{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "99d57579-b85c-4c0f-9641-26c7bd587b4d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6\n" ] } ], "source": [ "from utils import CustomDataset, TestingDataset, transform\n", "from torch.utils.data import Dataset, DataLoader\n", "import torch\n", "import numpy as np\n", "from resnet_model_mask import ResidualBlock, ResNet\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import tqdm\n", "import torch.nn.functional as F\n", "from sklearn.metrics import accuracy_score\n", "%matplotlib inline\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "# device = 'cpu'\n", "num_gpus = torch.cuda.device_count()\n", "print(num_gpus)" ] }, { "cell_type": "code", "execution_count": 2, "id": "11df53b2-8055-465f-9648-110211d5ea0f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "num params encoder 19395\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_4179661/609484323.py:4: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " model.load_state_dict(torch.load('../cnn/models/model-45-99.505.pt'))\n" ] } ], "source": [ "model = ResNet(24, ResidualBlock, [3, 4, 6, 3], num_classes=2).to(device)\n", "model = nn.DataParallel(model).to(device)\n", "\n", "model.load_state_dict(torch.load('models_mask/model-45-99.505.pt'))\n", "model = model.eval()" ] }, { "cell_type": "code", "execution_count": 3, "id": "940dea95-11fe-4da5-ae0c-299bf016cb19", "metadata": {}, "outputs": [], "source": [ "# Create custom dataset instance\n", "test_data_dir = '/mnt/buf1/pma/frbnn/test_ready'\n", "test_dataset = TestingDataset(test_data_dir, transform=transform)\n", "# test_dataset = CustomDataset(test_data_dir, transform=transform)\n", "\n", "testloader = DataLoader(test_dataset, batch_size=128, shuffle=True, num_workers=32)\n", "num_classes = 2" ] }, { "cell_type": "code", "execution_count": 4, "id": "312e2267-3c8a-4b46-9a99-5669a9ce8f8d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[6.40000000e-05 1.55505988e-04 3.77845506e-04 9.18081856e-04\n", " 2.23073791e-03 5.42020474e-03 1.31699108e-02 3.20000000e-02]\n" ] } ], "source": [ "dm_ranges = np.linspace(5, 1000, 8)\n", "# snr_ranges = np.linspace(10, 100, 8)\n", "snr_ranges = np.array([ 10, 12, 14, 16, 20, 40, 80, 100 ])\n", "freq_ranges = np.linspace(900, 2157.7199, 100)\n", "boxcar_ranges = np.power(10,np.linspace(np.log10(6.4e-5), np.log10(0.032), 8))\n", "print(boxcar_ranges)" ] }, { "cell_type": "code", "execution_count": 5, "id": "a59feeda-f188-4631-b962-a4d7f160ba4b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/pma/.conda/envs/frbnn/lib/python3.11/site-packages/torch/nn/parallel/parallel_apply.py:79: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n", " with torch.cuda.device(device), torch.cuda.stream(stream), autocast(enabled=autocast_enabled):\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "===========================\n", "accuracy: 99.69\n", "===========================\n" ] } ], "source": [ "from tqdm import tqdm\n", "# eval\n", "model.training\n", "threshold = 0.992\n", "val_loss = 0.0\n", "correct_valid = 0\n", "total = 0\n", "results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[], 'boxcar':[]}\n", "model.eval()\n", "with torch.no_grad():\n", " for images, labels in testloader:\n", " inputs, labels = images.to(device), labels\n", " outputs = nn.Softmax(dim = 1)(model(inputs))\n", " selection = outputs[:, 1] > threshold\n", " predicted = selection.int()\n", " results['pred'].extend(predicted.cpu().numpy().tolist())\n", " results['true'].extend(labels[0].cpu().numpy().tolist())\n", " results['freq'].extend(labels[2].cpu().numpy().tolist())\n", " results['dm'].extend(labels[1].cpu().numpy().tolist())\n", " results['snr'].extend(labels[3].cpu().numpy().tolist())\n", " results['boxcar'].extend(labels[4].cpu().numpy().tolist())\n", " total += labels[0].size(0)\n", " correct_valid += (predicted.cpu() == labels[0].cpu()).sum().item()\n", " \n", "# Calculate training accuracy after each epoch\n", "val_accuracy = correct_valid / total * 100.0\n", "print(\"===========================\")\n", "print('accuracy: ', val_accuracy)\n", "print(\"===========================\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "98f4626a-1ec5-4d6a-9a50-c2e36400f196", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "freq 1485.5523560209424\n", "dm 0.0\n", "snr 0.0\n" ] }, { "data": { "image/png": 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wIKzrEXs3ie6Hsgr50Bg9duVKxBh79SSyUZN3IYfhPWICNhGoulvKXZbQdTqhTyngQ+C+Pt8HAGHp7/M1ZGNs0zPtVPhq36OCockxliHO9pmdKUxhcsYKO0MAoDTsAQA1Cwf4mRmhE4smbhkuCBFonvQ5sUS3KpaA1RmIEFmiTDMFDMZjB6th0gx1SaQ4cWVxpB5M8vg7EIIMg9wlavoZAMJg+TApI8qDtScCzAZPs6SE2ZTW1GEmHdfIrcRgiOiMLHGnIzcgDWeo6bokpdi74o9cv8vOk6pcxzH9mWQKCBBrcriT06UnUjHbHKY8+loj+YsAMsVcVPAJuNMnTKET208i2GP9GSKQ43yiq7MiGSxAx+8ywKHau8ICH97tlp+fhyWRCREINeBM7g52RczhlVOsEb4OWwPc3RwWKcMzp4K2Muv8tj4/P8WrniwJ532eyJwIknI3SMBvw8PwTw0B6XzGXP6Bb89jsQnBXwJXAse8yoA6fthzAsU5VwYECZ/W+FUjeD+NUW9mYDmB96oE2RrawQheBO0wgS+7WakEbAWePNDmpFmqUwKNh5/VuqG9msBmyK4CQqYUjFeSgEQRWG5m8FqCmCSz0tacwFuFZDaLQdcpU1JLoUkkL8ghW0aiJWWQZmC31F0xZN+V0tCOWecEQrjI5IlF0Cxn9sQhAT+ppilEaDdzrEuzSRntsIDPWoIhc46fLTN4616Edpxi3Zp8QTpvYvBaIJwAVLTDpOtoqStFRhBgtSBor3oOu2X/OjcxQSoTg7eKdlC0j/Utkwp8GNHZ/9thMu9GgyB1JuJZk8bo2iGD1qrMfEpoxwyI0rs4I3RFxzT7tsxAaeCtoDr8EkHma6bXTlPEtCUxeK9d4LSGtmQ11qaENiXFCWemFiOn3UtokioAU1JcXktngqUNmfYNtDX1YlQBMqPNplyI7WlSoUxrNcssAW1HO04xHy5F43GubPja/exSMm+Hvl+S4gZVUZiWBuzqqZFs50yk+7wYDrlCbN4Jvuya6Tu4RZFIFbnMXaBfNBsZWQCbD1DLvS0ZJACVhnaaQZs+207moWkAJigNbgUgVa5cAZNEHeYh+EnfM+du9QlrHDgltJPRQWqgzDFPmy1LlwrakiFTAj9BkSu7MimgXWlYM+Mtkelg1hozhEwRmkyIJIWvTMnOnsGXHe3UrXg5MKiYQmRCn555Q2RKStP7EOulzqfEBXRpitKD4HMr3XngyNOIuzEQ5WXztbgSItR3jkjnHfU46VnEXtVLrVn9rvRB10Va5iVzRjslpPvVlDD34HlMN4EfV+MdqRten8L49GznXwWDgM64cgdNIJvHzoBwbUSdV22gKuFSjmfcRZu6pRQH6C7bJlECEu5NoLu/xiQoIBSB0Qq+mtcsNRpcLiR9baPbO/5WOkGFhWpzuvVOdUxESF3LZmMwQ2yFqnSryudz4vfYGqCCTRyeZG510RAWUV9zkwhrjdmJNMass2ZNUsSH5Fq7disSuMo0dzjgWSbymIGp3gGOvcScwxphwoGKuiivXKw+hzOe1kJoqNIxWOgGOxIJ5YEGperKlTvE2iIGbopfKB52puMcIRwbwpUmhCsrWBkprocrbQLDB127kO6NqjFah8lY4w0oHJrCSD1K5iL2c/NzNRiEVep4UBrYv2t7o9rh5BYkkikaAy7retwN37+v83XFy88ualN9HqcRU6TYGDTSgP/j2Th9xtnb+9wLNdAfWg81uZJ0xeiJOg6E1Qz7nr6D96a4N+JKA1rm7glxWuSuFEQW+Dif4ZArmiPuyDOLkkclp7UwIMIL9k1yCa5g5ajNHZ5U2rWHyofNR9L3OSrz+iIBb0NyqkjQGbk3R0TX7ntzj4F5CIQQSofC+5kX7ROMF8E7jibg8w5JhDZ1txwVK8gWRdJgcLkzVL4Us46Gw47vqqCSxayY4+ByacrEUMXivIOAfcZUnPCpdSHv8ZBRgCkz72shsbmcUYyZu7aOQFLyrEIKjVSSMVKbB1DLHTAC5oG5AN26Sa6UeDMC6lb2pJYrX0qsR1wIusWZzfoMRu0MjKKhAwalqM1DPMaHCfE29ZCBw0ScyFzgu5BouBJIMRjXzRpcMI2Miwi8VYWnxe2bCxCD76hQqIVusDLBT22o43bmVJ8JXsdBs6qax/7tTFru3xcitRaGLGHV/A2XnGkxdeE3KhSDAhB7Lq3j+xC7Vau2w44GpUutf+q4aZ4iiKjlPIRgaK9o5vmIJhSA1nyWhkhycxww2hCrjRZmtINaiA4jPXe5DqEMJUlke+NLCUtfwyqm1F06c9c4d7vG/zqciyl+mlVttGIuciqtu0RdAOy1w5tIrds5X3Fo2qt6VsxrIMmUK8sZoXVXwbvXwBV3v7qgDSGbB1duUWHZDlPgvuNQmzPaxDbXoOwP8XC3WoNmSjMl9xpXR8UKg7IfuR2AnZ2dyVZ6bsmg2Lj3UP+ve+en7UpJRxXQebPYsQSOOS+LswgFtONF91x0Szfw5lMaL67mYSgiWPIUcIUc6sbAteZlGj/QiUqF25BgQATaTWC5hmvIQrt9F+gIVprWAjZoE4rWQJbD41q4Jp7oPwprrWlMeEhSgCFWuE8yIAVd43QBbvEjqvoeXp0BKKHw066EsbZrVc3iYAELJz5yDXOwXqpoUwoR8AZdv3eYse8zXGlRwXBlcQLdvUhDx6HhHFI1QBXb12aF/psAYq5FZw4Op0Zgbp15haCgiGVrVx+z5OxsogORv8cSplxBuWIwtYWFqL5mYyLNGGFTnPD1BG5UAbhbQoKemOfeBEYFtdY1/gbwubthnelozKxbjQpv9IQlT2AbrEkJS8TgMFp9MnQlaw1U0PFob0N8t2ldprn3HEfE8NNDKlSrhhEG/E2X0q0bh6sJSA8NhGImAux2VlmVKL6UrkwxaxOF1kIpQmlgMTwx1z5VP/uudCnu29oHz1DM6VYsAAjD67HRoOGSIe6tfGJQ6kYFPRGI1c3sVqTyBXPV+4KMbvlSlAZdELnSIqNAaUFLLjxor2BP8oTxmK3oKxx399bP0cMDgxIYuLkbj/SM/kGxi/0BoWCQrVlcqaau7Dl9u4CPrnKu7DtiZrZzEG3gQhYacyXM2Qb3cySo5crbcI6uZJunDNXwrOj30pPBwmiLnyvin2C8CN5h0FaAaVLt2wWhudLoadWkFrckYNbCZdcaTSIAYlmDbvElyMKKUEUFrybYNLNgursPgHaP8cP1OA9gdcBGvBOB1gbsxqzY3ENuFYqA1qIZsdI0O9ZKNwhQYTpYs6qhViBNXXjue08kmRL48aLJC+vWhY8nI7gQc3eOCKQa8bROfCFUfLE2VyTf7LUTr4jusZp15Zr5eYukNlco4hxsH5opvfcMbs+63AtonvQ7pkBcWbQmdMUPI2m8k0tvcSmT7dOEoywWA15LxEOpVnOTWuLb6MFo6gr0mDcNTIW20gU2Eaja7wZjT+iJNQeToY5Lfq5n7bTmdbtoMKWHujJZG9A4Oim5e5zGNp6D4MYOtTItjqZZpcmUL9vHXgCawMVix6BQIENhlCGruFZga9FJyhVXxQtoHoG7fAOHDM+KKxHd6iXYmUoy5W3rdawkvZqglUh49HVTKBKDchJhCaupn3K30kxwsMMS0CSk1sCj4nXeARlq1VmfCQWmQeesAmr6KG19PSGETrPiUhUVEHu1HJQ5svuRTUDWAa9MuXF6kZTAlvkeSkmpEepyFz9vdobuCSDqlQveKlQsaWEv2mjG4vUkZm16hjFTB8HTxepwJ0vqNBgkM26segAWV1Ul2nAuSVik6lJX3Ja57z3O2Lw7zocBpTt+tL3v3WslQopHtn+yM8deIDcHjc2nBNpeBO8vzTCGgMzAPmRNNvTi7NHl1RCZmVTcalCB4UyP1tq1VRHwug/Z0SZRzE3lmY5UBTJYFlfzlkFL9LUBVs7h77NkBtd+vfzAh2v5z2pLqVXL7BuyN1vr2aeWkg/ABKe7BwerZBzufnPlgiUSOnr/VgJXb3f5MRmrJuQBWAOQYZ8u8Ec31EWtXvUwdK16dM2yCGSsuXXN10cDqPU+xFG367B22FqyELEpTF6mAOkxTgDedi+EmFvWxcsk2tB/enDxjlbz3rrVZ1aRu7yjb3c1L4kIQG6JDgzeB1HHh6lnkmp8dizBUoXFa1Kp1l7C4nuQ4d+Il6WC3EVoQnMsE/E4WwiXZ7WlY8kdAHPpW0jAXbWuACZSi3v8vgmNGE5f5k4O7wFzZOWrJdTdoVH6N7j4o5zvKqfCBEypII+5uwBJtl5XHgATJt0j5nMKRnwUy4Y3er+Ubum512kIj6jCrMpr1Iw/H84LHJ6+Bw8VNHTFzGHpn3MPudEzvHPcJTG+lajzDB7omNGba/i7DL6Cjodahz2stwlAqmxp9nztbm8vs0op3OwK09LPLTnfHL1kDVFq5GELoPML765nsFSv1tsg/cWOlxjvMDTugp5IcOVW9XilaUWX/Tpm0Vq08KPWehao13o6AvrvNp+EFSxXruyIJQaCIaw08RjLKFjtZ5QXtYFAa8+4DHewacyxNhdOPMQjLdEpsgKH5AtqTS1Kd8Oau00GYeFWUzC1hl7w7gLIrFF3d4Z71+EBRDKHZ4GHQGzK7MJNCphVToO7vb3NhKRr8QHvkWk3s/yGdXmyk591uKscxqVeMeOArcO3oa/T4bX1pvcAolzkrSQOY+rY9i5MfH2la+FxqQHQlZ3a+vdtPx7bjjn9XEcrz2LXVFTYkllGoVwOeNmtDLMgSGs+w81YWyRTRWKOJbp43sNYIynO+Go/19iT1VR7YldYNwMcYwzx/3AdB15yh8U01K+XrtCMCp2+T7q1PuCQuODyiz/Gud3b5PS5a70y9qLnKRJ8Q7+Hvmf/G5HidetWHtxbNCax7aUrZA4vf894VoEfDotnNFBqX4P/3c4k6qTH4QbLINjjnG2eeHfuXioV/g3RL33wDF2tWzrOh3drELpj4p3jKF224Qx0nhDKPkd8v/ZzD6WydcVmFMSf0nixeIehmqJZS62Za88IyevbysAIXHvfW6/zM0bIT3v/HkNr74i6u0o07haNMWhwM7tA8QsSLL4WrsJ9sOKCUXJYJ1cdeKp+VwYtVl3O1OdJHI3KaRuY+ciM5ulaywe6QjAmX257d1W6xTW6zXyfIRSlN24YEVvkrXhbJPK4tUQEzBylGup2moLZgREWHTWtk74iPl/PGH/bnxGYK1z7wLg9cQUAVoRAiJuERsaRUk8g8wshGPD6wLhBxrRrkhp1u1Rqj0WNzQHQ59RSLLtAoHSmG9ba2FnJmZJ5DfqcQ715qVrv6S09x7aorWFsMRhenlFIwbwvzsxrjfMdk7UcpqOXJNy4abDInZm7FSfSm1C4+5rKoBRJDzE4jEZr3N2LZumGIDMBSmlg9ACiMYqvxeJ94y1gPm90wWLWsAbRtUfGrUSzhN9SQl3xiR7CWk/v64gkIVPyr5r1s+JCCIghIRJkCULmdqXEXVna9t6mc3CRR58CF1BmgcoQAvN1wLvsGVyuLGsfIkoxA/2EpZ2mgV669wCUg2eqZ8ng614hb9pBdJ3VPLTFfauhDYAxSbN3OqPr71vjEm0+UzqtfkrjxeIdhzOEKl1Ls7iSW6ZX1kgT06SMGAcXC217MDT9YBCQV+6h0jW2OjAP14JFOkN1Dd+tuCZXZTzkmupoKQzM8C0NsknvB+2dbIp2hKJSu9XtCka4n3DNaMf3+S1JQGjm1yVSg/boa7GyrMg+9b+ZZemZpdhL1C1KMIh0laUaxf4ugMZMRDurntDVOvxGbX+AW5zb3mNeXdse4vROmCNjcQG9lV5i5MO/48KaFY7PXZtxBsk8Ec4ghpKstzovOZ45/j233mr3KARzTQPM3VodBZf/8/aY3h95sLiv3Hj+f1c2HKbjP7fCfbg1ZeuNs3Or3eAedOiWTGlXeHZ1xqNl5+827xEy93cDvfHJQDsyMm+j1/F8erMJCddy1Bb7mbgnIPU1ed/1kY50LQPeGc/R86S+x4BFV8LEBHbcJASEm7YrhNK9DgNvCXiOlvdYQnTlveEOz4FHhREwwmPEx3EYjkUezVheOeKK782rRwz34/pOhx/jGo/8b0PZoQz4fWXNv2XA2O+R59DDVR/bSvUXOV4s3o8Z4pZprdpmzt003Jk5NXNVeaPuQSCHW7JUUE7A3jpC+TPW4YhKuj54//thDm1SpsP1Ar2W1pO6dgHIGkEMHXBkzlfxQmHW1nfejYdMq5uzWsXe0MPKCiIL0q20iojRqOZLgahu9WuDetOKp6SF+qO1aCUUkgiEoV1caz2BTAbXeGRcS4+zurtKRONaVq7jMcWr7kXuCvRY5pRtHtWor8oVgOs+0q5pt+H8vK/ryBgSAcSxPocvAYjkj9L0fdYwAaiKQwNeeLeyq3rOlPrZeO7AUD965caPhvE8CE6NHdJlsGxseGmX3/gkk80VSXT2Dm+NuMzXtZ6lRe7CFX4bjDT5KnXL0Bt0ANdeGd+r7dEtaWpKJ8QSLmFNsLKzr4iWmJEYSKTxQoep1aFGZqzDLPDM7u0d1iOLll7RVtQVj76Pq72awkgkkOTX9zXLUXALuCshkbtgSs9V60nzgrjLVSbqmdBEei5WUxoWPTqvUiXCLmNZco+/D25kWTKiu1SBWuXuyXOcJ3P/u0I86Vk5fQV8ABCGNdg7vLVntM7N3BWXZucxHYDL3r0s6J/T46W3APXz8rP1hCtGp9e4DKYbOGGtuzD2tqN+lzAApN65K/bjXpUR95u1ri1NO+V9SuPF4n0+GF0bBnoR//D3uD4QiA5UVw0QxsMD3nZRuJbmWtk4XJke4qxjLaJrtt5+Uq4Yd4oOM5J6p54uVPyd6Ex5fM6/u0yQJfU61+eF9a4puot4sMKjBaQrB1O6bgXopQSuyY4M2+EyuO3i8+Gnx+LDpRWJOgMD4OszC0blzzBf1yOOTQ68HZ1p2hHDg5691v5yF9jOFJMlOVn2aDAPr5l0K9VhyM9waxCmuhaK7PExJuttCNXCNyVGhoYTQ82wmHBwmDiuyghLPw9fz6iIOA6k4afXYTsczQPx1nccd+xc/bwDbx0G1HMdriz3JpE8BW/kMPVM31j/CDfzeowNMp5bSFeNMdxbMhyD08SVFecer5R6LojvazijKGlxa9np1nBtVKq6WzeFIq4fjMId1/Q6eQe5Yd2p46H2E8/XFr/va2wvauchc772yg3w8qY/zu8i18IFWXpGI8Oerur67XtXwtM9A8OZtDn1e87Ts/W713FsiOJ00DDAizrOuIcgYEPXOGDPB78c9+SjIbxqVzz+E44Xi3cYbZnA1qC9HTLoGVOkXS+SFwJamrRF5Gh5lNZbss0M8uLrs2mRDZCDMV/L/hOau7BwoWvtHtmFic8BRLq//6OqFqqXqCihQ7Ngi7W/8yQSJnCbBuFoLkpmTesf3OBgRjsNxC9WpwpAW/sZLBxGZnXJZEX9MvU2hv53JzqRaEWpmZ6MRr3BCFmzEb4UaykJxdTkVo/BYJIoz2mZtbSjNM0uFtHSjSkBSFqLNy3RTABDu04/3zYlixVZfNPaY8pCoNoFaex3r72NXWtoUwbDwg4ToyGboqalGLzVSLqDF+n794ez42E9kRluDMDria+UPet8dlXqUglji752cxj65ppwNS+DJOkdyZiBm4O1++ulagCs5y/gGa4gvewAc452nIJBGBKhHbtAiUYTvhe5VijUqujNVRxnaNWmNkEzpoi2QwZfiuJcuz5Lt2pdmHu7R69/9kYbJBiUDUSdp4ACvyOLeh4soSqQU4o4tQopBialXz2/rtw5zRgg+pwpR/y1TRmUG3CaIzYLKN43pxcR1LtDh7XBgURQDQ5tSmA7X2+/Od5nHDDyM2ECXQTtpLjYTEBTaZBlUOTS8P0dvW2oew+GCy0AAMdZ17ZbjbZZ9WJeNuct3QvR9GpDf4eHBGaOVrHRwnZJEU4hKWh2UYm3sm2HCTxazcbbnGe2OUWjjeA70r1tY290T04VDGGVTzheBO84Ml0h6FVHFSKkvWqHIBMcGAQRgLc0q0ZK1Gk3Iod1dMkctX4yUUdeaw/UnClPQL/9q2t+YQW5tTyl6IAU/ZStSYcmNSEEjgtdFVQAoJ21KJnAdjlqa4cRuzJfQ/rEEGraYzd3bTZcl7VZs3TdW7O2iCBBm7g3fBeAdwmh712AUpWAv9fsiSWXiJUIebcpANoZKhEaFK6etOatDCUx0j5oy0zaFN40ZW9RKQNj6dcRtt7JxuChOKHM1/FB3aLcCZY7HviZiPfQtbt4veF/CHgigACpg7cjkdbgVrHQRItOVT3eix4fDOtowGvDM9q6cJek56837ggAbfIBIrT4ril7aN3CIYq/uNLp3Zlk70kzEYtPDMnSE1i8cTWpC9yZdJsSkrn6xnkAIG3GmFuF5ByMWmYGdj+z1r0V3qXJPSPOsCNc0cLbIHaeAftnCsx4ZaXTjOijaJmRIsOW9BYeownnESpATFGMm6/M0jfcEtZyw1BCpqRNbDKFciiWdETFhMaQZDde+uAlYboGAqhZ1zaEmznusx6UFe+BTeaeFlD3ZFhNul5WYvReW8CHSFsvOq+KCzFYYcRNQGxwaw2etPS8/WqEZUxRIfN+xF78bJuA7DyotrgGVBLrmRvfEOddRi+8+36tprkJmNpA8wS9zIS6i97qvxtzL/f6FMaL4B2GC7Jo6eit96qEtTIKYkewtmhzb9c8I8lDEO5aveBAP6PdG9Jbsfqu7tI2e6yhJ2+49l8XbTzOcNeHFn0LIazIYPCJzcKWeJe3IGyzXRZfmyEuQkv2QU1ifeT1bjbapMJndEVrckO3qiHm8kpd+DrBCFvdaxPUQ0ZPh0S3ushgYEyrzSk8DmTuRwBKEHM2VyuUEW9mbR5y7/4zuGHFMoEBdHcYdYvELRw/x2aXLaiVZee3NYXDpFZ2XRJSadH3tR4ns8STna2Aq8J4LEvq8EJv+UhdoXAmLZnV8mgCLLkLMe+jXY3J2+UMjrvu6aCq+NYcJ1PvR6z7R1iMHsoA0BU5Y7hUGzDpz7AYhozQdtBLA6JFplsQiSG5ny8VqHUVwlg/r4vCOvo2G03G5QDhCjQc3lu3zgSqCBl+sl9ssKi1l1a7XGRiYO64LokgYh6DJkrLssfcbhW3yXB5t4xZ2IX2zKi32kjFFUeylolqPSOU04CFX3bhWelGb94WtfdZNvyeGempqKfNLnDwCzzAFHgukwkz7+5lirZbdrx1N24oww6HiUNJCGG12MUpkdREIXDrUTOR2dpmtonV87C1oc7azsUV3YA5h7Lpyhm7tzCZt9DoRuvHlV/V4xSW8cib2mHqnjTzSKJJCGbnz4HfAw+IszGXdDsOFzwMyokmn+FTG/zzP/Jrb1xZs2PcwguuAdWO7V8vaL/W1GP4O1yAOcN7/jv1z+LiALdQPJ7hwnVYo6p8w1y+h8E9pR8iPiO5ni8EYNRiIphfDGcsbvH78n1/w9bHC+z1mT6HDHOOFx4o0dufzAr1PUke4EcD3GjYc8So2GI3w4I81vb8eEaYt+tziTOQvpboP+t79DigPzfOO87na/V1AubC7+t7C172bAhoIOAwns8opEAdrqMQlWGffRK5Xp/BI/DaBz97j+9tfJ/P5Xjglvf4d+r04fjpl2G89c4hE96ZYIer/2H8/7X15NZtuLeHc5I8zDOiqVuCH3cWI845TMRgNcAHRO64im5QsdYRlqOCIxhCL71tqe9VBUDra8GIB8aTBnhd0a3hqwvft2Ljvjy3+pyXWCyYhlfFnoDwHkV/bedJgT808JKPh2c843uyNTTPHYn9AFF+56Ebg3PkoQzKwRVPY+MdGOlurMO+hpmMax5pb+Sxn8J4sXiH4YiQLiXifVT5irBIoH1b3UW4NzBbGQ+pFsZrsQQHRLE3r6XH+BJrR6slxVV8bemxPr9VSK00AqogP5YrtyRt/WIDt1Z7X2np7jrrt4wmPQY6JjgZM+O9xfVgwCCEHC6WwONMgXez9IbG8ZJILze396g13+uUXTtvUwKVAl5r1y6NkGh0WUnXsuGuJiLLBNUr0HhvwK7WO681LkOIeB5RXFnGu0AqxfWK2vRAOvGbVRDuz2H9vLewLvVdvUkKryWe1esMrc90RXdPt4r0ZBdwzLlr+rbOqGkVZZBkgiuE61rU0oEyCfYSNOsGFvfUWuxVSgumqS4+CWXGrYDeFtFce/aecJ8LrnpYR3y6CbjWt5rn81bD4nOrzwdby8Jkl5BQbQFTt6Z5q6g3dt+z4aknq1EpQ+gDV5be6E4UArj2O2C5NEg1ZprVCq0WO1WrWQJfACg+m1tfr2o0eNqZa2iixZqpCdJ570JoVIbMw+RzRaa+eQz0ilEL1wjgmdw92U1hyYLw7KS1mnDsVqN7ZXitFpahUAzcja7Zz92tzFuNv1ORK1wPvDDFMWKiUZ1g32u9RIpLM9eu4jw10da7FgaKrmuWizHCytvwstf8Gz249e/d7tLTpnySKDwaITjNS0XGX9yLo92s1PPj7vDu1VJY0FASp3yBYy3jVaxcPj2T98Xi/bjh6evmtglNxzRYJyq/jmu8missTP+7u9dG7Rf9e5G44tqnP/JMU+Riri1/v7/P1vO8hZq7m9zVE2seMy5Hzdj/Fr8/g4kj+NAyUGHSekJW63P4Wq9qouVam/dm/ePfMcLQn6vmCvw4jXOEweA6C6sj4GLnOoQB8HHvHEo4Yu46rH1sjvFsLv+Mjajfere9I85lmC9qUR33fCvP8CfgH7WaHW7XOIHr/w9DcQLX1pB7UByX/F3D/sPa5We4Ayi+mBLjeO8uwud0oeVjHU+vLDIPXT7Dl1ERHOEZuPd8fyO8w3WrzwddtgGePlp3cwfeiOGyoIcbxj0NndtGq1IX09f0lnXacO2FaLiig4DlWBUhAzyeWZKBp4HbjuvDegbvztU5o9PqiE8jLV7R1PN9Ojylr+uKJxkshdAbrwQPGd4l3e3/Vi+C4IEDfQxruhLmMsBjeM8VLTjfuPIWoHu1qjzjt/jUxovFOw6CAtizhSNrz+64jEbjBM9M9rtqr+Ijnm3n1p5Zv9qCTCJpgQQ9I3psaWZCkbcCkRSuJt6Bq+4yninZamQeBnHsQ5yMPLnJY7JdW+/asXT3V7P1GBJe3bfpmvzSa4T9wnXXsgHobSdOIJY1yJZ849pmv3UEet0ZIzKW3WLlTROrePe5CHEDDyMSefhSIumE/HIes+L1F4dLBWdNsOHqyRZ93XEpwWyXMaxqzXh2uGcbp/MOJrWkxawvqhIXeQOIZKi4hcrqef0SjrBSa8etKyYpegONjJn2ZtHwpWim7tp7yF65AYEu4AzmV1bNpvjhN/W00wR+2lBvlo7vboGYyzZiiW4duxVt8NcWntQTwTzZKncvivBw+Ycnyz7tUQbFqzYqiU5LLqzQvQ5eq92m1G+MMbili1rG/LBfZeOCCHzZ1Zrxft61W2wRw3YcG63X3XIr0pjk1AaaeSYMmgsxhTtvmv8BJvBZvV78tPcsYTFrOpH22/am/DJcrSkCvtSBRgUE5RlprT17ekqgtYKtm5lnohPMQgXA3i1vSnFGDEsSm5JewCItvCoAkB5WxV/LtUjm3XEccIXGARCJlkDQjV6gANClQJYUFQndG2NeoLV0hc8rGcwKH68HJfM8+vlHEqYrXO7pou6JAQyEW+20V5pmokdHOuoKsX/WBGMo7ZOOF4v3Y0ZoPI7gzzWd57HC5zGMt2KLHzMJ978DeNv69dGuGfH1O57FlIdYmT//Vsz5edxxXPfw/edW51tzo2vS4oX347uHOGa4ukaLyv597Pq/yYhYMg9z0/C3Ya1jLNYF9Dd9H569bzyTIS4UtcU87OfjBuPtGKe/+/nf3nqGwrX/sc98jAUbY3iux88+fp3PrZ1vtpbYD3BtrdE17l1bVW+/K76frhuEXM/XFcceJxzWFlbYs/08g8+VpTRaUmPstF2fv+Mwhs+u9vLcOnWhGzjJV7Wr8d2rDXZ8j2Yf34yPeBZyrFctsLdzFD7mzMZ5n+FL/H989wDj8ftXFyoMYSkA17B0WBjdOR94vtarnJjncP6YvcRnfkbP4eNzj+M5zP97dDq892NzcyJ359MXky8W77PhGXZAd1WEpQhcJ1KYNhlxvKvAv8V3zJp0ay8yW4eYhCcE0d6iBIF3RAwNDOAMy/rrcQ0IIMfcuzu5BSvQNPmGiIlE9jTQM6oTA+SWBAOTCc9s1o1rrSKgKEGkjoiW1Skz641/pBmwIEI9TZZ1nCwWpM8k72EtPWPbXZ8jjOVo14ZlXW+jDnfVQjUW47Bvr+a4h1YyR11vO9jPzOBCvXyDCLL0OJl2uxqaIBix1tsFfNk1brSoJ6HNDLQc8Wr9yVaSRYhEDI81LyksRC8nC4ZgsTw2oSPLkFncJGrJ405mK4dpR8venLqlVg9ZY6g8MBQmyyMYhDKPtZd67mgSeQbqcbAsU8toHstFxJOiuAsO35OXOfHWrbA28RX+01ai3lsSo80j/ZHiGtNVuZoA3bq1jFUFTC+n6b3Am8J8sLrc86G15RzWc8Apc9d7RUCk1iGYUW9y5GIEGElzBSC6rrooLsdzTNrBrAnqsfOUejtrhu4QIwZp1QJVAYugTZNZx3vcxOUeMbFyPMAycoeMdy4NIKP5RTPc9c5eRDY0rwVt1ixf7ZDliYhDzHjJSqdEmqthGf0yMdK5gER5RL2ZkM7aarYdM/hclO5FgM08Za2XUHrJXL1ZtBrgOMXeYBnn7tEhF97uiRhyUmKdloEcGfbOpw0/aHhWmFQPS9eleO5Jci9mKAteFSLQc26iN5p9SuNF8A4jMi29GwrU7RBanHd+MUtCaIhpEKIBhnouKTIHtcaTQGIMlaHzNASCAej9SB3p7NmwgMZMUAzWgVucJvg96YG8UQL1fQBmWbhwgLtv5VkmIsKN42n1UR/pAuNZ035/b0/c4oCNavA9S5DaoMQ0QVwhF2egKj+hC6LI5CYt5YrMTHSX+VX3pIAlPfu9K0gKD4q612juD3tf9rU8U7pG4eO1gw5/8xZoRq0qN9EJzddhNYMu4N3lGD8JIGMWMIbh50DOIJhiPrckAvaOBwRzx+s6orbazrHDC1fPjELJM1VHi++temd+ppzCYUH9fe4KT6lnhLMrawM+ZhoEHLo1ZXgxZqMGTg9w7i7aLlxVWHScCfoyXOn7Ii0bSfadqMXuHeBUGZYrph5CYRAwkinufR0teOnB8phX6WSgK6ejoDkAyZK6ZKA5xzlfOw2wH7wTqhRLX2cd8DjK/oy8vL5apGcMs8Pb+KC75Z03PfcI2JkrDDsf6hnMnZaEONqgBj45/Qzw7vjY/4007b0DyPBG0OnS54znPSzmQph6UmF4JRi9BBKf7ngRvMNoc0JjVivCguuRxCCCesxgqwfUlmSIzGLxrFqrt5VE+v/S0BKDMgFL0v83CeHbAK0/rYLGuVsIQLSCIxGUu1mzD6du2YalRv6sxeIsuxReO8msRDek3bdZM5KFGfVg2cmE0DqROdbaZgYly7AWKAwIaKeM9FTiEmmZE1BUw9f4DQezaUmbW7TTpPtbawgvLf2weBurdqk1nfacMbGWGFwbIAgLQ4e7uQntkOzdQEseG+rnG/9P1NedWYnTsje5NhVMZPMAFvOh3iWJCZgSyjGBmp35lNBmRjpXcG2oE6uB6rADNCs1iB7gTUIAVcsf8D3XmSNzux4n7Q4FPSOP39ZDgnC/UamYxdESaQzbrRZSvKi3s2Vkm5em9Wxkj8vWQ4KUfkaRkSuW3Voa2sHig7MJ28aox4R0rqYsQuvhmwrSRpahW5pafU3QzGpMa0UzXOHaOo2Q4lo9mEXjuQKbMX0rC+LS0BZTimHK7OxWu9IWpgSak3oFbF9tUYtVmCI7X2mhAq4w2PfrIYfw8Sxk7Qfc0G6mwcuVIs6szSOU4bOvl0gb9STSfXhyj1v/LqQzB6wls/KSWfFLiklIVxLYFH22mGqzemZAvTVzsox3/Tyy8S3zvBwTuErceiYQlNs5jIyeJ2B4ejDrfOttHNOlmHUqwcMo6779bOAWoyuYpjS0RApzoHsqYHDb6vB93atnYQMdx7g21GPuN7cB2qkNVsWwN7TcFSRAcawOGdD1mK3e2xQJw3vJpMrS+RcgTH6e8RLjHcaY3dYS9648z7Trq2zB0L6gBzjGr2S0GL6JzjRo3c/f/7xzVo/FoFsEHn9xZBvnd82OcR0ztHdETNa1/3iHfd8YaGjqwz59f6G1hiU4rNHXM2Rrfny8mwb36PWfAv5thMv43WewjBghXZ/Px4yI5/Kw/nEQXcXYxfdsHaLGmGTf63Bew8/ojvVsLWF9s+MJzLsx7PeZ61jcEg+9Y5jLzzUsvWcxXDKY+ccOg9FScqHCo3cAscYRT8Y4cKxn6DwWY7A6Rni/Fa+NtQ7WzXCmAbPh7yN8dK7u5QA6POFWvnkOrvDZ5nTcv/KK+PcBy3Ie1geEAhPnM9BO7GX0xth3xq5aPsf4HYe1Z8I/N5Svrc0BtiPtjX2SB1hhwKVrSxWBJ89x+K31PTur4DUjHjpeD1bz89hq8Bt/73P+GjDz0qhn87s3ZLBm3U0d6xuFLl3vZTyXDpPrNY9d7T6N8SJ4h5EuJcpH2kS9Aw9gDNqszF1jM25ZhQsDAG09IYGrWVtGqOR3+TrzA0K7cg0VZJaYJZH4d8aypDZxF5jh/jKLYrAGwKpt1kmt114KYXPPPfbSZuuG5bE/1nV5Xe+o+cqk8Ritl3RBwGE9eEtEAGFV0t6MgaBfxi0S8dF60BiUd3biIf6lzKdFDByejRgxbQnLPD3tXUCYgGxmlfHe+hn4PszSEtL9cW09KxUAx5l1AUpV++JqTE+tWz97HqxotlIa3hvSuWhmNqGXchjDqQujLt1l28xaoqL7614OPc+W1BoWi2M/V3bEmZ8o/KPeeWDY6Vz0/IgUBpbJqx6bFtYRksUyU7ec3ero5SADEYloHbxZKZodLarI2t5gViCILGv92qpyi90ZJhu9aRa2WbGe6MPocU87c6clMZpzXA4cyuaeZ/V8xNLNenYm7ZZhiy5GenZp9fuqlZbSpVhXKKBNam17HFGydXXyOnj75zFvX3+LFqnX7nqw8aVtyK5tOm/LpHgYbvguxLkqL2jmMiaPadvf3CPXZrbMXqW1iJ37/lqHX/XuVF7NkKmX/rDisXt3mtdgu9fM8x/EPGjGI4RNKc1jGZrhlnVko9q9j85rQkAaTNqc1KKF8eOJUW6sf70A5aD8reWucETeC5lHzmDka/V8DzHvU3Pv16cwXgTv82GWGRvDcmEBF4LGLKOmtkow49EiCEvnWVayu0qjXnTUNg0xQ6t0+eSauv2kYg0U3DLxeQbNLQi06rNXfw/Nka4tDtOcx/aNV3OU1i0lXGvCAK4IuD9jf5NrBSXgNJRLqLU1FPxHrd6wR4fdqPHa3O6ui/MZ1+hw/RiMv6rlcxiwfmesqe0xM1xnfXuGp62/3207TDLA0efpnpPhmRHvmnQh7ZYBAL+X3dd2nYkqICtjwTM8wjOceY5XIayH7OXnVtro8uufSz+DZ8Othog3Y4CrK3j87HnRPX5c7W50Vorfu3Xba7SvlaWwmE0oCXk8zxTRoVY48FOuz2Gsr3dmTs9ouJfFDCEUP9Pnlv0Qw/TvjjW/MVxJ8fG8fhYwfMM13XpNrtEZBt4x1sCG4LR9jbBwHtLhgW5EWJY1jE61cUnfZyisGmq/+tvIQznqxAdrOuDRz2LEzd6foO9jhNvz2lwA4F2CNp6Psc4Xvg//54pSlY/F71/seBG8w3CrhwQau9wbeK/aVag01TxFok/yWLvp3U3anK61Mc8kdkQ7F9Xg69BdCoi4L1nJxVWTArfe7Gc6a9cnMk0WbHEvd5+YJQZRq9z/+aUB0WrPrfBmv4+JBV7vORCLewRCaUgUjN/r4XgtXUsFrjJ466HfqCNmtbvGrR1vXJCbS8iZgTE+h1v0JraY86gpt0UbwmudKmLtcQGAdwnyMzEGwbspFQaD5vGqgRHx6ne6ssW4NLbqbfPcso7vogsucoVLENaXW1DhCRC1pvx8eS3dss/dyg+Ly5hIs/g3RPGNt4p8ruFyHmsRw+rnnoAVeGBeGu0qVa9DKg2GUy5EKfbuNavJLNNo1g/LzKfeUQtW9+5K4ehxAK69E7y17jb3Zgbm2fHvhyvT64aJBkXIyMdhOJklSoj4Lm8tYuq8VdS5s0S9W7f1mvgBF6mpZR+ZwdB3pb1zducP6VyumoOExepuYkFcfjEOF35tGTo0DQKATaluViXBbtHbuXgM1/tMO25EUxOL6wYNlBZ8g/YWN5xR03fpd01R21t4qwA9l3QuYZzkh009eVbzzZdqCgjCU0Y2X3Qxs9wFhWUN13kki1p3s9EgcQ+b8mEnCFztC6Troa0F7QROmjIyhnV0rS1q8mlvyA870tq79H3S8ZJcNYx6zKCcQ2MSJtT8zCIztxlx19bFE0hMYFIVdWlkbezeLJnCbwlxrV6ZDkBNn6FGwARLyumWSEsEoqRuGUrh2mzJLn9PBGJ7zjtPeiyDJFxCGqdQd0mdzc1ibjBPAAGgLujGPRnEGFu9mXpSgwtJscSkTEgMSDM3NGMo+QDalI1IG4h1L+xrJhOiTSAzg4tEYtGVi7uoS5Y99s7DPoErt2xq/W9CZMlYum5K6r4URuyRBnjX2a3m9FYs8irL92bS9dl62mRWqTHLZu6zujBSuN/03NOq8HE3HKDnThmAWAmWuSxHS2DsS+tCKmJ7IL2AQjRxSduNapkRAJCvwQR+m/xGGoQ7NOayefR5g09ydx5397ToeyPuOSSwuRubSgNb4l/LBDYvB3uYxp93+LiSIa7cCYiT0QJDJkMrs5LEMtADFgKlFV8398+uM7MJjTjWL6QXKtSZwXbOo+eEqLtMWya99jPZnpiucYPVDaxNKLi7v01pVzcs9c/NjdmYIKagNjCIrEGL0buXaTmu69oAQBUJcpiLqHvVlVgAaQXq2A/56gYrXF3fKL5n43stW9ghseJ5S6E4jRUPzhfqcQr+Folvfg5uwScMbUMp8hvISpxCCTMlsS05nh3pBqdJaTu5YgdQItQjQ9hwf8mRp1IXc6+L3k7l303N1jHz1d6DL8inJy5fBO8wtney3qm6dVeFWlbo7q+IAQ+Zdq5xV0GbCVSVyIUJKXfE35nQFgIVBIPnXd3abVFtrx6UoVUBJHWXjVvMIKCCe11t6n/zuf1z3iSIw7XNcmRIwvCchPBRxUIzVj2O58k2dSGUk87r17RSse8bjNrOXZsHmzKh7p1y8mxuDgbVzMqCC6e1oRy5u4PYmTAglgFcD/qcxmCUYOTs8S2gzoS0S1j+3ulGhantmRXxWyZVmuys6kLIlxbx1pY78xVSwZrWXqKyzYS0aeyVd10bBMjnhv3Qn99vE7hI4NV+w5jvdb6I+xb9vjJKIK0S8PNBTffHlZDOTTOq3d3sCt3ShSoVBF7wJle47LCUBORHvXdV45EU58hVlEkZ7jhTbRaTaxMhXRraTMgP1jd8YdSZkc9a91uPpmTYHspRcShdGppYHfzcr9Gjqutya1Y9Akpj+amiHJPhuX7ORSBJY6tsa+KisEurBH04zvImIWTcYyIJdg6mlC56laGfv2aed8srrOzM8UyNMzIvQRHUmwTepMOxSeC5K/H1qDiw3yZMD1Xj90d9BoNHp1ntrAw5C44rXAT7gXWdANqsClO50XPQfBXCdK+Cn1ezVI2+9GpOAhUOeuyKpOKtK0dt4TAkIEBbBq3wZJnpu6DcJMTNZwuCb1BF4LUwIZ/VCHC6rgvbWTPqorDmXfGhztyTPIGgzXJLSBc96zoz0qYekfVVQtoZ6SI9i1+A/TYhWW4BCAOuKT9pp9yTE80zCQLKMn0TyfELHy+CdxiarGDaOxTJfSjjMS3aGVvrsV7VlMxyLJYIkwniLQ2LWBkBtMzHLipvIBRKylCLXMdzoBn4dTKNdUNYcM5cfJ58aWElwphklqZNMRJpTZq9u2XV3nH0lPr+fjaN1stRqAKNO9MlRtzXSknhoVmLg4Y8aousDFDvsTbNNQFcoYzFLAQVHG596/sjizD3fbuQBnQdwoT9hsEV4WkAACErQTnYXbrDvELAdpe6UmMMrCVlNp5007MnyRhGX5NaAf538wgY068H1/4BEr/flsIKEyaUo7k8Tdumpu/3d9MEW6++lwQhpBVH3eLs3oyWzKUu5gXIPh+u4omafAU7ZwA3bDjrFku7Ysgyk7k0FQ6UDbcJwKIej3pUeNeZUWe1ikkUt4QGZQo6r/uBO74YHMSsSe5wYZNq5ZRQF/172gxn0nB+IUg9iUbCK6KtTwfX9BgftHOuEwV+qCLaFRoVFD1BUc8ccTbxLliSUBYTIg0NBleTXnU25dforhyMJk+seJeUb1zHuY0mJ8fv7ukpk+4vvFC2n5YJ5eC0QthvrYzI6M7h1eydbLB0mAT+LUoXPdMcqAaTZglL4aEwhdf5GTXFMVWGO0y56Hu2Kcdc4w1Jfs7NlSlvGasgVfiZoPT9ueUqrPgcezwAXPqznTd34aoeSuM9ogouNaVft67rs1DAJxkvgncYLQOY7XBSd3mxu/YHZCyLIhbXHuPbj3pYyZBrPxLSrog3PwJ1MmSZzFIidbeVozMG6hYbw+Yl7CcyxmUu5kzgosihrjFb08EYo3TLqE6GQFn/Pj80/SwBlQAIBZJJ0ht89L2KdGmVIExqLoQRxEm1w0b/T2iT7sUt0InFlBaFS50I+SJoE0K7dkHtCoUSNRvx2nwzkM+i+2ymAJAysulRMG26dldI8kVMCABpE9Slw70cCfN9z6x0gmuVwvptU2c0btlW92gkBBMZGQAAlAMh7V0xkGQCNnMwqP2GtPc2USg+rn3r/ykEZDG8cmKtE0zxs0crYt9eu8vFlUMJDwxXhICvk4dAgP1EmM4SuAUwthuFFVfdjwt93l3p8DnMinFLMxHKUZUOropbzfCemgq/ciDQrLBNmycvdnzW+KPhpZjSKoAcu2cj4vzmkREGyqJ4BRj+z/08qAL50gVuXZSGIl6aCNutft/pXa1lpRPelQ65IHDS8cQVFFe4IX3vQqwKm+0rbQb/2WlK7B1ANTc9WWY2FwHvHQ9cOU2be8EQ59NLnDw5qCuTXHQv6w0jrQISCninXVAW/TnO1T1bEhaukD7nOMRFz3k/EfKl84KWFb/TSqF85VXPsBx033nV9+wn3TsXQTkS8rkrw2pl6j7yBeGdSKugHDhwKe0SSoSunTCdW9BnnRh5Fewn3V9apYdRDNfaRCjH7kXZB2U0vAYvgveXZpw/x6BbCqFBVQnOmYsTLRegLqYNVYCMGGu4XSgYM+/qJi2n/lnL+l4AwTzVNYwutAZ3blv8/950HOaqVqJqs1ocuma3aoH9JgXz0Dieuvrq0rVvyYi97sWQV/RzalA3pru8TUiONaxUrgUzSDV4Nri0GdhvTbiZJq6uZxUoXFx4dU+DPkMoJ4WTukz1T2NGbcsdZvstIV0I5dStxytG0vQc0+ruTEI5+TV3BuOGYFLAtUuLi2vWw5llgLeuqOnnFDDTeK8xcFMS1MXYrbi6wEIPgGd7+nkorpkilIC09Xc7LuazKijhzous4L5fVw7CreZueqN+EqDcmFU/IZg2QOBN9wmYMN0xvM/NfbdiTDhkAKa01ZkApvhePgv2G/UWCamXRRtnKP3U2fYpPq/+PZ9VuNVZ97m+q67MtHX4AKbEpr4Gfw9vwPYuBazLUfcC6VYuyOBgHTajlaXos3Wx74ACns3ngfIDMeVEw08wpt5xnHf3nHTFui46R74YfgkFLYeSZ4qhenYGi3ew3nudLwWd8IbA4bp0/kD2nh2Ethit+JpNQfZ9t9k+I8OJYvRlOLrfKJ55OA5QPHKY8KZwDXf1DOwbBU/SD/XcyqnjqyvWrsRpG10MP8nO8W0vxrYl/b7tI5/NwzMB5Px14Df+PodLm11ZAnhNqEegroML9BOOF8E7jMsXBfKqKXKyID0R0kbYb2UQEHpAdRFLjFJGkS4UBNWyRDwjrfos4JYo4Cn2Try8EdokSBuhJVFNchJIBtLFXGbObAnID+aynQXpTJAJqLMgXagTDQMtif1UGhWogHLNmBpQjxojVOTVedKFUGe15oV1n/k8aN7UGQcV0ncAgOjz9ag+p/xEaIvF6NxVDyA9qSWz30gwKYdrm9Q9RRXY3mngooRLRQV+XcRgArRJMN0rMdWjqJAhh/NgKcMUDNLz4I3QZthcut9y02OJkoB0VvgqkVqJTnTeGRhS6d+houvLZ8J+p+txQVkXsxQWAa+KL5IF+ytBvldlT70h5h0wzwVVc+0ZHF2ZkKzW1fyRKiiOC/UgPX6fgeleGTtvNveua6rHbq3qOyXg70LecQqwdc0mXElh1ma3zo02CoYYITA96Ny+Zz+vcpKwUtNZlQDede3lRpAfjUlzV1SXD5W+6kn3ud81pJUwvSHsrxQW6UKmqPbSMVeY8yNhfU8wPaqAKCfDPTFP0yK63oMErpWTBCOmqufFm3uDAuUVP4xWAKPZIQzRJokwh3on9E+8KrLWBXGWvnauhMjezRK4li5u1sKqAmxNqa+pHiQEb36gUGDaJCGcqMDyDJRWeNfzlAzQDtSDKkVUFCZK/7aOHaH8UtHzTJvxBNsTYMILwOEDFZAtG20YP9UwieI2DH9UUZFQApPhjSptymuouKGia+Oi/LTNep4EBM9xRSLbudeDwWKWrmBNMG+fK8V6cOUo5hVRXKhDxvonHS+CdxjlyytoZqAS+FCxXRKwM3CowJqAqYGSaCbc8Pu+M+jCkMkwnyWIDg3A3NRfZRqqZoI2yM6hlYMFu/u1GoAsAAvK3CAbA0l0XUvFvqb+PlMSwMBeu7slAi6zJhoopQvKmux5ic9iDTuDjgXbzmZdks7bgK2S/k4Asu0H0O8uHjhlIDekY0WrhLVwrINY7EJyYC8M2gm4Kyi+D9+j2LwA6Fj0v40gFzNppoZ9N6pPgvIOQ3IDsmCvBFqqwrXoWkAACoGOFVIJZWd9/+x+WolniQCpBMoN+yXpM2vSdZGYv5j02XOCLA1opMI5S7xvE4Vb2RhCAswNNDXIOQNzQxVgXxmYFVbbKRuc7ewdpj7WpHvxfbO9k4BylyFT3z+yMd1qa3iVII5/SYBdmbafGaUGuSTQqglFLjh3UliXS1L4kuEk7O/F3keKN8gOT4CS4td+NnfLgGv7e3rONDVtOn9h0MnOrBLoULHe9vMFAelQ8XQ3AVPTuQGNoQqwfTaBDhVySdiTgDYOAUjHqnM0RS9KDZcng/Vk570ZPkwN+xcM9woBk+g5s0C2pIrywVpJDriIqt9F4U63OyseD/CipaICus9m57Rx8AaaK863tjYozirtGpxZQARs59TfW6njZZKgH8oSDf33d/taaKm6XzunzXDQz5CORasjnjLoUFErB11GIc1AJ85/aK6oO/d5fV2s9PDwrtESCbaNQUuDrKwwvnDA2vGb5haVlGVnYGrg3HBZU6cjgwlYOo1m488BYzsfBrbi/FfhRUb/sjL4pkAaoTpP83UsFS0J2pqQDhXtGwNNfsLxIniH8aXPvcY9CK0x3rt7xHmbsJWMKVU8nmccDztOy4aJG7764R2WpeD2sGLdM54uM+a5oFYtBWqNMOeKnBrmXHDeJiQWbCWhNsbtYcXTNqE1xpQqqhCmVHFeZ9TKmKYKIsG3vXqDbzydkFhw3iZ89uYJe2M8XBbUpuUGRILWGMwtfgJAKQm3xxVP64zEDYkbSmMkEuTUkFNFqQlNgCk1fPRwxBfeecDeGLUxaiNMqWHdM3JquOwZIoTbw4rHdUbmBuaG41RQhfD68YjDvON22bDVBCLdLxMw54L7yxIN4s/nGe/cPQEAEgsezgtujwrLvSQwC5Zpx3EqyNzwjYcb1Mo4zDv2mqKmHgCmZBm1Qvjc7SPu1wUf3R9xc9yQU8PTOuGzt094NHg3IZyWDaUmZPtuqQlLLnjaJsy54mmbcJp33J8XMAvmXCBCWPeMm8MW769CuFwmTJOedW2MxA1NCJfzjJQr7k4rcqr48P6ElBrmXHFeJ9wcV0yp4elmws2yQYTwcFmw7wmfe+dB92Z7B9R9lnNDzhWHSVnh06sZzE09Cdy0/EQIW8lgbtj3jMO8owohkeCyTTgum65hm3B3WPH6fMDDR0ccbtUvue8Jy7IrHC4zbo4r9prAJFimgt1CHk0Ux++fFkxTDRid5h2ZG+7XGZdtQq2M00H3l1PDVhLuDivWkvG0TvjSO/e4lIz339xgmQuaUNAPALxzvOD17QE3y4bXZ/257lnXUhmHqeDrH93i7uaCx7PimAjw+XcfsNeEdc/4wt0DPjofcX9ccDroPk/zjtfnQ8zl79/3hLvTilIZp2ULvP3M6YwpVXz19R1ECK9OF5y3CSdbz2qwbo1x2SacDitECJdtwu1xxSEXnPcJ908LjsuucDiueP14xO1xxfluQmLFoX1P+MzdE7aSkFjQBDhOBR89HfHO6Yy9Jlz2jGJnsUwFh3lHqX42MDhQ4Nqrw4pvPNyASDClitaUnraSUGrCZ07ajPjr9zc4zHod1tNF41zHRWFGJDhOBec9gwmojZBYsJaEw1SQuOGyTcGLyHjNbDyu1IQ5F7y2fXzj9S3mueAwFVz2DCLBad71PXvGXvW9c6rYakLihg/vT8i5GQ0zni4zjsuua5t3PFwWNONTD5cl1jWnisdtQqkJR8PRDx+P+PzdI572CSKEORc8rTOaEI7zjncPZ7z/dIPjtOO/Ph0+JUkDkMjzNii/9sabN2/wzjvv4P/6z/5vqIcbFYzzinOZUJtqP1tNOE47RAhLKnjcZ0yp4ph37C3hvE9493DGWjMSNXxwPuFm3pC54WGbsaSKQ95xKROmVHE3XfC1pzscsjKaagIhc8PeGHfzirVmZG6YuOKUN9xvB9zNF1zqhMddA1APqxJG4obMDcdpx8M245ALtppwyAWXknE3r3jYFmQTCv63KVU0E4aP24z3jk8h0Ksw1pJxmjZcyoSnfcKcKpZcUBvjvcMjXm9HrCXjdl6xt4S9JpymDVV0P2vJ8fwh73jaZzAJnnYN7vj8EzcsueAmb7jUHN9fkgqYc5kC1mvJqEK4m1dU4ViXn00RxuM24zipkJ5SxTvzBY9lBkPi7JakBL2WjLOdS22MYsoQm8usNsa7yxmPZUYxpaQJ4XPHRxRhfO3hDrfLis8eHnG/HXAuE5Zc8P7jCbfLhlfLBWtVHbc0VgFeExbbezJFaasJc6rIpiAd845D2nG/H8AQPOyzwaTi1XLBuUzxvtO0oTbGm03xgUkCJqdpU0WgTFjt3JdUsLcU+N3sub0lXErGZIrapei6Z4OXf2dKFaUxMjec9wnHaUexd2VuOGb9/Wmfcb/O+PLdPR62BYe8g0lUaYPgo/WIW8NNh8PjNmNOFVOqeNonHHLBbopRE8LMFUU46LQ0RjUf6tM+IZGokmC4UBtjSQXnooKNSdAMf1bb37ko/TpMmSTOeUoVuzH9O+MLkwU495ZwzDse9xmXkpFMqGVquJlWfLiecCkZr+Y11v+NpxtVhEmCtpwmP3d6xIOdIdke1qoKr585W/ykgexcM2bD14krZlMmH/cZx7xjrRmlMd6ZL/ja0y0OueDLpzf42vkOSypgEnzt4Q6fv3lQmq05YPy4qYI9pYqbacO5TLiZVLHO3DBzwaVOOKQdH64nzKzn9rAtWJIKvLXmgJe/+3FXXvPB+YTbeQWT4GFbAtZsBoXDroGCN/izt/OKJgS28/ZzdP5wO2/Bv5zvPe0zDlmVilPe8Ho74m5asbWEmSuYGj643OA0qaLh9HeTN/yXrx3w//pf/p94/fo1Xr169YsXOHixeK/GzbRhOUowFCZBpoZLzThNelD3+wFTqvjCdI8mKkycSX75+BqPZcHEFZcy4Z35AqaG+1WR5HZa8cANr6YL3p3PuN8P+MzyhK1mFGGcy6S/t4wvHu7x/nrC/X7Ae8sT3p3OOOUNE6mAzdTApIyRSYKZvjuf0eQO78xnPJU5nv3y6Q3+m7wTDHNvByyp4G6+oLSErSXkpeGQdiAhNMzSTnhvecJHdERpjHcPZ2V+U8W3nz5CERWEr+YLMjW8f7kxwtfv8yS4yRvu9wVfON7jA75BpobTtOHDyzHm+dzxAU0Y/6ebD3CuMx7LbOuvKE0t9y8sD/i59RaXPGGrCb/u9Bpry/hZeYUbI5StJhzTjokrDqng9XbA548POKQdTA2H1LvPvLc8IXPFA3VGd8w7HrYlzuHVdMFTmfHF4xt8uJ0AAO9fbvDOfMa3Hd9gbSq0P3t4xFeOH+KD6QY/+/QK7y1P2GvCe4dH3E4rPtpO+PzygPuy4FKVuTch7C3hblpxqardf/bwiM/MZ/z047u4nVbc5RWnrGs/bkdcqjLZzy6PeB83mLmgtITPLo94rDMeTbE5TRtupxUAcGc/v365xcmUu9lSdz9cT7iZNnzxcA+mhsey4KmoUsQk2KaMx33GO/MZ78wXfP1yC0AZkjO9m7zhlDe82btFcJtXhW1S6+PzB2Xqr+YL7vKKxzLjbrogG0M+84Rfd/MRHnb15LxaLpi5oMmNzmHne7covgLAY5nx+cMD7vcFn5nPeH894Zh3zFwwc8VDWTDZGl0B/PzhAZeaUSThNq94d1avy8+d73CbV9xmhdVD0XU/7nPgwrlMmLng1fGCm7zi9X4EABzTDoYKvSqMu+mCzy5PWLigCWPmCXfzBYdUMLEKliKMm2nDIe24nVa83o5I3PDrTh/h63yLOVV8tB7x3vKEN/tBYTdd8Gq64M1+QKYauPzRdsTMFVtLeDVfcJMUVpmO+Mx8RgPp2ecNp2nH3bTif7r5BramAu6Qdnzj6cbOlHE7rcjccCkT2GgCAD6/PODr6y1u84qWSWGRV3y0H/HF5Q2eyoxT3nROO+uZCz7aTsikCuXDvoRwfnd+QiZVilcTqIe04/3LszOflQY/f3jAh9sRXzrc4788fQa3WQX2u9MZa8toQviZp3eQJy3hOuYdSyq6H+PjTQhfON7jqcz4zHzGnGrQ0E02HtIyPn94UEWdBO/QGYdU8N7xxdX8SzLebAcsm1pPj+uCrSXcTBter4fQqh62GWeaQoNyzagK4/+4/yyOecfW1Mr64HKKdz/uMz68HPHlmzd4/3KDj8xSxAJsLWFvSd+XN7Sd8FjUor2bLvja+Q4/+/QKTSiYAACshhgE4MOnI14d1Or88OkYVuVkFvTr7QAiwYeXY4SfAeBnH1+FlcUQfLie8PnjA772dBfWzM8+vQqtd68JD/uMRBJrLI1xqRPutwV7TWigYEJNSC3AVPDBeoOPLkd87vioVhM3dcXtGY+7wvvfPf56fOHmAfem9dfG2Bvjyzdv8P998/mw+m7nDf/5zeewJLUi3qwHnKYNTIKzWRCACuI32wFPPOPNekDihr0mbFWVjWrKhFsFbm1+43yL23nFB+sJmRt+5uld7DXhneWMtWR8o97iflflZS1ZLZuqCsGlTPiv+7t4fVYl7eee7jRcsc+4mTZ8dFGG/bDO4U4FgCUXvN6OKC1BRK2Zr13uwqpw67Q0xs8+vcIH5xPuFhUUj2XGefAiMAlK07P42tm8I2ZVHvOOc1FF6nGbkanhw+2I++2AIox35jOKJLRGYYV8uJ7wuC94vR6QueFmSvjwcsRnDmdsLeH1pkKXSXC/LnifTzhNe1hk/+3xnWD0DMEH6ykEiltEP3e+w/22YLIzAHJYp8SC+23BzbTifl/AJPjorHuYueJSJ7xZDzjmHfdtwd284s16UOs5F/XumBX3VGY8bAs+omNYkbUx3he1RN+dzyiNY+8Pu+JiE8JXH1/hdl7xM/WdsEK/fr7FWjKO045EDY/7gsd9CTo4lwlEgod9wSEVfOPphFfmanecc6/N1y+3eL0dkUnDBq7MvF4P2FsCQ1DMun9t8F5LjnP96uOr4ElNCE0YH61H+7/+++Bywv8nfQFPRWliyRbOOd8G3bxaLnizHq48K6Ux3qwHlKV7Nj7aTvjocsRHm/KcDy43aKLPrTUjW5rzfVML+OcebpFTw2cOZ3zjcotzmfBU5vAENiE8msfuTOr+fb0dgxberAdsLeN+W4K3tCOhGK9xj9oh7zibArmawHUPxmWecL8d4lzdA/O1810o3h9ejuG9WEvGzbRhrb9GWkb+4A/+IH74h38YP/mTP4nj8Yjf9/t+H/7W3/pb+C2/5bfEM9/93d+Nf/2v//XV9/7sn/2z+Ht/7+/9gud72ieIaXnnMmE3F5XHLE6TxouIxO9vBwBjcoytJuCAcDWe9wm1aVzrUjIeLgu+fPMGD+YmdrdmbRwur2QuE9XOWK2GbY41uLsvUwtGC0BjTJO6lS/bhPM84bxNaFPBVhIe9wVEgqd1Rk7qRmzQmOJx3nHI6hY67xPagfCwLliyfnevjLtl05htSzhvykgetwk3845qe39YF4ONALm7VXdJeLVc8LjPOO8Z7UhoJv5LY+w14XFXN+4Hb044TjveXBZMqWGvjK1klJMy+sueQQCWVPHh0xF3B9V6N3MpJ1LBWo2B7CYIfb16XsBaksVCk7lYGZc9Y0rK8NxF5S6tJxP46iFg7JVj/+pSncJ93iyut24ZT/uE+8uCG4spMwnOu67nsiljcbejuujmeEdpydyz6rIFVDi3lnQ+j93beteScLNsIaw2U+YetiXmnY3JPu0qbBRvMlJRxRBAuBKrsLpPueFxm3HhhqdtwpJVsD+clwhp1MaYcwEBeFpNITP3bKmM16b0MKnV6PuZUlXX9lxxvy14uCx453gJRdTppLLiwdZyKJSXPaM2iynXhodVme6lqDvzYjHkUlXJy9Sw1Yy1ZpwtX4FJVPkYXOev5kuEj5JZfh57fbS9Pa5z0ONH5wOae8mS8o6tJmwl4bM3TxabVI9GnTT+ezPv2ADAXJybufcf9wWXojh+nHase8Yx77ZXDQElEs2FNPhWc40vqeDe4pPhIm8Jby5L0Hxtirfvp5vYh3sDHmxvYl6Rp21SwbtPqELYa8LTpkYHmbDaa8L9ZcHeGJ85nPVsTFhVizF7uAsAzusMIsHNvKEanPaacN4z7hYNiexF94WSjQ448OBxm81TpPB+czngZtoGD5I+6woxk2A3HuO0dqkT1pqx1oTJPJtLKnhzOaDOHLx6ShVTrtiL8hP5FC9J+GUd4/3Df/gP44//8T+O7/iO70ApBX/lr/wV/MRP/AT+43/8j7i5UcT57u/+bvzm3/yb8Tf/5t+M751Op1+QD95jvL/+f/9roMNBCTI3SCVIZUjRbFZaKqRqpm5k9rGApwYprBmxU4sMXp4a6uPUMzgrId3s+j0A7Skj3RZIA1ph5KWCU0OrjNYI0nQdEEIrupa0aMYwkYCSoF6yZi1alillgZw9y0/Ac0W76O9p0SxPYtG2gIBmadr/+VB6CcSWwFNF21JkGtNSe1a2l05ktVrrzppR6NmOsOcsK5CSYDru2NcMYkFKLRLRyjlr9mEWUG7IU8X+NGlmIms2d7rd0XZW+APgSddChIAfWdaiNC254KkaDAWtEvJUUVZlALHOYhmmnk2ddA0AdB2XjOlQUAtDGmE6FJQ9QSohTU2/tjN4amiFIZ55aVngNFcQi3Zi2jngD1hme7XfCXpOjcBH1awpCdqWQKnpz9yQpqbnzwicoKT4F3XOBCx3K7bzhOW0Y7toHZfP5TgMS0LiqWGaC9bHGcQCtqzZZrXLIECK4d7OoNy0l7hYy00hyDmBlgbKDW1N4KXGmqXoGgFgOe2oRZkkQd37ZU843a54elj0WYdPUkFWDQYd9+zML1lxEgBnhT8agWdVDGplhWnRjF1ppHtwWrVMa3nMmjW8KJ1OR1vjbnXzRuOOW9Ksb/OeMB01maquSWFrSX8iQJobxM5jXgy+uQUOpFw1M31PASvOxjOWCk7D+xzHLev5ioabZuLnpaB5clUhSGHFg8sETqLnaUfKufXvo9Mpz5oXAIHi8sEyzlmCHvNS0ZrR057QdsZ82lF2hUHOFfumdO77apeE6WZH2bS2kdOAYwTIJYGPBSk3lC0pXucW/AWkvKXtHRd8/pQb2PCr7Ennut2wnydMB83U3p4mXdtc42zTUjURlQYRKIT9PCEdCtqWrPIE4GNBO1/wX/7X/8ev/hjvj/zIj1z9/g/+wT/AF77wBfzYj/0Yvuu7vis+P51O+NKXvvSJ56tPGVwmq13TVHS+KNJRIciqzF2sBEcbTBDa0kC7NgVAErQsVt9awY/WW9aYWC1zIH+6T8oESJ8vlbQsAVa32oA6qQBF0XfUjbVmEECbGujCV/WlYvWcANAOSmz8ZD1oD1aWwgBW1j1NAn7S9nRt09Ic2jka59OuAoQ3Qjsoc5csWiZDXissoIeMtlj6viAaYrRJwBdttbd5GVYh7IcKFEbLDbQm8NkaDdwU7BuDnlKsjwqhtuG9AJqXIbhSUChKnMjrCK2JfCWtDyw3BDxmhbcJXoez10EK220zBOwpgc6s5UtelmKlJRBCaboHFEK1M+IzQxbuDT82RptbKEe8suKLENqxApunyiDOoUbpA0BWt8ubwqLMej7NlAO6aHkJVQAJdl7AygK6z1hlKH+xyjHaSHvqk1hLS8E6J9BjgliZTsydra5aoOUWVVvyNbbylYsy0vTAaIXRrKa1AaCnpDcVFYp2gCtBFUMrNQEA7IwzqQCkKKnSus82CejCaFnno93gWUhLh+zMK1spzcaoR9LeyVWf4QsrHRS7LENgTSp0b/leWzi2o9bw7xtbnT1FHXed5KrUR7KAVtYSLgC0GoO2el8CUGsFrVqOtQmAh6z0Yop6mw3pLilgVFnxoBWKij29lclKpaxkSAwWiuiAZMZerHSoat9lXglbEsgloSaFo1htf2V7nymdYr83VxgLaX33ytrQx3iazIJStPRrW1jpuQF7EsiDlsu1bAKLtGRKOIEvrCVqRr9RuuO9DM46d8ti50Z6p64rxX6ehQBOEBbsk5YNFkBLuuwZfkxacvaYtcRwaqDHDEmCvRpvqVo+VP1MG1RhLgx6TGisBgxfLPmwEdrl14ir+fl4/fo1AOC99967+vwf/aN/hH/4D/8hvvSlL+GP/tE/ir/21/4aTqfTx70CALCuK9Z1jd/fvHkDAMgfZqQ5WfG2Ml/vLkPFtC5rIkFDnJ1KjoYG8E4oCaA3zoBTFIS7VeLNHdiFXALwxMhnRb42I7rcULMGFskaZWxWrC/JGjl4o37vharNEaYP9QYTy7WAPCYIJS2SL71xQlqtyP6+90HmYt1cNrKLFIDp/aRF+5PYxQlKjARtAIAzR5epWIvVYgoDeJx7K7oH1kJ8u3UpP1lXmQ9mJT6rJ/W+vLi3mlCYMN97cw5txt4j1y0NTSAOvfFE+4jjHL3TRm/crmeTLqyt46wRCVegPWkv6Oh2E5Zlim48ZIpzywA/UTzHG1kzffR+xU8DjonOL9bMgirAm51RHeZiQDYCvWHDP+vla80evMmKt2dMX5vBG1CfZrvlx4Fje8qO26Z0FBVI0Y2LFIe0YYPh2AN/zPd0bWRdoNJqZ/2Go0FB9P7NAH2UVLk4CPKTdaISgL6RQE3PK10M56If7/V7AL/dCUgfZmyvmtKE/ZnecDSN8YYObt1Nr41WDQ28QUg5CtKm+0uvUzTuINF9OQy9q5jDgT/gaHjiuBS3RT3aZSbEkA9zNKQot9Yko/ihXA8q6nEiQeChd5KSBEyP1tTiUZtRROvQZp3qDA7piSD3S5xl4Jp3LBtwus2qhPCbrnQA9nkF0qr7bLPAu3C0hZEftRkNPjLvgKTA9boorwrY7FN0cyMoznjXqTYLcO580mHsjTkU4XTt6WxWMmvDFeU1SotkbVGpZvBGoIfJOqT15jrN+i20c+6XZ3jzm9WasJyVfkj0zNoToZRfg7cTtdbwF/7CX8Dv//2/H7/tt/22+PxP/Ik/gV//6389vu3bvg0//uM/jr/0l/4S/tN/+k/44R/+4W/6rh/8wR/ED/zAD7z1Oa96NRRVZU7CZhlJF8DRytHbzAFIuzWud89NA8i69YytA4PxNmOqPEy+aMeq/KTCpqAjLW96pZdkAM0bxNvfClCE7IYVe/2kGOadrNguVwhYRsciAGQt4FoXYN7q0ueWTKgQpIvJK2tlByA6IbVF4B2wSOx7CdGeMN7ZEG3iYr15mG9HtHYDAL0Ht/clVtgrDGq1PtTPkg0pkXX9gt2WYkxydSnpwPAWcogOR8HQNwrmSt4qcWCwfp6xlwJlDKfe7Qlk5+YXKqCfQ8Df8EHKAKOijMiVF+3LreENbwHpXZd6y1FrlUhiZ97bmcKUJb+dhYr6QpPBQzsOIdo9aptBxfuspZ0a4yIAh76/sIKsi5kkiU5U49rcYqHZ4GHWfDr3c81PiJ7ZacXQk1lpA1BrsmWlyXQBcNDvlaN1AiMApPjCfi6r4lPy870gbvmhBqSz7Xka4GJKLhaz9lvHj/AAVKVXXgHylrIDfkSHKMNN5wHJ8Mi7PIVAp66MK953IaL0Y924qu4BojDwNpAkKsiivSSs81SFXXjR8cuVzOhyN4x07rTthgTZnDTp72zzKPw6j3Fa4tz3wRsF/ubN96n4ky6IjoBAf4+240XMOyq8bRbks+MQhXIoSfq7SWydFMIzcL/CLjEBKClcQb3lZT4bv6+IDl286XvbwIM+6fhlHeMdx5/7c38O//yf/3P8m3/zb/Dt3/7t3/S5f/Ev/gX+wB/4A/ipn/op/Kbf9Js+9pmPs3i/8pWv4P/8Pf8b8nyIvqzOtLw3qbccSxdFsrAkCXpA1hg/EFMG7W3qAtARPz8q6OuBQiOdHuymmazvdCvIiRMY3lsQrQvVbYqwyF1ZaDPMFTUIPiPOtF2v14d7AL0vKtCZovdJ9T7M8Zz19OVVP/fffe3pAmyvgOlB/+5KgxOoC9/om+r9YJ2gXVtn7c8bBMT9c+9rHC0Mbe5o91mhV5ad+jPe/pFaX/d+25uyh+VvZ0tibT+pw8Z7QwfzLf196YzoHeyf16W/1wWUtqUDpkdEX+u2GMMrinfOVNM6KjZdKQBgXhEEc+Lazzv26P2W3SK1Pfja1JLW9eUnvzZS5/D2k44nzrjTGajH4bvzAH+HU+3nW+zGGMcD3vyqwY5v0dfYlCj/v/ZG17XkR6Dc9rMC9O/lBPO8INotStbnow+0dIHYvA+z7WlUqJxmHH5uOTkc69J5gc/v3hKhDvuwLnM/lxH+jgvqAdIG/eWkfMA9FaNV561hA7boVrrDjze9epCGtUSs3PmSKxVGD6r4dF5y1XqVu8Kp71fcHOk8etJPfZ/aWhd28chwFmS/2z7yxeizdbh0JdxxssN6v9X31tlwZMaVd8mV7pEfuOfA31lOuhanLVeSna9O99ZHfLvg//13/8qnEuPln/+R//Hje77ne/DP/tk/w7/8l//yvyt0AeA7v/M7AQA/9VM/9U2fWZYFr169uvoHIDyQo4Dz4UgeGqI940jkV+VdERL6+0KjRf88RjfAuqZvaxnddBjWEERnxOFWBD7uvejM3JkGMBA+dcE67stjgj5aGoiErvc4eG/7O8efDsvnv/vwvaW+VhBAMriqfU/OBMY5GNo4/vkZDYQ9fv789xFOVzD0z7/JHkdYu3Lw1v4HJubn+Xztz4c3pReDgWvtMu4nDXAb4Triw9UmBtg68xnx2P/va7V/jtt+/s/P4er9A5wwvnPAJ9/vCBO9cHxYI18/+3yueEe6/t2/P64/nvX/c1/X2Ej/re+jf+/jcOL5WuPZYTitCRv8nuHBW/QaeG+4P77T1zju3YWivA0rxRHq50Z4G67j/DI8w8/gNljx/u7IY/C1fJO9kys4z3jA83lirmdn1y8Y6b8/X1+sg/ucAYMBH2Tk09Tp7Or7fD3fW3D6FMYva1eziOB7v/d78U/+yT/Bv/pX/wq/8Tf+xp/3O//hP/wHAMCXv/zlX/B8l88JcCehBcORC1AXl92oUm7N4j1rg/C2NHU/2UUDvPWrylz74h3Y3gHKjcVUE3D5gr171uQs8WQhQbgZ/d7RehBrJN+Qzty1Vv+KaZW+9lGjp13nBSHctsLmtnnUpLBy28zCVAxLq35fzLrd7fIIHuKmGo9WN6YmXwmm1xxN49sspjCIxQ2B/ZU+764dmPXuMXJdf0/mAAC9dnHQxJO6l7Z3m8K66Ts9GcjdT34JRHqyK9Imv2DBGJpbw0aQ4y0127t29oYHcSsRqVVf7mxPzlBYG7FTBcqtXAmhepSwTNPZboPZXDuXuAyBd2B9r1uwajW4+7bH8jbW73kM2dfkl1V067pfflCPAr4Q6l0DXxRX610DbRTv8CQzTyasx4b8xOHmbKcGyQ3T+znwccQ/wCwMi78703L3YVg8Fo92OvFB5gHZ322aO+CejJ3CQ1APrV9UYIlMMuvZ82o3LM09Psx2Lad7UCSJJhReuHtv3JviisbUL3HwPtyhUAnCVepxyHZsNjdFTBQesjKLux50o+nS6SddKCzHehwu9bCYMkz4uuLD1dZW+jzd7a844eEDANH8X+Oyun6/nQhil4Oc7JKFrC56VX79WkGj61n/pus2GFsojaC00Y4N6Ym7ZW34KQRM98oTwpJcnP5E8WsQanp+yk9b1nBbuW2avHfQs6ON9EKQo1/AQle5JPls90wbHj9XeLtiqOGCctOwreZt8fBic3jptaPlRtAun55z+Je14P3zf/7P44d+6IfwT//pP8Xd3R2++tWvAgDeeecdHI9H/Of//J/xQz/0Q/gjf+SP4LOf/Sx+/Md/HH/xL/5FfNd3fRd++2//7b/g+YShvW4JYTn5dXARZ2C/0NkYC4si2U7RvFzYlDv7e0sd4d096LEFISgyOeFbk3svQ/ALnlX7kmuLzkptVJNzzDI8G5utD1aBpK68RTzI7suFJVGBALFrC5sloGr2o99QJIBdLO8E1rVYJwDp63INW6DZtKMW2rrQdetKL3bvCU6egepxzJYF5MK6An7BNuxWKCS78BxKxOmSri3E0H6t9MgYhYgnrQ3U6dqvnwsZM+YuWCJRy+YMayBgbjCwq880cagne+h7FIfEGs2HZWJ7Gc+3uwylWxrcrzrTzFd7NgEotr/c51a3m9h5kOIS2U1Mgqtzc1wK2BgsG/rNOJ4dCxeGhIjH+rx6ybtcWzROfKS4QQ0DzBEPiMfjBqvH8URYgAyI3XgTFlICpBqNJrKfBoMsUQ4og7I38gJhxEUNo4tW2D0QA8NPAMT2ZmcDWLmV8QF9r8FaTCA43EdL2N5DFf0SFMDwU+GjdNdzThwnekIYQtjpmRpuuteN+rpGnPS9QzpNXnk5SMIr54lc+g4JHBWWfnbGCzqOdJi5QqvvlpgoeIzjX+74J6w4C6eJoD17DwsEAx06HvqjHjZww2iw8uHVGgBoeIdkCZz5tMYv6xgvfZOLh//+3//7+NN/+k/jp3/6p/En/+SfxE/8xE/g8fERX/nKV/A//8//M/7qX/2rv6g63v/pr/xvmHGAJGC/VbBku2qsHvxKM42f7bealSmsFk5+7NdXjVcB8kZ6lZlfWebZq4KIhZUbfTdE/+/WiiMU76r98U5XDB2slo5fO5dW6gLQEN0TvDwu7do9F42zXSG3MWqqbplJJzq3PLbO+OLqwqd+V6YeHOJaLr+uDw2QqWvsno3NK8V1dbwB2ztKcPmRYl3pTP26uNyZcCQ/+V2duQtx9xhsn6s4fDUFE/EEsXqU7o0wjR/SE0v8mjJnbG69O+yEEJ4LSZbd7Z4GeAJMjzkBbs0jXJuePLLfIeK89Sjdis/6pa606Xkk80powhRFzM+tp2LXLcbZr8D6GYn7UyND31yVeqG5XtnmcWmP2wEdtzwuV+d+reD0xq9mMxy1nyQe46a4EpFLV2z8XEcXcuQQ2N3I4jhfEedX585EHd9bNo9QJNLo/jzO7HitsXwKCz7oiTpO8a6Z2XVBKODpovTudBjxTb8ysuol6vlsF9of+tWWPdPZYL+rxUdNk6P8XmAZ99AUZvmBlGZSv7LR7/GO6xsvFHygzXp9XT73udvgSYpkLtuXXqXXPSlC/X3j2j3ZqGV9ps24sorjOsqBfwRt2hWnTlNuSbZJr42MPI7FLW8/r8679lcNx59jlAPCek9moZJoRjqAuNbRE8T0ukK16gGlkfygWeXu5SkHuxp01QxxXVOnBaDvZ5cz/o+/8X//1V/H+/PpBF/5ylfe6lr1SUY+m9HKUFVJemYgNc04VgQGPFvWCT2tiMukNTNVD5Y3EwyeSGKJPP6v2cXa+QlwNxNH8kTPah0vUPe4MoBIsvFMX6ATVkv9ovm0AbLpHC58I1OT7f1ufdm+x4J71xaTZSYqE+xCnQsgXkpCwzx2+Tc1QHZdkyemVFtzqyp0PVtb3UUwAnW4K4wj3jgREiGEjidhSdYFOzOpC0fG7Ch4/bJxT65ybd9dijIynwY0Ywo+X/+ewc4EpzMDXvW52gAeLGAAwQipahIN7FJzx7O4JzYrbkSWqa3xKnsdw1l6gprhkCe6qFLSlTY2L4F+2RSMTEhnoBVL6HIFIyHuRJakiS2+zjbpOXGleAcEYMOltqvQp6Lr8Viu43YyGDmOObNu1ZkdRXKT49x4H64LWk3Go0heUxhbRuuQoavCX//m+x6TlMQy/P17Pme69HNolgCmpUEI7wE1hR+b0hyZ0OlageNi2fi1h3O8woH2DicqhOlJ9+Z03Hbq9MeEOiR4phWoZvHnC0LBi9g57Fnp+0XTdwZuGr8CcMULvMrDk0JruT7HfEHcYetu/Qh9VeUjo3BXXFZc0jt3tXbdv6chD6P3CQBx4F0dqyZceom+Pz8ilPpkCoze1dtd9/mstB841frzENLkz8nmtmRPCJAIaN/EEPzFjF/WgvdbPV79/xrS0pA2wX6kXq9oFl42H78QUA7q20i7u9WMCUq/iLzOhLwOlqS5Odzy8Dq1Oum7JSkxUdPf60zXFnJDxDv3IyPtcuU6AezvQCBaXQi8C/YbRj4LuLrLD0jrcDG2a/7c3ZxpE2PY+tOZlwpOXYe/S+NpvggTytRja9QUVoCunYf2a6qU6O+nrwGgXsrTEjCdG1oiLRtZBWkX7EeOdft760RBKApbwfFrjPmxxhnlVeJsqLrbVYWfMg2F++D5Ql4lFA9n+mKw4iIWy6d4zuFComdLomvxef29XHQ++hpQDp05+bo0G5ksi1vPIO16fi27smQa+yYB72LZ3oGviXDzVQBi5yk6h8NxOjeUA2N6bNhP2kzCM8eV2RK8hVK1jHO3NF0wOo7UmRSX3VXOff+6Lt2PWlG69jp1HHOPTWQoN4n5XXnw2Dw1ARfBfuLYd74I6mSCfde/+yiLnlGdXMBJCOGgAdHzd9x3+iYTBuWg9OTfVzo2JdvjyIOQJ9tjm4Y60txpxZWplhTPWrZzZwq8d+W4K+RKu/uNKQr7QMeGm23q62zJlBhTJupMAfsrntEQe/YzqYvO4fDwtYZgdQPCa3dnQj63wDMxA2A6N3ARbLccvIJMEfP1l6MZD4PBJUmVOceDOuveR9iVAyGfRXHI4Dw9SYRe6mx7mvX56anFOtyaT1tDnfTctaqk06mf5zImJHzC8SJ4h7HdEfioSRJ+WBrHtESnYGToDKy41m1uMyJQMaGUCdW0zFEwA10b5qKMZ7/pREwiqGdCORpyNQQD8ViNMhmEQGGbk8aYNJxgCfuJoubPmXYyhB+TiCJ+CEv+mO07Vvrigsq1+ogDmXvXLd1ycGZkgmwgtnLomnublGg0GIMuOOfOyPZTsuQRq5+sXXCqEtBjZJ6prRaVKS+ZAVLC1rlcAXJlwhhKNre+75XV7VYuXXkah8N2FJBRnmUMWEgZWFgEBnvFgf65CyqFWX+nWkwdF/taTUglY7CeIGUWoCRCWSXmVCZLgadcJBhmOSTUReHsFlbaJcqYAESjA2fIVxneonjptFIOCEHQ7OzTRZk44AqVKRRNXddcrHOZe3lMqfT3UusKnjNE9w54CVQ9EPatnz+g5+0eoLoQiim0KlA9Vml7agrrulAohpGMZDheF+vqVEQ/DCXLFBVTrFz5Trvg7WxhCqW3TaYAMqHYGbdJ31+OqgSJeURc2fXzKEfDrU3xVBHJrOSJwJuEFalWs8SZoLmXRRcXZYOpnwVAQXM0WI2h9BnMXNF2Wp8W7nXr0LXUAwPN4NesCZC73w3G5aRrJstP0MRNMkFrDYQOhPwk3Ytg/K8cFR+aC+NTF5JufKinkFCWDrvu/UvqWpZO2+HtMwV7i+yYTz5eBO8wPvq/COgkkJui7cl2hiwNtGi/3XbOAIu2FttZE5caRXYlAG3JuDGwNG3L6MkEAOhQgTcZcqrgBwW9sGZlIjdtP0iiMZuHhPaqACzaa/bM+hx3QuanBJkEMjf9exbwykrct0X7ut5nS6JxMw3aXq2w7mVuEGuhJocW7/Z2mW3RbGZZGvg+Qd7btOXfoWq7QIHC6VCVkDftDtUOVddK0LkHVysI4DfaYpJuC/DhDDnUaIFHO+leK2LPtFTIOQOz9gOGQH+P5xtoZd2D7Y9WJXYIAVmQP3vG/nrR9VhrzjFLVbK+I5JoJgGWBjonfc87O2QzCem9awFdm7Xrm0476teOurdjBR7tnJNpJI10fS49iv5OT6njwWZr8LaMDOBin81NWzta3IxOBfKUI7ThSWDI2lIwzr6S/sxNDchC2k/5cQqlC7kB3oaQFK707qa9ne8zIiFqqcBu7UQZEN/PkOzne+U77U0uj7mvgwC+29HeTIF3dLazs37dck5Kg0I6n1BvR1oIcqqKqzsHfsL6mmurSgGdCuj9WeP+RsfypOuglRWGyXDL2oLyQ4LMDXKsoIdkiY8E3BY9e6fzjXv7Vf9dADpWNdh21j7H1lIz6Nf2Qk/a9pBu9fwABHz4Zod8OEOODTT3tdHF+FHhjk9k9Od8gQG+3ZGy9iWXSwJmI75zUnhae0U6VO2xfaygb8zaMrNRpztr5yoswKGC7rWlp1dxAFC38CRIrzbUc9Z+7ZeksGnKQ3FTIJcU8wFQ3nJsvXKhENpN0SRVMkXrWDHfbNg+PAAkoGPFzd0FH3xwQvooa7zXjA15b1MatHafWFrQJx+0TzfuJz3Hi9JztKT1ipKlYb7ZsF+y9ac2PLbzbWUo1v6E40XwDqMdGnhpPZMRDTS1uKiAZlVjOYnGU2Zl8EJQ5unZn2LMA4jMSTC02f2hgbJov1knWvuuNFHCJkE7GgKyAHPVbERGF/osaKeqyJUbZFYG3mDPWQ9lmZu+Z2562QPsHUmiIX6dvIerRL9S5IZGuh4xgm5HbUYuMykj9P1S6xndU4MsMBiqsKfULNPTAU26dk/oOlbLKGzXWdrJYGN9iWE/OYk2199svdkEQDNGmgQC269nmJJ2fqKDXpwA71u3s8LIFBIJc0r3zlPVjjVFb4BRJUrngACyszaz59ovvzAc4qlpL1h7l18E0bNZnVPCBIetvZqwNcWFcoMQA3PTSy8cp8xqAQvEylX0/Egvy3DFxwUhKV4QqYdBhMC3u14kwDZP+MHVCmMGKFXUZAy8EvhQ0ci9MWTrtotAeNifXXhA5D3Hu8KXUkNbDJdzg0wEmpu+x3HLss7JBLtkO69R+fV9GrylEmTR73MS7bnOonjEKoBBls1uikjKTXuB5waZGTLZOmZbG7HyABsiAB1L4LZfFgEhuyzDSnFyU4s/N7SmAp9zA7HGKsFK35Jbh5mwXoAxKT2mqWnXsNZxRFLV83Xr7BkfI4JdGGLKPhBKmYgE3RFpeU7KDeXYgEOFrFbGMCncZLyEwpRh2OUgsP7prtRf0SkBfCpoj3qbGx2q4ldWpteO9n5Ppsp2pmbdS6O4WMNxAQCa4UM9ta7UQ8/HIgWqsNlapCo8Ae2hz9n4hZWGYm4QKG25kHVe7JdoRHljew7pX/zgn/+RXzuDTzvoZNauHzYrkTa7fUeRAsBOSLMRNZThLTea7UGzarXTaVdmMrW4KSffmk9nbkq8iyKkWwiOMHRS7U/sRhK+0aAXzzU0/+XdCzwhC3PDdNr1vSfV8GRnkBFrXooSogn56biDJ73eC7kp4u2MadH9T8cd06sNvFTkU4k1SVNLic4pGJrDCQIgC46fOYOnqsyqkhGRMsJkt7NMrzbko2r76XZXBm1KghgRkFnNPDXVmLMAqzaQz5NaPIfbNdbna4gbf9x6X1Swlz1hPu7KMEzQoKlGTHNTeBwLkBv4piCZFc9LVUVkT3pGpEyLs6hFIAAbHuznKRq2E8mgdFlT+yRq5Yoxx9y04f+x6tmaxwNm1aPoXqgQ0qEqHE+6XrAooxTCdLshnQryUvR8ckPydwJ9Xr9dhwXylPHuO4+Kn7PehuMKE89Vb2QpenUeCJhudiAJpllhk25KKKl5KerCthus0qJn58qI0oBacOlY9Iq2Y1F8ZQlLl5OoVdRUELvABOntWiDoLUgsap2zKO42PQOx253yoaiCcqg6hzHzfCgd7qYUECtOpqmp52Q2C35qV2tgU2pQWPEIALGds9EWc1MPgZjwyA2nmxXptqgCQcC87LqH2W7/Mvj4rUytUCg501xCceQb9YClY0U+7EiL4oPf0KSeJUK9JL1Ba2Pkpeh6TEFyYQ+B3hrGAuIGuimYT/vgZdG15JOesRg8JCtMsuOg0Wx1z85q/uONcXt7UcG2JuTDrnA3HMuvzHrM1gPhUPU2qqUq/hoN7edJzympF+T8uOhZ3Cqv40MJj6KXe7oiwHZxSV319if39oTAnpriIEFpfWOdz1/nYTu7AMNx+dMYLxbvMOT1DCCpG2q2PrTOqCqhkVgcQd0TtU7w21QEGZeNQWdzc9ktJ+4GEjOyytJAl2RZvnagADyrUZ60EE9E58SOaPBOlVDLrO7kRFix6P9N89wL6fxFG3K4JgkC9jLrWkhdbI3UBYZqLqws4I2x3c+gjbE/aG88WvWGEG1OYetlaLG9qBuKN0az2JdMgvOHR4NhU5f5idCcIM19tXuRugD1zazCym5MgsVAsapFU3dGekiojfRGFWRcdgZtjPOHx3B3k93gE8ky3vSgKpq3QljXBLokK82x24JSBhVGm1rcgNKE1O1l2Z9aXmQwTQKhpMKiAe1h0ltnBCBzOaIRCqBwSAJsWQXfpuvErmEGD0XIxurKTKLv4K4TtzUhXRj1nNRFeaoRCtH9IdyK1YSAux1RyOKj1kxgMwtbFJ8+fP9OXW+G30iisNi6q21fk+LE0wQ6J6y8dLfvOUGmpvi1siqofovWpgprWA3EgN8I4wHiShCou7iVSUuRjD6ax7PNvV9Xg82Fo2EKqqe5a89y7IprbW7ATuqWZVEdrBGKWzVWCiMM7DuDLoyymft8NdctEFdm1qYMmczlv8pBcfdseHBmIEFvNrKLK9qD7v1hS7qWXW9ZOttVhdGkYWPAcg941ytAvXHH+f1juJObuW/rzqhkrNtCDE5vVAkien68MnZ3UbvLXADZ1YXveL3b7VXbmvQmswa9oUsQNxGJoAukc0JJDFqNjxm/w2ZXczblZQ/3B9BjBiphp0Vx0TxaZVfeAuMlrZrr2EaEMRxvKXV+bHMobRhvkFmrR6qVrJmuoTcqtQjF1GJnDKVR/72+mZQXNIJAeSNf9CYsPwtsn56d+iJ4h3H82YSCbHWjzbq2UHSD8Tq4Non1DNW6sZYBegJoT8jWzYp3Qpv5qsuM1rWy1v+q3OpZgdbFKL3hqFn1m1r84FtG1AuDCXhjgjB5E3TWpIsTRbPvukiUmXjSRz0p02qL1iKnJ61towLIedKEI3v3dK+dlgBdX1iRBIjBRTt4WTP0o2Cym2m29wiHrzPWz3haP1APyXoya5eb/d2G+RuM9QvA/IHdbAJNflo+0PpdSbqO3eo28ZTAW0ZbBOkbSWsaSTvW+M1C2oNVosZXMpTBQ9fhRJ5WQtuydvG5obhcoB4J80eMumgC1PqZFrXWXudYra5w+oj1/BZBvjcLT4D2lNWyWOw8F0C2FP1jPSt4+0wDtoTlg4T9tkVXr+g8VBOmR4LkjJufZjx+u15xN9ZLFmTMb/QKt/1GInkvPyn+VbuEY7q3etCVUO4E6f0F9ag1oyDg8vmmOLHqc46DLQFYJ60XfeRgtvmsyUjX9bIqVP22IYHGAXmn6A/t9Z29XA7WmU2iw9d+R1EX6ufmHcJ0bfpZlFfNHP2/y4mjPrOXkumlBuVGAr4AwBVRCui1w9W6X3GxumjHdaub5zVhe7dh/oj15xu273Ovqz8r7P3mrfykvIFKio5wLevn0VO6ekIaYb9rmD9grJ9vyPeq+EYp2tBDXCsUCPsNmaVKyA9siWdkPEEiodFbLnpvdE3UkoADWxkPNWC/ZXsGcTuRX8qQLgBvhO0zKvDzA2G/Ey0Tq4TSFkyPumB5yNZFTKyzGpv7W/lqWoH9lVgiqSkgXttspZgAICnBL2OpJ617TmeCfJTjLOtiOOZdw466p6ift7CA0ggrH7FLNtqiZWj7nWB5n1EXsp4F0Cs4P6XxIniHMT0A888a431krQ21a+m8eYLXxnlNrZfZAL3G1YWeJG+aQSGs2pkw3aPf2DM2pJiVAKd7shrMzjSEFNnzo2UGCrrGbNqfv6+cNOO52Tv90gG/+aachho8q01OO8VFAIApA5M27W8XF9w9EzESkKxBQ/FbTYii0Tg1xnSPuFrueQkKAKQ1IT8BvGfMH1njAosHTw8GS+j83rDEW3BqhmSHM+9Auu1CYHro9ac9E9a+a1nXcRHGBuwXjjIW3BPygz6nzShYLzAwZuFCj0TnqEfN+M2XPkc5mADOCmfJnVk6A9CmBXqd2/QA5EeOZu8941bPnVctCTv+HEdtdDkqPPNTUlivgnxr1qjAap9VMQL8EgbNFN03XXt7Iq2bFoAqRy2r4t919roLuWI5CPls77vAsn4RTU08kxwwOloRDe2j81NGNIEBALlXeOezYLJrA/1MeLcMaKu79gsfIshptDDiuAti935o/exAP5Yr561ZhSjoOi7r+NBKw/yCCFKhk1bW2v8nPY/4nmfjbgMPsLXy3m8KimqArQt0pWM9v/zAVo/KSs9+0YrRutfnO2/KT64Re+2xZQrvuufpASFEfHgNeD70m3zSReKGsGR1036JgGemA1qHy0WQVo7fp0eKc0rWljNt7n1DZJJnx5cZVnNuRobgqj2rPHZFIGqc3VNmCkuUrxnckjW+cFiV284H4iIMV+ik8/NyAtrFyqfOhOVD0Sx11vnb04ur+ZdkHD5qOP5s0duCMkWtXaT2M6IW7PBhjf97rVw+C7ZXHLW1+l095LL0BgzHDyrKQTXk5U3FfqMPew2v16byJjh/tqe5T08SNWhp03X5vNVqJPO5abmO1WjWmYIZLm+0ls7nTrsgnxu226TlSat3fdLEmu22N+VY7qtaqCc2pmllPZOWXtSZbI1aw7e+Yiwfaf3f/EaTTIKg0OsC1ze9rm++b9hvOGpaSQRpFbtWzMp1rPwiX7T2tC6qqc4PDcI6r5eCKFE2bHfc6yqbID827Hepl+/YOXttnyocovXcJ4VLWQjzY4taVT+n6bGiZcJ2y7Y2PZerWkEoXACt/6am8J2emt56Mmm5V9q0ZjldBOu7HHXM80MDNWC7Y9SJsHykteYg4PIOI+39uemhYb/lKG9SASzYbtiEgcIzrQprr1H1WsbyAUc9I0jhp3XX3Tuczw3nzybUWXGSCzC/rqgHxn6jMJjODXVm7EcTWrPCNF+0/rRlr7nVGk/hXqPJFUjnhrYQ9hNbmRZpnfEtR0mTJKsZnXrdspDdcHMggCjq0fNTxfZODiUZAKYHxcs6qyLitwZ5OMXLUKYnxbXLexzlg9OTANLXUA6MfNG1eD15CIhZ9xa3DBUYfVLcDJQvQ02+pXzkS8P6KuHwvkSd8vH9ijZR0Ei+NLuRy8qYhhKZciTsl24kHN8v2nf40MuV8rlpid9CUfuaVqWz9U5pqWXC4cMa+OulQtOTJhxpyV7vWQAA5/c4FLbD66Y4814GVz2j5bXCyhWzsafAdstRt6zwF6zvMPLF6rKlGyVaw660VWeOiyhU6RSjf+WvLQHzo+ZOOB2mTfmsJMLT51PcZDU9CZY3Ne4nb5kgD66Vf/LxIniH4daPeB9iUgQdrVqvL9QvmHtKnrVLm1xztoYV1hEHFcF0yZLy6tw5gTfJGOslvV7Qa+j8Hl5PaSTTJL3QPhQEKOJK0Tii17HVoZAfNr8Xp4/WLom6WKOWmahfP1iHVpJAEF6sT3pTC1c8/Plet6i/u/ATNheboBf3i2uk+owXx2cT2nXp3afco6BNE5TIVMhIWGk+Xz3y9bzZzqoY0991DU7YzrxhocmobWQnYMCbnnhjCNh3vAGAN7tQF57WG3Lt+MUFvdmKe1dE1yJJD8wbUoSgWdV9mDbtXZ121dD9DH2PEeuG77e7Vr0ZhjcE0TPrdbrV5pLBQlf3sLU9dPdl9u92yzHw04RQy0NpXfP9WQOa5LhCgGV1e9clb3Ih3ojFmpHQ1nozD69VrRLdxPxzEg37KM3Yvr3mln1t6PWz5g1RtywFvNWF6rhpzSkcxk3CQ9D7uhsODJ2euA5hAD9vs9TGG86avSOtEmfHVcJ7Nja88Qsk3ANDFZr8VxBXKHI1hdtd1Q1W+092uB0Go3IMAMmamzg/6/dZw5QAUyadr5DiLQCwN7sw/He4SFYe4zjn4Qpqoo1EkvM/hDHgtedjYwshQA4cTWYYpI5AgdUVc5wX7HycZ0VHwFlC8clPCPg6T1N8FTTu+/6k40XwDsMFQhCcEboMRJ12R9jOhMQsBmF9Zrf4Eiw2QdwJrjMiizPlbkmoG0WC0MVuZeHaY6vR8AL6vBIsRdymGPMQMuuGCbRLdGbxrkxxi8ggCMdOSCQutGxiEzhCtk50xl6W3sYvuliZi89hpQBWayANwjTixX5ZvPQ+t84g4jpC73lcBO3AKNZVxwlYyAkUAEg1YfMehCuKtMHDWCjvgiHtigO+5iBa0nf5/1uC9hG3faVNwmL0hhkwy2u/6R18yDwE7k7jSkhG8GkXpLWZq5KiuxnvZonZGQgDlQFYhygVvg1VGLyJxjYFEEjfX6MQhK5UukXLZeiS5cqlM2SYkE+EBkEypuvKX1qbdQTiwCsu6h2IBLcm0UqyWRMUx11vwKAC2ZpszH2dz5uiBDM25pufmlqRpA+2pDQ3dnvS9zm3d5+0zu1n4f+vk3ohypG7UsCufFB0AlP6MiFMsDNHdJ1yb1l4E6y7WV6dB6gHQl2kFMmX0UUNiC5deVXPQVdeXDHucGHzBEkiNBf21iEs7T20E54kUwCkmBIORBipzhQ05IojmcCPZhPRJk9ho3eUKxMjUQEVe77IW52uepvVTrcyAdNZwlLl1M/JBbnzNQIgImiJQSLB87iICl1TZLRjHwWvDSUeiNau7i1IWwVXta7Vo9WVguC1n57cfRG842AjJLfWNLmiC9muIZom6bdsXGmr1vXHy+ea/d81Rm+1mLsVS4akXCncriFI3Lokc30LwKahslk41ASyu/AS6606MJnqlhjQBk1Xhm420+NgQXusy6wJ1yYpk3blghOR/n8pvZ2c79n7A7t1kaqgHNCZjWn009MzZmYEE8pBMphug/BkZV6dkSEIo1uZ1mLQFAyN87krvZ95AwUjE9coqDMGNsts3Jv2pkWcjwsRX8NoYXorR+dV07kLxLDcqlgJZ7fAumdEmacqMYSpjouxPVF3vXYFzaw/dOtqLFHWxCO36iPtLNzO2pgf4VFwKxjmhfG4qwvDiPnbeTus0tZxzC1lYUIy70J0jGr9nPzZbvF1l7F3cqJhn0K4gvGoVNSdu4B3N6rVjnrIxLs6Od5PTzKcw7XwxDBX9HyWfgbJBEsacMwt0shz4N67Xcwy9dil01RXHkwYW6zYeVMDNI/Kca6Jdumyc3c4Zse3ROo9CZ5iXhvo795KNRReF6C7CdPchXScb1WPS7t02ncFL9rtOqyIgif6ft04CKvSUdst/DJ01kPnibA15EuLNTtfDa+hOCyc7geYc+d3aW1h5TsOcpGrd0aXwk+xjvdF8A5DrVMFepJrtwszrvp9ahtAwF1F3sIPsCSKsVViFVS4lWDuomTM1VzSdWjBprER6UzcLL7ek9UYdPU2d7o+mEXiblN3YYXrlsztXAC9taTvz2OzwKCReqx06wg3NjKnogKVd40xAwhhx9KFMTVRTgGKnr3uQcgXtRL9He6Cd4215Gv3spcB+d9daJIIBGRWn1mZySkRwdjCynNtVtXnKys+rhm0OeC4MPRFdiEQ8SZ0RYFE9+t9aEelZHQdBnyr9KsAB8Z5JYSNUSbvYSxqpSW3Atw1FshsQo1paM/YLRgQkKq5yot0xUFMyfJ1OCP2vTVTFIq1HjWh5dYXqOMUpHsBAFwJM2foVACWBhJSD4MJb/dmai4AAGuN2YR69yjCdRtP/7ioxZSf2lVrQWRG2tQFJX7utq60Q68VJGXofh2nu8R5F0uI7LSn/yeMnSzYYBM9ol1p8ZaLuA5tBL2UHsLSkEQXNCRq4YVSTgSGRLMTP5fsQsQEXF00/iysOQRcTID7PIZbVIGEFla2r1ut5hoKYNDR0NtZ6UA0hu305N4At9Bt394nXlu9msLjNGyePgBxNrxLtJh0nueWP1VBNsWQDX7dmzKG/gzO1vM+2lo+tWirWWy/I3/wZ4UBTN1L82mNF8E7jJYJAuqabOuEKaTN/euit4ZoP113v/Qr1zwGeJVtTD0zVMscJLRAwAS+a+FuuQDBfKP/6JEjkUBYU9+FCDLhKmtX/96tBP1c0CZWN9IuqEtP3iETLP6coAtRtrIZJRAlmJoZyQjREz0iG9gQ3i9XoKYu22TxuLGvtFv25UCY/NmJAu511uQOd6VRk8gSj0b+DRbrVWFcbvgqMc4/dzctBCgLWwzXmv57m0PX7MMt1q1sFzJAtxTV7SV9zx7rBg+MZ8gEb3QFX0DX7olj3pA+YB/KWxf6gY8YGKiI7mlolu8MWv+OrrkPsUE9n34RRiqCkrmHWEz5CgvelIxmt1KRAI1hLn+N/1W/Z7gJcKXcuJDWBUgCaraSHwuDhFVrOO/WiyuNbbpOenR84+rxVV1TPXgipLoiaVe6Ewb2m3RlHXusdownulXk1tIVzKojU1dIg+GT4+8gIOzShTr5JRzXZxHCeOrWHKQLT+0O1tfol7M4TPPaInaLRV3kSP3s9xMHzgC6n0hUTMrHNH+Aunt6tVKqKuF2j7Xa/z3rOVzqtR+J8y3PR6AGNTSke4i6+3yAL5lib6G2OrtHxWCUOu9wAygNdK49mzuNOoz3m843HYeAHjMX1l7PkcORqBsO1Hnrlev5Ew7++R/5tTMkDdox0DUc+90zhJUJd4EMmPAMaxWd+fj3DRmVwXRh8HEujNElGAKDcNV4HEBkT8ZaGF2LD+u7v9vdTJ4I4e6YiKddLUJCYIQ1L30fEd+2BKMgbFMonGBIBiFlSoVb4E5EjvyjoJNEkSl9dftK7coIm6Um3JujO4Pz87tisgaTsRl/XOrNgF9I7nF3/47iRb+x5Opc4Xu0+J79cyKN/TyDsV+W4VnSnuQ1WmEaFx1uImrDmngUHj6nzWtejzEm5THE+D1i+ohzjisRUz8LAB1f0BlTuIWpC55w6/u7hrmf5ye0RBZX9RwFY4bezD6S0hBJOZ77oErIoFgMyYbjc22wVHzNZen5EHEWHgNsHc7hLQocQxcw0r83Jgr6efol8rHu7IKEItHQE8quzwPB6J8r/W6ZqiLX8d2v0Bu9biOuhaAZeIrjd9CAJ6+Z4OvhC+NXqYfFxjOtDt8rIwPhhvd1Kp11nKa38BX9LId9u9Lq8HJlL/blvNThZDyje+6MJ7g1PsD52rs34Ip7u4Lu9f/x71MaLxbvMC7vMUpKmB79+jQNtrvAmh8FdeuJL+oPk7iCSxJpyccCtFXLHzyG5vV2XhsI6IFr6YOWSIzW0fQkEU/Nq5YehPVqGccj8tbJaherpuqLucYdqcuBBoJQRFvf8dpKAUxYLveaRNRM6HnMw69S08xPhMAEtL6xTYz5QYBIzrJyjCcJDVljRQDAob2vr7T5RFopEjq89tX/P2qdozv16XMZbQLmB3OPSi9jcfh6zLolLY+SrLWn5aDvzJd+VSJEzALomvlI2O4We/iSdvmYHgXT2RLZhmSamNMtNCvJgKgFUmfC/NBiH9PZMiovnel4Qotr9BBYWZS5BveudAghkmiEJRjefsNR9+pJZflsc7tSUr2URUIBCEvdzng/dit4uW9IZmU5M067XjHongh3SwvDvqtnOdl1cWNcb7yeTl2CpjgULeVy9/P80NCGtTleOyMlAdZbQvuM1hSnzWqIRct8PFHK47+emR4//XYx0eTI7Y5AlXD8UCIsEkqieXTa5AqmKVGW5FgmLWtZ7lsvSaxi93h3t7J7y9zd3GbC5R2tTV3uWwjPSDzMTgMe8iE8fTHr1ZlPEkr9/NC6G7sNGfkJqJmsZKsnTLWkuOW15MK9nMc9f1HxIEBNPQGwzoT9qOcwP6gFTlZeOV7D6WVSLnz92tPLZ7QZzHyvZVt+Bt5kJpR/s5zXO11btmsRXVnIVXmP3g89MHVC3EMc+QUQXN5l1CWF12xMwJREaOFt6R6ft4yTTzBeLN5hlIM2GnA3ylXMzCyvvF5r255tCZgWuHQ3zGiRREKTaXijuy804kUbItSlCxpgSBwY4i9eAuRaq7t86+KWMvXkJCAYv2uOwtrRxa+QqxPFvM5IxvW7BRDxHnQrQgvrB0vPhaTBhUSuGKVr3C1rRmRottwtDHUBSlg9414dfuUE7Lf0Fqw8BuXrcIur2vmq5wGRPBeJcOYKo0EYxPEPlvN+Z+8ZLJare5Dhwh5XVp7eJ2pw5h6q8GSySEKys/aSErcs64IQjlfWh8PNY1u+30mVnzap1l8NPzDshTyma4xcrmCma9QOXZYJ2oaENtuvxty6dabf1/OK/abuuSDzunicM67KHCwhAFHnWQ6+T4qf3VrrdNqy4oN2gdN56wGRpUq1hyd8vlG4jR6ROuu+xZIQhWigHYrs8ysvFHUlWBugdFr3+Cxg//ekvAqzKC2D2s9IOv52K7bzGf+53/SyupaHrk0Dr2CranAvFddr74S6WikscuVHnV/A+InjR/d4mIs/Ixq+OL5exUsttDaencOiHnRuj8cGLrRr2nRaaLPNRVbGOA08ARgqMXR9AIKePaPcw1N+fSWJhg16UhY6fhHFmkY+80nHi8U7jOP7DXInOH9OtebltWJv1DomilIJb8bgd5d6M4e6aMB+fjMkOJER84RoBuBMttil8OXI2G/V6put0QWAQBK/xF6IrAMMcH5PicHvOqUGzG8khGdYueRxMN2nNy9IXxXst4TLZwn5UaKbDGpnkuHCghH2pF2uhLwrkSLo8pGYdilDUoPF2QzxfX62OO12p++d75VYvPOPJ+m4u9sZ8vqONZB4o01CJGl3GS+JEenJamNZjybVCA4f6PfWd23e1xLM1xMpuADgMUatCo5nMa/vqoW+fGj1mEwBU7fmvFbZFSpn7pd3rYvQpVstLoTcMib22K5aXdtd73TUMjCfXfmDNnOAQCyxzV1/Xv+tHhpgv1H8zU+C+b5LbGFAhKzjVtM4mPR8BGfs+4kwPQqWN8aAUhcirmw5/rFZ420ibDfa9jGtGjf0kERdOPbcLRFtBiJZGWp+0iQ5CLC8GTKyjaGPWezehOLwoXmWJlVgQR0vnZFWHgWIC19P+EFvqLFJZAR7bgPg2a/uIVHLq07d41GOei7zvXQhNYRm/DJ7QPd5fk/5xvxgDUQu6mVzL0nkE3hogbTrE4xMDh9qA43tlfKO5XV3SSutiZUJsQo8v5PXwlTbDWO/1TNdPuqZ7A5nha/YDXsUuQd51ZKo7U55zPRgyafWcMLpf6woKAfWO8YZmOwOaGqKl27Be3kPNYkGJprrofvP5mHSJiyIEJ+w9xzobnaPtTsstCEOY/PObsbnRsta145IGCTSnBDPoP60xovFOww2Im4zguF3jRhRj9a87nFwP7SsVoUjbVgvEfejq7iVuy6cWaprxoUkuuUC9NKjWAeZtWjWyIS4XssTRPx7HhPqMR3qTMNcm2qBobsu2cs1CJE5aopHfxfCkgpXq8W1xiSE5hfCD7FO3a9p6tSZnsf2QmCRw9pceAdCPbqbD+ZivRYAEfchJ7xuIYZL1Kw34PoMRwtltN4jxsTduojkF77+559dxYaTezSGdY2U57B1q8o9A2bx1eU6gex57oG7m/2sPSWYqti56Lu9Y1KPz1tc2rweQGfufvYjbnkmb2Sfhifibe+QtivtcPbwgbtNveZ1pIU2W7LZMrQOheM0DftFnFNMaUIiWdmU2Fxepubn6TXLAfPx3BwuqdNS95pQwDlgb0JFBl7gAi0aiTyjPW9W4SGfajhd3aNQ7bteLy3SadGnbh0n2UoXPTkryh+vYEvhIvfSLId9M6+Ihh26InoNF+o0MOQDtGyJdqbYA6qYtzzALXVF2ht0qJVr9CDmGrZkpmhW5AKTBvgSolRyjFsDb8fLHV5+nv7uajQ1elnILXfCFZyDPqzV5fi3TzpeLN5hbO8weAGmN3oYl88o5vUMQDuETEhnaNamqFUwZjSSAOfPWftBT4yxGJF3xQnLwuoSAeuM04D91C3rloDibfgeJYTk6M6R/z97/xZr25qdhaFf+//exxhzznXZtavKZZtTVb7ogJ0LSoQUY4lLlMQgY+cFi4dC3C8RcZIHnLzUESI36ZgnghCGHClgSyEBASIICSkPRpYfQkAECWETcfMxFI6xKVfV3muteRmj9/6389Da11rrc23bVbWX4+J4d2lprjnm6L3/l/a3e/uaCyJpwN3HDEhhejC3G0EJAkpupOutn127d1xXI0qAdZKEllNxeD9PUiDzNO3UPrt/22JE52eTu3OS8C0DHAExuZ4yPjxmsyK3O7O+6Q6MxAsA2luU4Uy3pTSg7BH3aZtbKAGG55yKATMhp1tnOCfg3uPBsiJKolgC1BeFrD1cw6aFwzG8gfNbFp9ipxSdqus7hacMybhco8vYx0nlxtdpO0jUR9pgEMynLWYFrlcStEUowflOzdpy62966KGcEI94OwIPH8pEOFt/i0euVymQyazpnbGYP3D/4RZhAasZNVqnhdjPguUa5iHwcU2eI3H/dtspHWO2dbPSrIy5Y9g50Ekim/38zM/ChFjvyCNwmmTZD/MX4Ez64W1HaxqZbUyBGHXwju5GpXc7pnBuK12Sdhb6RQJrenRAJyvHwhPJxCXPrKXSxvkZyIjvX5TkKGSTUMp0UpyfCYZ3B2reUchyCszL1C5wNzgSq9krBsh3ZLP9JhYzqPgNhlMQmfqG+22wjPQS2XpKVBNoT+t7PQkePoTw7ukkOD+3PI2Aq72W4A/TvfMtV/gtQTUz+JdrMTAMpzNbF1q0PaBOqYynGxtYngCL+jkMpdHWQ0aGOZgNPzxXRbspPPfd4Hc5pum+ossZLWu3xiPb+QPB+wtyPXxIMB0IuuCxlga0i4AA23T5TceCbNWKheqadADkdzLNYlE4gZD4AewyVreTZMysA+uNH6STY76SgTlDFrfSKcjbRbDdActTQ5Sx4v0sEt9OALv28P3DEWjS+vUyoosrFQ8ZP97cVboDW3fGZXCHVHdzrAEJ2Oy7kWzhmup2FCxP7DN2lKHlYdjJNvepC5ai3W4ne4dh4BI4P5MuyCRlc+VkuOCcbT0Zu2W3IQDWDaqZSx3DrT6O27vKaJPoJlOZfr1iDrB16fcIi3l4GVPERUkPfujZKIFWwiANSc6XiXrbERgesyJu+OrA8jUxTdSY007wOj1tV5L063/n+4Z7GwAKtmxYYcqUrVU7A9sVlQiPN77yfAn3IIX770DrTmI/SP9cy3ZhnDYFb7jYXfDynNWYPGmalnLscXGhh0I4F3oVZBee2dzOpAt+v5/tnamEJ71RGeJ6ch7TneUjELhlubF30jW/MR9E7R1Uzuy8ukDxM7rcmGKyXnGPct2orJrHLRtoiIdPGDuWTcK9GgmBm0PCwt6XNccuhGZHp0LO0xQw50lwfnJw5QipFK3MJXF6WW48p8Fbl5rLV+KcRPkf2YifxcC/39L4oHdOinciBG/Zu9hnoUfBvzeyqYNOwHaXilVVRGUIxv0HgvcX5Pq3vvP/xPWTCQOC7VEk/dg2vFyPmPyEDxVc9QXHvmJTwTo6brcDmp+SqW1YR8dXnV7iul3wznqNBsWA4Oz9YZsobqYzbtcjnk33eLFe4a35Di/WEz53vsHz+QFNFE0G7rcZHzu+xIv1hC6Kn/G/z23D/TZjkoGrfsGxrfiZyxMso+Ot+R7vLFdoPuaHbcahbfjY8QVebUd0UbxaDzi2DWen6qu+YB0dAxJzGcWnw7mu2nBoG26mM7oo7rcZh7Zi9nd99PASi3acx4Qmio6BF+sV/uX5CT5yvMXT6QH/4uEZ3prvMbThneUKQwVfdXqJd5crXPUFT6cHvFxPOG8TXq5HPJ3OeLke8Xx+wLPpHmfn1os2XMaETSXeP7UNQ5uPc8XFufF5m3DVF9xv826OV32Je5oMzDLw+cs13jrc2/Nkwywbjm2Nec2y4Z3lGk0M2IF7e+wrltHxkeMr3K5H3G8zbqYzAOALl2t89ekFfub8BFd9see0De9eTjj0DU/9e+fR8Ww64zwm3G+z7Ys2bCq4Ww849RXHtuLd5YQPHe4xVLBowzo6jn2NeV71BS/WI45tw9y2mMeiHffbAce24srN6xfrCZcx4fl8j/ttxofnW7xYr3AeE676Be8sV7G+t9sBVw7PxPVt0DgDHzm+wnlM+On7Z/jGJ5/FO8s1prbFPlz1BZsKuiiW0XEefbf25zHhMjpupguW0fH24RazbDiPOeYz/IzebzOaKN6a73dn8AuXKzyZz5hl4HY74Ol0RpMRY7jfZtz0S9DD1DbcrkfMbcNVX/D5yzWez/eYZeDFeozvvTXf4/OXG6zacNk6PnS4x3lMWLVhkoG3D7e4XY9oopjbhp853wAA1tHwocM9miiObd2dq6t2wYv1KuYEADfTOejtfpvRRXHejD8donDeaOqp00qTEef5Y8eX+L/u3zL+1VfcxD7b2ef6TzKwakODxhkYKrEel9HxyevP43Y74sVycjoaQY/dpTR54810xjo6moxYh9vV6OVmOgfdNd9nAD6ODe8sV3jYZtxMF7xcjrieLphlxFqR1hZ/PnnPZTP6OU1G85MM/Iv7Z3g2mztv1Yan0xlXfYlzQt5Kfsc5NBmx1wAwy8Cz6R7/4gsz/tEfxRu5PhC85brpF5x6CpvFhdHcNjQo1m4Ha6igieKqXzB7sG9pHYu2IGTANuzYjEHe9HMw6AYNYXjdLhhd8GQ6Y9GO636xn5MxhCbDDkLb8KSfg+Gf+sGfnQzsqi+YZcOhrTi0FZMLRh6k4QyFh/nYjEEf2xpzPLYFZ5lD+agHlMrI8IM9O4F297WSqTdRnNqCaznj1XbKNdKOQ9tw1S64bhccfTzraLjqJmBMECy46Wec2oJzM4F6ciEC2MF+Mp0xjYF1mDrbnZFz3ZsMND+Ux7buxk8hyH0GEM+GDEzN5nHVZzydHuIZ1864ZtjfNzTcTLav9fDy4B/binuxe2d/7r3PY/K58zp027cQjq3jql98HvasoQ0DpvhQ4TlspgyE0PD3NKgL3gsWbT6GDVMb9lONrjjXuZkwBuDvkqC3JgNPujHM2Ws1yPwpiOd+MabtdMO5naYFT6Yz7sfB6WNgcWUIMMSkm6643w7BhK/6BWMVNBnGCJvu6OzJlIKHQpS0zrE1KG77IRSOAfH11B0tHLudIT6Dwv/gdPhsMuX3PKagozgvavR37Kt/J88EAAxtuOoXnKcJizaM1uI8XvXLTsiST1BhH5CguYcxo2NgagMNxxgr1+++z84rNGjl2GzPj321c93t2R0DV91DaCEwt6Ctyc8q1+FeZkwimGXDTT9jGf09hSZgQnEdHdftgkWMltbe/fmCY19dgeyYmtEtLyq156KY2bnbQsDyHbMM3GN22h3YnKfaHtv5umoXvDudcDNdsGrD2ObY66YdXTT4MAX7wnOFEWPjHl33C256Jia+3+sDwVuuv/G//Fs4jpO5Nyd3LXuKfvdMwujjOOBZiJmA0i7FndUANARkHV1Q7WKukvXknTAaotbSMpgty68mKLF37/+xArJq1Ou2xVx7HAPHWcuA6MIkQgzjg3QniSdjWNwJkW4XvXk9kahdEtIxajALzCPfx7n2s7nI+zldl+yZ+6Odbmx3Wz4gEnd+1N3c67WvT4nb0JVtJRL5GeD7MvL/u16rDz6uA6LnKN1J0c9VEKg+ASrhdDC/8qQij+9uJ5uLtYG0Dj10ExMSlAlY0SghoBcVfz/crYa/y+/QRRZxrhJCYFLVmNkDF5FoYhneTq89s6UjG726Mpd0QbPFnX2J7u+kX21OW8brMd2pI215P1Xfj/mVxfQATwxcFT9SUKv+/tU3Yb51pLAjcxUsVNMfbK9FzRUPd0NbLN9dkZ6fsJ4kW/7B9pe9Y+nWb8ueVlmDGf20Jem33kOwhH7OefUHjT7G0cd1snVgLsb0oPj/NnOHT3caJXIcx3pTxoGkEyBdnjoh8wQ6dq5Qc7nb2WbP3+AvfrZrxjfPAeP/PJMWYklYxrYolqde51v6P3ONmjcMIZ/4P4lWxqTCKdekNm6wOaq/VyIMR37KOdYwHTGmGeICEHRioQEmhmEXGhqzh6FeaiR51SRUhjus37EG7yNsbexry7nThU7+wtr99UqwXR4A/C94E9cHgrdcp88pjsN2nhsX7cIImB2ISYgCcUKbETyemc9Mxx8dwdC5kdsxwdjXY/ay3A7Wn3SULNPNkZa6t8ZartlL0piRMXvvqcmkF4/nBkwdkknXeJjNy5Jiso5UAlTC4jJZDtLKYWyreq/WfCczXPtZsd5KEDCALDHwRA8W+bMHK7u0kNDZQCGSKnx9oAmEUOOSGRfPZDZt2bOVSUAybK2ABOyIxJo595bvnu8GIBL7tJ7s+fO9ol9a7CmTQMbkazS8dd9DS6AI9bKL2RpaEOy9X5r/LccWkJEuNIlnSyAVY6xZpsPyNbY35Fyif7BqNKJnuRXphAAaZOwBI3lO2MDpYbjALGUu3QAbpruM/1nJzChZ0+K9cm3tDrcD69ESd6Z7oxMAQbvbwcBnsu+xurJqz1m8yf3ofv7mZNyWAKXRqo6ZyesxS344zlpyw2zaANhwfOv1LhUm7vF8O7y0hfOyskDrxFN7Risu9y3mwD2LtqEs7Zkyy7bCIvJv/aIx/lAkOuOVGvFOm5gr8LN4ez3GfW1dSE/9ojifm3fV0lIm6TRU2p9aprOGsKzjYhy0xu/rGlLob3Plm35GvYrCEifTmiQNsM2mEX/yAcZpmeB5eDl2Xa34XJ4f69KUvC/mi8w7qfyLvawpA2QzRXF5g00S2s//lV86F4H4VzaodqKZ7jMjlpcF/DVSzaNXJopmDWqhfqh3APkmUO2XfGbbNHqgWrp9MgUSWsCqSaIOsQxBBg81wFR91vRadjUCrm89EmINu0xpAvDTSmf5EsfNBtUAMjlq3n9nO1IIucVSMG+F5Vauua4ntgRMbZilTrVHKYH+rQYUWarkmn/WPjuTc63dktwyq3V027ta27xe2Xq0LdeMIA/LdYss1/WYKGXrScJa5jouVy6YFvuMBzzARlq+jwAM52c9Ws/VxCeWtFGJEE2EImIbL9cN7MWa7czs/oTBS8YCpMDZvGY1UauybGSbi4Xi968nb//nVg+t1suT5kD1ntxFa8bv2zH2LRunVwZrYAmJkBR9cF1wr156sqPTCmvpgCssnWkFP50lIYRYJeoSxJSJSCZbk8FnFrWW9n2pNHIdhpdvqQCXm8wCDsvSS7p6sVZDQZ3zmWHFu7JoJTymuHDc5AsEgqhrwXnRAqaSF/XhmqhpVD6mBzUFpyCOUcHbDob0ttwYMhXpptJe7SUd9bOCAOQZE6L0EuJJgkXo8l1RxeGW8XJtyVjn5/Z+KlRUErdDJmfaWtr6zPcaACfBux/UjRej7+Uqs63jWV6atOPxvq78Pr2Gb+r6QPCWS/Eeiyv7n6L5D6Al5mUhzMaLA5EC8vEzAw2l5XPw6HvU3GJ8pc4TQNbq+TPTGtX4LDIdFbu6yXDftrRUwpVTLOLXrnhmWTQe/kdLF+3bQK0557lTTvT1+ZNxc234r2Zc1jHZz4IytMMlfrwBj8fJcWTN58/6jhifC3df83CFt/09tGZYj1lrw7lGr83dv0/G+/iKLF4pNFD2Nfrr8rn+3goukGtDxdCtLinPr2vH8WkKvJp1yp8JY/porPWdUta38jrOQfffrRnjgVpV96OciRp+iN+blPNKy2g/vzgzvK2U38U461jj/DyaK8/gyO9rWbvqLtU6tvKPWNTcC651PbuvrUEZPmtTH69vvWrNus0XQaNxxuq+Tvn/Ooa4pz678Je6nuF+Fr7v8Zjf4znINYu11j3fqtb2e9JQyzUMfvSz7GvsGWuHK499g9cHgrdcdDHQZZmg5IiNpOYVsGRORIQfpGu6L+oxkKQAgjtYayz/jCg6czJFEpO5BVM7Y01wWJkHidga3X82xrQGV6JpOQ6uWb4IxkxLs3bzCReTEzOL43nf5m7baDen7lJdEjGK8ZLaHi3A6yd6C2xu1ErpFmdBffUEELwCQFj3XH8y0+2QICbLTR4YlmDFfrkQqrG+tiDKxejK5HqwJzItYK51v5g1FDTTYbGvVWOtWPYRTTTc3d/PezSvas3RczEmooO5sJNqhY2wsiFp1VnTBbtPpxIa2bTAJyJjgTMCa5cWnIzsGxxgCOoAJJc9wlg0rZgc5erGu8ScpMxbg/Hyopub92oXrFctaq45Zro/iTscpT4OFkIPD923dHsG3cSa8YzbvNcTPQayU04iHOD7E20JC7PPs5CgDIB9d76zMdOtq5JNMALMY053Mvv0TmcvsdmMb9DVOT2o5Xg4bfHdROaigMiFJZ0hBTpyfs3j+puHppYruuRr2MG9c+peI/UzQXAhF4Qbced1v78xJqfpttnzDNmK8d6EgyRGu7Wk9GdSoDp90dsSNb1+bugFY40uFYQA1nFPEIE86MUJHHjkGtF6VkHkTZD+qwx4E9cHgvc9rqqhB25xIUoAxaqgdKjfqXjB7L2J0Gb3L8sDEh1dHmmKFUs4NEdqvJqfV3SfGNNjbbrMgwz+MQHW+VaQh53lUrRajmM/p+xXHNr/I+YV43p0UdBWS4Kf13eT6cYeFTg+WtRmWbiVUy2QYtnFuu6em2MkihDHG8oEqAgVhWDJMRAeMEAyBNghEDmjif0gzZQ1iS5D1SKoGv9G5WhPnxQg1SKprsQYQ6WDUDZ8DGU93pOJL8nk+Sy+d9eSEPvnkqHW/ar7kh4Irt2+v22cE817Yrz6aA34rE3Lfuvr6/2YhsvF71ZlYW+tpaX4mmekWoTvQV+78SNppfY1Zk0q9696pUgHFYqSAi/GWdem8J/XvDo+HlqfhMU1PO2k11b4FPMBdqG1sn95domOxXvT0mf+Q01qNOOmzGlnmWeuDMrzgRzz4znF3Mg/pfwez9Ycd+UjwM9KG1/u9YHgrZcztOg0o0VDcg2NlqE1JEgABMaU+sU11ugMZNre9GAa32MBRU2YSSGMcwD+3NW0YWrq3Ylxp9kpM/hyPIzBsE8qk6HYxL2t8OQgjbGQwTDW3LbU4KNDCwA2iSAUJhNx6BalRW+dfzJLs8ZUo9B/K1i0ztSqRQ1fA47Bno+I8dga2P8nt0JlWEYkxxHt23ruMd/XnKn1BaFIcb1p7RIOlIzk8GqEy3ObmThniUvzrQaDNIxiYyYRX2QszZnQfDdij/olmSXprz9wHEjNXBHWPy3T6d7p7lyaARThJoqIpbYlmVFbbAzTw4j9JUSp0ZJEPL665dqqMXbG42mpPW5JyGYQ7DBDhW46J0Z3PQ8Rw6MXodm60vq1bk7E6M5zQpqn0tvKObbuTZrrc050sLZm3DvihgVO0pDENBNtZomMct7PHAZav6EUk2eoW+lNIvPdbs7QBl2bjI/ybB5eDT+rCNSlfubaIuaa3csQ+QOBky4lLALSvoawqTkIJtAcM9qz9yn8p8IzaM2vV9mmMPt/VyXMeVMvuRsThTpp1pPUjp6Eulk+Q1+KsuMeiLYiOjDR4KAn5/Bqf44itFPODmnc0KySTrmPpGl7H5V7vNHrg6zmevlZiMSAiYLBrJ0GhQ5k1xhQS3Pr82BUNmbBduzuwjQ4OgA7S4VQkYzzAOpJRo7hOiNbatFalBKnDa2W3WckutfQdRVdRqD5/S4YSOIH6KYUo4bQdtXdSbI7tITjAxAoSQbL1gLVifMb/rOU69nfxDJ6tQEDmQjxWmxIyBDZ1YYC25KbFvZGbtnjN/sA+4EvCRO1RINu+PBQ1JjpyH2Kvqf+fxFLtqILmPuKxqSaVAhGTxQcuswi+9KtVLZatP3hmuRz0wWMyDqGeimbC45YF1oMrnjZfgNKZaOXLFgUZYexX7a+m5I24DTAjj/agKniDTOmBryGAqUNGE5zfJ92YFQc3Za6aCgDgy7zREVigo7QcqrWednTAQlBSmssEvEE6a4lXfq9ucfprpcB9BBExbJ7j3u0C3RoCE55lCdAIcM1kMJHKq2Og50h3ViCprswVMTuuWYTgEuu15iARh7hdGFnTcD+23CrL5rMi7mu+4WueoN8zVaAUtZKsPXc88i96NhVTLCkr8ZXlXje7qaXiWcwM5GpiACABC07f2WsWYHRWySORSxWsKPHGrqjII42jgKwL7d9XzDm0gKS9Ojsc8yArmXh3+f1geAt13Bhsdx4PHKyWlIZAAYwhqC79sbaP2YMAw5B2CzWxfrUw7spKKvlupZY2wCAiRi8DhZ+AORzLmy9dpMCdsyO/zoDYwDD8XsthmcEdvOTnjUtxgwbjLAN7s4O9XKycg7GubZDlhFMDo+2OFwlGb51FxEvMbKD8PC2RH3o4V3PYnWLlmPPOKmtx3KwQwa1detuuUU9NBDxP5YlzJ4dO52BbQLuP2rj7mfrjmJ74PV/zhCWpzbHEKwtGyxsNxJWJTXf7YBgkKQJau8G4ye4PEO025tu2THFxrHcpBat3XokT3fqUITWbYhMoD+wHtTWiNmlKogOROOQgvPy3LC3AWD4XqkwF8DuWY+pzOkErJBg7Ou1YL6tAhfA6s3hm+P+uiIFSOAxr1eOR45cpwpsT2/JciNh0QC2jou32WSLt1j/B8nEFbdII5TgOM/LUxMkqwIYYvXUzoyP7zCz3RUkZuZ7PHc9wbogbQg6Y+ci/n26R1hZUR/rcK/ntw2PvV/wWs24jHJWVMPTBEi0X3zNpb8Jju9muVQ/ayp1rryv14L1GmHN9gfDvx4nxlJt36tA2Y4GL7pcI1pVyrB7sSAUl7YBqm4Fq/gcEHzs8pbEeWac1aBl4bShoQixRCf2qwFbd5hMIHDRmefB8Aox2u1ZRgvnt4x+CMsrG9AaDYVHtcNFkabHZ3qIJYaeEwvflK+M069XEqVcxI5fr+3n7OeTyvRYE0eagnc9Ckbi7rzv6wPBW662GY30ix+aM6KJcrjeeh4qGZY8IRuioNwSIowI6O57nGFH91/bzJoNl6trwG1VDHftoKcgSBAGgAlB4t4juljbImF12gv5Xu8CNCTe389wt6Qx3A4mhCGtThTN0V1A2DTMsraactLWnDPdfpnMke4nWzwJdxAEGGvGg1XznSoZ59l6CoxIALr1cXlCiv3fNGTG8aLpuua+toXYx1yz9Gy8FiP1eUR8PPbSnsMa5O0Arx9G1HJjZBIJtejpPq2lXQwLaQm1yCswAH3u93SnSQPRtSZpF74/w9evnwvtCiIRrLraa7ybDEuXFMxcn+kOEeMrIF/pFt+sMUd4PJxeCcC/i+2StorbUzZFC1xlo9P+oGjFG9IdvCQtKcnnFgvY6lCZVFVi3GqDjVhjsZzpReG56vfumr8gmK+48KWbltYY15S0FYfykauTwoiu+EprBt5hL2me+EOAkxrL5P5GXgBL7FReOwcMpYwDAJ75JdeJiVaymgLZzwZE0TbutSTvEh/32ebHvIC2KjYImp/t5soVrWDuM3kBoAFiIwPh0g1+4t4duEdIH8XrMwbtXrDC60iPtQ+2bIDOySsB3zv1de75jEj22mgomBCPtfpA8P7CXG0zGLHJEXQyc1nCNbnNmchA662tZoEZqAA7tRR3rlsggDPdpRxeJBhDuES2HNPWEq3HCtaz044V7Jvl2O8IBGGxs+XKQRUiexqYzzZWxoWZ+Ueg9kikGYjaPRTGIUPRLqX8ATbnq8+lYK3Z4Mzu3CeBAdo0ABiY6R1NryUtMEhtXejxscWsurYCp8+N3cEwYVoExqaAW1aiCCANdiBRB2lnXGrMCnY5YTIO976tVotJy9aA5kcwz9UbWPSLa/xIBYcxVwCRfcm1bd4Zhy7e+c6BDmYCrjgTUGB+B+ECVY89kTlErH5TNJhlc3iVwCajA9PZabQbfdASCE+EFECRxhiYCdT5ttRhbwVsoxOswBCsgFRQLR7rw3JLheAeFJqqmS1t2bYCJtxML1LQbQfBfDesN2txJQcwCaScNfcuufekXxwZzBUT0kvQjVt522y0M9/aWJiJe7nJjld0RQawCBxprlMZViiVV54tB9hZr6xPL3M0MmkLWGfB4ZX1TybvoFuaNMnnAwlGQYFGtKXDbWZhywZMQ/FwbY0oeA8EyU8caOLqcxZvJ0gOFRCzkC1/gz2KL0ggnQpAI3d5FkjPbGgBpPeA1rIM4PCSIENMQrX1plVtPJQgG0kPcA/g6zFrCS8i37UdmofekHFi91CQnq2iBXnWL8DoGuGK6UGhd28u0PuB4C3X5cbaUwWM3FWW7vCgjhlQChZFwO9FT0u69bzDENt9QRCt50Z3AAaP72kXLHekoGSC4YqOQvtsOF7LnAyiUULwbQeJJuKrJzSwZeHmsToZ7lrR1BIJD0lXLBNiAODBu+mMQjEUwhWOLwSvu5IsOcG1TZ+Pafe2PuuVuc+GW2ds0xaxHY8RrdeCRc2bwHZkMmT/zl0LM3svXXMqwHxo5o7z/SAzujxvcfhGt3fQvQ1wvDlHcw36ZlHeHRkHy9BDwNgNYL1umO4elTYBYPtEavks2A+XdweGWx7rMV2lXJewrjX3n2ED0mu11vtBQsCM2eiESpCsTIJK+gbMe0DLz6xIdx1e5frswD/E9ppnifeZ8pmIZby2oymPGIjuVhQSpJ1tFmzHFnCpTKDS1sAU0YBlPQPrcHo4ANtKxUhifNXC5ToNb8m43EiEdNbNcieW1iLJbO0CuU6ADwpglm5pR7TajG47sPFcnqZizU5UolnexP64Ae3pnohtZqKfrVXEUwUYT5Km1jXPKBVdhsBwi918mY/CrlUJeJPxcVNEfN9dUd2O7paebf3ZeUldsLFtJ+wVAarCte8PFQjEaeXAv/k5nIB1yZIejoneRcZ8+0MqljwLPLfLE8F5QXRjq0mNRnf23elOQqgzNMdzxBDTGQK8LIH993l9IHjLdXnmNXfdYobrVcY5pjtE2ytqrP0B0UqPzcTDajsh23f5oehsc3aUYJbjCKwnxXzrfXHp2qHl64eH2qe1znNmPecBpfY/usWHl6fZjgzvWO9JClIybLaRqwlRbQEuz1LQEEeX7t22JYH2e1cOXLMlprSssPZwYgK2aqrEhKX78vLMBduDxySvgOM7KRzXG082O1rMJtoDPuR3Ukmw52wHYL7zw+vCYcyG37s8ywSowzuCdhGcP6zBDLQB45b3muuQ4wOQLqxitVAYm8bscbqL7VWGGQRXnzVs54r7C/UMbB/TdmPz2hzLm3vVVrX4sFtx2oxGKMy5d2ahINrpbSd7B11t/d72hm7M9QTMIoFjbQLZBfxCC1sw3VEoeIbw2faSCg6u8xypsAer7Bjh6HAcZjsHbUtFb3mqmG4lcIunBwlFLdZdS3zT21qa4oY4B+Z+tfWm25LtHIGk9bY5KpS3ghyeST3de0/qDqyaiuV2sr/1B8t7IN2xlV7gZHsbzcMLW/fLMxNcVHqXJ6agtUvugylKxj+oyE+3nvB0tt8vT601JpDPAow2lidu3Z0BIOPuDNUs14Cckt+QzsmndDJrobb90+ZntZv7m+0XGeee7gTrDbDeKJanA9Nds/PiSuF0K3neAWxXcRDQ7015aAvcbw6s1wo9KKaXzYR6d+t1UqcbV2juBdvTARX7+/SioV8E60nTQ7RQIXIFvmmMmZ4JKgjjoDh8voVA5/zZurCfBdtJsZ0UeJFzeL/XB4K3XIx30q06PXgWqQscuobBDLkDYiN38bpB4H/GNfL/jC+FJX0GJjUNMmAePZmDrtNASYInx/Tyb3tkbQ5zl84v7bPJsWabxyeYAbi6dcByh4hPbnY/16Gfk6kBzmjcQm4cnwKyqmWrDndnThKMnEKClidjT4Dfz3doIUjJ9SSzbZt4rNLmw8QLxm7W6/LcM7w5uAt2Z4jTrYTrvC32/emVBFg6944eBu6tTq6MeNMHJrtFWZevr2j+v13ImH1+0XTcDz7JpZtVGUX6jH0fkk6opfeHYjH5sxmjJ+PZrnyPytiC9oYJXzYBYKkEx1UBPYR0XFya9BRwD2VDJMKxN7IKMLy/alsAdYCE7SjYyrto7ZiHxN2T3VzlVDrblgpAxFrL+enMc3Ahw72p8enRge7nhPFSnWDZ026drac8R6IAtlz3zvjjGWgXRSeUZacFxpihJ8mxf+/iPMRBR4jkxjOIwUQ226PpXrFGBhciBqtihkDdn/Ak+P6LJw5Nd7BEyp5Z7PNtYnUzuY3NW/oZEBe47YyISVOJYb/a7spghFaYBKYCWTv6A9DvJPag1hVrA5bFnrUdWfYmmUehrrA0QBaPQw+O34T+8hQZV/5CA/v3Tu7e7veyU4plA5or/RamMkHdzsV4gNEdjQzlmD10wbI7s7QFw6sI3sT1FS14/6v/6r/Cf/1f/9e7z37Fr/gV+Af/4B8AAB4eHvCf/+f/Of78n//zOJ/P+I2/8TfiT/7JP4mPfexjX9b7QvA4o7W6P4CJERUwG0hL87H2JsMICEjB1FyQkbH63tqmD+wIYvIM30A4ctfmgGL2xgimrVGoUDh5MwePrS1PCOIu6ARelxRGZICWFaupZHhnFWN09oztaIxjO/rhnAG92HphTWYocFftwbvWPN27cVLYI6zE7shVSxP0FeE6xPBb6IWn8Lk3pjYOnoATLiaJfWB8aDuJbYs/Y7rd73lbFPMrught/ZofsO1o1g+FmazZWWf2WBpd+oeXGm78fnZw9jN2FmfQCYyOmsd20QB1d1+1KmjJygagZLoCZMKScdkVUK+/Xdz1T2WJHauGZ+H3i2Ugmzs0n+cjy/MwisLWC+NjMpEiYuHagKVYWrRcWcM63yKS+wIljSAbZ7eOJ65FJvZY8p4aI3bEI7MW3R1/sfewA5N1DDPFT8WV5SOtTI3zuVwLmnsG2gpcbiyDmMoJ1yOAbzYXuhebG9cWYtUFVHqiW5LTeX/Q6F7VukKHxLmll0YUmN5R93CoKwYeuhi2JoeX2YUKQMZ/ub8DWI6piG6CyPBm7J0lVaMD0wIM8YqDglXA7wESew0AXc3C5fOXZ4rDSwlLO5TNJZtnWLJZCi7ZgMtzzwd4maTWFmByRYmelv5g+QeHl4rzc7PUp7sMBbGDW39Q83hQyfZORtO9RnhjfYIoK5vu7Qwzxp25B+k5ge//dKeeKe5hsS3Pxvu9vqIFLwD86//6v44f/MEfjN+nKYf8B//gH8Rf+2t/DX/xL/5FPH/+HP/pf/qf4jf/5t+M/+1/+9++rHfN9wqGnqQkSJgloqGBA5low/gMhTQ1WcZXIvtwRbh3LZbhz/eDHtl6a0nS8kQpbWLaWEk42jYrUwFSuPN5KvsD1xfvUtJt7NMdogZO1mQu4RIn8EOD9fhcKQwUp8/74b0j400rIpLR1Ii2bXtBQaFPhhru7oVKh8YYIuPW139+6ULNhYy4V6KiH3VPUOvOHNoKHF5oxCsj45qxenHBz9KdqYLuW7uxfvZOSw9WztIXQByYRMUStVD2WJxOaPG0xZQkxpN3lrzmXABkEtuKKK8AUjE5vpNxz77YILl/5n6kkualRl6jKB4v7UWgTPcaih/3DEBk1K7XVuIVccJiuRtYS3Zv4XyP76TQ6GcNK5RZom0VyC1RoxDlHtosyUYboC8dfOVeY0zie4dLnpf+UOPOAvHWjROTlh68dG91OqEgZetO8eQkF/D9wYVzgTKkEKBiwXXuDxoeDO0Wsogs+jMi8YjlK5yDWeLqiXHc2717l4q+OvxsP8Pj3gjQj4jpK+/RcLGHq3e19zAhE07rFtP0BMCjK/ZrzlUFpvwiISQxTOk/fsHyL8ZBcFokyuGqV4YCkJtHw+DwguWEtr/zbXp4GEfl+lWFqy2K+Q5eApnKthkbts5sk9mdN9PbwYSr9q6Nj/kxbQFmVwqYK2D7mnyK98+3avXNgn21yPu8vuIF7zRN+Oqv/urXPn/33Xfxp//0n8b//D//z/j3/r1/DwDw/d///fjmb/5m/M2/+Tfxq3/1r/6S39UfgObF5hVlikkQzHhjMkLbnPH7gZwedNc9yIR0oifZIWhgxrSMzC5kQo4hXDlRgWURavKITGYDoBpJUxV3dFDT3+w522xt8YhzCiCstVrmw+QklRQSAZyvQHM3Wb/V0JwZ/6alHm51pSWv4VKazok1TEAFCgd2O+qS7qKoBXRBMz0o1iv7SU12VxKiKUSoybZVPa5jczjcGvfdZsE2WLuaDGY7mFuLazLfAcPRsNrFUaI0GbA2WJkGS5EYk1djsNMDIHcjuhjxnvqT9brmfszvAZrxTreg2ZmI42ZGqmx7uqRCwdZ8wdScCWsDnLzSAi/QqEb7DbNbDbavRhvzHbsAtZgDS7G6041ZkexcoxE6kQ3ohB8s5S7bIZXIcBPu8MElsrtJEzVbXzbNTHVJZh9YwkWQsrystxybNqC9RLhiCU+5wLpMcX9Zi94WgZSs16N7O9ilrPagDghIINr0MXHQzp97t64k9kNUA6yhXxRjiO8LIqNcvAUp+1q3DZjYClPdgyNpKET1xZw0R0HZVsXqZZEihZ41z7V2YH7X6pYvjCkvfoY7IgPezqKHTkSwBi6zu46JE/BA/G3d8bXJk6sIONJW48vzrXWRWo8+/o0KdHqYKvJa8KGLzadtwHLlAn6jAukTdB7SlnK/Jh3pg9EWClTs+72+4gXvP/7H/xhf+7Vfi9PphG/91m/F937v9+ITn/gE/s7f+TtYlgX/wX/wH8R3v+mbvgmf+MQn8L//7//7zyl4z+czzucsynrx4gUAByFwjYeoRnBX3npM4cTykMsTd6255jbfGwMLwQ1nQN79hUDdFlNyIAEHy2CSirmxExuVyV5hFQ9PKHFYRVENbZDgDdEX2AXdct3cFWaHYXkiiIxV1wAjy9DXxMpJABZd8jvnZ6mhM/ZN5iyVifMwqTPjQ/aZJTBJtDFrRWtWf96WsblxAO5vWqw5hUiMbSXsZGZj2v223kwMeTg0A9PYUvCNLuhE5SqngUrW+rQVjdz6HS8nxmo19xXIrNqLMYv1yiyqWB+3UCI702mBWcjVzWwJTk4vmhmnjOXbnrg1393r4oJ/vZaIx7VL7l30t+WaSz6PjHY9mcDZiiAwF7qXdgkC2Y3ng8I8mjo4HU/3CChCSLoyia7mKw3LlEUKPQUOr9KijFggk7GmtEj6ojhftVhDekQC6WrY97uX4Zh3qpylp/ZsE2ASiG+jp0LZV2DMDspCL8KmwGRVBmcAaIj2oSGAiheL2bkAokuUdsm2iK60jFmAzWFrHZaU9EMwGu0IpLoxA0cvldHaw9Y9D+ucPKgtAzIE57ea1exOqfiE63rZC114khW9ecM7fw1xj9aiuBxaeBTCsxXNOQRsPnP/zDPDB0IxXk8ScfoaEw4EOsfIjuYuE7CpC1vn0dtRgjaWm6Rxei7YWnAUI0U7av+aOB9RY63G3zZPNNQuu++/36v9/F/5xbu+5Vu+BT/wAz+A//V//V/xp/7Un8KP//iP49f+2l+Lly9f4qd+6qdwOBzw1ltv7e752Mc+hp/6qZ/6OZ/7vd/7vXj+/Hn8+/jHPw4ACSfnAstQk1AOkcbhaZvFFjaHeYxevG5JhKu0MNvtwAPv914lEgyTTYjGQ7cjk5MiE1EzXrFdIboXAchem6lIx8GJxANFoC4xOSiEgXffIfHVDFe2jFuvbK4BjagpNCuQPICdK2l0Ke91AdyqMMp5gL+3fM564wznmL172T4tXfoZb+S6277aHi3X2UmmfkfCSvX3SxHMXnqjvuYs+YhEKJT39FzHzm4phKVD0hbfDSSdMCO8Js8YUhkizltb9O3LzTyhxwXcdjShzw5F3E/Sc1whdHPsO7o8Akzyq8pCZCrLXnjbOLxjT+kNTDqjR2BMKImJrrTMSRvDBXPQPLjXfr74eVkDwi2GR8HHx3nSwqYSwUQteoK2U2Y+D1/ToA923pEyZ+7n5OvldBWN53n+FLkOVMCDH1i1AaFp7ZzkvALHnHsz5RiY48FkRz4vwGM09ySUaMDDCMg+tMh31vOIss4BnVvolJ41rnVF6WIcuZYqWm5MVTr8fB1yPWvIJToy+Zi4b0wa4xoACO+daCoRPFsAMA6C9cYUlXpmqZjHmN2TFvvrPGFEz/Ky8e/z+oq2eL/92789/v8rf+WvxLd8y7fgk5/8JP7CX/gLuLq6+rKf++lPfxrf8z3fE7+/ePECH//4x0N7IpwZmfp2AC5PmSxjrkttLSwdasDn52lxXTypqJ/dPehMm0XdQMY/a/acNoM5HF1w+oIG4wVsTPOt2n0qUTe3HRN4YDtZXeHxxbCifdYTR7u8hPULjfdoDG+9ETArmZipw+sZK7A+x7KdFHgwBk9oOsL6LU8MQav3hNSL2NdZg6kbUAQ1X813ustfVrV4+HPs4OLoYorsVc8g3o42B8Bd/+6ulaGWnVoEx8VremuJmClRrhxNLFmREEoPHxKHoQSgCcbB+5iNCvuz4yknyMCYbN8IYL8dJCBKs+UkItvYgB0E4y1EMtziTIQemMGkpI6I57K8RcUSiaKWE9iBNGwsL+kW02XC1sTmGBMZHnD/EbOUrKxOcHkLkRTYLm6tOWOjK3x5Khkn9JjldrBkmeZIZ5EcWCyK9eTg+w5Y0xZPirlKqybcxN5ooSqC29EEsdVDK7aR53o7aGzQ7C5u80AJ1qMJUp4lCyO1UBag7vV6WSxvdy9vrjygAZdnLYRu20oNcfFeMPt5HKymf3Fvzlg1BDkEoRSMyfaO4aUxCaZLCscxs4RNYs2YIGihMQ8PeJIoJGuHteAScL+WJxLK1npKJai2tHx43oIetVvIQIbDMXqJVPOMdmKL08W8XkmcLe3ABLPMlycs4St04edqiIIAPcRxH5PR9/zSwjOrz2W6U4CGg5cLjYNgaQX/WrwBh49ZCfhDbxT5tADbUgj0fV5f0YL38fXWW2/hl//yX45/8k/+Cb7t274Nl8sF77zzzs7q/emf/un3jAnX63g84ng8vv4HWpgT3WO+sV5fR7ehbAKZNO6hhhouG1oWvnm0SgAEBFomamWcjVdYOsUNWK3etsLq25oJmdEBabTIWeogO41xTMDwWltZk6DDapoQSRx0sRErtVp4kcTlzFqbx4t9bOZCzjrUsAA8ZsM1oUUR2KnuXqZGOzQtU1NUJNaZFon49wFjJGQ+YZmx5GhkB5yYl2TC0DZkx7RNSWDBvgYQBksxQhi1ZA5RWkSL1vlmdN7xd1dXMdQUjHh+F6C2kXP3ariiCW7vVgxRmJgZO2ZYKY4nlQwfBJUCug6ZTQ5NrX9MVjICIGJjlQYBF0QqHgN0i5gWD5GgPClRSqiDMd2NSV9Ob7znscXDcp/I3PdcCSq1AdCgCLqRLePWtMoDCIY0w6xr967olJ2a6OblfXSxd6Tiwe5KtPogQE2sI/ob6d8UQnPL1jBG95g3zxQFz+Z1u8PN8QChaLl32uynXOzMRRc0NhggUE6j25jKh5+5iKHbd2zhEeVoW/PM/qAn50lT7o8lJaXFbQpnJhFG5jdzNlajMwLjRCekKfcpzgWt9AlRl56MsfAsWv49gWJ68d5BANzn2rWtWPNUfsmTCx7BGMWYojfN+dYoZ/n9Xv9KCd5Xr17hx37sx/Dbf/tvx6/6Vb8K8zzjr//1v47v+q7vAgD8w3/4D/GZz3wG3/qt3/plPb9f7KDRagAQbubT5/0gvETEQgi6zmSQxzFC1ssRUo7QaMze47MBZ3YPFq9lKry1xBJAsuVezZZms2qzIiwequKF5JuVLhzfsdNCq/n6p4cJZzUG0M9aUvEzZmuuTbNooYhkMxb0k8AnZr6W2Fu/AMcvaMSto4VbS7f65NmmVu+c8RpaD9l5x4Tm6bNaDr46eIhpAYwhtcU8AhZTtr8T9QlAZBWrCOa7TLShMlEzNG3RTLhQk651omTYMqzUY9zRNZguOO4P6ym32cojSB8UOIcXGkyAFkMkihFso1NA2PdrxyfSGq3c+aXTFghlaJmhvGrC2naxOfYHeJs+T+aaM469DRPyzFSenGZYW0qFQ+50h20uQ3H6XFFmPEFKXgLDm49QeTi8q6GUUVFkU4ExJT0c3x2Y7iXOQCZTZeKYNqM/0ikz0EnDXGsmMjGRzkrmki4OL5IOAETTCDLw6R4Yk4bwtCxYHy+bRUjem5ZbniXuqQyg/xSxuNUFv908341wC5sy5i1GXTjTW0SoW6P19GpQye7OsyzR0ZIuTbGT5AMltn38vOazWHrjvGV0U/rn+yy/o3scChzeyc8Yi2feBbPZmyedMpfAYE016BjADiu7bYqxuidxsWzlaljIMDqiItPPtpaGRVCs3OJuptLWCz/nfraVLnbzyv2SEbz/xX/xX+A//A//Q3zyk5/ET/7kT+K//C//S/Te8alPfQrPnz/H7/29vxff8z3fg7fffhvPnj3Df/af/Wf41m/91i8roxkAGBulxcANrxl7Ecx392WU5bDcR5OYApzAhWA/K+BAAIxXKfxgRAKJaZvWgCFjKw0SGr4b4nmQN8cGHn7uFBnrobbmFkO4vv0+Cs3mSS6Mx0Y8DYgsTyC16JoAEQxV9+AUsing2aAB7k5+FKVAGl6BWkMZWMlIZsgs68c9PzVKvfynZ3RybvblXG943K4tmVXJ58EFAa+hloyztXyfrQnCGmwrn0dLUCLeHMlFPgYy3YiTuRLHTjUURKEMsE52IPMIPAs8aGzLcWySSUxwC4YZm+GtgLu2N4WuiIRBrmFbNCAKqxAlIhDXWMgUkclWPBemgHj4QD1ZyemoglJYH+dsOxfx1ElCYFJ4ji67UhcgLR4AiCYITrNUCmjNRG9aekk014mKYWTaco97KkiBhBUJPQohBnvLucvYj51niOGGoEtJpm5j2J+5AEBZeKgRNaW51og5REKWIMpkOI44L5uXuE2PjAvl/rhHYyrYxSyxKkpqnJkNYOgzFdsMt5B/xfsL76s0FVUUW571x8hwwZ9Kno36WsowF3yUCyLfWXsVM+EzkmAvGnvaL5qVBVr4S/X2vaHrK1rw/sRP/AQ+9alP4XOf+xw++tGP4tf8ml+Dv/k3/yY++tGPAgD+u//uv0NrDd/1Xd+1A9D4cq/1Gli9FRnrL63lm/k1At+1m2AEjAgMxcgJtjMuIqGJX55ZVvF6trjPOEi46PrFirRlRZRdqLjbyOshia0cBCgeU5sk40STQRXKZm6ufgGI/gIgYhzbsWG7sjke3wHYTIUJS0Ay+NByxcZHv5Ns6QZbr3mobYzLdXXVSGjUZASMkRFtZyugAPYcegokXNJkeDqZNbfcWGwoMkFd+WHDCDJYKkzEf96OLQ6mbOJu18ykJUgE4+KRyDKZRR4hHnefQRAZq+YObiEgqpBjQtt6LVgvvhbKNfK8goLtPY5pXV+kNOtuyXRkS9qge25dk1ER2CPpxgU7s+ynxBjOnsW2Xg9vW2/lCpOJRwKeuNYArQZbo5UW1ANj+/5ej5UbQleWjcEVSu5jLRMjvCbj0ONg8UquJ3MmgCxt4xm5e96CIY8D0O8t1koQiqDLkcIlSn9KOQwtpqjHdbc18YrtvGu2aezNGXkKEaMhcTxvm2dtqzcOLehPHMhhuvNWdkRU83PHzO/t2LL+3PdhPUnU5i5PGph7QiFmXja60125doVgTILNLU3ZSrLoUOhNS9qZTLJWJDt2PgPEQx4SymXUiUviS1PIcu83b1XalvR88Vqvk1aiIb06lKzQELDzv14bX6UHb1ttj4E0OChwOc7+gNgPSM0f8FaBXUIxHKUF4fu9vqIF75//83/+5/z76XTC933f9+H7vu/73sj7ahyFCTja9swnElno+SmxV3jz6EAk4ndcY2IT5tGd5/tzWDazy+SNMRTBJCRARPZ0jSkGgTK2W95NbVu9VIKaPC1UdoupmaB1HE3zPU1TkEaCmWvkMf76cXOLHWQEPgdaztRsgWCEhOVk2n/uB4KRRIOAZvGkiFVJgtUrLViPVysFEecO+47F3CSamVfrpLYHi89ds481BoWi04tQc1b3angsqsMhEcnoNf5m+H8+B8Y/G8wK55h9P2OvSH+Sa1bnVstCALPgM0s2GWTsOcMOPfc7aJhbypwDJv0N7Omx59i5lvE3SDTkqC693fxQ9n4rz2oAvKwjwjqbrRsbvdd7Ifb30WEtB1UTYL8oWnXfggbdQ4TN8hhiPfmulusQOQW0cEnf1ULieS7nk0pC0KFbXlHZ0H38PB/uUYrY+SoQyTnb3uRPg8WUHS+L8dH9rwLssqfTC6SS7zSaLrTi9MpkPB545RgUexoRTwZdfP0k1yi+tyDyHCrt1vXBVs5GB9Trg1V59p0mqDQz12bNMRMpLmiqjrN4uxhDDl4ueGPXV7Tg/b/7Or5USCQr+IeasTvANMDVM/TapqHF9XfMzxsuOhixGYiDx2AZMyMOsmtZbUvLWtteS66ZxN1dgPO9YvP48fwKRbO174wXEolWEbtsiHEdmjG/vmiAfmizGIfNTYMpbQc2n08r0oAxzHLZ5mQMjDPRoqhAFnurVkNJmF/Rqsau/pEET1f0TlA2i6Vl/GWElRmu7s2k0+iC9mrYOryTe8q1ZHyMz7W5IWJtUV5wZ0ygu2UUmrOHGwyZyLK1CfkZ9bJNIMNik9oKaEYjXSn0FrFXganbMw7GNoEAok7bsltHJnU5/cx3A8d3gPXUwp3KmulwCbvwpuLDMQHwbHoJ9ytdnAmmkZn560nCjT1ubWzLtcWEj+/aA6vyxxpgiMNsHkvdK8zKY6eZ4xccRcvrpnGrkQE/3SPrbJcMV9i5y1wErlfsOzG1B6IRfBWA4b6VfPbFs9gT+SzPvUEYvp7fwfr1wOFuFlM1kI1ReIv953IjEbKY3RrFq1RI2BYvUNjOJUzEkMDYI5IxT4SdyZgJHfXCvlbTWbE4zrlswxOxUiHMNnmZkBjhsi3PQduwW5cMzdnZnu4tJrx4U3p2W5pf+pm+V9+TPI/HTUs1Q+5hX+w5xgsleCCRw8Ijd8VwDtAvIwQ5wwlm/Y7IFD+80KCbzSsnmBi6lJKp93u1n/8rv3QuEnm4CEv85LFlwLhMdSemYJCIq1QtiZmx8Tn/NvbPCTfl43GAf9Pdc6nV5Xco+FMTpuW2rwX17ML6/6Jw7NcmX8BerfvyojJ/yTFEHK08k26jiHcN7J4VyQ883PU+Whl8bLHM92Mpe6AUfnU+QMR9fV1qxnONK/EZu/j0eDS33bgf7TF/HfjZL93PE3idDmipxXPK+j3eL7t/v/ZSLAl5zETKuwhaEL/793d7xGe+x5yqpSePx+/j3sUL+dmj5+/3vYxTHs1B817u4WuZ4XWeQM7vEY1xLGGBFwW4/oPm+RKubd3nYq2pSNS10mKtSiQz2St6WIz9PXhA0G3xdPFZQfeV7soaPz7f4S0paxdLVcYfZ6KsC59Zf+4+5/2trPMo9/CrmvP5Wd/zmE54T+V7lVe8xr9eH+/j78RZQo55v1aPD8CXf31g8Zbr9mMN/ZhxH+vLiojlWLs806C2+9Tc+4NiuW5Yn8Dilh6jMxQpiRpAWgvU6Mdkda/si6odhiXrG01Nb3Lg9fNssdblpkWW4/DCcmLoUpNtSynpmW2Ml+cpLMds1nJbe7oEV28Pt6ZWzXEZEox9vl4DOgnmF2Ws3vMyymzOEghVPHwB7bYA4wgA1i1EhlrNoGZHEAAeAzemNY6wlnZHRIxVhvgBzCb02wnR1Um7Y8T2Zm0aLxJlETzg/B7LKZgla0DtxXMAm8M4mPUja8YqAYSLUNRauPWLxyNZC3ix724HYPH4dU1U2Q75XdIM6bBfPA58RNQPM5t+fmXrwYb2gPX+tXgqIsuE7R8DPW2lMmJrv57dunHkM1qi0UZyQfRdpbKSVjNjZkZD7OR0/xEJC9PWDpFrYK0jkwuqIKAtUyBnXJl5C4FhfeX3daOx5UbCKmMtapzhe4sVMkZpMd8sKZlu1feAaHIombqllWfbdyvbjvY9K/+TKMnr9yaIt2Nzq9AAYKY7CYQuiGXgLrR0N99X8glfz3axdZ9fIZDMqJAuT+GNLsRpxOptDy+sNAkA2rl4guDPP8suX6Ct6V0Zs/09ACwk1yG6bblAZb158zAZW4PSmxDCdgUupKGrTE7VnjFbUeDuCRPH7GctgYqevoJoXDImgT5PJcuQq7geGjXuDCcsxE1f4T296fHwdXX3e9SPrxy/LcLCUqM3cH1g8ZYrtNcttdaqocXfq0a6ld9LpuHOSn1kkbzn30Pz3qthVXPn7zVLsT6vvkcG0pKulgWfW+b4ntZ1tRjW18dbLQK+S8s6vXa9lyZaPiPcYR3HzvIr/69Ca/edMr7He7Xbg0ff3f1enk+vRs0ixXuNvzCP3bqWZ1ZrNbTqYlVL+RfjqFaO4rX9fc+1fK97dn8vll5YWvX9abnVa4ccVea0sywrHY7XxxjvqUpHsWRi/mWt65nEo3eBdPEe61bXcu8NynNWYQXjb4/2w1yYj/b/PfZyPwbNz97rDD4at50h3lz2iln/fGdd58fjfK/fH/Miflbf7z/j/D3+bvGuPB7Da+dJ8vNYM9ZYFx6yW8vHz6g/H/EyPoseM3n83XLmg0fyHq7ho70LL4Oju/Ff9cZUT9Gbuj6weMt1+pyiXSnmOw1cYVHGxRSzt5SrWL+MH2m3NlmRrSkZQ+oX02wz9lksKy+PWK+8YwcTNCRrbLVlmysAxRJSLItph4fbBNC3GjaLFfH7dmmUq/Rz1itS2ydBEkxemyHRTA/qGZO2HqfPW8Zp9w4w071lG7OpOPvwknArTjEcKWhb3XqDEbYhXrkVz7pMWpSa93PeLGWytU9FoF0QNavEF95mixVpiW2rlASthqjfE6U2nfFVs/xsbSIzk0AQ3ENnnhyTZaQXenGvhDEhDYhDNpNgWUwNWUwPRodty1pwjjEacmym2R88S5ZxvPnW1rktjOHnXoxJg0nW1petWPFtsTg+W1+2BdHIgPH41RGeJs2aUa5RW4H2jsMM9lx3ttdkzaY2BEpTWDhaSqKQ2enRNKNnQhbzFqaHEr/e8jlcs8NLRbjb/fN+GWY5XtFqe5xEhawhJm2sFvNtF6C9YJ4BMIlb0xOimcXhxQBDOv3i/XavJISQdd5JL5B2xVgS8/nwSoOHyAAmzdglxFtcUjFQAC+8JvuSNdYULOvRULqMP+zDSn0p+RsbGw7kGSKvApIWwv0vRovLddZWRza5nz874/4sz2ngWSE4kQqiOxA9JuQFWU9r9xPjmWNg1QPHzPEwkzt6QTsQ0PRAHpL8gxnV5JP9oczX4/Ck8TdxfSB4y7XLnGUmsjPl6MvphEF3C7WgintKZm7JEPk7CZ3EjGZ1l3Q777B0aVEOZsKmC43PYMckvpeuGKJr0X0aDMgtVP7jQYvaP66B7BO7KmwgRs4js2PL3LpAuu4Erw4+M93tEZ8SZLo+3b091wPwz4CwsAKVq+/nxqviEQeSl7slzR1cXMdTuZdrw3mJvTQSMlrShgzJ7F8XlrIJwMxUrncrvw8mVjoCVgcww1CyyAg5H5hA0u7jiD23tRgu9MGs96pACQqge2biQ82gIVIQy94iPjcy85prxz3IBC6u115xYZMHukj5ncyWBcYomaTyHvvoMT5BnqdcF0ka7nZuRGHoSJJ0o+JTLYlWEFtDGXaeQ9ki/fsaV49NYEuDe4udkqCT0fVWMnQ511w3eXROJGlOy9/LGVJBKNDbnDSAZu+Tth8n6SvCM34fAMcVSGWFYagqcKBMCLX7mmcfk+Z22b4u+LTUvkOYMFfQ6XiWPDubSilDZyYwU3BGPLXQANeIa7q5oh3ns9DC8P0Y/ozAdfZnx1l7xJNZpslEMNJ6HZNKOX+/VAA0/u++Hj4k6CfDVV2vPHb0FFkDp4g4R0DKnSVqZ8OqYNNzxhzvsmsLkAyWjPnwQnF5BoxDYvBSyLcFgUq0PIGjsCAas/N5jAEy9sTWZKZFKrYTX24/GCud7gogiHc4Yg9Qupouk8VQ6fJbr+3ZFjezsWxH08CXJ4iieH4/cJQPpm2Gexp2gC/PvSm7IOoYAf/+fR40WW0+tKwZM6SF0y9AOwPnD9nfCQBQNfZoo+aKFA9waNgUxG75AwhNnsxhO5pFsd7Ys6c7hDeDFkcIQkeFIh403xnoYD0tYbrJuNYp5BACrZ99Le8ydyDcsJK0SqWwlu4wHkkFLtx/rszR3UgLYHmaNAtXOKsQ0snWgV1ygjG6cGNmLdctFFKkAhZt2i5OO7S03ApiXJseiBiHrxvpv9baAoi6b0J6Mn9ivXbksTUV1F3GvVtr6w1weMfqc5cn5o3aDhJ5E9vJ3sm4N5m3TvYZ91c2YByNdpcnzuAdN707Atogeq2fl8szP+9PZUcndd1lGK1z32ipxlkZSfP9wdbx8jzXjJCPpFnymdfcqcXlqhPHKMHfSK/WCpK1zXl++6NYOa3aAAe55B7W/IrLs6QRqK/3A8+ieYswEDXvtSQxEimV9C6paDKOe+/xbvLzNZVh5ivEmvt51dui3b/P6wPBW662AM3dbM3T7vvFIQ5dYBA3WDb7LuMw/cGIkYk9O3SkjUF8hBYXlxPE9GBEUOMnjMV0tTGNs6S70ok+mHf0zzUCDVcc4S/vNRGKkIKMzyCIBF3j1gPU3XJDjDlLji8Sd8koixtdVkAuqY3LsM9aM2YRQtnjTUwMs0PNYEwqHloSctqqwEWCGTDZJ4T8qtBF/G9Z6lNrTduSSgt7tfYzS2ck5gkUq4KCsaD7tIsfaLX5WnxUgiagAIv+a5IRxJg/tW1LfEqXHM2XqGmtoY3obatoBWM6YoVOa+FGZK2zu4PbJhjuGo8YYCR1aQjrVspzbIMRNdDBwFYEgEGsl+QzZU2EKo4tDCUvx6Lbsm1cO1+HJvFdCou2+jiU7/ZnU0mM+J/VxY+BCHvo8LPbmMykVk+9qtV0CpURd9GfiYKk6H7ezdVIoIykAdmAiY1OnA67zx8NwCXPY40TE/ENS1rtzdtdRnu+NRWosBBH7rPRTMIs6gBApbLxfCU4SCaNaXh+AOcndFmTBPmPXjbJPUD5f+f5c2WO4equGVYjfbYVDsmbIQ3z/vl+e0kVQXuY3NipLIN75OhwjhKGEoao/FY2RfOscvEkNoYO2yKx/oYYKBB6TRZDG5SNPwH9wNX8C3MdXyj6bDHNfrGDytjRfKehfYaLkbWEDTi83KDNMo4pBLfZO19o1j1Wq6cmKEz3uodXc5cqiacvaVmpAOLZwownWT1pjpWlBbx/vlecnzmaj1qsab7VAC/PWJP9X3ui4jBONGabExnAfJ91nv1iB6Wf7YAwLmwuRaADQMu6XQqSwEveEI3X1ZUWxoAAuojt0LUXtk61Q9F6tHf1s4/fm5KzLpC9OAOakQAbbF5+8Rh5T4g9KjTrlSkeRhca9bHquLzj4HjN3ep1GSNjbNgs98yo1QbD0KYLa6LgJyqaxZ8YK53v1ftDJwqRNQkfadWKC3ktgtAVxdW7Qx1fjgghMAu3exYzmSLHE4KhCBm+w7Cc89wwRszuPYwvk8aJyAUgBKvNQyM+JwPoogGFufmzYkzz3sI1aEtbq+XaugdhQVYFKC3vzMye7jX3V4DRPX/BM4D7RaPP6+ElIWIFbR0+TxMIowOrKwzzrZ2B+XZgPbWwlKZ74yEXIiEVCFoqnOF+fih17XdjB0krw1zAse++XpPjZpuXw/Dd1xWh9NXkoJrDEPFcp7PEeS6uYKWrdu+BW6/tPeHadppht6VduM2V4FqDzxpk63ls7yP/AqxGm/XpoiNox6pJnMY8bqxNgx+QBsIyPiP6DRNRcLmxz6dzxocNjlUjVyAQwK7c09aSJ7dNobfj55EgX/z1geAtV1sV4kwsgMwvmlbFcHeXqCPiSBSBm3YoQaQmULLVm7nOaCEpsCVCDIAQPoE+pIA0H4MzGMM7Ns2QTBhAZJyy2Xfb3CpwoAoCDRDogBaoWa7WmIEZreka8jUp7sfQMDdXekd+Nxsi5GHoLA1SybiZUujtrVY+RzyRITR2MhGkJZoJNgpaYAEFGUzNE9MkMbbjAHGNByBw8AUp83G1f3MBVscH5Ji47tz3xj6okWyVa2aZ2wpdBY1jRI45ak9phdI64LgDe9j2i7/L0EAF08aWabqzVMJVzr0HgItZPGFh0jLteQ/b7Q3obr2gbN5RLFk1yyGeJYgORWb9ZwzQrBK3WtTbNaajYydwWxlfWE01E3mQ5ur+++JCMouaHg+fw+gmcERT6eF3qtt/l01datkD4J/n1umiLWIWqa9ngOQUN/vjbPTmULNGz1RQyAdIP+XsjlwHKhe8pz3az5qYGPTKOazqvAXFa5TnTRsBavz7i+72pbZObcSThikrNd4bGf1UCsZ+PQgAknv6aJxFORTNfeJ3d/c8JIBRW3PO41KS2tyqTgufPJ4JioWOtdDTmzN4PxC89ZIVkNk1HHdhEiCcNWfNhVu/DGyHBmakMiu1u+tkuh/mZlZzHxFBJbJiNzLJfD/rDCmcDIMY6OdhB5Ng5UgBEni5dCnrnqiY9DBm68NL62Vi3G8DsOZhNfQlJp1IHMTFcYiFAg/p5gxg/aPEM8UtRCZKiLpVqsxYRrpdmaHrQoSJLpuPmdozrW3Z1ED0F7M+5zs7pbSwyBT6ZXhNrFuyzXqDDrbfK9YBka+M0bpl43tjWnkKSGYxU5FpzvDY8rHDrdXA1nX62oBpJFoYYPtD67tdCsPpiedbs0O1mcCoqFLUyscsmM7De8+WcT5ibJbJbHWmkfTmlkkgrw2zDuCKExU4Wr41TkcXNROVKCBpbVchJMMUGj6LgoNelPVkZyp6LfvaWiZ4Syu24D23Tc29CoRyZoLfJh3IZBSAAjRoeEAOt+YJYE9rKob0NNGjUGurac3lvH1OS+5LoFpF/9z0QtV2mYkUp9HMvi+jCCafW2kZuVw1yGW4cu97yHXsuUambGiExYyGEMoAeQMTLjvPRAj1jHtCcx60OtVhcPui2LS5cKQikM82/mJz3bXKbLnH9MSQNpgYSW8gs9o5JzgsK/Hx26ru1bDnTA8KMASEFsKVORg8X2HobH7ffdaxB03x3xu6PhC89eIm0AXYEdlvQNEct2xUHVjOLkiYTcoMRnN/JDJSZJK2fWkAmyoA8Ezf1AqzjCJjQfbFavUiSkFiTP6sNtLVE+UqZZ7Veo4SGY97ERs3tPVBKycxl9WDWzW5hgd3185MPdu5dG2p1jSZFdeEGj7XhJY7r4hHdXoPZLc2gbMKpEU62DTd5yyC0XLMMY+w8P2zInwiK7Sl1bqrYXZLafRSplIObzKiFPwIob73UsQzBSFsmCXOi1nojCmH9SyP9q0lbYp7EygwuE4BtydJb23TzB4WxPOry5T1oY2KS4mb0stjSSvFUh5krinsY81dgNJ62Q6ZGBGAHQ0hnGsSGOkn6JyCWJM+tezD47r4WNMQxKQz7LwqaXWl0se5V49GJlLm3NkP1/Ypz22si58TWmFU+jTuL92Otnxn29Q7kUmW4FBJoTLeSCca42HTBGKdcw9yjZDWpfMa+wMCkjITyjTPvu5pT5tgwM5qpeFaRcGYLxU8IENO4Jx5zguNQ0zBri52u4X3Oo9gJYeH7YZ3KYrL1zSbQrii+QYFb/v5v/JL5yKB8/8UQtHg3om4bVnzleUWbvV2I3rLMDQterlqkT1LS3UPzWbWFRtpM/WfGtl6amH5vMY0/H1CgeBCe5sRsT1iI7Oji1ZcY+TBoMZJXF6+s5YLMX5NTZhWN2MptAwYe1qPVeNFKZtygi4Hl3/nmtB6t3naYahMGTCGvs3FGtN0G8aeSFp56WrKfY/5FXdeJCqtpT1hz72mYBpeSkEhzjFHT+CV7lWuq4Sb3Q53XVdEsglhG2nta/N6RwpfgtP7P8sqJm3lnma7wVSuSBsUIDvreUlric00wpsCRKwxXYbJjM3iGCmUJJ/F/Vqusk6diEeEUwzvQfHAMOSzniRclknTEhi7FLAMc9Q45M61K4XGOvcRO1rj+V9PnqzobeW4pqEQqjrNpIWX7moNWuFZIz/hfts9uU8jeAQiLs31oWeC+OJ0gVO5idDQqhmzd48My31sYrqjX0KwrkcJxYglaVyvVMoQwrD2B7caWQnMZCoFLDGLs+ZzsHfkusP5Dr+fa5UKQFYYaI4NqYxyz2pZG/kw26By3JFRP9v53Tw/JBRjt/S75xtQoamhhvd7fWDxluvyRFI7dA2uHb0FljNVa2jQnFDscAJpPdCyaw4zZszLYAa5+VZ6JJimchgpEAcCVq5faxDCmFsICDIswAltA0ZvUQ5gLhN7Zj8L1lOPUpCo86Qw3BCp9EASvZSMWVql52MeyLXUEGe5Q/n7MQ+RteWDZZ8CBqW3eWx5A5Yntj7bUbCe7N2hiU8tDmxb+U5qwyl8oj1huOUky1+G/97y0HGsochMwLqVOQNu4ZR59NSMNxQ6mVOpsbgpogRhTM0VKUQ5D8AykYQQpLtxm3uU5pA5tWU/1k7YREhYmtsRmJx2WR4StY5NYr6yIp9/9OdwvXuuldGauX23Q4/yHiZKpSs4PTUMrWzH/N2SZYBxANaLJZcNd7O3i7V37BcEsASVijHZei03HSrWBq6WXQFU6CTW3vYsra8QkmvOzWAdJSBdLflOvF9vCglLbMs2eFz/fdISk3SM/vpDUVBooQWvlgjhtBVYIFE/SwuOrUa5R7x/5+0RF8q+/8YbJNZ4ftXBZKrt0D28Zd8xEBPBciMu7HwuDXGuxsH40bJK0HZ4FChAXdlm9Qbd5gTZWa66WfQH8/axBKwmi4ZHg0LwZLxzrfkImkl5kSPjymlbqKAj6sYZRmDrx2oZMwG1bQ4JWXiDKHBuLbwhpO/t0K3V6gpABNvygeD9BbmWp96H0t0yZJZAYSZbbuJ2Eiw3rqUvXus6AECCWKOOka66zev8aL04U5YVEK/fXJ64oFkEU+kBqWKHi3jQABmz4d4yNt02YpZadt52QpTxhFuGridnNmRcxGJlkk+U+ahhEMPfUes2+TuAYERojlm7+fvXHOv5Q1n/3Bbg/FbGdmo9XpReheBNxYD/bxcKd/s+0bCoJVcN19DBfIxMXHKGvJ7gh7o8tyMyXiO2t2SDcNYWRk2hr0Egk01Au859ml9mrH872XjXK3+vYznPB0R5DOmENeQs4xgPVjudiU0IhCnDFbZ5sh54K3Wi04MLmzUZOYCocQ3oQHFAhVWw3iAT4xZguTYGXq0t1mhbr1r77nQP68t7EsfKTjojktd2AOZXVis7PSDqXbUZAhmzatcbAMPLSpas8WZNPTG+o6621E3LhhCs29H2oj9YzelyY2sR9dcD3mUHmG+9trMwaeu9nQyfZSuXZ4ZcZyVvNo6oIZ7s+9sV0M6OKT0jFAfSDEBFOOmxIjLxTA5X+FnPOxyPfXmSZ7zyrnHgvAXjrFie8dxm/J1KyXZKuunnggkg2PE00mWtXx9HZ1JqFRhoZT/m9Oi1pVY1+L5dpUHBEjMqIBTipPHua0ieSPoO+qJ1OyddbCeb//wqjR0qZf0C6A1CMb08A+Y760+8XhvvHEdgO38geH9Brn4PTKxxVGRt29C05ujOUkDuPbZSXD1VmAEp6Jq7jbeTEQ3hIWWzja2unf4ANBcY050Gwk9T1skq+lniEIiPNeK24uD5dJEoE3iK27dYsrICTfeJQEz2qZr2dF8SqryGLzMecw4UWnTtMq4yHOJwfpXN3dk4wepaFTJlPR4FPssIws0MhNXBsVIosEE9nFG07mvjh7E/5Niq9cz3j0kso3hRyBmQrVhQrjjIBsDBI2i5Q4FR9n50QC45TlNSLHEDasyD689SCcuoVMuKplXnAupxcpTcUVPydXxAJvxsTAxJi4y0K5vV1hIQnwpIP5sVEQqUM6WoGyeSkwIzkqFxXQ1wXtGccRLsgjXnh1IKpA3A6vTh60uIQ4g39jjYuYi9Y+ZwJDSZUIeK1yfbHk133txhTaECBZRZ/PRkeb05FTHuATO022KWWtNU7sI172Nqrjha83WHkXTXOFz51gaoj5mgIhi5p1Jou13SjTo9JH1Ueu8XxbYmTcrI5013xhvQJLyijO1Ot7SaBf0+z16UHA7jR/0ha86DB/Jc+NrIEAfyyfFWJKpoWVjOo2yyww2IPXUeJVt6HdhylPW+ADAveQb7Gf43RI1vPQu0gCeWlvn+8ixpQ2Iw+Jw4P0vmSnqeIFm7T6X+DVwfCN5yTWdFr2DZETfBo1gjvw+PKwJsjN1WDU2TF+McoyNQcA4vrLaMAoPa3JgkhIPFzIBt1kCZIdiEZRTC3ZPmqgyN3rF6IxbDhKEtD0pqghIMWycNgUgLJjKvhXWWzgyooRetlEk+0wPjlU74kv1S2wq0V5qC5gGYDl4j6bExaquRdT2AXuI4tan1mGHJXUvWSodVD3NvMdORQoTKz5iBATvk3Wu3lydeA7xkjatsppFHyQeA4TjWPiqPP6YLFrMEY+I812tjejoB8MSXfhYcXmT9cgAtOEOKhBVN60fFmHTEniUF6XR25rjZuNqaex3JOCUGNj0oxOuuaQEyMYeWZAirAGVJIcnYsGWmOl16LXd6ADToRD30IqvVyLPFJRHKtlkwXRQrJPrfVjSu2F+lgPD+ye59mS6WibxtWSa2i+NuQGMZzAa0hxROBGkBbO3XExzQIQXvdhA0xhmXPI/s15xlMskvSMd6TsWPCi+Q6zLfIfCE6ZJWjh0IpSSB/RHCHcOMhrbYOY6OO34Ou/cMVj8PAL0fGrxuHHLPw2NDMBbVOItwwA5WL5gFnPxmvs1wx7RlxYKs+yQm5on0i82XdcKGJqUpFHmG294DZPxOg/YYslvh2dCOb84sZkKn0qUc5Xrulu5efTLdaVjj0csZCr0v2u/7vD4QvOWSFabOS3ETMU6kRRMEInki0E/8IhgALQEgN0/F2gAG/OSSh14EQAP6e/RBBTK+lZmpRhibIDR+uqnGzHITybpJJ6RBC8oFMMufKvA435N1gcXa32BC17VkArxnIwRKA9dOH1ybHITdS7daaPHnPDwbcm1snfOrtMIim5bW+yUFPUEhyKzHVJgUtW1XRNoFdgI2xeQNKfBKbP2KRR4x+l4UCrdsonTGUYhMwTH6IIhIX92CW63sQlcJhsI6w53ApaW2ADK5lXOw52RmPWJPOsEZ4IrfYtZSc6uCMJtcH8Dp4UXSCZVNY1KuMPh4WJPOhvO1JC6yqRuyhAWFblDWKCA8k0YIBxlN2hfWUmrQaYQVyhmgtUfAFlHF2ASd3gHS8VRc/x3AasImrFWwkYYAayo2dm7tHQRg4f9ppQJFaEfSlQk9AkPoVsavyRt2YC4LXIj7GhTITwEwpMyBiqdY6Y+2Aqnp67Cpl82VBgtMEsKmERJgMh15gbhLOUIQxQ3dHSmPSjbXmRYwXcNt5NrRsxFelpZnMfICikdxuiP4DSDqMekHoPXEKaBCxqQwKhEsvbQcGEVzWFAgXc4cI6TQqgLtQaFPvESqJ+/n+pD28Migej/XB4K3XLXguy/qjQckBCGzJ3eMYi2ZqR3QU2pRUolQjIlOD4j6sMCLHelSCfcLISDpznX34ObWZ9TqOcHVetqx2bOCGRamAWQiD4BAbKLFxOeMUYSCW3QEOqCQDcHrGYC0OphZyMQMuvjYYSaVAtZxcu4KYT0t48dbHgI+p6JaGYJT7oXFiNStuYExy66WtG10n0sIB2P0AFQxbYoVzeoSZ08O6q6grDY3m2v2zEXzv1NJcNeaIfTYz4erAvfJFnvdhRNdnGXPgFQwJgI8ePYsgVuIUEVFgxZQxG+dLqez0UBAB/qzWf+8HXLchFMck6BpseL8J+meACnMBGeSnwiSbjTnMWZ33a45B1OwrFSLAAyspYx9LTCnzbOLmchjbt+yViMVYgN6oQtR0RQYLlGjPtiZ7/RQXKnDNRbkWkxnxcrQhQtmhg6sh/D+rKoWN+6W9cydNb4eq1aPTTIL2tzU4rxHkodo8gyimdW63+lhZMJbyyz+pYSO2OsYrqjjKMUzkmcpFIpiOMSZH6zxz3Xm38mfWMsuA5FMyTMLoYC08jTyO/F7Zckad/U17YvxIuaWMAQ3JoeSdOvceI2H70ai97UNONPiVoKUeKcox3zvZ4V4kp8ZBpn53Ta1ElERoM75fV4fCN5yabe4gEoCCQSjjybvCUgRCUllFad7JwDN5BNqxd0ZIJDMk+pm2xTY8vmV0dJSYxG5FeYjYptso2dzkJ0lti8DSm3exp0gC4QthNjYogWWHzpCFgJVQDP7z8p2+sjxAmkJZOlPas6ZbYxEfOJhf2RtkdmMbtYd722aQBSPEY66Y96qC0W6VlkvrZKt5OY7LYAGJjgoAFnPG6Vka86HzIgwd1zn0KinLAnjvHfZoUjBytKvKDcTgTQvIyr0JRu8S5LEOGJfpSbt5FoMj2n3xV9I+ujZAN1g+rDb42j/5t6NMdm4IhSDVFZ3SpErqtpd+eipLFFwinsi2CqwZtUDdC27EFEFRpa+sHSJ42CrOdJy1DErFTcBRpbZMAGv1skTGIKJWzXnwmpMxcahJpjp6Yn2muVKpZl05+et5+GLc7klPdcxiXrtdGRj2/MmP5cblYMFWK9aetX83ogp+/rSbUrvBoV2xM7dg0HB9Zqg7IJAaFsqzWgg5u29dIBQuBI9inFUTzS1Mi1mlttZuzxpmfXsa7ZPsNT04C0FWpXxWlrBkveE8eI0CWQCIMNjEU4JL0saJ5GgV3jn+73az/+VXzoXNcW66BWqjfW2AAlC4qBzQyvEZH0ugMwYBUBXtBRhFYlcZNAUWPweiaeVQ+Q0H967xztKYqGML0wzEl1AjTfBE5hJSW28PtcYoOwyhvfj1ThseESsUe7D30fOnb/He2nB6H6dOJ/4f303f/pBUUmoODZ5j5IpBdCSiQfoCVLwB1Okm6/UegZ0pLvOorxKU+AlXKeNsWYScx6WrKdBExQwFDy1zWEwkCIYIlPY50B6iNIXWrKMa25lfUqtJOnL9pjv03geQQdi6LIXtPFOjlNQLFCE5SabhqUToQQqRQSEKcwXZR4psN5jrJ4gpI/OTiTbOQOOsiSnrdHrOPdCVB2bOcaB1xVaxjpjj0YqnFRcuFd8jhbPQAgGpPCL97ekQ9br16TDtiWqWmZU5TiqEswa7d0YOTTVGG9zxK7dmZRHzyzLlCGpMifdr0muje7uq1Yq1DOUQ5lCCF37v+zGHWGHkhAY7vOyT5WnZKiueCh6/o2gI/WcGV3v6eL9Xh8I3nL1S0LvyUBAyIX15e7UcM/QleKbUhvL2x8QREQh15yhBFGQQTEOQ2Ivbg3ivbLUiS5MHjgS2nCAhvUk3kDd3aU1jkN38Ox1isyednfVmMjAbWzrUbBct6hpJW40447Z2zIPVUXTqi56Kg1VoOYa7sdIizsOyIZI2qLlwAQkFsJTU2V82Q6U7ixAxuAjaWwgoC6r4GDdI8ccIBBkumQOdb/jvn2NJsdF6EICnDDWRyjNYOhF6Qgm5gwt6xE1Sl0qrdWwCPdpTBIABQRmoHJF0I3Hyg0TuqI2MmhDdhZdrJPTTCauJPIPmbU2ayKyXDsgTOxRKh8RB/dQRChgHKcABgKBFHhKd/veSwRXWqiAsSRmO/gZcXhKWv+AgdUA2DWBAJwh+xkwdy2c1hH9c6MBxVFizSudpjXKRiEJJmN0xjOEnAABAABJREFUUtGbHBo0XLEJjlITtipqVAW6IZ3QmKDnhQAmNSbM98GVAQPcSPoE0tUdcK+de1wE3yioZz7WBBYq9KUZniOuANH5LL7q59F5oSXZJT+soBlMzOOcuSdB42tRitVDAOWcELDGFNwMSfFZ5Mn9rGAnszdxfSB4y7WzGikkinbJQx4akB9oXu09NiayKukOLBZBdcPGGMb+Z/1/atm0VhBMON7XitAZRdgDr1sOvE1ZjpEWxw5Csro6CQwfKEl5wPNL5bt1TvE+pLZJBK+iURL5ic8K11kRZDnhMh8+m9ZZpe6qDJXvMFa8ex4yQxKoTCn/X8fBg0srd7e+/p0QEqGIScw1rG9/F5lzXa+d4qK5t2mh75WHoFXuU0+GFQk0wXTLMj26/7FVaWPOex4jB1WrLkIK5TnZJD7XonpzqpX+Gt3EACSVnrhHU/HYfXf//7QesV93zoHW7aMQScw59jO9FFUI2JrsmT/Xo57/3b7xK3WseLQHnFflOYUeHtP74/2iYsswy27dH72fiiYVlXxGYjgzLERPYLyLCmQNSVBJLWtUq0T4Tioo+SznH9VTGH/MZ1U3e50Lz0Qo3szMlvLsSmOVDXBcIuGFfI0O38f1QYy3XKOL9ZZ01wkBzltJHKJ2xvZ5ERdAJmNZAo8CAfgg6X50DXfy9H5Ry/xdrlz7RjIsMnj2um0FAxeAHwIxPqVphU5u9Y0uYPo8Y7VMSqCWP98Ng3s7IuvyPLHKsvk0EmOoqYsSzJ6C3589p5sv2scdEAkZwOvEWyE0mSAF2D20XlnCFBCMy97ioXWsTSCiGZOkBttz/2oXG7OUMv4USW+exKEiWca1amTlRt1lic/JIAOwZB4BlRavYe4I7N/qYtwOEgyUMUrzBIjXQWuum2QWOjPWQ7mKzGYkc+yC5Vq8RZorUpJ70DZgDIRFwGQWi0lnqMCaL7jF41nehopVmKkzf8bqSLtsO0cLTjU5nIpguTJPxnJTGgmUvrz0iqhINlmo8Jie38AWkbamyYyZXRyNJLq3n+xpjVULjGegXfIerqcBbSQjZs6G0YILjaLsTGfSi813Yl07kpeI6m5NmUxWBQNzFPgZPQmPwyLMgzADwOexpYelrVZZYN3LfJ8Xy/LeJ2kyxm94ztE4w3nYvoohY61pefvZHQK6wwmny4t7TYFKbxDnx7lrK7zA150JWCzBFHqxgPCSjALJO99n+C/yQzz0sl5JWrSSnoAwXMq51TeY1fyBxVuvYrkAjyxY37SaLFHdH4EhWq2Hesj4mGI9xd/KM3fx18rYUCyR8nu6dWQX39zFcOKQp0ZaNXBquI+FIluCVW2vWgY7C5aCfjd/Tw7q2F/FUsRuDuXdjzRkMs2Mve4xoOvY63Preu4soiIAq+UQ66yv3/fYQnj8jl3ca+SYOY+dBR7PTyFU3X47a0ke3VfeSboLS5F7TMuWTIkWIfKZ1a25W6tHtBJJb/XZxaKL/sWSv8ez3T1bPRJ1PSK+1nnfXqDEGnEM4N5LvlvTTfjYcpGdN8jnScsnxlEstupxqs/yn0zCq3xitzdIeozew3UN+bidhyfnS3f04+dWr8HPms9Rxpu5EKmU7j9//PdHjyL9cZ/KHtfx8azlmN5jrwuvC16ohb/h0d91/y/zDTg3zfP06Fzt9oR8r+YD1OdzXXxvmF/xXuusDW9UWn5g8ZbL4O4qOLlpt5enLbIxmenMWkaCm9NVOz0olqsUYpFg0yquM8wS8fhb1M+6BaSNmX5A20z7JwCEzsA6yc5FAxhBnZ+SgRILGIAiY00bNfFsUXZ50jyZIrNpIYBCSkmNo265dcZM1QC5n8wys7iIvatttQ2gMdbVcVcpFNYrSaF9Be/fmgKI6xVQkc1AKFRYo5taL0tdOIe+0HqyEUVJkSBBAYZA4HHKCdCFcXJbU3OtSViYY/LGE50MxB6+HmFJWkxYKlaLqGvsAURgayst480E5qClwDHQExHlNCyxccvBhLp4vDrjqerZ0LxopWnLuGBbFctNy7pzWiYE0x9ZV8usdp0QFgIkm7xXxYPrbHuTTGzMwMpEpZZ0Hs8WloQ4PbDHtabrFkimbvslEevena8Im9h31yuz3sbBAEuql0EGAjudcfUo2fH5tKns3WSfb0eJOcz3im0qyYYhrHxZepbt7XC7J6CtxOsuY6ZiGXHbohQroAfSvERpVG2gsc1mFdrnEhbrcpP7QVqQkedyTElvTL6Lz5xOmY283EggVMWelBgrz8/wRiIqaflamVi5Ry32bNCpCGFJABmLaacyShwAo2VY97Wea0jrFX7umbA25pKzcBKwhDPaDQ416EsaEO5dHAf/+UGThF+4K7R5sUNG4o4sXjVmvdP4G6wVl6TWGgTe4W3c9pqgNqC5RaITIJ4AlQ0TYK5qHuJG1bJoo0C6rJz4wiLpZQzV+hCJP0QS1eCc8uDQYtMGK3N6bIlQi68WQ9VoN5TSJq/bew9lwVzbNo7OxAyuZbe/advHTtmsoMbq2CovrDfUNSrZuA0Ak83k0bNlv27VlUoXczDUsgYImpHYw6aIg1vHJ0Wrj/icj9tCCnm4Yx/5O5kf7+smBGTYmo3uSnlhUrHePhbh70FXeyshrQeOp4zF5876XpSxBQ0Wj0i1CrnOdEPH/iPnyLUMbwxJ9dFe7UMxsvs7gH2Cj7twkz72617Htls7pxs0WPVX8XbF2Z/291Mox2ehCOX5GZ4zQfQ17cAgnTzyUNHDA+6zW2q1LeXeQ5b31xwPbbDyxsoTmq1JrRcOBSfyL+z/O8u3A1p4IoqnL/hePXeVF5b8CAq3UOD93cI5KaId6W7NW95bPQixfgJUaNzgzS1DRLu1K94h4XhLUmU9J/Usvt/rA8H7+CKvVduo5WRaWIB0r6a5A97lgt071LSp5YkkwXJT/UASSWd1bXG9Tg10dEBPEvi5ZD60Mgy5RpIhDVj80Q/44YUfALeut1kAj3WJx2NMSwUWtybMelEj5i0tOUI7rldkHCmQB60FJ84hhSB9juMA4OJoSRcTChBfQ6+FnR68ftWBEKxUq7hyneD7BQEKzwxL8azWEHzOkAK4o9NaZEzYvrudJAbKbklhWcGzUUvzB2b38tBuIgHz95hRQdJi026gG0CuTXgOFDuMZIK1r1ce3/OYOePJmZ1rnoDFwd772bCv2etXBgKjFh47Izh/xKZnY7ayIbK0dUL0GWW5EN9LD1Cgop0dvF/2Y6tMypo7CEbtJER6EZv3ODhNCQzGlC7sCd5jVwLNbL2SXfxtOwmmW6ODMZH+EbCrsgKg0JkM2c2snYSW5F5B7SxO94bypF5yw/kRiIXANRE+8HUFLebZrGmN+3ysN2WfesZ3ZWTTAq4ZS/lq/2/OnbkgilzL5ngDLA9bvOkG9+r8rAUSExRYSZtT7pd5kPJct6UAarDJxGrvWk+5Z0DG11mOtp5ybVlJEdnuLRUBnlNt6QnCUnIeSuMR1ipvh/T6iZ8fektIFzQ8VIBxbb/TMr4883r+s8a+05PA+HTbnJdR+fNxA0ZT20neaIz3A8FbruraAczVZl1vMvmBBGdadSIxiRMZe1JGTWG371EDYy9Kcjsrd0lwCp3EkKImsQQIcYasutOw6Y4LQXOw3xsUg4ylAYAlHBljFtSYjnVkEWwNaC1dmGynZ+5tNcAG1yRj7A2QVuJHbtlKz4Oy8X1O0CwdGCLYNkVf0q2rk2mmQLqvxmRAC9bKzSwDatQjrHaHX7Sp7rR8WwMXThWIQgVNnJmzbACAiq17QuUpGi0PAg+EpoSdt8EEuIYiVK0WMgW4t2HMtidMfDFmIjHPrVqN7u3QZsZF9Eod6YEZ8ISZSby5urpQZSxSg/ZkszGKexNGN6AOaI4zoBuntMSaEM/bUYW6zbdaaaomCLXbXjZRuOEflnrzsxSx71nQ4QAmU/YAls3IN9yDvg5cIy3M3ASVu9pblvzxdzSjOc6dc4Qz8XHxtRE7q6aUmOZr30uENlNus16Yz4wEHDi/4HtmiZZ2FTo2vCS0QiXPbsSTiYHe0s0pw/al5hsQgxkAhqit28GAlliWFbyhF9qUTLS0RCcJ+uZ8mpTfaVWqn/9RlL6p8LMJWeqmCN4ZFmokLRntb0jY3TEJ2qQhnEOgcs99Tjzzgbew5bnThkQhI2/pgAw+U6OsjvkiQzT3pbj1RX09J6PPN3V9IHjLdf8RQfd6RVEiVRn2rU6OSboB20m9rZhgeWLg3wCiKYC6wFuv1NCd7iUKw40wHDD8nIyfsInb0TIqx8F+UotcnmZCh8VZXJidTCNbnrIGTXZMyazxrPXT0oRhvVJM9y7MIDtQ9OEwgv3B441HsxzHwbvxuHYqapbQ9ICsA262Vlbr6PGdFdiuTJsFzNKo7Q2jxRr2cJN4lsQ+nhYrCrJjyNSACbrOuBk14vkVUhDSDcx18jVlpxwAnvkoUU7VH3iAbTzsdqINMY+27fdIJ8sYne4TXrKfxdZtk7CMaryeOQaPr7YBCxnYBuhTFNzqIkRmZuRSiQSIOGRQp+k1YSxvuFCxGlfb++lWdtYRpYF261IVSVOu5PUzItYYcIiyF6QcK5Witli7v7b4Ovt31YVwtAh0ob0+AWTx3r2LW0cXWqA+vtkaUdCqlCHRB/nyPGmJsT7rW2tzZd4AvTwE+m+rYLmxfTQPgq234V+nC7eWhE13tm6XZ1S6APF+0jy7EVpyK7ldZNfuU7v1MGabQ1OOBOu1dwrbcs2r8ORZX24cVnMRb++X45YB7xaWZ57zDsveY+KkZfbVbe6Fmu4LlsBKa1W8ReFecIY3bPbuU+6dGTN87ZMulyeSDStcaV+vE71uzNZKkjTRH+z5ocR3m1O/SLxzm5N++sXWUAagdxJnJMJOLrhNgNPKD1vpjVwfCN5yUVA1wLQ9uKa6AKqJGtMWiZZp7ZKlMtG9wxlpWzxVneDw1M4g4Vai1sWOIK0hGhGEIBd7pivk6c5ylxOtvCo0tI7J3X3NFfm2+jAv2Z4PbujJalYL4MJo9XhluFklmGhg2tKtuOaaiR80f7TN95LJE9VNRqZVMy5FyKgRmj3nFv9nEogz7cAK5trSetA9iEgkdCHfUV3LQNmTwb207zdXhAKBywV+CBeOrZEU9jCTMhCu/wBx555RU+d4OHdfmwbbP/H9C+B3unObfYdCtAFhWcqwfZTVl8TH2y82B+E9LelLq5vYN5LvDzc5lyE6USHcvb48Nta17DPX2L/XVl9ntZ+6lfGwW04j0/TnbrBWf06fVFaGIGg6QEAY8+VZ4t+kPEvLeziuQtdk4sK5UAitOb+qdBG3mPFluuRJY5F97XQRXaQo4NTXYRT6Uvsb21/GmpJn8HJa4cXzENUOvI8dhnjmnXcFLKmvrzhvaJt5XaJRio+NZ4WlOBEKI6KW5ncgSfdluEmXjLGuOSeuK/esrWVNlhTQcZbLGvG8Vd5nfNufybkXOteB8EbtSos2vLHrA8FbruufUkyTZxCv6ZZJMPLMOBXN2q+a1BBZocV1N92rW40ptJhFzNhfuPkKeHwkeQRou0a2cF8se5qA6oEmVKDfIsa5IjGez+W5gUKEsBqBPSOHIGqO6TYKOD+6kYrQD4vSL76fmZMx70OC0zdH6Lm4hh4xP4+zWXw428QxS5vCMuI8W7omuaaBcuVJIJGVW8YYDS+2bEPHmlQKRDbjZs1lxS0mwlS4nXvG05ktqc217MI0pgd1TV0i5MA1IyKUjPw9kobcnfY40365pqLnLjZ3e+8AVMSE13Jtez95DTmfsXko5HCbdMLsfrolxRtNBDpSy79Xl2Gs3aKROWrv1xib+u/cb2JGc3+O7xbEss87vfbyfD6vA4R0JV1VZXd6SLxtWrrWak4i61gbcwmcdr2GneefAjVqzTlWfre6W5lI9AJRA8sGG+vRaJ/rxLpiWqrhXmYf7tJJJ87ohngWpPCihkhqevw8ngkibU3nrAnfxe01z1Q+1+vRPSQy3WvMx2g2qx5EDePg4a0WQpb0Snxo8rLIk3Bllmh4VjmRNMPGHeS9pugpjv6djTFpZE1wv5ilS7d1v2QdPPeK/G96UCzXzfj9ssfi5x6vpdb4/V4fCN5ytU0tDgIvii/4uYH3K+quItkx5V1sQRPyTl0L4zNI/DxMzWN94aoq74wMvE64OWd61Fj9Ow2lmUOxHMdWv6fWmmt1It0AAXGpLcaB0pEIPhQgx26ZhimMZLPfyZgBWNZ3ESIs0bDWYVk3G+u5cf7+HUXEr6yDEJkG0lJywU9LmnOmd6JaFRGT1bTyHmvczeP1O4t70xwLJH7GnAbiRNa9quvFnrZmbVl4gYxbtT7LUapaYilr1+gGJWUPbY2T7rTsV7pz00poWybMpBZvZVL5uRbL2kIJdT7Ng5dkWqkc+d4RaKJ4DKyjlaRXw0EgSNvwvaFAoTIkPr6wBvmTcxn7MaGV8AAKwllzIAWv86WbEqJefiKxfjzvdT/Cy8DzujxSbJVMO8/MHuxkT6P1TPcl/8+YY3MaC5AJ3Z9nricV0dhrCiZa8wq0oeGtaGsZHy3o5vSn5sEhmIa5qZN3oawLa5/Ds0Pr0b12MV7yDlq2cZ4lxkCha8+U6BnSNliyHb1qkoKRZ5Rhk9o5jUBCKaQ5Ju9I5N4Ho3sFWgFHoceonAO+M4oafP8qqtb7vb4owfvixYsv+cHPnj37ku/5Rb+0WBtuiWXsxH6O6LhiVuCYJSwXHqK+AOen3pHGLSUmUPGZkbSy5bNNA/W6t66BpERUJ3VtTDRrzwKVp1M45d+ZPMT6OWr928GyJWtnGSabUDBVTTqQmlbvmOLaeC9QkamEuBXn9YDsSBJL3MqzmN6v1m6MLqrQuGcAHncjIs1yJaEN0yKlJbx6FrW4m0uRY6DVEs0Cxh7blT/HxO5Pjo7lMfMhrNuUYlG6kuGWFbsUtU0DRYnNtWt2sSiAzS0fohY5DcyrAqpQaZjvB0a37GyWIlmow/fYE2BqZyVtWWscAoMxtosCxQMgmvscimIjvdge1JIgWq4W/2O82ZS3zXGPAWdcQ7Bcp5JT3e3MPo0Yd0uBDXE0pTndlokFjJgL7xXVeJ6tN0opiYTbXDbFODWoAPN5QK+z/A/I81itnJrh3jYAtHwnV6o2y14f7scMepAq6O0ZrFlndq3Fei2rP5CeFI9qedNDJZvlSBxeOh1TuPheMgMdSmQuKxEMpQ7ch2zrOOak5QAgGZbpPL1rDJE8ajRLqqvdrPpF0xJ95B2M5LXJFQ0Kd6SSynmE9yzc0DlmutdDuLtHh7Xp/E54RSbZ1XBXWidNZBY0NRZguW6xp0AqqUKFs+2V0fd7fVGC96233ooWT1/MJSL4R//oH+EbvuEbvuyB/WJc2sQITMohHwhXLwXCrsZQ83cVB2QoCTskGFRmwBcKEsAA7loqBLNDo3Jt7vHzdi5fMajCeA5fpHlvJUCI7mreQguX/D4zMntphRhMyl1EMS7sx7T7PdZoPy66/3io6sWxBIP08deGBUyEi64nZW8IIcnPaGHbukvu0SPrKuJlzvxG9+fE2lEg7TXgysQhiKzk3L+SDaupdPGKmJbT26jWT1lLCupdXJ/Z8fy8MOYUeJJ7VejnMYLQa7TGOZd6bVF1DwlpyWm+I6wpKffG70WwVTqJ8rCWSTJcy3DpM4vW7y9bEs8L4bmjaU0aUxShUOimPod7yPPt8c94hwCy5DjrvOq4ufY1o7cy74rpXL1GKm6J1udxr93TFiEdARTGdwAEiMtuThRcj/eeewPszrE8ekbQejlb4vcou7QVi9dKf95DXigSZnXLtaj7lXwyz1eM+T0MTsNXSAxm0knQJunHjaLKs8g/Kl+n5V/PcmSC/98teAHgL/2lv4S333775/2equI3/abf9L4G9Yt1bUdASns/xgMjQ9gJOGJMjPdUQTQksgaJ1nS41SgRoSXKQ0bUqunerT7k3xjPANza8K4n0Yxb8ydr5bClhdQvinVKZsx4FVAO/FQFb4lxCjMIBWxyTWuTZVJjJDAFG8srEEKuMks74FlSwkubYHVrHytRiNxqrCAZLS3+bPrtXXPm0qGkxoKZIVoYCrupRL9ZcO62fr26RF2zt9o/CcHIuHwKJWeanK9bWuEid9oZAMYprT96IOi2taxaPtMsGHYZ4h5qE0PK8iu6x6yOYewWyHynWK4l5gFJ65b7tVNWipCUBYGyxM5SY6YVrcXq11hzJqLQY0BcZau5lpwD5+teCftMImt3zMCqjg3tyksVqNoF4i5DaWJDL/HMiFn6vnPPLQbong5H19qOlo0f+99KSKXEzgMjPGKvQHvliHZ+f/bX9t8Z79asQbf8CIS7lmu6zQKZ0jLXWdD8nIViMpfezovi8qRZjFq4fRIelsdKMAU1x1XHynyROCeO/ETPQrUKY01Zriaehe+JaBz/NFBoNAVz3xRQi6X224FGumri2fBuWRbhHLQnfjYfKQSjA+gCOetOUe2E8212LrRnBjx59+iAFnQ9COP2XA8vW2KnqkchqvdzfVGC95Of/CR+3a/7dfjwhz/8RT30G77hGzDP88//xa+wqyYXPdbW6VaOw7+RmUsw7XDL5XkJlyYtRxmMQUmBwiPzSPQoAiZsUwF18Pdp92JyltM4MyN8Y5QqeGH/ouleWYvbss433XMUyDBQAE+m2lZJwhz5PbsJEbczLVKK5SHe1Jxj9GeyDpFjdQa7zebK27xWuHmiS5QXVculJbA7rdj1CkUDJ7M2VzFdWTsLz9fNyqvysPclYz1hwTKmPrKxAl1oTPhiGi8POd3ZgeXtFntzzwg18G02gco8AIgpUzLtx8n9Amxc68lLL0rMj+Ohti/QPcP0vVuus/0bM0CN9sp+CcLTQOUJcHhGWrieXU+hW3Me+H2el0hskVSM+gMiOa6eOQrR3R74nGtyDGuR6S6lcNpYl97yOVAP/bgLOuvusVOcAN9fyb0es9FIWMGKhFgc+3eEd8n/v15JKOzNs6bDCu1wpLfkEbSytmOWZFkjiBQ4XHuUpDuOG7DzwVIaWxN/zgHAxedNutLcY8v5QNRMyyqRiIXi+QjFzRVHjhfqrnW/hitAgXPdC4SrX8zRUAG2K+5t8hWdWe+bvBbEl+c/jnlmguqengI6d9DylpKDkwl5RI/jvgffqArN+7y+qEf9+I//+BctdAHgR3/0R/Hxj3/8yx5Uvb7u674OIvLav//kP/lPAAD/7r/77772tz/wB/7Al/WuyNpk0gKc8NQI6vyWYBwEl2c8hGbdbkevG53K5pAPr3ZY1yvBekPcU89yPuXhGVNmUxJXVMUEyfltwflDZsluJ2OYm1sI6oyTLhzi1ZIprFeChw/buEf3GrnOw0ummJbP5hrodhIsN5aJu9y4QOvOQFqOm2sVVrqDbNjaCC7P7fcEgyDjk7BiKSi4npdnNt/zW/Ze0azL3Q6IPQIQsVSLOwLntyTupytszLlHUTjv1hjj48s18PC24OEjgoePWnySzJbQfmTMbUHBgrb1XJ4JLm/Ze9ebjLtvp9z/ACtwq559YZkF/fBRmy/gys+hCHQgIARpbcuw+u3zh3yPS23kclMYMzh2BFMfk8338sz22dZXwgsS8XcKSnpNXBHgfXwGLUiiCoVwaDlm9otebmxvea8peRLciGeONdR8J0Mol6eC+7pHUyq3VCSiKkCS7taT0/K1YPExr1e2B6aoFItUFeuJcUizes5vOT1fSbiulydGs1Qe11N6VDhfnfLeh4/YWq/XRhfMsCYPiJiqW+/LjY11vRbcf0Sw3Lji4dm6cbbKXhvecJ6Hh4/YM6xTWN5f+01T+KhbiNvJ+M7D24LlicRcRvdnFzc7k+O0AZcn1hHr/Lbt8Xa0+bKqg2h/y42E8hZJWa5c8Qxfntp82XN7OyWfBjKTuSbdbUc7i+cP2Vki4qBsfiaa8TvDINdIdCPymZ1ThJW7HZNP17P4fq8vOav5M5/5DD72sY/heDzuPh9j4Cd+4ifwiU984o0NDgD+9t/+29i2DP796I/+KL7t274Nv+W3/Jb47Pf//t+P/+a/+W/i9+vr6y/rXdFtSDPzF0itqz/AE57cci3uxnZJwqcFwP8DiJITC9qXOLIk0Q5PVkmN24i6ndMSMqvPlbxGTTK1x9RKbcxtBbCkYAxBxWQsonK5dUGXFMtmYn4bLM7V3KW6IYQm4FqwW3SM84gCemH2KIr7Ki1ccB6MgW0GZEAvQ3UBMtECKEy9uNBkM5dz9CuuFvkG6AGJJNXynkjMOaerkZZFuJ2pjFGrpluLCtbCcQDtUlxlgCFFjRxTjWXTQ9JWRT9LJsZx3G4JCDKznVaaWW0