{ "cells": [ { "cell_type": "markdown", "id": "62c91560-1f6a-4a3e-838a-fb7053efb935", "metadata": {}, "source": [ "# This notebooks shows scoring synthetic and genomic enhancers by using the ChromBPNet models trained on MM001 and MM047 cell lines." ] }, { "cell_type": "markdown", "id": "2004cbb0-29fe-4c5c-950d-247cc3a7fdc6", "metadata": {}, "source": [ "#### It uses the synthetic sequences file generated via MM_using_DeepMELs notebook. \n", "#### The model files are provided in ./data/chrombpnet.\n", "#### Figures are saved to ./figures/chrombpnet folder." ] }, { "cell_type": "markdown", "id": "4e0c2f9c-4a36-4b63-a68e-a66b6191a5b1", "metadata": {}, "source": [ "### General imports\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "aa2fdeca-7ddb-4df8-aa51-d797741598da", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: IF upgrading from v1.0 or v1.1 to v1.2, note that chrombpnet has undergone linting to generate a modular structure for release on pypi.Hard-coded script paths are no longer necessary. Please refer to the updated README to ensure your script calls are compatible with v1.2\n" ] }, { "ename": "RuntimeError", "evalue": "module compiled against API version 0x10 but this version of numpy is 0xf", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", "\u001b[0;31mRuntimeError\u001b[0m: module compiled against API version 0x10 but this version of numpy is 0xf" ] } ], "source": [ "import sys \n", "import os\n", "import pickle\n", "import utils\n", "import numpy as np\n", "import scipy\n", "import chrombpnet.evaluation.interpret.shap_utils as shap_utils\n", "import tensorflow as tf\n", "from tensorflow.python.keras.backend import set_session\n", "tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)\n", "\n", "import sys\n", "sys.path.insert(0, 'data/chrombpnet/chrombpnet_utils')\n", "import one_hot\n", "\n", "import matplotlib\n", "import matplotlib.patches as mpatches\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "matplotlib.style.use(\"default\")\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42" ] }, { "cell_type": "markdown", "id": "c9a840ce-290c-4a8c-96ea-cd6234e29e58", "metadata": {}, "source": [ "### Loading ChromBPNet models" ] }, { "cell_type": "code", "execution_count": 2, "id": "04383f16-0835-41d4-8145-f236d1211e47", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2023-06-25 16:29:32.085015: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2023-06-25 16:29:38.458263: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78965 MB memory: -> device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:bf:00.0, compute capability: 8.0\n" ] } ], "source": [ "models = {}\n", "models[\"MM001\"] = tf.keras.models.load_model('data/chrombpnet/chrombpnet_wo_bias_MM001.h5')\n", "models[\"MM047\"] = tf.keras.models.load_model('data/chrombpnet/chrombpnet_wo_bias_MM047.h5')" ] }, { "cell_type": "markdown", "id": "b502d8a5-311f-4e17-a705-dcaaa455024f", "metadata": {}, "source": [ "### Loading flanking sequences in the vector around the tested enhancers" ] }, { "cell_type": "code", "execution_count": 3, "id": "2a571739-86fb-45c6-b651-28da9da6ea11", "metadata": { "tags": [] }, "outputs": [], "source": [ "upstream_seq = one_hot.dna_to_one_hot([\"gggtcacatgatcacccatattatgaagaaatgcagtcagctccttagggcctccgatcgttgtcagaagtaagttggccgcggtgttgtcgctcatggtaatggcagcactacacaattctcttaccgtcatgccatccgtaagatgcttttccgtgaccggcgagtactcaaccaagtcgttttgtgagtagtgtatacggcgaccaagctgctcttgcccggcgtctatacgggacaacaccgcgccacatagcagtactttgaaagtgctcatcatcgggaatcgttcttcggggcggaaagactcaaggatcttgccgctattgagatccagttcgatatagcccactcttgcacccagttgatcttcagcatcttttactttcaccagcgtttcggggtgtgcaaaaacaggcaagcaaaatgccgcaaagaagggaatgagtgcgacacgaaaatgttggatgctcatactcgtcctttttcaatattattgaagcatttatcagggttactagtacgtctctcaaggataagtaagtaatattaaggtacgggaggtattggacaggccgcaataaaatatctttattttcattacatctgtgtgttggttttttgtgtgaatcgatagtactaacatacgctctccatcaaaacaaaacgaaacaaaacaaactagcaaaataggctgtccccagtgcaagtgcaggtgccagaacatttctctggcctaactggccggtacctgagctcccgtcgacgaattctgcagatatcCAAGTTTGTACAAAAAAGCAGGCT\"])\n", "downstream_seq = one_hot.dna_to_one_hot([\"ACCCAGCTTTCTTGTACAAAGTGGgataaacccgctgatcagcctcgactgtgctcgaggatatcaagatctggcctcggcggccaagcttagacactagagggtatataatggaagctcgacttccagcttggcaatccggtactgttggtaaagccaccatggaagatgccaaaaacattaagaagggcccagcgccattctacccactcgaagacgggaccgccggcgagcagctgcacaaagccatgaagcgctacgccctggtgcccggcaccatcgcctttaccgacgcacatatcgaggtggacattacctacgccgagtacttcgagatgagcgttcggctggcagaagctatgaagcgctatgggctgaatacaaaccatcggatcgtggtgtgcagcgagaatagcttgcagttcttcatgcccgtgttgggtgccctgttcatcggtgtggctgtggccccagctaacgacatctacaacgagcgcgagctgctgaacagcatgggcatcagccagcccaccgtcgtattcgtgagcaagaaagggctgcaaaagatcctcaacgtgcaaaagaagctaccgatcatacaaaagatcatcatcatggatagcaagaccgactaccagggcttccaaagcatgtacaccttcgtgacttcccatttgccacccggcttcaacgagtacgacttcgtgcccgagagcttcgaccgggacaaaaccatcgccctgatcatgaacagtagtggcagtaccggattgcccaagggcgtagccctaccgcaccgcaccgctt\"])" ] }, { "cell_type": "markdown", "id": "219ab4d4-08f2-4e58-81c9-ccef0f79bf05", "metadata": {}, "source": [ "### Loading the generated sequences via in silico evolution\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "d3f1f342-10b5-4fcc-a570-5d0776b25776", "metadata": { "tags": [] }, "outputs": [], "source": [ "import pickle\n", "f = open(\"data/deepmel2/MM_EFS_4000_withmut.pkl\", \"rb\")\n", "evolved_seq_4000_dict = pickle.load(f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "b760e174-e95c-40cc-9061-df37b1ffb408", "metadata": {}, "source": [ "### Calculating prediction scores using ChromBPNet on the generated sequences via in silico evolution by DeepMEL2" ] }, { "cell_type": "code", "execution_count": 5, "id": "3936e826-751e-42c9-802d-0f5bcb3cb644", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15, " ] }, { "name": "stderr", "output_type": "stream", "text": [ "2023-06-25 16:29:47.711968: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "17, 19, 22, 27, 45, 49, 60, 68, 72, \n", "15, 17, 19, 22, 27, 45, 49, 60, 68, 72, \n" ] } ], "source": [ "nuc_to_onehot = {\"A\":[1, 0, 0, 0],\"C\":[0, 1, 0, 0],\"G\":[0, 0, 1, 0],\"T\":[0, 0, 0, 1]}\n", "\n", "predictions_efs = {}\n", "for MM_line in [\"MM001\",\"MM047\"]:\n", " predictions_efs[MM_line] = {}\n", " predictions_efs[MM_line]['track'] = {}\n", " predictions_efs[MM_line]['scalar'] = {}\n", " for id_ in [15,17,19,22,27,45,49,60,68,72]:\n", " print(id_, end=', ')\n", " predictions_efs[MM_line]['track'][id_] = []\n", " predictions_efs[MM_line]['scalar'][id_] = []\n", "\n", " start_x = np.copy(evolved_seq_4000_dict[\"X\"][id_:id_+1])\n", " pred = models[MM_line].predict(np.hstack((upstream_seq,start_x,downstream_seq)))\n", " predictions_efs[MM_line]['track'][id_].append(pred[0][0])\n", " predictions_efs[MM_line]['scalar'][id_].append(pred[1][0][0])\n", "\n", " for i, mut_ in enumerate(evolved_seq_4000_dict[\"mut_loc\"][id_][:15]):\n", " start_x[0][int(mut_.split(\"_\")[0]),:] = np.array(nuc_to_onehot[mut_.split(\"_\")[1]], dtype='int8')\n", " pred = models[MM_line].predict(np.hstack((upstream_seq,start_x,downstream_seq)))\n", " predictions_efs[MM_line]['track'][id_].append(pred[0][0])\n", " predictions_efs[MM_line]['scalar'][id_].append(pred[1][0][0])\n", "\n", " print(\"\")\n", "\n", "for id_, muts in [\n", " [22,[\"113_A\",\"164_A\",\"210_C\",\"215_C\",\"216_A\",\"259_G\",\"291_G\",\"300_T\"]],\n", " [15,[\"247_C\",\"281_C\",\"284_G\",\"312_G\",\"338_C\",\"339_A\",\"365_C\",\"369_T\",\"420_T\",\"411_C\",\"431_A\",\"463_C\"]],\n", " [60,[\"160_C\",\"178_T\",\"183_C\",\"184_A\",\"204_T\",\"205_G\",\"350_C\",\"352_G\",\"384_A\"]]]:\n", " start_x = np.copy(evolved_seq_4000_dict[\"X\"][id_:id_+1])\n", " for i, mut_ in enumerate(evolved_seq_4000_dict[\"mut_loc\"][id_][:15]):\n", " start_x[0][int(mut_.split(\"_\")[0]),:] = np.array(nuc_to_onehot[mut_.split(\"_\")[1]], dtype='int8')\n", " for i, mut_ in enumerate(muts):\n", " start_x[0][int(mut_.split(\"_\")[0]),:] = np.array(nuc_to_onehot[mut_.split(\"_\")[1]], dtype='int8')\n", " for MM_line in [\"MM001\",\"MM047\"]:\n", " pred = models[MM_line].predict(np.hstack((upstream_seq,start_x,downstream_seq)))\n", " predictions_efs[MM_line]['track'][id_].append(pred[0][0])\n", " predictions_efs[MM_line]['scalar'][id_].append(pred[1][0][0])" ] }, { "cell_type": "markdown", "id": "71d72422-ac23-4a04-939c-190535168788", "metadata": {}, "source": [ "### Plotting scalar prediction scores of synthetic enhancer at different mutational and repressed steps" ] }, { "cell_type": "code", "execution_count": 6, "id": "91f495cf-f289-43d4-912b-aa02faf80464", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,5))\n", "for i, MM_line in enumerate(models):\n", " ax = fig.add_subplot(1,2,i+1)\n", " for k,id_ in enumerate([15,17,19,22,27,45,49,60,68,72]):\n", " _ = plt.plot(predictions_efs[MM_line]['scalar'][id_],label=\"EFS-\"+str(k+1),linestyle=\"\",marker=\"o\",color=\"C\"+str(k))\n", " plt.legend()\n", " for k,id_ in enumerate([15,17,19,22,27,45,49,60,68,72]):\n", " _ = plt.plot(predictions_efs[MM_line]['scalar'][id_],label=\"EFS-\"+str(k+1),linestyle=\"--\",linewidth=0.5,color=\"C\"+str(k))\n", " _ = plt.xticks(range(17),list(range(16))+[\"R\"])\n", " plt.axvline(x=15,linestyle=\"--\",color=\"gray\")\n", " plt.xlabel(\"Number of mutations\")\n", " plt.ylabel(\"Prediction score\")\n", " plt.title(MM_line)\n", " plt.ylim(3,9.5)\n", "plt.savefig(\"figures/chrombpnet/EFS_SelectedSeqs_Prediction_MM001_MM047_scalar.pdf\",transparent=True)" ] }, { "cell_type": "markdown", "id": "6d3c8a4a-30bf-4e95-af97-8712841016b7", "metadata": {}, "source": [ "### Plotting track prediction scores of synthetic enhancer at different mutational and repressed steps" ] }, { "cell_type": "code", "execution_count": 7, "id": "12d0ca98-6aa6-4b00-9997-526a1515043f", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "id_=22\n", "name_=\"EFS-4\"\n", "MM_line = \"MM001\"\n", "muts = [3,4,7,8,12,15,16]\n", "n_tracks = len(muts) + 2\n", "\n", "fig = plt.figure(figsize=(5,0.8*n_tracks))\n", "fig.suptitle(name_)\n", "\n", "ax = fig.add_subplot(n_tracks,1,1)\n", "values = predictions_efs[\"MM001\"]['track'][id_][0]\n", "ax.fill_between(np.linspace(0, len(values), num=len(values)),0,values)\n", "ax.set_title(\"Random Sequence\")\n", "ax.set_xticks([])\n", "ax.margins(x=0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(True)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "\n", "for i, n_mut in enumerate(muts):\n", " \n", " ax = fig.add_subplot(n_tracks,1,i+2)\n", " values = predictions_efs[\"MM001\"]['track'][id_][n_mut] - predictions_efs[\"MM001\"]['track'][id_][0]\n", " ax.fill_between(np.linspace(0, len(values), num=len(values)),0,values)\n", " ax.set_ylim(0,6)\n", " if n_mut==16:\n", " ax.set_title(\"Mut:15 + Repr\")\n", " else:\n", " ax.set_title(\"Mut:\"+str(n_mut))\n", " ax.margins(x=0)\n", " \n", " ax.spines['right'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['left'].set_visible(True)\n", " ax.spines['bottom'].set_visible(False)\n", " \n", " if i!=len(muts)-1:\n", " ax.set_xticks([])\n", " \n", "ax = fig.add_subplot(n_tracks,1,n_tracks)\n", "rect = mpatches.Rectangle((250, 1), 500, 0.2, fill=True, color=\"r\", linewidth=0)\n", "ax.add_patch(rect)\n", "ax.set_ylim([-2/1.2, 2/1.2])\n", "ax.set_xlim([0,1000])\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.patch.set_alpha(0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "plt.savefig(\"figures/chrombpnet/ChromBPNet_\"+name_+\"_steps_prediction_track_\"+MM_line+\".pdf\",transparent=True)\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "fe1356d4-1aff-4f6f-8e20-d7a1a5ec9eb0", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "id_=15\n", "name_=\"EFS-1\"\n", "MM_line = \"MM001\"\n", "muts = [1,2,5,11,12,15,16]\n", "n_tracks = len(muts) + 2\n", "\n", "fig = plt.figure(figsize=(5,0.8*n_tracks))\n", "fig.suptitle(name_)\n", "\n", "ax = fig.add_subplot(n_tracks,1,1)\n", "values = predictions_efs[\"MM001\"]['track'][id_][0]\n", "ax.fill_between(np.linspace(0, len(values), num=len(values)),0,values)\n", "ax.set_title(\"Random Sequence\")\n", "ax.set_xticks([])\n", "ax.margins(x=0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(True)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "\n", "for i, n_mut in enumerate(muts):\n", " \n", " ax = fig.add_subplot(n_tracks,1,i+2)\n", " values = predictions_efs[\"MM001\"]['track'][id_][n_mut] - predictions_efs[\"MM001\"]['track'][id_][0]\n", " ax.fill_between(np.linspace(0, len(values), num=len(values)),0,values)\n", " ax.set_ylim(0,6)\n", " if n_mut==16:\n", " ax.set_title(\"Mut:15 + Repr\")\n", " else:\n", " ax.set_title(\"Mut:\"+str(n_mut))\n", " ax.margins(x=0)\n", " \n", " ax.spines['right'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['left'].set_visible(True)\n", " ax.spines['bottom'].set_visible(False)\n", " \n", " if i!