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with LoRA\n", "\n", "> **Challenge:** Can a neural network learn to recognise handwritten digits from **only 5 labelled examples per class — 50 images total** — and still generalise to 10 000 unseen test images?\n", "\n", "This notebook shows how **LoRA (Low-Rank Adaptation)** lets us fine-tune a pretrained Vision Transformer with a fraction of the data and parameters that conventional fine-tuning would require.\n", "\n", "**What you'll learn:**\n", "- How ViT treats an image as a sequence of patches\n", "- What LoRA is and why it is especially powerful in low-data regimes\n", "- How to wire PEFT's `LoraConfig` into a HuggingFace model\n", "- How to evaluate a fine-tuned model with a confusion matrix and error analysis\n", "\n", "---\n" ], "id": "EnPoQ119mGe7" }, { "cell_type": "markdown", "metadata": { "id": "RzH0DCWlmGe8" }, "source": [ "## 1 · Setup & Installs\n", "\n", "Install the four libraries we need (skip the output — it's just pip chatter).\n" ], "id": "RzH0DCWlmGe8" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "DBI0CmAnmGe8" }, "outputs": [], "source": [ "# @title Install dependencies (run once)\n", "!pip install -q transformers peft datasets torch torchvision\n" ], "id": "DBI0CmAnmGe8" }, { "cell_type": "markdown", "metadata": { "id": "f4LaFGirmGe9" }, "source": [ "## 2 · Imports\n" ], "id": "f4LaFGirmGe9" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "5wh4J9FOmGe9" }, "outputs": [], "source": [ "import torch\n", "from torch.utils.data import DataLoader, Subset\n", "from torchvision import datasets, transforms\n", "from transformers import ViTForImageClassification, ViTImageProcessor\n", "from peft import LoraConfig, get_peft_model\n", "import numpy as np\n" ], "id": "5wh4J9FOmGe9" }, { "cell_type": "markdown", "metadata": { "id": "amVhKjYemGe9" }, "source": [ "## 3 · Data Preparation\n", "\n", "### ⚠️ Extreme Low-Data Regime\n", "\n", "We train on just **50 images** — **5 per class** — out of MNIST's 60 000 training examples. That is **0.08 % of the available training data**. \n", "This is an intentionally brutal constraint: it forces the model to rely almost entirely on knowledge baked into the pretrained ViT backbone rather than learning from scratch.\n", "\n", "For context:\n", "| Setup | Training images |\n", "|---|---|\n", "| Standard MNIST fine-tune | 60 000 |\n", "| This notebook | **50 (0.08 %)** |\n", "\n", "ViT expects **224 × 224 RGB** images, but MNIST is greyscale 28 × 28. \n", "We resize and replicate the single channel across three channels.\n" ], "id": "amVhKjYemGe9" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "HaZPXtK9mGe9", "outputId": "2433537a-5c45-42dd-9e0b-da206afd49d1", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "100%|██████████| 9.91M/9.91M [00:00<00:00, 17.8MB/s]\n", "100%|██████████| 28.9k/28.9k [00:00<00:00, 525kB/s]\n", "100%|██████████| 1.65M/1.65M [00:00<00:00, 4.40MB/s]\n", "100%|██████████| 4.54k/4.54k [00:00<00:00, 1.09MB/s]" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Training samples : 50\n", "Test samples : 10000\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "\n" ] } ], "source": [ "# ── Constants ────────────────────────────────────────────────────────────────\n", "MODEL_NAME = \"google/vit-base-patch16-224\"\n", "N_CLASSES = 10\n", "SHOTS_PER_CLS = 5 # images per class for training\n", "BATCH_TRAIN = 10\n", "BATCH_TEST = 64\n", "\n", "# ── Preprocessing ─────────────────────────────────────────────────────────────\n", "# ViT expects 224×224 RGB; MNIST is 28×28 greyscale → resize + replicate channel\n", "transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.Grayscale(num_output_channels=3),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.5] * 3, std=[0.5] * 3),\n", "])\n", "\n", "full_train = datasets.MNIST(root=\"./data\", train=True, download=True, transform=transform)\n", "test_data = datasets.MNIST(root=\"./data\", train=False, download=True, transform=transform)\n", "\n", "# ── Few-shot subset ───────────────────────────────────────────────────────────\n", "indices = []\n", "for label in range(N_CLASSES):\n", " label_idx = np.where(np.array(full_train.targets) == label)[0]\n", " indices.extend(label_idx[:SHOTS_PER_CLS].tolist())\n", "\n", "train_data = Subset(full_train, indices)\n", "train_loader = DataLoader(train_data, batch_size=BATCH_TRAIN, shuffle=True)\n", "test_loader = DataLoader(test_data, batch_size=BATCH_TEST, shuffle=False)\n", "\n", "print(f\"Training samples : {len(train_data)}\")\n", "print(f\"Test samples : {len(test_data)}\")\n" ], "id": "HaZPXtK9mGe9" }, { "cell_type": "markdown", "metadata": { "id": "3ziGUMfUmGe9" }, "source": [ "## 4 · Model & LoRA Configuration\n", "\n", "### What is LoRA?\n", "\n", "Instead of fine-tuning all weights **W**, LoRA learns a low-rank update \n", "**ΔW = B · A** (where **r ≪ d**), and uses **W + ΔW** at inference.\n", "\n", "| Hyperparameter | Value | Meaning |\n", "|---|---|---|\n", "| `r` | 8 | Rank of the decomposition |\n", "| `lora_alpha` | 16 | Scaling factor (effective learning rate = α/r) |\n", "| `target_modules` | query, value | Attention projections to adapt |\n", "| `lora_dropout` | 0.1 | Regularisation |\n", "\n", "We target only the **query** and **value** projections in every attention layer — the most impactful choice empirically.\n" ], "id": "3ziGUMfUmGe9" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "rjwDUQdYmGe9", "outputId": "1a70aa0e-f63f-4608-f468-d45bd6257fd4", "colab": { "base_uri": "https://localhost:8080/", "height": 202, "referenced_widgets": [ "22a9dc2a6839404199521a303dac82fe", "1b486b7beacf402bb8cf0dc26b430f13", "299c1aba03fe441f8ff992e0d903704f", "1b28dd3ac23b4ac5b8397bc23156ad58", "6c551d74d4294eb18e83dc7e59323fc9", "8e63a0fa07a24ba7b55b7b84310c8178", "d91ca686c7144f9a9ff223c56e415d0d", "99dbb6aa0e2d4efebe3347721ff4ac2f", "3b855cbc327544adb30d12b52b2c6846", "827d067a6df440bfbda82a59dd28cf5b", "e5245a4fc9784429aaeb98521e8f260d" ] } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Loading weights: 0%| | 0/200 [00:002}/{EPOCHS} | Loss: {total_loss:.4f} | Train Acc: {acc:.1f}%\")\n" ], "id": "PF7xhmNKmGe-" }, { "cell_type": "markdown", "metadata": { "id": "_Ft7Dzt_mGe-" }, "source": [ "## 6 · Evaluation\n", "\n", "We run inference on the full 10 000-image MNIST test set and report:\n", "- **Overall accuracy** — 75 % is solid for a 50-sample few-shot regime\n", "- **Per-class precision / recall / F1**\n", "- **Confusion matrix** — reveals which digit pairs are most confusing\n" ], "id": "_Ft7Dzt_mGe-" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "JjwjFtQ_mGe-", "outputId": "89ea1f89-cf74-4a51-d7c0-4440f2aa773e", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Test Accuracy: 71.36%\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.86 0.94 0.90 980\n", " 1 0.90 0.98 0.94 1135\n", " 2 0.49 0.59 0.54 1032\n", " 3 0.60 0.85 0.71 1010\n", " 4 0.74 0.69 0.72 982\n", " 5 0.63 0.33 0.44 892\n", " 6 0.77 0.76 0.77 958\n", " 7 0.53 0.68 0.60 1028\n", " 8 0.97 0.76 0.85 974\n", " 9 0.80 0.48 0.60 1009\n", "\n", " accuracy 0.71 10000\n", " macro avg 0.73 0.71 0.70 10000\n", "weighted avg 0.73 0.71 0.71 10000\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "from sklearn.metrics import classification_report, confusion_matrix\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "model.eval()\n", "all_preds, all_labels = [], []\n", "\n", "with torch.no_grad():\n", " for images, labels in test_loader:\n", " images, labels = images.to(DEVICE), labels.to(DEVICE)\n", " logits = model(pixel_values=images).logits\n", " all_preds.extend(logits.argmax(dim=1).cpu().numpy())\n", " all_labels.extend(labels.cpu().numpy())\n", "\n", "# ── Overall accuracy ──────────────────────────────────────────────────────────\n", "correct = sum(p == l for p, l in zip(all_preds, all_labels))\n", "print(f\"Test Accuracy: {correct / len(test_data) * 100:.2f}%\\n\")\n", "\n", "# ── Per-class breakdown ───────────────────────────────────────────────────────\n", "print(classification_report(all_labels, all_preds,\n", " target_names=[str(i) for i in range(10)]))\n", "\n", "# ── Confusion matrix ──────────────────────────────────────────────────────────\n", "cm = confusion_matrix(all_labels, all_preds)\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\",\n", " xticklabels=range(10), yticklabels=range(10), ax=ax)\n", "ax.set_title(\"Confusion Matrix — ViT + LoRA on MNIST Test Set\", fontsize=14, pad=14)\n", "ax.set_xlabel(\"Predicted Label\", fontsize=12)\n", "ax.set_ylabel(\"True Label\", fontsize=12)\n", "ax.spines[[\"top\",\"right\"]].set_visible(False)\n", "plt.tight_layout()\n", "plt.show()\n" ], "id": "JjwjFtQ_mGe-" }, { "cell_type": "markdown", "metadata": { "id": "s904QEVEmGe-" }, "source": [ "## 7 · Misclassified Examples\n", "\n", "Visualising errors helps pinpoint where the model struggles. \n", "Red titles show **True → Predicted** pairs.\n" ], "id": "s904QEVEmGe-" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "BDfHUzpImGe-", "outputId": "4bd99083-63d2-43ba-815d-8703e2502b50", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Misclassified: 2864 / 10000\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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55JAIQHTEEUdE5557bvT6178+2meffaKdd945uu666xKPf+c73xkBiM4777z4vHlks9nonHPOCZ7De9/73qizszP+HfB3fOaZZ877czzpSU+Kuru7o4ceeqjlb7bfZL8NILrooosSj3vHO94RAUi02ZmZmWifffYJtgO22zPOOCO+j/3f3//938f3XXPNNRGA6Nhjj426urqiarUa/2333XeP9t5778Tr7rHHHhGA6MQTT0z0z9/97ncTY47nkksuiQBEV1xxRfDvQgghdiwkHAkhxArAC0cf/vCHIwDRrbfeGkVRFF100UURgOiXv/xlFEULF46+853vtH1/LmiPPPLIeZ1vSDhKY+PGjRGA6LTTTovvo3AUEjcsXDi9+MUvnvN9tpVwdOCBB0aFQiGq1Wqp52MXrXvttVfU3d0dPfDAAy2PP/bYY7dIOEo7+vv7W55TLpejPffcM8rn89G//Mu/RJlMJnrqU58aTU1Nzes9oyiKXv/610cAonvuuSe+jwvuY445puXx73nPe2IBx3PGGWdEABIiFf83xx13XMvjK5VKNDAwEJVKpWhmZia+f2v/N2NjYxGA6PDDD49mZ2fn/hIWyK677hoNDQ3N+/Hlcjk64IADomw2G914440tf//0pz8dffnLX47uvffeqF6vR//7v/8bvec974ny+XzU3d0d/exnP5vX+/D7/9KXvtTyt89//vMt4kQUbTvh6G1ve1vw9UmtVmsRyDo6OqKzzz67Rcg+88wz478ffPDB0U9/+tOoUqlEN998c3TAAQckxFLyq1/9Kurq6kr0K1sqHBUKhWhkZKTt49hv77XXXonfrv3b85///Pi+m2++OQIQPfOZz2x5rUqlEg0NDUW5XC4WeGZnZ6M1a9ZEj370o+PH/cM//ENULBaj73znOxGA6Nvf/nYURVF05513pv5vfXu0f0v7DX/xi1+MAETvec972n4HQgghdgyU40gIIVYgL3vZy9DV1RXnbbnyyitx0EEHLThfxymnnIJsNouTTjoJZ5xxBq6++mrcf//9LY/76U9/CgBbFVoV/V/umSOPPBJDQ0Po6OhAJpOJQ6WYpBoAjjzySOy666646KKL8OxnPxuf/OQncccddyCKosRrPuYxj8GBBx6Iq6++GkceeSQ+/OEP4xe/+AVmZ2e3+DzbUavVcNttt2FgYAAXX3wxLrjggsTxxS9+EQDikurj4+O4++67se+++waTWR9xxBFbdB4PPPAAok2bQ4mjXC63PLa/vx+f//znMTk5iTe84Q0oFov4whe+EAyFuuuuu/DqV78a++yzD3K5XJzT5tJLLwWQ/B+R0G+Oleva/S30WqHvo1gs4olPfCLGx8fjPDghFvq/KZVKeNaznoUf/ehHeNKTnoQLL7wQP/7xjzE1NZX6Hgth48aN8w7pqtfrOOmkk/C73/0O733ve+MQMcsZZ5yBF77whdh9992Ry+Ww77774p3vfCc+9rGPYXJyEu95z3vm9V6//OUvASD4Hgxh+tWvfjWv11oI//qv/4r3v//9OOigg+JQOMv69etx7LHH4kc/+hG+9a1vYWxsDA888AA+/vGP41Of+hQOOeQQjI+Px49nG+/u7sa1116Lgw8+GMViEUcccQT+4z/+A9lsFh/60Ifix09OTuLUU0/Fvvvuu9Wl5F/0ohdhYmICj3vc43DeeefhW9/6VuLcPE984hNbql0+8pGPBIBEm233vykWi3jKU56CRqOB3//+9wCATCaDo48+Gr///e/xwAMPANgUjnbEEUfgyCOPRE9PTxyelhamBmwKPdxrr71a7n/kIx8Z7FMAYGhoCAAWPReXEEKIpUE5joQQYgWydu1aPOc5z8EXv/hFvPCFL8Tvf//7eHG/EJ72tKfhpptuwoUXXogvfOELcaLogw8+GBdffHG8yGAy6kc84hFbfM5veMMb8LGPfQy77747nvvc52LXXXdFT08PAODd7343ms1m/Nj+/n7ceuuteNe73oX//M//xLe+9S0AwO677463vvWteO1rXwtgU56UG264ARdccAGuueaaOOfT2rVr8Q//8A/4x3/8x2DS3C1ldHQUURTh/vvvx7vf/e7Ux01MTABAvJjcaaedgo+zuU0Wkyc96UnYY489cNddd+GZz3xmsFrcnXfeiac+9akYHx/HMcccg+c85zkolUrIZrO46aab8P3vfz/xPyKlUqnlPopS7f4WEmjSvg/eb5Oiexb6vwGA//iP/4h/+8znVSqVcPrpp+PCCy9Eb29v6uvMRT6fR6PRmPNxjUYDJ554Im688Ua87W1vw9vf/vYFvc+pp56K173udfjRj340r8ePj48jm81i7dq1LX/beeedkclk2oogW8Lll1+O1772tXj84x+PdevWoVgstjzmTW96E2655Rb8+te/xoEHHghg0//izDPPRKPRwNlnn41LL700/j+xQuJTnvKUloqIj3vc47D33nvjzjvvRLlcxsDAAN7//vfjtttuw49//OO439lSzj33XAwPD+OTn/wkPvShD+GDH/wgOjs78exnPxsf+chHWkSYdu1gZmYmvo/fe1o7oOhq/z/HHHMMvvKVr+DGG2/E8ccfj9tvvx2nnXYacrkcDj300HkJR2nVNjs7O1NFeCa/35o2IoQQYvkgx5EQQqxQXvnKV2J8fDxeJLz0pS/dotc54ogj8O1vfxujo6O48cYb8eY3vxm33XYbnv3sZ8cODzonQm6k+fDwww/j4x//OA488ED87ne/w1VXXYX3v//9uOCCC3DWWWcFn/OoRz0KV111FdavX49f/vKXuPjiizE7O4vXve51uPrqq+PHDQ8P49JLL8X999+PO+64Ax/72McwNDSE888/H//8z/+8ReebBheAT37yk4OOHx5cpPHxvgIeWUi1sK3hvPPOw1133YXh4WF8+ctfjoU4y0c+8hGMjo7iqquuwrp16/DRj34U73nPe3DBBRfggAMOWJLzTPs+eH/aAhdY+P8G2LTofd/73oe77roLd911Fz796U/j0Y9+NC655JKtLtG+du1ajIyMtH1MvV7Hc5/7XKxbtw5vectbcOGFFy74fTo6OjAwMJAQxNpRKpUwOzvbUokL2PQ7jaIoKHRsKZ/61Kfwmte8Bo997GPxve99L5GM3fLtb38bQ0NDsWhkodhBRw4APPrRjwaQnqib91Pg+OUvf4nZ2VkccsghsZMuk8nEr/1v//ZvyGQy8youkMlkcMYZZ+BnP/sZ1q9fj6997Wt4/vOfj69//ev427/924QYtBD4vae1gwcffDDxOGDzd3PjjTfipptuStx3zDHH4Be/+AXGxsZw0003Yb/99tsq8d/C33ZIgBRCCLHjIeFICCFWKCeccAIe8YhH4P7778fznve8OStOzUU+n8fRRx+ND33oQ3j729+Oer2OdevWAQCe+tSnAthUyWhLuOuuuxBFEY477riWHeof/OAHbZ+bzWbxxCc+EW95y1tiwei6665reVwmk8FjHvMYvO51r4vPO/S4raGvrw+Pecxj8Nvf/jY1hMNSKpWw11574c4774wXfZa5Pvu24Jvf/CY+9rGP4aijjsLPf/5zDA4O4vTTT29ZnP7xj38EgJbKaVEUzdvNsrWEvo9qtYpf/epXKJVK2HvvvVOfu9D/jWevvfbCGWecge9///soFotb/dt5/OMfj0ajgXvvvTf493q9jhNPPBHr1q3Dueeei4svvniL3ufee+/Fgw8+iD333HNejz/ooIMAIBYZLLxvS0vUez71qU/hzDPPxGMe8xjccMMNbUWGyclJjI+PY3JysuVvFLmsU4jiyG9/+9uWx09NTeHOO+9EoVCI3/P444/HK1/5ypbjWc96FgDggAMOwCtf+cpERbf5MDw8jOc973n40pe+hL/5m7/BHXfcgTvvvHNBr0Ha/W8mJibw85//HPl8PhbNgE3hurvssgtuuOEG3HjjjRgcHIxf52/+5m8wMzODyy+/HH/5y1+CIXBbCsPlHv/4x2+z1xRCCLH9kHAkhBArlI6ODlx77bX42te+hve///1b9Bq33HJLMJyGokIulwOwKXTt4IMPxs0334xPfepTLY+fy4m0xx57AAB+/OMfJ0If/vznP+Ntb3tby+Nvv/324K67P6977rkH99xzz5yP25a84Q1vQK1Ww6tf/eqgy+Puu+9OnNPLX/5yTE5OtpSf/6//+q+4ZPti8eCDD+L000/H4OAgPve5z2HPPffEZZddhocffhinnnpqImcU/0c//OEPE69x0UUX4X/+538W9TzJd7/7XXznO99J3PdP//RPKJfLeMUrXtGSJ8azkP/N+vXrg59rdHQUzWZzq387Rx11FADgJz/5ScvfGJ62bt06vPnNb8YHPvCBtq/14IMPBttYuVzGaaedBgB4yUteMq/zOvXUUwFsCg+1IU9jY2NxiB8fszVcfvnlOPPMM3HAAQfghhtuSA3XJIcffjimp6fx3ve+N3F/o9HA+973PgDJMKt99tkHT3/603HnnXfi8ssvTzznoosuQrlcxkknnRSHhL3uda/D5Zdf3nKcd955ADb9vy6//HK87nWvm/Oz3XTTTS351qampmIXzpb+dg4//HDss88++Pa3v43vfve7ib+9733vw8aNG/HiF78Y3d3dib8dffTRuOuuu/CVr3wFRx11VNxOnvrUp6K3tzcWJUNhalvKT37yE3R2duKwww7bZq8phBBi+6EcR0IIsYJ5ylOegqc85Slb/PyLL74YN954I4488kjstddeyOVy+MUvfoHvfe972HvvvXHSSSfFj/385z+Po48+Gq95zWvw2c9+FoceeigajQZuv/12/PKXv8TGjRtT32fXXXfFySefjGuuuQZPecpTcOyxx+Khhx7CN77xDRx77LGx24WsW7cO5513Hg4//HDsv//+GB4exl133YXrrrsOuVwuXtz96le/wvOf/3w89alPxWMf+1jssssuuP/++3Httdcim81udbhRiDPPPBO33nor/v3f/x0/+tGPcNxxx2G33XbDQw89hN/97nf4yU9+gi984QuxA+Qtb3kLvvrVr+JTn/oUbr/9dhx55JG477778OUvfxnPfvaz8c1vfnPB5/DBD34wmCcGAJ7xjGfgkEMOQRRFeMUrXoH169fjK1/5SpyM9wUveAFe+cpX4tOf/jQ+/OEPx3mhzjrrLFx55ZU4+eSTccopp2B4eBi33norfvGLX2zxeS6Uv/3bv8VznvMcvOAFL8Cee+6JW2+9FTfeeCP22WefeSV/Xsj/5v7778dBBx2EJzzhCTjwwAPxiEc8Ahs3bsTXv/51TE1N4dxzz92qz3LiiSfizW9+M9atW4cXvvCFib+dddZZWLduHXbZZRf09fXhggsuaHn+aaedFv+Gfve73+H444/HYYcdhv322w9r167Ffffdh+uvvx4bN27E3/zN3+Atb3nLvM7ryCOPxOtf/3pceumleNzjHoeTTz4ZURThmmuuwZ///Ge84Q1vwJFHHrlVn/2GG27Aa17zGkRRhCOPPBKf/OQnWx7zxCc+MREW9v73vx8//OEP8b73vQ/r1q3DYYcdhnq9jm9/+9v405/+hEMPPRSveMUrEq/xiU98Aocddhhe/epX49prr8UBBxyAX/7yl7jhhhuwxx57zCnIbSnPe97zUCqVcMghh2CPPfbA1NQU1q1bhzvuuAMveMELYhF2oWSzWVx11VU44YQT8KxnPQsvfOELsccee+CWW27BTTfdhH322QcXXXRRy/OOOeYYfPGLX8T69esT4lB3dzcOP/zw2IG5rRxH1WoVt956K44//ngUCoVt8ppCCCG2M0tQuU0IIcQiw9LNJ5xwwrwe39PT01I+O1SO/vrrr49e8YpXRI9+9KOjvr6+qFgsRo997GOjt7/97dH69etbXvfBBx+M3vjGN0Z777131N3dHQ0NDUVPe9rTog9/+MOJxwGIjjrqqMR9lUolOuecc6I999wz6unpifbbb7/ove99bzQ5Odny+DvuuCN64xvfGB100EHR8PBw1NPTE+29997RqaeeGt1+++3x4+67777orW99a3TIIYdEO+20U9Td3R096lGPip7//OdHt9xyy5yfP4qiuPz33Xff3fJ525Uh/9KXvhQdd9xx0eDgYNTV1RU94hGPiI4++ujoQx/6UMt3t3Hjxug1r3lNtHbt2iiXy0VPfvKTo69+9aup55TGUUcdlShVHjo+8pGPRFEURR/4wAciANGrXvWqltepVqvR/vvvH3V3d0e/+MUv4vtvvPHG6PDDD4/6+vqigYGB6FnPelb03//939H5558fAUiUiWcZ8/PPP7/l9dt9rtBr2cdfe+210cEHHxzl8/loeHg4Ou2006IHHnig5XW29n8zOjoaXXDBBdGRRx4Z7brrrlF3d3e02267Rc94xjPiEuZbyzOf+cxocHAwajQaifvn83+038+9994bvepVr4qe8IQnRMPDw1FnZ2c0MDAQHXnkkdG//uu/RtPT0ws+tyuuuCI6+OCDo97e3qi3tzc6+OCDoyuuuCL42HbfdQj+P9sdp556asvzfv/730ennnpq9KhHPSrq6uqK8vl8dOCBB0bvfe97o1qtFnyve++9NzrttNOiXXbZJerq6op233336HWve1300EMPzetc+Ts+88wz5/35PvGJT0TPfe5zoz322CPK5XLR8PBw9NSnPjX65Cc/GU1OTsaPY78d+qxRFO4noyiKfvOb30QveMELojVr1kRdXV3RHnvsEb3xjW8M9slRFEV/+MMf4u/1tttuS/ztwgsvjABEj370o4PPbfe/5e/Uc9VVV0UAomuvvTb4PCGEEDsemShyXlohhBBCiGXEVVddhdNPPx1XXnllHHq1Evje976H4447Dp/73Oe2OHm9EMuNI444Ag899BB++9vfbtOqlUIIIbYfynEkhBBCCLEdOPbYY/GMZzwD73vf+1LLmguxI/G9730PP/zhD3HxxRdLNBJCiBWEhCMhhBBCiO3EJZdcgr/7u7+bM4G8EDsCY2Nj+OAHP5jIfyeEEGLHR8mxhRBCCCG2E/vvv38w+bUQOyLPf/7zt/cpCCGEWASU40gIIYQQQgghhBBCBFGomhBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjsQ2Y2asgj+uPQJT9z6wvU9FCDEPmrf9L/649ojtfRpCiHmiNivEjoXmxkLsOKi9tqdze5/AYnDXHk+Pr0eNJtDZgUznpo+aO+RA7PalDy7p+dx/4uvR+Pnt8TkAwKN+8gV07rJmSc9j/OpvYf3ZFyOT6wEyQOdOwyi98vkYOPOFS3oeZOK/fozypV/A5G//CHR1In/IE7Dmn96Azt122i7nI7Yfy63NNn/9e2x4+yVo3vFHdAz3Y+i8M9D3d89Y0nMAgJF/vgKjH/4MMj3dQDaDrt13wcDZL0ff849b8nMBgPXnfhCV//ivzXdEs4jqTTzyu5ej5wmP3i7nJLYPy63NAsD4Z/8T5Y9fjekH1qNjeABr/ukNKDxzaUWW5dZmLRvf928oX/I57PLv/4TCs47c3qcjlpjl1mY1Nw6jubEAlld7nfrzQ7jv8Jcn7ouak+g97hDs+rmLluw8gOXXXhPn9pnrsP6cD2D4va/HwFmnbO/TWRRWpHC09582L2zuP/H1KDzziOA/MJqeBjo6kMlkFv2cht951jb/Ec2MV9FRKi7oOd2P2Ru733QlAKD+o1/igRedi+5H74neow9OPC6amkama3F/HrOVCQy8/iXIH/ZEIJPBhrd9FA++6nw88lufXNT3FcuP5dRmZ8YqeODF52HwLWdgt5c/B81f/Q4PvPAcdO6xG/KHHLh1r70Fbbb36Ydi18+8H9HsLCauuwkPnfUe9Dx+P3Tvt0ficUvRZtd+8Fys/eC58e3yJ76I8c9cJ9FoFbKc2iywacJW/tcvY+fLLkD34/fDzPpRRLXGVr/ujt5mSfN/7kTtv36Mjp2Hl+T9xPJjubVZQHPjEJobC2B5tdeuR+6cOJ9ocgr3PP4kFE86dqtfe0dvr2T6wQ0of+xqdD927yV5v+3FqgtV++PaIzB2+TW494hX4K49no5ooo4/rj0Czdv+N35M+V+/jPtPfH18e3r9KB466z24569OxD2Pex42/OO/IGpObo/Tj5n8432479CXYvIP92zxa+QPPwjdj94Lk3f8EfUf/RJ37/NMjF35NfzpiSfj/mf9PQCg9v2f489Pfw3u3ueZuPevX46J638YPz9qTmL9eR/E3fs9C3968imYuO6mBb1/38nHo/D0w5At9iJbyKP/zBei+d93bOoEhfg/lrrNNn76P8h0d6H/tOch09GB3JP/CoVnH4nK5/5zqz5H7Qf/jfuPfzWmH9q4Rc/PZLMoPu9vkO0vYvJ3d2P86m/hvqNPx8jFn8Y9jz0RD736AgBA5WvfxX1HnYq793km/nz8q9H46W3xa8yMVfDgK9+1qT0f+lLUb/n1Vn2m8c9/A30vefZWvYZYeSx1m41mZjBy0aex5p/egJ4D90cmk0HnTkPo2nO3rfocK6XNRjMzWP+mi7Hm/Wcj0921RZ9FrGw0N96M5sZiubO92+vEt34AzM6i8Oytc66uhPZKNvy/D2PwnFORHSht8WfZEVh1whEAVL76Xez2Hx/G3nddj0xvru1joyjCgy9/Kzp2GsKjfvYl7H7zv6N5+50Y/fBn4sfcd9SpqFyzru3rjH7kM7h7v2fhvmPOQOVL12/1Z+jeZ3cMvOFl+MvJb8LUPX9Z8POjKEL9h7/A5O/vRs+B+wMAZqs1TN7+R+z+489jt69fiubtd+KhV74TQ+88E3v+7zex9oPn4eHXvg+Td94bf6bGz27H7j/4DB55w6cx8c2bE+9Rv/U3uHufZ877nBo//hW69t8jYVsWAljiNhvNIor8XRGad/xxqz5D7xFPRu/xh+IvL3gTZkbGFvz8aGYGla99F7OVCXQ/dh8AwOTv7gY6O7DHr76CnT7xDkysuwUbz/8EdvqXt2PP//0mBt74MjzwsrfG77fh7ZdgdryKR/3iy9jta5eg+uVkX1S5Zh3uO+rUeZ1P42f/g6m7/oy+F82/jYvVw1K22ak778XM+hE0f/MH/OlJL8Q9Bz4fD7/pYsxWJrbqM6yUNjv2r19G92P3Qf7wgxb8GcTqQXNjzY3FjsP2aK9k/PPfQPHk45HN9WzVZ1gp7bV63Y2YrUxsl5QWS82q7IUG/+HF846hbv7qd5i66894xLc+iUw2C/TmMHj2y7H+vA9i6G2vAgDs/v1/b/saw+84E12P3hPZfA71H/w3HnrV+cgUe1Gch1I7/tn/xPo3/3Pbx2x4+0ex6xfaP4ZM/vauTQ0gm0Hnrmsx/L43IP/XT0L9R78EZmcx9M4zkf2/Dmj8369D34ueid4jngwAyB9yIHqffhiqX78BQ+echso16zD8j2fG3+Xgeaeh9r1b4/fKH3Ig9vrjt+d1Xs3f/AEjF30aO3/6PfN6vFhdLGWbzT3lcYhqdYxdfg1Kp56Ixi/uwMS3bkbHmsF5vf/GCz+F8kc+0/YxIxdfgbUXv2ler1dbd8umNtvZga5H7Yqd/+18dO+zOxo/vQ3ZUgGDb3oFMtksMt1dGL/iqxh43Yvj0LHi3x6FsU98EbXv3oLiycejeu0NeMR/fgwd/X1Afx8GXvdiPPSaC+L36jv5ePSdfPy8zmv8c99A4emHoXOnoXk9XqwulrLNzoxWAAD1m3+OR677FADgoddcgA3vuBQ7XfLWOd9/JbfZqXv+grFPfxWP/N6n53XuYvWiubHmxmLHYanbK5m670HUb/5vDJ//2nmf60purzPlCja++5PY9csfmte57+isSuGo8xE7z/ux0/c+iNmxKu7Zz4RjRBGimdl5v0bu4MfF13v/5mkonfpcTFz7vXkNjn2nnIDCs8LJPStfvh6jH/0cht5x5rzPxcaFejLF3k2T0/9j+r4HUP/hL1C5enODiaZn0Ne3KWHbzIMb0Ln75u+y85G7zPs8LM07/ogHXnQe1lx0dkt8qhDA0rbZjqF+7PK5i7Dx3Z/EyD9fge7990Tpxc9C479vn9fzB89+eWqSvtGPfAYT1/8Qg2e/bF6vBQC9x2/KlxKic9c1myYB/8fUfQ+ifuFlGP3nK+L7oulpTD+wATMbx4DJqUQ77dx9y9rsbLWG6tdvwM6Xnb9Fzxcrn6Vss9lCHgAw8MaXoWN4IL7+0JnvntfzV3KbXX/OP2Poba9Cx+DKts+LrUdzY82NxY7DUrdXUrn6W+h5/H7oedy+837OSm6vGy/4OEoveTa699l9Qc/bUVmVwhGyyQi9TG8eUX1zEs2ZhzfnM+h8xE7oWDOAPW//+rZ7/8z8IwQzPd3o6OluuX/yj/dh9KOfw25f/hB6/s8Cv/WnlTyvzkfsjP5XvxDD7zor+PiOXdZg+r6HgCf/FQBg+v6HFvyezTv+iAde8CYMveNM9L3whIWftFgdLHGbzT/twEQiygdfdf6mRJXzOdXeHBCwDdd/+AtMfOP72O26j6Fz17VbfG4JXF/SudtO6H/Vyeg/7XktD41mZoCuTkz/+cHYJTT954W3WQCofu17yPYV0HvsIVv0fLEKWMI227Xvo5DJtY6T82Ult9n6zf+N5v/ciQ3vuBQAMFuu4KHX/RNKL/0V1rzvDVv2GcTKRHPjlNPS3FgsQ7ZDe41mZ1G5+lsYeOP8N1KAld1e6zf/NyYqEyhf9h8AgNnxKpq/+j0at/4Gu1z1vi34BMubVZnjyNNz4P6o/Md3EE1Po3nb/6Ly5e9s/ttBB6DzETtj44Wfwmy1hiiKMHXfg5j47q1tXnEzM2MVTKy7BbO1BqKZGdRu/jnG//3rKPzt0Vt1zt377I7df/CZRa1mVHrFc1H54rdQ/+EvEM3MIGpOovGz/4mTmBVPOg6j//I5TD+4ATNjFYx+8KoFvf7k7+7eNDC+7VUoKcGuWACL2WaBTfbwqDmJ2XoT45+9Do0f/xL9Z25d5Zf8Xz8Jj/ivT6HrUbtu1eu0o/+Vz0f541ej+evfI4oizNYaqH3/55j+y8PIdHSgeOIxGLno05gZq2yqAPHxq7fofca/8E30veiZyHR0bONPIFYqi9lms/keFF/wdJQv/QJmyhXMjFVQvvQLKDzjr7fqnFdCm93j19dg9xuviI+OXdZgzXtfj8FzT1+kTyRWCpobh9HcWCxHFnteDAD1m36GmZExFJ9/3DY555XQXh/x7X/F7t+/Kh5je554AAb+4cVY+6Fz537yDoiEIwBr3n82Gj+7HXfv8yxsfM8nE8mtMh0d2OXzF2PmgfW497CX4e69n4EHXvIWTN/95/gx9/71y1H5yn+FXhqYmsboB6/EPX91Iu7e91nY+M5LMfyef0DxxGO2+rwXO7dIz4H7Y6d/Ox8jF34K9xzwHNxz4PMxctHliJpTAIDBN78CPU88APcd8Qr8+ZgzUHhm0oZYv+XXuGuPp6e+fvnjV2NmQxkb3vEx3LXH0+NjagtdEGL1sKhtFsDYp76Cex57Iu454DmoXncTdvvqJfOOJW/HYrfZwgmHY/gdZ+HhN12Me/Z9Fu59yikYu+w/EM1uyva95v1vQraQx70HvRB/OemNKLqdzMpX/gv3/vXL277H5O/vRvO/70DppX+7aJ9DrDwWu82ued8b0LnzMO598im479CXovORO2PNe1+f+vj5sqO32c7ddkocmY4sOoZK6BjoS32OEIDmxmlobiyWI4s9xgLA+Oe/icLfHo2OUnGbnfeO3l47dx5OjrHdXcj2FeKw+ZVGJop8/SAhhBBCCCGEEEIIIeQ4EkIIIYQQQgghhBApSDgSQgghhBBCCCGEEEEkHAkhhBBCCCGEEEKIIBKOhBBCCCGEEEIIIUQQCUdCCCGEEEIIIYQQIkjnfB+YyWQW8zyE2KFZjsUJ1WaFSEdtVogdi+XWZtVehUhnubVXQG1WiHbMp83KcSSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQIIuFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgkg4EkIIIYQQQgghhBBBJBwJIYQQQgghhBBCiCASjoQQQgghhBBCCCFEEAlHQgghhBBCCCGEECKIhCMhhBBCCCGEEEIIEUTCkRBCCCGEEEIIIYQI0rm9T0AIIYQQoh2ZTCb1b1EULeGZCCGEEEKsPiQcCSGEEGK7kc1mkclk5nXJ6wAwOzuL2dlZzMzMJC5nZ2fjv5MoiiQwCSGEEEJsIRKOhBBCCLFdyGaz6OzsRGdnJzo6OhKXnZ2d6OrqCl4CQLPZxOTkJCYnJ+PrzWYT09PTsYA0OzuLKIoS14UQQgghxMKQcCSEEEKI7QKFo+7ubnR3d6Orqws9PT3xZU9PD3K5XOKyp6cHURRhYmICtVotPnib4pF1IgFyHQkhhBBCbCkSjoQQQgixXaBwRGHIHvl8Hr29vSgUCujt7U0cs7OzGB8fj4+xsbHYiQQAHR0dmJ6exvT0NADEriMhhBBCCLFwJBwJIYQQYsnJZDLIZDKx4yiXy8UiUaFQQKFQQF9fX3yUSiUUi0X09fVhdnYWIyMjGBkZQS6Xi0WjqakpzM7OYmpqCtnspsKxFI3aJdgWQgghhBDpSDgSQgghxHbBhqrRYUSBqFQqob+/HwMDA4mjv78fMzMzKBaLLaJRo9HA9PR0LBJRNJqZmZFwJIQQQgixhUg4EkIIIcR2wYeqFQqFWDQaHBzE0NAQhoeHE8fg4CBmZmaQy+XQ0dGBKIowNTWFer2OarWKRqMR5zOanZ3F9PR0ohqbEEIIIYRYGBKOtgN28srrtOyH7rMHgNh+H3pu2utvKUwk6i/TrttLVrCxE/i5ni+EEGL1wFC1rq6u2HHU19eXcBgNDg623J6ensbExAQqlQoKhQLy+XycVJuV2To6OpDNZiUaCSGEEEJsJRKOtgNWCLKTWl7nwUlv6JKP9xPjNLHJvnc7vIDjyxh7ESh0H3d4Z2Zm4rLITFLKKjf+uaH3FkIIsbLxjqPe3t7YccSQtXw+j1wuh+7ubnR2dkoEEkIIIYRYYiQcbQe86MNL7pJ2dnbG17l7GrrPPzZNgNpSbG6I0GXaMTMzg8nJSUxNTWFycjK+3mw2MTU1hZmZGURRFF9aYUoIIcTqgOOVT47NRNgUjnp7e5HL5dDV1RVvnAghhBBCiKVDwtESQxcQbfReAOrq6kJ3d3fLZei6fUxnZ2csQnlBar6ha164oQhE55C99Id9LBOU+oOfna+RyWQwMzMTfG8hhBArH1tVLZ/Px8JRf38/+vv7Y+Gop6cH3d3dEo6EEEIIIbYDEo62AzYUzQtG3d3d6OnpiW37vG5v07Jv77MClL30k+yFCkfT09OYmpqKQ82mpqZi1xDv86JSs9lErVZDrVbDxMQEurq6EmWRucs8PT0dh6pRVJKAJIQQq4dQqBqFo1KphN7e3hbH0dY4aYUQQgghxMKRcLQdsPZ86xzixDmXyyGfz8eHv81JNCfZnFDz9WxoG51IW4INOfNhZzysoMTLZrOJarWKSqUST/SBzUIUvwMAifxIQgghVhfcRElzHNlxUTmOhBBCCCG2DxKOlphQqJoVjigM9fb2olAoJC553d/u7e1NhK/ZwwtHC3EcUThqNpvxJa97QWl6ejq+r1arxS4ovjdD2Kamploqr83OzmohIIQQqwxuonAMZI4jmxzbh2grVE0IIYQQYumRcAS0VCAL3faPD136v4fo6OhIhJ/ZMDQ6iHgwt4MVi+x9XjjibqwXkRgCZiuYAWipbOYrnM3MzCSqtbV7HoA4wXWoFLKv+jbX9ySEEGLlYgs5cAOFYyGdR/l8PhFyHUVRXKmz2Wyi0WjEmxnWARsq4KAwaCGEx8/7Q/eF1gdpzw299vbCVzu21301Y/WPQoj5sOqFI1/dzAseaSXuffUy3k4bQEiacGQnzKGDYpK/n/Z9ikbckbWJsSkC2Uk0J9+2ElroMUxszUk6DztR95f1eh3VahXj4+OoVCqoVquo1+uJCb59Py9oCSGEWFnYsZFjU1pePlstlGLR1NQUgM0LnGq1irGxMYyNjcXjzMTERDxesYqnHes0zgghgKRwbSsd2/vtWsDOqf39TPAfyie6VBulob7NOv1tpWPOwb2QFNpgFkIIi4Sj/9vttPmGeN0PDL7MvReb7GDS7v1Cya3TrtOJ1O66tfDbwc06jTiAhHIS+UTX9jGh6mgUjkLPYcjaxMREyxF6nh28hBBCrDzsZou9bsO17Rhsw6w5TvixqlKpYGRkJCEc1Wo11Ot1NBqNRBg1xSONM0IIAIk+yAvXHR0d8Zza5gv1t0P5RL1Azvda6LmlsZA+bHJyEvV6PT7YP9brdUxOTiY2jnmpPlII0Y5VLRzZJNUUYCjo0METEoX8rqid+M5V8aWd48ieQ7vDP86+txePgM1JqZmbyOYtapf82g46FIx4fXJyMnYNcWLPwYfP4+Pta3Ai7x1OGqyEEGLlEnLqhoo5+IVYFEXxJgadRM1mE+Pj4xgdHY1dR1Y4sm4jbVAIITzW8eiLyzCvWujS32ev03UUik5Y6LmlMZ8+jI9pNBqoVCqoVCpxBEBnZ2f8HpyHZzKZuMqxCtUIIdqxqoUjALHFlPkVbAiYndT6XQk/uNiDVcRCWOGIyUDtbT+RDg1o3h1lBStrveXno3DkHUScYPOw+SJ4nxV+7GGtrn7XgiKVfS176Z8ne6wQQqxcvGhkNzlCghHv98JRrVbDxMQEarUaxsbGMDo6inK5HC+KJiYm4k0Ku0Eh4UgIYQlVN/YbyKFoAD9vt1EAzCkaCoNbzFC1UL8WRRFqtRpGR0cxMjKSOD86i3wIcBRFcaSCEEKEWPXCESex7PhDlcpCZe5tJTQ7yHR3d88pHHHg8eFq3rXkcy9xkONlWgJqfi4bqkYxh5NvTsDTnEH20tr/+dypqamE6OMT8FFYsru+PmTAXgohhFi5hIQjHx7uN0yy2Ww8njQajUTuvHK5jJGRkVg4Yo4jbogoQbYQIg3vOAqliAjlFGWuUXudeUiZ4iKU2mIhwtG2cBxFUYRqtYr169cjl8vFTqPp6Wk0m01MT08n3oebv0II0Y5VLRzZHQdfCrhYLMYKfeiwoo89WIY+jWw2m5oYm7sBIQHI2159vohQAj4KRxwQ6Pqp1WqoVqvxDq0VknidYlHadQpHQLIqgz38hN1P3uUyEkKIlY8dp0I5ReYbqsaE2HQaWeGoUqkkNjnspoRcrUIIi5//e8HIVi62lY1D9/E6N45DybW3h3A0Pj6OfD6fEI0ajQYmJibQbDbjx8/OzrakuBBCiBCrWjgCEO96dnd3x4NFqVRCqVRCPp9PDUej4MOdB3tYx5Hv5LPZbDxIWQEqJDj55/rbXrjhdTtBnp2dRb1ejyfWPt6ZYhETWDNPhBWLQpdTU1NzDmBznb8QIokXfkPlgO3jQvf5SoV+AU3UHsVSEUpEa8dRH6btq4Jyl5yLnkqlEuc18kmxmadPv28hVg52zAtVLAuNnf4xhPPwUKVi3lcsFmNRqFgsJoQi3raiUbFYjIWjUNVl+/52bPb38Vx9/zXfz23J5XKx6F6v1+O+s7e3F41GI34cN5clHAkh5mJVC0fs3CkaFYtFlEolDA4OYnBwMFbqQ3Z6xkHbWGcbqubdNxwE7OKOoVy8zd1VH/7lBxkfh+zdPT7vUL1ejyfYtPPz0ruJbNUFG7LG/EQ22agQYuvwk0Ffccrng/ETUX+di2xfudCGiKYdQiwG1mnkc4kw3MNWCPVFJuz4xpwcPHwItB8zhRA7PqGKxmmunlCImL/OlBHc+LUbwF5AKhQK8W0vNDHlhA1R4yYNk04DaJmrh+b4ofk+r/v5QOgy9F14gZ79bW9vL5rNZksBHYpeQgiRxqoWjgAkBpBisYj+/n4MDg5ieHgYvb29bUtx+ooKnPQyL4MPz7KXNgdQs9mMO2z7GJvQM5RE2rqKbJliW+nMWlO9c6hWq8WikBWJ7H220poEIyG2HaEQVDvhYx8TSoafNnGOoqglwT2v++pSyvsilgr+Tm0uES7SuBizwpFdhPnQZz++hQotCCFWBlbsYfGZ0Lw8LQTWbrzY++3GLwUg3qYolBZV4Ksv2yI0oXl/qIhMWnEZO9/nfNvng+P78tLnhuPntnmc+PkohjWbzUQOVNvvCiFEGqtaOLK7oLlcLuE4WrNmTSwcWWWfnSufF0qc7ctc8jaAuJMOdc5eMPIl630y6dBOLEUee91WTLPCUL1ej4UhX/mMz7WvZ89FCLF1hMqT274llESf9/tJMK/Pzs4mXIO8nslkYoGa/QrRYlssNl4M5YKMYR6+QIQtX22FI1slzQqhEo2EWLlks9mWHKOhFBJ2kyUUKeAf46MFfFW10KUXa6xLx/ZNVtz2G7pe/Lb9mu3TWP3Mh/WGIh26u7vjftDPK7xwRMcRxSnO/eU4EkLMxaoWjoDNSr7Nb0ThqFAotLXG+l0M3hdFUazcs+PnItHvLoR2I9oNKqHk09a5ZJ0GPOzfrCBknUTW/u9DAKzbSKKRENuOkGvI9kmhqi5pLqSuri5MT0/Hie+r1WqLk9GL1uybhFgsvGOAopGtYErHka0sasM8/LhpF2N2p17CkRArC99/pIkmIYHH5xP1j/VilL9uKyjzuq9k7N2RdsM1tAFr59t2fh2KFmDf1tPTk5qPiS4ozs3td2XD1fi52e8y9QTXDDbcTggh0ljVwhEdR1TiGao2NDSUEI7aVTML5RzhxJZwQkvhh4NCaOBod/jdVSs0TU5OJkLN6DigcNTuNUO7uN715N9bCLH1hEqU291Bn3zTikehie709DTK5XI8WaZzg47BbDYbJw6mwK3wU7HY+AWM/22HQtUApG6UhMalUAJ4IcSOj69+ZjdSfFVjf5/9m69iHIoYsOFwIVdvWpJrzu25Ueud/ty89YLSXKJSFEXx+oQH+00+ln2fjaLgppCdU1inpz2HRqMRf0YhhGjHqhaOgGR1BS8cFYvFttUaPExYPTs727JbyudZayiPUC4h7wDyoWJe2GEeI5vDiHmNfB6IUI6TtHxMadeFEFuHF585MbV5YAqFAvr6+tDX14dSqRSLR2k2+qmpqXhSbJNlNxqN2G1k23K7/kyIbUUox5GtTpSW4whoLf4Q2p2X40iIlQnHyJD4QReOdePYJNa8tEmveT0kEIWKUHhnEYCgeG03cZvNZkslYqaG8BEBPhrAC0tRFCGfz8fVnkulEvr7+zE5OZmIAqA4393dHW8G8bytYG9zHDFlhe13bZiwEEJ4VrVwZAcka6HnYq1YLMaPs8/xiy8gWQKbbiP+nUKQHSjoDLIH3UH28DmG/EDF12epTYpH9jqdTjwnS1o50Ln+JoQIk1Ye14o0diHNCaxNfFksFmOxiBNFXreJO33Og2azmXBr2B3Q2dnZ+O92cmgF44WISKE+Qf2ECGF3wtNC1awLIFRRzeYL4ZialgdQCLH8CJWRb3cdADo7O1uct/aSfQgPf9sLS7av8WHi8xFObNoIjq92js/5NwvQcC7ui894V1LIhTQ5OYnZ2dk4JxHDy0K5jGzBnp6enoSgzu/T5mq1gpmNmhBCiHasauEISCaktiFkPNLC0+yOvXfwtNtxsINGmo3Vhq/5imahHEl0FHCgsu/FXQkhxOLhK6TZvsJPTHnbVmS0lz09PbF4XSqV2jqOQnkb2F/YSWM2m0Uul4v7Btsv8fzbXXrhOVQ2OHQIEdqgmctxFMpxRMHIVwy046N+c0IsTygepx1p+f4oHFnxyAtENt+Pdxr5ULVQHjU7h7eRAaGqZ3aN4EPP6ODx1YttBeO0qqd+w5h9HQUi7y72ScL9fICh63ZtMDExgWq1ivHxcVSr1fg8+f7qQ4UQc7GqhSMbl8xOmp3sxMRESwLszs5NX5d1HIVyATWbzbiDrlQqcaJadtQ2TM1WMgslyZsrxxEHMhvyZsPaNAgIsbj4/Ge8zn7DV2GxC2if5JMTXE6MQ7urocSeNoEnJ51s+zyH3t7euF+amJiInU4AYjHc53Ozi3d/pJUbVq4Z4eFYykWNDZnwwpHdAQ+JRhzr7HjnQ9aEEMsLKx57gcNXQfPV0WyomXcQ+dxGvG6FIo6NViiykQH+cnZ2tm3eobRcRbZvYq5RXoZyHNnraXlPWVXNVz7mprPfRLLC2NTUVLwOGR8fx9jYGEZHRzEyMoJyuYxKpRK7ofy8QQghQqxq4QhAS1UydvITExOJ8JGuri4AmxeJfK630FM4qtVqcUddLpdRLpcxNjaGiYmJYP4iO/m1k2CfrDqUl4jnbwcVOg6EEIsLBZbQTikFolDlF050/eTXT5DtrioX2F6Iskk+OfljX8WJd29vL8bHx+PJNN2SdgLthS+fm80LRl445+up7xEW6zqyjqO0qmo2XCQU8h1y6arqpxDLF+bg8eOcFXr8GBkaL+1YmVZFjdcpoPDSz939xocVjUJViq07yG8Ae1EndD0kDoXm/nZNkclkEo6mUJ6kRqPRIsJxE6lWq8Uuo3K5HAtH4+PjiTC6ZrOpsVsIMSerXjjyjiNrNbXJ+IBkjDCfa5/PQYCupUqlgtHRUWzcuDE+qtVq0FHE26Hk1yHByCe09rsiXDxq90CIxcW6i3ySaysMWaEotHPqd1HTKsb4/AR2YtzZ2ZmoptLV1ZVwdnCyzT6MojMt+qGQOisc2dwOViji46anp9HR0RGfg/of4UPVbLuwoqgVjqxgaTdnOMb5xZwNzdRvTojlhxWOfM4iW1beJrDu7e0NhmXbw26aeOHEbn7YTV8/jvn8oVwHhA6f0Nont7ZuonZ5Sr1IFKpiPDMzE39vFKys08g6jhqNRiLkvbOzMy6aQ9eR3cgul8sJZxSFI/WfQoh2rHrhyDt2rOOos7Mzob5z8msXRaHcSJOTk5iYmIgV/g0bNuDhhx/Gww8/jEqlEtylD4WhhSqf+fwhoRxN9nWFEIuLz2dEYcdWgLHuCk6Yfa4Gm7OBAo/Ne8RJoc8JYUUem/DT5ktiqBvD05jEn5NQuo7szqydeFv3o+9vstkspqamAGwW05VkU1hsWWjvOKKg6fOPEC8c2V127zhSjg4hlie26lc+n0exWIwLPnB8siHavJ7P5xPikHfYhqqihVyL7Be8s8gm2udtCi42tJvpJmwV5FBVtFCKiVDkgN8UTqt8nMlk0NXVlej77Ht7t5F1WnEtU61WMTY2lghVGx8fb3FMyXEkhJiLVS0cWceQFY6Y48iKRFyU2RwKPlTNvwYdRxs2bMBDDz2EBx54AGNjYy3ikL/eLvGsPXd7GRKalO9BiMXFikY+RI25XJgEmJUamey6WCwmDivw9PT0JEJlORGkMBRKwp3JZDAzMxNPznO5HAqFQjwpLBaLLU4jTpAp/Nj34Pta4cjvkobKpnOXVAgSynEUClVLy3FkXcE2j4gP9dB4J8TyxIaqUjjq7+/HwMAABgYGYiHJjpF9fX2xcOQdvXbzxBei4LjoXTwsFBNKcm0dQ5y/06UzPj4e32ae0lAIW7siNuyfQnkCQ/N8CjjZbLbF2eRFIx+mxu+HwpHNcVQul2PhKOSAUh8qhGjHqhaOgM27md5tVKlU4kWWFY66u7uDbh87QPlwtXK5jI0bN2L9+vUol8vB5LFeCPLM9/7Qawohtj02txEFF5v404pG3Fn1hxeUKBzZBbSvNOPL5trrs7OzCeHI7oDmcrmWnG4UydknhXIncQJu7fY2NLfZbCbKp7MfVKiaANKrqs0Vqgakb85w4WRdAkqOLcTyhWOldxwNDQ1hcHAwMS729/fHl/l8PhhyFtqcsPfZvHw2FMyLRaHQMxsxwPykFJBqtVpLgmorHLUrJOFpN++3xS3sOfvcRiHnFcdjK4BZ8WhsbAyVSiX1XIXwpM05t+ZvS0nIkMHr9jFibla1cMSBhZ0xO9lcLoeurq7EwGOt9t3d3chmsy27Bd4FwPfwE992DiIhxPLDtmnbxjs6OloSd/Lo7e1N7JyWSqXEZV9fX0vFNC6krbPI76ryHGzIrBVpuPDm8xhyOzs7i2KxmMjVQHt6T09PHEpgJ6G0/NuqVlY0soI7J/c2DECsLmwb4aUNH7EJbG0+ExtekSYa2d+dD0+TaCTE8saGqvlNlf7+/sTYaF24uVwufg2/aZuW3Jr9QVoFs7Sk1jxY3IaHdR3VarUW4cmGqYXm9lvTL9k8pn7cpbuI467Ns5rP51Gv11sqqNkQX/+9iuWDH0stcxkNtsX78rqvGuxd9u3+nva4pcbOI3wxq3b5g0WYVS0cAZt+UNaaahPHWuum3S3hzqj9m12khWKx7X0hiyqgzluI5Uja4EkXos3VwsmwTfzpQ9F4WLeFXTyHQtHmOj9/rlbY4v1MSlwoFNDf3x9PcrPZLEqlUkI4sot9Jr3mhNU7P5hDgRNY7uoqXG114X973mlk83X58tl+AWRDSXzOEHuE8gNqHBVi+RHKc8YxkWJR2lhoQ71CefbSStn7/D22IlpITOJ99Xq9JbdRrVaLqzn6ENnFns/7IjgUjjo7Ny3hbNTExMRE7OBsNBrYsGFDLBzV63VMTk4Gox7E8sHP/WyxCL9RuK3+hyGhyoeGhvKJhfKLtfv79hCPbD5P69ZjfxAKL9VcIp1VLRxZxxE7XNsRMx7aJ/VjiUy7w2mrrYXEI3sw4R1/qDwXIcTywg6mPmwsZLv3h096bQ9bitgvoEM7OCE3BycRnmw2m+hTvHDE3UaKX/V6PTGxtwN9JpMJTrbZb7LSG0UjCko2T41YHYR2Gu3miXUc2cOGYgKb83uEqoX6yqGa6Amx/GH79vn/bIg2q6hx/mxDoK3rxldYtM4ff2nDyKxwZDdBfL/CCARWWKZLl/mNfNJrO5ff1rBf8wUCOD7TWcVKcLba3OTkZBxuR+GIVVTVVy5P0jZg7KZKuxQlW/qe9r2JN0P4qoWh6/6+kIFiqYUjFqzyCe/pwLPtmaiNpLOqhSNgc5JYG2rBAYq78X6HZGpqKhGqBmzeTQE2VybyghEbDfN/sPFQoBJCLD+8aGTFFZYWtok+mbOhv78/4Sjyl5wg89JOlkO5jNrhRSIAibA2CkcUvqMoij9HPp9Ho9FICEf2swJIOIzsLm69XkdXVxcAJESjWq0mx9Eqw090bVvx4pF1HTH024d4h0pWpy3YrONICLE8sdU+rVOXbiM7NtrQVfYHPsyMYglzilrBh44CH05mQ7R9f+Jz93mXgnUohMJkQ+L1tuiTvAtzcnIy7jMpdNl1By8nJydRrVbjHEd0HPk1h/rN5UVaigL+bTFMB2lh5tYxzAIWvLRH6G9s6/YxXjhqN09s99kW8rxmsxmHm46NjcXnwddhf2DnH5q/prOqhSM7GDUajVgM4qAURVEsGnGQazQamJqaSoScAUg08LkcR5bZ2dnYHaDOW4jtS9pg4aum8eju7k4IR0NDQ1i7di3WrFmDwcHB2FVkDxvu6oXlkJ23Xay7PW8rYvOcAcQCeBRF6OnpiW9z17dYLMahZd5RxddIKwVMwZ2iEYsL2MmBP2/1cysXLxp54chONK3TDkjmbbBJbduFq/mwbyHE8sQuRDkGcuwsFotxX8AFpw1Vs8KJrarI8aZWq8XhZNZRYBNXe+HICz829NWGutHZZPshK1aH8qtt677IC0c2F5wdu714z01x65ii42gxzlNsPSG3EQ/rarPzva35P6alOgCSjiObl9A75UM5PtMe093dveTCEXN9bdy4MU5Hw/kFI4A4R1Zl4LlZ1cIRsDnHkb3OQYkLrXw+j0KhgL6+vnjHgdXVQiEk7UQjLxzxx6ofqRDLj3YuCoZ+5fN59PX1xW6jtWvXYqeddsLw8DDy+Xwivwuv2/LCvmqaDdnhObQ7v3aP4wAJbBpMc7lcPBlgv2Z3IL1oxP6J4jon3bw+MTEBAPF91Wo1Dj2ycfliZZM20bVthUdISA0luPUJYUMhJcDmUA7lChRi+eKFI1ZVpHBkN1NsjiMACRGZLiCKRLZimL2sVCqJMcuKRhzzbO4k7170whKvh3KULnZCXR+qZsU0v/FsRSzrULKXEtqXNz7c2wqFdiNwW/3eQuFxds7LcZttlu5Ae/g0DGmPyeVyS77enZiYQKFQSDiNpqenY2GZsJ1vryTeOwqrWjiyjiNOUmn5rNfryGaz8cDGXQ3+0LhLGrIThsLTbNJZO9AsJBxFCLH4eCGYYpFd/NI1YUVlOo7WrFmDnXfeGcPDw3GFRuu8sEmn+T6h61ZQDuUzCgnO7YQk64js6elJ7LJyEskJihWPrKBu7fvMbzQzMxPv+Pb29saTfvVrqws/0bV5Dryt3YardXd3JxxEoXwmPqTE5iDc0RZA26Jd2D4ixI72nYiVjx1/bGVFuvnZX/ixkuMT2z/HIiscjY2NYXR0FGNjYyiXy3FYCkOzfIg1hSO7+E4Tg7wgHRKoF7O92T7RFp6w5+5D56zY5Z1RvBTLE78BY+eL9rdKp8yWjCd+nphWAc3mI6Pw4ysA+6IwaXk9eR83L0PnMleYZ8gdlYZ9brVaRVdXV/wdciO0Wq2i2WzGj7fzDs1f01nVwhGQtMX7vAo2OZ49JiYmglZ8AC33ha5zl4CHchwJsbSEBiA/eFqHkV3k0nrb09ODYrGINWvWYHh4GIODgxgYGECpVErsovqKEnYn1ZI2IbWuHS8mhR4T+ozA5tA1fq4oitDV1RVPRrzd3TqOvBPJ5j+ylXDs5F8D7+qCjgIvFHHSyF1Hm7zVJ8T2O+TMVWKT2YZCQ5YLIas/7w9dzvf1/Gvx8Ivd0G0AwQWwEEtNu9+gd8HY61wo24piDFOzOXys+8gKR9Zxw+vW3Zh2DssFKxwxBM22c5+nybqjlsIRJbYNdtPOO3U7OjoSjttsNtsSrs3X8K/p57h2TLFzOlsYJZvNoqenJxaK7OHHdCsOeVeSDVGz1VO3BO/Kt852O6cO9SO2urH9DIwuskYSOY7as+qFIwAtnWomk0nsbjCXhx2kMplMYoIMbLYXzlWu0Ce/1Q9UiKUhzeUTSmbPw8dw2wGxr68Pw8PDGB4extDQUFxJzSb3bNfW/QBnb4f6BSsQpS1G54oL9+KT3/0JnasdnJng34bgWXF8oYm9xY6PFY18e/Hltm31QIofNvGtTUg7MTGREI+scLTc8KKzPfzknY+fq514QdtXn/NhNCHHgQ/DWY4LY7Hy8SKHbeuNRiNO/0BsCFaoFD03cRkNYHP58DWtUORF55BQtVzbhncd+bG+XaJuhfLuOHAcDVUe7ezsjJ0yNs8kfw8+giUUcmbXoD7tgk+lYFMxhFxENn+RFYhscnuO7wwHm5mZSaRraefiC90OnS/nnXPh3Y78XPV6PW4zNoeYza8mkqx64ShNkc9kMglbLIWjSqWC3t5eZDIZ5HK52C7IHfyQIuqv036rBZYQS49fyGUymXhACVWJoJ3eW25ZSpjV1Pr7+9Hf35+Ipbbtfi7xyE/wQuJNKDzNvg6fM5d4lHa9nXDkXZZ0LNnBO/Q5NfiuDmhtt5MyVkyiC48Tzq6ursTEjItJm7+k0WjEwhFzC9rErssNK6z6iXnIzWhFoble07c9TpRtKJ8vL74SwvrEysEKH14Esrv+wObNW44zoVA1Hw3gRSMurH24qxVQd5T2wO+O3wv7TS8o+WTdIeGIryeWH34Dhs6d3t5edHV1odlsoqurC/V6HQBiF97U1FT8fH+EQsftpQ0b9YKV3Sj1uYtCldVsNTWObTxHCkhWEA6Jmu1+m7ZKGwu9AHPnCrZjs52j0HHENsM8aHLMt2fVC0dAUs23izPvOGIej3w+n8hwz0bJ56Upu/Zg5y/XkRBLQ2hA5eDGAZQDpb20C2DmM6Lt1R59fX2xDdaGqKUtEv2g6SezIQuuf77/fKHr7b4PDrih78i+jp+EWOHIh6hp0F19+Amvzf1VKpVQKpVQKBTi3UjrOLIWcVbm40aNzy3Ixd9yXPjYPiWU2zC0kTTX2M/JbihvYiaTacnbYnO5WAGJ37Od4wix1FjhyDuOCPsS646zFdVsRU/bR3jxyDoy0hw5wI4jotj2y1Al+1lCBQb4vB3ts65WOBel28cmj+/u7kaj0Yg3DdiO7Dhi52l2PLKCiRd5rDjkD+uy95esThZy6dvwc+vksb9V+xtNc8P6uSlD3/P5PIBk2gX7+NDvPM1x1Gg04nGy0WhsdTjdamDVC0d2YLKqpbfOc5Biw2Hj5SQxl8vFjqN2glG76klCiMXFi0Z+YLXuIpv0jwvgvr6+xGKY4Td+ULWhaqEB3WIHOx+rzsmhj9+ey3XU7vOH7vPha/5x9juzA/X09HRicWyFstBra+K6MrE7etypDAlHvm0AySIVfry1jiMKR8vdcWTt9Nb2H5oTzOU44vzCVmXk7Uwmk1h4s7CHn2MASCwslVNRbA/SHEf8Ddv24wUeLzjRlegdR7YtNBqN2OlgX8+OsTvKeGQX2fY2+465wtP4HLG8CTmO6NjN5XKo1WoANjuNrDsmbWPU5h20YeTWURTKY2THa/t4u/nD8+WlHc84ptvcWzzSqqi2C6XOZrNxMRa71maIa9rc1xs6+F1QOLKbLfV6PeEQFmFWvXBEfJiaFY+844gTX+tS4GQsFKI2n7wHQoilITS42rZsB+tCoYBSqRSHoZVKpTgsbWBgIN4JsiWEeUlXQLt27h1HHDi90GLFIy/G2NcKvT6fYz9/6Dtp9zgrDNjXnJ6eTrgr1K+tXiiYcDePgmt/f38wxxF/K3QC+FA1KxztSI4jOzfgAsBWVvQhbO02j7LZbCJs1l7PZDLxd9XT04NarZYqTLNvmZ6eXuyvQYhU+FsMhapZ94Kv9pkmLnunkRePfBLpHVk4AsKuZP49FO4j4WjHwgpHFHWKxSL6+/uRy+Xi4kp2Xeo36rxoZAUTjs32sBs8HLN5cLy2xWF4aXMVeWZnZ2O3XxRF8flyHLcho776X7vvJp/Px3NfbsgwQXgI7963G8Sc69vNF7/hK8JIOEJ6NSNvp+UEjRNCNqLe3t54oLPKpt+Jt0dIIRZCLC4+0axtq9a+ap0SFIpYNW1wcDA+isViSyiaFYY9fqJnB0u/48IFpXUN2Nfxt+0lHx9yDnl30Vz4fsomIkwLxVGftrrg797v5tkJKS3mVkgBWheFIeHIO46Wm+vItg27q0kx2uaV8Pb+uYQju+Nrc09kMpl4TsJKr6GwVn6/Njxei0ix1HDM42/RVjlj7ha2EZ+HKJQXyec44n0+vxHf217uiPhNprTHiB0XjiEcN2yOwHw+j46OjniDpV6vxwJOmtPIul9DDiNuknIjlHNebpQyt1Ioj1Emk2lpo3aDgm2PQhfbK0PDfBGH+TiOJicn48/I9bd1IacJpfxebS5T6zii6Gwr2Ck5djoSjlLwu3Q8mIgsVKWB+FAYO1Hs6uqKKxJZtXVbJK9sF8usH79Y7fj8I/Yyn8/HuywcNG3Ca3vYkDUmyk8bYEJWXN7nKx/ZvsQuQkMOBfYxQFI08qJQmngUol3f4ftAXucCP7S4V5+zurCTM7uxYpNp2lxYVthIq6zGReByqqjmRVG2x3b5IqxL2c4FvNjjscIRX5/iUSaTSZQ6tsJSPp9PuDH4PnaSH5ovqM2KbYHfmOBuv8/9mZbvy7uDbAJ4KxrZscdXUVsOfcVioXa64+IFHnuwCilFHZ9raHp6OnbKeIF0dnY26Grt7OyMRSgKRTYVg3UY0RnMMDW6nOyYzfGDjnOKujYcbXJyMiHqMg/ZxMTENhOO/HjqC07ZzVy7scXx0c5j2X/wM9u8ndbhrHFyExKOFgH7Q/WiEQWj0A/P5g5ZKHaQ9dfTHi/EaiKTycQDhz8KhUKLQMQdmFCoDXd5iB1QOLjaCS8HKTtY2YWwHUQ5AbC5TWyOEysg+VwmW+IosoQs76yG4RfzzWYT1WoVDz/8MEZGRjA2NoZqtZrILdGuDxIrCz9hS8vx5x1sVjjyrgKKRnajZnv+pvyE335W7uQymanNFcG8iDasc77Cka1UY0PWaN23ZYVtYvFqtRofNicFgIRzKyQkCbGlhBZsHHttnhVfrSktaf7MzEwiKXaa24ihaaHNXCGWC2wLtqoZ20Yul0vMOVmFlMKNzcPJkC8AcZ4fth8/zvgKbVaUshWDbQga2x0TsXtHfRRF8djMMZvXfXVU22YZwhbaNJ1LOGo2m6nj1OTkZEukj00ZYRNj9/b2xhFCdn7Lc+T3bkU5u65e7f2LhKNFICQcWbtf2g9ua4Qj72hISza2mn/sYnVjcxn5AZN24JBwZKul9fb2JnK0AK1hYz4vg53w2ku/62KFJGsttgkJvWvDL8Z5PvZc/P0hF5LPA2EPfga7e8SjUqlgw4YN2LhxI8rlcrwDbMumy+67OghZ5UOVxXwooxeO7CLRCkfzyYOwFJ8xJIp1dnbG+Sho97fORIYZ+Gpr8wlVs4sMmyA7k8kkBDYr6LJtlsvlOFSOifY5UbaVpgAkynwLsSWEhFW2e5ujy1Zrmks4sotRX3GR4029Xl8VTiOx40MRwwuoNr+mreLrc+RR+GB/zbEHQCLPph0rfJuz80ofBk2hhSFmfiPRbijS5WfHa3vYMcm6AtOSY7fbvKDjyH6P9rwmJydbwukAxP2JjS6waWX4XBsiz++o0Wggm822OKNW+yaLhKN5YBdZaTv4PleRnzzbaihpuUmmpqa26PzsxNtPBgHEjSTkihBitWAHbFp06Q7wsd32erFYTAy4HFx9DLQXjygGUXTxZYN9xQkrInV1dSXsxJOTk+jt7U0M2jZRtU+yy/tDYtFcLqRQmAArTlQqFYyPj8fH2NgYNm7ciI0bN2JsbAyVSiV2HIUGV/U5KxsvrITy/M0lHNlwNRumlhYavtSfL1SCmO2Voa42gT5zRWyJcMQ+K20X1eaJsdfr9TrK5XJC5LYOSIYZ8DrQWrlJiC0hlGeFeVtsji5bwbS3tzfxO/fCke0PvHhEF4N1HGmcEcsV9uk2h5F1qVohyTrcbagV+2mKRIVCISHOWheTzbVnw53ZHv2YxNyDoU1NezBvEfOK+Us7JtmxybtdfYTMfB1H/vFTU1Px92aFIYawsQ/id8fxGEBCNKpUKomQNRuSR1b7OCnhaAHYhZc//ONCE2g2ZP96vL6ljiMOsLQU+kl5yIGggVWsNug4smVOfe4iCkZWOCoUColB2DuOPFZIsqJLtVpFpVJBpVJBtVpNLIitgDQ7O4uenh709fXFk2EmGmRb9km0fTU23/5DYlGob7ADuc3xxpj1SqWC0dFRlMtljI6OJg6GqtXr9WVdNl0sDnY89G6ckOOI2JCUNOFoOYSqhdxUdkfXOheZPH9oaAiDg4PxwnhLhCP2WzYvDHdRbf9hD+Zr4POiKFnZJoqiRNJ9TrQ1NxBbi3fb+/kvF64+Dxh/0zYUJpT3zIapUTjib5v9xGoPJRHLFysA2aq9AwMDscPIC0Ccb3L+yjGW7Wl6ehodHR3B6mf29WyVT96mUOTXsxSNQuLP1NRU3BbthqjNY2THbJuigWO4r24417hO4chi57t8fSsadXV1xfNcfl/AZtGIRSYoHFWr1Xizlv1UaJNroSkgVhoSjhaJdqFq9jG85OO3BA6w2Ww2UW43FIupiaFYrVjHEZNh22ppVjSywhEXYKFFMPGuo5DjqFKpYGxsDOVyGePj44mJrj1mZ2fj+GqbK8iGAHAwpI02rTRquwEuTUzyoa42VK1arcYuI4ao0Wk0Pj6emDRY4Uh9zsrG5zfikRaqZsUjGxI5H+FouYSq2ZAALxwNDAxgeHgYa9aswfDwMAqFwhYlx7bfp/9+AbS0U142Go14t5QCtg03tcU4rONLiK0h5Dby818udn2omu0PeGnDV0OJsW2yXbqNtncfIUQ7vOOIGw3Dw8Po6+uLRaJQbkD7fKZc4JzR5u+04Wd0zthxx14H0JKg2opGDDejk8jmLGIOPZtTj67ztOTXPtQr5NgPYZNj24NzYRvGTmGop6cn/judjBTueH7ZbDYhGtnE4Hw+YZ+02pFwtAik5Tji4RuI3aXdUseRt5xzMmgrqfC97POEWC34HEd20B4cHGxxHPHI5/PBZJ+htuR3UGzp1Gq1ivHx8dihYye8Nnn27Owsent7E64dO1mwAyA/k9+tCbmJ+Dr+Me1i2O3EnZ9hbGwMIyMjWL9+PTZs2IDx8fFECJ4XvMTqwLYN/i5DybHbhar5Et2hHEfbM7+AHdd9/gjbpwwMDGBoaAhr1qzB2rVrUSwWt1g44qV3E7Lthmz7jUYjrgjjxetqtRqHxdtNpzRnohALwbvtbZoGn+PI5nix/YBdZNocRyHXUaPRaBFONfaI5Uomk0lsNnAOumbNGpRKpdgBFPr9+pAr64DxgiyFDwpHVsjluMNqZN5NZJPS043j0y1MTExgfHw8dtHbNAa1Wi11bEobv+cjHNFx5MUjO4Za0YjuJuuCtiHZ3JDl3JwV5+z3Z79nP39ZrX2MhCODnTS12zWh9c8nqfVWfT6euyrFYjG2jIey0Vu30EKwNnR7GYopTVN+59OwhVjuhFwPbI9MVGvdRDYXic15ZMuh5nK5FlEmFNLFRRjb2eTkZLxQ464MB14KLDZe3C+M59Me51ro2VA1vk6aeGQ/j827ZKtcccLAgbZcLqNSqbQkP9SuzOrFi6veMRMSKHxbsqV9fcXB7Tk2+bHdCkbsO9iP2P6GwlEoYbgXgELjcqhPANBS6caKdrVaDX19fahUKolz4aTevjfdkUJsDV5YtWKRDUuzjgjOpW1uIv4ebalsn3iX4rLdpFgOfYQQQKvYz8O2B44b3GwolUpzjgchbPibD1fr6elJhIH6Pp8bgzbRNa/bOZ89bD4gCkb2sl6vb/M2yLG3VqslXFTeyczvIZ/PJ0JX+T35+cn09HRq0nAK2kAyimC1b7BIOEJ4V89a0fkjpPjDSZitBmEngTYWtVAoJAY3WgttfhOfv2GhWOHID6o2YaAPifETcu3YiB0dW4WIE1e241KphOHhYQwPD8e5R2wCbFpUbey3deyFBnJb9cW2a7Y/vwvTbDZjJyCF5yiKWiyxvb29sajFhaiNu7aVlnxVNdKu/aa5jXySYk7cfWUMeyw3V4gQi4G1uduJv538c17A6ouhDSYvpNl+JDRG8++27+Eusw09sP2etexz84qhuVNTU/HC3ibNZhiAEFuKFVbZRrgI8+MYx+bQYpabnnS6WuHIh62GxmUhtidWQLWX2Ww2LnqSdoTmnH7DIPR+9r04ZrB6rxWjgGSOTC8cce7qS9QzETYP60BieoLFDhOlO4oOWo5h3rDBvoefiVVI/YaW//78ep8Fafjd8/23NK3MSkHC0f9hcy7wR8TJmI3FtjuKoYUmX4Nl/wqFQlxhKJvNolgstgg3fpK4UKJoczlBu7Cziz0ubr3byYtX3HXUACx2JNjuQmVOORCUSiUMDQ3Fh81txJLZviww0Cqq+MTRXkShld4OsDzoxuGiz+YrsS5Hni/PzQtHXtxKcxHZ+9OEpdCOig2hC5VXtf2L70+UY0KsVOyGEucE1sUYaqvzqSpnxWY/bttKNuyD2If4sB/2e2z/nAzzPClc24kzRatGoyHhSGwVNpTGL8DovOMYax0DQGtOI7YBLlptpSY7zrTLmyLE9sCGRvm8Qtad6kWjYrGYKFrQbh02V7gX2xKw2cFn15z2uhWL7MH7/BzXh4za6qeLaTqweUPr9XqctgFIhgByLl8oFGLhKC3HIoDE/8luCtXr9fjzcE5sx/DV2s+seuHI2+d9bqKQrZCOIwpHfqFpf8CFQiGewHV1dSXCU/xEcEsbXBRFiYZsL70rwF63Vt+Ojg5MTk7GryfEjgSFWbtQsoMzK6gNDAzEghEv6TiyNl8vBNt2ag9WG/M23mq1GgtFvlw2HUc+ebDNfZLP51vKtNrQuVDSYZ/7xH8//Ju9DIWqpSUp9qKR7VtC5dLVj4iVhnUTs43SyUPhyJZUto4jP2n1wpFNXs2D84WQaziTycT9HBce7FuYLJ+Vdug4mp6eTgjKNo+F7e+E2BKsCy6XyyXG4dCGq60q6B28XBzakt92gerDV+daaAuxlFj3u61qZvtrP8crFAptcxxZ/N9DUSV2E9DPQ72JwKc4CVVTCwlLtl1uqflhvljhiOMV56w2zxPX6zw35oSimAdsFvd8eC03Yyh4++pyGiclHAEI50UJ5TGwjiMmzbXCkZ0QMmu+3fVjzKUPB7O7JpZ2DdA7DOzOTMhWaF0QVlDq7OxEs9lMTGLZCIVYzoR+o9lsNk462NfXl6iW1u7o7e1NhHpY4SiU+4eDcbPZTCQJZFja2NgYarVavFCzbZ0iFxegofKpdqfWHpxw2+SGoQS7PgwtdNt+h+2EI+9m9OFqXgyX40isRNJC1bxwFAortQntvU3e2++ZN4Lis3X/2SOTySTcTtbJGJp72L4HQBzK0Gg0MDExkdi9FWJLsJs3Vjiie5YLZNs27O69dUDYpLx2rPHV0yQYieWGTVliE8LTTGAFI394Nwxfrx22Aho3IuiGD6UXsEco3649QlEpoTGJgu5itUMbKsY1qw+zttVN2W80m03kcrkWY4Ydh63gbd3EhUKhJQ/UXAUtVgOrXjjyTqP5OI44ANoEf3ZySMcRsGkg5Q/RKrJsBABSd+jnKxzNzs4mBtl2Bx0RPrEYX8dWWBFiR4KdPx1HrFZhw9K40GIIGG/ncrlEOInNHQQkw7jsYMlFV6VSwejoKMrlMkZHRzEyMoJqtQoAidhzb1+2SfkoDNm8ELxu7/PuhbT2mmalTWvbnLjbXd9Q+Ewox5FPEK6JvFiJ2MWALafMSox0HNk8LnZuALS6nL3jiJULx8bGUK1WU8MHstksBgYGYhejFY2s44j9od0QY3g75wUUozXui63B5xnh4suGcnIsC4Wq2RxHPhzG5mCx+VRshSR7KcT2wgpHdp4XcpJ7B5Kdz1lhox1cA9qxhJc2mTWPer0e38/HpglG3m3vo2To/luKNAXWcWQ/K8OsrQuYBgr2GRwT7bjLvsJWgKTIR8eSnev7SITVyqoXjoBW8ShNOLK7J319ffGk0A6AVjjipC1UEcYObmkD3kKFo7TM96zoVK1WW5J12lAcdhRqGGJHge4Z236942h4eBhr167F4OBg7BDwVZC6u7uDIau0wlpRxbpxKNhWKhWUy2Vs2LAhPiqVCrLZbCIvEQcl61ywyRL9jqytjEG7s0+G7S8tPiTNX/ffpc9xFBKMQnnUlF9CrHTm6zhiKI4VjkJjqnf5MjSHfcnIyEhcsdDnLOTOZ6PRSDiNenp64rBbYHOoGuck7E9mZmZQr9dRrVZRqVQkHIltgg9V40LOOo68G8+Osz7ninXQp+U40rgjlhs2T65fQ/qcRj7nkZ3f+WqkFp/PKJvNxgIH76NwRBerdbPyuheOfJgb3yt0hMJEF1M4iqIojtrhWtVWNed4THHMuhT5f+Ean+duo4T8/4rVjxuNRtu8oquNVS0c2YmgT2LGCZiPP7UhI75SChsNr9uGH0pEa5kr0RnP1yrRVjnlxM+W/PWhNzZBm71N4cvex3xMPsRmPgKYEIuNH1Ap9tr4Zi7oBgYGMDQ0hIGBgVj85WNs9SMg3C7Tcv7YnCQ+BwMHYFZNszuxPvzVTiK48LQJsHnJYy6brBeJ7P32up94+NA0KzwzbMZO4HmojLdYidiJoW+/VvD1+Vu828iGvPrJ9uzsbOwyqlarcZhruVxGuVzG2NhYUKi1OYlsWBATYNvKL9zAsjnV6vV6ywKezg8hthTv2PfJam2uF5uslljxyDtd00QjzTvFciTUDqx73G4G2rVZmlhk11z+YK46K7ZyTKlUKhgbG4uFIqZV4MHNB1/hm5fLCb8W5aZJJpNBLpcL5kPjZ+L/w69hgdaCWPy/2HFcotFmVo1w5G3iwObkZQwB4c4+G/fQ0BDWrFkTl+2mEyAtqZ+3zYaU2LTyoaHE2KF4TBv2YjsZWgr5uSgIWesgRS4fB+rzItmYclte3FdPSlOc/flrYBfbEpvbx4d++TA0K/5S8GU796GaabsqtnKazRFGuy8HXgpXfX19AIBCodDSv9gQNLZBm8OI/Yt3BrabTHiRKM1lNNdn5KTDLmI56RgdHY1DZ2zSXrVtsdLw7mO7wcT2a9us3Tn2FaPsxhHHTTuGTk1NYWJiAqOjo9i4cSNGRkYwMjKC0dFRjI6OYnx8PFgimdb7tLwVzWYzFq3ZD9iwICtM+8WKEFuLbTe+HXlnL7GLYJtXxCbDlmAkdgT8hiZFoVDEh/3NM1ePXxt6scRfTk9Px7k2x8bG4lybVijivI5uHJ9onmvIkLCynLBzWVshNC1RfuiwhCINfGoJ6wLTGLmKhCMACaWQCiNFFLvzzwXd0NAQ1q5di6GhobjyUj6fDybO5Y+Riymf88M2yFDDD8WG2h+4zU/gnUEdHR2JXRirnvb09CCKNifjZcUmn/DWTjitPc8n2rZxo/6zztXhLNeOSOxY2N+ydeT09PTEuUZoi7cuHp+UM5THKPR7thVefL4wCknc0cjn8/ElHUc+ATYP7sLaHEe+qlu7EqJAqysi7W/E79jw0rZ3m2OFotHIyEgsHFlBWYiVBsdP2/Y4V/CJ623YgRWmbfsFkslLfcgnQ9PYzigajY6OYmJiomXThs7Arq6uoBOJt60N3y7YGc5rd1GV8FNsa/yCLE0wInbstWHh9gilfRBiORISjrxzBWjN7cWNPP/7t7dtpU2OCZy7WZHIikXeJEBnqhVldyRhNuSgn+/hSROOfBVUCUebWBXCUWinwwspDGuxVUoY4jI0NIRSqRTvKLLhe+XTXoYSiYUGQ3vbD4ZeOKITwS9Eu7q64vfxYTE+L0Mul0tYEkNJN9mh2AovVK5tgrFQwjTeH/oMQmwttu1aEYYuHpuklpc2hIRtiGKTF2NCwi6FIyus8Gg0GnG77ejoiEUgu8vvQ858O/aHzZlmF3WhGPe5BjHrQvLuR/s5bXga3UZ2IcuwmWq12iIcC7FS8BNHG/rtxV6KRzac3Tp5bP/CMZcuRXtQOKJ4ZC8nJiaCeSe4aEirmtNsNgEgIY7b/iTNcSTEtqSdaBQaz0LVS20ybJ/XSIjlineu+E3/tGqC9jfPS67J/P02vUCoCJKvSuir43Js8Rv/y7V9cc7rz2++TqP5ikYh8ahdvqnVxqoQjoBW+7ndRbSJdAcHB+PDl+zu6+uLQ0k6OjpaHDdeIPIKcVoZQ2tdT4O7hNzRZFiLDY/zwhGfx0mvdzfxtj8HXlar1cROKF/TZtqn04JiUdpidrl2RGLHw4Zi2oVcoVBItFdb5YghYT7Xlw859RNXJhik44g5f2j/Za4Ru1i0YpHPK+Z3nkLPs+dlB680R1HaYBoa4Kxo5JN920TfdBoxfMbGxddqNQlHYsViRRbbVm1lnFB+MoamWiewrVg6OTkZh4L6kAK6+yjQ8rJWqwXnFRzDQ45h3ufDg9hPRVEUFKglHoltQUggCm3e2scDyVA1Oy55V4QcR2K5EwpVCwlHQLLMfEdHR7zBYPt2m7cn7eBz+Fh721fmtOJTKEpmR2lb9jx9pEBaKph24Wp2rPQbtxofN7MqhCOvKFrXAhefFI7WrFmDtWvXYnh4OM5rZJNj03Fkk2FzsLM7g36X0Dp8qCB7pw/zBoWgm4HOCZu4jKFovG4FMjqE+D341/cDtR2cq9Uq1q9fHycCp5vIZuHPZrOpmffte6S9vxALIeSgY9uka9DnObKhanYgsIulkBvHtl1bFpjuu7GxMUxOTiKXy8UiNNuoD2u17gWfmyl0X1pOiLTvxF62CxVN29W1wpgNndmwYQM2btwY5zbi7hX7ALVnsdKwY6cVd21+I47DVjjq7e1N5CSziwMbqsYNGevmo1hrhaTx8fE4f1pa2PtcOY54HlY4AtJzHAmxrZgrTM1eTxubQqXBd7TFrVidhELVQpW5fDVBVsjmfMw6h2zakFDezVAEiRWIfOJrmxu3Xb7a5UTaRmnIXTTXZwr1TWmuIzsfX+2sCuEIaBWPuEjr7u6OHUeDg4NYs2YNdt55Z+y8886xw8gfnHzZBmedOz4fgbcY+vK6bPRTU1OpjbWzsxO9vb2xvdC6ixgS44Ux3whCLgagddDm7UqlEi9+abdnp9ZsNlMH/nbOCCG2FlvmNFQS27qNfHLs0CDhhSMvGtlqFdZxVC6X4zaby+XQ2dmJfD4fh7iWSqVEuIpte14UCl0HkpNr7zDy2P6gnXgUEsZ8qNrY2BhGRkawceNGbNiwIc61YicjchyJlQbbjxVxbYUVH6ZmN5Z6e3uDIfFA0nFEYZZta2RkJFEe2SY0ZWVTILwx00444iJldnY2IYT5UDWf/FOIrcWPX2nikSVt/A1VepJ4JJYz9nfuHUehwglcPwJIVEVjviJeeiHJ5tqk+cDmPrIRL6GUKn5sIcu9XYXOLy00bT6CWEg4SssxqnFylQhHaT8ITgrpWigWiyiVShgcHMTQ0BCKxWJLSAkngl4htgJQyA7Iw9sK7WSvnXDU0dERJ+G1BxeBPDfvpqDSzR863Rq+9GPoO+vp6UkIXTa5GvOi2Bhbb38M5YvxlkEhFkKa48jmJbOJsekSZCnguTr80KDjk9r72xRurQg9MDCA/v7+WHRtN2n2FloO5l4wmuvSf09pn4+JGNl/sX3b/Cu2jOvY2Bjq9XqLk9In8xdiJcDJPvsY6ySkYGST2rfbUKIrz7r5KDrT0cck2DaRKS+Zq8gTRZtyqvkQBDsW+zbK+YDNtxEKoWBIup1ka6wW88VvznKu2a7YQ2hDg2MTD5+PRYgdgdA80m7W2U38jo6OuDqa3UzgRgLnZzaPEfNO2jxgPr9uyJ2zUuBn8WFqPiWLN0bYSBhehhxH83X+ryZWvHAUchpZ2+BcSWqtnZCDFhdQXvnlwUEuVH6Xf6PAZJ1Hc4Wq2dewFZ6Yu8WH4dikbD4pMK+HBnJen52dTeSB6u/vj8tw53K5YMxsWgUYeztNAV5JnZlYHPyijslpKdZQNGIFNb+7w9cg9jdnd4g4yHR1dWF6ejp+L78gm56ejkUiuppyuVzLIiw04ISEVVtd0bfHkKPQ35fmRuJnZciMr/DERau1RLNvsgtR5ZgQKx07ZlKYpiDMsFdWQLT9SxRFLRs7HP/HxsbifGE22Tx3km2lG1siuV0bS9thbefE8HMhfk5bLS602aPFupgPIbeeder5NsOxyoen+Tmu3Vy1G5NCLEesi4ibctzcp/vU/sar1Sry+Tw6Ojri23YTz7uNbMiaHzNC4slqwKea8Pl7ue5vl2R/IZuwq5kVLxwRLxqFktP623bnjT820mw2W2yEvLThZKFJpM+Sz2Ou5NgUmKg2V6vVeKFKkcsn9OJnpTvDV2Wz7iOfa2VychKzs7NxmFx/f38sJhWLxVTHkXdS2ZjcTCbTkoxNtmMxF1b0sY4jhovQccQk9nZhxzAM+zr2dW2Il3Ul8v7Z2Vnk8/lEeCgnxTMzM4ncSnxfm98kFDpmXT+hxPR2Am7bsncU8jzt+VrsrgoXtr6KGvM22cnJfEQjtVmx0mAfYKuoUTRiG6eLkQIx5wl2QeATmZbL5Thf2OjoaOzk4y6ydSvPRzTaFp+RofqcG7AvDRX14PmovYt22Pbjf1t2rsp2w3GJiz3OJdke7ELZjkcKkxbLGc61+Ftm1EcURXHy61wuF7cPXnKd5/Ma2c08v6lnc9POZ/NgJWPX6r4qoxWO/JpzNX9nW8KqEI7SHEdWLPJuHAoqaba3er0eT/7sUalUUK/Xgwmnfex2KPnfXKFqjUYDuVwO1Wo1tshzoZrmOLLlyq21ngKSFc7sQSGLuVtmZmbi6m79/f1BtxE7RStu2cW7XbxaF8ZqUcXFwrBCiI8ZtyEkVjhiYmrr/PH5gUIii+0j7PtFUYR8Ph8/hwsuVjW0JbmtcOTzDfl4croHObmwIjLFKZuXxIu8nZ2diKIo8V7eTeVv03Hkd7usDdpOTLxopPwSYiXjF742h5rNm0b3hBWIufC1IZ+c/DMZNoWjcrmcCD+gwLRUC2P2L5zv2CpxNpSCeTfU1sV8sO3Huva8cMQxzAtHNkTNziPtmOTzHAmx3PDCER2pLC5k15w28iWTySSEU7sJbzci0lKDhDbkVxPt8qSxT1LfsfWsGuHI5/3xIpF3HHFws8KPFXmYQHZ0dDQ+RkZGUC6XE8KRF55CIpLPbp/2GeYSubw7we6c2rwMnCRy8msdSPaSnRCFo46ODuRyOfT19aWKRpOTk4nKU/wegc15ofj/8NXYQs4MsXrxohEvrXCTz+dbQtW4ALKOgFBeIC+s8Hfpb9vH2vcuFAqYnZ1tKdMdSn7oDztJpsPHWo/T2rtt89ZNZM/bnr//jBSOfDJsGzLjHUehijYSesVKhSKt7V8oTNNxxAWw3RThHIFtihXSbJVCHl448ptIiz2x9QK8/awzMzOxOxjYHEak8Vm0w2/scJwMharZohE2757PA2qdFz5UTb9FsVzhHG9ycjIRxjw5ORnPD31uOVuEyEak2Crc3mjQzg2+mvA5SUOhahSN/HcVcumvxu9wIawa4cjuhPjSiCH1l42ZPzKfrI+JY0dGRmILOiuk1Gq1lkVWSA22P/C5Grx1IFjXVCjEzAtHtmQ5bfY20WeoctzMzEzsvOB75PP5xHl71ZsCUq1Ww+joaFymnJNq/t1iG7wQ7fDtOM1xZH/HVjgKOYzsdS8a8bduqxJ2d3cnBiMACVu+7TvSBiS+LicErFRoEx1mMplY0KU7kO/hBz0bssb3ScvnRMHKvq+v2uEdR3airjA1sZJp5ziicOSdhSHHkReLxsbG4rxGvAw5lK1LeTEJuUI4P+DmDpDM1aFcD2IuQo4jW4XQbsqGHEc2/95cjiONP2K5wjWjjbLg2ODXbPa23YAIpTqx44Q/0sKvVhOhvoRr066urhZ3lv9+Vtv3taWseOHIh6mFSiOG3EY2MbZv+HZiODIygvXr1+Phhx/G+vXrsX79ekxMTKTGT851tCOUwNrmZLGCkb3NnURbaYp5YKyAxOS/bFicGIfyIAEIikZTU1NxGF1XVxeAZCniRqOR+JxcBGtSKkKExB7rCGCYmK2oFnLj2YWQf13rzLFt3pbSplDlXYQAEn2LF3B9eJq35XNnlRWX6EDIZDJxuB0HP4pG3mnEZN6h78yKSN7pxIm5LQNOAWuunBKrcVIiVj62fwkJ02k5jjjhZ3vm/IAbSnQY+aNSqaDZbCY2lqy4vFifsV2OI+sEpsBtXZtCpOGFI5snrLe3t6XKGsda6xCwjiM7HlnHxWpK+it2PLhmtGvHuap1cb4ZMhiEDAh2PunXm/ZytWDd/HYTxju1fD4oGxUg5seKF44sNg9IqByoHbzY0O3OBx0BzFnAHUXmLtiwYUNCOEoj9Lf5/GhDoTu8bhevXiTL5XKJBNVcFBYKhZZEngxNmZqaindV8/l8PNjTyZHNZlvyNPHI5/MANqvu1lnB/C08T//928mAGrIgvu36pO/WRWfdeD5kLE1Asn9PcwrZ56X9Nu1AZKsw+jDVqamphNuHi0iWYWUopxVsGL42PT0dTPIXOjd7vx1I2Q/Ykq/WceRFo8V2QIiVRdrOZ7tNEp+ny94OOei2NTbUxgtHNsdRKAzWupI5T7CO5HK5nHD22bY2OTnZ0mYXm5AzhJ/XhknYBb4Qc8H246v50jVrNzXtWOyLRXD8sfNG7xbg+20rNN8U2wor6oTSJJC5fr9p48JSjxc7Aj5UzRef6u7uDqZd0Pe3cFa8cOR3+X3JT+64j42NJfLx0Jodym5vk12Wy+V4p97uiiw12Ww2Tl7NgZkTQwCJcB0OvmxYFJV6e3sTpSFtLiS7a8QJZajkY8gNwoloFG1K5FutVluqrXEiEVoMq3GLEP530c7FZ0UjYOETTj/o29cNJdD3yT6t3Zh9hK1mxj6EwrQNNe3u7o4dUN7abHes7LmFdqM4CbdJsZmLZWxsrKUs+NTUlJIIinnjf3deLE0TOoGkMzhUHdRu9GyrxWJIoKLYbAVpOnEYouarqTFEjS4JOiWsKDw+Pp7I1WKrFW4v54T9/H433PcrEo5EGv535Dcy7eHHKDsXTcvXQujgtQ5b5o/ZUtqJ2hr3xLZAv6elwbv5bZVvJiT3fYzYMla8cAS0xj3aSRDDqiiETE9Po16vY3x8HJlMJlH+0B6VSiXOXcByulxobc/PaVVuv3i14TOh6kq28pq3GNPNwcvu7u7Ee/vwGCbSZrJNALFjyVZw4s4rn+8nDqu1OoBoJbQwta42CjN2EWongu0WP+12cEJ/46WPp7YCkU1CbXc+fPJPLjZ5u9lsxjmNQtXcWAnRWv7TbM62Lfm8EX5hW6lU4vefnJzU4CoWREg08rkZQjt93k1o3bJeJN1W4pEXRfi6FGqtA8cKR0x+751Gvn2xjdkxziec17gmdmT8ZkpaKE6o3VI0In5BZ/sGW+mU92Uym5II2/sXQmhzZa7CD2qrQixvQm4jbpiGhCO16S1jVQlH1gnEH8zExETCZdRsNlGtVlEul5HJZFpKIPKHyJwkDC3Z3sKR3zWheMQBlqF3ABKKLBuUTb7LhSlt+v4oFovo6elJTcoNIN61LRQKADY5kVjdrVAoxA4vL2bZSTXPU4179WJDv/xuJRdtvoICJ5tWQLGv5V9/vtdDu5E2STz7ANtfeNHZ37aWfB78/efz+fi6DaGxedm864jnZq3/bEdeOLJ5leh8ooClxa1YCO3cRiHxqJ3biOOIH1u2tfMl5LTxIbA2XI3uW54bPzf7HC8c2XbmKxUy7EaIHRHv1gPQIhZ5t6DdyPFHaEHH8Zpjn31vvt7WjE/W8eSv+8fxfTUWCrE8CTmObCoW6/JVcv2tY9UIRywny9t+QUmnUbVajS3pmUwm8WOjislFGCeGnBQuB5HD7pxYGy8HPevQoGhky0Hag44hikUse16v1+NyxL4qHb9jCkcMT+vu7o5D15g7iSVZOXGgsMf8SXQu2c8kBICEKETRyFed4G+HR7uS9cQLQ9ZZFLrfijJeGKKbiH2EvW3FGbZHfg5OmCki8b3YphhS690YPK9QWG5IOLKhauPj44lzZ78nx5FYCCFB11YKS8st4B1HvgLqthaPvGhk35PjX8h1m8vlEudgP5PNIWhzIvKweQC14yl2dEKOPe8u8o6jNNdwKHGtfw2+J5+ztWFqPpSW+L7J3i+EWJ60E44ajQby+Xw857ZueoVkL5wVLxxZ9w0XYfbHxet0EdmdRgCJSa+97l0CNifI9vqc9joHaSbZBTYPlJ2dnWg2my35UvztXC6Hvr6+WDDigrder8d5j5gsmyE1dsLPEEDmO5qZmYlFJ1tRg9Wlms1my+cIuUTE6iLkNvICiXU22EpjaYsz/7tq5zCyh70fQMIW6908Vpyx15lLiCIRhW3bV2Wz2YTrh2E0FGpte7UTdft6Vuy2CbF9qBqPer2eSEy6HIRwsWPh22a7UDVLKMfRYoWp2ff0OZWs48gn3i8UCnG+MV9d0QqzoX5gYmIiMX/YnrmNhNga0sI80yr+escRgNTNDety5WN96JvdSEwTeeaDdeUDrXML3mc3l+Q6EmJ5kiYcWdeRQtW2DSteOAKQWJgxgTTtr3Te+EpMDLmycc/e5WAnxssh4VbIYmvPnYvqtESYfuCncFQqlTAxMRG7jer1euxEKhQK8XebzWZj9xIn4hTgyOTkZFxdw4pG3KG1FkKet4QjAbQmpGZ7s64d5j1ol4h3rtfn9fkctoQw3URWjPGlt3mdC0m2N6C1TLYNW7M5jmyIp19UhwZPLxzZxaw9p2az2eLe0uAq5osfJ0Ohaj5vXchZYEPVrNtoW4lH7ZL42hxHFI3oOioWi+jo6EhUEmX/4xPP+3BQVlr18wiJR2JHJiQitUu0DrQu8OzYHcpxxLEvbfNmS7BRCKEQeIbB8X6ei8ZCIZYvdk5u572+IAXXmWrPW8aqEY68SwBoHfS8Xc0OFO0WlaH32F6EzjeTySRC9Xifv+3/1t3dnbDf21hRNkTbCO2E3yfv5XUKd7ZxNxqN2M3E10kLvfGfU6wu7OLL/oa4cGN4JJBs35x4tntdO3FME4rs32ixtw4eKxSNjY0lDntftVpFFEXBNsIkfpxEc0JuHUd+8eu/HytoceD0Dgi6n5jfiGXBbXvTwlbMF9subAVBTthsFTE7VloBx4aKUcBpl89rSwm9J0NB6TTiwVC1fD6PbDaLRqMRj0V0H3u3kb3O2/Z7spdbS7s5jKddv+aP0DxHCKA11NOHmfq/2bZL0sYavg77gJ6enuA4tLW/SdtHccNpamoqkTvJt4VQmO22OBchxNbh+xO2bZuf2M5BNLfdclaFcERWa2e/pRPVKIpQr9dbBv0o2pzMkAt3m7+BC3iG/NFhxMMmHC2VSrEIBQC5XC7OGcXJN8NxbKihvxSrA+4oMDRsYmIC4+Pj6O3tRWdnJ6amphKLPlslkC7CtNcNLZ7sxDF0fWpqKpEryIZ/0WU0NjYW32dzorE9sX1xouzPmwtoCkt28ewn4hSMbA42vme5XEa5XI7Py+ZaYnuea4IsRBpsD7Y0fa1WSxReYJ4BG9ZNUZS//UKhkAjTpKOnXq/H7WBrHUdcmPqiEMViEaVSKXbUsooahSugdVeToiwFIl89bTEF2DS3R8iJGHIjeuGd569EoiINn4/MHsxdGar6aUPI/XjKnJqFQiERVjI7O4tcLrfN249vw7YtcNPGp6mwR0hM8g4lIcTSE2qXoc0QseWsKuFILAzvXOAEgIOuTbLNhWq1Wo0r0DCUrbe3N7b/MrdRV1cXent70dfXFyfF7urqQqFQaHFG1Go1dHZ2xiXC/WCujmDlY8VPm5NsbGwsTrI+MzODiYmJRIiJzcPlhSPvIrSTQn/dh99Y4cgmwg3lNmGOI5sQO4qixOLVnm9vby8GBwdRKpUSi1crGqV9DiuqhRxQGzZsQLlcRqVSQa1Wi8PhbDvS4CoWih0TrKjL3ywXhvl8Pl4U+hBnLhzZPvhbZ3vna3IM2VJs2Kdtc/l8HqVSKdj2KBr5MdGHftbr9RbRaDHb0Vy5oez3xHMHkBC9uEFj+yqK20v1OcSORZq7nBuGoc0OH27G16HDx7d99gkTExOLIrx6R6S/9GKSvd/OA9g+gLBopHYjhFhJSDgSqXgHg60kE9pZpqW/t7c3dhJxkKVYxDCbrq6ueKIObK4YVSgUMD4+jnw+H+9eceLB17MV2HiOYuUSRcnk2Laq4fj4eKIyX6VSiReBXjyywlEo9NQmrg0lsg3tPLJtcPFld+15n61WxjxC/Ez83TOHCisYDgwMoK+vL1682iqE7ZJ624U73U6jo6Mol8sYHR2Nr1vhiDu7dsdULj6xEGzoJscEK3RSpOnt7U2IlQASi0QvJgGb8uJRkKX7x4ZnLhS2O56TrRja39+PgYGB2HXERbAt5hAa/7xwZC3xi03IbeRFZus2Yl/p8zJZAcy7ppTrTBAKrxSNbGipdZn7fJdWPOJv1uYctRVF7XyQKQy2JXasZDu2eVEoqtrEumzb7L+4cWqdv6F0CsqNJIRYSUg4Em2xu8hAMhzB7lja8CDajbkgpVDExXs2m40n7Vwk2IWFLTluJ+ysNGUXDXx9Dcwrj7TdO4auVKvVRJL1RqMRO9ysi4BHZ2dnargqdw5tCKZN6pt23bYFX2XRx1f7kDDu2vrQzf7+fvT398eLV+s4stXTQt/T7OxswvExNjaGkZERbNy4EaOjo7HzyDuOQjZeuY7EQrBOHNt3A5tCkIvFYiJRJUUMLkBzuVzLwpHh0pVKJRZQt1WoGt0Rtt0NDg5icHAQ/f39cf9hHUdeOLJ5jBiqtlSCSygxcaganRWP6JKwbgqbNJ+OI+uwkHAkLDZvoM27Z91GaeFqfD4FI+uMKxaL8ZjI3GJ9fX0t1Xa3FaEcKHYct+2aIbd0v7N92FBQfia2Fc1LhVgehNz0aYeYGwlHIhU7SeaOJQdbLgBoSbZ5IpijgoMnFwXFYjEOWaPjiBN4ThJ6e3vjiQcXCHxvmwiY923NzrPYcbBiBoUj7l7S9TMxMRGHSFI4soltrXDkhRcKLvx9W2ebrZxIB539m31M2vO8iwnY7LSgcFQsFmPHAx1Hvb29iRxNfiFoBzvbPm2o2ujoKDZs2ICRkZFEUmwvHNnFoQZQsRDs+NBsNuN+meJQLpdDqVSKhRXrxmE7YB9vxdQoilCtVlEul+NNhW0hHHHBy3bHELWhoSEMDg7Gbr9cLhfnN7ILRDsOUnSxwpFNbr/Y+FA1X40OSOZw844jujet68j3WXIgCmIdR3Tu2ZyWNqm9z3HE51NgmZ2dTQid1mlE0Yjzz20N+yovHrFdMC9htVpNOH79BqYNc+eGkG0vEpGEECsJCUciFRsGxgmknZxyYmDtysxdxPA07h5RTLLCUUdHRxyewMU4F/h+J4cuDWBzrgaez9ZW2BE7Fsx5YhdA3BG0ghHdR1Y4It5ZMzs7G08evWU9JAjxMTb5bSg/knfy8DZ/t5x4M1SNC9hQqBrbRQi+vq3yVK1WY8fR+vXrMTo62pJ43uc4sq8nxHzxwhGAhOiQz+dRrVYTydh9NU4rGlG4mJ2dxdjYGPr6+hbFcUSnH91GQ0NDcagahaN2OY5sEnq2raUM8bLuD+848mOjD1WzoXY23K5Wq7XkdpPjSFh8RUKGqfEIVUO0OTL9wdexbd/2Adsa3wZ4sF1PTEzEY68PV2V7A5DIdWjbmxWPJBoJIVYSEo5EKtbabuO4fUUNv2NUKBQSlmPuHjF8jYOwzdmSyWQwOzuLnp6eRBUYTtLtBMIuUvjefodHrEy4oGGuILpraImnxd0mZqdw1NXV1SIY8ZKv5XcefTlxnyzTViLja/Gw7cUfVnzlOVM4GhgYQH9/f5zziK6HNMeRrR7hkxOPj4+jXC5j48aNGBkZabHlhz6DEFsC+2ogmSx7ZmYGhUIh6MixoWlsD3w+f88Uceg4sg4gstDfrk1Mz7xiFI/Y9uj2szmVQjmOvHC0FCFePjzNLuRteJAdW/l90l1pHUdWPKrVavFnlQNReNJC1azTyI5Xtrofn09C4+ZihI+ECkpYx5Gt5EbhiEK1FY75WjZ0le3KO3fZ7jS2CrF0+H4m7TKEwtnmh4QjMSdpjYUTVutE4gSbuRJYlpyTc+Yy4uTW2pl9vhe/sOVkP5S/wSb49WUYxcqCQiYXpdlsFlNTU+jo6EhUB7MhZZOTk4nJnr0EkhVW/GFFI39MT0+3PVefGJSXtPZ7hxQT9XLh6iev/L2nJev2OVds+EmtVkssapW/RGxL2OfaCkNsq1yY2fxf9rfoc/UQhj/TycD2UigU0Gw2gyV35+rzQ+XEQ4tfH2Zjw6ZDJe19CfttNf7wXP13ZBMR2zAh3seFuw2l4fkxkbdN+GsdlEKkERJh/GHL2dv20W6cCW3A8Pp8ziW0MPQbNvbvHE9tHzA1NYWenp6WCnBsc5yjTkxMxO3M9hnWwRsqsKFxVojFIZTrzybu92O67RPsHMLmMbXzfI7pEo8kHImtxC4OOEn2rgeb2DSKIhQKhcQkl5cMJbJ5jxjfbhfbdsBmx9BoNII5ZRYrPl5sX0KTTB9G4iux2V1D3/lbkSlNIFro4GEHMRvWSWdUX19fQiiaSzTiYGc/pxWBpqamEuW0Wc3NhuDR6eETYguxNfhwTCbApcDrhVmKFY1Go8WZwPA1AInFGjcUWP3MTvCWIrwl9DntAtEuGEPJ5rcEG4bG74mTXwrNdGPxkmMknbjWacSQXOZuCTnAhGhH6PcfEomsm61Wq8Vtm6/hL9PCuucjHIUSxQNocTzZ6zZ007qI+De2Gf6Nm54cY3lpr9v2ZPMnAQj2S2pvQmw77Hzbh9Daoks27YMVu20fZish200VjZMSjsRW4Ad9EgqX4eJ3dnYWjUYjUe2qt7c3scjnIN3b2xsUjezOMDsB5s6wixKey2pv5CsRO6G0E0x2/BwUrMhinQx+4mrt5j4Jtt89XEjSW5uI1/5uuQjmwi90WHGUi0Wesw+X4WU74cjnZJIjT2xr/FgAbNoIsM4cKxo1Go2Ei5QHgJY8YDakk8KRF6OAZEnsbf3Z7KLWijJ2AW1dUNsC5gT0OQXZd1BoptjMcRJASzL/qakp1Go1jI+PxwnybQVUjZViLnwbCIlGPgzSCkehsA/rFOfCzLaldlhRyItD3vFrb/N9rXBkRSe2Xx9S3tfXl3DUMx8Sx12OvfzcAOK+wc5zAeU/EmJb4d1GNmk/x0Sfd807+G2lRfZhFILl0N+MhCOx1fjdIZugd2JiIhFmwx3PQqEQT1YBJHabKRTxfi60Q6Verc2YkxQbUuArXIgdnzQLuxWJ7G1f6andc9NEorSE1+2w9nbmU7ElwNPcRlwIWoutz1diPxcn6GxvIeHIuo3sZ5LjSGwrQu5T9uc+rMuGrdn+nIs46xiwCzfvOGKfb0OystnsooZbeceFFZ1DjqOtwfchNhTN9hUUjXj09PQkXBNTU1OJPEbj4+OYmJhI9A/aSRXzxQpHfsPFL7z4u7O5K/2RVlxiPps0tqKgdRix3dicXzYPmA9p49/ZZ/G1bS40JsMvFouoVqsoFouoVCooFApxtVIefC3Oh/0mptqaENsO7/D3wpE1G4SEI/ZlaY4jWyl1tc+bJRyJLcYPgpwYsPHV6/WEaMS/sRFa0YgLZHubHUA+n8fU1BRyuVxiIhBKDGorsU1NTani2grGCkgUVbhgtCKSHSjSOnu7wxmqKBTKpTKfgcMPZD55d0hAYsiJnfD6imrWcWR3da1lngOfzb8S+kxCbCuseORdgL5aIX+f3d3d8WOtYyDNcWSFI5u4eqn6/PmEqW3LtsUFsLXde8eiF496enri78IWEahWq3HeQRtao9xGYiHYTUKfE8QKRxyHbML1UEiab09+8yYNn6vMzwlttV+Op93d3ZidnU04jLxbiZuOFKztGMqKpRSLbJhoPp9PJNNm27PvxXkv+0i5joTYekL5jbzjyDr4Q8KRdx35ULVQBeLViIQjscWEGg8XCtxJtgteO8Gw9mBOiK27grs1uVwOwKaGbZNq290lYHOnYUUjX3lHrCzsYtNe2nhlDiQ2EV7aa9kJrZ/czjfngickHNkEv2lHPp9v2T31uRk4wHFibsPU0nIcpX02IbYWG3bC9uaFIx9e2Wg04tx3QNI9wNuhULVSqRS7i6xI3Gg0FrXPD4Wq+QWvdyVuTfvy1auY64nfQ6h6JB1J7BOt46harWJ8fDyY40hCspgP3iWUJhxx7LGOI982bFhaKFeZ3WBMI1TdN1Txjdd57t7Ja58HIM6t5kWsZrOZcBrZNpjL5VpEo1qtlngfG64m0UiIbUdIOLJpTnyCbMJ5is3FaB1H1rGvcVLCkdhKQhPjTCYTT+Ip5tgGyVhvn/iUg651WPB2JpNBPp9vsRh6QcAupr0dWawc0izfNkxmoWU4/fVQSNxCBgxvneUAxkVfyGXEI5fLBSvB2DDMUElw5lxIC1VLC/MTYltgxwP7mw0lx+bEjGHJViSxonBIOGo2m7ETwYZt2sXgfEJJQ1WX5vP5QgvnUJ6jrW1nNuSG1vu53EbchGG1utnZ2XhMrFarGBsbQ6VSifsIhaqJhZAmnHpx2Iap1Wq1oOjq21Co4MN8HEe+Oq91F9F9RxHIilddXV1xX2EXndzQDIXVTU5OolqtxgKuDRHt7u4GsFk0qtfrLRUOba4npVEQYtsQynHkk2OHKqvZthhyTaaFqq1mJByJbY7dAbbVrTgxtVWm7EANAJOTk7FKbN1HnZ2dmJ2dRW9vb0uoG7ECVaPRaFGVxcpnezpo/MKTg1howdfX1xdXVaNQZF133PX0n4WTbCsYMfRkbGwM5XI5DkOp1WoJm60mqWIpsQ4k75Bjrp2JiYlYKAI2O4xs2DI3FygaTU5OJhLXWuGH7Z/jRcgtaHOH+aT1oYT01rkaEozsYtnmEVtoEv3Qwfx+tqIcj/7+fpRKpVg8shNj7/ai88NWgLKJsdU/iIXgQ8woUlIs4UbG+Ph4LJrk8/kW0cgevoqpFY7SxnS7uWjnizaRvK3C6yv5+vYfCmXxYWxWyA5VZfPiONudL+vNDVQJtkJsPdY5SOHYOw5tYuyQcOQT/aflB13t7VXCkVgUfCO0yU7ZgL17ol6vo1gsJnZy7KDK3RpWXGNIBAd5vg6TBMtxJJYK71jgAOZzGzHMxi766BKwbgkg6W6wi3AbnlapVDA2NobR0VGMjo5iZGQkFo+4MNSiUGxvuJtnF5Z0v1iXoBWOrOOIwhFFI9u+bCJMtrVarZbIlWKv0/nHcYZhozbZtN2htBsQdoIZCsvZkiSaPk+LzdfS09ODUqmEvr4+lEqlxNHf34/+/n709fXFbgcfrm0t9wxhpWBHt5GttrjaJ8Rifth2YOFmBpPQApvdN7lcriVfoBWgbHiaDVdrt1CzIWY+TI2HFYMpJIUEI7/AtK9hD7qOKPx0dnbGKRWYsN/2CWxjFNasODY5OSnnkRDbACvuhkJVfZoTP89O2xDygq/SO0g4EouAnwyEypv6CS7FHk6SOZkFNu8q8bnchQU2x6Hb8LharRbbgyUciaXAh5XZha3PS9Lf34+BgQGUSqV4oWrdAkByMPOXtmIhhaORkRFs2LAhFo3oOrL5S4TYHtjNATpfmGunp6cnsanA3XyKGN5xxIWqDUOxBwUh7vDb8DgeLLiQlmfMCke2uIN1ztpFbkg4WogQY/sKu1Pa2dmJfD4fu4vSDm628FytSGeTFHvHkQ1jVZlhMV/8QgvY7LalcMQ2w5xAFJNCibFtmAgvQ2GfIazoaheNoTxHvB5yGnrhyLqS/GU2m02E0LEKMPNy+hAX9gkAEnlTms1mPAdWriMhth4frubbvBeOQk5i6ziySbGteLTakXAkFgU7IPI2JwB2As6JN3dCbZUXLhw4kNtk2gDinZ7JyUkAmyYttEdLOBJLhReMQrHWtpR4qVTCwMBAYtFHx1HaTogNC7ACKV0bVjiio4CLQwlHYnvDBSFFFoqeFDvSQkBsZSPrMA2Fn1A0onDERRrDRXi9o6MjkZfEO44owviwFX4O7ziyrh4vHM233fm8DPxsvb29CXfRwMAABgcHE/0HXYt0HAFoKStsw4eq1WoivxHdE+ojxHzgmBQap+wmHzc5OE7RRRg6bLvyl+12+P1464UkL8ja2yGhiLdtX+Lzh/Fz8P1tPiW6ivzB/IKhgjEdHR2xsCSE2HJ8SGlINAo5jnzYrXUbpTmOVrPQK+FIbHP8bpTdUbITAus0Yg4HhtbYRUM+n8f09HQ84HL3yLqaAKBWq2F8fDx2cPgS5kIsFl408kmxveOIoWpcqNqwmNAuiLXResdRuVzG6OgoNm7ciNHR0ZYFs4QjsT2x/b/NtWNddrZIgq3wlclk4oUcsNlpZMvOe9Got7c3FkcolnDMYNu0j7XCUaFQiBeHNjyFodB+ZzItiSbdE/Nx8dhCETaZZy6XS4S2UjQaGhrC4OAg+vv7E49l/2GdvNZxZMPUbPJ8To7VR4j5YsOrvHsI2LwpyOTQ1pFjF11pApK/3g477vrLtDA2G0YechyFClhQYKXryL8e27DNeWb7A+Zeo9veujDlOBJiywlt2tpQ9pDjyIafp4lHfiNIOY42IeFILArehkz3kU18yCo4dneV7iEbktbX1xcLRxyoQ5VwKpUKRkdHE8KRHEdiKfCiUchxZHMcDQwMxLlJbKiarQjlBzM7oNnE2HQcrV+/HmNjY4kBT4lvxXLAJ8eemJiIf+9WDOrt7U0kxOViDECc8yeXy2F6ejqRVN46AygEVatVVKvVWDRiu8pkMnF79OFqxWIxsTC07dkn+2b7SstxtNBQNRt+x8/CRPrsMygcDQ0NoVQqteRksSHgaUl6GapGUUnVYsRC8MnmmaOMlzbXpBdf+Xz7WrxMcyLNRShM3IaL2/HYb+p4xxHvKxQK8eaOrzo4OzsbP4cLVOtYCrkVKByxD2L/oc1NIbYdXtC1rqNQjqN2oWqhdqwcR5uQcCQWBbtjbEPWGB/OXVA7seCCgBPoUOllW3rVTkiiKEK5XE6EGkg4EkuB3/G0ux6cYFrhiAvBYrEY51LxybH95NkKRzY5NkPVbGJs61Kydn8hthdcTDI5tp3A0VXKvp55BWxybLYl2y6azWai/XgXEasU2tAZtgWfHNsKSAyF9otQu3C0bZHt0VZgsTmOtsRx5Csw+lC14eFh9PX1JSbBVuDy+Zd8cuxarZaYFEs4EgvBOovsHIttIuT+mc/r8XpIXErDF6Wwl75t+PyDaa6jYrEYu/KsaMTn5/P5uL1at2RaYt2Q254bpzZsRgixZXjB2OY3mytULS05dlql1NU+Tko4EotGaNLsB0/bkKemptDT05MIM7AhAD6RqrUgMmzBZs/XgCwWG05KrXuCg1Rvb2+ifDYt7zYJr6/4YCfYDO+xAxhzRtg8Rvao1+stuyLaIRHbE/7+rOhpJ28MDWG7sKFUtg8PibMUR31eMbu54JPmAmhJTs/8JbYa1ELxYao2D4pddPI+Hlyo2j6Ct/v6+uKwNFtFjf0HBS2OqazSVK/XUalUYncR+wabmJdjMCfK6iPEQrDjy3LFi7+2/7B5jmyYGpPz0/XOTZ9QtUS/SA29pk3iz/dgX+Rd80KIrSPN/c/72XatGGSLXdhQ09DmioQjCUdiO+DdFBw4bclkHwbQaDQSO8EdHR2YmZmJy6MKsT3gwtfmWuHuY6FQwNq1azE8PBwv/rjgs/ldQrsgNv+BbQONRgPlchmVSiVeDNKhYQe1HWFSL1YPPqG0FfZ7enpQqVQS4j+dQs1mMzVHCX/roWpshJNG2yajKMLQ0BCGh4fjNpnL5ea1kAslvufikuNXV1dXPI7ZpNM+aS8v5xKObE40mwibYyAFOZtXpVarYcOGDRgdHcXY2Fi8GcOcRnxeqM8QYiVhf9dWZA7lEMxms4kwU4pDoZxGNvTN9hk+zNw6GXx7U7sTYvHxrqLp6el4rPc5Cu1t64AOJcherUg4EtuFUBw7HRY2BMAunFm1ggsFiUZie8OdSxuKZnMZDQ8PY82aNRgcHEwkw7aLY05E7aLVJhP2ISajo6MYHx9HtVptEY5W+4Amlic2rwcXWvydhhyjbA/NZjPhBLDhJX7Xn/fxNu+zyen7+voQRRH6+/sxPDyMgYGBOK/RfJ1GNgzVhqKyDdpFog+5s3kXbCirT8RrRSRe5yW/q46Ojni8ZCgak2BXKhVs3LgRIyMjCeGI4XT2XFUpRqwGQuFw1n1AEcgKPMSGt9l2bMdt26f5+a0/5pu/SQixbWA797mNbI5Cf8nxknNsVR/dhIQjseTYwdVW5uCEmxNbm9iz0WgkkpZ2dXUFB3dZf8VSYqs++QpI/f39cQUkOo5CVdRCO5fWccSFYLVajauojY+Px46jZrPZkgB7ITkihFhsrOPI/sZnZ2cTyWXtbj6FI1s5jCINgNg14BNo0wnEdpnL5VAoFOJQLQBxW6WLxzqO2hFyHPGcfAlxK8qwGqgPiaFbKU04okOR4XTWccTPz+pV1WoV4+PjGB8fT+Q9GxsbQ6VSiYUjXyFG1nuxUrEJqUM5TfxhnYIhx5EVjELjdii5t60oHHIdCSEWF+84Yp8wOzub6jTi/VY0mm/ewpWOhCOx3bANkLkarOPINmiWdaVo5NVfiUVie8CFKhendDIMDw9jaGgokZvEOo6scOTjsIGk48guCsfGxmLhiI4jX/VltQ9qYnlhcxzZqkIMSWaeH9se+LjJyclYOKE4avOKAZvboA9Zy+VymJycRKFQiCeArNrJ9konUi6Xm7OYgs9hZMWfnp6eoKOAn72joyMhfNlLW/q7UCgk3EYMa/WhsHRXAUgIR+VyGSMjIxgdHUW5XMbY2FiLcOQrxGgRK1YDoZA1Lxqxjfu5Jdu9zWVkc6j4fsOKRjaXisLVhNg+sC0CyfaZJhiFqo4qOfYmJByJJcc3OpsDwuY38o6jRqMRT9btrpAQ2wvrOKJwNDQ0hJ122glr1qyJxSJ70DHQ1dUVTNrJQY0ljX31NIaqMXSNLoLQBFTtQywH7KTNikYUa2y+L9sO6LqbmppKjBN8nq+iYnf+bc48ex1AMIHtfEPVfKlfhsL5haBtjwzHs5Xf7HUrHPmwNJ/smyFyU1NT8XfUaDRiN+L69euxceNGjI+Px05FLzLze9AkWKx0vNvI3m/FHQpGacKRbfdpoWp83bQ8R3IbCbH02JBU9gds6z40jWtN3tYmSysSjsR2IRRK40sh+uTYzWYTPT09Cy53LMRiYXMcFYvFhHC00047xYs/G25ic5T48sFWOLI5jqxwZB1HjUajJceREMsNLsLsrj6AuMoZF2K26gnFU5snyOYF8kmzbdJpm28kzQFk3UNpzgGPXURyE4NuoLRQUWCTUMWwMxuCZu8LhasxPNuXFWdFOQpkjUYjdhxt2LAB69evj11G9Xo9PhqNRuqmi/oOsVIJ/bZ96Ar7JC4qbaiaz1EWClVrF64WKuetuasQS4dtj1bstYKRdR3ZubVNr2IvVysSjsR2w+4EAa2lU+399jlpOzpShMVSwd+kzXVC1xErIQ0MDMT5U2y4Cd0NzFECbB6IbFltDl4MQ6lUKi2hJz45thDLFfv7tO4j/sYnJiZahJ92u/TT09MJB47Nc+RdfH5c2dLQZlsJLZfLIZ/Po1gsJqp+hmDltEKhkDgYjsbb9nqhUEB3d3fis9scShSUK5UKKpUKxsfHUS6X46NarbZMipXgU6xGfLu3DiL2H/bI5/OJvGoMLbfOP9tP2fxI3Pi04bEMf+GGqK/QJITYctqN8zb9A9C6hqQTl+3UtlG2U5FEwpFYckKNnOEKNmcEJ+Y2D4VfdDPhamgwloAkthVpg5Kt9hQKf+Hf/GQTSDoh7IJweno6rqI2MTERh5pwkWhLa3Myqgmo2BGxfTgFDu7oA0gsyCYnJxNCam9vbzxW2HHD5ksKHfNxFoWg48nmJWo2m5idnY0t72l0d3e3OA95yQUqzxlA/J3YxahdlE5NTaFWq+Hhhx/GQw89hPXr12NkZKQlaT77B1VdFKsRKyBbtx5zpNkNHXswV6EtamHnoHQLW2dkFEWJzR5bDZXjN8dtnztFCDE/Qi59CsH28M5Am6fIuv+4AWtFI0WztEfCkVhy7CBur9sqM1404iSbZZP5XE6w7QRZ+Y/EtsbnIrLJMm0Vp7lEI1+BxYZn2jBNLxgxOXalUolzG9mKavq9ix0VtoPJyUnU6/W4jdhKbCH3HRNHU3zhZgOvW1GXB8NRthS6jfL5PPr6+uIwl87OTkxNTaU+r7OzMyESpbkZeH78PgC0lAhmu69Wq9i4cSM2bNiAjRs3JnKfWVGZE2H1EWK14ReV1mlEAdjnHMvn8yiVSlizZg2Gh4fR39+Pvr6+uL+xuQkBJKooMidhSDSqVqsJUdcLukKI+eE3cm279mGkds5t59i8ZFu1oWkSdNsj4UgsObax2xwTNmcEJ9YUjWjj50KAE2zmgrETZBu+JsS2ILRjyTwnFIdC4hH/HnI7eMecTQpvHUcMRbFhKVxEcnGoRaHYEfH5vGy/7gskUDSy1dBCLh46A2wVMuY1sG6mhcLnc8FpXzOXy6UKR9ap5J1RdNDa/sEKad59aA8mw2beM1ZRo3BEUdmXAhditWAT53O8ZnhaPp+Pw0VtcnoWuRgcHMTg4CAGBgZahCMbYs7+C0CcS4yLUb/5w79b4UjjthDzJ1RQxgvDIecR2xrdy5xbUMy1my2aT7dHwpFYUrxoxEbNhbctO2wdR1wsWPeGtQl7t5Fs+WJbE7LEUhhq5zhKC5OxjgqbD6HRaKSGqfGwyeM10IkdGS686LDhriDz83AhNjExkRgXuPDj4o+XjUYjHi9sFZXOzs6tEk44Qe3u7kZvb29CSCoWi/HiMUQonwpvexcUJ7f8Tpi/iIfNc0YXor3OibB1GmlMFKsRO8+0bY9tmPkIS6VSfN1f8m/MV9jV1ZUIebEV0yhwM2ebF464OOWmj8RcIeZPmvM/LSzdOo+AzXMLupvZTm1ot1yAcyPhSCw5fgFuw318fiObLDSfz7dUsODgraSDYrEIOeS84OlFI+sosIOYr75irbM2FMULR3ZxWK1Wg6XG9XsXOyJ2x966j/xmgt1UsAs/ViDr6+tDo9FAX19fsBqbTTS9pcmx6Rzy7iPmGUuj3eQ2VHmJB10LdBaNjIzEB91FdDew36Dt3oan2QTjQqwGvBvBzjFZyKJUKsXuooGBgYTDyCavpzCdy+XQ0dGRaO+cf05PTycWo6E8hXQBcoGqohZCLAw/H59LOLLVi+0mlQ0rpeNIG7HzQ8KRWHJ8TKrdDbJhajb0gIM2B1k7aM/OziZiU7W7KrY17dxG7VxHdBxxAhsSjmxITppoZMWjiYmJRDimFoViR4auUbYFu5vIscG2Lba33t5elEollEqllh1D6zRiW83lclvVRmzIGUUj6zZo99ohe73N00eLvHUbTU1NoV6vxyFpGzZswPr16/Hwww9j/fr1KJfLiZBVf0nBCIDGQrEqCfUjnFuyAurAwACGh4cxNDQUXxaLxfhx1uWYy+UAbHYL++T+Pik2x3GO3d4Vr01OIRZGKLfRXIdPbcLwd7bTUI4jjZnpSDhC8odob1v8D8iX0daPrD22DKofyHnYXBV2oGZS7O7u7sQujZ1ghxq/BmSxtfiJp//NcifSVkjypXt9WXCgtVqUDcexibCZUNM6CxqNRqK/0W9c7OjYnHR27LUird1k6OjoQK1WSw1Ttm4btg+25ZmZmUTYqL8MuZH8+GXzJNn250v9+r9ZeNsnAacI1mg0MDY2lnAbMRn2+vXrMTo62vL5retW/YJYDaTN3yny+rkkNyT7+/sxMDCAoaEhDA4OYmhoKD6KxWJi84djOlMkAIjbG9ssc7DZPGTe0cB5KeemaqdCzB/b1n3Eij+8eAQkXf50HdnNF0WszI9VLxzZ5MyhXCRpApG1f9udg5mZme35cZYVaYO5D0fjdVqHaRPm37hoAJBQi5kDo9FoYGRkBKOjo6hUKvHimju4QsyHkHBsQ1J8fhVbfWVwcBClUimRB8GX/fZ9hxWMrFg0Pj6O0dFRjI2NJUr4Tk5OtiR91+9brDTsb5oJqBnKxvbDMbper8eTRI7XnBRybLC7/uPj43GRBetesomquTvpRaS06/a8vHDlXQXWCcvrdgLLBSivj4+Px4KRrZpmKyrKaStWG+1Kcdswcs4rffU0JsCmaGTD0zjvtGEubNvAJpe7DUfj+F2r1TA+Po5yuRyHlNtE2LZwi23/Qoj5ERKNbLSKr6IaKk4DbE5q70PDbftU20xHwpFzEzAOurOzMx4w7M6gnfRxMLA7fdYevpoJJTHzi3BbLS2fz6NYLGJwcDDOW2GFI+70MI7cx5BzR5aLbQlHYiH48p72YJiLrbzC6wMDA4myvbS4e+HID0QMT+HCtlKpxElvy+Vy/FumENpsNrUTIlYdHE+z2WwsInGXnnnB7OKO43Kz2YzHh/Hx8UQCbS4OeWlz6eVyuWA4GWmXG4kTUe5c2kqJ1mnghSWbqJNCsnUwsGIaF6S1Wi1OrBsSp9Q/iB2Bdm0p7TdsBSMAiWq8PmycLna2eTvfZF60gYGBRAJsVmTs6upKnB/bVzabjUt4h8LJx8bGMDIykhB4vQNeopEQW45Nc+JFo5B4ZB1Ifk7ebmNHpLOqhSMbhsLYZ/vjo1gR2inkxJCVkABINDLY5GU+p1F3d3eiFCovS6USBgYGYudGPp9PiHhcFDQajXiwHhsbix0aXjhS4kGxUEKJ9yh20hHH3ymt7oODg7FwxN+tFY5C4SszMzOJnEa2tPbIyEi8UKxUKoldy7RwFyFWMhSN7O1sNotms9mSv4C5C/L5PCqVSiJfns1twrbc19cXvx4XouwDALSIR+3O0bqd7GGdQbzkxtPk5GTsXKBo5Mt524qKFJJt1TTlORM7CnM593i//y2HQtL8/N3nyPSCMTcl7eaPPXp7e+PNSuLbFfsX62LkPNQKvNZxZNuoXUtokSrE/PFrSSsS24I0FI9s6JoPRU/LE6p2OTerWjgCNu9YWBcM46HtLqZVJG0+Ap+zZGpqajt/ouWDz3pvd4f4XVMw4sHdHy7Ac7lcrBbbhKHciWWFmXK5HDs2JiYmYseRhCMxX3zCPbuQ5MKzr68vFoqGh4cxODgY/2ZLpVLQcRQKb6XoTMcRJ58MS6FoRAs8F5822e2WVoYSYkcitEufyWQwNTWVqK5JwcZPJFmNjdcLhULchll9LJvNxn+nFZ6wDc/V3nzFFuseYvJr607mpa3uYp20VkzygpJ1MYQmvUIsR7xjyF63bYzXbXv3r+OFI19MxYpDFIw4t6R4ZAVluo0YpuZzEXGOb8NfrVhk56AsYuEdR3I0CLHlpAlHdoz3Yeg+VM0Xp1Gi+oWzqoWj0MBjLa20x9sfFY/JycmW+Gc7kV3NhLLe25BAJiy0O78DAwMJ27DPccTv2TqOWGlmw4YNKJfL8e6sQtXElmLdRlbsZKga8yKsXbsWO+20U5xI09rhrXBErGjkk2J74WjDhg1xSAoPCkdKii1WE1xAckJHF7C9j6JRV1cX6vV6y06jT6xdKBSwdu3auE0xHJXt17ZbAC23087T5ldiu2ayXCbf5GHdylyI+kpMduHpK6ZxMerd0OoTxI6EzyM21+/Xh5FbR7CdU/Kgo9Bf2lQIoYUn86pZhzBdgz4vIcdtm5eQ7Ze5Ce36wX5OtVch5o/NcRQSjnjY8NW5QtXkNlo4q1o4AtAy8LDEb7FYREdHR4saSYWy2WwCSGZpp5AkNtv7bbiPFY6s48iG/PiBnY2fIp53HG3cuBEPPfQQxsbGEnki6vW6HEdi3oRC1LhLQYecTai5du1a7LLLLhgeHk5UU+Nvm7scvhw2+w+/wGSoGoWjSqUSDHfR71msNhimxjZkXQt0C1mHoA2R9vd3dHSgt7cXExMTcbLbrq4u9Pb2YmBgIB7HLXYyOVeOI1u8ge3ahpuGDutg4IKT19nufRLPUE4jLUbFjoAvQhEKV0sLVfPPsxEDzJPpQ8mtk907g7mg9AtMO17bjeFQQQuGmG/cuBFjY2MtDkGGlVo3g9qoEAvDmxHShKO5HEdA0sWcFu6tNprOqhGOQtZYDhh+t6K/vx99fX2xcGTzEvB6Z2dnIjyt0WjMOxfCciJkHQ7dTnte6DWsUOR3fm3cuQ1T6+/vj5MLM86ccak26ahdaI+NjSVyG9kdXbsjK8R8COXjYh/hhc7BwcE4KTZ3ODj55EDFgc4OULaEL0NUrO2dybGr1Woisa5Nvi/EaiNtMufHnrmqoGUyGRQKBWQymTgPCts0xR1bctuKU/M5RysKM4cZ27gViuwlN0LswTDVZrPZMpnVrqhYzrRrg+0O/7u2Yq1NVM+xlaKRT3nATUhWSwulQigWi7GzyL42D871bUg5DztWc7weHR2Nqx7SJcj2zVxkarNCbB3WbcQNXRuiajdxrePIbiaFHEdy7i6MVSEcefcLb9OezhjoUqkUDzb9/f1xBQWfl4B5jDg4hGxwy5HQJDv0vdiBtN1rpX2voTABLqxzuVwsEjE/jK1mwUTYdHUxPC2bzSYSDzL5IC3+DE3j/0nxqmKhhHYz6Ea0biJ/MIE7n8e2ACRzn1EwYjJc5i+yO5ScbDKhphWsNaAJkWRLdgc7Oztj4cZXM6vVagCA7u7uxMKVO5YLxSfy9f0LXUre8WDnE9w8UdsXyxEvDvmiKL6ybujSEspvZNsEx1i6gSkIWZcRD4pEfX19cdVELirpLOIY7XMQ+gqHPCqVSpyL0BZkYWgpx3g7F9XYLcTWYzdybViqXbtzPWnNB0B6In5/XczNiheOKITYCRmvd3d3xz86Chl2p4JVW6yLhbdnZ2fRaDQSE77lLhpZtdXGivrvxS6A271e6Dm+TKI/bIPnoM6wNIakcaBl4lDuAI+NjbUkDrYVp+wiWxNtsRBCsdO2YgPtsKEyn1Y4DlVuoODMhSqdRjb5NQUj65az4bGaeAqxbbCLResMovPPhqgAiENO55t/xYe6crIbWgjb0BjvSuQGlQ+X53UhtiehjUj/u/dCqG0b9vEhZxLxDnY6ermpYxePtlIi55d0I3CThwIwx2Zb8ZDzyGaz2ZKknteZJsFvYko0EmJxYREL6xTmep1rd+bIZcqIUNir2DpWvHAEIB6cuNijQ4AJb22o1MDAAIaGhjA4OIhMJpOwqDabzXgAnJ6ejheSvG9LdiSXipA12Cb/9cnE+LnSsMmu0w4uuPmd87BVLKzFkNZhDuh2ojw9PR2HpnHAtslDKeZ5h4YQ82Wu+Gn7m7bikW3/1m0EpFdasvlMrNMoJBrJQivEtoWuApuTiAtE77zl+DUf0pxFFHpCfQyFKZuAl8IRN1AYLjc9PR2fv/oCsb0IbUJyTmnnkF7ssWOlv+5fy7+mn6f6jUhbpIIOIwpGdBrZMHKbWN8nn7dCss87ZkPLfSJs5iTzznchxNZhw1OZ8sSmjbAuQwpHNEBoo2XbsiqEIzqO7ELQqpbMa0TRiAeA2KpqYyUzmU0VF+wi0uY0WW74ZII2Ttx/J/ayneOIjq20xGT2u/H3+Qz4Nh6Vk2e7c8NFt3ccWadGyG2khbaYL3631P5u0xLuWeHIhpb43EY+5wlzdNlQNZsPgYtHldkWYtuT5jiiq8CG0FA0mu/iL811REey3XDhmMVcil404mZIR0dHXLF1Pkm6hVgqQvNKO37aDRcfiund7WnhbbaoCvOa8LWZe9BuQFIwYriKH7s596V4HApbtYntmXOM1+kusmHmXCfYIhZyvwuxbbHFamyV4zVr1mBwcDAhIDNUzedPU1vcelaFcGQdRzZPSW9vb8Lm6sUjAPHAwwGPP8LJyclg8q3liheP7MTWfy882jmOaBPmY5mUzMaQW0HIujas1dhOJuxim3lg7IR+fHw8LnkachyFkp0JMV/sRDXkOAq5jWyYqs/dYN1yFD/5W+YklPZ3b3P3ORc04Amx7bAhpL5t2gUtBZ75Lv7SwnUoANlKrTy4IxoSjug0sqGvrDInxPbAO4Ls3JeOAC7ufInstLmfnUP7+amteuwv/fyTc1Letu9nL73jiG3fOosYhjY2NoZKpYLx8XFUKpW2ie5ZPc2HlmrsFmLrsY4jKxytXbsWAwMDsXhs27/Gym3PiheOvDXcZmK3SbFtjqOhoSEMDw8DQCwacfLGxVyz2UwIR1w8LucfaUg0sgtkho+x4XV1daW+VmdnZ/w4v8vDHSFe+nCfUAw7sDl8wA7mHLDtwYHc5zgKqcoasMV8sTmO7C6nF42888g7jebKceR3MH2OI1tBTb9lIbYt1gnoKxxWq9VECHZPT8+8w038YtoLR1EUobOzs6WCi3UcUTDiwnR6ejrRl9DFsJznGWJ1YDdJfI5Azvm4gGMqglD4Wijk2x6cS3JuaeeoFJHSNim9E9iLsGz/HJf9PLNcLsfV07hhWavVggVzfPU0CUZCbDvYfm20UKlUSghHoZykGiu3PSteOAI2LwhtjDQHnd7e3pbKanQe8bkWTt6azWZil8MOXsxDACz9Ys8nGQSQGIz9wNzT0xOLPrT48TuZSziyFmHGlhcKhXiSEAp/48SZA6zN5cKDMebVajVR7tRahbngtuE9gBbXYmGwjYQEI054Q246P9kNJQr1oWrW1WB/w8xxZN1GytElxOLAccfnN6pWq4mQGrvRRDdQaHz1pIlHfG9e2mTZPI9cLodGo5EQq61zcTmHxIuVR2hcs79t7xCiWORLZFPgYfuyrl2b7iGUVNtuavqDc00vRPlcRmxr1unn274Vi+xB0YjXG41GwlFkQ9K8wKwxXIhtBx1HPT09ccQQo4T6+/uDxZrYd9mNWNsPeAew3P1zs2qEo7QwLeu68cmeM5lMPBD6eGXrjuFgwVxKtVotseOw0NAp71qwOVNI6Iftqzr5z+qvc9BOG5C9cGQnqx0dHfHC2u8A0SKY5tbyuzXWkVGpVOIE2HbgZiJCv9BeSBiBECFnUCaTiReIVkTmwaR7TLhpy/mynfnfH297J4EVj0K/ZeVEEGJxoXDEMWdiYiKRD8FjKz9Zh6EdbwEk2q4Xhuz47Z2xfuIamsDKdSiWklDYWGjOTKHGhpTZ8DEKRjY5daiIiq9OaheADE3xBx1InGP6lBFWILahoGz7ExMT8fzSXrL4Cued3hncaDRa5vVacAqx+FjR2uchzeVyLf0VkOwHrKPXFsSwqSK0ppybVSEcLRQrvFgHgq2MwokgFVAuOkulEur1esJBYwev+ZT0DU1M/c6JvwxZfL3LKDQJ4LlbSzEHfu6S2nMjtAxaNxEPDuB2UkzXBYDYHmyrWHBApsuIA7Ytd2orV/hyp0LMhRdTbTuw1VlYYbG/vx+lUgkDAwMYHh7GwMBAXN7XLiAt9rdonQI+CWdosNKAJcTiw3GJ7bFarSZKdPuDzMzMxONbaFfTjvch4cfvcvI8OPYxV59NkG8Xu0qUL5YCG3Lmc/nZEE7vKPd5LX1ybB/iHapOGqq6Zh3AXoTyG5PWBQQgdhX6+Waz2cTExEQ817RCka2W5p3tdqPYh5wKIZYGv0b2zn/vMgwVqLGhqdzIlXg0PyQctYEOIltVxVaOoHhCwYXuhHq93hL7bIWOdu8XEnm85TYUQx0qf+rDaUKVK7hL5AUgOir8+fnvJu39AMSlhG0VGE7Y6bTgJRfSTBzsy58yEbZPIKzGLRaCbb/2YJ4uhqsy39ng4CAGBgbi8NW+vr7YHp+WPN4uFm34JQcuu8vRaDQS+RGU0F2IxceGRHNjhk4E7ywms7OzsRPXV1bs7OwMCjwW67i1VUApGnFss+KRD4ORcCQWC+twt0mu/fzQuomsy9yOi3Y+ap1D7RxHaXNfzsFtDiPetpubtr3aXKQca3n4uaZNfG3FInvYzUo//1ZbFGJpSMsj6IUjYLN4xLE9FJrO9s++gWOxDAntkXCE1vhtXrfhXLzPJvOz1R6KxWIscNhEt3Yy2Gw25xSO2rmGQjGavO1te3aATXMwWdeRH8T5vND3RNLszECy5LHdBZqenk6E6tjrViCyi2vrzrAVZ+wgLsRc2PblRU8m3WSlhsHBQQwPDyecRswBxqTv9rceWiT6haJ11nGgkhAqxNLCDQ0KRwDiSp4sssDH2XAzYJNb1i6i6UIC0FbksXZ5Wz3NTmataGQ3m1ShSSwldp5rcxZRHGIuS46H9qATNzTnDIlHocrEaZXVbDoJGyoXChtjW+QCMXT4TUrOP+0mpa2eZiumpY35QojFxa/X7To5lM7FOo445nvhOOT41SZuOhKO/o+03AZM5uzjKrkLw8WmXwxaV409bOLs0DmEypTyuh8crZWei19r5+V1Lxj5KhihhIQcyNO+o1DOBd9QOUG37qtms5kYvG11KVZJ43dly5xaq7C37wsxX7wNn4evssjwNFZrsHkV6DqwifcsVjSysdW2X7D5EjRYCbF0UMRh6DSvs31a1wKwuc8ANoW+cGwNhbLNlSjXhq6y3dtNJi8a2RBWORzEtiY0ftlNU85xbQEUjpGlUim+znyAzIvpnXE2rYMXjehSmitHZ2iumslkEm3DpoawlXltVTTmMLIbltZdZDcpuUHpXcHKPSbE0hPqG6xT0fc7VkgOVVDl+tO2c465atPpSDgK4B05AGLRiJO4qakp5PP5hEqZFo5iHTRTU1Op72tzKrXbWbEOHk5O7c6QP+wCl2KQd1aFDj+psLdDVSVsPiP7Nzsp50BuY8ptTqPQzqt3ZISSiAoxF6FKR3TppTmO0sp8hhx5oeS3fqHYLseRLeUrhFgcrHDEsbzRaMSFLazg410TNpzN5hfMZrNzJrf2QjLHOe9QtpNX79iVeCQWC5/D0jqO6Lhl1WEbwj04OBjnA+zu7o5/435uyOTyPtcR57k2v2e7XJ9+fspqh2zXNgEu55uszDsyMoKRkRGMjo7G0QE2jI2bOba6qZ3XekFY7VCIpSdNXA6Nv3bctcIRHUfj4+PBcVabuOmsGuEotKjzYV+h5JXWlQNscvbYBaFNfG1/nDb0yl7nLmcIu5i1ZUopHNlzs4MysEk4KhQKid0hXre5WNLEIFv1xd4XeiyAeIAO5XLi98zJuR2cmZCQ1StGR0fj2xSOfCUM26jt/9D+X4WYC+uys85BikY2OfbAwEAsHg0MDCTceGmOvDThyE9mvTvR5jPRYCXE4mKT6NIBbKsrcty3ITbc0fTJr+1zoygKJre2C1DrvLVhMFY88q+RlnBbiK3BC0XEVkijy5YbKqwwOjw8jKGhIQwODsaXAwMD6OrqCub2ZAhoKEG2T6fgQ1Fswlt73u02aDgHZ7GV0dFRbNiwARs3boyPiYmJlvbHg/Pq0HpBCLH0WPNDSDSi44h4t5HdqLEJsqvVaovLWG29PatCOLLVjdJ2/6vVaiy0sKJYs9kEkFQ3edsKTsQn8/OhJ9lsNhZWfD4l/j2tkkVHR0eqw4cDMkPTfMUJv8AloSR/9jP5huOFI+u0sg3TxpH6pIS1Wi12GY2NjbWEqjExmVd+2+WGEiKN0C6qTWjP0DPa7W0uI4qvuVwuWJUwVMHBt6NQdcXQolLOOSGWjrSJYRRFiTkBF7gcQ21lFpujL5/PI4qixOLTHtZZ5A+f08/mPWuXIFuIrSG08OIYydAzVhelqyhUNKJUKsXjZmdnZ4twZJNK+0Iqtn2FwuaA1oqEfmxlG7JtjK6CcrmMjRs3xi4jbliOj4+jVqu1VFpju9MGjhDbj1DeYbthGwptBTZHwvhcgiFx2I6xGk8XxqoQjqyFtdlsJn5sNpk076d9nQtGX9KeDh66kvyAxvhq7mZ2dHSgp6cntrqHdlR8acFQWVI+x8Lz5SUdTzy/qampROwnvw9ehha3PNo1Jn5HXjSycaR2N8cmBfYJCr01OJRcVIiFEHLN2YSf3EWlSMSJcV9fXywm0flnKzb4XVAScjC2C630v2/91oXY/rBtTk1NoV6vx5s2wKbxlOOXTxicy+Vix5E//KaKP7jwtYd1Iob6EiG2Bp/rj2Mdc2X29fXF4pA9BgcH43C1YrGYGCetE4CpFaxLiMKRde/6DRj+tv1mpnW22+u2/dj5JtvR+Ph4LBgxJQLzC7L92TxiGoOF2L6EQlUZ5mojcKx4BCRzCPrx11fltu1dLJwVLxz5gYc/Qg4QXEzacC66afL5fML1wwGPCQD94EaByibp43twcJ2dnQ3GcYdEJHvd/sDTwrQ44eVnoIhjHVLeGeGVWV/NJY004SiU8NNe506QL3XqG7MW0v+fvTePly2tyvtXDafmM597u+mmAW0Rfw5EY/KJCsQhgoJGVIJxACdQMIpC1MQBhCAOGBQVZwWVqChOkSgSwIFBISqKIkYDTbfdDN333jPUPFf9/rg8+z571bvrTPecU8Pz/Xz2p+qcW1Wnqu5+9/u+z3rWWuKkhKIVnKLm6xmhGDaEo3K5HNUxCkU2jhsZ9fVJuJaRznMhZgtOseYCvL1ez5rNZtRVEe5eHJhPk1J1kn7H8yRHRXlO9HUXdL0QpwHrSpzHxWIxStsuFouxdG0vHmGOhHCEwGsofYT/FtbC7IT3qWihoAt3JPWuIk795gAl3HsogFur1SaCld1ud6LRisaVEBdLUt1ddir6a4jZDYMIrhcsJEM4wjVEpSFOx8ILR2Y37Gu+/s5wOIzSwzCxYYHYbretVCpFOdicj53L5WLiU5I7hi12WIAmFf5jQQv4+5yuhddmBxMX8MOClP/Nv9+QOst1Fqalh+FveLcRvxa/ti8e7p1Ivvi1NtXiNCSlgXIhbO6gBsdRpVKZcBxNE3rNJusgeCs9j7eQS1HnuRCzAcQfrAHMbsx1nU4n5lD23aHY2Ryq08ebVL7vAzB8Cxu90tTEzQYBzUKhYOVy2YrFYiQIQTja2tqKpaptbGxYuVyOBCY/T5rdKNnA8yQcSKHUOMBzJKdoQizC5s93QJt2+MfiPq85JRwJMTv4JjY4khxHXjjypWhQz4iFI4x9cTKWQjjCYtDsRr0jLMq4dpEvbg3ngW9vj4kyycWDTSpHV9iiO62LWVJqC6eO+b+H+/x4s8laTCFHBBbEXsxBNIZfi4HAlpSu5p1MIVeTF5XYpZUkoAkxDT5PveOIO8XwAhk1GzhVrVAoxOqEHeY2MrOp48xHUb3gLIS4eDDXookF5kisCbjmIDuQOZ3N1+gL3fr7vu4Zb2rxPvx6Q4iTwg5c1PpDXSMOpnBtIwhHEIv48Klq4/E4FmxBZD8pDYWDLtx5EOtxLmTLNTEbjUZMDPJiknfw+QLYIUewxpcQFwdfI3wHZHYcsThtNpmqhhRWNKhKSlXTeD8+Cy8ccd40T0zpdNp6vV5swoKAgZMNURh/oHh2SMgxu1HTCKku/DNqKU2rm+S7tHGHB7w+/4zn+c1p0sKV/50LWfsoDhatIabVOPK1GXxnGV8sOFRXKSkdT4ijEEr/5FQ1tBjmTjEojl0qlSZS1byD6Sg1jkICsHceKWVNiNkCQREsQjudTiQOebdEUuDHC8Oh33snYkhoxvUgFKAS4qT4+dB3FEWnNBaMkM6dz+djgVEOiAJ2GPEaPDSP+gCnT+OE2wgpZ6hXhOYq7ETitWy73Y6lhbIg5Z3Amn+FmB28aMRuo1CqGuZeHuNJwpG6GJ+ehReOzG4sunBScQqZF1E4usGdlbi9falUsmx28qvDpIOWvsghT6VSls1mo9oIrJby4PA1Eli4GY1GsSJgPMnx5+OJkm95cYqfR6NRFKVpNpuxo9VqRal9Sd9pknMIXSlCG2fc959DE7e4Wfhi82bxVDUujs1FQH0nNR9JTcJvAtlJ4DsghhasinwIMRtgHsU8GRKgvfPQ/zwt+JH0b949bGaxRa2uDeJmww5crvm3tbUVCUe+vtHa2lq0pg2NB75Nco37+1404s7H3HWwXq9btVq1/f39qEtatVqNbQx9ahqnhietNRWkFGI28OVcfAF/3j8nFdfnBk24JiTVONKYPxlLIRyZhScHiDEQcfA7iC1ck8cX40OB7BDZbNbK5fJE14Z+v2/5fD7YNQ0RmlAhzZCLxwtBPNn65yVtXtHK1AtHmHRh10/6PvHZ8HfxnfX7/QkHhoQhcR4k5UdnMpnIkg+BCMIRDnYUwm2UtCkEbI31aZitVstqtVosKuojHkgH1dgQYjbQWBSLTlKtTd+tyBewniaQAr/eO4oDD4Fbv+bGPFqtVu3g4MAODg4i0QjOI8ytnJ6G1DU5CoSYL9hQAWEbtdh8uRjvdOQaRxCNOKUVe3jVODodSyMcJcFOpF6vFzsJOQrCRZ2RqpZENpu1er0eTHHj9BeeoFk4SqoPFEo18/Ze/xxOBfMWeC486IsKonjgtO+N/5YvBCwnkbgI4O5jayvsrWtra5FIVKlUYg4jjE8UvvXRDLP4hhIL0uFwGGsBzK21G42GXbt2zXZ3d6PoaKPRmBCQOPqhsSKEEOIswTyDdRs7fLgzGcorcFdhOI7MbgRqcN+XJ/C3vE70JRmSHOydTidKU6vValatVqOADG8GOUgrwUiI+QT7YbiMIBgh8Ms11jgjgPfBWIejJhqCt+jizemq4vgsvXDk8yI535oFJWwMWfxJAjWNUFSb73NuJkd08Hqh+kb8O19DhSf/UOeWw56H4oO+FTCKYyfBz+e/GxKOhDgveNLBmEN6mheOWDxCW2EuwMdOxCQHHRfORatfLuK5t7cXCUdoCQw3X5LoKoQQQpwlmMu8u77dbkdzITZnHN2HcOQLXKfT6SgY6Tvseuc83/dBT3/0er3IDY+5FfexEeS/EWqwIoSYfXw9UqzhUZMUZSRCAV4u18IlWCA6c9AWzZh0jTgZSy0c8UYQ9Qy8kATRCBtKLnCdBKulnJsZ6tLEk65ZvMh1Um2UkAU46TlJRQBxnz+nn+SnWfm4FoR3NIVqGOFnIc4SOI4QqWDH39ramq2trUUpahCOULfMO5R8/nTIYo/iuc1mMxYRxXFwcBC01XPUw3dbE0IIIc4SXrtxpB5BUqxZuTswhCMOfCLAkk6no/kQAhSXd8CGzaekcXvspE683hWPn+GMZyFKTgIh5peQ44hLTHD2jnccQThixxGXi4BDkQVmcXyWWjgyuyGAYIPI1t1sNmvdbjcWcWGVMwkU4uXCXlzQa1qxTXY7hVxC+B0eGxKQvKsoKXWMXUPcBvgoky//Xf9eJRSJiwCLVxaOeMJZX18POo5gf+Vx7iMZZhYcY9wuuFar2f7+vu3v78dcRpi4Qo6jpCLyQgghxFnAa0dOVet0OjG3Eda7XFYBwpGvIZhKpWwwGETFqbleZrPZjFLgWEzCwTU8fVobO6JCghMHYCQcCTHfhBxH3KAK2QG8rza7sZf3HdWQqubLREg4OjlLLxzxBDMajaLJz0dUfHRlWpel0HP5Ncwm25GCw4pKJ3WD8MdRn+vrJR3V/TDtb/JjQveFOCt8m2FMOBCMkK4WqnHki4JyOmqSw8+nqh0cHNi1a9fsypUrtre3F4t0+LagIRehEEIIcdZw4NB3MfN1jTiQglIN/G+I/Pf7/ViqNt+HeATXEOZCBFL8+tM72n1ZBO+wDwVZhRDzBdbwPnMA63W4jY7iOGLhiNfeqnF0OpZeOOINYailqO8oMU0wmvZcLxiFnoP34+8nTYD+90nPDT1/2mOPM+lOe4+auMV5w46jfD4f5UZ70cinqZVKJTMLj3mzSUGXnYnIp67VanZwcGC7u7t25coVu3btWrRYZus+WoKycxBozAghhDhrQo4jLpDt3UaYF7nuER+ZTCZy39br9VjKNty2CJ5wJ1/UKQoFZw4LiPo5VEEYIeYX7oqMVLV8Ph9bp7PjKKnGUUg44gY2cDjqOnEyll44MlP7XSEWBZ54uLsaCtSzBd9HVUN1jHD4ToU4ms1mVMuI6xrhZy7GxzXEZJMVQghxEbBoxPWNuJYRB004UBISjjDfdrvdWOezg4ODKF0bxawhGLETt9/vB4UhzZFCLDZsnOCMAS43USqVomAvahxh7Q7RKMlByTXWfAF9cTIkHAkhFprDUjl9YflQK2FMRL6QfLPZtN3dXbt27Zrt7u7awcHBRPcGb63XhCWEEOIiwbzX6/VidYr431HDD65atMLmFDWITZlMxnq9XqwFNlLUkCqSFPVPKq8ghFhMQs5+XE/gNIJwhKwBZAnAcYRMnlBtNH+ERGldZ06GhCMhxELiJ4aQeAQhh1sBszMIt0gv4+gFbPkoiL23t2cHBwfRIpmFIz95CSGEEBeBdxx1u92JyD2nfLRarVgbbHb1cm1AuHC5ph9qi7RaragANztv/aZOCLH4hMpCpNPpYDc1CEerq6sx4Qhitw/+hkQj3xFZ15qTI+FICLFQhBaghxWS53pFoe4vXJ+I2wKjmxrb8+v1esxxxO4lRTqEEEJcNCwQAV9gttPpROndviBt6BgMBhM1/XyqCAdm2HHk62VqjhRiMfEdxZEay44jLooN4ahSqUwIR2bxJk9HEZB0bTkdEo6EEAtNaEHqu6Ol0+nIUYQo6WEH12pA4U/ch+Oo3+8fq1uhEEIIcdYgvcPshgNpMBhYr9eL1f/jWoG+BhLfT6VSE4W2+T5StrleoHfham4UYvHxohF3Muai2MVi0UqlUqy5DVLYvHCUJBSFRCMFcE+HhCMhxMISch6Fah35DmncShhikL+Pn9mNxI4kLJZVv0EIIcSswClpZha5YpF2hhpG/mcvFPmDa43429BGLil9W3OkEItNknDEjiOfqlapVGKNbXAtOk6qmoK3p0fCkRBiIUlKT/Mtf/Ez6i+0Wi1rNBpRChrSz+r1+sT9ZrMZRVa5JhKiqqFoqiYtIYQQFwkHTZKEIN7cmYUL2nJBbX5dHywZjUZmZom/E0IsB6HrCxfc51Q1FMdeW1uzcrkcE7XZcXRYcWxfKkLXnJMj4UgIsTBwJBUuIm7NCUdQs9mM8qTR0rNarQaPkGCE21arNdE1zU9UQgghxCxxMzZPXjTC6wohxDSS3EZwE3FntWKxGB14Lq49aG7jj5DbUa6jm4OEIyHEwsB1GjqdTszOGvp3OItSqVSUnsYiEdoJIzUNHWLQGcaLRkpJE0IIsQxojhNCnASIP+we4ppqvr4aahp5tyJnDHj3vxeS1MHx5iDhSAixMCD6AGEonU4nthhuNptWrVatXC5bKpWaKHiNAzWLuLUwCl/7Ap9q9SmEEEIIIUQc7qLGNdQgFGWz2ZiQ5FPTUM8Ia3r8jC7G3LHRl41QcPfmIOFICLEQ+M4wPv/Z1zCqVqtWKpWsWCxaKpWK0ti4wDW3Fu52uxOthTklDRZYvBchhBBCCCHEDThVLeQ4guuI3UfecYR0NO7eyAcHd326mtboJ0fCkRBiYWCRCD/DZQTRCPWN+EilUrGIhY9eQCgKtRdW1zQhhBBCCCEOx6eqJaWp8W0mk4k6QXIWAdbsft3OBwd3tU4/HRKOhBALA4Qjvo8Jx09CfJtKpWLRCb4fKrbHUQx1ahBCCCGEEGI6Sd3UDjsymUysXinW4tNEI6zVfSkJrddPjoQjIcTCALEIt8il9h0c/JFKpYJdF0K3/ndmk6lpmpCEEEIIIYS4gV+Th8SjpFS1dDptZvHsgpDjiAUkZAbwulxr9JMj4UgIsVBwraFQu2D/O/75KAKQJhwhhBBCCCGOB4QjH9D1hbD9kUqlohQ1iEVodMNdj7l5DRxH4uYh4UgIsbBI+BFCCCGEEGI2CAV1D/s31CztdDrWbDatXq9brVazWq1me3t7tr+/b7VazZrNpnU6nai2kbi5SDgSQgghhBBCCCHEzDEajazX61m73bZGo2EHBwd2cHBg+/v70cHCEcpWiJuLhCMhhBBCCCGEEELMFNxFDcJRtVq13d1d293dtf39fatWq5FwhHQ1OY5uPhKOhBBCCCGEEEIIceH4jsXecVStVm1/f9+uXbtm+/v7Vq/XrdFoWLPZtHa7bf1+X46jM0DCkRBCCCGEEEIIIWYOFMX2jqMrV67YwcGBtdvtWIFsdFMTNxcJR0IIIYQQQgghhJg52HFUr9ft4OAgEo6q1WqUnoZbOY7OBglHQgghhBBCCCGEmCmQqjYYDKzb7Vq73bZms2m1Ws0ODg6sWq3aYDCw4XAY3Q6HQzmOzoD0Rb8BIYQQQgghhBBCCI+vdwRxaDAYxMSi0Whko9FIotEZIeFICCGEEEIIIYQQQgSRcCSEEEIIIYQQQgghgqTG8nIJIYQQQgghhBBCiAByHAkhhBBCCCGEEEKIIBKOhBBCCCGEEEIIIUQQCUdCCCGEEEIIIYQQIoiEIyGEEEIIIYQQQggRRMKREEIIIYQQQgghhAgi4UgIIYQQQgghhBBCBJFwJIQQQgghhBBCCCGCSDgSQgghhBBCCCGEEEEkHAkhhBBCCCGEEEKIIBKOhBBCCCGEEEIIIUQQCUdCCCGEEEIIIYQQIoiEIyGEEEIIIYQQQggRRMKREEIIIYQQQgghhAgi4UgIIYQQQgghhBBCBJFwJG4a3Xe9x+669JiLfhtCiCMyrNbtrkuPsf69H7rotyKEOAKaZ4WYLzRmhZgftC6eTvai38BZ8L6HPi66P+50zbIZS2Wvf9TCpzzSbvuNl1zI+xpc2bP7HvUUy95+i93xp7947n9/74deYfs/8kpL5XNm6ZSt3HGrbTz7qbb6xZ997u/FzOzqt73E6r/5+hu/GI9s3O7ag9/4C5b/F4+4kPckLoZZGrP99z9g9z3qqbHfjbs9K332p9iDfuUHz+19mJnVXvVau/rsF1uqkDdLmWUvb9va077YNp7x5HN9H8H39srX2NVv/e+2/b3Pso1nfslFvx1xzszSmB1c3bfd573M2n/+ThvVm7bysNtt679+rZU/99Hn9h6A5lkxq2jMhpm1Mcvsvuhn7eDHfsVu/eXvs/IT/u1Fvx1xjszSeDUz+8ATn2Wdv3p39B7MzB7yf37NsrfunOv7mLV1cfP1f24HL/s16/3fu8xWslb8lH9hO9/3zZa97fKFvJ+zZiGFo4/85xuLpA888VlWfvxjghub8WBglslYKpU6l/d17TteavlPeLgN92o35fWGtYZl1irHek7pcZ9qD3rlD9h4NLLma/7UHnjmCy3/CQ+33MMfGnvcuD+w1MrZnh6XXvJtdukl3xb9fPBTv261V75Gi9klZJbG7MqDb4m9n3Gvb/d8whdZ5Yv+3alf+yRjNvf/fWQkNLf/7G/sQ1/6bZZ7xMOs9Bn/Ova48xizYHD/NTv4iVdZ7mM/8lz+npg9ZmnMjptty3/Cw237e55pmVt3rPWGt9kDX/8Ce/Drf85yj/iIU7225lmxKGjMJjNLYxZ0//691nr9n1vmlu1z+Xtitpil8Qq2n/fMmx4onPd18ajetI1nfbkVP+0TzVIpu/adP2r3P/359uDX/vSZ/t2LYulS1e669Bir/sJv272P+Up730MfZ+Nm2+669Bjrvus90WMOfubV9oEnPiv6eXB13x545gvtno97ot3z8V9o1777x23c7R3r7zb/8C02OqhZ5cmfc1M+R+st77APPPbrbPDA7omen0qnrfKFn2Xp9Yr1/vFuq73qtXbfZ3yN7b345XbPxz7RHvi6F5iZWf1332j3ffpX2d13Pt7e/9ivs85fvCt6jWG1bvc/7Xvs7jsfb/d+6ldY+21/e6rPVPvV37fVL/+8U72GWDwuasyC5mvfYjYaWfnzThft6911n933qV9hvf93z4lfo/ioT7LcIz7Cev9wl7X/7G/s7jsfb9Vf/F375098kn3gCd9gZmatN/2Vvf9xX399XD76qdZ83Vuj54+7Pbv67S+xux/+BPvnT/4Sa77mT0/0Pq791x+xzW/9KktvrJ34s4jF5bzH7MrDbrONb/wyy9522VLptJU/51G2cucd1vmrfzjV59A8K5YFjdnrzMqYHQ+HdvU5L7adH3i2pXIrJ/osYnG56HXxzWIR1sWrT3qslR/3aZaulCxdLtr6M55s3Xf8w3VBbwFZOuHIzKz+O2+0237zR+wj3/c6S5UKUx87Ho/t/qd+h2Uub9lD/vI37I43/7J13/1e2/+RV0aPue/Tv8rqv/2GxNcY1hp27Xt+wnb++7clPua4lB7zyVZ67KfaB//Dc2y4Vz3288fDodV/9402qjct97F3mplZ7x/vNstm7KHv/C27/FPPteYb3ma7z/8pu/zj32UPe88f2Ma3PMU+9JTviP7ete/6MRvVGvaQv3613fa7P2aNV78u9jfqv/0Gu+/Tv+pI76fzl39v/fe931a/9PHH/ixi8TnvMcvUfvX3rfKkx1q6kD/VZ8jdeYdtfPNT7INPeo717/ngsZ8/Ho+t/da/tt4/3W35R360mZmNGi3rvfsuu+PPf9Vu+72XWffd77UHnvY823reM+xh7/kDu/SSb7cr/+lF1nvvvWZmtv/SV1rnL99td7zllfbgP365Nf/gzbG/0X7739ndd04fg43X/ImN6k1b/Y+fe+zPIJaHixyzg6v71n/PP1vu4+481WfQPCuWCY3Z2Rmz1Z95teU+9k4rPuqTjv0ZxHJwEeN1/6WvtLsf/gS77zO/1uq/8bqpjz0Ki7IuZjp//k5b+eiHxlL6FonF/FSHsPlNX3bknMzuO//R+u97v93+2p+2VDptVirY5rOfale//SW29Z1PNzOzO970y1NfY++//bStfunjLXfnHbGoxFHY/f6ft4OXvnLqY/Ze/Aq79OLnHOn1Wm942/UBkM3YykMeZLf87POj95VeK9vmc77SUum0pXIrVnvF79jGN35ZZGmvfP6nW/Wnft1ab3ybVZ70WGv8zz+22//XT1hmfdVsfdU2vvHL7IGvf0H0t1af9FhbfdJjj/S+ar/y+1Z+3KdZ9vLWkR4vlovzHrOgf9/91n7zO2z7+f/pyO+19j/+l139zz809THXvutH7UG/Nv0xoPd/33d9zKZTln3QJdt+0Tdb8dH/0tp/9jdmo5FtPe8Zlv7woqH2y6+x1S99vJUe88lmZlb8lEda6XGfZo3f+2Pb+tavtvpvv8G2v/sZ0Xe5+e1fba0/env0t4qf8kj7iLv+MPG9DA/qtvvfftoe9OofPtJ7F8vLRY3Zca9vD3z9C6z8BZ9lhU/8mCM9R/OsEBqzszJm+/d80Kov/x178B+9/EjvXSwn5z1et5/7DFt5xMMsXSxY+y3vsAee/nxLVUpWOYIbf5HXxUz37/6f7f3gy+2Wl7/wSI+fR5ZSOMrefsuRHzu4934bVRt2z8PJ2j0e23g4OtLz22/7W2v/xbvsjhNOAJvPfmpiwa/9l77Smq97q20++ylHfr3SY6/ncYfIPmjn+gXlw/Tvu9/a3/9ztv9Dr4h+Nx4MbPChazbcrZr1+pZ98K03nn/HrXYSRo2WNX7vj+2Wn3v+iZ4vFp/zHLNM/VWvtfwnPNzyH/9RR37O6pd8jpWfEO6gUn/162z/R3/Ftp77jCO/Hudye1KV0vXF6YcZ3Pcha7/1r63+qhuT3HgwtNXV60UWh/dfs+wdN75LHr9HYfcFP2lrX/55lrvzjmM9TywfFzFmx72+3f+1z7N0MW+XX/pfjvw8zbNCaMzOypi9+q0/ZFvf+XTLbCoVXCRz3uO18K8/Prpf+qx/Y2tf9QXW/J9/dCThaJHXxaD7D3fZh770223nB589UWtpkVhK4cjS8Qy9VKlo43Yn+nl45UZudPb2y5bZ2bCHvfv3TvSn2m95hw3++YN2zyd8kZldz6Ucd3p29yM+3+540y8dqhanSwWzgAWx/da/tubvv8lue81PWPZBl0703iZIxb+X7G2Xbf3pT7L1r/7CiYeOh0OzlawN3n9/FL0cvP+BE/3Zxu/+kaVXy1b6d59youeLJeAcxywYj0ZWf9VrbeNbjr74NDNL5XOWyecmft+76z7b/9Ffsdte/cOW/9jT2fGjv+W+l+ztt9j61z3Ztr/nmcHHZ27dscF9D5h98seZmdngA8cbs+03v8Oa9aYd/NxvmpnZqNaw7jv/yTpv/zu79ZdedIJPIBaWcx6z417f7n/a99i417cH/Y8fOFZdEM2zQpjGbBLnPGbbb36Hdf/+vXbtuS8zM7PRQd0e+Mbvs7WveKftvOibT/YZxOJxAevi+B88erWbRV4Xm31YNPoPz7Gt5z7DVm9SLeNZZSlrHHnyj/xoq//m/7bxYGDdd73H6q/+3zf+7ZM+xrK332K73//zNmq0bDweW/+++635xrdPecUbbHzDf7SHvP3X7I4/eYXd8SevsK3veJqtfNQddsefvMIylzZP/J6Lj/6Xdvvrf95WHvKgE7/GYaw/7Yvt4CdfZd2//Scbj8c2anWs9aa/ssEHr1gqk7HKEz/T9n7w5Tas1q93WfrJV53o79R+7Q9s9Usfb6lM5iZ/ArGonOWYBe0//Usb7lWtcpNa8ubuvMPueMsrz7Sb0dpXfoHVf/211n7rX9t4OLRxt2edv/z7qPBg5Ys+2/Z//FdscP81G1brtv+SXzrW69/+hz9jd7zpl6LrWf4TP8Y2vunL7NIP37z6bWIxOcsxO+4P7P6nf4+NW2279ZXff72t9k1A86xYZjRmw5z1mH3o3/52NMfe8SevsMytO7bzvc+yzW/7mjP6RGIROMvxOqzWrfmGt9mo1bHxcGitN/+V1X7596z8+Z9xqve8COvi3j/efV00+s6n29oSNJ6QcGRmOz/wbOv85bvt7jufYLsv/OlY0ddUJmO3/uqLbfihq3bvpz3F7v7Iz7UPffl/scHd748ec++jn2r133p96KUtvVq27G2XoyO9vmqpbPZ6J4lTLuDOuk5B+XMeZdvPfaZdec6L7Z6PeoLd+6++xKo/95s2Ho3NzGznB55j6XLR7v2kJ9sHv+hbJjrG1X/r9Xbvo5869W/0/ulu677jH2ztKz7/zD6HWDzOcsyC2q/+gZU//zOO3SZ0Gmc9ZvOP/Gi7/LPPt73v/3m752P+vd3zyC+2vR/8BRt3+2Zmtvmfv9Lyn/gxdt9jvtLe/5lfa+XHx63D7bf9rb3voY9Lfv+3bMeuZ6nciqVXy5bZ3jjLjyUWgLMcs52/eJe1/vCt1vmLd9k9j/j39r6HPs7e99DH2f4hNVCOguZZsaxozIY56zHLc+z1vULaMltrltlYTXyOEGe6Lu4PbP8lv2j3fNwT7e6PeoLtPu9ltv3Cb7LKEz/z1O973tfFBz/5KhteO7Brz/2J6Dr2voc+zvondAfPOqnxeDy+6DchhBBCCCGEEEIIIWYPOY6EEEIIIYQQQgghRBAJR0IIIYQQQgghhBAiiIQjIYQQQgghhBBCCBFEwpEQQgghhBBCCCGECCLhSAghhBBCCCGEEEIEyR71galU6izfhxBzzSw2J9SYFSIZjVkh5otZG7Mar0IkM2vj1UxjVohpHGXMynEkhBBCCCGEEEIIIYJIOBJCCCGEEEIIIYQQQSQcCSGEEEIIIYQQQoggEo6EEEIIIYQQQgghRBAJR0IIIYQQQgghhBAiiIQjIYQQQgghhBBCCBFEwpEQQgghhBBCCCGECCLhSAghhBBCCCGEEEIEkXAkhBBCCCGEEEIIIYJIOBJCCCGEEEIIIYQQQSQcCSGEEEIIIYQQQoggEo6EEEIIIYQQQgghRBAJR0IIIYQQQgghhBAiiIQjIYQQQgghhBBCCBFEwpEQQgghhBBCCCGECCLhSAghhBBCCCGEEEIEkXAkhBBCCCGEEEIIIYJIOBJCCCGEEEIIIYQQQSQcCSGEEEIIIYQQQoggEo6EEEIIIYQQQgghRBAJR0IIIYQQQgghhBAiiIQjIYQQQgghhBBCCBFEwpEQQgghhBBCCCGECJK96DewKKRSqcR/G4/H5/hOhBBCCDENzNn+Np1Ox36Hn0MHHpNKpWw8HttoNAoeWAMk3QohTg6vv/39pHF+GOPxOHgIIcQyI+HoFIQmK9wmTTCaeIQQQoiLw4tB6XQ6OjKZjGWzWUun05bNZi2bzVomk4kd/FjcHw6H1uv1oqPf70e3g8FgQliSeCTE6UkSdTEu/fjGz9MYj8c2HA6Dh8arEGKZkXB0SnzUkYUjP8GMx+MoMimEEEKI84c3kxB/IArlcjnL5XK2srIycR9C0srKSkxUymaz1u/3rdVqRUen07FWq2Xtdtt6vV5s8zkajSIxSQhxcrxIlMlkoluIv36M4zFJDIdD6/f7scPMYoKvEEIsIxKObgI+emlmE9ZWTTZCCCHExcKOBHYTQRDK5/NWLBaj20KhEB0QkrywlM1mrdvtWq1Ws1qtZvV63er1umWz2ehvDQaD6Oj3+5ZOp5X+IsQp8SKwF4xY5OVjmnA0GAys2+1at9uN3EkQe4UQYpmRcHRCptljzeLC0Wg0ip4H1xGjhaMQQghxPnhHAkSjXC5npVLJyuWylUql6H65XLZisRgJSfl8PiYwZbNZa7fbtr+/b3t7e7a3t2fZ7PXlFdJbuHYS0tWGw+FFfg1CzDV+7Q0BmIVgFnrZOZiUrjYej20wGFir1ZoQjY5aH0kIIRYVCUenJJRPbWYxweiwukdCCCGEOB/YcZTNZqONZaFQsFKpZJVKxVZXV6NbHBCTICLhyOVy1mw27cqVK1YoFKJUGNQ9Gg6HsaASUta0ERXidHjRyAvBEHn5/srKytQ6R71eLybywoGk8SqEWHYkHJ2CaY6j0Whk6XTaRqNRYuHskPtICCGEEGdDyKHAm8xisWiVSsXW1tZsfX3dNjY2bGNjw9bW1qxSqUQOJHYmFQoFq9frkfsI4lC327VWqxWrkcLuBc3/QpwOHsuh8Yw0U3YI5vN5y2Qyia/Z6XTM7IZo1Ov1Dk1vE0KIZUDC0QnxEUu2yKZSqaiIHuzouM/paz6dTS17hRBCiOMTasONeZp/hsPIOxHgNlpbW4vEIghHm5ubtr6+PiEcVSqVSDjK5XLW6XSs3W5bq9WyZrNpzWbT6vW69fv9CQfDYZ2dhBBHIyQEo14ZxjXfsiuQXwN0Op3Y+IQQPBgMLJPJxNb3vI7XWl0sE6E5ljNvjiq0Hrb35XE17XfnQehvLdu4l3B0QtLpdDQx+QNOI3+wkDSt1Scew8/hOknLjL8g+YLk026FEEIsDiHXr5lNpK1w+grcCBB7MG8XCgUrFou2urpqa2trEwdEI65zhMK72LRycW2kua2trdloNIocC5jfOR1GCHEyfHFsTj/FWER6KQTfYrEYjUe/8TUz63a7E+lteK12u239fj8qcs8F77XWFMtCKpWaKDyPn1E/EI/jsYXO4qHDC7J+D5z0vLMad9P2lP7+MonHEo5OSCqVslwuF01KWFCWSqXIqh4Sj0ajUazFJyYcHIhqeDFJ3CBpsseFBRemJPR9CiHEfONdRXxkMpmJgA4XtU76N2wuK5VKJBThPjacLBphgcwOZP86Gxsb0byk1Bchbh4+7RTCEQpis+MIDkGM5VwuF7x2pFIp63Q6kXDEXRWLxaI1m03rdrvW6XRitwj2CrEMwL3r51AEZEIuJBx+fwxHHzeNwME/Jxkxzlo8CglFoQwijP9F32NKODohiC4iQonI4urqqq2srASVUpzkaPPZ7Xat1+vF7rOIhLoI6rxyA74IeeGIL0hg0QewEEIsK7xp5FvMzdgwcj0i1DlhIclvDvE4vsW/Y0PKbiO8F2xaC4WClctlW19ft16vF1sc93o963Q6saisEOJkJBXHZuEIQi7W6uVyOcoOgODE149utxsTk/na0Gg0YqmoZteDlr1e74K/CSHODw6UIH0bB2qIeVGWawB7kQj34eDzB/4t9JyzzMpJckPxnh6Pw2db9H2nhKMTkk6nI8cRooqbm5u2sbFh+Xw+qKiOx2Pr9/tRHQTc4uh0Otbr9Sa6s+HnRT8ZDyNUt4IvRl7x9RcSfH/qcieEEPOPT1PBkc/nI4cB0swQ2IE7GJtCX0Q35EyCYITua2zL944jrAvK5XIUDOL0tE6nE7mV5DgS4nQkFbvntFHulIggLza3vkZpJpOJhCOIRSwol0olq9VqsdTTfr8vEVgsFQiUIEjCad3IvGExllND4byFAMTCEBsnMH/y70PPOavMnGlpc5jT0T11GQQjIOHohHBUE8LR9va27ezsWLFYTHQc9fv9KFqBWywicfgimlpc3sCLRxy1ZaEI3eyWZSALIcSyEUpTYfGmUqnEClxvbm7a6upqousI6SnYePLBjTD4SEpV6/V6UYQUjgQUzs7lckpVE+ImkNRVjcc1HIe4HqytrVmhUIiNa6zDs9ms9Xo9KxaLsQOiUaFQmBCN2u22hCOxVKDGERxHa2trtrm5aVtbW1apVGL7WowxzJUsErGrCGIRMnD8/VBtMRxn4ThiwcinykE0GgwGE49fdCQcnRB2HK2urtrGxobt7OzY5cuXrVwux6xsLB71+32r1+vWaDSsXq9HC0hOu2ILHHdjEfHokheO/PeEuhKh+xKUhBBifvHOU94AQrzB3Ly9vW2XLl2y7e1tW19fj6WfcB0TzMchcYhFIvxNM4vdovB2sViMFrNYKEM0ajQalsvl5DgS4ibA60EWjjGuveMIXROLxWKiQNzv96PnsnDEKW5Yz7fb7aimixDLQshxtLW1ZZcuXbL19fVojuP0Ucx52Nv6A0JRp9OZqCGGI/Q8uI7OAp8Sh1vODBoMBtG+nffxi4qEoxPAC0dvh11dXbVKpRKsuG5m1u/3J9TXpDzPXq8XDbRFPxGPAr6HUMccFun8AJ9WrX/Zv9NZxQuEvs1nEkfpduDvzzqh1qah7oL+MUd5Pa4RFno+/5z0XSUVClR3Q3EzSDr/UWcQYg0fSE2D22h7ezsSj9bX12Mpadhg4n6ohp6vp+ffGwITnK5WKBQi8ajdbkdpcT7FTQhxcpLmGl+aAPfZoYRrB9xJuH4gYMuiMa41ZhalnDabzajemUpKiGWCu4gWCoVozoWzl4UjdvbBpeMFo8FgEIlD7XY7eMvCka8JfFaOI19XiVPlfBodrxO4bMqirYElHJ0A/s/3Bb6gfIY2vOl0OqaO4uRHBwdY8rwFXovL63DxUSzAcR8DNXT4gmv886IM5EUCFlj8//r7vDjzt0jvDF3ovbDIP88aLOqEulLw9QXi8mEb0aRCwqHWqf6+WXJL0lBbYrYPJ7VRFeIwksRjBG24Dgm7iFZXV6MF7M7Ojm1ubka1jkqlUrRRxLWF08RDcy5HEqeJtP49JhUI1bwuxM0BwQpOdcF4xpqBxzbmfC6WjzUA1phmFhSXhsOhdTqdibRWdin6zkqa68S8EwpQsijkHX4IknBwnwMm2P/CIIGxWygUrNfrRbeo+wvXUZLbqN/vn8k44/2j30fiWuMPvE+/z+Bj3pFwdELY4cInEorqQVlld8zKykrshIcNjzu0sKVPC8w4PprL7R9hHfbOB25/zB3szGxhBvGigcWb74qE+gL4v/ZKPqd34v8b//ehnGgWD2fxPOCIp0/N9MU8fX20EBg/vrivbyseEquSnFtc8BcF/tlizIULfdquENPw7gB/oLYC1y9BV5fV1dXIbbS+vm7r6+u2uroabRQ5NQXnvj/HQ0IRH9y4Ium9hw4hxM3Bi0a+UyGPVWz8MFehUPbq6mq0DkDQiq8B7KwYjUaxtFYWpvhv+/lN852YV5LmQb+39R1KUXze720hHK2srNhgMLBcLjchyEA4YmeRX8fzfYg0NxsfGGWxitPqOL0OP4fMCnjNeb8eSDg6BZiM/Ga11+tFm1+ue4AIBQtMoW4tocKb4kYECMIRCwqZTGZi4Y8LCW9suZB2v9+/yI8jEsDirVgsxjo1wDHA/9e+ix5HJ/wFnScgtM6dZdEoacPsIzh8O63OAsYOX4vYeeE7FXLHQrMbbUbxfUGoQ5H/RqMRHc1mM5a+g8U9v5YQIUIpaaHIJWoYoW5J6FqB1HFuw10sFmPCa1JnTvx9v2D2dvTQRjVJbNJcLsTNJVQPFL/DBg0Bjm63a61Wy1qtVpT+AtGIBSJ24OJakcvlIuHIOxZ57Q6higMk875RFMtLaA5DEJIdebyenCYcwZXns3TY0RMqgs3ZOv55Z9VVDftEpNGxgIUUOj5arVZ0PeCC3thrQjOYdyQcnRDeuLISiZMFAwYTDwpmYnPLbiPfycU7jsSNjTTn1KKmVLlcjqJEZpM5pb1ez5rNpmUyGTO7cTFQMcPZBMIR/n83Nzdte3vbtra2bGNjw7LZ7ET6EyYiXhjykcvlooUi1yWZVQGRBRxcS0I1XXx9l2nnNAoZcnth3Mck751NXLfBd4jEta/RaNjBwYFVq9Uorx0TJFwZEI04sqvFtAA4H7xo5Fts8znP1wfumraxsRG1BOaitggyYGMYcvT62ih8juL9+PvsTvKfCbf+c0lEEuLmAFcAz+ucKg1RCQEkBDngiDWzWEByMBhE6Wq87oSgzGlq3nGENSanzmu+E/NKKGji16W8JsXezKeqsXgEd6+vReszeHw9IV8H2Jef8HP1NKaNRX4u9gcoI4P72L8jaIpaZ6HrAa8TcJ2a92uBhKNT4FVTdhzlcjkzs5jYUSwWzeyGA6ZYLEYdGXzLX18PQdyI/mCCR0rC6upq9H2bTV4Uut3uRPvUTqej73VGwZiB42h7e9tuueUWu+WWW2x7eztaxHkhA52L0LEQ3Qu5cyEv7Ga9ayFPzj6X3Ed2cODzhYAYx+k9OAqFQrCLlI+g+tpQ/X7fqtVqtCGHaAQR3Vt04T4SgvGiEeDopnfKoRgnil/v7OxERbDRbpvHBn5GgdvQ30Mto6T3A2EJ53kIOY6EOD+4TiHuZzKZmGsBDv9Wq2X5fN5KpZL1er1oTkK9tFKpZIPBINrcYh7EWEeKbJLjyKe8cqqcEPNIkmiEwxeY944jLxz5jAHfsChUG4h/Fyp74MsfnFQ48s9jo4c/sNcoFovRuoSbXuC74v3JopgVJBydkCTHERfGwsSDSH+pVDIzi046Xtj6VDU+AbXYvA5vIIrFYlTXYn193fL5fOLGo91uT4hG+H7F7MGOI7T4vOWWW+z222+3W265JbKMc6QB47DZbEZCBrfX9uklXPtqFsdXktuCJ2Z2DOH+NOEI3aYgtvL9UqkUS5P17VNDkzgcXvv7+zHRiOtIwM3Fz9diWni8I4fv+zGA8x0tgFEA+5ZbbrHLly9HndP8gpXTOb0jwNfHM4svLtk1gPHADgcWivi98wIy9BghxMkJpU7DTZ5OpyfqiHIXxV6vFxONKpVKlLqGTr24/phZbC2fVOMIc2ComL4Q80pIPOJ5ld1GXOMolGLOwduk2pm+DMVhBx7n33OIw9ad3nHE5S74fqvViu0zuF4ivw4X2F4UI4iEo1PgHUecqoYNLSYeTFqpVCpodfX1jZZdNAqlLHBhbDgmEHHGdxtauLdarcgFwYuIZf1u5wGMGfxfQyDc3Ny0fD4f3OwNh8PIYeTHEwsxnH6FAwXTZwEIZ74OkbcCIxWH78NiHyKXy0X1YHxdmHK5HBOtvYDtBSMIb91u13K5XFRDAnne9Xo96hRpFi9ernEnGF83iBepvlMLp5+h+PXW1lbkNNrZ2bHLly/b6urqRDqaTy8L2d5xfnK6Gr9PbAx5M+kDEEkOI+9EEkKcHq4b4scbB3R584r1Iq8jW61WFPiFg52vTVgr+LU7z5fsTmJxWoESMa+E3Ea8Pgylq2GMcCDSiyZJcyB+P01kSZqjT/O70PtCcBTjHaYDdheGgk++9io0Al5P8/uYNyQcnQLesLJ45PMxcXJM61oUWmwu4+LSfzd8sUKUGSlqa2trUcecQqEQ/P5SqVRUkBzWQnahiNmEHUGcS9xoNCLlns8RTE54HtcWwL8hvbFSqUR5yc1m01qt1szVOeJ6LrxQxcQcchuhm+O016xUKtGB+mDYjPMk79PWQjnpSP9k5yRHm/Be2RHGbZHF8uGvzWY2UfyaF6VIK/GiEdyIOzs7trm5GRXD5toK3gqPYI6vm8DdT7Cg8/MPBy8QeMD4DIlHQojzx7sEWQjmTZyZxZpmhDqvmoXF3tC1ig/vlNBcJ+YZ7zbidSKXUWDxCPMiz70Mu9d9ahr+Jv9t4Eu48Psym+xY5msWhgI5fnzyzwiOsuMI3YNRMxXrCpRRKZVKE8IR72e4UPZhrqlZRcLRCfE5mjwIsBjlRasmkaOBjX6okxREI2x64ZbY2NiwYrE4McHjopDNZqOiiLyx0P/FbIJ0JxS6rtfrdnBwYMVi0dLpdFQMnd16mMDgUOCLOVvR4Yjx3RBmSTjCGPCfjz8zCzQ+pzwJpP/hQG42LLZcWy1pQvXODb+I4OLFcBzh2pjNZmNFTMVyEQqQcPoH10iA8OgFIxaOVldXo6LYq6ur0bWdUyZ9C13cD/2MFHO/OOb7LI5ibueiuEKI2YHX3lxbL51OTwhFvn12UjCXm9f4dSrXNcHGWfOdmFf8XB0K8oSc6lgfhgpc4zbUOY0FJl5n4j0k7Q19SYWQ+4cDQF5w8p8ZwEkfSlVDwexerxcJzVw/EYK177zO5Rt8cEvC0YLjhSMfufRK6rycEBdN6OKETTNsxSwcIV2BHUdm8QteJpOxZrMZy0f1KUtidsDFloUjbArNLKrJA5cNFnNcrwAiLRw7pVIpihCEJgBuFX/R4Jz19Vm81d67kCAAJQHXHja+uM+FPUMRHX5fmHAxZnxNJIh3XMgYkyYvrMVyEXLa4lyAQARHaZJQFDowD7DbiB1ySeOdW+vygcK6LESzKFosFiecSdyYQQgxW3jRyMwmWnyHWn7jOsVpqbyBThKPuO5ikqtBiHkhyW007cA4wBwM8QWFpvkWB+Zks/hYw8+hTm68P0ylUomd2vg1uGSFXy/7cQrhiItis2iEsY71MAd78X742oLPyg5+XB+8K2uWkXB0Crz91SurIceROBxEodllwXWNONUGriO4UULCUTqdtlqtNiEcaTKfTeAW6PV6kXDE1ldcyHGhhTiECY2L0iOtKzRRcXvNi75o+3MR799HVUKCKh/TRBmutcbCDjvwpolG+F7NrkdLQt01vDMql8tFud2q3bbc8PnFB67v6JLmi7YnHVz3CD+zcISxzS1zm81mJCDzApbFpKQxgoK6LJqurKxMtAIWQswOPnUMaz/vfPCOCDwW816S48GLSLwG0VwnFgEvmCatQzm4ibGEORjzcKvViqV64X673Y51OvTr0dD6lYves1Dj9+NmNpFWyk4l/1lBSDiCCIaOzLw2x2sjoO1FI3RRx/oZ748divOwlpBwdApCwtG0GkdiOt4O6Wu6hBxHcB2VSqXEGkdmFtVz8Q4LMZvwhMOCCC7CsJLjIs1iES7mcLtMs8byeL1IQsKRj4x4oSYkJk1bpOL78e4lOJW8IyQkHuF12IbLDg2IRbzp7vf7E8KRWC68kI8D50yxWIyEo42NjeioVCqJwpF33HFnE+76B/G5VqtZrVaLxCNvP2+32zYYDCKRCPMOHHqlUil23cGCVcKRELOJL1DNv+P53zuPsB5gd+1hTiN21CbNoULMG37e5kBhaC3Jeytex2P+rdfrE4EcCEvtdjsSbH2ACeUbuHMb5ud8Pj+RfsprfjOLrXX5fU/bB0I48k4pBJuxBkB9UfyMtTg/t9PpWKFQsHa7HWsSM4/GEglHJ+QoNY7kOjo+HNUJtV9OSlUrl8tBwYiFI67rohpHs4tPVcPiDZMQLrqojdLv9200GsUmMx5riDjy+Ax1VLpIQlEPn5PtN90hUWkaHLkJvQ6/Dz+GfH02/C6UpsbiUS6Xs16vF+tEoXG3nCQtQNlxtL6+bltbW7azs2NbW1u2trY24TIql8tWLBZjbbD9IhOLRl8nbX9/32q1WqzOGYrvs3AUSpPrdruxumlIXZNwJMRsEiqUi/kn5DTi36Fmig+qhMQjvo80N++AF2Le8OvQaUFL77wxu9GVrNlsWrVatb29PTs4OLB6vW71et0ajYY1m83ofqvVMjOLrUvZTMAmAp/Snk6noywCX8PQzILpbXAoJ4EMh9AxGo2sWCzaeDyOmtIgCAYHFItGcBsh2ARYR5iX0ikSjm4i08SheTgZZgGO5rKay44jTldDlBqOI7wGblOp6y1ZoUwjLUeparMLp6q1220ziyv/vnZRp9OJFbScVqvHi7izUpQuJBwliTihWjGcD36UvxWqXXTYe/K/99Z9b1327YqT0uDE4oPz0y84Ib6gU+bGxkYkHO3s7ERpyEgz5hQ1LE59dxIuaNlqtazRaFitVrP9/X27du2aVavVKNLJxfLRXRHdFzHPoDYD3HWc/sppLcC/n9C64KKvN0IsC6FxB1HI10TxweCkNT3PwyGXbmjuFmJe8YFGXwzbC0osHGEd32g0IvGoWq1GDiTMz3ADs+PIp4D6kiUc2PHCEd83s+9bg34AAQAASURBVIl16VGFI/9a2IeYWdQpGNkN2JugQQ83+sDfxGfBNWYe18QSjk4IL4R9HR4ojsi/ZKFink6Oi8CnMLDjyHeS4gEJxdcsvjhIas2ohftsw+0rcWHH/59vR4/zIJvNxtwtPLGhWJ131swKScJNUsSSF6v8WLa/+ufgd0ndHaf9e+j3PM5CC+mQZV/XwMUnJOCHUhhxbYfLaHNzMzrW1tai9GKMbdQAwEKQ0yW9k7Ddbtve3p7t7+/b3t5edOzv71u1Wo211GXXEUQgLsSJ68pR0tBDTTNCLYdnQawWYtEJBUjYPRGqT8Ip1RjLqEMCB4Wvl+ivDVw0V+NcLApJa73Qz2Y33DRcygXiCxebxlzcarUmhCNkF2QymVi3coxLvB5S1UKH2Q3h6Dh1QbHeCHVkxffBIhSOVCoVK6Iduj7M83pAwtEJYWcMnA+cPoUuL9ztSDV1puMndXy37DpikQCTPF+kvItkNBoFB++8DdRlgp0DiFjwJhTWVowtjKvhcGjlcjlWMA/CInKgQ26kWUifOoq7h+FrSZLolJReNk00Snq9JDFJCCYUbUdEzndKwy2Eo+3t7ZhoVCqVIss3X8d5U5fUSrvdblu1WrVqtWoHBwdRmtrBwYE1Go1YbSMujI3F6HEXdRyQ8IKRr58yr4tFIeYRn+rthexQejWXMmA3cyqVitJr4FQMteZWnVMhTg7v35B6bmZRMBn7PuwTUKg6tB6AyINam/6Ytv7HeiB04HrC+3u8p263G61BUNMJRcGnBaHm5Toh4eiEsCuG7XPoBoOFL4oxKzXqaGCjwcWxfRE0dhklqdsc8cWmwA9UMbtwpA8LNlxUQ+3nERmoVCoTxfPy+bwNBoOYTZSttbPggjlMlPECUNLvzG6IPMdJPzvu+0sSoMTyEopGeuEI9em4Mybq1G1sbNjm5qatr69buVy2UqkUdS0LHVjAsY0cB1vjUU+BC3NyMIFdA97BdNxNXyga6ovwK3AhxPng3a84WDBi0Qj3uU4ip7CNx+OgaBQKTkIk1jgX4uj49G7eq2EuReCUU8nMbGJ9gPtmFkynO8zQwesB7xjC+sbvQ0ejUXRd4DUHrhe4TvA1Yt6uExKOTgEWxEidQb2dtbW1aOHLDhmfOiUm4RRAiEdwHPm0JHYchdIWMNC9nXje1N1lBP+XnKaG/zde3KFwNqIOrVYrynkul8tRfSs8ZmVlJfp/x3M5he2iOMxxlPT7wwQdTj8LvQaLTPzcUNoav4ZEI5EER/bZPRrqnLa+vm7r6+uRywi3cOym0+lI+OeWuD5VhH+HaB/a//IBt5EvoIlbM4uJO8eZK3ihm7SA9ZtQIcTZ4V3s3HjFC0a+/okvnM1rDO4CFUpJ8XWTNNbFMnBYbb/jvA4EI6xD/VoV4xJzPpzJoeY3ZhYTinxK6jTHUciMwHsTn/XihSPuHsfXiZDbaF6uExKOTgjEDa5txI4jWPFRkJmtdSIZRKi5c01IOPL2QLN4ihOnB/hI0DwqvMsELr6pVCpKH/EXbAixHNlHnRK4GXgRl0qlYk4zFihnQTjCewr9zLWEpj3PC0b+37wY5M9//l3oeSGRSgjg6xxwFz84juAwQmra9vZ2JBRxQWqIv+hqwt1ZeCGGBRoWZZyCxvWLcB+PC0UQEUUMdUM9ClzbCNcrzEF+/pmnRaIQ8wpfi3wDhyTHEdzsGKfcobHf78ccR7iesHDtRWetNcUycLPOcX4drN15bcrBmX6/HzMQ+DkYh5kFnYeHZRv4moV8H3sGH9xGUexer2eNRsPq9XpMZMZ+NPSa84KEoxPAFnzUT0FnGERMObVKXbyODm/oWThiEc53auINNkd5uQibb72qiXy28QsvbOpY6OHNGTaPfHFmoci7i3COzbrj6Kj/bjY5cXvHUOhnPC8kGvG/hV5fCA+7jTjSz93T0Dnt8uXLsc5pXPAeKaawpfu2vqhVFBKG8DO7kfg+on1+Y4fW27545XGigd51FKq/JPFIiPODyx+wkz3JcQQ3MxyI7GrodDoTqWq8GcSG8LSOCyGWGRaJ/PqVRSMfpJrmeEpKpT/Kewkd2FPgMVwPKZfLRSIzrhetVitai6DY/ryuAyQcnRAWN1g4gt2eC+2x40gkwxsN31WND3YchWyCGLyh1AYf9RWzCURAL3LggmsW77yG1BSkoXAdESwcGV5MzoLaf1jU4ySv5YWhpNeb9vijiEZJi+R5nBDFyfELMn8tR5v71dVV29zctK2tLdvZ2bHV1dXIScq3Kysr0XUajsJGo2H7+/u2u7trtVotGve45Q0dBwtwTWDRCPDij4MPJxWNvGDEm0o1ZxDifPDux1CaWug+u9kxnnu9XiQa8UYwVOOIrydCiJMRGkecMcBr2uO64U+yF/evycKRDxQh1ZX3JTi4K9tR3ussIuHoEHgDhftcg8e3GcaBf4PbaBY6N80D3nHEHdW4S10oVQ2F0hAZwiaCi5NxxHkeB+yy4SeP8XgcbcbYIoqLthcuOG2k3W5HKaR8tFotW1lZOfJ7Spqw+BrhhZrDIpA3SziCIObzuLkIoH+fh7mK+D37+7whnuaumMc8bnF8/EZtWj0BXnRxYWoIwZlMxjqdju3t7dn+/r7t7+/H7tfr9ZjTyKej8TmIlFXcJhE61496vnJaC280G41GzB3FVnWNBSHOFu8yxtqS09K4ZiauUz4whbQTFNzH+tK7GIUQZ8MsibJ+L8Lrmmw2a8PhMFj/bBH2nhKOpuCLfHKKmm/l6ScgpFEdJY9S3ICdIF44QuofhDnuiIVJHilLvGDf39+3Wq0WLd6xqdAmdj5hZxl3WIB9lDsu8MKPU2H4nCoUCpbNTr8UhgRkvvXXCZ/37Nt7+03jzRKOuGA/C9pcTDzkDEl6L34TDREO931hYu5s5QuLqrbYYuPPKRYxzSx4ja7VapHlPDR+Op2O7e/v28HBQSQY7e/vW7VatWazGatpFGp168fcWeI/H280ebOJ9+mFbiHEzcW7Hzllzd/HtQrXHu80qtfrdnBwYAcHB4nrSSHEcuDXxLwXgXC0aIIRkHB0CDzp8OQTat/Jh49e4LVEMj69gQtj86Y/lKrGbRm5FXOtVos2GpjosWhXdGj+8OkkqEPgRcDQJo7THXFesRA5DS8YhVJyeKOMgy2svtPDWUwiKysrkauKu8sBXxwQ3920OkghOy4+AxbW2Azj8M4jFpzwN8XiEBobvgglj0l0PMvlctbpdIKuPHQnqdVq0bUc7W1rtZq1Wq3YOcfdM0NuN7OzO+9YzMYcBGEMwpeEIyHOF38tYsGI15B8nfLCEY9lFo7gYtd6UojlhNfEZjfWy7gecBB1XusZhZBwNAUfqeAIhXcacdFmPxkpTe3ocKpaSDhCqpovOO43JY1GIzjRo0CZFu3zCzaDuFiz6s+paRA1Wq1WrCMfp5RyMcxpJBXWC10fWGgOFcg9y1TJXC4Xa22O78hfj1DzKVQUPJRml1Tsl6247DrykRau66Jxt7gkjQszC4r7GDO+9TXXqYNzlDuqNRqNWNODUMqk71hy1uddSDhix1Gj0YgJR0ptEeLs8cES7zjyKd1chBelD1qtVsxxxOUPuJOaEMtKKLNm0bNtOGDEPyNoHAqgLgISjqbgF8GcjsZt4fn3XNNIqWrHx9c4QnFsTlVjx1FSGgQLR0hV4zpHihDNL3Ac4X5I1Oj3+1FhOoiNvmA9uwZ98WwmlIJzWBQTAhJvanGEIpSHXR/gApq2OE2lUpbP521zc9M6nU40meF6xYtk/lx47VBxbP+d43uGMMRpar4IsG93rjS1xSbJbcQdT3CNRqFr/BufQ9wBzXdL5DpG7Czy5xoLlecV6fOfDy4FCEdcUFd19oQ4e6alqvlAL2cIcL0yn6oGERipsnIcCXEDXgcsMrz34J9Ho1HsGpLkfp5nJBwdgu/I4N1GEo9uLr77RchxBIeIn+hDaQKhnHSlCcw3vBnEhRvnARem5SKYSC9NcguGnDcgtCH2aZX8Wvg5nU5HQkqoJfhZLDRLpVIkjJrdEI1KpZLl8/nYZwo5gLxoxI/jXG4Wjbx4xG4jn6q2SHZdMUlSjaNUKhUTHVH8GucCC0NIfcS12o8d3PeCJNfeChWjP+vzLslxhPmHO6vIpSDE2eLdwewwSqpthGsXz3VwLcM9uL+/HxOx5WAXYjkJ7UW4bui0uqbzjISjKfgJhzed0wpjc+2do6qvi3JCnQb/fU9zHOH7DnXAQDSbrcWKEC0O2CRiM+qLVPuaZKGOKnyfnWshQhth/jlJSM5kMhMCC6d2IVJxs0ilUlapVKLvhFugQ8wBWByHPre/FrFwBAcVNvHYCIeEI6WqLRehNE4cPvUD8yPOD05D43bX3B3Np0mGahd5oei88DWO2KWA2kyhNE6NBSHODn8dQkDSB3p9MxusMTjdndNOvYitsSyWmWU1Rkzbi+DfF7Gup4SjKYRcBXDBHCVVjTecIZI2aIt0gp0ELwD4I1Q3iiNEmNRR6wgpatx1R9He+Sd0QYZNlJV/s7iTLanGwTR4PCctRL1whFS1JOHotOefL7wPIYtrDXFe9VHEa+8+MrtRJBRjCimAcFVgMc2uPi8m8WZfgu3i4gUcrjkG0QjnIc6rwWAwUcMI5xbXAvI1zC7y+u0/n3fksbAKZwKn0WqjKcTNw7tkzSyWIYBmEZVKxcrlslUqFVtdXbVyuWyFQiEK9LB7PTSOMe/57qFat4tFJRQICqV3Lqt4ZBbeiywyEo6mEBKOfDcmXxQ71O46NKD8Anvascj4Cd/XkEn6Dr1FkOvc+BoZ2MRiole9lcUmpPJDUIKoxI/jPOUQoRpH7DjCeYfzi1PVIBxhEcqOnJMKKCyIsZDq67AlOSFD1yn+vry1djAYRHXD/AFHBWo/cOtxL9ZyS1KNvcUjlDqa9Bhcp+EowqaMu/NxmqNPP7soQvMzd0pMckex825WPosQi0BSDcJsNhs5biuVSqxpxPr6um1sbNj6+nokHmWz2ZhoxDUJQ25Bns+0nhSLSKhGGGfchMwSYvGRcHQIvj08UqfQFp6FI293TaptFBKNQnUZFn0i8ra+JMFtmpLtF++Y9LmwKrsfeDOy6N/vMoIaPUluJP9YLmaXROhcZOFoMBgEnUxc18UXyD5NqiTS7vz74PTOkBU/qaYDPqN3c2Cc9Pv9yKqPtBt2GaFFer1ej8QkpBslCQFi8fB5/vgdHzweer2eZbNZG41GEymPLPAn1Sy6yM/J1w4WjpK6KEIo5rlH40CI0xNyAqfT6ShVu1Qq2erqaiQW4VhfX7f19XWrVCqWz+cj13EoyOPv+4L8F31NEuKswPrSZ95wtk1SJohYTCQcJeCVVp+m5jt8hQYPCx5JApIXj0LFYxd5UkoSjeCoOOr354UjbzH2RXu1aF98puUXj8fjaKzCITGNJDHT11SCeAzbO7fk5E3laRabeG0sdENFupMEo6RrVCi1COMEAiwKzu/v79ve3p7t7e3F6oe1Wq1YfZpWq5VYKHuRr2nLSOha7MUVXyML5+VoNJpaH8sHV/D3LvqzhkSjJPGI0zQlngpx8+B1OjsjEORl4Whrays6kKpWLpejrqNmFnOtJ4lHoU5JmtPEosFrRN+RMGSa8OtJjYvFRMLRFHyqWi6Xi0QjLxwhR9qngeB1PEm1IJbFdeRT1JLsxiEBziy+cUiKZnOXHr8Z0eZ1sfHOIzOLjS+4jCCiTCPpXDWzmOMHt34C5UXmzWhNjzQ4rl0UigaFBKRQm3T+zlg0wgHhqNFoRF1lrl27ZteuXbO9vT1rNBqxjlHsHsEiGxtnRWcXF3bRQJj1QiTOUxZZx+NxTFwMiYyzMif6edvXXfICsXcY+rleCHFyfACHHb8Qjsrlckw42tnZse3t7chphOM4qWohYVyIRYTXiywceccR1sBi8ZFwNAVMSNxRDZPRtBpH3i3j74dS1WZpcXyeHEUwSkpXS3IccY0jbGKTNiRi8QiJRv73XO/osMkuaRxPO09xDfBuidNGKPH34dQwu+E4ClmIk1LUpjmO2DWBxbIXjnZ3d+3KlSt29epVa7VaE/b+pHQjbZoXFz7P4bbjMRYSLbnjWqgItp8PZ+G8CY3pkNvIi2HLPM8LcVZwgJfr/HnH0cbGhm1ubtr29rZdunTJyuVyzKUEx9FRUtX82lOIRYUDk1zjyNfQVKra8iDhaAo+ksHt4VHjKMlthOcn4SeeZRSQDhOJpolGZvEaNdNS1VCA9WY5PsTswxvNkGhrdniXsaM8zv9bkjMu5JA7DSsrK9FrhBxHnLbGk35SKi1fbzBGEHFlxxFS1SAcXblyJeoY5VPxOM1oljb+4mzw/8chkZV/78cOu5WSzpeLOH/89SMUsPA1T7z4GuqiprEgxOnhYI3f3EI4QnHsjY2NSDgqFosTQRzvOPLps7iPxzIaz2LR8MFQXmMmNYYSi4+EIwcvajFQOEWtVCpFedGlUikmIPHg8bZ9HN4Cm9Sqm+2wizYh+egzNr7+YhRStPm7RSR7PB7HvsdQtMjX2li071Qkk/R/Pa/nAJ+/oW4XSR3VkkQj4MUjrs/E1yvUMkIh7Ha7PSHgyr6/nHiBdJYJib48njD3o7YhHMeoLYZxgnROjA/fRVBjQYibS9I6HWv1fD4fCUaVSiVas/OxsrIS67QLt3q/37eDgwOr1WrWbDZj3UFVH1MsGz5FLdQgSuLRciHh6MP4KCinf+TzeSsWi1GuNNp6VioVK5VK0aKSazb4DRR+Rncif6CFdaPRsFarFdUH4doIiwJHhniRjsm+WCxasVgM1pLC94tFOaI/KMrbbrdj390s1skQ4jQkbXDZARnKPT+qiy+UisO/Cx0aX2KeCNXOS6VSsSYYxWIxChRh3g8V0u12uzYej63ZbEap0bzJ1FgQ4uYQWqdzWhrWjhi36+vrtrq6GgV5/RrSd95tt9vWbrejOn77+/tRcAQBSCGWBe804nkRhzdPJK0txeIg4cjCnbvYBcNOo7W1tVgbT56QMGg43cMX/ESkHge3uK7ValE3Ip9itSjwptcXWfMXJC8eraysRAtxX5wQghu7trxwpO4XYhFg6zCPI0RbIWIflp6G1wLT0mV9K/FQVxm5+cS84C34GB8IYGATCtcCC0eFQiESjobDYVRDjwMXaNmtYvBC3BxC6a4cdCwWi9GanFPT0D0tJBx1Op1oTc5r84ODA7t69WpMOOr3+wu1FhfiMHidyeIs9sPeOIH1plhsJBx9GL+pCqmsWEBubGxEkQxMSBg4eD7SPHxxPUxQEIxYOMIE5cWPRZusfGoaLjx8MQo5jrLZbLDNcb/ft3q9HrmOEPHl4ryhWita0It5JSS+etdRknBkdnh9p5DDKOSkTBpfQsw6vCjGGGErPgtHa2trtra2Fm0+2XHU6XQsnU5HaS2L7BYW4qLx8xgLR9xBjYUjbHAR4DWzmHBUrVaj4+DgIGoCsb+/HwV0URRbiGUhVLIF46xcLkf7NO84EovN0gtHIbu6V1k5X5odR1znyDuOWDji+jvT3Ea1Wi1adHKdhEVbfPo0QL4YJTmOCoVC1EkKjgcugA1BjoW3UKqa2ezX3hBiGkmOI67DkpSqhueHbs0mCxMnpaeFRCWlqol5wYtGvk4YhCNsROE4yuVysYLyPMewWxjz96IFfYS4CEJzFgcgeQ0JwQjH2tra1FQ1dAvd3d213d1d29vbi0pH4FCqmlhWvImiUChMCEdI304qiyAWi6UXjoA/0Vnc8ItICEdciwdFM7nGEdwwnDsNt5E/IBxxbZ5FtLr77zaXy0XfIxcd5+8WG+J0Oh1FfTDpY7GOVDVOFfDCkZlEI7EY+NxzLgzKtuGTOI58WqcXkDhVTeNLzBt+rg+1GuZaDggYra6uWjabneiahlvvOFrE+VuIi4KzAXynJ6wjWTja2tqytbW1qDg2NrehVDUIR+gUCpdRp9OxdrttrVZLQrBYOnh+ZBPFYQ2ixGIj4ciS28JzNMM7jtbW1iL1lSvLp1KpaIPFjiNMPuw4YtdRtVq1Wq0WbcTMLBbZXyT8hhc1pKa5jfL5vI3H49ik3+v1ojbh7DjCwp1T1YAW8WLeCRXH5o6EScWxQxP6YTWOQu6i0MGvIcSs4wNEGEe+0C4WyHAcpVKpaE6HaATXq0+VXkS3sBAXSSjA62scoZzE5uZmVPMIgUgEIM1upKqx4+iBBx6wD33oQ1av12POfxyLthYXYhpJqWoQj4rF4kSwUg6jxWfphSO/eGQ3jBczMFgQwfDt43ljxu09IRrBXcRCB1wy6MayDBOTF+UgHKF1KlRsr2SPx+OJVEBM7pwewK4tpc2IeSWURptOp6MJHGPEFyv0dcHgOAq9PsYUc1gHNR5XGl9iHuE5yDdo8AELjDUEL7CBxMYTrlfU2fOuIyHE6fDrdKzVef2ItTnqkaGYPQd2feARQV0UxkYQt16vx5yF3lkrxDLAjiOfqgZBlrtes3Dkyymw+FQoFGLlWHDAzX4SQmvSab/DfXF8llo48kWa+Tafz9vW1laUI82CBkf2MYHxJo8nJkQikYp2cHBgtVotSq3CAnMZBCOzye/cT/oh+yO+Xx7kSfeFWAQwTjjVDD/z4hhps+vr67GaDhwNYlGbxSI/bpJS03z3NAlGYp7xi2EWiEJFP+EkDs3r7B5GByZ2HSlVTYjTkSTyZrNZKxaL0ZyHdFIEIDGOef7DphSlDlDWILSJDdXwE2KZ8CUR4DhCsBLzpG/GguwQn7HT7XZtNBpN1CbDHrDVap1YOMJalVPIvfCbtKYVx2OphSMziyL4HGWEmHGYcMQtr7koGBdv5rpG3KWh0WjEIpPLcgL7CxEcE7AYVyqVibpRsj+KZYOdj7jOYMHM7cEhHm1ubkbCES+afbdHdhjx76YVxA51TluGa5VYTDAHcQQVi2HMQb4LE1LQ2UXM3VHRkalWq1mz2Yylq2msCHFyWDjCuhBib6lUiroce/EIbiMO6vKGEU1UuCYm18WUaCSWHV/jiB3u7DgKBSi9OFSpVGw4HFoqlZooaL+6uho5d09iosCeGxknLAbz2MaRSqWUkXIKllo48hMSoo1wvyQJR7ygDDmOQgtMuI3Q6pMdR4huLAucl86OI160hxxHQiwLaDMcKnzNTiPuHrO5uRm5jfhadZjjyAtI3m0UsutrwhXzDNdt4FRpDl749t2Y1zm9pVar2f7+fsxJjKCQHEdCnJ7QJhSbVtQzwnyIDogQjlDM3qdbI800qcQBxq0CJmLZ8V2wea/sO/my44j31hhbcCLxnIvGUTBSnNRx1O/3ozENUZjvs6iUVKZBHI2lFo7MLIo8YjAgYrG2tmbb29u2ublp6+vr0UQEWx4EDX+Y3UhV46KZ9XrdqtVqZGdnx9EyCUec9xpatHPuLOelC7FMYLHs6xkVCoXo+uTFIwhH/Hg/hnxud6i+ERfExqI7FIXl1xFiXgjV2EOwiOcgbt+dlKpWr9ft4OAgmtdR40jCkRA3Bx/g5XqY6KAWSlcrlUqWTqdjha1Ho1HU6ZgdRywccZqaRCOxzISKY3O9X3bEY52JNSXPsZgHsd+G0wjCLYu4J90L93o9azabUe1gHHiP3W53Yo8u4ehkLLVwxJsz38pzc3Mz5jhaXV2dcBxxwVru9BBKVUNkcn9/P3ZydzqdpatxhItHUrSXHUf+YiTEopOUV44Jm1PUvONodXV1omYbp6qFxlGokGBSPrgcR2LeCXVjKpVKkSCLuf4wxxEX093d3bVGoxFtRDn9ReNEiJMD9y1vXCuVSjT/IbiLdDWuczQajaI0UxSrh3CEwK2vccSOIzPTXCeWFi8cISAJxxH2Z9xYygtHhUIhei3MuTzmfGrZScdau92OGlDBnMEuKA4ADYfDaF4Xx2ephSOz+MmNCMbm5mbkNuJUNTiOsCkzm+x8ZBYvjs0LTAhHiEiyhW5ZahyZ2UTO7GHCkWociWWD7cHcGhzXKF8Ue3NzM2o/zJ1nuGAhYItuUoHsw9LUlkXoFouJb9CAVGmflp5U46jVasVS0Pf3963RaEzUUpDjSIjT4x3qq6urE7X9WDiCcxDCbb/fNzOLAro+pSUkHDEaw2IZOSyIybV9+TC7MWbN4uVJSqVSzN0HMfc08+V4PLZ2ux3VGkTGCq97WTTCPK5slpOxNMKRF3e4hoivs+M7FCWJGWY3NmEclcBAQLtP34HFT1bLtLjkC5Fvz4gCpSzOSTQSy4aP8nDxeDgifTFQruvgXZBeNArVbuAuM7yo7nQ6EyI3W/mFmDd8zQYu0Lm2tjaRKs2iEae5tNvtSEBqNBrWbDZj7jy18Bbi9PhmKn6djtpGoXU6xh/W5J1Ox1qtVuRIaLVasSY1EnvFMsL7Yj6wP8PB+7V8Pj+xtmR4nuU1LYuzWEtygPKktNvtWKAUa2C8D3bew4GIdHJ+/3IYHs5SCEf+JMKRy+WiegZcFDtU64AFI86TDB1QUtmCh8NPUMvQtYEvSvz9syvC58nyIeFILAM8TnwK7erqahRdxS2uUb4emC/Wz3gXEa5DcFG0Wq1oE4yFNVwVXMMFueiLfN0S808oYMRuI98OuFKpTDRmwJxuZhOpLXzA3cDdWhZ9bhfiZjJtvHqRF8IRUksxB5rFnUUQitD1EK4EFLXHPIeyERqvYpnw+zF2qocaQ/nyIb7QNI+fkCCVTqdtNBpFf9M/J4QvZB26ToxGIysWi9E8HKoTyntMBFDxfvyhuTuZhReOWHHkAZHJZCLbnBeNcCA1DUorDxhfD4R/5rxNXlj6lp+LLhyF0vhCwhErwkmd6oRYRPxkmNTGFE6j7e3tWJTV12LxQivfxwaYr00saKP2GgtHnGaLbpAQjlS/Rcwyfv7h8eXbC2Mzurq6Glncea5HOjkX08UYYJeRBCMhToZPdcF9dhtxPTKkanPwBEFdCL0oYM8ppehujJ9rtVrU4VhuI7FscA0xro+5srIykXXjm62E9mfcsfe0hDqfJc3r2WzWCoVC5CDiPT6ELwhHEJqGw6GlUqnYPB6qcybiLLxwZBaPWmCA4CSDYATxiH+GZR0bM05RM7vRgSjU6pMPv1FDeho/ZxEJLQS4kJoXkbzLyD9fiEUklCMeKtrPBfs5Nc13fwpFY8wsVrTfp6Nxyg0O2Pmx8K5Wq1av12Mdo4SYVULjygtH7DhCwCibzcYWjL4bE8RWDgIlFY7XwlOIoxEaq6G0UoxTCEcQjTAHYqwOBoPIQYv5a39/33Z3d6NASK1Wi5y0EIQ1ZsUyESp+DcMEApRsooDwch77siRhiq8PuI9rhJnF1s+VSiW6Rvh6hRjvXHMJLOq+/GawVMIRinPlcjnL5XITbiMWj3Bwbqe36HnhCPma3sKOk5IjlL545qJNVkk5s/j+vNuIjyQBSYhFYtoY8fWNYMvf2dmx9fX1SNQOtQ33r41bLxxx21JEZnH4nyEmIVVt2WqzifmF5x0eW95xhBT1VCoVS+PkotjcMc0X+AylrQshjg7PgTh8RzUEUjAn8oYQTgg4BH1zmr29Pdvd3bVr165ZvV6P5j/U8cMaXohlgR1HMFPApcOOI18SAc9Nes3DDn7+Yfu70ON9CRr8Gz4L5ud+vx8V8ja7EUBFIGg0GkXBIO9EEmGWQjjiqAUGh09T844jtubBtscDxixeaNYX/OKT1juOOE1tkeuEhDbEoRS1w0QjIRaVaWOEWw9zt8f19fVIzMa1LFRI3o8dTlXj2g98IAKLxbYvIsrFRCUciVkmFLDgtGi/GcW8Px6Po0UkRyNRFDskGiU5joQQRyM0D4Y6OnGNo/X19cgh6OuToG4fO4729vbs6tWrdvXqVWs0GpEYzC5CjV2xTPhAJcZXuVyOhCOkg5634yhE0ryOuT10LWg2m9HeHcHTbrdr7XbbBoNBLC2d9/EizMILRxxlZOGIO6nBbeRrHJVKpSg9jYtq4QQLta1m0cinp+E2qRDXIpG0IQ7VOAqJSHIbiWUgyZ4fqnG0ublpOzs7tra2Fismz6J2krXXLJ6qxpFYFAut1WqRWIT7tVrNms1mtGHmQ6lqYtYJpb34IBJ3VF1dXY2ijXAPQzxCZ0G/0Qx1hFm0+VyI8yAk8iLtxNcjQ+fjdDo9UQZiMBhErlrMZ0hTu3btml25csVardZEvVEFQ8SyAceRX29yB18vHJ1XG/tpNY78dcIbDvjnVqtlZhZzGrXbbWs2m9bv96M9Pa4Bg8FA+84pLIVwNG3yQa0QTlWDTa9YLAYFDzOLnWQ+La3dbkfWV95wIUK5LEU0p7mNfAX/pK5qXjjiYuQs2vnIr+zGYpbxm1m/qfXCNqz56+vrtra2NjFpsk0fr89wx0eOtjQaDatWq3ZwcBATi7iuESZXrtum4oFilsH4wtjiABA6rGAtgANzPtcl9GMG4lGoxpHGghAnY1qnXU7L9qUlKpVKtNbD2hqiEdxGPJehztH+/r61220zi7ff1hgWywCvD7mGGDvc0cE3lKoGocVssru42Y3uvVyqhU0V2LN548VhwcjQepnnd7w/BFRxFAqFKOjT6XQi93yr1bLhcBgLuuJ947V1bZhkIYUjHhQ4wTi6iFoG2IjBlocORTj5vIrJJxeikRCHIBS12+1YtwZuXw0brO/ItogkCUZ+QONAzQlOC/RdolgN5larqNWC/wO+OGmwi1kDY4NrrfA4yOfztrOzY5ubm7a+vh5rh+prrXnBCK9vNjnRcS02Fo+wwOaaRxhLXM9lWVJsxfwD0Sg0x2D+x2K4WCxGdcKy2Wy0eOUCmt1uN5amiQWxRCMhjkdSvRKuP4r7+Xze1tbWbGtrKzYXYh40i6/FuWYfXEZcABtrcYxdIZaBUD1Ns+v745ChYn193TY3N21zczPaH/saR5wSxsF7Fo2wzvRdxv1juUbwtLk0qbwJ9pVYJxeLRRuPx9F75a6MqBkKUwfKQqDcg9mNuX9a7cJlnvMXSjgKTUi+IwMPDG5rzVY839o6lC4F+zqi9tzCen9/365du2YHBwdRAT6kdixD55Wk9ABOq+GFPC8UsInG430xclyQWDTigr7Y7PKiXoiLxtcewmSHyYxbDZdKJdve3o7Eo9XV1WixnHRdCl2fPJy/jc0wL7Z5YzzNVbEMbkkx32Dux9zCDiPM/xCPvCBrNllAEy5ijA/fHVUIcTiheSuVSsXW6OwwKpVKtr6+HpsLIfKa3ahXwjX7kIKNAG61WrVGoxFtFCUYiWXE1wPiOdKnbEM4gsMdXdW844gFIhaG8DP2Y3zrU7zZdXQa4ahQKERBodXV1Ug4yuVyUaAWxb/X1taisjHYi7IghusKO+s502XZ174LJRyZWazaO2/QvOMIAwOtrUM5nP61eMLztUI43QO51BCOfDHZ0KZr0U5C7zhi+6B3WHjxCGIfX+DMbjiO2C3BLcR9RFiOIzELhARtzivn+mqY9La2tqJC2KurqxPtRENidshp5O8jOssTOxe99i4jdhpxhEnjSswyGF+INMJRXC6Xo8Uwtxn2whEijt7dGkpV03gQ4mgk1fTDGr1UKkVzIA4IRxsbG5FLcGVlJVaHDPMYr8WRkpbk/BdiWfCp27wvQ2CFs3G4NALSQ3kNCoGF50cWh3wWjg+8+JIHx01VC6Wgl0ol29zcjMY3nESj0SjmOiqXyzHHIRtFeI2MLot4n7jemNnSi88LIxx5+x3u+7oG3MoztICEcOQ3aN4xgJOr3W5bvV63g4ODqNUnJq2Q44jT0xZ98pqWtx4Sjnz3Ou+u4K5QLBwhysRFfJWqJmYJLxr5iQzFr3Fd2trasq2trUjYRhqtF7T51uNFo8McRyFHBW+O1TlKzAuhaCo2ouw09imgoSAFC6xYDGOOkWgkxNEIzYHsfMBc6FNl2P0A4QhjlR1HCCKijtHe3l4kHDUajUg40rpQLBtJZUMgroRqaqLGEdy6PE+axZuteOc6H81mM3agnMjNdhytrq5GzSzwucrlsg2Hw2hfiWvMaDSKnI65XC7WcW0wGFi73Y7qIuG7Q5e1UMHuZWNhhCMwLZoB+ys7jjhvmlPVvNvF345Go2jANBoNOzg4sN3dXbty5Yrt7+/HWlv7CcsPjEWcxPyF6jDRyDuOfF0p3vjyQp6FI3YcaVEvZgEvOPvrEiY3XI+2t7dta2srJiJxlJU3t/61QdI5z9EUuI4Ocxz5QtgSjMQ8wMKR78SEsQXhyNduMIvX0+NUNU6FVmFsIY6HF4288wECLzqIbm9vRylqcOVivEI44tIFSFOD6587g8pxJJYZLh3C+zGucRRyHPl9GrtzklJFUZSe92ecGcJp3qdxHLEItr6+HqWnYV3d6/ViIlE+n4/+Bh6Xy+XMzGLzPURo/BtY9NrER2VhhKMkC+y0GkdcPwRFMrnGzrQuRdiAYbAcHBxEbT739vZiamur1ZpIVVtkkv4ffGFsfNf5fD46sCDwh+9i5x1HcHb54oeL/l2L2WeaPR952SgAevnyZbt06VIkGCECBMcRnJB4Xf93EA3x9dN4wptW48h3gsQGOVSTTWNLzCpIVcOiGK4+Fo4wvnzAwmyyxhE7jrywuuyLSCGOw7Q1eqlUisbpzs6OXb582TY3N6OMABzsOOLi9fV63arVauT+x+YVc5scR2IZSao362uLcUYOnLm+6zXGHjePgOOPOxj6Dr0s4qK+kC+QfRrhqNVqRU4j1EZj4QjrbYhIWBcgnc1fR+Cw4muFgkTXWRjhyGxyQppW4wiDA8UxYdfjjmqhDZjZjfoHLF7AHnvt2jXb29ubKAi2bIU0/cLAp6txkWx/8GvwfSzm+btnKyRvepWqJi6a0LUIB29oIWRvbW3Zzs6OXbp0ydbW1mKtwlEQNOSCTBKJfPdGrm3kN8O8KQ4V/12W65ZYDOA4CnVT4YYYmPt9FJU7D3pXHtc4UqFMIY5O0pow5Azc2tqyS5cu2ebmZlRCAmvEdDodbTS5UYqvccTrQq596d/TWX3WWXgtBXyEWbwpC2d8cGMWBCrhOlpdXY2tXzlwyW4/7IN9UXoWkarVqlWr1Ug4Om2qmheO+v1+FIjd2NiIxj4CnxCPWDgaDAa2srIS1SuG+MUp7FxaBu+VDQ3LyMIIR7yZ4g1aSF3FQMGB9DSur2MWj9L7iD1vtnwuJ2oa4VhmEYPrQ/mNdNKmml0TXrzD98/FS5F6g4uR0tTERYPz26docsFepKVtbGzE6q7Als+dBn3dNf+3eIyEig4OBoPIxs81wabVNpJoJOYJHhe+IQPXccCcj/GEBXC73bZ0Oh1tQH1tBt91cNmCQUKcliTnOdLQ+MAmtlwuxzasmJuwvsachsPPbd6BDlH5sJTvk+K7nvJxUkLraP9+QyUwuDYhr515fax18uLDghHmQjiNEERBAwn8GzJCzOI1MvGzLxcCcYhri2FMos4YxiU7jvy5OQ2MXa6Bi89WLBZjAjKnzGUymYnzHc9nJyMf+J7weLxPDt4uKwsjHJmFLbChbl5cU4dFo1Ax5tAGbDAYRAPA1wbB5osFI0Ulj07oO/KD1LdGZLXat0wU4rzwC1AugO2PUqkUpaZxq2HUcJh2XfKwwIprFl+H4Jyo1+sTk7rvRKjaLWKeCNUgxOISjiPM+ZwS7YvrwsFgZhM2e17wsquVU9U0ToSYDrv/4XTA5owdDhCLOOpvZsEOTN1uN2pEg83pNGegdzwdRZA5Lryh5U3uSV8zKZMCtyGnMX6GKI5rlZ/jPbqOLR7sNIJYxA4j78D1gUrfGAX30cUQAUlflJ6DL1x71u/Vjrs3ZhMH3h+7hH29s4ODAzObbNYUSt3jdQLW6n6vKeFogYQjvrAmpUfxpOWj+Tj4pGDbOrta+v3+RLSe7bCYrPgCrQvy0eDvPpSK49Nv+CKkjk/ioghtYCEcwYKPA1ZgXwx7bW0tlj4DhxJP4tP+ttmN2mtc0BeuSAhHBwcHVq1WY50IWTjCNU/jSMwDSTXEWDzywSJ0hoFwhGYXw+EwEo68g8G7iXkRLISYjg+mwP2HukZeOEKKdi6Xi63DORjSarVigRAIRzynedesdxuFHEInxbcI5/tcM/W4+DbqLEqZJWdHoKwDjk6nY2Y28Z3gNZY5/WaRQTCFSyTA2be2thYbczBY+Hp/3kABdw/mSaSoQTjCOOQ9Mqeo+fP1qOed3wNizLJwxGmrlUrFzGyiKRPcVN5cgnUChCNOpxsMBqcSgReFhRCOQmlqSa4jn9uJopj+wmwW70KESQgXYC587bsRYQEaEjXEdPg7Cn1ffMEI2W+9BVffuTgvQimZXIQP9VVwoFAvivWura3FUml40cmuI5/KaRYXV7FYRNQFByJC2BhzdJbt/CE7uxCzSFJKSFJKDBfCRrQS534qlbJ+v5/oNuLFLzaxcuYJcTSQuu3rjqH2GIQjuI0wD+ZyOet2u2Z2PU2NGzqgozEcRz6ltNfrmdmNtWBoj5BUPuEkcIosgtJcBoOZds0IuZd9G3IWjrzTHve5FijWDBCU2HGk69dig7Wor/XL444dfr7Ory8N0uv1YutLrmEEByDWlb5upq8NeFzRiN+T2Y2xEnIcQdBKpVJRQJbTVUPlbPAd4cBY6ff7E+aSZWUhhCOzcCcvb0VLchx5FT/kOOJCmVA0eTHphSMWNeQ4Ojp+IxxKUztMPJJgJM4Tv8jjaxB3ToNQBJcRJm1M3EkFe3mhy3+PxSNOVePuEFhYw7KLaFAoOhsSu4WYVUKbK5+qxsV3fefOUEeXbrcbS1XztY54nHA9PSHEdDiYgs5H3KgGzgd0EWXHERyw3MEJYxTzGwu9nBoTCuh4ZyLvGU4rHHG3YG5jjvRYcFThyMxiASTOkMhkMmZmsTkba2AEkCCU43H4Pae58XuS62jxwHnum7Jg/Ykx54UjgPOGhSCuJ8RjcX9/3/b392NCka9D60Wj44pHuOXzFYKWT1UrFouWTqcj9yEEbBaQWB/wqWr4DNjb+3I2y8jCCEdmFosehC60uKD76GPIrmpmMXsap39gwHCnFa5xhBPURwDE8fCTLF8wvGjEkV9FgMV5k5Qug+gqojvb29tRXaP19fVYChuOYrFoKysridclEHIc8QbYtyf23S5YOIJL8qSRICEuilDAKCmSiEUhi0VY4CKKWq1WY2lqfjPqaz1onAhxONiwJXU45uCJF4663W5MDIFwBHcDxiy7aDudjo3H4+haYGYT14dQHSLeMB8X1JHhdBfcnlQ4wnti5xKnsZtZsMgwmvigMDBcE71eL5huI9FoMcHcGOpeCPe7F464gy/vsbAPTiqMzcKRL4AdCkrynu6ohMROsxtp5ywcYfzhc+B7QMCHhSMWeVk8gmDEzbPkOFoAvMPI1zQKFcbmPMekk4AXll404sUku46wCOWBcZLBsawkpap5lxHXOFKdI3FR+E0r3/rI6vr6etRi+PLly7a2thYtjv3ttDzq0Bhh4QhRWQhH7DSCnZht/RC9da0S80ZILIJg61PT2XGEDZRfbDabzViNIwhH2Iz2+/2FS4UOXWeSfjdtfhYiCb9B88IRxCNfGBu1/uCOQVAEhXkxTnku4/pjZvGAsk//9oVyT1vIGsIR3AqYzwuFwsRe4zjCkRfAORXOzCack3CINJtNM4s7jTqdTrQB9rViNI4XE+6qhvGHVFFfiJ5FI05TwzyJPS93LfPiUbVanXAWmZ1MKAoRej3/HpvNZjTf4/NgfLL7iNNLQ53n8vl8NGa4qP4yM1fC0bR6BphgWO3P5XKRqsrFv/BYTBShhSBHN2CN5ZafXGDW1z44bu7wWZ6ESSlfJ32ds8anopnFJz3uFMUdInAozUacBxhPXqzm+8ViMaphtLGxER2cV86dnvi6hCghL+Z4DPpaBjjfsfmFuI0JHXUgkhbZcumJeYMj8b6OIYrsctoLF5xH6gsWm2xt92mcbLkPdSKaF0KpfVzT0afqhByPfL2ZVsdRIvTyknT+IIiCwrwQjDAvYszyJtbXIfEHO3t8GgwcPrgu+GsFxBMvIPlaRMchk8nEXEZ8nFQ4MrOJem3ccdXMYoIR36IjHdbQWDPDOcmP5ftisUjK0uBzgovOdzqdKBuH15RYO6JmJrv98G/Yp53nHowFLp8dxEYRCGZs7vDBX99xjcVkXy5iWZkr4SipnR7qiHiVv1gs2urqaqzddalUiuqHmIU7dXFkgxeUiNZzATBE7jlFDa87Db+IC90/Dsf5e0f9W0mveVYLQfwfhGpP9Hq9xGLkvKjnLnbaDIubSWicIm/cRyiQR86padw5jQt/YjF72OTEdYy4wCVuh8NhTCzia1bShlg1WsS8wq4+3qjl83lbXV2N6oj5VsOheh+IoE4bI/M6l4Rqo4VqpfD9pAPFxDm9j+dgnndDKQliseHNlxdk0E2UU2Q4sALhiEVeCE8QffL5vJXL5eicM7Po90jBaTabtra2Zu12O/p37yhIOs9P6zjCesC7HNHswqeWT/se/ev69+9rHPG6Fz+vrKxEa2ovEphZ7PcIvuLxYjHgfRW70blUCx7Hj0fgkhus+GYr165diwKSrVYrJt5exOf07igIR7g+cNdzFpnF8Zgb4ShkKcPFlCcN3CKysba2Ztvb29GmDcKRv4j74nK8oEQ+NVI+uFYIlNZOpzO1hTX/zhfr49+d5vtJGgAnEY2SXvOs86B9XSlWkKcJR+oIJc6SpDGLhWKpVIquOTiwed3e3rbt7e1oE+sXx9w1LVR4L5QiwkX7ufAgRCMWjyAg1Wq1WGotUnU0eYp5BOsBdjL4sYcNKYQjbjPM8zzSOjn1JZR6Pm+Erlv43nzaPqfv+1oquEXdFFxDuOWyn4Px97QJXR5YlPTnERyAKMrLnUVR7w/uQKRheeEIKW4419LpdCxQg/U66pHBcZR0eMHotKkoSWmy7A4Cx0lV4zQ7n2pnZrE1Lwe/V1ZWJtxGEI7G4xsFhfH35vU6J6bji1tDUIG7zjvhWDjiVDTcx3rSZ96ct9OI8XW84JqCsBxKZR2NRqeqabaszI1wZDaZJ80FLzEp8YEJClENdhxBOOJaOXzLdjdu67e/v2+7u7uRygql1TuOQu/di0d84HenIckaflJ307RUmbOCBz++016vFy0IpjmOQt3VhLhZTEuTLZVKkfUei2IsjHGweA1nRGgBm/S3MR55IYgJEoX5Q6IRHxgzHHnROBHzCDaFoS4xSIGBWOs7xmAccQdCpKNz+jm6qM3zfOLXGb7Djndr+66zXAag3+/Hos68IU6lUjYYDCydTttgMDAzU+2UJQMih68tBuGIx6ifH9kxiLmR6xPhtUqlUrTORkp4qVSK6oxyvVFOVUsSjpLSUvznCuHPa1+UP9QBLem5SX+P00o5wMTrBRaM2JW8srISradZNEKqGrqrmd0QF5Y9DWcR8U4cFmbNpu8FOfDIWTcsJrFwdFGBAu84wv4da/RKpRLbM/JeXcHT4zE3whFbYH1XNBT54kWj38DxAtILRywe+erxXDkewtG1a9esWq1aq9WKjsOEI3wG3IaOm/EdhU7+kFh0UseRWbybE36+WXjVmFs/4pgmHKmzmjgrkoQjXINWV1cjgWhrayuKpPL1CO4HdE7zbiPu2DDN1s6bXi5YGIoOQTSq1+uxBSRHXYSYN7ApxGaSxx+EI6TGQDiC0MHCEcYPAkRwLCTVLZwXQptfHL5IMTsmfVFfOLrz+bz1ej07ODiIubdQKwoiEV+30un0XH534mT44C6fQ762kQ+ucBMb7mBkdiNVq1AoxNwQ6LjG9S/xM0RMn6bm0zJDdU1OKhzh83uHkE9DP26qGotH/j5eL5RqlM1mg/Vr2u129P2Y3RAWVPh3MfEB+VarFSuAPe38Ri0jf6BBFO/LuKP4eRMSjjAWC4VCzGmflKqmPePRmBvhyMxiNk2uK8ITEk9E2LhhswYrLOocsOOIU9R8NB/CEdpa7+7uRtF7RDcwUYUGTdKgvNniUVJqS5JwdBTH0bSfbzYs4IUq5LNoFEpVw/tTZzVxVvBYZSEb4vXGxobt7OzY5cuXbWtrK6pp5A+05+UFpV8Mhv62z1eHG4+7PYYEI9xibLE7T2NEzCOpVCrabLJwtL29bRsbG1FDDBTcRaAJYBxhDGHsIBDEG9B5nUv42hK6bkE48sXE+YCjo1gsWqfTiZxbvtPVcDiMbWRVaHf54LQq7k6EDmo4fKra2tpasO4QzicEaLigLUQj3yiF77NwFHIAHcVxdJx1Mo81fq3QvH5UxxF+9tkJfg3vMwO8cMQBplarFbmLIPyq1fhiwtdinAfeqTbtuTBM4EC5lkajEe3DcHuRad2+hEOn04nOZU5VU9D09MyNcMSRMnYcYVGDyYgj/qgrgkWPt8GCJMcRb8q4O9He3l5i9P4w0Si0SUyaWI6Djzjw7/l9HFc48u6dULHLozqdjvL