Z2w1aKPGzWJtH8TLRBDOJ/Q0LqNDuti8XCxe6N08Yi0R5VNA0vRq0mCWZJeCMdjOQCa6BlFZwGFQy0rPEMWhzl+Qm+30m7dGN7e+z85AWlHYFWJOrmam6s2boal5zPWQA011mgwfwBZP5Jipz+/1tm2JT8YYnvkZeG0slUv2ddLVHPFwRVQdQA57YZfHTEyEo+2/rJwqo03TEeKlfb1kPnXkMQFNJ+lgd6MKbtVQXL8ME9OY0d5vbvtp3+gMiFEdUN95bz0CgTflXrP2m81dXnugaD+u3KFQx7q4xx3a2vUFZl6x8sM8tHEdFs6w7+RYQfC6zpPHGri9Z8H7d130dvvmbvxl/9a/+VXzjN35jfP7Zz34WX//1X78Tkm/i+uhHP7r7/Y/8kT+Cb/zGb8Sv//W/Pj67vr7GV3/1V7/vdxFxp6llnM73ig2ejbwBjcTkMRHi/UItRrm4i2R0YGJHDBcMATCA1MplAARgYDy1XzwerAi81PlOTbC3zIQEUnhqEWIAAiKtn00IGEKWvX+6Ve+sYs+FpitqoHzvXt1ySGFV3TxZ77oXqEQwaqEJaxDvcmMxtZUafoEDDAG/pIJBN15VZEJJmTLbuGYsH14UbNviSjc0K8E4qKFQ+YEL4IPNepVy/P3iMVIgBDeVl4BtpGBRoEc3mERAik41hVGyfvdxwp4Jfd8Px6utDBab7asORI9gvosKYy0Vo6sbvqdktHSdybD5AntGVmOvY0KULmWM1Rn6AwWJ7t4VSk1PgWRjKErcapsy3RNdypl7S0aXfW4N67gmxPQHuz9ox983OYKRjMy+JgNmHG+bLf4XZTpFYSKtWAJf1ndvXkN9vNXXOgkxm5aVAqaQI0tkvAxuurf5Wjy0uGXLO2XA8MSHK8jI89c2DcQ5U2yRiUHN92Q1hScyyfle73dMxbEv3ms83N0ectjyLE8XYDqP5DXhJXJl4mT3tA0Q50n9LMEXptvcn+2QvEk2QLq5vQl1y+cq7PPp3n5pi2OYM/7tnjViB1gin42bXeJETUHSlsI0wENK8qIhBCK+t3pCYLi3qWD671SS3tT1ZXmtv/mbvxn/zr/z7+Cv//W/vvtcH/eRfMPX5XLBn/2zfxa/5/f8nl2W9f/0P/1P+MhHPoJ/49/4N/DpT38ad3d3P+dzzuczXrx4sfsHJGNkA/lo40VAeVo7jVYPgpnwuxlrfQRIAfvbLmOzWEJkdOFa4/QGApifccyaXUgmGmUZbhVS8ETJUCE6Hl5zC6d7a+did7gaMjbiWMdzKDeKuwoolizjcoVxR2lWtRIZG/b1qbGqmA+qOw4hJKgERFkQn7vun8GfrN2rbu8qMEJozMj2kGV+2iRi0HW9d4qPpFJBFzfHyTERpKImz9UM6Bh3UYroluM75BFD2YGClLEE8IkUmpQyd65lsSBAplXeMyb7vGbnhkAuaxwW6pSuTMtzyHHVeGgk/rSyzj09Ghmr9nu3QhOdXiJfV3d1R1Z/e31u9Sxy3IG2hBqT9zMtuafV9W1WOuLvEZefcu8B3zdJQRmNA3p6W+KcdEBWC3/E+QFQa+srf+D+c70Zu37Mm0aXyAfZDjZuYrsTqKWewTinVWGUtOoDBGNxGmVp4yF5WnReYqtHWrhz0nbkw0y5jttRArUMYsoS8zhUEAAbALIZxZzCnYpj8Di+r/Cr7ZjrHXH1R3TBPRllXR9ni7+f60sWvCKCP/kn/yT+0B/6Q/iO7/gO/PE//sd3f/uFvP7KX/kreOedd/C7ftfvis9+62/9rfizf/bP4od+6Ifw6U9/Gv/j//g/4rf9tt/2cz7ne7/3e/H8+fP4x3h0MPOehFZjmSSm0HhL/Gx4rAWw7/FeuoxCky7dcFQAdrYh4fK5me2ajCGEhhRiqYK3MDqOt4IncI5Zx2bj5veqO8fixohY3TanhpuJMym4dhaRJIOhls3DVhWPftkL+/cSHME8/DDxkIag8rWv90Xv2zourkVRniybUnJ9iuBlTJtxWVpV40DmJ3F6Yk5F2DPmyOQYKiP0ZLATUszPa8SNLsqzfd7s4hSX0wUBMmINy94wfsg9YHZnCEzSWWFKzFOo7m7WXGtDmHIpeEsJnNCDITv6DwYoSRM7pcb3NEMAZRzHMl5JOo77es6dscs4wy58qajGelelTNODFXvJs1oYLmkhBJ+adcZ1Doxzzwuglb56XLK5d0xLXkCNa9LKpoVV95AeF7rsKWSawyoazaYSHRjiVKL9uWgIXG7Gh7leKHyKcI91n8nTiEtgyFlOz05jXK/oS833bZmHwTHG9UhxNszznBf7CnO/eP7C68bYPnnASAWHNfyhHEo5S+R/Pee5C7VQKZzKmN+gePuSXc20av/gH/yD+KZv+iZ86lOfwo/8yI/gD//hP/zmRvWzXH/6T/9pfPu3fzu+9mu/Nj77j/6j/yj+/2/+m/8mvuZrvgb//r//7+PHfuzHdq7wen3605/G93zP98TvL168wMc//vHdIX7M5Jg8wc/7oiBeK2OSEadwV1LNcqZAJISiioWegrAl3V4UfnTBkLBpldp4sl6YbplIdFIkLm3RqDMTG7tY5jabVk1ABgI9ACloEVmLCKzhQMIhninxVam9c25FKARKV/lerLcf/Fg3/u7vINj9zr3ulgfdbxG/XnKMMZaec7fDqL6XhWG08tzNv6O5L4HjS2hEd3FGPbbyHV60r+l+VLpxF1hJDPdXuL9EutJYMzLiiM233GuAjb6LYFrS6uL9BBwgLT/O0KxWTUVFi3j6lA0pWhHyNdELyLVuJV4bcW5NYaDNy5RG3lcVRm0ILF2GGKhk7GrdB9AKzTM8UgUXBQqtTn5WQfjJWEPRrvvt9NgfYDHMkWtBa4rnykpSbD2al2E9VjL4TiAFP99Rk6pky98jbixIlDHs90xLp6DYPylrAKONLhr0TVzmyAvpuRf2fELOuoXrj2sRM7X1YCvSdkGEO7je/UFDoIVb3GOyHCvPCuPTgHtInPag9s6NShHKmjmYDNen0l14uaohM7LUjXtGPgD4PpUQBBvD9Islj7+p60u2eOv17d/+7fgbf+Nv4Id+6Ifwnd/5nW9qTO95/bN/9s/wgz/4g/h9v+/3/Zzf+5Zv+RYAwD/5J//kZ/3O8XjEs2fPdv8AtziK9VWZP2CEaD+RyRIhyFIzC2KmC4kEUeKd7JtZLZWqzZNZ00ok4VBwU5Dw6gQ89zhICCEpB5RQi3y3Kwk8AMmsC8qMC6rpbAeePW9J3FYza3/rCxx3OftrvqYljjJ/9tUtSsZ7rTvfxTWONYuYE5+pYA0g12gnSCQ/i7+XsqEY88jvxbiwfxezISlEguGV7zDWav93JDL1GNtZdzXDVJ7YP5jvjfImuty4fxTa7AMrpEvd7aWNVXf0SBjESq9heVGQlUxTWjoRFy01ktX1y/Woru/Hrml+N0DqqagUpVI066lJ19NZ9+UhqHvkCtQ5n7FjwoodjdGVSubNCgJa0HRzVyFU9zisWwpe9y61RSMsxMSsxx6fOJPF0g2vV7HsKp1TKdvNh+sgMMWz1IvvEomQc26L7pC9orEI16GXZzzaywrZGuGhwge0ZQkevRttc6OkfD+S7aqVzXUu9MFqjbRI84xWZSrO92Oluaxp9D3W3L/4//oY7azQH/Z84k1eX7Lg/fW//tfjcMho+b/2r/1r+Ft/62/hrbfe+gWN8X7/938/vuqrvgrf8R3f8XN+7+/+3b8LAPiar/maL/kd3cH6K8FHspCXkAQzB0CLsTItalGxYZtZRCygp8sGQGio9d/O9TjDs13t+RGjpIusxH4jPifGRGqyDOfDJvS0wi25QcJlQ4slYk6S47Sm0Yiifb7X6k/TCgDsu5EtvJVxFGuzjodrWRWOqtAkrGa612smrVnIFcTf1q9fUgmgFVxjezxkEW8rgqQe3LAAJBkK3Ve8n0D/BBEIy21NlxhB5DkXZieH1eOu2+lhT4f9olG+lONLaEKgCJSZgCxJTwHNR4bsCmRfdMdYIstZ03oBaG0WK8Cttl2HnEfWbV8QjdhpRYTAo8K05DpX+m2XzJngnixXErCi/ZxjiXDAmvfyZzBLZ6Q8v+p/D+Vz9YYVXIclzybEYRt7CpfAUN4SeCE8FMXyqp4m8oJQnug9KQoereI4o+VcBGQhFcNHik2EteDPLXROxW8njKmAugXNcAov7v1gTsOjWG0oDUglLz6vgoprwcSne43GCzEOf+Z0z5rp5LmkdebZEKijeux6VH0URaLTS2FWd8VwDw+dFiWIdO50QZ4CIJIxCVbzJq4vWfD+0A/9EN56663dZx/+8Ifxwz/8wxhjvPdN7/MaY+D7v//78Tt/5+/ENKV3/Md+7Mfw3/63/y3+zt/5O/in//Sf4q/+1b+K3/E7fgd+3a/7dfiVv/JXfsnv2SWphEakGUcr2lW4b1jSUJomSIm7ydBAUgrLpMSGRQsuaYWvo+unWhjU5KtWp68/N2JiFHi8vdvYAIQAN0ZYcJOLlpwLw7lqMhrNd/JQVtd2VV54SGMuVeMfr78vmiAMMi2NeYVLfyvwb7421RJitnhNBotDWQQv74u9KwD5oRg9WotgYOU51YW+sxiG0c8u5g+3qkomLcdBq7UCzjdnnBEK0TKW6v/iXLRYaHDBFE0fcv4RI1YNyzisdjJl5DvTQtZQQBqfW60sPzcUYGHplrWuljf3J0Iuq2bj82ZnZBw8Ri15Jrn2BO2gV4c/d0pJtY5lbylX96PRjAaNA2nh0vVa3bn1HXxWVUzDO1Q8CVyPdNnuP6/nOs5uOfNSfla38y4kUnhFQDmO8lml1bI3Qea+TrT+A699K+cXKeRijE6HtU1huJHVjZIilKvCVj0a8a6ilErw49w78wCW81LmQtQ18xZlOSfPUj1H1RsW6+R/n85OJ2/Q1/xFx3i/2EYJvxDNEX7wB38Qn/nMZ/B7fs/v2X1+OBzwgz/4g/hjf+yP4fb2Fh//+MfxXd/1XfhDf+gPfVnvkYFYkUgi6rTM2GEH5YC8N9h+PSzEEuXzWRNXMz5Z61ZbnVGDXm6y4w6fsesT6VZhJAxQ+LX8ubMqJtkxC1pjEXemxeAlOtvRrdwugTZThVFkN4bFn2AK1XINxgorYyIMX8QoOe6eQizWVNPKjBiwr2XGp8r8AetZW9zYIUS2TIqrgogHccwSe4sm4SbjulSBrLSexj75LJ/BORjiEEsnosa1WDUsyWmbN1UgwP9qz25FWeE/NjWobuRQglpVRBKuMIS1MDs1EXvgnhJmGVvym4ZHI8ozjokYRIjOcoqCMSfAAfYxaCZaIWt9uV4DPq6aUFgQ38ZkyTHTOa3OVFicbsg0tVhubAKiarFg3xdTKBKSE6slvtHDtUGy4UjnGGQnINP1nKVafG8oeU7bwmzuImzMO8O9LrynnB07c8mDaoIkgChV4kVviFw0zlVVemoMnM8JpYnt/zp8nTNBUCERGojvl7BBVXar5Rrvd+EJTajaKBts6f62/8ueh22JjNVH0jDHnJP33JWj7Hhxwvsmml5V1qvyEsqWZ7K3NWF/38T1RQven69RgqpCRN54HS8A/Ibf8Bve04398Y9/HD/8wz/8Rt9VXTEV4kxq4lPR7MhcgyG+1zMD6s/bYPU94VdXZijL/p71aMyxdvFgxl3NGoUzDT7nsTWYrkzsEjxkWFIV4eSa1x9XvGh2YdHJ16FsRSgOJTNxl0jTH60REAkYYQ1T+D1aw/p7QPlpeY4z4sqksNu/xKRNC3TPoEQVioT6o1JT40i0CGuPWSof4eb23qlMNAmr14v0+8WYuNFD2ftYR3+ZC/+wXtyFru9BI3WM4S6UR2tXFBi64JtDR24HQS+Kh3KfSjgEQMwrFIvad7Z0bamZyQB2yGgMf7RNsbKfsj+X+yMDBg7Tk/HhkYCAILpW1fCExSc191996j7/cHF7fH5MwKgeEpS162kBV4tu5zal1evJcwOSqGrlTFcvRDB2nhFfj5r4FnsmRZnwtea8sgdynjcTDOXwuPLOUjA2BYk9bRz/67/HHoYSUerOpcxPkqdVvrlzf7vSy65mYbUXRXyXiOn8qQpqNotRNR4EP1exrxugI+ce63EotBndt/wdhSZjnyqv8nvC0/EIJ/r9Xl+04P2hH/qhHJA3Qvgf/of/Ab/sl/2yNzear4BrOyGK1qEILYeF5ARd2GZAumCMfQbp6FlzycPGAnBaDvZl+7FcF7zhVrIayVTYdk6T8RvT9KSAjhB6O1fS8OzCElOjhVxrRsNCdWjETUisEoTPBvXVcl0PKGhdNl9qrtTeeTgJ+cZygqhn9HEHrJsfWq7fdiVgAk9kGyqynMett3BLCiBqByywbh0ykkDstVyjXYwhsWECE26ITNUvdjhrw/OIRZZawrAIyQQaQqBtJypzjlE7l72l0GuOoe3vrWGMfHY2u9jcOg3Qd7dEp3vSTDINwPaUNGigLIVpDRMYocQgBejyJK1kCgEZiWndz2Y51PnDycEsR85RMg5YgP8jRk+FDja+WEtljajF6LYDHCtcEyu6CIhak64tazsJ/DJmYGwCtqHUljHa5dqVHmfs8TzKxFDMfC7OoA0n2mtDi9Kxnfz3UvoS5/bsZVKCSPxZbvK8DcnnV68bhF4cxzN3xXu0/EyLsmulQn6+TybQKNh4VldN1Lq2KNYroD/kvJdr2VmwPK+WDbzniWs5w1wznnlCWxLTO/7uc5OhO3znau0TMCbOONJrUi35wAjwfQo+R4VG0jsUvBQ53lqfvR7LefPyP3315iTvFy14K1IUAPTe8at/9a/+V6713891aQPU42GR4edMMoAI/GBHcT6Q6FS0OJkWXzYUCqvtg+KxKxBLiW8w9uAEZNmWGqDl4ap2NKLRgeqI0Pr/Lhh4Pb4zCrHGYWd5Dvz97mLRJkCxAKKOebYuMWQMRvjeo7eVQ1Hjzl6qEcZA+Vt0e0L2/DQGJ2iiYGcl1Vx7rrly3rSaVUIIAp5c1NRdwPuynNgHFwC07CzuVyxqzefxPWEdcF6TeCNvZxgUpIKwxnRyYPbSrScUBxe6/ZL0xzEF0yl7SPcvM83VY1GkxxrH0g6AZVT+Od1ohPurIQrAPu8PuZ+RwOVNCcLl6AyfiFe2p6X2Uco7y96FIkh6aTkWQQoRutxj7CLYDhq112xMEXSx+ft5Zv08jcmbKaxpnVo2r0Too56jWj7IM22ADfndgVTWiITE7+eY/Ry6N4M9rtmak2sd7lCU93LcBNWgN8G9IoxH17r2FC72XXEXbXclvvn94nS581JMgtbzmRFmKzyPe2SKE0M3Fs5gGRCT3mwD7B47k1n2xLmRBzBvgIq1tZ4sc0Ohp0c/Sbs7mm+V5vwQI89s9TihjKWzBSIVXoZqfjFczb8UrvuPCq4eFMtTZ4AP1uZOFLj7mGC7NiKaXwqu/qXi/qMG3N08nX/6F+pF5LR4Derx8pbg8pZxABnAk88ADx8WLE8V/UHQLsDVZ73JwbVErEpUcX4bWJ4AOhlO7NMfBy7PBecPKaZ7E1ZXnzViXp8LDi806Gl5ClzeQlh31z8p2J4CDx/N954+nwcDQoxm4P7DgstzhU4KbYonn2kYM/DwEcX0yroeXf+Uae/nD8mui9D9V9ncqJ3e/PMGbcDd1yqmO2PIp8/BXWEa7xY1aLvz22RGiqufFowhuPsadQhMwfELNs7liR3sMQuat3G8/cSArLaGp8/aQbr9fyjml8Ygjp8XTPd27+GlBtDFegWcP6zYTsCYFNc/aafsxTcA8yu79/COxbvXK/NSyKoQT5p69+sRtYnHzwumW+Dl12kw0uMXBId3XKkYHn+6V2w3gttfxuzfgcPnG27+BfDyG4HpwfGnb4H5lY15us+kodGBd/+ftkftQTDfCo6fAx6+CtBm8cD5JXD6nFojA8cBH7ON6fZrzZqAKI6fE0z3wPltYDsYXm6/t4xOc4W6xuRM7vZrEIJtfiW4+qzi9pcx/qiYXwmO72jERxvjwArcfY1gu7Lf5xeC0+fs3vXKtNz+ILj+qeSK65UJKG3A5TmwPtGARH3yz4H7jwh0tjm3i51Nek5YFz264OGjwHYFtLMps9c/KTh/NXB5SyOGf/VT7pm4Jua1WdvW5MCTvqC4+UnB5SmwPlVMt3ber/5lWtKWg2Awka9+GbA8oxKvuPm/BOsJuDw3fG6dgPkFQzDMSrf5Lk8Erz7hAmMDTp+zdz18laLfm+Q5vLCFZU9utqm8PDe+Y0Jw4Mk/N0vh5dcqpltb29PPOOTqCYhev5O99+Gr7OxrU9z8RMOYgPuvHphfCmQk0I9O6oqPoi1GX5ePrGa6zwPTz8zmGblWHF7k+e9ng+CcHca2P9jZuvtahcIUjaufMpq//VqgbYJ2Ns/OdJfhLRn2nO1gfGIc1XjHv+g4vAu8/HrFdAe0xfnCz2gqIsztmAR3PIcADu/aut5+3NbZ4tS/CBbvL4UrLNNHcUmFCYHtaMyneUstnYBxNO2oga6vdBkpkmFsJ/VaOwlraDsyq1P2lgEtZ3gq/0kxDgOyNHOXdHvvpiXBqGi4MZ9u79DuZiJ8zAdmAD4CwJe0bIZ/b8wAOg+vzaOf7XCZqykzosUtDesEZAJB1mzhNg6Kzd1dKkWDLJa2dmRtavd3iK+zJmMBUiMPbbgB29WAbALct7Cox3FgnJu9h3Gb7pY//zV773Y1TNnopiyMk2Jc+D3fp2bWmJA+RLAdR1r+7uYaVwM4C+j62l20ThrX2S0aPuOo2OCuuTnnaz1aNeK54+T7O5qvrWA7aWR+T4Q7LZZs0Mvs6zWs245ZM2r0oeZyDIshGjX4WGbEeegPfu9Rw906Sgw/9od0efCzBKAz3HAEBl3TXk5TvTEZGqljbPGucUzBHu+sFmA5wzUHwtbAlQq/J+KA5QzbebCxM8aoU57rtuYZJkJZ5C90/567MbWJvWeGh6oUc3VbFStuOI9RF2pU6sdkSh+ThSLJjglJHtrYTgqd7f7Rm7mdrwba2flB6RC2sxC7KWA2ziwLG1eKcV/7Qxfr0c/smBX96YKxNEzHFevtZJbsQQNco2IiBH3679tJnRcodOq+d67YbntPSsTwSb8HxXY9gMPAmLufkYGxNN8PCZrg+OlZsu5WPmdXtrdD8u3H/PX9XKJfZvHt06dP8ff+3t/D13/917+50fwiXS9evMDz58/xzd/9/8bpcnTGb/WUFeB7O2Vv3H5vmpY6jBwUOH1BAyIukic8rkZos8kbE6zX1raqrWZVRFN0SQsVYu9c2T6wmfVCC5EF/Ff/Uh1M3DNMxZjVeuOW9zDtMhB3PMMTSEg27Rn3aYv9f71xpniwWuTpzuMwikDsCheRJ2eJIt1DniTTVpvbdqKGmkhMgMeRhmm+yxNrRRjxl9XeuzwxRte9PpWZ4EK3rQv+5caYmtXjueXj68CxvCYEUYSvx97mWwN6vzyTYKTTPZOskMlTZFKebcl4cVut9duYgMNLu182oxdojqOfFeuNtT/rZ3NvH17YewnkLsPX/sbicFS2ZJg3JZLl6Aqe0kV+eOENJ7ztXitgGmwR2c+2Bv3eaIuxOFp745DjAMwClaFR+y3DaGu9Mk8IEcyO74xos6aSLsvLWxl/a4s37riyeYyDzbWfs4E837sd3tvqYNu2/mDrcnhhxL163PbwyuZ8ftvO0nRn+zy/8Kzw4pqfb12weqiC4Z2t5nhs5oFYTx4H9ySm6VYzMU2TB2gTrE9yvvNLa/xQhQ1pi+eT5S+DtOXnjBnZtIzprqeFvV5Z2KF7Y/jL86TTw7sIkBCe2dqwge+nBUpPxfJUMN0a7W4lBs8MZtJaPQ/rtf9tNgu1l4YY3c9mW+y8ssoh6MjxrbUnvzQhKF6v6+e94Biw1eg42LsBo4f51j1UrLBYHVCm5X7IMFph7HpMWVN8eSox3nU74+//f/5fePfdd9939c4XLcN/82/+zbvfHx4e8Af+wB/Azc3N7vO//Jf/8vsa0C/mFXWKHrip8VKLwWokpkA8hjN4uspzXPiIa82yWkcUjCwraQswCcLdymfSYoKQuMztF5olkDEX3WthEaeTfFZzeEIKSVFgWrJZQM2+rFdbEGUC8H+y2oGGAmOkxmoF/54lqF4Pyq4q3nUm3NjN41U0UIp2z3EEMEPMy4TDGPm8ilUNKjmbHRgqIGRK/cHGFoX7jDV1KiYKUDB4sgmF9nTv3XH0EX1gP+b+YBNqW9JCfwDkYAItgOCp3WvebzE/ceQlYwr2PMkWgxTcUt4t9uyA0IQrX2eD+RsdkSHatmwMH3t8sbXsD5kBagll+32jEKlzj9rIUgpmZUUSMH67q+xxW2D0UWrH29nLd4aFLXb0SetRAbA+1z/bDu4G3Ehf5X1ljUVtvr3MTdQFz6VYfMPjjHXekspFRXFqSyotu1p7kkVLhaOdqfjkXmbJ1D7Rx84SIqZunYTsfiZXdo/n12xeGwgiO90gSLNtI2mgO00Tozoy08seia9z7WymIwU/95lrQfd2tAdFCl4DudAo5avKX2RmE8NglLn1/Ht/ABiqC1p02gjBr+RzEnwXKMAcnjtS+XrlfzHOOT2J1oXLrd43CBD1RQve58+f737/+RoR/Ct5icd2SkZqWxmLKATlWlfNyFOR6GIBd0O+lpXXTYNqi4YFKqtl727CeBvCOjy8UKzXqZEHShaKW1loWfkfvCYRnim9HWHZ17Npf0y8sWdYAsPmSUAhKOFWc+ny0by+cczA8V3F6jElCsj1SlxDpRvdGCKzwvti8dTm6GCjI+qCwzW5SiZkufY93ZE5pDBmvJB7BXfdDbVsV2YHa7OaYe1ZDpBWhhQL3/Y2NGOukeQhJyNnpuiYADSzXphBup0kLO1oa3cpDITC0S03atrazRJZu41lO7mQONuBX6/NtU9rQNTroBeb2+UmrRcyQ23GQGoCG5N7ouezrwXHuhNavqfJnBEJSDIUl6dkopl4V5HFoNYUvXo5tm5xtbD4o25dcHALkq0K1ytEkwlae/2s4XXiXs63ijHSEu5nRPeo4V1oHt4W76VrCsl2RUu0HP1hwr+uAc/YOGVzdPVzYXFF92I5Y+dYK4azbMDqXoSocuhpnRHLODKymfOgZb4TLT6gXyRae1JAVZ4xZpvHekqUOnOhAjMoDOm5Kwr98Pj3JTPJt5PxtPXKvtsveE150+YZv54hb8pIWt4UrlLmw7ENsRyI9cqVRfLIZxIKCs+C9ozDs/xqeE7F5blENYU2VxYmV1hKgpnlZQB6cNq+OH9U9RaQyHaHASZjZ+14p1jfoKv5i37U93//97+5t36FXlK0n8c/w6IDwrUJAeCMjdZm1fTD9eLxMfswtdbINi7MPWIOZAyyf158t+WzQoNzyy9qCVG+q480Pcn3sda0Xvqzvbc+Yiu9MWvdZ62Pk0fPKxbMa+8r1gnXp1o7tAYqiAb3ZoiEVfA4nvnavJXPcc241PLWcezupUXixnqUfUj+7WedA+ddf/LXXj5/vFajfpHjLn/nHpJWHlmmQaNantf4d39hsR7i++W9tab7PTX+R9bDDvnr5/Co7O7RvCdihaVV2442Ky3vaPR1i7O2x6zv43zreXnvcZVbyjsf00nQNH/1PZHH++Tjj/jm4zPiZzEnhbT8y/fy+5L71fN5MWfZf2Y/k4+9xhMeeQgU/u5HZ7W60JkpzETKHd/guhTarWMJ71c9c2WvXju7j6+6/vXjYWd79zl5a7mHdei2Hvr6d4O/YH+O3sD1QXJVufqDoiHLZmrsbL61ZBJqa+EWvLHv9ot9T5BE3xbL0iXgNjOGpwdE2j3jd+MAYHGkKI9rWMkOrBm5H7DAKIZpzvMrJ/xSp6OS42F9avP4GZtp073D8oYNgsbC/A0YB7GM1pOPzy37tklYfRYLsjnWxtLU9OkJoJbaHDrTajLT9avNkJm4HoyR8lCOJgk+7+VUptkmTBzrNOnKNXeWBIqULQzCcupLPl82YDjXCQVCPTbvnoTpXiN+C1X0W4tPbQfB/Co9ImMC2pDM4kXGxMz9pdCLl0a55WxWvTjNIOJfAGPGWlx8Hgf1rNfhsfZxSDfmem1jivpnn0+/aNTTViQtulx7dALSXWN3CrDpHp7c5J6EKvA3YF6I5Oau6O7AIR5/q12L6F7tFw0LhfE1bebe66/sueuVhOufcbm+GE2yZKs5VvbwOlkM94wUBS3qzB/8fLrnpV1giVLHcm5WWDlTszBR97WmomnzULcaLSbbL9yTrGturszUWlTWk/Mikw+3u1tb67UL6G5WrMw8vxLldnRFs6QMS86XpWr9DCuN8TMMhWNx53lnXsPyxOKxVqWg4bni9xsQ53nMwOTxfNYHA6WFpaYrnvX2DMuwfeJ8BtRrezne6d7p3GmCXgF6jkgLcD53/IJZ0mwOE3yQwtP/f3kqmO5s3+bbxN+mxwH6iG8QuGgxb0x/hTd2fdGC9zFc4892/Zk/82e+7MF8JVw7i6FoxYPCqmq2FVHFD7J9zn9UA8vzq/U4cuNNktrPncWL8t6iAfLdAMKKqVcluryX5l6Ob3SgtbRmRPPvXIPH2j2zgQezigsB7+K1ePQ7Nf/On35YFDv4xIyDyk4L5zN21jPy/9UarJZDfD/2JOOmr1mpSAaoj8auHRE/22nmHeEOlbIGNVs8nkdLhCVnAxFj21kXfv9oxUKgm++9LIiidHGPXrukWis5J6KR5TglhKk2U/x268gxlLlWAc/1i/idAozPmWK2R7yq+/TaWj3yCD32+uiQ3VrsLLxHlgrHoTQ/H1tK77GOfG/9PEFFiqu21oQj5xH36iP+IeUZPleN/ZFYg1BsBv+xbKisGc+TK+ecy24OKOsJvtt+EsEr+FH1uj0+z8CefpivQKVoyzUQdfoFQtnn5/Q47XgGx1H26728dPH/sm/V41EztaXyWOF793tEYyG9YWVvhqJ0Bn1j1xcteH/gB34An/zkJ/Fv/9v/9i9oF6JfzItERI2UGheaxR2IScvDRgtIVrcMHzRKTsYsWFG+70wjk13sXdsJEb9sm0IXMSJmvNeTcmgVCPtU+hi3E7NQNRirDLMSDIjBx+MWUQhMdh2ZgFUkkoNkeLyp57i3U6JZQWGZ3DOwPPVm7ydYGYFn7EZzbSSDICZ0jaEtN7C6XskD0hZLANlOdhiY4EW0INOc00WlgGegagAFVO06/n/ObMmtCTZPahtdEoWK/X4Lug4P6XbIOJwMxcVjWKwf3qHmOFIWQdrVs+TREk1Jj6bZW8ZsJnOMCRBXDszCFI+jMW6XnVYIejJa8QR0T5Y6SvZulaQZNorYrvK5xwfGKE24t8msX1k8Q9RxvLerpBOz7hnby8SVtij6gzWAn+4Rf68Cq50T/SoswIujPfk1DlkFwKSdjfN0xWw9IbqHVeu+lok8RmojPYR1NKflyGdBkG3rBBlPd1CO6aWtwXbyNWtEo0rQjuFIcJwbx0FlIzLPnc43j1tjNTqnpRp414tnxINnMul16RJnO6oLVgCRs5GehD4SyYqxZJbv2eeK7UFwoABz/tPckjfe5vkoCsDrb6VbNUJ/R6EF8pR8arlJDxeVQibDjYPNmd4nO4y+zx5bt30VNLqHyUZmDcE5DsY7B89YJxqXBA9izsV2lCzdmz3htOf6UlAPpCX9JsXeFy14/+P/+D/Gn/tzfw4//uM/jt/9u383fttv+214++2339xIvhKu0CKtXhQoQvYAwC3ELoluRYLRYvmF2xNFQDgRt4um0knrw5FttDuhO3JLPCssRCAaNbj1FdqyCz1VoMHcKBtdcYwHExXGBWAkgykgTLDxg1HLqLSZe9yI2z/r2M/XDyJ/andjhVq8ulAJCwihbUZpCUwojgMCllGG3ctM8LDSIZEUQvcwGRLEcstkuJLfcz3DOnNFot47Dsm84fcr6aIn05Hh+wT7/5iSAfM+AIl640K3atibux7ZNIDKSluZ5GPNNTJbme/O8dFdx/Xe1NDEaOzz/fZ3T95BlkSt1/bM9UaiJWCluV3JFC0b4VpJMmy3eOw8iDFDekVifcWUsw7obAlOpoh6adKU6xfj8HPDd4YCFs9LAVsVOo6XinNYdqUtp2wpTAE1xLLu1r28x1h8LtsBaAfxRgK57+NBUkg4M+eZY6JYhCIKPCZgZyL6JxfPR9CF2DoZLKXEWELZEATK13BakJ50BiBK8Uj/lZYoCK1OGSFsiag2JmCse1qgsTomQAoMrE7iQj3fM7yUZ3PFVzzzvyohMgC4UshkstjbyQQqXPgzGRFBn05DHabk0ktEQ+OQa1vpI3hnS9d5myTKnugqj+TI9/AsfrnXFy14v+/7vg9/9I/+Ufzlv/yX8Wf+zJ/Bpz/9aXzHd3wHfu/v/b34Db/hN/ycDRT+VbmCuQAep2HhvNXc6qQekxNzkwDYioZLPNLtaN+Xo6FckaGvV8DhxT6Nn/eOkwSxQpOpWD2tMc8xASeVaDLAw8G0fcakx2pM4PIMjngFtIWYq2JxnDOwPGVRPjxuiMCQXW+yHGc7KeRnGmQ1JKzm2dXbkTFkxfpkoM0GxDC/kmAYEBtXdyYQ/V9pBTgzIwTmdoRl8F7ExiDM/jU0JNmAcXQG0/IZ2oD1Sj2OLSEMpnsXMk/sd1F7h8U8kTjFHbh8KGNE0112bCIjml8xC9KFzzEZ4/LcSw42iX6x29HG0rYUtGRkyzP1WlKzFJbnJuWnV4LjarCSwQzcs2EAE6y9tfsXz2jWCVhvgNPPkJFZ7XNb8v3aAV2tnGQ7AQ9fvQEDWJ8IDl9oOLwg06MXQsPzsx0lMo61CS7PgO3KkMhGBw4vLCsWxUNS8XdNoNjYHz6iYZ3Nr+wsqe8JmRs9CFQQaK0sN8A42P39vrirNePmm9Pd8sT2jG7I7WRnUGfGLKkYWM3+em0/ef4DTL8Dm9ewLs8sL+Lwws745a3hXpGW59AtRyrK5w8ZyIlshpg1v7TvXp4PHN5p0KPNCbBzul3ZmdkOdka3m4Hx+Y5xUHSP5Rr6mMS5Gb5mekIqF+pnYjYwm5uf6IDYGmwnQCiYZnO/Xj48oKKYbifP8DVLfL3xMkrZKzMKQI+Iuvsx2/8fPmzoUbJICEZDuLPSSJZk2UIjQDW614ovT6gAKA7vON6Be750LjSxwGinm2IyDoY+N730WuYHo8XVK1678wJ6CeHsXjtwuXY+OwCdNWnrhQBiOQS7vsPv8/qSkquOxyM+9alP4VOf+hT+2T/7Z/iBH/gBfPd3fzfWdcXf//t/H0+ePHlzI/tFuMYksRFM/4/YzOabLI+wlkNQUys2RjocNJ3A9UBqqGOX+ocA3RiurcVPd0cxoYTaILMWtyt/hhNRoyZatFlqdWP20oSRzMGe7/WqdxICcIfQovYQCo7R1VqbzfZM7caA9Wqz9ohjijpL7b54vWixIy1LYuFuJ0e/UsGYvLh9cmXjkIeUa7PNuQbSUvBSCdGW9a5jzVpnaTDMa5//2uwg6wbUzOQEGvGfMxl3Wpg2ntJSLyylrPuFW+C6poDfZhgq1cmsLbNCNN47DgiNm8xsl2twQDD0sFoKObHUQmghzGV93AuBK4nwABoAKl++RxHi0LTixgwskMDSNeWpgM77vsQ6KLBtEghWtdw0aLPbPW1GWthbjjvixLu9wN6rQku5mWBnchXRrkyBTW9H26zBhwqyRJCW3JSlNOFiRa4z58wEx+2k0MOAISw1UwhId/6O4efE9shR7I7udTiqnZ2WZ24cTADQJWqoUQ7d2hGwtbTCtqMn/W32YrYgTavZvSbd+IyFDGzsHYZ5HXHqmxXSFNupRzxYlEqdKQ7jkKAjBpqiMRbDqzbkNPT0rJiia2u9HbzGvCR6BuoYQ1ndz3DfnwUFwsuwXinaAQa5KQgUPPGQSyCocf39+eM+y7Nyz02JHQcPzRT3+3TrioEKtsc10+/j+pIEb71aaxARqOovSCvAX4xrvQb65gLIF5uxs+6xXH5GZsSYrf1uborzh0zLlAFMDw393vaT1lfEFF3jXp6WBgQdYU2v1+rPV7RXDdqNYcswwl2eDfSzM9rNhcxRoTBLu5ZjmDZqOMaWPCDYrgf0aFxwup+x3rCWzaxLCAJ7dXlqxEnht147M5gUeLri5tkD5r7hHTyF9h5WbzSd9pIlVeD8oWGwmy6wtpvh40xfDgXV+mSYBeuHdcx5UOmKItMeB8XhC80EeTlwVtMnYVERqtNcVgoMsfVa7SD2B1vHbaLQsjU/nwiVZ0zILFGNmJq6lbYeLAvWOv+Ylr8dzYrfjgZppzcbNgGWZbY6YhgU5/J8YNmahRQ2Y5LCWHWje9gzLx1Ritm6oobPTUUNCgx3vTNzF93o7fLchcGkwK0EkwPSog/3KiEVn5mVCbEM2H4x64nx+u3ankXkMt7bLhJwgW1F4HUvTxS40nDdQ81CNdQ1Eq8Lb7fy7JkD/b457KQ9ezwk8pWsqXCwpjYyZO/d2lPP4H0Amlvjmys9BonqZ6p4dsxCz3j0+tYKOW04XC3YPj9hvbFxjUmhDp+5bA3jys4dBct64zCdNxsWfuwCc1k7lo8skPsen6G7521WgyH1TdLWsT0x6ShrQ7szHsFzP2Y1pdxp9vL2cMFoMRhFM3hFFejNio985CWmvuGn3/0IxtTCzbqdBtaniv6qY1wPyNlr9u8F69MBPW3AKsCsWJcZ+nQFLg26CsZxYEWDcj0PpkysTwdOP9kxjmp0QH74AGo80EY8awCeL7Jd2/f1OIAB9LspznK/APOthHFShTQA6LOBdu6gu3l9Yvx0nAbktEEdRrO/6lifbsCkGO/MVgDdgKWE397v9SV5rc/nM/7cn/tz+LZv+zb88l/+y/EjP/Ij+BN/4k/gM5/5zL/y1i6Qmjjb2tUaTLpXI1M4YNqKRcK4gVIzllJaY5/TDcnnRmbrlJodnw8g44buOtWwYDQTEaj9z5qJnLNpcpCcizZXvMWEjx5MM4WmFigDoZGGqxg5FvunYGYwALR54Pn1PY7zCuIN19gScVY51ijXCsvHhYCYIBTkeKmMQNQYGgHZgUhGUneVMRkjYjwc/+49GusZ82Es1QVWaOBCLZgxprQmamyamZBBL8L10rJ4hdDcGpHmFqdoJMWYtu0KA8MJ9K7AaIDWQ8T6itclY6o5fxJFJID5+sL3hHQcY+f3i9UpQ0xZKhezXmvsOlzEc859O2YWec3QNWFGEzGt98x6LwlXI8dF4AcyZxNqCIAEoCRh8Tz6GYiEt/BilQmJK1ANuw5PDLnQkxO01QDpim21LxMTmYJUJ43xwl21xIMGAKzitKfANOwf/O/cO3YK4mfw+XYmFXEDjI6YSxDrc73amJpiHIf9n3kMHJvfd5xWPDt4/Y8CbBwPATCbgNd5xHncjgo9bnYuqqW9+TM9hl+zulmooM28CrJKKPCmUCLe/5jPKOPIx2HjaYVWStw2+DCfc8hcCdI3PW462dq3eUCutjwnnM/86Py9oeuLftx3f/d342u+5mvwR/7IH8F3fud34p//83+Ov/gX/yJ+02/6TWjtDY/qF+kSP1jTnWVmshZVFFH3BYUxaIdKMyg0uz9cmsO0wX4vgQ1KYTG/0kC6IRNqi1lGssHiLpIMhC7X7BGq4T5qngFtLh2Nhg2W3asBlt8umfXIcWxXinazQGbTHMeRMV377houMA3FwazdUv/mlt80r/jk0y/gal6MYCcHKncrZbseu2QOHjaWsZDIIS70FAmTyQPpbuFxQMAy0t03TgmhaS5c7MIBbZEsu9DiCZjSjUc3Yb9jbNnl7clieLVMQmdnZCUBxAgAoLsZKrsDW5OiqADINDLr+2KeBdkkPABmTZZ6WRQlyt12BJQHfC1caEfbShd4lmTijFQt9isHkzyiiBreUIjELV1nzm0xVDL7Un43BIkLW9JgxPhVwp0qjqSU+NPikHwpiHdu18k8HgBSefVzqhNhTzVqRQnhaJ4mDUHdPDsewyxcuuGtZhqpbMCSCCPc40x4zJblHVCYmvTf+8B26Xb7YYTih4MLB4ElDW0UChpKqJybn5cBmQfacUsFjYKDCoykUGoPJnjRAPEmHKGMhnJo73ny1n2cSQoWa6qRawkBpA88Oz7gw6fbUC5qA5Z2tHvluEF9XuPJhvlmsRaR5COzAotZrDKA9tCC19kLSZ9Gu21xheVgikEqekXYNdKDN8e4XtEOW9Ag6bAqm9Vg0eOwMSMFsnZXROYBOQzMhxVPnt3bvYdhniB35VcF+01dX7Sr+b//7/97fOITn8A3fMM34Id/+Ifxwz/8w+/5vX+VsZoZI3z4sCVEGBye4Ph5A0PPkgn/ft+npbcFuP9qxfKRFQsAWRoO73RLknG3oHaEEKBVOLzl3/LECFAnRX/VrOMJJJIfZDNGFQy9WLPjoMBbCzAE60PH9G53y9UzN1WC4ZlQVejiauBhYHkO01yHYH63W2camNBar9Mi47ui89DVwIee3uHj119AE8U/Xb8Ksrgm3wAMibjLOBhmLS3acQTWZxvmpxcMFej9yV11iOSr9mCWAl3s5lr2NmAfXtDmDVc3F5xfPcsSMHonqDDQapCQO1je3oB5QCYFXkzBTM0lJjsLVrtaWcHmz3q6YDs1Y5afPQCLx6zuxGDwYBr/mExA0IULVaxvbTh86AHXpwtu7w8Qd1vK8LVCYtpSSycTeviqYWM8Dsyf7+gXwXJjgofu6Lb5enksDT7fy4cGxlPrFNMfHM5yUmwXCSbMK5P87Pfz25sx0lXQHgSHdwXLNYoXJrvGKGyveD4ubw3okxXb0iDnhtNnm5ctYefV0ckSFWVNK2N7vkIOA+fnAlwaTv9ywnaym/p9swSpzcI7pMdYq7fFXKuL0d/VZ035Wp5IvDfCDX6e6Ja+PFNcPrKhnS2hcLq1TlcbYVXFBfli3F26L+AiGKeB9mTBkycPWJYJ28/MZvVRAUKCwSiF6hDo2jDdXLB+7QVvfegWt3dHrJ87AfcdOg+0VczLdeduK0/UokWps2I7DfSbBboJ8M4Bsggul8ms7UWsV7QrDlBvD9ns3o9+5CU+fvMFXMZkMfYuGAxzrILxMGFa8xDJJtBNsC4dV0/OWNcOnIDldkK7NIx5c0sfIELcdnTB2U3pGBNw9/EV81tnTPOG+5+5jtAWQJe//X87aYRyMARDBdOzC84u3Kc7QTs7kI8reCG4Pf5Nz5YM4PzRDf35BYfDim1rWC6T9dy+60BznslOcgfT4PTyswiOL+P6ogXv7/gdv+P/LzKXf65rmwFsxuD+f+z9aax2W1Yehj5zrvW+u/ma0xRUF6gEEyj54oALLHNRbNmokAxIuBKIYtwoTqVkR3FfTgRC2KBYzi0DNopIHCNLsTFSLP/BJlF+lAPBliVTrpju+tomoUkVuEwV1Zzm6/be77vWnPfHGM8Yz1x7HzinzoZTOGdJW3vvt1lrNmOOMZ7R7t72GFdPdjhczDj51IzDfdcCLxEVmtoE9NNEFdPB+lB+1ltfxN2TK3zq8TnwM89gOfcgEmms3iaLkGRUbl2B4xsWnNy9wr3zK7zw4BzlQ2eep2oHpqzA7soENByN1qMdhn7S8Jve+km0XvDCkzM8fPS0Bb/c6XHomTLS2DrvYG9M946Ypob9fsFuWvHw4bOYn1h/VIuY7ZgeV0M0O1grurmjPqyod474t+8/jy86+wjuTZf40ePbzY90nlHRZbWgNfrf7B/zMZ++4QLP3nuMXW34V7/8ZuweFly9YUW/rBGJvdwx39Z0UcMfuN5Z8aY3v4C5NnzRsx/FD33ki3Hy3GQtzx5VD2BhFS4ECgaM2Z6/8TFKAfbzghcePm1CpHZJJZBm5zNQJut5u551PPX0E7Re8OydJ/iFF9+M+XHFctKwe9Giui0GoKN7+7o+wYrkT8DZZz3B5z7zAt5w+hj//BNvxnpRcPHMiulxNVS9WrtENc8zKG//OY9xuj/izskBv7R8Nnb/ekL77AY8mGCmwRJ9T9sJAGQ0annTJd709CM8//Ach0+dYv/chDqtWPs8oHEA4SOngNi96QJ3zq5QSsdzv/QUTp/b4fKp7j7Tkms7G4OyVnkegPPZl7h/9wKHZcbF4z2mf32GI6NMw0LgaNkj0tm67/wNT3D//BL391d4cDjBix99E/pZA9aC6QVf02I9cdmub7osqBNw+aaG8tlXWI4V/VBx9vGd+enuIaLVLWLflYwdTeIFx2cbPutzXwAAvPjwDPVf3slUIrd8TFcmPHr3xvEwRRv3j/jcNz6PN54/xItXZ/jwz9y1+tCnHl9R3OJTYX7FtZgAbwWnp0e87c2fwLMnj/Hxi3v42V/+XNTLguWZ5jzH+tEudzuw1OQLvaDvVtx55gL/1lMvoqHg5194K+qx4Hg1oziPiBJ4jmg7LSBzw//7TR/GF5x9HD/95C0hoA5PuYVgAcpFtWAq0pMHJPbLCW9+60M8uDzF2e6Ij3zyDPVRRbuDCJarR0uNa6duqm4F84MJ62nHv/WbPomTecEbTh/jn37qN6EesrPR/KRYzAI83oW1pdcCLAVvfMvzeHB2iosnJ2gfOQVdaNNVWsTggKUXQ/197sBS8PRbH+CNdx/hbD7iF198Gs9/4h56s9iY5RywqE23rDjPKLT43ML1sgXv933f993eUz9Drz75pi8Fl8+dol5MqKs3B3cHfVkKumv7FCTReQYF5VDx3PN38Phsj8sne5zeywCctje/rxUk75HX2mguXAoOlzs8v0xYn8yo52mWOt6X9B72uvXyjWW2A/WvPvk0au1YlgntzCMzT1csZxZ0YQXdS/rLpo56uqC3gqVN6K3gCju0fcexdrSzjkOvWO80LIuZw830aod4vbeiFuBnPvXZuDe/HS8eTw0NYodeevT9DT/O1LGuNYOjpo6rJzu8OJ3hZHdE33vgxNyxnrvpaS0eIVlCiDGn7xPP3cPp2QE/Xd6Mvu84PNXQThqu3pBIYu2sDMSApIb1vOHqco9SOq5gDHnxtY60Ds8XLKvNtTd//q7hwcMzTPOKT7S7Fi16bpaKq89qkV9Z1mL72uCRzsaALh6c4iPlKTx3co7Lyx1wv/v7PS0XvjZtZ4JtOTcaOj44weFkxuVhB3RLYeolg1PMykBE2bGeZYTv+nCHjy/30RdTXtbTDrSKerZguTuZkDyUDKQC0E8MDR0f77GudKAVHO55NO6cDJEmxPBTu5VmfTLjxXaOWjva5Yyrp3ucpWWlGyTTOxaaywtwdbXDc8uEJyd7PHlyAtw1syx6xeEpK6xR3E8KGFJeaxaaWB/ZwSxLweFpuF+vo+/cOjHbdwCaMYGrZ8zK8uKjU6zLhPZwh37XSxz6HlkLx2IRzW677B7hXFrBxx/cxePDHodlMnreNTcN1zi36EA/VhOG7mM9Hmf8wvPP4KPzPSzrZIobAHhwY99720b3S1Jg0/R78XiPXyr3sSyTuU8KUJy2UJshRTTgpFlFqUMJ4ftTn/ocfPzuPXzs8X2gmNBtew/q8rmth9zndtLNDL4WfPSF+2it4HHdGy3vjIbo288GJSQsBxOl42PP3cfJyREPryyP8Xgvz8LVuaUkgX72BlPuvPfxpx7cweFyh34xYdfNUtF5HmdTzMK0XzoweZvXDrz4wjlaL7h3eoVHT05Qdg1l6pbWVwHcWdCPFX2dwpVXTm/P1vxpRzX/m3j1aqkGZQV2z8+mzU8dh2damnaPWXWnwFEs/UEnttntuRNc3JlQLifLwzs3osdd83syd5bBFu3MwyeXgv5kxtqBcjQzLuaGcjlhuW9pC+XoB692lItpCGJZPnWWRHa6ou8KptMV6x07iNg3tGW2gw8Ac8P+dMHhckY7TOhTNW1y36yiztmCZZrt99FQNfYN/WIC5o7p1JxAz3/qLv5/81twXCvO717h8VqAKzORGZCsJkQr0FZDr+XoAu3xjIvasZ5W9F3DetcPyJ2G+f4By+UMLAX1yYR22sz/wrD+T57g4pmCj17tbG4nto71/or1UIGLCWstbvoGgI5+uqKcrlgvJ5Spox+M+fVzF/K+F+tcgX1DeTSHv6fvTWtuD3fo5wXHi51FnJ6br6jdM0jdDtWiUvfN/HiF5mqgPpjxZD3HhQer4J6vy4lZIfrZamhGgnqO9wwt1Acz+n7C5dlkUbn37XnLfRKj+4i9uX3bN5TFIkenRxPwaIqUiXZmqGl/esTV3QnttGJ+YNGc5VA9tckR1aMJ67F40IwhzH7SzDpwurqpvhqq8Pp6fdft4xcT2qGawnZVcXxmNfoqsHFcTJgf1izIcNpt3L2gXU1Y1xnLwQRguWtBMG0twFNHYGpYL2eUq2rm0F1H3wPFz2N9PIU59uoZW+d6KFieWlDWOdw+1nmre71my00+PjxBuajYPa5Y7rcUeMXmVp9UYNeihGg78cjYpeLihVNcnZhE73cXlMnWpffinymWy7YU4CRR53KccPniiSHKuaHPzSwouxXtHiygam/fK3MHrkpE2aN0tMc7PDpO5mN1H2+tHXD/cTtM6KWgnqzGSy536JPtxS998mk8/+QMlxd7oHrUO+D+14Z6thhdF1ixjn0zf+/jGRfPn6HsV/S1xvoACP61LhID1IunDRr/a588wZM7M65Oze+23PWgKQDlqQPwsdOIw+hUsloB5o6rhycoF5Mh3AYsz5rlaD3zyHfff/j6W4CZB28+v8ejqaP1guOTPebTBXVqaE8dzUJy9wpXlzuLdG7FlKBIe3r11+uCVy/XyKqnI6x+KOqVIYR21nDwKirTkxrVlSwXtqBV04TLAqx1Mp/YAixnK3Z3D5imjsPVjOnDp+FPMn/xFEjOhCqMQI9Ad3SLfQOOBdPFZOkAkwkUwM0+vaZP1xXT/uwBd+5c4mq3oPeC48fP3AzcMD2p6C/scNkKcFVRPZS+NmdO95w5NqC3gulYgOOEdlJNU14L1stqQnzf8MKjMyzLhPVyNr/rU2bXvrrcof3yKeaHlvpgqUEmONpiPrF2nHDVSxyoemrM6vTsgEcXxljbuQeerO4vOxZHxMYAcaiY7x/wxmcfAACO64RPPXcX7dEuhFm9rCjnC+b9amhmKRltOnfUOwt2e7OvXj06Qakdnc+dij3naAK5rxVl8hzO2nHvjY8wlY6nzy/wS889hePVGabzBSu7YQAonk5SDhV9bkCrBnbuHI3Oasd6rOjHGrXBj/d7mhQb0OYGXBqDK8eK+Y0XQDEGe7jcmUA5bSiPJ0xPxqDHXswfZuazjlI65rnh4MiNih1KRz3UjAwFgKmaqf3cU8HecMS8X3H/ziU+udy3UqcnDf1QIz4AAOqxWmrGoYrZD5hOF9TasMwz2sVJFHqxCHX//sGCj3o3QYLLivM7V9jdX1FKx3Gd8PDirgnw04Z6WQ3J7l35LCX8vgCw3lvRn26Ydg3HywnzhQcS3jXFCs3p/2h0VhngVzrKGw84OVl8zVY8+sh91JMVJ2dHLMcJrXb0xSXGUtGOFThpLkE6Ts6OOFSj6avLPdoLE8r9gwkfTCbQXPuo+xVtMTo7vXvA2559Hh9/dBe7eTWafmKh7OXKzg8Wt9d3YDpZsXpIdtk33Dm/wuXUbJ8+fj+U9DI3U4Z2zQTSWtBasTHMHetnHXB694DT/RG1Njy+OMHVvMO8X7FcTihXFfXOgtUVrd3pguU4AfsVpQB1WlFrx8l+waOHp+i9YN6bjX85eErPo9n8v7uG/ckRFxcT+lTwzJse4O7JAbV0/KvyDNqxmsL14t726aRhd37EcjWj31mwzhPWuxY8tk4T5jtHzACWskcEhB1NaWhnzQrRHCsmV4amkxXzbsW//Ybn8OhwgsM64XRe8MvrPRxOGlDcYviUdLZ4ldfrglcvj1wrixEfQ9Xnx5bXiX0Dzhv6kxl4gnDCR0mx2fJtC81K7s+ppyve+uwD7KYVn3x0B1cXFrVgFYiyGlNpQFtNuwohU4C+a5hOF6zHnZUTnApaT5+l1e713ritRMRmf9OKp84uUc87LpcZn/rQHWOaxVB3vSo41Bn1YEFbFrFpf7MzSlkLeisW7XzlptcGO+zNlJTj08DhYod+NaE+mVDeuODfeupFlNLxicd38MLHTzFfWG/W6bJYoY/JlZUzWODHcbL77jum3YqTkwVn+yMedbciPLWiX5gy0/eO/M+s8lJ3c+L+5Ij/1zO/jIeLRTM9ujjBxZMZ8/mC5WIGLip2Jwv2+wWH0nFYdh7I1FGmbkx9WjHVjuOVHY0ymWKA3g01HKsxxsvZ0jLcwvDW+w+w9orf/NTH8ODyBM/VU+z2C9Y6R9BapKIcCvpZiTXcnSzY7VbcOTngk8/fMwbIlI27Lgw9+ApTR31iZsi6AM8+9RgAMNWGT6z3LLDkZAUeWYBc8/xYXtPBdBXWlZxqQ3VUwgjwtutRnjMiuRc3Rbv/bXey4A33H+NN5w/x/It30B/NqPsVfXKFs7uP1wNSNK0EAOZ5xcl+wVXtOE57DzQS4V8RboZwiyzA3dMrvOn8EQDgkxd38LB7GuPJin4smK5qRm87/TIveTpfcH7nEuta8eRsBi5mm+/pakrZYuO02IASfmoU4A3PPMJTp5fY1RX7uuL/+7F7mOeG0/0RT6i8LWbFKX62VqaLATg7OaDWhvvnl3ixF1wuJya0l2oCGwj0PM1Gc3W/4rPvP8KXPfuL+OfzW3E6HfHCwzO0OtsZPhS0u92sKt38mNO8Yp0Mpc27FfdOrzDVhrfce2CCF7YHdepoJ6sFhhWgHc1f3daCMjWc37vCF37Wx/HM/gKP1z3+xcffjKvZon+XskP1+BDyzP3eXFbzbsXp3qJP754ccHd/hZ+/MuXzqbsXOC4TLuedKS9P7qKjY5o6dvOKi6mjziu+5I2/hLedPYdPHO7hap3wwqNz7HcLHlxOKBcTyn7F2dkBj5aKeW6WQnxmz1znhre84UU8utrjhYMpIPNuxdED4bBvNucX9ii1oXdgmlfM84ovvP9xPF5OcNVmPFl2eO7xOY771falAPuT24uuKv3f1I4Hr+B68OABnnrqKbz9T/9/MO1Ps5RcyQCB1csD0kTGakpM1ufhZvm+5iHuu0fA4Z75HVAs+OP0k4jmCKz4EkX9GWnpz9aGDdYcHVG6jO9pqgWLqgOeIO6R03UB9i+ahn/1tBV14NUnSxWJlI9mQSjrSfe0no7psgymOVZ3qQcLflpPPbXoiVkHWCSgHAtOns8gqd0DY1JRPYaqX3cfZUGazs879g+qIf8dkb293wsyKrN4Mv8dS8yHKyTz4+ruAvpd01cf++iFPJhDGHmdDR7MkT7MNpsStp65z/mku3DrOD7TAhFOTyp2D0wA2N6UjByu7mec4Sk6FplMGrIUtRJzjTZ3SHcG6a6sVuYyBGsHTj9ZcHjKzKVKu6zGxVKWpI+2szlMVyWEJHOD6wKpLoZoFG/FJ8wX1/YduwcVu0cW9DddWTWu9czX9yjPn3IekfblAS29mt9Q3TBtzuIbfQJOni+4+Owe1ZzqZcXuYcHsTRnq0dKB2s6DGZlGVOxcZICO0fV0YeM6PJUV5pJOkMVZuhVysAAuE+T75wuOT3VLA+zA/EjzV0q0auT7DDhre5vT7kGJ4MrIHS22F8sd2z/Avrc+s6A8NAVuelxdibWzlA1JbNxXn7VaEKIH5LW9rel6auUpi0fqridjl57S4Wlf3SLGj86zXLBOV6ZMtBOrqjVdmD+WUc/rWQ8a53nrXoVuusqyr4DxwF4T0DQfJ2l2uZNpadPD6ilHpoDXg7s6gOgGF3Odk2atdWuJdCC6+JjlMF0UXL2hxTiO990X79H7vXbMD6eMianAERf40Ld/K1588UXcv38fr+Z6HfHKNT8xcMKuGUAK0kSEyDquS/cygCWEBQ/RVIwA5sc9qvEAiA4dhWiWaRtM/PduSGRKZLAAwC4t4fu7j+ioEgXfndmhsqY0/LUe1Xj2pURA2Hzp1Xq8k0wUUnhkBEl0jOLdYJhO1WzIrCrDQgjzY6u/25+bInqUqUi9GpPsBcAJgBWoj3xuK7Ceed7zwdb2eLdG5TBdF7ggKF6lZvIczd3Dgv7xaSh8YmleHex9e/KiNRLoc5bBZLvA6QrR5Wk9YeqSb6yjv+kCaI+dKZ5Yf8+2L5gfT7bPu+o51rBoVqlPvZz6GntLvHqwvO79izBrwIV1FWIqBF0e8xPmVBfgscUYMKd2flKCAS1n7HhUJPq2YzkW7wXtPZWP7IVrWs505XQJKjRWUnL3yL5jViBE9ab1zPfYazobk+thYp6ubH3Zx3W+sHXOXsDSPxZ2b1RL9ZkfI9wwfS7YPbT1XU6B/QsmtFjNimdyuujYiVI8P7HSj9MhSy9aj2LvIb2HmWpZQKMX7J5QCtl9do/tHm2Xe9Tmat2hFpgF5Ohr4Iqr8QCvn+zlENnPtk9k4PZ7Olg1NXY2a97Bar4wupkf+zkrBcun9tELuRe3WpyaEKoPrEY3z33bmak/gMHKEpdTKOimBJdQ7qnorBeWjTA/LDh9rqNP1SrPkV/4OUGxcz9flmheggdOC2sqeL0kLZfV9qBXV/Inm8fhntRzPji4+Ij9zzmW3qM5ghUyKbG+WgSFPcEn7/vdq/UKL90UL+vFa3thCo+Z5/cPgMtjwf5Bzfrz+wQ6UQ9gUd/Lq7s+bcHbe8c//If/ED/3cz+Ht7zlLfg9v+f3YLe7xSrSr8FVlywWoRcJqplrwtr3NWQRjO51Sb2Dze6hRUiWuQyEHfllRb5TSiTtA8b4++TF8bWoQTcBrxWGKAAt0d8ZjQt0E2A9GBCR5HTs5lutVgYT7tOarjpW5HPLau+TAFE8WwSIBPfZ05PYpq5XDNWDgtm64JzB9UoUx8L2RNtE1XAhDfgcqUW7JWG6QioZSOsAx0YkYakqJZSKXmG+njmRez2kQhM52QcTHoE4F7cY7+T+3WmmS25odyXGmWR87tgx1WLtCc9znFTi6tFpzOdqAqIEClv32QSAxeStkTli/eYnOr4eReKpWASjctMZkTJRnm2I/b17ZMxrdbok4y/dUG2vbu1gvXAA84Wh77bLnHEKKnYEynXz36sNotWC3SN7bbo0uivO9OjSWO6UUKasApzTjlTkYqrLfNGDYfYKTJf6vyvOzZDT7kkWp2AN4tJ8bCXrc88XPdPTSo5jPcvnLWfZWJ5MnMVcSoeZLavwjpYKRHSsuso1MsVLrA9hQifdd8m579g/KPF+nBc5t2wZiQbsLhBzCyVIm3ww17p2yz9urqQfEJ3ZaKUBbGwcM9Mku5/9uvYIqqqrg+NmCk7UNOjkGdZIxvLSLZK7Lt1S7Zpb62jpXozWLe++xFxZdGb32Pe2MTffNKvp0A1x7+y1+bKEYgkgFI26GE33KQxpt3LVX/0jdn3t134tXnzxRQDAc889h6/4iq/AO9/5Tnzrt34r3vWud+GLv/iL8YlPfOIWh/brfxUXoiTEoZycmmVa/vA9FdbT0QiCmxb32d5P0GhxgVVXJ6RmBGEoF1l5CXpIEOXrorKK/x9oWQ6GEWAeepa7ZDk8MgggmSacARlSSqYEvz8ZRPWx8/712P2wUXHpqYW37gy5Zz5g2Sg8BSh8vpeuK91+U7GoS8+8YF1jHjDuWU1GYetQ0qLQOP8e7wGuucu6mkktTW+F8/HXQyGCf06YHX+X1ZShMJl3IBqgryOtmDKTKEz3l98vSwowsyz04XNk1kFydaRr/h1rJf9TqePzo2oT5wcfs6x5MC5ROEjXYX3w75C2df+IuqvTP7t4cf2iMpzPPQqc1Ny3GO8ynl/SJ5Vgz4yKtVbBrXMqqyllrOQUXXVKnpE4u0Hf+Yxhr4UelMfUJecT/7dcfxPeHcpzohoU12Kl5QGhXFW5ZzzTFVLWHTDhljzIKnSNikGRsQd9lc1n4iwlLfGsVu+VXY9+ZvjZ3pP3UYj3nnTq9++y1lWVRDmHvH+cGSoo5E1CZ+yva0Alabes3dekx9orb7zN62UL3ve///24ujKY8uf+3J/Dw4cP8fM///P4+Mc/jl/4hV/AnTt38G3f9m23O7pf58siSak9wjadpsyNMJ7chEXCNYRoG3a4l0EtgdRK9rulcGs7qtmJJnhZTmfJQ+AmJiOaDPyiGWc6WFszHnh0N5eupuGSebCgP4uAhF+52L2t5F6PmrVsYM/ermZ6wliUgodD/VVyWb3mEsg1SvXBEB9NkPWYJf2IVEuzbj9l8b0JppvKiY0jmQjNSZFA39IUWBxxsBwehTqbnRsdlDD5UiNvbipPJOE9SHe2tvXoh3axzxkS9vlX24tGBMBKXrscH9EJ17F5YNJ06d1nnA4M5SF849OVzWFyE3nUJPZYgOnQLSjOLSxUrirHWnIMwax83Oupn4VFSpz63Ll/80WeC3aiIYONuINTrj0Fq41z9yQZdpSK5FloYxlLIqfpyktF+tqXtbsCmYqT1S2HKLK+1rQwuECgAGJ5y6BneU+Fa9shGtBPLKRTSsR5MIebpUOtJSEFG8JcP7t7JZ7p7RfnC4hQcoG1YLBUTFcWa0Alp+3Hjlm0GMS59DnVg4//bAx6q0cTlLaWIx3sHvU4o5zX/MTGMF/0gf7MGoNRgVqcfvUsrnzP94tul6O5DKgEB9osAkxodXSrwHRlRVzCZUe+6b3JIzvF6di6ThXjZ97Upnl9hWipOqd7gOd0oI1bul624NXrR37kR/C+970Pn/d5nwcA+JzP+Rx8x3d8B/7+3//7tzey1+ISxqNa6xZNDcKqj++X3t1HVeKeWyQ3aNcU5vocyuMtQhGEoakeHG8XdAMg0BmFdH6+B6KLefmzQtPrPQRdMogcI5HDYBnQ8SsAofbf+2Ax2H6WSFi15ViH1vN5qvFS++6b8ZXcH0MR49qpFh/zkfETKTL5P5ixa+rmcxhfV8tHuiHs/yZ7UHSder7W9X032xtKc6VH6K7Hc29GQhEYpCizy/z1O4IMdR+VmcV6b8zUtIpwPhTKMd5urw0XLSaKmOFCrOdrSiMmiGS/SJNyJmP4dXyPfsZYc37OlewuXFDvH69x3Vw5SITX49z0WkK55kWhlmjfhacgeT2DtFDFGsnYB3oNvpEKONeNFouttW5QboAwh+t8t2sZ45TnRTDnmvcJ5SnOcc6h0uWz4QmD9Q+yPkLjSquxD/46UbSu97U987VSIEC6MReNj23Ss1Hif50Tyjj8V3u9IsHLkpHPP/88Pv/zP39479/9d/9d/NIv/dLtjew1uKYrIzZr7m4oCAWBJElglnAvB7shGo3TrDEcFjFlhka1GOqYrqTYvt+vzSUi85ZzR1NXPQIb+IyyZCBYmyzggE0TUJBC1JlEWRgsUCIwjONbHdWSefZa3MdFjdbneVZiDdCzl3AQsGv3naixIXySHMtyyvxIm5v5gEwLZzAF/VFm4uuhyEyXthYDA1oRfWiJJCm8ypLRyhZg5AzRv7+6pj8dulcWM2ZJi4chiJ6mzjBB9fCNl9bH+saOWqerHj8xXj/4hgZ8jOs4xnrswSCMDnr4+Bm4w7kczwuWU9PiVUmkFSGESre1sP3oYW0ZGFe1Z6ivmxYFC2JzRHJINwLvt+7KqIBSuLppsVejL2XAxzslo7lFOTLhbeU7255oSIKymvlU69HRlCNAoi9aEBhfYJaGEn18y9pj39TlEOfLgwHb5GdRTNw8w8u5IaU89z0aphD9mqUpGT2tFetJSYXYFb7GVqTAEKREAbyeFBzv2ppNVz4nD9QK8zeU/nr0QrZgQcS68IzREhMSRSxSNs8SfEQzKWyPbM6N9bWpJDOuxdds3dsarKdEmvbBFvELPXLWezHe0KaSvPbo44DzWHEphJXFYwr6bN9lMCJKWtDoMqiL85ugy6TRyQM4taRo25dQmNoW2LyK6xUFV/2n/+l/ipOTExyPR3zoQx/CF33RF8V7H/vYx/D000/f3shei8u1JCPKEq8FkhTGor4OwH53iNa4UWlUex/8hlu0sR2SomId5wbh8bCVKRlgIDP5PxBik6961KBq9oEqSz4PkHlz7lW02dDKezDZLRIFkEgxfDkZvKE+NqJ4RfPBJGmW5cd9zFERTJAk11FRZayj+LQHjbn1QGox/o07QJEEI8qHazMGG2e59t2qdCTfsy/LuAt8ndJ3HpHeDRZ4o/vE2wkSocXgmnVE6PjaPDav/0rrqGciUZgHr4mFADCGWtcMbCod6PoM0hZRHIOUiLicWXMNOb/u4+hKmwWOSPtAW4H0tvOR711bjwJHuBjP/XYtuS8yJmCk23jkr4IIB5R2ANjaj8iuF69HDJmn3qdA9t/91ugjHyNv6Kn4KeKL38LDYgw6D52j8seSrw+pe3oJLWwvc5eNbyTi93sqbyvCd3nv7nQpt9la7JTfDPzuFq+XLXj/8B/+w/H3u971Ljx5MlaM/oEf+AH81t/6W29tYK/F1faw4g7OJNi+b4FtFDVrbf8XebMuHFVIt6m4lo6BWKdLE4htAuDItgkitCAB4HivYP9iD98XzYoUXHXpo/bcSwoJZy7LacHsaSp16RaF6mNVvxf9fvRd7q7y8MEF0HJKTdRTU/qIDmZPScINKVA2Xz91Hrm4sta1Hyhq6PQpkdnEfabiaSjcD2u+YHVZkeZy8cVQULd9Cd9Y9+pju8cdh3sF8HtOBzHdNUchpQyBFkyv0YPJVJF2gkQgRUxcwsDpj2M0plkFMtiLyDJQTE+TcWlM7bCodAaY1aNZapYz2+vltAAMvKPyIgF2hmh6oB3SMQNNeimOim1udem+ZwhLSJtSAVD/Jl0tnCORD020fSpsFhP7qOi8NABruiSsHWdJa0QgqzxPjAVgalOBR+R3mfsOZuXxvbHn5znhGNDdJ+2MluvrbyVa6h04KVYXZfLUo5nnN/2DPO/9XLuY2c2Z30ozOiPSM8uhhFBps/mMeVWPc+BnDN1Lrv2xRAqeWWf8vWopgcseVqWqAsfTPMcRv7DvkeIYivpkRXQiFUzOPz9DFDx5poBlDADdaby6JQhuAaluYYy6Bk5D0Rd5lyZvxinQwleq86GlZ9vRQn5UUNGj8xetb0XmE9kER7OkmHXFn31eYv9Il7ur25O+L1vw/s2/+Td/xfe//du/HdN0i1j8NbgGLR6jQB20VtH2BuTgm6Saq2ruBaldDT4n2eABqehz5J6Db5aMwxsu5HPJOfI5vRSwlu4w75dyOGxR0Eb7H3ySGDVFfT3Gqv/qvSuAZVwT1WwH358gl8E/1g0155rYgEMDr+N66pj6BGAt6deWMfYJ7FV/bfzUsgctnnup+1pyXIroyVQVBQ7vQ14TYdV7GeiptB5ms+34tigybrnZz14LuqyxjhEu75qn4bDC0jB2n2dd+3AG1Dx3za9PZcCtACF4+Zkt0tDxkp5lvtvPKNNET8WCz7oJeQ7j6Bj2rfvxyTXMjjmKkFU5jXWSeeaDkMqtPovz2KwbBYvGXwQ/KjnGGMdKS0MZz+YNZyAQY9CuIejr/MzP2Q1XrNmGT9h73Q6H7I0ibCoQw3i4DjfwlQ44yvevKQ+T89JvGMtLXXpmio6Dz24v+dVXfH1awVU3XXfu3MHp6emv/sHP4IsIDh0RQUcU1gsiPxVILWrdpy8TwGCCUpONRb8iommPd1nKLr9/vFNwvGuJ48u5ESnf63Nxf5MfZo9snp90zE96EAgDkYowYkYsmlbpOXEFaa5zwmqsQ31Iv4pFFPaIhlZfGKNHp8tEaEycp5mN+aOGHMYoTebislIS4H515B4APi/PVTUk1TPSsuQz6Ucz/zAyUpFF84/ICGDYekxXphUbapO1ZdDMzEjKnoe4pL+zz9k+kGiHaw4goi7pJ2c0qaEUQxCadpKFD6gsuFAq9jfTJqZDx3RMZMiTHP9zrC1jDhjssp4i+kgzOrXt00/OqmLoyNQo+u18/sxppZDaP/CUMy+YYWdBIqMPRqua8sEYCu43LS+GQM1ft56WpIXOABxJbXLUbL2zU4gtjqBYeGE62DnRgBqzSpDOLWCHAsFyR/2eXA+fU3e+wHzTuiCQW2QU7LMRAGMawve7L1GYZbnD7AMWeOgZ3LPa2SuMqhZLG+/Nfa/MrfX5x9mfssAGv2ulansUGNk9YtxAnjm6qZr77s2X65Yzj5GoS0+/dM0+w+RXZj1IwR8R1FFNz6w0bS4RezL5+eUZIS2bPz195hODHpFnRKPT4fy6eqBfpPH5WrF6W6+We02+0XbW05d8Bj3L54ZV5BauWxO8//P//D/j+7//+2/rdq/ZNWjOBYMmdROCo6ko0Mv2c/x/q7nHe2SefdDUANfQq9xvQD43349jI6O+poGKxq/aZfh/HD3ZWqQQvElrHCIt+3jPGzX3LcrbrKf6eCmwrz/TDoNppRR4PV9v/B+pDJXNGvpvplht94ZBZ9vxaaASUTWDxBgQNloENhvDfZZxDBGo2zURoRT/UytX1Mk5EhG1zWaRFgIFlOE711CBKI7DOGTu11CFfqQg0Ai/o9HK8Zjt/nf9/ua523Eg5xkmxiJ7LUKpO2rS+8dY5FnbNY2x1HGO3PPhPnK/7VoMZ1jHdtP+9vyhYh7vbc+SzCVoXnJi46zpj3yn+x6HoBv4gExic2bLZj81Yj/WU+dPPnoD/7Sxb8bm99x+R8d5owVN+coWneqYeR54T5lfWFJ63lOtCLd13Zrg/eZv/ma8+93vvq3bvWbXeupa6annabrPM0zG4syvS8fuUTcfTkmtmdGjmng/eXED5o9ROyfCsbJ95qs01NAxsfpOCCMhcj9kbWdI2bT+HgR5Lb+Pz/DIyrbPXMzpomO+tHFPVwhE2D1ykr4bQA7riiEfmCgA4Ps9g1fEVETN2bR6u2ck+jNVwf2rx7tEIz0OFQODqvtBmRupxSmmS2RzAJ8/I0rbXKLEJ0sTzhdIxlscmXkAz4hQ7TcT76v4oWL8jliY12h+PTMNsrxeWgdM2YqxRSyA+ZtWR81R/KFkPnAEkrllo80loks1h5ZI1uguTb9akKHXjKbmxX2L/OPIJTVkd7xTIpK5T1ZiErDPLWclaKdKRHtT5FgQ58aqYWUxhcYSrCXXX1NhqARN3hyevvm2RwgfWou4d3Vl9S8MeZ50J0RVOPrOBZ01VlZzGlxPPXjJ/fvkDVHqtW/M2iWtQtx7ot/pwv3Y1VA6o/jpSmG+Mv3OVAQ0p5T/T1eG6lkEou0sxuTkRYtCD1RcELnqEX8haJoFYbgObTK+1OaC+ZKBkyX+X88sC8POu8UgRLEZJMrnXpCOOL75oodQa7Pt0fFuyajwycY0PxlpNhQvR+eR47xYNbIIPATCWsS5htXtEmHJs1gBWVevXcDKa9dcBa/iujXB+3/+n/8n1vUWM4xfgys0dQb0dEQVnYhEVk1qq3VV0Tb9Z9D6FUn1UWu+5mcVBKCaMRFKBh0hFIGy0fI0itH+F9SxRR5hKkf6dW5AYolyNa90DOraIj3VsHV+ljNX4v/tPAcEIhp1ooHr6xOWCjENcozXNO4iY1W0pTnYnGPdHMotWuFQZKyFaIBKAxH9TUhJ76H+a3l/i5q21pltAZYtKlLaHmhZkRQD+EreZ9gXQVJD1HzfzJ2Wh4jAznUmvVxDgURsitBK0i3vsX0/lolIRX3F8R4CwWgFNF0/jYIefm/uEWdvEK5l3DN+R2M55IxEdal18xkgz4TQkeb4anT2YAHTH1xfA70nvzMEMDK3l+fYhTTNtVtLnQ2Ga7q5v/9mLvrg/uD7RJR1XAPlv9esffKjedOsC60utmE/tjwieIxkCDivHOa2pZNbum5N8H461z/6R/8IX/d1X4e3vvWtKKXgB3/wB4f3e+/4tm/7NrzlLW/B2dkZvuqrvgo/+7M/O3zmueeewx/8g38Q9+/fx9NPP433vOc9ePToET6dy7TXHhoWNSIiKPP59MGkRdTEyMhoauBCu88Z8Rm1jVnMoSB8lard0QxFv3LzqNnp4Dmec4mI1CgRt2anEx5U1s6dWPO4IyJ70yyJyJsD3G99wuL3rvVPWdCeF/Pg6tE0S66TVYeB+XjgB4EViZiy5M/tk/udlfGx+s2lWROUmdr4cyxElOs+IzbbziJ015MC1PTVoTJaWIp0uG+U0ZZUOI53kQirIfxr9Ieqr6m4D1WFawTuLD2eT3/qejp+NzRxUX4szxJuBuzBIKPqz5poGECakX0MbWK05ka4ikICIKssCQNnbjKZF/PH1bzICHjWvp6OPRohwJlZPVhVIdbuzrxgeDU4VwaduTJS1koW9og2ZW58zKHLmvtco2IUz9ROYjXclDpaqjb+ZKfV5WysakQf+3T0gjNT0qjFEXQECpXcZ1WI+pzPYF68+XN75CIv5yWQei+WI8yCHNwD86G7IHKEG3n4jXPNeXbPqKDFLpS1mgoMq6KtJ3av+TKjg3v1Rgq1DDEkxq/6INTrAUMJT55TdJvndGkWNVo3bB1TEbZ1zzVbTwxJV/HL9mp8qU0l92ZOy0TpNlfz35bRuuLZFI05xqwfQAsP98ctfuELXrJu/gCibuF6xU0S/o//4//ABz7wAXzsYx8DALz5zW/GV3zFV+C3//bf/oof/vjxY3zJl3wJ/rP/7D/D13/91197/zu/8zvxPd/zPfhbf+tv4fM+7/Pw5//8n8fv+T2/B//yX/7LCOT6g3/wD+KjH/0ofuiHfgjH4xHvfve78Uf/6B/F3/7bf/sVjydQADVPYZD8v6GMB6zk+82JIcxOTQ4D0u3A9AY+M37L3xFY46+x+lD6dHgzft5aWfFSX6iZv3poiRGaqcya46njGvA1m0sHWnHk1CMaOJ8pS+mCO5DmFplwHUSrTKvCpvLOZp2Hi+tBxggMJiEi/j4lKtec4FjPtVvaVOe6yxpRmWlkrp4ixXEqo5X9UJSrSMkWYVzfAcHLOlWp1a1Wk8h/3cQgtOrfEURxzRIiGj0DeRqDuCbdxLwHi1D0Ka1AaUm4Hv3Ks9MrMtqeygmVnD6+vvWnbuMQyGBTYArNbRSDCD7i2wwWk7UffPagUMgzV5zmw38OV5SkQA7PRCiHyD1XlEehrWdOLWkxR6Wl7XscK9cLG4VjGu9JQRdzVeRGml7zdQb5RbS38D3I/4HeOUZXCtWqEWetCA+VuQ/WQa6Z7EWbxvSxYX/1oOg6F09vm8t41lzB1muI4oa/v91X/y6DNDfY41VdL1vwfvzjH8c3fMM34B//43+Mt73tbXjTm94EAPjlX/5lvPe978W//+//+/iBH/gBvPGNb3zZD/+ar/kafM3XfM2N7/Xe8d/+t/8t/tyf+3N417veBQD4/u//frzpTW/CD/7gD+Ibv/Eb8dM//dN4//vfj3/6T/8pfttv+20AgP/uv/vv8LVf+7X4y3/5L+Otb33ryx4LgCjCbXWImSbAWrAmVFtlpHFWG0JsvFUSIoOuzZhz1AIFo2pdqy3ARDPwCuNQxRn7ZD7B6YCokgSYdojm3+tkPt7JZmsLcaHTvDXdcsoWWc5k5UAs5yX8tfNFD0YLOIJoJZoltLlk3tthwxTgTHGCd8cxCteAhUI0dendZRy1UOuMGqnuB6aPzSo6leGQ0r9Vj8AiKFDNbvVo+oG1TXMfHf1X+6wVu1IjZwqG318RVC/AtLBil+1FICGioU4aAvYP02zMimWDQtS8GtPaAVZ/ohCakfmzk0deeiQzazGHcHOfdPeuPnyvHoFa6C8sg1uBtFkP1O7g9cGTJtcT2/fj3RIt9spVMlaSXHTsodJRrbuNCVq/X7fzM184ynPLT205j7ZHRMQyDiGCo1pGnjIHOqwNEGY/FSzniGdy7lPrkcKkPj3WBp6urNsSlYqyAmWS9W1modk/tPH3hjgThurzfrRk0e/fToo1mpdaANojmZYXojJmVMyPEWe1F0SzkcwZNuG0egcudh/iXgU9qZ8a/nxvode6WbjocyUvY8cla8/Xo91jZEZUoPO5YpVg9TCizvWkhLWIChQrsPG1jIi2z62nJXzwQN7ThHYW/mg7Q+Rw/mxKUdaNRjeLDH20IVSdTuC++jZbVPlyZjEDcdaPHTiOFqbbuF62qfmP/bE/hnVd8dM//dP48Ic/jA9+8IP44Ac/iA9/+MP46Z/+abTW8Mf/+B+/tYF96EMfwsc+9jF81Vd9Vbz21FNP4cu//MvxgQ98AADwgQ98AE8//XQIXQD4qq/6KtRa8cEPfvDTem6god4xREVCAlPE/0jUEdGtcmhDs1zsftTWiZjt+1KxKTR9OSSinafvo0c6yCBrqf3xO7MfuFKyCIObu0IrFSEWBMl7qi+riCbpgmOrpXLsedg53pxDVPNhilJnkMuoxZoG7wJbfXau2TdPMUq/mDxDVdOSygmFkVo2NGVp+/z0kcvnuwT5FO4rkIU1RsQU5vOyebbslyIv/fwwH0Xrxcvn3XR6yw1z4XrQMjNl6T6N+B6iOJ2RxWfoxhC6J/oPpL95pvohmcJG1DxELXcRCFM+P6wx28YGEVSTaxD3BKKpga7z4J8tuT+hDEZVrD4oCzE2p8dhT5D3jEIdgeY8bYrPU/9uk3MmezP4t125sqpyCH5gQU12zqiQquXtGv37HJSOAhG7oB8ij5G8hla3tECUpMOaZ2eIXXHXVXxX98d5Qyg1tOZU4a1yr+Axep62NKOv6d4oT5LvRNRyzDnHpBaJIQZB1vG2rpcteP/+3//7+Kt/9a/i7W9/+7X33v72t+N7vud78P73v//WBkZTNpE1rze96U3x3sc+9rFrCHueZzz77LPxmZuuq6srPHjwYPgBgMHk2pMYeHDJrOh7SA0M2fPVfYj0k/ViTbYLo2DdZ8AekvTXkFjDrBcoxg4poyApLI53UhASTTJimCbc5bRE1Swimehf65HHzF3U/OUwjTviZPUZi/guGbm98nBkKk2fEXmwRNaxTp73Wx3Bs17rdCkMShnajNBGDfl4PuS+RL5doEm/l/lrk2n2avWlAa8D64iirIZKqN1G1CWvkmuvdX3RxnxXIi7me0clM2Hm/DwZ8rYzS59zDxnFSoZAVDYdWSXK1uB4z3NByaBohvOIdV7BIIv47HdjH93B/EfBwzUhWnR6Zu9ilEQlbaMA8j6sUW5RvfAo4Mwh7mHhye82f2b4Zqv1uyXjZtQrFdrIx91lvujstay19jOZqgpo5skagrP36tHNnGyZKWeieXWvOL/ucjBaLJFXzTGyO45V+7J1ZrQ8XVAR4b5m7AHnvXtoa7g63dJkyhxhWgeyxrTFFCiq4152P0PRqN5z0NdTJMAQ/3CbLTo5XGfwe0ir0qjAddnjmdOxe/R8CUsNAO9whkC3rM7GWtjsi6t57ORHw3makDEn3c+6SDFGtkdK4KDwOuioqURF/e4lFWryagp60vc1QfwqrpcteE9OTlJA3XA9fPgQJycntzKoX+vrfe97H5566qn4+dzP/VwAzuy1AIb6cXkAN0TKQ0JGo9GNFEpqElRUa38Iwbs2rykRmlMaaKogUmh45fhKBDdFNGEfn8N7kWmQ0fWpIJqmR5pBCk+a0K3Nl5R1LCURAnJd4vv+lhaQ6BN9UhnIQy1TxwlZi/gMGa/sSTIFZGlKWg0YUKFrSeFB5OdonGZMPsvQjK6BFAvRiNSNz51RqGEFUcWLyMnXgD2Ph/zhIsyHekQglWxjlmguC7SEVaPkeqp1IKNWcxxKR4NZUvZh+A6V0U2gTNxD6JtjV9cMEQ+DEgGjWTLaba6xrb8jRafRpqifZ2125UfHw8YJTZQEUfKi2hZprDP1zOcoaUzQsZEuJNArkan/LabwHJDsmSu3vXiAGbtNcd/CyiW05XMJU6wg1QAJcxboAdwlJL7/2A/hIQo6qJgPaJDz8LHDlePmzQmCBqWQRgisPq7LkD3CQLE+PodBk5rWGfWaqSyWnLfRy8h/A60L3dJtYcqoz9VbBgKcU+5lrglu7XrZgvf3/b7fhz/8h/8w/t7f+3uDAH7w4AH+3t/7e3j3u9+N3//7f/+tDezNb34zAPMh6/XLv/zL8d6b3/xmfPzjHx/eX5YFzz33XHzmputbvuVb8OKLL8bPv/pX/8reKEno9GOk6Yi5uO4ndeTB2qb0xYb5whFTcYTEzhnBPMUHQQKLUpQ9D0T8bsIAYLmn1LB5IBlhbN1qMjpUfWNEXcy7WxhV7EiIUaKBetkr15vOtzkJs3qNVCoCeRBSKFOjBAwtzRc9rAc0zwUKIXPcjWkvEQUO+sj9f/fNxniIsMREGspLQfgyreKUMyjqim7uWk8SxQ6mYiCEAu9Tjz1zQtVE5pVy6PunP5m+PeY7NypIzEUOxMO6w31kjFPGD7D/rjKeXj0Hecl9MDSeHXaUeROBaN4shVOYzsU8rtHBUb1sLslFSo61z3k/KkGpYPWIp4jzUbxetHSOis/Lfti6GX0sZ8nEqRCtJ8XiILj/TptsX9jDDJr3477QAkVLQ0Svi/IZ1hQRyIF03eqlFoR67CFYQ+mV9aJFg37pMMPSt+/0FZYIXzvm7QK5R2HarSJEfU+myx7nIL7jcw/62uX+cAzhA2fHIBHm3LO2T7pok8QISL1xdTuEJYsWREbgO1/kc9YznpfMQx/ddAhFNsz2ajmLNSkD71QlN84y19sVoOBBpF8gletbuF52cNV3f/d3o7WGb/zGb8SyLNjvjXscDgfM84z3vOc9+Mt/+S/f2sA+7/M+D29+85vxv//v/3s0X3jw4AE++MEP4r/4L/4LAMBXfMVX4IUXXsCP//iP48u+7MsAAD/yIz+C1hq+/Mu//CXvfXJyciM6J9GTgDUQpnjB9zy0DAzigbZ72Pd6oK7IQfSDzmCIIaKXl/iOUTPoY/CV0KxdvaVd78NBDs1sg5SN8MU07Uw7ileosCfCWCmEC0AUJddyWuK5NOeSIQXKk4O9nWsUWJdnMoWHGnHpQG/5xV6QXXhK3nOI3OUBHnxuGw0W/jdTXVjI5DK13XA1iKDqczIW9VMSmbEJQ3dm2dlqkZHcLYVloA4qVRR+KyIAbWDaPpb4aRgtJ9Xocd15zeSe7odpzTWYDh2lC7OSOdIMGRacjcku0oAaotkF2/NF0ZAy7geD5tQPThO00gZpmwVH1LwXZU6pRO6p7AodUEEQVKyxGgO9RHpQwXqS+xn+XAbUUVhuzywR5wSsGBUXgAob5+tnTfrbUpjTJ4ri5UV5KZ0SDRYArFsu52xA8D42di8KuqECRV82lY6lY6WFo5lZm20wU/kuEdhIFxAtOiz7Sr4X7UCdPtntjTStiDsCAqdxXNHZTOMKuG+eXsm2lEFju5w7z0EI4p6m9bJ2tOoNFkJhtcUbfNUQ61f39dzwv1dzvWzBe3Jygr/21/4avuM7vgM//uM/PqQTfdmXfRnu37//ih/+6NEj/NzP/Vz8/6EPfQg/9VM/hWeffRZve9vb8Gf+zJ/BX/yLfxFf8AVfEOlEb33rW/Ef/Af/AQDgN//m34yv/uqvxh/5I38E3/u934vj8Yg/8Sf+BL7xG7/xFUc0AwiNlpquBh9Nx44j88dcq2tVGQ+Ggx3IgIzWmXv12q/08UaEcUmmQaFo9UvzXmHa4SGfgHolAqo6obi/sDSgFI9cPQIFPWqvAs5IrxDExb63TFUxxYNa/PUCAetZCqzjXavCA/j8Dn4QiV5KrqmZnqySzsoKWmR4k3fGYbQzgOqHN1AW5+vjsGhP2ccONFecuH5EFWQErWT92PWsWJWwyZgO+y9rkfvSgHZSsJwCu3XcpwLfD0ddrO26OwDL0L/U5lmQ4yIqIuoMhS/sy7lXOj9jbNlXt3qUb+vui3zi89x5TuTRrRk7jzloPczsEVTXacVh317fZ5p03ZQdFqADcPAo3fUEFk3Ns0OFy4UYuqcica5iIeEeEqkx2pX7Slpcd5lr2WY/HypMRXmMfScNlJTivRS31rCGslfYcqIyF0y6BsjMNf8eMCXkeDdLm9JqY/tdQnFjVgGjl5vk9teWez9d5npsA7+GVCPOT8ak+e119Yhyjon3oYkV7qpwWmNP4eLR+uxhy/zfNtNHnwJ/coV9vnB+6fOxqn/G5ybJ960ebRy8wBXounQsXv85upSxEtxgRbL5k847BXvlGts9Z4/qbvA9nkirVhe6+oFtNQPTQlmkEu5NKKh8ldX4yWsieHndv38fX/mVX3krD/+xH/ux4V5/9s/+WQDWgvD7vu/78E3f9E14/Pgx/ugf/aN44YUX8Dt+x+/A+9///qEZw//0P/1P+BN/4k/gne98J2qt+IZv+AZ8z/d8z6c3IJ4raoYFlp6xeqFzMXPYBwGo37ek2YgtBHt1ovITlc2uC8DozDWfq9dyWvLQ0bdJpCSpAoFY/RDHoaUvbAaKmG/jEOshJ1GREc4l0kHC59NL+Fj7Dpmy4K9R+FHYqvBSzTIK/9MnFszKfmtJvzC91kRCfZeMZCjMoKZ6Ik629fNDauPNMZHpxpj8RLBVmO1VInE25u4zUCHuhuIo7EqCgnZMuxgj1wcli6Tn+1oPyvCy6EIgwNW6w6gfi3tN02CYIIsXZ9kXtLmHT3E5TfN7r7BGDdXm3lfXJNjeD2kSLAtTsboHcCVSrIf8vOV3A83bCwZyWTCsBZGLlfobK4MB2VrOgtYKmMo2dK4Sd0/b9VDQgq740ZKFT1BhjLvLZwhAfe1ZIIZm8noUy5LT2+rNRyLOwJFb83aXwMbfybHuM/uBe9iEt8Q89X8G0m26HoX1ako+ocqMjccVzirWClV4IMLd6QZg+o51YAIQZm+bGEKgq/usV22SUYBO32lP5LxDWCUYNKbxBlRQbD9o4tbDglDCuT6muQjx+Hv0HXP91K+s8RucU0RS146yegwMCwDh9q76q38E+J7v+R5cXl7+6h/063u/93vx8OHDX/Vzv/t3/2703q/9fN/3fR8AoJSCv/AX/gI+9rGP4fLyEj/8wz+ML/zCLxzu8eyzz+Jv/+2/jYcPH+LFF1/E3/gbfwN379592WPVKw4+mTbNuhGJmXmF/KFQiBD1IKj8m91LUPI+9EUMUcEbxrOeIHxGZbWIweJdfrTiEJlHaSk41ETJaGIGo+j4OW8NpqGg0apc8bMizDxERER6lm/co2awovU0r2bXlrYDNDCEY9PowmBQ5PPivxqErc7B/1emF52iJGCFZrPpkOZIBj6pGdy0/BLR2N3XRrvBGGMfhX+facrvEbBF89ZWKCSi7ILQc5z8HOklLj6rZGBO9Y5I3BurTlTQTlwhkBrGapLnvnB91p3VY6bPvy7ZW3o9ET8ivKMVaze7mV7r/xKthDmw5N5Xt47Mlz2LJnREpH31XHQyd+1gpS4eBgKGmZkFTmhN2eXZzCIuqRgAxojDNMpI8ZJz0PuyUl3kmALxejL4Hj7mweWhAp9Ca3MeIzBqtbUazgL3Hv7daRynjpW+0bYrAQ62inZdEYrloJDr+mnwmEoOKsGevz1d9uCfgPuB5xJIlnTR/SwPsQMsnEG6FleUlgwdo9OThwZvk/UPkzM2r2OcB326GlFN3/K1Ob/K62Xd6r3vfe/LEqS8vumbvgmf+MQnPu1BvVaXMqU+ZRRs82LZESxD05P6L6szREU0awYCRZoOzUEMEKLZ0C/mMZo/TQRRcdTNYAuiRGcomoJE3xV9u4wkLizSXvL7VmKRAQgSOegEGOajk4z2pXAiMmA06nD5wR8ivDdCo14hqwBp5LIz29gXXzdTfDq0aIX6AVUbZ5qLldj0lIwdvAmFMU6a/0LoVwSDQ3f/ldMFozeJ8CdvrDBdJorQz8fYuVSzpT9xf9YTDCUdWYqULRzJnJjDSl9+RGwL48xgshJmv4hWd2atAWNqRiQSszJ6uhYlUjVqKJtSAMQj+JmPvZwlw2QDCaZqWWMFSUdiJDQQhVi4VhG4M3sjhrNUZoIuW6bB0R3D84bOJhY93Bt6JgFECdGoQOb3J7IPOtwowhEkVGjNALbdfUJJquL+8NeWM6cBVwwjgllSBoN+BIjl2ZbPy+eobDHwkP+H4ijziEh6wJqVUJBuEWJYL7ygh2dJWDMVJGKsJYBFn7IMZQRSRRcgV1bomxeaBJAlHFvuA1sucl0ZxBbKrSj3vWRBlswJL2Hl0TicQn9vw2CqJ69QVBxtPhVN38L1skzNvXe8853vxDy/PMv0xcXFqxrUa3a5EJtoPhbNvBwAFDebUIN3YgMQgRlEmcrwtsEDgL2+0HSjAIYmTzc79n0SeGN3GzJMfxaDLCIXVAU88wmjM44FU6i2TK2TCCiEjzOH7lGn01U+k/OlkIh6urwvBZkwkO1cp2PHypQKmov8c2WFldV0gcuDQ2HV3AWgz9S0G9apnY4dxzn3gBGh9LPrWEuzWxHR0x8Z74tpPHxGB/N100dO02TQjk+p+TpPl8n89qLL1iOAMx/XxYje1HVQKtDbaG5tEzC5ibW5P75NwvjdYgKpud3DdJn7FDm5ZDxEcWsHqABoniVpvpoisXvkSgCFo1ocVmOE09KtOhTHMQOtef1fDreUweIyXZZQEChEiptO2SlJc1Qj1YoC3oOR1DWhn+PfjIyPc0ySFBrmPWgB2JqqA8E6so/vd/d9LqMgChN0VySYyhVjN7oL8vB97sbn1TUjkTEB1YvsQOt1k9bdFcCOTTG3nuvb5oJpFZTO83MAyi4VQZaLLCvQT4H6JPvb0o+rhTDMXyylOaekPTRETEpEVS8Z21FWAJ6NUBvM74pU1pg3HWdFrAnh8nGL3RrR4r6WzuP7ae5l6R1YiklJWtNu6XpZkvTbv/3bX9FN3/Wud+HZZ5/9tAb0Wl5RbJ0bQk26p6DBmrmizVMpjIGXPCDOcMys7H5X+nzcd8iUH6Iz+mfjOT2ZhAV6dLQltc82IwqPK0oAkCXlVo4TYz6hM4ooYK+mL2q6JQ8vo6RTwzZ/b5h8iYjmgurRQ30GymUe+l6Nnpu3X2s7APssuE4LApWASOXgOD0g6lpeMdepw3zL/qx1z4LoGXmp6Qi9wASR+9PUCtBrwbrvUuiBVYQQz6ZitJ4W95/5/JlGVKn9Z5H6+bEzqaWgCqMtJfc91yCjdxk4U9wcyKApXnUh3XaUiSZnUVbIdEjHg7B1pimFBxqoCJEWmF8r5TQdecW+H5EpGNUF+9ITubuPlgIkKqkRLRFpD5kDSv8+lsnXPSpvJapmo5Gp00faxfJje1APfraY7rRm/EBdUyGlALb2diWfJ+bzQFMc8+SK2zHPGP3xpVhJQqag9bkAXsQFcCW7IHyO1hK0xJqg+5yFNnhOQ+b7WoVrhGUsxRTbdsVkq9+PliM2w4g1YQEMdd+UsfDKdADWQiHKlo7cp7HQSWR50B/P9D933fQCi92Yc73WszKsIzw+hOZwLS2L4tHlyPfaiZ8X8pdV1uaYaw84Pbrlzfh1Rtartei2rl8Twfsb9eq1oIZGLekOsuDhT/WCE6E5i9YbpqMzi65b90CN9+xzFAKDD4MIkUxGfUJr+mEClS7O8Cn4HOnWtVsAxyqfFZ9VRAS7qYVVnyLlKKAHIlpRfSyKlkMA+gHuzYi10/SO1OC7f8eQoSsPNCVNcF9eieeGH1BNdjXHxvGijgwofJd0DSy+JnMJgaBIhgJeEU53n1T4wDRICrYWde1YTr0fLMao7e57HRGjq5heJfI29p75n82ZlpvDGz+nB79vhBMDY/r4OQYaMc0n1pDMjMqGavJd5iCfHT5HlOPjYDekYKAl15Tujk4ETiRIwadmy5KCQJ/ZJwAHe2745zUYyeetPmo+jzSXefG+92Jd4T0iKJBrzDFQuEAUBu5FEdr3sTEnNS7S0KGPc2olrFXTIa0rpSEixUkntJzRBTXEBwzKupw/MamzYlafXCnriHOTSqfn63aum58t4X+Rd4xMtbFzmoGljBVhdTiCGCLVUM6aRT6vHDMjwQuflabecN+IYkCzf5QUvSFArS4w/kG6q7mew0Xe292CJAVqgudrbMWrvOqv/pH/51x6eNQfNnQ92RVDOdSGycQo9FzLZFGA6dAxP7FbUkDVY+ZDsjEBD1Lk0Ilpww6hPXM6dm8PKMUCnFFSw2TLQDLGEoLckLb6u1hirrrmnwFTWdiAjL30nma8jkRh/O2ESoS9nJfwFWpBEJqZwn8yZ2AQ15NCLxl5NnFAQTRYp0+KWq21lePemTk41qTbodU2gkTGwdj8gLYJ4QPmIeWesZQmS9eFL5Go2teM5Q9pol/3aSWhn6s0BqNw3bOed6DAQIciwLjfPfecc4mIWBdGTVJbgNxH+nSX80yJ0c5Q+WwPmuvpb6QStp4W77naYx/MN5bBNUMrRwohadu3ej444yjKYmsWZRvpBnG6ZVwDkQ7poEpeb9vnOeAzLVhRzJgtUTrzkCMoqNjcOLaocVw4JougNlrs7tNO2mNsRuS8+nlijrVe6n7qHpQW5uxjj1gProX2lo7Xpuvt65gW2OYS5WNDMMLoyVoTulBcSMO2bk0C71TAU6mOgC3SK5dqyvus7j4hvyBdkd6jKcQuLYCD4sCxEkT4XHu18xX0xyA3CeqarvIeVBRJIxYvk/OKGIKeKUkxDpbzvMXrdcErl/rk8kXE5lthckSVmyH8XjVl1+gAZ6z0/XFzpSxc+Gr9CpOavBZEByCi7hwlaUWWzCGU14RZAZCoZ/ks50itkGOdZIw+zy3ypUDWAx9Ifc575WdTqQgNUjR2PZy6LmaiTOKPSjh6HmgypwAnsiiyJkSLFOgyxwwEy/3i/SItiesEmRt07hQiGZBBZhCavmvtHGMIUK6PKxqq5cfaxBgRNASkQCSSUavE1k9J7Z3pWRqdHGukYxAaCEalTHaDmsMKImljQR8cvxRACAHaZV70VwKDrzSEMJUSoS+2K6QitJ27RrSr35yWlKBPduWiACxMZcv10YuWqKEnLRDoaugJXMfPBFLlPHwsaTVCWtyUBjb7ScQ4vKYKlBd/iTXz9WY2gp7TaFRBPrCh9wjIqrJ+ZRwLP9dkzXPSMuaan91+blinlgVUuqwPhTxNyro+miKV1qAeSoOuRYwLI79V+rrN6xXn8f6bfNHHZknuWSGGTnv1aaJ7TqObaxtKNL0OQTUjyteRKMy3UcIHSwTIQ2bNnjFouX0GsNAUa89mUf7wD08FtRvVaU4t25ABhtjoB6uHjopiZu3uvkT6P13TrscRqbQzRKSfBqmEb00iTMPHTL+5IwOmZ9G0lsishKmotG4BNWRKggCnq/yemuEpZNcTBHOjhmuoz9ZqPbMiGYxmpa8SAOZjBpvQ59X9e22fjI25saHUMCDJ71VdSLPtcfj+nam1HdAPxdsvZiMLFo1PpmbIhnV2GXFPZGs3T/rlmOuh+37aGNcTpycyOSmbSERvtIdQrkorsb58Jhkmg5h6AXaPe6B75rCyBaUyWCIgM6NmTie6mRtZFrDXpNlQxlqOPfbqEl7i0xs4TO5HdPqpR1kjR8iMOl9P7dnW8hCAB/GsEQluroP5In2ddSlpniz+XDYPIf1fWhzCeuLPigIuxVtO5p6xEh5Rv5WURcRLNK8FsJ6m8kMUqoKF/lD6vtUHzbFSEVtO3fd5alH5veY+cd3nyw5oNkJLGg/zvghLKo1E16o4tZNxzdCdFi8s0Iz7Ox0s2KlPsEwH511srximX+S8KSRpdu8TwmTNyGgq04W0tyJcL6NQh8dxGE3Y3iItLHOxQkhSQe/VXq8j3u3lmzBoXzwwQoyQzxC9EUUNfjJqfLxHlfsTLSKJmlGlSly8GOGomuKAmHt+btsu66UuLWnJOQ75cZvatFsURtTIACLVDuOQCkrTdRzQCBGKMNsoZj6Ml+uW9yiyjkPdVmzWh4xLkOWwbnoYJb0pxkcEDwSaocasKCK/NK4ffw/+WTan0HXguggj0/euIQjeuud31Ocf9CcISJFVovqk12sIJNDbuC51QSgKMT+5T1h+aEUosidEuBTkRBlT3ufaXvkztLsXgBG5IOlk/I7cX9eFSEnn3OUecu9AvrI2gRD9e11o7Kax2R6NCDr2RM50+Mrr+F09ozFmvr79LC9ZqxbrWwarAE252NAwtusv4wgUKehSLTFpLct5RtqlzDluyzNPOruBh7GpAQW8jknzunXdaXnQeV1TXtViSIsk576xwL3a63XEK1ffaJOBhkQQRSNrVkLxQ1BXoDVEFZ42m/YWAQJ1RH/KUAG/x9JRG1FWVniKFJqo/www3QXF0Aj9j2FSnVLLZ6rO4V6JMorRsq+UQZgRBZm/tEczCJpkATKfYsRYvcSc+9yYKkBNeT2xZ7GAPZlJRHCLNm33RqCf6RKhoTbYehsq6JEuw6CqKEMnQqU7U6hXBWX2soYtLRWZ0mJrscyy7t4/mQEwfQLKccNE/e9AKiq0fK+nI9CKITAiBPNpJYpcT22fjnfdz1cgheONqS3nJaJGIzhuI1yXM/p40zozHRAMpXD9etJ3xCa0jumqRNUlugqYp631fyMIbyroROI995CWH6KP8PsiI0mZc9kLsNwtIRTox+8ThiL7obCuVgiERVqIpNUHx0jeyFX2udZjlgplcwoqE8s+z4G2ZKSlBPCz7+lAzN+OVnwLskKURxGbPzdphS6G9cTXs7KT0lhVjpXBIm6jpyCJ2gE97xlo8jR5hbWnzHKsZuViu0R5HgWtI/bwtxN1+nhJo80r1q0nJfqMc35xpj2liQqV7kGs/QHhk6YlZ36S698r4syTH0V8B5uJrMn/SG/RtMX3dgjIY/ZHBbY51pNXXitLx3peUIpZc1j+tU1AUyH/Kq9XLHhZ1vHlXN/93d/9Sm//ml6DD2qjLV+7NpplADDRkAtNvz1LRqqPxAT3WAO59LEkICBa3UtpXBu0UUT71Xn0CWZa3mjagxDSOYiWHG/ecKl5vXQTePa6R1CS8AX5D36jzdwU1THIQv3Dg38I4/fVz8zSkBSgYRreIkD9zkbbH2hio72rVs77xn5uxhP3JcIrqcxsI4GTBvugEIUVpI/3LxjXJnzw/ry6ZsnBAWH4s4vMIWIPuI/8zLA/7vOc02StKHb4H0KDcUiu/6YSxtKk1+iDF9eo5tpd+4ysUee+bfd1Q/c3nS2lr2vPcQFBi0zpFp1bt/e84f7cMz7jJt+x0qghxI0lx/nEMF79VwRyRNlzb5c+5O/GV7pYhATBBjLlM5Qm5CyqpSbmsxkvFdRYe90LaY6hP9vXw6QtCuh2/VRZ2/LyaGO5WYIoGsN79hvmdEvXKxa8P/mTP4mf/MmfxPF4xNvf/nYAwM/8zM9gmiZ86Zd+aXyulFse6a/D1Suw7hid2EMba04grDw0JNo70iAx0d/TqyX2s5SeadyIyjW9ARNr3haYP3hOTZ0oo3qEaJO81mTc9t02A8VD6odmAY6sivdv3QarTAdpCBGHHBGRup54ys9FR18ARO3ikj5DBpbIc1lSsfRsOhApHR2YePhPJZrWIzoBhKZfjx2HO0b1XD/ztWdHnOlKo2JtXmX1dfYD3buhh+kSkWLBcn88lKujqCb+0yIoYroC5sdepencNPZAYWRULhg1YCsroSXtzO5fa05r05Wt2XSFiGy1uAKvU1ylPOeKKPDPnPDCKG5/Tl07+jGf20ALQgfmMghJfmZly8Ga9BH0I8gYBeg7YPcEOJ4C7bRgvjDmyJKRobg5asaKzHnvWYN89aIu80WPIhiBnovtX+Q6i6UgitJcAZgRVeDCXSMlCSN6eUZoD5HS1t0qtQdqc8sKBVLJ74dpVpS+9aSEdYa++T47kD0g0uIGVNbd+rPmnCYRzMy/784TWPqTiFoVaiO8UXjx+9Zi0j8S+crOw/ZGN2pmpVC0yPik/ekSkQHAXHie7/myR5Q+Y0c0TY4pgxORra/7dOiWe18LKgvyIGmaCmilxaLY3gRvqe47liYcEQzVEfEtxQsFbV0ZUetgk5LFvPiG9O8u5yVdLIv7v2/pesWC9+u+7utw7949/K2/9bfwzDPPAACef/55vPvd78bv/J2/E//lf/lf3trgfr2vsl1X16yxbl7na2Qw1MKw0WCpJdLcstX85epl+Mo1lBHfqwg/71bTG/woN8xn638cxqQPB0bNk593Zsz/B22yb78/joPzYZH/wf8FWH6fjmFjhg+zmr5W5XMvpfXyPReEihR+xfXRewya++Y9WYPooDTcNMdbYhzdF8M/shpDKJtnhd9Y9tVeH58xRtiP+xJr9yv5qLi2XfZXBLPO4xqSj/833asEkVCIKrqOc+NWmBtR4maOw/siMNQHHKhwY+1J18P1exLBD3O9Ye43rengd5czsP2fa5Io1AbdFbltnhdfcxqggjzEd/C+m3F2bO7LsYs/ON9KK41aYBJxIpR9jmewSkkBmGs0Jmu8vdgFaPjOZmzXrDSbNSJaDsuPWjfkPjedW7UOba00fO3X6nrFt/4rf+Wv4H3ve18IXQB45pln8Bf/4l/EX/krf+VWB/frfVl+rf3dS0bD0p+j7crYCJ4a1+xoigQ7HVKrYvNzIpn5onvj5azcVJrdox7sNxElkaf5Onr4Tc0HZr7O+cLGQqQY0dWrNUYPRrQkcSk6ZHANk/nbbD4d+pSswHnW1I3WZrvUSjUtInMkLYqYCfREOACGpu7Mfe0VQyH2NrtW7OhwPTUNO6N2R2sCDz9LWE5XPUrXIebo6TMSfBYt2o49EY5fu8c9OuwcnjJUwFq/oZF7NCmjhbUGrTICrcBEOjITax/Mz0BGZwdzY8Q2YBV5QIGBtDZ090X52lBTR7fxRXOE7vP3ezOqmj56WlEAPw8i+IPROYKfL+zv5U6iY/Ss6RtNJcSPj45AKOsJcLxbUrGgP9hzjCOPutHaYeOZL2TNCsJ8yKYX9GlyLRkxzTkT4aynJdaTMQik66pWmIasf0y6YRT2HtGNLF6fSCMl0HHc55gF/UPZakq3aR1rXq5wPWHUeZ6HwU/LfUTGfkTKGgUnUZ+3PVy9aYZmbNSD8xPGM3Sz9LDrlj3Qc799vG1PC2CPs9Q9Wr9XRKzL1s3DynBtcosACw9JFkI0K3H6ND7ZM0CLNOV7y2YUcQYKIpe6Lla3njwx9gmjorSc5tpW3wtUYOH5uYXrFQveBw8e3NgA4ROf+MQraqTwGXlR26tkooLMXFNU4tPm5tc0MkWTqrHxt/gEAQyoST83+n/H5wzj2yCOa/5PatYDaizjZzlOQUzD+xSu8nlqueknzQf0DZ1m1G0ftHN91nA/fp+aqKCsiJjdasub70cQ2A1oLMZ4E9IdkJzdQ/NAOdYtCtBnqPVD9y7a1in66xgRw3ZeMj/6Q4d9IgokLd60hsBIk4Jy0n+dDx7QD8Y100jsa2OErEUfxzHQpShrVA6vWVkoODYRqds5qOUJwHXko2hGlIgYl0aW6/P1t6yBClL1jesYb/I/D/EEet50vJtzHlYs0ogojcM6yDM0WMt+9/z/Jc6lKtB5VjGuq5z/7fnO+2Vq0XDeC2k/+Y6e44EXhpWwj+sYNDnGAQyfuYFmQZqV56rFQuce82j5/LCw3dL1im/1H/6H/yHe/e534+/+3b+Lj3zkI/jIRz6CH/iBH8B73vMefP3Xf/3tjew1uHoFlnN4Nx5EY4G2N6143TMqMFGs+kTzRkjTlW/q/KQHwzSUZp0w2gkiKpadgSJf2DV4PZTWgcT+X0+RkcOnrrl6NOh66vPYF49w7HmAnQmxAMd6hqFyUffxck04hmiQLciGUajZegzBTFhNCN3mV72BeQigyRHNIcdVvFB/1Jw9yc49oSm7XzqQMn9qWiECIe8SnfNgWsRwaszRR3jK1mU82Oup/SznGJ4JuG/RBXIEQLFSjmvURKm2d3ALxug7ZXSz1vgFAKY0rPtcw21EezaP6EEb01XOjXnfRFH1kOtDJDFdcE0QVg2OZT1NBhV+1n1aXZj7rRWbFBGRjqkUEAXRF0frDi0VPHthtemIvEvSB8ucRtUpj29gYZu2M0sJ97ZPFjFLGpq8QxL7PqONNYiBrFLGcXPPubb1aFar+aJjftLDKkY6jnrkHdlqL/ak4HinhNVM+UpcTg+FZ6i4xa3ZMwEEim0TxujrXYluWmrhKj4W8oioSMdcfu4nhU0Fymr+d8aiEL1atgR5BgWYVIFzpBtCcsq93yJNCr+2z3lzHHGWGCMCs6JFHIlYbqgQ0krAMplwHrmcI2I0gq79s6GorD0yD6zUqueXz3hJRePTuV6xj/d7v/d78V/9V/8V/sAf+AM4Hs22Ms8z3vOe9+C7vuu7bm9kr8E1IMICgH4NMelcQ7mq2QqqZEs8aqjXH2a/1Pc3aOAkhj5+FvD79fwcD1aH/K2+Oh9PoMw4KAjNkte2YhJLwQVx11EADFd/ib+L/E/N9gYtmvWkS0tGqibbAZljc8+KYf/Cr4xUNEbEnFGi1xDOds263JPaOQBIlye+n9/NcQ9oRJGOP3NAklSM+vhdRTy9Y9gTAEMOdCA8LdAAX3Oth9tdaYB8DzmGUIYELXfk/1zf4bnybO6pIvABgej/uv7I78Y85fNRAET3hMokYG6VKq8r2t/Qsu7dQC/Y7KX/HeZLdgIrGSCo1o/qAqi4Es7UpNIoVPjMMjzjGnITetAx3RQgV445R/Vjcq6xX5u5bc9IWD38DBR9hgSVDmeS98ToqsFm79Q6oRYVlWlqrSoDUeDGtU5Uj2vnJobWgXbD+mpVsDZZZ7qk1+ThpLXbul6x4D0/P8f/8D/8D/iu7/ou/PzP/zwA4PM///Nx586d2xvVZ8JF7fAEkR4zXSLyKFkFBw1Ru5k1dDEn0ilew5X1TwHffFbZkQNA7ZUaGjV1+l4ZbWV1cxkFat+fLoB2bn+XxQlImEz4ZxsQ3ZScOUb7tpVI0cfs85gvE933aj4fQ2vZvSf8yzeY5NucvsJe3FcszBtAaMiGSOz/411g9xAeOZmIfr7EGEVNf4zkCmvZt8nHT0UmUDngEaj8vjS+YNoD867d5xX9Oh0NWq6xfSZyE6v4qNg20GlK69b26ijGGUrnel/Yc6erzOfUgvHhQ/OevobYvOWZR9jWFVg8Cr8uhugY3UtLw3QEjh7NbS0u7R7LGYJWiZJD2JXM5+Qco1kF7P7zE2B1qwUZGa0r8xOnCXa+cf9/IEOegznXJSLD/bXjnaQR7l9hlCrvLVHYk/vgiaTW00xrCauLW2M66Mtlb2pE9HkvQPMMBha5YexGtEvkXq3A/kEPv+3xrr0+XxhPqVeIBveAz9EVBY5poNNVEL1HC697Q7/sgMXI46B/cRGxl3QDwmrF/SoNcb7osyYQoNWvF/N97lab63rmvEmyAzg+5pwDbq3hnIQ/xNmaUhhSyWMPZlvHbAlZWveqY4g8eVa76pF/bjnzEXvi38UCFIkxoBVjYlS7WwmBDNbr3t2oHmGVx24xj/fTtlp/9KMfxUc/+lF8wRd8Ae7cuYOuPpjfoFcXgVHIDH3BmYYC3KCBYvP3RqsH8hAEMlN/lmiQgUoVCYk/AhhNSPG+apn67H6dYLJvaxLggBZdqEaQlKLeTqZURr+m+hYnGUPNZ9y0XlGGThBXIChF9cjxxvoQdes9FQUWhCl4UJxlLoH4O2R9U0DFfSDrWOQ5N2jysa7bfRG6iCIVslYhkMV0vUXOgQY2aPJatDAtGl0QiAjTLMsnShKXkPflsJn3qOsnSCP8+nx+zXsGUt+YBIGRviMFqOR3orIW5yhm060vbks7W78g9/faOcENeyX0oX7VgZ7r5v6kNTnnVnwmWwreRNfBHySokO8RMWsXId0DWjCu+fz5mwhxYykK4bfZp2Etb5AMpNdQTHX8gVJzzcaiO0jaVKSJpEW1+Kh1IixTrIPe8znYrssm4yPcUBIUNyBj3sstFIPVoeezNGDyNq5XLHg/9alP4Z3vfCe+8Au/EF/7tV+Lj370owCA97znPb+hU4kAhKbJjVm9KfJ01UPLLx1RBpANE+L7ZBRrbmpo8JLLBqRWzoT1qBIk5j32yg2/CLXjUwy5a71kfnAwmJr3DHSOfDZrpUY/3qUHo5uuvKYq/dk+1tVRL/2e9I8AjhrW7n5lBAGbP6gH0TcRgvR30q+ijIf+qF7zGWXN2qxhAu3i61GmXXLM60k+M/YqIrjzXuu+hK9pPUufE5kw/Z695FoQ7fBwkykxupzoIb7v884OU4h4gLrYvdY9IqeVyt8Q3VnSikAfZnagclTnYy8d2VPZGcnukUWp9pIRq6oA0pcftDTbGEOoTOO8tX0d95QRxWGeZG1irr0Id1pWqCSxu1X0T3aGGJHOS36/10RkpJFBgW0p+NtuRHP2AXg1KbFWiP+QzQ+iPvWU4wjh3HLdyQPa7JHee+B4zz4X7fx83tyjsHhMOX7mXUfsh7gHIAJwObW/50sRgo6cI/5D4gy4/jxX5Hf8jMYh2IdznabLXBu1/oWyTaWLc9inUGXNdJ4TVp3rRTJJ1AJxzPUOsCKIlQKZPIYKxFDWFjnPsHiJkLaI+R40xvrVqpQw1W+62pYreXXXKxa8733ve7Hb7fCLv/iLOD8/j9d/3+/7fXj/+99/i0P79b9UW1UNKZKznYhottlqz/GabJ76B9XXxQMbzZxVaMgYiAgDbRb5H3nvgRlNGBgLfRlkflv/DAO+VCNn2gGZ9RYZbSMAzbxaxHclwpBtvGZZF18DEyglDlObMsVAn6eHpldEn1syK9XsyXiGJHsZryLsgQH3/NyNtZonYeQb5Uo1+wEJyP0Hc/eUJfBYASrWVvyrtLhA9p20GTWCRfPnmgzmT40JKPBGFSwFWlKBcyalCJQ0F1G/W+5DASQIAch90TMUipQw8223rIHOFLVBULEgyzhPgyDNuXZfpxBagggTFWarwECPIgxjP7f8YGMpyA2U/RBBxPWKQKc150ImrwpDNqbP7wePUfSGFBChnKkA0jU8Eb5FuvHznf5r2SPk/HXeQV8b2hosDttlaflb++4Ol/CvGD9530YxH851SQVl+C7n6bxm4CkTImhMaVHXJy0xBe0VS8uXvl7xrf63/+1/w3d8x3fgcz7nc4bXv+ALvgC/8Au/cGsDey2uYECT+Fe6MaroRQvXIvejpgXkxkfO4Jz3UJNOMKXmVaGoJYtPh8xvi4QBZD4h7Hv1aNpxRJbOSUQa8Thd9SGqNHL36N/oyZCa+xyJVibpGmI3Hhk6Px9zpXkGG99RyTWoa/pfw4zliJmvKSOP/Zk9+tzzDy3XOJl63PsqlQDgutBU8yIZLoNHwl8mKI/+LrhPTJu4U1BHQ3gxz1NbX87ET+djJ3rm54G8B+sPk0HTOkG/YvgXXfFgNDhfJwpibVsiEkbAR360I2IyrW0UOJUGVVQ0wCr8tY4QuechaP0zu0fIQiFO41EpibR9lRGzgWL8M+aDSySsSpwyWlW4QgjJ/qqpk1YPRtdTwSEK5Fqqb5/nXis1hRDAhq6IKqm0i2uFVgwKsXoQWl2T6YdSzbnPaTmKyOTVqu7xHChNcY6A+ccp9LQoBqOVdX/1PHEPaZI1v3dPc7iiRNKa04e66LhukbnRZC5imRjOuwpgcTcEzVFp97UJBE4acB4clesoqHce6eyfjzz5OcdCmmMU9W1dr1jwPn78eEC6vJ577jmcnJzc8I3fOJcyUd0gM+1ZSlEvyJJvXYhMtEseEgaOxKGlNg3/fE2NK3x+NYknTJMb39O1A+IohoeO44/AAieyKFBPItcADL/0sJMg1a/KOeqacWxAHtbhYPB9KiE0FQmDClN8TYHN+Y2FEihMENo2LQcxTjIUYWIqnMIiQO1ckUFNMynRV6wVv0eUIgxnYM4+3/Btimavxdljbpu1IJpli0BaCgDZjybfq8ks4uLfFZFeQquH+rconEy5FNpVdNjyGQPqFSsEX1eTdpjzubdlVBCUtkLhVDO07g/HRkQmCFsbpg/rKGuhKJHnNYSgvB7z7CkoeN/4TBHB0UeFeYsU1RLBz1Oo0PTKeWmaDSD0xvty30Qh5boyiAvIsxBmWy9EQeGuZWV1PeL7sv6DC4drRWWbPEfQ9/acBv3Cxh0lQGVPYj12+blhv4lgKZjFasd7DedJ+WxH0ilpQ/gPkGvFM03ep2t6E4J/NdcrFry/83f+Tnz/939//F9KQWsN3/md34mv/MqvvNXB/XpfkX92SP8ZgNSO3OcbeXnUtspIGEUOAP1tcfCpxTsDWk7zsyQACtb5wu45IOuaFWcUXbY9hghLIjMSGLV3FYCszKOBT2Qi01X+ryYiAIPCwbxZNdMTzQdj7XkIw4qg1gEiKojgo0lp7YH01JdUD85QnEkwx5FrqSbC6rmftCBEt6GWa66CbfL8w+qdfULLl3uGCYpoYBaFSIT54G/sSRukBVbBIoIN5iX+Yc0d5vqSVpVpqQWCF+lP0QoVEfWVMY+VPj81b5LZkeFxLJo2cu0MrOqrRgr4iSgbmZspjJK5rdvgwthXpbNuazix9nDJdbQP5b1ZDYkMv00jbfOeVGwDnZHximUEZXxG+DohNA5ZKzlXRHtqmai+BuFnRs5F1zssMhRMPT/L3Fr0PBuMdGadYdYcZ/aAuoXalIq+NiUJVD8lv+Bz11NE1a9Yb1FQaFYfhK0oNXyd67Ey7znyaHNPAk1T8E6pFAR/IWCiMuNz0FrbtLioUsNqdd0RNfuKh9WGwOoWhe8rTif6zu/8Trzzne/Ej/3Yj+FwOOCbvumb8C/+xb/Ac889h3/8j//x7Y3sNbj6BMv/k1WxhH1hipOlSlxDdaK58XvDZvX8LImXgT29OB/e+KI0UICHgMgmBBHvrVo10xxKEmsVglSGxrEH2ieT2mHotRqRrH5/ao5sgahMQP0sVF5oniolx8LPlzXlRXwu0E4ZIl4r11y13x1QBYnpeGiGXk6zRCUPf2jc+j0iYwmG4x7VVWjDGS77J/O1usJ8QU3GoQeWz3PkPAhLznkWa4fQTBcTeTDeDX3x74J8TllhOekufIKhKUMUGgoFkGZxChUqEUTBc7o9OOaw2giKD6uMB4SFlUPWv5R8PpteUFnryLPC58KFbukWPQwZI5/HlDjoGeV6+GeHfabC0V1p8DVV90G4LqgQ1URIsV+iYA4KG5U9jR8QNDkgUafvdZ8odbDiUGEURSt4g69VBKOt8IIj/sGa56KK4skgvuEc7UT41pz7QHOCcDsQKZLbfN560VE8Pa4DoaBTSeDeUkFSq0MoTJyjK7GlWiAk592db05iqWB6V4AMH1cVJZjWAVTn71xjP0MNgPRqeNXXK0a8v+W3/Bb8zM/8DH7H7/gdeNe73oXHjx/j67/+6/GTP/mT+PzP//zbG9lrcEXenmvEPDjToQcR0BegaIkIInyjU2pKehAHBq8ETwIVwg4TFg9bB6I3sJovFa3Oea9AOWQmixws/zyZ0LXfc/o7oqZvGb8TwlD9mYIa4/UtWikYfMZhaguEm0gPyIOjGrQeSiA15kBDc46H+ZDLuXxekE+su49ZBe/W9BdVtXxeq9foVf8y681ukZya4LhGaqYbTHtb+qEwm3J88fdLMeKecw2k5Sia94rnt/EZkWNNehJkoMjWhFJG3ur4I86B9xNUplWTrikl01grV8+Cjk2DoyJGgLREZZPVyVTBcfoL1OXWhC7nvTShwZo5vEREMSbffyIkNYvHGGnR4Fog5741Y1/LEyUPgOxRke+K0FU0OVTMqrlG0RmtpsJE2ie/GGh1SqGl7hs14wY9FznztIzU9OFTgdEKZ3X1e0sQIK1SYSFrOdcmfMnAhFk6lrOc97oXui4JIjgGdSVEr+OS4+tlfAaQyvU1F8aruF4R4j0ej/jqr/5qfO/3fi++9Vu/9fZG8RlyKWqjWaUVgFG3PPRMz1FEE2jBhQiFBTVO1ZrjdSlcMRwq1wjr6o8kEpUemhFwtcKaTi9J2CyXFkJzw7Tp22Ibs2BMwlgmli9EHlYSs2q5YZYTBBkKiTAHKitAMrVAEI6cIPcLxltToVGTHfgacv2HKlz+f5f9jGIB0Qpus+7iQ5wvU2ht/XRckyGwCmRgJe7BVodbU30IA5r6fW9YsIWfpRk9hOJsZkKaAlWxiXHQgqDmOKEHRaUcM2i+9PWtV0jTY0lmNtMEKebz5ayEOT+UJIwmawBW4AKi9JRc92hGIMpsWBjquD9q/lP3hdIi1385lx62FLRkoKpIlmT64ec8+FiIfoVWUGzNVGkIF8gxBWAI+jUtMqp8aipemMR3ZmHg/qppmsrrcprWl7rYGIlyqegT6aMlutJGIiw3qybmMOFqjAokNU3XQwQ7XV9sFkJ6JEqP4MLzLOJB+o9CF7TSOV/cxphwrnEOG6IFK9clzhBRut939uY2oZAw6JNnk2P0faObjdancCNsFaNXcb0ixLvb7fDP/tk/u72nf6Zdcoj1MJNIyXS4MWR84TtUE4VoXfTJBSpBMmZ+XrXIYBRrMkzVzoFkdEAKzumQFX2iM4wISRWQRPaRiytMARBkjHyG+ljVdxV+XApnogJBp0OunaQCAdcPP5UAXVPemxo0MApCHRvXV1EGe8OW1QWvBCzFLchMiwu4vrlXzddAU9c6CjP1VatZOJCC3DPMX/4Zmv/i/qSbNddJBbLul/oCI0eSJjtBjyFQRAFU5UFTdgL97YAuUaghgJBRn/StaXBeRPN2+VuVI+Rn9axwP7lu6t8jg9e94xwHlF0zfkIVn8HqIGumSDHQ4gZRc45xTzmr4VoRszMV1nD1iJLO4EAqHrb4CAWLCnJ1wcv61fQv02dN9B1o3OfWGOEsZyLOdBdFmLziIPeRfdF78TyrAKO1o0/j/cOtJfvGilRhRelpLWJlrqA7KsE+R60vHUq4CGrSC88i96esdpaBvH+8L+dZXYDTYeSVCkBu63pFghcA/tAf+kP4H//H//H2RvAZdGn5NCUsbZjOz8VFLVc0vHWfjJXMLoKz+oaoYJ8/3sO1A0KTCMdDgq2rIAcX8DSpaP5rmBX9O2EKr6lBRxP7nmMJ0xeFxJQEOEQN9kT/oRHXLKxPH5X6sjWKU5Pkm6xZoBRBP4AfCAainKamPRSPUP/olAeTjK4XmTtyfbi+HGMUDfECBPT/qjJB5UCZadCMMwEt4zcgQvGpx1rXXGMy1zCNAV4SE976L9eJWnmsZxHmAgwF5gFEAw3OhelbweTcRRHPPeYaRxERFdxUYoQGKDiorNAESSZOmtF4AAruUFJnUQREqGtTjzAnToJsnEmz+QLXNky9tCIIqqbCxKIPNCUDyOIPonS2fd4zLDc1BVrbIQTpurezz+IyVOZtYm7apNAkf+gIn+98mfcPZHcQge1KoPpugaQBjcCmGXg6JAKO98WNEbEByHuRn1D4Hu/Keoq1KEy4NefCe3G9oxKYnG+WMR0U5oKRhib5HunL14GFOFQJNqSNwXUYAYdOo6HEINejTRlwGFYxgqNbuF5xcNWyLPgbf+Nv4Id/+IfxZV/2ZddqNH/3d3/3rQ3u1/vqSvgAotk9f/xqm1UbhFHZEFwH6tKx7L1QwSYAhYehTY6yROvXYAz1raHBapO6NqwMrIj5RBkcOKcNSh6QGM0trrUPUaUdg9YeFgBGEFPRKIJaaS4Tga3MuSwAmONLJn9AoqsONEHqNCORCXdHBGGypcKwAqX6dwWZkto1eCn8l8ooIAJhB3RXnoYKSbSIiEm2NEB9UrEG6n92Ghj8gYKCg1kyAEwUtLqkmZEKVpjhSYcnOb7B7C5a+0q/IYu3UMARPfPZdGGIdUXXerAEqMVmY21Qht4mp3EiQ6LOkvejmTr89nyfFpIdAn12rmnB0C83EEvJuQzrIqiM4wJsHebux2xOZYq10yNOY3I5KYicSgWj6jUgSKs4hb+bbqkZmI9Ak/3vck7qEcBprkNEtXPPnNaoYA3noG3OY/XbrELrMwDJW1flTeknzqjTHwMwB54JBJIfrD5AClya4pVXQkzMNWmP31Oeqai8wHgQaRMY+d/UgHaCaCBBl1PQOMcnFpZWERaUAD03WGpezfWKBe8//+f/HF/6pV8KAPiZn/mZ4b0ivTx/I17TEeheDrEeTSticf9ghHVDkECm6cAPqWvD/I76IrQeKImO5coiCGBO4mIqRi9uIhUNOwIvqNW7VkpTOM03wKhpVsB913lQuwvw8FFrClRPExqDGWgCmzzliSiUZjWipxBOQJihGXHKOdY115QClc9iFKwiqYg0L/mMMBEuUsKwABO1byoAvk7BdP05YWUQn3VZTBlqJ8gIb+7dxjwO5DqGiVc081gX2bdA4iIoABESzjRCqUEy5YnlJj3ilW3PaGpjlR0qBtzPdUqrQl1cOSFtCBPn/Dj+QFJE2L6Gk5jk2wTMV4gGCQxuYwlJ7p9GundnctOVCFaP5B2Cy0qiocaxuy+P52pVhLpPRkx0yTS1PiM61YQS2PIMH+9kM3ht4MDzUnp+n/tOF1SYUVvSYF0BHITxu6CfXUFE8SYWotxS4ePexDnw8xnFRMQSExYfsaYE4i0p/DVlqR7t2RpQxDNwvIO0pKg1g8oAZP5rltgNILHm/1qchBbA9STPfpxZukGaKyZs3jDl2rAM7jbuI9x7VZQNpNClBW7rHgpAQYFOnkWlws9s/fVGvP/sn/0z/Jbf8ltQa8U/+Af/4Pae/hl2hRDyvyP9odgBUV8KGbiitWDqvMQsoz4z3q9XWGBL90OrDFyeR228Xsn3en4mEBaAdQaiF7344iKvtiO6LangjVZlND8SmfA1/f6MUVPkI+bs+0q0GehH0RcPsfgzeYXfjWardTxEg8ZO/wsFBjV/+Xzsxw0aa6QlqKmMBw4If2rz5wEjsw2kqoybDF2CQxi8EX5UrR3dMNKMPCP87kB0RwpBociGGv5uNG0rQopIb0HKQTeCdK6ZF12ATiuwOANUn3yUPKVZfwWaWyoU6QzWE27Jkm6Z6ZBpHIpyI/CFc1eEJ9G7ZemAd6aqq52Dod2m7nnBaLXquYZhorzMtQbsngsDnCD75/tE03Cr43zD10kaWIwUV3cPkAYZ5KYBZShCi6LMAilwtylpwZ84RtKCoNiwPpRx//ScA4guSsPZR9LD0LyhJA+J9dbz4d9VxZdt+Gi1Gc64zylqxYtlikGC5NVhxRP6aVMGiMbZ7CJoF9/T01H4F+T5CxdcB/p8i3A3h/wrX+94xzvwyU9+EgDwm37Tb8KnPvWpWx3EZ8rFdmj0e3HzaUJimHrbj2adXjNNYjlH5qcdUisj4TASOhh9RUQDRrqKmP0i7cLRQvgg5tFPE5r/mu+HhslIS0FgypAiZ9EPEJE+i/YHMuzJdMkEo4E4x+DRyeHPXewAUMPlc9mUOuYjkZMayBLNH3zdI2rR1xdIQRIHS4QSyyPyZ5Gia8sZMhe3Z6ETNlZYT5LR09+rpnmuMZFcKGG+dyyI0GuiDDVDk8nT/7+IxYB+PZa+BDCkaTRHEWVNLZ7oos+G2GK9KXTFZDdd5R6QzqIgCZwxC/rn+ANR8TzQF9fHdec6he9UfMoAIthqukrhQoSs6UlqaSGijVaZYrpd7pRhP0JolqQT7gutWDEvVzh4pstqQodFHZbzUYmgQs378zX6cEM5EyUtfONEU4dcUw2Waztk9gPEAjTn83gWoiodTdkthQgFU6BKRp2Lck+epgFJuq4MxIt1LTKuXf7WQL4IUETuIc8K57eSz7pAJzrmuHn2l3NH3WtaXDi2wz1k5LYojiE0yR9cEVPFWgPOWJ40lDlRyEJhrUA9jvXUX+31sm719NNP40Mf+hAA4MMf/jBau0XM/Rl0hQ+nJ4EBuanQA+WfU1RBFEdNNkwzZbzXTX690JJFOwVECxTNUn0jg29Fn6lafrs+/oFxiCbNMW79lLw/MDI8JWIefL7H10JBmXoc4CjwL+sefuXt2qk2LwrD4FdEMnVq1PyOBvBEkZKCgVGrchSHWHxoHIv6vjmXYErbn2lz75LjVNP5ViEa9rVhUNJ0XiEkN+g7EPGWXmWNKGhu0u6HvRWFJuivYaRHyOeK3LPn2AYaEytK0JfSi9BrmAsVfYrPmfOLoEB5vlpNAvn5msZ3iQTFcgJXMHXvhjMs9+f/4e8WRQTyuaAZ0q4qKXr25Lk6h+BNcv7jnPtzr51V0kzP5w/Cw3nNFjFHOlEb+YRatxSVD2v+UsBQ6HY4++Sfojxv3U56XgLxSwc0XafYQwh/aPL35sxu+afOsQjNqEJxG9fLMjV/wzd8A37X7/pdeMtb3oJSCn7bb/ttmKbpxs/+3//3/317o/t1vuoBwB3XEhdvWr2XQ0nzKE0gRBTUQHsi0GjXRoTBCj8lo37jcsKLVnMV5nN1FMK0iPDLEfEtqXlqW0ASH9F1NEboXih85z6ldXym+oYitcJNVwAyN3hKdMh2iZzz8U4yz/VMGOcKTFclfT+OkCIfcivce6L6QDAlxxl+H/e91QWYH2PoAKSBR0TLEQBGdNNsjssdRyEucBmoE0FdsyN39z+FT/wGwUCh3XbZPq0ebG221Z3odyTNcQ+OdxB+ZSIufm/3BFlzmsinpfmXFgUAEaikwT69ehwDLRkSxEJajRS2PbIuNmTNkMK7IlFLc0tBBKL1bDNJX24EuFDhmnLt+F2aoecDUGldgK0rrSxdkaPvRYzH0REDmLjPbQLanZwDrU2Lx3UoFCkdqJcYECgD/uoCq7Yle16XRNekW8aKqMUrhMcuaSuKX1TjO6zwFlH8JwiLmFp7hrKGE9Cbz2XJHzZA4Rh7gfkrXamjD56FKIKPqFvDz8tES5SvFy1QnFupXr51SsuCVqoLASuCWPOkSSccL325UVcBQtceya2xB73nGWP71FBsi91vurT/aWFS/zH5WPh1qYSs6Qq5jetlCd6//tf/Or7+678eP/dzP4c/9af+FP7IH/kjuHfv3u2N4jPkGrRS1fRv+lxPZggIs1d/wiT3RAqOQVPz1zUKMN534s8H5/9FXwciIEHNwjoO+5Bot/LMm4ReLykPWQIOqh2Kth7atwgf9UXy/7K4wKIGW0SbFW1VEeU1DVqF2wRgyc9oWtQQ1Ysb9rHIZ3oybABhhVAtv08ADuP3u6zV9lJNnuOJ8Qoi59qgdHQJTozP8u+S32PUdpd50Yd243xlnhxXFH/BqDTw8xFItl23fv3vaxadDWpQtBGZAqRx0g4Dh4rMZfN3PI++vA3y5N+K+gdal7kPgTOCDK+tQzNmPqBWXSN5Lud7LWiL75fxTKgpOl7X9eP4+L48R1sKKnoMRUasQeQNg5VOUbCMIzIo9Azo8oolKqwJ80gvsU7C05Te1FKoVhQgaV35RlieIGsqe3fTpfE4wxzI/0iDNddrmO+Gv9/29bKjmr/6q78aAPDjP/7j+NN/+k//Gyl44YiQEYOro8IhRYCI5K79HdG53EjkpgczgWmTUXjDNeFFishvTbT030VE6d59ryyEzrQOMpWOQCO8F006rMxD9LwKUmeUJee3NZ/3KoemJ8qPKFcRYESj6978cIWaZAP6ac4t8np9jWhZUPM5NXkiQXK4defI0yNf1719fzl1YhaUpUU7uJ4RMStmVPoYuaf0NR3ZjKICfe7WPo9omwxylbmof8zRKiNVuyMBFXa0ilj5TO9ZTMVkTQGhjAauyWvUpTLUQAeMGfCUiOky8y7J3BhcU7pr/2LSDj+r/0//9nS5mXNN2gLsmXtHuNOFIe+okrQ3xMToawpfIhPOsxPhuQVFLS8shqApSlyHiIz1HFoiqLA4iZ+dgYCRC95HeolAPUfTkeHg36fQZWoNLUw8N4wdiAwEMZkCCJdU+L7FvUCETPoHfN1FYFJYch3VQsO15n0jFsD3MFJ2ilkTSKezNxqhnzkKhpBeZjvTvUplNyS/mS5HH/dy5usO3/tLXI91WJ3fisWN9Ff9vEZAnShm5ZhrzGItrefaMxiREm5+IjEdWpJ2Qvi/ycdpaeMVedcv4tauG/Dcr3z9zb/5N//NFLoAAqHwcGwRl2i91xCFfEZ9gvq/+oSu3W/z3oD6IPes+bmt727QKPX7qvG5IBkYtjxv0OplTuoXUV/YsAaqlcr7es9A4rzf1nyzRTEV4xy2a7dBWzf64iAMT+eh97vhXsPch5uNn9Vr2MeOgYbUlzaMB6PQG2/o7ytqFVoqW9rbWlRumisw0M41fy3HJ2NXlMP9HfZS95jmXaHtwcc2YTwfLzUPiOLj87pm6fH7DH73mmMLRFPyZ7CEbM7XtYvfkflje68baO5XpDO89OsDGkQ+p2zoRu+t799kfSFy366xrj+AVH64bjesR1hBbuATWzNy0MUGlQ/fEfQ5rMMNtLnlKdyX7Ri24x2e5QrES82Nz96Os9ebGOOnf71iwftv8sVoVmq6YRaWBHjV8HvNSGgSa6A5135X5nW21BDDl+GExIYBQRiuKUfR730eCFYVioR+MSMzIpq+ETJzRveF34spAvSPbC7VvCOaUHzQAML3TSZLvy1zmAPVn+aahgYuFXNCU2/euF3m1PYAA3kYeU3FiCYxtvDjd6mtMzeR1oeobS1m7Zinj2+6SBR6vJ/Mp3RD1fMTR/SnPfYtcgvXTAljk4lezXesdbvVmkBks5w6otmsf6efzM+8pqNRM4/9YOT2nH7A8E/vbBx9snWqBx/7IceqPlmNsuU6s4AIUcg14SUmY/qy2ZiCtcqnS0RmQPh098DuoYyn5tqtp2kxCSXN6WY5T5pezsdzxwjisArw3PBc1rTw0E9ces4BGM9ynK+TtDz12f4f0q86stqVWCO0FGWsGVHyNNIHrRp2E0QjhtXXPDIfHLkFyve5MK6CtNk9Ch0FEQPAGBNNXQpXWfe9lrKcpDtacaDWAfIr3x+iXgDRWpV8ZIh8FnAyX+SzGF0fAVgUwL4vUcqT6+2xFMe7wHLegycMpWVLxklQCVSrwXqK8JmvZz3PU0Q0A9NluVWz82sqeP/RP/pH+Lqv+zq89a1vRSkFP/iDPxjvHY9HfPM3fzP+vX/v38OdO3fw1re+Ff/Jf/Kf4Jd+6ZeGe/w7/86/g1LK8POX/tJf+rTHdJMv8BqT8dfCjxBv5ndCI9Z7qBZVknC3SHjrn4x7EC3chGz4mV9tbnpvRall8zmZxzCMDVLbaqIAQlgq6ojvbFGy3vcGrX2IqlRtWK0Km3Ff86XrWIWR6vfI9NTftUWA16wBfXP/rba/GdNN66nzHBDxTTQwfAHDmmxRcAhoyHOdqW+tG8p0Y6yCarf0sEX1/Dt8jjfRpqzJdi3VzbK1YoQLZ7Oew97egIji63VchxvPCO/5Umt/wzr37Rjjs+MArj1fr+3rJc+NKlg30sF2njwT0/j+S46z38CjIOd2+7jNWdD5AdfpJJ5BS4U+b8uz+N5mH26aZ/DB7VrW/L098xznTc82ANJjDujlRkvijef/VVyvqeB9/PgxvuRLvgR/9a/+1WvvPXnyBD/xEz+BP//n/zx+4id+An/37/5d/F//1/+F3/t7f++1z/6Fv/AX8NGPfjR+/uSf/JOf1nii7jBEU56yio0hmD5E1CqzpJap+ZusH8voOaJm1vFd94maVVuerpIh0SdluaQdyx3XygRB69Vr3ou5aACGyFaUsQORpiMs54gDv56lPzkqLSFfW718H+9JfwvXjoePa6amnvCjqMBZcr7M6dymO6kvjzmB0daMTJi+4n0+U/NSh+paE7L2M6OdpaJU1Hh2NFkPJZQgrYfNIBZG5aq/GkjrQvihJEKY/vvIMV2SlgAEohgCalRYeoJ/PSa9tpN8ZtSN9u8x0pURzVwzIuDVKz91p8u+A9quBzqm0kg6DbTna0bEEfWVTxJ1zE8S3c6OghuRN3PHm6Eni2/oQedDZxwf8xBBLZYPIOmDNEC6DkWnAId7PdDxfImI3diaJSOCmhaIKyBaVbpFqywlUPty3tH2PehQc7wjNkSEa2mI4MP5sd1jvhz5TxM0Gc0NnLfQ+gMIPRY/o2Ktm668Cpjwj6g34DRGZEq6X90/OnRBK3lOq/vLw1/va7Sc5X6S9wTCn9PK2CdHrG610+pmqoRsa5WTR5QjMF0UrDuh7Z5rHmvvzw1+swJ1KfHafJFrwD1macwh9ehVXi87uOrX4vqar/kafM3XfM2N7z311FP4oR/6oeG1//6//+/x23/7b8cv/uIv4m1ve1u8fu/ePbz5zW9+1eMZtG3RNCPqswBlLSFMBm1P7jP4tPi/fybMSZuLqKOXNJGp/ynG2Mr1B16bSB6k7eeu5dDJvLf+Vh5oFc7DmAsipWLwZXIdt5rtDeMBkOrfDchgsCjcpL3fYI0YIknlM1sTV9xW0IHuDU2tWzMx7xlaevOpiWYfa6fXFrXdcIXpj/tXkmFu0YOuRWklFJiBoeua675s5h9zF4vA8JzOCcpj5T6K7MvmuVufoEYYD7e8CenQPIiOIYS151rkjTnOzXtbulM06GsXAYJyNuJ80NS9QUGD/3XzHs9fWfkGrl3XlKeCwSKxXRPS2rVzBQy0H3RYx33h77AwyHndotFBYa9wVFgGqDagZeFfRdeMZ0g/D1k7/5yxtJJjXiAflmMnZ2HIYmh55uhaCmVG1gPyvFhrof9ryJa8gorMLV2/oXy8L774IkopePrpp4fX/9Jf+kt4wxvegHe84x34ru/6LizLcvMN/Lq6usKDBw+GHyAZXttvWkNREyzA7rFvanV/yobRqlYJJOGrb5R+06gCJdHLfQKWuz0QHJEo0dP8BNg9LAMT1coy4bslenPNNZDVpiarDdLGcrzTsZ4iGntzbHX1yOFzyUkkwyiOKpBETuVhaNLQ857KIIjqFLFGuohr+GF9cK20yIGZn+TalA50Fm5H+ug4h92jnHc76fEdbcweWm2FFfyA04Rr89t0h7brmYPpXWbYUzcqXW0EkUbPci3oW15OjeGtp+nXo9+Y/tEYa8//p8uk2eXMUE50zZI8StJdrz1QUbgPpqyYxf2JesiHjKwNPzwtGTXREC+NeNcaytxX5sZGVHFztLFh1pHDznPQkgYA3Yf8iQhhorbaw28N5Lrxs7vHSZ+R0XCa85