=len(muts)-1:\n", " ax.set_xticks([])\n", " \n", "ax = fig.add_subplot(n_tracks,1,n_tracks)\n", "rect = mpatches.Rectangle((250, 1), 500, 0.2, fill=True, color=\"r\", linewidth=0)\n", "ax.add_patch(rect)\n", "ax.set_ylim([-2/1.2, 2/1.2])\n", "ax.set_xlim([0,1000])\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.patch.set_alpha(0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "plt.savefig(\"figures/chrombpnet/ChromBPNet_\"+name_+\"_steps_prediction_track_\"+MM_line+\".pdf\",transparent=True)\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "5f1895be-5675-4aea-8508-9704037daca3", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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/BuCDDz5g+PDhfPTRR1EfwI899tgJ7ae4uBg42DI4VEVFRY+yy5Ytw+FwRLXuysvLo7Z1qnWfILS2tgJQUlKCqqoMGzaMUaNGHfF1hx77oS2iQCBAbW0tEydOjCzrbm0dOrgFerZmS0pKgHBLavbs2Sd4RNFKSkpQFIW9e/ceMUC795ubm9tv+xXiUHLNTgyYyy+/nGnTpvHCCy/g9XqBg62AQ8/6N23axIYNG05oHwUFBUyaNIk333wTm80WWf7VV1+xd+/eqLLf/OY3CYVCvPjii1HL//jHP6LRaLj22mtPqA7Ha+XKlb22dj7//HMg3O0KcPPNN6PT6XjiiSd6lFdVFbPZDIRDMicnhwULFuD3+yNlFi5c2CPUusNkzZo1kWWhUIhXX301qtzkyZMpKSnh97//PU6ns0ddOzs7j/dwI2688Ua0Wi1PPvlkj+t93cc3Z84cUlNTefrpp6O6tk9mv0IcSlp2YkA9/PDD3HrrrSxcuJCf/OQnXH/99Xz00UfcdNNNXHfdddTW1rJgwQLGjRvX64fr8XjmmWe47rrrmDFjBvfeey8Wi4X58+czfvz4qG1+61vf4oorruC3v/0tdXV1TJw4kS+//JJPPvmEn//855FAGCgPPPAAbrebm266iTFjxuD3+1m/fj3vvfceQ4cO5Z577gHCwfTUU0/xyCOPUFdXx4033khKSgq1tbV8/PHH/OhHP+Khhx4iLi6Op556ih//+MdceeWV3H777dTW1vLGG2/0uGY3fvx4LrroIh555BEsFguZmZm8++67BIPBqHJarZa//vWvXHvttYwfP5577rmHQYMG0dzczMqVK0lNTeWzzz7r03GPGDGC3/72t/zv//4vM2fO5Oabb8ZoNLJlyxYKCwt55plnSE1N5ZVXXuH73/8+F154IXfccQc5OTk0NDSwePFiLr300h4nKUL0yWkaBSpiSPew9i1btvRYFwqF1JKSErWkpEQNBoOqoijq008/rRYXF6tGo1G94IIL1EWLFqlz586Nuk2g+9aD5557rsc2AfWxxx6LWvbhhx+qY8eOVY1Gozpu3Dj1o48+6rFNVQ0Pcf/FL36hFhYWqnFxcerIkSPV5557LmqYffc+fvrTn0YtO1Kduofvv//++0d9n5YsWaLee++96pgxY9Tk5GTVYDCoI0aMUB944AG1vb29R/kPP/xQnTFjhpqUlKQmJSWpY8aMUX/605+qFRUVUeVefvllddiwYarRaFSnTJmirlmzRp01a1bUrQeqqqrV1dXq7NmzVaPRqObl5am/+c1v1K+++irq1oNuO3bsUG+++WY1KytLNRqNanFxsXrbbbepy5cvj5TpvvWgs7Mz6rVHus3h9ddfVy+44ALVaDSqGRkZ6qxZs9Svvvqqx3s5Z84cNS0tTY2Pj1dLSkrUu+++W926detR31shjkWjqqfgSr8Q4pTqnj3l8JlRhDhXyTU7IYQQMU/CTgghRMyTsBNCCBHz5JqdEEKImCctOyGEEDHvlIadqqrY7fZTMtWTEEII0e2Uhp3D4SAtLQ2Hw3EqdyuEEOIcJ92YQgghYp6EnRBCDJCQIpdszhQSdkIIMUBeW1uDNxA6dsETtLHGPGDbjjUSdkIIMUDmL69kweqez2nsD95AiJ/+czsf72hie0OXtCKPQcJOiDOMjFY+e/iCB1ttJqcvap3bH8TlD1HabI8s68+fbUWbA7PLz9a6Lh56fxf72x24/cFjv/AcJWEnxBnEGwjh9vdvt9eJnvG7fL1/cPbWLWdz93wG3Zmsv0KhvNWBoqj4giH2tx0cZa6qKuUHvl9R3k5luwNvIMS/tjae9D69gRAVbQ4q2sPbX19tpqbTxY4GK7ubbEd8nfOwn2e73XvSdTmbSNgJcQaxewNHDJm+bONQ9WYXVR0OWqyeyLJgSDn8ZRFrKzvxBkL8Y2P4KeaOw7a3vaELgOpOJx0HPjBXV55dD1fdXm+N+r4v19W8gRDtdi/eQIj97Q4211mo6nDSdSDwLS4/Zpef/1taDoCihgOpqsPJ//y7lE0neZ3tsU/KmPv6Zl5bUwNArckFwMqKDpq6wj9jly/I4t2tfLCtiV/+axe+YIgtdZbINr7a287K8o6oYwqGFHY1Wk+qbmcyCTshziB1JjeOXsLOc4TWXsdhZ+duf5DVFeHg6XCE1zVY3KyrMvOX1dUoikpIUVlV0Xs4hRSVn/5zO+VtDl7/upZ2u5cle9rosHsjrbdNNRYsLj//2FDP7iYbDm+AT3Y0H1dg2DwB/MFw0A7kwI2jaTC7qTGFH+qrKCo2T4DK9oMP+a03uyKtoH9sqIuq56LdLawo72B3k43NtRZabV4+3NbEY5+UYfWEnxb/t69raLF62FhzMFzWVnayscZMIKTy4soqAP6+oa5Ha+twh56U1JvDobax1kyb3UtlR/TDjr+uNPHR9iYCIYX//nA3r6+r5eMdTXy4vYnyVgebay1Y3X68gRBPLipjfbUZRVFRFJUtdRY6nT7e39YYs93o8qRyIQ7R6fCRlhBHnE6DRqPp02tVVT3ia0KKik6rOWbZjTVmLh+dE7XM6QvS5Qp/SG2qtfC9i4oj655ZUs4fb5+ExeWnrMWGyenj60ozM0dm80VZO9+/qJh6s5uvq0xsq+/iPy8fgdXjZ2ejldnj8mi1eUhPMJBg0AGwqdaM3RtkV6OVDoePL8ra2NtiZ2+rnavG5jKxKJ3Fe1rJT4vnzQ11FKaH/11baaLV5sXpDXLe4LRI/byBEBoNKAqYXT7+uamBb51fyLjCVGo6XYwrTEVRVLTa43+vAyGFON2Jn6d/72+b+PakwgPHa6Gqw0F+WgLnkcZbG+upbHeQZNTzy2+M5rW1tUwZmsnYglSASMBNG5pJY5ebrXVdNFjcBEIKV47NBeDtTQ2sKI8+mVhTGX7/AczOcCi2271sr+9icEYCw7KTsHkCxMfpMOi0aDRgdvmpbHdijNPiCyjsbbVT1eGg3uzu9bg8gRDrq828tbGePU02fMEQRn345/qLf+2kqcvD4IwETA4/jRYPTm+Q6+Z/zbcmFqBBQ5c7wPpqM/vbnYzOTznm++gPKljdfvQ6LZlJBjrsXnJT43uUO/Tna3X7SU80HHPbA0HCThxVrclFboqRRIOuzx/+ZzJVDbdw9Id9aFa2OyjOTiIhTkd6QtxRP4QP/9B9Y10dl47IpjA9npT4uKiy2xu6mDo0Ewh3Me1uspGTYmREbjIAy/e1M2tUDlvqLEwuzohsW1VVmrs8BBWFD7Y18enOFiwuPw9eNRJVVflqbztLS1tx+cLdjtnJRtrtXj7b1cJHO5q5YWIhX+5tY3ejDYcvyJY6C202L+9uaWDmyGxeXFnFlOJMfjZ7JMv2tvOLf+0E4K0DXZhflLXR5QoQCCnkpBgpb3VQ1eHkqUV7UVV4f2tTpIWxq9HK4j2tvPaDKZHj3t1kY0dDF+ML01hR3oHZ5aO0xcbwnCQqOxyMK0ylvM1BUWZC5D07/ERgW30Xk4szor4PKSqXjsg+vh/2IUqbbTRY3HTYfaiqyvvbGtlca2HasEy2N3Sxra6LHY1dBBWVvNR4Gixu9rc72NVo5ZbJg6nudLKltouijER2NVrZ23pw8InNHWBHQxdd7kCkS7ObP6hEWrRmlw+z04fVHeDxz8r45oQChucksb7azPb6Lu6/cgQ5KUZsngAddh+f7Gym1uTiqrF5fLyj+ZjHuKS0jQaLG40G9Ad+f2s6w63CT3a2RP7fXc9B6QkkGXV8tL0Ji8vP5lozw3OSIr/bnQ4fOSnGHiclS0pbyUwyUN7q4AeXFLO0rI0fXDwUhzcQ+Vk2mN0sKW3lx7NKAFhXZea68wv6/HPrDxJ2ZyhvIER8XPiszOENoCiQlhh3jFedPIc3QJJBH/mlXlvZyai8FLQaDdOGZfZavvsX2x9UMOiPfcZ96LF1O97X9kWjxU1GkoFk48Ff8+4zy6oDH9BDshKpaHNw/uB0ACraHXiDIQalJ/LZrhauP7+AjERDr6G3qqKTq8flRb7f1tBFeZudwRmJ3DV9CFnJRkxOH4t2tVBndjOlOAOHL0hZs513NjegAr/95lhyU4z8eUVVpLXz1d524uO0DMtO5qu9bexqslGcmcgb6+qAcHC+u7mBoKLi9AX5oqwdnVbDzkYrgzMSsLkDvLO5kb2tdl5Ytp+tdV34DnzQzvvXTiYVpWNy+nns0zLK2xysqzJx6Ygsfvf5PhzecLfawQCz4fIH0Wk0rCzvwH+gW811oFv10K60bfVdVLQ5+LrSxJShGTRa3FR3OnlhWSWP3zCO1fs7SDbqUVW4eHgWVR1OPP4QpS02rB4/Y/JTyUwyUN3pIi/VGPm9WrS7JSrstjd00dTliYTdzkYrk4rSj/h70GL1kJNiJE6nZUlpKwB1Zhfrq818UdqGOxDi050tZCYZiNNpCYTC3XhPLtoLwML1dexosFJjclHWYscfUmi1edjXFj3tYVWHk79vqD9iPbpZXH4+L23D6g5Q0+ni89JWhmUlUWd2UWNyUWdy8XWlCb1Og80TYH+7E08gxI4D10qPZeeB626qSuRYupU223oMgNrR0IVWq6HT4UOjgV1NNoxxzYzMTeb8wemsLO/gwuIMOuxejHE6JheHf7b/8+9Sbp1cRFBRqDe7WV3RyTXj86m3uCMndi8s209AUfn9FxU0dbkx6nUSdv2h1eahIC0BCP/idZ81ny2cvmDkg3l3k40pxRnYPAHKWuwUpsf3GnaHd4/1ldnpIzMp3K2g0Wh4b0sjY/JTGZqdiKrCvlYHDm+Q/NT4XsOuutPFmPwU4uN0lLXYuGBIRo8yh2uwuBmVF91NUtpi48LjeO3xqDO5KExP4KPtzVw5JjfSrWZx+fn7hjoeuHIkpS024nRaTE4/q/d3RsJud5ONbfVd3D61iHc2N9B4oK63TS1iZ6OVkKJwQVEGiqqytLSNi4ZnUtnhZNLgdBot7shoOIvLz/Rhmbx9YBu5qfHUmFzsb3OwtsrE6v2dDMlM5L0tjby2tganL8gb6+posXlYW9nJ/nYH864exaLdrTRa3ASGHnzvW61envuiIhJge5ptFKSFu4+6ByhUdoQ/iD/Y2hQpB+EPv+0NVoDIaEFFhTtf29jjgxEOjuALqiq7mqwEjzKyc1+rnU6Hj5UVHbTaPCwtbSMr2YAnEKK5y4PNE6Cxy0OHw0d5m4MN1WZunVzE/jYHXS4/pc02rh6Xz/aGLox6Ld+eNAiAFeUdFGcmcvelw1hZ0cGeJhtLy9q4emweI3KT+d3ivTw8ZwyTitJ7PWFaUd7B5OIMxhaksqS0DYAak4tNNeZIaAdVlQ5H9K0D3aNYdxx4v97f2oj1QIutxeaNtNS67Wy09nq99XCBkMqTn5VF/gZqOl2R1lZ33b6uMmHUa7G4/JGfS90Rui8Pd3i9DtXbSF+zyx/5v6pCTaeT6k4n+1rtvHH3ND7Y3oQvpJBs1PHqmlre+/FFPPpJKQ5vkDc3hHszNtda2Ndq56MdzVhcfjIS40g2xvHvnc3otVqKMhNotXm5eHgWZS02giGV+DjdcXWX9peYCTtVVVm738RtU4tYvb+TNfs7+Z/rxka6QyraHJE3tqzFRnycjpKc5MhrXf5QVAvgVPMHFa790xrW/veVQPiDY0xBChtrzJhcfpKMul5ft7fFHnWNpK/a7F40Gg37Wu3otBre3tTAHdOK6HB4ae7ysGhXC0OyEvnmeT3PxhzeAKsqOnD5glw4JIN9rY4eYefxhzDotZFANjl91Jujw84bCFHWHB12R7uOs7XOwpSh0cHb5fKTYNARH6fjT8sruXpcHlvqLIQUhTWVnfz0ihH8/ssKluxpJRBSSDLqidfr2FxriYxmC4YUlu9rJ8Ggo87sorzNQaPFzYjcZBosbjKTDCiqSqfDT0hRWb2/g6Wlmfzvor28+N0LKW0+OOz77c0NvLulAQh/uMXptOxqtLKtvosvy9qxeQKYnD7eWF8bCZRXD4yuqzG5qO50cUlJeEh5s9VDVrIxsu1akyvSwoLwiV3DYR+E3R+QvX349nYrQm9B19cye5pt+IIKG6rNrKroIKioVB+4dFXZ4cTmCRAIqbTavCze3UKNyUWDxc3iPa1cPjoXm8fPp7taGJyeiMMX4JKSbGweP/VmN49/tpc/r6jC6Qu3MlUV3lhfR1aSgS11Xfzw71v52VUjuXfGMCDcVdxm91KSk8zuJiv/3tHMyLyUSKh0Ony8vKpvN3sf2jXZZvP0WH9oaBxLIKRGDYo51L5WeyRUT4fqThc2T3j/L66spKbTSXOXh4zEOPa12lla2ha5/hhSVDbVmFmzP/yD/veOZjyBECU5STRaPCgq+EMK1Qfed6snwE/e2sZ15xXiDyo8+q1xp+y4TmvY2dyBfumaW7M/fCa8YHU1t0wezJ+XV5KfGh+50Nps9fDvnc18d9oQijITWbiujvGFqQxKTzhw/aKRq8bmRpreJ+toAxWOpNnqodHioc7kYmh2EhXtDr4qa2dzrYXcVCO1Bl0kSGyeAGkJ4fdtU62Z/LR4clKMkX03dXkoykzsdT+7m6ycPzg90iK0uPzsbbGzodpMVrKBBoubv31dy6Ujsmnq8oS73VrsUd1EZqcPk9OPzRNgU40FqztAvdlNU5ebqg4HI3LDQfaPjfWYHD6uP7+AkQfCbUeDlTqTK6pOa/Z3Yj4wAKO7e3PV/g4uHp4dFZQhRWVfq50Fq2v4mV5HaoKe4qwkABq73GyoNnPR8Cz2tzuo7HBQbwoPzIiP09Jm8/J1pYkud4CXVlZzz6VDSYmPY83+Tpy+IA1mNy+trMLuDWL3Bmm3h8/yXf4QZS129rU6GFOQgi+g4A8ptNm8eAIhPtjWhN0b5OnP93Fohhx+dt1i9bCjwcq+Vnvk5uMOh6/X4OkeDPfCsspIS6q68+AHo7+X2wZ6W3aqdbcgy9vsHH5YW+q6osJyQ40Zq9vPT97ahtMXpKzFhtMXpKYz3FWoAT7d1cKLKyojr7EcFibrqkyR98/mCVDZ4eRXH+ymxRbu4uyw+/jZ7JHsbLSyv90Z6d7rdrRW6rF0HtYKPBFH+pkdbwtuoHQHHYSvsUG4K3nogb+17r+Tbof2HHT3FmyoNvPvnS09tt3U5abD4WNjjZkOu/fMDbvHH3+cJ554ImrZ6NGjKS8v7/OOazqd7Gm28e1Jg+hweDHqdZEP8OO1qqKDS0qy+enb21HVcJdLndlFWUt4OHRps43R+Sms2NdORZuDRbtbuXBIOvvbHQRCCjqtBqcvxGe7WihIi2fq0Ew8/lBkZNrRHNryMDl9ZCcfDJuyFjsTBh29tVXT6WT4gZZlh8NLoyX8C7651sLQ7CSqOpxogC31FiYPyaCy3clNFwxCo9Gwv91BslHPyAMtjue/quDpm85Do9Gwt9XO2koTP5lVEmmxunxBDDotGUkGPt3ZQrJRj9nlZ+rQTNZVmVm2rx2tBrQaDUFFpd3u46uydryHzA7x/rYmbpk8GEUND15ot3uZOjSTnY1W3P4gb22sZ+bIbDbUJDAiN4XtDV18tbcdq9vPsOykSNhVtNnZ1+agqsNBsjGO9MQ4/ryikomD03ltTQ33XzkCb0Bh8e42fAGFtMQ4LinJRlVVVpZ3UNXp5OuqTmaOzGZcYSrFWUlsqDbz2e6W8E21zTaarZ6oM2NvQIncM9Zt2b52LhqWRf2B931jrZmvq0y9/qzCH4pqrzfsbqoNDy8vbzv6Y6tc/hB7mm1RoXWsm70P/TA+nWf6fdXbYR0+u0j3yUR3q/bQ91ZVQSXcLXj4QI9DHf7+LdrdErnmWNPpQqcN91jsP9CCOplwO9xAzsx1Jk771dTliXSRH2k06KG+3Nve6/Lun/ueZhu6Uzzgrc8tu/Hjx7Ns2bKDG9CfWOPwT8srsbj8fHvSIMqawxd954zPP+7X722xs3xfB2anP/ILDnDV86tRVdjf7sTs8hEIKfx5RRWdDl+4BVOTgsnpZ1eTjW0NXRSmJdDh8FLWYsPmCfDNP63lzXunodUQCSMIn1V2X9sC+MNXFTw8ZwyV7Q4qO5yRbr4Oh49dTVYmDEqjzeYlP63nUNx9rXYW727loTmj+eemesxOf+RMcUudhYuGZ7G9vgu9VkNNpwuvP4TdG25hDc1OorzNwdY6C9edV0CL1cv2hi5unDSI6cOzWLGvI/IBXmNy8eyScgIhhWnDsrh3xlBWVnQQCCkMyUrivEFpfLi9KXJh+tDbaw7v/vIHFT7b1YovGIqMCNvf7sATCFHT6SKoqGyt7yIzycjkIRm8vamBOpMLbyBEabONGy8YRJvNy++/3M+g9AR+/t5OspONjM5PobTZji+g0NjlZnhOMgkGLZvrzFR2OJg4OJ1LSrKpMblYXt5BVYcDb0BhXZUJbyBEcWYib66vY2+rnQaLG4vLd1zB0Gjx0NTVFDnmFfs6IvelDZTyNjvewOlvgZ0tdjdZ+1T+0M+B5gM30DdYTm8r6Vx1rFmAQoqKTneGh51eryc///hD6Uj2NNnocvvZ12pne0MX3kDouMNuS52Fxz8tI06n5YNtTVHrDv3AbrR4eHlldSRI2uxe2h1etAfOKBotHtrtPgIhlWX7whexm60e7l24hW+eV8Cvrx0TGfTy6w938+qBIdWqqvLO5kZunzKET3a2kJtqjAxfbupyR/7A/rmpnstG5TCuIJWkA9cDlQM39C4pbeWnV4zgT8squWpsLhUHWgZVnU4211kIKmqku6/FFv4QXrS7lalDMyhrtrG20kRGooFNNWYcviD1Zjd5qfE8v2w/Bp2WX10zhmc+38eyfR1oNeEZHOLjtNSaXLj9IUbmhVtf3e/N8dxHurnOTHrCwcA3HbhfqDsYHd4gX5S1kZYQFxnirdWEz9A311oi0xO12DyRD6PNB1pG3aP6HvloNynxcZFu3UaLmxkjs+l0+NhSd/D62tdVJpq6PIwpSOXLvW2RM+3uM8fjcegxb6w1H9d1q5MhQdc3x9OCEOJ49TnsKisrKSwsJD4+nosvvphnnnmGIUOG9FrW5/Ph8x388LHbw/ekfF1losXmwRtQ+Oememo6XSQe0nWoquFZDdITDbh8QZKMempNLly+IHmp8Tz+aRllLXa0mqN3J3y6qyWq/zm8bQgd8inXfW3F4vLzm49LgfDZ4Efbm7hsZDYvr6rm8RvGs7Kig7c21nPFmFz+urYGi8vPjsYuttV3MbEonT1NNtIT4/jpP3dEhkSvqzLx9w31vPK9C7mkJJs319eRYNBhdfup7nTxnVfW0+HwhVt2B7p5ak0u9raE36fWw2bHWHpg2HRpiw2Ly89Xe9sjQbOu2sQfvqpAVcN96KXNtkh/u3Jg2YsrqlBUaLV5abX1vRVT2hx+z4/G6QvS7vBGQlRRYWt9FxtrzJGRcoeGzOFngN3XzLp1uQM8/+V+6i0ufEEl8lq3P8TeVjtb6yz90qV0NnUTCiH6rk9hN336dBYuXMjo0aNpbW3liSeeYObMmZSWlpKS0nMI6TPPPNPjGh/AtjpL5Cz33c2NDMlMjLpYu3p/J+12L7dNKeLrqnAL5ra/bOC5W87HfmAoPhy73/zwoDuWQ/vKOxw+Fq6vo7rTyatrqgmEVB77tIzSZhvvbglP5rqjwUppi43KDgcmp58hmYm02b2YXT5+9u4O9jTbCIRU/rSskqKMRH7/ZQWBkMJ154Vnb+i+IdXs8mNyhFtJVneA19fVAj1bW3VmN2+sq6V7cfMhcx2uqzJHXRdZWtqG57DpmPoyWuxIjidYWqweLO7ofS0pbWNK8YndWtA94W1vuq+ZCSHE0WjUk5gIzWq1UlxczPPPP899993XY31vLbuioiLufGk56xsOflB3t9C2/s9sUuPj+I+/b2VHQxdP3TiBZfs6WFXegcMX5MZJhQzKSOCllQPzfKjD6bUaQqpKVpKxxwV2AINOGxXSEwensavJxtiCVGpNzqhuqwuGpEfu1xmTnxI1oCEnxdgvo7sOdaxW70BKiNP1CFqA1Hh9VKutPxj12qjRYEKIs4NBp2X/7649Zfs7qVsP0tPTGTVqFFVVVb2uNxqNGI3GHsvLmu3AwZGX3R/KS/a0csmI7Mg9G6v3d/J1ZWekq25JaRsZp3Bete7RW70FHfQcOrz7wH1W+9sdPUZUdQdd9/pD9XfQwekLOqDXoAP6PegACTohxHE5qfmZnE4n1dXVFBT0bfqXIw0nrjO7+Xj7wbnfttd3RZX1BRXazuBnMHW3kY81dPgMHFkshBAxrU9h99BDD7F69Wrq6upYv349N910EzqdjjvvvLNfKtNm9/L25obI96f75kohhBCxoU/dmE1NTdx5552YzWZycnKYMWMGGzduJCcn59gvPg7lrfYesyQIIYQQJ6tPYffuu+8OVD2A8E3QQgghRH87o55UHqMPyBVCCHGanVFhJ4QQQgwECTshhBAxT8JOCCFEzJOwE0IIEfMk7IQQQsQ8CTshhBAxT8JOCCFEzJOwE0IIEfMk7IQQQsQ8CTshhBAxT8JOCCFEzJOwE0IIEfMk7IQQQsQ8CTshhBAxT8JOCCFEzOvTw1uFONc49yzD/PkLAOTd9Szxg8dHrVdVleZX7iHkMJFQMpXcWx7r0/Y91Vvwte4nfcZdx1U+YG7EufsrPHU7CFrb0MbFY8grIW3GXRgLRvZp30KcS6RlJ8Rx0OgNuPau7rHc17iHkMMEurgT2q6nZiu2de8cd3nnri9x7voCY/5IMq64j5SpNxKwNNP2j1/iqdt5QnUQ4lwgLTshjkPC8Cm4y78mc/aP0Wh1keWuvasx5I8g5LafknokjptF2ozvojUkRJYln381LX/9T2xfv03C0EmnpB5CnG2kZSfEcUgcexmKx4G3dkdkmRoK4K5YR9LYWVFlvQ27qX/2erwNu6OWB23t1D97Pc49ywAwLf4jju2LAah/9vrIV6S800LA3IgaCkaWGfNHRAUdgC4hlfjB4wmYG/vnYIWIQScUdi+99BJDhw4lPj6e6dOns3nz5v6ulxBnFH1aHsZBY3DtO9iV6anZhuJzkzj2shPaZsqka4gfegEAWdf/MvLVzbr6TVr++p+EnOZjbivk6kKbmHpC9RDiXNDnsHvvvfeYN28ejz32GNu3b2fixInMmTOHjo6OgaifEGeMpHGzcFduRAn4AHCVrcJYNAF9StYJbc84aCxxmYUAJI+/IvLVV97GUnzN5SSNmXlC9RDiXNDnsHv++ef54Q9/yD333MO4ceNYsGABiYmJvP766wNRPyHOGIljZqIG/Xiqt6D43Hiqt5A0btaxX3iCsq/7BcW/WoQ+Le+IZUIuK6bPfo8+PY/U6d8ZsLoIcbbr0wAVv9/Ptm3beOSRRyLLtFots2fPZsOGDT3K+3w+fD5f5Hu7/dRcxBdiIOgS04gvnoRr7yrUgA9VDZE0+tLTVh/F76XjwydQ/B7y73q2x7U8IcRBfQo7k8lEKBQiLy/6TDMvL4/y8vIe5Z955hmeeOKJHss/feBSUlLk+oI48334biO/+hxe+d6FnDfpQj4u+jG//eUDFKWGuODqOSz47XUAzHo7nlHDM3ntl7PYtF7HXe/AH26bxEWXHuxarK+t4aoF8N/XjOY7d4RbhI93fspb22H5L/vWQvT7/fzoe7fRbmngrff+zfRLZvTfQQtxCmg1mlO6vwG99eCRRx5h3rx5ke/tdjtFRUUMz04mNTV5IHctRL/ITYkHYHBGIiU5yfxk7p08+vDP2LltC++99x4lOeHfY71WQ6JBT0lOMq5h4etwSfgi6wHq95gi2+xenp5oAIgqdyyKovDd7/4HG9au4l//+hc3f/uakz5OIWJdn8IuOzsbnU5He3t71PL29nby8/N7lDcajRiNxpOroRBnkOTkZF555RXq6ur41re+1WuZ4uJidDoda9as4cYbb4wsf/nll3uUTUpKAsBqtZKenh61rrW1FZvNRklJCXFxB29af+CBB3jvvff4y1/+ws0333zyByXEOaBPYWcwGJg8eTLLly+P/BErisLy5cu5//77B6J+Qpxx5s6de9T1aWlp3HrrrcyfPx+NRkNJSQmLFi3qdcTy5MmTAXjwwQeZM2cOOp2OO+64Awj3jLz55pvU1tYydOhQAF544QVefvllLr74YhITE3nrrbeitnfTTTdFAlQIcVCfuzHnzZvH3LlzmTJlCtOmTeOFF17A5XJxzz33HPO1KSkp2Gw2UlJSTqiyQpwt5s+fTyAQYMGCBRiNRm677Taee+45JkyYEFXu5ptv5oEHHuDdd9/lrbfeQlXVSNj1ZufOnQBs2LCh10FhtbW1EnZC9EKjqqra1xe9+OKLPPfcc7S1tTFp0iT+/Oc/M3369IGonxBCCHHSTijshBBCiLOJzI0phBAi5knYCSGEiHkSdkIIIWKehJ0QQoiYJ2EnhBAi5p3SsFNVFbvdjgwAFUIIcSqd0rBzOBykpaXhcDhO5W6FEEKc46QbUwghRMyTsBNCCBHzJOyEEELEPAk7IYQQMa9PYff444+j0WiivsaMGTNQdRNCCCH6RZ8f8TN+/HiWLVt2cAP6AX3YuRBCCHHS+pxUer2+16eSCyGEEGeqPl+zq6yspLCwkOHDh3PXXXfR0NBwxLI+nw+73R71JYQQQpxqfQq76dOns3DhQpYuXcorr7xCbW0tM2fOPOJN4s888wxpaWmRr6Kion6ptBBCCNEXJ/XwVqvVSnFxMc8//zz33Xdfj/U+nw+fzxf53m63U1RUhM1mIzU19UR3K4QQQvTJSY0uSU9PZ9SoUVRVVfW63mg0YjQaT2YXQgghxEk7qfvsnE4n1dXVFBQU9Fd9hBBCiH7Xp7B76KGHWL16NXV1daxfv56bbroJnU7HnXfeOVD1E0IIIU5an7oxm5qauPPOOzGbzeTk5DBjxgw2btxITk7OQNVPCCGEOGknNUClr+x2O2lpaTJARQghxCklc2MKIYSIeRJ2QgghYp6EnRBCiJgnYSeEECLmSdgJIYSIeRJ2QgghYp6EnRBCiJgnYSeEECLmSdgJIYSIeRJ2QgghYp6EnRBCiJgnYSeEECLmSdgJIYSIeRJ2QgghYp6EnRBCiJgnYSeEECLmSdgJIYSIeRJ2QgghYp6EnRBCiJgnYSeEECLmSdgJIYSIeRJ2QgghYp6EnRCnWKPFTTCkYPcGIstarJ7TWCMhYp+EnRD9qLTZdtT1bn+QZfvamfevXWyqsQBQ3enk919U8Ob6OjodvlNRTSHOOfrTXQEhzjblbXayk41kJhrY22qnssNBTnI8Dm+A//l3Kb/8xmjGFaYSUhSSjXFkJxuYv6KKx28Yz3NfVLCuyoReq6Wizc704Zmsrzazs9HKv3c2s7bSxF/nTjnhugVCCnG6g+ewpc02JgxK64/DFuKsplFVVT1VO7Pb7aSlpWGz2UhNTT1VuxXipHgDIUKKSqvNw55mG/+7aB9FGQnEx+moMbkirbHcFCMdh7XMRuQmY3H58QVCpCbEYXb5CYQUjHotBp2W/LR48lLj2VxrwRdU0Gpg5UOXU5yV1Od6dji8rN1v4lsTC9lSZ+HSEdnc/cZmHr1+HMNzkvvlvRDibCUtOyGO4o033uDee+8F4Fu/fY1afREObxCLyw+Aqqo0v3IPIYeJjpKp5N7yWNTrqzqckf+7/KHI/70BBW9Aob1sJcH2SlIu+S4AigpLStv4yaySXuvz+OOP88QTTxyxvhf97CWWlk1jS52FX18zhjX7O3lzfR3jClOZv6KKH1xcjN0T5Bvj85hQmEZ1p5ONNWa+d1ExGo3mxN4kIc4CEnZCHMLk9LFoVwvNVg+TizOpPBBWGr2BlZ9/TNY3/iuqvK9xDyGHCXRxJ7Q/T81WHNsXR8IOwgNYjuTmm29mxIgRPZb/5je/odVkpc1QSOvedgBeWV2NosLGGgt1ZjdNXR6e/rwcgI93NFOUmcB15xXw5xVVvL6ujv+6vITGLg85yQZum1qEUa87oWMS4kwkYSfOOcGQgicQwu0PodFAbacLFWi3e5m/ooqaTieKCm9vaqB9Ww0ACcOn4C7/mszZP0ajPRgCrr2rMeSPIOS291v9mrqOPDLz/PPP5/zzz49a1tjYSFNTE0nnfwNVezB0683h0Kxod1DR7oh6TbPVQ7PVw8YDg2Q6HT7+vyXlWD0BVFXlzyuqePT6cTRY3Nx76TBWlHdQ1eFkcEYCeanxFKbHk2TUowGMcTo6HV4GZySi1Wgw6LW0271kJxvRaaW1KM4MEnYi5vmCIYIhlSWlbYQUhUW7W6lsd+LwBshLjafN7sV9SBdjt0O7HRPHXoZ7/wa8tTtIKAkPIFFDAdwV60i7+Hbs2z6LlPU27Kb9nd+Qd+fTxA85GExBWzvNC+4j65s/J/m82ZgW/xFX6XIA6p+9PlJu9xNfEFJUPl5XyoScOEpKSoiL673laHMHWPj3t1BVlaRxl5/U+2Q+0DUL4fD72bs7UFR4d0sDzV0eFBUS4nRoNeH3piQnifREA3ZPAE8gxE0XDGJTjYVR+cnUmlxcMTqXTqePWSNzyE4JB5/HH2L5vg6KsxIJKiompw+Ly8/FJVmEQioufxBVhQSDjpCiMig9gRG5ySQZ5aNKnBz5DRIxyekLoqgquxqtvLelka/2tuMLKj3K1Zhcx7U9fVoexkFjcO1bHQk7T802FJ+bxLGXRYXd8UqZdA0hpwVv3Q6yrv9lZHmXO8Ddb2zmi5cfpXP7l2zZU86UCaOjXhsMKexotPL5nlZ+/9Lf0KXmYCya0Oc6HI1yYOhao+VgS9MTOHgCUN3pQqtxRcrNX1EFwOa6cGtxXZUZgL+urSVeryWkqngDPX8GAK+uqel1eWaSgexkA9+eNAhFUZk0JJ1ReSnkpcYTOrBjaT2K4yFhJ3rV4fBS1e6kw+HjvMFpWN0BdjR0savJxuWjcnAHQozJTyEjMY5ASGVUXgouf5Aul/+ERhKeCFVVCSoq/9raiN0T5INtjUwsSqfD7qOxy403EMLjD2H3Bvtlf0njZtG1+k2UgA9tnBFX2SqMRRPQp2Sd0PaMg8YSl1mIt24HyeOviFq3ttIUaW3WmVwcfjPCnmYb//nWNmzNNThbq0md/p3TMsBEOY6x3CFFjWol94XF5cfi8vPcFxWRZYVp8XxrUiEVbQ6CIZVbpwxm6tBM8lLjJfjEEZ1Q2L300ks899xztLW1MXHiRObPn8+0adP6u27iBPmDCga9lpCi4vQF0Whgzf5OutwBvjEuj892tXDL5MFUdjhx+0OYHD4K0xNot3tptnrY22pnV6MVbyCEyenvsf3PdrX0ut9B6Qk0Wz1cPjqHmk4XD141En9QYfa4XFbs6+CKMbm4fMETGgZvcvpQVTDotDz3ZTkbqs3Ex+mI02nZ2WiNlKvuPL6W2olIHDMTy/LX8FRvIWHYhXiqt5Ax+0cDtr/s637B3Y/8H864jKjlzVYPS0rbMDn9dO0Md4OebBfm2aTF5uUvqw+2BDfXWfAHFdIS4phcnMGEQWlMKkqjptNFWkIcQ7OT8PhDDMpIwOMPMTgjgTidlnVVJmyeAPlp8RRnJrG31U55m53U+Diykg0YdFp2NFqZODidsQUpkddcO6GAxi43eanxNFjcjMhJxuELoCgQVBQ0Gg1DsxIjJx+KoqLVaiL/itOjz2H33nvvMW/ePBYsWMD06dN54YUXmDNnDhUVFeTm5g5EHWOGNxBCq9Gg12qwegK4/UHSEw3YPAH2NNk4b3AabTYPI3JTqOl0kp5oICvZQHOXJxxKTh9DMhMJhBTKWx10On04vEH2tdoJhBRS4vUY9DpWlXeQHK/HqNfSYvUSUBS676Z8dU01jRYP81dUYfcGIssNei3+Xrr5+qL5wJRXqyo6AXjo/V0A/P5LAxaXn4zEODQaDUMyE5k6NINOh49R+SncMLGQzCQDK8s7cfuDjCtMpcPuY0udBaNeR5vdw5r9JjqdPrKSDLTavCdVzxOlS0wjvngSrr2rUAM+VDVE0uhLB3SfTV0espIMUcvWVZpYtrcdVVVx7V1NXHYxhtxhA1qPM1n3763NE2BFeQcryjtIjdcfsUWv1UBBWkLk9/V4xOk0xOt1OHxB/uffpWi1GkpykqkzuQgpKjqthqCiEK/XkWjUEVJgUlEa9WY3/pBCfmo8VneAmSOz0Wk1dDp8BBQ1HLxaDcNykjA7/Wg0GrKTDWQkGhialURKvJ6gopISr8cXUFBRSU80HLvCooc+h93zzz/PD3/4Q+655x4AFixYwOLFi3n99df59a9/3e8VHAjd99Ef2u3T/Qvb/W83mydAl8tPolGH2xfCcyCwWmwevP4QZpcfFdBrNWgOlN/XasfqCTBxcDplLXYMeg1VHU5sngC+YPgPot3hRQOR0Wtuf4isJEPUIAEIX7PocvvRazUEQsd//7/D1/sfevf1F5snELX8ZIPuaLrvSetyByLfH9oa+3BbEyanv0edenO6gq5b0rhZmJfOJ+TqImH4FLTxvbVSez97V5W+v8f72x10uf3YvQFS4+P4y+pqvq4y0WLz4GveS8jeQcqsuX3ebqw7Wte1otKnoAMIhFQCofA2g4oKisq+1kNG4Ia6ywUjf3vL9nVEVh86MrYvDDotaMCo1+ILKIRUlbSEOGaOzMao1xJUVAIhlTitBpsnwKzROexqtDE0KxHXgc+UVpsXrQby0+IZX5iGikpOshF/SMEXVEiND8/yk2jQ4/GHSI7XY3b6yE429miJ2jwBUuP1bG+wUpSZQHOXh5wUI/taHWQnG3AceN/d/hDxcVq8AYVkox6HN0BaQhzJ8XryUuOxuPykxOsZnJHYp/fjZPQp7Px+P9u2beORRx6JLNNqtcyePZsNGzb0KO/z+fD5Ds4oYbcfe3i2yxckGFLR6zQEQyqeQAjHgQlztVoN7TYvKtDl9uMNKKiqSlVn+F6owekJmJx+Gi1ufCEFuydAZlK4VWHzBFBUFYNOS2W7E4NeS1ayAU8ghE6jIdGgxx9SIrNl5KYYUVQoa7Gh12mJ02qI02uxuo/9gdytu4XTU3gbKqCoKsED1zMODzo4GBR9CbqzzUB2Pfa3xFEXY/niJfwtFWTf8Ktey3QHoOKNPq6gvaOX0kfv1nL7Q9Sb3ZQ225g2NJNt9V3sbbHjDSi4ylYBGpLGzTqBIxFnA38ofIJ06MmoxeXnk529X0pYXt7b79jx0WiInIBrNDAqLwWNBjrsPhRVxR9UcPqCZCT2PCnvK4NOi06rYd//XnNS2+kTtQ+am5tVQF2/fn3U8ocfflidNm1aj/KPPfaYSvgzPerLZrP1ZbdCnDZvvPGGCqhbtmyJLFu4cKH6+OOPq263O7KsuLhYve6661RVVVWr1arqdDr1F7/4RdS2vvOd76iA+sYbb0SW/epXv1IBtaurq8e+W1pa1H379ql+v7/HOr/fr2ZlZakzZ848ySMU4twwoKMxH3nkEebNm3dosOL3+0lJSRnI3QoxoObOPXq3YVpaGrfeeivz589Ho9FQUlLCokWL6OjoedY9efJkAB588EHmzJmDTqfjjjvuAMJ/P2+++Sa1tbUMHTo06nVffPEFZrOZu+66q38OSogY16ewy87ORqfT0d7eHrW8vb2d/Pz8HuWNRiNGo/HkaijEWWj+/PkEAgEWLFiA0Wjktttu47nnnmPChOh74W6++WYeeOAB3n33Xd56K3xzeHfYHc0///lP4uLiuPXWWwfqEISIKX1+6sH06dOZNm0a8+fPB0BRFIYMGcL9999/1gxQEUIIcW7pczfmvHnzmDt3LlOmTGHatGm88MILuFyuyOhMIYQQ4kzT57C7/fbb6ezs5NFHH6WtrY1JkyaxdOlS8vLyBqJ+QgghxEk7pQ9vFUIIIU4H7emugBBCCDHQJOyEEELEvFMadqqqYrfbkZ5TIYQQp9IpDTuHw0FaWhoOR9/mhxNCCCFOhnRjCiGEiHkSdkIIIWKehJ0QQoiYJ2EnhBAi5vUp7B5//HE0Gk3U15gxYwaqbkIIIUS/6PN0YePHj2fZsmUHN6Af0KcECSGEECetz0ml1+t7fZyPEEIIcabq8zW7yspKCgsLGT58OHfddRcNDQ1HLOvz+bDb7VFfQgghxKnWp7CbPn06CxcuZOnSpbzyyivU1tYyc+bMI94k/swzz5CWlhb5Kioq6pdKCyGEEH1xUk89sFqtFBcX8/zzz3Pffff1WO/z+fD5fJHv7XY7RUVF2Gw2UlNTT3S3QgghRJ+c1OiS9PR0Ro0aRVVVVa/rjUYjRqPxZHYhhBBCnLSTus/O6XRSXV1NQUFBf9VHCCGE6Hd9CruHHnqI1atXU1dXx/r167npppvQ6XTceeedA1U/IYQQ4qT1qRuzqamJO++8E7PZTE5ODjNmzGDjxo3k5OQMVP2EEEKIk3ZSA1T6ym63k5aWJgNUhBBCnFIyN6YQQoiYJ2EnhBAi5knYCSGEiHkSdkIIIWKehJ0Qp0BIOWXjwIQQvZCwE+IkbKu3RP5vdfuj1rn9wcj/97eH54/1BUMAtFg9kf93a7d7B6qaQpzzJOyEOAZvIDqUgiEl8v93NjfSaHHT4fDyRVkbHn+4rD+o8Ne1tdSZXARCCivKO1iyp5VPdrTQYHbzj431bKqxsK/VjtMXZFu9hfXVplN6XEKcS+TJq0IcwyurqvnpFSMw6LUsLW3j013N/NflIxhbkMq6KhOKonLpiGw21lgYlp3MiNxkPtjWyPwVlSwpbeOZm8/jvS2NzBiZzeqKTmpMLjZUmyhMT+CdzQ0MzU5ifbWZkuwkbrpg8Ok+XCFikoSdOOd5AyH0Wg2tNi9FmYkAVHc6KUiLp93u40/LK5k+LJPsFCNvb26g3uyivM3B3hY7rTYvH+1oRq/TsKXOwoZqMxcMSWfZvnYCIZV9rXY21phpsLhZX2Wi2erhs10tQLgrc0lpGzNHZlPeasflC/LqmmrSEuK4feqQfjm28jY7Y/JlAgchZAYVcU4IKSpdbj9JBj0ba83kp8YztiAVuzfA39fX8fGOZm6+cDCXj87hsU/K2NNs45KSLFptXsrbHBj1Wr49qZDFu1vxBEIUpidg0GmpMbkAGJqVSJ3ZDYBGA4f+VSUZdLj8B7tCtRrQ67RcMz6fT3e1kGjQ4faH0Gpg1qgczhuUxrxvjO6X437o/V38z3VjSU80AKCqKhqNpl+2LcTZRFp2IiZVdThITYjD61fQ6TT86oPdJBl1WN0BakwuDDotl40Kz+m6aFcLDl+Qz/e0sqOhi631XQCsrOiMbM8XVPhqb3sktJq6PFH76w46iA46ICroABQ1fE2v2RrehvvAekWFVfs7KUhPOOHjfnFFJfdfOTLSotvVaGVVRSffmliITqvh7c0NzBmfT3ayPHpLnFsk7ETM2N1kJRBS8QVDvP51Haqqkplk4Kt97VjdgR7l39ncgEGvxR8MDzgpa7FT1mI/4va7etnGyWg+LDAhHJRmp6+X0sfWYffy+y/3M2NkDr/+cDcPXDmSTqePrfUWAiGFKUMz2VxrweMP8R8zh59s9YU4q0jYiZjQ5fLz249L0WrCraxEgw6HN4iqqj1aVofqDrrTocPR+60GJqe/1+XHsu7AaM5fvLeTWpOLn769HYCtdeGW6pd721mzvxNfQOHKMU6G5yRT1eFAq9EwPCf5hPYpxNlCwk6c9d7e1MD+dgd7mm2RZTZP/7bCBsKR7jPf3+7o87U1uzfAH7+qBKD2wHXEbuVtDsrbHJHvV1Z0UNXp5I6pRWQkGmjq8nDTBYMoykxAo9HQbPUw6CS6UoU4E8kAFXFW++vaGp5avO90V6PfPXPzedw57fhGZCqKSkW7g2v/tLZP+9BoINkQPt/1BRV+cHExFw3P4rW1NTx/+yTSEuJINobX+4MKbTYvQ7IS+3YgQpwhpGUnzkqPfVLKeYPT+dOyytNdlQHx7pZGLi3JPmK4eAMhtBoNHn8IuzdAg8Xda7mjUVVw+A7O8vL3jfV8sL0JqzvALa+sJ9Gg46LhWVwzIZ9t9V28s7mB3914Hnmp8YwrTGX5vna+MT4fRVHRamWEpzizSctOnFXK2+ws39fB77+s6DHqMZYY9VouHZHN63dPxe4NkBofF7V+W72FF1dUce+MYXS5Azy9eB9tAzTd2LShmWytt0S6XZMMOkblp9BgdvP87ZPY1WjlwatG4g8qGPQyKZM4M0nLTpw13P4g725uZOH6utNdlQHnC4anGCtttuENhJgyNDOyzuYO8OXedlZWdGJxB/D6QwMWdACb6yxR37v8IXY0WAF4aUUV+9rs5KfGE1RUGrvcfO+iYrKTDRj1ugGrkxB9JWEnzniqquL0BfnVh7v5fE/b6a7OKfXWxnrGD0qLCru9rXZW7OsAYFej9TTVLGxLvQVVhUc+3oNRr8XtD7GxxsyNkwYx95Kh2NwB0hLjjr0hIQaYhJ0444QUFZ1Ww+r9nWyrs7C31c72BisW14kNyT+bNVjcGA/rGixvsw9oS64vuruSQ4oauTl+R4OVmk4XW+u72NNk5W93TyXRoCPJqCfJoMfmCZCZZMAbCFFrcjG2QC5piIEnYSfOKA1mNysrOkg26vnzikoaLe4jDtE/F5S12NnTZOMnl5dQkBa+HWBvS3gezTOZzROIzAH6+KdlXDkml5UVnZgcPhIMOm68YBAfbG0kM8lASnwcT998HslGPRaXn8wkw2muvYhFEnbijNBq89BgdvP6ulq21HVhdfvP6ZDr1n2/YKfDR0FaAuurTCwtbTur3pu1lSY2VJsJHlLpnY3WqAfatto8XDoim91NNr5/cTF7W+zcMLEQTyBEQVo8KfHSFSpOjoSdOK1s7gArKzp4avFevAEF5xneYjldttR1UZieQLXJFXW7wNkieFg6H/7k9i11XWyr70JRYUV5+Hrkn5dXkptq5KZJg/ptYmxx7pKwE6ecwxtgW30Xb21sYG+LjRbbmXH96Uz27x3NXDAkvdf5NGPF4a1VX1Ch0eLh5VXVJBj0VHY4uGv6EOzeIFeMzqXT4cPq9jMiNxlVRe71E0clYSd6FQwp6HX9e8+Uwxvg/a1NvLelkYp2x7FfICLKWmzUm12RJyWcS4KKyrNLywH4aHszI3OT2VHfxd5WO51OPyNzk2m3e/n57FFMGJQqtzyIXknYxahASEFRVTZUmxmenYwvGGJkXgp1JhdPf76PV38whU6Hj0RD+IMh6cC0UPVmF1qNhn9tbWTq0EzGFaYSDKk0W93kpsSj02oo7MO8iTZ3AK0WNtdauP/tHXgCR56UWRyZokJZs53WczDsDlfZ4aRyRVXk++7bL+rNbr5/UTG7m23MGpXDFaNzMMbpSDbqMTt9ZMljjc5pMoPKWazR4iYQUtha38WFQ9JZWtrGhUMy0Gk1vLiyirIWOxaXn+KsRCxOP1eMyaWyw8m+Vju/+eYYXl1TC0CSUccvZo8KP9Ntdys7G614AiGykgyYXX70Wg3xcTqGZieyt8XO/VeOJNGgY2V5By/cMYkN1WZmjcphc60FmydAVrKRdVUm7pw2hOe/qqCyw0lxZmLU8+HOFs49yzB//gIAeXc9S/zg8VHrVVWl+ZV7CDlMJJRMJfeWx/q0fU/1Fnyt+0mfcdcxy04blklzl4f6pmZsX/8TT91OFFcXuuRMEkZMJ+2S29ElnNt/VwadFn9IITvZiNXtZ9qwTKYOzSQtIY57ZwyLlOse9ekPKsTpNPJA23OAhN0ZpvuP0OYJUNXhJDfFyMc7mlFV2NNs47rz88lLjeftTQ1srevCH1KwuPzotJoeF/1PhRSjHocvGPVcuG4ZiXH9/gy4U6077DR6A0nnzSbrG/8Vtd7bsJv2d34DujgShk7qc9hZvnoFx/bFFP9q0THLJhv1uF1OGl77L9SAl5QLrkOXmk2goxbHzqXEZQ+h4O4X0Ghkyq7DDclM5GdXjWTSkHTSE+L42bs7abF6GJWXQpJRz2M3jEOn0RzoEQk/a/C8wWk0Wtw0WNxcOiIbCM9J6g8pkenbSpttTBiUdjoPTRwn6cY8jSrbHeSmxPPq2mpMDj/nF6Xxxro6ko16TE4fTV3hR60cep1mXZWJ+DhtjxA5HUEHBycS7u25cGd70B0qYfgU3OVfkzn7x2i0B68JufauxpA/gpD7yA997S9OXxDX/o2E7B3k3PIYiSVTI+u08SnY1r9DoKMWQ17JgNflbNNgcfPL93dRmBaPCrQeGBRVc+BxSPvbHTi8AcwHThz1Wi23Tx3Me1sayUg08P2Li3H5QmyoMaPTwHXnF5KRGMeTi/YyeUgGP7m8BK0GhmUn8+8dzVwxJrfX+wX7+ugm0X8k7E6RkKJSZ3aRnWzksU9KMbv8fF1lIutAKy4QUnl/W2OPEWmHD0jwBEJy3es0SBx7Ge79G/DW7iChZAoAaiiAu2IdaRffjn3bZ5Gy3a29vDufJn7I+ZHlQVs7zQvuI+ubPyf5vNmYFv8RV+lyAOqfvT5SrruVF3RaUH0u9OkFaHThP1XFF366gS4xPap+uuQMADR6uSH7aI408vfQZyF2e2llNRB+mO6jn5RFrVu1P9wlr6rha4Wbai24/eEeDovLT5JRz9yLh1LWYmfGiCwUFUblpbC72YrbFyI9MY4ko56pQzPITjaSlhAnITjAJOwGgM0TINmoR6fV8PGOJiYOTueVVdUsL+9AVdWoFs+hT6U+m24UPtfo0/IwDhqDa9/qSNh5arah+Nwkjr0sKuyOV8qkawg5LXjrdpB1/S97rLeufhNX6XIG/eRv6NPyADAWTQCNlq7lr5JxxX3oUrIJdNZi2/AvEkZeRFxW0ckdqDguh1/8Ofyk1OoO8Kfl4cdPLdvXHlmu0US/NjfFSCCk8I1x+YzMS6YwPYGSnGTa7F4uG5mNN6Dg8gfJSjIQCKnyVImTIGF3HFRVxe4Nsr2+i6Ci0m734vCGz+L0Wg1b6ix887wCNtaYKclJZlVFB05fELPLT02nK3LRXJzdksbNomv1mygBH9o4I66yVRiLJqBPyTqh7RkHjSUusxBv3Q6Sx19xXK8xZA8hc879WFf+jba3HjpYtwlXkXXtgydUD3HqHB6SHQ4fAO9tbUSriT7hvemCQWyutWD3BPjmeQXUmJzcNqWIq8flkWjQH1fwBUMKvqBCeZuDC4rSCSgK2gMtyJCiYjjk9qJYv08xZsIuEFLQED7D+uemBiYMSqPD7qXG5CIvJR6nL8D15xeytrKTy0fnUtZiI9GgZ1xhKv6gQjCkkplsYF2lCYCmLjfZKUbe2dxIMKRg9QTwBkI4vL3PXrFod+sR6yZBFxsSx8zEsvw1PNVbSBh2IZ7qLWTM/tGA7S/7ul+Qfd0veizXp2RhKBhFQskU9Km5eJvKcGz7DF1CKhlX3jdg9RED6/CenY93NEf+/97WRiA8zdofv9qPJxDi5gsHs62+iwmDwrcHZScbGZGbzNZ6C8Oyk6los7On2c7gjAS+2tuOXqthSGYinkCI0fkpNFrcqEBqfBxGvZaxBak0dbkZlp1EVrKRkpxkRuelAJCbasTtDxEfpyVOp2Vfq53zBqWdVTfzn1DYvfTSSzz33HO0tbUxceJE5s+fz7Rp0/q7bkekqiohReVfW5uwevxYnH72dzjpsHtptXkj8wke7rW14aH2v/9yf2TZoPQE3P4gOq0Wq9vfY1ojIbrpEtOIL56Ea+8q1IAPVQ2RNPrSU1oHb9NeOj54gvzv/wFjwUgAEkddjNaQiG3dOySdfzWG7CGntE7i1AmE1Mh1x799Hf4823mMxzztaw0PngoqamRATmsv1y431Vp6LOvWPdjGGwiRmWSgqcvDjBHZNFjczBmfFxlHMH1YFl1uPwlxOgx6LanxcVw0PAtfMESSUU9cP09U0Rd9Drv33nuPefPmsWDBAqZPn84LL7zAnDlzqKioIDc3t18r1+nw4fYHWVtpIhBSaLN5+brKhCcQotPu65c5As/FGSnEiUsaNwvz0vmEXF0kDJ+CNj65l1K9n+mqysm38J07l6BLSo8EXbfEkdOxrXsbX/M+CTvR7w59vJbbH/7M/Loq3AvW3YgAeGtjQ4/XGvXhyzjJBj1jClJITzQwKD2BvNR4/vPyUzdyuM9h9/zzz/PDH/6Qe+65B4AFCxawePFiXn/9dX7961/3aVveQAhfUCGkqKyq6KCpy0NBWjxflLWRZNTzRVkbiiLdgOLMkTjqYixfvIS/pYLsG37Va5nuAFS8rqjlQXtHL6X71gUUcllR1Z5/D2rowImfIiN1xZnFd+C2JIcvyJa6rshyg0575oad3+9n27ZtPPLII5FlWq2W2bNns2HDhh7lfT4fPp8v8r3dHm5Ob6g249U4qGhzYHb6UVEjF24bLW4yEsNN5m+dX9jnAxKiP5U6MlgKzB6bS37J4PAy32+xd7Yw9ds3EWeIB+BVo47stHhunjwYnzuNF9/UMcRfzxWTb41s65NVL9ABTB2awYTJ4W2tKc9h83b41phU4pOiJ1pwdnXicztJzxuMTh++iXn5rtHsqNvB9PhWhow/eJ/dyj3v0AZcO+tiCkYOHrg3RIh+0t9z7x5zf30pbDKZCIVC5OXlRS3Py8ujvLy8R/lnnnmGJ554osfyi0uyZAYVcVZY6NrBUuBns0cxZcrE8MJbJ/Yo9/7DBsYWpPLcgXWdS2/lgw/eZdboXEpKSli0aBGpwfBZ7e1Th3D3gXLvcy23ffIGthWvcdGcOeh0Ou644w4A7r77bt58801qa2sZOnQoABXnP87kyZ/x+R9+wQMPPEBxcTGrV69m2+fvcPXVV/PWb743sG+IEGepAR2N+cgjjzBv3rzI96qq4vf7SUlJGcjdCnHazZ8/n0AgwIIFCzAajdx2220899xzTJgwIarczTffzAMPPMC7777LW2+9haqqkbDrzejRo9m2bRv/8z//w1tvvUVbWxuFhYU89NBDvZ5YCiHC+jQ3pt/vJzExkQ8++IAbb7wxsnzu3LlYrVY++eSTgaijEEIIcVL61GlqMBiYPHkyy5cvjyxTFIXly5dz8cUX93vlhBBCiP7Q527MefPmMXfuXKZMmcK0adN44YUXcLlckdGZQgghxJmmz2F3++2309nZyaOPPkpbWxuTJk1i6dKlPQatCCGEEGeKU/o8OyGEEOJ0kCm0hRBCxDwJOyGEEDHvlIadqqrY7Xak51QIIcSpdErDzuFwkJaWhsPhOJW7FUIIcY6TbkwhhBAxT8JOCCFEzJOwE0IIEfMk7IQQQsS8PoXd448/jkajifoaM2bMQNVNCCGE6Bd9ni5s/PjxLFu27OAG9AP6lCAhhBDipPU5qfR6Pfn5+QNRFyGEEGJA9PmaXWVlJYWFhQwfPpy77rqLhoaGI5b1+XzY7faoLyGEEOJU61PYTZ8+nYULF7J06VJeeeUVamtrmTlz5hFvEn/mmWdIS0uLfBUVFfVLpYUQQoi+OKmnHlitVoqLi3n++ee57777eqz3+Xz4fL7I93a7naKiImw2G6mpqSe6WyGEEKJPTmp0SXp6OqNGjaKqqqrX9UajEaPReDK7EEIIIU7aSd1n53Q6qa6upqCgoL/qI4QQQvS7PoXdQw89xOrVq6mrq2P9+vXcdNNN6HQ67rzzzoGqnxBCCHHS+tSN2dTUxJ133onZbCYnJ4cZM2awceNGcnJyBqp+QgghxEk7qQEqfWW320lLS5MBKkIIIU4pmRtTCCFEzJOwE0IIEfMk7IQQQsQ8CTshToFgSDndVRDinCZhJ8QpUNnhxOz0YXH5AfAGQoSUUzY2TIhznoSdECfhg21Nkf/va42e6Hx/e3jO2JCismZ/J0vL2nhjXS2dDh8fbW9mTWUnnY7wdHoNZjeKhJ8QA0YeRifEMbRYPRSmJwDgDyp0uf2kJcQRH6fj7xvqOH9wGka9liWlbaTE6xmckUijxc1Ti/cxJDOBH19Wwj83NXBJSRZrK02YXX7qzS4uH5VLi9XDXdOLWVvVycTB6UwYlHaaj1aI2CRhJ8RReAMh/vuD3cy/8wIykgz839Jyqjqd/GRWCRpgd5ONua9v5v4rR7CxxoxBp+EHlwzlmSX72F7fxZr9nVw8PJsGixutBpqtHrbXd6HRaKi3uPh0ZwuKorKyohOPPyRhJ8QAkbAT57zu7kN/SCE+TkdIUdndZEUFqjucfF1l4v1tjYwrSDvQMvNR0eagutMJQKvNy/pqMzsbrZS32ilrsbOktC2y/VUVHQDUmd0AdDh8GHRa6s1u7N4gH25vpqzFRkhRuXVKEYkGHXG6/rnCoKoqGo2mX7YlxNlMZlARMSmkqOi0msiHvaKomJw+spON1Jhc5KUaSYmPA2BFeTubai0MyUzkvEFp/PJfu6jqdJKfGk+rzRvZ5owR2ayrNqGqkGLU4wmECB4IyuxkAyanv9e6aDRw6F+ZRgNxWi35afE0WNzotRqCikqSQccNkwZRlJnAf10+4oSO+3eL9zLv6tEkGHQAvLelgdunDjmhbQkRS6RlJ2KKqqqoKjzz+T5umTIYhzeI2ennjXW1pMTrCYRUKtsdjCtMY1h2IsNzknlrYz1lLXYuG5VDabONyo6DLbZDbagxR0LL4QtGrTtS0IXr1PN7f0ih2eoBiASmyx/iw+1N3D7lxB5yvLayk9fW1nLF6Fy8