5Qo4j3hizeMQFOmGNP8+0OrEchARetovD8QDhCAWxL126ZJVKJYrgc9F+FOgPLQZx349dHoOYIDFpo4g/d34MuY9CnY80VsQ8gk0hix8bGxuR2w8uIwggEGsxhyU5ixE55Y3ovAkg/lrFt1xoONQWnbtbccCtXC5bp9OJnEbs2CoUClHBXS7Oe7Pc1GL2mSYaYXz6dFK4jtbW1mLrYbwe5kGcs2YW3e/1elYsFieaRPCm0DuOTiIcHUZS/VIzm5oKdBzh6LDf+bUCyGQyMcGI7yPYCkEBDg2N18XDdxzD71jc9yIkDghHe3t7kXFib2/Pms3mRFfri2y2wo4jX7vLZ6nMe8OLi2ZuhCMzi0XK2GbNkXzu3ICD8/bZAusFDy+UTHPtcNvOTCYTTVgcFfHPw2fAwe1AuS3uSQnlOMOGyItIvI+jCEfcsQkXBnYqhL4zv7HmiA93kWKrsI9U+oJ+PqrEIh+/jyQRS4jj4Md7qGVvJpOJpXiEFsblcjkSq0PXILw+j9MQ/pwO1TmCgORdeWzjF2LeCAm3qVQqVpeHXccbGxu2trYWq9PDKVVYPOPwtVHgMvJz3SyQlEIzTdj2bcdRb4ZT+HkDj+L97DZC0A11U0IF/c3CqTvaiM4HSecW/5wkRuI+1xvFmMR9dhdxyjbOraS1G+bGTCYTE0gymczE+tS3lmfnT6gBRdL5yU4MXuPiZ37ccb5T/zduxvP8ePdjkoViXCshHJlZzIki4Whx4Ywan/bIKdx4LMYQHEaoc8Qpat69LhfPcjA3wpGPZkA4wsKGbdU+P9+LFT6ywX/DT47ctQ2LrW63G3Ur4AHDhZn5NRn+DL5jyXGqu/vX5XacfIvJ008o0wrxAkwoXEyXrcH+YoHvwAt8nOvOCwUUaGPnhRekeNJO+jcWjYQ4KUkOOd8phccvrgmI0nNnGKR0hK49zGEL0VDKqE/p5CLZXPdLXdPEPMNzlb/ljSkCRvwzz3FIp4Jo1Gg0Iherj0SGunNe9PhJcgxzIMoHpbhzGl+/sLmH0M1uIzgk+bplduP78wKbd/1yQGdWvjsxHX9umVlQXOG1Y8i9w+dWSDhaX1+3zc3NKI0UAd3D1qH+PYTWyXjvPN/h/MNmGXjxya+PWWTm85nPaybp/D5KYHbaZz7Kc1OpVGw94mtEYW0A99XKykrUyIO/H7guudu0WBz8Xgprx0wmE2XWsGiE9eRoNIpKHqAANgdWZqmuLK4RuBax6zGkBdwMs8ayMlfCEUfMOE2N7dRePPInCztckuydfAJyJ4fV1dUoRQrOoqTDb0IBukNwcW9+jycFanLo1jsmjtp2tN/vx3Ki4WZADQhvUUQEA5MZW5b5/wupOtym1A9gf5ELdUzjC5UmO3EzCFnMeRPm3UNwGIWEIzw2dO1J4igCqJ/8Oa3Tb4JlyRXzDAdwfJCFXcbeaVwul83sRmo1jwUUkYd4hMUwj5mQcHRRY8in7/D34gv9ckcnnnexFuJgW2iDXyqVolQ0v4nGdxdyMoYK7qu76fzgz7EkQRLig1+74kCAFecVzi04cuFsg3CEc43fR1LZA16XAxaGMUaRRplOpxPFH6Tn8OdicQqbZy5HgcOnrd4s59BJnpdKpWJBdJ8Oj+Avvg/Ug8O45BpvqP2qzfTi4fdT6XQ6FnjkIunY97VaLRuNRlHtzGazac1mM1bLaJau835O5DrIONisoPP85MyVcIRNHJ8QXjjybiNMbDiZePMWchj4yAYXkKxUKlG7QXR38EIGp4fxawM4mLwDByf1cb4PgAmARRz+2ed582Jz2gTV6/WitrtcM2VlZcVarVasWwMXW+OoFDuOvBsMopEfxEmOI3/LXPRFSywOoUKyfM3BeYxOaknCEU9USWmZZvE6BX5cM7x5xQIAi9lpotEsTOpCnAQfQWQHDbuLvHhULpejTRHmQ4wVXgijYCYWw75Dp3cQXyR+jcIikT+wQQwdPtDGR6FQiMQi/vyczhJKg+VNtXccidkllLLFaU+hFG0IRJzGyIKkdxp5AQn/BsdRqBh1UjqW2Q0xmB3qeE5ozYjNMa9XsfEN1RlNpVKx+oE+rfWowtFZOY74een09Y5RIYdXuVy2VCpl3W43+qxIN8UY5wZAWKsoCLuY8DWda/kC/Iw6disrKzYejyPzAA6YBkIlSy46wOKzkjhwwmsHrwP4a6CYztwIR2bxNC/O1/WdQLx4hKhGKP+X8ZOXdzdVKpWow0qxWAzW9wmlTfF9dGAKLeZyudyRT1y/wfTdJHxnCZ9i4+useMbjsXW73VgrRv4u0+m09Xq9WPoNF1rzkU8vHHnHkd9M+xS1kLotG7y4WSTZ8llA5msOxiwXlPWuR+4+xIvv0BifJhqF/i3JcRRKVZuVja8Qx4UXg+z4426qPu0KdQ273W4UVEGqFbuNYL0PparN0jwTui4lLZJZ4A4JariPDT87FDAvY0PJaS7YfGPjkOQ4YqezhKPZJslpz6Iku9hwYA5kMYgFo5BQhMdw9N+nqiUFUPh3IWcQB1MwN3JWAYtAXP8Pzgv/2VOplPX7/ZjDnm857e2iSaVSViqVbGNjI3JzIStiOBxaNpuNxiMcR3ApmVnUmh1rFTkxFhfMYzjv0VXP7EZ6GrewR00xX6aES5XMimgEfJkU3nuGso8kFJ2MuRGOQqlqPsrBaWqcKpJUFA+vm+Q8YltuqVSKpX71er2JwcK3IeEIjikfHcBRKBROdCJzVIUXcVCG8TnYUgzxaFpdpVarZXt7e1H7cIhG+Jzc7pAX6OPxeGJBm5SqluTECKWqhQQ6/t6FOC1+/HvrK7sPuRC2dxx50doves1uXCe8SBTCPyYkHHkXwCwW9xXiOHj3KuYR3ryG5tJisRg5B8xu1OhB57R6vR7r0ukFV+/uu+jxE9o0e0GN09FQx4TbnnMBbF4f8bGysmKDwcBarVa0Mccmwdc44vUGd6oJRaLF7JIUNPGNTXCLscdNIFiUDIlGvIb0zrijCBW8LuYUSi8ceRfReDyOdU70hX358/PfYre9T9WZpSYT6XTaKpWKbW9v29bWVkw0SqVSls/nY4/1JTHwnUDEg+Mo5PoS84sPxOP8MLPYfX+LvaU//LpyFq7zHOj1poWkVDUJRydjroQjH2HjVp/TimPzCeJv+fX95OmdBojcZzKZmMUvKSc7dH9lZSWaaH0HJix2j/p98N/nTjFcLLff70cWVV+jBRGGJJrNZjThY0JBRJGjNRCN8LfG43Fs8CYVx05SfpNS1aaJR0KclpBo5F2OXjjCRoyFIz7H2fqdJFaDaeeyF44w5iAYs5Xe1xvROBHzip/3Qykxvig2gjDD4dA6nY6ZWeQ6gHDk6xshVY3HDLjosRNam/gFMs+x7Ibc3Ny0ra2t2O36+vqEdZ8jsQgIIQptFu+8lFTjKJTiJ7fjbOPPKfzO18tioQduP3QwZFGS50EvHEEk8od3m/v7eE/8fvEYCBwIVvqNMe7DWcNlF7hdt6fb7Vq9XrdqtRor01Cr1WZOOFpbW4tSbtldlM1mrVwuB8tUYN0P0SjU7VUsFryXYrcR18FMKr2SlF3jX/8i8cKRD6jgHPepauL4zI1wZDaZqsaLpKRORke1XiZtGDFRYlDANXSYXTVJoMrlcrFNJ9dIuVnCERZ0hUIhqj/EopFPEwsB8SfJkm5mMQGKI1Kj0SgqhhiKRnnXEf8fsZsCf48jnXgfoQW+EKfBTzxYPCc5jRDJ96lqPL5Ougjz0SHOS282m1ar1aINsK/Z0m63J9LVhJhH/DzMxXeTxFqum+LTrLB5DNU3CnVFPQumBa3wmX06mk93ZSGN1z4sqm1sbNjW1tbE5n5tbS0x8oqIMkQidJ5rNBqxa04oxY+dWhKrZwMvOvo1LotELEh6QRG36JqGc4rPrY2NjSgNMlRLCzVTGMxzuG9mwc2pLwPBj2XXG992Op3ovOUDYlDSGh7pOXg8i0YQnGYFFDkOdWhGgNsLxLivYOzi4cc6fuebKLCYiNRkLiTPgYB5ImQugUPSGxYkHJ2cuRGOeFPHlnV2GoU6dYUiFLjPr8tOGYCTjzdeSPuaJhwluY3wmrzB9F3FQu819LN/LP8uZDvmx3Jl/aR0L1gU8Z5RMwF1DPL5fNRpDQcW4+PxOLbA54U+Wv4inYcXsLzQh2DFUSIs+LFg5cWqEKfBuwy9NZ/PYSySNzY2bHNzM3ZO85jm1+brjdnktciPUURJfe0iWOj39vZsd3fX9vf3bX9/3w4ODqIFMcah3xALMev4OY7TrDEO4dDF2MO4865Ydt5CNMImEAIrHHrnkdKZ5DxEMIpdHiHHh08ZYpcRFsUQkDhVbW1tLZhu7tPtsTZotVrRJpk3ztVqNdp412q1aC6e1XoXy453DvlNI59rmLO4g2hIPELRdZ+mBhF3mqPcuxZYtMD5wwES352PRV0OqoREI8ybnJrKjV6azeZU4ajX61mz2YwciXyOzxL47iCMNxqNWPofil6HhKN2u217e3tWrVat0WhEY3kWUnPF8WHh19f0xZjm8YxjNBrFUpDh0p23gGOS24gbP4SuSxKPjs/cCUe+ODZcACxE+ILL/Bq8gfPikV/s8ETFm8put3vooEoSjzKZTLDOT5Jl97jfEX8e3PLnxUSDC0pSnioeh0UthCOIa6VSaaJwIO6PRqMJN5hPLfD/X3ifWPQjYgRBiutSsKNCk5y4GYSuL5hk+bxF1J6j+VzbyNc14tf3f88LRoCFI4hAfFuv16OC9dVqNSpgX61WozoMXLdlFhe8QnhC4wULQXb8QTTa3NyMzSWYRzEnsFu13W5HzhkOQPg0q/P4jP5AMCy0uQu1PPdp5/7wKWtcdw3XJtQu4gNiGwtstVotFrgJBXH4GiPxaHbw5xafV5y2gd+zIDlNOPLFsbH+hjjJzj9O1fbCkBeJuIYKzkfuDsrPw++4xl9IOPJzJ24PK3LNxbFnWTgyu+G6QuF/7GUGg4GVSqXE60qn07G9vb1IBG6329bv92fyM4rD8c4iPkLzBX43HA6j6zn2zVz3aF7gNbx3GyXtucXJmBvhyMyCaiImMB/pSEpRCzmO2J3Dv+PH+AK5pxGO/OA9rB1p0oU89PtpbiOzeKSGP2fowCSChTvfr1Qq0YIcBwtHHP3kguVY/OP/DJFiLxxhwY+NMmzD8xAFEvNJUkcGXGMQWYVwtLm5aRsbGxO11XyKmncE+vshNyGEo0ajEYlDbLNnJwAfnH6jMSLmEU7Z4jRrzB3r6+uRaAs3jXccwTWQJBz5otjn4coLzct+oXvUgxfBXljCwZt4XMtwbcLmGnM3z+X4nlgswu/YYRxybJlNFkrVtediwLoVjvFQncnQERKa+JZfh7vzocAyPw+OJ4xpburghSIWfjB3sbAbOvzzuKSC76TGt9OCvxBd8PxZn0fZcQSn82AwsE6nY8ViMVEM7PV6kVuZHUfz5jQR1/FpWvz/7vdjfD0YDAaRmGJ2Y+05b8IK79O5qRVrBCGzxiyO6VlnboSjaY4jHL5Tl9+Y8QbNnzChNp+cxoZBeJL0KN4U4rU42sNRGX5O6P363/Pjk3LZAVuFeXLwVnUziz0GYlEmk4lEI04B8LfD4TC2oOVuL37BkeQ48jUpOA0HEz8X4xTiNPhJhyMWodpGKDbLhWa5AB/bYA9LOw1FdrDwazQadnBwYLu7u7a7uxtZy+EswiYOmzvuDuXbpgoxqySlcWG+hIMGwi2KPCMIAeHI7MbcxalqXKsHY4WFD99J7Sw/H4tHuOb49Qw7dX3zD3Z3+MLWvmuVT29jVxa7i7ybiAU2XGvgMILLiFNovfAmt9HFw8KR30RxsJWFHxaUkuocedcb3+Ic44M3aJxeFhKLWKzBfT+fJTmMklxHoXbiOGeT8ClwszqP4jvt9/vWbrfN7MbaodVqBQUj3B8MBlFAFsJRr9fTenoOYfeqD3xibsGY93NKr9eLBEcWIedNODKLp7Z7160vAu9TaDVnHZ25F45gl+WJy2/c/KLUv67f4I3H44nOJb5I7VFPsFDNBnwOzjE/TkvSwyyEnKbmHwtBzCxcjJDzz/HveI+FQiF6Hkdk/DEcDhMLLHL0M2QbZOEo1AlDjiNxFiRdX/ga41PVsHnFOew3Z2bJtclCv8fjkarGwtHVq1ftgQcesCtXrli1Wo05BDBOeBPso7paDIp5wadx8cbXC0ccOQ2lYWGO8sIRxst5pqqFgjrecQRno+8W51uco56M36hzvRoOhvF6APM7hKNarWYHBweR+wDORRamfdpOqD1zyGWkufni4FQ1Fl5xTBMnOVXb34ZSYfj884W2Q41P4BZiUQdjkl3sEHdZ+EkSgpKKZON85fN2WkoWz8E8l87qWhNjGevyTqcTTE3z/5ej0SgmCitVbb7xwhELwjxv+DTTbrdrZjdEo1arFTQzzDr4/HzN86lqXFdXjqOTM1fCEZ8UPkKHiCNPYIeJMSwShVwBXoU8iTIZGnx+QcdpcqHnTtto+seHXpcFMRaF+OdQhwUzi4lb/N2aWSw6xLeooYSFPBayWOSywDdNOMKCnzu68GZZwpG4WYSEI47ShrqpbW1t2draWjTJ+jbDeF0mqa4R/g1wqtrBwYFdu3bN7r//fvvgBz9oBwcHsYUzL8BRB8KPbY0RMeuE5i/vyEGqGorTs7MmVByb01UwlyC6zhvP8yqOzQKOL+aJRS4L1L4AMXcqLZVKsc26L4rqA0E4IJKxcLS3t2dXr1613d1dq9VqsdRzPlBX0AeYvNtIXDw+Vc2fW9yVkDeUcPAlCQ4IyvrubL7Ugw/aYk7izn1wBOF88/WIcOAxPlgZctjyLbvS+f5h68ZQ6YZZnUfxWRDMDYnSIQHJzGLfIxfHFvMHl1rwhaF57kAzF9x2Op3o3IED1ZdbmHVC2UGcMRASjkJ1kMXRmBvhCBzmHgrdN5tczBzlhPEbvNCkcdKJxKeG+QjdcWsEsIUXkzJHVkKCEhbZfHB3C9SXwGF2I48Wi5J8Ph+9JjbdXjjyBdt89xhe5HKxQ0xqoegTpxcIcVr8JtVb+320BlGMcrk8dYL152doQer/bTAYxDa5qHG0v79vu7u7Vq1WJyKp7JpQtF/ME7zo824F32Keuxti7GH+gRiC8cPRdN6Icm2jJMfMUd+3vw0FhbxIxEJPJpOxYrEYczJye3MvGvFRLBYnnEXcIRafCWk3uO12u1GdNL62oFNjvV6PpZ/zMa2gsLgYQoJkKpWKxCJsEtmth6YOfOCxXPYhVFYhyU3rHezcFc3MYms6XtuxsJs0biEcQeTg++ws8qlsHAgNFXBfBPDZfOodO878/yOEIy+0KRA7nxyWkcMBB3ayViqVqNnRPIsq/PlZLGWDiU+nDZVx8a5IrA14X4zHLzNzIxzh4shOFLSIxcnBIgecRHDHsCXNp2rxJBIq8BhyHPH7Ct2f9jm8E8C7fUKOoMOiI9x+2BcVhAgUWtDy3/ftT9PpdKxYoi/oHeqMgQHGLineCHCxRJ7QfV0Kn7vOv+MN8rIPYHF8Qhs+H6nxE67v3MjOu9C1xWzyuuLHsu8ug3GHopUoiM0djHyqCD9v0RbEYjlAkMHX41lZWYlEFCx2OXKYzWYn5g/cbzQatre3ZwcHB7GmCjyP8OOP4yD2Ig0HTpIcutPSe4rFYvT52GGEwt8QqbmRBtLxIOT49891ZPwc2ul0IhcjxCJOUeM6RpzqKifC7JFKpRJrWZVKJVtbW4vESD7W19cnOt5yy2o4+NnNx07apPVyqH5RKBgYOkKNVnyzBwhFnL7mU9B4XoSYMi1gs6j4tT1fq/D5/TrCuwfF/ADhhBtJ8PoVwRaMcU7XCrkEZ5WkgA32llg7cF1drNvZNcmpaiHjAl9vuM6ZxNU5FI7Qpp3bUq+srFiv14sWlBAsVlZWYlGRpPSQkOXab8SSDrwG304jJLTw4TeRPmqT9N2ECgTifpLjCM/1fwvfNbdy9V04UIg0KRUPUU88hiOurPRyUU0Wv0ICEqu/fsMsxFHw9nnvluN6ENjIoQivt7r6RViSO9E7+XAk1V7odrtRvREIR1zDiCcwHrPLsiAWiwUveP2BTS4Wv7zwRWcgpHXy0Wg0bHd31/b396M0Z18HLCS8HkbIHcULVg6yhArThgpY5/P5iXQh/qxcfN8XMcV97xz2XaE4zafdblutVovEaRyh2k9wbajT0myCuSvUea9cLkfzFzvaMJ64ILYvjs0d0ULdec3Ca2QU1mUhiIUhHqM+TSqUhsbBEu605gVg3PIa0btvl3V+5PU9SBKOJBrNJ5iXfPAT454Dn6gHOI91jEBoP8tzK8/D/Jm5MLYXwnH94AALB1G4e+gyXkeYuRKOuPYNhKNqtRp1CMB/Kk6io1wEvbPH22yTHEKhCekoAhJEHh8h4UgJDi7MN+1kxXfDLbg5GuOFI2/vP8xxxMWsua2vt9774py8oU5yG7FQx7VaQu4pH03SABYnxY8DdhxxJzVfC8IX18NrmcWt+/4c93UWsNkNFfnsdDpBtwS7AELiKV9/WNASYpbxkVJsYkulUmyji7o+WABns9loPGBNgNQW1O3hLoRIeUmaR44jHIXcRVxQnw+eO0OtsfG5/Qa+VCpN1HBi4civE/y6gh0buIZwF0Z0UEPTCdQQREoaf0/LuumedbjroE+rZgcbBCQOhHhRkh3lmN/YaRRy0/o1M4Qj350PoqQXeL2TyB8Yr36d7NeDoQBsUtr2sp3H+H9i4YjX3SdxXorZg+chdhwhLdUHNeYtHQ2E9rG8B01qxMQOSl8DmcdBqMOjd98u+3w4V8IRT0xIVSsWi5FIhP9I5DjygmfaRoovrEkiiq8B5AUnvM5hJxQEkiR3kJ8U+Zj2/kP2OhxJjiN8JyGr/2g0imoYecsfi0e82MAtomD83XP+Kf4m25unbaR96p0GrzgJ09JMkoQjLLSxaWXR1OdIe/j6wJs8HKFaD0jDRZcj75bg2g0+xZU/pxDzgI+UogA2DqTWsOMIXZ8wfjGWuB4Y6vYcHBxYtVqNRBEWjnjDexzhiB1GbI1Hyg9SAthBhPfsN+jemeR/z85GFqgxTyeldbOQhm5yuEUdGV/4msXpkHtDzB5YVxUKhdh8xQWwubYJRCQugB2qY8QReS8chQIiOE9QcB3ZAOxqazabsTWeF41CwVQvDoXuJ63ZjxPQXVRCexSs7c0m3YpaU88nSfMoapqhkYKvMztva8VQPTdfR5eDMwjGFAqFCaOD7zKKvTl3Y/V11Ga5u+J5MlfCETuOGo1GVNeIO4dB7ODuAD5VzUcfQula7AzwoooXj/wkNW2RNRqNYpOlVzXZXePTtA4Tjjjvm/8GizeH1Tjiz5lOp6MFLw9Avs9tXPG5vZDnc1DZucULAB9pCjmOQik6QhyHkIAaqnHku1DADcEbOjOLneeAF6s8vnAOc60230Wm2WzGFt2hFBJ/7dGiT8wrvOBFBxiMOy8ccbtwMBwOozUBCsjv7+9HBaA53dN34/QO4sPwade8SMV7525o7Fjk6KcPwIRqH62srESuYL9B9uKzT/OB6wPCMx/oKjctOBMSpnVtmT1QkoFTU7a3t217e9s2Njaic49vIWxykVjvoPMlDaY5jljI8Z36dnd3o1pa9Xp9IjAY6myY5B5KCub6zICQWMLve9nw30kqlYrcR6HvTswnvIZlx/zGxoYVi8WJ4vnz1DWN8cHfaenibHzwQrgXw3ENYxOGF46077zOXAlH7DhqNptRzj8v5lZWVqxYLAZbtbPzxm/sQpPgYbWIQnbdw04qOGt87rdXN0PFuY4iHIUKCYYcRxzBTBLH0NWGxSIWjLAQwaRvZlFdJP7uvSrsvz9sqEOCkV/c+gWEFrTiOIRcR9O6USByy/nhvrAgXhfjjH/mc5wjqiwchWz9BwcHsRpHKI7N3QR9NFXjQMwj7JrwC150gPI1jgqFgg2Hw8hxhLpGBwcHdvXqVdvb20vszoQ50SzcBCMJjO2QcIT5kTtXbW1txTpYcT0ZnlM5HchHUjkK6ot6Y2HLhYRZfK5Wq9E1hJ1Y9Xo9tgj2t95RrWvL7MI1jjButre37fLly7a1tRVzv2H8cEc+LxLxrf87IBRs5XMSwtH+/r5dvXrV7r//frty5UrUDTSUkuZd5ElB2aR5LxQM5p+XFb/PCdWq0vc1/7DjiOciBF+KxWJwDM2jk9Sv4TlNzaeq8f7V73v5vndN+kBMqDHTMjNXwhEiGpic4DbC5MmbP2wAuS5ACJ8+4ovsJdlkvVh0VCEDi1y2hvN970biukXThKOQQooTnoUj7zryghl/NnYc+cVuuVyOhBx/0eLXwPvzi2H8niNVSW4j/v+RYCROiu/sx7ZVbvnta0X4VBOkqBx1cY1zl89tbPhQY4TdAXBJYJMH0Yg3jvgb/PeEmDd47sjlctHcsrq6apubm5FjB2OQ66/wQq/dbluj0bBarRa59XwaFm9Q+e/7xWTSbTqdnqidwKIRxK6NjQ3b2tqKjs3NTVtdXQ0WMIaFHvgxja5pmCd5QQuxyLsVkZLGwhHfQjgK/c3Qz2J2wdqX01PW1tZsa2vLtre3I5cez2sQX71A5NMhQwIOO95CtYdQdxRjcHd313Z3d+3q1atWq9WmOuo9085DnaNHR+uExcebJ7jkAsa7r4vnMz6SSh/MCt7tyzV1kSrOXVc57XtlZcXMJmsaY+/szRo8z/qAzax+P+fJXAlHXLgKOfx8Mnnb2XA4tGazeWLhKOQ6CrWuPE66CKfbeYt5UoFAnLhJYHPqi2N7pxKLN/jZC19eOOr1ehMLCiy8vbIbykkPfSehBUhSyl6SYKRIqJhGaEHMXQJ9gVostuFu4M0qNqy+/sO0FFj8zNcsv5FlkYhTSfAzp9f4Ta/OezGP+DHDzh3MI1jsQrhFOhdS0nmu8y28IZxwIIbHDdxNvs5Z6L63wqNZRCjdDBFebnmOWjKlUmlCcGYHdSaTSUzDgZPYB5l823LfwhzFriE8++L68xhpFpNgXkNdT6SpwLmHOQwiJ9fn8+vAacFEv04O1aLs9XpWrVbtypUrsY6GvitoqH6Rzkchjo53zYSCor6mEfZP7Hr3mSqz5KrxawV2JvtUtHw+bzs7O7a1tRXrgsylbJIyijiF268dDtuHLitzJRxBIEGE0bd8N7shBGFiq1QqicIRC0y+i0jIcRRKVQsJSIelqvnuYV7wwfvHLd7XtO+GH+vrAYUWBaEaRyFxBt8BFxIbj8exRbR3CfECI0k84povSal5XoQKWZeF8ITsqByZ9WmXxWIxJhxx+1IWjXxHhlBNI/8zznE4jDh1BtFZOCV8HRJsBLH55bos/De880mIWSSUKu2FI0RJUYuFhSPU+2ExhdOzDnMY4e+FFtqhRXdoER5qFIHrCNwevpYMRCNs1HFNCDmK/G0oHc0LRqEW5kjn993kZmFDIG4eIacB156EUxbzVygNLZTmFUqR9MXX/TnX7XatVqtFLiMIR61WK1bHSJ1xhTg5SfNoqPgzmyp8IJObKHDjCN5vzdJnhOPXX98QnIHLklPDsW7gQI2vJQx3P5eFwPqB97Oz8L3MCnMlHPFJj0UYp0Th33lhWS6XE4uA+VQSPkF8ilrI1hey8R6WNzoej2PiTqhjmBewcBzluwl9FpBkyw+5pvAZ8P14x1EqlYoWzWznO0qr42mOIy7amZQaGNo8CwFCE46ZxQoHctcjbPi2t7cn0mOwOfQtsZM6qiWJo0ivTUpN49bY3EXNOwVC573GgJh1/Hj0C14sCNlxhDHIm15saL1o5MUjtJTn+YP/HjbanOLuaySEOk6xUMRp3DiwiIUAhvu+mD7eG1LuQuuBkEDGYhAW+xy44VsW0Vh8FouFr9HHYwjReXbLeocs/+w3mEmipHe5ceo1OhkiLdILl34NLYQ4GkklR7xQ5IUkHtdsvuAx7J3tFzU2p60VUA6FgzM4Njc3bWdnJ2oKwB2Q2VzB17ROpxMrC8HuSF8UW2L3DeZOOEIUzsxioo8vsIxFFooATntNPDcp6pdUAygpTW3aScUTJ7/vaX/vMGv5NGsx3leoIBg/34tg/Jr++0LaXKFQmOjOEkrx89+NF41C+aX+9UIi1LIPXjFJyMKLWzgGuPsRJh2uTeLrqhQKhVgkx1v9Q7BjD5MV12FBhANRDu82QsQD40JuATHvhFLCfCcUn6pWLpdjYi2Eo9FoNOG8YYGl3W5PzBecmsPiEG65JkKoM0uSW5FFJF//CD/7QBfPtVjT+DkQ4g/XMUJElKOi7FD2DhFfJ1HXkMXCb6rYtccpkqGgB68LGXYc8TnoxUs+J/nffBCEGzuEaqnofBTi6ITWtt5t5NepyM7xpRMwjlko4eYrF/kZk9YKXMuNG2igIcXGxkYkmrPjiAUzvp6haYRPq8WciXlT16wbzJVwhMmMnUK+kDJOCkxcKAKY9JpeOEqqb8TCTJJodJSTilPD8FosjITqJ7GrKuk1Q48P2eqS6rKwsMO/4/SY4XAYS9PxuaAha19IofXiUUg0ClkEub7Lsg9ckcy0idULR5hw0D0NrbRZOMLGj2ud+GtKyAHkI7e4LiEaiygHL7TRVQ2OCe8e1Lkv5pGQC9B3J+NNLyKKpVLJzG6MKcwnvV4vVhQ65DgK/W0sqCHo+GLXPhWNuymysyjUIY3TWb2TCQtXDoBhTGPdwkWv2cWBYtcQjfgaMS3gxe5lDk6JxSGU7sniay6Xi20i2XEUch5xivVgMIgFPELzlO8IGqq5xWkwx3HnCyHihOZRP75DadicXYJ9MwtHoVS1WfqMLBwVCgUrl8u2vr5uW1tbtrOzYzs7O9HaHYFfpKqxaMbpebh2YS3OwpF3YKlMSpy5Eo64zg1O/kwmE4kXPBCwqENxrGmvGRKLWPjwws5hqWqHnVScBsavwf/mf3+U1/XiT9JzDstxZ1g0Y9ugmU3YmA8rjs0HC3a+I5wXj1iASnqfQjB+0mHHERey3d7ejuVFs/XVC0ehvGuPH0ssHHG3o/39/Zg91i/Ae73ehBAst4CYZ7ygy3Z67k7GhbFLpdKEeIr5OUk0wuGt++zMwN/zqWdYlPr6CVwoH//GAhJcif46wXWNcD3g9cu0tDtcL3DrrxXtdnvidX3QKckhLRYDdtNyKiUcR1zXKDRvhVxH3nGETRZ3+8R9f3gHug8o4vXlHBfiZISaOHjHEeYi7zCEeMINplgomZXi2ElrBXRerVQq0fr9lltusUuXLtn6+nqsgyT2/6iN6AUz1Bjd39+Puo5yjSPsQyUYTTI3wpGZxRY/ZjdOrmw2GxsMnU4nZjkPbfDMJoUjn+bFokloIXZS4ci/h2k/H/b7o77uSeHX4e8xlUpN2Oo5Dx4WaW/9H4/H0f9RyP6clF960RcyMR/4CAUW1XAZYGMIq+vm5qZtb2/b+vp6NOFwbRKct3jt0N9LEkchinKdEizAMVFxNweO2iIdVItrsSh4IYc3uz4NDKJNoVCwbrcbOXaGw+FER7VQBxROT2PnD+oVYXMNdwaLQr51uV+MhtxGEJc5MMLrA19bAu+f0+pD6WgsJodciYgMTwsY6Rqy2CRF5309I9T5YkLnxHA4jAmX2GDBKYu5i1M8WDhKWk/LXSTE6fB7sCR3jnfcY43K4zEpy+Mi9lv8uUKOKawVsC6As2hra8u2trbs0qVLtrq6GnMOw21pFm9KxSUjcD1DENeLRrpuhZkr4QjRkdBCyEdSMEDQTj4J7yoKpaeFIv+huj14T4u6QOPPhe8MG2MseLGAxnfva07l83nrdDoTKTo4UFCR8+J5IyAE4233bNv3KSPsZIC7iO/zptAXE50mPuN6gGsIbtvtduzc9keoEB9P3EIsCmw15wOFLtnlAyGJW4d7qzmEWHRqQt0ivB7/LR+8wAKUhR8Wjlg49vf5dRDVNbPYNSCUYsppaHwb6g6HxSvXNuKgCl8vQi5czZXLA7tauQFDrVazfD5v2Ww2epx/Hgc78Tucwz6l2otFvoU1z2OhQKvOSSFOD8Yt9sGj0SgShqYds+bw87VI+Qg1p8Ccu7m5GSstgfU7gjpY97PTl7uTwm3khSMvGqke4HTmSjgCnJONn3nh5q15R9n0TXMWhSzgoejeMp1kiABzzigW+ogKc9QKG4NcLmfdbjcWVeXoKhYmXLAtVKtJLDehYu/sLvCFb3O5XEwowmTDTgJfp8S3LubrDk/eWLhzPRE4C3xU1i+4fdc0TVZi0fDpNBhnEGzQwp7HIY9BnzqDxR+Eo/F4HNnYy+Wy9Xq9yC3IdYtCdYzY6cSpa/x7fjyEaF9slANV3N0s1L7ci0fsnEp63LTrhK4XywvWYVhvwR20u7trZhZrDOPPk9A6F+dzs9mMzVl8y2s3CEY+6OFFKSHEzYFFXwTp/cFj27tSk+ojsVtpWrD0ZhCqQ4qUNO6w6t3IXAAbJSU4oMOpedj7j0ajiUYTvkkNB3HlNDqcuROOkjZvfuJji/g04Yht5UlKbSgt7TBb+KLDEeB2ux25M8wsKqpYLBYjRxEiuisrKxOdOvi+31RjUb4s36s4Ot6i62uYYDLBBBQSjDgdBc/BptVb/ZPuc1SDC71jcmLBiFNNvNtI0VmxqHCNMa7DUi6XI0EXqWMYt97Rw4EKzBmIDKbTacvn81Yul6N533c98y4j7oLmO6hxVzW+LmCOY9EYC0wWiLgosBeGQkIRXzf8fa79x/PhUdPcxeLihSMUey2VSjYej2P1Pf35kVRUHcKRT4/kmlv+PObaKEmBVSHE6fDjCnOPF45CtWFZCMFamQUjX8P2LAnVaMIaAenj7PRFihp3UVtbW5sINnGwF2sGlFXB9YpTcCEehURwCUfJzJ1wZGZBFwAmUP49FpTTYDEoJBSFBmrIZbRsk6N3HHEuaa/Xi0WVeZGezWajgqBsH+SFCAtK3W5XqWoixrScbl/8lg+IRCwecWoK10HxjiOfW+5Fa3YZ4fCRWu84gjCK/HJsCoVYJNhxhPpCGH+rq6tRF0NOVYOzB3CNIDhcMT/AcZTP56P74/E4Nra5ThHmJq7Dxwfs8VwTid8Prwe44wreF7sxkjq+sXDkG0vw9QCLWPwO8yFHkcXywoIq5pyDgwMrFApRF1zgA5wQidgpy/MYn8fcfYmFTHbWYdO6zAFVIc4aFox4DRpyG2GuwOPYeMFFp7kkw3m5jXhdgPeAdHN0VvXlJTY2NmxrayvqnIY1PPaXfn8OEwnX1eVi/3Ac8fzMndR03Qozl8JRUqqamcVqFYXaZodea9phNtnpLDQhLtsJxjZ9tD7mnzlFiO9nMplYJzWOroYKbWNBsmzfrzickIDk2xJzxALOhiTHkS/Gx4tus7jTyNdT48U7FtmhmhC+uK2P+MpxJBYRn6pWKpViohHGIEQdzBU8B/OmFmIMHEcQjrD4zGQyMZGYa5pxSmroCF0HEBHF++B1BmoZYUHqxzoWpqE0Ncx3h3V3xS3X/FvWtYe4QZLjaGVlxfr9fuL6l8cTxEgWgXyHQj5/sbFi0QlHqAORzk8hbg48llg8YsHIp6yhKD4/1zt+zjNNjf8+z7N+fYA5e21tLTrW19dtY2MjSlWrVCqR4yibzU58dlyTfKoa5mcIR752oOqMTmcuhSMQGkRejT1sEBzmHjrMWbSskyKnqplNikZYcLODA6o214RJOrAQkQtDhEhyHHGNI58Sw5EL3lBi0+onU752sMPIOx5D9Ve4Ew13neENJU9QqgshFhlOVeOFIRaDIfEIC0GzG84KBBWQ6omxglS1fD4fpZ3i9VELgWsi+OL5uG5AIOL0V9w3uxHB5GguNt887n33KaT3+BQf3/J3Wl3F0L+J5cYLR7VaLUrZ6Ha7iWtfnrOQnsFCJm+kvMMIYm2oRpJfT+scFeLmwuOLU6anNXjijp9mk8KNX/fiMWcJ/j7Pv1i3Y30AoWh9fT0qis0BJ05xT6fT0fzMgRfsS32NI3YdscuXA0MizFwLRwxOlpt9smviC4Pv2yxul/YRWs5fxUUpKbce99l6qUWy8PhJj/OjvdMIwhBvHFk4ghupUChEr823TJKwzF1tkK7CNlgcvqgoRFdZ+sUiEyqODdEWkURf4wgiDgu17PDB4s5b3XEUCoXYApMjlsViMRbY4NfgxhqAXU+YnzhQAgs8RKP9/f3owM+NRiMSln0RbJ+KfVggS9cIAXAuQjiCIGpm1ul0pgpHXC8MLiMfece8xinV7ABXSpoQ54+fG5IcR6G0Zt6XsdM2NI9Omw+BL+OQ9G/4OZVKxRy/nJHi1wYQjHD4rAFObU+lUrHOxrh2+UZNXLsNQdzQflTXsmQWRjgC+s8+HyDuhDrb4aJkZkEHh1fDvUKOxUjI9iyWG78JxYSDn9lZ5IUiRC7gOmBnA85P7ygyS3YZsvOArbAczeCODdzqU1ZYsSyEhKNisRhLH/OikS+cifRT1EeCsxWvi0UvBKd8Ph+9Nl8D8HfYWeSdhb67KtveOXLpo5jebcRpqs1mcyINm9PUhDgJfpPUarWitddhjiPvMvIlAnztIxxaiwkxe3h3KqeQ4t8wn+ZyuWh/haC/7wTa6/WirmR+T8ZZPX5/F3Lq8u94PvdNKAqFgq2trUVCETuNUAwb63YElhDEGY1G0XwMERzzdLVatb29vcgFnFQM2+9BRZiFE47E+cICkq8FZXa9HSz+HYe/uIWszsqPF0lg4uOOSdhUcioabxjZ3cAtPBGpAEcRj/gcxcIai3AIR3AcYdOICUpdAsWywGMI7h4WjkId1TjNGQtPFMysVCrRxjWdTluv15twHkIEhoiMNFVcIyAscbFQ72oKbZZx8MKUD7a/+xpHrVYrthlnMUqI0+Adr+wSwMYvBNc4wsEbRy4XoNp7Qsw2PJdxBgfGeC6XMzOL5lPcx1zIogkHTlZWVoIOJgQ7ON0s5Fbytz6A5G+xhucUdk5L4+5pZjc6eOO9wdXPDqNWq2XVatWuXbtme3t7Vq1WJ2qMqhPk8ZBwJE4MDzBeBPvfswqNf0+q2aDBKw6DhSNsOkMdGNjW6usbYaPKLb+xgUxabPN5ifMVi3YWjrhrQ8htpEW4WCa844idQ348euEolUpFwlG5XI6iplz8N5QWjed4cRmvzeOY5x8uEuxrvnANM184GAcvWn13UG3Gxc3G19hjAXRaqhoHPZJqTIac4EKI2YTnM07pxjyJgAuCJyjtkE6nY2ITz0+ZTCaWGu6dh777aKh2IAtLvnkNd91G7UPufswlJcrlcsyNjGsYX/8QsMHaG7feCYxgLrv/tfc8OhKOxKlggYijt1yEjd1IeE7I+siOpdDfEAJWV86HDkUm2M3g6xmh/hE2qaG6Rv48TjpnfX0jbBq5EHbIEivEIuNdfL7jIReshyMolDrKLXoRhMhms1YoFGwwGESP8YXtIVJBqIIVHotmrqXHm2TvKmJ3kReI+Pdc8JoPXBeSuk8JcVq4q6fZDVFoZWVlquPI15b0932NSW2ohJhdvHAEgafX60Xpq5g/U6lU1L7eC0csGMPZi2AKB1nH43EkPnG6GXfSDolKnC0AsQjrcj4Q8OGfkcHCa3GIWO12O0oPR31R1BmEiIQ1uReO/Noen1GEkXAkToxP3+E0H9/ZDvfx2GkHv7YGr2BYOMLmEznRGxsbUaFdbsHNhfR4YkPqiheM8Hdw68UjLxxxjjhS1XiiwoYSwpFS1cSiklQM01vUfadDLCKx4GSHKoQjFo1QGyiproLv1sK36XQ6NoY5otrtdmNF7LHIxJj2TiIWlOAq4kLCnPbjayZJPBKnxW+euFEJNotJ+DqTPl3FO2t1rgox22Cs+nQ17hjK6d2YU0PCEUSlbrcbcwHzdQFraXYPwUHEa21/lEqliUAubhHoCQlS3ikJgQxpahCLcKCuEZz/HPjxHSJVIuXoSDgSJ4YHma8Nc1h1fb8Z59/5+0Iw7DhCPvTm5qZtb2/b+vr6RHoahKN8Pj9hm8VkaBYXjXydIy9u8oIbC3UUy+VUNS6Kq1Q1sSwkOY5CqWoYm1gcQvDhVDUscPP5fMwN4QMTuO9T1/iW5yuOzqKzFI9f3xmRU9G4AGer1YrVL+L3yFZ4OTjEzYRFHYhGvEGc9rwkFy3f6jwVYj7wwUwvsOCawJ3MsA4OuY0wv7bb7ehawvMlHEccDOIuxRB//H1+bOjgNYBPfUNwBzWW8HOn04mEo4ODA9vb27Pd3d3oQFdTBHiTArkSjo6GhCNxKpIGWpJFOun5QhwFLpiLzefa2pptbGzEhCMWj5CmhgKBXKg95Ijz983ibiMWjbDh9KlqnKbGRQqVqiYWHT+efOtfLB5Ro6xcLse6JHKqGl7Dd4JJ2syGAhhJjtfQ+IW7CHb3/f39WG0Ejlyy4wiFNo/qoNW8J24WLFAmBe6SCAXrFMATYv7g9SmvOeF6ZYcRp3D7Atgc6MDjfY1aPAbzONcm4tRzX2cQv+O6RXxbKpWiv+ePVCoVfR68h16vF83FEI329/dtd3fXrl27ZlevXrVr165FgR2floufxfGQcCTOBC04xM2G23n6Inuc+sIWWLbOopuEmcU2l54kt5GfcAaDwUSRXF/rBNERFcQVi05S2hjXOeAFK1vaOarIi1S8rk8hBSF3RKi7J/88HA5jdYh4zHJHRAhHXDOBaxv550oQFheFXEFCLC/ePYtGDo1Gw4rFYqw4djabtfF4HAVzzCxaQ3NgkwO0EIewzm61WjYajSZ+z84hdhjBZYzf+TpGWAdwOhxELC5/gjkaAR6+rVartre3F83ZKIwNl3Coa5zm7JMh4UgIMbOEUl5CNUy4IB9cC7Ds+05pLAyFNqShzSmnpPGBltucuuJbbye1/BRikeD6QnzL9Qp88Uy2onOKje/AyYs9fz90TEu5QQtfL/xA/IVbEOlqGOMQhmFz58KaQgghxEWBWmdwvjcajSgog/kSgVcUxjazKAW8WCxG81k6nY5qEfkgCX4ej8cTQhCLQb4+kW9SgfdmZhMpaFxnDbeYt7neINcfrNfrkUMYtQm73a4K/Z8BEo6EEDOJt9374rfsPPLikReOQq+L+5hEeLPqhSZMyqhlhMMXzfXCEWoaqSCuWHT82OSWv3xwlxUcLDSx0Buq2+BrOPh6DvjZ139hGz8LR7woRqopxjMEIx7fbP9XhzQhhBAXCadeo0kLdyg1izeWwboUczZEIjOLnEgoBYFUbn+gOLaf3704xPM83hMHl8wsSjvr9XrRWtunk2HtzWtu3GfxyHczxhytum03DwlHQoiZJkk4CqXAJAlHIceRnzjwe+9GMou3POaCuN6N0G63I+HId6jQBlMsKpxGymOThaOQ44jT01g8YjD2sJjkzmV8YNxB1PFdonCfhSN2EfmIqv+ZnUYsGsnuLoQQ4iLB3IY0tSTRqFgsxoQj/B5OI9Qh5LkVa1/MfSiOzR1LvUiE3/v1ABpUYC3MgSEO0PK87tPvpnU75YMdR74RgJlKqpwUCUdCiJkjVGAXt9NS1fyGlLumJf0Ns7DLyLsevHDE7bqRqoZoDE+yvrC2JiuxiCSJuknRSF5gQuANOY58qih3R0FRawg93DHFp69hAQk7PwtCLBKxAOU7IiZ1n9GYFkIIcVFAdOl2uzHRaDQaRa4iNKTgotBIF8NjCoVCJCz5TqHs+EVXNV6Lc+AI9ZQQDOL1OOZhiEXsKuI5nWuFouMpO4y4xhGvB5I6GSfVPxTHQ8KREGImYdGIhSSfDpOUqhZyG/Hrmk26jPgx7EziDkzYaPIENs1xxJEVTVhiUeGxiTHoXUbewo4Fp3cV4mDRCItiHL4gPe4j0ogxy4tUXpx6dxEWqT7ljZ1OnPLGYrAQQghxEXA5hW63GxONBoOBZTIZKxaLtrq6Gq1NsQ6FYLSysjLhyuH7oaLSWGP7+oShjmhYG4zHY+v1etGcD/EIog8EIp7Pk0QjLxzxXM8HC0a41Tr85Eg4EkLMJH4T6Ytj+w0quxjw7ywecSHsUIHsEDx5hhxH3ibLUQ5MYIf9DSEWAZ+uxo4jFopYMAp1UQO+vhFcQCz2YPHIR6PRiGobeOGHx3DIcYTFZ1JBbhaB8R6FEEKIiwTCEUQjDnaurKxYpVKJ6v4goGJmsXWy74jqg6x8y/gMAcCpcjiGw2F0CwEL75PX1UnOoiThqNfrTXRXVT2js0HCkRBi5uCJC44EdIPARpTrpoRcDKHi2KGJkPHtu80s6DbChMU1jmCRxaSsFBaxrPgFnBdda7WalcvlqCtLEj6tzN9y8Wo+OLUsVECb7fD+vu/IJqegEEKIWYbn2nQ6HZu7MC+icHS1WrVSqRR1UuM1s781mxSA8HNIoOGfU6nURJBlOBzGGk74oE+SYOQPfm673Y6CtOLskXAkhJgpfK0UnsgKhUI04RUKBSsUCsGi2KHC2Ekpa96+6g8vGnF9I9Q44o5LbI0VYlnwC1eOYjabTatWq5bP5y2dTkcpY81m0/L5fOJropC17+gSqk3EaWsYh74LG0RgCFLcHY07sOHzSDASQggxy4QCNWbX17jcjaxarVqhUIjVGqpUKrFyD6H6g3i8b2DBjSd83T+fzo2fB4NBFHzltDQvJnGRa8zvuM/lIBSgPX8kHAkhZg4WjngyK5VKVi6XrVQqHUk48qlqXjwKiUZ+0oNw5Av01Wo1q9VqsdafKMqryUwsG5xa1u/3o9+ZmTUaDcvlcpZOp6N6Bq1Wy6rVquVyucTX5BS10MGiEruHuKhnqEg2d2Zj4ch3XNEYFkIIMevw/OvXuRCO8vl8VAx7OBxat9uNnL9w/8LNn8/nY13RuPA1nEhcU8jXBmQRiZtTQDgKBX0gJnFgKFQoW87+i0XCkRBipuBaKYiCYCKDaFQsFq1YLE50aprmOPJ/w082PjqCSSnkOEKamhxHQiQvWrGow5hEYcxms2m1Wi2KdibhhZ5QvSKIP759sB/HPjrqi2hO63qohakQQohZZjQaRU4iDoZClEHZBwRvms2mVSqVaD3NTv5isRgL2nIXY7xOUkAn1FwCh68xGGpQAUcR1tTcSZXneq21LwYJR0KImQPtO1FcFxNZqVSKCUeIkHjhyLuNzCY7pYVS1XijyRtMRDlgl2XHEaIkss+KZYbHj9n1RWwmk4ktYlk02t/fj2zzSXixhyOZPg2NO6hx2lnIMp9ksWeXkRxHQggh5gFfYwjuXszDjUbDzK7PqZiHG41G5OJHUNa7+n3HYtw3s6DbF2KPD+jw/VBtQe8m8oGhULc0rbUvBglHQoiZw6eqQTjiCY5T1TgiwoIRC0csGoGkVDXenHKUpNPpxApjc5qaHEdimeH6QIh8YhxD0Gm1WhMLUdRLmPaaSUeo8xmLRUkHtxj2AhP/bb4VQgghZhGe1+Aq4i5m+F2/37d2ux0rkl2pVGx1ddUqlYpVKhVrt9uREwmufjj7C4VCFBxCswufeoY6g+wegijE90O/Q+CHxSEOFGHe5jlfnC8SjoQQMwVvOLHBhHAE11FoQsvlcpGF9iid1Kalqvl6KNOKY/PkiKiIoiBi2eCFK8DYS6fT1m63IydgyBE47XVxGxJ6/c8hp9A0QSjJWaTxK4QQYh7w85pf98Jp1G63o2Ar6oaura1Zs9m0tbW1yD0Pp30+n4+lsGFtbGax4tahzqa+PhG7irBeDqWfefd/UjAIn01z9fki4UgIMfP4jd9xNn1HiUh4kYhvfUtQ3+2BU9Q4TUaIZSNpPGKhKYQQQoibT1JgFGIMl1+Ao7/f7wdd9iwctdvtWO0jdELlQCofrVYraibDqWhwInH6GdbO+B0LRF4wErOBhCMhxEzB0YZerxfVLYI7oVgs2urqamxSgniDtJckx1ESg8EgmK/d7XatXq/bwcGBVavVqBi2nwC5g4QmOCGEEEIIcdGESjEApImhzAMeMxgMrNPpRM1pUBYCh5lFYhB3RkPpBk5B40LXvmYRxCquRcjvWcweEo6EEDMHJq5+v2+dTsfMbtQoKpVKkePHF+NDod2TCEecisaTYL1et/39/QnhCG2/j9qZSQghhBBCiPMiSTQaj8eRswhBV6y9e71esCYh7qdSqWCRa5+KFiqS7ZtbhAKvchrNLhKOhBAzBUc8er1e9HtMJMViMRJv2HXU7/ctm71+STuucISICKy2jUYjOur1uu3t7UXCUaPRiKy4sNn6iU+TnRBCCCGEuGiwruZmMagzCKcRhBysh1E3FB2O+dbMYoKQF4g45c3f5/Uy309aP2s9PVtIOBJCzByYwNAFDULSaDSKHEcsGrHjaFpx7CQwUcJhVKvVYsf+/r4dHBxYrVaLRCvuAOG7PWiiE0IIIYQQFw0EGaxVOS3MzKLaR71eLyqcjTIRuOXDzGKuIYhCvCZmkYgPbkITqmWkjqazjYQjIcRMgYmDC/rBTTQYDKxUKkUF+EKOIwhFLCAdJh6xcNRoNKxardrBwUEkFlWrVavVarFUNQhW0zo+CCGEEEIIcRFw+hcHY1OpVCTgsNOIBSLfCRWHmcVcQ6Fb3xGNhSJfdylJMNJaevaQcCSEmDl4ouG23f1+f2qNI5+qdhzhCDWNGo2G1Wo1Ozg4mEhRwy07jriYH98KIYQQQghxkfj1Ka+NIRphnc1rbh+I5Z/ZXe8DpyH3kH8PSWtmraFnGwlHQoiZgycZttOOx+PIGQSRB0JPpVKxfr8fdBwdRrvdjrmM+KhWq5HDiTtGwIarSU4IIYQQQswqN8vJw3WSxPIh4UgIMTfAhdTpdKzRaNjBwYEVCgVbWVmx0WhkhULhWClqoNPpWLVajYlH1WrVGo1GsIuaahkJIYQQQohlQuve5UbCkRBibkDtIxaOMpmMjcdj63a7ls/nzezoKWqg1+tFaWioZYSDXUboFiHRSAghhBBCCLEsSDgSQswNLBzV63XLZrM2Ho+t3+9bq9WylZUVMzu+cITnt1qtKC0Nt1xDCS1HlaImhBBCCCGEWBYkHAkh5goIR2gJisLW9XrdMplMTCw6qnA0GAys2+1GxbbhMMLB7UblOBJCCCGEEEIsExKOhBBzAxxH7XbbRqNR5BSq1WpWKBSiNqHgqMIR2pH2+/3Ygd+F2o1KOBJCCCGEEEIsAxKOhBBzA4QjpKd1Oh1Lp9OWyWQsm528nB1VOBqPxzYajaYevsUod3sTQgghhBBCiEVFwpEQYq4YDoc2HA6PVMfoOMLRcX4WQgghhBBCiGVBwpEQYi6BmCNRRwghhBBCCCHOjvThDxFCCCGEEEIIIYQQy4iEIyGEEEIIIYQQQggRRMKREEIIIYQQQgghhAgi4UgIIYQQQgghhBBCBJFwJIQQQgghhBBCCCGCSDgSQgghhBBCCCGEEEEkHAkhhBBCCCGEEEKIIBKOhBBCCCGEEEIIIUQQCUdCCCGEEEIIIYQQIkhqPB6PL/pNCCGEEEIIIYQQQojZQ44jIYQQQgghhBBCCBFEwpEQQgghhBBCCCGECCLhSAghhBBCCCGEEEIEkXAkhBBCCCGEEEIIIYJIOBJCCCGEEEIIIYQQQSQcCSGEEEIIIYQQQoggEo6EEEIIIYQQQgghRBAJR0IIIYQQQgghhBAiiIQjIYQQQgghhBBCCBFEwpEQQgghhBBCCCGECCLhSAghhBBCCCGEEEIEkXAkhBBCCCGEEEIIIYJIOBJCCCGEEEIIIYQQQSQcCSGEEEIIIYQQQoggEo7ETaP7rvfYXZcec9FvQwhxRDRmhZgvhtW63XXpMda/90MX/VaEEEdA86wQ84Pm2OlkL/oNnAXve+jjovvjTtcsm7FU9vpHLXzKI+2233jJub2XwdV9233ey6z95++0Ub1pKw+73bb+69da+XMffW7vAez90Cts/0deaal8ziydspU7brWNZz/VVr/4s8/9vXh2X/SzdvBjv2K3/vL3WfkJ//ai3444Z2ZpzDKDK3t236OeYtnbb7E7/vQXz/3vz9qYbb7x7bb3wp+2wQevmKVSlv8Xj7DtF36T5T/2zgt5P+LimLUx+4EnPss6f/Xu6D2YmT3k//yaZW/dOdf3UXvVa+3qs19sqULeLGWWvbxta0/7Ytt4xpPP9X2A5uv/3A5e9mvW+793ma1krfgp/8J2vu+bLXvb5Qt5P+LimLUxa2ZW+x//yw5+8lU2+NBVy2xv2M73fbOVH3++IsuszbO1X/9Dq73id63/3nstVcxb6bM/1bZf+I2WWV+9kPcjLoZZG6+aY4/w3l75Grv6rf/dtr/3WbbxzC+56LdzJiykcPSR//z66P4HnvgsKz/+McH/wPFgYJbJWCqVOrP3Mm62Lf8JD7ft73mmZW7dsdYb3mYPfP0L7MGv/znLPeIjTvXaw1rDMmuVYz2n9LhPtQe98gdsPBpZ8zV/ag8884WW/4SHW+7hD42/7/7AUivnc3p0//691nr9n1vmlu1z+Xti9pilMctc+46XWv4THm7DvdpNeb15H7P5j/8oe9Crf9iyt+7YeDCw6i/8jt3/Vd9tD/3LXz/Tvytmj1kcs9vPe+ZNX6ydZMzm/r+PjITm9p/9jX3oS7/Nco94mJU+41/HHnceY3ZUb9rGs77cip/2iWaplF37zh+1+5/+fHvwa3/6TP+umD1mbczWXvkaO/iZV9stP/cCy33Cw214dd/Grc6pX3fe59lxu2Pbz/8Gy3/yx9q43bUr3/C9du2//Ijd8rPPP9O/K2aLWRuvZppjpzG4/5od/MSrLPexH3kuf++iWLpUtbsuPcaqv/Dbdu9jvtLe99DH2bjZtrsuPca673pP9JiDn3m1feCJz4p+Hlzdtwee+UK75+OeaPd8/Bfate/+cRt3e0f6eysPu802vvHLLHvbZUul01b+nEfZyp13WOev/uFUn6P1lnfYBx77dTZ4YPdEz0+l01b5ws+y9HrFev94t9Ve9Vq77zO+xvZe/HK752OfaA983QvMzKz+u2+0+z79q+zuOx9v73/s11nnL94VvcawWrf7n/Y9dvedj7d7P/UrrP22vz32+xgPh3b1OS+2nR94tqVyKyf6LGKxOe8xC5p/+BYbHdSs8uTPuSmfYxHGbPbWnRvRpbFZKpO2wX3327g/ONFnEovJRY3Zm03vrvvsvk/9Cuv9v3tO/BrFR32S5R7xEdb7h7us/Wd/Y3ff+Xir/uLv2j9/4pPsA0/4BjMza73pr+z9j/v66+Py0U+15uveGj1/3O3Z1W9/id398CfYP3/yl1jzNX96rL+/+qTHWvlxn2bpSsnS5aKtP+PJ1n3HP1zfbAjxYc57zI6HQ9v7wZfbzvd9s+Uf+dGWSqUse3nLVh5226k+xyLMs+tf80VWfNQnWbqQt8zmmq199ROt83/+7kSfRywmmmNvcNFzLLj2X3/ENr/1qyy9sXbizzIPLJ1wZGZW/5032m2/+SP2ke97naVKhamPHY/Hdv9Tv8Myl7fsIX/5G3bHm3/Zuu9+r+3/yCujx9z36V9l9d9+w5H+9uDqvvXf88+W+7jTpXaUHvPJVnrsp9oH/8NzbLhXPfbzx8Oh1X/3jTaqNy334TST3j/ebZbN2EPf+Vt2+aeea803vM12n/9TdvnHv8se9p4/sI1veYp96CnfEf29a9/1YzaqNewhf/1qu+13f8war35d7G/Uf/sNdt+nf9XU91H9mVdb7mPvtOKjPunYn0EsD+c9Zoe1hl37np+wnf/+bTftMyzKmO2//wG7+87H2/se/O/s2nf/uG1+y1POLaIj5oeLmGf3X/pKu/vhT7D7PvNrrf4br5v62KOQu/MO2/jmp9gHn/Qc69/zwWM/fzweW/utf229f7rb8o/8aDMzGzVa1nv3XXbHn/+q3fZ7L7Puu99rDzztebb1vGfYw97zB3bpJd9uV/7Ti6z33nujz9T5y3fbHW95pT34j19uzT94c+xvtN/+d3b3nY8/8nvq/Pk7beWjHxpLNxDC7HzHbP+999rw6p51/+7/2T//yyfbPY/8YrvynBfbqN481WdYlHmWaf/5O6P3IgTQHDs7c2zjNX9io3rTVv/j5x77M8wbS7ly2PymLztyTmb3nf9o/fe9325/7U9bKp02KxVs89lPtavf/hLb+s6nm5nZHW/65SO91rjXtwe+/gVW/oLPssInfsyRnrP7/T9vBy995dTH7L34FXbpxc850uu13vC26wMgm7GVhzzIbvnZ51vuzjus8xfvsvRa2Taf85WWSqctlVux2it+xza+8css/y8eYWZmlc//dKv+1K9b641vs8qTHmuN//nHdvv/+onredfrq7bxjV9mD3z9C6K/tfqkx9rqkx6b+F7693zQqi//HXvwH738SO9dLC/nPWb3/ttP2+qXPj4aG8dhkcesmdnKg2+xj7jrD23UaFn91//QsrerVoqY5LzH7PZzn2Erj3iYpYsFa7/lHfbA059vqUrJKp93eM282v/4X3b1P//Q1Mdc+64ftQf92vTHgN7/fd/1MZtOWfZBl2z7Rd9sxUf/S2v/2d+YjUa29bxnWPrDC/3aL7/GVr/08VZ6zCebmVnxUx5ppcd9mjV+749t61u/2uq//Qbb/u5nRN/l5rd/tbX+6O3R3yp+yiPtI+76wyO9r+7f/T/b+8GX2y0vf+GRHi+Wi/Mcs8P9upmZtd/8V/bgN/y8mZk98PUvsGvPfZld/rHvOPTvL/o8C5pvfLvVf+X37bbf/8kjPV4sD5pjZ2OOHR7Ubfe//bQ96NU/fKT3Pu8spXCUvf2WIz92cO/9Nqo27J6Hf96NX47HNh6OjvU3x72+3f+1z7N0MW+XX/pfjvy8zWc/NbHg1/5LX2nN173VNp/9lCO/Xumx1/O4Q2QftHP9gvJh+vfdb+3v/znb/6FXRL8bDwY2+NA1G+5WzXp9yz741hvPv+NWOw5Xv/WHbOs7n26ZzcW29YnTc55jtv22v7X2X7zL7jihoLnIY5ZJV0q29rVfZPc84vPtwW+801YeeroUA7FYnPc8W/jXHx/dL33Wv7G1r/oCa/7PPzrSonb1Sz7Hyk8IF+Stv/p1tv+jv2Jbz33Gkd8L11/wpCqlWJHbwX0fsvZb/9rqr7qxMB0Phra6er0w6vD+a5a948Z3yeP3OHT/4S770Jd+u+384LMn6kAIYXa+YzZdLpqZ2ca3PMUy2xvR/Qee8d+O9PxlmGdbb3mHXflP32u3/NKL1IBCTKA5djbm2N0X/KStffnnWe7OO471vHllKYUjS8cz9FKloo3bNwryDa/cyI3O3n7ZMjsb9rB3/96J/9y417f7n/Y9Nu717UH/4weOVcsnXSqYBSyI7bf+tTV//01222t+wrIPunTi9xYjFf9esrddtvWnP8nWv/oLJx46Hg7NVrI2eP/9lr28ZWZmg/c/cKw/137zO6z79++1a899mZmZjQ7q9sA3fp+tfcU7bedF33yyzyAWk3Mcs+23vMMG//xBu+cTvsjMruc/jzs9u/sRn293vOmXDo3wLPKYnXzRsY27PRvcd7+EIxHnnOfZCVJHz8RP5XOWyecmft+76z7b/9Ffsdte/cM3beOWct9L9vZbbP3rnmzb3/PM4OMzt+7Y4L4HzD7548zMbPCB44/Z7j/cZR/6D8+xrec+w1ZvUs02sYCc45hd+aiHWKowOeaOyqLPs623vMMe+Nrn2S0/+3wr/dt/daK3LRYczbEJb+t859j2m99hzXrTDn7uN83MbFRrWPed/2Sdt/+d3fpLLzrBJ5htlrLGkSf/yI+2+m/+bxsPBtZ913us/ur/fePfPuljLHv7Lbb7/T9vo0bLxuOx9e+735pvfPuUV7zBuD+w+5/+PTZute3WV37/9XafN4Hio/+l3f76n7eVhzzoprxeiPWnfbEd/OSrrPu3/2Tj8dhGrY613vRXNvjgFUtlMlZ54mfa3g++3IbV+vVq8j/5qmO9/kP/9rftjj95RXRkbt2xne99lm1+29ec0ScSi8JZjtmNb/iP9pC3/1p0Xm59x9Ns5aPuuH6OXto88XtehDFb/903Wv9977fxaGTDat2ufdePW6pUsNyHc8uFSOIsx+ywWrfmG95mo1bHxsOhtd78V1b75d+z8ud/xqnec+7OO+yOt7wySkk5C9a+8gus/uuvtfZb/9rGw6GNuz3r/OXfR8VCK1/02bb/479ig/uv2bBat/2X/NKxXr/3j3dfF42+8+m29uWfd/gThPgwZzlm08W8Vf7D4+zgZb9mw4O6Dat1O3jZr1n5cx99qve8CPNs+8/+xh74mufa5Z98rpU+69+c0acQi4bm2DBnPcfe/oc/Y3e86ZeiPUP+Ez/GNr7py+zSD9+8GqmzhIQjM9v5gWdb5y/fbXff+QTbfeFPx4pbpTIZu/VXX2zDD121ez/tKXb3R36ufejL/4sN7n5/9Jh7H/1Uq//W60MvbZ2/eJe1/vCt1vmLd9k9j/j39r6HPs7e99DH2f4hudlHAdGMs6L8OY+y7ec+064858V2z0c9we79V19i1Z/7TRuPxmZmtvMDz7F0uWj3ftKT7YNf9C0T3afqv/V6u/fRT01+/7ddjh2pTNoyW2uW2VhNfI4QZmc7ZtOr5dh5mV5ftVQ2++FzNHOq9z3vY3Zw7/32wSf/Z7v7Iz7H7v2UL7fBfR+y237zpcdupSqWj7Mcs9Yf2P5LftHu+bgn2t0f9QTbfd7LbPuF32SVJ37mqd/3WY/Z/CM/2i7/7PNt7/t/3u75mH9v9zzyi23vB3/Bxt2+mZlt/uevtPwnfozd95ivtPd/5tda+fFxu3/7bX9r73vo4xJf/+AnX2XDawd27bk/Ea0/3vfQx1n/tG5DsfCc6Zg1s50XfbNlb9m2ez/5S+y+T/0Kyz74Ftv53mclPv6ozPs8u/fff9FG9ZY98HUviI1ZIaahOTbMWc+x2Vu243vZ3IqlV8tRCu6ikRqPx+OLfhNCCCGEEEIIIYQQYvaQ40gIIYQQQgghhBBCBJFwJIQQQgghhBBCCCGCSDgSQgghhBBCCCGEEEEkHAkhhBBCCCGEEEKIIBKOhBBCCCGEEEIIIUSQ7FEfmEqlzvJ9CDHXzGJzQo1ZIZLRmBVivpi1MavxKkQyszZezTRmhZjGUcasHEdCCCGEEEIIIYQQIoiEIyGEEEIIIYQQQggRRMKREEIIIYQQQgghhAgi4UgIIYQQQgghhBBCBJFwJIQQQgghhBBCCCGCSDgSQgghhBBCCCGEEEEkHAkhhBBCCCGEEEKIIBKOhBBCCCGEEEIIIUQQCUdCCCGEEEIIIYQQIkj2ot/AvJJKpab+fNR/O4zxeHzo70KPEUIIIYQQQgghhDgtEo4OIZ1OWyqVCh74t3Q6HbuP55lZ7PH4mW/5MWZmo9HIzK6LQePx2EajUew+H/jdcDiMxCM8ln8WQgghhBBCCCGEOAkSjqaQTqctk8lEwlAmk4l+zmaz0c/ZbDb6OZvNRo9nMQnPSxKhWDiCGIRbHIPBwPr9fnSL+4PBIHq8F5YkHAkhhBBCCCGEEOKkSDiaAkQfCEMrKyux+ysrK5bL5aJb3IeI5AUmFo+8sJROp208HkcCEcQg3O/3+9btdq3T6Vi3243d7/V60eP9IYQQQgghhBBCCHFSJBxNIZVKWSaTiYlELBQVCoXoyOfz0W0ul4s5kPzBjiR2I5lZ5CTq9/vW6/Ws1+tF91utlrXbbWs2m9ZqtSKRKp1OR+IRp8BxqpsQQgghhBBCCCHEcZFwNAUIR9ls1nK5nOXz+egoFApWLpetWCxGR6lUslKpFBOY+IBTicUidiOZmfV6vchFhPvdbtfa7bY1Gg1rNBoxcSqVStloNJpIeRuPx6cqyi2EEEIIIYQQQggh4WgKnKoG4ahQKFixWLRyuWzlctkqlUrsfqVSicQldinh55WVlWBdpEwmY+PxOHIWsWDU6XSs1WpZrVazg4ODSIQys1hKGhfRHg6HEo6EEEIIIYQQQghxKiQcJcBFreEUyufzkWgEkWhtbc1WV1djR7FYtEKhEBObWEyCUORFpPF4bN1u11qtlnU6nUgwajab1mw2rVAoRM9JpVKxgtnoxmZmUa0k1FBSqpoQQgghhDhvjhLE1DpVCCFmHwlHU0ilUpHbCIIRxKFSqRQJSKVSKRKKfBHspAkz9PtQMe5CoRBNqCiUPRgMotpFeE6hUIjcSTjwOvx4vjXTZC2EEEIIIY4Pr2VR3sHX78R6OPQcM4s55bmbMDoECyGEmA0kHE0hnU5H4k25XLb19fXoQC2jfD5vmUzGRqOR9Xo9M7te4Bo1iLjWEe5DXPKpaqlUKuqO1u/3I0cRUtGy2awVCgWrVCpmZpbJZCyXy1mpVLJWqxU72u12dIvC2f61h8OhhCMhhBBCCHEkIPx4MQhrXl+iAeth/3zcHw6HUW1PlGnAIeHo/2fvz+Nk+7aqTnRG3zeZec753XvhAiWCFuotFd9HUFDLAhTUh4D4RAFRQWxKBAWfWlggdmBhL3YIKoJY2FAiogXYAaJPBBGFQvFyr/eCt/mdzIw+dvTvj8NYZ+wZa0fmOSebiIzx/Xz2JyLzREZ39tprrTHHnFMIIfYHCUc7QDpZrVYLaWknJyd2cnJitVotFUlBfaLFYhEEp1hXNURgcB+PwXOZpV1AqFuESRkOpEKhYJVKxRqNRiicjZQ2Tm8bj8eWJEmq4HYul7P5fK4JWQghhBBCvBDsqIfzHYFWNIrho1QqRf8ul8vZYrFIrVnH43EIpC6XSwU4hRBiT5BwlIGfCBuNRhCOHj16ZJVKJbh24OSBs8fMUl3TvGU369+4wxo7keBGwsQL0WixWNhisbD5fG7j8diGw6ENh8NwH7WVxuNxSGPL5/OhBhLeqxBCCCGEEFfBXXxxICBaq9Ws1WpZu91O1QCtVCpbf4Pnms/n1u/3rd/vW7lcDqIRgp5CCCH2AwlHO9glHJVKpVQ9ocViYbPZzJIkCR3NeELF8+Fnf0AgqlQqweKLA7ZfCEmVSiVVr2i5XIaua41GIyUacapcPp+39XodCmojtU4IIYQQQohdeLcQr2uxXm42m9btdu309NROTk6s2+1avV6PCk65XM6SJAnlH1g0Go1GavAihBB7hISjHeTz+VRh7E6nYycnJ3Z2dmaFQiFMaovFIqSqTSaTaISEJz4WjPhnpMU1Go1QfNvMguOIU93wu0KhYGZmo9HI6vW61Wo1q9VqQTDiv4HIBJHrOp0uhBBCCCGEAD44CscRhKNOp2NnZ2f2+PFje/z4sTUaja2/wf3pdBoVjbC+FUIIsR9IONpBzHHU7XaDcJTP522xWFihUEgJR5PJJOUI8ve9Ewk/l8tlazabNpvNQhpZsVi0SqUS7vuCg+Vy2fL5vE0mE6vVasGlhK5sXIMJ6XSz2cyKxaKEIyGEEEIIcW2yUtU4+Im18pMnT+yNb3yjtVqtlMjE4hGCsCwaofGMEEKI/UHCUQZZllpMdhBiUCsoSRKbTqehODVaikI04p9jOd6oYbRYLILIhH/DLf89JlREecrlcihKyAUFWbiCcDSfzy1JEiuXy6l/N7PU3wghhBDHSFbnKG4t7p0T+J3/Wx+k4Z/9PI35H91UeT7W/CzuAz5fUVaBHe0IVKKuUbfbtW63aycnJ3Z6emqnp6fWarXCc/kxUygUbDAYWL1et2q1Gkoz8FgTQghx/0g4ygCLuMViEUSh0Whkg8HALi8vLZfLWa/Xs36/b4PBIHQ1g+MIQg0WgnzsEo7wO7w26iZNJpOQioYuFZyWtlwubTqdBqdSuVwOqW68KEUhb7y36XQafsbvlstlSrwSQgghjgXe2MbScbCp5Y1zrHYhuyvMLDr3Y67n2oNofIE52a8lEEQS4raIiZ/c3ZfrcFYqFatWq3ZycmJPnjyxs7Mz63a71mq1rF6vB5d87Ll1HgshxOEg4WgHLN5MJpMgHNVqNTOzIBz1+30bDocp8SjmOPJOotiEzB3PIBqNx2NrNpup2kfc5rRWq4VUueVyGdLesLDF4hTPi/ur1coKhUJYsOIws1C3SQghhDgWvFDEB6eI48DvfCdUFpZYQPI1XuBYxoEOqNPpNAhK/lBgR9wFXuj05Rt4TYo6oI8ePdoSjiA0sWNO568QQhweEo52APcNhCN0KyuXy2b2TDjq9Xo2GAyCcDQajSxJkqjTCCJSlo0dIg7SyabTqU0mE6tWqzYcDsPkDBEJt7VaLRTLNnte1BuFvQuFQipSic+1XC4tn8/bbDaz+Xweai7xexRCCCGOBYg63IgCIhCcFagnyLfoXgpHkj+8Awn3F4tFCDphDTEajULnVqwHfL1CIW6TWJmGQqEQ1pXNZjOkpuFAAxkc7XbbGo1GWDfH1sMSkIQQ4nCQcLQD7zgaDoch99rMgtuIhaPxeByEI1+zIFa7iO/ncrlQvBo1iCqVSqqzW7PZtFarZc1m06bTqU2n0zAxY+GKg6OgXI9ptVqFSCYWxCwaId1NCCGEOCZY1GEXEVJ02PHLjgvftAL3S6VSyoXkO6MuFosQgOr3+9br9UJjC368mQXRKJ/PSzwSt0ashhfORRTAbjaboY4Rjk6nY51OJyUmNZvNIKxySQScv6ivKYQQYv+RcJQB1wTiGkcQWTabTRCMvHA0m82uFI6AF5Bms5lNp9MQucRtpVIJER7UUYK1fT6fhwUs3EaVSiWVW87CEVLTIBCxaIQucVqYCiGEOCa8uwKHdxsheIONMTbHvu4LAj+cwubT2WazmZ2fn9vFxUUIAGGNYWYp0QhztBzB4raJpVVyqhqEo7OzM3v8+LE9evTIOp3OljMeqWpw1Ofz+VTzFp3LQghxOEg42gE7jsbj8daCbjgchgP28slkEhWO8HPMlssTJ0cY+X65XLZms2mTySTUQICFHS6ifD5vlUol1DjC5F2pVIJohMKbuEW0ByLZfD5Ppb0JIYQQx0LMcQT3UKVSCfNqt9tNOSzg/OUDYhJcR0hbYwEpSZKUKyOfz4e1B3dW4zkaG3ql+YjbIlYc3juOOp2OnZ2d2ZMnT+y1116zTqcTznu+rVar4TlQP5O7+QohhDgMJBztYLPZhIVakiQ2Go3CYm2z2YSaBCiInSSJzWYzm81mqYmRb69a6MUmaxTO5iiNL7yNxyCtDY/F70ulUnAh4X2ycIT0tdlslkpdE0IIIR4asU5nsQLY3DWq1WqFduO4jwPpavx41HbhdDV2HKH+INdHYjdSrLubELcJu+2wduT7KJcA0ZTT1drtdmrMYAxxkxbAdTfhgI81khFCCLE/SDjaAU9qSZKExRwmNAhGKC4N5w9Pei9aANA/DqIQUs0gYmES54LYvODEIhifIUkSW61WKTcSp6KxcITnR5c3fl/qhiGEEOKQ8c5eHEhJq9VqqcLX6F7KdQaRklOtVlMbYzgqVqtVCMR4IYjvJ0lir7/+up2fn9v5+bldXl5av9+38XgcaiYi0MMd1TQPi1cl1qgll8uFQKM/qtWqnZ6e2qNHj+z09NQ6nY41m80wPuCuYxHU1+fCWpPrecJFnyRJOM/9WloIIcT9I+EoAwg+LKgUCgUzsyC4YLJj4cgv6l5l0uO/xaTL7wUiFpxFWIwyy+XScrlcaO2LRUG9Xg+LBLbAJ0lik8kkTPpZdmJN5kIIIQ4NTrvh9DEEY+r1etgMc/FrpJNVq9VQPxCb5XK5nBKOEGzK6qDKaWaz2cwuLy/DcXFxEZpueCczXMKaf8VN4d1snI7mi8DX63U7OTmxx48f2+npqXW7XWu322E8wF3EXQTxvJxuiXUs1tAowcDnOVz1Qggh9gcJRztAqtpisQgTIGoFbTabUGOIo4GY7GLC0YtMghCD+HlYOMJkzN0pMFHz3yyXy5DmBhEJ3dYqlUrIOZ/P5zadTm08HqeKeeJ9KMophBDiIcD1WrgLGor+tlqtrQP1AvE3SA3HfXZUYF7GfZ4/fRr7bDazwWAQuqrhPmomYo3BrmbNw+Im8GmQSFNDyQMUgEdaZqvVsm63a6enp0E4gvsOaZlcw4tTLTEOWDiCaMTCkV9LCyGE2B8kHO0AC8H5fB7uY9JjUQkH52j753nR14VohFuecFk04vfDkR3crtfrEA3FUS6XgzOpUCiE6Oh4PE7ZjYvFYkhvw+upIKcQQohDhR1HqMeCTW+9Xg81jFDDBXVcWq1WKF7t087MLJVOjg0wgjLYCMeEpdlsZpPJJDTYQIraaDSyJElSXVC1oRY3BbvfWOBh4QhCEdcxQjF4jA0vHMENz6UTzNKpapymxl2CY+59IYQQ+4OEox2wm4fTuRBdxL9jkotNdi+bsuYdR3gtiFiwxGMCZrGKI5qr1cpqtVpYIHPBT+SiQzQajUbhsYga4bVvIvVOCCGEuG9Qz6hYLKa6oKFTFFwVJycnwV3R6XRCMWtsgv19CEHT6TRshuEaYgEI64blcpmq88K1XqbTqc3n8y2hScKRuClijVh857Rut2tnZ2f2+PFjOzs7s3a7bc1mMxxIY4NwxM/HqWoxxxHGyXg8Do4jOeuEEGJ/kXC0AxaDkOYVy9n29nPmpmocmVmqk9pisUjVaOAUOV7MLpfL0PEF6Wkojl2v161cLodo52Aw2LIb83uBmCXXkRBCiEPEO47grkBto06nY6enp6nN8qNHj6zb7Voul0s5iXDLAZz5fG6TycSGw6GNRiMbDoeWJEl4HP/drls8X1aamxCvQixNjcdFvV4PjqNHjx7ZkydP7MmTJ9Zut0PxeBzVajUEI9ktz10AeU2K8QLhCKlqGCeocaTzXAgh9gsJR1fgU898O9y7ElBYEELKGEeIcrlcqpWvF3fy+bxVKhXbbDZBQEKBbHSH8YUQ2R6/XC5T70OIQyTWgtuP6ayW11c5CW+qKP5N4D+bv8+Pu87vYgI5/yzEddlVMDp27r3q6/j7xWIxzHXsmmg0GtZut1MH6hvh/nq9tiRJUmns3O0U7gkIRv1+34bDYar7KgtNs9ks5T7Cfa6lqPElbhovFPHakTsJ4txnMbXVaoUua3Cv4z43VPFiJ9c1Qj1NBCyHw2GqSzHWnjr/hRAPjaw1T2w/wo83s8x1+F0i4egFuc9JzL82BCQU7Ua0cjKZWKlUSuWal8vl0A0GEzLns1cqldA5ptPp2GQysXw+n1rgci0HIQ4NbsHN9RcgtGZtaM2yL9Ys5vJxXzZ73gzEbllw9nVaYtFngI0tFvS+rhu+I74VAsTOLZ/S4s9V3yE063mvek0zS71esVhMOYwQLGk0GtZqtazT6Vi9Xg/uidVqZUmSWKFQsNVqlXJI4MAmGBthCEe8IY65lCA8+fpHakYhbhuka5ZKJatUKuF+rVYLQimLquwuQpkD1MLE+OI6Rj7FcjqdBjG11+tZr9cLnQT7/b71+/1QEH42m6XmFiGEOHR8EwK/D+G9SOxAbeXYcZfXSglHB4hfTHLHNUR1IPzk8/mwGEDEk+skYPEAB1Kr1Qq1FUqlUsg9R9oaXkeIQ4GFIG67jVsUvGWxxKv/nCaKxTAvir1bAGPyrj8n127hz8ktkhFd5smKN+v+QOcn1F5BxDhJktR3s0+OK7FfsEDkhSJ/viLogfP1ZV4Lt14g9cKRbzWOn1Hrz8xsPp/baDQKKTYoXj2dTsNGF7/jA7/3LgpuqME1ElmE1vgRtwnXMkJ9LziHGo1GKIAN8aher4fGKShlwPMIl2/gtSjGzHK5tMlkEgQjiEYXFxd2eXlpvV4vCK2oDSbhSAhx6HjnM197Y4cP8vJ9OJ5h5sARa8p1m0g4OjBi3dO46OBsNkspl2ZmpVLJ6vV6EISwYMVzeeFoPp/ber0O7YaLxWenCSz5N5FGIMRt4y/YGBdsr+eFcJYTwkdRvVDEi2RfCPQuNoCxz8ltxvEZWUSK3fdCEo71eh02yTjwvXA6ga+/os2vYHxajHc84Hzlg+vs7SKWbhoTq/CaXJ8Fm2Iu8ItrAlJsuHgvdz/jMcF1WpC2hjouPu07JjTLaSTuCu8253EA1zk7jjA2OCWNx7HvnIYAJoKVGDdwG0E0wtHv91MCbJIktlgsJBwJIQ6WrHR8rNHR0ZX3I/66yj+vVqtUYCqXy4W6ineJhKMDhbuu8cYWEzb/W7lctmazudWxwsxSwhHar+LfsHE0e+40SpLkpaLAQtwVvr6XdxwhbZM3jxBOshw3EFv9BpA7G7Lyj5pgXuS96c8Z+52flDiiDAEJm2Pch3iEDQFHlDebjY1GI7u8vLRyuRwiH7geZNWB0+ZXAHYZ4fxk0YjPU5yr1Wr1SuEoawxkpWzCgcvjn+9XKpUw5s2encOcUoai13wgPQ2Fff2Gmd1FsRQen/Iq1564C7zbHKmaSNfsdDopt5EXjnhMYczhvPb1jJIkscFgkEpTg4B0fn4exg8OjBu574QQh0iWaIS1Ca9DOHjl1+IcxF0sFlapVIIxhBtl3WUmkISjA4RFI/yMEyiWa14ul1MpaOw44hO4Xq/barUKm0+4MHiT+LLpA0LcFezKA3xOQzjiovAQRHgxjPsQjvjgWiXs7sPCmcfhbZDl+vPCEafkcKoBRzjgsvAuJPy82Wys1+sFGy2+j+l0Gjo64ntH3TUt9oWHHUc4v3D+caoYn7O7hKOs4tf8WrzBxdzF6TnYDHPtFq4XyOOdXRODwWDrQHqNF5aRcuOdRbECwio4L+6C2DzRbDZDIexutxtS1TBH8vwRq49nZlvCEadr+tpGFxcXdn5+bufn5zYcDrfGmxxHQoiHgBeN+NqLWouoMQzXUazUBErIYI2NdfhdZwFJODpQeGGJyRqpMtz2dLlcWqVSSbU6ZXs8O44ajYaZWdhcl0qlkI6SJImNRqNw0gqxr8SKW+NnnNtcHBddYmKF6iCUIAKKDSRcCOzAg9MIAi647U0gxvxVk1Kj0djaKOOWxSPvSFqv11av18NnwmQ1Go2sWCwGdxUX69c1QjC+/hbOT5yLWDT5LmelUunK543dZ5GK3XO7LOJwOCHNDBbw2WwW7OHY/KKYL34eDAbBleQL5WcJRGbxTowSjcRtw6lqmAcgHHW73cwaR5gn/HWei7eipAHSNLl7Wr/fT6WpsXDETjy+FUKIQySryDWnCaNEDDpYIoCFdHm+j2wiNnOgdMRdIuHoAcDpapi8sYnlLjBsG4adHn+PExn3IRAhaoRoE1xIQuwz/kINpwG7cDjCik1j7IBwxGIRFsaw7fOi2aeL3oYDJ7Zoz+fzqY0ANuOYlJrNZlj8o2aF3xDE6s3AQcWui8FgkCrkp02vyCImaLJgiXPUn6vNZjMlHPG5xa7C2K0Xf1k8gniMscJCaS6XCw46CEfoBjUYDEIh35iAtFgsouMgNiY0TsR9g7HgU9Xa7ba12+0g4Pr5IWsNyOtObGomk0lw6eGAQw/3+/2+jcfjaG08jRMhxH2TFaDa5fyPdSzGusTvQbAPwV6EHf98y11ccU3GGvwukXD0QGDxiH+Xy+XC4heTOFqioq4DBCYIT1gYLBaLrWKhbEsWYt+Amo8LNDsdeHHc6XTs5OQkRFdrtdq1HUd8TCYTq1QqqdbdXAsM4/ImxaOsItaYkPD5eDLCZtzXkoHIhM/g3UZI3fGbB87DZuGIXUdCAAQmIGj6g11GcDg0Go2QKukLr+PWC8RmFu1IwsIugKuBay6ZmY3H4600NN7koq4RimFzxzQh9hEvrrL7zhfIxjiMdVGLrf98kxYETmJuIx47CGDCGS+EEPuGT8v164pYZgP2IbEDexGszdnd2W63Q51F3+nZN9aAI/M+UtslHD0Q/OKaFwpwCkA46vV6wT1Ur9ejNjrkU7Jo5IshKhok9g3fuYlTY9hhhDoOp6en1u12QypWrMYRR1H9AeGoWCymFs1YZPuaP68yZnhjzO07WczxExJPTMif9jWOuGi2L1xcKpVsuVymxCJfsI8FMnxmIQDmFLZl45xst9thk8ruN9yiqx/mNSyWMKZiizg/P/kOhz76xwvCzWZj4/E4bHBjhbB548v1AoXYR7JSJTgNgtNGfSFszAu8QfKuIByYJ1k4QqByMBjYaDQKrneMHc0XQoh9hNcJvO7l/TAe5x3P3i2EfXS5XA7rIDirsT5vNpthzYM1C8rOrNfrrWDVfTUQkHD0gOCILKfJoCYJJnGIQfl83pIk2dqA4qTH4sG7CziCK8Q+4S/a3DmMrfjdbtdOTk7s5OTEzs7OgoDqIwoxtZ+P8XicatsNgRYOJL/Yfplx462x+HxIteEiv41GI7ioII7h50ajsdVJLdZVDeIRF8j3xfpYYGOBTE4j4eGcfjjiWLTNEjSROsYdyFjIRVq1t4VDAOIaQxyh8xtVFpSQ2j0ajUJdI4hF+Bl2cSze2MUkxD7hxdSYcIQ5wHf44bVfzG3k63T5wthwuSPNs9/vB9EVqd8SXYUQ+wyn2fPB10TeK/B6J7am4bqOvgZprVYLe3Y0CEBn18ViEdYf3CFdwpF4adiuhhOJi9liQzscDsOm0MxsNpuFKBP+Bic3OrJ5x5EQ+wou2j6SyrVU4DqCaAThaJdzgQt2cpek8XhsuVwuFJCfTCY2GAzCpMJpXDcltnIbZUxAWPDDzQHBCOl43W43pP7EOjZgI+FbmGNjztcAH32JiUcSlwUDxxHE25OTE3v06FEYe74YJM5Ls+eiLcYjNpvsOPKHmYVoHDsG2ertC1hj08t1BFAfkOsEos24WoaLQ8DPaXxt50LxnLrMDRN8SnLs4Og4F8aG6IqUT3br8cZHCCH2Da6P6vcUXO/N7xkKhULqWsrXVC/Q+8es12ubTqdmZmGdwuVmUJ8YQav7EN8lHD0guJ4Kb9q4UCGLRuv12mazmbXb7RC9RX5luVy29Xq91aabo05Zue5C3BccTWVHDrrGXOU4ih1mFi7OfsOJ7kvovDQcDq1arW6NFXYbXVdQycqdZseR70jFTiN8Phxob+7TzLwAFHNcedut/3t1VBNZcASuXq+H8ffo0SN78uRJOC99iijSP+fzuRUKBVssFuE5OTjiz1+cj3ACQezljogsIuE+onzcRAIiEjeVgEWc/1Zzn9hHYqIRp15gQwTxyDuOvHDkHUd8YBODQCXWnHAcDQaDlACrNE8hxL6T1diDm0VhjYPrKzJ26vV6qBvHLiPu6AqBHrdY56xWK0uSJKyBcD2F4wj14e5DeJdw9EDwky9vUNlxBNEIEzyscBCN1ut12JRuNpuUcBQrNirEPuGFI9RV8V3U4MI5PT21s7MzazQa4e9jtz6yinN/NBqFWkfD4dB6vV5UOOLbV0lVM9t2HHFnBnYZnZ6ehnSg09PTlKsq6zYmmm02m6hoxJsJ7zoSgsH8glQ1CLZPnjzZGnt8H06j+Xyeej4It1kFKOEywmMhHEEM4i6JWITx4Z1FXMg31jZcc6HYR/z1PCYccYdBRMBZOMqqccRzIubFq2ocJUkSDjiONHaEEPsI1zjCfqJarVqj0Qjdz/gxuL6WSqWwNkfAmgO8sWY0EOmTJAmiERzWaMQTa8ihVDXxSsQK8CJfEgV7sXHlOhF8kiOKizbIvsOST1nj15SYJO4LX7vB12yA0wipXOzKQRoXnmcXfoxVKhUbj8d2eXkZogqYAHzBvJcZG1544ugHIhpwGnF6mj8gHPnPmHWff16v11vFsf2BiDMLUEKYbdc4ajQa1m637fT01B49emT1ej0lxHDaiz+vfO0iLNr4Ptdb4dbg2Miyg4gP/I6dSSwwzefzVMvwmyh4L8RtwWIRpxgj6OBTJ/jYVd/SzFJBFK4hxq49bHS4yDyPJTmOhBB3QVZAOGvNCzhAyx1hm82m1Wq1IBx51zMa1XDRaxaP4FbypSIQ9ML+gRvusHAEx+Z9XUMlHD1w2EYMa/58Pg8nqZ/AORXG7LlwxLa6Wq1m0+l0a6Hvu9cIcRuwiML38/l8cBihlgq7cSAS4QKOqCoWyD6tDMTOZ/yOL/xXtel8mc8ZixjDBstpavz58BnR1pwLnWa9J59K598HXheiHEdfFotF+Fu4F1UwWHixEw4HP5dUKpUgysCWjXnKO4JY2GHHEc5P/Iwi16gLwAenneGWf8cbW2yEMXdqbhOHhO+chttGoxHcqJ1OJ8yJSKO4KljIYhFceFyHw6d4+k5A7NzTmBJCvAjXCXjy730avK/hmXWg8ziujRCOsK7m5/ClHxDYhTPJzIIQZPbcTc1/l8/nQ53UWDdXrhHHDmgJR+LGieWhc2coPvE4QmVmWzZmDB6ctPwcXLRUiNskVpOnWCwGMYWLYHt3ERbJnKMMss7dWPths+e1VmLHq8CTF3eOQsoPBDKIRv7zISKy6zP6yde7Bvl37HTy1wNMgHyNUTrr8RKL6nk7N6c9IrKGjSdvNrFAgsgD4Qh2bl9rC7eweuPvvMMIz8HiFG55Y6s5TRwqHGTwNTZarZadnZ3Z48eP7fT01DqdTgg0cIoaRCMOhHAheRZXZ7OZDYfDUFQ+Jsb64vQaV0KIF8E7+f392M+xrmi+O1pMXMKewh8QhNiJyet0DrTCRYQukkmSZDb1yOVyNplMrN/v28XFhV1cXFiv1wsdKUejUSrVnhuA3CUSjo4I30HGd5cxS7sLcrncltsI9WL4xMVhZnIaiFvH12lgGz67jdA5jVt/I7rKkQCOpO5yCfn2wxx5vSnBCMRqUvCGmx1H/rNijNbr9ZA251NL/edioScWzeE0QLhG8BqoJYONdqx1szgOshZ0fsyyPdvn8Y9Go1AbxbuDWEhaLBZbET9OV2MxyN/neYtb37JohPoB2uCKQwQRc98YAgEV1MA7OTkJwhG7U30TBHbkchFsFnYxdr1wxGkVXjjS2BJCvAh+bcH3ee3M+1nsYX2B63K5HO0WjJ/xuFjHSRbVY9kGvH6AcMSfIXZMp1Pr9/tBMEJ9uMFgYOPxOLWewbX0rpFwdATEul+gxlEs8uNdHHAYcIX42WyWWlBwLQqJR+I28alTnELl29J3Oh07OztLRVVbrdZWLSKwaxHLwhGnZ/qi2TflPvIuDUxm7PhhdxXS1Lh2RcxxxJ8nSzDin73jiOtj1Gq1kGbEdS4wmYvjI5ZeGTswbs2eW7ix+ez1eqF9N6eT+Y4iPj2U5yPfLY2FInbL+gPnMddd0gZXHBqotQHHUUws6na7QUjCvOg3U7GmKNypEI6+yWRi4/E4CEcs8kI84nniPiLlQojDJUts8U1a+JqVz+dDR1few+IWQjkHtXzHSTZQcDFr3wCHr5G+k2usViL+jplOp6ETJVLV+v1+CKTFglxKVRO3gi8qulwurVgsbi2MeZMIxxHXM0F6zGw2Sw0a7mIjxG3h014gGCGFKlb3Bx2c2u12yE3OSuPyF3FfAJeL4/J4uo5Q9KIXd2+f9fUqYu6qTqeT+j7Yipv1Gf3vYs4rFo64LWm9Xg+RZGzQuR6GOB78OMI54BdzsQ5o6/U6FIAcDAbW6/Xs4uIiWLM53Qzi0XK5zFxI+rRsfz8mEPFm1h8SjcShAccRhKNutxs6GZ6dnVmr1QppzTgQUIETl8csO464exoKYY/H41CDI8tx5GtialwJIV4EP9fHuvv6WkbYGyBwzPVPUeSa67pxx7NdP8fW1XBQIwgG5/JsNgvCOtdL9HuGJEnCtZTrG43H45Cin1Vq5q6QcHQk+NQav5Bm9wEPPN6ocl2T2WwWnhfPow2juAswWXgxJcuFg+5NrVZrK3LAwlFWHaDYBZ7FIi8c3dRnzErxwWfgiRDR406nE7XcZn1GLxD5ukR8XWChjoUjrhMDoYrtuuJ48JZt/l3MPVcoFMIYWiwWofNZr9ez8/Nz6/f7qa5nk8kkuI9QlJ2t6nzrO7X5bm3XdQ3KFSEOkVwuFxxHmCMgHD1+/Dg4jHAdxy0HVGKCLMYShCM4AbHZ8Z0Ludj8bdQDFEIcFzE3M+8L/DqDa4Jy3dNOpxNcR1jX8p6XOwn7rsK8rvasVisbDoe2XC5tOp2GVLXRaGT9ft9ms1nm/gEBNDg3OfUXTUHuO7Al4egI4BPUd8OAGsoTeMzRwRtFpKrx86HeBC8whLgNfOpU7Pzk4thwHTWbzdTFnyeY2Gt4AcVvJn26Z8yB9Kqf00+GXGOIHYCcmucX+/xcsc+46/f4t1hnLAh1XIOGCw1KODo+smzkXizyHdBYOBqNRjYYDEJhSHYaIQUG7Wjxmln4ccg/+99fdV+IQwKOI2ya2u22nZ6e2uPHj+21114LGyYOpKDuH5qj4HkYrnGEVDXUJLuqxhE/hxBCeLLmc78e5pR3v77wNVB9PVCk656enlqz2Qw1i/h6yClssefnfYMPLmNfMBqNQvmW2WwWhKPpdJrpbuYmId5tjWtobF1zl0g4OhJ4o5vP54PN3+dech0ITl/zRXFns1kQnxaLRapDjhC3Saz2FiaGdrsdbKjcOpO7IGRd/M3STiO25rOzjgUj3zkmVvjzVesc8fuJOZDwXcBGy6LXrtpG13ld/pldRz4P3Atxug4cHzH7OFyr3gHnI4XshvWdmrj4Lt9XarQQ2WAccho3u1Q5Lc13UUOBeYbnQXYbTSaTVE0ObhnNc6LEIiGOh1jQ0gcwY+tM3HKqe9b60zfbiLnt8/m81ev10DwGgWQcjUZjKxWNr4e8D4DpAsTqnqK+Il8PcSCNF+sXnybvmw5wF1iUhNgHJBwdATzhQzTC77E451bFUDpLpVKqkBfy5ZGewnnurMwKcVtgQoEFH44bLIZR7BOthbn7gRc2slw4Hl8MlMVVjrD6C3xW6stdfU9X/RsLSLuEJvw+S7yKFVCVcHR8sBOQD78Q4657sUMIcTP4MckbpJhY5OcDH9XG5gbrRjgEIRyhbTRSSrFOlGgkxHGRlU7GqeVeRMpKa/cZMHzgesbCET8+n89btVoNHSVxoNZRrVZLvYaZBVFnPp+nMgz4GugzDLjD8mKxsOFwaJeXl9br9ezy8tIGg0G4LsJ4ETsQNNtn0V3C0ZHAJzYivMinZHUTEaTpdBpOYvwN2545IowUFTmOxF3ghSNOS0PeMhxHsN6zsOknsl1wapp3QSRJYsPhcKuLDF/s96WOQ1ZKGt+PvUf+u6wChHyrzf9x4t1GHA3kgpKcyihnmhC3ix+TvvgrF8H2124vHnlXIIpiI7UU7aMxJyK1Yh83PkKI24Wdxz6FLKuUgr9WxZz16BYMxyR3D+bX4Z/L5XLIQEDzHNyWy2UzS5ej4OyCWBdW7mjGjiHOSED6LruOWFDPatbB3WCzOp/fNxKOjgAu8MlpASwcecfRZDIJg2a9XocBjbaGWDgkSZLqwqGNgLhN2H7PBaK5lhEcR7VaLUwqXCTab1pjNRzwe/xbrP0woq3c+YkdR140ikVxb5PY54g9Jut74N9xNMjXXfLRJIlHx4lfKHLheu842uX80/kjxKvja4L4mpVoJx1rogB4/uJyB5yqhg1Sv99POY4wH2LjI4Q4DmJCELuNs9xHXIbCdzPzpSl8YX8vHPH9UqkU9gP4O9wvFAqp8hPcrQzXOQSMOXDMjiDf5Qz7Y65RhCPrb7Pu47q7T0g4OgJYOEKNIy7ElSUemVlKOMKArtfroVr8dDpNqb1a8IvbBpMLd0pABzVOVYPjyLcXjqXGxPKuIapg/LBwhG4H7DjChBBLVbsPYilpgItf+5Q1/zt+Pm89jtWr2SVEiYdLLI0xlhLjRSMhxO3AqWoctY+5jXhMZgU8fB0OLxwhHQPCkRxHQhwn/tqT5fw3S7vZWSRikRvrfXYMoYZpo9FICeF+ferrF/GRy+WC0MPFrTkdlwtVIyNnOp2mnEPsTOJyFr5+MEQj715i0ch3P5fjSNwL7DJar9dBPPLCEQbEZDKxXC63VeOoUqlYLpez1WoVNs98QeCFhxA3TVaNIziOOp2OtVotazQaIarATgc8B26zBBX8uy8IysIR20/ZcRRLVcNz3xWxzwGyUtZ2vT8fQeKIzlUOEnEcXJUWk9XNcNd4FEK8PCz2+xpHaKSw65rtO4nGimOjxhGEI8yF7DjSelCI4yJLOGLB2pc/yOfzIZOgWq2GjAG4g1DL1N+2Wq1Q5ygrsJlVQHu9XluSJKnC1+iCBmF8PB6Heqa87vc1T/FzrNsy10ryAhP/zHsH/tt9QsLREcCbV14c5PP5VJ0i7zwqFArBKocNAdJ+1uu11Wq1oAbz5lGI2ySWqgbHUafTCWJSrDh2jCxnjnccoSgoO458cWzUOOIJ467J+hy7Hm8Wr3PkBSfvOooJRtr8HycxxxFvUhFc0DkjxO3jRSPfCRPCURaxxg4xx5HvqgbnLW+i9m3jI4R4Oa4zV7NYE0tZ98EjDkTG0tGQksbFrTudTqrQdaVSSdVQiq1P8f75PjqI45qGEi2z2SxVww3XN+6WBnEc17rZbJa65sXEMRgvWHBiASmra9s+IeHoyOAT0NvgWN3E4RcfIBY91uJf3CSxjSUmII5CYKLBAUEz1sXJLDsdKytFy8y2imMjEsGOI5407jPKuutzmG0LSbH7MScWrheIjHDety8UuG8Tnbgb/HwRi/DJmSbE3RAT+/2GyndO88TEI46We7e63wTt+1ywK1096+f74D7rJYqHjU9V3fXzddLMOeUMa3VOD/NrAV4vICCMwC/uIyWNhSO4jSAc+T0DHxzM