wuEalwpSFR3yo+azJuRnxPJnQDFfP5VHKJqBZH9m6BYYna6D+LRN3tpA9rZrEnPebECP84O1OucwSrzU6jk6HeiL1wOqNiPj/ONW/stysxG3w+402WU6kChaS9uCj4BNAAPt6efuU4mxSkG/PzMH/yCS1apEjZrSFsfdj2HRPRuj+btBd7J1HgvWYmwHqWtHgb12uKeF/JdXl5iW/+5m/G7//9vx/379+P1//Un/pT+NIv/VI8++yz+NEf/VF8y7d8Cz760Y/+il2S3ve+9+G//q//62uvh4lFfZTA0LSAh+yl/Fd6r3h9o4kPgmjN+1URKKHpb7T2l0LLQ0ShPI+o1D64GeYWofJlasei4W19a0W+fw3dynoMflNRYIZ5bZ6hh23wVSoyFcEV6FCQVMxLvnPN/0j9RRBAHPbGL8mcJehp6KWs3+8wbV3HvB3XFrVs1i2tK/J9MWnyvurjDFBbUzjFs5ye4pkVicQUUYnSo6gNSh89mXqMYaNc8vsvSV/8foOlqiAFYViEynivgexFcKkSGMqinjWZm95Hc+xD2HcMwkLdMoM1AEnHOqbtpXQR6wDZI6QACZreCOabzpaeie0Y4myJoLv2eeVlW0RackzxXNKdKPaDu2NrYZKzuLVI6DpzfYeYgwZgLTf6xdU0HvdVawqV8obr+1lgVqEtPxAQAOF3HE9zXjf4oG/h+g0heI/HI/7j//g/Ru8df+2v/bXhvT/7Z/9s/P3FX/zF2O/3+M//8/8c73vf+3BycnLj/b7lW75l+N6DBw/wuZ/7uWg7YEe/o5g0llNDNtOhSDRfR1lLojwRFt01TSLJIWGf/ktG+11mxZhejKFPKHkYHQUHohCijUM6A3C/Ig8Fc0bb5NaVntWzovqNILHBr7Nzn437a1qHJcnT/F390ZuKR6oYaGWo8K/URIF87uD3nADIPKcD0Nr1XF6tprV6rV2iG+w7uneJiG40vjfsAENGSn/d/uEYeV1XRJeU0nyuLXOD266jHItF6x5KaNAUlPMFsgsKEdkM9KmHWTP6fzrj666VBxosXrXJ13A575iflGCAdXXfXTerQLRnnDv2L9r8V1oL/OKY+uT+yTIGNqFIBScg8l45fjLeNrvMJEKhwGv52bJkt55OYe3ngJWamNdJP3LbdUyXJSPpu38eBb30sBb1AhzvdsyPC1CFrrf59kTmHJMIzvXE1pMVstazHr57ZeDHk4517/TENa6Wgx9CHkljQccdUSM98mF7nuXpys4Uu0aFAldkvLxXCOWk68EFJM/gPNncA2oNQq5TWOicP6DkeUAFFj+bE3NkUcIFtnp0N0211feZ1ewii2KXtMQ1avuOerR1Lovt43RRgv+w53bERdAiU5IPRKcrt7RMl3mOaK2LjIxd3o854KQJWmKYs94rgCnPRFmRErJ09P0NqOfTvD7jBS+F7i/8wi/gR37kRwa0e9P15V/+5ViWBR/+8Ifx9re//cbPnJyc3CyUqfEVZDcdiIY1vFYi+OAlURw1OT9Ag89MUaVqjcjvFqQ2NqAd5PPoFwKSGEObFg01xupzJONXJN2J8Fq+vkXM+nxo0BMF3AbNjT7C6+MPgYlkDjEX9XPq+qrCIAeTqinLF8Z2bNbW1iKVpigrOSGrdEF+c5y8oaBO1eIVLYTGXVKhIcoM1E3USCVvzvtSWw9mxqAzMmmi2BXBAE1xE7Qg+3QNVcg6B3IVIVL1vqQVf39QgmR9dG5A7l8XgfBSVhz2Zs5N8uWNZ5Z4jiIfNTkOflqOoXaUpbyk35RKWF1K3lORlezZ4IpouLYGQxBgybWlQAwFjfSrYxEkFnsk9yjIvQhzdvXAIKJY2cPoe+tjD1C6yrj8c4Mi76+RzoKf8BxyuNRRwjo0zj8Khvh+REOIY8mASb0RWc9kwj581nrGxOIU+6MIdjKQoNa/axZCUfqHfZL3wzqgSnErgyvl1V63CJ5v/6LQ/dmf/Vn88A//MN7whjf8qt/5qZ/6KdRa8cY3vvEVP69P3f08PYuku9ZdljKaFI8S+bi370RHGzHxAB5B6AiY/hYeIKIW/tg4EBpwEe2LOZ30x8RnGQDEHEXVODdRzaHler7retqH8ZaW/iYeuKHaDK9qKIH+FT6HPvLQ0slcV4zKgxM3czyHw+BjVX+yRo/yfcDR5zoyYM0zZcRtjL8jesgy2pJRkOspIvpUTdOD4lWceRCNOXoL37ZEaep6TcyNRArT450+CG5WeKJvqs0eRb93tLv6mtNUKMiKaz0/yb0FEKiAV+xvzbWK/SJtudUhorthZ4MBf5NH/oZC0sQPz/zymmjWXu8RG2EPRiCo4jEEYf7m3MgUnabVFxm0UAW5sBoW0YufN1Z7sxtzHUqYvOlnJU0E8muZX72e9kBwpaePVxWatuvmh905L2E08WTzjz2g8CupUOmceV4YiR9Xs2dErAR8btX2TM9iuEycJnk2o0IdldmWY6N1ZDrYfCNbwfefljyl60b/cc+zSHRaREFbzu2P+XGi2rAKUAg7zVDBYDQxzzatHeupjaUKf4zMBLfYhMAUKwIw8omo/0wrpiqEkOf7Ps5P5Eav8npNEe+jR4/wcz/3c/H/hz70IfzUT/0Unn32WbzlLW/Bf/Qf/Uf4iZ/4Cfyv/+v/inVd8bGPfQwA8Oyzz2K/3+MDH/gAPvjBD+Irv/Irce/ePXzgAx/Ae9/7XvyhP/SH8Mwzz7zyAbWCvgcqtVxqfUVMdsKAw99bzYQIbBg0yzqKaVT9e+GDUD+mIM1tFxaaTyDCi8yHBzUCaXoSH00zg+CU5wz34kXtfsaAoACESdTWqKP7ehUm2G8RkWr3gmDRkb2BBXnFx2eA/YrDXKZKTc29UgVFfTuRctUFdXHNg6k4wLjBx6aoSn1CNJOHaZ0J+67iEw30ydZjGzgWClQxkz/Nk4MPrQJlsYUKBUSUMwuQ8gVjxPYQiZr7HE3DXfHa+o+ZiqJWHDJAe50QVNZNhJsiEroVQAEDJBIXJYhF7XsBqq9rn4Cu99kg6UiP8rQd0qKaTlXpqYeS9/Lf5kvu6FMJugh/J/KZQ2lQOR9Ec3rZeS0WkOe0mfuEQJZArnGsg6Aw9eXfFAtQ1hLrEKZo4Qe8LwFAXWBlHml+57j0vv06qq9LCRRNM3eXddC9bhPQpbjOEB8jFpBAr64cFbeqDGeOv3vem+vEtWPDcUXuxS1cQVfkM5PwmhmApAWp2Z1WhgiU473Iu5tYCW/hek0R74/92I/hHe94B97xjncAMH/tO97xDnzbt30b/vW//tf4X/6X/wUf+chH8Ft/62/FW97ylvj50R/9UQBmMv47f+fv4Hf9rt+FL/qiL8J/89/8N3jve9+Lv/7X//qnNR7zX3WUI4YDaSjHfgcqIHMMxgSY31cPvf3mARiYE5BEIwwtzDXCiEgAx3s9xqD3bbse91KfCr/HXMkgQDkMfD4DhpQhzB7NqWk41PZ5aAJB05/Yx4jwrRYZ/vCKyMVrco/wjwNY990YraB/HuqopnOV8yZSZAWp0jB0Kwp/ojOhtu/OiLtp+KpBz7kOZvLtYa2ISFrmAzZgOevJYFo+jwglev2e9gHVQphCCEOi7bl7pakS86hrCf90rmOiYM2fbfuO1f1SRE6Mjub+2Px6WgEEbaObLxSlD8iXz+Aa97mHOZzKU5jR/T7Mrw0G6vcmqlvDF9dDiVE6Ja2wahirbkUe8ZJntknT8ojErmS0Het590hxG/dyZvsf59uFXuSVMrvAn7Ge9ujJHfRdiazLcMatApLFh3D+wxld5PyJEhNWIq47+ZAr0c3ruzMCmJYDKkXLnW6KqVf+arNVdQq/vStHuicUMuFHnUR4uzIxWAGdJ6ynxpuoFCgPo6LDM0F+QdQ6WrE62tQjBqbXnufQ17QusHgGGQtfj25M3uGILg4+Z3VkH/7wyXlnSasRXTjBW/fi5hGrxau9XlPE+7t/9+9G7y89mV/pPQD40i/9UvyTf/JPbm085twvgUTIjFY3PYWGL0jGDpKjLo+ao8BkGD59MIM2pn6WmDDiQABJXBEw4UEJDBggkiHaVuGtUbdhvqkp5AGElk7hxjWgcCPRqrBW32ugDjEzx1RqKuKDT1bNPxxPQzR5QHFmVIDu/iCOXc1ucfD4v/r9CpzZiJCUghXcg7Ka36ZORQbr93F0EIVImjxfkBgVpChlRz85Np/xeTI2wOZZUsEi8xXrR2klU0JqB6YSqSxrICx7ZvjHxZRW1gJMybwg6FDHx33sBagNgRw4hlAQio+fvr8lX9PzYQsu8xK6i3042vhCuIawKanAeAoIkGdMXSIhFAsi3qAuAK5KCjI5S5wPlu73yX1XHy/PUV08+GpKJalPxiPoViA9kdbSpVLQJgrc9LvzPIfiK9YNzi8+Q/IRIRaNHlauZQmBxrUxxdIesJzCleWyoa3NWZSLroo2dVfySuxHZ+S50kAVd4fwtCF+pbhQ9rNTD0k/YcnpJVK0AGSwmwpzYOhWxEBPQO59HHlFzlUm6gCqOJplGVAIzTA7IYr5LJuFehXXa4p4PxOvqJlb05dFLXwwrc09CDA0WBKe/yyncoCcwa5700Tb3KOnK4AgBMA1vWo+JVQMtYEZqKBCRIUG0WMwL/cjs5dwn+xAhTKwiEbq4+ABGXxMivAd5Uf9Xkc6RKwA0jS78QlFcMiScwg/mTMuVsbh/YPJSvCRWhzaLv3NKoBZX5voKqrgUNN3DbksWWFM1w3wtff7rac90Zx/tldjTqzlWhqGimN6zwhYovvChTW/12ZH+GLyM4WjBwJmZarSTHi1uQ97F2a87oytF0PrtYdQCcuB02vkXApTpv+ytIwUJSIKMz99gGpiFCQd6y1m+vVE4gKONqeBIS9J/2VNP39x5BYKjChUZMw8i4ymtrOEsFTQWlGPxQStzFOtOBEFe8zn1KsS54sKedt3r/TV0X3vSG88b2URBYVCVc5J1FefesYriNUnAsaqrct64muzOE3TOufIjd/nuJc7aSEIwSg/QWdiSVv3yadU4Q0lWNY2OhNdpRKjsSqkj8Gvvfp5UVcEzesU7ruMaYkA1oghMWSs+xt73KUCYcn5UTngd3he+Nz11CwfCXZ60HTkSqu18lVerwteuYwxJBMIRk6tjEKypO8oWmNJOoUyMPVrmA/WNOEquWpBWJX38nvP3U0/JYmrJAGpOZqmSmpwHC8DfWJcZIzOHILJUyBtKIJEC6SA3SJ1I/48CPR9DqYzGa/+vZwi12HO3xRATYLVeH+ubQguZ6ZDNO+EgekH+nHUTlMayxiuZOBFBB39db5HYR6GKAstUZtG7qpvkyZ5Cgkt6F8cmZtpy9BltDQjY/SI3uJJhcuZr7mY8Lhe9sxxjYwuSuwng4+iubzTSRTo8PsxwJBpSbGOvs4s9ZimwpGp0X0QKLykSXTd5WeD6QfSLWaN6LnH4UNXmvN1p8IWTUXc7D34MUl3RPycAy1GFHByzmI+pef/U64TaaEey4DOmpuxNegv1kWYuk2WzL8YLc25tkNpQ7d4mYLH4L6s9KTIN1wmLYtasKhLWLuqCHfyDfKFDnNpEOEJ0qRyRYtCc0U+5kL+UPx15Zs+Pt37wRXlny0ex9J03WTfgycWO6Ma2dx2mZ5peyGKHR+lVo2wViLQP5WZMLOLFea2rtcF7+YKX08jUY2CA0CgPSCJVwWvCocwXRD9LSkke+1jEMCGcUb0pqNSHnitEGNMfdS2w09JtExTX4yppBZKE07HaKbcaMMA0gfpa6GabTBxasihqffUkEuOkYJlPU//JA9JRApXYKEvSA+o74/WjbaI1mRo4X8Mn1mauiJCdxI/3knuBX16nUyZz1wzhSyYBE1jJZmtugvoC2tTd38porrWuu9ptSiJ1iaadmHPMeSYiGI5oyDvYfo1ZUE0c6LOozEpRbmstqV1h81i0IOmaG7sUw+/dLhHajI5G4PQvdA+fWi99thbppO0k57cp4wKDq0QgCEpWiz4PumAQoe+Pat6hNHVQmQXCpE9i2sViEzM17To0NUSChsFr6TG0GKg3XyilrsHKFGJ4/PD9O9rFki0iaDwM82LfKBKRLD6OrdxGJzPdGFjpK8/eJjvLWmUzwgUuIqiDc7LmAKVRVVUBmWTJm1xMcTrPGs3CFWOLywlVCZV6FUM7g81QaPY/i/nfVQWNvx7a/WKs0J3g/BPWsVuHOuruF4XvJuLi69FteeLkoTtGiXRcAR1SPs+Bu2EOdSDOKyAQjKFQEBRGrBn8JAXZgjEXVKzY6BOIIEixFScsGlWc8SFnkKf5lH6U6M1n0YqUtDPeb8wkYliwrUi0lZzDP2PQBK6Bvfw+bzUXEVCny/ttaEZQU0THZ9vqQUlBKKtbx+aHVA5qkvJUohH7ku2/WIRBypH9D2q6ZRCRwVPcX/54IsuuUexB+5GCLOdM0zSEE2PsfdUMhx9KiOKaNxWwhxqSoB8xlFCFJY/CPp1xmk+wJJlF8mQ3C9mTceTrimI1VIS/taW9F0WQ048V5kJkOMrtOhQgXFasQL6tjdVBGkN/yZcqGBoWRlMtaUgorLbZriloCTj1rXfJ11RyOjZCuZNHWXfI10n0KkoZzz/JkhMmE5XiU7Xsx7FQ9rOikv06oVElpxPWODmnF+kM4kyCmRaXAhGCmbSw2RnfrqwySynOS91Cwy++b3tw3SZCBFIulS0GwFNEYOAsPoEDUzpahuEJ8ax8FkRzOkuE1oc6lW5/v2ev8lfrBylIHPh53qemELVZT0HS8gtXa8L3s0VBCoHLRCma/uDCZOmvl1qlUNUph+SNolP2M3M3Qkh/Ali1jY/aLmuaYkmDiBQSiASIHzD9POF/0QCFwYTFv1Cgjra3CMis3leYtv10NyDaGHvxZjFzM17bqO2A42WVHRU0421A1BpKpt7HPBUaPh8ZPQ1QtYHc1JfPFE8/drG6BCoB7BDylxIrYqVEaiJGHXdKMiGGtWyv1p0JaKMRRtvcxefHyISVS0P9OXFPEtaNCLSdAK01VkwK0dTquUHsmdE8ix0jfzddolQQxAI8md0NSP7SZsacBRrIgIMcEQxX/fbRYRzQxbB8KjhbeCconfSSDyv21rm/jjC9vXr1aK/286QuQoIBv3Q5ByvNX22pHuRYXOPaEXqJYR8Fd/lSqHrQjVypTX4KCxCo1KmebK9pL91PXGFkGe0ItLubExm8WFdaCJQyOdTwXLFyy0D4WoR+uhcZ6c3rVPAPdVAN9574HtyheWJJuyWNKS0yViQLqbuGIPvE/kLLSK0epEvDYFaciaCD/d8bjznFq7XNKr5M+1SxKm5eNFYIC0YRgiwjVvdpzkdCtazZDyx+a7FhjZYAEymcaYJDuFr0mABmjmmy5LlFbs9c1oMvURye+2Yjxm0EGbyCiuB6HPrQmgxNxKma8dpripAtXJ6Juh6aOrTVQHW9JPQJNwnE5jxPAq2ks9SJlQXYBXzZaTslBQENJdSaIbfRpQNBpoxaraiWCK/a8tqKehzR++2L4z4ZEDNetbRr4oznZ4BLpPz257zKK0M5nmtaLSc2XfrVbHAKGrTM4BFzK67VEK4hvUgvmNaGegzJP14dC2rMzVGP7cSm7wqshalCE67fXaiZoT1UZiUC5PpUKIMZPj4+CySUjEaDUtQt7VZT7u/3lPxIAP2MxbRuc6MIze7lWjTVg+0QnWsJ1k604R7ScZYbF3tXGU5T8CeFWUsfc/qVRkUimj9B6B0O88mCAt6zdKGVBxppSH90MUyufWhdDvnZQV6L2joQznM+YnR4HwoIaTrsQzlDNWcbGtv+766yyEaXhyKKQHFrHSKdNvUUaqNtbaSFgKSigihiNGgAuFjrUdvHlFTKWiTKwnH/B8NKBwvfdUc+2T71XbOP0RBaSdGx7Xn2obPm4ryUrCeGE2p37+d9GA4pLPSskSt/mYKJs9cfFbjCDoyOJOWhVu8Xke8cqnZQc0MkcOJfE3NJxH1tuRm6WVmjZJar2vZ9ZCHXk2hiprC4b+Mm08mw8hV9aVGMEAw7p7+t5b3YDQkTb+a60vGTaScfkNnkOpTJNoME5VoKDQpi0BS012Y3juC8bSpDz6rQCgt12NAfSBz6uFTC4TvpmBqt0NFp6kPzIkarUadRlCSmFS5D3UtozAMZSWFU9bpLkEvFKgR4exoSgPZiu63r0GRvUPpYc0IBWfO9Qj/+4wwqw5+cqQAivHLfsd6yliK7GWfBAHzu4wBeAlmbh/O52eMQJp01e9bmrtBGJGtyll8Nz9PoU+FrM1Ch1xKKok+t4g0dxoOq4if73AT8Bxs7heR8Q1xrkMw+Xzpl6UCGDS6ZoQ0FVD6uNUHqqZzXeP1pAcNh5/VedjESHWhIe5dWRGVroIWoc/rMXb+LpE/npY7otuylDjfGo/BeBKuCZ8RdCTxI+R5rB6o5mDSCGNEgqaEJ1Mp0zlzT1DcWgeEub8JL1CTdOyrW0liPq8L3l+7SyNf1XRcVyceJZJ9v5ZQvZ52MFezu1DsEVTj93I0oY58MpP0lQnTKYg0k7JKOUL3Z1LQryfpu6O/KHxSJYmMc4zAFC9/yCAVFBYN6BHQwjnHOq3+LA9YCj+NP5t+oDAv+2fIsCkA69FNbappFkc8/K6bu/RA1yuE2atPXVp/2ZqsZ1nerzpT0ECVLIFpn6dpqrLIgQtAW3czQy53+mBupRmY60HkRkTbZxvndIVEoopaXFEypJiMOJUAEV7VlCxtAcf9rwcPQFpyTm3fsZyRwfQIFLLFQ5rVGzA/LINSR8tBKotAO0H4d5MZO427UGdK0qB0FiI6hLvAkAkiCr0s7pvmmDpivKR7rU4WaFNMwsUtP3QH1MWQbGmGWIE8G8Zk3edc3LTvpta279HikkqhpbSVUKRs75ExB87Eo1QsfG/d5xuWG6cri0R2hSCsQ8WijrvwIN8rFgnROA7bZ4QArksJBFi6fZ5R+uu5lRzVcpPmx7bX1F3DeRMFAq6cCqqeLksGllJYztZOlMqd+rcpfKnM8TwS7Ub+e6WCUsLSEmPzWAFaZyKWAUabZSmYH5c4z+gWYGVNXjLbYboqXgvBS7A6f2775AmxD2sJ2mZp1zFM/tVdrwtevRRRCoJU3xGJZIjKE+07zI08KIPw6UmQRG4MPiLaphAjwkA+zw6qmMOBQAuRvlCQfiVeRKEcqyMC9ZdQq4+LwrnI+/y+m570/vF+xbWON+Ebgwh9rs+c2rAiJX4vgsrkHtS2B82ZSLQkM6BwiT0LxamnwJX9Cw285TpyP2h6NY26xPjCDO1rzN9t6sZkGGDC+1FwyJrVoIUcCxwFA/nZmKPQBuvVKhqm4hT+OkAmO855EhcHvxvmVApjR7dKd/aB/F/NkrH3QDDpMNVvLDmMMbAHbeYvloEYswTrqXVKI7kZjKYKVygE/hk9mxGVPkn0L/dqTSEUkdASpR1WFsn71N9BGxIoNJxfX4NIvSHtI2lQrW/DOeTliJ0Wm7Km+4MxA+FuAAJV0v8f64kco6ZfQemv5XiC5h0sDPsPxP95Vnvcl2uqdBbR9xpx7usdvtcN72nO/yZPQeL9+u66xYPldmlVKLE3ibLDr9zz/XQ94Nau1wWvXEmMiUBDeJDZumCth2I+CB7+I0ZzlWunJKbpKqNG54sCBtMw0IFm6rbfFGlwJLeedBzvmT+SEbfrqd2/7c1sTebHkm+lq9nW/UIsfi5m2T45MmPUq6dHzB5ZybQJZfDREnF2dHzaUa/SP9UnW5N6RCBgrgeFVnMzqNZQ5vqTAVIQAvYsRmyu3pgeSMEVUcZxj2wZx7Wklh+NsteS6V30vRFhOTrinqpJyhBWIubuudm2dqa1l5b+pFCa6Gut+f9yZq8d73mBBJ9zWUoWsD+aVl+vSvg717OO4x1EcBH9ZBQu7aSHhk9m3KsxJSubaN9nlLWZLdOkXa+MHqcrR6XOOENxEp8v/Y0a6UxBwlgBftboJz/XZi1UYoiQcQClIQpVtH33wKqewsqZLTMKaLXgFQFkcxaFiIIhFYGIAd9rH2fb9ShF2XZilWmOMA++9/y8CwXA/MFhhenZ2CJKjLqCSZPpetZT0XD+Mrh4IN8Tyw3PJQAv5G/5xBFctSJaHzIdLQRe4/omDfPieWRZx7A+Of2oK4ZoO4QYLWdgY4keLSuDR/W8X3P+QVqL/Gu6OnpaM+LZYjni+WWTelajmx+SP2Ud/bBmwVAsffeMmqcF0HhNj8pdLORxm+bm1wXv9hoQh2iuflGjCi27kGGQiJO4QmsWLZHVolRjRy+hfSbCFITXU0AOyMYJk74Pv9XAEKg0hIZN4ca5Fa1qJNoe22D1zeGH3TMOUKA8BNpPEzGSYGMssphV3kOONd+Tdm5dlRUk6gBSMAci9f9pJah5i9hHltnsuWbp30Yiy57zUgalPuvckM1e8/76fFl/zrnNGYE6xBl0WdeOiLQOf+IESVVD0ExxZMigtmGeRcyHLmDCLw8hgSLP30Ylb9cQSF9juf45NedfWzNh6vF8p6/YenGN0K+4HQMtEUPAEJD/00q1Gd9gRZD9VQRo1q9cnwERyjyG+W78l6bRjZ8LuthE9W5pTOl2pGEdb8+zyud0pNDdzG97X312WMe256aMexFjEF+s7jFpOVC+8i7SXMn3Bp+0XvIav6NnlNZJVR6qgA2NbdDYhwji5J66BUtdjjbHGxbqVV6vC165mGwOwJpsU1stI3FRc408RUdLFGBZfAC+uWVAACwzRz9CbP5SHNHaRq+nAJoVkSjNxhRmMdfO1hOrBwtYU+nuUaxt7pk+0tMkk/5cQ8qMKD3eMc1S6y8rwdM0uJx7LqKXWNTyexFtXA0Bm18UWbNaTfN+msnUOa9od+Zoe7ooeUCQTKQuxRDmoRjyv8pxTq5Z96nj8HT6qADXqq8MVVmRfnIkhNm7T6al10PxNBRqxcWaIUAQuSMZQxu2Bqv7ndZ9x3LezbLP/PApo0611SSLAkQbNFcqpoiu9hKke4SlIDpVlR7oebpC9uzlDyOWVyI5R8/Hkho/K0VdZX1ommmXu4Y4p8uSTQrWYsU+vOXedDBCa974IITPnLTEdB7AK2UxPW3KKFUiX3Sr28vIcNIa28vx/yFKumTgT9Y0zojnPtn9re1nD8HEGujrPlFOWRwVeTyGzcloTwumLF54xFLQShYm8fEwqp7odDmT/GxfE/IaWr3iGa6MLXedVne5p5EGI64qBmWZH7aIa8T36CKtS/RfrhIYyrNJepsuCuZHxfOLU2ELV48o2ukmy1QnxlhwPaxtarrwVk8Vq6tYvSZkVSqXd+tZjywKBl9qsFaUvG0ecLanNRDBm1RBoxWStQrqwa1O8HUPi4PN3Ro3iEvsFq7XBa9cqpExXYiC6xrS1PcETRDhBBIUzTreJ/KhxlrGe6XZJp+jWtk17b/Lc3kYFa0rqtS/dcz0iSoy4WFSjZfjIv9reSvV3MPPXMVvEm/KmvGtOv4fzPolNPNA0s6cBnTdENquIkGOa0BvimxkvsOei3Ydn6/yfR2fM5+Iwr0pTqAgTKRA3ttM12UY79ZCQBMplRc18ZmCWIZ7hpavmj/NmIraeb8mzxHENvjesfme/B7oFrmWAOkXoZzxfCTikYBA3lOtIkQim0stCkNk7nbMvl9qVWC0fLwvKIdMnu+pfzvRqivmQ6OSRHIaSHXj+snfo8+1izDD4GuN95Fj0v2hiVp5Unx2a0nivGRsiorTF5+C6yarxfZ3oQAf1r+PZ0V4ou6zok9bY4zWG65BkXvyOa5khTVM11bXQ/hwjGXrfM9f47hv4Xpd8MoVlZB2HhV7AHYPyoD+2BAbAG40sVQJbAGA0kPLZuH30uCIyn5Wb0sW5QudaOrRfHzzhSGS9cTQmha0QDeNmAhRA0eqR/nac0qgW7j/phxNq2UOcSJWm0vbOzpgqcM4FMDxfg+/1HpmPjkVsFsz2TYdqqzmg6TvjP7uaCJekIjcvxdlF6u8Rv+pWwDoA6e2W8RnRDTd5h7WBRtLQdTRpum25j35bGtS4IfTfY8cUzuxKMpo2O7oTn1WpJOhmURJ5AYgAz2QY2iOCkMBoG90Z/Ngagi/MzPytGThdxajYFWu2IOhbnBWBSKtRryAI4R6LCGYlzvdm4/7vnRD0J0+257+PsYhEHWqUqL1roP+ip8z99suZxadqw22Th8AAMRMSURBVF2g2j6jkcmAw3Rekh7b5Pvm5473DPOr+lNFWdPoduaGM6OAVabYHIPnvMP293h/NH+uJyZI9i8WTBclms0zdiN8wDUtR6u3mixR3N8QdrTLpJLpdBrVs1Rp5Nw663F3Qaq2J/WKbSedxha3bJ30qEvA1oYoPcqd0k/N9V73PFd57nk+uV7zk7RGkQ+RT0QEsu9v9XKhxf3qpWczEtt3+1yUdZxtrbh+yx134QiNR5xLh3cx6t7SkOcvjwMVqPnC9mxwIb3K63XBq5cimEIT40YRegmEtEU9N9138M8Iv+u8r2pXotWpgDf0koIQrlCH1sobbjRdIoobNV1+bTMG9dnxvUELLeN66Nxv8nVuLzLYAV0Jyr+WY+rzGrRQ8ZMNPiydI/9VC8P2eonXhsjyzVxj3wv3UGGffEhpRBW1l3qufsaVm8E6AOCaz1DQGBF/3KPIkMTdsB1H7KciCv9jsK7wZVp2FEFu1p9MNXzGemb8M0qTipw5HZ3HdXq9wbfMe+p5a/4W87L7DeNRJJRTj+8PF19fExnplo++2BJ7GOeC66k0zHn462HF2K6prItahG7aU/3s4Ld04Tb4iPW7Veih5+9hTba8pI6vxW+ljVHPGz6n1j8iXt2X7TOHOBJwfXPh1aLSZV7Ko3SOev1qvOvVXq8L3s3FqFL63yLPj6bhxTQgi7R0rW83IgciJSK3yjzLap8lOljOHYV4/lrxzjQAgGLPpc8V8OcyevHI7i2mPTOHjyZeRd1BWDWFr0VguzntRA6eX4ySratpe+ab6UPEJU068+PMIVS0zlqwUXZuztrJ6e8tkZ9Kbb8u5ktkOb2Vzb4PiS6oYbMQf5Mo6MhDdn9hdZRPPzpN66Ftu1BlRZxAacyFBtLvuevBsMK/WBzZFdOmWWM7kEqx53Fu00UZDnuUHIStLesm92JjWk96+GBDUFQb03pi62/++VRA2AygejUjFXBt5/EA9E2LtWI9s30u3Whq3adwtbXtIbwZuRum4khn8SpW1daMUbvrPgujcJ5ch4ik9uyA7nnY9CFOl7leFoyVSiSLIUQjdkWAFZl9IOZ91oDunq+/3PVzsdq5tbzRvFcUIXG67772TJdiw3T94dnj2M0nnPTGAijMFW57xohoNDEnaWObHxvKZjwKaUvjE6LJiKSBxdrV5HEafWxzszm2vZ0L+r55Ni32o/jeFKRfOi0KrFWuvmVWI4vSnkheSssQLTtt172NJaIcJ889C/xw/1E65gtbp2iVumY1MVYpKz1RLuu3a2GcrOGeik+0UYQhZ8qA27peF7xykaltfYBDYBA/q1r2VrsWBqkI1b7XQwBG0A8ZuWvG+ZB81qBBUgOU7w1+NdZcQ2p11yfLcff8fESxpCCOl0VrtINMtXEcD18bAjCQ63eT5SCGJAgp5zKOOeZTcln1nkN+NRACd7jXIPj52lblxYBGaB0YfJbcd9HIQzCKACw3fq+P4yjXlR/7or03+MmLvL9BMDqGIuulFgjSUyDGQBmyt7q/24v04TDvmj+v59psaVdvt0UvSiMduaaclEbxDq9vkNTwIYlb2O7DYEXQdeR69HG86kse/Oe8h/5ueQ9A1p4Vv+Qssc3fNVqCfr9c34sy3kenP1ij/O+bkDOAa3EKgwXjhucNdFpyPUjv2zM7WCrqOOfOA1x00jfMjzRHHnHDXqjPWC0BtErw/teQ9GYNB0tPS76C7fl8FdfrglcvT7iOvDQxpzaJxlu86TqJR/N54Zp8aJWe18oapqzLu54iI59LFpNn1CzHYT7HHtF6gQ5UQSBxlPR1WLWb7vmXLggWOyWDOcsFVSSle2Rgdw3SytJhCBbSYgBEzeELZMRl5zNtHNFajo9hwn1x318cEjb4LjEX/kZB1tYtwPTE81q9Ik3b94iaZCeV+Un6T4/3eiAC1h6u6k5oiDxBVu1i1Of8JCNF4ciI0cKMBmeE97rvkbvZPVYA1aNX4Zq955U2Iq+avl/zXdpzzf9bsHqrs7CisHIYxErjFcWa+wBD4Dp6YTEP5sOup74W0jJOET/98lFgn5aG0x41vqcLW+PpElGVySwfiMpfTs4joxNh3Nz6EIVKeonc7IzWdVp2Zsj4hdJsb6yWctasXk86WN1MLTH0NTN+gvEN06Xfm/miO/HrOl9gPjFKdhhibIA1UklfNa1PdbHqWUTNacXx8y+drGzNS8QmmCWlOB/JdWonGeWsFgMidnbiiRiBfcd6brmyRO0rrXieMsi67nrmm68hYOvQ9j3K5zIWRWnH1sgRLiupcR285SURK6tURbyD0zLnr75qxpoQ6dZjCT663Mna3qv7pOHKI1HwdAW3Xpp1iNaKyFTwTA2iYrM2Gt1NTxhkl3zvNq7XBa9casZT8+wQKBTakHxHhGFogNcQjv/d5PPy4IhWVd+KMKcwK2200y3avjY20XxpnrkWobjRjlEAjSDUgzFoxuJji6oxbPQg6FP9aIP1YIPGh/W6aS6b1wafrqKZgEw5h/gskYoEocWa6r2mHPdgrVDB4fwh1kCehe0P78to1DaOXedwzQ9G+ouAPftVJSCIPrEBuW3Xz/3CvYxroet6DT3K3wNqIvIhvQqNxtglV3rYK41A3z4PuUaxxpKuEp/R/zfRrkFHFN7bc6t718cxqhWrbF/j2ORcUhj0IuPmffUc6FmW4KLtmqk53Z6XwiuFUZFgPQoa/3ezFhxDuEVcWea9Q3CTNpvdP4a0XXN9rqzfYP3D+J1A4EKnsSc9X4/ncUu0ilQb92LYmyb3D6tOD2tYY5Ab+c+WThxUDLyyjGPcrsWrvV4XvHr5phA5Fa86NF2aRsyI0yhk0OmPsRwzVmHJpgnFfTwlTEz1YNp8PSC1SdemF88ZhmupbHQO0IeYPhA1t7RN1B7zeqN/p0cyEoWpD5M+ZPpDWWaNDcjh6zEIE7/Yv5T9bA0JwruY2Bqup7QOOAOaERWVbF0wCvuK8IEG0wmfDiKymAdDG4uXNn7X/F9EL567ukp0pCM0Ihmi30rft7Tus8hlnxtbyKn27wi5uX/QkGPJ6li+H1ZhydAzI6uzzrL9Zh3bQLGeB7qcJ4pBMQRNP7oNNPeU+c/xuufXsrIXgIjYjuj3RSw3JZtnxDp7RG/U6t1ZrmtzhJ/m0hK+S/Y5Nt9tCfqj347KWjQQ6AgUSIEViOSkh3CLVnr0R7OWdMla4dPB14yosiFoLtN10rpgVc26R8mapSFqB8Pmvm76Qq9n5reNPsaSBseqZet+rJDFTmOssd0Z0V/yO8t5D7RXVot5qB7bUem75N5MuYbR+UuUzT4D8yPvFOWVz5jTbdWipNZzM590+F/nFFqprKRiQItCj9gORCoWvxOWlpNc57ZH1BYIy5+fn9V7/66nyc8s+yKDwSxuxnP5nTeiIixc7CndC7Dc63GO+beWtWWXOPqRWRgp/Ph+Bl8XvL+Wl6IACgMSkGpdW01doxWV6HloaT4RAXNTZRr01MSHHNSuTHEzZtHUiEQyGpFBFwCkdFpodpqTK9o/PzfMCykcwgeM/H/wu5TUJHlbNWcXWaetlkzUGv7cnkxmuDivzfMUoVJAMyAsBl033xOkEHVzwc/0YXl4qS+L1cgC2Yn/tU2mfTNFJ++LoIkhL7NzzFJ9qmNAt/HdQEK5dwOaoNWB6yVjpjIDIIK5BnNa+JgTeai1QhFy0Jh+vuSf1/7nc9fN3P05kS4DeY6Pc0sv+r4iw60fkEqXzZ1rxIHI+ijyEasQP7aNeOX/YfWS91j8hVkF8Rrpv5WBRqlsMFhP6VAVoMHy0vP1QNfKW7aIjXQaNagR628m5FzDuHgOOV/lbx3XrA6DT7ZocJ6vswMR5YHX/PccE4U+94vj4Lzl9e3eKX8JcuZY9XUqEmveI84HaeZ1wftrc8WmCFHVY4loO0buqakS8A1uWWWoF0hjcRNIpokV93+IxutaNg8Kcyyra23bYCEe7iE4SBlmye9pezGrcGUfob+Evri6QVyMNtVm8Vu/cuQMlvx/i1QisnVnlDs/ob/K1rHNHrFIJsN7+e/pKiM9tzV4Udi8PJmO+dMZLNRjHeD7wajFslo1MPWj1vB1mT+MWm+0Huu5XrEGwizmx95z1hWs6Azkvlv696fLAqKs8DsSLXXY930f6+IatyNndvoJs2Z3H7Qw6rLaOBiZ2vaZrkU/HpkxO+q0yaJzLfI6uR/pmnOtS96vuj+5Hkr06zU/fuZith3MR0rF0SuC8W9WWeraB9rpcLm3gilA1ZvCWzwFItqWMQZmgSpJl0DmvXtXm7oaUiSTZ7S2KpKMD1A/+xBp7DWkoztOd/TuUbFEsiFkfQ3nS/cpz7ZuRJ7WSMPm3mdEvjIqsHtYM3fW6YGR8YvTp7a1bDujaVb2Yi3piLOQPaV/k/yHVruyeG72efpNw7QNrrev+cLa8z14RCp6PeMMnI/QOkQft9UGZwwD93+UbMXN3tFtzS13oeiw+tQ+FYle0wJIHsUYnO1zlH+T7ukD1ujswSV1S9frgnd7bQRaorJsVM1NUFOwpjiEFrc1l7I26VYrb6KNF9e6VONUJKXM2Z87+NA2CDW0PteCiX6uRdB2hCAy9ColJvm4hvgnFA/Ohxr5Np+2IVOzZuSbhevizI5jUOQBZDu3LZJA3j/H7PslheDpf+VhijWUwxQHNb7vxUhW3VtEIQJVzuL5Wz8e/1RkgKQJdRP0auasEKgUlFIedEDIvg2dBU9CQ0e4Q2h+HPeKKr6sU8dQt1aL8KcPM89AzEHmqFGw13zA3GciE+U4rqBo8X6uZ72q6QsuXCtEcYTYr57Kw1izu4/m64JotLDNZ6fFYMix5fvym2ctBICejTrOTf3Kg8VHaCHQrn5ezycRbs29ijHzmcgzXmQc2sw+AiL9vKllTv32FDLh+mBfb+6L0Dd5BFH7sJY3XCn0cq7qQuLzqVBFHfpqSkDEEGg2CPfHoWxaHjLSfUDzzmuDz5UcC4t3DP5ff4Qq27d1vS54N5ciHEYUo5dAH2wP17xTDs1/Vp0KYO5kXVOrZ5Wmzg4ybM7u/g36+Zj/ySopPGz0u7KmLptn0zcc/jT6KIlQaa62rw85wdo0ndpgU8Q6Z1chOMFO4perh6xQo8zaalBj6FzDylnLnR5CggfWugx1NzuRsWdU7vykpEB2TkdNGPlSRFkGogY80tWet55mFZ5CLXjK97ojil59vFe2zkAi0uj5Sn/2QiYhNYaVmVHI+/4HTc0pVJv3Vw7rwITIY2S0cvfvbJUa5l9SUQkksfNIdBdmk1sVNFDHrDn2v+VM90BlalEJYdeFmW1cFUTdIbAKzw4Zfvr8ItAFtnaswUtlkmPePajhew7EHtHivpa7Hgpd2yFQGv2/RFPFme1yntXhVGHj9xj5Tf9smHx9rFpzOMoyigK17vvNws6FRKWFS/yjWgAmejwXREU3ChlGzquiFbyqIi1sBVFNjfW8iTiZS0v+QEQK4RWMTwCQdcNLniW6YoIugAFR83xxzWwSbrGqHr/Alx3B03cc7Qp9jXi2wqftFeYCTQuNQ849u73Rjx304gKUXdhU4NcjQhkA/KxT8Lof/Dav+Vf/yP9zLkUnNGOpT6isQJnzsx1pogAQvsvuJkoSdfT47PC0ABGaLFy/lEEAqhmTyJK5nKU4g3GkFkLICw+wV6g9RDTilr+xaVavCGA4PF5knAhMG5BTEw9krLm/grb6DujH8ZBEMXqOx7XcWH8uqa+vBgWRGQTiVKStfmVq5L72fQI6kawIMLiG3BxBNRZvQDIfTFnesiw9Te2+x2QSTdqQgUpJJ1Mxk2NvHSVQj6/HLs2euibYnnciYe43EdJEX1cqBmTSUdxeUZygXvX1bf1fdFe0fY8iMEkrRGUYzXGCjIh4+R0iewCD9Yj/B81MPkiOkdYaeV5dSigdg6LTClBHOg1/nufDUhGgKbYAnjbEsyX0GjDINoS0YUqgK9EcC1JotH2epTZ3TMd0Q5llo0RQGJXJ0nui/mOJfYua0LTmOO3zrJRWUI4ikHzYDPgKparn2Qk/r/OKsIp0P58lFe0Q0sJaAoVSaSBNHwvQ5X+ePX0O1wxCFyKNeH/u+4A4G1BqngPyoa37TS0lymu6KIeArMF2u1eEMtKmngFZt3C9jnjlGoINeBgWIPyRXgGJBGG1RjfnEk6I9Fu5Vh8+XJpOm3XEqIeCdpIIgfmFWp4vzCCORMnMI6/XTWqTRxO3PZIhUpAtIiSXgt0jiVp2fwu/Y5GTJRQFzW20zi45z7qw/u+mD6qvZV1K+M44d/P7ijLjVbuIRLqbH1F6oDqiLrsp/AAnUqKyYQxGAk1oim85vlAswmeV8ykdWO+0qFoVfvjq0bX7RKxEfsbASgjabLWXDInVhVhPm0yzHmxayxkib9ainjFYDtR1ED78g2sVFZFfSksKx8xqabZ+CMbJe0V3KYhyIwrfdGl7w+j0QNIUhDRrM55ATN0RECOuD/PVG1eN9oQeQ8H86q5KXrG1jSpKpGvvuxpKgbhn0oTeQ1EMKwUVBPrXXcBSwUCxZ0Z+KoRh+15HRbZO9GjV47rTZqCzXeYJ80yipi+YloxQTpzfMHp3uixxLtve9nG6ytrxVhe751iuslY2FdmIyj34mXFlMeIoDmlp0TgK6yrWo7Y1K/UNpmen1TanJbCLwqKCsHsXMK5NOWZcQkee21BcqXxEv+xUZuvqrqtNDjGjwxW5lo6oQMZqfRTqbY+wOKrLjloiY13q0da+HHBr1+uIV64+A5hcM508IOmqBFNfnfhocgwrjfh3qNmx/Vxoo9RQiYRd+6N2zMNHc1Pbdcyi8UaKkiNkMpHURjvWXvIZEzCxEMJKBsWxegI/tX3naW0CavNDUn3eXigknEiSmxmCpvc0z9UUchGtujpDpnm751pZhLdr/WseEo6ZCC+QA5Gd38esBXkw+ZzIEe65HxSAYACQj8GCPOB+yCyMgQL0nkiSbc40kE3N3LwmL9Ooft16VSNICvLsLkgwUQUXyG9IAcci9v5ejMOVK6J8Cqk+d9um5rQ6lRA6ZSmoXE8XzhzHcsdRyVLC4lBE2w/EvSbdqm+da2MBZR3VkSvpOgQgFUP3v4NR6L0M5ss+d6xEPS44WIBFI/hZanFoUuKvR06vD81SXDqKM+Cw8KwFEKuFmayB7qUL05cOsHEFrSTJEMRSswfKsSOK50zeVCTMuz322QpSAGVlaov4qUPJyfQ8lp4lQsVOzlexPe2w769nVFjss7VZICID5qaLTJcMP+sEYAeANCvxLDwfPH9xXpF7U0B+QAW3BEKva8HRy6vWRrowYmqs7lV5JhFBVrTgWPoUacBpYjJWwuI38R4B0Q7A4sKdpUF7yfM4Ayu686ExLx4NgACLV3u9jnjlYnUSi2SGd8+RDjoeRTt5pSTm5KqphUK6nYptxBFOdL+Ze/r4vIJS+IrYeei8QdNJkgGW0H6j6oyPaznLaNy+S6ZAzS16YVZH6hVZJaYZcynORKKv5Rn71iIO5HbNoq6zdweKOs57CvdUZELR6KKw1BxLMDTIQRZEE6hfNHMGQwEIVBaXMGpq5oyQ5MFsJzYpjmdA5r5eplh4vqO6Fzx4K4J+uvmkxgIkXgP6auwfS18VAK+QhLCWqPWA1gZq5f7YrP4FY1DttGE9azHtuHdD1o2egEbfcEvabexC1YDlfovnr47UaJ6Pce+EMbmSo6a4YPI7BCrrFWmupxndFUdVjFi5TINb2skWrfRRCAayT7oLpUgqTtkNBW0VO+eL++hLWB24d3A/tscFSK5+7JcgdX43/cE9cmGpjC3nts6hUFPP2gHrWbN7O2+IiG0qV1QsCjJ32r/LjkKxRuzJXYHj3RZnVJX5tgfaGaO/8xmsFhZdiGTP4nOk+14yXbIL/VKJh/EAVbbK6vymIar7hQujjvtnQYTiD3bFgzErDErkmWb1qu70Tn6z0lrlMQl99nMymYJq6+H8m1XwnGbCInJL1+uId3Mxr7B0oHjQR/GISQYlhIB1BlqpzU0uXEtHvaSDIwkq6rR6gFCHE3tDRDJPB6AvBW1X0ZluUOw7PNj14AK7ULAhTUguiOjrLCq0xeQHeNCCCNMwgztDrQegT4nSuqAtMk0VxGTi4R9nBKWva3XO113ZQCBkGCXSmuSmTzKf6TJTVkKDlnm0fQ8hMj0p6HfzQLd9B5x5qf/RTGv293RZwwSmaLwD4sPN96aL1JLJlWJM7n4orQBrRzkWlHhmR9un8I3gHwrTlrelfymCfDwopa5GL2Su9WDC0Xx8CBdBKEmuMBjteHDZkxoKCUCFx8faCupFiWBRCt3Cfe2wz618Zs+9E2Fqk3ArgZexrCsMPSGVDzLh4oXt+5SNMIazQ/qGC002evd95N5mIw1fnyMi6Ia+wQh+qm4V8s9Nhwww0nSgwnPJtD///HLehz2kD3ZwaQhKpKvHUsp8PJqv2338GlviVgwUd0WsGFrkhV9/BWrN1LwCALTciEALy5oXlenwtacwJMKnSbjluNdTE9CWembjZynd63ETXIOsymdWJZ/TZHQEOGpeEci2F5iiOPteyGGnOT77ICMODUvP8qzEEfW1Z2GaCMK6lBrZ/v2wtHRts1rSsnJL1+uIVy766mi6irq13RafVV96JXLy7znDo08uNpkXD1EVrdh/wnciPuDpsoRZK/qICoFoZSP6u4gQ2G8zUHRP5EO/EK/5wgYTDFXMe3wO69rGReHNA9+FwBmNPCWT4MGtC/v+pvCMfrh+vzClShAW5p4da6og5kCUPQSPdaKBMDH/7d8PH3zh2pQQXhEhKXvFNS5ESP7dmT2MeTDh8/XcxojsZo4phc3MDj0+7zXXCfD7eUxB+Gh9jszBLovTpChLVIZYDUx9tMo4uRb0UWpAmtGQC5mrkWHT3Ml1t7q7RpeTCDquj64x+yPHfK9YB92RHv2aBxNu0yEFSjBWVfCKrcH8pHjQC6IzkykZiHMIpBUmFAn9KT2D6I5Wb5q0GzTuzSDqVcma5b4PauUIQSNrQT80INaJhoiWj6AsbllP5V7vSZ8sq3/RejFdlOAjXOeZlcw60TLXsAQyJE9gis/kEbxUsMl70kSMQKht7uFnjo5rYlmhdW8bvMWKblTurUcycixSXIfCMeJSxJLC+ursXRzzgwpWxBrQ5UJFBTCBb5Ha4zmj8sW5sFdxKHK32CThdcSrlxB7FJ/wKD8AUfyCTa2bI866UoME1HwcgRa8pyOw3uR+rm0SBa6n2QYr0PWJMB7wXhB0ZiajeiiYLlwhmI2ZBaLoPp9Gc3NPZNbNPMPm6RCB3eeOTm2eJuI5kW2jP1YQDC+W0bR7iFmViM8FFwN/ymLICkBYGoqb9xggUxqlAfcsS8bZ+vEwlgxEY1RnGf3DAKJSDSPCeZgDJJAh+HdodmTQRrzOA97gbRpTsBARrqcd81rQwWbikIIL/tsZYprIjAGFQgMv0sGWbxvzc1wuoJhuw7xWRpbWozEwza9dT4H62L/H/FEVJO7r7xPQWgemVAyDYbtptsZ3nc6WtMJso5iv/d4nmokIf1Hi+tTRTmzs0ZpQTM5MDSlIhSrWiWfNFT8GuFkMByIYkejaBGNHn0qs2Xra0UqPwDOiSFM8PTVQ5krUT7qnCZVWCaZyBQwalC6j3+Im7erCxJR+C35iPnfENSDnzP1nDIYpfd0Fc7H4jEViElryIGvOYqi27YDpooYfmAK0XiJ898O5Xt3KIRHgDF5jYR7Sg5ZjJAigi0fdOtOBQrcPxYEg/DSsJMe8T+0lrJRUsnvLM0UFBEdkwB+zN4qsnwKQV3m9jnjlopYGIOv4+qJnRB4CSdK/RyYfVXtUEyOjR2piYVnyoB71fTD6MbTz0lOoU/j2NDdFlSn3g1LrY+4vekmNtYw/q1dUikCOFre33yw3SfWMykBJ5sXX6S9V1EgEFQKCpq7NQcvIY2RHHJrVWJdZfDWxiEXQfbHDzi5IxQ8W/fYDatM931TtYhQut03NzzYpX4+eOdEcD5l/pG5UCiuXwfuWwSssTuDMWQOxIk1EUFRERtcUDkZDPZdjO7eV5j0T0qpE0GSoZk36FjNHtQ+CNxAEBdP/v703j7atqs7Ev7X3uc17wKOVzgCCRsWIiB0/1ChGSkCHTWklajCxIRgtjQ3ROIiJRq0hpKyYWJaxG3YZSUlVUjY17FJ2iEZEQZ4GNZQgiLEektLQPN67zdl7/f5Y85vzW/ucpyKX957lXmPcce89ZzdrzTXXnPObc665XHlEPeZiTKV6X+kiKh7kM/xv/rRCR0OIrKrkla2YU2HfF/6vM8e95TA4nCY5aM05cNTJms7Jl07wexMVxBjbZLJdZXzRA8XxW/hJvRQ6Ziof5z3IZ7wmB094rWrLE2m64EM9PKHazkfX9zRCBMwMTuaJ8jCOGSZUntkSvvIkzh6mMUH+cp5ArFOvpDaNvdGa8U4ZSplRjd3mzXnCaEMjz13bCP7ju7ONPWptCwKW8A4NHc8/SEE/jy23BB/2/cAjeEfaqHilsRAALXWNV9DVQ0HgiUl0c+xMnkzAGCwAdx+W5CJ40kACPJ4TippbJGRLBqyIBLtiySe9bcmgcOTWkm4pu9Yg+mBCi8eLTfDTumzWiotKD6lmc2Ohj2cSbXc80ovKdEBLJjKpweB9S/AjxtoVS1wx92+znvyQegC+aJlB6TS0AgE80MFdQT28QlG7GooZCIVGb4Anr9kWLZbwoyDtlkvhE0/YEhe3Kw8zmCY7Y4uL73+1hKWUgcktrXhFGAu3ObDkKs/ANFSTLbM1wdy0NBQsk7Q6yKCN8AfHsS4F4p2W3IOMmJ/UkwcESSP6AsCSwYL/3dgyV/V0n0DJRO8F7cINyV6PMKTAbUy3qyFnWazNavIiKuwMjbt+UeacHpOprCfOAfdx0lVOBWLopufhC9mSCifZ3ZB66ACvRw80q/BkyUJH+DYgHreYzK3cs5Qo15HNA/vJMBV5lciKBg4T3BzdT+Lo0ulyBouY+DiMviUMIEVEmuzFYlhkg2Ezp08u65GddGTrSZjJD9xwAMC5XIAnm7oRngS1UvaIUU3e5fdaKIb0dPrb/e4KpxucHjkTfTG3tRFWPhcP0DRoP9kZvMQ5CTma/RjIjWqj4pUWx1Cl6vMoUBGVkHzrgDUqKFq8YVXDlSv3JUYMyKw9AHSDJWfc7LPjyQJEOpLVS0OBSRV5ISxvt5p5cohkAUbsB664aYX65ybMIiYGF5rFZZcRW4FScD1Q7XXV2JryLheUn9BjFjfdY/7ePixQ7mmG0YxWfLGM4HTqDWHzPNuAsHCBEbFQuber++guOOtbzRix0vtJcfsxEYP91EpovieYyqYPg4XIRd+hCJfxPz9JqJMMaRpFNteeNZpQ73VEoZOjKCCeb8KGvKc05sWkqRscpIHxjJ4PS48AT9chP5Ee3KupKM69TTkMBNaE1kmh8vIExxzrg/QlqvN1YH1SlyGzdftWjAtuZ1uXCmlitLnRTBe7Iz3xtCxkfyeLfHgSnRsQ9k5N4pmmiidIG1+/UtbQazFzW1WLqMUN4a0s721sXRnfMlRSHVVJIx6x1jPCeEq9eJGyvIfucfJ3Er4cBDRpCHgsXea+ko/0cCmvsU+NbSnScpVAGK6U00aw4Pccnree85xiT3yOvvlUNdhQtAuMirdqqeOG9WwCPTnarJKbyPQNhClMSE+sCDpjCa0pdFFyqTOLtUcVw6Brigu2sUMXiEpygh+pVg6Hj0LkZRtNuNVcAHUJMAb1Ih2W1NOsl3j1dDMsacIUm7mLSnw5XD5utWezpk2geozHFprvfWyzv7PEPlO15YTuNyoiFX5uHZPORh9PJnFXHrcZ5BDkkg3M+tmuuNZtnr3werk3y0Kk+x+AJyvRZUdXVTl2jMl2VuxgiUqPyrfEpWAKqFtiIpjRVpLeeEh36ouAbdeAZH3RQin0iBTPBxwRTHZYDFUVWpuxsL3xwi+pjz7qFrF+EX4cHfmalYR8WwdRo4UziFa1kMhkZxQ2IFIvoY84gKBdpTegCFEmSZVjGo3m9pzJbaYABjFgaj+W2fSwxFrMU3iF4ArAvRS2rcyT3MyQYX/Uq8IiGES09GhxbQPwwyK4Tic74+jEvrVD5RdjHXhpVybsmZKgq3+6T3kOkxLJg40d6O5VylLhEVZe87wPe56HfWz9sm8exuiDdyh7uGUqNyhG/CRQrBsJnW0zlEMZivwUUWaKkUYck6t8h0RiCCKFi99kguc0UEEaqOhkWyfHkzrh2zb+Jx/Q80XvXL8I31ZIw4YxbK5HApSEMIh4sMxGtVHxSqOLGfyVhZk8CAFXohqHUeVRLKQaZSnqUxejojT9n0wFhHUJxKL17TFNMKgHj31A8twsVqAtOroDfcP7VNLrdcGmwbPYvxzvqeJUDSK26RZ4uAg1AYTvm4ew3Kgh0nCEiojriFvUPQIpFCddwT6ffWwJ80SXFPdDnu2uZ/ubXXOjxpQskTVROmN0ngwEEdScXzMKfMxqVWeZ565GqHSrUbE6YliPd/scpvpzNxYNTVZzlkPYVHF4+wk3fsyjFjlgchsNAc2K9ZhZoqchPELMA2DsMZMvzAjK8m5lDfIP12Oyua3i0EOeRXznCJUPNrrSMPPxGi/zeo8vOiwnP0LGJF4WWaMVn7lBkIPGmszDeewR+RxdrCsfjnquxO2qle8AU4RUzjbp5JNG1iXRpNLJDRcErbmvXNcehNYe2lEZqGsLiPN4ta8cTxOTrUdWatxX5ZrzByvU5ZA/4Dgg674VupOHRfaGhwgRJxe639E2Kl5tubjyejvgO2U7gstWfDbrlUig7BEsTMgC/Ew6SDmEnm7BoaIoFnmx7lmQo6DKsLiIyiiAmOreWVwn9QUV+PFrkjVMF3G3mMt+XSp4s7QrYUTGb8J65FF2QFw7tbirl8NknKYL9AEUJmZcy6soJeuLbdQPF7NUA+KJSNOytSN1duiC9ZcuwWSxNR4QodVtuPdZjRVHCNZnxle5LYgxs2bV4lcLMZdEqDSCGCNzdE9vRJO9cpeWjKwQmSNW+9y3LpTf032i8lJvVYW6paD5dHOxzOlm5nGG7VrpN5NiGAdtWPDB3L3uMjMUwSppninMBL0dyePJyRKIkmbzy2EfGfL/YpT41KQ58hDRB93hzgvZvCSMS28xlGguWyoITa5j0ksyZM6iL9yHGt4LWzsWrqHy9z3edh2oTGQ/eW5jDXvGNoiokiNEeg5KxbLC5+XQlFyK2kxj7fI0JgAeFnLDKBkvromrm27cxGMcc2yLmbKYD9d2cm9F38qxmKbwivcMjvqBMr71fangyju6peBhUNH3cZwgeSt1Ib94P+VUM02OTL1MqsmGONZRDbDkfJJbYHJruIDbFc5nrGUWsuGB974ligYIjQkeP7kW25Oa9eTb4UrM2PpgcXsNBdKblTKQZCvmHW17VPFefPHFePzjH48jjzwSKSV86EMfqr5/1rOeVQp1y88ZZ5xRXfOjH/0IZ511FrZs2YIDDjgAZ599NrZv3/6zd8oXQHYXW9Uq6x+Ve5Noyt29OX48VmFGuccNJRaTVbiINaYo0604+7+kwmdHCzC+0bhO4xY6aitY+qNICkDloq3QrxsQOb7L9Zhpbc6gDaKtJvriXgaJlzqStLhtlc0MEVLSnzp+NmeBENkSqZlBFC75WPQwBDiDLhDfa4y0Jqh8Rku/Sx7TdETCcchcaWazx6ds/qmwNEnKY9tEmSYgAylwruIZPh/kMbmOdKnj/+X5ThvO3yDM4p4f83BU82L/O2IR9BQHY8QEe1WxxGeFUPY5lvl0z0WDSpFVnqVe+kokLsaoP1P3appyAHh9Ljwg88Qx8Ln0ajhCkxyHNKDJvH2hGSEPnP7WFw/ByByrN2PoraI3wsevPOZzL/uRQUUVMX71tDgKzYG+fbeFrjm+K0l/9fvZYc/IJc0/Ufpp7gy9IV7bWadO5VYa0FTkVaFB+d1wBwO7yrF39XUb0fao4r3ttttw4okn4i1vecsurznjjDOwbds2/3n/+99ffX/WWWfhG9/4Bj75yU/iIx/5CC6++GI897nP/Zn6w7hWowiUrhcAyHYkH4tBcGEQSdhlje2L6xZDiLIcIvcMMqGoWwI80M+iFwlRm9mQCRmfpe34nrL/NrkL1LoZgoaCgcqwZ5wD6DbHIvLEHDMkPP5l1mq3HCUC3V1DNGWPn+wodFvYnhyVetbuGjzG48ktjHmJJT7dFPErHqVXrFIrmiCLDxl+1CKtaEcD6qbvknskfCtDU8avSK2ga4s3Mg4u8Tw/1J2Kmm47E9Apl4zQZpqisAQvMSvcE850HyJKH1s7jpDWPTOiiYyZvd2LYKRXRF3//WLJJi40ze7CzhbHKug7slE558yyzxPz9HDfrvVxsjPckzkVtNNM4R4GT/gyrxAFXdMlXxMlfp1cSXmN7UmZ+2atHALv21GMhjyII+XCp0RBdZ1lRHxTjhnkPlXdguJ5DJaToUcMVrHKSfBgbuGJjgAkWzqM3mzJeI0V1ZnsZB5FjuQpy6+Ifc+2ngdHVTq6F69Ps57ieFHrO5V7t5j9UIUkBkGaJizcVtYHPWj0LPmpU6rApymKZKgLfa3wVStFdfxIz068FtXaNr5wQyi5/PNjOpmpz3DDBFg7IPu6nG6CHbOK2MaYUCNtMx7oAmfZUa+JYLyhIZ1s9QM6K8FbeDJKReZmUKxI83HuYNujBTTOPPNMnHnmmT/2mqWlJRx++OFzv/vWt76FT3ziE/jKV76CBz3oQQCAN7/5zXjsYx+L//Sf/hOOPPLI29chRT9UuEMUlUsRh2r7DBWwIAgvmi6WVvmumKQeK6TF5s8R41DnOcceYUUidCUBqNEU4jNtKZvBTCQ0zNZTVAEKFaODKnbAmZMv1BglkbSPK0dffDGn+voqbqiIRixgRZgp1+9Q5B3Qx+7j9fbeKg5GdIBwiwVyKiXrEpEK+5MTEt+uY1N0pd85j+SggWyTcE8ByZ/LexsXiKlGbRy49dstepKiqdGxP3fIW/xNJFh5cFA1R4lCa9LK+bDi2cH/GPzvEC3G4tW7JnpJbMcBxNBCnonR6xjN1pzlE0fSMnY+XqGIrkV7z9ziRSnPhP9Y7CX1KIcXiLFYvhf6Oq/pA+LZngxl92eU9esxet4bYsTHT7o4AoWuvzw7JtKsR8S/offZgzh1+o4kL4X0SXmNazwDPPpxKKOAcOcXvoz555xWA5XXetdS0HgIttlNf5b0scrYB9yQJG02qu31Md6LLroIhx56KO51r3vh+c9/Pn74wx/6d5dccgkOOOAAV7oAcNppp6FpGlx66aW7fObq6ipuueWW6geoF4Of9Wku5HY1kFG7mqKsHfeKdoiC4rKQ0rQgwWKlR2JP31rdUzslg/e0O60iz2pylMzScJo53KwK2hkIHxc0rkCsGIi5CluL37HgAffxtTvKuCY7k+8RbSyOtPivTRWrcRemlNhkvIXZme2Keg1gcaocCpKGgwgjgAfBZ89SBeDWbikbmSMzfD3mLU1jrpi1yXf4PjyjSW8nt3i2tgkElqVkzLTs4bN7LP5Gac747cJttn+3iSzPiDWlQMk9vDQix5sti54xcG5F4iEEem8hhJR0FGOHdCYS8AIBdEHnQLd6jilIiwaYrCSPozEE4AVkEDzdrhZExKpSdIcT7TQW+2vWC393i2Wf6cL2xvik8GxiFSKiK2ZKL0Z1o2bVjtSjweS/S6faVRRPjXWR8V3Gh7vlcgCC16OW5KHUW4xyR/L/PSt+kN1enp08P6DEMsu1003Ba8zELn0rfFXKrsJzGPyQ+yaMF241a1nUxCqp5cQ1FbxM3uZ3njOwHrqw8go1GWv7l1CFxoS7JdNrE7iHz8+Ptme7h8o8UzxCskqOsyxkD510YpRxixNzQsyDN93HKmaJPCh7bMu695rbfCZRa4oaB9N9meCVfa7oLYpthozhJ0xuK3Kt25SdnpzndmeqD9NIIbcYQ25WYm7vaNurFe8ZZ5yBv/qrv8KnP/1p/Omf/ik+97nP4cwzz0TXFVhzww034NBDD63umUwmOOigg3DDDTfs8rnnn38+9t9/f/856qij4ktFX8B8K8euCYEk2cBp/j2OFMSCrpohPbYhGKjiygNr01s/+K3fqxVXWaBhScZn8gx2T5TujIU6oFUejFGtcacth6OZvWoRp8F7bLzRzxR9UWt+0BdHTEOapTBYPIZMY56VkLT/nPM+6DUPoWRREHnwrgrVDGmY5J28vq++rmOcc55BRF/FaHkfn6d0GCKRIWKV92i8WP/XazR26/3RNTEcu/K4jC3LXNOI9M8GMcoZ1MPn2P3+frmnQjTaFxlHlrl2L9NQNtBwbMKDFVt4tGNzeEX5UwxCrXNceweiD/po5Sf3gtn1qaKnrDM+b/DsiKmjmpfqOZk8nmsa+X15Vg5g2Be4N1H5Q43MKtcFyncknP0MPBTV+3SupI/q3p9LE72HnrmBPLyjba9WvE972tPwhCc8ASeccAKe9KQn4SMf+Qi+8pWv4KKLLrpDzz3vvPNw8803+8/3vve98gWtXioDm/y+LUg3TW0fXFsyUBlz4hFlzJD1VHWU/6f7hiXVLWfPxCxVY4pLpVsqVmC3KRYIq+KUPXOGPg2VrG8p7yBaAOAZnFW8GHCU40XJWWbQBIVXxFkoPx5fzlKBila6xCdLFmr2TMDcZD+SK3UlW5LItEK1sphYTpDxS9/0ry5PG19vdGVMu2O8O0VGMGNNvj/axk4kO90Upydxr6nXtDbE7MePtQV9cmtPvXfQvBMWD6W3A7mg+ukmq3hlewQpRLh32pWkW/rwWLLvJ1wXq932dHu8vZdMcnFF9kshNZi9m/rkZ5iSt7rFEm/1Awc01isFJng9q4n5vk0qas9hiOPY2rUSvyN69fi2IV3nhwTfa+nJWxR0IiATYq1wzrgdih6LbLyJDD+NKU8iC9eP0LN38qScfpLRbbZykH1y71RHz4UhdrpZqWxYvWt9H/JIHXNk/JXJQcUgSq4c+UzkiPVWJVVhdBLB36zDs6y5/pgrwgNc2tXkc0JA0C/A8xa8iEa2wxoo44znEwLZs+xpVDMryrJfEq+MyhnrV7ec/ThCHnjPnRWUb6lLRXd2cQ8PFMm2TlgXP7d2EtQ0MpyRI7M5deW6UknMxkKZZ/3MbWTcl6IjpR+UE8zv4CEesLjx1HI/kEIubkTbqxXvsB133HE45JBDcPXVVwMADj/8cNx4443VNdPpFD/60Y92GRcGStx4y5Yt1Q8Ad5t5VinU+owqKVUGplrZw0DDrhDEsFEg6Gdi/flHWn/VP4Mv7spSTvK/WthqMWrARCz9ITIvQib7+PwdailSHpN2Q0Q1xwquxuo0rj93V7NmQqv1bDRwj8GA3lRWHiPnM8SFxWxGomM27verrGM18BvUKFKu4dYTvSdCCoRjdX/dKFF04/MVCVUU4rtCpxXaM3fdcGxDNOBxP43hDhAfRHHrfHoMuloLdZ88O3XIlzaeyvOgXVW0oc8UxOggy/rsbN2j5pUc85x/nORzXraLBWVXuQrsj/LXoJ+Ongf0qD0v8Q5HgTlozXhryojrZP4qr0+Oe9gB0ma4+JgQONcLk2raDT1KVdxZaElj2ekle3C1OlxSviQ9OIYUn894quhdBGY9OCLOnGA6F+pR7I0u+mwM3sv7uNNhA7Xlz5Xi/ed//mf88Ic/xBFHHAEAOOWUU3DTTTfh8ssv92s+85nPoO97nHzyybf/Bcn2AjaoSu+1KwkLt0Xd1bwAP/sxt7IftAkE1axbZqvsecsJUQO0F+FpSpqZkG6xWuynVLFCsXbNkm3X7Hl21JZnJtpm+16ys6uKRLZXkguHWYDcqwbEuaRk6n6x/OiJSJpIxexl0pBIZcIM48zPclWlBggvAf/2A7NTTa9uGbZPNYVCATwehx5eqSjlQG1lPlLsXbbvSnw4eX1lbl/qF+AZnf1ixvp+2T0aYOwwFzpO982Y7EheDYjjR0bJWGmin0gle7JbzpjsLETxIydNENGbUtBIsvkvtOwWw7NS6AJHupnvBbyCEtGFx7wYix8YPkREPGCiM6uex+TR6wGUXAXPrBbrnx4I3xOLqD7F75pVORKOMWY12Fp4RjfnjfFYnl/L/bZqIDaryeOR7ZrFEJdKnJBIPrwXsV48Sx+w2urln37B4qCMYZsB5dvIJFmSsVvKCecTGhES49SzrlVRlv3Hylex+4EHnXh5ShSPjSsohNGSJ9lqRNvYbyvay/dzM0GIc9bFvlavpOWHEMR8e1nMBlVf+qXsHhe6sumx0Wz11Je+rR3Qe0Z1u1I8C15LWgwuHreqe2h9vZN20kevGGZzV2SvfZ8lo5nKH0BaT6W2vhh3api6F1DWByvwbVTbo1nN27dvd/QKANdeey22bt2Kgw46CAcddBBe85rX4ClPeQoOP/xwXHPNNfiDP/gD3OMe98Dpp58OADj++ONxxhln4JxzzsHb3vY2rK+v44UvfCGe9rSn3f6MZmDG2lYAy+INvk8RQFW/l9YdkRmteFpkGh+l1S2Ijqe6qOXrv8lwGgOUfnoSg72vFxdzhfAUCVmfXVHob30/5ljsOg6t0ANjcksYqsoXauokLfcsJyINY+BNKGz3HghK5WIZjqfaNynxJ8Zu1SKuYqI6H1zkdgA8ScW+N12K2DSRgBlSnpiklry8s9Co0Ix7LEsCVriqhwlspLcnj3CrVIq+A9ZvChdFMYKE/DPS3AQmDxfQqj2OXnRd5PLinCKuqWNBUwwgllUtPJZqb0TDzgdPuBtYkRwv8384L3AFR4OOBAnUl+J5kP81Bi60GPK7Ngp7z0pXhJVjKMMMWvci2PPTkB/8wvrvEqqK+eA8K8rkLb3s7YZcp2vCaduUNZmsP+o58ecLv/D/zPVGj1sWcvmaSUDOhU4cr3qvsngiBrJknnzxMfdAkp0bHlemDNR+5/oBlWeD/VHFneO5zmyyhpwPf1rP5e1oexTxXnbZZTjppJNw0kknAQDOPfdcnHTSSXjVq16Ftm3x9a9/HU94whNwz3veE2effTYe+MAH4vOf/zyWlpb8GX/zN3+De9/73nj0ox+Nxz72sXj4wx+Od7zjHT9Tf3hmpme5Ah77XNs/+5F9QJm4Yl0Wq69bMiupL6i57K8rq7K3ik0ewwRMKOUKITSrZtH29QKgK6+32ASRdnm3WcCs9JPhdXUB2IHTqTo5BwlRm9dQdbeYK+ZS5cGsS9/+wvjRNLK7y77DghTatVCkjdQ5ZRy1ZLpSqBu6tIpRrKbUG5LtDEVMVgJZMnuWyoLeCUD2P+aCGniuZp5YnWSpdczYHxEds1x5JNrktpLxSmTA8n3Naln8pbJVdtTNA879SDIaRDHdYGZzWg86NnbOaLcU9Y2Zsd4vljlvVwqtmykw2Z48xsk9l46WbB9qu5K89rOfWGSI0Q1LO8eZp9SwcZ67TSVW7Z+LsnGeNY9KyRIt8zXdNypipb6MdSq5C51V5SpEt2uk0pGjICp1xnqt714rurE9uItiRDBub5nAyu/co8l1y/ARY4olfp+8wpaP03YxtKuotpZUxqQhRuZZOB+YocSse1eIQ8lr65209HrEyRD8esJ0cy5IrYHzZMnQDf6lPNLMaSrv4baYfikbLzPmHXvdkSOHQg+lJ638UBbLUyhHTBavw+TWomF54pjnEejxfTZ+ehrcY2P7/hk/5olt3BESnqIUSr+px84YPjI8nyJ1yQ/baNbLSVpca9zXzEqESIgz1XPsId/ItkcR76mnnoqcd21K/P3f//1PfMZBBx2E//pf/+uG9MfLqIklVCXt0ZVp/9Ny7plQpWXPAFRxBi7UXB8UgB7VLKhVzDrA/nlOIRBkvyq3J6kLWYWVXRaxTKKzFNWpGO/JQLU1AH1CYy4rjalqnWFHPWap89kaP1GDYy6CFlc1EKhOK1e5S6sRBWKfV88U4ZYdWSekLLVhhf5VX2jUzDkOUSuHFVrVA9E4pcczu/rZAFw5MmEniBQKnl6BalwcK7doJCDRm0D6EyHxFgkZ+NyxHx7PpSRGoABN9OH9NPq0AtaAjtx+klsA66H4Kr4mD3QJmMiCItqwC9T9R2/TELkq2oyJgBlvklCGcHH7XBiP0rNS8TUv61A3WlE9OxU1nH0OESERz8J2VDo7304LmWfun0+CXOvv2T8eDRr365p3PuyD39wNLNv8AjUmoI+17Q9MqIyFis8R8+FIc7CmtF+OqCU0NENfGlo9kPjMJIYLecSQdk5AY4ZTeXi8l3LTJycj6tIP3y19dU9HN6D/BrSfqxjvnd08S5YTw0PCzX3SLYXABOAnqhQEVT4rFppZdmY5NdPktVN5xiibKgJah8yAZnxPERwFCZ/R2H4/r8HaxhmazOr07GDbc9esl/2vzGplFjRhWcnGLONvVyxeJ9uJmrXkcV8/5SVLfMYsVSJL5BQVpbIt/sHCbQd75FqemJIQ9GTW72IoBI/f0IVIA8FonyewmLx5NNSbketTljgH3WLGZAc8Jpgntv8YRZh3m7LTg/saC2EQrjuJUdGTwn4xs90VlPUlN1Jztg/k5DVtMzyL2jM1LWs6p7KfNM5stb3Bm7IrFGYsJ+kf93KTl5qOB6Pn6E8Hz3IlSh66pIm625WEhVsDvXZL2SovhbLRGrm+f5Tuaa6DHN8zpswKbsxLYAZqWofnXNCARELl+SloMnhYt31xV0HJcqawLzRt1pJn01NBMh7q8dFp8j5xfO1KYXYmrNF74dtijG99H+lq8AA9Q2q09m3JQgfnkFnYO5N7FZhh7DF3cR23jLGLq71dCW8UTwoib6Qc4S9m3HdSpY6Z3ETxrAeu65pjcVTbyxjNE0MZpN41ghnKvMZo4/vSBWB4PNaMi3Y1xh+hHMrI2Je+sD2JcQf/240zGhEd83ewoUcD7lHEu7c1Ks3cUmGFKxi9gQDbnsC9nlXcTS1Mbr4mYkBMnCcf0OKmxUxLNsOVZbkRLiTKA5KbTFU8ByFQgHh3XqAFmFyAYIJATEQ4tKJzKImA93BFiBSL3ONltKq7eEZPITO0LI2ejr5ICnZTERfvV1QE+BadZAVIOH91vCwHDbj9Kdcx2ur9nLM+jkajxZuENjyPlHziyEFibRFrjHlx972jN/tb3KExh+KO1esQtPbvJKbveQYKe2m8kI8cldFQyE4Tn0tDDq4IZFvNECVUxVAG2+nCJSklGwWFu/AcHBRf4vHJ/27W4ixiPxyBiMnmveli7Lr2qrUIu67LZT1wbRKxC2prutgOpHyVha9drzPuaIZxzzCKo7EYy3DNVgKf/eX2PwDq9vBcjl4QvcmD8IYI0ic9pVBLld2b5RX1q+yBQTcWmGGIA5D1zrUnRq3zmhjY7pnJ5q6ml8P4J9MgbSKZyb1DYrD4e4znK69DE3LR+871Kx4uzxWgXSAHZNAjojtJNrKNiFca98PpmY3tin1nFiL3pCXLPmTVl3ZnLHbPYkwiULKc2rFUKq04ouG+ROsD3TCMu9K958qmD8u8CDlyEsLtDHhMo1tEnLFpC5MnHPEw8W7RYkWZZ8xKUX5Dj44kmuznlhIR8SQRWp8hWEO4AfAVTmFeOkoaJ4udJt97G1ZydsWCvtRZZmzJhafFaNwFbeiA+/1YYYwxVY7FFbcgP9LM90p6lrS59okAUwhInujiCS85FmyeIDJbe3jlHCKznGJfLhGs7t0FCqogrXj0nNbNZd1k8pST3FznjroNhbkno4NnzHP/d2MokjT3vc5dZApTiDFG5rV1N0e9bWblex/YPxO0RI/c5zmsjMS/F25LcpYv93AGjXNTxuBbWZrsMVZ6dVqOYT2qt5FXGP9mBalkOwyK8q4zwnmACJEhaa+Cnl4NGh6s++0JlGoU9cm9bYpES1Z2qpQj9zLnBlazObs8IKouse0iOxqrUFfkSfBDnmSrexwWgK+FLGjQ5BaT5fqJndhlfWpXC+hwmSFGYC/bEF1hAu75Yz3zZMYw99k2q/DdDvQ00eCj97DhaVsWO29W7VQo5opYyV7KYb6LcfiyhlB5RTwvx+SoG2sJVf83oo2KV5u56Hx7CYrlmrK4FPtQYEAt5Kv4ZYYrDY2rkVHoZqJLJUxnuLAoxeVRJSGpBerPnEYyCt2U7gpMcIVDdMGEBfaBbs9wFSU3BJT5gLifQq9njC6LNWl99ISyPvpJGnhxCBmHIi7/gkIqm+t6QdxHRIp2wEDlFdBmtknvQhmOuN0Sp0WbELSjJawZzKJoVSD63JL+fMTELszldzMN5OYuRUFbDBcM+6U8qElyHF8U9sjRN/tcUY4nLcl4XRmQT42fk4yf7uXUIw5A4OvpnXDXX/LkFv0skH14CTxxzfpSxckFpTBsQ6OWSXbuFYAp8i7mIK0L/aaDkAJzIhLn1dAzk4hs32mEkGItePiGqCqLwlf3tnlP+D1RJxOxsvFab1udPJ/BjK4s/WrUDWxrmQeusH/kKyYHeq6HediY5BWeDtJ9TsweYaSRd2hg6ZwrHWIhiBy057tnqYtCI+VB5E8pLCQGQWOHdqjhT/kWHgEMEl9DhhJhe3jLusmiLVqPu7WEO3V5M67sOR4b1EbFK60kZCCQGyfUmJxCIS/AE7G0HrBb8Vz86uYgM05j0bVrwgBEP1wkUziCY41mlm0sijCkvp8BTLf3ugjxpuzp85gUY5PryWJzMKQfixqAozkY+vEsZcto7O1sTmaUukGBeA7RqFe68j2Pyc6+tCE0kakd7ucyPhadKLE9Q30Z7nFAKnSix0G3v6ggT12aEY6OuBFCnn9rApIWBCAyVfe5V/2R+C7nnXtqHYGvEfkYPaUmbRE8NRJxlJrh54a2Fnck3VwwW7a4u8ftc45Zk2wc8Ru/9nynKhLrY79gJwfZ3s+qjjTniPwxjX2aNBQZw2QM1espT7KfURzEz250Bl2KYVC8NMULxf29HgpKdoax1xUGWqm1zP2dVGz9BH6Sj1ek6lgrucyDn7NNAd2I56DN1ZGhXgGJ/JmV98KjxPfw1CvGH70OtCG5yU6E0iNPGd97tSrb30w+Yd+4h9rjs0bzguBDXoTSw4yBRv9wL8cEVrXTqWzZR72Pf5L3aNxYP+lFdKOlye45LKe6Ze9PmgaS9Xu6GC9f6RX/TIbTMCHPMVu+9D2Hh0FChM0qBDgk5zuYh0vlxR1tY4xXmsdymjJ5PL4MZhwyYYAJP5WwdgQWWbeKmvzQhYkoE7PA1RosD0PJCqSgmooi9X2akYUcsZAUrhKLl/AEEBoRHmeWIwC9pKG9m/FFKgcveGDv6RdobedwLYs16dsFuKDVTcctGCmhp8IWhg6PgQlQHmHWF4GiFn6/mJFzKJBqDmFCikXkeSA2N873vKxkYPcLBq4V3RMtMTY4tRekooETsz899g6fd7EdSv+Ntn50WgL6JRGopBOkaIAYc0gZWTNX+ygOQJdjzB/C4LHnIEUhDDUESszUjKg2eLfE8uIQDyrKENyFSO6xSYG4kGx73RrqDO4U66QYnkni5cZDKZK5cmMGzpTKI1Vj1MS0Ks5H17wc8ZcnsHKLYmw5Ik9uSHeGnKo92T0/w2wjmutNsDeSZASRF47iw3XsdDEeiqSgUjBGDTP1cPg2Rg5FFGYxhotQYY5Kv5CRUozb8w/4kSDJhjkpObl3IyczCDvZi2t9pheCRjPj5uLkgcdzvf8yh8whWE+YLuQS0jHPI1/m+QddWWrZ5GiviF5CXCwulAh0muSudx7F5PRLRTaoYe7MoYF4UJZuTBsRrzRfpFYXlrEGFWaqmJR5Q1iI0kmyuG2fnNY+5l47d2HS7UYwa0xFtOoKZDK4jmhGBJwqG6B8Xmqolv+Z4elnek7CotQsVU+a4XuAKjObv1Uo5RZxvm0OQVtoG+Pi2ZpD1y3p6S5wUzCTlUB9pEc/KX3vl8JzQO9DOQPYkPLEDA91Ywoy9D2kuteSCoXu+NVwMarB4OfjqvESDonKrUcEnBs7W1mEsCteq2zldGpzZXRVVn8X860CDUDsHxVk7i45M+xSL4aXxh4lxsUa4Zwv31MJ+B7q3GQ/KQooHhEknnUbdKESYSU0ZsJ3S4zhhxHCfnFrGdei729l1jzpsS5hAdg7pkH3IY8VuqdA3CnWSBhEqXIzc46G/KwInXFVJmGGpyGyfr3P5JMmO9oGSuZ6ySoPelBR0Muk4S3fPtgVo0flRKG3rHFNbsuoDMSGeRAcA+k3EUNHXbZ+NnD2dVo8Knym5YLIHlnWPlaDnHHoZj14mUYIY/H02HmOxVJ4wXSfLavdcZ2qS9rdyjTiUxiPDKHMc7sDqDwcd7SNilebxBxD0QWDQxcbPxMG5mHs3IDvBSAmAyULQYxmaTWrZcH4NQleEF2FM7emUJBQuRTrNDirWTO3nxW+4EHfWVxHvLY1FxQFWrW1x12IiKIP1iqkAkgMxgT0YNsUEM8mGtEYGpUm43kU/ix8zkxR3bZR7k1gUXS65dyLYAq4XbHj3xDPdQGU65ikj4XXGDpDY8rWxlieCz/knclJw+dkvz75lhmWOPT+TNjXSOgJN6mhCCboiHBgDkKS+K8iPibTAUUYRghF3Ps0IomSrci8CiomL3WbzP1IPugjLKGCkgch+FYqziWfnSKE4LFamzsaSBwnjUG+k+/zwyzMVelrDNG33FoC0FS2ZFn81p8rvOaKUMMLVLptfO77dC005TRJQndTyPMMS77Lk/Ny8mM7y5yLATKJ+5l0R75p1lhMJDu9GpEbTscp3ANUHoZqDakcgShU74/F6OPgDdRrfWe91umWZ3hGkXFr2/pS5ppNPj4P0YkyL89McpylhT2Mn/lu5qmUOchO5wAOMgHipeLBEiEf43oais001SGRO9hGxStNi8IXV1MsePc8mHJx1w4VsjG8xxSaEGLMOPRYhylpj620xdrt5GQZR8BUvFmsNyqZFEKLjJlkoSQ7zSRPAuG6AEvRd1adcQG9Ht3gZ6XiVCxwgMJFEqJII8Yvuf8OsaB9Mdp9XrSkj/cxu7IIyPJ377FPiKteaZM8KUld9oAhtlWLm6VQylrxSms7l46YwOCJSNzLJ98304LC/UzUFAaEJ2IYGmSMli63gi6SjTmEq54B64pX6gFXW4yoRGTMzjMw4SloPE2jXjKTvvpJVFUjj/HELHXbE/l3ck6xK0YRYo6SV8Po8ZOymjo+rPFL30PK9zP8wDGmUGx0+eUFFa45TqRKMRaPywrdAz0Kr4mnQOeMz5sJ9UyjT15vPGXvH/uE3owiS9qpwgpGL2bcKqJivXBmIGuiEvmBSpuKis/3+WTjZ73wL1AlQOl5tgDCk9CHccQEJa3ZzvFwH7LzpckmvqBySYuh5e7bJJ0y0jMGXh6AqPOeaEjA4/I6BhpTkdQWfVAPg9NrLeRWAK2om56bOuF2I9qoeKV1m8yFTAYcWKiFA8tC4n42QIQIyuQv3GbbhhZ5qDO3ItXWIgt8M6GiXbUMPgqWRhaCHC3HeFdBsoiiFXQ7yjYgjffpQda6Z9RL7qFc65vX16mlEFtcpsmzBZk8RTctkUMjio9oW11iPPKrcs1CSrPRBdrK/s0kz7GxTXZEcYVC++TvId1YmjI39jcFpc3jMH6d2+IWY9Zsa2U5u+UwHujVULTOrS4lmSWKQZQiJLZNaEl4CSFISqJNrubTjThudTJXJgv3q4uchSVYWKFZS1XmMdEeM3mbdSsnKYpYjyos74MbN3QF896iLHk4QRxAQcXJcWiegAtQKi/xJrBvlQs/x3Po5i+MaJ6D1UgYDIVTnqdx3d6ekQ2F0tNClEkDuKEgtwQzV/JNFN6nkeso2dY7E8ZY1pM8Gms0DhFRdyzpoDztIRtVbCxQM4l9uA4GTDl4uUTKIaNRNi9NWaND45+KMDmN+onR2NaGJy0xhq19g9DS+Nrd1DYvPNqQvMGxMnEKg89L8lVyxcz1wLXPQh8ubxBxeZeXKY6iLO7pMs+tZYpzK1IlIxG0qGPycJm0kW1UvNL6xewuEHV1BapNgbRE2QLwyWO1JwosCibPPO5CgDeWNFK5ZiSJIhgJHrckWqQF6qn2jBcxNqjJNrkwm28jMfRT3hFxMsDeQYUw2KrhMRNmL09FKZsg9UxOQTVuyafoq6bme2YuBRtp3QbCZx8cLSR4bWRasu4yRfzOPFc0hYHhmYyGFFIOZMt58Bic9adbylWf3RUHuBsZfQh4zfBubY8s6ewuU+61FCXLU1A8npjiHYzJV1sjGHvrQ9F5op8Rl8KoCJtsMdsQkmFspTDUuug/59Bjy1loSMHkPumaBr6ONC5IBaDuXgpCWXtuqHWolHu1nqpkpfBaMO5MZZsbc5FPuEMg1eOYWmJRjxr9JlEktn4qBWdJk550No13p2n0QZPoPBeByJsIG/FdFWKSMAz75B4mejym8jlEIboRO+AnGzuTlihHIuMfHosnMmb+iPcTpEG821EzvV5rcZ0bFWJkDBUy5Uvjrujs9daLImbeSIQ7IuQQ80djxWPDXaxJ3WpZyXHKhib6VIWuNrCNWc3S2pWEflOOeEcWpcCCFzYBXpbNJjdPAIig5qR52UdrqQNAl0kuW318QXDBmnWZWwDm1nFLm4hxrTAXyzsCVBp1nWQXZqKU2hwFKrRiEPdXApC4TEYi1ykaYqyrS6WPIjRzsu095iabbC/GR4+gH9G7JkWUohUS1zGLt50andpQzoAJiS6hWc+BIqgkaGXbmKabs8fgFRX5ojL3KVLC+j7wJA6Yhdx5dSzjDbOCe5lLj4dbcge3dTA+Wm+5SD7HXorUkAst/YKEk8/HdJPdTqGU4EUemg7oZezNGuIox1T4CU0gpummMHJSF0fo0YhIfUE7NAwpyDvrQymbKQU4pvACDWkKP+HFFVQH9HRbdgm9w3HYtjkeAqKFaKyCHHkxRV/oumSN8pL/ACAlF8R+bJ0hmQS4NyjyIuDCtTf+6rmWOnoDRClZnD1PSuZxuxK8rO/iUb4eO2SikyB9d1E3qMY5WSl96ZbJw7CjDkt/mrXiPVGDmYad8zhiXNm8UGqYqPcsm8esXRkYWA3XMT0+5dlpCmRTqo0lc7lh1dZeppRRiqOIp4EhkOk+cDnJWHmeAD3lLuXL1BQtx5eBpDkQU1GqgHvTuuUw0grSLZ/1i9nXJvuMlJGRPA+C3j2noxgaG9FGxCtNk4caQafqHioXBlIA4ApTE0w4WYoa/VqxntxNI59pgQv/jG5kcefMs8TcohaLXS1RKg5/J61++e3GhKDvmViejZVGiY7P6WP95X5KZd7klqncOonqXP4ZF+/6wB0I+H69qsA8KNzkhJyM6rnqitaToJgIwgxbRSR6fdPFloVeaMR5p0IjUvLMZsT7SQMKv0Btdo0gPT6fe74defAd0+hf3wrCgvQ7C7s28P3QnoC2jsge1jCE5QZ40Quja2/Ciu9w1ynfqTxIOhMJzeEFTaipGuesFRrJOgzj0gxh9oO8Jfcwac1duhJrpZJ0VMoiNDncnZVs0Hv7ui9EWLpONKarz1Gk5/POWGWbI+zUxjy7V0jcpfzfEbPOA+kv6xsIHvJKd5p4ZfdHVbZYH9XzDU37dJkL2L0YCZLhLDyfAqnSaCUCr7b1UPZ2YZCpB4VzrmvAjfBJhC8ozwF4RTp9Dh9W5KMYKGrEbKDyHRWvtNRZ6ccETJcjvgQg3BAJXhBdXY0zzzIXXCfxU2eoJhhP38F4jNe3bXMoF2NYCl2ii8mO5M/S+BsAFxxe2B6xIOim0+QcMqkyuCeBETW7sgga9EvwBV3KvMEzO9uVQoNuEXHUFhACy5h5uo/UsE3w+DGFQbcUisALbngsOgQQ3aouHDLjQohFDpmThVkDwIuLsDJQMpo2cGGX+fckxsqMYz+cwQRxt6kUYmh3SixtKd7pLlM5SKAqKdpHv9yrwD7Y3zwvupnGXu7GXPFxuL1Z8SlXGefTTeaSZczVlFy7WgphTLbz6EcgrdvRhDujr5HpG3Nb3ouogGbGQLtSqow1axaSsXALUvFqtGsJk521EmeWcymcYWsmw5Gyb3khkmTiTgMPm/SLseWMsXLfJjZlGVDOde0+Vdd2OU7T+M7mm3Pv9Zab4AkKcnqJVNh3i6LccvSb45vcNii3Sc/Csr1mNbLkoWuUxsIEfnxiORoUfuwe+1G8Ucm9IBwDtzN5HH8t+fj542McKnOjve9XZ+iFxi23WHGONDHRWuGN5PMBiBetjXcAwT/0gpAvywElJo9aYH2fMCDZuK/ej9HMotwlLKi7NzaijYpXmiJUVaxACEGPSdmiLB/u4nl0yQr61OxE38KgEyqIZuYdQ8WhiqYJBh0iUmV2RbD8w+PY+jmRL615uYZ9Y2YoY5UcY9Q7zXV5QzEc/F18psSBgbCSNb5bWfcpYjy+OLgQlc6wfghtFIk5XbLECsXIqRC/jtvvj/f6eBg6oGVvWe1EjABqmg3eWwkhmZcKvUq8TpNEtM+6xxcIFxyAypr3+Wnq8TFzlNmpnsksXhN9vxsSglKdVjYn7kkSj5LTT2NxqX6Oxp1DKUet36R017kXGtGApLGi8Vbyq7qzK7QjHqMqzAJ57mA+9B2pR0hbrstW/geC18Vz4rwoMUvfk6woTtaoe6uaeDaRssoal3cc/yR7rFkzrCuPnxrMKp+k0YOk+Rg6FzE59lvWsd8rsod8wINolKf4m4h/6CVUz13ZbolagXKO+qDFzDgB97xtVBsVr7R+sRS48EOvxdUGwJVKs24b202pMDZH4UwG8UQmWp3mnvQDFaaWDWvbA2jVlj2JrOtbXu2xIV8kxYpjqT9NguGCKPHfgoq9GpKNwzNyLVuWmYHqNqIFnabwRUwrnkUUktUe5kJpVsv7ChJNvhjaFcRB4ilimFz8CzdHpvPkttJR3+QutMkt7Ci0MkcUhH6kY7J45TQyI5HtMAGWvKNStHgcTJEDcAOGyXGcJ99GlWQR9qiUCBD99P2trRytt1D6MtkR2e1EZSyssb4lx7YJWFyKsVq2FHT0Ptm2CXoZyDM8RN29CBZPVMTgBwZ0pS/OB/bcUoUqssuRS6lQFqBXpdZouIZucKJM7r+17W0dE3dsHTFe7nt9gah8leOZyMG/BUkn37qWje+5B5RJZLA16luReEpQY4qsh9dGj+RBe5cd5+c8kWLOGVKglwKI2GtZ81H8n2Mi0kUqaL5fgq8TdWEXpArfGcG5YMIcPTm+JlngxfiZyZocz/o+5smjp8rmge8usf3Cq5Ptsf+YsofhiZzCC8G5cHTfxbqgB8w9IJvgsdzKAO5tfXUJzWryA2qQw2tD/okjF+2+VArOkHf0CD81ivtFRNGfLjk6Jr16euqEBzVsoAbiRrRR8Uqj+7CydGhdi7XjNXkVhQriG8Zx9TpFuO5CBtzCUvTmlpcISRX+lVUraKlCMmrVihvGs57V6lSLlFanIK0Za3SA2NziHqBVtx4F7Xo8CqF8WcaxQt9zrGpd3EMU6ohl6BYa/i9jic+SvzfpHA7HSUQodKloJAiM7uDqvgHy0P7TZezP4LwpMptDE/XEaHxx6FHRGJ2OQ70j/M4FUzuYbyeQdCDVdPO+D67x37bWlI4VYmR/B/tp65hqnptlqyhL+z3kCX+2KICKDnMQTuVN0XWdtF8171RIz+az8h419Yt8fmW8sUUv+1jY/4wBz8vYdRyeAe/vrXnP+QDwOLa3FDksvhVMZMeQXjNrCAhjUeXCgMbq2mV/3H09cNVXxpjyQarpy9/+rh5ioKCSp+GqzjEO5f0NaqPilUblABQrlEkOHY9wy/D4abfJ/ldXKhWkIBJ3gToqKTE1uo6mm4DpZnhSAvvBE168tONSdsTMeFmx7GPRsRAGENcQMfQWd1VhSHcakUc5cgyVIGLfm9VgQI2jEGl6TNTe3a5pfKlYnN1SLIy+zZhaPVqPH5oBsb5vxnRT+d0vlHhTt1y7KUmb6b7Fsp/sEKVp9CCK9O0SFud2OtEQshirZ0eqodPDDy3QRDnfFpVi7nJTH8FItERBwbgXacK+lAIfBWks3JqiYAbdmn19j2eM0rUrCVZahMXRRWJfEAlS4h5lfJf0JaLoB0ey0dAhcmU2LHmJHiLleXe3c3tRjmchS8zRSgrmtry3CF672RDWdBlVklH1XuN3L2/ZlDVKZBaIKEVcsgEmO+IowNaqx003G6/YGCY75B6bM8+Gtn40nWSdm8JoV8tzPGOcSr2J5/gef+FJJGB9X3gda0e/U1jZ0uwInYh1mDiFnLyqmRtQTTkak3vOKd/KAQqRg0HlzGxlzjv733HeOc8CFko+Q/C7o1Ndd+D/to+cXpiUI4nN5oO5HAXhl3F3S3U/FeEy96Vbiu2GKi/UC1PdL/kWZV6Tr63Um2zbQOU7Kl5tQ+tLLe0BylEr1RWRIhLIvaitqwpppcE19pyhkqsEpSKHQb9nkDkvGVrdvFYs8GHWot6n1qsiCsiC5LP9GYoI9B5aoxRmCbWiaxGuQKeZdIr9baR/sqBnPBCo/9aY9pAmvC7PGVd1eTv4X40tvkvvFZO7stpFqRH5D5FZGsxXGvQp0GWq3z8Yw0yR98GYvW9UEGlAJ5nTIZqp6CCxRX3+MJehMgK5rlxp53odyDrZ5Tq17zwWK3w1M+ZcF0rQMVX3sA+KqHTsulbcM5FiTAPPwExfB3SoLpS1Pky0o5E69HwM31PTLQV9hLZVbHWO5yx4gh/UNKg8KuLenUG0MlblM/968D7liYrmMj8zCFfkZL3+BgTaxXfz0Pg8Pr+jbVS82jLcHTPZUT4qsSzLyl2I0miM0U0325FVWeJPVqGoSoahxT+1WIohhXbF6v3OOU+W1m5nGZjuKjKOaFckQ4+WIRHhGoDeyiSCSECEkmYSZjgaYXlFV8h9xH297KTsfaQ1T7SgKfvAYAFbPKqVuA3RCmNYzDps7PzQdhVodxTLuFso71jfJzJQ1c0ElOcxxt7ulJqy4glgLEeteeSCFvvFOOjbj1mzoxO7xaCvHzhhdEBTeKGUCISd5BNHt7UrcK+Cbwth8odY3O4hsBi+FmXo6UlYK/zZTGGHnsczeBoTvTQ5wYsY0OPiMd9pfM95zsliuox1co6Epwvd0kyClm8JWspBV1lb5Ife+jYxNMTruiXOaZwU066UMXsuBGN9RivfB8wch6bwXrszYeG2UCqTHSmqYHnxDYux8tAS0nc91k9Z4/U4XCFoNTnGY+0wlJwsNr+W6hrSttYqIxazKL5CySjjW99HDLdOsu4Rh1GoO5VrtZQFDT5gfDTJD9cAj+ybbs5VnJRI20MXoqTblZibUlEs+gxI7FvWlZ4OxDHxWtY2cNAh/F28M8Uo4aEcGmKpEDz3lZvHy9eVZJM3xlt5EjRRz1q/BEz3EW/dBrVR8Wozi1AD90AQfC4C0mtSfW1l/WFgyeX6sxmkPGh+Twa8Ws/AWqxiNmKR0wrUGI4/E7H4vOpLlvsTIoYz7N/QklT0LrESjsvjVDaGuag0z/5UsU4UwTb0QPi9CBo4Quxrms/Qefj+Xc3DHEWiNHAaybgULfmtc1Bh5QGZs8CH9FekpPH/SuENnzMHgQ3HAMCF64zHhDSlwM4h8DQ+OoPK5/GOvtsHJf3UedvVdbrWBohUE30q5D6cC/LU4HNFfurB0XWuz/U1pmhuOJeqsGT8lTdIPq+eXY07+TVVn4Xmutb9t4Q8KmN1IOf4ruHzduWpq64ZyMihp2+X6B9Ctzx7XRrQXvs+T26meXTN8+8Z5s/o+h1W/NqoNireQWtXUpWIQ+uUlrIG4HNTLDwWOe8F1SKX+GM/KSiKKNK3Rsgi6FuL807C2lKXCTOoS+1g+NFd6nKl1U1Uw6O3GB8DauUDRFUtWnftakJegCPLNC3xaN0fl3qUKkwo7++WbQ/oYliUgGRJax1Vo02hm/RJmlr9QIxHa+P6/mPUCtxjUIacKLwmt8G3qWhclM8nndqdqRx6IG7KlC2mOSjsUTKnQ8BpJaSiAJPTBij3l5NqErpNJYbnYxaDxIW3CTrGNT3OZZmozDpuV1AdycZMcC2IwQxR7t2dqVvchZegdAhVqU56UHiiEePRLFYx2RkxsGYtstI5nxr7TTkQNj0LvIYImnWPuY6INnKDqq64b4+ydcUY/WSH8DW9UosFhfuRepK1TaQKxAlhDfMCFkpc1EMBrOO9XhjODVY+z/jIcyKS3DNlzDeUR9MVD8F0c4yLCJw8SDTOnRMuHxI8wYr7orkOSNPG9jrTE5R62Wff1DwLhDeCiHTomSG9+4XsfewX4cVeWNJR19Z0c+QFMN7u5yOLomOd5DK3wpurhtbtS56pndvwRqiB69vYxHAh2vfiJJOQTasHZR8X6wX431wjqyHbNqKNilebbBlxy3QO+qg+z3OuyfFriEyHKG+ITiJ+m+Ndek2ur9fnpgxEpqgx5zBeNbB+Z1C8ohU+h9ftgh5u2Q4/Ns+BP3sX1mcVVzKkpS4t9UJo3/0dSp/B32pxVwhAEfOwb4NrKroP0ZYoJ03Yiv3Bcv3AyNA+7DILdojIdoUSaGgISlREFmgkzc6VvJPzrPG0yh3JW4TuFZICKv5RtLArdFKhJ0XOu6BJhaxEuM5DJU6feW1X60lRrn03g2w7BC3noCfvd4NZeSF9A+bTZV78dN59vj6HnpUsz9W+S7/mzU3liUlCC6AKa1XekCbeMzP3w36nwf/VBXX/+e7huh3KMAx5Q58nMrG6dvD8GQ+N5o/8OB76GduoeKVlLfbfhHVEwjtz6V4/E7asMKUp801nluhqMDljktXZu0CJR1kMg++n1e7HWamwEwFJC5cHgafeqgAxU5GIwlBRMouW++IAOLpjvIbjW7gt4n3uKuaC7RHnx8oC9QPIU8ShUw4UrK4jWqOF7tljzDzcuuxLtdcaffTACcbT0FgZRxsHK+v0S4YaB5xOtEdPBM/TZSZpsx5uJsZVveniZxxrCtufG4jFXbJdHftixiZjqqkvlbvc2KNQNJ5z70aPOn5mfNfw1BX7zis8LQWv0sNQaJ29z877olC8hjDghT9o1KVsyNcOIHelK3zrdcFTIExHaUCcPdyV/mv2LvuJhge6G6pnjJl736c1PfIkuxfAkYmt18mOFGeukn5TgAcb0Jvg9Km8AeFdYdw29fCMZEfyjDVa1TLySLcpu0FE9Nsth7LKqbwjGKqeF8a2ncbkB1iWruecBJ/TGHAZYoq/Wy6fT1bga9jPALY15HkcpOVCoX22tezFQ1aDlv1idi8KeREI2UMPXVoPOVkGJPPUR0Y+vQM6HtbJ1rOlmaGt1ayGB7sQhXPs7tFg/kJb9iyTP7l+WTZWa5FXe+nvYBsVrzYVpgNLdqapAkzBTFyARUGnuFat2hzXD5OPfBEMrLvKKhbr0pGILRztW6WoiSol3usMO2dclWVuApLfe9UiGffMu8Qq1QpG/G7GyrcxVf0Tl74bGUI3KlnlYgpkt9x1kc9BtlVsCmLQ0JWntMSgz8BM/NsNIduipPFB5Rn1ODhNJGTgZBkiCCqxAXJIORSfNxn7rrJ7k3zn/WA4hAiZ3/NEK5/LVM8T+yTIKtChjEXmf4g2NF7LMVc8OqCPK/vBkXUMEehnjnLaeHe1joU2w/iy/8+1LMrVuzYwxtSboyjajWCnMarDQgpta1ooz/B7jj9hlmeGfEuX+Aw9tIki1ISrufTIMoY+uZHK66q+2rVuuA9brsen4Z+h14nesBlPgl2jRkfFK0lqQHMO7L00Yt2t3mGWNhusKUfFK40WXOsIDFF2T9dFExNKS2myEv+zpBtjTdxDqEqF2cbcjN5P4LVUSzwmVdczHgEEAvZqQ61YaYbeysHgIZhYY1b3/XZLOc7btEVG9OEK0xBptxzfcaxZYoSOPAGvSEWh2y1njwG3K4GGKbgoCJtp8v287Uo5rSYnOyeZZ4eKccLTiVh5qJ+wxit8zx6rW/nevWYgEB3lpYLgLd7XWw1mzo/HjYFqUbIWNwUPabJwa/KYntPWYmLMfHaPiiFiVkiqDooQY6RbLvF38ieAOGGot32rC9FPPSDcM2sHys49Kjb2lIH1/bIbLV6bGOF5oPHFPcie7W1G0NRqCSehJ70QMMTWS+1uxmJd8MoJOd2mjOk+OdDVQnaak4f7pewxVSqDZirZyEl4J5WYap4Ez1QhFEOc9Pr05oXxU4macs/6PnAU5gK/j+uQC1JsVpOvby2Lyjg3cwMWtocCIHJjLJLz5Nnpg/g1kVtVcYtry3hHT90phBR0yHXQU34F8uf8+TwyHwCh+Ij8uyVZ40SHOXiRngrA1nsXvMs1QI8KDX33YHHPse2e6JaCTto8y9+yn4vHoVTkKhXEGOvP7t2hQTKxfi/cVqrNhfEpXscNaqPilZa6BLpf1L0UF9hvQUQUJHoNlSaFgD9nYK2XL+wXXdz2PI8Z8poBStR3cgGUohzJ0aHHWAf38l3O0AMLuYoLUWiJYHS3uo2nuBeT96WyXhtULj11sXm/mlColZVvJfxo5VbuM9Kot3ErDfXaFhXdXcEoulOEpcheaOBC3YT3EOm7K5ZJR3yfok0R7nT15apvKYQ4byGf5bhfN/6zXF81f40IYUF18Zzkxou6/IeuTI7dY2EVnxmrSZJShXAFaXnMVubbhZp6CJRP+WNC0z0K4gUJ2qTqcwCe6OiuV51bowHHPYw9Qmii79a1rn12WpIn1AMgxt1cxGnP9HU/QIszsX3OBw1olR/SB/8/Bz28EdGSfvx4DtIjnTXBkf1S463KNZCxK2/RrV3em4P2GK6DoJu/T9ZpFW8frA0vVwlY8l0MsByoYVsMLT6v3iqW4FXA4zJig9uoeKUxZtgt24kuIkBduJhFTJTZt+XYO134SeNG4gomIgJEmEtCju9jtL2b3BfseyqppPqwvgGxRLnv1KrB+He9xWmM0XurDZymCQvbjesG7jtXsmLJ8rNSu7fQiqfzEAV7ny1jkRndk52RJUjh0UxhdYoLDYGwnnOy+yx7ODIoc1TGMmuVSCw3sd8aGXZm6mxW9uItMj6iUJtjxqHp3vZFbPs6WXmKewPdbWWxpJZ7YnUPoRk5Wu3HEbK4UtN6KHA2r74lgr6zLFKecqS1hOm1WNgON26I6px3BHVAhEu3XJ65sD34h0erASHwvOZ1E+PUc4l9PaQaUXBOPE5vAlaNqNpoMrTJ3QSMvfaylqi4tMauKabJzngfcsQQnQaGFHVfrRqcPLmG65f/h5dE6JLif86PK5cuKrnxOs4FacH97ZQJmuxEWaGGlq9Ji//ntvx2pNnYj9HYM4lzrG8+i7zP91dhCFuf3XKcilSFzDIi61tzVASpc298OdM3+F5zTEpMP5tsS1Wcnl4gX0f2Lspf9bYM8xnciOxLTWf3gK0b/y4EDbqlUn2M1a88C3w5zxgkd7SNinfQUseC/8lRCQC3qrgYqBz9O5RrK4UKsV7NgiKCBFAL1F6uacJS1EQbINxRrtjVMhTXCA9LZ798MXk8I0UcB3Cl4gtPLXjEc1wItHA0QHe7W/+I5/oiMQHn++LE2gfg5e0o1BQlAeEqJgqukjTEKPJa2zYm3/MMEWTK9X3MkxpCrggUHbCJFayog1Y0Px+6i318g3fq/LgyBMxlmmYMNCpuujb9gPNpKIEqwQjyPPGkVEiPY8rxHpi3wudD++z0remk8TUgFMIQHVUoHcLvfIfFyJnlTJcslVeJ4eZaqauXyYwfT/SCuCV9kur5U/Tvysy+p2uU12icnXNGxeD3EV1hMN5U/885rY++FPkgXiQiZxq2ntXsyYZhTChqc8Occ9XFM/UEsGrdGy+osTH04KinpAIqdq+XqVUeA3yLE8dDoOHHoA54laEPnU/lyWCkQPdUnJ6MqX0X9DzkQ84Jn83DQWbyO+5AGxWvtJQF2awhsk6FcYCi9NqVYtmr8NJ9Xl4ViAqDTJ7qPbbIFv8w64zozmO3tPLtPe1K+Xu6LFm8RA6ivGmFuvuwj34RMatCYZagIo9KqSBc8MwY9jFKtqILX2YZrpd+9gsFFdPdzHe4q9uEFftSKdUm+uYntbBWMkof+oXs7/XMX+7bpUCd1FZ+iaWHIEW2OPtUjJAmEAmNoKYrsVYVbNWeakQfwsuQvR+aCa2GVvlQ3MRdWO0+L5OgL+fZM8iNd0scM2jnwqaPZ8GUmQvqHn4IvR4nqLG9Mq7IztYYpccYRemnXlCJfcc5UbdlJaStn16xy+jb0pvDzFp7NqtwpR6ldrS4a6ebc6A4FCSlzflPjAmOpW/hWdueXyDx9HYVIYzpATGe533cfw/ULkwidzVOclP2dufWvFNteBOGni/GUeld4zWeyb+YQ570VB4F8XHOyXtUeET47u1Kcu+aKDAaipR5CzVC1OpZ/r/QluNuV4Jn+OxmNfnZ3sxeJ696ZSytmZyDp6gU+zayt7l2mFfiYTOVN6qMIQqayWJToFmN/zeqjYpXmyATjz/RyoIoA06WuIV6QaBuRQnqcxQzhW/8d2TbxjsAcUVJIgM/r/rBZwtydPelKXVHN1NhfBkvAHdrVQdJI+4js7sbzBBNmpqbV9yD857hbnjGeIhOs9A3hxJSJNAPFOwwrk6Xq58YRdcuhYaWGTTh5Vm7fdCJ88GkKldYfShqABVq1eeqV8LHPEC3ABxBNcI39KQQqVGRO6rOQd+qqhMt/qm8s4n55Byr4eexNH0+EZXlJlReCYQycvfnYI5pfHl82MZB2jbmDvU5xIBfld6IcWlc18M1JjDzpPbQVDFU+81ynf4+65cL6ibeq8Yg6dusp8qYUr7lvFVeDJELw1wBR+tGA1Xw6iWhLNCiHpCxsy/qUne6UuGtpYqWvi4n9Xs4b0B40jT0oMawe/vkp9dDMmhAdmGgOyhQL4k9S+O/gPWNMtW+9wMTEH9PN8Xa47jd0DOQ48i+jd/ORwQi09l5oZEBGF1sHXobFe+d16qU8xaeDchMSRdgrbhCUigIZzbEc7gHNqdiuSsaAgqjanYe47e0+nlduxOu8PxaQdbsv8YN2Wf+1lgcINZfgmfgqmu2WTdLWRQZF2WzXlCs759cCITjSl2EmtNIUDjjX66MTEDkBD+ndp67zlHMOnyvKS1lz9IVq1nRCxcqacbKTdmqQrkikFiY0yzHs1MfmeRDFxYta1eqUhTE6WhuRVdMolAdFUEUpiAEVeq+F5loXpSYZsqWD0TZiILVGJ3H02g0dDVCqzJ0rbFucJUglEIQamJNFh7OTfEeDMMqlWInym+CH/pJtvNj431qjCHJzgGZazWkezu/WI2Uao5WUfVFqy+p4lfhXTwWEaOkMuKca9JZ3xYedylsvMZ1ReGvIRL3oLAynHlSOE+M1bqXyxQia1L7fDJTfS3miP1qOhqgufLIaH4G+YS5GQ4gxFOnSYlupJB+qnCB2HHBkEoqfMH1wfyD6WbhaesLPYKkFz0/9Mrx+8LzGUTJvpbXYuzMVSFdPLs6oU5Qu4Nt8pMv+cVp/QIwMeZl4ky3IIutkYU0RLXi0qEV3wNeJAD2tyJSjS9MN8GFbxV/aOI6P7SafTFGJ4rLDfywBfaJ7pIq61QUq6PYgfL3eNEEWF+yBSaCycdIN2kX9NDtQkRWtMgdLSvihCjUafSvHIPIC0KwqHFUrG459B7wIgW6jatdiXhbRZscirrKFNe+9vGcKvu2QSl+kENYcV5160bKQBZFxPgsae7eE5kfdy+LAUMDSgVJFRagMbIqikAMrH5B+tHHd+UC67N4DKpYtsQ0dZ54nKAjSKNLy/GrwEoxRrrsM4RXBMXzf58rU+rtSulE09VolnOlvD/lUZOD9UB6tCz+ggHvCy2dNwQF5hzjJR934lLlGs72LLqkK2OI35lHibSiC5lz7nM3EcM1oTLykx0oUh3GAOmPeCRUtiWEwoOgeT+Sr5Wa8PZOLTBDo0kNNPZbPTLkWTUAcxtAgiQrxTEsp8CMBecV8VypMlQ+djeyrGuXn6TlNFVxZPJNnpS54OEiBEM0Nuji36g2Il5peZKrBQezLLtluLJzoWULqtwYE+muZzvblqgGiO8yLV0RfN2mWJxkLHeTEAFZHWUqND+DVLJI22FMsAnh7gkawqye2GWLbiiI+gkw3S/HtTnuZ/xZkSAXiQobVbZ6aDYzMjkejjniibWXwYXYQCAxbqgomJYw0RRPGHKlT2FNhZTivZWAEBceTFmwLzR8+E51CTu6GSB0d/PRFUdBKmNkrJ/vUgPPXWAQYd7EmJCL1a77SfnebjEH/USZ8FntqhlYnB/heVcW9jw3xGjQcb4NcXvsN9UC0ZsgfPZJkVHlObJrNGNVM5Hd2G2iP6mTvedCP8+4zYj4uSA+DSMQ5bmbXb0E/J8KaTHoqHOsxpwr3vUYZ+rMo2TXeSUm0kQMlTyJOsgRYipn+aonh83XdQoZoWGxwhOoqlNxjvlMfw5inJ5t3qGcRJVj3DOGTqqRPp/fT6wqnlaEExlQqtTFs3m6kitDJ2rwpCNuek3Mg6Vei2bdZC+BgPE/5TVPUFJvJMfebqDiHRGvtNSlOFqvleQpUxgAXMi4RSvWOzNzC6Mlea4IES6CtlZ6GfVCLYUtUiVUhpPfTKX0pC1idxNq7IUIpi/d0oxXjY/wMx+n9Z0owzfWN0GPJIuKCk7jZFWJPqJSQTVcsC44RHmVAwGKS9H7YwuPrjqlK9EXDSXSJ7dAXotFBsC3nyTpDxGc08yUX2cJI7mPow8d3ZqbmkUkdGykX26LS3rhtlQbCPQMZCMLUZQgB38e51etehqJtM7bcOumbPEwIrUMzyQlX6Rp4Qf3PnBM03h25WqXfnCMbmSZgdcDLsDUU6TJhUPDieETL4MpyYSqnHmoAmnDvz2/AjF3gPBiKp6ZiIFGAk5rW47cSOLatnerB4nzqe/yvtCdPPAaJeEtj4Fq1jKVtr1DFYWixvK+FPy0LK5ocdO6svV7Yr7UK+eG1WLIhmHzEEMbBm5Zxylk3WryfrLvaphrGI5JlhwblT69ctyJwSIwTKTz4xyN/6rYuilmGjp9FtkqAES9X5pwSQOOSYOVXEkxbz6eDWoj4tUmbgoKJmblahyouoVWPsKibNYRex0hzE/LsAuBrQhUq6NUZ8aa4lfL3C3thRCMjfzv8RQdE63nNvo6jAUOU+Yby+oDEDHGHPeq+1YFMcet+3pJS0UBQCwALjh1iXmVLgrNLvqs21R8HnLQje61fhJIz5NDeK+gGzeqxJiioudCZRxVa/Qyw5aWurocXTgviEKz93AvqRoPVWxTkJrPEa15MTrU5exhh4Q4icd+3LgxvmBGN/tJQamuVs/WTaiEnfbJ6anKs40+VjF9InjEOLIhano4huN35DyRe/UZip4FxWilJyIaDwO05cQiTV6swh4prtUxVwJdDBBHyZzfHJ4Y95pwzRLRmoLwveMDo7jyTJFXaZgvZ39fP8mRgT6gn6J35qTQO6OZ2M4LKeig/OVeoantTrD7/FSqadC9ygzmOG09qhGgVaYqGWn30buRbXwqb9zDqFnjkt/iRrFkYjtgEJml1b58z7nygQKtUfHeOa2KrQlaGlquXtmqie9VIXsiAxWtKU4mCrjLpzWrr5UyazbR7UpyQUmXcjarnwkYuTWjoI1+6X443cZRZf+pYBVBpahe44+64b9brt27QwvUGdQ+62hppjJ+ZiUWQsGRrSI9QBaEXOMurS7c3OpC0m1EdDMRsfcitCsDhmhJlSFCEU03hdvN3Y2KEomu1DiDINNUxtnuTIUHqPgo1OiqRSiQbslc4zmUJpIlm5hw4SELVTITQnlqnHayEu9w5ST8oElmWgxe45qVESHhAuePScy3JvRpQh23nWgYgsKY66FSypwz0ltCBVqYQ8MfjfAGt2Zxq4orLqJNqzHcrpR4sG4tciWs8cQs662LuakUax+8uL5P+XF379T6pOEJMdJac6Vq0maVed6Fh2vhlhS5I/QIpaAj0SX5np4QFtLhGp/cFvzAteyyTQ1o7hsW5E5Doorh2vxqHNUzkvV4QDFIPAfFjEUI3xd+TFWIxdeirDceZFJQuPS1FRpMo99uwKfgfTd0uR5pYHP+53gFfta2RxXvxRdfjMc//vE48sgjkVLChz70oer7lNLcnze84Q1+zd3udreZ7y+44IKfrUNEun2NHBSRqEXmzDGYEEUVfK6iggohM4a2HmgBQLXPVl3Qjl5EKerhCFygjlIGMSZFON43dWnqtWTSadDBM1BF2M24fQbC05/Z1jEUjYkO6ahuaUWzgAhPxtsQAovfM1auczmDHlXgIASC0qVfyoEkFIHmuAYIZaVjVQ9KnMAkSotWuAoaoxk9BRWvLAzep+hUhIU/l0hHY3WqQNv6c6JvP5uX4yMv8z4RyBRoPBdW91e7m5lubEFz/KncoyII9d0uoHv5W4xhHwMG68QQGnlAjQ4vtEJPwIJcg3iveiDoBXNeHQh/d08z/LCcy5nMKfrCeQFQJRK6V2iQr+DPp0FgimCyM+Z6JumH75J4tK4J9yI05TlKRx27P6uP+yuXPg0iyhvOLUSmUAYkkR0DJaYGLPeSO3/kmEN6viiXquuoVDFA/SJjqzAXvShpzjP1Xu3PkE53oO3RGO9tt92GE088Ec95znPw5Cc/eeb7bdu2Vf9//OMfx9lnn42nPOUp1eevfe1rcc455/j/++2338/Un3YNSBpTmAa61frEuqGe1imPC0OClz30bUIUpsagVTYyF8EkGKQcOh6CWjfHu/BJpb/dEkpJPS6WNjanV24+iUsC9feVpQu464+l4gBULjl1LxKdUSDkNgR36u3Q735AGy7EpVi0GbIoiToNrVYClm6sHHRAElcYF59Zvx0PHpeF7Fs9xMJVI8eRSwegSV4UgMVLGM/1pKEWnt3toQRxZdPFlQzdNbC5tPsVxREh8+i4KlafYtuOJ/8txDykXMuGcixlIE32N4nRNl0GkrnBS0EKeLy5oZvS+JRJKZqQ1NsWD26XatZiXvXIyWY1jEXIWDVUQFpyLvxQBmt+6Edfr6skRlE/kXGY0uwnshfdfprV5EVyOitGs75P8KnGjWkU9yYbeNym73eW9UG3LLKVO+0DXXk801BvtaZtXJynqRgp7jrvAJj73A/tSLHmVMmqsuXaZ0JccU+Xn2455oPHeep2xRkvVJYQGJHuJObVZacgSGZq51ZKx9r/6rlBD0zWS4Y213e7WsvWvoWmz3gfmSCmRqy6uZMkcbnBRW+gGLd+jcmYZi1Vcnqj2h5VvGeeeSbOPPPMXX5/+OGHV/9/+MMfxqMe9Sgcd9xx1ef77bffzLU/S/MYQ2M83QOQ9HVOGCDWEi1RtQaHlngG+jnuDTKTuxRT+arpgN4EssYRKQxpkXqyzcBK1zhThVjUOm/CsHCUkOq+MzaW1hPaaYwd2R7VF2ZPK/LsBEBikUxOURrRfVPts2P/m/hbFbbS0xWsWLPVOCHGAZUNlZIsTKKfRpC7ojmGHXJbxsoqSN1SCEuOuR+ggcp1xXFRwRMFiIsYMAVnSl63oPWijChU1fVOgTH0zDhvKvrmmATx9S3QKm8OBBu3SvmzZS6AUDT0jkzltCLydmtojqfKqFvSfydU60i9TgBm9g67QSt5D6xR7MqsifGrkq8qPZny7jaHgibfOB2nAMxoblaATMUn3h/ON3nBXckDz47Pg9E/yTpl/6jAZnhyYCBWHpimlhEV70hIjF4VD+Goe70PeVCVX5X51lCLF/IQz43LrMaGPjWlSJmzKEaLIH7GoTXj3j0bnDtRjg1lAZWy1Z8fyrnKHU6+acI48/VBOnPe6QXqytz/P+Nqvj3tBz/4AT760Y/i7LPPnvnuggsuwMEHH4yTTjoJb3jDGzCdTuc8Idrq6ipuueWW6gcIi9SLG5il7EkAgkAohLUMocfopNQbi0q4cLS0+HYlBKC6+HKKA6ApECpXXQ879g+xgV0tO2XYLt6dm9gU7q5MhABQqxyQ+B+r96jQS8KwQAjSoSuzsUW2GM921+6Qie0Zul+PNCNd27Wgd6UIRPB5HHGoOKl46HYk7cUYYBlA9oF7+pik4XRclQUtyK0qAyhGk2dctpJlTU+GJJvpMxkjpfeBgny4RY3IaahYScP1fY2u03g2V70WmKcxwf5PVkIQe0EUEYBVab71oEO3GMZWbou3gV4hjyvz/UuhQHITe+adjiJUUy7PmuyIwhgslOBGkqPZWAdAeKCoeFhxifzAOfKCGFSKObb3dJtijVdbb6ZCc3u+F90hH5uR5OUOjV95vJ0rLeMPP+Sd6Na8Tl4pyp7RWuyeipr86fkPKRKUOB9Z1w7iOzdabc12y5bgKevQY+ew4zDFc8d1NtkJjzP7rgDzKDSrMRYWttG4vxtwIlvW9rP3Lga/VUmYTXg4GtuXnSz+z1K8/ZLwC9ekIFjyDuWje+eY7yBztlHt52Y70fve9z7st99+My7pF73oRXjAAx6Agw46CF/84hdx3nnnYdu2bXjjG9+4y2edf/75eM1rXjPzeSUsJyHIsuzRs1CWW0G9CW9HsVlQKF2P8g5OrLpu00CoKZLS53gMUKzn1KHMYopnOLqipc2+iYCnFa6JKYo4/dkDK5d/u2s7x7scxPBvLvYEJKJMHfPMBMTzNMbkNOzlGUm+m4OgNBlO43BzFxEtdUHTGhLQRCpH2/SCdPCsZzTwAhWkk8dLUwZS1BkG0YV4MKr5prKz65wuTfQPui2kjfdx7L0JpVZihskUKYWs8tyMizHJO4dCx4TrjAtOjQ1DOJ3wpRugCeWsW/oNid4yKj7xNZRFsU1DSFdzT+NN1paPWdzPmhylhVeURvqZu4g5Bnmnrt0UHwcypWFtn/m6RPBYngZ6yy0ASfLCBCj7WdOMR4oo3D0+g/nhPFbZ4PxK5MOQ1ppYNUSPTh966HRMSd5HehFt9yIbRebQ4HGDTGRWykXh0lXNpFKVCZRDjSB19yT0nOfyUPVIah5K5YEUOqhRNgzj3NH2c6N43/3ud+Oss87C8vJy9fm5557rf9/vfvfD4uIifvd3fxfnn38+lpaWho8BAJx33nnVfbfccguOOuqoarF4LJcoxNxttNDcEqRlvxOeELW+j6G8iSBb64ojyjYUcOV+zvFuxiUoZGgltqsJMIQ12Vm+8/igKH6tukMkzgzX3MJj1Yy36uZ9XZg5obiaARfGVB7tDnlPE/1NncUP+xBe6i515k/hEvOyluyDKmsRCBxPboC8UPqgmd2+eClgJVQwU91Hkt2mm+0dVKRGpwyE4WPIc+jKdkMFIdA9FtYBeoZt0wPJaN03QYeqSlIqrs9mHcXAU4GFKAuINniDiMAVewYWbq09LurVAUzWNcFD5ENmxHoBE9IWtet5YUeshaYDsBI8lCeRhUv34sJt4SFqV1KUOu3KWuk22Ttsq5Uj0S6UJ9H5dBN8HQCRcUyjgGhFEXRviNyNW+MPlt2cbjJDxeZ+uqlG7ESzXJOMtbvb2k5EanL0JfW2F5wx0hYR5zdF1dHImwYvRPZz8vF5NSbSpotMcvIo6UBvne4/JaonGubz+KMhEj6T7yVdJyu116lvwnujCY/ulbE8A1fGMM/INO7NZrTqFsrchPeEPK75NaSvJlV6IiV3dkxsRwGNE8qXNuRUtjUw5bGH3P1hfM/qXN1AdtyR9nPhav785z+Pq666Cr/zO7/zE689+eSTMZ1Ocd111+3ymqWlJWzZsqX6AWpr0v+nRU9rKMkPwnJSVxOvU0uPzZGiWPiAKBixtDX26t/l2WdW99GCkz7OxICp9HLdH7ey5zy3Gpdaz91s392dLNw1EwPX/pPO80zKORa3/8/vBugVMjYdYxUTJYrq4zlVnApCS/ZDjQDxBFTvxiw9hq51f2+DyugajkuT3fjb52qI6gaoj83Rn46RfRhcq+P1fs25rrqnG/yvvEljRYysYXEOIh+GAKqwhT1DjREdgyZiacy+6hvHPuCDiibkV5l7Nd6qMQ9poQhRkeePQaHq4dB1pWhYx1khuVQ/Z7g+q7nqQzkN5Y0/b9A35zF7pqJ/PYQi/Rh5OPSMab91DoeevpRrmlXuYMo+uvWVVuI6rq4fyL8qdMXfwzWufZMxZKX7BrSfC8X7rne9Cw984ANx4okn/sRrt27diqZpcOihh97+F1HZSUxDJ6FKQsghQN1ytAxPpBLPoIvQ9wPTmjU0wfgOrVDdownU3/P9Xl3I4kC9IHCgvM+TSRifMwHSrhpamFq8QxSQW/Gox9quSZxrsYypX4wY0nRTWP0+llz6yQIGHi+WYwwrl5stgG7RYlwUzn0IancXdmHBt+ul8hALcwDwKlIcAwW3F/Iw5ESErVttaOzQs8Eyk65c6BZuw6U7zM51AUM3qyG+bKjEEZ64CImiVck06wUBcj+vbpeabjIeo7GXImnJt6QY3dY3h0CrXIDGI46gjC5eTcj4lQhZs291z6bztvF5t4zIG1hn7K18z5OsiHaIrviM6abgP+Y0DA1BCs3pMjxfoukiw59KmMXuie6Zwcq+TaRMI1B4emp7bonuiLCIaPk88is9P0RPPLKSPK+G3LwDG6h06BVb2C6eK4RMYV+nyyF7ciN8zgp7xsfkuW45FJJuZyN93fsh3izNP3C0vixr2HIEXKHnkA0eXliLEIvnxtjaapltbrRh3gYNKK4fPX+ZpSIpA+gx8VyZjCqPhDUMeB/ROQ9A4RYyn3t6TFal3yanS8Y+0C/V99zRtkddzdu3b8fVV1/t/1977bXYunUrDjroIBx99NEAihv4b//2b/Fnf/ZnM/dfcskluPTSS/GoRz0K++23Hy655BK89KUvxTOe8QwceOCBt79DigbtfzWIXNmKy8StyCSLEqJYBgiRzwVQxSkqK1piZBQUFXKQphb2vO/Zb00wGsbA3NofKBCN4ehYc0JJ6SeqrYgU76niIvq9xIgqF7vSbw7yruLltIDFreqfz7FOXckPnunxaY7djAb2IQ2eO7ToG/negZPRR420ss81zac1asHD5w7zABQtOBrY1ZzzswbAVO6Zcynd3+4NkPnkfTOPJw0k7u0xStJV+SwPhOsQNQK+bYvrjl95nxBCHLo2hH5K84oPRDHp/xVNZexuXM8MXGjDNSf8ruheb065uFXLQOEhgirHQgeNuh/6HF1TGn7wcalnRu6rvEdpzv/KS8oDc66twlEyfn6Wdd3o8/h/H59VXgbOU66f19OgHciZmbkQ2lWyeUAP9jnPoRXf714anZsNantU8V522WV41KMe5f8z7vrMZz4T733vewEAF154IXLOePrTnz5z/9LSEi688EL8yZ/8CVZXV3HsscfipS99aRW/vT2NiSgAIk5HhWVWfpoWxYseZeuHWpiLgchoafuCtNhD6opQ9bgJiqU/WQlBnzIwXZLyilSAfIYp0h4h7JixOjXE0UyjP4yLeZw1FQtxshOAWYZ6ADuzH/1YNLNA265YgMxcRCoLInUSy2McbjEYVvcEs7jAdKHUo9Y4X49y/XQzsHhL7N8jwmKchQiX2Y3TTWKNpnifx8HWI+aXFyQjfaDoPb4ucwOjscehFoFmpyFDK/WnCKbJEc+iRY9k6EMSstKA3pMddt1SKDLSlUqOySXsiyd2iUDjiVFUmK3F4xSJuoJSYaluSdJljkuRVbya9dhr3G3KSDtKdaH15eB9biPxkIkkrJH2fqjHFJjuF56JZNmwaUeJ+3pc1mKyzErW7Ub0bPSTQM9ESUgl3t0t2ZpmfHIx9gtzSxWTmpQHfOvbItDn8Ky0K8CE+5mX7ZolW5tGz8nOQGpA7BmerEgluq4g7qoesCl+r8eO6BsNDq+/rjkbkFisoXGtAe30srlnzLxdj/drzoLyHmneCHKlfGEuCI3C3ACT1biHMo8VugBgfRPchc1sflfksgammzMmO5PPA2sVdEuGfFdjzVMGr+9XPGIEHh4DboJv+4XkuxTobUOO58E8UZPbgLUNjPHuUcV76qmnIucfb0o897nPxXOf+9y53z3gAQ/Al770pTuja7u0cmbiNkBtyeWYeL2fyUK0WCsLbfDMXSIMteK0L8N+su8D60/7XsVTh5Yk+6CWrVrlZlVrXKUfWJwziFWQRljVqYpfQhbdTExF3VBK10auyyEM5qK7edZ8E32dQeCpvtavQSxeRf9qoev7HN0Orep+MO5U3zfXWtc+2fsrFM7Pmniuv09QXk7wZDgM5k09HY5ghrRQNNUnf/48D4HuVVWhz3VQ3TtEcEAdw+ez/eUxpl22qq/lfz/OUq+RmPNchDNvnf2YdwGocgE0Zsl5HCL8ec/X8IyuxcqjkIKmFcrkn3Poo2ha//Z3ab/IUzL/RLYJc2g5GIP/LfzuHqSB/EzyvT9S19SAjyuZbPPoYxLEmgZ0SX0tJPisGf6bN6472OapkV/YRqSTm0AgGusgIukNEXq1qRzxwtRFbE7jeNN9cmwRgcRTjZGIEBmnoHWoB0R3PPElW/+seXGCxVCEdPXlxrL1csQ42lXpH2yvJxAxGkFV031KcXkWcvd47xJ8P7DHdYmkLMu7tVgPY1xR9Dys1pRRVQ8i0/sex7agDMbvvCg6s0olnk10QySGDOhxjt1i7NXjnmKiFqKF3ADr+2aPz3qmtdGOFrjGH9k3z+61/ZpEmiWunqp4mpesJCJfDG9BsmIlaoAocqcXgHE17jMHEDWimYVq7tvJTtQHUVgcTNG8xwLbmFePM/cRj8tt0LiZFiRJwa0VqvREGE/0ATzzlzkLVOwLtxiCtL2/LGe4eAscFafekJxkyWu80hHRajyXcXqiHvV4VJnPgHsFOF6iaPdITcOwJurTXAyvTT6B51Kw0lkzjYxj91RNhSY2Nsb4vT+ytjgnzXrJEPdiIWIQ6oEHnH967Kik/AAS84ipQvMaAJPgI645vsszfNk3y0L3/cTMbk7hsXLvhK4V2zrF2G/qg4dcvq0CC7cWK4C1xH2NwzLh7V5mLPPZHCN5gIVnmmnhN81wd4/aNOLpWmd6I93No+LVJoin8v/rJSLkKzRBV2UbCre6T653a3JgqWksa5ih9+Oy6tTyVVRTWY4D5OOxUch4tU+8r68Xvz+7q++tkMoci5tj1HdWMUxa8YO+sU8uqOagkSRj3JXlXcWuBn0bogEVZBj0R+ng71MUM/jNefCEJn6vz9G+5Xh/yogVqrwjaKeKQw+fNRjTXNStSCKF0J/JBE3xo+PyuR/2QX+AmZg+5DnQcQ7GMINoKOiHSG04P/J/RQ9F2Bwj50URHer3+HuH6xj1PW6kyzzqd7kJ44jv9jEOEF4azKHSv2qcC/nN64fozfeV+wcxvqqfOj/8PtfjmZenMESq1Vh0zlLQ3Z8pXi2+s3q+/K/KfUgXXXOcD/3f15k+P8W1lWxQXtoVEv4Z2qh4penetOmmqLKSk6CD9ajCovseHV1uKvEb7jGkYJrsSI74GFPy2KXdy0LtzNAlMiWSU4WuliitNjINY5x+yHQWgWqWKZFgbgboXLKjkYHJzuR7lN0YSWZt2zOIVrWikyOrJvrv8TXA9nFa/y2jk4vCM4UpJFI5ELtbzrFta5BM43smJaNXY5iMYfN60jX1xWLWOtjtzuT9J32VJnrQe7M+QFc5vAMcC7Oju6XsAgMwlGNIDNnQUBNeAq+FixAQ9Kww07VdhZ+J7AZdCtStLQuveqa8vIMKYJFIIMmJMpOIaQPB19yvrsaJ11ROoWR8jyT5YYLYNUAEb54ExgtJq+mmmEvfH67bkgSl0nugme3MKwAia1szXjtbq91SeJ4Kv5XPaUx3SwOjRGjB+WEfSN9uOeaFHhDOO7/nM6qKbIhr1MjxeG2KXAKvCc85EYTplauMhya3Ga8YzfgM1pH3HQtUavTorVs1M8qpLt7H/rWrgly5G6GLH6J4ol3u86dR1i9k937RyGYeg1Ye4/XdEvzQFZU1rkARMttj0mJIa+ijW87umaNnwY3DJjxAG9VGxTtoRHfAfEvULSwR1G6lqRVt91WWo0ykMoArB1qV4mZUZed9EmtRUceQmSqEBVTWo54xGx/GcxS9Di1Id/Faf7QYfoWMJfFFkU51/NuArtUJMaACtlJwVoc1D5SRWq36mcY/s9JelYeirowZq1YLAvg9fEcn8yoIBpgdg9NX/leB6gpZnsV3KF8A8FXrisdcoH690oL80tTfz6O/jlmf4a7iAVqoeIF80geNnA+oNMlfVNIDxNQM+jYTm0N9z5B3HcXy+XzXYLwz3qzhnA9pkwb00TVv7/bfQhf2R++fibWagqTR7LST6yovj6x/XevVOu0Hzx+sUfZTz472eCg9KRmznrRcP19jqJWco3Ga63HrnuKkz/K/U6xbItrW+i7vd/6gV1DHO1w//YBOQMWXpBFymkkC9PuTzM0GtVHxSmMsBz3RbK5qArulbvu7uKdND5/3uqWTXMU4essqZt3Rag9pF4uADEfLXPetASE0OpbM6+CZo4x3+TVmOdKaU4acbhLBYAvfLcwUfQPge+SIRFl/lQuLCJ0xIFqnWueVzWOSA+OCCMXPJaYFm+GZtAvbC/24V7oSsKYAPJZn8UPG9YDyLo8Xt0ErzpvPP4IO3FvstJc4/WRnzC+RTrcQfeYYmbXarsVJS6S794t7aHUPsljgNDjc+9IIQp4WD4TPUSMx8MXoAwDPHFWDgh4S9mVtP6G/ZdL7vmXjb4+XdYKErS8+D+LtYNUmCkvSRpVEu7OmS5J3sm++xxTWN46L66kPuhDt+v7rJuKzpAtSvQ7LH3C0BgSf6+lipKkqKK4hPXiAlZc81qiK0cbW8ehJVmWS/lZGMGLOukV4rWsqRRpIejqYe20EYXvVslVU+3vp/QLgMtDBgYyRni3nM4R8Y/+1KhdQfnfLgdY1XksPVmOeIbqhu4XIs2C8XfmqXYHvGVZl7f8ni7EvI0IdCH71NdGFZ4r5C34qm/GYrpGNaKPi1abMnoE0TTNxmirOwBR1KaQNmJAylOYoblo/Ry1jt8jEjeLv6uN+d71C+sDrRVgMYyqedSqxyCTM6WhZLXlZbKokVWi4xZkGCJh0FGQ4Q+ohIjTF4m7KpjYKKiuWQlytY7Vic1yngtDdsDZfTs8cwt5PopqjIN3NTaSsrv+BgHQaaBuiQkWi1h+vl5wisYPFSuge5Pf+2IFBwGfxYPvKFafoCTaWvh7vEKVVsVYitOH1MlaNO/v7BOX4dcLDpLPzI8dlc6bxOh/3JNaK00kKgmA41iFy5diFp3W8ukZ1rfq1wvcVspL+67UAHL2pxyD1qXq3v4fvnIOuKz7QeRc0qluYNA5aJVwNGg2MuYheacGvOCdzaKhz5ciWPC7zBsARcjxYxjGp+dGfKzSaRwt/jtBzXpzWeYj06ENez4uTb0QbFa807nmjoG3XwjpUlyItNCK7dqWOH9KSbFdRUADjn5NaYBEZeMZsH+jW47XrJcuTdZrdgpU9oFQurJxTVdvJKDFAKnF7BlHBjKuIwq6Naxj3AdFtH1ZihbBEudFKBCJeyHF7/2mBLsTv9X2J/LLVO84zyV3tCiIr2LwJVCq90Jh99Ziafb5wG6qYU+rrfcgqwDy+3oTlTcNguhyC1+NmRN/0UohrmwKAVjutblagalcRJ840Bdnntuw3JJrVCkr8nduIobobcV14kPPbRB/d+ieaXY9x615HKlGPs+XBvlKiXwkfECklQzUzRh5iHTmK5V7QJviGfEXkzdO6FPU5D1kMempeHo/JiTBXlEpvgB4qUSl3WxdqUBLlky+QijcJqc6T0Hfpc52edCsb7b0yk61Zxvg5DqJzX7+INT5043vlq1T2vhIx5gYu7aeb4PHdyt2f4fFvzUr2+/PAwEDwM+ec4/A+ouYJygynq9GIHjw9ZpHv4slQXvtZYsXOh1z7nfCWKGp6uzQ/ZNiYl8NKaA4ANjC2y7ZH9/HurU2tLNji6IEa/eRYDGzqlgZCMftiVoFHoaEoWFEnQvBQ8DnqrDqLOA2JKIxKauAmys0Ameqrc+H7ofJgn4aHT7tgGViFGr/Mg8WV5/Ql9SgHrHOxWEwndXYaS59m0ByRhsbQ9N1urRLp0n1FI6OR79StJwKsN6Xprk5R6orAHGEnMQB0Ydvz6IJ2etMNieiDj8/uU4PJXWNi3WtZQr9Gymr2tv2MwpEuZs+qtWfpYQ7eZ1FAeuA7x85SpLotTj0PvQhuH3MOxaoKjEJV56dCqoAbmM4LpsTdMCa9U8wVn+9hIgk7uNuS641Ggb1jZo4hNOFze8TBIJKM5K5Wygsx+rSPTmvEelLFWRWW6IPuQ8+Fr3WE8i9KLgHSpyzz514u0tN4XytOqXzjmuFY2R8t2lF5E9qaP90wbuWaBuU0L6CSH5VLN4USdd5i4iaNthwGVG7jmRyfh1RWZUwD5A6E/OnbWXnXt0BaxYa1EfHOae6i4cSuBipR9FK5QGhRicLqllApXlXcjCHooq+Urj2XFac6ZjOKe4VKgftiaTD0E1NmYmVzTxuzRmnt8110gWlt3cikzjOp/x5/XpDx6WI1xYfBQtJTZzwm3OZKEA6VEuM9ihR8DzWtbC7gXCN1Ih+/hzQyQa/oQuN1zgM5BF+/ZDH/lF0B94vZwwPr++bwGFAhmnu4W86Vi6yZRvy2CgHQJdfr3tHkfdJ9r6S/PqNfDC/EdDnmnPzLsasrkNXASHNHgESkC0C2OaJhRPqzHrC7zltRpHOUb25kbhH09kzWTvjOL4LvefW9p0ZXjzdO4vnIxQjqlgXVESkaomT4ptp3moRXqDBE8bqL3Z5X+C7mhv0s2cs5YpyyPtwoExr7fXImsq4j94QAVf0AjXlS4erpUzzBaoiWudaZL0D+qUIE1k9Vetw73i9lH1O7EsYAayRzXXjNA0H/9Jzwbw9r0eBKhXaaB0I6UqbRoERT+sLxErErKPC6zl3xHFYeAvKV0ZkniuUFyWhvgr9a4ds72kbEO6cp6gNE2HBR26SqW0UPC/dFTGuwi3tdQYhrGiLw5/UlN4UZuBWIi7VfAFpTUkRjXvZNrOXyR7mniiHaovCtCNbyJMbr7poumLZcBHcRetyPRoahNS4QL+rQhOcACOZv1lNllPA7jwEmMVpyTTc9VlFdqEQMnuhisSVfSCKQuLh50ICjJCbT0NPQ2Zme0wQaPozPzShPGjPWz9YO6eY5viyq4P0RROAJPDmEwTDOrXTyrWA0ihRt2dhUiLiANaGniI7XaLJfYs7CNPqZ80BgDzwe/rw5yUKKkNwIYPF9EaLA7LhJF3W1E81V85DrNZaE3/oW5WhGGUNFWvUeEZ0KIlaPVGVEsK9N4Yve1lG1PhDPcHRnf3sxDVFI7hkiKh2s1WHMvpp7iEfA1o4rF1mT9HaxbwQM6nL3fufCC+Sn4cEqrti6VBmySHCPGtezyyJdtwh+5bGBPi56KDjHPdCspkjo60Xmkp6cNzMWFcHr3y7fzUCpktaMdv0GassR8UrzuKq4hujm5WQAcItTXUCaGUzB6Sf+pHoiYUo5zVPIVCr240h2IUcMxdxm3VLpJOvx9q3Em43h21XUApVVfVS45GBcQBZ6A+Q2u4tY+1XcaRJ/JWIkWtsZ48qGLj3LWIwPZh5Wi5aoTwybii59vKuKwauxRIFMxNFJxSLxZiiC8f2ionipCH3vrsSG3QsyEDAU5h4bS3UeABB7VoFauTPrm+eo8p1D5eZxNrHyuUWM1ZscOQ2S5FwRpxib8ogLbcke9lOPBJF7bC/HXmZtVCxVtTEI+mmtznNv+z9T8Gh1xqrEYYmYtFqY8ojf14e3wxVbF8/wg9L7oEf5Ep4H4QpQ+Yt/s6/cL52CFrnJnu3N/ldualHerriaoLfTx+a4W5YTqdZDJqiLWL0gbtClmBfP4JWwSRWSksYdC27UimzyuL2t15k60qQhY7prITvygObOXwO+aSyplVnqoPzL9XsoZ5g/gz5qLJOPXMnnmleyrWd1qfvuhLX4Tvmp8sLcwTYi3kFz4bYQLjvffA1hRLP2NHEICehkseqmb421uVtIFoMjSxHaQCyoZj2FcLDntztTlFIUROMp9YKmXEhPgIbogxadCe3cw09ecsXXoFi4NvbpQiyqdjWFFZjjPVV8t0EUeBAFoONInRSLl4QMLVThigGlEHs/QcRhcoxZF1LKALowKujed9TQsJxjzAMNrMYMFqeRWOSe9CKeheIKTeE6FMSUW/jB3IAYORn1YiZqpYXewLcX0XCB9dFlnBgE5BeimopfaDBRiYlCUfc66UmF7mENQT90yfp2IlOGDGcQbbgR4ygolAKyrZ0mBdIwQzXJegGATmL8fZvRTpOHQyq0KIooIxQzgHKwAHlBkJbOKdcekSoPlFJhPTTKlWaRY2AoLIXgrjwaosT525X2BFVOScrmZuaze3h5SfdMiRHpccpJ/O0u9AZVjJXP8/AXwxZTKW4BAGKgAmEI5Vz60vBoPyYk9fGuVsNz5Le+nmPPESEq5t+aKLkaKLuaB5Oj7npmnFxCWTzQoukKguZcEwi4IWnPr0rFko4TbKjiHRGvtDrGl10waoacumg8TsrvEmJ/IGLikzCIIzfA0ZArdgrG3uoYSzZdwzrGssAnO0s8hPEIRy6KUI3RnNkYh+FCFYsyL8R4gYhhucJsgW5z7AnmaT+akU0Br4lmXu+6i+/5HWCKdxnIk1zFURz9SMKJJ3gwlq3IFvDF6PHVLsbfLZdV7Gg0xWdAKLC+jXjO0JWqfdB4kWfSqsHDHAAaIWKMUEGoq1