wRBXjM7l7c2NWN0B7psxDL1Oi6KoaLXS0hPnHgk7ERMCIYWV5R3YvUFWlndQb3Gxv8OJQadhRXkHhw90bDkQZBmJcXS5AwCs2d951H30960CvW3PH1RotXn6tJ3u1uuHB0aG/vbfpTh9QX44cxjNXR4+2NZERqKB684v4L0tjUwaks6FQzL65RiEOFtI2ImznqKo7Gy08ugnZTi8AVz+EHE6DarqQIUeQXeo7qA7kxzeojwabyCEzRMgwaDjk10tANSaXAD839IKQmq4+3bB6mpyU42sKO9gbWUn/zFzOJeOyMblC6LTaoiP0w3IsQhxppCwE2e1QEjhx//YRp3ZRZvde8jys/eetXa775hlAiGFOJ0Ws8tPl8tPnE7bo7s0eEjK15hcPPpJGQ0Wd+T7zx+cyYZqMx0OH7dNGYz+wKCYBrObIVmJPfYpg13E2UzCTpzVXl5ZzYryjtNdjX5lcflw+YJYXH6KMnuGDkCr1cuWOgtDshJx+oJwHNneHXQA9WY3U55axvCcJPxBhSWlrcwalUNhegJvrq/jtblT8PhD5KXGA9Dh8LK93so1E/L75RiFONUk7MRZ6a6/buQb4/J5eVXV6a5Kv1NU+PPySvQ6Dd+5cDDDc5J7lGm2enj+q/1cOiILmydAdaerz/vxBEKUtYRnfanscLKzwQoacHiDXPLMCoKKwg0TC5lSnMmORitflrVhcfnRauCOaUN4eVUV/3X5CIIhJdIqFOJMJbceiLPKvlY7z3+1n6/2tp/uqgwo/YHraAu+N5mLS7LQHTaC8o11tTzx2d7IbQsDaWhWYuQewe5ezKvG5LF6fwdP3TiBDdVm/r/vnC/X/cQZTVp24qwRDCn8c1N9zAcdhK+3OX1BWmweqjudjMpLiazzBkKsqzJHyg207qCDg7dRLNsX/hksXF9PeZsdg17L+YPT8QUVZo/NpSAtAYNeWnvizCFhJ854wZCCJxDi6c/38c7mxtNdnVOqqcuDXqthRE5y5P64RoubvS2201yzsO7Jr9/f1sTHO5oJhFS+ruzkqrF53DV9CL6gIi0+cUaQsBNnHG8gRHycjuX7wjOb7Gq00mBx92lIfqzY2WilqcvN1KGZZCYZSDLqqTO7cflDp7tqUVT14AjYNZUm6sxuvtzbTlmzjXd+dBE5yUbi43TodRr0Wg0ajQZvIERlu5PzBst8oGLgSdiJM0qH3cvHO5ox6LW8vKo68gicc9XGGjOp8XpumFiIN5BAQXoC9WYXnsCZFXaHCikqtSZX5H6/pz/fxx1Ti9jdZGNfqx2NRsOtkwezYHU1k4rS2VBjYu4lQzHqdXJ7gxgwMkBFnDHqTC7+sqaGxbtbcPqCR70Z/FzzvYuGMHtsHm5/iLWVJt7Z3HC6q9QniQYdbn8IjQa0Gg1GvRa3P0SSQYfLH2JiUXp4SjOthm+eV0C92UVxVpKEn+g3EnbitFIUlb2tdv7wZQW7m2yYXUeeY/JcVpAWz4NXjaTe7OazXS2ReTVjSZJBR5xeS15KPI1dbiYOTmdEbjJXjsnlijG5p7t64iwnYSdOm799XcuSPa1sre863VU5K9w3YxgtVk/U44POBYPSE/j9rRPR6zRMHpJBu8NLQVoCwZBCSFWl+1McFwm7c5DNEyAtIe6oZXzBEEZ9/4+ia7V5eHdzI3/fUHdGzkt5JrukJAuLy095m+N0V+W0GZOfwpzx+Xx3+hD+taURX1BhUEYCVneA684rYHBGgjzVQfRKwi4GdM9g0f34lkBIod3upcPh458bG7hsVDYVbQ5+cfUovixr59FPStn829ks2t3C6PwUFAXGFYZ/Hrsarbj9ITZUm7hqbB7piXGEFJWKNgfTh2eRaNCd0FDy8jY7f/hyP2XNtsgTB0TfZCYZ8PhDZ/TglFOh+zmFWs3BG+r1Wg2Xj87hrouK6XT4yE0xctnIHLzBEIkGvczyIiTszhaqGr7J2KAPT/gbVFQ2VJvxBEJ8WdbG0KwklpS2MrYglSSDnq/2tWM5cP2re5aNhDgdBr0WmyfAlWNyWVHegUGvJaSoXDM+H0VVabF52dVoBcLXibpHQ2q1GiYNTqei3cF/XzMamydAabONZ79zPhaXn5wUI5tqLAzKSCAvNZ6aTicj81JYsqeV/e0OutwBPjjwCJqziXPPMsyfvwBA3l3PEj94fNR6VVVpfuUeQg4TCSVTyb3lsT5t31O9BV/rftJn3HXcrwl0tWBdtRBv/S7UUBBDXgnpM79HfPH5fdp3LDp/cBp7mm2cPygNjUZDQVo8159fSJJRx+WjD173s3sDpMbHYXOHnxghN8DHPgm7M4DLF8TtD5GaoKe81cHgjARabV421pgpTE9gaWkbLl+QrfVd3DZlMOcPTufpz/fRZvei4eiPsBloGYlxWD0BMhMNkcElg9ITaLV5KMlJjjwI1ajX4gsqp6+iJ6g77DR6A0nnzSbrG/8Vtd7bsJv2d34DujgShk7qc9hZvnoFx/bFFP9q0XGVD9o7aV34M9BqSZ18A5o4I849ywiYGsi743fEF03o0/7PFTNHZnPthAKmDs1geE4yT3xWxt4WO3mp8eh1Gp66cQIhJXz9r8XmweoOMLk4gx0NXbh8IWaMzI5sq8PhJTclPEF2m81Lflr86Tos0Qdyn91p0P007Y93NFOclciLK6uoM7m4sDiDz/e04g+Gu1z8QQWNJvpJ16+trY2aD/F0j87vvu526CjK7pGC3UEHnJVBd6iE4VNwl39N5uwfo9Ee7MZ17V2NIX8EIbf9lNTDtvEDFJ+LwntfIi5rMADJE+fQ8tp/0rX8NQru/tMpqcfZ5usqE2srTeSmGJk5MocPt0f3MtSZXHQ6fHgCIYIhlUSjjjumDuGV1dUUZSRww8RBhBSFTqcfVVX53kXF6HUafv3hHm6fWsQ3JxTgC4bQaDRUdjiYVJROokFPSFGj5jWVJ8WfPhJ2p0iXy8+GGjMGnZYnF+2ly+XH4QtGlTl0DkL/gXDord19KuZDFNESx16Ge/8GvLU7SCiZAoAaCuCuWEfaxbdj3/ZZpGx3ay/vzqeJH3KwazFoa6d5wX1kffPnJJ83G9PiP+IqXQ5A/bPXR8p1t/KCTguqz4U+vQCNLvyn6msqw5A3PBJ0ANq4eBJHTsOxfTEBSzNxmYMG7o04S3X/HXU4fD2CDmBXU/T0aw5fkD8trwSgutPFH5ftj1r/r62NpCcasLj87Gy08traGjz+EFZ3AI0GUuPjuLA4HYvLz+yxeXQ6fUwtzmRnozX8SCYgJ8XIJSVZJBn1DMtOQqfRSBAOIAm7E6SqKooavljePXLR5gmQEKej1uRCUVXidFr+8GUFI3OT+XJv+zk9iu5sp0/LwzhoDK59qyNh56nZhuJzkzj2sqiwO14pk64h5LTgrdtB1vW/7LHeuvpNXKXLGfSTv6FPywPCAauN7/nIH43eCIC/rUrC7hRQVCLXxAFqDnvEktsf4vM94VtENtVaUFX4CzU9tmPQh3twLhySztCsJMYVpnLR8Cx2NHRx65Qimq0evIEQo/JScPtCpCUefRS1OLKYDLvuroO+3HtzpLKqqtLh8GFy+lhbacLtD1HeakclPIejUa9lV5ONq8flsavRytiCVNZWdhJSwg/hVFRY0s/HJ06PpHGz6Fr9JkrAhzbOiKtsFcaiCehTsk5oe8ZBY4nLLMRbt4Pk8Vcc12viMgfhayxD8bnRGg8+2NXXtBeAkNN8QnURA+dooyK6e3C2N1jZ3mDlox3NkXX/2tpEaYsNVYVpQzNptnq4ZkI+t04ZTEhRGZGbTCCkkmzs+THefanE7g3g9odYtLuFOePzSYjTYdTrCKkqrgMtTGOclkSDnmSjHm8ghC+okJYQhz+oxNTAnRMKu5deeonnnnuOtrY2Jk6cyPz585k2bVp/1+2YlAPdeU5/kA67F7PTz8YaC29vricvNZ44nZbKdgfDc5Jptnr46eUlrKs2M3VoBmUtdjISDYwtSKEgLYEGixujXktZi50ko449zXaGZSXy0Y5mfEEFnUZDSFHxh3q/9vT2pvD0Td0PwxSxJ3HMTCzLX8NTvYWEYRfiqd5CxuwfDdj+sq/7BdnX/SJqWcqkb+Kp2kznp8+ScdkP0MTF49i+GF9b+CG2SlBmoIkVe5oPdq1urrMA4YkY3lxfhwqMLUihst3J0KwkrB4/gZDKxSVZVHc4yUkx0mz1YHb6Mei1dDp8PP15OdnJRpy+AIXpCZHWaH5qPA5vgPREA0FFQa/Vkp4Yx3mD0hiUnoBep2VcYWp4LIFWw4jcZBbtbuV7Fw3B5PQzLDsJ74HbYc7kJ1z0Oezee+895s2bx4IFC5g+fTovvPACc+bMoaKigtzcgZnSx+MPER+nxeLyU90ZvpBs9fh5Y10dHn8IVVVps3tROXgW1W4/OIHwzgND6R//LHz2e+jz0Az68P1pKuEW4aHWDMjRiLOVLjGN+OJJuPauQg34UNUQSaMvPaV1SCiZQsbsH2Nd/WZ4VCagzygg/bLvY131Btq4hFNaH3HqdV+zL20On1hXtB+8PLJ4dyvAES+ZmJzhz8VDu13b7OH7Xl3+g1PQNVs9xzxx/9Py/QdamCmYnD4yEuMYlZdCq82L4cA9jQa9lhkjsrF7A5Fu2qwkA0FFpTD91P6u9jnsnn/+eX74wx9yzz33ALBgwQIWL17M66+/zq9//et+qdSOhi4GpSfwj431tNu9rKsyR84c+nvuRP9ZPkpQnFpJ42ZhXjqfkKuLhOFTer1+Br13natK//yupU7+FsnnXU2gsxZ0cRhyh+Hc/RUAcZmF/bIPIY7FGwj/Pnc/07DT4WN/u7NHudX7O3ssG5GbTJJBxyf3zxjYSh6iT2Hn9/vZtm0bjzzySGSZVqtl9uzZbNiwoUd5n8+Hz3ewhWW3h9+UVquHBkd4AuAWq4dASGFVRSdNXR7yUo20WL2REUtCnEkSR12M5YuX8LdUkH3Dr3ot0x2Aijd60ELQ3tFL6RMbfac1xGMcNDbyvbduJxq9EePgcSe0PSFOpaoOZ6T1d8qofdDc3KwC6vr166OWP/zww+q0adN6lH/sscdUwreCRX3ZbLa+7FaI0+aNN95QAXXLli2RZQsXLlQff/xx1e12R5YVFxer1113naqqqmq1WlWdTqf+4he/iNrWd77zHRVQ33jjjciyX/3qVyqgdnV19dh3S0uLum/fPtXv9x+1juvWrVN1Op16//33n8ARCnFuGNDRmI888gjz5s07NFjx+/2kpKQM5G6FGFBz58496vq0tDRuvfVW5s+fj0ajoaSkhEWLFtHR0bNlN3nyZAAefPBB5syZg06n44477gDCfz9vvvkmtbW1DB06FID6+npuu+02brjhBvLz8ykrK2PBggWcf/75PP300/17oELEkD6FXXZ2Njqdjvb29qjl7e3t5Ofn9yhvNBoxGo0nV0MhzkLz588nEAiwYMECjEYjt912G8899xwTJkRP53XzzTfzwAMP8O677/LWW2+hqmok7HqTmppKQUEBL774IhaLhUGDBvHggw/y29/+Vk4ihTiKPs+NOX36dKZNm8b8+fMBUBSFIUOGcP/99/fbABUhhBCiP/W5G3PevHnMnTuXKVOmMG3aNF544QVcLldkdKYQQghxpulz2N1+++10dnby6KOP0tbWxqRJk1i6dCl5eXkDUT8hhBDipJ3SR/wIIYQQp0PsTHwmhBBCHIGEnRBCiJgnYSeEECLmndKwU1UVu92OXCYUQghxKp3SsHM4HKSlpeFwyENMhRBCnDrSjSmEECLmSdgJIYSIeRJ2QgghYl6fwu7xxx9Ho9FEfY0ZM2ag6iaEEEL0iz5PFzZ+/HiWLVt2cAP6AX1KkBBCCHHS+pxUer2+18f5CCGEEGeqPl+zq6yspLCwkOHDh3PXXXfR0NBwxLI+nw+73R71JYQQQpxqfQq76dOns3DhQpYuXcorr7xCbW0tM2fOPOJ9c8888wxpaWmRr6Kion6ptBBCCNEXJ/XUA6vVSnFxMc8//zz33Xdfj/U+nw+fzxf53m63U1RUhM1mIzU19UR3K4QQQvTJSY0uSU9PZ9SoUVRVVfW63mg0YjQaT2YXQgghxEk7qfvsnE4n1dXVFBQU9Fd9hBBCiH7Xp7B76KGHWL16NXV1daxfv56bbroJnU7HnXfeOVD1E0IIIU5an7oxm5qauPPOOzGbzeTk5DBjxgw2btxITk7OQNVPCCGEOGknNUClr+x2O2lpaTJARQghxCklc2MKIYSIeRJ2QgghYp6EnRBCiJgnYSfESWi0uE93FYQQx0HCToiT8Nam+uMqFwgpUd+fwnFhQggk7IQ4KRVtjiMGl8Xlj/x/f7uDTTVmKtvD5cvbep9PVggxMCTshDiGdrs38n+T0xe1rtXqxeoO9Pq6tw+0+oIhhaWlbWxr6GJlRQcNFjef72mlvM0eCUSbO4DD2/t2hBAnT568KsRRtNm8PLNkH0/eMAFfKMSnO1sYlp3ExKJ0spONtNm9mF0+2uxe9rc7+Ma4fBIMOgDe3FBPIKRy84WDWLy7lRG5yXgCIfa3O2m0uMlJMWL3BLj/ypFsqjVj0Gu5fHTuaT5iIWKThJ0Qh3D6giQbw38WwZDCp7ua+WRnCxMHpzMsO4m1lSaqO13sbrJx+egcbJ4AjRYP7XYvn+1uYVB6AlOGZtJocdPp8PGn5ZWMyU+hxuTC5gng9ocYW5CCJ6BQ2e7ko+1NTBiUxtdVJlLj4yTshBggEnbinGfzBIjTadBrtayq6GBjjRl/UGF8YRpPf14OwEsrq7j+/AL2ttrZ22onPk7LF2VtACza3YoxTsuGajPnD+5Ao4Hnv9of2f6mWgsA5gNdlh0OH6oKVR1OXP4Q729rYu3+ToblJPPjWcNJNurRaDSn+F0QIrbJdGEiJvmDCga9FlVV0Wg0hBQVf1DB5Q/yyc4WLh+dQ0lOMgD/3FTP61/XcvclQ2m3+3hxZe+PrMpJMdLp8PW6rlt+ajzfnT4kKuxS4/XYvcHI9wa9FqNei1Gvw+T0kZ8aT5vdi1YDt04uoiQ3iR9dVnJCx/3JzmaumZCPUR/uSt3e0MWFQzJOaFtCxBIJOxGTfvvxHu6bMQyLy09Zi51X19QwsSiNWpMbm9tPSW4y04ZmMjo/hacW76PB4mZEbjL1ZheB0Om7LSA+Tsutk4v43xsn9Pm1dSYXV/xhFZ/89FIGpSeQlWxk7uub+e70IcwZnz8AtRXi7CHdmCImqKpKm92LBg0ryjvYVGuhweImLSGOxXtaUVVotnoi5VtsXtZWmkhLiMPmCY+CrOpwnq7qR3gDCi2H1LMv3tvaiKrCiyuqqDe7mfeNUdSYnLy8sgpFUblqbB7bG7o4b1AaSUb50xfnFmnZiZhQZ3Lx1OJ9qKrK11UmfEGFOJ0GVYWgcnbdwD2uIJXPfzbzuMqqqoo3EL5hfdKTX+ILHrx5PSVejy+gEFQUzhuczv+7biyf7GxBReWXV48mI8kQ6eYVItbJ6Z046y0tbWV7g5Vl+9qjlp/O7siTcfi9fEdjdQfocvvRajRRQQfgOOQ64a5GK6+vq2VjjYVASKHB4uHv905jZ6OVdruXS0dkk2TQo9VqqDW5GJad1G/HI8SZQMJOnNX+vaOZn7+3k1hqnFhcfhRFxR9SiI/T9VrG5g7g9Afx+IOYnH6O5/A/39MW+f/GajNzX99MokFHIKTy/tYmBmckcP3EQv6yupo/3j6JFquXYdlJGPRabJ4AG2vMcu1PnLUk7MRZ6d3NDYRUlf9dtBeAWJpqMqiofLi9iaoOJ9+dPoTirJ6trMYuN7//soKrxuTSbPVSa+rb9UZ/SGH1/s6oZRoNfLS9Gac/yDf+uIY2u5eJg9P5yawSWm0e/vjVfhotbgZnJHLNhHwe/7SMX1w9Cn9QISfFeFLHLMRAk2t24qzS6fDx7x3N/O7zfae7KgMq2ajH7Q/y1n3TuWREdo/1i3e38tD7u8hOMdBu96Gq6oB1204YlMq+VgchRUWjAa1Gw3XnFfDprhbunFZEU5eHV78/haASbonG6WQWQnHmkZadOKu8tLKKf2w8vicNnM2cvvD1thabl3qzq0frbl21CU8gRKPlxEZu9kVpsz3yf1WFkKry6a4WAJaUtmHzBLj/7e3kpBipNbn4zTfHMjIvmUSDfLyIM4f8NooznqqquP0h3t/ayD831RM6y0ZXnowWq4fdTdqosOtweNlYYz6NtTqoexLs5eUdkWX/35JyLhuVw00XDGJ3k5VZo3MiN7kfzu0PSiiKU0J+y8QZq8PuZX+7k1UVHWxr6KLT4TtrR1ieqPI2O01dbqYPzyQ7yYhWq6He7MbuCR77xafJhhozNSYnzy4NT7X2xt1TKcpMRKuB0hY7mYkGLhiSzuY6C7sbbTx41Qi5/UEMOAk7cUbx+EPsabaRmWTgqcV72dtip+MYU3TFsg3VZoKKyvcuKiakqBSkJVBrcuENhE531Y6q3X7wZ/b/Pinl7kuG8s7mBnxBhZCiMiovhdX7OzlvUBoLVlfzt7lTmDA4DX9QITtZBruI/icDVMQZweULkhCn45+b6pm/ooo4nTZqxpNz3a+vHcOU4gzi43R8vqeVv6ypianu3ESDjpG5yQzKSGD6sCxarB6mDM0kNV7PyLwUMpMMp7uK4iwnYSdOq91NVrbWdfHiyipsnkBMfYD3pynFGXz/4mI6HT6+2tseeZJCrMtNMTJnfD6PfmucjPIUJ0W6McUp5w8qvLulgXVVJlaWd+IPKcd+0TluR6OVS0dkY3H52Vrfdbqrc8p0OHz8Y2M9Vk8AvVbD7VOL0ADTh2fh8YfocvspSIvHF1Qw6rVy7U8ckYSd6FWbzUt+Wny/bc/lC7Kn2cauRiuf7mqhrMV+7BeJiJCiUtZix+0PnpOt388O3Orw8Y5mbpxUiMnpZ2u9hXqzOzIH6n/MHM7YghRS4uNOc23FmUi6MWPA4ZP5hhQVhzeAP6Twyqpqrp1QwO4mK/8xczh7W+y8srqaF26fxKLdLVwxJherK8CQrEQg3K1Y3ubg60oT3zwvH2OcjmBI5eMdTVw5Jo9LSrIoTE/AFwwdcTg5gDcQIj5OhzcQwhsIsXB9HX9eXgnAmfpZ7dyzDPPnLwCQd9ezxA8eH7VeVVWaX7mHkMNEQslUcm95rE/b91Rvwde6n/QZdx33a2zr38PXWoGvZT+K20rBFd/HMO32HuXcFetxla/F37qfkMuKLjWbhJKppF9yB9r45D7V82w1MjeZO6cNYWONmdH5KVw2KgetRsPk4oyoJ9CLc5P89M9itSYXiQYd/9zUEH5ydmkb3xifj8sXZE1lZ+Rm4A+2NeH2h3h7cwMGnZbyNgdxWg0f7WgmK8mA2x9ifGEqOq0GmydAeZsDgC/K2qImF15Z3olWAzddOIh1VWZ0Wg3v//hi9rc7KGux02L18I3x+TR1uXl1TQ0jcpMpa7FjcflJTdCfsSF3OI3egGvv6h5h52vcQ8hhAt2JtRw8NVtxbF/cp7Czrv0HuqQMDHnD8dZux+0P0ttQDfMXL6JLziRp/BXoUnMIdNbh2L4IT/VWCu7+E9q42B/hWNnh5MWVVVhcfrbVd/HKqmpG56dQmJ7A1ePyuG1K0cGy7Q7SEuJw+oKkJcSRdZQRoB5/iATDkU/sxNlBwu4M4A2Erz2kxMfRZvMwLDuZyg4H8XodCQYd66tNdNh9LFxfx8+uGsmEQWn8eXklZS124nQa6szuyLZ2Ndl6bL979vuaTldk2Uc7mgEwu/wAvV4HOnwWfc+B4e5vbWyILJv13Mqop3D/bV1tZJ7K7tAEIs+MOxskDJ+Cu/xrMmf/GI324Ieca+9qDPkjCLlPXRfsoJ/8DX1aHiG3jab5Rw7JnBt/TfyQ86OWGfJHYF78R1x7V5Eycc5AV/WMYDnw+9z9e13WYqesxU6jxc3GGjOXlGQzc2Q28/61i7IWG4MyEggEVf73xglY3X6KMhNpsLgJhlS+O30IL62swqjXcvclQ9HrtDi8Aao7XUwqSgdgU42ZSUPSj9rLIc4MEnangcMboN7sZm2licL0eBbtbqW8zc6lJdks3t0KgFarwe4NkJNsjLrP7MlFeylMTzgjHjQKRAUdxMaEzIljL8O9fwPe2h0klEwBQA0FcFesI+3i27Fv+yxS1tuwm/Z3fkPenU9HhU3Q1k7zgvvI+ubPST5vNqbFf8RVuhyA+mevj5Qr/tWicHmnBdXnQp9egEZ38M9Sn5Z3XHU+POgAEkdejJk/EjA39uHoY1N5m4PyNgf/3tFMeqIhEord06398O9bo8qnxutZW9nJktI2Uox6vixrxxcMEQipxOm1TB6SQVaygVfX1FCUmcC9lw4jJT6O6k4nTV1urhqTx/mD0+hyB8hJMWLUa4mP02H3BkiQ+UNPCwm7AWZy+kg06KjpdLGkNBxkL6+q7jUU3utq7LH88Buq3f7QGRN0sUqflodx0Bhc+1ZHws5Tsw3F5yZx7GVRYXe8UiZdQ8hpwVu3g6zrf9ljvXX1m7hKl0dacv0h5Aq31nUJcn28m6IebP0djd0bZElp+JFIDl+QzXXRt3rsarRG/m9rDvDwB7ujBg69tTF8yUCrJXyNO6Bw2ahsWm1eylsdGOO0zByZzeTiDAJBlTkT8iOBKAaGhF0fqaoaac04fUEyEw3sbrIyaUg62+utjMlP4eMdzfhDCr6Awlub6tHQM7R63/YAV14ct6Rxs+ha/SZKwIc2zoirbBXGognoU7JOaHvGQWOJyyzEW7eD5PFX9HNte2ff9CFotCSOvvSU7O9c1tsIWX9IgdDBywfvbI5uYdebGyKXBP64bD+5KUaKs5K4dEQWtSY3980Yxo6GLhosbr55XgGtNg+TijLQaft+e4U8kT4Gw05V1ch9W6oavl4VH6elzuTmvMFpkR+6xx9Cr9Og02jQajV0ufxkJBlot3uJ1+twB4JkJBrY3+5gf7sThzfAivIOHN4gdWYXqfFxKAfSqcPuI8Ggwx9USE3QR02VJM5OiWNmYln+Gp7qLSQMuxBP9RYyZv9owPaXfd0vyL7uF/22PdfeVTh3f0nq9O8Qlzmo37YrBkarzUurzcuuJlvkiRIfbm+i88BJ8rNLywkqKuMKUvnmeQUoisqs0TnUdLoozkqkzebF4Q1y6chsajqdJBp0tNt9OL1BgorK6+tquXpcHkOzErG6A+SnxVPZ7iQ+LjzJeFBRCCnhz8+QojIkM5G8tHhKcmJnJO8Jhd1LL73Ec889R1tbGxMnTmT+/PlMmzatv+t2XFy+ILUmF/VmN11uP1+UtbG7yYZWA5lJBqo7XSQb9XgCIW6bMpiv9rZzwZAMqjqceAMhpg3LJNmop9XmxekN0tTlJsGgo9bkIjPJiMnZe3B1z/beze8JB6znDJ+zUBwfXWIa8cWTcO1dhRrwoaohks6SFpK3sRTzkj8TP+xC0i/7wemujjhBnYf0BnVPgN494AZg/oqqHhMyaDXhrlqNpmdP0ZEuf/RWFqAwLZ6gohJUVMbkp2DQa0ky6slOMrC0rI0fX1ZCh8PH1ePyaOpyk5lkYGJROo0WN0a9DoNOS5xeQ0Fawkm8C/2nz2H33nvvMW/ePBYsWMD06dN54YUXmDNnDhUVFeTm5vZr5QIhBZ1Gw95WOwkGHRaXn/JWO3ZvkC6Xn6UHhsabnb5eh7V3HQik7meDdXcjfLW3PVLmk50tR9z/kYJOnBuSxs3CvHQ+IVcXCcOnHOF+td67hlTl9MwK4++oofPD/yUuu5icGx+JGk0qYktvMw91fw725ZLIkcq22LyR/6+v7vlIqScX7QVgwepqAPRaDYqq9vgsHpKZSJfbz7DsJMYVpJKb+v+3d9/xVdd3//8fZ5+TdbJDAiHsjaAiOHC00uJobbV1cHFZ6mXtdFRqq7ZX1f6uttr6LbWlVjpcVeuqWqsoKsgQw95hhOydk7P3Pp/fH4cciGEFsgiv++2Wmzmf8xnv85Hkmff78x5GhmcbGZWXzpwxp/ZY4FT0OOyWLFnCHXfcwW233QbAsmXLWL58Oc888wwPPPBAjwsQTygEIjHKa+x0eMOMyDbx7u42ctN1vLG9hUgskQorIfpT2oSLcHzwJJHWSvKvu/+o+3QGYCLk77I95uk4yt59+8wk6myj47WHUadnU3jjI6j1g+MvanF2iB1jIG2jIzk0anezm92HhkZp1SrUKhUHf3V1v5WvR2EXiUTYtm0bDz74YGqbWq1m3rx5bNiwodv+4XCYcPhw7cjjSVa/l+9uxa/YqLH68YSihCLxbjfK5gszfbi5Rx9GiNNR3ZFJOXBeWQ75owoAqPnG/fhsbUy9+hq0+uT0aW/oNGSn67l8QgGRESZefV5Dvq+WCyZclzrXmpUrAZhYlMm4Cclzbdudy17gohFG9GmZXa4dcNmIBn1kFoxAre3+Yxny6ngNKMtLZ+ah8x0p6Lbz/jOPoNdpufr+P5GRX9ILd0SIvtPfwy96FHY2m414PE5RUdeu0UVFRRw4cKDb/o8++ii/+MUvum2/9pwSmS5MDDrPqfdR/iz84rqpzJqVHHLA/3R/Fr32/9MzrTSb5zvf+/RG/vWv17l6ejFjx47l3XffpQAPjcAdl43hm99M7vd6ZgM3vf8PdJuf54vz56PRaLjlllsA+OY3v8nzzz9PXV0do0aNSl3rhRdeoKGhgUAg+ddxnreG8a0fAnDrrbdSVlYGwMyZM/FZW/jJT37C9BIfcDB1jqKiIr7whS/04p0S4szTp70xH3zwQRYvXpx6rSgKkUiEzMzM4xwlxJll6dKlRKNRli1bhsFg4KabbuLxxx9n2rRpXfa74YYbuOuuu3jllVd48cUXURQlFXbH8vTTT7N27drU69WrV7N69WoA5s6dmwq7Xbt2AfDb3/622zkuv/xyCTtx1uvRRNCRSIS0tDT+9a9/8dWvfjW1fdGiRbhcLt5+++2+KKMQQghxWnrUaKrX6zn//PNZtWpValsikWDVqlVcdNFFvV44IYQQojf0uBlz8eLFLFq0iFmzZjF79myeeOIJ/H5/qnemEEIIMdj0OOxuvvlmrFYrDz30EO3t7cycOZMVK1Z067QihBBCDBb9unirEEIIMRBknQkhhBBDnoSdEEKIIa9fw05RFDweD9JyKoQQoj/1a9h5vV7MZjNer7c/LyuEEOIsJ82YQgghhjwJOyGEEEOehJ0QQoghT8JOCCHEkNejsHvkkUdQqVRdviZNmtRXZRNCCCF6RY+nC5s6dSorDy1MCaA9ykKTQgghxGDS46TSarUMGzasL8oihBBC9IkeP7OrqqqipKSEMWPGsHDhQhobG4+5bzgcxuPxdPkSQggh+luPwm7OnDk899xzrFixgqeeeoq6ujouvfTSYw4Sf/TRRzGbzamv0tLSXim0EEII0ROnteqBy+WirKyMJUuWcPvtt3d7PxwOEw6HU689Hg+lpaW43W6ysrJO9bJCCCFEj5xW75Ls7GwmTJhAdXX1Ud83GAwYDIbTuYQQQghx2k5rnJ3P56Ompobi4uLeKo8QQgjR63oUdvfddx9r166lvr6e8vJyrr/+ejQaDQsWLOir8gkhhBCnrUfNmM3NzSxYsAC73U5BQQFz585l48aNFBQU9FX5hDijxRMKGrVqoIshxFnvtDqo9JTH48FsNksHFXHWsHrDFGTKc2shBprMjSlEH3L4IwNdBCEEEnZC9Cm7P3zinYQQfU7CTojTsKPRedz3j6zZJRKHnxjU2fx9ViYhRHcSdkIcRWcYxRMKVZajzxAE8NKmRiKxBACBSKzLe75wDLsvkjpPoyOQem97w/FDUgjRuyTsxJBUXm2jwxtKva7u8KIoCrVW3zGP8Yaiqe9f39qEoijsb/Owr+3wnK5Wb5gj+3RVWbw0O5MhtqXeSTSeSL23r9WDJ5g8Z2W7l0qLl1ZXkFA0zurKDkLR+Ol/UCHESZH1ecSQYfWGyUnTodWoWb6njcRuhQWzRxKNK3ztqXLOGWHGE4zywNWTuWJiAUadBm8oikmn4b/+tomvzxrBTbNKCUXjrNjbzuj8dP61rZkaq5/Zo3MxaDU89v4Bqq0+vjC5kDs/P55am58GR4BMo469rW7OGW4mJ10PwO5mF/5InHAszv42D+2eEHqtGocvQnWHj72tHs4vywGSTZzqPhiioCgKKpUMfRBCwk4MCU5/hMWv7QTgorF57Gvz4A/H2NXkpsGebJLc3ewG4LsvbiMvXc/0EWZG56czKi+dzfUOZo/OZcmHlRxo92L1hnnkP3sJROMoCvx5dQ2fm1TAe3vaCEbjZBq03HpRFG8oRqM9gCcYpcUZxBuKpcJuV7ObnDQdVm+YJmcAbyjGnmY3K/dbcAejOP2R1Di8fW0eirKMpzVMQVEUNtTauXhsfmrb1gYnJp2G0tw0zCbdKZ9biDOdhJ04o4WicTbXOdjd7OKTKhsA66tt6NRqEkqyttT5TO1Idn+ENZVWwtEEKyraASivsdHiCuL0R4nEux7z+rYmirIMBA81PR481CQJyRDd1uBgdH46nlCUSCyB3R+mosWNQavmKzOHc9DiJU2vZWu9g/1tHrRqNZUWL8v3tPHLr05jY60dk17D2IIMsow6ppT0fBzq3lYP9722i7d+cAnuYJQJRZn8cVUVWSYd86cO47oZJT0+pxBDhYSdOGO5g1F+8c5e3tzegvaIJkBF4XBYJY4/Z8LeVjeeULJjyfZG1zH3C0UTVFoOP+/r8IZZe9AKwBvbmwHQa9V4QzFW7rfgCUZpcwcJRRPc88oOEgmF/EwDe1rcKApE43EqWty8X9FOfoaeNZVWskw6QtE4l44vOKWwW32gg1Z3iO0NTv68pob/vnAkFS1uctL0ZBq0XDmpEJNOg1qt6rNmUyEGKwk7cUYJReOEowl2NDl5e2cr7+xqBSB2glA7ls6gOxkH27v2yvzNigNdXrc4g3hCUV7Y0IBOqyYUTQZuszNZA2x1h7rsv7fVk9re5g5R1ZEM0/GFGSddpmg8gScYJd2g5a+f1ALwvZe2A3D/G3sAcAai1Nr8fGXmcKqtPoKRGIoC37l87ElfR4gznYSdOKMs/biKJkeQd3e3olKpiJ9iyJ2KWlvXnpyfnWjPH4nz6pYmNtTaT+p8TYd6cba5gviPGLbQ7gkd65BuXIEozkAEbyiG9wTB/ec11VRZfLR7QhRkGrjtktHotWoURcETiqHTqEjT9/xXQigax6jT9Pg4IfqThJ04Y2ypd/DGtpbDYdB/07oCEI2f+HofH+g46fN1Fr+6w9flo1g8Jz/riisQweGPoD6JHpedzzQh2XP11+/tZ9HFo9hQYycSi2PzRfjmJaPIzzBg84XJz+jeWeZovTtf3tzIbZeMxuoNo1aBRq0iO01/0p9BiP4gYScGvVA0TjAS5/EVlT2q9ZwpPtuU2nESn7HDE+KTKhu56XoCkTjrq609vu7zG+p5dUsTo/LTaXMHSddr2VBrx6BVM8xs5PGvz0it2BCJJfCEomxvcPLFqcOotfp45tM67r5yPK9vbebyCQX8fX0dle1ezi3N5urpxclxiu1erjunBHOa9AQVA0vCTgxagUiMdneIe1/bRYPdjysQPfFBQ4A/EscViGDSazBoj948WGP1869tzahUYDbp+GifpcfXURQIRpNjACHZJNpyqIcpwH9fWMbkYVkoKPxzUyO//aCS0XnpFGQauPkvG4nEEzQ5guxv9/DEyio+2mchGI3jDyc76XR4w4wrzODc0mzcQR35mXpaXUF2NLr4yszh2Hxh9rV6mDel6NRulBA9IGEnBp0WV5CKFje/+M9eFKDNPfRqcyfy5OpqZo3KZf7UYUd9f2+rm13NLgKRvpuFZemqKq6YWIjdF+a58noisQSVFi+/eGdfqrdrZ4/UdVXW1LCMA0d05Nnd7GZznQOVilS4VbZ70WnUuAIRtjQ4aXYG+MZFo/BHYmQapQYo+oasZycGhe2NTizuENNHmPnW81u7/MI8G00fbmbSsEz+v69Mw6TvXru7+g+fpGpkfWlKcRa1Nl+qZ+mpGluQTo3Vj1qVHA0yPNtEhzdENK6QYdCy8MKRNDuDfPmcEq6aNozNdclB/kL0FqnZiQEViMR4ZXMTf1pdjcMfQatWnfIwgqGkzuanzuZn4YVllJiNFGYZU+8lEgruQP+sk7evlwK1xpqcxabzf+2RzaW+cIy/rE0Om1hfZWNHk5P9bV5ui4yiotnNF6YWMWmY/HEsTo+EnRgwb+9s4S9ra6m0eFNDCCToknzhZKeVihY33lCU7DQ9em1y3vZ6u5/AEJ1E2h2MpoJv3aEmUncwygNXT0KrkXnrxamTsBP9IhiJ4wpGUBTIzzBw+/Nb2FTr6DYtl+iqusNHoyNAfoaBCUWZaNQqDrR7+/RZ3WDz9Kd1xBIKn59UyCXj8glF46Qbkr+6wrE4Bq2GUDSOXqOWWWHEMUnYiX6xvdHJX9bVUm3xMmFYZpcxX+LYaqw+mhwBirKMmE068jL0VLS4jzrf51ClKPBceT3PlddTmGngf780haumDqO8xkat1c/XzhtBvd1PhlHL2IKTn31GnF2kg4roE02OAIZDU2Z5QlGe+bSON7e3DHSxzjhmkw53MMrnJxXyvSvGYveF+fsndWw9ixd/nVmajcMfQa9VE4zEGWY2klAUzhuZw/9eO5lmZ5CqDi+fnyRDGsRhUrMTvSaRUFCA/W0efvdhJZ5QjH2tnlSXdNFz7kOLv26uc/Clc4ppsAfY3nj2Bh3AziZXl9ednV1qOnzMGZ3LY+8fwKjT4AvHGZZlZPboXGLxhDzzO8tJzW4I6MkCnd5Q9JTGMnU+G+l05KDnPc1uEorCpjo75TV21lT2fDYPcWLfuXwM7e4Qb+9sHeiiDFpj8tOptflTry8YlcP04dlMKcni6+ePSG0PRuJHHdIhhi6p2Z3B9jS7mTY8i+V72rhwTB6b6xxcOCYPjVpFdYcXvUbDPzc3cNW0YuqsPq6cXMR/drXi9Ef46TWTUatVxwzKj/ZZGFeYQUWLm+w0HX9YWcW3LxvDe3vauGxCAf/c1IgzEOG/5pSxprIjtYacdDjpO5XtXtrPwgH2PXFk0AFsqXeypd5Jaa6J7EPPPCcOy+SVzU18eUYJCgpGnYYsGcw+5EnNbhBocgQw6NQoChi1GhQUmhxBSrKNZJl0fO/F7cwalUOt1cfFY/OZOz6f5bvbeH5DPaPy0g91T48RPNQjLTddj80XJqEoJJTkxLzxhEJ2mo54QsEbinH3leNptPup6vBx/1WTGJmbRqXFi9Mf4fkNDdRafQzPNnX75QHIWLgBUmw2YvdHzqrOKb2tLC+NwkPrCpZkm/CFYuSk6fnnHXNIN2gJRxMklGRzfO6hFed94RgZBqkXnOkk7AZAhzdEYaYRpz9CRaublzY28tF+C1dNG0ZFixudRo32UBfzGaXZ7DriGUWGQcvM0mzWV/dub8ZMoxZvKJaa4UIMPipVvy/0cNZYOGck/97RwpiCDEx6DZ5glF/fMD35zDkS55bZpWQadQQjcXQalTz/OwNJ2PUTRVGotfnJNun47YpKam0+mhxB2j2hVMAYtGrC8lf7gPHtWYn9vScAKFr4G4wjpnZ5X1EUWp66jbjXhmnsBRR+/eEenT9Ys4Vw20Gy5y486WPc5a8Sbqsk3HqQRMCF+ZIFRz0+cLAc7473idoaiAc9aExmDCUTMc/9L/QFo3pUTpHU2SJSbDZi0Kq5dHwB9XY/l08o4FuXjuFAu4dNtQ4um1DAiBwTukMBaPGEKDpixpsjxRNKaiUJ0b+kbt7H3IEoBp2aVfs7+N2HlYRjiS5TJcHhmpQE3eCg0urx71vbLezCTXuIe22gObXnO8HarXi3L+9R2Lk+eQFNeg76ojGE6rYfc7+ItQG1MYPM869Dbcoi4Xfi2/MR7f/4EcNufRx94ZhTKvPZrHNWn86JyOvtDQCU19h5v6KdeEJhZ5MLs0nHj+dPZH+bB4NWQ4c3uf8P542nzhZgeLYJvVaNQatmdWUHLc4go/PTuWJiISadhmqrj6klWRi06pPuaCZ6TsKuD3R4kj3mzivLYXeziy31DlYfsEoX/DOEacwsAgfWkzvvO6jUh3vs+fetRT9sHPFA30/A3Gn4d59Gay4iHnDTvPTYIZl9yYJu2zJmfJHmP38T7473yJt/Z18W86wSTyhsO2KcozsY5dfv7e82q83qAx34I3GyjFoUBRTApNdg9SYX59WoVVw8No8WZ5DibCN3f348mUYdRVkGqjt8zByZjc0XYUudg89PLkSvUZ/yivBb6h2MLcggN11/1tYuJexOg6IoROMKahVoNWr2trrRa9Qs/biaynYvT62tweHvnwl7Re9Jm3wZgYMbCNXtwDR2FgBKPEqg8lPMF92MZ9s7qX1DjbuxvPxTihb8GuPIc1LbY24LLctuJ++aH5IxfR625b/HX7EKgIbffCm1X9n97yb39zlQwn602cWoNId/LLXmUx8YrU7LRqU1kAh172QketfRpm/zH9p25OK8nXOeQjI0O2cSqrX52dvqIR5XMKfpaHYGuWBUTupRx6RhmaQbtHx+UiETizKx+cJ8ZeZwDFo1Nn+YbJOe9yvaOG9kDuY0HVUWL83OIJvrHHR4w3y0z4JaBReNzcPqDXP/VZOwesPUWH18ZeZwCjINFGQYaPeEMOo0qc45Q8mQDLvO7vROf4TsNB0Of4S8DEOXfY41yPRY429qrMk5CsfmZ/BJtZWiTCNNzgDv7WnD7otQmGXgQLuXYVnGs355mjOd1lyEYfgk/PvXpsIuWLuNRDhA2uTLuoTdycqceRVxn4NQ/Q7yvvSjbu+71j6Pv2JVqiZ3qhIhH0oiTtzvxLPlbZRIAGPZjFM+n+g/nYsTew8F4pb6w7XHzt8pnTXKDIOWV7c24QslFzjOTtfR5AhiNumIxhOEonE6O2N09spIKPBptR2Ab/1jK4qS7PT0ypYmEgmFYWYjsURyyaWRuWlcN6OEKycX4QvHyDJq8UfiKEpyqIZKxTEXFh6shkTYldfYQIE6u599rR7WVVm5bHwBb+1oOTSGRotJr+XisXk02P2Eogm0GhWTi7O45YJS7P4IVm+YQCRGrdXP8GwTkXiCkblprKhoZ3+7l70tbhSS3e47n60d2XOxs4v+2bKa9lCXPuVynGufJxENo9YZ8O9dg6F0GtrMvFM6n2H4ZHS5JYTqd5Ax9XO9XNrD2l64j5ijGQCV3oT5opvJmPHFPrueGBi+cIwdja7U686A7Jxx50Q6A1BRwHuo5tm5DBPA3lYPW+od/Phfu8lO06HXqPGGY5h0Gr48o5hXtzTx4rfm0GgPcNmEAjzBKOY03aAOwFMKuyeffJLHH3+c9vZ2ZsyYwdKlS5k9e3Zvlw2ASCxBIBLDHYxi0mvY2+LhgtG5vL+njeoOH/vaPHxSZUvNIdjppU2NQLJ5obMp8bOLXa6ptPL0J3VE4olUz6sTOXIf6aI/dKVNuhTHqr8RrNmCafR5BGu2kDPv2312vfxr7yX/2ntP/zzX3EMiHCDmtuDb8xFKLAKJBEhXedFDNl/y9+aRTa8AT66uAeCqJz5Bo1alxiDmpuu55YJS9Fo10XiCeCJZc/zcxELMpuSzSGDAOuH0OOxeffVVFi9ezLJly5gzZw5PPPEE8+fPp7KyksLCwl4p1NZ6B7NG5fKDf27nYLuXqg4fKhWYdBqC0fhRxxqd7F80n9U548fJBJ04e2jSzBjLZuLftwYlGkZR4qRPvGSgi3VChuGTU9+nTb6M1r9/F4Ccz98+UEUSQ1g8oaR+97qDUR59/0C3fR57/wA6jYrsND3njcwmEIlz4Zg8SrKNXH/uiG7795Ueh92SJUu44447uO222wBYtmwZy5cv55lnnuGBBx446fPYfGG2NThxBSKMykvnHxsaaHIG0KpVVLR6MGrVXR7sKsrRHwIL0VfSp1yOfcVS4n4npjGzUBuPtnzM0f9KVRIDP4xEY8zAOHIG/n1rJOzEgIrGFazeMB/stQCkphcctGEXiUTYtm0bDz74YGqbWq1m3rx5bNiwodv+4XCYcDiceu3xJJsRL//tx/gUPdH4sWtTMiWSGGhpEy7C8cGTRForyb/u/qPu0xmAn+3xGPN0HGXv/m++UWJhEuFAv19XiOMZkJmAlB5oaWlRAKW8vLzL9h//+MfK7Nmzu+3/8MMPKySHl3T5crvdPbmsEP3i2WefVQBly5YtqW3PPfec8sgjjyiBQCC1raysTLn22msVRVEUl8ulaDQa5d577+1yrq997WsKoDz77LOpbffff78CKE6ns9u1W1tblf379yuRSOSoZbNarQqgPPzww0d932KxdNtWV1enZGZmKpdeeumxPrIQZ40+7Y354IMPsnjx4iODlUgkQmZmZl9eVohes2jRouO+bzabufHGG1m6dCkqlYqxY8fy7rvv0tHRvWZ3/vnnA3D33Xczf/58NBoNt9xyC5D8WXn++eepq6tj1KhRqWNeeOEFGhoaCASStbN169bxy1/+EoBbb72VsrIyAKZPn86VV17JzJkzycnJoaqqiqeffppoNMpjjz122vdBiDNdj8IuPz8fjUaDxWLpst1isTBs2LBu+xsMBgwGQ7ftQgwlS5cuJRqNsmzZMgwGAzfddBOPP/4406ZN67LfDTfcwF133cUrr7zCiy++iKIoqbA7lqeffpq1a9emXq9evZrVq1cDMHfu3FTYfe9732P58uWsWLECr9dLYWEhX/ziF/npT3/K9OnTe/kTC3Hm6fFE0HPmzGH27NksXboUgEQiwciRI7nzzjt71EFFCCGE6C89bsZcvHgxixYtYtasWcyePZsnnngCv9+f6p0phBBCDDY9Drubb74Zq9XKQw89RHt7OzNnzmTFihUUFZ36FEdCCCFEX+rX9eyEEEKIgSBzCAkhhBjyJOyEEEIMeRJ2Qgghhrx+DTtFUfB4PMhjQiGEEP2pX8PO6/ViNpvxemVxUyGEEP1HmjGFEEIMeRJ2QgghhjwJOyGEEENej8LukUceQaVSdfmaNGlSX5VNCCGE6BU9ni5s6tSprFy58vAJtH26SpAQQghx2nqcVFqt9qjL+QghhBCDVY+f2VVVVVFSUsKYMWNYuHAhjY2Nx9w3HA7j8Xi6fAkhhBD9rUdhN2fOHJ577jlWrFjBU089RV1dHZdeeukxx809+uijmM3m1FdpaWmvFFoIIYToidNa9cDlclFWVsaSJUu4/fbbu70fDocJh8Op1x6Ph9LSUtxuN1lZWad6WSGEEKJHTqt3SXZ2NhMmTKC6uvqo7xsMBgwGw+lcQgghhDhtpzXOzufzUVNTQ3FxcW+VRwghhOh1PQq7++67j7Vr11JfX095eTnXX389Go2GBQsW9FX5hBBCiNPWo2bM5uZmFixYgN1up6CggLlz57Jx40YKCgr6qnxCCCHEaTutDio95fF4MJvN0kFFnDVi8QRajczKJ8RAk59CIfqQwx8Z6CIIIZCwE6JPWX3hE+8khOhzEnZCnIYmR+C479t8UrMTYjCQsBPiKNrcwdT3rsCxA+vp9XXEE0d/7B2OxbEfUbOLxROp7y2eUC+UUghxsiTshDjkyNB6dUsTAHZfmJ1NrtR2dzDa5Zh9rR5aXclgrO7oOm1egz2A7Yiwq7b6CMfiADxfXt8l/IQQfUvW5xFD0kf7LGQZtcwZk4fTH+HuV3ZwzfRi6m1+7r9qEmq1qsv+7+1pw6BVc+XkIhRF4f097Vw4Jo9XtzRRa/Vxzohs1Cr467pactL05KTr+fr5I6ix+mh0BMhO07GpzsHw7DRMeg0A+9s8eEMxAA5avFS0eAhHE0wbbmZTnYPdLW7OG5kDnF6vzURC6fZ5hBBdSdiJISGRUHivoo28dAMXjc3jvT1tWDwhvtDmodbq55MqG59U2QBYX23jsgkFFJuNZKfpKTEb+cE/t3PvvAl4QzE+qbLR6g5y27NbUKkgEInzz00NTByWxXPl9QQicS4ck8s104dh90eot/uJxhM0O4N4w9FU2O1r9RCNK4RjcdYdtGLzRdBpVNTb/dh9YdyBw7XEWpufCUWZPf7c4VgcdyBKYZbxqO9XtnuZOKzn5xViqJGwE0NCvd3Pg2/sIZpIMK3EjCMQIRSJ89KmRqo7fF323dvqYW9rcrmpeZOLcAUiKArsaXHzzq5WGuwBIp9pYnxtazM3nj+CQCTZDLm3xUOLM9l82WAP8Ob2FkbkmPCGYhRmHr5OplGLxR3moCXZxLmhJsKaSiv+cIx2TwibL0x+hoH9bR4mFGUSiSXwhKLkZ5zcnLLuYBRHIEJhlpEmRwCVCkbkpKXef+z9/fzXnDK+MKWo5zdViCFEwk6c0ao7vHxSZWN3sxtvONlkuLXBCYBKBdoTNO/tbnalnqt9tM9yzP0aHQEqLYefyXnDMcpr7MDhTipqFfhCMXY2uXD6Ixxo96BSqSivsVFvC6DTqjho8WH1Jq+3p8VNRYubKyYWsqXeQUGmgSqLjzqbn0eum3rCz97hCeEORnH6kzXEVfst/HVdLSvuvYwsow6AfW0e3t7Zwuj8NMYVZhJPKGikyVOchSTsxBlHURScgSgOf5if/3svG2rtx9gPovHjTxDU4T35cXAHLV07oDz6/n7gcMeWVlcIbyjGyv3J0LT7kzXGB97cQ3aajkA43qXGuLfVw64mF55QjNUHOqhs9+IMRPGGoicVdk+urubLM0pwBSJEYgnWHrTS6g7x4sYGSswmbL4wHd4wDfYAT66u4dEbpvPOrlbyMww0u4LcemHZSX92Ic50EnbijLL6QAcatYrfrzyILxSj6jNNlH2pzubv8joU7drUafGEsPpCvL61CbVKxZET8bkCXXtxAlS2J5tSW11B/JEYW+qdqfe8oSiZh2pnRxOMxNnW6GRKSRauQJRnP61jdaUVgP/3QSUJBS4em4eiQK3VR1WHl20NTnQaFVZvmHAswei8dOaOz0/V9hrsfsry0nt8XyyeEEXHeGYoxGAhc2OKM0YgEuOrT35Kgz1AODY4u+1PH25mT4u7R8eYTbpuQxpe/+5FFGUaGZmXdtRjnlxdzdKPqxiZm0at1U9ehh6Lp2ezteRnGPjDLTPZ3exmUnEmH+2z8IPPjWN4tin1LPFk/GbFAe6/ahLl1TYOWrxMG25m1qhcovEE4ViCDIP8TS0GnvwrFGeM/3t3Hwct/VeTOxU9DTroPnYPYHOdg2FZxw6717c2EYomUvejp0EHYPOFWfj3TaTpNYwvzOCgxcfy3W0smD2SGquPpxaelxoOEYjEWLW/A2cgwoLZI/nz6hqqrT6+eXEZL25oYEJRBs+VN1Bl8TJjRDaTijMpzDRi8YT47uVjyc/Qy4TYYkBJ2IlBzR+O8c9Njexv87B8T9tAF6ffvLm9mQlFmdxw3nAc/gh5R9SyYvFEr05DFojE2dWcDOlgNM6ytTUAvLO7laklZrLTdLy4oYE/flwNgNUbZumh7z+psuINx/jbujr2tSWbZTfV2VPPUY06NfMmF2H16ijJNvLBXguBSIxvXTqGDm8ITzDGuMKMXvssQhyLhJ0YlFpdQd7b08aWegcf7rPQf43tg0ON1U+N1U+bO8SuJhdXTRuGSqUinlB4YWMDvkM9T/vS0o+ruX7mcFpcQd7e2Zra/tKmxtT3nc8iO4MO4MjZ00LRBL96bz8zRphpc4eot/txBaKMyDERSyQH73/9/BHMHp1LujR3ij4kz+zEoBBPKPgjMbKMOv64qoq1B61sa3Ce+MAh7vtXjGVLvYNrphfz9fNHsLXByR9XVbGj0dUv1x9bkI7NFzlqU2tP5KTpcB7RSWdkbhod3hChaAKTTsP/zB1FWV46F43JozQ3DX84JuEnepX8axIDbnezi99/dJCDFh8GnZpaq//EB50l9rZ62NrgZG9rctB5tcXXb0EHyRpmb3B+pjdq4xGrRQSjcf66rha9Rs3wHBNLbppJeY2N2+eOYVOtnYvH5fdKGcTZTWp2YsC0uIL8c1MDb25voc0tqwAcTYZBm2qy/O7lYwlF4zxXXj+whepjRp0ao05DllFHMBrnZ9dM5qvnDh/oYokznNTsRL/qHNP1zPo6XtvaxEGLl2OskCOgy7O5jw9Y8IX6/lndQAtFE4SiidTzwN99VMmo/HTGFWbIMAZxyqRmJ/pFrdXHR/ssbK5z8MWpRdz/xp6BLtIZR6XirOuo00mvVVOUZeBHX5jIlJIsJhQlpz7bVGfn4rH5dHhCpBu08pxPHJOEnegzRy4988a2Zn70+q4BLpEYCh760hQSisLeVg9atYqFF5ZR0eJGr1Fz0wWlA108MUhJ2Ik+8dKmBiAZcq2uEHFFSU2ALMTp0GlUxBIKJp2GaDyBRq1ChYrR+em8cPts3qtox+mP8P0rxpJQkrVCISTsxGnrXHh0W4ODGquf17Y0safFTSSeOGub3cTAuOWCUl7f1kw8oTCuMINvXjyKSw/N/zmmQAavn80k7IYAdzCK2dR10uBwLI5Bq0n9t9PmOgfjCzPISdef1DlD0TiBSJwNNXY+N6kARUkO+N5Qa8fqDXP9ucN5fVszn1RZ0WnU/dotXojP0mlUXVa6yDRqyc8wcH5ZDv/3lWn4wjEKMg1sa3BwflnuAJZU9DcJu0Gqs7YE0OQIUGw2Eokn0GnU6DRqIrEEb25v5nOTCnnm0zpG5KTR6goyriCDaDzB+mobaXoNHx+w8pWZJfjDMeaMyeXVLU3sbnaz5Wfz0GpUtLpCjM4/PNN9MBLHEYjwv2/tYWRuGm/taCE/w0CLK8jk4iwa7H5G5aenQi07TYdOo5YmSjGopes1mE06rphUyJzRufxjQwNfPqcYtVrFeSNzmDbcPNBFFH1Mwm4QeG9PG23uECVmI4FInOE5JmqsPiKxBHNG53HTXzYwPNtEqzvIJWPzufPz4/jdh5VsrnOQZtCeUtDMKM3G6gnR6g7x1ZklZJl0rK+2EYzEsXhCJJSzu/efGLrUquSUZp3/LTEb+fN/n08gEmN8YSadvxILZdmiIUXCbgBsqLGTZdJSZfHx6pYmfOEYe1rcjC1Ip8bqx2zSEYklCEbjGLTqbsvZpOk1BCLxASq9EEPPnNG5bK53UGI2YdCq8YRiLLlpBhq1igPtXm6aNSI1xk+lkpXez0QSdv3EE4ry9o4WxhZm8L9vVVBv96cm9hWDg2/PSuzvPQFA0cLfYBzRdbVwRVFoeeo24l4bprEXUPj1h3t0/mDNFsJtB8meu/Ckj3GXv0q4rZJw60ESARfmSxac1PGWV/6XUMNOMs+7ltwvfK9H5RSHqVRQmpOG2aTjnBFmGuwBvjyjmJtmleIJxXhtSxOzR+cytSQLrUaNoijsb/MypiAdo07T7XzuYBSjTt3lObroHzICs480OwPkpOlpdQWJxBO8ub2F58vr0WpUh1e4ljbCQUml1ePft7Zb2IWb9hD32kBz7BXEjydYuxXv9uU9CjvXJy+gSc9BXzSGUN32kzomUFlOuPXAKZVRdKUoh+fx7FyrcEu9g5X7O6ju8KVWr7/x/BE4/BGanUHiioIvFOOuK8fhCkQZX5hBMBrHE4yyu9nNnhY3pblpXDAqh0vHF7Cp1s6sUbmUZJvINulSY1NF75Kw62WhaJyKFjfL97Rh1GmoaHHT4gxSe+iHIiY1uUHPNGYWgQPryZ33HVTqw3+B+/etRT9sHPGA5zhH967h330arbmIeMBN89ITh6QSi+BY/TRZc76Ge/1L/VDCs084luCjfZYu217f1txtv5+9VZH6Xq9RE4kffhxxoN3LR/sspOurCETj6DRqvnf5WEKxOEWZRjbXOfjmJaP4tNpGZbuXBXNGUpBhSHWkiR7qrHY8iqLQ4grS5g6x5MODDM8x8cUpRVh9YW44dwSRWIIam49zhpvPioV1JexOQYcnRGGWkXZ3iD0tbiyeEJOGZbKx1s6o/HQeensvgUjscA1OnFHSJl9G4OAGQnU7MI2dBYASjxKo/BTzRTfj2fZOat9Q424sL/+UogW/xjjynNT2mNtCy7Lbybvmh2RMn4dt+e/xV6wCoOE3X0rtV3b/u8n9fQ6UsB9tdjEqzeEfS625qEdld296A5QEWbNvkLAbRI4MuiP5Dz17j8QS/GFVVZf3VuxtT32/9qCVeEJheI6JkblpqFQqfnbNZLQaFeXVNgoyDTzzaT2Th2UyviiTNZUdtLlDuINR2tyh1OOSfx0K5Xd2tdLhDRONJzj/UG/UScOyaHQEKM01cc6IbGLxRJdFg890QybsYodmUgjHEjQ7g4wtSGfNQSuKopCu1zK6IJ3CTCMOf4RoPDnJ7MRhmanjo/EEWrWKva0epg03E4jESNMnezo2OvwsW1tLOJZgeLaRXU1uMoxawtE4VR0+YnEFtRoJtyFCay7CMHwS/v1rU2EXrN1GIhwgbfJlXcLuZGXOvIq4z0Gofgd5X/pRt/dda5/HX7EqVZM7FTFPB56N/yLv6rtR64bOLylBqpNagz1Agz3ZrLqx1k7kM53XNtc5Tup8G2sP79fkCPLvna1o1Sp0GjWxRIIMg5YvnVPCuSOz0WrUDM820eEJYdRpGJWfTpsryEVj886ozjpndNjFEwqtriB/XlODTqOi2Rmk0RGgusNHidlImyeUeiym06gwm/TYfGEMh6YPys8wcP25w2n3hIjEEjQ5A8QTSuofkFqlYn+75+QerUnnyCElfcrlONc+TyIaRq0z4N+7BkPpNLSZead0