm4ltfyrt3", + "outputId": "8373f949-f1da-457f-b913-ea74df6dbfb0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "train:\n", + " [[ 6. 10. 5. ... 10. 2. 7.]\n", + " [ 0. 6. 0. ... 8. 1. 7.]\n", + " [ 4. 7. 5. ... 8. 2. 8.]\n", + " ...\n", + " [ 7. 10. 10. ... 8. 5. 6.]\n", + " [ 7. 7. 10. ... 6. 0. 8.]\n", + " [ 3. 4. 5. ... 9. 5. 5.]]\n", + "train.shape: (1500, 32)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from time import time\n", + "\n", + "patience = 5000\n", + "start = time()\n", + "ae3_v1_trained, IRE3_v1, IREth3_v1 = lib.create_fit_save_ae(train,'out/AE3_V1.h5','out/AE3_v1_ire_th.txt',\n", + "100000, False, patience, early_stopping_delta = 0.001)\n", + "print(\"Время на обучение: \", time() - start)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "YfUfw_9jcdyr", + "outputId": "d7a9963b-d8b4-46f1-caa8-71e25838cd0e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Epoch 1000/100000\n", + " - loss: 4.1363\n", + "\n", + "Epoch 2000/100000\n", + " - loss: 2.1867\n", + "\n", + "Epoch 3000/100000\n", + " - loss: 1.5813\n", + "\n", + "Epoch 4000/100000\n", + " - loss: 1.2347\n", + "\n", + "Epoch 5000/100000\n", + " - loss: 0.9672\n", + "\n", + "Epoch 6000/100000\n", + " - loss: 0.8081\n", + "\n", + "Epoch 7000/100000\n", + " - loss: 0.7125\n", + "\n", + "Epoch 8000/100000\n", + " - loss: 0.6341\n", + "\n", + "Epoch 9000/100000\n", + " - loss: 0.5874\n", + "\n", + "Epoch 10000/100000\n", + " - loss: 0.5461\n", + "\n", + "Epoch 11000/100000\n", + " - loss: 0.5433\n", + "\n", + "Epoch 12000/100000\n", + " - loss: 0.4929\n", + "\n", + "Epoch 13000/100000\n", + " - loss: 0.4718\n", + "\n", + "Epoch 14000/100000\n", + " - loss: 0.4580\n", + "\n", + "Epoch 15000/100000\n", + " - loss: 0.4421\n", + "\n", + "Epoch 16000/100000\n", + " - loss: 0.4266\n", + "\n", + "Epoch 17000/100000\n", + " - loss: 0.4146\n", + "\n", + "Epoch 18000/100000\n", + " - loss: 0.4065\n", + "\n", + "Epoch 19000/100000\n", + " - loss: 0.3979\n", + "\n", + "Epoch 20000/100000\n", + " - loss: 0.3916\n", + "\n", + "Epoch 21000/100000\n", + " - loss: 0.3894\n", + "\n", + "Epoch 22000/100000\n", + " - loss: 0.3879\n", + "\n", + "Epoch 23000/100000\n", + " - loss: 0.3754\n", + "\n", + "Epoch 24000/100000\n", + " - loss: 0.3776\n", + "\n", + "Epoch 25000/100000\n", + " - loss: 0.3682\n", + "\n", + "Epoch 26000/100000\n", + " - loss: 0.3593\n", + "\n", + "Epoch 27000/100000\n", + " - loss: 0.3599\n", + "\n", + "Epoch 28000/100000\n", + " - loss: 0.3545\n", + "\n", + "Epoch 29000/100000\n", + " - loss: 0.3520\n", + "\n", + "Epoch 30000/100000\n", + " - loss: 0.3421\n", + "\n", + "Epoch 31000/100000\n", + " - loss: 0.3388\n", + "\n", + "Epoch 32000/100000\n", + " - loss: 0.3456\n", + "\n", + "Epoch 33000/100000\n", + " - loss: 0.3399\n", + "\n", + "Epoch 34000/100000\n", + " - loss: 0.3331\n", + "\n", + "Epoch 35000/100000\n", + " - loss: 0.3331\n", + "\n", + "Epoch 36000/100000\n", + " - loss: 0.3237\n", + "\n", + "Epoch 37000/100000\n", + " - loss: 0.3216\n", + "\n", + "Epoch 38000/100000\n", + " - loss: 0.3200\n", + "\n", + "Epoch 39000/100000\n", + " - loss: 0.3172\n", + "\n", + "Epoch 40000/100000\n", + " - loss: 0.3170\n", + "\n", + "Epoch 41000/100000\n", + " - loss: 0.3160\n", + "\n", + "Epoch 42000/100000\n", + " - loss: 0.3134\n", + "\n", + "Epoch 43000/100000\n", + " - loss: 0.3096\n", + "\n", + "Epoch 44000/100000\n", + " - loss: 0.3222\n", + "\n", + "Epoch 45000/100000\n", + " - loss: 0.3076\n", + "\n", + "Epoch 46000/100000\n", + " - loss: 0.3045\n", + "\n", + "Epoch 47000/100000\n", + " - loss: 0.3036\n", + "\n", + "Epoch 48000/100000\n", + " - loss: 0.3092\n", + "\n", + "Epoch 49000/100000\n", + " - loss: 0.3002\n", + "\n", + "Epoch 50000/100000\n", + " - loss: 0.2984\n", + "\n", + "Epoch 51000/100000\n", + " - loss: 0.3179\n", + "\n", + "Epoch 52000/100000\n", + " - loss: 0.3005\n", + "\n", + "Epoch 53000/100000\n", + " - loss: 0.2976\n", + "\n", + "Epoch 54000/100000\n", + " - loss: 0.2968\n", + "\n", + "Epoch 55000/100000\n", + " - loss: 0.2964\n", + "\n", + "Epoch 56000/100000\n", + " - loss: 0.2943\n", + "\n", + "Epoch 57000/100000\n", + " - loss: 0.2907\n", + "\n", + "Epoch 58000/100000\n", + " - loss: 0.2892\n", + "\n", + "Epoch 59000/100000\n", + " - loss: 0.2902\n", + "\n", + "Epoch 60000/100000\n", + " - loss: 0.2904\n", + "\n", + "Epoch 61000/100000\n", + " - loss: 0.2872\n", + "\n", + "Epoch 62000/100000\n", + " - loss: 0.2880\n", + "\n", + "Epoch 63000/100000\n", + " - loss: 0.2839\n", + "\n", + "Epoch 64000/100000\n", + " - loss: 0.2909\n", + "\n", + "Epoch 65000/100000\n", + " - loss: 0.2857\n", + "\n", + "Epoch 66000/100000\n", + " - loss: 0.2810\n", + "\n", + "Epoch 67000/100000\n", + " - loss: 0.2801\n", + "\n", + "Epoch 68000/100000\n", + " - loss: 0.2805\n", + "\n", + "Epoch 69000/100000\n", + " - loss: 0.2823\n", + "\n", + "Epoch 70000/100000\n", + " - loss: 0.2817\n", + "\n", + "Epoch 71000/100000\n", + " - loss: 0.2772\n", + "\n", + "Epoch 72000/100000\n", + " - loss: 0.2757\n", + "\n", + "Epoch 73000/100000\n", + " - loss: 0.2763\n", + "\n", + "Epoch 74000/100000\n", + " - loss: 0.2745\n", + "\n", + "Epoch 75000/100000\n", + " - loss: 0.2745\n", + "\n", + "Epoch 76000/100000\n", + " - loss: 0.2774\n", + "\n", + "Epoch 77000/100000\n", + " - loss: 0.2750\n", + "\n", + "Epoch 78000/100000\n", + " - loss: 0.2715\n", + "\n", + "Epoch 79000/100000\n", + " - loss: 0.2741\n", + "\n", + "Epoch 80000/100000\n", + " - loss: 0.2717\n", + "\n", + "Epoch 81000/100000\n", + " - loss: 0.2716\n", + "\n", + "Epoch 82000/100000\n", + " - loss: 0.2674\n", + "\n", + "Epoch 83000/100000\n", + " - loss: 0.2689\n", + "\n", + "Epoch 84000/100000\n", + " - loss: 0.2689\n", + "\n", + "Epoch 85000/100000\n", + " - loss: 0.2682\n", + "\n", + "Epoch 86000/100000\n", + " - loss: 0.2714\n", + "\n", + "Epoch 87000/100000\n", + " - loss: 0.2696\n", + "\n", + "Epoch 88000/100000\n", + " - loss: 0.2731\n", + "\n", + "Epoch 89000/100000\n", + " - loss: 0.2730\n", + "\n", + "Epoch 90000/100000\n", + " - loss: 0.2634\n", + "\n", + "Epoch 91000/100000\n", + " - loss: 0.2643\n", + "\n", + "Epoch 92000/100000\n", + " - loss: 0.2629\n", + "\n", + "Epoch 93000/100000\n", + " - loss: 0.2621\n", + "\n", + "Epoch 94000/100000\n", + " - loss: 0.2608\n", + "\n", + "Epoch 95000/100000\n", + " - loss: 0.2708\n", + "\n", + "Epoch 96000/100000\n", + " - loss: 0.2688\n", + "\n", + "Epoch 97000/100000\n", + " - loss: 0.2620\n", + "\n", + "Epoch 98000/100000\n", + " - loss: 0.2640\n", + "\n", + "Epoch 99000/100000\n", + " - loss: 0.2580\n", + "\n", + "Epoch 100000/100000\n", + " - loss: 0.2571\n", + "\u001b[1m47/47\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n", + "Время на обучение: 5561.245889663696\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Построение графика ошибки реконструкции\n", + "lib.ire_plot('training', IRE3_v1, IREth3_v1, 'AE3_v1')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 744 + }, + "id": "bBx6UkH35K8B", + "outputId": "40f78b34-de2a-4ccc-b76e-b628b5773276" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "print('\\n test:\\n', test)\n", + "print('test.shape:', np.shape(test))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "05UWLK1i5b3u", + "outputId": "cbaeffb1-efe3-4fb3-855d-156184df2d67" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " test:\n", + " [[ 8. 11. 8. ... 7. 4. 9.]\n", + " [ 4. 5. 4. ... 13. 8. 8.]\n", + " [ 3. 3. 5. ... 8. 3. 8.]\n", + " ...\n", + " [ 4. 9. 4. ... 8. 3. 8.]\n", + " [ 6. 10. 6. ... 9. 8. 8.]\n", + " [ 3. 1. 3. ... 9. 1. 7.]]\n", + "test.shape: (100, 32)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# тестирование АE3\n", + "predicted_labels3_v1, ire3_v1 = lib.predict_ae(ae3_v1_trained, test, IREth3_v1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3DVYEyGO5mAm", + "outputId": "aedfc53c-1ff2-4ce3-c661-e65845b47c50", + "collapsed": true + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Построение графика ошибки реконструкции\n", + "lib.ire_plot('test', ire3_v1, IREth3_v1, 'AE3_v1')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 744 + }, + "id": "uLzecs3C5pjS", + "outputId": "a5aecafb-6399-4eca-a05a-cc4efb93054e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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u3VJnp7UcH1DS4u1O/PiTEi3eAAB/UUEJuEZACQAA4DezqoIW7+xQQQkACJJIhIASyAABJQAAgN/Mi5a6Out/KigzQ0AJAAiSPXuklhbnYwJKICUCSgAAAL+lqqBsaek6+Qu6osUbABAkZvWkxBiUQBoElAAAAH5LFFDaFZQSbd5u2BWUoZAU3nuKSwUlAMAv8QElFZRASgSUAAAAfktVQSkRULphV1AOGuT8DgkoAQB+MWfwlggogTQIKAEAAPxGBWVuWluljRut5SFDpF69rGVavAEAfqGCEsgIASUAAIDf0gWUTJST2rp1zjidgwdLPXtay1RQAgD8whiUQEYIKAEASOSPf5QOP1z6+9/9XhOUA/OixZ7FmxZv98wZvAcPdioom5qYYAgA4I/4Fu/du6X2dn/WBSgCBJQAACRy003S++9b/wP5ZrZ9UUGZOXMGb7PFu6PDav8GAKDQ4isoJaoogRQIKAEAiBeJOOPZrVvn77qgPDBJTm7iKyjtFm+JNm8AgD/iKyglxqEEUiCgBAAgntmCs2sX1WvIPybJyU2yCkqJgBIA4A8qKIGMEFACABBvx47Yj7ds8Wc9UD6YJCc3ycaglJjJGwDgj0QBJRWUQFIElAAAxIsPKDdv9mc9UD5o8c6NXUEZDkuDBtHiDQDwHy3eQEYIKAEAiLd9e+zHVFAi36igzI1dQVlfL1VV0eINAPAfFZRARggoAQCIR4s3Cs2+YKmulrp1s5apoHSntdWZ1GrIEOt/AkoAgJ8ikcQVlIxBCSRFQAkAQLz4CkpavJFv9gWLXT0pMUmOW+vWWReCkjX+pMQYlAAAfzU2Sh0diT8PICECSgAA4lFBiUJLF1DS4p1c/AzeEmNQAgD8ZbZ319U5ywSUQFIElAAAxKOCEoWWKKCkxdud+Bm8JVq8AQD+MgPKESOcZQJKICkCSgAA4lFBiUJqa5NaWqxlKigzZwaUicagpMUbAFBo5viTZkDJGJRAUgSUAADEiw8oqaBEPiWawVuigtIts8XbrqCkxRsA4CezgnL4cGeZCkogKQJKAADixbd4U0GJfDIDSnOcKibJcSddBSUBJQCg0AgogYwRUAIAEI8KShSSebFCi3fm7ArKcFgaNMhapsUbAOAns8WbgBJwhYASAIB48RWUW7dKnZ2+rArKAC3eubErKAcNkiorrWVavAEAfjIrKAcOdI7pjEEJJEVACQBAvPgKys7OrqEl4JVkASUVlOm1tkobN1rL9viTEi3eAAB/mRWU/fo5x3cqKIGkCCgBAIiXKIykzRv5QgVl9tatkyIRazlZQEmLNwCg0MwKyr59nTGmCSiBpAgoAQCIF19BKTFRDvKHCsrsmTN42xPkSFK3bk67NxWUAIBCswPKUEjq0yc2oLRvrAGIQUAJlIv2dumNN6S2Nr/XBAi2jo7E4wNRQYl8STaLd1WVdWEjUUGZjDmDt1lBKTlVlASUAIBCs1u899lHqqhwju/t7VJLi3/rBQQYASVQLr78ZWnMGOnii/1eEyDYkrXeUEGJfEk2i3co5LR5E1AmlqyCUnICSlq8AQCFZldQ9u1r/W8e32nzBhIioATKxbPPWv/PmePvegBBZ7Z3V1c7y1RQIl+StXhLTps3Ld6JpaqgtGfypoISAFBI7e3OeOb9+ln/mx0SBJRAQgSUQLmwL4AbG60ZiQEkZk6Qc8ABzjIVlMiXVAElFZSpuamgbGpivC8AQOGY55IElIBrBJRAOYhEnAqSSISDIpCKWUE5cqSzTAUl8oUKyuzZFZThsDRoUOzX7ICys5PxvgAAhRM/g7cUG1AmGuscAAElUBZ27YqtHjHv6gGIZW4fZkBJBSXyhQrK7NkVlIMGObN22+yAUqLNGwBQOGZAaVdQMgYlkBYBJVAO4u/SEVACyZkVlMOHW5VZEhWUyB83FZQElF21tkobN1rL8eNPSs4YlBIBJQCgcOwZvCVavIEMEFAC5YCAEnDP3D769nVac6igRL7Y++hQKDZUk5yAsqNDamsr7HoF3dq1znL8+JMSFZQAAH+ka/EmoAQSIqAEykF8QNnQ4M96AMXArKDs00fad19rmYAS+WJfqNTWWiGlyW7xlqiijJdqBm8pNqDctSv/6wMAgJS+xZsxKIGECCiBckAFJeCeuX307i31728tNzURECE/7H10fHu35FRQSkyUE88MKBNVUNLiDQDwAy3eQFayCigbGxvV6MFG1dTUpMcff1yPP/54zs8FIAUCSsC9ZBWUElWUyI9UASUVlMnZE+RI6SsoCSgBAIVCizeQlcr0D+mqT58+CofDWrRokQ477LAuX1+3bp1uvPFGhUIh3XvvvUmfZ+XKlTrnnHMUDofV3t6ezaoAcIOAEnDPDCjNCkrJmignURACZCsSccKzdBWUBJSx0lVQ0uINAPBDohZvAkograxbvCORSNKvNTQ0aObMmZo5c2bOzwXAAwSUgHvJWrwlKijhvV27rJBSosU7U+kqKGnxBgD4wWzxtisoGYMSSIsxKIFMtbVJt9wi3X671Nnp99q4Q0AJuGdXUIZC1smk2eK9ebM/64TSZe6fzeoKGy3eydkVlOGwNGhQ16/T4g0A8INdQVlZ6QSTVFACaWXV4g2Utccek2691Vo+9lhp0iR/18cNZvEG3LMD/Lo6K/igghL5ZF6kUEGZGbuCctAg6yIwHi3eAAA/2BWU/fpZN7wlq6o/FLK6JggogYSooAQytWyZs/zRR/6tRyaooATcsyso+/Sx/qeCEvlk7p+ZJMe91lZp40ZrOdm4sLR4AwD8YFdQ2u3dknXT2z7OE1ACCRFQApkyJ9AolmoqAkrAPXv76N3b+p8KSuRTuoCSSXISW7vWWU40QY5EizcAoPBaWpyqfXuCHJt9nGcMSiAhAkogU2ZAac7QFmQElIA7zc1WZZaUuIKSgBJeyySgpMXbYc7gnayCkhZvAEChmRPkxAeU9jiUVFACCRFQApkyDygElEBpMW9AJKqgpMUbXqPFOzvmDN7JKihp8QYAFJp5fWi2eEtOQLlzZ/FMtgoUEAElkKlSaPHeuVNqb/dnXYAgM8N7u4Kypsb6JxXPNo/iQQVldjKtoCSgBAAUghlQJquglDguAQnkFFCG7BmpgHJSCi3eUuzPAcCSqIJScqooqaCE18z9s3nhYqOCMrFMKyhp8QYAFEKqFm/zRiTjUAJdVObyzaNHj076NTu8rKioyOUlgOAplYBy+/auB02g3JkVlGZAue++0qpV1jbf2WnNxAh4wRw2hApK99xUUHbrJlVVSW1tVKoAAArDTYu3ZB3/99+/MOsEFImcrrAikUjO/4CiUwot3hLjUAKJmNu33eItORWUHR1sO/AWs3hnx66gDIelQYOSP85u8yagBAAUgtsWbybKAbrIqoJy/PjxtHejfJkBxu7d1gWjeQEZRASUgDvJKijNiXK2bOl6RxzIFpPkZMeuoBw0SKpMcTrbq5fU0ECLNwCgMNzM4i0RUAIJZBVQvvDCCx6vBlAkIpGuB5OtW4Ndnt/enrgtkIAS6CpZBeW++zrLmzdLBx1UsFVCiWOSnMy1tEgbN1rLycaftFFBCQAopFQt3oxBCaTEIFpAJnbtssafMwW9zTvZRRkBJdCV2wpKwCtUUGZu3TpnOdn4kzZ7opymJusmIwAA+USLN5A1AkogE4lmvg76RDnmxa85sQcBJdCV2wpKwCtUUGbOnCDHbQVlJMLvDwCQf2aLd7pJcgDE8D2g3L17t376059m9D233367TjjhBNXW1mrAgAE655xztGTJkpjHNDc3a9q0aerXr5969eqlqVOnaqPdDgRkq9gDSnMigYaGwq8LEHTmNk4FJQrBvkDp3t2acToek+R0ZU+QI6WvoLQDSolxKAEA+WdfG/boEdsFIcUGlLR4A134FlDu3LlTt912m4YPH65vf/vbGX3vvHnzNG3aNM2fP19z5sxRW1ubJk6cqF3Gied1112nf/7zn3rwwQc1b948rVu3Tueee67XPwbKTaKAMuhhhXnwMytNqKAEujK3i2QVlEHf5lFc7H10oupJiRbvRDKpoLRbvCXGoQQA5J9dQRnf3i3FHuupoAS6yGqSnFxs27ZNP/vZzzRjxgzt2LFDkUgk4xnBn3766ZiPZ86cqQEDBuitt97S+PHjtWPHDt17772aNWuWTjvtNEnSfffdp0MPPVTz58/X2LFjPft5UGaKvYJy6FBp/nxrmYAS6MpNBSUt3vBSuoCSFu+usq2gJKAEAORTJOJcG8a3d0u0eANp5BRQrly5Uj/96U/17LPPavXq1aqqqtLw4cN1/vnn6+qrr1Zv4+KuqalJP/7xj/Wzn/1Mu3btUmTvQOX9+/fXddddl9MPsWPvBWXfvTuBt956S21tbTrjjDOijznkkEM0dOhQvfbaawkDypaWFrW0tEQ/bty7w2hra1NbW1tO61co9noWy/oWo9C2bV02mo7Nm9UZ4N95qKEhus4d+++vir3LnQ0N6gjwehc7tsfiVNnQoJCkSLduaq+okOy/X58+sptvOzdvZtspIkHfFit37rTec716qT3ROlZUOO+9PXt470mqWLUq2gLUNnCgs50mEK6piR732nfsUITfn6+Cvj0C5YTtMQ+amlTV2ipJ6uzbt+sxu0cP55i+fTvHdESV+vbo9ufKOqCcM2eOpk6dGm2rtgPHhQsXauHChfrTn/6kuXPnqr6+Xq+88oouueQSrV69Ovq4/fffX9/85jf1X//1X+oRPzZDBjo7O/WNb3xDJ598skaPHi1J2rBhg7p166Y+ZnuepIEDB2rDhg0Jn+f222/Xrbfe2uXzs2fPVk1NTdbr54c5c+b4vQola9grr+jouM+tW7hQbz/5pB+r48qQV17RsXuX39+xQ0fsXW745BO9HOD1LhVsj8XlzA0bVCOppUcPPWNuHx0d+o9QSKFIRDuWLdOLbDtFJ4jbYqitTf+x90JmW1tb0n3yZysrVdHersaNGzWP955OXbxYfSRFwmE9tWCBIu++m/Sxh65fr4P2Lr/+/PPaHPSuhzIRxO0RKFdsj97psXmzJu5dXt/aqjfjjtndduzQ5L3LG5cv1+sc0xGnVLfH3bt3u3pcVgHl5s2bddFFF6nJaJXp2bOnKisro9WMH330kaZNm6Zrr71WkyZNUmtrqyKRiEaMGKHrr79el19+uaoSDQafoWnTpum9997Tyy+/nNPz3HDDDZo+fXr048bGRg0ZMkQTJ05UnVmKHWBtbW2aM2eOzjzzTE9+t+gq/OGHXT63f48eqp8yxYe1cSe8cmV0+dCTTlLkgQcU2rVLfUMhTQnwehc7tsfiVLk3LKred9+u20e/ftKWLerT3s62U0QCvS0aYdk+w4YlfV+Fa2qkxkb17taN956kyquushYGDdLks89O+djwu+9KDz0kSRpz2GGK8PvzVaC3R6DMsD3mwTvvRBfrDzus6zG7uVm67DJJ0sAePTimI6rUt8dGl0MaZBVQ/v73v9e2bdsUCoU0depU3XHHHTrggAMkWdWLP/zhDzVjxgw99thjeuONN9TS0qLa2lr98Ic/1FVXXaXKSm+Gvrzmmmv0r3/9Sy+++KIGG2MQ1dfXq7W1Vdu3b4+poty4caPq6+sTPld1dbWqq6u7fL6qqqro3iDFuM5FI8H4VeFt2xQO8u/buFtRuc8+1sQfu3YptH0775MCYHssIp2d0fGAQvvs0/Xv1r+/tGWLQps38zctQoHcFo1Jb8K9eyc/lvToITU2KtTSEryfodBaWqSNGyVJoSFD0v8+jOGGKltaEs+UjoIL5PYIlCm2Rw8ZIUzFvvuqIv73WllpHYfa2hTeuTPY15DwRaluj25/pqxm8Z49e7YkaezYsfq///u/aDgpWeHgL37xC1166aXq7OzUmjVr1KdPH7366quaNm2aJ+FkJBLRNddco0ceeUTPP/+8RowYEfP14447TlVVVXruueein1uyZIlWrVqlcePG5fz6KGPFPot3ba0zMzGT5ACxdu60BjeXYifIsdkT5TQ1MZsyvGHeTU42SY7kTJTDJDnSunXOcroJciRm8QYAFI49g7eUeBbvUMiZKIdJcoAusgooP/zwQ4VCIV199dVJH/P1r39dkhQKhfT1r39dhx9+eHZrmMC0adP0l7/8RbNmzVJtba02bNigDRs2aM/eE/fevXvry1/+sqZPn665c+fqrbfe0hVXXKFx48YxgzdyYwaU4b2bT9DHs0oWUO7eLe1tZwWg2O07bgxjSdK++zrLQb8xgeIQv39Oxh6rm2A8dgbvIUPSP55ZvAEAhWJeFyaaxVtyAkrzHACApCwDyoaGBknSyJEjkz5m1KhR0eVTTjklm5dJ6p577tGOHTs0YcIEDRo0KPrvgQceiD7mZz/7mT772c9q6tSpGj9+vOrr6/Xwww97uh4oQ+adLvvCaMeOlDOI+i5ZQCklrggFypW5PaSqoJQIKOENtwElFZSONWucZTcVlGZAuXdiRwAA8sIMKBNVUErO8Z4KSqCLrPqt29raFAqFVJviZLqXcUKYbNzHbNkzgafSvXt3zZgxQzNmzPD0tVHmzADjgAMkewKabdukgQP9Wad0zIqR2lppn32cj7dvj60KA8qZOewBFZQohEwrKFtbrbFSw1ndXy4NmVZQ0uINACiUdC3eklNB2dxsHde7dcv/egFFoiBnuKFQqBAvA+SfHVBWVEhDhzqfD3Kbd6oKSsahBByZVFBu3pz/9UHpy7SCUrImiSlnuVRQElACAPIpkxZviTZvIE4Z34IHsmAHGHV1sXfFCCiB4mduD4kCSioo4TVz/2xesMQzA8pyb/POZQxKWrwBAPnkpsWbgDJYOjr8XgMYcppS+4orrlBPs3Umy8eFQqGYGbeBwLIDyt69i2c8OvvA1727VFkZG1DuHU8WgNJPkkMFJbzmdhZvu8VbYqIcu4IyHJbcDCFEBSUAoFDMFu9kFZTm8Z5xKP111VXSn/8s3XOPdNllfq8NlGNA+eabb6b8ut3anepxkUiEFnAUh0gkNqAstgpK+2BIBSWQGBWUKLRsWrypoLT+328/66ZbOoxBCQAoFPuasK4u+THKrKAkoPTPypXS735nLf/2twSUAZF1QOlmohqgpLS0OLN1E1ACpYcKShRappPkSOVdQdnSIm3aZC27GX9Sig0oafEGAOSTXUGZrL1bIqAMiieecJaDfC1fZrIKKDs7O71eDyD44ifQKLYWb/viN34WbwCWdJPkUEEJr1FBmZl165xlN+NPSlJVlVRdbYWbVFACAJJ57z1p/XrpjDOkbDo8OzudgDJZe7fEGJRBYQaUXBMHBpPkAG7FhxfFUEHZ2mr9k6igBNIxt4dEFZQ1NU4lmxcVlNzsQzYBZTlXUJoT5LitoJScKkoCSgBAImvXSsccI02cKD34YHbPsWOHc26XqoKSMSj9t3u39PzzzscNDdZwbvAdASXgVjEGlIkufgkogcTSVVBKTuV0LhWUkYj0+c9bFZlz52b/PCh+tHhnxp4gR3JfQSk5E+UQUAIAEnnnHam93Vp+9tnsnsOcIIcW72CbOzf2fKqtzQot4TsCSsAtM7yoq4s98AS13TNdQMks3oDDDOzNk0eT3ea9ZUv2d1rfe0969FHrRPa3v83uOVAa7H10OGxV6CZDi7cl2wpKO6BkDErvPfOMFRZ/7Wt+rwkAZM+8Zlq6NLvnMAtW3LZ4E1D6w2zvtlG4EwhZjUH5ve99z+v10E033eT5cwKeiq+u6tbNCv127iyuCkrzoMiOGHDY23htrVRRkfgxdgVlR4e1/Zhjurr10UfOslkRhvJjX5jU1qYe74oKSou5vWTT4r1rl9V+F+b+vGeuv976u/zqV9by/vv7vUYAkDkzKPQioHRbQckYlIUXiSQOKBsaOIYFQFYB5S233KJQNgPHpkBAicAzD1x2+2e/fsUXUFZWOsEqASXgsLeHZO3dUteJcrIJKM0TX3PSD5Sf+EnMkqGC0mJWUGbT4h2JWL8/c2ZvZG/pUmnBAufj99/n4g5AcTKvmdautdp9U3U2JOK2xZsxKP31/vvSqlVdP09nYSBkfQs5Eol49g8oConGp7OrqbZtC+aEF8nGN7NDFQJKwGFv44kmyLHZ27yU/UQ58QElx8HylU1ASQWlVQFZX+/+++yAUqLN20vxE0l8+KE/6wEAuYoPCpcvz/w5aPEuDmb15MCBzjLXxYGQVQXlXAb1RzlKFFDad8c6O62dWqqDkR+SBZR9+lh3jtgRA5bWVqcyLZMKymyYAWVLi3XHNmj7DuRfZ6czaUu6gJIWb4tdQbnfflY3gFtmxWRTkzRggLfrVa7+7/9iPyagBFCs4oPCpUulI47I7DmyafEmoCw8M6C88ELp7rutZSooAyGrgPLUU0/1ej2A4EsVUErWQSloIUOqgFKyLnSbm2Orc4ByZG7fhayglKxWoqDtO5B/ZiUfLd7ptbRImzZZy5mMPynFVlAyk7c3PvpIWrgw9nMffODPugBAruLHgsxmHMpsWrwZg7KwGhqkV16xlkeNkk44wfkahTuBwCjhgFvxs3hLsWFFEGfyThdQSrE/F1CuEt2ASCTXCsrGRmnDhtjPMQ5leTL3z8lmjbdRQWkF+bZMxp+UaPHOh/j2bokKSgDFK76ScdmyzJ/DbYt3RYUzviUVlIU1e7Y10aUkfeYzsWPJU0EZCASUgFtuKiiDxk1Ayc4YiL1rms8KykQnvASU5cm8KKGCMr1sZ/CWurZ4I3dme/cBB1j/r1/PTU8AxcmLCkq3Ld6Sc2OSgLKwzPbuz3yGa+IAIqAE3Eo2i7etWANKytmBwlVQJjrhJaAsT8n2z4kwSU72M3hLtHh7bckSadEia/nEE6XTT3e+RhUlgGKUaAzKTNkt3uFw6nNJiYDSDx0d0lNPWcu9ekmnnBJbQck1cSAQUAJu2QFGKORcTJZCizc7Y6BwFZSJTnjN1lWUj0wCSlq8c6ugpMXbW2Z79/nnS4ce6nzMOJQAilF8BeW6dZkfL+xilX32sULKVOyAcudOKRLJ7HWQnTffdK7XzzhDqq6mxTuACCgBt+yAsrbWOegUawUld4uAWG4rKPv2tW5SSFRQIjfZVlCWa4t3LhWUtHh7ywwozztPOuQQ52MqKAEUo0SVjMuXZ/YcdgVluvZuyTnud3SU73G90OLbuyVavAOIgBJwyw4wzPCiWANKKiiBWG4rKCsqnIHPcw0o7aCTgLI8UUGZGa8qKAkoc2O2d48dKw0bRkAJoPglmk07kzbv9nbnWtFNQGlOjkebd2GYAeWUKdb/3bs7N4G5Jg4EAkrALfugYx5QaPEGSoPbCkrJ2e5zafHebz9p4EBrmYCyPFFBmRm7grKiQho0KLPvpcXbO/Ht3ZIVUtrvUVq8ARSbSCRxSJhJQGlXT0qpZ/C2EVAW1vr10ttvW8vHHGOdh9vszkIqKAOBgBJwo63NuSgs1gpKs8WNcnYglhnUpwso7Ylydu6UWloyew37RsaoUdL++1vLGzZYLT4oL+b+2bxQSYRJcpwKykGDrJAyE1RQesecvfu886z/w2Hp4IOt5eXLpdbWwq8XAGRrzx7nPMw8Hi9b5v45zIAy0wrKRNWb8NaTTzrLdnu3zb4upmgnEAgoATcSzeAtSTU1zoVjkAPKXr1iB2umghKIZVZQpmrxlrKvnDbvxI8a5dy97eiQNm1y/zwoDeZxJZMW73KsoGxpcbaRTMeflBiD0isffii9+661PHasNHSo8zV7opyOjswu6gHAb2ZAeMwxznImFZTmdaCbCkrzuE8FZf4lGn/SZldQNjVZRUnwFQEl4Eaq9k87rAhyi3f8xS8BJRArkxZvu4JS8iaglGjzLkeZtHhXVjo3mcqxgtKc6T7T8SclWry9YrZ3f+ELsV9jHEoAxcoMCPffXxowwFrONqBkDMpgaWmR5syxlvv3l044IfbrXBcHCgEl4Eaq8MI+CG3dao1hEiTJAkpm8QZiuZ0kR4qtoMxkHMpUAaUZwKA8ZBJQhkJOFWU5BpQbNzrLmY4/KdHi7ZVE7d02u4JSYhxKAMUlfsiVUaOs5fXr3R8zcmnxJqDMr5dfdv6OZ53VdZgYrosDhYAScMNNQNnWFqwLn0gkeUBZW+vMIMyOGHC28crK2HbaRLyooDzoIGcMSokKynKUSUApOcOJlGOLt7mdmdufW7R45+6DD6T33rOWx43r2mpPBSWAYmUGhGZAKVnj6rqRS4s3Y1DmV6r2bik2oGRuBt8RUAJumAFl/GQGQZ3Je88eqbPTWo6/+A2HnaCVgBJwtoM+fZzwPplcKyhDIenAA2nxLneZBpTlXEFpHlvdVKbEMwNKWryzk2j2btOoUc6+k4ASQDGJPx6bAaXbNm9avIPLDigrKqRJk7p+ncljA4WAEnDDTQWlFKyJctJd/DJjGeCwt/F0409K2d2UiESkjz6ylocMsarhCCjLGxWU7pnbmbn9uVVZ6fz+qKDMjhlQxrd3S1aAPmKEtfzhh8Eb8gYAkomvoBw50vnYbUBJi3cwLVvmnH+fdFJstaSNFu9AIaAE3Eg2i7dU/AFlQwMXEihvkYgTUKYbf1LKrsV761bnpMe+M88YlOXNPq706GEFaOnYAVu5V1BmE1BKThUlAWXmzPbuk05KPpO63ebd1MQ+DUDx8LqC0k2LNwFlYaRr75Zo8Q4YAkrADTezeEvBavF2G1C2tZVnRQ5g27VL6uiwljOtoHTb4h0/QY79PFVV1jIVlOUn2RjByZgt3uV2U8m88Ms2oLQnyiGgzFy69m4bE+UAKEapKiiXLXP3HJm2eDMGZWG4CSiZxTtQCCgBN0qxxZtydsCSavtOJJsKykQBZSjkVFESUJafTANKu4Kys9O6sVROvKigtANKxqDMXKrZu01MlAOgGJkBZW2t9W/gQOvjTFu8u3WLHfc4GSoo86+pSZo3z1oeOlQ6/PDEj6OCMlAIKAE3SjGg5G4RYDHf/25avGtqnLAolwpKyQkot2yRWlrcPRdKQ7YVlFL5tXnnOkmO5Fww7trlTCCH9N5/X1q82Fo+6SRp8ODkj6WCEkAxMq+Z7ODQPlfbsMFdhaN9Ddi3b/rJFs3XkQgo8+XZZ6XWVmt5ypTkfxcmyQkUAkrAjWKcxZuAEnAn0wrKUMiposylglKKHYdy/Xp3z4Xi19LiVEFmWkEpld+wHPZ2VldnVadkw66glKTdu3Nfp3Jhtnd/4QupH0sFJYBiFF9BKcWeqy1fnv457IDS7U20mhopHO76+vDOk086y8nauyW6CgOGgBJwgwpKoHRlWkEpOTcmtmxxNx6gHVCGw9IBBzif339/Z5k27/KRqFojHTOgLNcKymzbu6XYgJI2b/fM9u6pU1M/tl8/5+YNASWAYpHomJzJTN579jg3Dt0GlKGQc33GGJTei0ScgLJ7d+m005I/lhbvQCGgBNyIHzzZVAoBJTtjlLNMKygl5yK8vT32+xOJRJyT22HDYivAzApKAsrykW7/nEi5tnh3dDhje+USUJpjgjFRjjuLF1st3pJ08smp27ttdhXl+vXp940AEATpKijTBZT2MUpyN4O3zb6mpILSewsXSmvXWsuf/rRVsZpMr15ONSvXxL4joATcsE+ya2qcWXdtdXVSZaW1TIs3UHxyqaCU0o9DuWmTsz2aJ7wSAWW5SnQxlE65tng3NDhVyl5VUBJQuuN29m4Tbd4Aik2ia6ZsA8pMxkkmoMwfN7N328Jh5/yfa2LfEVACbtgBZaLqqlDIORgVawUlO2OUs1wqKKX0NyaSjT8pxQaU9p1elD4qKN3zYoIciRbvbJgBZarZu01MlAOg2NgBYc+eUkWFtWy2eC9blvr7zeu/bCood+2yugXgnUwCSslp86aC0ncElIAbqQJKqTgDSgYEBiy5VlDmElAW0xiUixdLxx4rXXmlu3E3kVw2AWW5VlCa2xcVlIVjtnd/6lOx+6pUqKAEUGzsY7J5PO7VS6qvt5bTVVCa13+Z3EgzX4/jkne2bJHmz7eWDztMGj48/feYFZSc4/qKgBJIp6PDOXAlm8zAvmjavTs4F47mBbB5YWajghKwZFNBmUmLt9sKyqAHlDNmSO+8I/3hD9Lbb/u9NsUt14CyXCsoGYOycLJp75aooARQfOwKyvjrPPucbePG1G3YubZ4m+uA3D39tBMyTpni7nvswp3OTiYt8hkBJZCOuZNKV0EpBaeKkhZvwJ1CtngfdFDs12prneAk6AHlypXO8nvv+bcepYAWb/fMYyqzeBeOPXt3KJR+9m7T0KHOe5UKSgBBF4kkrqCUYm8qL1+e/DlybfGWCCi9ZM/eLblr75aYPDZACCiBdMwDRqkGlOyIUc7yPUmOHVBWVnZtMwmFnCrKoI9BuX69s2y3fiI75v45WWV+PFq8afEulMWLnerHk092394tWZMNHHywtbx8udTa6v36AYBXdu+2quakrsdjcxzKVG3e2bZ4E1B6r73dqqCUrOv2k092930MfRYYBJRAOm6qqzIZj65Q7AuwcDi28sbWq5f1NYkdMcqbuY27DYvcVlBGIs5J7YgRVkgZz77437kz2G0lZoUnAWVuspnFu1wrKGnxLjy7elKSvvCFzL/fHoeyoyP95BIA4KdUx2O3M3ln2+Jtvl6Qz/+Kyfz5TuHNxIlSVZW77zMDSgp3fEVACaTjJqAMcgVlba1VpRUvFIodEBgoV/b7v2dP9ycybiso162z7s5LXceftJnjUJpVikHS3i5t2uR8zNhyuWGSHPfyUUFJi3dykUj27d02JsoBUCxSdTS4DShp8Q6ON990lidOdP99dBYGBgElkE4pBJTJ2HeLCChRzuxt3O34k5J1AmoH/6kqKFNNkGMrholyNm6MndXw44/LKyTzGpPkuEeLd2GtXeuEiiedFLt/couJcgAUi1QVlGaLd6pqcFq8g2PFCmc5ftz3VGjxDgwCSiAdN+2fQWzxdhNQmhWUZviA3GzfrtCf/qQeGzf6vSZwwz4RcTv+pGS1atsnM6kqKDMNKIM6DmV8ZWckIi1Z4s+6lIJcJ8kpp3DYPKZmUpkSjxZvd8zhG8aOze45qKAEUCxSVVD27CkNGmQtu2nx7tlTqq52/9oElN4zJ3QcNsz991FBGRgElEA6xVhB2dnpXIC5CSg7Omh589J116nyK1/RuO9/n+A36Nrbnfd+JhWUkjMOZa4VlOYEFEGtoEzUek5lVPaooHTP3r722SfxGK5u0eLtjrldm5WQmTjoIKfCnP0EgCAzg8FEhSj2udumTclDRPvaL9ObaIxB6T07oKyoyGyCNyooA4OAEkinGGfxNi++3ASUEjtjL+0d/6R2zRouhIPO3L4zqaCUnMrpxkappSXxY0qlxTvRejFRTvaymcW73CfJyaW9W6LF2y2z4jHbgLJ7d2tSMPv5uFEHIKjS3TBMNw5lJOJc+2XS3i1RQZkPdkC5//6Z3dRkkpzAIKAE0inGWbzdVudQzp4f5mx+qdp/4T8zmM+2glJKfmPCPpnt1k0aOjTxY4ohoExUQUlAmT17H11REVsZmUo5TpLT1uZso5le+MWjxdsdLyooze/dtSu4Q1cAQLoKynTjUDY1Wd04EgGl35qanGuwTNq7Ja6JA4SAEkjHTUDZp4/TzhSECspsAkoqKL1h3kmVFArC+wHJudm+k0l3Y6KzU1q+3Fo+4AArjErEHt9ICu6FfKLglNbN7NkXIrW1zrEjnXJs8TZv9uRaQUlA6Y69XQ8cGFtRkilzHEr2FQCCKtcKymxn8JYIKL2W7fiTEi3eAUJACaTjJsCoqHB2bEEIpNwGlOyMvbdnT2y7bxAqapGc+b7PtsVbSlwpu2aNEyQla++WrNZd+6S2GCooBw60/l+6VGpt9Wd9ip2bSczileMkOV7N4C1Zx2n7d8jQG4lt22aNsyblVj0Z//1MlAMgqNyOQSklDijNG2mZVlAyBqW3cgkoqaAMDAJKIB03s3hLzsVTEAIpKij9Y56oSMF4PyC5XCoozRbvRH9nN+NP2uw273Xrgjlemx2cVlRI48dby+3tidudkF42AWU5VlCaN/xyDSglp4qSCsrEzEpHswIyG1RQAigGZkCZ6Jh84IHOcqJzHvM4lUtASQVl7nIJKKuqnHMEAkpfEVAC6bgNMOyDUmOjNW6Wnwgo/RMXUNLiHXD5rKDMJqBsaQnmiZFdQTlwoDR6tPN5gofMdXY6FXzZVlCWS0DpZQWl5EyUQ0CZmFfjT0qxASUVlACCKt2kdT17OudoXrd4V1db/yQCSi/kElBKTmch18S+IqAE0rEPGN26pZ7MwLxrFl9FV2gElP6hgrK4FKqC8qCDUj+XOVFO0Mah7OiQNm60lvfbTzrsMOdrTJSTOTMcy7aCkhbv7NgBJS3eiXkZUPbr5+wjuZEBIKjSVVBKzk3mzZtjzxul3Fq8JScUJaDMXa4BpX1dHMRCgTJCQAmkYx+I0oUXQZrJm1m8/RNfMUkFZbAFpYJy//2d5aCNQ7lpk1X1J1kT+hBQ5iZdtUYydpWFRAVltuz2rd27reAdscxKx1wDSsmpotywgZugAILJzTE51TiUuVRQSs51GmNQ5s4MKIcOzfz77QrK5ubyOc8KIAJKIB23AaV518zvUIoKSv/Et3j7HVYjtUJUUHbvHhtAJmJWUAYtoDTXZ9AgaeRIZ0byIqmMqghSxaGbao1EwmEnpAzSz5NP+aqglKyQErHs7bm2Nv0+yw0z5FyyJPfnAwCvmcdk8xhhGjnSWY4fhzKXMSglKii9ZAeUAwfGDovjFpPHBgIBJZBKJOIcMAgo4UZ8i7ff7wWkZgaUXlZQdnRIy5dbyyNHWuFSKkEOKM0ZvPfbzxruwq4m+PDDwFeiVZx/vqZccolCM2f6vSoWt/vnROw273K5s5/PgJI271h79kgrVljLhxwihUK5PycT5QAIOvuY3KtX8nO1VBWUXrV4t7Za45AjO62tzvlqNu3dEp2FAUFACaSya5dz8Z2uFa8YW7y5U+Q9KiiLi/m+z7SCsmdPJzCK/zuvXOlMlpWuvVsK9hiUZkA5aJD1v93m3dIiffJJ4dfJrfXrFX7sMYU7OxX+05/8XhtLLgGlXRFAQJkdM6BkopxYS5ZYN2Ulb9q745+HiXIABJFdiJLqOi+fLd7m61JFmb3Vq51jWLYBJdfFgUBACaSSSftnMVZQ9ughVVVZy+yIvcEYlMUllxbvUMgJTeIDykzGn5SCPQaluT52kGoGD0GujDJasUIbNvi4IgYvKijLrcU7FMq8wjkRewxKiYAynpcT5NiooAQQdPYxOdXx+MADneVULd5mwOWW+bqMQ5m9XCfIkWL/flRQ+oaAEkil1ANK86KPgNIbiVq87QlGEDz2+z4cTj72UCr2OJRbtjh3bqXMA8qBA52WyqAFlKkqKKVgT5RjXkhs2uTfepiooHTPDij79nXGPc0FLd7JmQGiGSzmYuhQ5z1LBSWAoOnsdI7JqSooa2qcG8nJWrz79JEqKzNfByoovWEPUSLR4l3kCCiBVMwDRSnO4i0RUHotvsW7oyM26EawmJNgZTPmmr3dt7XF7i8yDSgrK62QUgpeQJmogrIIA8pQY2MwKg+zncVbKt8KSi/auyVavFPJRwVlOCwdfLC1vHy5NUYYAJgiEemll6TXXy/8a+/a5dxcTne9ZJ/LbdkSe81kF6Vk094tEVB6xesKSq6LfUNACaRS6hWUUmxASaVf7uIrKCX/A2skZ5+AZNs+mmyinEwDSskJ/zZsCNbEM3YFZTgsDRhgLR98sBPoBrl1M77SYeNGf9bD5EWLd1tbsN4j+dDa6vyuvAooafFOzq5wrKqKbWfMlV2N2dHRtTUSAF56SRo/XjrxROnddwv72pncMDRn8rbPLTo6nEq7bCbIiX9dAsrseRFQUkEZCASUQCqZBJTmnbOgBJTduln/UrF3xpEIY594gYCyeEQisRWU2bBbvKXYv7N98tqzp9MWnY7dPtTREZx2ZMmpoBw40Gmz7dFDGjHCWn7//dj29iCJD0SCEFCaFyDZtnhLpT/bp3kczUcFJS3ejvZ26aOPrOVRo7JrU0yGiXIApPLaa4mXCyGT47F5s9k+t9ixwzn/yTagZAxKb1BBWTIIKIFUzIAy3Z21bt2cx/gdSLkZ8NnGzthbicJps7IOwbFnjzPTtpcVlG1tzszWI0e6bx03Z/IOSpt3R4cT6sUHrXab965d1uyJQROJBDOg9KKCUir9Nm+vZ/CWaPFO5pNPnPZrr9q7bUyUAyAV88Z+oQs8MqmgTDSTd64zeMe/LhWU2bMDyt69sy86YJKcQCCgBFLJdIZf++5ZUCoo3Vz8msEMAWVu9uxJPHmF34E1EstlBm9bogrKFSuc9lu37d1SMAPKzZudnyU+oAz6TN6bN3etRgjCTN5eTJIjlf5EOfkIKGnxTiwf408mer4gVVB+/evWkBX9+7v7t//+0k9+4vdaA6XHz4DSDASzCSjNdafF2z8dHc6N8myrJyVavAPCwx4OoARlE1B+8om1U+vo8GbW0WwQUPrDOFGJVFRYE+RIBJRBZW7fXlZQZjP+pBQbUK5dm936eM2cwdtcP6nrRDmTJhVmndxKNN4dFZTFI98VlLR4O/IZUI4aZVWRRyLBuZHx4YfSL3+Z+ff9z/9IX/uaVF3t/ToB5SooFZTpjscHHOAsJ6qgJKD0z/r11lAlUm4BJV2FgVCUFZQvvviizj77bO23334KhUJ69NFHY75++eWXKxQKxfw766yz/FlZFLdMZvGWnIuozk7/dmzt7U5lDQFlYZknWfb4fBIBZVCZ73cvKyizDSjtMSil4FRQmuuRrMVbCuZM3vET5EilFVBSQZk5WrwTM4NDsyXbC927O8fDDz8Mxni15s2Lfv2soThS/bPfN21twajCBkqJWalW6PPlTCooa2qkwYOtZXsf4kWLN2NQ5s6L8Scl629sj8FMBaVvijKg3LVrl4466ijNmDEj6WPOOussrV+/Pvrvb3/7WwHXECUj2xZvyb8270wvfiln945ZQWkGUwSUweRFi7cZnCQKKA86yP1zBbHFO1UFZdDHlktUQRmEcMGrFm8qKDNHi3di5vZ78MHeP79dlblrl7RmjffPn6kVK5zlH//Y2men+nf55c7jzX0igNwVSwWl5Nx03rrVumaixTsYvAooQyGnipKiHd8UZYv35MmTNXny5JSPqa6uVn19fYHWCCWr3AJKdsa5Mf7mkVGjpKeesj4goAwm8/2ebYu3WUHpZYt3EAPK+ArKujqrmmDNGmcmb7cTAhVCUFu87QuQmprMhwEp1wrKbC/84lFB2VUk4owNOWxYbIjrlUMOkZ54QpIUWrLE++fPlHkxO3x4+seb+76g7JuBUlEsY1BKVkX13LnW8tKlTJITFF4FlJIVUG7eTNGOj4oyoHTjhRde0IABA7TPPvvotNNO0w9+8AP1S3GC29LSopaWlujHjXt3EG1tbWqzZ3kNOHs9i2V9i0HF9u3RMuO2Hj2cGX+TCO+zj+zLzfYNGxTx42+xbZuq9i529uypjjTrEKqtje4IOrZuVSfvn6yFNm92fpcjRkTfC52bN6f9O6DwQtu2Rf9e7b16Zbe91tY629vev3Pl0qUKSYrU1am9T5+0+42oujpVVlUp1NamyJo1ag/Aeya8Zo2zTxswoMvvqOLQQxVes0ZqaFDbmjVSgG4MVixdqrCkSDisjm7dVNncrMiGDb7/Xit37rTeH7W1Ga9LuFs35+/R1OTPMaZAKjZtco6/vXu7345Sqa52ttedO9kvS9K6darae87becghefmdhA46KLqv7Xz/fWnkSF/PVSs+/th5b+23X9r3VmjgQOfYvno150koGUG4dqzctk32rc3I1q0FPUaHt293jqk9eqQ9poYPOMB5/IcfKrR5s/Nx797ZHZN79HCOSzt2cFzKQviTT5y/w/7753RuVNG7t3V82LFDbc3NBZ1PIgjbYz65/blKMqA866yzdO6552rEiBFavny5/ud//keTJ0/Wa6+9pookb7Lbb79dt956a5fPz549WzU1NfleZU/NmTPH71UoGaeuWqU+kjrDYT05b17a6qDh69frqL3Li+bO1epw4UdR2GfJEo3fu/zJ1q1678knXT9+xYIFaR+P5Ea++qoO37u8YP16Hd2zp7rt2qXdq1bpOX6vgTNy/vzo3+vt5cu1Psu/0eTaWnXbuVO7V67U3Mce02f33sndse++mmdX0bp0Zp8+qtm8Wa0rV+rpALxnxixYILt26Ln331dzXAXi6OpqHbh3+fX779eWI44o6PolFYloygcfKCxp9777KlJRoV7r1ql97Vo96fPvdfK2beomaVc4nPF+YdTKlbJH/nzr5Ze1obXV8/ULinEffqgBe5fnvPOO2hKNKZqhyj179Jm9y1tXrtSrAdjG/NZ/4UKdvHf54+pqLc7D76Tvtm06Ze/y2meflUaO9PVcdfyiRdpH1s2Lp959V5E0s4vvu3q1Ttq7vPzll/WBm6pLoIj4tT2G29p0tjlhWUODnvzXv6QCXT8d8d57sqe+eeXdd7U9TWdC/Y4dOnHv8rKnnlKvtWu1d1RKzV20SLs3bcp8JTo79bm9i9tXr9ZLHJcyNvattzRw7/KcpUvVanc0ZfNc7e3Oc/3jH2ozOy8KpFSznN27d7t6XEkGlBdeeGF0+YgjjtCRRx6pAw88UC+88IJOP/30hN9zww03aPr06dGPGxsbNWTIEE2cOFF1bkq+A6CtrU1z5szRmWeeqaqqqvTfgLQq/9//kySFevfWlM98Js2jpVBTk/S730mSjho8WEdMmZLX9Uu4Dt26RZeHjx6toenW4YADpO98R5I0Yp990j8eSYVffjm6fOSECWr985/Vbdcu9dyzR1P4vQZO+LXXosvHfvrTiiQ5PqRTWV8v7dypnnv26KyDDlKos1OSVHfccRn/3SsOPFDavFnVjY2acvrpvs8WW/GDH0iSIqGQTrvoImfw8L1C69ZJ//qXJGlsXZ06g/I+37JFVXtPhLoffrgaNmxQr3XrVLVnj6Z8+tOxYzkWUiSiyr0XQD0HDsz4/RH+6CPpr3+VJB13+OGKBOX3nQeVe28aRyoqdOZ553lzwdrREV3s1707+2VJYWM8xuGTJ2tYPn4nJ54o3XCDJGno7t1aJPl6rlp55ZXWwv77a/LnPpf6wZI0ZIi09/04sqZGI3jfoET4fu0YNy50qLNTU046Kft26QxVPPhgdPmkSZPSTxI2dKh0xx2SpINCoZhztAnnnpv1cEGRXr0UamrSPuEwx6UsVF5/vSQp0qOHzrjoopyGG6qYNUt65x1J0pnHHx87e3ue+b495lmjyyEMSjKgjHfAAQeof//+WrZsWdKAsrq6WtUJLgSrqqqK7g1SjOscWHs3pFDv3u5+p0Z7Y0VDgyr8+DsYEydU9OmTfh2MMfTCjY0K897JnjGmYcW++2p3XZ20fr1CDQ2qCoW6hDvwmTEGXWX//lK27/1995WWLlVoxw5VGVVe4YMPznx7Mmbyrtqyxd34aPm09+IhNGCAqhKFekbFZMWSJf7s8xIxxyMaNUotRlVE1bZt/v1em5ul9nZJUqiuLvNjtXEnv7KtLfv3bDHYOy5ZqF8/VXkV1FdVWWN/7t6t8O7dHO8k6aOPoouVo0fn5z1VX2/tJzdvtkJ2+XiuumtXdLzg0LBh7tbBGNMsvHEj7xuUHN+2xwSzVlc1NkoDByZ4cB4Y1ZtV/fql3/8ZAWZ4+fLo8VwVFarq3z/7YKyuTmpqUmjnTq7hMxWJSKtWSZJCQ4eqyijUyYoRjlc1NflynlWqWY7bn6koZ/HO1Jo1a7R161YNih/gH0jHniTH7Qy/TJJT3syBvvv2Vav5+ze/hmAw3+/ZzuItxU6UY1RlZjRBji1IE+V0djrVDcmOn/bsvFKwZvI2J8g58EC1mPs5P2fyNvfP2XRnlOMkOV7N4G2zQ14mybGY22266qFc7N1XhDZsUKWfv/tMJ8iRrAtW+6LX7/0yUEoSnRsX8vop00lyevSwKqol6zzDXv++fXObJNB+bSbJydzWrZLdOpzrBDmSM4u3xHWxT4oyoGxqatKCBQu0YMECSdInn3yiBQsWaNWqVWpqatK3vvUtzZ8/XytWrNBzzz2nz33ucxo5cqQmTZrk74qjuDQ3S/b4XqUcUHbv7rQoMGNZbswTrX791Gqe7DCTd/DYNyCk7GfxlmIDlFwDSqOC0vcL4S1bnOoAMzg19esnDdg7UuD77xdmvdwwKlkj8QGlnzN5Z7p/jmdWsZZyQLlnj1PZ4nVAac9STUBpsQPK/v29/12bjPCzdu3a/L1OOkZLu+uAMhRybtL4vV8GSkmigLKQ58v2MTkUco4N6djndtu2SWvWWMu5tqTb5wM7d1oVgXDPyxm8pdjrAa6LfVGUAeWbb76pY445Rsccc4wkafr06TrmmGN00003qaKiQosWLdJ//Md/6KCDDtKXv/xlHXfccXrppZcStnADSZnhhdtKFzOg9CuQyuYC2N4Zc6coN/aJVnW11KOHWggogy0fFZRvvuksF3sFpfn6qToQDts7bcvGjcGpFDYqKCMjRwYnoDSrI7IJKM0KSmM4j5Jj3uDLVwWlOTFDudq+3akoNquh88EIKHvZF/V+yKaCUnL2zVu3Si0tnq4SULaCUkFZW+u+AnLkSGfZvolrXv9lw75eiEQ4NmXKvOlEBWVJKMoB0SZMmKBIirsLzzzzTAHXBoHV2Wnt5LO5CJRiA0q34UVNjVXhsmdP8VRQStbOeONGdsS5imv1oIIy4OxtvHt3p30vG2aAYldd77NPdiesZkDpZ5WRJK1f7ywnq6CUrGDjhRes5Q8+kE4+OfljC8UOKEMhacSI4ASUuVZQlkuLt7m/zFdAuWePNWlORYW3z19MzNmr8x1QGs8fmArKTC5mzZs0GzZ4cyEMlDu/A0r7mJzJ8TjRzWevAkrJCk19mDm6aHldQWkGlFRQ+qIoKyiBtNrapGOOsSqbnn02u+fIJqCUnINUMQWU9sV7Y2PMLKfIkP0339vqETMGJQFl8NiBfC7t3VJsBaUtm+pJKVgVlGZA6aaCUgpOm7cdUA4ZInXvruYgjkGZa4t3KVdQ5jOgNNv4yr1SxRx/slwqKLNp8ZaCtW8GSoXfAaVdQZnJmNCJzu+8avE21wnu0OJdcggoUZreeENatMhqw/nzn7N7DvMAkUlAaV9MbdnizzgiuQSUEgfGbO3Z4wQGe0PqVvN9s3fWUARIppNgJZMoQMk2oAzSGJTm66eqoDQDyiBMlLNtm3PRs7cViwrKIlOICkqJgLKQAeXQodGAvTYIAWUo5Ex24Ya5DzRv3gDIXqIAqFABZWenMxZxJsdjs8Xb5mUFZYKZzZFCPiso6Sz0BQElSpN58rtqVXbPkWsFZXu7PweZXANKdsbZMU+y9t5JZQzKAOvocML4IFVQ1tY6FV5+B5RuKyjNYCMIFZTmDN57/w4lE1CWyyQ55v4y1wu/eGZAWe4T5RQyoAyHpYMPliTVbNjgDIdRaPbF7H77ORMEumHuA/3eNwNeaWnxd1IWPysozf1/JhWUBx7YdbxKr1u84Z69T6+oSH0z3S1avH1HQInSZI5v5FdAKfnT5p1rQMnOODvmSRYt3sFnbidBqqAMhZwTLL/HoHRbQVlf7+xDghZQ7q106OzWTRH77xyUFu9MLohs5TJJTqFavAkorf9raqTBg/P/entD0HBnZ+x2Wih79jg3KDKttKGCEqVm3jxV1tdr/Le/bQ2N5Qc/A8psJ63r3r1r9XWuLd4ElNmzA8rBg6VKD6ZX4ZrYdwSUKE1mBeXq1VYZf6aymcVbir2Y8iOUMi+A3Q6yTAVl7hIFlFRQBpe5fedaQZkoQDnooOyfz74Q3rnT31Yf+yI8FJIGDkz+uFDIafNevdr/9qQEAaUkacAA6/9SmcW7XCooafHOj+Zm6ZNPrOVDDrEqHPPNGIcy5MdwENnO4C0xBiVKz29+o9CuXdpn6VKF5s/3Zx3sc+dw2JmssFABZS43DOPbvHOtoGQMyuzs3OmEiF5NXGYWLXBN7AsCSpQmM6Bsa8uuYqbYKyhratzPTsp4G7kz/9Z7A8q2nj0VsS/6CCiDxXyf51pB2atX11bBbCsopdhxKP2s1LEvwvfdV6qqSv1Ysz3UnBnYD0kCyogdsu7cKe3eXeCVkvPaNibJSc7cn+YzoCznCsqPPnJu3ua7vdt2+OHRxYpbbin8+Ua2E+RItHij9LzzjrP80Uf+rIMdUO6zT+wY/oWQyw3D+HM8xqD0h9fjT0rWtbP996CC0hcElChN8QOwZ9PmXawBpX3B5bZ6UqKC0gtmBaX9HgiHnWUCymDxsoIyFIoNUfbdN7fQMwiVOp2dzo2dVONP2oI0k/fSpc7yAQc4y2YVqF9VlEyS4w4t3vln3kgoVEA5ZYoie8ehDC1ZIp1/fmFbS3O5mO3b16nwosUbxa6pKSaUDJnHzUKyz5379nXOl7duLcy4mLlUUMYHlLR4+yMfAaXkFO5wTewLAkqUpvix28wdmFu5zuIt+dvincnFLwFl7hK0eEsioAwqLysopdiJcnKpnpRiA0q/xqHcutUJDjINKP2eyduuoBw82Kok3ytSCgFluU2SU1WV3e8pFVq8LYWcIMfWo4faH33UmUDu2WeladMKN0lHLhWUoZCzL6SCEsVu4cKY7S60ZEnh16GjwzkXMwPKlpbCdDmY13m5BpRMkuOPfAeUDQ3+TiJVpggoUXo6O7te1JdTBSUBpT+SBJQRO7BuairtQKHYZLt9J2PemPAyoPTrQtisEHIzK2JQZvLevt0Jt+LHiLLHoJSKN6CsrHSG7ijlFm/7b9i/f9fZUnNFi7fFj4BSkg48UK/fcIMidjXi738v3XVXYV47l4BScvaFW7daIQr8F4kQIGTDbO+WFPKjxdu83jADSqkw10+5HI/jzy9yraBkDMrs5DKucCr2dXFbm39DApUxAkqUnk2bpPb22M+VS0DZ0uJUPRFQFlaCMSgl+R9YIzHzfZ5ri7fkbQWlOQalXwGl+bpuKiiHDHFaZ/0MKJcvd5bjLiAi9fXOB37N5J3rLN6SU0VZqjc8IpHYgNJrtHhb7ICysrLrxXaebTv0UHX87nfOJ771LenRR/P/wubF7NChmX+/ebPGr30IHE1N0pgxVrX83Xf7NxN1MYoLKPXJJ4X//cXf2C/0+XIuFZQHHODcPKuujunWyApjUGYn3xWUEtfFPiCgROmJH39Syq7F2wwoMxnP0c8W72zvBpoBDQMCZyfRGJSS/y3/SIwKytQyraAMh50qrE8+8a+6zxxHK8gVlJWVXSdWcsseh7JUKyh373bC13wElFRQWq2VdkvngQemnwQrDyIXXyzdfPPeDyLSJZdIb7+d3xe1Kyjr62PHc3WLiXKC5YEHpDfftP4W3/iGdOSR0tNP+71WxSG+grK93Tp2F5LfAWUuFZTdu0uHHGItjxiRe6U/Ld7ZMa/vhwzx7nm5LvYVASVKT6Ix23KpoKytdT8btuRvxVy2B1vuFOUuWYu3+X4goAwOrysoTz3V+r+mRjrllNyey7wI9msMSjOgdFNBKTkBZWenfzOCmjN4xwfFQRiD0r7wqK3N/oLGDlZKtYIynxPkSIxBKVlBnd2iXMj27ng33yxddJG1vHu3dPbZiW8ye6G52dmvZdsKaN6sYaIc/z35ZOzHH34oTZ4sfeYzTgCPrlpbpffe6/r5Qv/O/A4oc6mglKTf/Maa6GvGjNzXhYAyO3ZAme1Np2TM62ICyoIjoETp8bqCMtPqqtpaqzpGKp6A0vwZCSizY59odesW2+pBBWUweV1Bee650quvSu++6z7QS6ZHD+fkKAgt3m4qKKVgzORtBpTxLd5mQOl3i3cuE7/YLd6lWkFp7idznXggEVq8/Rt/Ml4oJP3xj9JJJ1kfr1tnhZT5+LuYN6q9CCipoPRXa6s0Z4613LevNG6c87Unn5RGj5auu45wIZH334+2c0fMidcKfWMxSAFlNsfk8eOl//s/6bTTcl+X7t2dYhgCSndaWpwbRV62d0sU7viMgBKlxwwo7aBw+/bMd/j24zMNL0IhJ5QqlhZvM1RjR5wd+0Srb9+YyigqKAPKDCi9qKAMhawLpAMOyP25JGccynXr/JkAIJsKyiDM5G0GlAceGPu1ILV45xJQUkGZG1q8rUozm58BpWS9nx991GqTlKQFC6x2744Ob1/Hi7HKaPEOjpdfdvanU6ZIr7wi/fWv1niUkjUW/c9/blXS33NP17Hpy5kxlELkM59xPl/oCkozPO7bt/A39L0YE9oroZCzDoxB6c7q1c6y1wElLd6+IqBE6TFbIo85xlk2d2TpmLN2ZVNdZYdSxVJBKTk7YwLK7Nh/6/iZ/KigDCbzfe5FBaXX7EqdlhZ/To7Mi29zcplUgjCTtx1QDhoUWyknWUGI/bf2I6Ds6HCOK15UUDY3l+bstbR4519QKiht++4rPfGEs30+/rj07W97+xq5zuAt0eIdJE884Sx/5jNWwHPxxVbIdvPNzn5y61bp6qut64HnnvNnXYPGGH+y8/zznc+Xc4t3Lsdkr9gBJRWU7uRrghyJCkqfEVCi9JgVlHbbkJRZm7d5cMgloNyzx7kgLQQCSn80Nzt/5/iWRALKYLIrKEOhYJyYxjMvhP0Yh9K++O7f36qwdmPECGfiFz8CysZGJ3hMNiuxHbb60eJtVuvlUq1hV1BGIlabY6mhgjL/zIDSnujBb4ceKj30kNPmeNdd1hhvXvEioKSCMjjs8SfDYWniROfzNTXSLbdYYZs9vqlkjbl4xhnSOecQLhsBZeTUU9Vsn/+XW4t3kCoozXUgoHTH3KfnM6CkgrLgCChReuyAsq7OGoPGlslEOWb7ZzYHLfOiqpBVlF4ElE1N0bFp4FJ8m4ohQkAZTHYQX1dnXeAEjZ9jnUUizgVcJuNpVlZKBx9sLS9dWvj9yPLlznKymdTtcSibmgp780jKbf9sMgeCL8U2b/OYmY+A0hxzrRwDykjECSiHDIkNbP12xhlWO67tmmuk2bO9eW4vAsq+fZ0bNgSU/vn4Y2eYgpNO6tq5Ilnv7VmzrNbv4493Pv/YY1alZbnq7JQWLrSWhw6V+vZVk32+sWFDYcMxM6DcZx//KijD4dix4/1inxfs2cOQBG7ks4KSFm9fBfCqDMhBJOIElIMHWwdfW7YBZS4VlFLxBZRS7M+P9JLM4C0p9gJ78+bCrA/Sy3YSrEKxx6CUCn8hvG2bU5nndoIcm90u2t4eOx5kIaSYICfKz5m8vWonMwO2UpwoJ98VlOGw0/5fji3eGzc6N2iCUj1puvJK6ZvftJY7OqxZchcvzv15zYtZ89wwE6GQs08s9yo8P8W3d6dy0knSv/8tzZzpnJu/8EL5BszLljk3ZvYOg9Vknm8Uss07/ty5Tx9nDPdCVlDW1saMHe8bsyCGcSjTo8W7ZBFQorRs3+5csO2/f+xJaCYt3uUYULIzzp75N44PKHv1ciouqKAMDvs97sUEOfngZwWl+XqZzkju50zebgJKczzNQgeUVFC6k++AUnKqBsuxgjJo408mcscdViuuZAX711yT+3PaFZQDBuRWLWXvE7dutcYIRuHZ7d2SNUFOOuGwdNll1liUtmee8X69ioHR3q1jj5UUF1AWss07voKyosK5FilkBWUQ2rul2PWgzTs9KihLFgElSos5/mQuFZS5jkHpV1uvVxWUBJSZMU+y4seg9HNWdyTW0uJcWAa1gtLPMSjNyqBMKyj9nMl76VJn2U0FZaHHofQqoDQrKAkos2NXUBJQ+rceqVRUSH/5i9WmK0mvvprbkBGtrc6Nl2zbu23mPtGPsWzL3a5d0ty51vLgwdIRR7j/3rPOcpafftrb9SoWZkC5t4Jyl/me9qOCsq7OGiJGKuwko2YFZRAQUGbGDij79PE+ZGYMSl8RUKK0xAeUNTXOBQ4VlKkRUGYvVYu3FBtQluKsu8XG3L6poOzKDCgzraD0cybvoLd456OCspRbvLt3z9+4YHYFZTm2eNtj90nBDSglK0S2Jzpsbc0tOFm92jn25hpQMlGOv+bOdW4wTpmSWWvumDHOMX/27PIc5y9BQOl7BaV53mxfP+3Ykd9xrDs6nP1/UCoozfMCAsrUOjqca36vqycl6/zDPtfimrjgCChRWuIDSsnZca1d6/5khIDSi7UpH24DypaW8rwgDhrz/R3UCsr6eufCy88W70wrKEeNcmbh9SugHDgw+f6PFu/gswPK/v3zNy6YHVA2N5dfSFEMFZS2o492lhcsyP55vJzt1c+bR8hs/Ml4lZXOjN/bt0uvv+7ZahWFSER6+21ruX//6FjXuwYOVMQ+bheqgjISSRxQmlXz5rm118zq+SBWUDIGZWrr1jnH7nwElJJzXUwFZcERUKK0mK2Q9h1Bu827s9P9yaSXs3gXY4s3O+PMuA0oJdq8g6AYKigrK51qv2KqoOzWzZlBe8kS6y53Ieza5ax3supJKTgt3rlUbJTyJDmRSGxAmS92i7dUfjeN7ICyb19p3339XZd0jjrKWbZnHs6GFzN428yAkolyCisScQLKbt2k00/P/DnKuc177Vpn/3rMMdEbQJHKSmnECOvzH31kXS/l286dzvlBogpKKb8FHmaFYlAqKGnxdi+f40/a7DZvinYKjoASpSVRBWU2E+VQQenF2pSPVJPkSASUQVMMFZSScyG8YUPhgj4ptwpKyanKam6ODQbyyU17t1R6Ld6lVkG5c6fT1hc/nq+X7ApKqbwCysZG50buoYcGY+baVPJRQUmLd/FavNhq15ekCRNibzS4NWmSs/zUU56sVtFI0N5tixx0kLWwe3dh3tfJbuz7EVAGsYKSgDI183o+1316MnZA2dSU3+EG0AUBJUpLqhZvyf1EOcUeUIZCmZ+4MYt39lJNkiMRUAZNMVRQSk442NEhbdpUuNc1q4LMlmi3/JjJ221AOWCAs1zogNKrC6JSniSnEBPkSLEBZTlNlGOOP3nIIf6th1v19U6V58KF2Y/h7GW1DS3e/smlvdu2335OZe6bbxb22Oq3BDN426IBpVSYNm+zU8uPgNKrjgYvMQale4WooKRwxzcElCgtdkBZXe0c8LKZyTvXWbz79JHCezcvP1q8e/XKvDKCHXH2aPEuLsVSQWkOXF/IC2H7tfr2tfalmfJjJm8zoLRbzBPp3t3Z1xXrLN5BniSntdUa4yzbit9CBZTmDbxyCiiLafxJyTqPsasoN2/OfpvN1xiUtHgX1pNPOstTpmT/PGab95w52T9PsXFTQSkVJqAMUgVlUAJKxqB0r5At3hLXxQVGQInSYrcuDR7sBHR+tHhXVDg7Nj8qKLO5+CWgzJ59olVVlbhylYAyWHLdvgvFj0qdSMS56M6mvVvyZyZvtxWUktPmTYu39z73Oem446Rrrsnu+83jZaEqKMupxbvYAkopdhzKbNu87YCyf//Yv3029tnHuXFDBWXhNDRIr7xiLR90UPr9fCpmQFlObd52QNmrV9ffnxlQFmImb78DSq+Ox16ixdu9QldQMjdDQRFQonQ0NTnBmt3eLeXe4p3tnTX7IEtAWfrMmQgTVa4SUAaL+f4uhhZvKXYCsHxqaLBmm5cynyDHdvDBznZQqIBy6VJn+cADUz/WDiibmgobTnl1QRTUSXJaWqRnnrGWH344u+egxTu/zBbvYgkozXEos5kop63N2X96MVZZKOTsG6mgLJw5c5zK7FyqJyXppJOcffAzzxRmUhi/bdvmhDpHHeV0ee0VMTsPCl1BaVaqUUFpIaBMzX4v9+iRv3MF831JQFlQBJQoHeYFvBlQ7ruvU3GSaQVljx5WVVw27B1mY6PV9pZvkYhzoZXNxa9ZSUZAmRn7JCrZpA4ElMFCBWVy5gV3thWUNTVOEPDBB9mPG5cJu4Kyf//0obM5rmYhqyi9GvMqqBWUq1c7f+tNm6yW3EzR4p1fdgVljx75qzrxWq4VlGvWOAGUVz+zHVBu3erc0EF+eTH+pM2cAXzLFmtYilJnbjtx7d2SrOOife3gZ4u3ud8vtwpKxqB0JxJxrueHDcvfZG+0ePuGgBKlwwwozbHbQiGnzXvVKncXy3aAkUt4YYZV5oE4X3bvdk7CsznYVlY6VSXcKXKvpcWpwko0/qREQBk0xTZJjlS4gNJ8nWwrKCVnHMqmptjJy/Jh925n/59q/EmbXzN5mxdEubSZBnWSnPgZ2xcvzvw5qKDMn9ZWaflya/ngg7tUUAXWwQdbgZKUXQWllzN42xiHsrA6O51W7F69pFNOyf05y63N2wxhEwWUoZC1rUnWNpPv4N1Ni3c+z5eDXkHJGJTJbdnidI/k80YbLd6+KZKzE8CFRDN42+yA0mwDT8XrgLIQbd5e3A20d8bcKXIv2UyEJgLKYGGSnOS8qKCUCjuT98cfO8tuxiXzK6C0L4h69swtHArqJDnxHQrFElCWyxiUS5c6LbLF0t4tWV0so0dbyx99ZN2QyAQBZfF7802nIvuMM7KbvC2eGVA+/XTuzxd0KSbIibLHoYxEYsd1zgfGoOyKCkp3CjH+pEQFpY8IKFE63ASUUvo2785O58CVS3hR6FDKi4OtvTNmR+xeuhm8JaviyW4pJKD0X7FUUPbr5wwxUagxKM2L7VwqKAs5UU4mE+RIsS3ehZrJOxJxLrBzrdYIaos3FZTBVowT5NjsNu/OTum99zL73nwElOa+kYly8s/L9m7bsGHOdjB/fulXSNkBZVWVdPjhiR9jV1BK+W/zTnbuXF3tnC+X2xiUVVVOhwQBZXLmPp0KypJEQInSkSqgzGSiHDPoK9cKyj17GFfJLfNvmyyglJyL7WzGZYO37AC+W7fYsCdowmHnQtiPFu9cKiiPOMJZ/vOf8zsJgTlBTlArKN9/39n2zTH1shHUSXLiA8pMgyQpNqBMNqavF8pxDEozoDzkEP/WIxu5TJSTj2obP4bfKGdPPuksT57s3fPaVZSdndYkPKVq924ncBw92hkyIV4hZ/JONkmOVJhJRs0AMCgVlJKzLgSUyflRQUlAWVAElCgdycaglGIrKNMFlF5NoFHMAaUU+3tAcuZJVqoLajug3Lq1PGaMDDL7vR3k6kmbfSG8ZUthbhp4VUF57LFOG9k770izZuW2XqlkWkHpR0A5e7azPGlSbs9VTBWUmU6QZAeUNTWxQazXyrHFuxQqKKXMJ8rJR7UNLd6Fs2GD1eItWUF1/Pl9Lsyws5TbvBctcs47k7V3S/5UUPbo0XVfb59Lb9uWv0n2vJq0zmv2ujAGZXK0eJc8AkqUDruCsqIi9gJUyqzF2wzmcjloFWOLtxnYsDN2x02Lt+S8Hzo6CH/9Zr+3gzz+pM28GCtEO7JXk+SEw9KPf+x8/L//m78wzQwo3UyS40eLtxlQTpyY23MVSwXltm2ZB8D2sTKf7d1SebZ4f/ih9X847G47CRIzoMy0gtJ+X/bt610QQYt34ZgT2HjV3m075RRnf/r00/kLw/zmZvxJKXa/UKgKykTnzXZA2d6ev0rCILZ4S866NDaW7vsxV4UKKGnx9g0BJUqHHVDut58VUpoyafGmgtLCztidTANKiXEo/dTZ6ZyYFkNAaVbqFGIcSrsaaJ99cm9/P/10p0Jl1SrpF7/I7fmSsQPKvn27toolMmCAs1yICsrmZmnePGt5//1zr14LYgVla2vi92cm41B2djrHynwHlOXW4t3Z6QSUBx7ozSQjhdSnj3Met3Ch+y6E9nbn3NDLC1kqKAvHbO+eMsXb5+7eXfr0p63l9euld9/19vmDwm1A2auXc1O0UBWUqQJKKX/XT/Y1U0VFsIb6sQPK9vbgHN+Dxg4oKytzG4oondpaZ0JDrokLioASpaGlRdq0yVqOH38y/nMElMlRQZk5Asri0tTkXNwWU4u3lP9KnUjEeY1cqidNP/qRc4L3wx96vy9sbpZWr7aW3bR3S1Y4Y//tCxFQvvyyU+k4caIUCuX2fGYFZVAuYFavdqo9zBuEmYxDuWOHM8t0ISsoy6HFe9Uq5z1YbO3dNnscyqYm6ZNP3H3P2rXOe8qrCXIk60aIHfJSQZk/bW1O9XnfvtKJJ3r/Gmabt1mtWUrsgDIUSj8Gst3mvXVr/q5d9uxxjl2JzpsLcb5s36iuq8v9mOwlZvJOzw4oBw/uWpDkpXDYOVfkmrigCChRGsw72InGp6mudtr60rV4mweEcp3FW2Jn7JZ5AudmDEqJgNJPXt2AKJRCBpQ7djgXDV7dlR49WrriCuf5v/99b57X9vHHTjDmNqCUnONBIQJKL9u7pdhqj6C0eJvt3Sed5CxnUkFp7ktp8fZWMY8/actmHMp8zOAtWYFGoScwK0evvOKck591Vn7CCHuiHKk0x6Fsa7PGoJSsSXDMfV8i5jiU+WrzNqvR/K6gDNIEOVJsuznjUHbV2Ohcn3q5T0/GDiipoCwoAkqUhlQzeNvs9p7161NPNuFVgGEedKmgLF1UUBYXc/suhgpK84ZLvlu8vRp/Mt73vmdNeiJJv/61tHy5d8+d6fiTNnuc4qam/FfQ2QFlKCSdcUbuz2e25walgtIMgsw2zEwCSnO/mO+AskcPp2qGgLI4ZDMOZb4CSsm5ibNtW2EmMCtHTzzhLHs9/qRt5Ehr2APJqnYvtVDogw+sITik1O3dNnMm73y1eaeawVsqTEBpVlAGibk+VFB2VajxJ232+3P7dsYELSACSpQGNwGlOVGO+fh4XgWUVVXOgYaA0vHBB9L550v335+f5y80AsriYr6vqaCMZVaiezmuz377Sf/v/1nLbW3SDTd499yZzuBtK9RM3hs2OGHKccd5E7yFQk4VZVAqKM2LhiOPdI63mczkXciAMhRyxqEshxZvM2gwK6SKid3iLbkPKPN5MWvexGEcyvywA8pwWJo0KX+vY7d5t7dLzz2Xv9fxg9vxJ22FmMk73XlzvgPK9nbn2BnkCkoCyq4KHVDa18WdnaV38yLACChRGszAMVGLt+R+ohwvW0Dti6xiafEuRED53/8tPfSQ9OUvF24G3XyyT7QqK1O3zhBQBkOxVVD6FVB6WUEpSd/6ljM5zYMPSvPne/O8S5c6y9m0eEv5DSjnzHGWvWjvttkBZRArKIcPlw4/3FrescN95W8hA0rJ2V+XQwWlPUGOJB1yiH/rkYvhw51zG79bvKXC7pvL0SefOJW/Y8emHkInV6Xc5p1pQGlWUOarxdvvgNK8XgpaBaV5/UYg1pVfFZQSbd4FRECJ0mBeALmpoHQbUOZ64LIPsg0NzkDt+VIMAeWyZdKLL1rLHR3SM894/xqFZs5EmGqgbQLKYCi2Csq6Oqc9Ot8Xwebzez0zYm2tdOutzsff/KY37TJeVFDm80aJ1+NP2uyJcoIYUA4b5gSUkvs270IHlHYFZTkFlPX1xXFjJpFw2GnzXrXK3cVi/PvSS8zknV/m7N35au+2TZggdetmLT/9dGm1cmYaUA4f7vwuSrWC0qxMpIKyuPgZUDL0WcEQUKI0ZNrinWqiHC8rKO2DbCSS/x2b1wFlPu4UzZwZ+3EpzJhonzylu7tPQBkMxVZBGQo5VeFr1+b3wimfFZSS9JWvONVbr7wiPfpo7s9pB5R9+mRWYVOIFu/OTqeCslcvadw47547aC3edhDUv78V/BVDQGlXUJZ6i/e2bdKmTdZysbZ32zIdh9J+X/bp4/3+3txHUkHpPTOgNMe1zYeePaVTT7WWV66MrTguZp2dTrXx4MHu9qsVFc7NvmXL8lNc4XdAGeQKSgLK1Pxq8ZaooCwgAkqUBjOgTFb547bF26tZvKXChlJBn8W7o6PruJOzZ1tjwRSr1lan+ibV+JNS7AkXAaV/iq2CUnJaE3fuzG/VcT4rKCVrGIQ773Q+/s53rDEps9XS4uzLR45MXcEcrxAt3u++6zz3pz/tVKV4IUgt3q2tTheD/V4dPdr5etADypaW3N6HQWdWQRVre7ctk3EoOzqk1aut5XxcyFJBmT+7d0vPP28t77dfbDCdL6XY5v3JJ841zbHHuv8+u83bPMZ6ye+A0rzOI6AsLmZAOWRI/l+PFm9fEFCiNNgXRwMGJL8IzKbF26sKSin/E+XYAWVlZewsr5moq3Mu8r0OKJ9/vuvkRA0N0uuve/s6hWQerNIFlFVVzvuJgNI/xVZBKVmVh7bvfMeqisiHfFdQStLZZ0vjx1vLS5dKv/td9s+1YoXzu8ikvVsqTIu3GSZ72d4tOS3eQaigXLPG+TvYAaU5U/R777l7HnO/mM/x5mx2i7dU2lWUpRRQmkFVunEo161zboB6Pf6k5F0FZUuL9PbbxX2z1msvvODcfJkyJbObT9kqxYDy7bedZTft3bZ8T5STLqCsq7OuZaT8nC97UdCRL4xBmZodUA4alP21biZo8fYFASWKX0eHc3KYrL1bsnYy9gWJmxbvbt2cKpVsFbJqzj6Q1dZmfzIXDjt377zeEd93n7NsjidktvEUG7czeNsKOWkSEvPyBkShnHeeNQO0JC1aJM2alZ/XsfejvXs7AZjXQiHpxz92Pr711uyrBLKdIEcqTIt3vsaflJxjU3u7/8FGoolIevaURoywlt9/393QBIUOKM1JzUo5oCyFCXJso0db5ylS+grKfE6QI3k3Sc4ZZ1j7929+M/d1KhX27N1S/seftB16qFORNW+eVcVZ7DIdf9Lmd0AZCjnHACooYWtudm4oF6K9W6LF2ycElCh+Gzc6Y6SkCihDIWeHtmpV8gsmO8DwIrww29QKVUGZ691Ae2fsZUC5fbv0yCPWct++0owZzteKeRxK82/q5oLafj80NPgfKpSrYmzxDodjW6O/+12r6sZLkYhTQZmP9m7TmDHSBRdYy5s3Sz/6UXbPk+0EOZIzo7iUn4By927ppZes5WHDpFGjvH1+M0D2+r2QqWRBkD0OZVOTuzZBO6CsrS1MZYQZUJbyRDmlFFD26OGEJ4sXp27Nz+cEOZJ109t+n2bb4r1unfTyy9by739f2u9DtyIRJ6CsqrIC3EIIhaTJk63llharirPYZRtQ5nsmbzc39/MZUAa5gpKAMjl7yA6pcAElFZS+IKBE8XMzQY7NbvNubrYujBOxA0ov7qr50eIdxIDy73932nUuucQ6sNhjSb39dn5n0c2nTCso993X+j8Sif1exJoxw6o4M0+uvVKMLd6SdPrpThXeihXSb37j7fM3NjoVI/lq7zb98IfWxack3XWXM0xHJsyAMtMAsLraOfHMx/7nxRetsRkladIk71sUzep+v9u8kwWU5jiUbtq87WNkIcaflGJbvEs5GLIDyu7dY4e6KVZ2m3dra+rJTMxOmXxUUIZCzr4y2wrKN990lnfv9mbisGL3wQfO3+7UU2NvJORbqbV52+dQfftmNl5foSooKyuT/33t66fdu70fa5kKyuJU6AlyJCoofUJAieJnXtjas90mk26inEjEOSB4UV1VqBbvjg4nXPAqoGxp8e7C15y9+4orrP/tO9VSfif+yKdsW7wl2ryT2bRJuvZaa/bjc87xPjgwg/egnZimc8cdzvL3vx8btubKrADKdwWlJB1wgHTNNdbynj1WVWimcqmglJw273xUUOazvVuKDSj9nignWRCUyUzeHR3O/rRQAWU5VFC2tUnLl1vLBx3ktEcXM7cT5eS7xVty9pXbtmW3HZoBpST99a+5r1Mxi0Ske+91Pi5Ue7ft9NOdsQ+LubtHso7p9rHtmGMyu0nWv79zTpuPgNIOevr2Tb5e+SzwCHIFJWNQJpfvqvhEmCTHFyVwpoKi9t57ViWNWbadqWwqKKXEAeXu3U67eDG1eJvjZ3kVUEreVFF+8IH0739by0cd5bSZTJniPKZYTwQJKL23cKGzDa5aJd10k7fPb4d6tbVSRYW3z51vxxwjXXyxtbx1q/STn3j33GYFUCEqKCXpxhud/c3Mmdb4mpmwx6CsrXWqkzNhB5S7dnkfUNk3XcJh6bTTvH1uKbbFO0gVlOZFQyYB5fbtzkQ7fgSUpToG5ccfO8OJFHt7t83tRDmFDCil7Cqx4wPKOXOsm3TlaO1a67zwrrucz5nniYVQVyedfLK1vGxZ7E2wYpNte7fNbvNes8b7/aN97pzqvDmfAWWQKyh79nRCWyooY/lRQUmLty8IKOGflhar9e1//1e68srsnyfbgDLRRDleT6BRqBZvL+8Ger0zNifHsasnJWnsWCecmD27OMdkJKD03rvvxn58993SW2959/z2e7pYxp+M9/3vx7ZGZzv2WbxCV1BK1jbzv/9rLUci0re/7f57W1udAGLkyOxaqOvrnWUvqyjXrLEmhpGs8TbNfapXglRBaf8d+vWLDf0OOcSp2EsXUJr7QyoovVNK40/a3FZQ2ud4tbX5G84jl5m8I5GuAWVHh/TAA7mvVzGJRKzK0dGjY9uq/+d/YsdCLBSzzbtYu3uk2IDy2GMz/36zzduckC5XbW1O8Jbq2FiuFZThsLNOBJSxaPEuGwSU8M/DDzsndPPmpR7sPBUzoMy1xdvrgLJ/f6dK6+WX83cRZB5scx2vx8sKyvZ26c9/tparqqzxJ22VldKZZ1rLDQ3S66/n9lp+yHaSHImAMpn4KrrOTusGhlcBtr2NF9P4k6YDDpC++lVrefdu6Xvf8+Z5zYCyUBWUktXmbe+Xn3nGqiByY+VKp+Iu2wlo8jWTt/kz5KO9WwpOBWVbm3MMjq9S69FDOvBAa/n9952/VyJ+BJTlMAalGVCagUMxq693JrlasCDxhIednc7F7PDh3o8BazNv5mR6s2j1amcs9AMOcD4/a1bu61UsNm+Wzj9f+uIXnfPNQYOkJ5+UbrvNn3UyA8pi7e6RvKuglLydKMe8rqCCMjF7nQgoY/kRUFZVOecKBJQFQ0AJ//z2t85yc7NTcZKpTMagTNfi7XVA2b27dN551vLmzdKvfpX7cybi5d1ALwPKp5922p4++9muF57mOJTFeCJIBaX37IAyHJYOO8xafucd6Re/yP2529qcsVqLtYJSslqj7e3897/35uLBrP4pVAWlZO0jf/hD5+PLL48dvzGZXMeflPIXUJrrP2mSd89rCkoF5Zo1TvCYqI3WbvPes0f65JPkz+N3BWWptnib48eVSgWl5FRRbtmSOBhcv9656Z2v9m4ptwpKs3ryooukI4+0lufPd8YNLWWPPmrtH/7xD+dzF19sDf1knhsW2lFHOdX1c+f6X6Gerbfftv6vqcnuJl6+Jspxe96cz/PloAeU9vkdY1DGsgPKvn0LW/maj8ljkRIBJfzx4YdW1aTpjTeyey67eqNPn/TVg/vt57ScpWvx9uqgdcstzmv+6EfeTmxhC2pAmWhyHJN5p/rJJ3N7LT8QUHqrvd1pBT3oIOkPf3AqX7773cTbbCaKdQbvePvuK33rW9ZyR4cVWObKrwpKSbrwQqsVWrIu8idNsqpmU1UPmC1n2QaUZou3VzN5d3Q4FZR1dc7P5bWgBJTpxvlzOw6l3wFlOVRQ+tEumy/mOJSJ2rwLMf6kFHszJ5eA8vjjYztMSrmKcvt26bLLpM9/3qkg7ddPevBBq9XbzblUPoVCzrnp7t3/v737jo+izP8A/tlkUyCEhBoSakAB6UgvCggioijFCgo2bFiA31lAETlU7uwC9jvLndhR0ROUpggKKKGDFGkiEHoglNSd3x8Ps8+zyW62ze7M7n7er5cvZ2smYWdn5jvfIqqfIk1enrwg1LZtYP22zQ5QxmqJNyDPP/PzK648iCUlJfJ8P1zZkzq9FQEzKMOGAUoyx1tvlb+vbC8eX2ia/MLy1n8SEKnaepZlODIoAZG1cPPNYvn4cdcG4EaxYoDyyBHg66/FckaG+yvimZkyE2L1auOCBOGiH2jZ7b793RmgrNi2baK3ICCySbp1A+6+W9w+cwYYM8Z9OZ+vQrF9m2XcOJkB+NlnwbdIMGNIji4uDvjyS6BfP3nfv/4lepJ5yqa0agblmjXyZEqdCGs0q5R4ewsEtWoll30NUPrSLsMI0V7irWkyQFm/fvDtX6zE26CccJUCBlPirfZW7thRZFHqF+RmzQpuX2dV8+eL74T//Efed9VV4rtBrzaygkgv81a3iUDKuwHRnkP/PBpZ4m2FAKV+8TMhAUhKMva9jaAmyETjvikQ+/fLAZpmBSgLCiI3ozrCMEBJ4VdQALz/vlhOSpI7wEAyKI8eFcN2AO/l3Tq9zPvwYVnuqVMzdowMYDzxhDxRfekl44NToQpQBnO16MMPZYnVzTd7PlFXA5eR1pBcP2iqXt23HlcMUFZM7T+pl7tNmyYDZt9+C3z+eeDvrwbcIz1AWaWK64TzRx4J7oRWP7muWtU1cBMuWVni5PWNN2QgZe9ekU15553lsymtGqBUA6qh6j8JRGYG5caNnt/H7AzKaCzxPnxY7sOjpf+kztugnHBlUAZa4q0OyMnIEMev9esDF18s7tu6VZboRoNTp4B77xXf53pbpqpVRZXNV1+5fhdbwaWXysondXBPpAi2/yQgLoLpgaCtW40LmFshQKmfM6Wmhq4/bTDU8zj2oRTM6D+pM7KykHzCACWF3+efyx3UNdcAF1wgljds8P9ES+0/6UsGJeD6xbZ3r+tjocqwatwYuP12sZyfDzz3nHHvrb+nzipTvNXp3bfc4vl5AwfK5XBfqS4sDK58Qv8c+1qSlJ4uD3oZoCxPneCtByjT0oAZM+T9DzwQ+OdSPZGN5BJv3ejRMjj344/BBfj1k+twZ0+qbDbgrrvE56BvX3n/22+LrBt1+IweoExJcS3V9kcopniHo/8kEDkZlE2byvJClniHV7T2nwREwFXPfHKXQRmuAGW1anI9/AlQ7t4tjx86dpRBErXMe9YsQ1bRdA6H6EH++uvyvr59xff8qFHWDBBVrw506SKWN292X3FlZcFO8NbpFzZOnjRuH2mFAKUe9LNi/0nAdb3Yh1IwM0CpnhezzDssGKCk8FOH49x1F9Cpk1guLi4/wdcbdYK3rwHKigblhLIE9PHH5YHsjBnGljNbrcR77Vp50tCpk2sWTVldu8qfOX++cdOavfnlF3EA1L59YBlIxcXy7+5rgDI+Xj6XAcry3GVQAsDQocCgQWI5NxeYMMG/99U00Vph9Gh5n/o9EKkSElwnnT7ySGAB9/x8mUEWzgE5njRqJIKRr7/umk3Zv7/YZxw/LvtrnXde4Ce4+iRgwJjv4/x88b2ir1d2dvDv6YlVMii9nTQkJckBDVu2yBKtstQTUE7xNobafzLaApR2u2wfsH17+WoYNUAZypNZm01+Z/pT4l22/6Ru2DDxvQ4AH3/seXuJJBs3yp7zlSuLYZHz51t/H6xW93z7rXnrEQg9QGm3V3z87U0oJnn7GqBUHwtlBqUVqQFKZlAKVglQMoMyLBigpPDatEk2nL7gAqBnT9eDM3/7UAYboCw7dCOUAcp69YB77hHLZ8+K0lWjWC1A6W04jspuF+U0gAg8BNtLz1evviqCMuvXi+wzf6lX0fxp6q6ffDNAWZ4eoKxa1XU7tdnESY0eUHjjDeDnn317z8JCkb38f/8ng3dDh3r/XEaKa66R36Hr1wc2XMHM/pOe2Gyi/+iGDcAll8j733pLBFv0CxmBlncDQGKiPPA0Ijvkxx9lW4tQlncD1glQ6oGgGjU873v0QFJhoefpxOr3YbiGZER7iXc0BygB2YfS4SjfPkA/tktJCX1PU/0789gx37dFTwHK6tVlVcmBA4Edm1jN4sVy+emnRS/puAg4/dQvigLAnDnmrYe/zp4Ffv9dLLdsGVyPxVAMyvE1QGm3y/MwIwOUxcVyO42EDEoGKAWrlHgzgzIsImAPQVFFHY5z113iJFTPoAT870OpBih97UGpfrFVlEEZih3Xo4+KK8iACLIYVTZipQBlUZEsTUpKEhN6vVGvVIerzFsNcKkncr7yd4K3Tg9Q5ufL/qkkPmv69tC6dfmsuAYNgKeekrfvvFMO1PHk0CFRSqa2G3jiCTFUxoqN0QMRFwf885/y9uOP+/+5UjN/rJBBqdKzKV97TQaoDx2SjwcToARkmbcRAcpw9Z8ErFHi7etUTV/6UOoByvR0mUEWatFe4q3u16KtByXg2odSLfN2OOTJbKNGoS8hVr8zfc3EVgOUHTq4PhZtZd5qgFIdhGZ1bdvKC6WLF0dOoGjjRpl5G2j/SZ2aQWlUgNKfi/v68bKRAUqrT/AG2IPSHT3oDjCDMgYwQEnhc/asnNyXnAyMHCmW27aVA1T8zaAMpAelWSXegGgE/sADYrmoyDXgEgwjd7hVqsir24F8Ef/vf/Jkc8gQ1y92T9SJiXPn+v8z/bV3r+vVOHXH5yv1gMmfDA21fNHospVI5q7/ZFn33y9P5jZvrriX6/r14uKHHohOThYlc1OmREb2hj8uuUT2O9yzR1z88IcaoLRKBqUqLk5kn2/YAPTp4/pYsAFKfTjD6dPBB6n0AKXdXn49jWaFDMq//pInwhX1+VMDlJ76UOr7jHCVdwPib6gHr6IxQKkHFFJSfL+AG0nUSd5qf+GDB+VFmlD2n9T5OyjH4ZATvLOyyn/nXnmlPI6bPTuyp8aWlMjy7lq1gis3DjebTUwYB0TWnXoBysrU4UrBBijVCxvhLvEG5LH18ePGtTtQA36RkEHJHpTA11/L6su6dUOfFV8WMyjDLsrO0sjSPv1UBryuu04GrpKTRcYUIIIO/pRaGV3iHaop3qqHHpI7n3fecZ1GGygjA5RxcfJ3D+SLWM1W87WMNjNTZkOsXm1sf053ypYHBxKgDDaDEmCZt8pT/0lVfLzIwtYDjFOniv5jZX31FdC9u7wAkZUFLF0KXH+9oatsKf/4h1yeOtX1Yos36km11TIoVdnZwMKFIpsyPV1MvR08OLj3NGqS9+7d8gSuW7fQn/hYIYPS10Ek3gKUJSVyXxPOAKXNJrMoo63Eu6BA9mlt3tyag0iCpQYo1QzKcJcCqt+ZvgQod+yQ389qebeuUiXRixIQx6T/+1/w62iW1avlcXWfPpH3OdQDlIAIkkQCIyZ46+rVk/uaUJR4ezvP0gNRmmZcYEg9z7NqBiVLvKUTJ2R7NEAc64b7e4RDcsKOAUoKn7LDcVT6QZrD4bpz9UYPUFaq5PtU3qpV5XM9ZVDGx7s20DdS9erA+PFiubQU+Pvfg39Po0sW9C9jfzMoc3NliXa9eq6TeL1Rp3kHM43YF2UDlOEs8a5VSy4zQCn5kkEJiImUY8eK5cJC0adQ08RtTQOeeUZk7uoBh06dROsIdyeC0aRdO2D4cLF89Cjw/PO+v9bqGZQqPZvy8GFxoh9sQMuoSd7qhPFQl3cD1sig9DVAef75smzbXYm3+l0azgAlIAOU0ZZB+ccfsuduNPafBERwQ//crV8vf99wTfDWqQFKXwbleOo/qYqWMu8ffpDLai/hSNGrlzym/vbb8A1xDIZ6DqUG8QMRFyeHnO3cKXssB0P/vk9PF+daFQnFJG/1fCkSMihjPUD58MPyws/ll7t+N4YLS7zDjgFKCo8NG4Dly8Vyq1Yiw0QVaB9KvcS7Xj3/rqjoWZR797pOvdUDlFWrhvYKzbhxMqj1wQciczQYRgco9QBuXp4M/vjigw9kGcbIkd4PPlTh7EOplwroDh/2/+DHiAzKw4f9+5nRTM2g1IdqeDJlimtvqP/+V2SR3XQT8Nhj8nnDh4vyMitnBRpp6lQZCHrxRfH95gsrDsnxxm43plehmkEZTOa2elGFAUpXCQmyVHDbtvInueqFmnAHKPULkdEWoIz2/pM6PQBz6pQIoADhD1D6W+LtS4CyTx958WTu3MjN2lH7T0ZigDIxUR6bHjvm+3A+s5SUyGOp884zJgCnf3+UlMis7GDox86+HDeHIkAZCSXe7EEpLFkiZ1ekpACvv25OFjZLvMOOAUoKj7LZk2W/YAKZ5H3ypPzi9rW8W6eX/RQXu56U6gHKUJV366pWBR55RCxrGjB5cnDvpwcok5KMOWnXv4xLSoAzZ3x7jaa5lnffcot/P7NrV/lz588P3ZXqkyddg2E6f8u81QBloD0omUEpOBwygzI72/tBY5UqosxXN368yHRQJ1g/84wImKulsNGucWNZCnPmjMhK9uVgKpIyKI1mRIl3SQmwaJFYrl69/NCLUIikEm9AlnkXF5dvy2BmgDJaS7zVcsxozaAEXAfl6H0ozcyg9DdA6em7Ij5eDhgsKhK9KCNNUZForQKIY/Rg+wWbJZLKvDdvlhesjKoaMXKSt8Mhj0nMClBGwpAc9qAUxzV33CFv/+Mf4R+Oo2OJd9hFZIDyp59+wqBBg5CVlQWbzYavvvrK5XFN0/DEE08gMzMTlSpVQr9+/bDdXZ8yCo/Tp0WGEyBOqm66qfxzWrWSU3V9zaAMZECOztOgHDWDMtTGjJEnx59/7l9pe1n6DsyonW0gk7x/+01mgvbsKctCfGW3A5deKpaPHwd+/dW/1/tqxQqZNauW8ftb5q0eLLEHZXB275YZTBWVd6uuuAK49lqxfPSo/N5ISQG+/BKYMCHy+l0Z4YknRJAXEOW0gwZ5v8ign1RXqWLdA/ZQMaLEe9Uq+T3Zr59/meOBsloGpbcTh4r6UKrfg+Fufq8HKIuKxH/RQt2fRXOA0t2gnHD3oFQv6ngr8S4tlUNMGjQAatf2/NxIL/NeuVJePLnkksjdHw8cKL/T58zxr6oo3NTzJ6MClOok72AH5Zw8KY+/mUHpmbpeO3ZY+zMXKlOmyBkN3bsD995r3rqwxDvsIjJAefr0abRt2xavvvqq28efffZZTJ8+HW+88QZWrlyJlJQUXHbZZSiI5El4keyTT+QO4cYb3feKTEiQV8K3b/ftC0AdkOPvhEp3g3IKCuQJSqgzKAERSJk4Ud5+4onA38sKAcr33pPLvg7HKSscZd5qebeeoQAEl0HJAGVw1IxWfWCWL155xXVbbdgQ+OWX4AenRLIaNUQGsn7i+/PPYjhQRb2j9JPqWCmFVxlR4q1Odw1HeTdgjQxKfd9Zvbr3Ez21bUPZPpRWyKAEoiuLUg9Q2mz+XyyMJGoGpT4oRw+cV6rk2vM5VKpVkxfYvWVQbtsmL8Z5CyB16CCDQ0uWuB7zRoJIL+/WVasGXHyxWN6xI7Ce5eHiS/sAfxmZQenvcXOsZlDWqyeDYgsWAP/6l7nrE26rV8s+6omJ4vePMzFkVbmySKIBmEEZJhEZoLz88svx1FNPYciQIeUe0zQNL7/8Mh5//HFcffXVaNOmDf7zn/9g//795TItKUwqGo6jUvtQ5uR4f99gMijVq+p6BmU4JniXdeedct3/9z+R3ReIUAYoJ04EZswQgR9PmVgFBcBHH4nlypVlZpu/BgyQy+EIUKrlAwxQmseXCd7uZGYCb78tgv39+4usW39eH63OOw/47jv5ffC//wGjR7u/Cn/qlPz+iLXybsCYEm+1/6SeBR5qZmdQlpTIHqe+ZKn5mkFpVg9KIHoClJomgyjZ2a6flWjTqJEMjq9bJ353PUDZqFF4svZsNnlxx1sGpT8BJJtNZlFqmjzGihRqgLJPH/PWwwhqmfecOeathzf658tmEwMFjaBmUIY7QKnuD2IpgzIpybWN0X33+XZeHA2Ki4Hbb5fzDB5/HLjgAnPXyWYLfHgsBcRu9goYbdeuXcjNzUW/fv2c96WlpaFLly5Yvnw5blAzphSFhYUoLCx03j557gusuLgYxUZMLQsDfT0ttb5r1yLhXKmu1rYtStq185jJY2vXzvmBLF2xAg79iqUHcXv2QC+kK6lTB5ofv7ctK0v+rN274SguBo4cgd690ZGaitJw/B3j42GbOBH2c6nrjscfR6m/gbniYiSc++w6qlQxZL3jatd2/m3x9dfOvjtaXBxwwQXQLrxQ/te2LWzffAP7uS9tx7BhKE1ODmzaX82asLdtC9u6dUBODor37nUtwQxWcTHsK1bABkCrXx8lF14Ie2oqbPn50H7/HSV+rHP80aOIA6DFx6OkUqVyv6/H7TEtTX7ODh8Oz+fM4uLXrXNeLSu+4AL/PjuDBwNXXy1PRPn3FFq1gm32bMRfeSVsRUXA+++jtEYNOP7xD9fn/fmn/DzWqROVn8cK943VqsnfPzfX/98/Lw/2lSvFd0qzZijJzAzPZzA+Xq732bPh/3fbswcJ504gHA0aeP/5DRrAnpQEW2EhtI0bXb5r4w4flvvy9HS/9uXBiq9cWX73HD/uGrCOVPv3I+Fclp6jaVPLbdNGH6vGt2mDuGXLgD//RPHGjUg4F7D36XNpkPg6dRC3axdw7BiK8/M9BoXjfv1VftbbtfP+Wb/2WiSc61GuzZqFkrFjjVvpUDpzBvbly8X3YpMm4fteDJXLL0fCuHEAAMecOSj9v/8zeYXcKCyEfd06uS/y8Tjc6/aYkgJ77dqwHToEbds2v46Ty7IdOiTPvdLSxLlXRapWlfu5Q4eMOb85cUJug5UqhXV/45dhwxA3ZgziX30VKCqCds01KFmxwr+EiAgU9+yziD+XDa+1bImS8eMt8d1hT0uD7fBhaMePB7UNeGPJWI6BfP29oi5AmXuuRCujzEFmRkaG8zF3pk2bhilTppS7f/78+ahcubKxKxliCxYsMHsVnNq88QbOdUPD+m7dsLuC4Fvq2bPQi0AOfvstfvMyybfN8uXO9162ezdOzJ3r83olHz2Ky84tH/rtN/w6dy7S//gDvc7dtycvD+v9eL9g2GrXRt+MDKQcPIi4RYvwyz//iaN+lLkm5Odj4LnlwwUFWGHAeidlZODCtm1Rc+NGxOlXsQDYHA5g0ybYNm1y9hXV4uJQmpjofM4vTZviaBDrcMH556PpuV5SG55/HnsNLA1K374dvc6VQ+5r1Ag58+bh4jp1UC0/H9izB99/+SVK9VItL/r99RdSABRVqYLvKvhcl9seNQ2D7HbElZTg5M6dWBKmz5mV9V2xAlUAlCYmYu62baKMigyROW4cOj33HGwOB+JffBG/HzuGHUoJfI2NG9Hz3PLOs2exKYo/j572jZenpiIxPx9nd+3CQj9//8wVK9D53HfkzvPPx8Yw/v0GxccjrrQUJ3Nzw/494vK50TSfPje9MzORtns3tO3b8d2cOXCcG+jWft066E1XlmzahFN6L+gwaH30KBqfW/5l/nzk6ZOgI1jN9evR49zyzsREy27TRh2rtq5a1flvuO3556Hn6u6x2cJ2HNfRZoPeaOjHjz7CGQ+B7p4LF0IvWp1/9CiKfVi/i88/H9W2b4dt3TosffNN5Nevb8xKh1CttWvR/dyJ6J7GjbHOop9Bf/Rp0ABV//wTtpUrsejDD1Horl2VidL++AO9z/3N/6pTB6v9/JtXtD32qFkTNQ8dgi03F/M//xwlAZ4X1126FHre8OaDB7HTyzomHz7sPFfL3bQJvxnwOWq7cSManVteum6dMyHJimy9e6PnwoWovnUrbLt34+gVV2DlY4+ZW+4cQin79qHPuViMFheHn0aNQt7ChSavlXCxzYZqAGwnTmDuN9+EvNe4lWI5Rjrj4+DdqAtQBmrChAkYP3688/bJkydRv3599O/fH1WtmgJeRnFxMRYsWIBLL70UCUZMcg7WqVOw33wzAEBLSUGLp55Ci4r+lqWl0B59FLbTp5G5bx8GDhzo+bkA4t96y7nc47rr/Mu0czig3X03bMXFqFNYiIEDB8KmlKM0aN0a9bz8fCPZTp4EbrsNANB93jyUPvyw76VJSkP4WtnZXv9uPhsxAqUFBXBs3Ajb6tXiv5wcEaBUJmzbHA7Yz2UsaNnZ6PLQQ0HtPG1paWJoEIB2Bw6gtYH/DnGvvOJczrz2WgwcOBDxn38ObN8Om6bhsuxs155WFdB/58SMDLd/84q2R1utWsCBA0grLjbu3ytSnTkD+7myOFvr1hg4aJDJKxRlBg5EacOGziztVu+9h+Y9e0IbORIAYFP6MWX36IGGUfh59LZvtNetC2zZgsr5+X5vj3HKCVPD0aPRQO2jG2K2SpWAU6eQlpQU9u8Rm1KWnd27t0+fm/hPPgF270acw4EB2dnOdgzxShuYi4cODWuZd9zSpcC5f8MebdtC69XLyytCqLgYcePGwbZ7N0r//e+AsznjlMF/jQYMsNw2bfSxqu3gQee/4QXKEI8GF10UtuO4uIULRRscAH2aN4fWrVv5J5WUwD58OABAa9wYl15/vW/vvXMncO78pNdff8FRUaski4g797cAgHojR6KuxT6DgYhbvhz45z9h0zT0KyqCZrHfKU45J8q66irU8XH9fNke4+fMcQ7BvKxRI2gB9rdUv5su6N4dzb2t45kzoj0NgDqJiYbs5+KVgVM9L78caNy4gmdbQIcO0Dp3hu3IEdTJycGV69fDoc4viBYOB+IvvRRx54LsjgceQHcLZYzHv/aamJEBYGDPnq6DcwxkuViOwXy9IBB1Aco654JUBw8eRKbST+vgwYNoV0HgISkpCUluMqcSEhIi7gNimXX+/HNnbzPb8OFI8DadMyFBNAX/6SfY/vwTCcePVzzhUG9GbrcjoW5d/4Ni9eoBu3bBtnev+Hsp/afiq1VDfDj/hiNHAs8+C2zZgrhffkHc4sWu/RgrovQfi0tLQ5yR652QAHTrJv5Tf96GDaIfyqpV4v8bNwIlJbBNnYoEHzMQPerZU/TAzMtD3MKFiLPZZHPiYC1f7lyMv/hi8W+s9EZL+OMP116onhQXO/vY2GrUqHB7c7s91qwJHDgA25EjSLDbI3e6pRG2bXP2Roxr29bYzy8J99wjej89/jgAwH7XXSL4ceWVwOHDzqfF16sX3u+9MPO4b6xTB9iyBbYzZ0S7DHVwijf61f2EBNj79hXfmeFyLkBpKygI/z5fGdgR36SJb5+b1q2dffQStm0T+3tA9haz2ZBQu3Z4pqDrlH7T9sLC8P77lfXmm8C5IEPcP/4BzJwZ2PucO4kCAHvLlub+ThUw7FhV6bUXt3Klc9nnz6URlEGN9kOH3P/Nt2519vG2dezo++8+fDjw0ENAaSniP/kE8dOmWf+YYckS56L90kst+xn0y5AhwD//CQCw632drWTNGudifNeufn/2K9welR6A9p07Xc8J/KEEJ+y1a3v/XKSliXYJBQWIO3bMmOND5VwvoUYN6382s7PFfrN/f0DTED9lCuK7dw9fv+tweeMNYOlSsZydjfinnrLW8agSkEw4dari+IQBLBPLMZivv1PU5QhnZ2ejTp06WLRokfO+kydPYuXKlegW6BcqBcbX4Tgq9aqc2kzcHf0EKZDgJCAb+x8/LgKpallZuIbk6OLjgb//Xd5+/HH3Ay3cCfdEuuRkEcS7+24xWW3NGrEO+fmyoXsw7Ha54z1+XAw+MYKmiYnGgGiMrbcQUJsv+zqdUW2SHEg/GD1DqKDA8+ChWBHoBG/yz8SJwP33i+XSUjHI6uefXafOxuIUb8A1+96fSd5//AHoJcE9e7oOXAkHvc+dGUNy9EEkgBhG4gtPg3L0bMzq1cMbnARcg9H6dGUznD4NPPWUvP3dd4G/lzrIQp3AG61atpTHgOpxky/Dm4yifnd6muQd6ITljAxA76u/e7czU9OyTpwAfvtNLLdsGR19XQFx3KvvKxYssN6xm/75io8H2rY19r2NmuStDsnxNQNNT24JxZAcq07xLqtfP3mOqGniooU+pC4a/PUX8PDD8vZbb4X/eMob9fPKSd4hF5EBylOnTmHt2rVYe66J6q5du7B27Vr8+eefsNlsGDt2LJ566il8/fXX2LBhA0aOHImsrCwMVvpuUYjl5MiJYx06yEwJb9TstYoClAUF8qTG3wneugYN5PKff5ozxVs1bJg8qMjJAc59vr0Kd4DSneRk/7KOvFHLJI2a5r1jh5zS2727PBFu3lw+x9dJ3upBlrfMYHc4yVsKdII3+cdmA15+GbjxRnG7oEBkUOpXrIHYnOINBD7J+7PP5PJll3l+XqhUqiT+f66vblipAUpfA0FqX2l3AcpwT/AGXE+CzAxQvvKK62dvxw4RAA+EfqEtPT3kWR6WUKmS635c52vg3Ajqd6enSd6BBigBEZDQKSWqlrR0KeBwiGUDe4ibLi4O0FvQnD0LKIkwpjt7VlQyASIobPTsBKMmefs7xRtwDVD6mrhREf2cKTFRTMuOFBMnAnqJ+5Ej4iJzUZG562QETQPuvVf+u9x6q7wgYyVqz1lO8g65iAxQrlq1Cu3bt0f79u0BAOPHj0f79u3xxBNPAAAefvhh3H///bjzzjvRqVMnnDp1Ct999x2SPUzVoxAIJHsScD1o06/AurNvn1xWSmv8ogYo9+wxN4MSEAc/6t/K12bQVghQGk0tbzcqQLlsmVzu2VMuN2kiSzx8DVCqV3KDyaAEGKDcsEEuM4MytOLigPfeE6VCgDjIUkoiGaCE7wFKTXMNFPjYT85QVsigrFbN9/1lo0byxFk/mS4qkhcHzQhQqhfWlNK/sDp2TLR4KSuQLMrTp8UFV0AE7axeCmyUshljycnhzdzzN4NSKUv3yZAh8oLEp59aYqqtR0o/96gKUALAVVfJ5a+/Nm89ylq7VlRGAP4Hv33RuLG8qK/0efVbMAHKoiJjvqP1/U2EzJdwiosTw0n1Cy8rVwJ/+5upq2SITz8FvvlGLNepA7zwgrnr4wkzKMMqIgOUvXv3hqZp5f577733AAA2mw1///vfkZubi4KCAixcuBBN1as/FFonTwIffiiWU1Nlxo4vmjSRVylWrfJ8tUwNUAaaQalmffz5p/kBSsA1c/Dbb317TTQGKDMz5bCanBz/spo80cu7AaBHD7lstwPnny+Wt22TB3kVCeQgS8UApaBpMoMyMxOoVcvc9YkFiYnA7NlA586u96ekRM/3h7/UEm9fv2vWr5dZgD16hDdbS6cGKI3ILPFVSYlsseLP7x0XJ1tq7Nghsn7Uiz2BZKMHywol3s8+K48/uneX9wcSoFSDB+6yCqNV2R7zDRqENzirBijdZVAWF8uqmKZN/T/GTE2VwbGjR4H58wNazbDQA5Q2G2Dm0KlQ6NtXBoq/+UZmipotmOxcXyQmil6IgPiOCfT3DqTEWz1eNqLMWz9nisTjnerVxXyHxERxe8YMZ1/niHT0qGw9BIi+yyEaPhM0db2YQRlyERmgJIv78EN5lWvECP9Kf202uXPNzXUNRKqUBv2GlXhbIUDZqBHQooVYXrHCt+BVNAYoAVnKAATXj0unZ1Da7eWDM/qJXFERsGuX9/digNIYBw7IA06Wd4dPlSriAojaVyozM3ayrcpSM6187UGpZk+q5ZfhpJ8oA0BhYfh+7v79IkgJ+N/nT+9DqWmiFFn9/ovFEu8DB4Dp08VyUpI42dQD5j/84P+/a6z1n9SVzaAM9wWD9HRZLuoug3LTJvlv6WvLo7LUHt9WLfM+cgRYt04st29v3WBDoCpVkhUIBw8a1yM9WGqA0pdBj4HQv0/OnPF8buaNfuyckuJ7ebV64cqI4+VIzaDUdejgOkDtjjucE9YjzrhxclDjkCGi1ZlVqSXezKAMOQYoyViaFnh5t86XPpRqgDIUJd5m7riuuEL8X9N8u0oerQFKI/tQHjki+3J16FC+P486KMeXMu9gA5RqpqCVApRffSWyecIV7GD/SfPUrCm+X/QLPH37mrs+ZvK3xNvhkFkLdjtw3XWhWS9v1LY14SzzDmRAjk7tQ7lxo/kBSrNLvKdOlT1E771XHJfo/UzPnHFtTeILddBbLGdQhjtAabPJLEp3AUojMtwuu0web3z1lbk9Uz358Ue5HG3l3Torlnnrn6+EhNC1ylEveARa5q0fO/tz3KwGKIPNoCwslH0bI/l86Y47gFGjxPKZMyKwp54LRoLdu0XJOiCSgtSgqxWxxDusGKAkY2zaBDz5pMiO0MtYOncuf9DoC1/6UBpR4m3FDErANXPQlz6U0Rqg7NpVXrGaP19m7ARCnXqplnfr/J3kbeSQHP3qodnWrQOGDgUeeQSYNi08P5MBSnM1aCCuvH//vRigE6v8LfFeulReJLvsMnMCa4BrBmU4B+UEE6AsO8lbPeE0O0AZ7oDPjh3A22/L9ZgwQSyrPZj9rR6I1QBlRobrhQYzWi7oAcrjx8tfMDAiQJmYKDOMzp615jTvH36Qy9EaoLzySlltYIUA5alT8sJ6mzahG/wS7KAcTTM/QKmeL0VqBiUgPn+vvSaPm7dsEUHLcLZ6CZaafXz//a5tMqyIJd5hxQAlBU4NSrZqBUyZ4pp9NmZMYO/rbwZloAHKypXlCVHZKd5mBvp69JA7zu++894TMVoDlHY7cOmlYvn48eBKaTwNyNH5O8k7GofkfPSRPLh5993w9FZSA5QckGOO1FRRshbLQ+TUSce+lHir5ZVq2WW4RWIGZdkApdkZlGaWeE+eLC+8/d//ycz6Sy+VAZBAA5R2u+jpHUvUC+L+th4wQkWTvPVjWZtNlD4Hqndvuaz21bYKvf+k3e7+WCsa1K4NdOsmljdtEhcazLR6tTx2C0X/SZ2aQenLhfyyzpyR2YtWCFBG+vlS5cqin7h+vvjpp7JdSCTQW0EAoWtLYCSWeIcVA5Tkn82bywcly/a+6NFDlHnfdFNgP6NePXkl3NOgHD1AabMFN3lWP4jdt0/u+FJT5bQ6MyQkyB43R496D8xF0w63LLXMO5ieS2qA0l0Gpb8BymjrQalpwGefydt//gn89FPof64+wdtuj61sH7KWhAS5HXvLoCwslNtKSopruV+4RWKAskEDmbVohQClWSXeGzbIYYI1agDjx8vHatSQfZI3bnS9IFsRh0OWXjZuLD7XsaRrV7msthIIF0+TvAsL5cW45s2DO05Tj1+slkG5f78MXHXuHH3HoyorlXmHekCOzt9WSGUFetxsZIBSTUSJ5AxK3XnnAe+/L28/9pgIBEcCvdoSKN9D2IpY4h1WDFCSd6dPiz5JLVuK/zwFJV95RRxIL1sG3HmnmNgZCHVQzrFj7oeW6AfsGRnBHYTrZd6lpcDOnWLZzPJunT9l3tEcoBwyRPaLfP991zJ8X509Kw/gmjZ1zZbSpaTIz8Lvv3svkwg2QGl00+9grV0rP/+6//wntD+zqEge5DZvHrqyJCJf6GXeBw9WvP3PmyfLewYPds3ACzcrlHj7m6lms8ksyl27XN/L7ABlODMoH3tMfs4mTix/sqyWeX//vW/vuXev/BzE4gWfsWOBu+8GXnzRnJYhnjIoN2wQU7yB4ANIDRrIvusrVgTX+sZosVDerbNqgDKUmWi1a8tj102b/H89A5ShMXgwcO21Yvn06cD7g4abHqBMT3dtuWZVamyAJd4hxwAlVay0FBg0CHjiCfdByZdfFgfFy5YBDzwQ+MCastSdbNk+lCUlsgwv0PJunfqlqJe0WiFAqZ6cfPttxc+N5gBlerpsBH36NPDee/6/x6pV8uTAXfakTj+hO3HCexaVfqAVHx/Y56VyZRl4tUKAUs2e1H3+eWivxG7dKv9d2H+SzKZn7Z85U3GgSs96A8wt7wbMz6BMT3cte/KVWua9dKlcNiNAmZQkL6aGK0D5yy/AN9+I5bp1gXvuKf8cfVAO4HuAMlb7T+rS04HXXxeTYc3gKYPSyAw3mw3o3l0snzolqxCsQC/vBqI/QNm8OXD++WJ56VLX4Fu46Z+v5GSgRYvQ/Rz14tKBA/5nkVkhQBmt50tq24hA+oOG2+HD8juyXTvZ0sTK4uNlUJsZlCHHACVV7LnnXK+Klg1KPvhg8EFCdyoalJObK4OJwf5sd9kfVriqlpkJXHihWF6zxv1USJ26w1WzQaLFfffJ5Rkz/O+N6K3/pM6f8hX9IKlatcB3rPrJuNkBSrW8Oy5ONIAHxOdqzpzQ/VwOyCEr8WWS98mTMrBUq5bskWsWMzIoS0vF/h8IfBCJGqBUsz3MCFDabHK/GY4Sb00TGZO6yZNd/x11nTrJkrIFC3zLlIv1AKXZ1AClmkFpdAmuVcu89QBlUpLs0RitbDaZRVlaKjLrzZCXB2zfLpbbtQt9Wwc1AOpvFqUa1PEnQKnuF5hB6Z7aHzQSApRq/8lIKO/W6ftkZlCGHAOU5NmqVcCkSWLZZhMHH6EMSqrUg7iyg3KMGJCjc5dWboUMSgC44gq5XFGjfD1AmZISeFm9lbVoAfTrJ5Z37PD/QDAUAcpAJhGWpQYozZy8t3498McfYvnii4G//U0+9t//hvbn6higJLP5Msn7iy9kpuL114veqWYyI4Ny/34ZLDMiQKkLNBvdCHqAMhwZlPPnA0uWiOXzzwduvdX989QhcXl5vg2JU09MGaAMP7XE210GZVyc6yCfQOkZlIB1BuWo7Rq6d4+NoWtWKPPOyZHLoew/qSs75Mwfagal2s/Pm7Q0eW4T7AX9aM2gjLQApdp/0ojvxHDRK0aOH4+siekRKAqjGWSIU6eA4cPliciECUCfPuH7+RkZQP36Yjknx3WStRqgDLak3MoBSrUPZUVl3voON5p2tmXdf79cnjHD99c5HDLDoFYtWZLjjhqgrGhCYUmJ7IVpRICytDSw3ppG+fxzuXzNNcBFF8nt4vvvfZtqHAgGKMlK1AxKT595q0zv1pkRoAym/6TO3QCTGjXMu8AWrgClw+GaPTl1asVBbrXViy/TvNX9lnrCSuHhrsT77FkZyGnZUrZ2CUa7dvJ9rJJBGUvl3bru3eUx4Lx5YhhSuIWr/6TOqAClP8fOcXHy+cygdK9JE1nNFQkBSjWDMpIClHpgvbg4coYRRSgGKMm9sWNl2UCnTmJyd7jpO9tTp1zLwPbtk8uhKPG2SoCyUyfZe2XBAjFUxJ1YCFBecQWQnS2Wv//e9x3w5s0yFb9Hj4rLsX2d5K2m9hsRoATMK/NWy7ttNmDoUHEwePPN4j6HA/joo9D8bD1AWa2a64kdkRm8lXgfOCBPwhs3Brp0Cc96VcSMEu9gJnjrsrLK72fVPmPhpg86CnWJ9+zZwOrVYrldOznYwJP+/eWyL30o9QBlrVrB7ZsoMOnp8qKBXuK9fr280G9UhltCgpzyvmeP6zGxWWIxQGm3u7bE0TOjwylcE7x1ZgQoAbl/YA9K95KT5f542zbrZ/fpGZQJCaHtm2o0NfOXZd4hxQAllTd7NvDvf4vllBQxFCDUfU3c8dSH0sgS71q1ypeiWCVAGR8vMyjy892X8mhabAQo4+OBMWPk7ZkzfXudr+XdgOtJXUUBSvUgK5iTaisEKDdtksHenj1liZoeoARCM8376FGZYdKmTWQ0yKbo5q3E+5NPZP/b4cOt8Zk1O4My0AClOmxBZ0b/SZ2eQVlc7PlCYLBKSmTLHAB45hnvGaN16wKtW4vl336reD9x8qQMirG82xw2m9yH6vu3UAWQrFTmrWmyV31KSngy+azC7DJv/fOVkhKerOnateV3ddnBqd4YEaDMzw/uOzpaMygB+e+fnx+6yicjFBTIc6wLLgASE81dH3+oQwE5KCekGKAkV3/9BYweLW/PmAGcd54566Ie5KgHeUaWeNts5cu8rRKgBFz7UM6dW/7xggJZ/h7NAUoAuO02Wdb03nuuBxqeqAfu3gKUNpss8963z/VKq0q9ghvpGZRqebeazdOsmczQWLvW+Emh6vuxvJuswFuJt9XKu4HIzaAErBmgBEJX5v3++/Ji0EUXuZZvV0R/nqaJSgpP2H/SGvRqgOPHxTYZqgCllQblbN0qg+MXX2xOQoNZ+veXAZavvw5v5trhw/L7+MILxYX8cNC/u3Nz/ZtebkSAsuz7+CtaMyiByOlDuXmzPG+NpPJuwDWDkgHKkGKAkiSHAxg5Um5011wD3HKLeevToYNc9pRBGWyAEigfoLTSVbX+/WWWhbs+lNG8sy2rWjWZ2XfqlAhSeqNnUCYnA+3be3++emLnqQ9lMAdZKisEKPXybkCUd6vULEqjh+Ww/yRZTUUl3tu2yUDDhRdaJwAUqRmUQPk+lGYGKPUSbyA0AcqCAtc2OdOm+Z6B62sfSvaftAZ1UE5urvzesNuN3dd17SqXzc6gjMXybl1qqvyd9+51Hf4RauEekKMLtMzbqABlMGXesZBBCVg7QBmpA3IA1wxKlniHFAOUJD3/vCzTqFcPePNNc8vYqlWT2Ztr14ryK0D226le3ZiG41bOoKxRQx6I/v67mJSoUk+moj1ACZQflqOXXLqzb588me7SxbcyAl8meUdLgHLzZlmi06NH+WD/DTfIAQ6zZrkOqgoWA5RkNbVry+WyAUorZk8C5gYo09JcD9b9ZdUMylD0oXz9dXlh9YorXLPfvOnRQx7nfP+9532eGqC0SgA9Fqn9lLdvl/vY1q2NnWxdvbrs3bZmTej7p1YklgOUgHll3uEekKMLNkCZmOj/uRsDlN5FYoCybVvTViMgzKAMGwYoScjJAR5/XCzbbCJjygpN1vWrggUFYkfocMgAZbD9J3VlB+VYKUAJuJZ5z5vn+lgsZVAC4sBIPwD+44+KBwf4U96t82WSd7T0oCw7vbusmjXlJPn9+11PQoKlByjd9aIjMkNCgtye1RJvTZMBSptNBO6tItwl3qWlwJ9/iuVgsicB6wYojc6gzM8X/SZ1Tz/t3+uTkuQ+7+BB14s7KgYorUENUM6bJwPKochw0wPdpaWuVUbh5HDIxIb09MgLOBhh0CC5bFaAMpIyKKtX9z/5Rd0/BBOgjOZzpkgJUKoTvCPt+4JDcsKGAUoSV16HD5cZio88AvTubeoqOZXtQ3nkiGyQbER5N2DtDEpABomA8mXe0byz9eSBB+Ty9Omen6cOyPE1Y8WXSd5G9aCsVUsumx2gHDbM/XNGjpTLRpV5l5YCGzeK5fPOcy2vJDKTXuZ98KDsJfbrr8COHWK5Tx9rTZwPdwbl/v1yInGwAcqMDNfvz2gt8X71Vfn9fuONgZ2Q+VLmrZ+QJiYG/29DgVNLvNVgldqyyChWGJSzfr0MPPXuHb4+iFZSr57891292rUNVSjpQem0NKBJk/D8TMB16nKgAUp/qckAwRwv6xmUycnR1ys1K0tebLNqgFLTZAZl/frBJXmYgUNywoYBSgLGjxc9tgCxk50yxdz1UZWd5K1nTwLGZVBaPUDZtq086F282DVTJhYDlFdeKU/AvvtOfnbL0gOUNhvQrZtv792woTzpD2eJ9+HDgb9PILZulYNqunYVBwruXHml3CHPnm3MyfvOnfIzrE+oJbICfZL32bPys/7hh/JxK5V3A+HPoNyzRy6XrTzwl83m2ofSKhmURpfKqgFFtQ+lP7wFKEtKRDkxAJx/fmwGiaxCvYCxc6dcDmUGJWDeoJxYL+/WqWXe33wT+p+3f7+cFN+hg+xVHw61askL7L4GKIuK5HdrsAFKIzIoo/F8yWYDmjYVy7t2AYWF5q6PO7t3yyBxpGVPAv6XeJ86BUyeDNx1V/jP8yIcA5Sx7ssvgbfeEsuVK4uTMV969YXLhRfKUoBVq1yvTMZKibfNJrMoCwqAH3+Uj8VigDI+HhgzRt6eObP8c/LzZRlB69a+90qLj5dlEjt2yKxilVEBSqOuCAfCW3m3LikJuP56sXzmjPi+CBb7T5JVlR2UU1ICfPyxuJ2U5DnT2CzhzqA0akCOTm2Qb9T+PBBqgFLdpwarpESWYTZoIE8e/dWkiezH/fPPrn3UAPHvoleWsLzbXO4yrBMTyw+FMsJ558lA0S+/VNyTO1QYoBTCHaA0a0COTi/zPnTIt+NXNZhjZoBS/+6Mtv6TOv38xeGQlR9WEskDcgD/huT8+qsYzvr3v4s4y003ycoc8ooByli2bx9wxx3y9vTpgR9Ah0qVKrIv4Pr1ou+gzqgTmrLvY8Udl9qHUi3zVk+m1JOsaHfbbTJ76L33yp+wrVghD9Z97T+p00/wSkpcP286owKUCQkyGG7VACXgOs37P/8J/mczQElWpQYoc3OBRYvECRggsomtdvEq3BmURgcox40TQY0HHjA3m1rPnAU8Z+QHYtMmmTXUpUtw73XZZeL/JSXl+wGz/6R1qCXeujZtxAUOo9lsssw7L89z3+xQKSkBfvpJLNeu7Vr6G2vatpXB6R9/DP0FI7MG5OjUPpT6IKiKqMfNahaar4wIUGpadGdQAtbvQ6n2n4zEAKUvGZQlJcDUqeK7WT2HnD9fnK+STxigjFUOBzBqlNxpDB0qgj5WpO98S0qAuXPl/Ub1oExKcj1BsdpJKAD07Sv7pXz7rbwKE4sZlIAIDOqBs/x84P33XR8PpP+kztskb32biYsL/rOilzWGM0D5xx/yKmanTt5LNbt3Bxo3FsuLFrm2WQgEA5RkVWUzKK06vVsX6RmUjRqJ75RXXvF/aIKRunaVy8uXG/e+K1fK5WADlGqZd9nhcOqJKAOU5kpPLz+tO5QZburxTbj7UObkyGPQSy4xdxs2m80mLyKcPQssXRran2fWgBydv4Nygr2wb0SAsrBQVkVZMRHFCFYPUEbyBG/Ae4By1y7Ri/eJJ0S/fcD1nHLcONmagSrEAGWsevFFcWIAiEDf229b9+BC3fmq5c1GloTpDa4bN7Zm4+SqVYGLLhLLu3fLHU+sBigB4L775PKMGa7lTWqA0t8MSm8BSv3gqFq14Pv+6AHK48fl8IlQU7Mnr73W+/NtNhkMVicaB0oPUKakANnZwb0XkZHUC1W7dsmWBmlprsPKrCLSA5RW0bCh/LdXs++DZWSAsndv2X7nu+9cS8XUzDn1BJXCz2Yrn0UZygCSmYNyWN7tqqKLCEbSNDkgp0aN4PsBByISA5SxcL4UKQHKKlVk4kMkSU6W2fBqibemiUGibdvK7+G4OBGoXLdODhw9cQK4+26WevuAAcpYtGYNMHGiWLbZRNlmMKWqoaaWL6hBHCMDlDNnApMmAZ99Ztx7Gs3dNO9Y2OF60rq1mKoLiAEB8+eL5eJieWJYv375IUjeqBko7kqmgplEWJYeoNS08E2EUz/j3sq7dTfdJJf/85/Ad675+XJwQOvW4W3sTuSNmkH5r3/JQTnXXBOaEs1gmVXiXbWq7319I4E6SO3ECc8D0vyl74fi40U/7WBUqeJ6kVItRWeA0lrK9qEMZYCyQwcZuA73oBw1QKkfi8Wyfv3kMY27YVZG2btXDtzo2NGc5JJwBygTE+U5TqABSrUVVLRmUKpt2qwWoMzLk4P22raN3ON/PYtSP2c7fhy48UYRhNTPybOzRRb1lCki6emll+Tx5TffAB99FP71jjAR+umgoOzfLwbiAMBDD1n/ymfbtoDd7npfSoqxO5hGjUQj22BPIkJJ7UOpl7rHcoASAO6/Xy5Pny7+v26d7Pvlb/YkIHbw+o6z7Ilqaam8amZkgBIIT5n3zp3A6tViuUMH3zMYzztPZmps2uRapuEP9UCWE7zJatQApXpwb8XybkCctOknp6HOoCwtBf78Uyw3amTdiotA6QFKwJgy75MnZW+2tm3lMVcw9BJSwDUAogcos7Ki98Q7kqgByuTk0PZmTE6WFUDbt8ueuaFWWCgrVerXF4OcYl316jJTetMmEUgMBbP7TwIio1HfX4YjQKn/TIAByoqkpMjkHasFKNX+k5FY3q3TA5R5eaKqs21b4JNP5OMjR4pzJDW7vXp14PXX5e377xdthMgjBihj0RVXiDLLe+4RjVytLjm5fDCjXr3oO0HyplkzGVBaulTsbGM9QDlokCxvmTdPHKAH038SEJ83/e+8ZYtruZ+a0h+JAcrZs+Wyr9mTOnVYzn//G9jPZ/9JsjK1xFtXty7Qq1f418UXNpss8w51BuWBA7J/VzSVd+uMDlCuWiUzzYMt79apJaR6gPLoUbnvYP9Ja1BLvNu1C33bIPU4x8geqhWZM0deFIn1/pMq9SJCqMq8ze4/qdMD74cPy4xOT4wOUAbShiNWzpf0LPpjx8I/gLMikT7BW6dXj5w6Jb779AsR6ekiUPn+++4D4EOGANdfL5aPHXNNsKFyGKCMVQ0aAK+9JktDrK7sTtjI8u5IYbPJMu/iYtFDNFZ2uJ7Y7cC998rbM2e69mEKJIMSkCd6p0+7DoVRD7LUnjiBCneAMpDybt1118nviw8/DKxnJgOUZGW1apW/78YbrV2KpAcoQ51BGa39J3UdOshAkhFBHiP7T+patZLZeUuWiKA0B+RYj5pBGY4AUjgH5Zw+DTz4oDzRBsQQRxLcXUQwmt5/EjA3QOlPmbeRAUqHQ7Ti8FcsZFAC1u1DGekTvHXqoBz9ImTv3uL85rrrKn7tjBnyvO+zz1yTRsiFhY+6iRRlyxhiMUAJuJZ5f/stA5QAcMcdshfbu++KEzdAHIC0ahXYe3oalKOWlkRaBuWePfLAtl07Ubbtj+rVgSuvFMsHDwILFvi/DmqAkiXeZDUJCeUvPFi1vFsXrgCl3jsKMGcoQ6hVqgS0by+Wf//d9YQ6EKEIUNpsMgCiTwpm/0nrUfdtvXuH/uep2b+hDFAuXSrKGfV2OoAITt5wQ+h+ZqTp2FEeGy5caPzwQ02TGZR16pTvdxpOaoBSb2fhiZEBSiCwMu9YOV+yaoBSz6CMiwv83MwK1M9hQgLw7LMiYah+fe+vrVVLBCl1Y8YE3rIgyjFASZGh7FXCunXNWQ+z9e4tT0jnzpVXBOPijOlxFYmqV5dDXPLzZalJt25iOEEgPAUojTjIUoUzQKlO7/Y3e1KnT6IDxLAcf2iaDFDWr+96FZLIKtQy7wsusH6vJP3iTKhLvKM9gxJwDfSoAUZ/aZp8fVqa6+CCYJXtQ6kGKJlBaQ0DBgAvvywGIwwdGvqfl5EhLziuWiX6QxpJz5rs1QvYsUPcl5wMvPiiKGMOdQl7JImPB/r3F8snTgT3PeLOzp2y1ZBZA3J0ZmVQAoEFdZhBaZ7iYvkZadbMdcBfpBk5Ugyta9cOWLFCzPLwp8rm+uuBq68WywcPAuPGhWQ1Ix0DlBQZWrVynaIaqxmUlSrJoUYHDgAbNojlKlViuweQu14egZZ3A54neUdLgPLaawN7j8svlweJX33lesDnzd69siyH5d1kVeqgnBEjrP+9yhJv4xjVh3LvXiA3Vyx37mxsi4Cyk4JZ4m09cXEioDd2bPi+P/SBDEVFQE6Oce+rZk3q5Yzdu4tyzXHjAr8IHM08DbMyghUG5OgCCVDGxQUeHGQGpW+sGKDcskV8NwGRXd4NiH3wsWPAmjWBDda12USLPb2X5X//KyoiyQUDlBQZEhJcv9RiNUAJyD6UgPzCj+adrS9aty5fShVMgNKXDMpI6kG5d6+40geIv1WgGT2JibKcq6DANejpjR5MBxigJOvSgzzx8cDw4eauiy+YQWkcowKUoSjv1qmTgn//XQSQAFFBEcvHRbFO7UP5yy/Bv9+ZMyIAWTZr8oUXgJ9+MjYrONqEK0BpZv9JQHwX6RUHvgYoq1UL/IINMyh9U7++TOixSoBSHZBj9aoUXwSbNZ6VJTLsdXfdFVhf1SjGACVFjosuksux3GtJDVDqYj1ACbhmUdrtInMlUNWqyUyqaOhBqTZiDjR7UhfoNG/2n6RI8NhjIvPp00+B7Gyz18Y7PYOytNT4fmcqPUCZmhq97Rnq15ftY1auFH/TQIQyQAm4DuI4flz8v2lTaw9zotAyclDOsmUiIeDll2XWZLduIsgwfjyzJr3JzJRBmJwc7xOu/aEOyOnQwbj3DZSeRXnkCHDokOfn6d9Twew71ONlZlB6Fh8PnH++WN6xI7THBb6KlgneRho1Sl7M2LcP+NvfzF0fi+HRDEWORx4RA1FeeSW2r95mZ7tm+AHRvbP11VVXyZ3yJZcE35NTz6Q6dEhe/TW6xLtaNVkCFsoApRH9J3WdO8u/848/ug7PqAgneFMk0K9sh6N3nBH0ACUQujJvh0Nu540aWb/sPVA2m8yizM/3nhXkSTgDlDqWd8e2Cy6QJYM//ywDi/44e1YEIC++GNi+XdyXnAw8/7zI1I3lxAB/6duopgU2UNAdh0OW79ev79qOxCy+lHmXlsq+mcEcNzOD0nf6tlpc7Fr9YJZomeBtJJsNeOst0aINAP71L+O+K6IAA5QUOWrWBN5+G3jgAbPXxHxlsygZoBRZk/PnA6++Crz/fvDvpwaB9T6URgco4+PlQVeoApT79smMipYtywe3/WWzuQ7LmT7dt9IEPUCZmBjbFxiIjKQ2mw9VmfeBA+JEB4je8m5dsGXexcUyiJCdLaZ2Gq1Dh/L7HwYoY1tcnPzsHj4sy7J9pWlieMNLL5XPmvy//2PWpL9CUea9bRtw6pRYNru8W+dLgPLECfmZMipAGcjxcqxkUALW6kOpaTKDMiPDGoF1q2jQAHjuOXl79Gi5jcc4BiiJIhEDlO41agTce6/rJN5AuetDaXSAEpBlK0aWAam++EIuB5s9qdOnpgNikmd6ujgZHzIEmDIFmDNHZFzpB6UFBfIgqUULTv0kMko4Mihjof+kLtgA5YYNMlAciuxJwHVSsI4BStIH5QD+l3l/8QXwzTdiOSlJnDQzazJwPXoAKSli+fvvRfZjsKw0IEfXooVc3rzZ/XOMOm5mBqXvrBSg3LdP/nsxe7K8O+8E+vQRy3v2IO7xx81dH4tggJIoEvXs6RqUZIDSeOoJX9kApc0my6mCpQco8/OBwkJj3lP12WdyOdj+k7pGjcoHyXfvFpO9n3wSGDxYPKd6dbHjHT1a9nNjeTeRccKRQRlLAcoLLxRZ3kBgAcpQl3frypZ5M5BEgQ7KOX1a9N3VzZol+qExazJwiYlA375i+dAh1x58gbLSgBydLxmUVgxQRvs5k5UClOw/WbG4OFEdeq4tWfxrr6F6oO1loggDlESRKDERuPRSeTvad7ZmcFfirR8UBTOJsKxgG39X5MAB0fAeEAFX9Wp3sD7+WPRMuecekbmhZwuo8vJEn8oPPpD3MUBJZJxwZFCqfWYbNgzNz7CKpCQ5fGLbNv9LCdUAZdeuxq1XWWUzKNk2gzp3lkFFfzIop04F/vpLLA8YEDn9d61OvYjw/ffBv5/VBuQA4lg4M1Msb9rkvvepUQHKKlVk9U0wQ3IqVRItoaKZlQKUav/JaJjgHQpNmgDPPOO82X7mTODMGRNXyHwMUBJFKjWDLS3NvPWIVvXqyaBb2QxKo8q7gdBO8v74Y3nAeM01xg63SE0Fbr8deO01cTJ08qQ4of/0U2DiRPH5zMpyfY3NJgYYEZExWOJtPLXMe8UK/16rBygTEkKbLZKZCVx0kVju2DH4oXAU+VJS5Gdu0yY5mKQiv/8OvPCCWE5MFD2lo3UIVrgZ2YeypARYs0YsN25s7DFosPQsyqNH3U/yNipAabPJLMpgMiijvbwbEBVetWuLZbMDlMyg9M199znbdCScPm3+v5vJGKAkilTXXiuyJqpWBYYNM3ttoo/NJsu8d+0SZVBGTCIsK1QByvXrAbWXiVHl3Z7ExYnp3tdeCzz9NPDtt6L3zKFDYjLdyy+LLIL27UO7HkSxhCXexgu0D2Vensy2b9fONXgcCh99JAJKahsPim1qmbe3z66miZPikhJx+5FHxD6cjNG4sfx7/vKLb8MEPfn9d/n9bpX+kzpvZd5G9m4PJkCpZ1DGSsWZnkWZm+ta3h5ueoCyUiVm+lckPh7497/hGD4ci2fMiPlzJZumucvHppMnTyItLQ0nTpxA1Qi52lJcXIy5c+di4MCBSPAyhKJjx47Izc0N05pRSGkar3iHyvHjMs2+Zk0ZQExKcg0selBQUIBkbyepp07JA9f0dPel0v5yOERgUO/7WLmyKMUhilE+bYuR6ORJeeJVs6b4bjLawYMiiGGzlc+KjkalpeKkDvD5ux6A6CGs7yNSUozrUxyFonZ7NNvZszIglJpacbaY+tz4eDFdl8eSxsrLExe3ARGcUy8o+ePMGXE8CoiKqSpVDFk9XVDbo3rx3t265efLAFmNGsFduDl8GCgqEstZWf59XvftE/9PSJDZhdFMPX+pXduc4ZSaBuzfL5Zj5e9ugIKCAjRs2BA5OTlmr4rhfI2vRXkTBvIkNzcX+/QvayLyTs1uLCyUBztGysvzrSzLX2fOxHw/E6KoZ3SLiLI0LTTfe1YW6Hf96dMyMEFkhvx8efHCm9JSGUig0FAzCYNx4kRw2Zih5G3djOyzHujntbg49vZj7krvwy0W/+5BiPULeAxQxqg6deqYvQpE1qdmGCQlySnbPmbH+HxV+tgxWb5js4mrjIE28VYzquLixHtxGifFuKjN2FIzsIPJ0PFEzSZMTnadpBrN1O9kX7NPjh6VfUAzMqJ/EEMQonZ7tILcXLHdVpTxfOKE+O4AYmu7Djc1gyw+Hgj03OvQIRHgAfzPHPRBUNuj+jsmJgK1ark+rmbyBfu9qGak+pMV6HCIoZFA7HzeCwpkQNhbNnVFSkvFuU+lSv5/7tTsWqMqxGJAQUEBMjIyzF4Nc2nk1okTJzQA2okTJ8xeFZ8VFRVpX331lVZUVGT2qhBFh82bNU0cfmlaWppcnjzZ60v92h4LCjStXz/5/nXratqePf6v72efyfeIj9e0xYv9fw+iKBPV+8bXX5fb/DvvGPe++fma9t13mjZ6tHz/++4z7v2t7uWX5e/96qven+9waFqtWuL51auL2+RWVG+PVnDDDfKzu2pV+cc3bBDHB4CmJSdr2s6d4V/HWKIe2/3+u/+vLyzUtMRE8fpmzQxfPUO2x6wsz999V1whf/9Dh4Jb2Ucfle+1cKHvr9u+Xb5u+PDg1iFSbN0qf+drrw3sPRwOTWvTRrxH586aVlrq3+vvvFOuw7Jlga1DjIn2/aOv8TUOySEi8uS88+TVXrVsxegJiklJwBdfiGmsgCiD6N/fv5LNTZuAW26Rt59/HujTx9DVJCKLUTMmg5niffYssGiRGKzVo4foWTtgAPD22/I5TZoE/v6Rxt9BObt3i/5oANC5M3v5kXnUQTk//+z6mKYBY8bI/tQTJwLZ2eFbt1g0YIBcDmSa9/r1su+i1Qbk6PRBOceOiZ7FKr13JhB8X14189GfcnF1SEyEzJUIWna2PH8JdCL0unXi8wcAv/4KfPyxf69XJ3i3aRPYOlBMYoCSiMiThAQRpCwrFOUhqanA3Llyyt3WrcDAgbIMqyJ5ecCQIbL0ZcQI4MEHjV9HIrIWtSzPnwBlQQHw44/A5MnAxReLE8d+/YCnnxYTZ/XJvroePYDhw41Y48igTuH2JUC5cqVc7tIlJKtE5JPu3eVy2QDlBx8AP/0klps0AR56KHzrFauCCVA6HMCjj8rbnTsbs05Gq2iStzq0KdhBLQxQ+i4hQV5U3L5dfJb89c03rrcfe0y2uvKmtBTYsEEsn3de7ExPJ0MwQElEVJHmzcvfZ3QGpa5WLWD+fNk36rffgKFD5dVzdxwO4KabxAEIIE6s33qLGTxEsUDNoNR7JnrzxRfiu6ZPH+DvfweWLi3/HdOsGXDXXSJjIjcXWLYstiZwJibKjPYdO7wPGWCAkqyiTRvZ6+2XX+T9eXnA3/4mb8+cGdxEZfJNixZAvXpieckS37+nAeC550RmOyCOC0eMMH79jOBLgNKI4+ZAA5TqsKhYCpQ1ayb+f/YssHev/68vG6DcvRt44w3fXrt9u/yst23r/8+mmMYAJRFRRS64oPx9oQpQAkDDhsD338tSmAULgFGjPF/9nDIF+PZbuV5ffglUrhy69SMi6wgkg3LSpPKZ2U2aAHfcAcyaJVpMbNkiTkSuv14MNohF/pR5qwFKq2Y5UWyw24GuXcXyX38Bf/4plp94Qgbahwxxzeyj0LHZgMsuE8sFBTKD1ZuVK0XLDf09Zs0K7bFnMDwFKDXNGgHKWMygBGSAEvC/zHv/fpEkAQCZmfL+qVN9myKvlne3a+ffz6aYxwAlEVFFwh2gBIBWrYD//U9mR338sSjZ1jTX582ZIzKgADGx++OPgUaNQrtuRGQdaoDSl8ycLVuAzZvF8vnnA++/LwIYf/wh+k0OH+558m+s8TVAWVQErF4tls87LzYmxJK1qWXev/wiggWvvipuV64MvPyyGWsVu/wt8z5xArjxRtlq47HHgN69Q7JqhmjRQi6rAcpTp+TvYMRxc82acpkZlN4FE6DUEx8AcfFSb/Fy9Cjw7LPeX88AJQWBAUoiooq4K/EOxwlojx7AZ58B8fHi9syZoj+cbssW4Oab5e1//AO49NLQrxcRWYe/Q3K++EIu3303MHIkUL++8esVDXwNUK5bJ/tysbybrEAdlLNsGXDvvbIKY9IkoEEDc9YrVvXrJ4/lvAUoNQ245x5g1y5xu1s30SvYytLSZBn7pk3yYrqePQkYn0HpzxBJZlD6H6BUy7sHDQKeekq0PgGAl14SlRYVWbdOLrPEm/zEACURUUXKBihtNnEwFg5XXAG88468PWkS8Oab4mBr8GB5Vfi661x7SxFRbPC3xHv2bLk8dKjx6xNN6tSRGem//QYUF7t/nlrerZfWEpmpa1fZh/pf/5IB9mbNgPHjzVuvWJWeLr8btmwB9uzx/Nz33wc++kgsp6UBH34opzFbmV7mnZcn+hYDxgcoq1WTn2tmUHoXaIDyzBnRXgoQ5d0dOoip4PfeK+47exZ48smK30PPoKxeXQaviXzEACURUUVSU113runp8kp4OIwcCTz/vLx9zz1iuIV+sNG6tQhicigOUezxZ0jO7t2yFPnCC9kOwhd6qezZs64ZISoOyCGrSUsTrWIA16m7M2fKLCgKL70PJSD6jLuzdStw333y9ttvR873tLs+lEYHKOPjZX929qD0rmZNEdQF/AtQLlokL3heeaVoIQWIVgP63++dd2S7mLJyc2WQul07np+Q3xigJCLyRs2iNKNJ+f/9H/Dww2JZ02SQIT1dDMXRJ3YSUWzxJ4NSLe8eNiw06xNtfCnz1gOUSUksZSPrUMu8AVFp0a+fOetC3vtQFhaKvpOnT4vbd9wBXHtteNbNCO76UBodoARkmTczKL2z2YCmTcXy3r3ys+VN2fJuXc2awKOPimWHA5g40f3rWd5NQWKAkojIG3VQjllTFP/xD+CWW+Rtm02UATVpYs76EJH5/MmgZHm3/7wFKI8dA7ZvF8vt2zM7jaxDHZSTkgK8+KJ560KiTFYf8rJwYfmWERMmAGvWiOXmzSNvkFE4MigBGaDMy5MDeLyJ1QxKwLXM+48/vD/f4RBDOgFxAbRvX9fHH3xQDtKbMwf4+efy76EGKDkghwLAACURkTdqgNKsCa02myj3GTlSTOGcMcP1ijwRxR5fMygPHBDTfAGR6eJu+BeV16aNDAK7C1D++qtcZnk3WcmAATIg9uyzQN265q5PrIuLA/r3F8v5+a7fJ3PnisEjgLjI8fHHkVcZE+4MSgA4fty31zBAKfhS5p2TI44XADF4s3Jl18crVwamTJG3H3pIDkXScYI3BYkBSiIib8wu8dbZ7aKB+unTwJgx5q0HEVmDrwHKL7+Uyyzv9l1CAtCpk1jevVueuOnYf5KsqlYtkcm0dq0cbkHmUvtQ6mXeBw64Vsc8/3xklsVWrQrUry+W9UneagBR74UYLDVA6WuZt1riXaWKMesRKfwNUHoq71bdcotM3Fi+HPjqK9fH9QBlQgIvhlJAGKAkIvKmc2dZ0lC23IGIyCzx8eIkAKi4xFvtP8nybv+opbJlsygZoCQry8qKzGBXtNIzKAExKMfhEFUxhw+L+6680nVITqTRy7xPnAD27w9NBqWeFQz4HqDUMyhTUsI75NIKgglQXnml++fY7aLtlG7CBFluf/as/DktW7LtCQWEAUoiIm9SUoANG0R/oNtuM3ttiIgkPYvSUwbl0aPAjz+K5caNGbDwl6c+lJomS7xr1gSys8O7XkQUWerUEb1qATHs8KGHRD9KQAST3303siceq30oN28OfYn3kSO+vUbPoIylATm6886TnylvAcq9e2X2Y8eOQGam5+cOGgT07Cnf99//FssbN4rAO8DybgoYA5RERL6oXp07WyKyHr1HoqcMyjlzgNJSsTxsWGSfAJuha1e5rAYod+yQGTxduvDvSkTeqb3D9cFFNhvwwQeu2YGRqOygnFAHKP3NoIy1/pOAuIDZqJFY3rq1fL9IlZo9edVVFb+vzSZ62+qefFK0n1L7T/JiKAWIAUoiIiKiSOUtg5Ll3cGpXRto0kQsr1oFFBWJZZZ3E5G/1D6UuokTgT59wr8uRvMUoExOlhfSguVvgFLTYjuDEpBl3vn5QG6u5+f50n9S1a2bPKbIzRWDnjjBmwzAACURERFRpKooQHnyJLBggViuW1f00yX/6X0oCwtlhggDlETkr27dXANl3boBkyebtz5G0genAK4BSiOHS/oboDxzRpYcx2IGJeBbH8pTp4DFi8Vy/fq+Zz8+84zs6/nss8APP8jHmEFJAWKAkoiIiChSVVTi/e23MuNvyBAgjod9AVH7UP7yi/i/GqBk4JeIfJGYCFxzjVhOSwM+/FAOOot0qalAgwZi2SoBSnWCd6xnUAKeA5Tz58tjhSuv9L1lSbNmwOjRYjk/X/QeBcTnwKjJ7RRzeKRKREREFKn0DMrCwvL9pWbPlsvDhoVvnaJN2UE5BQViaBogTtDS001ZLSKKQK+8IgbirF0r+wNGC73M++RJedEsVAHK7dtlf2VP9P6TADMoAc8BSn/6T5Y1ebIYJqpieTcFgQFKIiIiokil9vZSy7zPnAHmzRPLtWoBF10U3vWKJq1ayROw5ctFYKG4WNxWh+gQEXmTmgrcckv0BScB1z6UOiMDlLVqyYzTJUvE0KFDhzw/X82gZIDSfYCytFRUWwBiP9e7t3/vX6cO8H//53ofA5QUBAYoiYiIiCKVnkEJuAYov/9eBCkB4OqrZZ8o8p/dLsu49+51HTzE/pNEREKoA5RJSWL6ud6uZOFCoH17YNky989XMyhjtcQ7KwuoUkUsuwtQ/vorcPiwWO7f3/WYwld/+5sIHuvYf5KCwAAlERERUaRSTybUPpQs7zaWPigHAN5+Wy4zQElEJIQ6QAkA990nBrrUqSNu798vsv6ee658mxOWeIt+kk2biuVdu0Q7GNXXX8tlX6Z3u5OaKv7+gOg96W8WJpGCAUoiIiKiSOWuxLuoSPaUSksDLrkk/OsVbdQ+lHl54v/JyUDr1qasDhGR5aiTvHWhGJbSq5foA9ynj7hdWgo8/DAweDBw/Lh8HofkCHqZt8MB7Njh+ph+rGCzAVdcEfjPGDVKDEfassX4oDTFlKgMUD755JOw2Wwu/zVv3tzs1SIiIiIylrsS70WLZObIoEFiciwFx12vyQ4domcCLxFRsKpUKd9bM1TBqjp1gAULgMcek/d9/bX4Xs7JEbeZQSl46kO5c6cIKgJiH1e7dnA/p0WL4N+DYl5UBigBoGXLljhw4IDzv2WeelMQERERRSo1g1Iv8WZ5t/Fq1JBlcjqWdxMRuSpb5h3KbLr4eOCpp4C5c+XP2bVLtOR4/XX2oNR5ClCq07sDLe8mMljUBijtdjvq1Knj/K9mzZpmrxIRERGRscpmUJaUAHPmiNuVK4um92QMtcwbYICSiKisFi1cb4ej3Pfyy0XJt/6dXFQE3Hsv8MIL8jnMoBQ8BSivuip860NUAbvZKxAq27dvR1ZWFpKTk9GtWzdMmzYNDRo08Pj8wsJCFCpNY0+eu+JSXFyM4uLikK+vEfT1jJT1JYpm3B6JrCHat8W4hATo87lL8vOBH36A/cgRAIBjwACUJiQAUfq7h5utSxfY33/febv4wgv5t/VTtG+PRJEkFNujrVkzlwBDcdWq4fmezMwEFi1C3IQJiJ8xQ9x3bl8IACWVKkGL1e+d7GzozUgcW7agtLgYOHEC9iVLYAOgZWej5PzzuT8zWbTvH339vaIyQNmlSxe89957aNasGQ4cOIApU6bgoosuwsaNG5HqIb172rRpmDJlSrn758+fj8qVK4d6lQ21YMECs1eBiM7h9khkDdG6LTbduxf6WIJVy5ah9po1aHzu9ursbOybO9esVYs6qUVF0McNFaSn4/uNG2X/LvJLtG6PRJHIyO0xPS8PvZTbP6xdi7MHDhj2/l717YvMSpXQfsYMJOhtTwAsWbMGp5SAZazpX6MGKh09ipJNmzBv7lxkLVuGTiUlAICdLVti47x5Jq8h6aJ1/3jmzBmfnmfTNE0L8bqYLi8vDw0bNsSLL76I22+/3e1z3GVQ1q9fH0eOHEHVCEkJLy4uxoIFC3DppZcigU3biUzF7ZHIGqJ9W4x78UXEP/ooAKBk1izEP/QQbPv3Q0tMRMn+/bFd1ma00lLYW7WCbccOOG6/HaWvv272GkWcaN8eiSJJSLbH06eRoEzuLj5yxJz90PbtsN94I2zr10OrUQMlO3e69myOMfEDBiBu8WIAQPH+/Yj/v/9D3EcfAQBK5s2D1revmatHiP7948mTJ1GzZk2cOHGiwvhaVGZQlpWeno6mTZvijz/+8PicpKQkJCUllbs/ISEh4j4gkbjORNGK2yORNUTttlilinPR/vPPwP79AABb//5IqFHDrLWKTgkJwA8/AMuXI27gQMRF4+cpTKJ2eySKQIZuj+npQHa2GFaTkICE6tUBm82Y9/ZHixbAypXAvHmwtWmDhFi/WNesGXAuQJmwfTvw3Xfi/qpVYb/kErF/I0uI1v2jr79T1A7JUZ06dQo7duxAZmam2atCREREZBx1SM4nn8hlTu8Ojfr1geuucwkMExGR4sEHAbsduPtuc4KTuuRkYMgQoEkT89bBKtRBOe++Cxw/LpYHDAASE81ZJyI3ojJA+be//Q1LlizB7t278csvv2DIkCGIj4/HjTfeaPaqERERERlHDVAePSr+Hx8PDBpkzvoQEVFse/BBID8fmD7d7DUhnRqgnDVLLvNYgSwmKku8//rrL9x44404evQoatWqhZ49e2LFihWoVauW2atGREREZBx3PbX69AFY3k1ERGZRL56R+dQApT5NOS4OuPxyc9aHyIOoDFB+/PHHZq8CERERUei5OwkcOjT860FERETW1KABkJQEKEOB0bMnL2aS5URliTcRERFRTCibQWmziZ5bRERERIBo/XL++a73sbybLIgBSiIiIqJIVTaDskcPoE4dc9aFiIiIrEkt8wYYoCRLYoCSiIiIKFKVzaBkeTcRERGVpQYozz+/fMCSyAIYoCQiIiKKVGUzKBmgJCIiorIuuEAuX3WVeetBVIGoHJJDREREFBOqVJHLHTsCDRuaty5ERERkTVdfDVx4IZCfDzzwgNlrQ+QWA5REREREkapuXeDKK4FFi4BJk8xeGyIiIrKi1FRg1SoxTI/IohigJCIiIopUNhvw9ddAaSlg52EdERERecDgJFkce1ASERERRTKbjcFJIiIiIopoDFASERERERERERGRaRigJCIiIiIiIiIiItMwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAUoiIiIiIiIiIiIyDQOUREREREREREREZBoGKImIiIiIiIiIiMg0DFASERERERERERGRaRigJCIiIiIiIiIiItMwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAZ9bkPEAAB3tSURBVEoiIiIiIiIiIiIyDQOUREREREREREREZBoGKImIiIiIiIiIiMg0DFASERERERERERGRaRigJCIiIiIiIiIiItMwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAUoiIiIiIiIiIiIyDQOUREREREREREREZBoGKImIiIiIiIiIiMg0DFASERERERERERGRaRigJCIiIiIiIiIiItMwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAUoiIiIiIiIiIiIyDQOUREREREREREREZBoGKImIiIiIiIiIiMg0DFASERERERERERGRaRigJCIiIiIiIiIiItMwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAUoiIiIiIiIiIiIyDQOUREREREREREREZBoGKImIiIiIiIiIiMg0DFASERERERERERGRaRigJCIiIiIiIiIiItMwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAUoiIiIiIiIiIiIyDQOUREREREREREREZBoGKImIiIiIiIiIiMg0DFASERERERERERGRaRigJCIiIiIiIiIiItMwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAUoiIiIiIiIiIiIyDQOUREREREREREREZBoGKImIiIiIiIiIiMg0DFASERERERERERGRaaI6QPnqq6+iUaNGSE5ORpcuXfDrr7+avUpERERERERERESkiNoA5SeffILx48dj8uTJWL16Ndq2bYvLLrsMhw4dMnvViIiIiIiIiIiI6JyoDVC++OKLGD16NG699Va0aNECb7zxBipXrox33nnH7FUjIiIiIiIiIiKic+xmr0AoFBUVIScnBxMmTHDeFxcXh379+mH58uVuX1NYWIjCwkLn7RMnTgAAjh07huLi4tCusEGKi4tx5swZHD16FAkJCWavDlFM4/ZIZA3cFomsg9sjkXVweySyjmjfHvPz8wEAmqZV+LyoDFAeOXIEpaWlyMjIcLk/IyMDW7ZscfuaadOmYcqUKeXuz87ODsk6EhERERERERERxYL8/HykpaV5fDwqA5SBmDBhAsaPH++87XA4cOzYMdSoUQM2m83ENfPdyZMnUb9+fezduxdVq1Y1e3WIYhq3RyJr4LZIZB3cHomsg9sjkXVE+/aoaRry8/ORlZVV4fOiMkBZs2ZNxMfH4+DBgy73Hzx4EHXq1HH7mqSkJCQlJbncl56eHqpVDKmqVatG5YeaKBJxeySyBm6LRNbB7ZHIOrg9EllHNG+PFWVO6qJySE5iYiI6dOiARYsWOe9zOBxYtGgRunXrZuKaERERERERERERkSoqMygBYPz48Rg1ahQ6duyIzp074+WXX8bp06dx6623mr1qREREREREREREdE7UBiivv/56HD58GE888QRyc3PRrl07fPfdd+UG50STpKQkTJ48uVypOhGFH7dHImvgtkhkHdweiayD2yORdXB7FGyatznfRERERERERERERCESlT0oiYiIiIiIiIiIKDIwQElERERERERERESmYYCSiIiIiIiIiIiITMMAJREREREREREREZmGAcoo8eqrr6JRo0ZITk5Gly5d8Ouvv5q9SkRRb9q0aejUqRNSU1NRu3ZtDB48GFu3bnV5TkFBAcaMGYMaNWqgSpUqGDZsGA4ePGjSGhPFhn/84x+w2WwYO3as8z5ui0Ths2/fPtx0002oUaMGKlWqhNatW2PVqlXOxzVNwxNPPIHMzExUqlQJ/fr1w/bt201cY6LoVFpaikmTJiE7OxuVKlVCkyZNMHXqVKhzcrk9EoXGTz/9hEGDBiErKws2mw1fffWVy+O+bHvHjh3DiBEjULVqVaSnp+P222/HqVOnwvhbhBcDlFHgk08+wfjx4zF58mSsXr0abdu2xWWXXYZDhw6ZvWpEUW3JkiUYM2YMVqxYgQULFqC4uBj9+/fH6dOnnc8ZN24cvvnmG3z22WdYsmQJ9u/fj6FDh5q41kTR7bfffsObb76JNm3auNzPbZEoPI4fP44ePXogISEB8+bNw+bNm/HCCy+gWrVqzuc8++yzmD59Ot544w2sXLkSKSkpuOyyy1BQUGDimhNFn3/+8594/fXXMXPmTPz+++/45z//iWeffRYzZsxwPofbI1FonD59Gm3btsWrr77q9nFftr0RI0Zg06ZNWLBgAf73v//hp59+wp133hmuXyH8NIp4nTt31saMGeO8XVpaqmVlZWnTpk0zca2IYs+hQ4c0ANqSJUs0TdO0vLw8LSEhQfvss8+cz/n99981ANry5cvNWk2iqJWfn6+df/752oIFC7RevXppDz74oKZp3BaJwumRRx7Revbs6fFxh8Oh1alTR3vuueec9+Xl5WlJSUnaRx99FI5VJIoZV1xxhXbbbbe53Dd06FBtxIgRmqZxeyQKFwDal19+6bzty7a3efNmDYD222+/OZ8zb948zWazafv27QvbuocTMygjXFFREXJyctCvXz/nfXFxcejXrx+WL19u4poRxZ4TJ04AAKpXrw4AyMnJQXFxscv22bx5czRo0IDbJ1EIjBkzBldccYXLNgdwWyQKp6+//hodO3bEtddei9q1a6N9+/Z4++23nY/v2rULubm5LttjWloaunTpwu2RyGDdu3fHokWLsG3bNgDAunXrsGzZMlx++eUAuD0SmcWXbW/58uVIT09Hx44dnc/p168f4uLisHLlyrCvczjYzV4BCs6RI0dQWlqKjIwMl/szMjKwZcsWk9aKKPY4HA6MHTsWPXr0QKtWrQAAubm5SExMRHp6ustzMzIykJuba8JaEkWvjz/+GKtXr8Zvv/1W7jFui0Ths3PnTrz++usYP348Jk6ciN9++w0PPPAAEhMTMWrUKOc25+7YldsjkbEeffRRnDx5Es2bN0d8fDxKS0vx9NNPY8SIEQDA7ZHIJL5se7m5uahdu7bL43a7HdWrV4/a7ZMBSiIiA4wZMwYbN27EsmXLzF4Vopizd+9ePPjgg1iwYAGSk5PNXh2imOZwONCxY0c888wzAID27dtj48aNeOONNzBq1CiT144otnz66aeYNWsWPvzwQ7Rs2RJr167F2LFjkZWVxe2RiCyHJd4RrmbNmoiPjy83ifTgwYOoU6eOSWtFFFvuu+8+/O9//8MPP/yAevXqOe+vU6cOioqKkJeX5/J8bp9ExsrJycGhQ4dw4YUXwm63w263Y8mSJZg+fTrsdjsyMjK4LRKFSWZmJlq0aOFy3wUXXIA///wTAJzbHI9diULvoYcewqOPPoobbrgBrVu3xs0334xx48Zh2rRpALg9EpnFl22vTp065QYfl5SU4NixY1G7fTJAGeESExPRoUMHLFq0yHmfw+HAokWL0K1bNxPXjCj6aZqG++67D19++SUWL16M7Oxsl8c7dOiAhIQEl+1z69at+PPPP7l9Ehmob9++2LBhA9auXev8r2PHjhgxYoRzmdsiUXj06NEDW7dudblv27ZtaNiwIQAgOzsbderUcdkeT548iZUrV3J7JDLYmTNnEBfnesofHx8Ph8MBgNsjkVl82fa6deuGvLw85OTkOJ+zePFiOBwOdOnSJezrHA4s8Y4C48ePx6hRo9CxY0d07twZL7/8Mk6fPo1bb73V7FUjimpjxozBhx9+iDlz5iA1NdXZCyQtLQ2VKlVCWloabr/9dowfPx7Vq1dH1apVcf/996Nbt27o2rWryWtPFD1SU1OdvV91KSkpqFGjhvN+botE4TFu3Dh0794dzzzzDK677jr8+uuveOutt/DWW28BAGw2G8aOHYunnnoK559/PrKzszFp0iRkZWVh8ODB5q48UZQZNGgQnn76aTRo0AAtW7bEmjVr8OKLL+K2224DwO2RKJROnTqFP/74w3l7165dWLt2LapXr44GDRp43fYuuOACDBgwAKNHj8Ybb7yB4uJi3HfffbjhhhuQlZVl0m8VYmaPESdjzJgxQ2vQoIGWmJiode7cWVuxYoXZq0QU9QC4/e/dd991Pufs2bPavffeq1WrVk2rXLmyNmTIEO3AgQPmrTRRjOjVq5f24IMPOm9zWyQKn2+++UZr1aqVlpSUpDVv3lx76623XB53OBzapEmTtIyMDC0pKUnr27evtnXrVpPWlih6nTx5UnvwwQe1Bg0aaMnJyVrjxo21xx57TCssLHQ+h9sjUWj88MMPbs8VR40apWmab9ve0aNHtRtvvFGrUqWKVrVqVe3WW2/V8vPzTfhtwsOmaZpmUmyUiIiIiIiIiIiIYhx7UBIREREREREREZFpGKAkIiIiIiIiIiIi0zBASURERERERERERKZhgJKIiIiIiIiIiIhMwwAlERERERERERERmYYBSiIiIiIiIiIiIjINA5RERERERERERERkGgYoiYiIiIiIiIiIyDQMUBIRERERRYBGjRrBZrPhlltuMXtViIiIiAzFACURERGRF3fddRdsNhtsNhsWL17s12vnz5/vfO2DDz4YojUkIiIiIopcDFASEREReTFy5Ejn8gcffODXa//73/+6fR+z/Pjjj86A6Y8//mj26hARERERMUBJRERE5E2PHj3QpEkTAMDs2bNx9uxZn153+vRpfPnllwCAli1bokOHDiFbRyIiIiKiSMUAJREREZEPbr75ZgDAyZMnMWfOHJ9e88UXX+D06dMuryciIiIiIlcMUBIRERH54Oabb4bNZgPge5m3Xt4dFxeHm266KWTrRkREREQUyRigJCIiIvJB48aN0aNHDwDA999/j0OHDlX4/P3792PRokUAgEsuuQR169Yt95yvvvoK1157LRo0aIDk5GSkp6ejY8eOmDJlCo4fP+7Tes2dOxc33XQTGjdujJSUFCQnJyM7OxvDhg3De++9hzNnzgAAdu/eDZvNhj59+jhf26dPH2c/Sv2/9957r9zPKCoqwmuvvYY+ffqgVq1aSExMRJ06dTBw4EB88MEHcDgcHtfvlltugc1mQ6NGjQAABw4cwCOPPIKWLVsiNTXV716Y7npofvrpp+jbty9q1aqFSpUqoVmzZnj44Ydx7Ngxj+/Tu3dv2Gw29O7du8Kf9+STTzp/njv6Y08++SQA4IcffsDgwYORlZWFSpUq4YILLsDUqVOdmbS6uXPnYuDAgc7ntWjRAtOmTUNRUZHPf4vffvsNN954I+rXr4/k5GTUr18ft956K7Zs2eLT6//44w+MGzcOrVu3RlpaGipVqoTGjRvjlltuwapVqzy+ruy/gcPhwDvvvIM+ffogIyMDcXFxnDRORERE/tGIiIiIyCdvvfWWBkADoL3yyisVPve5555zPvc///mPy2PHjh3TLrnkEufj7v6rXbu2tnz5co/vf+TIEa1v374VvgcA7d1339U0TdN27drl9bnq83W7du3SmjdvXuFrevbsqR09etTteo4aNUoDoDVs2FBbvny5VrNmzXKv/+GHH7z+7XU//PCD83WLFi3SbrrpJo/rdd5552kHDhxw+z69evXSAGi9evWq8OdNnjzZ+X7u6I9NnjxZmzZtmmaz2dyuS/fu3bVTp05pDodDe+CBBzyu84ABA7SSkhK3P6thw4YaAG3UqFHav//9b81ut7t9j6SkJO3TTz+t8Pd67rnntISEBI/rYbPZtEmTJrl9rfpvMG/ePK1fv37lXj9q1KgKfz4RERGRihmURERERD667rrrkJycDMB1Orc7+uNVqlTB0KFDnfcXFhaiX79+WLx4MeLj43HzzTfjo48+wooVK7B06VI8/fTTqFGjBg4dOoSBAwdiz5495d77zJkz6NOnjzNDs0OHDnjzzTfx888/Y9WqVfjyyy8xbtw4ZGVlOV9Tt25dbNiwAe+8847zvnfeeQcbNmxw+W/w4MHOx0+dOoW+ffs6M/IGDx6Mr7/+GqtWrcJnn32GXr16AQCWLVuGQYMGobS01OPf49SpUxg2bBgKCgrw2GOP4ccff8Svv/6Kf//738jMzKzwb+nJpEmT8MEHH2Dw4MH44osvkJOTg7lz5+KKK64AIDMEw2HevHmYMGECunbtig8//BCrVq3Cd999h8svvxwA8Msvv2DatGl46aWXMH36dFx++eWYPXs2cnJyMGfOHHTt2hUA8N133+Htt9+u8GetXbsWd999N2rXro0ZM2Zg5cqVWLJkCR555BEkJSWhsLAQI0aM8JgF+dxzz+Ghhx5CcXEx2rRpg9dffx0LFy7EqlWrMGvWLHTr1g2apmHq1KmYPn16hevyyCOPYOHChbjqqqtc/g3035uIiIjIJ2ZHSImIiIgiyXXXXefMEtuyZYvb56xbt875nJEjR7o8NnHiRA2Alp6erq1atcrt63fv3q1lZmZqALThw4eXe3zcuHHO9x8zZozmcDjcvk9hYaGWm5vrcp+a/eYtc/Fvf/ub87mPP/54uccdDoc2YsQI53Nee+21cs/RMygBaFWqVNHWrl1b4c/0Rl1/ANpTTz3ldr369++vAdDsdrt26NChcs8xOoMSgDZs2LBy2Y8lJSVa165dNQBaamqqlpycrI0dO7bc+5w+fdqZIdmmTRu3P0t/HOcyUt1lhy5evNiZWdmpU6dyj2/atMmZOTl58mS3n53S0lJnZmqVKlW0Y8eOuTxe9t/A3WeDiIiIyB/MoCQiIiLyw8iRI53LnrIo1fvV5586dQqvvvoqAGDq1Kno0KGD29c3bNgQkyZNAgB89tlnLv0L8/Ly8OabbwIQmZOvvPKKx/6IiYmJyMjI8OXXKqewsBD/+te/AAAtW7Z09lhU2Ww2vPbaa6hRowYAYObMmRW+58MPP4y2bdsGtD7udOjQARMnTnS7XuPHjwcAlJSUYPny5Yb9TE8qV66Mt956C/Hx8S73x8fH48477wQA5Ofno1atWnj22Wfdvn7UqFEAgPXr1+PEiRMV/rwXXngBderUKXd/nz59MHr0aACiR2XZLMoXXngBxcXF6NixIyZPnuz2sxMXF4cZM2YgKSkJp06dwueff+5xPZo2ber2s0FERETkDwYoiYiIiPxw2WWXOYN+s2bNgqZpLo87HA58+OGHAIB69eq5DKVZsmSJM/B0zTXXVPhzLr74YgBAcXExcnJynPcvXrzYOfjmgQceKBcQM0pOTg7y8vIAiEE3nn5O1apVcd111wEANm/ejAMHDnh8zxEjRhi6jsOHD/cYnFWDvzt37jT057pz6aWXonr16m4fU4OyQ4cORUJCgtfn7dq1y+PPqlatGq6++mqPj992223O5YULF7o89s033wAAhg0b5vFvBwDp6elo3bo1AFQY4L3++utD9hkkIiKi2MEAJREREZEf7HY7hg8fDkBMxl62bJnL44sWLcL+/fsBiIBcXJw83FKz2TIzM8tN0Fb/a9WqlfO5ubm5zuU1a9Y4ly+66CJjfznFxo0bnctdunSp8Lnq4+rrVFWqVEHjxo2NWblzmjdv7vExNViYn59v6M91p2nTph4fS09P9/t5Fa1z+/btYbfbPT7erl07JCYmAgA2bNjgvH/Pnj04fPgwAGDChAkVfv5sNpvz86p+/spq06aNx8eIiIiIfMUAJREREZGfKirz9lTeDQCHDh0K6OfpGZMAcOTIEedyoMNlfHHs2DHncu3atSt8rlpqrL5OpQbfjFK5cmWPj6mB4YqG94R7XYxYZ2//Hna73RmgVf89jPj8lVWtWrWA3pOIiIhI5fnSKxERERG51a5dO7Ru3RobNmzAZ5995uzXd/r0aXzxxRcARIlxixYtXF6nBp1Wr17tsdS3rHr16hm38gGoqBTYVywDNk6g/x7q5++JJ57Atdde69PrUlJSPD7Gf1ciIiIyAgOURERERAEYOXIkHnroIeTl5eGbb77BNddcgy+//NI50KZs9iQA5zAZAKhVq1ZAgceaNWs6lw8cOIDs7OwA1t47tUT64MGDFZYmqyXAnvowWo2erehwOCp8njqgyCoOHjxY4eMlJSXOzEn130P9/CUkJLi0ESAiIiIyE0u8iYiIiAIwYsQIZ/bYBx98AECWdyckJODGG28s95r27ds7l3/++eeAfu6FF17oXP7pp5/8fr2v2Xdq8GrlypUVPvfXX391+zorS01NBQAcP368wudt27YtHKvjl7Vr16KkpMTj4+vWrUNRUREA13+Pxo0bIy0tDUDgnz8iIiKiUGCAkoiIiCgAmZmZ6NevHwBg7ty52LhxIxYtWgQAGDBgAGrVqlXuNf369XP2IJw+fXq5CeC+6NOnj7PkdsaMGX73V0xOTnYuFxYWenxehw4dnH0j33//fY+Zhvn5+fj0008BAC1atAhpX0wj6Zmn27Zt8ziQ5siRI1iwYEE4V8snx44dc07jduedd95xLuufUUCUYw8cOBAAMH/+fPz++++hW0kiIiIiPzBASURERBQgvYy7uLgYN9xwgzNY6K68GxCDYu677z4AwC+//IJx48ZVWGJ88OBB/Otf/yr3HnfddRcAICcnB2PHjvUY6CwuLi43GEUNIO7YscPjz05KSsIdd9wBQEzmnjp1arnnaJqG++67zzm4R//dIkGvXr0AAEVFRZgxY0a5x4uLi3HHHXfg7Nmz4V41n4wfP95tqfeSJUvw1ltvARBB5k6dOrk8PmHCBMTHx8PhcOCaa67BX3/95fFnlJaWYtasWRU+h4iIiMgI7EFJREREFKAhQ4YgNTUV+fn52LRpEwAx1XjQoEEeX/P3v/8dS5YswcqVK/HKK6/gxx9/xOjRo9GuXTukpKTg+PHj2LRpExYuXIh58+ahdevWzkChburUqViwYAE2bNiAmTNnYvny5bjrrrvQunVrJCYm4q+//sLSpUvx0Ucf4amnnsItt9zifG2DBg1Qr149/PXXX3j++edRr149NGvWzFmunpGR4Sx/fuKJJ/DFF19g586dePLJJ7FhwwbceuutyMzMxK5duzBz5kz8+OOPAIBu3brhzjvvNPCvG1pXXHEFGjZsiD179mDSpEk4cuQIhg4diuTkZGzatAnTp0/HmjVr0LVrV6xYscLs1XXRtm1bbN68GR06dMCECRPQuXNnFBYWYu7cuXjppZdQUlICu92OV199tdxrW7dujeeffx7jxo3D5s2b0apVK9x555245JJLkJGRgYKCAuzevRvLly/H559/jgMHDmDDhg2mD2oiIiKi6MYAJREREVGAKlWqhGuuuQbvvvuu877rrrsOSUlJHl+TlJSEBQsW4JZbbsEXX3yBdevWVZh5WLVq1XL3Va5cGYsXL8awYcPw008/IScnx6/g4MSJE3Hvvfdi165duPrqq10ee/fdd50BzdTUVCxatAiXX345tmzZgtmzZ2P27Nnl3q9Hjx74+uuvI2qic2JiIj744AMMGDAAp0+fxksvvYSXXnrJ+Xh8fDxefvllHDt2zHIBynbt2uG+++7DPffc4/azk5iYiPfffx9dunRx+/qxY8ciJSUFY8eOxYkTJ/Dcc8/hueeec/vcxMREl7YARERERKHAEm8iIiKiIIwaNcrltqfyblVqaipmz56NpUuX4o477kCzZs2QmpoKu92O6tWro1OnThgzZgzmzp3rsQdizZo1sWTJEnzxxRe45pprUK9ePSQlJSE5ORmNGzfGtddei1mzZrkd1nPPPfdg9uzZ6N+/P2rXrg273fM160aNGmHdunWYOXMmevXqhRo1aiAhIQEZGRkYMGAA/vvf/+Knn36KmOndqp49eyInJwc333wzsrKykJCQgMzMTGfg94EHHjB7FT264447sHTpUlx33XXIyspCYmIi6tati5EjR2LNmjW44YYbKnz96NGjsXPnTkyZMgU9evRAzZo1YbfbkZKSgqZNm2LYsGF44403sG/fPpx33nlh+q2IiIgoVtm0QLqzExERERERERERERmAGZRERERERERERERkGgYoiYiIiIiIiIiIyDQMUBIREREREREREZFpGKAkIiIiIiIiIiIi0zBASURERERERERERKZhgJKIiIiIiIiIiIhMwwAlERERERERERERmYYBSiIiIiIiIiIiIjINA5RERERERERERERkGgYoiYiIiIiIiIiIyDQMUBIREREREREREZFpGKAkIiIiIiIiIiIi0zBASURERERERERERKZhgJKIiIiIiIiIiIhM8//6gVk4kTV9qAAAAABJRU5ErkJggg==\n" 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\n", + "21 [0.] 1.95 6.97 \n", + "22 [1.] 1.61 6.97 \n", + "23 [1.] 2.22 6.97 \n", + "24 [1.] 1.77 6.97 \n", + "25 [1.] 1.96 6.97 \n", + "26 [1.] 1.94 6.97 \n", + "27 [1.] 3.6 6.97 \n", + "28 [1.] 2.83 6.97 \n", + "29 [1.] 2.77 6.97 \n", + "30 [1.] 1.33 6.97 \n", + "31 [1.] 1.64 6.97 \n", + "32 [1.] 1.91 6.97 \n", + "33 [1.] 3.29 6.97 \n", + "34 [1.] 1.68 6.97 \n", + "35 [1.] 1.75 6.97 \n", + "36 [1.] 1.83 6.97 \n", + "37 [1.] 3.97 6.97 \n", + "38 [1.] 2.09 6.97 \n", + "39 [1.] 3.3 6.97 \n", + "40 [1.] 2.06 6.97 \n", + "41 [1.] 1.99 6.97 \n", + "42 [1.] 3.51 6.97 \n", + "43 [1.] 1.99 6.97 \n", + "44 [0.] 1.77 6.97 \n", + "45 [0.] 2.72 6.97 \n", + "46 [0.] 1.41 6.97 \n", + "47 [1.] 3.47 6.97 \n", + "48 [1.] 1.61 6.97 \n", + "49 [1.] 1.72 6.97 \n", + "50 [1.] 1.6 6.97 \n", + "51 [1.] 1.99 6.97 \n", + "52 [0.] 1.72 6.97 \n", + "53 [1.] 1.72 6.97 \n", + "54 [1.] 2.44 6.97 \n", + "55 [1.] 1.44 6.97 \n", + "56 [1.] 3.6 6.97 \n", + "57 [1.] 1.43 6.97 \n", + "58 [1.] 2.23 6.97 \n", + "59 [1.] 1.78 6.97 \n", + "60 [1.] 3.26 6.97 \n", + "61 [1.] 2.05 6.97 \n", + "62 [1.] 1.58 6.97 \n", + "63 [1.] 1.35 6.97 \n", + "64 [1.] 3.47 6.97 \n", + "65 [1.] 3.81 6.97 \n", + "66 [1.] 2.3 6.97 \n", + "67 [0.] 1.9 6.97 \n", + "68 [1.] 1.57 6.97 \n", + "69 [1.] 4.03 6.97 \n", + "70 [1.] 4.2 6.97 \n", + "71 [1.] 2.22 6.97 \n", + "72 [1.] 3.36 6.97 \n", + "73 [1.] 2.01 6.97 \n", + "74 [1.] 1.63 6.97 \n", + "75 [1.] 1.4 6.97 \n", + "76 [0.] 2.2 6.97 \n", + "77 [0.] 4.04 6.97 \n", + "78 [1.] 3.43 6.97 \n", + "79 [1.] 2.3 6.97 \n", + "80 [1.] 1.35 6.97 \n", + "81 [0.] 3.13 6.97 \n", + "82 [1.] 2.59 6.97 \n", + "83 [0.] 3.29 6.97 \n", + "84 [0.] 2.53 6.97 \n", + "85 [1.] 2.91 6.97 \n", + "86 [1.] 2.0 6.97 \n", + "87 [1.] 2.24 6.97 \n", + "88 [1.] 1.52 6.97 \n", + "89 [1.] 1.68 6.97 \n", + "90 [0.] 2.42 6.97 \n", + "91 [0.] 2.97 6.97 \n", + "92 [0.] 2.51 6.97 \n", + "93 [1.] 4.03 6.97 \n", + "94 [1.] 1.22 6.97 \n", + "95 [1.] 2.43 6.97 \n", + "96 [1.] 2.94 6.97 \n", + "97 [1.] 2.05 6.97 \n", + "98 [1.] 2.7 6.97 \n", + "99 [1.] 2.04 6.97 \n", + "Обнаружено 84.0 аномалий\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/labworks/LW2/XtXd_1.png b/labworks/LW2/XtXd_1.png new file mode 100644 index 0000000000000000000000000000000000000000..3c2a4837aba5de0e6a27d91ec6e3cf6a9d68dfa3 GIT binary patch literal 99745 zcmeEucRbdA`}T#DjF61TDyd{W);k~Z-ivP)64t&)q_Iki-y+#eVZcwk8_MW$@rINO zF6m>B8*c;eUwy0eDOvo_Z|UfmVS3)~&vJdAi1?omPw($eB*nzUOvgk=Z!k?yY02R+ zic9_TrQ)4>VG!%$e|$NOW8;zj^A#bWiDCTbpA&DqAz=9D*QHdZEU-L%{`qRU!0t}+ z&u=S5RpXNU^V=6$tP3#`|MBb3&QOZ~^UFS|Eu;Vc&HtX>|3CKsikknY0**as2}4R6 zK~!KqT$fpKRUXd^>E1`~#4*q5s%IyZ%s;VlI^XGRPtO-xy zF7_9+ng|e6T>MTPhwblk;hVwF4?C@HM|xZ3J3IDYH3}3*=|b~lf-d;x=JGfnA8yb5 zPWDeKk(9FCf;-cl@5)fCa246xTJ(<-aiSg+b3L#hD1J#m@3KK!Rb5Tnap$6y?ds}k zs#aO?!wgy57wGB z4;WaInB=NH@EW&e=|~1p^WtZy=Se($%77V(HZT7XsqN}(yVy6H9I0hxanCoEXXF-# zl$46P$Z8Fl{o!W!>QuD3Ze756wOpgn_QUI{-)e%zj(mp7oUB)0H#DxCQvayPCGm)LR0 z1W>&ad^y)pq!7(l+Z1u#UnJi{ER>edBn{%C9&wn!w zlsR>$4vkj7!NR

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