eVTcxL3NMvZKcjXcFEJvSgEOVROLtBJoK78h7YuHXONHziBgfvoZAiIpiGoFdU3EythrhksLpBacpMq51xrvuFHC5YM476xewolYKylaxe0t7HJwjLvQGyfp2ffOLjGq6RmXkXxcN71HCihwgIj5N6R/T9mhvBZ3sG/gRVVbTU1XXO1bukiiALjZ33TFm4l4NeEZ37PvpGI6/s08/Be0ZzTV5k6xcLs9Ajx/oFlcGPmHOVL654B54f8pqj8gR36buHBqjkknuN+HwxiihfaK1qnXfyVfmi/N0vWT5GHzK8GssGtFHxSqPlXhRccoZlgJ6F0b0MoAkV3VLi24oE1dANzEPAAVHKfSxCFRDdEioFogLcXS0d0K4kpHX4nk0mY1FBdAux6LypYjIhqmgNKcr2sQAAj29rd6RKCZUCC7lyIbkRkYN+mgSiewvdfZQLqvfviWKSzAngCTFUOEAIFncLUzkQpfUmIGxOXQiKkFDXsB8KIUinMi7E3arehCpuRNS0Hn1jfLEyTrSvCN4hzVVwkQdcANJwyiLQre9eyUrdeRml0IEIbN8ONkA1ajD5eIiaxdDRYhFeSMbQMBMCkyhIzn3fRpGYynW4I1X9LZ6X5LRu1lOVHdstiaJGKOy4HlUjAgdCSPcT+KH3jp4g86+elRRKoXL/E7mZi9kTLBdDbrjBK8YBjWWNlXoIxBAck8Ryit9D17nmiLhhxDE08U4PiwzHKLQq4Z8UtMslJMBnawZ6uzOVkrE7k88PQzCeoDmQN7mVQxYAL/M5rwIVjYGeKJTGDJ8tXg0alOQBhtn6BfMaiFxyQ3m1vJd8kRPQmCePB124vBQPyR1to+KVRmIrkckobk2ZgGbFlAqxNMJcTXamDsWdIzNPFq66XrmAKzefWHbsE4DYA0jrujNmpELh+7L1B0BludKtzXgLhUgKhncXphkUPHGI1w3j1J4Van332LijuxxJKxx2jneQzjMZx0PFxIXMezkX/I6CGyEs1B3v9BRl4icU0RJGjFM9BhrLzrqCqIDNg0DjQD0mqti88pG4ushHwKzSqPrMx0iMnbkHGuKg8UE6dESP1poB3dSq19q0ispTH4rPk3bEQPU1Q2TH/hGxQgwFqbWb+qgcps15M4XQ9Ti9GJnudhTk6vFhce1WY2FoQSpHudeB9wyRrtDLXdsp3tsv5GqcHmKa1GvF6QcxfBDXuLGyEJ60KoQjc6dKQRW7J1D10VePfSrfUXZxLnSnQF9nh2vSWbtWjFqv0Uylq+hSjHAdl8pYjeH6OHJ4eby6l3oR1KOUgkf6xYzcZK/KRW+MbovjWLwiFnk/Wb4BgZbQEYP+3ZE2xnilMfMVAPwYM2NudRl1sgh8H5/EC4q7L9UocAFouuTbAqqYaCMLCcK0LQBhLj9Wz97NYhNE2dwWkptkaDXQA//2xSMxCx4b2Ji17gpEXDCdHCzODfhUlO1qeXa7KoXbKRAhXoAe7rruJ0BDF1sulifjRY0wviYQOaoUhTzj/hHLtacLHvADIjTO3KzVXg11TWnJx9QDzc5QaBy3JmtoXLMYb6kq3JEQY3A0NoUjaadJB2Ru5yI6EqHgiTGII+f8nRSivdDH+Lg3gTrZkUADTz0n/EyNqm65fN4vIIpRiNeGiTZ5saBbTdyh8lBjUtGWe01sboh+6b7ngff9QkazGpOsrsrCNynGgPBakG69KL7ODlcg0nTknkLBeaKUCtxuQC/xStBYUfd8Y2iRxx+iMR0tLvFmanQUg4I84XTju6w/M+5u0mAt6J2bEhP3kEOL2DbV2vIQA1vDPUDIE29URhZj9dKXNLSSKLVJyAD22+OkfZFXBAhE7Tzir6HHjTJnSk9BiZdPdiTnu8zYrVSg890cgOfD0AikbHaD1uSoehl8jzffP8fbsZHbiUbEK81dd0CFFIAQoAACFanblBObgjH9mRScdD32IuC4gClwknxPC95cJ74gTFAUYZWrRafWpmY3V64ocZkBiEMHFMmakKW1qkkktOjdUjZ3TFWfeCFoRCHoSVtd0MsFZgfkNodQphvOmtK5oimiX/6nCQtNTPKDFsTL4Fm59j7WcB56GYj080ARDlFxEoVX+lybyCqsVQFzTspNImQbzLW0dW9ooKIc9KWA5vxaXyvXqyJbEepERoDxHYBs43CPgcTTh2OeGacK91zf5252o3Uv68nduuKVUMXDuR+Wa3WDMWPm/f1CENIRvqBf9zIJelJ0qnNXGaaQ99t6cB4jnzYoXicb90zyJL0i4r5WWlWfsS/8U8I7lddHQi3q6XEazul/HvIsFaQlG/m6F1kY+8zL+Jw/RL54PgVllfW1KPBcjdvlMOUDvVHq5QCq9cwdEMOsazX+9HARfq9x7MpLprxDPlCD5A62UfFqk8VEJAbAmdmZn5MjE08L011XNklEkyWGKVY1xIXWx7NyC99KwndQERBJuPWdiqUIhIByK7QTZqTCp8BIoUA85ka3IBeruki5yBruP00e3+Y1/SS2FihqdXQqzJt6O1YQsYUHKHEiF+YpUJB7HNS7YEKt2saS4++c4LFvb7LYIcJZY7yk+RAJ+ZFwHC+LoyDc6VzILN2ZulTFNnlkIflDlZyWY2R8n7kBnAOiDtKA7kl6WFz5c/6mUfaUVbAAuKHU2v7vji5fop4l6W+HiP/D+kylJOuC/Olo2viZ220qd7iETFJf3q1ognHwIlBTrJU8eDfnUJSnu9vFE0R3ZbMe2sr7C7iB6Dw0lXlflq1fHAcNGBPOup2rOtie8sSUMXMYiMK4b1m9COtbsseFNXHLkwtT0E1DKW7ISHyVdCD91L3Ng0iAUJR5ImhRFbXRxQ3lHIa11xWAjU/jzSmUcTMFJrclf6YfMbhYjh71LPm+pqUb6Sl+mESY29ipQJmpRYZ814ge62l8wyQtymT3YHbhaXNAM6DTRrRR8Q7bwPXCloeUyjXzUyg4aqUVTytbUdpA+TlSUfRAJuN7BB2pMlTLc8ZCE2tdrUm/Ty1+IlDp44xri4JWLFK19IcClXHueclAVZaivc8RvYypiveKwHWkKJ4I7WflzpQxeNxrDgpTt6EvdCrOVscF9K2hF9KW72jiOn7uwlc+q9ApZJG3BQE42tOxTmMMlUdgYKlzHqkQ3UDM8W6Nb84cAD/JgTaGiGtg3FSosBG6CqLlfS7MUn2d7iEfztfwvTQshoie9yk/63zR4+TPFoU9804K6BYlT8JyJmaUnfC+I01rmtWvmeHQNQzycvb/u0VZ/+o5QIx7V2vZ+9XXz3YEr0ap0NvjxjTYFO35RTIOxDwm4QdmI1fPJt9TWfI+8jJdvANZo679eX1Rj4gaOJWc5ru0PyI/3FAlvRv5n+9FjHNGB9yBNipebTaRfnyVfQbAUR1QJofbGXyyjTkYc2OcqJU4IoAqIWu6KZg5NwUd+zFZ1pgYQGRQlcYTxcyqS8glg4/o1LM/iby76GuxLMuq4V5BMqEjeVrGOd7Z88jDXgTceh3zTH2JvzUDA4aKh1uxmmkc80ck2ymaNBeT1qOm0uknVkBd3WzygyQeB1EijFk6CpOFxsQTbjPwUoqNxCB7s+4N3XpZSzmgnckkrkABz4blthFmW3qmrMWu2tXkY3GlqW5ymzPNDM1t9hwATUqbWmxeC1m4K948HKkrB6TTGGhWo0qVhw4mwdueJCP5B9lQXauubBHk5Zpc0UtDNR7fpldDSgZ6bFG2DHklohw8yjKQzMDnjoNmLXlcUBOOvLqbHSTBDH7e26yWXQOMM6rh4gU8Fsp1dIn2i6jcypXnSIwdbocr3ydf1+x75cqVNeUKMIubVJGYyZPOPEWTHRFvRioHJ3jYQRIhU19QqFZnqsIKCS7r3FgT5KueDEesHbCwPQVqNR6gd4wev17iyrmNkJWjdvM2eHKVxc1TX46SVIWYLPFVFbsemMExk07TfeqkrnJsaC6ymwfbKMDaoDYqXmkutNvaugPgjOdtYKG78Berv1J0iAUD2HUD14VnSg7fKy6umX7Ze9Qt5UhrGHdDCJ8hYnArefD8yr0uFqCjNr2uqa+rGFYQZk6YW2Kzcl+qsBlavIjre1lElVAFFWh4HPxeQYqqtPUzRWSk2RDhzVr3ufo/+i4vF4GinpHKU6HGitJTLH2OI+vY5b4stNT3+rtQ01m9DYqOeb0rwXm8onMz/E7fOURI2k/1nsAUlw8aLmjZKq+FJFt5zFhQm3tftKV4BmPcVVZtCnozHKTjUg+TIlBWeqvut/478hR+q5QpUNz6Q/qIwq/GL3xeXc/3AVGdiUpRkowqTw2kb0KDobeoQpX0DKj8G/TbQ1xyjRr3QK0482CevQ/kHfFiqHHL/iTl36FHgLSUdeOhPzF0HHhoqG2e3L0DbcxqljZMBmJsQrN4JysRl2SFmZLuX4TuwvbIviNa5QHnDYCuie+IBvpJ2SSvmdGMQ2YUVMeyfRofVkXj+1u7iD/ySDg/aitHX4j80jQ5ekxdoC5a9e1Oo4lZp2UhpwqR9tzzSgTcyWH1CaWQucUJE12q4nL0WtN9vEtjWs1qlLHzKlPrsQCrOG0X1n6lOAzBcMtYt5yx9KNAGkNvgLvDKJAbeDWrZGiLiUrdkvEKinejW0BV6xg5oW8zJswMFW+KZ1LTBS/ZtDQquuWMZj2ht361zFDPKEhuDWi65HPHuaRA75fgmZzuniMqNgNwSsFDBIPgT1YkYlwfKdCHx/lbYLqcsXhrCkXNvZCmuJp1iRV34XXQylcU0ry2nzkWK8ahiWKMFw6RDoVq6lMckpGCNmhiTDSkyIu+B5V8bshO3bbNWlmfRM1cm2ik36Zw88S2qphiaenqR6zjar+vIbSqkATpNwVg8U3GQ91VmoIOw4M0JrelWN8smEMPBO8XD11lGAmN6FVjJSjnR7uOhVG6JSvjaPH/0qccsWT7fLoJ7tWZ7hP94zrsl4CFWwTl29xN981lbnPIjW45ZGIzjdoG/WJGu5J8vfWL2fMuSpw9o5kmTG4r17BMJ9dgHrOa76Q2tNLVUkJ8psjHP6YlSLQ514oHWI0HQI1AKOD1b76viRiTWnNVDMSuq1DOEJEC4QZL9UJ1Tkg5+q+WuViF+l5N/NCW27KXzukgC9cXMa1kscjdsle5xbHJu4foRxFGhVxyqudV+lG1eZa+CHl/nLq1iBCamj6V12POeBShV+hBxyPjILJVelVxruEqlv4r7SohKuNSd7GPUelPBLkrNMvPBuPWa6s4Mf/XdabrRd5VoR8M5nZeH9L87zxHYg6vYthnGnPDa+fROlu8f/henRuVFXPWpMoB9fAo39U8Xf8/c53xnMaqeZ/WvdYsX3Xr8zmaIzKkUeUJ03GrvMB8es1tsg5oaChg0LEpfTSWzt/Ky85bk1z3xean8sDI2DREBMyXcXekjYpXmlv4tHaJBOXINGbRZbFKAZ4+k2K/nJVS5P5XWvOstNOuACxJ1k8yppsj/seEE1rAzVqKRan9zRazaaOyTIUmJxKX7CJO1kyTv4fPZHyW+yI7O6KsnxgiFZcuFSXjVF54YEFQSE4eR3LlDkN0sjWJe1nzJJcx9PF81nguRf8TJtvtNrNmvbqULHhHezaf7M9kJ3yxNqvAwq3JPRe5lYpf9vx+ITtSYPw8N1KiU1yEjtBz0JmHkOcGnuFMdMeMYx+7KDrWrNZtNalLtTDOMcZ21bZp9DUaqrJ0u1TOCma2Zpurk1q0IAH5Kk0Z76o9JP1SfMbtV91ySUBqV0o/idJY5tQzwqdReQkoPMW8Bt2L6jkNw7i0M375mW4uPO+Z7/Ze0pzr0GP6ffBObuEFaLTqle75bNci7kuh3axZBnaCe0hSjlhns5rcTdkv5kKbJnvRHa5LR5jGC8MSqIzld0twlyr5QxGdfue1ytt4VulXFPRIlSem/M/8Dj8usRN5oQpWDCKVK4yp+slA2byC9s7pcjxjsjOVGu8L9fzOnPJkc07Z0e60Yy7FC5Ebi8Hb+/XIQS9lKhXodGyFxqnirWa9eKY0n4f3EilvVBtdzQCynf7cr66Eq7ONCUICsB6TkUUppgx0YjHlKeLoOx4OwPhZA/TIyGsJWBUF3Zkrtq8XBl1LvrWAJQRFCXeL5Xl9thNRVhK6VD7jc+j2ZBH0XlFzZ/1PGWklRdJLG4zq7lsKLUOwOQE9E6RIAjufswOANpf+EElNgbxeTtVzYT8t7899QQ1pPSGvA70J4MolvbNc23dAswJ0EyBbJa0p4plNB3SM9dFy3WmGUEahfSOLMoX1m9cLfXpk5NUyTx2VXQ90bUa/nny7mcesKaDWgC5loAV6i9fltfLetGq/KSxzuAF7z4IXgW7KvVc0jZpHipFm870S9OoWo+RkL3yAHuhz6XS7GoLSkcIakE0ZdCh8kddsu0dfxpa6VMZLBZpzEfhrKe5NhZacm8lK8LEnXCWbZ84NDTKb985o5wk97C8Kvfpk/GXP4sk0YKlAZoXbuswt0HeFz7u+XJf60le6y91V21k/UvCSz9u0FKlg33pkF+LNGgDjv55WeQc0K8m3f3XGSxqTJ10z10UL9H2ha2Ky26Q8NzfBS1nikC4TyDs9SgGVvsxhXi90KHIj5i/ttPnS85h7YNqEu95DIjak3rakuVfIru1otC2EIYBUaN11Is8mZQ5TX56VWfmql7WE8jlDG/1C+U7lAhA0KEZsmQuPz8IKzST7fDWMX+Vv55NJRrdqpWtpAJEG01L9iPrijrSUN+IpP+ftO9/5Du5+97vv6W6MbWxjG9vY9vL2ve99D7/0S790h54xIl4ABx10EADg+uuvx/7777+He3P72y233IKjjjoK3/ve97Bly5Y93Z3b3cb+79k29n/Ptp/3/gM//2P4afqfc8att96KI4888g6/b1S8AJqm+CT233//n0umYduyZcvY/z3Yxv7v2Tb2f8+3n/cx/KT+bxQwG5Orxja2sY1tbGPbjW1UvGMb29jGNrax7cY2Kl4AS0tLePWrX42lpaU93ZWfqY3937Nt7P+ebWP/93z7eR/D7u7/mNU8trGNbWxjG9tubCPiHdvYxja2sY1tN7ZR8Y5tbGMb29jGthvbqHjHNraxjW1sY9uNbVS8Yxvb2MY2trHtxvYLr3jf8pa34G53uxuWl5dx8skn48tf/vKe7hIA4Pzzz8eDH/xg7Lfffjj00EPxpCc9CVdddVV1zamnnoqUUvXzvOc9r7rm+uuvx+Me9zhs3rwZhx56KF7+8pdjOp3izm5/8id/MtO3e9/73v79ysoKXvCCF+Dggw/Gvvvui6c85Sn4wQ9+sFf0HQDudre7zfQ/pYQXvOAFAPY+2l988cV4/OMfjyOPPBIpJXzoQx+qvs8541WvehWOOOIIbNq0Caeddhq+/e1vV9f86Ec/wllnnYUtW7bggAMOwNlnn43t27dX13z961/Hr/7qr2J5eRlHHXUU/uN//I93ev/X19fxile8AieccAL22WcfHHnkkfjt3/5t/J//83+qZ8ybswsuuGCP9x8AnvWsZ8307Ywzzqiu2ZP0/2nGMG89pJTwhje8wa/ZU3Pw08jLjZI5F110ER7wgAdgaWkJ97jHPfDe97739nc4/wK3Cy+8MC8uLuZ3v/vd+Rvf+EY+55xz8gEHHJB/8IMf7Omu5dNPPz2/5z3vyVdeeWXeunVrfuxjH5uPPvrovH37dr/mkY98ZD7nnHPytm3b/Ofmm2/276fTab7vfe+bTzvttHzFFVfkj33sY/mQQw7J55133p3e/1e/+tX5V37lV6q+/cu//It//7znPS8fddRR+dOf/nS+7LLL8v/3//1/+aEPfehe0fecc77xxhurvn/yk5/MAPJnP/vZnPPeR/uPfexj+ZWvfGX+wAc+kAHkD37wg9X3F1xwQd5///3zhz70ofy1r30tP+EJT8jHHnts3rlzp19zxhln5BNPPDF/6Utfyp///OfzPe5xj/z0pz/dv7/55pvzYYcdls8666x85ZVX5ve///1506ZN+e1vf/ud2v+bbropn3baafm//bf/lv/pn/4pX3LJJfkhD3lIfuADH1g945hjjsmvfe1rqznR9bKn+p9zzs985jPzGWecUfXtRz/6UXXNnqT/TzMG7fu2bdvyu9/97pxSytdcc41fs6fm4KeRlxshc77zne/kzZs353PPPTd/85vfzG9+85tz27b5E5/4xO3q7y+04n3IQx6SX/CCF/j/XdflI488Mp9//vl7sFfz24033pgB5M997nP+2SMf+cj84he/eJf3fOxjH8tN0+QbbrjBP3vrW9+at2zZkldXV+/M7uZXv/rV+cQTT5z73U033ZQXFhby3/7t3/pn3/rWtzKAfMkll+zxvs9rL37xi/Pd73733Pd9znnvpv1QaPZ9nw8//PD8hje8wT+76aab8tLSUn7/+9+fc875m9/8ZgaQv/KVr/g1H//4x3NKKX//+9/POef8l3/5l/nAAw+s+v+KV7wi3+te97pT+z+vffnLX84A8ne/+13/7Jhjjsl//ud/vst79mT/n/nMZ+YnPvGJu7xnb6J/zj/dHDzxiU/Mv/Zrv1Z9trfMwVBebpTM+YM/+IP8K7/yK9W7nvrUp+bTTz/9dvXvF9bVvLa2hssvvxynnXaaf9Y0DU477TRccskle7Bn89vNN98MIA50YPubv/kbHHLIIbjvfe+L8847Dzt27PDvLrnkEpxwwgk47LDD/LPTTz8dt9xyC77xjW/c6X3+9re/jSOPPBLHHXcczjrrLFx//fUAgMsvvxzr6+sV7e9973vj6KOPdtrv6b5rW1tbw1//9V/jOc95DlKKczn3Ztpru/baa3HDDTdU9N5///1x8sknV/Q+4IAD8KAHPcivOe2009A0DS699FK/5hGPeAQWFxf9mtNPPx1XXXUV/vVf/3U3jaa0m2++GSklHHDAAdXnF1xwAQ4++GCcdNJJeMMb3lC5Cfd0/y+66CIceuihuNe97oXnP//5+OEPf1j17eeJ/j/4wQ/w0Y9+FGefffbMd3vDHAzl5UbJnEsuuaR6Bq+5vTrjF/aQhP/7f/8vuq6riAwAhx12GP7pn/5pD/Vqfuv7Hi95yUvwsIc9DPe9733989/8zd/EMcccgyOPPBJf//rX8YpXvAJXXXUVPvCBDwAAbrjhhrnj43d3Zjv55JPx3ve+F/e6172wbds2vOY1r8Gv/uqv4sorr8QNN9yAxcXFGaF52GGHeb/2ZN+H7UMf+hBuuukmPOtZz/LP9mbaDxvfN68/Su9DDz20+n4ymeCggw6qrjn22GNnnsHvDjzwwDul/8O2srKCV7ziFXj6059eFbR/0YtehAc84AE46KCD8MUvfhHnnXcetm3bhje+8Y17vP9nnHEGnvzkJ+PYY4/FNddcgz/8wz/EmWeeiUsuuQRt2/5c0R8A3ve+92G//fbDk5/85OrzvWEO5snLjZI5u7rmlltuwc6dO7Fp06afqo+/sIr356m94AUvwJVXXokvfOEL1efPfe5z/e8TTjgBRxxxBB796Efjmmuu2ePnC5955pn+9/3udz+cfPLJOOaYY/Df//t//6mZc29p73rXu3DmmWdWx4HtzbT/f7mtr6/jN37jN5Bzxlvf+tbqu3PPPdf/vt/97ofFxUX87u/+Ls4///w9XsrwaU97mv99wgkn4H73ux/ufve746KLLsKjH/3oPdizn629+93vxllnnYXl5eXq871hDnYlL/em9gvraj7kkEPQtu1MVtsPfvADHH744XuoV7PthS98IT7ykY/gs5/97E88fPnkk08GAFx99dUAgMMPP3zu+Pjd7mwHHHAA7nnPe+Lqq6/G4YcfjrW1Ndx0000zfWO/9pa+f/e738WnPvUp/M7v/M6PvW5vpj3f9+N4/fDDD8eNN95YfT+dTvGjH/1or5kTKt3vfve7+OQnP/kTj587+eSTMZ1Ocd1113kf95Y5Oe6443DIIYdU/LK305/t85//PK666qqfuCaA3T8Hu5KXGyVzdnXNli1bbheg+IVVvIuLi3jgAx+IT3/60/5Z3/f49Kc/jVNOOWUP9qy0nDNe+MIX4oMf/CA+85nPzLhn5rWtW7cCAI444ggAwCmnnIJ//Md/rBY0BdZ97nOfO6Xfu2rbt2/HNddcgyOOOAIPfOADsbCwUNH+qquuwvXXX++031v6/p73vAeHHnooHve4x/3Y6/Zm2h977LE4/PDDK3rfcsstuPTSSyt633TTTbj88sv9ms985jPo+96NilNOOQUXX3wx1tfX/ZpPfvKTuNe97nWnuzmpdL/97W/jU5/6FA4++OCfeM/WrVvRNI27cPdk/4ftn//5n/HDH/6w4pe9mf7a3vWud+GBD3wgTjzxxJ947e6ag58kLzdK5pxyyinVM3jN7dYZtz9f7P+dduGFF+alpaX83ve+N3/zm9/Mz33uc/MBBxxQZbXtqfb85z8/77///vmiiy6qUvN37NiRc8756quvzq997WvzZZddlq+99tr84Q9/OB933HH5EY94hD+D6fGPecxj8tatW/MnPvGJfJe73GW3bMn5/d///XzRRRfla6+9Nv/DP/xDPu200/IhhxySb7zxxpxzSe0/+uij82c+85l82WWX5VNOOSWfcsope0Xf2bquy0cffXR+xSteUX2+N9L+1ltvzVdccUW+4oorMoD8xje+MV9xxRWe9XvBBRfkAw44IH/4wx/OX//61/MTn/jEuduJTjrppHzppZfmL3zhC/mXf/mXq+0sN910Uz7ssMPyb/3Wb+Urr7wyX3jhhXnz5s0bsp3lx/V/bW0tP+EJT8i/9Eu/lLdu3VqtB2abfvGLX8x//ud/nrdu3Zqvueaa/Nd//df5Lne5S/7t3/7tPd7/W2+9Nb/sZS/Ll1xySb722mvzpz71qfyABzwg//Iv/3JeWVnxZ+xJ+v+kMbDdfPPNefPmzfmtb33rzP17cg5+krzMeWNkDrcTvfzlL8/f+ta38lve8pZxO9HP0t785jfno48+Oi8uLuaHPOQh+Utf+tKe7lLOuaTzz/t5z3vek3PO+frrr8+PeMQj8kEHHZSXlpbyPe5xj/zyl7+82kuac87XXXddPvPMM/OmTZvyIYcckn//938/r6+v3+n9f+pTn5qPOOKIvLi4mO9617vmpz71qfnqq6/273fu3Jn//b//9/nAAw/Mmzdvzv/23/7bvG3btr2i72x///d/nwHkq666qvp8b6T9Zz/72bn88sxnPjPnXLYU/fEf/3E+7LDD8tLSUn70ox89M64f/vCH+elPf3red99985YtW/Kzn/3sfOutt1bXfO1rX8sPf/jD89LSUr7rXe+aL7jggju9/9dee+0u1wP3VV9++eX55JNPzvvvv39eXl7Oxx9/fH79619fKbY91f8dO3bkxzzmMfkud7lLXlhYyMccc0w+55xzZgz8PUn/nzQGtre//e1506ZN+aabbpq5f0/OwU+SlzlvnMz57Gc/m+9///vnxcXFfNxxx1Xv+GnbeCzg2MY2trGNbWy7sf3CxnjHNraxjW1sY9sTbVS8Yxvb2MY2trHtxjYq3rGNbWxjG9vYdmMbFe/Yxja2sY1tbLuxjYp3bGMb29jGNrbd2EbFO7axjW1sYxvbbmyj4h3b2MY2trGNbTe2UfGObWxjG9vYxrYb26h4xza2sY1tbGPbjW1UvGMb217STj31VLzkJS/ZI+9NKSGl5Ic97M3tWc96lvf3Qx/60J7uztjGdrvbqHjHNrY90OYp2Q984AN43etet0f6c84552Dbtm1+cDjb97//fTzjGc/AwQcfjE2bNuGEE07AZZddNnP/BRdcgJTSbjEc3vSmN2Hbtm13+nvGNrY7q032dAfGNraxlXbQQQftsXdv3rx55jzUf/3Xf8XDHvYwPOpRj8LHP/5x3OUud8G3v/3tmePbvvKVr+Dtb3877ne/++2Wvu6///7Yf//9d8u7xja2O6ONiHdsY9vN7VnPehY+97nP4U1vepO7TK+77roZFHzqqafi937v9/CSl7wEBx54IA477DC8853vxG233YZnP/vZ2G+//XCPe9wDH//4x/2evu9x/vnn49hjj8WmTZtw4okn4u/+7u9+pn7+6Z/+KY466ii85z3vwUMe8hAce+yxeMxjHoO73/3ufs327dtx1lln4Z3vfOdPfZ7qF77wBSwsLGBlZcU/u+6665BSwne/+10AwN/93d/hhBNOwKZNm3DwwQfjtNNOw2233fYzjWNsY9vb2qh4xza23dze9KY34ZRTTnH37rZt23DUUUfNvfZ973sfDjnkEHz5y1/G7/3e7+H5z38+fv3Xfx0PfehD8dWvfhWPecxj8Fu/9VvYsWMHAOD888/HX/3VX+Ftb3sbvvGNb+ClL30pnvGMZ+Bzn/vc7e7n//yf/xMPetCD8Ou//us49NBDcdJJJ+Gd73xndc0LXvACPO5xj8Npp532Uz9369atOP7447G8vOyfXXHFFTjwwANxzDHHYNu2bXj605+O5zznOfjWt76Fiy66CE9+8pMxHqQ2tv9X2uhqHtvYdnPbf//9sbi4ONe9O2wnnngi/uiP/ggAcN555+GCCy7AIYccgnPOOQcA8KpXvQpvfetb8fWvfx0nnXQSXv/61+NTn/oUTjnlFADAcccdhy984Qt4+9vfjkc+8pG3q5/f+c538Na3vhXnnnsu/vAP/xBf+cpX8KIXvQiLi4t45jOfiQsvvBBf/epX8ZWvfOV2PfdrX/saTjrppOqzrVu34sQTTwQAbNu2DdPpFE9+8pNxzDHHAABOOOGE2/WOsY1tb26j4h3b2PbipnHTtm1x8MEHV0rosMMOAwDceOONuPrqq7Fjxw78m3/zb6pnrK2tzSi6n6b1fY8HPehBeP3rXw8AOOmkk3DllVfibW97G37t134NL37xi/HJT36yQq4/Tdu6dSt+8zd/s/rsiiuuwP3vf38Axdh49KMfjRNOOAGnn346HvOYx+Df/bt/91O7ssc2tr29jYp3bGPbi9vCwkL1f0qp+iylBKAoye3btwMAPvrRj+Kud71rdd/S0tLtfvcRRxyB+9znPtVnxx9/PP7H//gfuPzyy3HjjTfiAQ94gH/XdR0uvvhi/Jf/8l+wurqKtm1nntl1Ha688soZQ+CrX/0qnvKUpwAoBsYnP/lJfPGLX8T/+l//C29+85vxyle+EpdeeimOPfbY2z2OsY1tb2uj4h3b2PZAW1xcRNd1G/rM+9znPlhaWsL1119/u93K89rDHvYwXHXVVdVn//t//28cc8wxePSjH41//Md/rL579rOfjXvf+954xSteMVfpAsBVV12FlZUVHHnkkf7ZJZdcgu9///uOeIFiUDzsYQ/Dwx72MLzqVa/CMcccgw9+8IM499xz7/C4xja2Pd1GxTu2se2Bdre73Q2XXnoprrvuOuy7774bspVov/32w8te9jK89KUvRd/3ePjDH46bb74Z//AP/4AtW7bgmc985u163ktf+lI89KEPxetf/3r8xm/8Br785S/jHe94B97xjndgv/32m9nzu88+++Dggw+e+VwbC3S8+c1vxote9CJcffXVeNGLXgSguMQB4NJLL8WnP/1pPOYxj8Ghhx6KSy+9FP/yL/+C448//nb1f2xj21vbmNU8trHtgfayl70MbdviPve5D+5yl7vg+uuv35Dnvu51r8Mf//Ef4/zzz8fxxx+PM844Ax/96Ed/Jhftgx/8YHzwgx/E+9//ftz3vvfF6173OvzFX/wFzjrrrJ+5f1u3bsXpp5+O73znOzjhhBPwyle+Eq95zWuwZcsW/Of//J8BAFu2bMHFF1+Mxz72sbjnPe+JP/qjP8Kf/dmf4cwzz/yZ3zu2se1NLeUxR39sY/uFbqeeeiruf//74y/+4i/u9HedfvrpePCDH4z/8B/+wx1+VkoJH/zgB/GkJz3pjndsbGPbjW1EvGMb29jwl3/5l9h3331n4rYb3b72ta/d4a1Bz3ve87DvvvtuUI/GNrbd30bEO7ax/YK373//+9i5cycA4Oijj8bi4uKd8p4bbrgBRxxxBL7xjW/MZEvfnnbjjTfilltuAVAyr/fZZ5+N6uLYxrZb2qh4xza2sY1tbGPbjW10NY9tbGMb29jGthvbqHjHNraxjW1sY9uNbVS8Yxvb2MY2trHtxjYq3rGNbWxjG9vYdmMbFe/Yxja2sY1tbLuxjYp3bGMb29jGNrbd2EbFO7axjW1sYxvbbmyj4h3b2MY2trGNbTe2UfGObWxjG9vYxrYb26h4xza2sY1tbGPbjW1UvGMb29jGNrax7cb2/wOCnRm1lKj48gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "idn = 20\n", "# plt.imshow(np.log10(inputs[idn,0,:,:].cpu().numpy()), aspect = 10)\n", "plt.imshow(inputs[idn,0,:,:].cpu().numpy(), aspect = 10)\n", "plt.xlabel('time [64 $\\mu$s]')\n", "plt.ylabel('freq [0.5 MHz]')\n", "print(labels[0].cpu().numpy().tolist()[idn])\n", "print('freq ',labels[2].cpu().numpy().tolist()[idn])\n", "print('dm ',labels[1].cpu().numpy().tolist()[idn])\n", "print('snr ',labels[3].cpu().numpy().tolist()[idn])" ] }, { "cell_type": "code", "execution_count": 7, "id": "8818c29b-13de-4e28-bb9e-96c8e565e114", "metadata": {}, "outputs": [], "source": [ "recall_matrix = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n", "for i in range(1, dm_ranges.shape[0]):\n", " for j in range(1, snr_ranges.shape[0]):\n", " end_dm = dm_ranges[i]\n", " start_dm = dm_ranges[i-1]\n", "\n", " start_snr = snr_ranges[j-1]\n", " end_snr = snr_ranges[j]\n", " \n", " dm_index = set(np.where( np.logical_and(end_dm > np.array(results['dm']), start_dm results['snr'], start_snr< results['snr']))[0].tolist())\n", " label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n", "\n", " filtered = (np.array(list(dm_index & snr_index & label_index )),) \n", " pred = np.mean(np.array(results['pred'])[filtered])\n", " recall_matrix[i-1,j-1] = pred * 100" ] }, { "cell_type": "code", "execution_count": 9, "id": "563a2cfc-ad8c-441b-a082-d8e505b964f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 10 12 14 16 20 40 80 100] ['10 - 12', '12 - 14', '14 - 16', '16 - 20', '20 - 40', '40 - 80', '80 - 100']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plt.figure(figsize=(10,10))\n", "# plt.imshow(recall_matrix, interpolation='nearest', vmin=85, vmax=100, cmap='plasma')\n", "\n", "# # Add text annotations to each cell\n", "# for i in range(recall_matrix.shape[0]):\n", "# for j in range(recall_matrix.shape[1]):\n", "# plt.text(j, i, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='black', fontsize = 15)\n", "\n", "# cb1 = plt.colorbar( label='Recall %',shrink=0.7, aspect=15)\n", "# cb1.set_label('Recall %', fontsize=25) # Set label font size\n", "# cb1.ax.tick_params(labelsize=15) # Adjust the label size as needed\n", "\n", "# plt.xlabel('SNR ', fontsize = 25)\n", "# plt.ylabel('DM ', fontsize = 25)\n", "\n", "# xtick_positions = np.arange(0, recall_matrix.shape[1], 1) # Custom x tick positions\n", "# ytick_positions = np.arange(0, recall_matrix.shape[0], 1) # Custom y tick positions\n", "# xtick_labels = snr_ranges[:-1]# Custom x tick labels\n", "# for i in range(len(xtick_labels)):\n", "# xtick_labels[i] = round(xtick_labels[i], 2)\n", "\n", "# ytick_labels = dm_ranges[:-1] # Custom y tick labels\n", "# for i in range(len(ytick_labels)):\n", "# ytick_labels[i] = round(ytick_labels[i], 2)\n", "\n", "\n", "# plt.xticks(ticks=xtick_positions, labels=xtick_labels, fontsize = 20)\n", "# plt.yticks(ticks=ytick_positions, labels=ytick_labels, fontsize = 20)\n", "# plt.tight_layout()\n", "# # plt.title('Retrieval Rate', fontsize = 30)\n", "# # plt.savefig(\"thresh_recall_dm_snr.pdf\", format='pdf')\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(recall_matrix, interpolation='nearest', vmin=80, vmax=100, cmap='plasma')\n", "\n", "# Add text annotations to each cell\n", "for i in range(recall_matrix.shape[0]):\n", " for j in range(recall_matrix.shape[1]):\n", " if recall_matrix[i, j] > 92:\n", " plt.text(j, i, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='black', fontsize = 15)\n", " else:\n", " plt.text(j, i, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='white', fontsize = 15)\n", "\n", "\n", "cb1 = plt.colorbar( label='Recall %',shrink=0.6, aspect=15,)\n", "cb1.set_label('Recall %', fontsize=25) # Set label font size\n", "cb1.ax.tick_params(labelsize=15) # Adjust the label size as needed\n", "\n", "plt.xlabel('SNR', fontsize = 25)\n", "plt.ylabel('DM [$pc/cm^3$]', fontsize = 25)\n", "\n", "xtick_positions = np.arange(0, recall_matrix.shape[1], 1) # Custom x tick positions\n", "ytick_positions = np.arange(0, recall_matrix.shape[0], 1) # Custom y tick positions\n", "\n", "xtick_labels = snr_ranges[:]# Custom x tick labels\n", "xtick_labels_string = []\n", "for i in range(len(xtick_labels)-1):\n", " xtick_labels_string.append(str(int(xtick_labels[i])) + ' - '+str(int(xtick_labels[i+1])))\n", "\n", "ytick_labels = dm_ranges[:] # Custom y tick labels\n", "ytick_labels_string = []\n", "for i in range(len(ytick_labels)-1):\n", " ytick_labels_string.append(str(int(ytick_labels[i])) + ' - '+str(int(ytick_labels[i+1])))\n", "\n", "print(xtick_labels, xtick_labels_string)\n", "plt.xticks(ticks=xtick_positions, labels=xtick_labels_string,rotation=20, fontsize = 15)\n", "plt.yticks(ticks=ytick_positions, labels=ytick_labels_string[::-1], rotation=0, fontsize = 15)\n", "plt.tight_layout()\n", "# plt.title('Retrieval Rate', fontsize = 30)\n", "plt.savefig(\"thresh_recall_dm_snr.pdf\", format='pdf')" ] }, { "cell_type": "code", "execution_count": 9, "id": "64026c49-94d5-4c71-a6b9-7233903281ec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[6.40000000e-05 3.02637315e-04 1.43108351e-03 6.76717609e-03\n", " 3.20000000e-02]\n" ] } ], "source": [ "dm_ranges = np.linspace(5, 1000, 8)\n", "snr_ranges = np.linspace(10, 100, 8)\n", "freq_ranges = np.linspace(900, 2157.7199, 100)\n", "boxcar_ranges = np.power(10,np.linspace(np.log10(6.4e-5), np.log10(0.032), 5))\n", "print(boxcar_ranges)" ] }, { "cell_type": "code", "execution_count": 10, "id": "c9a25056-836b-4f76-ba3a-a38d6bc56511", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===========================\n", "accuracy: 99.69\n", "===========================\n" ] } ], "source": [ "from tqdm import tqdm\n", "# eval\n", "model.training\n", "val_loss = 0.0\n", "correct_valid = 0\n", "total = 0\n", "results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[], 'boxcar':[]}\n", "model.eval()\n", "with torch.no_grad():\n", " for images, labels in testloader:\n", " inputs, labels = images.to(device), labels\n", " outputs = nn.Softmax(dim = 1)(model(inputs))\n", " selection = outputs[:, 1] > threshold\n", " predicted = selection.int()\n", " results['pred'].extend(predicted.cpu().numpy().tolist())\n", " results['true'].extend(labels[0].cpu().numpy().tolist())\n", " results['freq'].extend(labels[2].cpu().numpy().tolist())\n", " results['dm'].extend(labels[1].cpu().numpy().tolist())\n", " results['snr'].extend(labels[3].cpu().numpy().tolist())\n", " results['boxcar'].extend(labels[4].cpu().numpy().tolist())\n", " total += labels[0].size(0)\n", " correct_valid += (predicted.cpu() == labels[0].cpu()).sum().item()\n", " \n", "# Calculate training accuracy after each epoch\n", "val_accuracy = correct_valid / total * 100.0\n", "print(\"===========================\")\n", "print('accuracy: ', val_accuracy)\n", "print(\"===========================\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "093da588-6af3-47c9-9284-818274c3dea2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.032512" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array(results['boxcar']).max()" ] }, { "cell_type": "code", "execution_count": 12, "id": "f945bc77-c99a-4ee1-a9a4-7d62ce8b38e3", "metadata": {}, "outputs": [], "source": [ "recall_matrix = np.zeros((dm_ranges.shape[0]-1, boxcar_ranges.shape[0]-1))\n", "for i in range(1, dm_ranges.shape[0]):\n", " for j in range(1, boxcar_ranges.shape[0]):\n", " end_dm = dm_ranges[i]\n", " start_dm = dm_ranges[i-1]\n", "\n", " start_boxcar = boxcar_ranges[j-1]\n", " end_boxcar= boxcar_ranges[j]\n", " \n", " dm_index = set(np.where( np.logical_and(end_dm > np.array(results['dm']), start_dm < np.array(results['dm'])))[0].tolist())\n", " boxcar_index = set(np.where( np.logical_and(end_boxcar > np.array(results['boxcar']), start_boxcar< np.array(results['boxcar'])))[0].tolist())\n", " label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n", " \n", " filtered = (np.array(list(dm_index & boxcar_index & label_index )),) \n", " pred = np.mean(np.array(results['pred'])[filtered])\n", " recall_matrix[i-1,j-1] = pred * 100\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "67004c8e-cbb2-4589-b0a2-8cdbcfe0e5db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[6.40000000e-05 3.02637315e-04 1.43108351e-03 6.76717609e-03\n", " 3.20000000e-02]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,10))\n", "plt.imshow(recall_matrix.T, interpolation='nearest', vmin=80, vmax=100, cmap='plasma')\n", "\n", "# Add text annotations to each cell\n", "for i in range(recall_matrix.shape[0]):\n", " for j in range(recall_matrix.shape[1]):\n", " plt.text( i,j, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='black', fontsize = 12)\n", "\n", "cb1 = plt.colorbar( label='Recall %',shrink=0.3, aspect=15,)\n", "cb1.set_label('Recall %', fontsize=25) # Set label font size\n", "\n", "plt.ylabel('Width $m $s', fontsize = 25)\n", "plt.xlabel('DM [$\\\\frac{pc}{cm^{3}}$]', fontsize = 25)\n", "\n", "xtick_positions = np.arange(0, recall_matrix.shape[1], 1) # Custom x tick positions\n", "ytick_positions = np.arange(0, recall_matrix.shape[0], 1) # Custom y tick positions\n", "xtick_labels = boxcar_ranges[:-1] * 1000# Custom x tick labels\n", "print(boxcar_ranges)\n", "for i in range(len(xtick_labels)):\n", " xtick_labels[i] = round(xtick_labels[i], 2)\n", "\n", "ytick_labels = dm_ranges[:-1] # Custom y tick labels\n", "for i in range(len(ytick_labels)):\n", " ytick_labels[i] = round(ytick_labels[i], 1)\n", "\n", "\n", "plt.xticks(ticks=ytick_positions, labels=ytick_labels, fontsize = 15, rotation='vertical')\n", "plt.yticks(ticks=xtick_positions, labels=xtick_labels, fontsize = 15, )\n", "plt.tight_layout()\n", "\n", "# plt.title('Retrieval Rate', fontsize = 30)\n", "plt.savefig(\"thresh_recall_dm_width.pdf\", format='pdf')" ] }, { "cell_type": "code", "execution_count": 14, "id": "d4d33917-0016-47dc-84b2-d47565ca244e", "metadata": {}, "outputs": [], "source": [ "false_negative = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n", "for i in range(1, dm_ranges.shape[0]):\n", " for j in range(1, snr_ranges.shape[0]):\n", " end_dm = dm_ranges[i]\n", " start_dm = dm_ranges[i-1]\n", "\n", " start_snr = snr_ranges[j-1]\n", " end_snr = snr_ranges[j]\n", " \n", " dm_index = set(np.where( np.logical_and(end_dm >np.array(results['dm']), start_dmresults['snr'], start_snr< results['snr']))[0].tolist())\n", " label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n", "\n", " filtered = (np.array(list(dm_index & snr_index )),) \n", " pred = np.where(np.array(results['pred'])[filtered] == 0)[0].shape[0] / np.array(results['pred'])[filtered].shape[0]\n", " false_negative[i-1,j-1] = pred * 100" ] }, { "cell_type": "code", "execution_count": 15, "id": "456eafce-d193-4b39-81b8-15d7102f4df3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4 5 6] [10. 22.86 35.71 48.57 61.43 74.29 87.14] (7, 7)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,10))\n", "plt.imshow(false_negative.T, interpolation='nearest', vmin=0, vmax=10)\n", "\n", "# Add text annotations to each cell\n", "for i in range(false_negative.shape[0]):\n", " for j in range(false_negative.shape[1]):\n", " plt.text( i,j, f'{false_negative[i, j]:.1f}', ha='center', va='center', color='white', fontsize = 12)\n", "\n", "cb1 = plt.colorbar( label='False Negative %',shrink=0.8, aspect=15,)\n", "cb1.set_label('False Negative %', fontsize=25) # Set label font size\n", "\n", "plt.ylabel('SNR ', fontsize = 25)\n", "plt.xlabel('DM [$\\\\frac{pc}{cm^{3}}$]', fontsize = 25)\n", "\n", "xtick_positions = np.arange(0, false_negative.shape[1], 1) # Custom x tick positions\n", "ytick_positions = np.arange(0, false_negative.shape[0], 1) # Custom y tick positions\n", "xtick_labels = snr_ranges[:-1] # Custom x tick labels\n", "for i in range(len(xtick_labels)):\n", " xtick_labels[i] = round(xtick_labels[i], 2)\n", "\n", "ytick_labels = dm_ranges[:-1] # Custom y tick labels\n", "for i in range(len(ytick_labels)):\n", " ytick_labels[i] = round(ytick_labels[i], 2)\n", "\n", "print(xtick_positions,xtick_labels , false_negative.shape)\n", "plt.xticks(ticks=ytick_positions, labels=ytick_labels, fontsize = 15, rotation='vertical')\n", "plt.yticks(ticks=xtick_positions, labels=xtick_labels, fontsize = 15, )\n", "plt.tight_layout()\n", "\n", "# plt.title('Retrieval Rate', fontsize = 30)\n", "plt.savefig(\"thresh_FN_dm_snr.pdf\", format='pdf')" ] }, { "cell_type": "code", "execution_count": 16, "id": "9b19a5f5-3b18-4eb9-b76d-21d8d67b6431", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'False Negative (% of true also predicted as false)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,10))\n", "plt.imshow(false_negative, interpolation='nearest', vmin=0, vmax=100)\n", "\n", "# Add text annotations to each cell\n", "for i in range(false_negative.shape[0]):\n", " for j in range(false_negative.shape[1]):\n", " plt.text(j, i, f'{false_negative[i, j]:.2f}', ha='center', va='center', color='white')\n", "\n", "plt.colorbar( label='False negative %')\n", "plt.xlabel('SNR ')\n", "plt.ylabel('DM ')\n", "\n", "\n", "xtick_positions = np.arange(0, false_negative.shape[1], 1) # Custom x tick positions\n", "ytick_positions = np.arange(0, false_negative.shape[0], 1) # Custom y tick positions\n", "xtick_labels = snr_ranges[:-1]# Custom x tick labels\n", "for i in range(len(xtick_labels)):\n", " xtick_labels[i] = round(xtick_labels[i], 2)\n", "\n", "ytick_labels = dm_ranges[:-1] # Custom y tick labels\n", "for i in range(len(ytick_labels)):\n", " ytick_labels[i] = round(ytick_labels[i], 2)\n", "\n", "\n", "plt.xticks(ticks=xtick_positions, labels=xtick_labels)\n", "plt.yticks(ticks=ytick_positions, labels=ytick_labels)\n", "\n", "plt.title('False Negative (% of true also predicted as false)')\n", "# plt.savefig(\"FN_dm_snr.pdf\", format='pdf')" ] }, { "cell_type": "code", "execution_count": 17, "id": "03633b49-5a61-4740-bd1a-491553b4bd78", "metadata": { "scrolled": true }, "outputs": [ { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[17], line 11\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mno_grad():\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m images, labels \u001b[38;5;129;01min\u001b[39;00m testloader:\n\u001b[0;32m---> 11\u001b[0m inputs, labels \u001b[38;5;241m=\u001b[39m images\u001b[38;5;241m.\u001b[39mto(device), labels\n\u001b[1;32m 12\u001b[0m outputs \u001b[38;5;241m=\u001b[39m nn\u001b[38;5;241m.\u001b[39mSoftmax(dim \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m)(model(inputs))\n\u001b[1;32m 13\u001b[0m selection \u001b[38;5;241m=\u001b[39m outputs[:, \u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m>\u001b[39m threshold\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "from tqdm import tqdm\n", "# eval\n", "model.training\n", "val_loss = 0.0\n", "correct_valid = 0\n", "total = 0\n", "y_true = []\n", "y_pred = []\n", "with torch.no_grad():\n", " for images, labels in testloader:\n", " inputs, labels = images.to(device), labels\n", " outputs = nn.Softmax(dim = 1)(model(inputs))\n", " selection = outputs[:, 1] > threshold\n", " predicted = selection.int()\n", " y_pred.extend(predicted.cpu().numpy().tolist())\n", " y_true.extend(labels[0].cpu().numpy().tolist())" ] }, { "cell_type": "code", "execution_count": null, "id": "e761def7-0288-4074-be7b-4e3874b28109", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import roc_curve, roc_auc_score\n", "\n", "# Example data (replace with your actual data)\n", "\n", "fpr, tpr, thresholds = roc_curve(y_true, y_pred)\n", "auc = roc_auc_score(y_true, y_pred)\n", "\n", "print(\"AUC:\", auc)\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(fpr, tpr, label='ROC Curve '+str(round(auc, 4)))\n", "plt.plot([0, 1], [0, 1], 'k--', label='Random')\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver Operating Characteristic (ROC) Curve')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "e6809ad1-3f08-44aa-9cb2-575dcc692e35", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "import matplotlib.pyplot as plt\n", "\n", "cm = confusion_matrix(y_true, y_pred, labels=[0, 1])\n", "print(cm)\n", "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", "disp.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "c7c62aef-38f3-42a3-b0f3-dc9fcc414c16", "metadata": {}, "outputs": [], "source": [ "# Extract the number of False Positives (FP) and True Negatives (TN)\n", "TN = cm[-1, -1] # Bottom right element (True Negatives)\n", "FP = cm[:-1, -1].sum() # Sum of last column (excluding bottom right)\n", "\n", "# Calculate FPR using the formula\n", "FPR = FP / (FP + TN)\n", "\n", "# Optional: Multiply by 100 for percentage\n", "FPR_percentage = FPR * 100\n", "\n", "\n", "TN = cm[-1, -1] # Bottom right element (True Negatives)\n", "TP = cm[1, 1]\n", "FN = cm[1, 0]\n", "FP = cm[:-1, -1].sum() # Sum of last column (excluding bottom right)\n", "\n", "TPR = TP / (TP + FN)\n", " \n", "# Print the FPR\n", "print(\"False Positive Rate (FPR):\", FPR)\n", "print('recall rate: ', TPR)\n", "print(\"False Positive Rate (FPR in percentage):\", FPR_percentage, \"%\")" ] }, { "cell_type": "code", "execution_count": null, "id": "41b6767d-b6ff-4633-8505-e9795586c956", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import f1_score\n", "\n", "# Calculate F1 score\n", "f1 = f1_score(y_true, y_pred)\n", "\n", "print(\"F1 score:\", f1)" ] }, { "cell_type": "code", "execution_count": null, "id": "fc4c195d-d052-4f44-8550-80e837c45956", "metadata": {}, "outputs": [], "source": [ "min(results['freq'])" ] }, { "cell_type": "code", "execution_count": null, "id": "59239ee5-9499-493e-ad2d-fe112b95d79a", "metadata": { "scrolled": true }, "outputs": [], "source": [ "results['freq']" ] }, { "cell_type": "code", "execution_count": null, "id": "0afade0d-bfc3-407b-848b-2bacc48e6494", "metadata": {}, "outputs": [], "source": [ "accuracy_freq = np.zeros_like(freq_ranges)\n", "fp_freq = np.zeros_like(freq_ranges)\n", "tp_freq = np.zeros_like(freq_ranges)\n", "for i in range(1, freq_ranges.shape[0]):\n", " end_f = freq_ranges[i]\n", " start_f = freq_ranges[i-1]\n", " \n", " f_index = np.where( np.logical_and(end_f > np.array(results['freq']), start_f