PsPwyehySwjV7yBj6ud6ubRJzo+fRl80hvQpl/fJ+cXg8tmgO12xhEIskfxF5gxEeWFjAy9sbKAzzxQFNGoVw7KMtLiC/OSqiXR4wqmm0QyDlisnH/5DTVGUQRWGpxR2Tz75JI8//jjt7e3MmDGDpUuXMnv27N4uG62uIHU2P/vbPHhDMfIz9OxqdjNjhJnle9podgaxeEJdZkxIHfuZ9dGicQWbLzkerfOvpBZXkD+tru71coszX9qkS3Gs+hvBmi2YRp9HsGYLOfO+3WfXy7/2XvKvvfeUjw817CZQWc6wb/yuF0slRNd+dPFE8jkgwG9XVAKk1ldUqWBaiZm8DH1qsd68dD0XjckjJ13PeSOzKcg0kGHQDkgI9jjsXn31VRYvXsyyZcuYM2cOTzzxBPPnz6eyspLCwsJTLkiHJ0STM4Beo+Fvn9Ty+UmF/PzfFfgisW41q38d5WGwEL1Jk2bGWDYT/741KNEwihInfeIlA12so1IScRwr/0L6tM9hKJ4w0MURZylFOdxj9UgfH+hIfT+mIJ0OT5i54/LJMmn57ddn9Fv5ehx2S5Ys4Y477uC2224DYNmyZSxfvpxnnnmGBx544KTO8d6eNixBC+U1Nhz+CGV56ayu7EDF4d6K/9nV2tOiCdGr0qdcjn3FUuJ+J6Yxs1AbjzaR8NH/QlUS/ff81l+xiqijhdz5dxJzd+0lmIgEibktqNPMqHUyI4gYWLXWZK/0FXvb0WvUgzfsIpEI27Zt48EHH0xtU6vVzJs3jw0bNnTbPxwOEw4fnsrK40l22X56fR06Y3I+Rp1GTasryMSizG7HC9GfmhtN2IEx+emYi7OI5X6RVR8+SaS1kpmLHqG4ODkRQodGTYZBy5TiLDzKMCzAcJNCUfHhiRLs3ipagRKziRGHtu9LN+AFphT3fEKFiC9BM1CQYWD8Z46v2unBnohheenH3Y7zV3yMv+JjzvufX1F0zqU9vq4QfUXXz0sv9SjsbDYb8XicoqKuvcWKioo4cKD7INZHH32UX/ziF922v/G9i8+6GVTE4PfcczXc9jL8YcG5zJqV7IX5fNFfqK+v5yc/+QkmkwmAUb83MG10Lu/ecylu9znk/e5bXG62seSew2Hy9a//gc3A4i9O4JvfTG5/oG05v/kE/rloOtnZ2V2u3dbWhtvtZuzYseh03Qet22w2Cv4XFl5YxiP3dA2tA/MLOHDgK92Ouf7667nmmmu44447mDNnDsXFxadze4Q4o/Vpb8wHH3yQxYsXp14rikIkEiEzU2px4sywaNGi475vNpu58cYbWbp0KSqVirFjx/Luu+/S0dHRbd/zzz8fgLvvvpv58+ej0Wi45ZZbgOTPyvPPP09dXR2jRo1KHfPCCy/Q0NBAIJDsbr5u3Tp++ctfAnDrrbdSVlbGpEmTmDRp0lHLN3r0aL761a/29GMLMeT0KOzy8/PRaDRYLF2fC1gsFoYNG9Ztf4PBgMEg433E0LZ06VKi0SjLli3DYDBw00038fjjjzNt2rQu+91www3cddddvPLKK7z44osoipIKu2N5+umnWbt2ber16tWrWb16NQBz586lrKys9z+QEENQjyeCnjNnDrNnz2bp0qUAJBIJRo4cyZ133nnSHVSEEEKI/tTjZszFixezaNEiZs2axezZs3niiSfw+/2p3plCCCHEYNPjsLv55puxWq089NBDtLe3M3PmTFasWNGt04oQQggxWPTrenZCCCHEQBj66zoIIYQ460nYCSGEGPL6NewURcHj8SAtp0IIIfpTv4ad1+vFbDbj9Xr787JCCCHOctKMKYQQYsiTsBNCCDHkSdgJIYQY8iTshBBCDHk9CrtHHnkElUrV5etYs60LIYQQg0WPpwubOnUqK1euPHwCbZ+uEiSEEEKcth4nlVarPepyPkIIIcRg1eNndlVVVZSUlDBmzBgWLlxIY2PjMfcNh8N4PJ4uX0IIIUR/61HYzZkzh+eee44VK1bw1FNPUVdXx6WXXnrMQeKPPvooZrM59VVaWtorhRZCCCF64rRWPXC5XJSVlbFkyRJuv/32bu+Hw2HC4XDqtcfjobS0FLfbTVZW1qleVgghhOiR0+pdkp2dzYQJE6iurj7q+waDAYPBcDqXEEIIIU7baY2z8/l81NTUUFxc3FvlEUIIIXpdj8LuvvvuY+3atdTX11NeXs7111+PRqNhwYIFfVU+Ic5ossKHEINDj5oxm5ubWbBgAXa7nYKCAubOncvGjRspKCjoq/IJcUZzBaLkpOsHuhhCnPVOq4NKT3k8Hsxms3RQEWeNGquPsQUZA10MIc56MjemEH3I6Y8MdBGEEEjYCdGnHMcIu3Z3qJ9LIsTZTcJOiBMIReOndJzdFz5m2O1vk9mEhOhPEnbirNDTR9Pv7WkDIBZPsKHWntruDka77FdebTvmOZqdQRyBZNhZPCF84RjxRLIc+9o8ROOJHpVJCHHqJOzEkNTuDhE7FCaKovC7Dw/S4Qkd9xnakYH4r23NRGIJ6mx+fv7vitT2FRVttLiCqdcvbGzAHYh2Ox6g3u7HF4oRjSfY1+phd7OLGquPWquPFRXt7GxypfY9nWd7EppCnJiEnRgy2txBPKFk8PxlXQ0//tduGu0BPq2286fV1Vzym4/53kvbiMYTWL3hLuH0abWtSw2u1RXkpU0N/H7lQZqdQf6xoZ4WV5A/rqrmpY0N/Pq9/QA0OgKsrbICdAlBgFqrn0AkToc3TKs7yK4mNy3OICv2tuPwR3AFDtcSa22+U/rMoWgcmy98zPddAekgIwRI2Ikhos0d5IE39nDbs1v417Zm9rV6qGhx87N/7+Gbz24GIBpX2Fjr4IrH1/CdF7bylSc/pbzGRrs7xLf/sZVt9U4gOVzAFYjy/z6o5JODyWbKFzY0sK/VQ4sryPPl9Xy4tx1Iht0b25rxhqJ8UmVLPd9zB6LUWH28sb2ZA20e2t0hKlrdtHtC/HtHC55QFKs3TDiW3L/W6geS4ZRInHyTqycYxelPhmZ1h5fK9q6Tsv9q+X4+ORTGQpzNZOVVcUaz+cJYPCGeL69n7cHkL/VdTS6MOg2ReII2d4jYZ8KjxRVM1cLe2NZCIBLDH4lzsMPHH1dV8cHedpyBCOHY4ebBqg4f2xuTYeiPxAk5gzTaA3hDMbbUO/jvpzdz4ehc/OEYnlCUN7a1UN3hwxuK8cdVVeSk66nu8KECDlqStbg9LW6C0ThTS7LYXOcgJ03P3lYPGUYtt88dfcLPHk8oeELRVO2tvMbOX9bW8t7dl2JO0wGwud6BTqvmwjF56DTyt604e0nYiTNSMBInEInxq+X7eWtHS5f3YgkFXzgGQCR2/OdZO5ucNDmTwffOrlZUquT2o/Vn2dPsTn0fTyisruwAIBCJs6vJxfBsI/5wnKoOL7ubXTQ5AgDsanZj0KoJxxJ0eA43Oe5pcfHy5kZumjWCd3a3ogAVLW4i8cRJhd17e9ooyTbhDESJxBLsbUnWPN/e1cKMEdk0O4O0uoLUWn28ub2Zmy8YSa3Vh80XweIJ8eUZJSe8hhBDhYSdOKM0OQKY9Bp+/d5+FAXe3d16WuerOdR82Ol4nTb3tLi7vH55c9eFixsdAXzhGLub3VR1+PBHDg9Z6KwlRo7oTHKwPVnDO9DuJRRNsGq/BWcgilatIhpPHLcmFo0neGN7M7deWEabO8iH+9p5dWsTkGy6VBS4bEI+0bhCrdXPX9bVpj7D6gNW/JEYhZkG5ozJIxZPoNWocfgj5J7C1GZNjgCluWk9Pk6I/iRhJ84ov35vP6FonDUHrejUaqLx/pto+bPDDg585vlYkyOIPxJjW4OTBnvXED2azuA70JY8j/NQh5VYQqHG6qM0J410w9F/RNcdtLKv1cMnVTZe2dLIsCxj6r3OYF11IFnz7PCG6fCGeeDNPWhUqlSz7h3/2Mrbd87lze3NTC7OYvWBDu79wgRKsk0nLPuR3t7Zwp2fH091h496m5+JwzIl/MSgI2EnzhhvbGumvMaeCp3IIOty7w5Gqbf5Ka+x0YM+Jkf9HJ8ctDFxWCaXTTj6JOu/X3mQDm+Y58rrAai3B7rt89laqqJA7IiNnlCMLy9dTzgWZ0qJmT3NLj4+0ME104sZU5DObZccbkqNxhM02AMkFIUJRZlUd3hxB6OYTTr+uamRKyYW8uc11exodDGuMINvXToGs0lHqyvIpePzyTTqTv6GCNEHJOzEoOcKRFhR0c6v3tuPNxQb6OIc1/Mb6nsUdMeyYm87nlD0mGFn9R57uEFPdD7b3HVozJ/dH+GFjQ0AjMpLZ3JxFmo1fFDRzhMrqzCn6bjvixO5/1+78UViTBqWRas7xH2v76LVFcQbjmHxhPikysaYgnS0ahUjckyU5aWTadDS7AxiTtNhNumIxhNoVCrUalWvfBYhjkdWPRCDViyeYFuDk//v3X3sbT37ptcym3Ss+/Hn6PCGGJ2fjvbQM7xWV5Ar/t+aE3a+OV0jc9NYdPEoHP4wz35aT+DQM8gx+enU2k7cTNtp0UVlTC0xU5Bp4O/ra/GH4zx/22zaPEHC0QQzSrP76BMIcZjU7MSgs7HWzts7W9jW4MTmixxzfsmhzh2M8u6eVqzeMOMLM7n2nGIUReFPq6v7POgg2eHmw73tNDuDqaADehR0AM9vaGD2qFy2NDhQFNBr1Ty1tgZXIEKN1cfCOWV8bmIhRr0ag1bT2x9DCEDCTgwCrkAkNRB8UnEmSz46SCg6uJ7HDZSt9U4+3NtOUZaR88qy2dXk5rUtTf12/U11jl45z9ZDQQfJ4SDPl9cTPDQAv7rDx742D3qNmqklWVw9vVjWARS9TsJODBh3MMrrW5tYe9DKplpHsqPGjoEu1eCys8mFPxKn1ubnk4M2rL5wt0HyZ4LPFjl4xEoSzkCUv3+SHBoxoSiTnHQ9qys7uO+LE3lrRwvXnztcBsSL0ybP7MSA+dlbe3hta1O/Dh84k31hShE6jYr39rQPdFH6lEpFl3B74KpJ/M9JDLIX4nikZif6RSgap9UVJBiNk5uuZ8FfN9LsDJ6RtZSBsr7KRqL//jYdMIrSdeabp9bWUGw2csXEQkx6DZFYAr02GYad3ycSivTqFMclNTvRJ+IJBc0Rv3w21zn4/kvbCETiZBl1tHtkpW5x8vRaNWaTjuvPHc7ccflcNqGALfUOKlrc3HbJaGqsPvQatQxmF8ckNTvR6yKxBK9tbWJycSYN9gD72zzYfBFsvmSvyiN79glxMiKx5LJMf11XS4ZBS43VxydVNoKROOMKM1hTaSWeUHjoS1N4ZUsTM0rNTC0xD3SxxSAiYSdOWygax6jTUGXxYvWGeWJlFfvbPeSk6Wl0dJ/ZQ4jT8cdVVcQSCiadhmA0zuZ6B/GEQppew/BsE4+tOEBOmp7rZpRw+6WjGZ5t6tbSIM4+0ox5lukMpp4e0+EJMzIv2URk8YRw+CO4g1FmjMjmD6uqKMoy0OoK8sLGBhk2IAZMidlIq/twE/nM0mwWzhmJSqXi6+ePSIVeqyvY4zlAxZlNanaDlKIoqFTH/ks0EktQ1eFlaomZrfUOZo3KTR3nDEQ5aPEyvjCDNneIacPNKIpCPKHw+rZmRuamcfkxpqHq9N6eNnzhGDsaXQCsrezgl9dPY1OtgyZngJX7O4jFE0wcloXVGz7uatlC9Jcjgw6SQzcqWtwMzzFh94UpzjZx4ZhcHnv/AHdcOobibCPZJl1qdhoxdEnNbhDY1uCgst3HOSPMeEJR0vRa6m1+CrMMzCzN5pvPbmFqSRb72zxcM72YL59Twv1v7Kaixc2Vk4v4YG87Ywsy2N/uYViWEbNJx9YGJxOKMtnf5mHe5CJiiQSFmQbWVFqx+sJseOBKVh2wsK/Vwz3zxhOJJfCFY3xQYcETivLsp3XoNOouC5iqVMdfAkeIwS43XU+WUUu9PcDEokws3hBXTCjgx1dNIj9Dj0GrIRyLk0iASS+zuQwlEnYDYGeTi4lFmbS4Ary6pYlKi491B63MLM1mf5uH3HQ9Fk+IhAKTi5Mh10mrVnHOCDPbD9W4TtWR8xsWZRnwhZKrdUugibONRq3iW5eOZuU+C9fNGE52mo739rTx6ncuIhiJs7/dw3kjcwa6mOI0Sdj1k0RC4WCHl2AkzoNv7qHDG8YXig26ZWrOZr49K7G/9wQARQt/g3HE1C7vK4pCy1O3EffaMI29gMKvP9yj8wdrthBuO0j23IUnfYy7/FXCbZWEWw+SCLgwX7LgqMe71r+E+9OXu59Ao6Psvrd6VE6RNCLHhEatIidNz7jCDGaV5dDiCjJ3XD5zxuSRSChsrncwrjCD/AxD6rg2d5Bi89GfB55oUV7Rd+SZXR/p/Bui1R0iw6Dl3ztaeGLlQWJxBW94cC9Tc7ZTafX4963tFnbhpj3EvTbQnNrabMHarXi3L+9R2Lk+eQFNeg76ojGE6rafcP/cL34flf7wL1qVSn6xnqpmZxCABnuAnU0u/r2jBZUKnvu0nq/PGkGdzc+aSisZBi0PfWkK7Z4Qbe4QNR0+0gwavnPZWLyhKNNHmGl1BUkosLbSSnWHjwvH5DJxWBaThmWys8nFeSNzSDdo5NlhH5Kw6wN2X5hXtjRRlGVkf5uHZmeANZXWLs+/xOBlGjOLwIH15M77Dir14ec2/n1r0Q8bRzzQf8sNDf/u02jNRcQDbpqXnjgk0yZegiZNxpf1hc7ZfqLxGM9+Wp/a7gvH+PnbFd1+vtdUWoHkc8JoPEE4liAaT6AoyfUKAcYVZuAKRNGqVfzfV6eRrtcwbYSZ17Y0ceP5pdj9Yfa3efnClKLUrDGnYn2VjYJMAxOHZeL0R8hJ15/yuc5UEnanIRpPEIjEMWjVGHUaKlrcmE067vjHVtzBKG1umSXkTJQ2+TICBzcQqtuBaewsAJR4lEDlp5gvuhnPtndS+4Yad2N5+acULfg1xpHnpLbH3BZalt1O3jU/JGP6PGzLf4+/YhUADb/5Umq/svvfTe7vc6CE/Wizi1FpDv9Yas1FPS5/IhxApTcdtzev6F3H+0P2eEtUVXf4Ut//4KXtaNQq9Fo17mCUf21rpt7uJxRN8LmJBQwzm5hVlsPMkdk0O4NdelTHEwpb6x2MKcgg06hlR6MLdzBKeY2N3c1udja5UKmgxGzCE4ry+NdnsKnOjs0X4ZsXl1Gak0ZhlhFfOIZWrerx8KQzwZAOu0AkhkmnQVHoNm/esbr2ByPxo/bCanIECMcSGHVqtjU4Kck2saaygy11TvyRGKPy01lXaWVMQToH2r199plE39OaizAMn4R//9pU2AVrt5EIB0ibfFmXsDtZmTOvIu5zEKrfQd6XftTtfdfa5/FXrErV5E5Vy1++hRIJotIZSRt/ITmfvx1NunSuOBNE4gmIH14R4sjfI6sP1RJf3tyISgWZBi0L5ozE6g3TYA+QZdSyutKKQasmTa/BE4ql5lHt7JWhKNDiSjbN3vXy9tQE7O/vaUOtVjGxKJNYQiHLqGVmaTbTR5i5ZloxoVicNH0yKkLROFq16oxsbh0SYbe/zUMgEqfG6qPRHqCi1c3Ukixe3dKMJxTl4rF5FGQYmDUqh421DkbmptHkDHDuyByumFBATrqeJkcAmy/Mp9V2Lp9QgDMQYUpxFnV2P6sPdPCfXa34wzEyjTrcwSjxz0xg3LmS9q5m90DcAtHL0qdcjnPt8ySiYdQ6A/69azCUTkObmXdK5zMMn4wut4RQ/Q4ypn6ul0sLamMGmed9CcPwSaDREW7ai3fHcsJtByle9ARqg8wZOVQoCnhCMf6ytrbbe+FY4qQelxy50kgsoUBCYU/L4d9dm+ocFGYa+NXy/Ri0akblp+P0R1CpVFw2Pp8NtXb+vPB8rN4wk4ZlEk0krzmYF989pbB78sknefzxx2lvb2fGjBksXbqU2bNn93bZgOTg6Q5viEAkjk6TrFWdX5bDhho7Dn+YtQetbKl3kpOmwxmIpo7rbC8/8vvXtzV3Ofeb21sozTURjMSJxhXcweTxf1lXg1ql6hZocPwmCTF0pE26FMeqvxGs2YJp9HkEa7aQM+/bfXa9/GvvJf/ae0/5+KxZX+nyOn3iJRhKJmB75//h3bEc84U3nm4RxVmmw3t4ooh6++Fp/3Y2uQD4/O/WoFapKM01YfGEyTRouevKcZSYTXhDyU54Oek6ZozIHhQ1wR6H3auvvsrixYtZtmwZc+bM4YknnmD+/PlUVlZSWFjYK4X6cG878yYXcdfLO9jX5qHu0Hgwtar7IpCdjgy6nmhyBLttUxSIy2Czs5omzYyxbCb+fWtQomEUJU76xEsGulg9kj7lCpwfP02ofqeEneh1nYHmbkn+7rV6w9z76q5u++VnGMgyaplRms0VEwvwh+NMKs6kNCeNgkxDt/37So/DbsmSJdxxxx3cdtttACxbtozly5fzzDPP8MADD5zUObyhKG0BLwctXlpdQUpz03htaxOuQJRgJE6tzYdJl2x3PpIsfSb6U/qUy7GvWErc78Q0ZhZqY8ZR9jp6JxAlMTh63mqy8kmEfCfeUYg+YvMlpxOstfl5e2cLCQUKMw0EI3H2/GJ+v5WjR2EXiUTYtm0bDz74YGqbWq1m3rx5bNiwodv+4XCYcPhwVdjjST7Xuuy3a0jojMedqSMal7FoYmClTbgIxwdPEmmtJP+6+4+6T2cAJkL+Lttjno6j7N2/vSMVRSHm7kBfOKZfryvEsXRWWDq8YfT93bSp9EBLS4sCKOXl5V22//jHP1Zmz57dbf+HH35YAbp9ud3unlxWiH7x7LPPKoCyZcuW1LbnnntOeeSRR5RAIJDaVlZWplx77bWKoiiKy+VSNBqNcu+993Y519e+9jUFUJ599tnUtvvvv18BFKfT2e3ara2tyv79+5VIJHLUslmtVgVQHn744aO+39HR0W3bk08+qQDKkiVLjvWRhThr9GlvzAcffJDFixcfGaxEIhEyMzP78rJC9JpFixYd932z2cyNN97I0qVLUalUjB07lnfffZeOju41u/PPPx+Au+++m/nz56PRaLjllluA5M/K888/T11dHaNGjUod88ILL9DQ0EAgkOwgsG7dOn75y18CcOutt1JWVgZAWVkZN998M9OnT8doNLJ+/XpeeeUVZs6cyXe+853Tvg9CnOl6FHb5+floNBosFkuX7RaLhWHDhnXb32AwYDD03wNIIQbC0qVLiUajLFu2DIPBwE033cTjjz/OtGnTuux3ww03cNddd/HKK6/w4osvoihKKuyO5emnn2bt2rWp16tXr2b16tUAzJ07NxV2CxcupLy8nDfeeINQKERZWRk/+clP+NnPfkZamgw7EKLHE0HPmTOH2bNns3TpUgASiQQjR47kzjvvPOkOKkIIIUR/6nEz5uLFi1m0aBGzZs1i9uzZPPHEE/j9/lTvTCGEEGKw6XHY3XzzzVitVh566CHa29uZOXMmK1asoKjo1Kc4EkIIIfpSv65nJ4QQQgyEgZ/DRQghhOhjEnZCCCGGPAk7IYQQQ16/hp2iKHg8HuQxoRBCiP7Ur2Hn9Xoxm814vbK4qRBCiP4jzZhCCCGGPAk7IYQQQ56EnRBCiCFPwk4IIcSQ16Owe+SRR1CpVF2+Jk2a1FdlE0IIIXpFj+fGnDp1KitXrjx8Am2fLoknhBBCnLYeJ5VWqz3q2nVHEw6HCYfDqdcej6enlxNCCCFOW4+f2VVVVVFSUsKYMWNYuHAhjY2Nx9z30UcfxWw2p75KS0tPq7BCCCHEqejRqgfvv/8+Pp+PiRMn0tbWxi9+8QtaWlqoqKggMzOz2/5Hq9mVlpbidrvJysrqnU8ghBBCnMBpLfHjcrkoKytjyZIl3H777Sfc3+PxYDabJeyEEEL0q9MaepCdnc2ECROorq7urfIIIYQQve60ws7n81FTU0NxcXFvlUcIIYTodT0Ku/vuu4+1a9dSX19PeXk5119/PRqNhgULFvRV+YQ4o/nDsYEughCCHg49aG5uZsGCBdjtdgoKCpg7dy4bN26koKCgr8onxBnNGYiQbpCxqEIMtB79FL7yyit9VQ4hhiSnP8qInIEuhRBC5sYUog85A5Gjbo/EEv1cEiHObhJ2QvSRSCxxzLCr6pAFjIXoTxJ2QhxFInF4+KnVGz7OnsfW5g7i9CfD7rPDWfe3SdgJ0Z8k7MRZod0d6tH+f1lXC0AgEmNFRVtqu83XNfhW7rMc8xzNziDuYLI3ZnWHj3Z3CE8oijcU5dNqGw12f2rfaFyaNYXoSxJ2Ykh6e2cLH+2zEIsn8Idj3PSXDTy1poYVFe3HPCYYiae+X3uwA4c/wpZ6J79+7wCxeAJFUXhzezN7mt2p/V7f1oT9UAB+tvZWa/MTiMQIRGJUd/jY0ejkYLuXDTV29rS4aXQEUvs2HfF9TyiKgicUPaVjhTibSJ9oMSSEonHer2gjEIlz2fgCPtjbTrs7RHWHjz0tLhodAX6z4gBqFTz+9RlkGLWMK8xgRI4JnVrNT97Yzdxx+Xz13OEA2H0RHnt/PwctPoLROL/76CC3XFDKX9fV0uIM8taOFh768hQaHUHWV9v4yszhHLT4mDjs8ByxtVYfHd4wbe4Q7Z4Qbe4Q543M5p1dbXiCUVyBwyHVYA8wpiCjx5/bG47h8EXIMurwhWNkyDAHIY5KfjLEGU9RFDbVOfj5v/fiC8fIzzCQbtDgDkZ5vryeds/hJsyEAj96fRd6jRoFhbs/P54RuSb+ta2ZgkwD/nCM3c1unIEor29rTh335vZmppZkYfNFeGVLE3npeh768hSaHAHe3N7ChWPy2FBjoywvDaNOw9Z6B3U2P2sqrVxQlkOLM8j+dg/5GXpW7regAPU2P7VWH2MKMqi3+wlF47S5Q8kA1pxco4s3FMMVTIbmyn0WPKEo/z2nDLVaBcBj7x9gzphcLh9fkNomxNlIwk6c0V7a1MCfV9cA4Ds0W4nNF8bm69zj6E18kUPPyDbW2anbnHx2tqbSyqr9FgKROO5ghCNbJS2eMFvrnQCEYwnaPCFqrT584Rgba+185U+fcs30YvzhGA5/hHd3t1FlSRbiL+tqyU3X02APEIjECR8adrCr2cWuZjfnlWWzsdZBIBKn3R0iw6jl/qsmnfCzb6y1YzbpcB3q8dnoCPDSpgY+N7GQ0tw0AN7b04Y3FEWnVnPJuDyicYVGh59QNMG04eYu5wtG4pj0mhNeV4gzkYSdOKNEYgn0WjVrKjuw+yI8+XE1rT3sfHKkHY0uAoee1e1vO/7iwtsbnanvFQU+PtABJMOv3ROiyRnAH46zr81NjdWX6sXZ5k42YXZer9OuZjdWbxi1CtZXWTFq1ext9aBScVJh989NjSycMxJXIEqrK8i/d7Rg8YT50eu7uP7c4QzPNtHkDNDoCPDB3nbqbD50GjWfVNk40O7hpW9dyDCzEUVRsPsjrKm08vXzR/To/gE4/BFy0/UAHLR4mVCUbMoNRGKk6eVXjBgc5F+iOKP86eMqskw6XtzYgAKnFXRAKuhOxmfD8NUtTV1eNzkC+MIxdjW7qbX6U7XHY+kMw31tHhIKrD1oJRxLoFKduJbV4gqyv81DpcVLRYsbhz9CrS1ZQ91c52BznYOvzCxBUZK9Qi2eEB8f6GBkbhobau0AfOeFrfx90QU8ubqa4dkmttQ7ePS9/fzrexezfHcr37p0DEbd8Wt6iqLw0b52br5gJBUtbv7fh5VcOCaPa6cXs7PJRX6GgYnDMlNhKMRAkbATZ4xdTS7e3tVKg/3Uei6ermi8a2/Lqg5fl9fNziD+SIzyGjut7uBJn7fZmdy3s3lTUWBvq5v8DAOj8tOPesyLGxuos/l59tN66mx+9Nruz/g6e542OQLEDo0bbHEdLteuZjcr91t4rryeacOzqLP68UfiPPrefjyhKBeNzef8ssNznVW0uDHpNeSm6clJ1xONJ9jR6GJ9tZ35U4fx2PsH2FznYE2llSc/ruacUjPFZhM3zSpl9uhcALyhKJlG3aH7mUCtUqGRZ4miH0jYiTOCJxTl/jd2D1jQnQxfOEaVxceuJtdpn+uj/RbGF2YeM+ze39NGLKFQd6g2d7TpxzrDM5Y49vrM//fuPgAqWg7XWlvdQYKROHuaXahVUJaXzr5WDz96fScXj81nfFEGw7NN7Gpys77aSo3Vj06jYn21LXUObzjGp9V2soxaSnPSGJWfRpZRx10v7+C8kTnc+blx1Nn8OPwRLhyT1/MbJEQPSdiJQc3hj7BsbQ1vbm/pNqB7MPr7+tpeOc+Hey1YPWFuOHc4sYTSpeYWiydwBnpnbN3RmnGt3jCBSJw/r6nhyslFjC1I57nyeiyeMB/ts6ACnvu0HpsvTGeOdj6//CxPKMYfP64iFItzoM3DuoNWDrR5GZWfToPNT709QEJRmFCUSX6GoVc+kxBHo1I+OxK2D3k8HsxmM263m6ysrP66rDjDhGNx1h20UdnuobzGTnmNfaCLNGDW3/85Wl0hzi/LSTX3raho4/svbec4FbbTolaROrdOoyLdoO0yJtCoUxOK9mzGl0yjFm/o8Np+I3JMtLiCKAqYTTp+OG88C+eU4Q5GKcg0kEgoqNUq4glFmjlFr5CanRhwipJsjtvf5uW8smxu+evGQd1c2Z/+s6uVOqufFleA62YMx+oN88z6+j4LOqDLuaNxpUvQAT0OOqBL0MHh55QA7mCUJ1ZW8d6eNjIMWp69bTYf7bcwf+owXtvaxILZI3t8PSE+S8JODKgmR4CP9ln485pqbL4IGQZtarycgK31TtZUdrCnxc3Eoix2N7vYXO8Y6GL1OncwypZ6Jxq1iv95bgsOf4QXNzaws9FFPKHwX7NHyqB4cVok7MSAeXd3K794Zx8Of4T4oeqEBF1Xm2rtJBQ40O7lkyordv/RlwwaKuIJpdvzv8c/qGR0fjrnjczpNhxDURRUKmnuFCcmz+xEv0okFFQqeL68nqUfVw/5X969afboXMKxRK/09jzTZBq1pOu1fOmcYq6ePozzy3JpcwfZUGPnhvNGUN3hJTfdIOP5xDFJzU70iyqLl6UfV9PhDVGSbeLN7S0DXaQzzrYGJ4n++9t0UPGGYnhDMf6+vo4Mo5Y9zW4+3GchTa/lknH5PLGyijmjc7n1olHsbXWTm66n2Gwa6GKLQURqdqJPVHd4yTLqMGg11Nn97G528dDbewe6WGKI0WvUpBk0uAJRxuSn89uvn8Md/9jK6Px0HvryVM4ZbpZenQKQsBO9yOmPoFar+KCinZc2NzKxKIPyGnuXnndC9KXJxVldpnX7/hVjuWlWKVUdPr4wpSi1PRyLY9DKpNdnEwk7ccqi8QQ6jZot9Q6mlZhZsbeNN7e3sL7axlna2iYGIbUKppRk8dgN52DSaxhbkMGf11Sz4IKR5MgzvrOGhN0ZrLMn2mdnl1cUhUAkTvpRFvKs7vAxrvDEi4SGonGCkTiBaBxvKMq/tjbzwNWTaHWF2NHkZH2VjVZ3kKunFfPB3nbKa+yk6TR4pTelGMQum1DAFRMK+P1HB7lmejGTijOZN7mIYrMR7UmuISjOTBJ2g4iiKMQTyQCz+8IUZhkBKK+xMb4wkxprMqjyMwyU19hYW2nlltkjeWpNNdfNGE51h5eiLCNGvYZ3drZy8bh81ldZ+eYlowlF45TlpbHkw4M0OgL8844LicYTKApdunO3uYOkG7R8+x9bicYVdja5SNdr8EfinDPCzL5WDya9pttAYyHONCoVqFUqis1GfnHdVCKxBF+YUkQ0rlBv9zO5WH5HDSUSdgMgFI1j1GmIxRP4w3H+sKqKD/a289VzS6hs91KQaaTNHcQdjHLj+aX877/3YNIlA2dGaTb/c8kofvTaLmKHHrrHD3Xn7/w/2fm9XqsmEkuQl64nFI2jVqlSNa+HvjSF17Y20WAP8OP5E+nwhqnu8FLdkVyHzd+DpW+EONOV5ppocgQ5vyyHGSOy+ceGeu78/DjyMwyMyDGRn2FAp1GTk64jL90gnV3OQBJ2/SyRUPjLulp0GhX727ys3G/BoFXT4Q13mz9QCDHw8jP0OANRctP1mE06vjiliFsuGEm7J8R7e9oYX5TB184bgUGrRqVScaDdw7iCDGkWHWQk7PpYOBZHp1bT4grywsYGbN4wb+6QMWZH49uzEvt7TwBQtPA3GEdM7fK+oii0PHUbca8N09gLKPz6wz2+RrBmC+G2g2TPXXjSx7jLXyXcVkm49SCJgAvzJQuOerxr/Uu4P325+wk0Osrue6vHZT0d7f98gHBTReq1SqtHm1NCxvQvkDnry6hU8ov4dBSbjbgCUYLRZAvIpePzcQejKEpypQ69Vp1aLX7+tGFUWbxo1Co21zlodYW4cdYIis1G0g1a2t3JsadSW+xbMqi8j+xpdlOUZaDO5scXjvFceT2fVNlOfKBApdXj37e2W9iFm/YQ99pAozvlcwdrt+LdvrxHYef65AU06Tnoi8YQqtt+wv1zv/h9VPrDA5oHKlg0mflkX74IgETAg3//Gpwf/4140E3OZd8YkDINFW3uUJfXR/vZXvLRQVQqeGptDe3uEOFYnISSnBLt2fI6ctP0jM5PJxiNU5Jt4ifzJ5Kdpqcg00Ct1UdpbhoqkpNmH2tdw5PV2ZntbCZh18sisQQf7G3no30WbL4wFk8IXziGxTP412IbLExjZhE4sJ7ced9BpT7ceca/by36YeOIBzzHObr3Df/u02jNRcQDbpqXnjgk0yZegibNfNrXDTXuxvLyT1PX7ym1IY2MqZ9Lvc4892pa/vZdvNveIXvuwi73tq8psQhotGddjVJRkj2gj7bd7o+kpsvb2+qh2RnEqFMzKi+dt3a0cPfnx/HBXguVFi83nDecKycVMXNkNkWZBryh2HGHTXSG27YGJ83OAC9ubCA/w8BlEwqoaHHzw3kTaHYGqLH6uXxCAVkmbWrcYefySkONhN0p8ISiZBl11Fh91Fn9+COx1D/QC0blctfLOwa6iGe0tMmXETi4gVDdDkxjZwGgxKMEKj/FfNHNeLa902X/zlAoWvBrjCPPSW2PuS20LLudvGt+SMb0ediW/x5/xSoAGn7zpdR+Zfe/m9zf50AJ+9FmF6PSHP7ROJWgSYQDqPSmQfXXtEqrx1A8nkDlp8QDbrQZuan3fHtX493yb6L2JlRaPcZR55Lzuf9Bm1WQ2qf9nw+QCHrIu3Yxzo+WEemoRZ2eg3nO18g895rUfp3/P/K//GMitkb8ez4i7nNSes/LqIwnHvZytuocDL+j0QXAHz+uTr335vaW1BR7BZkGMo1afn/TTLY2OJlYlEk0nuB3H1VSlpvOiFwTe1s8+CMxmhwBbL7D88++X9EOQHmNnTqbH71WjVGrJk2vZUapGU8wRjgW59pzSphcnMn5ZTkoChh1ySA8k2uIQybsOnsbuoIRXIEoxWYj7+xqI5ZIMHt0LoWZRnLT9TQ5AuRnGGh1BxlbcPgHr/N/YkWLm2nDzV1mWPCFYzxfnlyZOdukZ1ujkwyDhoMWH62uIBq1Co1ahSsQ5bny+gG6A0OH1lyEYfgk/PvXpsIuWLuNRDhA2uTLuoXdycqceRVxn4NQ/Q7yvvSjbu+71j6Pv2LVKdekOrX85VsokSAqnZG08ReS8/nb0aTnnPL5elPM3QGoUBsON4u5y1/F9cmLpE2aS8aM+cQDbrzb3qH9nw9Q8s0/oD4ioBIhHx2vP0L6pLmkTbmcwIFPcHz4Z1QaLRnnfLHLtdzlr4JGS9bsG1DiUdAMmV83A8rqDWP1hvnKk58CXRfbrWg5uVaPOpsfSLZERWIJPKEY7XsPN81ub3QxPNtEOBZHq1YzZ0wuRq2GaDzB5ycXctDi43uXj8WgVZ8xtcAz7l9fLJ5I9XKKxhPsaXHz4sYGsow6tjY4cPqjtLqD5KbpU00EahVo1CpG56fT7AySYdASjSfISdezcE4ZJp2GGqsv1e2+5ND/5FF56dTZ/GyudxCJ9XzBSnHq0qdcjnPt8ySiYdQ6A/69azCUTkObmXfK5zQMn4wut4RQ/Y4uzXu9RW3MIPO8L2EYPgk0OsJNe/HuWE647SDFi55AbUjr9Wsej5JIEA+4AUgEvfh2f0ikvQrT2AtQ6wxAMvxc618i+7JbMV90U+rYtAkX0fbcPXh3vNdle9znIOdzt5M1+3og+QdE2z9+hHPtP0if+vkuNWIlHqF40e9T1xJ9o68W8m1xHZ7m7+2dranvOzvYlVfbiCsKF47Jw+IJMbYgg9vnjkavSQZgZ1AOlo43pxR2Tz75JI8//jjt7e3MmDGDpUuXMnv27N4uGzVWH5XtXjbV2vFH4hh1arY3uJhRms2mWjvuYBRHIHLUqamOXDomoUAirnDQkmw7DxwaQ+YMRPm/d/d1O3bfoeYE6VAycNImXYpj1d8I1mzBNPo8gjVbyJn37T69Zv6195J/7b2nfHzWrK90eZ0+8RIMJROwvfP/8O5YjvnCG497fCLsR4nHjnidXK09EfIR1xlT21VaPWr9iWf0jzmauz1jNI2bQ97Vd6deBw6Wg6KQNmluKhgBNOk56HJKCDXs7hJ2qDVkzLz6cFk0OjJnXoXjwz8Taa9OBn3n5592pQTdELa1wQkcbnYFWPpxFel6LTqNGlcwQl66gflTh6HVqJhVlsP4oky0ahUmvYb8jP79t9HjsHv11VdZvHgxy5YtY86cOTzxxBPMnz+fyspKCgsLe1yAzoehVRYvDn+EUCzBX9fVcO30En7xzl7CR6lR7Wvr3w4Kov9p0swYy2bi37cGJRpGUeKkT7xkoIvVY+lTrsD58dOE6neeMOw63vi/LsMFOrU9d0/Xc0678qRCWWMuIu+qu0BJEHO14y5/lUTAjUp7uGND1NkKKLT+9Rh/SHymE4smIxe13thlmzZ3OJB8Rnpk2J1OU7A4M4WiCULRwxWNFleQZz6tA+CvQJZRiy8c45wR2eRn6Pn7ogv6rWw9DrslS5Zwxx13cNtttwGwbNkyli9fzjPPPMMDDzxwUuf4y9oaOkJqKi1e2t0hhueY2NHoSs0GAvBptb2nRRNDTPqUy7GvWErc78Q0ZlaXZ0ddHb2ZREkMjqZnTVY+iVD3HnmflfP5b3XZL9pRi3P1M+R96UddnvlpjuhYcjxqnQHTqJmp14bhk2l77h5c6/5B7rzvJDcqCUBF4Y2PdAu25DmM3badrCNDVQgAz6FJM3Y2udD386D7HoVdJBJh27ZtPPjgg6ltarWaefPmsWHDhm77h8NhwuHDXe49nmSN7J+bGtEYDz8gb3IE+71KKwYhgxY7kJ2mIz3DQM65V+D48EkirZWMvul/yT30b6RNrUKvUaf+zQRyc7EAGUTIPuLfkacj2cySYdAe3lenxQun9O8tpjLQDKTptSd9vKIotHispBWPPfEx47qOK/TWGXGuhuIJMzHkDOtRWe0aNTG1uus1MyYRmXkljp0rGHXFLeizC4kVleJDoaBkJMb8ESc8Z9jnIEefQHNEM6rVbwEgr3gEGRkGvCY9FiDLqCNHfq7FMRi0/TwMRemBlpYWBVDKy8u7bP/xj3+szJ49u9v+Dz/8sAJ0+3K73T25rDhLPPvsswqgbNmyJbXtueeeUx555BElEAiktpWVlSnXXntt6rXL5VI0Go1y7733djnf1772NQVQnn322dS2+++/XwEUp9PZ7fqtra3K/v37lUgkctTyWa1WBVAefvjho77f0dHRbduTTz6pAMqSJUuOeszxrF69WgGUurq6Hh97+eWXK1OnTu22fe/evYpKpVLuueceRVEUpbq6WtFoNMp//dd/KYlEosu+iURCsdlsXc4JKL/73e9S28LhsDJz5kyloKAgdd86y/3666/3uNxC9JU+7Y354IMPsnjx4iODlUgkQmZmZl9eVgwhixYtOuE+ZrOZG2+8kaVLl6JSqRg7dizvvvsuHR0d3fY9//zzAbj77ruZP38+Go2GW265BUj+e33++eepq6tj1KhRqWNeeOEFGhoaCASSHUbWrVvHL3/5SwBuvfVWysrKACgrK+Pmm29m+vTpGI1G1q9fzyuvvMLMmTP5zne+c1r3obdMmTKFa665hr///e/8/Oc/Z+zYsfzyl7/kwQcfpL6+nq9+9atkZmZSV1fHW2+9xbe//W3uu+++1PElJSX85je/ob6+ngkTJvDqq6+yc+dO/vrXv6LTnfrMNkL0uZ4kYzgcVjQajfLWW2912f6Nb3xDue6663oxg8XZ6Gg1u6P5bM1OUZK1rq997WtKWlqakpOTo3znO99RKioqutXsYrGYctdddykFBQWKSqVSjvwRWLRo0VFrUp01mqN9rV69OrXft771LWXKlClKZmamotPplHHjxin333+/4vF4Tul+9EXNTlEUZc2aNd1qqG+88YYyd+5cJT09XUlPT1cmTZqk/OAHP1AqKyu7nXPr1q3KRRddpBiNRqWsrEz505/+dNRyS81ODCY9ngh6zpw5zJ49m6VLlwKQSCQYOXIkd95550l3UBFCnHmuuOIKbDYbFRXde4wKMdj1uBlz8eLFLFq0iFmzZjF79myeeOIJ/H5/qnemEEIIMdj0OOxuvvlmrFYrDz30EO3t7cycOZMVK1ZQVCRjaoQQQgxO/bqenRDizCXNmOJMJmEnhBBiyDu7FpcSQghxVurXsFMUBY/Hg1QmhRBC9Kd+DTuv14vZbMbr9fbnZYUQQpzlpBlTCCHEkCdhJ4QQYsiTsBNCCDHkSdgJIYQY8noUdo888ggqlarL16RJk058oBBCCDGAejxd2NSpU1m5cuXhE2j7dJUgIYQQ4rT1OKm0Wi3DhvVs1WQhhBBiIPX4mV1VVRUlJSWMGTOGhQsX0tjYeMx9w+EwHo+ny5cQQgjR33oUdnPmzOG5555jxYoVPPXUU9TV1XHppZcec5D4o48+itlsTn2Vlpb2SqGFEEKInjitiaBdLhdlZWUsWbKE22+/vdv74XCYcDiceu3xeCgtLcXtdpOVlXWqlxVCCCF65LR6l2RnZzNhwgSqq6uP+r7BYMBgMJzOJYQQQojTdlrj7Hw+HzU1NRQXF/dWeYQQQohe16Owu++++1i7di319fWUl5dz/fXXo9FoWLBgQV+VTwghhDhtPWrGbG5uZsGCBdjtdgoKCpg7dy4bN26koKCgr8onhBBCnLZ+Xanc4/FgNpulg4oQQoh+JXNjCiGEGPIk7IQQQgx5EnZCCCGGPAk7IYQQQ56EnRBCiCFPwk4IIcSQJ2EnRB8Kx+IDXQQhBBJ2QvQpqzd84p2EEH1Owk6IPmTzRQa6CEIIJOyE6FN2n9TshBgMJOyE6AFbD8IrnlCO2YzpCnSt8fXjrH1CnJUk7ITogdUHOk5633ZPKBWO/nCsy393Nbu77CvNnUL0LQk7IU7gyFrYxwc6CEUP97BsdgZS30diiS7H1Vn9uINRYvEEu5pcyW02PwCfHLR2OdbiCfVF0YUQh0jYCXEciqLw6pYmEgmFREKhxurjg73tqffXV9lodQUBqLcngywUjeMLx6jq8NLiCtLiCtLsDKIoyWZNdzDKxjo7jfbDYdfhlbAToi9J2AlxHP5InFX7O6jq8LGnxY0nGKPRHiCRSD5je3tnKx8f6CASS7C/zQNAmztEebWNqg4fK/d3sK3BSZs7xLu723AHo2ytd+AJxvCEYqnrWDzJ5s5YPNG9EEKI0yZhJ8RxeENRdjQ52VRnZ1ezC28oSo3Vx65mFwBWX5iDFi92f5iKFjehaJwWZ5B1VVaqLT4isQS/+/Agb+1o5lfL9+MKRHj8g0rcwShWbwinP9lE2uoKUtHi5vVtzfz83xUnXb5YPNGlmfWzHWKkeVSIJAk7IQ7xhWPdnrt5QzGicYU1lVba3SH8kTirK63UWJNNlg5/hK31Th7/oJKqDh+uQJQWV4A9LZ5UTa/FFaTeHqDdE+LTGjsH2r24g1EqLV6+tHQ9H+2zsLXeySdVNjbU2HlvT9tJlXdnkwu7P9Klc0tFqztV6wRY+nHV6d4WIYYECTshDvnDyoNUdXi7bNvXmgys8hpb6pmcOxilzuYjGk/gDETY3+7h3ztaqLL4cAYitDiDWD0hvOFYt2t8tM+S+v6gxUeLK8g/NtSzq9lFvc1PVYcPuz9CMHLiacZe39qE1RvGcah22GD3s7bSSq3NxydVVkLROOU19pMe1hCVJlQxhEnYibOWJxTt8vrDfRas3jBt7iC7m10kEgpvbG8GIBRNUGc73KFkf5sXmy+MooCiQEKBVncQZyBCsyt4UkMJqizJYN3X6iEQiVNt9VF9KGxrbb4uvT4/q8bqS5XX4U82Xb6+tZnnyuv5cJ+F17Y2889NjdTb/Oxr8xCJJQjH4qngOzLYOmuz7W5p8hRDl3agCyBEf6i1+hidn46iJEPOF47x9s5Wvnf5WFbut5CXoafBHqDdHcLiCdHuDvPGtmZ2HhoyAMmaU6eKFjcdnq7PxxQFGu0Bdja5iJxELckZSIat/VDNbEejk84WyA/3WhiR4+HGWaVHPfZv62qxesNsrndQmGmgxupjdWVyDOD+Ni/rq6wUZBhIKPDHVVVcPa2YDIOWDm+Ysrw0rN4wXz13OIFIjHd2tXLzBSNpcQUpzU076XsqxJlEwk6cFX65fD8PXj2JDKMWfzjG5jonzc4gb+9q4f5/7UmFU6sryO4WN5FYghZXEO8RPSYDRzQtdnjDbG1wdrvOb1YcSIVYTx3xqI0XNjZQlGXkorF5FGQaMGg1XfZduT8ZbG9ubyYaV3hta3PqGeGBNg/OQJSK1uTA9TqbPzU+sNkZJCddR36Ggc9NLMQbjlLd4Ut9diGGKgk7MeQoioJKpUq9tnhC1Nn82P0RPKEYbe5gqrlyQ02iSy2s2RWkvNqOWp1sujyeJR9Wdtt2qkH3WQ5/BIc/wvZGF7lpeuaOz0+9t/agFeehHpidQxY6n9sB1B4auL6jMRnGjY4AjY4AJdkmGu0BYodS1eGP8LNrJ9PsDOINRSXsxJAmYSeGBKc/wrYGJxeMzqXK4mXWqFwqWtxMHJZJdYcPuy+M3RchFI3zaY2NTIOWGqsP1WfO0+oKJsPvJJah859EJ5LTtaPRiTsYRadRcc6IbEx6DX9bV0s8cexOJ53vRePJ/3aGdq3V32W/TXUOfKEYG2vtHLT42N/etXOOEEOJhJ0YEjq8YSpa3dTb/VS2e/nl8v3UWn3cOKuUKcVZeEIxHP4wW+qd7GlxMyLHRJMjyGc7Kra6BlcnjU21Dva1eVhbaWXZreej06jZUGvvlXN3NtU6A1H2NLvYVGvHH46RbpBfC2LokX/V4oy2cp+FGaXZ2HxhGuwBNtTYaT9iIPWrW5r4rzkjAdhY5+Dj/R2EYsnpvACanV2b7gZbj8R9h57D2f0RNtc5UKtUx63V9dTBQz1Cqzp82HzJAe+PXDe1184vxGAhYSfOSLF4gle2NPH/vbOPEbkmLp9QwId727s1LfrCMfYcWmFg+e7Dg7WPtfTOyfSiHChrK604Ar27OsK2Q51sqg51UtlU5yAWT6DVyKgkMbSolH5cSMvj8WA2m3G73WRlZfXXZcUQUt3hZVxhJjf/ZQOb6hyp7SoV3ZokO2UZtV3moTxTZRi0qRppbzHpNASjcXLT9alOLl8/fwQmnYaHvjwFnYSeGCKkZncWcvgj5KbrB7oYPdbhDfGfXW20umq7BB0cO+iAIRF0QK8HHUDw0MD1I3tzeoJRLJ4Qle1epg039/o1hRgI8mfbENW5aKjVG0ZRFFpdQWy+MPe+upMvL11PJJbgX9ua2dfqIZ5QaHIEusypeDLTVfWHdneI17Y0EYzEuf9fu3lydTX/2tY80MUa0ryhGN5QjCZHoEcrsw9FiV58PioGltTshoAmR4A6m59is5F/bm6kINPAv3e0cN7IHJbvaePLM0pYd9CKOxBNzdd45ZI1NDmCzBhhJhRNUGnxMm9yEdeeM4zSnDQe/s9e/nDLuYzIMWHUaU5Qgt4XiSVodgb41j+2ArByv4VPqmy92jlDHJ03HCUQidPkDGDUa/jcxMLUexZPiKIs4wCW7tRZPCEKMgyo1ckBJ//Z1cqaAx3MHZ/PzNJsaqx+RuSYcAWiFGYZMJt0lNfYuW5GCZCcYk2adc9c8szuDLWn2U0knuDjAxbe2dVGoyNw4oN6yGzSceGYXK6YWMj04eZ+adLyhWP84j97mVqSxS+X708NgBb9Z2RuGsFonLnj8hmTn85dV45PvfeHlVXcM2/8cY4eXNyBKFqNiqoOHy9vaiQaT/DdK8byuw8rWXvQmhqDODo/nTqbnzEF6anxiMOzTbgCEa6bORz7oaWc7pk3noIMI3PH56MoCqFoApO+//8YFD0nYTdIeENR9Fo1ikKqJrWtwcGInDRe29KEUadhY62dRRePYleTi999dLBfy5edpuM3XzuHC0fnYU7T9fpzv8p2L89+WseUkiweensvalXX6bNE/8lJ0xGIxDFo1Vw1bRi//foMIDkzzWWPr+b+qybxxSnDaHEFGZ2f3u34Opsfo05NsdnU30UHkn8w1dv8HGj38sh/9nLFxALWV9twHZrdJtOgPeqKFCdLr1Uze1Qu3nCMycMy6fCG+dalo6loceMLxbj90jGYTToguWr9QLSMiO6kGXMARGIJ9Fo1f11XQziaIDdDT3mNnVg8gdMfpSTbiNUXZmu9k4SiEI0rqZ54n9bYTjiNVV9wBaL87K09ROMK543MZmu9k3U/+Rw5Jxl4e1vdjMhJw2zSpabzqrf5CUSSPQG/9lR5lw4YEnQDxx2MklAgHEvQ5AjS7g4xzGzkj6uqaXIEqbP6qbP52dfmToWdOxDFnKajusPH15eVc+fnxvGtS8fgD8eIJZTUL/++Eo7FU/OHvrK5kX/vbOFAm5dYQuHd3V3XBzydoIPkz+/6ahsAu5tdKEpybcHOTj7v7mmj2GzEF47zlRklfPlQM6hRpyYaV9jR6CQ7Tcf5ZbmnVY7+pigKCQU06s/OO3RmOKWwe/LJJ3n88cdpb29nxowZLF26lNmzZ/d22fpUhzdEXroBRVFQALVKhUatwhuKkmk8/IMZiyeIJRSi8USX7SejcxkVFbC31YPDH8EXjvHG9mbGF2bwt0/qTvpcnUEwEEHXqXPZmtWVVgDuenkHd1w2hiZHgBE5JgxaDZOGZR41AN/c3oJOo+ZL5xSzpd5BsdnE2oNWtjc4uwzyFgPvyD80tjY4eG1rcmD+uqrk//d2T4jqDh8f7rVw1dRi9ra6CUUTfHygg1gigSsQTQ2Gv/fVncwZk8c3Lx7VZ78kEwmFt7a3UJqbRps7xBMrq/rt31Nnu1iXuUmt/lRT6N4WN4+tOEAklkClgoIMAx3eMGl6DeMKM7jh3OFUWnzMHp3Dl88p6dPxjYqiEI4lUBQw6TXE4gmanMnlrEbkpBGJJQhGY2yoseMORml2Brlx1gg+3Gs59IdP8lHJ1JIsApE4V0wsJDddx8RhWaQbNGSb9Oi1g/eZZo+bMV999VW+8Y1vsGzZMubMmcMTTzzB66+/TmVlJYWFhcc9ti+bMd3BKJ5glA5vmA/2tmM26VhT2UFZXjqj8tJosAcw6TW0OIMUZxt5a3sLeq06FWBatYpR+enU2/xMLs4ieijknIEIFS1uSnPSMKfpONjuZXRBOrPKcmlyBIgmFC6fUEBBpoH8DD0lZhPtnhDbG51UWXwYdWo21TkIR5NTMw01nb/AVEAsoZCfoee7l4/lo30WzivL4ZppxXR4Q9z98g78kTjFZiPtnhDFWUbaPKHjDhkQg8M104dx0Zg8nlpTQ6s7xLzJhUwbbmbpx9V88+JRBCIxSnPT+OOqKkbnZ7C/zYNGrWL53XO55g+fsOjiUdxw7ghG5af1+A/Gk/H0+joe/+AAo/LSCUbjNNh7//l1f7hkXB5GrQZzmg4VKr4wpQiLJ0SWSUu2Sc9lEwpQQaqDzYkoisKOJhebah1UWbxsrndg90VQUBhbkMFBi5d4QjntVpRMgxYFyEnXccsFI5k/tYjR+RmDrgbY47CbM2cOF1xwAX/6058ASCQSlJaWctddd/HAAw902TccDhMOH+667PF4KC0tPemw6yxaoyOA1RumINOAWqVie6OTRnsAlSoZcm/vbKXjGDNi9AedRpX6pR1XlLP+F/iRA7zzM/R4grFBPTOJOL7Zo3LJNGpZc9BKPKEwPNvEuMIM1h60kpOWDK9xhRlsqXeiUR+ezuzCMblsrHUwb3IRl0/IJztNTziWwKhT86VzSk67XKsPdPDPzY1sqLGfFS0DxWYjapWKC0blMDIvnfGFGbyxvZnPTyqkzR2izurHpNfQYPfTYA+QZtDQ6goNSA/m4dkmjDo1JdkmvnnxKFyBKHPH5w9sT16lB8LhsKLRaJS33nqry/ZvfOMbynXXXddt/4cfflgBun11dHT05LJnvVAopDz88MNKKBQa6KKcMeSenRq5bz0n9+zU9Pd961HNrrW1leHDh1NeXs5FF12U2v6Tn/yEtWvXsmnTpi77f7Zm53a7GTlyJC6XC7NZZmY4WdKLtefknp0auW89J/fs1PT3fevT3pgGgwGDwdBt+5ELawohhBB9rUddZ/Lz89FoNFgsli7bLRYLw4YN69WCCSGEEL2lR2Gn1+s5//zzWbVqVWpbIpFg1apVXZo1hRBCiMGkx82YixcvZtGiRcyaNYvZs2fzxBNP4Pf7ue222054rMFg4OGHHz5q06Y4NrlvPSf37NTIfes5uWenpr/v2ylNF/anP/0pNah85syZ/PGPf2TOnDl9UT4hhBDitPXr3JhCCCHEQBi8c7sIIYQQvUTCTgghxJAnYSeEEGLIk7ATQggx5PVr2D355JOMGjUKo9HInDlz2Lx5c39eflB59NFHueCCC8jMzKSwsJCvfvWrVFZWdtknFArxgx/8gLy8PDIyMvja177WbUB/Y2Mj1157LWlpaRQWFvLjH/+YWGzoT4oL8Nhjj6FSqfjhD3+Y2ib37OhaWlr47//+b/Ly8jCZTEyfPp2tW7em3lcUhYceeoji4mJMJhPz5s2jqqqqyzkcDgcLFy4kKyuL7Oxsbr/9dnw+X39/lH4Rj8f5+c9/zujRozGZTIwdO5b/+7//48j+fHLPYN26dXz5y1+mpKQElUrFv//97y7v99Y92r17N5deeilGo5HS0lJ++9vf9ryw/TIDp6Ior7zyiqLX65VnnnlG2bt3r3LHHXco2dnZisVi6a8iDCrz589Xnn32WaWiokLZuXOncs011ygjR45UfD5fap/vfve7SmlpqbJq1Spl69atyoUXXqhcfPHFqfdjsZgybdo0Zd68ecqOHTuU9957T8nPz1cefPDBgfhI/Wrz5s3KqFGjlHPOOUe55557UtvlnnXncDiUsrIy5Zvf/KayadMmpba2Vvnggw+U6urq1D6PPfaYYjablX//+9/Krl27lOuuu04ZPXq0EgwGU/tcddVVyowZM5SNGzcqn3zyiTJu3DhlwYIFA/GR+tyvfvUrJS8vT3n33XeVuro65fXXX1cyMjKUP/zhD6l95J4pynvvvaf87Gc/U958800F6LZIQG/cI7fbrRQVFSkLFy5UKioqlJdfflkxmUzKX/7ylx6Vtd/Cbvbs2coPfvCD1Ot4PK6UlJQojz76aH8VYVDr6OhQAGXt2rWKoiiKy+VSdDqd8vrrr6f22b9/vwIoGzZsUBQl+Q9NrVYr7e3tqX2eeuopJSsrSwmHw/37AfqR1+tVxo8fr3z00UfK5Zdfngo7uWdHd//99ytz58495vuJREIZNmyY8vjjj6e2uVwuxWAwKC+//LKiKIqyb98+BVC2bNmS2uf9999XVCqV0tLS0neFHyDXXnut8j//8z9dtt1www3KwoULFUWRe3Y0nw273rpHf/7zn5WcnJwuP5/333+/MnHixB6Vr1+aMSORCNu2bWPevHmpbWq1mnnz5rFhw4b+KMKg53a7AcjNzQVg27ZtRKPRLvds0qRJjBw5MnXPNmzYwPTp0ykqKkrtM3/+fDweD3v37u3H0vevH/zgB1x77bVd7g3IPTuW//znP8yaNYsbb7yRwsJCzj33XP72t7+l3q+rq6O9vb3LfTObzcyZM6fLfcvOzmbWrFmpfebNm4dare622slQcPHFF7Nq1SoOHjwIwK5du1i/fj1XX301IPfsZPTWPdqwYQOXXXYZer0+tc/8+fOprKzE6XSedHn6dNWDTjabjXg83uUXDEBRUREHDhzojyIMaolEgh/+8IdccsklTJs2DYD29nb0ej3Z2dld9i0qKqK9vT21z9Huaed7Q9Err7zC9u3b2bJlS7f35J4dXW1tLU899RSLFy/mpz/9KVu2bOHuu+9Gr9ezaNGi1Oc+2n058r4VFhZ2eV+r1ZKbmzsk79sDDzyAx+Nh0qRJaDQa4vE4v/rVr1i4cCGA3LOT0Fv3qL29ndGjR3c7R+d7OTk5J1Wefgk7cXw/+MEPqKioYP369QNdlEGtqamJe+65h48++gijcQBXPD7DJBIJZs2axa9//WsAzj33XCoqKli2bBmLFi0a4NINTq+99hovvfQS//znP5k6dSo7d+7khz/8ISUlJXLPzlD9EnayNNCx3Xnnnbz77rusW7eOESNGpLYPGzaMSCSCy+XqUlM58p4NGzasW4/Wznt83Pt6hq4nWApYAGbMSG1bA7B2LfzhD/wX8F/Q7fNtBtiyBX77W/7aufGIfdIABeCaa/qk3AMtArBhQ5fP/MfOb1QqLubQ5y8p6XLca6lvXuOnwE8P7X+kDoDvfz/5daY5zkyJP/7xj3nggQe45ZZbAJg+fToNDQ08+uijLFq0KPXzZbFYKC4uTh1nsViYOXMmkPwZ7Ojo6HLeWCyGw+E4K37v9dY9GjZs2FGz48hrnIx+eWYnSwN1pygKd955J2+99RYff/xxt2r6+eefj06n63LPKisraWxsTN2ziy66iD179nT5x/LRRx+RlZXFlClT+ueDCDEEBQIB1Oquvx41Gg2JRAKA0aNHM2zYsC4/nx6Ph02bNnX5+XS5XGzbti21z8cff0wikTgrJs7vrXt00UUXsW7dOqLRaGqfjz76iIkTJ550EybQv0MPDAaD8txzzyn79u1Tvv3tbyvZ2dldesWdTb73ve8pZrNZWbNmjdLW1pb6CgQCqX2++93vKiNHjlQ+/vhjZevWrcpFF12kXHTRRan3O7vRf/GLX1R27typrFixQikoKDhxN/rk37TyJV9n99dxLFq0SBk+fHhq6MGbb76p5OfnKz/5yU9S+zz22GNKdna28vbbbyu7d+9WvvKVrxy1W/25556rbNq0SVm/fr0yfvz4ITX0wOv1Kjt27FB27NihAMqSJUuUHTt2KA0NDYqi9M49crlcSlFRkXLrrbcqFRUVyiuvvKKkpaUN3qEHiqIoS5cuVUaOHKno9Xpl9uzZysaNG/vz8oMKcNSvZ599NrVPMBhUvv/97ys5OTlKWlqacv311yttbW1dzlNfX69cffXVislkUvLz85Uf/ehHSjQa7edPM3COHHqgKHLPjuWdd95Rpk2bphgMBmXSpEnKX//61y7vJxIJ5ec//7lSVFSkGAwG5corr1QqKyu77GO325UFCxYoGRkZSlZWlnLbbbcpXq+3Pz9Gv/F4PMo999yjjBw5UjEajcqYMWOUn/3sZ126v8s9U5TVq1cf9ffYokWLFEXpvXu0a9cuZe7cuYrBYFCGDx+uPPbYYz0uqyzxI4QQYsiTuTGFEEIMeRJ2QgghhjwJOyGEEEOehJ0QQoghT8JOCCHEkCdhJ4QQYsiTsBNCCDHkSdgJIYQY8iTshBBCDHkSdkIIIYY8CTshhBBDnoSdEEKIIU/CTgghxJAnYSeEEGLIk7ATQggx5EnYCSGEGPIk7IQQQgx5EnZCCCGGPAk7IYQQQ56EnRBCiCFPwk4IIcSQJ2EnhBBiyJOwE0IIMeRJ2AkhhBjyJOyEEEIMeRJ2QgghhjwJOyGEEEOehJ0QQoghT8JOCCHEkCdhJ4QQYsiTsBNCCDHkSdgJIYQY8iTshBBCDHkSdkIIIYY8CTshhBBDnoSdEEKIIU/CTgghxJAnYSeEEGLIk7ATQggx5EnYCSGEGPIk7IQQQgx5EnZCCCGGPAk7IYQQQ56EnRBCiCFPwk4IIcSQJ2EnhBBiyJOwE0IIMeRJ2AkhhBjyJOyEEEIMeRJ2Qgghhrz/H1ht+kod5EsJAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "id_=60\n", "name_=\"EFS-8\"\n", "MM_line = \"MM001\"\n", "muts = [2,7,8,9,12,13,14,15,16]\n", "n_tracks = len(muts) + 2\n", "\n", "fig = plt.figure(figsize=(5,0.8*n_tracks))\n", "fig.suptitle(name_)\n", "\n", "ax = fig.add_subplot(n_tracks,1,1)\n", "values = predictions_efs[\"MM001\"]['track'][id_][0]\n", "ax.fill_between(np.linspace(0, len(values), num=len(values)),0,values)\n", "ax.set_title(\"Random Sequence\")\n", "ax.set_xticks([])\n", "ax.margins(x=0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(True)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "\n", "for i, n_mut in enumerate(muts):\n", " \n", " ax = fig.add_subplot(n_tracks,1,i+2)\n", " values = predictions_efs[\"MM001\"]['track'][id_][n_mut] - predictions_efs[\"MM001\"]['track'][id_][0]\n", " ax.fill_between(np.linspace(0, len(values), num=len(values)),0,values)\n", " ax.set_ylim(0,6)\n", " if n_mut==16:\n", " ax.set_title(\"Mut:15 + Repr\")\n", " else:\n", " ax.set_title(\"Mut:\"+str(n_mut))\n", " ax.margins(x=0)\n", " \n", " ax.spines['right'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['left'].set_visible(True)\n", " ax.spines['bottom'].set_visible(False)\n", " \n", " if i!=len(muts)-1:\n", " ax.set_xticks([])\n", " \n", "ax = fig.add_subplot(n_tracks,1,n_tracks)\n", "rect = mpatches.Rectangle((250, 1), 500, 0.2, fill=True, color=\"r\", linewidth=0)\n", "ax.add_patch(rect)\n", "ax.set_ylim([-2/1.2, 2/1.2])\n", "ax.set_xlim([0,1000])\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.patch.set_alpha(0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "plt.savefig(\"figures/chrombpnet/ChromBPNet_\"+name_+\"_steps_prediction_track_\"+MM_line+\".pdf\",transparent=True)\n" ] }, { "cell_type": "markdown", "id": "d10133d1-65bb-4509-a95f-2a02e91a05a4", "metadata": {}, "source": [ "### Loading the IRF4 enhancer sequence with different motif modifications and calculating prediction scores" ] }, { "cell_type": "code", "execution_count": 10, "id": "3e57150b-6c97-4390-b613-292ffabc6683", "metadata": { "tags": [] }, "outputs": [], "source": [ "irf4_onehot = {}\n", "irf4_onehot[\"wild-type\"] = utils.one_hot_encode_along_row_axis(\"GCTGCCATTGGTGTGGATTTTAAGTTGGGGAGGGTCGGGCGTGTCCGCCTGTTGGAATATGCTTCTCAGGTCTTCTGGGAAACAGATGTTTTGTGGAAGTGGAAGATTTTGGAAGTAGTGCCTTATCATGTGAAACCACAGGGCAGCTGATCTCTTCAGGCTTTCTTGATGTGAATGACAGCTTTGTTTCATCCACTTTGGTGGGTAAAAGAAGGCAAATTCCCCTGTGGTACTTTTGGTGCCAGGTTTAGCCATATGACGAAGCTTTACATAAAACAGTACAAGTATCTCCATTGTCCTTTATGATCCTCCATGAGTGTTTTCACTTAGTCTGATGAAGGGTTCACTCCAGTCTTTTCGGATGATAAAATGCTTCGGCTGTCAGTCTAATAAGGGATTCCCTGAGGAGTTTGGAGGCTGTAAGAGCACCCCCCGTCTCAATGCCAGTGCTTCTTATCTCAGCCTCTCCTGCACTCCTTTACCCCCGTCTCGATGCCAGT\")\n", "irf4_onehot[\"more_ZEB2\"] = utils.one_hot_encode_along_row_axis(\"GCTGCCATTGGTGTGGATTTTAAGTTGGGGAGGGTCGGGCGTGTCCGCCTGTTGGAATATGCTTCTCAGGTCTTCTGGGAAACAGGTGTTTTGTGGAAGTGGAAGATTTTGGAAGTAGTACCTTATCATGTGAAACCACAGGGCAGCTGATCTCTTCAGGCTTTCTTGATGTGAATGACAGCTTTGTTTCATCCACCTTGGTAGGTAAAAGAAGGTAAATTCCCCTGTGGTACTTTTGGTGCCAGGTTTAGCCATATGACGAAGCTTTACCTAAAACAGTACAAGTATCTCCATTGTCCTTTATGATCCTCCATGAGTGTTTTCACCTAGTCTGATGAAGGGTTCACTCCAGTCTTTTCGGATGATAAAATGCTTCGGCTGTCAGTCTAATAAGGGATTCCCTGAGGAGTTTGGAGGCTGTAAGAGCACCCCCCGTCTCAATGCCAGTGCTTCTTATCTCAGCCTCTCCTGCACTCCTTTACCCCCGTCTCGATGCCAGT\")\n", "irf4_onehot[\"no_MITF\"] = utils.one_hot_encode_along_row_axis(\"GCTGCCATTGGTGTGGATTTTAAGTTGGGGAGGGTCGGGCGTGTCCGCCTGTTGGAATATGCTTCTCAGGTCTTCTGGGAAACAGATGTTTTGTGGAAGTGGAAGATTTTGGAAGTAGTGCCTTATAATGTAAAACCACAGGGCAGCTGATCTCTTCAGGCTTTCTTGATGTGAATGACAGCTTTGTTTCATCCACTTTGGTGGGTAAAAGAAGGCAAATTCCCCTGTGGTACTTTTGGTGCCAGGTTTAGCAATATAACGAAGCTTTACATAAAACAGTACAAGTATCTCCATTGTCCTTTATGATCCTCCATGAGTGTTTTCACTTAGTCTGATGAAGGGTTCACTCCAGTCTTTTCGGATGATAAAATGCTTCGGCTGTCAGTCTAATAAGGGATTCCCTGAGGAGTTTGGAGGCTGTAAGAGCACCCCCCGTCTCAATGCCAGTGCTTCTTATCTCAGCCTCTCCTGCACTCCTTTACCCCCGTCTCGATGCCAGT\")\n", "irf4_onehot[\"no_SOX10\"] = utils.one_hot_encode_along_row_axis(\"GCTGCCATTGGTGTGGATTTTAAGTTGGGGAGGGTCGGGCGTGTCCGCCTGTTGGAATATGCTTCTCAGGTCTTCTGGGAAACAGATGTTTTGTGGAAGTGGAAGATTTTGGAAGTAGTGCCTTATCATGTGAAACCACAGGGCAGCTGATCTCTTCAGGCTTTCTTGATGTGGATGACAGCTTGTGTTCATCCACTTTGGTGGGTAAAAGAAGGCAAATTCCCCTGTGGTACTTTTGGTGCCAGGTTTAGCCATATGACGAAGCTTTACATAAAACAGTACAGGTATCTCCATGTGCCTTTATGATCCTCCATGAGTGTTTTCACTTAGTCTGATGAAGGGTTCACTCCAGTCTTTTCGGATGATAAAATGCTTCGGCTGTCAGTCTAATAAGGGATTCCCTGAGGAGTTTGGAGGCTGTAAGAGCACCCCCCGTCTCAATGCCAGTGCTTCTTATCTCAGCCTCTCCTGCACTCCTTTACCCCCGTCTCGATGCCAGT\")\n", "irf4_onehot[\"no_ZEB2\"] = utils.one_hot_encode_along_row_axis(\"GCTGCCATTGGTGTGGATTTTAAGTTGGGGAGGGTCGGGCGTGTCCGCCTGTTGGAATATGCTTCTCGGATCTTCTGGGAAACAGATGTTTTGTGGAAGTGGAAGATTTTGGAAGTAGTGCCTTATCATGTGAAACCACAGGGCAGCTGATCTCTTCAGGCTTTCTTGATGTGAATGACAGCTTTGTTTCATCCACTTTGGTGGGTAAAAGAAGGCAAATTCCCCTGTGGTACTTTTGGTGCCGGATTTAGCCATATGACGAAGCTTTACATAAAACAGTACAAGTATCTCCATTGTCCTTTATGATCCTCCATGAGTGTTTTCACTTAGTCTGATGAAGGGTTCACTCCAGTCTTTTCGGATGATAAAATGCTTCGGCTGTCAGTCTAATAAGGGATTCCCTGAGGAGTTTGGAGGCTGTAAGAGCACCCCCCGTCTCAATGCCAGTGCTTCTTATCTCAGCCTCTCCTGCACTCCTTTACCCCCGTCTCGATGCCAGT\")\n", "\n", "predictions_irf4 = {}\n", "predictions_irf4['track'] = {}\n", "predictions_irf4['scalar'] = {}\n", "\n", "for seq_ in irf4_onehot:\n", " pred = models[MM_line].predict(np.hstack((upstream_seq,irf4_onehot[seq_],downstream_seq)))\n", " predictions_irf4['track'][seq_]=pred[0][0]\n", " predictions_irf4['scalar'][seq_]=pred[1][0][0]" ] }, { "cell_type": "markdown", "id": "bd2f300b-62e9-4aff-850e-9df0b1ccab12", "metadata": {}, "source": [ "### Plotting scalar prediction scores for the IRF4 enhancer sequence with different motif modifications" ] }, { "cell_type": "code", "execution_count": 11, "id": "808e31a1-c802-4769-b5aa-0fb2d5cc37aa", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(4,5))\n", "plt.title(\"IRF4-MM001\")\n", "\n", "for i,key in enumerate(predictions_irf4['scalar']):\n", " plt.bar(i,np.array(predictions_irf4['scalar'][key]),label=key,color=\"C0\")\n", "plt.ylim(3,7.5)\n", "plt.xticks(range(5),['WT',\"Repr\",\"No MITF\",\"No SOX10\",\"No ZEB2\"],rotation=45)\n", "plt.savefig(\"figures/chrombpnet/ChromBPNet_IRF4_mutations_prediction_scalar.pdf\",transparent=True)" ] }, { "cell_type": "markdown", "id": "82482b5e-cd26-4f38-a83a-ff53972677c7", "metadata": {}, "source": [ "### Plotting track prediction scores for the IRF4 enhancer sequence with different motif modifications" ] }, { "cell_type": "code", "execution_count": 12, "id": "a004ee64-acb5-42c7-8360-c9ff5f9dd13e", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = 0\n", "end = 1000\n", "\n", "n_tracks = 6\n", "fig = plt.figure(figsize=(10,0.8*n_tracks))\n", "#plt.title(\"IRF4-MM001\")\n", "ax = fig.add_subplot(n_tracks,1,1)\n", "values = predictions_irf4['track'][\"wild-type\"]\n", "ax.fill_between(np.linspace(0, len(values), num=len(values)),0,values)\n", "ax.set_xticks([])\n", "ax.set_title(\"wild-type\")\n", "ax.margins(x=0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(True)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "for i,key in enumerate(['more_ZEB2', 'no_MITF', 'no_SOX10', 'no_ZEB2']):\n", " ax = fig.add_subplot(n_tracks,1,i+2)\n", " values = predictions_irf4['track'][key] - predictions_irf4['track'][\"wild-type\"]\n", " ax.fill_between(np.linspace(start, end, num=len(values)),0,values) \n", " ax.set_ylim(-5,1)\n", " ax.set_title(key)\n", " ax.margins(x=0)\n", " if i!=3:\n", " ax.set_xticks([])\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['left'].set_visible(True)\n", " ax.spines['bottom'].set_visible(False)\n", " \n", "ax = fig.add_subplot(n_tracks,1,n_tracks)\n", "rect = mpatches.Rectangle((250, 1), 500, 0.2, fill=True, color=\"r\", linewidth=0)\n", "ax.add_patch(rect)\n", "ax.set_ylim([-2/1.2, 2/1.2])\n", "ax.set_xlim([0,1000])\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.patch.set_alpha(0)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "plt.savefig(\"figures/chrombpnet/ChromBPNet_IRF4_mutations_prediction_track.pdf\",transparent=True)" ] }, { "cell_type": "markdown", "id": "ca118db1-804f-404e-967a-5850e72a8dff", "metadata": {}, "source": [ "### Calculating in silico saturation mutagenesis scores on wild-type IRF4 enhancer by using the ChromBPNet model" ] }, { "cell_type": "code", "execution_count": 13, "id": "a968c0c2-bd6e-4173-b5b9-966336d051f7", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:57<00:00, 26.07it/s]\n" ] } ], "source": [ "from tqdm import tqdm\n", "\n", "modified_sequence_one_hot = np.hstack((upstream_seq,irf4_onehot[\"wild-type\"],downstream_seq))\n", "\n", "irf4_ism = utils.create_saturation_mutagenesis_x(irf4_onehot[\"wild-type\"])\n", "irf4_ism['Prediction'] = []\n", "\n", "for i in tqdm(range(500*3)):\n", " modified_sequence_one_hot = np.copy(np.hstack((upstream_seq,irf4_onehot[\"wild-type\"],downstream_seq)))\n", " modified_sequence_one_hot[:,807:807+500,:] = irf4_ism['X'][i]\n", " pred = models[\"MM001\"].predict(modified_sequence_one_hot)\n", " irf4_ism['Prediction'].append(pred[1][0][0])\n", "\n", "modified_sequence_one_hot = np.copy(np.hstack((upstream_seq,irf4_onehot[\"wild-type\"],downstream_seq)))\n", "irf4_original_pred = models[\"MM001\"].predict(modified_sequence_one_hot)[1][0][0]" ] }, { "cell_type": "markdown", "id": "0c773939-a66b-4ca4-8431-776d4c90e7ae", "metadata": {}, "source": [ "### Function that plots saturation mutagenesis values" ] }, { "cell_type": "code", "execution_count": null, "id": "7e176160-fe35-4d71-881d-8eb7a86a40fc", "metadata": { "tags": [] }, "outputs": [], "source": [ "def plot_mutagenesis_givenax_fast(mut_scores,ids_,original_prediction, fig, ntrack, track_no, title='Enformer ISM'):\n", " seq_shape = (500,4)\n", " arr_a = np.zeros(seq_shape[0])\n", " arr_c = np.zeros(seq_shape[0])\n", " arr_g = np.zeros(seq_shape[0])\n", " arr_t = np.zeros(seq_shape[0])\n", " mut_preds = mut_scores\n", " delta_pred = original_prediction - mut_preds\n", " for i,mut in enumerate(ids_):\n", " if mut.endswith(\"A\"):\n", " arr_a[int(mut.split(\"_\")[0])]=delta_pred[i]\n", " if mut.endswith(\"C\"):\n", " arr_c[int(mut.split(\"_\")[0])]=delta_pred[i]\n", " if mut.endswith(\"G\"):\n", " arr_g[int(mut.split(\"_\")[0])]=delta_pred[i]\n", " if mut.endswith(\"T\"):\n", " arr_t[int(mut.split(\"_\")[0])]=delta_pred[i]\n", "\n", " arr_a[arr_a == 0] = None\n", " arr_c[arr_c == 0] = None\n", " arr_g[arr_g == 0] = None\n", " arr_t[arr_t == 0] = None\n", " \n", " ax = fig.add_subplot(ntrack, 1, track_no)\n", " ax.set_ylabel('In silico\\nMutagenesis\\n')\n", " ax.set_title(title)\n", " ax.scatter(range(seq_shape[0]), -1*arr_a, label='A', color='green')\n", " ax.scatter(range(seq_shape[0]), -1*arr_c, label='C', color='blue')\n", " ax.scatter(range(seq_shape[0]), -1*arr_g, label='G', color='orange')\n", " ax.scatter(range(seq_shape[0]), -1*arr_t, label='T', color='red')\n", " ax.legend()\n", " ax.axhline(y=0, linestyle='--', color='gray')\n", " ax.set_xlim((0, seq_shape[0]))\n", " _ = ax.set_xticks(np.arange(0, seq_shape[0]+1, 10))\n", "\n", " return ax" ] }, { "cell_type": "markdown", "id": "09ecb49d-69bc-4d96-9573-c1b2de373963", "metadata": {}, "source": [ "### Plotting saturation mutagenesis values of IRF4 enhancer calculated by using ChromBPNet MM001 model." ] }, { "cell_type": "code", "execution_count": 15, "id": "b65f7620-c005-4a9b-bac1-7cd0a7e8068b", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ntrack = 1\n", "fig = plt.figure(figsize=(48,ntrack*5))\n", "st = 50\n", "end = 350\n", "ax1 = plot_mutagenesis_givenax_fast(irf4_ism['Prediction'], irf4_ism[\"ids\"], irf4_original_pred, fig, ntrack, 1, title=\"DNase\")\n", "\n", "ax1.set_xlim([st,end])\n", "plt.savefig(\"figures/chrombpnet/IRF4_ISM_MM001_scalar.pdf\",transparent=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "d3938daf-3476-4af8-a72d-1ff0665465b1", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "ChromBPNet", "language": "python", "name": "chrombpnet" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15" } }, "nbformat": 4, "nbformat_minor": 5 }