5Q5o8/k8uCbH43FKGIqJRjhGo1GqPAV3QlssFsFsEau5hP0Eu42wtj6EMS3h6IjxA8t3wymVSrZcLsMFAs4jIW4b3/0MB3Kf/eEnp1jbbxZCza5eDLLQFGtDDAvreDwObr19rOnwMmPWf1e8WfCOK18MFY6rffoOxN3hF5cxd5HmESHul+uMQRYoYs4jX8jVdxu67zp/V5F1rcK/8eNi9+8KThXkIC/WNRwME+JF8Hu/WMCHb/lxWbBwBPEI2Sm+zpF3KuOxfm1frVZTndHwb1wmxZeHMLOU2B2rKzSbzVJr2dh9iEqcYcAieey6x/gyMaijdAjXyBgSjkRq0Po8+FwuFzaCSFHTwl/cNphMfF4yohGcA40DE5RPi9mVtuXdR7HzGm4bFk5YOMIkwtb8+xZOsj6HF9H491mPjxUH59oW7LryXeXEceEjk7tSGoUQ+wWLD7G0ZRYtWDzC3IBrv6/vsY/4a9RVTR6uG3C6DfBd+++TRSN+b5p7xXXBOtvXJOQ0c4g+fKBmaNZzZhWjzhKOcrlcKq3NvyYEJM4swPtg9yS7ibimkO+OhkAn0m2xlueAMP/er/m5+D9uuRMag/fG7/OQBHaPhKMjx9uYuRtOqVQys7TjQjWMxG3D1lXOkS4Wi5miUcxx5FMoYxG52GIwlsrGxbFjqWqob7RPoklWSp5ZOp0tthD2GwhMir44OCy7sfbL+/AdiLvBb7Ri6TF+U8Zzif9bIcTN4MfUi4yxWIOHmOsoqyvQvm+GfJqMF7nxmPsUvP13zZtSdh0J8TLAcQSBiA+sr3nNzU1n/PPwfa5tiIBubG3uA02+oQb/zO8L9yFEmW2XVMB9CEQQifiWf+8P7qbmu6slSbJVooGvfd4N6LMfvBh8SGNYwpFILer9Rt2LRlrYi7uA84M5aoGJKyYg8USC8zcresj4wvGx6J1P1bqqxtE+RFmv+sy7nFj+7zhqw6lq7DiCcLRYLPbi84u7Z5dgFJs/NJ8IcXf4seedp+CqWkfcLtq3n/ZdhPZ1Q+RFI3Y282bWzO517cuBG2QAeEFPTiPxsrBwhLU06guhrhDa3qPxTKPRsHK5nPmcXgCCiIS9JXfg9msEnzbn0+R8ww08X1YNtuVymSriH+uOhvVrTCRCGQp/cJCURSC8BxaJ8J144ch3XTsUJBwdOTx4eaBigGLSUgFscZfgnORIQ7lcvlI04vpGsVQ1s2yhiP/d/44dN77GEYsm+9R+OPY5slxGWeM6NhlzqhoObr98KEVRxe3Ac4pfGCpVTYjDw4tGvq00b9R8PaR9dR35jSvWDVg7+OuYd0neFViD+0AWiuxmOan38TsX+4d3HNVqtVQtIS5AjaPdbodSJvw8fJ+FIhaOssaXL5Tt1w2+yLRvuIFgJa9VEcydTCapwtaDwcD6/b4NBgMbj8dh/YrMAXYVccFrLoTNJSl8UyneY3DWAgtHh3CNzELC0ZETE464ztFqtbJisWjL5VKOI3En+PMRk463ysaK6LEVNuY4yoqwXhWJ3VUcO5aqtg8RhKw0tViU0n8n/Lf4/Jyqx8WxURx8n2o8ibvHp3T4RWDs34UQ98uuGndZBzuO2HW0XC7D3/Lz7CssGnGZhl0b27u+bqEeCu7z95/1fvb5Oxf7BeZoCDwQjprNZuhe1u12rdPphKPb7Vq1Ws0UjvyY4iwAvy6PjS8O6mb97A8/Nni9irVqv9+3Xq9nl5eXdnl5ab1eLwQ+kc6Gv+GOwXBS+pTcWD242NjbFZjd9Xf7ioSjIyW2wM+yCUI0kuNI3CY8OcBtxOlpmMxgleUCeWxdjbX69K/BP/sCkzE4d5onJAhG7LS5rmiSNTli0uVi3yye4XOzUPaiYzNLKMtaCPg6C/wd4LNzvvchTYLiZog5V31RTC6Med9zyVWuu6vO4V3v/6rPlpUKdN3XFuImeZHzLSYi3XchbL+5xC3m/ph7iK9PPqXGOx6yUm3vgs1mE9wTmG957uVaUuy6wP2r3A267ggWjvx627uOICLVarWdjiOfYhZzG+GxVwnXWecy/w5ueD7gHBqNRtbr9bZEo16vZ8PhMDWu+OCi11y37UXLUTy0cSXh6IiITaxeNIod9zlpioePPy9ZOKnVaiGvGhbZbrdr7Xbbms1myMWOCUa7zlcWirxAwr/bVdcBAoovjLdrQvFRmVjnKbisfBoebMSnp6d2cnJi7XY79fmv+hwau+K2YNGIF6CokQCXoN+Y3fV79PdjC9jrRBGzRNZd0dKsBW/Wz7HXFeI24ADKoZHL5VLzPjamWbWLsHn1RXv5wHPgmnbfjiMvHPmAlS+0yz/7or2+ZThvzPGzOB74PGcxFWtPH5z1bn5+Hr7PY8Ys7Zbjn/0am9fafC4jeOvPbTwGwUyMDbiI4JBHetpwOLTBYBDqHXE3YD6yup6pfqeEo6Nh18LWb15ZJV4sFltuI21AxU0RixR64ajRaATLLGyyXjhi503MBht73V3vyWw7hStLPPJOm6wFuJ9Y/SKWIzSI+sBdxE6jk5MTOz09tU6nY81m06rVavjsuz6HF4+uk8YmxHVBlJFrJeAcxjjFRu1lXHKv8r78zzHHrbe8xwQd/3d4PnY2xNLy+Hli9RB4wcwLayFuGxZLDxEOunAqjK+vEruNtf3GWiImHN2HUxKbYt4Mc/2VWCtwrEl84XL+mdcruVxO4tGR4oM+viwExgenm2Gd6p/HP6cXWtkR54Uh/Mxrat+xMetAGQmIR3x/sViEmpwoL4HanKhv5MWimGjEmQTHPj4kHB0RsQ26F4z8fZ4s9yG9QDxMeILBoo8L9bVaLet0OnZ6eprpOPLCUZajYZeAkhVB4U2dr+nACzbeFF4Fu4v8gtYXKOTuFvge2u22NRqNqOMoyw2x6/uPPebYJ0hxfXjjhg0ZzlsWjhDR3xWxvG1iQRO8n12RUP93eK5YgU9/HfLdpvx9FLrFYzX2xE0Tc7Px7w5NROKxltW+G9cdvvUNNfwthKNYytp9CUe+gC+7jlgUYjc0p7TBscTXLe+Q1nXn+MCcxm5hjBOuJ8oFrr1jOBac8WPFB1/9+tmLnF78iYlC3inku6nhFvWL0F3Nd03zYlGW2+hQXZk3jYSjIyBmIcT9mHgUq1ivVDVx03ixgjdlnO6CIn0nJyd2cnJi3W7XWq2WNZvNVAoMd1GLRfz962aR5cTxwlHMcRRbeGWJOBwV5XS0arUa8svxOXEgXQ/uKxaOvFB2lcMo9m+7HiNEFj5qifMYbiO4j/ziE397W+dZ1tjj9+sLeJtZtG4I/y0W2lmuXb/pNNuOsvpoK8iKamrBKl6GWPojO00OHYw1X1MNgSdcg/y1CG4KbIp9g41YGvl9CUdwGaFmCxp0+LpHfsPNHaLY5YnzAdcfM6WzHzOxuoS+Cc1VdQr9ueP3jHzdiXUp49pdLIriHMeBf4uJp1kCEHdE9mNmPp9npnhycMd/hmNGwtERkWWxj9VaidU5uo5zQYgXgV1GvAnzjiPUNkKKFoSVer0eTX/xm0SztDjCr+0FFM+uOkdsb/WOo12TC94XJmq2BtdqtSCW8QHRCEUKISbFUtV2vXYsHY1FI/73Y58gxfXxUUsusulT1e6zQLYXe3ie42sCairw9YM3jzE3gp8zOTIbqzPCz5/L5Wy5XGphKu6E2Ng7xPOO67NwEAaikQ++4IBw5OsIViqVMJ/6Mc7XiLsCwhEcEr7wL2+kfUeo6XQaNvwsGvG1CLCYeIjngXg5fBDTr0cRmOUaR36+xPP45/VgfcxNZthBx+e2P9f94R+HzmexY1famw8SxW7NsgM6x4iEoyMh5sDwtnqegLPcRhKNxE3jz81YjSOkqp2cnFir1UpFD73jyD+3v591Du+KuO0SjXgCYvEo9jn58+L9xhwa+LzcBhX3eSMeK4591efI+txyHImXJeY48tH++6pxhPeHW3+t4WKf+Xw+tUBEOofZs0WvF4j4OfzcyYeZpSKhfB3xLiekrGkDJ+6SQxQNeC7lFFlsemMBGByNRmMrdQ23nI7jXUf3LRxxyg07imKpbJPJJBVUQg0ZuDMArwHEccFjyKeq8djg+l9XrbVjv2eXG85BPk/5vB6PxzaZTLYO/N7fTqdTWywWmfUJ8bqxNPGYMCTX724kHB0JMUs916Tgw9c5Arx59uk5yo0WL4PfxPlFIBeJ5tQtttFeZyPqRRFf1wFkncN+w+kdC7H0tFi9E3YacUoa1zHC5+x2u0EsYgEJLiu2EPvoT5Zw5VMWYhtUP5lyDSc/5l/EZSUeNlnzC6emvUrKh3cSXvW7rLpDPL9hIczvDxFRjsrj/Mdn8p/Fz5vcYIKf06e2ehHa1yvx3Vxi9ZfMFA0VL8ehb4xiohGvFyASoS4i5tAs4YgdR1mOfH/dygrG+H/L+m53OaAxN8/n85QjBO9zNptZrVaLtiGfzWapgJoXwkql0s66MFdda8ThkpV1kuXU5zmRAx5ZabAe/t1qtQqdznBAMOIDHc9YROIC115gWi6XOz+zztubQ8LREcAXB170Ih3I153wkRUuZuYjHJxbKvFIvAhXiZnIp45FQPyGb5cjLlbPgcWSLBEJ/+adCSxo1Wo1KxaLW2IqxgO7injclUqllCMDaXf8M6eocSFwrsOQtRGPfY5Yipp/jM/rXq/XW5FMrqdwVfcJcTzE0jmvam17HWKCrU8V2+WcxdzGIpb/N57/Yulk2Eh5d9Eu4YjT1Xx6iH/uXQU/Y/UauIujF3A1/sR18UGDfXcceXEl5k7mWoBw7vq5FIEaronE1waeT3mMxQJP/HNMbOHron8s3/rrG+6bWSp4g2tfpVLZWptwqtFsNks5qbDeaDQaNh6PU23Ifc2XWL0YPsThEQt+8jyKc3S5XIZ9XqlUMjNLzVs4FzFX+tpAvuC62bZw5NMtswpXx1x2XNtLe8/7QcLREeDtvNjEeuEoNnHiIsDF9njA+42BXAfiung3gBdWfMtcb5tlMWZXmlaW08b/W8yxwws4b4XHIgzF9ThdDRtN/gy+cCccR1jQ8S07kbizGkQz3xo1SzTiz+G/G/8zT/68YOQ8cp6wY4KA3EfHSUw0wgKTRUZ2rr3o+eHFIzOLBkP83Ma37CjwQlK5XLZ8Pr/lMmLhCG5B/7qxiD5f01g48ovs2MaNuyHFit7y5s6PWY098TLse5pSzF3IY53rIXqxyItG3FSCO5r6lNXruPv8v7Gg68Vd/1y84fXpcFxTCc5fbMi5sUBMNML1ges4Yb3SarXCBjyr0HDsegQHpDg8YkFaPndwjiHYgz1esVhMzS3c/axQKGyVa+A1IeMd7XzOQQjyNbv8uel/7wMo4u6QcHQkcFSCN+acu8pFS69yHPmODtyOXIjrkuUU8Ocodxzj9DRe6HHaVZZ4FEvNii2Y/WO4fosv/FsqlaJOAjPbckohxY47u3CtIv53/h1+z26r66T+ZAlj/jvhha5fBHjhCAvJWH0nbVyPF94gcQoWi4x8rryK4wjCkXcMsVDrxxKPI4wh38IbUdRYOhkLR7GUtKzUFo7memcQhCNeJGd1jokVw+X0EqA5WDxUYumoXFON6yEiPQ0OJARjuKmGF4+52yOL4VzU9yp3kV8HxNwYMSdSrDZarJaMmaWcjqvVKlz3/EYeqWz1ev1aBYb9LQ4Wr8Rh4mt1+fp++P/FPm8ymVgul0udTxzUyOfzmY41zJfA3+ei2P5g4ZKfm4Mmft8p7hYJR0cAK8uxPGlOfeH0FxaOuJ0hipkhVY0jyUJch9hmkBdKVzmO2F3AG8mrXjP2MwtN3mkEuF4LR/CSJLFSqZRaGPJY4K5S7BxCxJM3t/hsiBJ6t0SsOGGsu8Wuz+E/L8PvnydtjHUvHGHs8yJZotHxEnMceeHoRc+T2EaRb30LbhzVajVsEnnDiE0jxhELSDHhCGOZ00TY1RRLW8tKN/GpZLjP86rftPnaD1zTAdfM+Xwevi/UYVI6ibiK2Dywr9du7zby5Rcw5iEcoQMrahnx/IuffXkGPryww9e0WK0xzPfebZlVD9SLx2bP3VOcEeDX5L7+KDb8WWIVNuixg1N/sgoRs6iA59v3dEaxjR8z3qGLscWOo1KpFP7fWVDCfJXL5ba6oeG84jnJLC4ccRZLrARCzM3Ev4PjVmvOu0fC0REQS1XjzTinvvhWyZz36h1HvJHkSLIQ12HXZObrG7HjqFqtRgtWerdRltPG/y7rPv8uSzhC1J+jirjN5/OpdsCwy8cKfPvinCzk+sUkJnr/HWR9vqzP7r8rHuc8ocdS1TDmMZHHoqniuLiO4yiW0ngVWY6jzWazNSZ5bHIHJaSuoCuhr22CgyOvWETvEo74PotE/v3uqn2yWCzC+OIaD0mS2Hg8tuFwaKPRyEajUbguYNz6ebpQKKQKlwqRxXWctvuGF5B9qhrmWQhH6MDqOzyiNmFW8WufcubTcGICsN9k+81uTDziayGvzXkN5NPp/DrJLO6OwgadHRo8f6PwMA4uPMyd5XA9hMtEHCa76v95cXA2m6WCKLPZLFWQvVKpmJlFBUd0+8u6jvB4itX1iwmgsYPX2uJukXB0BLCjg+u08CZ1V3FALnLqN5LeebDPiw6xX3i3kU9VwzkZcxxxBJIXM14Eip2PWY6bGHgsp6px5xbO/ff1S/L5vDWbza3OaLDQs7MIAi67imLCGN/nw3/263zmWLSZi/VirHM9BIhHmPAR/fELaV0Hjg9O1WDhJVbj6GWKWcZcPL7uGBeARVfCk5OTcGAz6ec9XGdQ48i7BXDLtY1ijgCz7XHFwpH/vswsbOK4wwyK145GI+v1elar1VLdEzHeWPjF+7zutU2IQyJLQMacjHEP4ejk5MRardZWWjjmXd9Ug+dRdux5ERzzHbsdeO7nDXHW9S+28fU1R72D0szC583n8+G6x+sff42BEODfE8Tq0WgUhOl6vW7D4TDUfuLC3PP5PPU7cVjEnP2cpsliKRxHZs/3fuVyObjXcN6tVquU6MhHkiRXCkcxJ5F3JHtXX8zlp8LYd4+EoyOBXUfe1RGrl4IJgq26EI64oBnXWZDyK14Efz5yWhoLKrFNXtbzmW0Xv77qcd6Z5NO88D7Z2QBLPLsRvHhUKBSs1WrZycmJdTqd1C2Eo1iaDRZoVzmlrmJXuho/ZpezkCOSWWJxzLqvifw4iW2gYh3C/GLPp56weOzPY8xduVxuy02A+0hXYcHIC0d+DsS4Y+GIuwvFHEcsJO0aZ/w5/e1isdhyFuA6iM/pN7n4WxaZgV9o8+80LsV1yUo99QLwbW/c/IaX77NYjG6kqGnU6XSs2WxuuXoRpOE1Lt/6eZDTcCC8eEcSp3lzLRh2VOwSjjabTSpIxvVHK5XKVj0XdkDvCi6t12srl8up1Dlc06bTaaaA7p1GKJQs4egw8AFULgHBQVl2snFKNc4T/nm5XFqxWAxBxdVqFVxqg8HAhsNhOKbTaeY1gVMrfZ3M66SeaQ67fyQcHQkxZ8JVrgVeOPgaRz5l5UULnorjhtO/IBBhYcft57GIgkU7lpIG8LtYylrsb7LEJf932CzCadRqtcLiC/WNYovIQqFgjUbDOp1OWMiiSCeinzx5x9wL1/kcu75j/xxZ35VZOr8dotFwOLR+vx+ikiweZdV70DXg+IhF3mObTS80mj1f2JZKpVQR+UajYZvNxmq12laEEu4fX0AeB5wHqHEEh4HZs/McXVnm8/lWEVreAPLiFsJRVgHsq8akbwKA58L78d2L8L3ATbFarVLXokajkUovGY1GKcdCbJMqa79gdrkCMB+wKwDpkyyk3Pbaj68PfuNbr9dDGirWDVg7cDOJWPMXfM5Y0CfmAkStP6ThZP2tT9GNpepyyhrcTd5ljftc+BsHd5jKqntYLBbDdZZdmma2JZDzY+BA4e8BQjun8on9wqcvs5DoawGyOOlTInmtbWapc9TvCTn7xNfAvI5wFEs/07m1/0g4EjvxedtcbI+r3WvQixchJhwhaghxBYs/v2jB33vHgn9+sxePTni3En7GZq1er6fajVar1WBd5yg/1zjiwrwoiu3rGGVtPm/yc/jn5J/ZpoyC2KPRyPr9vvX7fRsMBjYajUL+ui9MKMFI8BjwnVh2dd7jNFB0Q8N1AGlevpjsZrOxfD4fhCJOVWPxCdcQOHeWy6UlSZJZE4znOy8gYczHAjB8GwPXOnYosVgV6+LGQlG1WrXNZhPuo+A3UgOQYsIbAYhj2LhinGusCuDnBj+GfUFcBBR8c5TbLFPghWV2DyEVHLXMIBph3HvRKLYhjonEEMg4/QYC7Xw+j4pGLM76wr4sPvPmm0V0302Wax6hfhMOCFpYT8TqIUEgjon0+H9nFxP+DW4spLOh5pFS1fYbn8LJh68D6Esk+BTsWIMknEccvPFOPHYW7xKlYzW+NC8dDhKOxE7YgstFc7nWSVYkWYhd+PQviCwoIM2LPy8cXeW64YWSPx+z/tb/PuY4qtfrqZoE+NkLR9jY4m98Og0WYvhcfqK+jc+x67vywhHqHwwGA+v1einhKEmSLbHY2/3F8eGj8N6xkFXjiDcsEH2azWZIj+BIKh6Pv+GFMAuy2EzxRgxR9Jhj4KpCnFm1F3hztgtf6N7XR8oa57lcLmzYIBqx+2M4HNpgMAhpr7xBxoKei9py9FgIhh2tmA94vQfXDc8D7JC7zWs/Xx+4jhlSwSEeITjDjSe4HIOfY9lNz3WAJpNJGFs4kIaTJMmWAMTXkywRmOdLf2v2XFz2G/hSqWSNRiPVURHXxyRJwnqCr4PsemZYXDCzUOTY13DM5XJBPBsMBiF49yKp8uLu4XRvvs9zq+/gy2trDmCy6x1BDBYZvajsO6Ltuh7ERCNxOEg4EpnEUtWuIxwJcRXsOGIrdqvVSkUOsSG6Kr8+Kw2N72ela/HjYiILhCNE/lhIms1mUfEEz8NRHd85jV0Hvk7BbXyOqx6/Xq+3HEeDwWDLcYSxzxFUPC/fiuOBxZRY1J3r4PloJG+Y2HHUaDS2ugmyWweCENcCwa2vOYT7cAfG3hvPZfxe+T6nmOCzXqfOCza+scK3EIb858NnYBcBf9fz+dz6/X7qGuk3DEmSpMa3Oq4JkDUPmKVT1bhJApw3McfRbeEdR1gnYK2AphOc4o7NMadx+TRw/ozccWw2mwW3ba/XCwfct6jfEktP9ylo/tYLzyw++xpOLOagSyRSgzg9CEIZ3NC4FvE6gAUzv87wotF8Prd8Ph/EMy4ZIMfR/sIBFU5XxFqVhSM+2IUXw7uBeK3I9W5ZONrlOIq58yUeHRYSjsROfN42FwtUqpp4WXgxCFEF6RccOfSOI/77F4UdRNd5Dn4cJl/vPuLISkw4YocBW8m5oC5HeK7zuV72c1z1nFzj6EVT1fh5xPGSVevD1zjKchyxiAxxMia4cFHP2O+RahErwsmRUqRe86YxVhMo9jw+lW1X7SBsyna5oziFgK81sfolhULBFotFKhXPuzKxITSzkGJw1SZBHA+7AgvsMuf5ALXuMA/4Wne39T7ZcQThiLsmcp0jTnPnToTeceRdtljXQjDp9/t2eXlpFxcXdn5+bpeXl3Z5eWmTyWRLMIql3vj7XjDCe2DHkV8LQABuNBqpdufcnGY2m1mj0YjWK9psNuEawOsNuBxZNGLRPJ/Ph/kfjiZ/fRH7BTuGWDTiNTY73yGw4lzIcsPtSsf0dY1858EsYgKqOBwkHImdYHLlVLWruisJcRVZjiNfq4Dt5lmpXBBROIL6omlcXozx7xU2bUQ9dxXz824K3xHGu4uyHEY3/Tl2fVcx4QiLZ6SqcaRZYrHwcCSRhRYOLsSEI+4QhMUtzytct4gPbGZ8XZBi8dmyBotabLLwfuCoQ+TeF7/ldDrvIIi1tcZxlXDE7cD5Phbw7LTCNQd/y6IThKX1em31ej3aiXG9Xoexjs8tx4C4Cj5/MHa5WQLq/WDM8Ni+S+EITqPT09PgOIqlqiFFlVNvYsIRPudkMgnpWb1ezy4uLuzp06f2+uuv2/n5uZ2fn9t4PN6ZqhYThrLcuP5nvybAdaDRaEQLEXPwFq+P74uDbSxG4d+QelQqlbZEgkKhYMPhcKtJia4f+wuLgtw5mzsVQzCCuNpoNEKDBp9eibnDLN0wgmsX4nxk8Qj/fpVw5O9rHXk4SDi6Aa4b+Y/9TYybHlT8/tgCy9Zd7pbAEyBHjb2dV6lq4lXg8xCTm98YImLInVDM4oLKdQSg2EKNb/m5+bl8p7PYbQyfKpMlErH7gt/DTX4O/575vo+8YgGNOg9osYpN+G1vFsThwRuprM5CPmWN0yp4c4huTZvNJmWrZ5EF14bYgTkMLYV5oYsitxBCuSvZdDqNppvgs3E9B39cJRxxrTP+PFjAN5vNrVQTiNVmz66X5XI5/A0Lvr6WCqcOsWCGOZ/fq8bwcZIVlMC/+bHM6z9OS7mLdV+sHiJS1Vgw4hqCcCpnBVFi6Xi4DnDQBE6j8/Nze/r0aRCOOF2V181Z3+eLwO+5UCgE9yVv2n1hbxbiWRxiBxKem11H/v3hs/h6jHIr7i+8vvSiEa+tY3NOLpdLzc9+H8jXAC5ZArGV3UY8B2leebhIOHpJeKDGLKaxx/v7/nccsd1VRO9FxCS8R29ZRCFiuDp4kkFXifV6nRnd8BcKiUbiZYnZVq+ysL6IC+c6f8f/ljU+MT6uErB2cdX7u+3PkWVFxjjHEXNiQDCS20h4drmN/IbTH4h8Y/7EQne5XJqZbRWSx+vwQteP1eVyGUQhOCT8fU77wM8QjrxFn1+TF8p8P2vTiPdjtt1swruXuHvVZDJJLfCRGovxl8/nQ401FOJvNpsp1wF/X/z/ge8c70kpA8fHrnlrV9oLO/uymjrcxnv13Rf9EasPljVX41z36XhwGyFY4ms64RqWlZJ2G+OHBevJZJL6bFmvi/+T1WoVimVj7YLvEI+LwQ7prACW2D9iYzYWlPXu1iRJzOy5s4jnqNhcx/O6F5G1Lnz4SDh6SXgi4wmUnQl4nL/PohMfHD3c1ZGBuc4A5cmCRSMcsPTCsoiJdLlc7rTG+veqC4Z4EXZFNWLnfda5leXO2RVN5X/3j4sJNa/6GjFu+jWu8zmyardALPJ2eG9F5nGvsS6YmEsB0XJ/8HlVKBTC+YS5Cumgm80mlSIBCz3EEp/+xvUXWBSCEMObQD6/ucgn1+7iaw+EI++muo4138yCYGO23QrcFyHmxT3cFM1m08bjsbVardBxDot3fE9IPeAaalhXcD0nbCohMmnBLxh2LkCYQUc/bD5ZrLlN8SgWpOWNMQtGWSnggOdEn47HndT6/X5m9zgvFN3FmGHROkmSlDDE3xN/X7yfwHvEPiC2j5A4dNiw48iPXd9VDaUh6vV6+HvMm3wfwULMMywa+ZpG2gMeDxKOXgG2BPKtF45iDoBYETxWeXGLIp/4O+8+MrtaPOI0AN/BqtlsWq1WC7ngm80mCEdoS+qLYXMeqy4Y4mXxUX3f5ShLNM0Sdsy2U738v8V+z38Xe9xNvMYuB1FsLN/G5/Abez6wgWbhiO9nRZaEAD79g4UNPvxcUiwWUxFxzKX1ej04a+Cc4eKvm81mawGL+1nuOU63zOoS6jeF3k3lu69d1UUG+HHIEV0uzDsajVLtkpvNprVarZQrajqdBicBro/FYjGkllSr1dSagmvVILrM19frCF/i4ZH1f86d+ZAihjHmU8HuwnUUE458F0J2/vPny5rHMXZ4bKCT6HA4DIIzd4/j1Ly7Eo5w3cM49m3SY9+Rv9bg96VSKXqtylrziMOBxweLqr7jKMwDnPKMccDzLAtE3i2Mect3I9U+8DiQcPSSYJCyfRfKLroY+AgA/x3EHB7sZpZaaHPEkDfNZvZCAzSXe56qBsUZi1EWjhDBRS0ICEfedYSLBkd6FbEULwNvorzryLuNrrsxw/2Ygyfm5sFzX2fR9LKvkfXZOTp4F58jVoMG49xvrjHeedz7xbMQAOcfxAg4W/gcYtEIP5fL5ZDKhbnKzILwwdcAjoqy4MJiJxfF9vd9TQZe/Poi1zHhiF1N3rWXNR54fPP1DsIaFveTySTVHQ4FtSEatVqt1DzM8zY20ZVKxQqFQnBmedEIohQ2k36TrXF9XPi5B7/j9W25XA5Oo+VyGdxGOEfvqvZNzFHhHUe73EYMxjSPD6Sy+jS1mOPIr0duW0Di9wqHINbquF7xZ/drBW7LLrfww8U78nhvyulq7DriLBPsQ1mo5DnTi0e+rp7mj+NAwtFLwlZeLtqHKAwe4y/kmJB9ahsK1SVJkoqeeLtpzJ1w1UDlBQAq66MzBaeqeceRP/iiwVFWiUbiZeAovq/7wUKSP79ibpyXeW3vBMTvb+M1Yv/meZnXeZHPwZtvru0Aodg7jbyAxEWNY9cjcdzg3EKreIhGhUIh6jyCgISUC5zLqLeHFDZ29eC8RXolHDpc4No7BbzTyS942XnHTjo/v3qHZOznLLjWEFxUXI8FG3DeCGOj1263U58Jn6PVakU7ztVqtfBekG6ANL1Go2Hj8dhWq1VKtJbbQJil5w1fZBfnLnc6ZcfRbeJFI+848t1K+e/wufz5zW48jBEIR4PBIJWqxg0hXtTx/6rwnA3RCOsk/L9wQDq238D/YaypRWytIA6PmCMPe1PurOYbM6CmLYIQHKDhOdS7jzi4yyYCnT8PHwlHL4l3HPGg5IgpX8TZacSCEY7N5nk9B85hxkLXzFILvli0KPY+8ZrIc/WpatzOF4X4crlcWKz6BasvBqrimuJFiaWAxFKosuoJcLrKda3puxw7jF9s3uRrZD1n1uNu+nNwuo3fVO+qccQOQzkTRAx205g9Ey02m020zhEHJPgcZqs9ouw4dzmVdT6fpwrZoi4JbieTSTRKynW6vJMoy0nA93cdu2DByG/yeNPLR6FQsEqlknID+lqD7Xbbcrlc2MjX63XrdDrB9Qy3FdqoQ2hCahp/fglHAsQCo2bPzmOcQ3dd48iPDXYcoURETDzJmnNjaZzoqDYYDFLjzm+UmbuYB3H9g2jE+wZcI2OBalxLISqz+MXcRKBM3B/8/86iEQ7sT9ltBOEI9QC5zAqnqvF8w/cxh2j/d3xIOLoCH83H4PT2P65Sj44FPOHhZy8WceRkvV6nWgxzLnMul9sqSM3FQWMDFn/HnSi4OHar1bJ6vZ6y+WJiWq1WqYkTFwx2hPAmXhcM8aLERKNY0dlYlC/msvFkPWaXEBQTZW7iNfjxfqxcR/y9ic+Bx3ABYXYXxlKKeNzHUniEMNsWgiEesXDEaWOYWyaTiW02m2hnUg6O+ALSSZLYcDi0Xq+XOi4vL63X69loNEq1D+brCs+XMdfuVed11r/v+rtdYi9v9Pjfc7mclcvlrcU6p9RBNEJ3HHRWQ0oKXFjtdtuGw6E1m00bDodbjiMWtTSujxcWWLipCgcJIRoh4HgXqWp8PYitof31w/8t3wJ28vB1ybsWeezdV8CExV3vJtpsNlspe/hOsOZPkiRVn5C/A77Ffc3xhwmPERaR2Dnoax3N5/NU+qnfe/oGNjwH4TFA58txIOHoJ4hNLlkpZfl8Pgy6RqMRqtPjFmlfMeGIB7M/1uu1TafT4AjCwrrZbKaiHrwgxgYwVrAPnWd8QTR0aEF9I/4b7hDj25BmFcbVxUK8DLzJxKbQ10G5qqaOF09iQsqux2S9r10Oo1d9Dd6c8d/7x9z058Dv/GLA123J+l1scSkE4HPLzELhVhZ8hsNhKK6LAEutVtty22DeXK1WW/WLcDsajYLLqNfrWb/ft+FwGArbsnPRp6fdx3cTu3+dv0MHNRzsJuBOqVgPcMAIqenNZtM6nY5NJhNbLpdWKpVsPB6H52P3hTgOdrlL2OHDgU2kp/kUsbt0qfggbsxpEyNrPvS1y3Z1db3vOc+/B24q4g8/n8cclfyc/G/+88thvN/4fR/XKGKXrdl2x8R8Ph/2nLzXgyCJfSjX3OVSJfhd1lpWPDwkHNl28WocGFhcYIyLVkI0YvEIwpGPmnohKSZGbTabaLFPX9gzVicilmuKBTzbErGIhOMI3TK4dgR+9u1Is6y6QrwoLBpxnYHpdGqVSiV1vl+naxH+zQsrfjLz9/3f3NZreLIm2Lv4HPwYv+CI3VdESVwXRMV5jsD4Ho/H1u/3QxoV6hRVKpWUWOSFo6yObGifjfSS0WgUAizenbsvG78XBa4IpOdNp9OwgC8UCqnUc3ZJYKMP8ajZbFq327XlchmCSf1+PyUcIUVdHAex/2vMM7G1qq/BFXMJHgKHdg24TVg44/vszvTimdhP/FzBzrNqtZpyzZk97wpeKBRCyhr+rVwuhyZKSN0cDoehDAvXt/VrRrwX8XCRcGTxyAWieZyKFqtIHzu842iXeMTHZrPJbF/MglKsiC1f5DlasNlsUjmt/D5brZaVSqXwXOxkQpcJdJXg4oC6KIhXhRcpLBwhwsHF2Fk42iW2+N9xKsZ1nDq7IrA39RoMHrNrsr2tzxFzD8UO/3dCZOHPGyxC8/m8zWYzG4/HYW7E5mQ8Hlu5XE5tPvk+BA3ugob7mPtQ+JnTqjnIsSvavu/gOgnXFkQ3uIkxrzebzRAZns1mVi6XbbPZBHGp2WyG9DQEwVjAg7B3KJt/cfPEghMx8cinQx3SOXNo4/824TWYDzpfVSpA7B8QjmAC4PmUAyo8L6OuUaPRSAlK1Wo1ZKb0er1gmsjlcmG+4D2mr3crHjZHLxx5pxELORCO4CZqNpuptLRms5n6PQ4shPl52dUUWyBDOOIW2Ww15M4oOHjB7OsP4W83m81WDSZ+zyhCinxV5Hsj1xuiUqyoqBCvAk90aEuNIu7sNvJONz73vHNnl9DCP/vn4Md4bvI1sv499t3c9OfwotEuocj/u39OjX8RA4tIzGkQhuEmRKc0uGf6/X40tRv3IRz5NAzMdRCKfPdPTqk+9I0P12HB9YCFI+82SpLEqtVqEI7gOIKLulKphGYc/H+B/wdxPMSu+WZx0Wi9Xqfq6ByC22jXWkFs15n0tSZjKXtiP8H1HNd0/A7mAe84QhAB7lS4WLHnnU6n1mg0wnxhlt4fonOqr32pcfbwkXDkFqxsA+f6Ae1229rttrVardCNDOJLTDjydY1YOMpyIXnFmBfKiAhy14fhcBhao2LBjGK3y+UyXBB8qhrXOMrn87ZcLm06nZqZhdQAFqfgfLpOypAQ14U7fBWLRZvNZkGwzSpK6UUTXuh6ssQW/FtMEPHPc1Ov4R9/HfHnpj/HVT9fJSLF/k4IwE4jnuvMLMxfEIJQ76hSqYR0KT9H4jnZRcv1G7BA5mALbn2K2qFuevDeORCEa6aZBdGI6xFiLbDZbEJa2mazSa1nMO9D0BsMBiHFXhwPfo6K/RxLV/P1yPaV664VjhUWjjhIl+U4OsRr6DHg/x85wGBmYT3tU9UgFGHPWy6XrdFoBLNCo9HYcqZOJhOrVCpBnELtJJ5rxcPm6IUjs20hh7tJQH1tt9vW7Xat0+lYt9u1dru9JRzh1juOWETyr+l/7+313AEJrYYbjUZIP0NLVERe5/O5lUqlYGtfrVZb7RchcDWbTTOzkCJk9lxR9otRtjlq8hCvio90cX2NYrG4VZA91gnpKjcOyHIM+X+LOXZu6jU8LyoQ3cTn4J9xf9exT0VBxWHg3WwckYRohJQ1RDuz5kfg081wLcgq4h7b6BzqeYzPyfeRtmZm1mw2Qy1CTtXjlt1YI+C7SpLEcrlcSEcfDAZWrVZThbfF8eHHH5dQ4M1jrJMZr2f3iV3z+LHD83xW1yxfIFvsLz6ogP/TzWaz5cQ1s1RWDZyovqg6nKowFKCuYKVSsel0mppf4TDWGHv4HL1wFIuocPt6WMFbrZZ1u107PT2109NTa7fbKQEmVuMIz/8iG8hYeshm8yyVDGlmvnVisVgMtYiSJAmpPqVSyRaLRcpt5DvBoVMGFgjL5dKSJAlpcNySVI4jcVPgvMZEx+MEjiOIlT5VLSag+Oe+zv2rnod/d5VjZ9fr+cWrJ8uZtEs8Ypci/9t1nvsqwSh2/RHiusTOe9TN4EDKLrdCTPzcdZt1zh76uctCGZxH/B22Wq2UcMRdUBFJhgMaBzYPw+EwBKIkHIkYfK5BQOIj5qjfJ7ICKvzvscDxvgtiNwVfVyAYcR0539VW64H9hYOxZs9EXog5WcIRxCN0OPVr1VqtlhKN0MkUmS4YL9eZr/19cbgcvXCEAmGIykGQqVQq1mq17OTkJDiNOF0Niy1fMCyXy4UF2HUHScyJxAMSz4X3iha7y+Uy/L5SqaS6zuA+VONut2utVsvq9XoqPYA37yiKDdFoNBoF8ei63a2EuC7e3fIizgHc59vYc7LbwWx7fJlZKj1jl8h708Rs9Nd57ZiYhOfxzqLrLHxj358QN4XOqVfHp+rCvYV5nouED4fDsODnQtjoiFUqlVJBqEqlknKAwV3i/9/0f/iwiAUmYgEML6jwESuYjefZF/E26zP67IJyuRwa4FSr1a225g8xjZM/H9eKGw6HqbW/GuMcDn4NHHOW+SZKvtM3DuwfW62WdTodGw6H4dzI5XIpgdHfxrJn2DnM7xX3xWFw1MIR53WiaxoWU/V6PbiMWDxCQexyuWxmFgSV6XSailRcFb2Pbf7wfrB441szS4lBXLugWCxavV4PkQI+lsulNRoNOzs7s3a7bfV6PajL3OKXF56oozQcDrdS1TR5iNska8z4SdD/DfBFHvlnM0tNjDHLvdm2S/AuI45XiUBZj991fxex65QQYn/gawGKYuM+Nn3T6TSIRv1+38rlsi2XS6tUKmGxzl10uF4NRCNsnlEfyV9zdX14WFzlUPWOGy8esVjE55HfrJrt16YQn4eDxljzN5tNa7fbYbwgsIr25g9JPMJmHtcPdi32er1QR5Wb7yhdbb/hMcv1ennO8GIhBxYg/GI9jPGB/fDJyUnYg3LBbS8c8cG1B33pCZ5jzPbrOiGykXD0E8XBkMLFha/hMGq328FxBOGoWCymish5lwQrq/6WX5/vwzYI11O5XA4HulqwQgznULVa3Rq4eG+r1cqq1Wr4HCwcoZ6Rj1iORqNw4N8wcXDKkBC3zVVCEf+MMRbrTLhcLs3MQtTdH75DDEdZX3UyyxKAfMR31/3Ye8Df7xKb/HfEP2c5tWKPF0LcL+w24o517BRGKkG5XLb1em31et3MnnfQqVQqYdPP1z+/5sA8j9fTnH/c+EAKxCN2sbFwxCkz+yAexdxVHDjGHqDZbNp0Og0bW6ynUTP0IaWt4fOhQD7W/MPh0Hq9nvX7/ZAG6wsri/0jyxnIHRBjGSa49mN8cs1B3h+3Wq2wDzQzq9frW02c+LmR3gYXGwwKaIKD6wTPMVp3HgZHLRyZWZg40DkNzqJOpxNEJKSm4RaLsel0GloC44A7hwWkmEXPbHtziEFaq9WsUqkEyyyKYPsWqFgEYuDhws637EjCwY4jFo5QEBsFM0ejUbgAsONIiJskK6J9XWGD/40XenygA4QXZrHQ9RZdTmV71cViTDDyz3udWgxX/W6X2JTlnIp99xKPhNgf+LrA4hFEcmwAEPSp1WphI7DZbIJIVK1WzcyiwhHEI1wTkabAhblfJP1eHDa75ptYlzU+VqvV1t/f17rRB1cYCF/cbbDZbNpsNks1pZnNZqGe6EMC6yW+fgwGA+v1einhCPsaOY4OAw6AsnBktt2lE+tjFo0KhUIYN35/jL1loVCwZrO51YWP3Uxc7mQ0GoUg7GazCXvJWG0ksf8ctXDkxRoIR2dnZ3ZychJqAqGLGYSXWq0WBKPFYmGTySR0PBsMBiFiAcGIHUm+6jxHcorFYup1MJHhNVEUGxES3EIIynI48QSJg6MNrAb7+kZwb/jWnELcBFlOmlh6Z+zf+We24frzGpNjpVIJB0c8ME78RGt2M/WOrhKG/O93vWbseXhjd1WdpqwJ+jruLiHE/eDFG5+qNp1ObTgchnqN2DhgnYDNe2zTz0I6N/fwKUfiYXHV9T2WrsauBn8O4bzjVJT7nEP8nMi/51QcCEfcyZVdExCOHqLjiFNdIRxdXl6G4LF3HGlNsJ/w2PSikTcYcMChUqmEv4dohJ9RU7dWq4X/f7hXkyRJ7W35/mw2C3tiNGfA+Qb3fy6XC+YGnVOHhYSjn1BU0R0NwtGjR4+s1WqliuWhkGS1WrXpdGq5XC4IR71ez15//XW7vLy00WiUShdjJRYqq9/cYTAiTY5dTjjQvQ2Tc6VSsWazabVaLTXgeYG5a0Cy44iLYg+HwyAc+TQ81TgSt8lVokZsMcpCaVah9+l0amYWxiMvgJAiytEWji7eRZ2jq4Siq+odZYlFWY/f9X3y3wkh7p/YePSpauPxOIg/qFeB+o0olm323GmBTT+CUZyyxq8LUV08PLyLzLtUY67VXcJRuVwOqSwsOt6nWy32OXCLMQLhiNftCDyhJMRDE458jaNdjiPfkUvsJzw+uQYZO458jaPZbBbGAjek8Y4jzAOlUslqtVpKTMRz4n6SJMH5ijU1BCUEcX1wGO9da8/956iFIzNLLa5YOHr8+LG1Wq1UnSGOyEEphSWv1+vZ+fm5vetd77LBYLBVKIxrD8UiOLncs7a5rVYrVVMJbgmotIVCwarVaogkwkKIxV6sjSjXfeFaSHBmIMc55jpi5xLfF+K28Oca1wzjlE8/8bBw5IXQyWRiZrZVmI/rGBWLxTA54t9vokV1VrTTXwOu+k78z9dxFl3neWPfb+w1hRD3ixfM/fUOC3XeEDcajZA+j+tbVqoaNv/+mqpF/eHj58sswYjhjShv7mKiEbvZ8ZxczP02P0csCJIVOOWAEd67d1Ugo2A8Hgd3P4tH+zoOXmStwo4jCM8ort/r9VKd1eDE2tfPLZ7Ba0sep7wXjNU44rEQC6pWq9WUQw9zCpdj4YwUOJlw3cDrjcdjS5Ik9Rrs/BeHwdEIR7GTkrtBIOIA5xEcPngMW/24+Bcml9FoZIPBIBxYqHnBBgPEp6XAccSbWr6Px/GEzXWQoA5jcLPSvFqtUhcPLAR5cciDn9PSvFikiUPcJLzY4+Lv3PEPRV8Hg0Go/xVLy0Skw7vmcGv2rC5ZrVYLt5PJJNT98hEaH615WbKEI9+VBuMWr82PjTkUr/v9+pS2rBa8XMtM0UUh9htc93h9gTUJXNG+G6rfVLDziNONsAFAIw5xePC1ns8NBFSWy2VYF3KKS2xuYZdRrC5Qp9Ox6XRqhUIhVVcQRz6fD8FWM0sFf65aU+I8959jPB5bvV5PnZ/eueDrgsbW3vx5ME7m83noMIYaP5gj0agmFtzCe7iOgHWTxJwmfh/gP39s/c/niy+xgceK/eWqgCqvqYfDYRB6uQsaGx7y+Xz4Oxzete9rguJ3SZKE6wPGKgQns2f7b3TwxPgWh8FRCEdZDh9v1UbkAYIM1w7CwMNgRD0jbEq5MDYWav6iy7AYxAOdI4i46Pu/49pJGNQooI06SIiSsO08tkCI2Y99e3JUwOf3LcSrwgIpL/5w/qNDUL1eDxG/5XIZoiK+AD2ssFgYc3tZpKrFUk9rtVoQhzkvHOPvNhxHiORwzSWuW8bvhw8z29rI7RqTXjTCNYO7MCEXPRZhVGqqEPuL3xz41si8/vAuy1hbdd50stNI0eDDg9NDsFHs9/t2cXER3OoQCr1waLYdpMB5gFqcEIxQ6ySXy1mj0Ug1iuHb2Lr4OuUP2BmDOatarYb3yY75RqMRhCu4Kfx5jfkdQVzuZoz3AoGKOwljzwDRjUtQ+BqgWS7p28AHorx7kFNXvXi0K/0wJjjpOrC/ZLlEc7lcuAaMRqPwf4u/mc1mIZ0Z9XRxC+GID+xx4Sb04jOEVXYo1Wo1azQaliRJMDJMp9OU2IR5S+w/RyEcmW1fIDnSgIM3cBBgeCHGDqKszRZygf0k4pVgVv0hHnHOMV/keZPMUQEM4NlsFmodcdc3TABXTRS7DghGPNFqIylelZjTCMBCiw5BlUolTHSI+PEC1Hdz8AtWRArNbKuwPG59V7WYgPoyxBZbWOSxy5EL4q9Wq+iC18xSEz6e66rvma81uL5AOGJrOoRw1TQQYv+JOTX9RtaLR2a7u2Ox4+imroHifsBmjDeNvV7Pms2mFYvF0PQF8yBKIGAuZPeOWTrgUa1WUx3IcrnnpRYQTEUAZzweW7FYTBWe5k3iVaIKC0coAI917Xq9DsKRn++RLsMlJlhIwdxWKBRCMMrMgkvfz4EYH6hh6l1VHDT2RYNv23XkRR981phw5Bt/eNHIO68lHB0GsfU0zjmMkdFolBJOl8ulTSaT0L2bO3njeoCx4AMTvIfmdGeeZzC2OGUajiRfsBs/a3+5/xyFcJQllPiifjyBIqIB4YfTOmazWXAcQTiaTCahZaXP/bxq0mDxCBMkfmaxyotGODBhtlqtMAljwJbL5ahodJV4xNZDLpamQS1uCrY+c1pkPp8PkxwEFDwGRen95ojttVjQ+YWdmaWEYj5i5z7fvgoxe3yhULBGo2HtdjscrVYrTPjr9Tpcm3gBjwU9f4d4Tv/d+vt8PeHNRL/fT4nguMYhqqQxL8R+wgJ8luMotgaJuY7YeYI0Jr7+adN4WMQEl16vF5qpzGazVNACohDAeo+FRrNnAgqEI6SX8O+Gw6ENh0MbDAZBuMB628/H16lt4p1TLBrBPcsHnh9OCm5qEyu7gPeGz8rFfPl3CC6PRqNocIpTQwuFQqpI+G0GYHwGxS7hiB3UuwRkOJ69eCT2Gz+evHCE/38uuQIHH48TGCc4SOsbJeXz+S2zBV8vvOMIc5J/v3gfOscOh6MQjsyy24jy5pFb3cOFgM0TF8sbj8dbmy0IRxyl4PzhqyYOn4tqZlu1SLAo5ImRJ0vumgIBzA9k/13sEpB4o+o3vtpMilfFL6jwcy6XS0VHeAE8HA4tl8tt2WZZOPJF4HnC4poevEjyYqrZdn2hl8WLtXgfrVbLTk9PbTKZhPHLr8+FRn2k0D9/7Hd+jPL1hdMX4J4cDAYp96QcR0LsP7zG8I4jdivz9YDn95hwlFUXRRwOsRSvfr9vlUrFcrlcWKtifQdngBcYGe84MrMgqKA+aL/fD6UTuKsSCxFmz7sCXufcgnOKN774HTuMfNCIhTEOgPImFe+PHRR4Dfw7F9DGHgBHpVKx8XicGksQxnhNcxvs2tew2+qqVLWslFWJRocDO45wn/dvWOdyTaMkSbbKm3DZBPw9Z7xgrikUCinHPF9H2JwB4YhTUvEcnCXw0LoWPmQevHAUc9f4RZIXjaC44u/hOELUBi0r0a4SUXq2q/IA4aggiDkFOJUEeaBIW0ObUy5UxpMld11D/roviOm/j12Oo1geOBfVFuJV8WOEUyGTJAkTHdf9qtVqYTxyqibGBadm+FoKHJnDbZYV+6ai7LHnxeSKgqJwKJo9H7+8mOVFnb+GvMh49DXUUDg8q4sKvkshxH7CbqNYvRWIRz5Vza+HYgV1veNIHBY+VW04HKbSvjHnYC6sVqupAtbecYTfwV1k9rzLL2obtVqtIBp5kci72DEXXcdx5J34+FyYq7AWZkeTd96xeAVBC+8J4grGE9Ye7NxHKYjRaBRcVZVKJWyUOciD9/0i4tirgPeK9+sPLxzx3/n9gBePfJBZ7CcciMU4wbxgZikRCPtHFom4LhY7Bc0sNYfgdUqlkrVarTDH4NqAMYFzkmuHcQkUdkPya4n958ELR2bbBbH54LxnVlvRuQknuS/YC7cRb7bYcWQWTxfxxB6D1/MXc2yUWTTCxInUFghfGNA+euTdRrGNc+zA3wtxU3jLOM6v9fpZO0/c55pHlUol5cLjDi4YB7HuJn7TxPezHDs3wS7h6OzsLIjMiM6g7hEXKMWGztvs8Zy7IsT+cb4O1Hg8Dp0g4Zzk4thKVRNif4nVOGLXJW+aY9dBjgxzQM2L6lrUHx68SYSDFxs6nAv4P4djyDtMY/Mg5qlCoWCVSiWca/P53JrNZhAqcM7gnOQAEX53HWGSPwc7jSaTiVUqlVQ3UHYhc+DI7HlKWqlUCmIO5ld8Vp6fvWMCjiqk9qBhh3dlmD0Xxrh2y20RC4pj859V4+gqwUiuw8PEi0dmlqp3hHFaLpdtMpmEcxi3nH3ji2j79XqlUkmZE3AdWa1WKeEVdY84WMvrUH4tnWOHwVEIR2bPUz34AslFvWL3IQBxlB4TMA4uis0dGF4Wv0nDgIXzia2Isb9lRRiTF8SvrIUjLhzcXhX1VmJ1ZHwKizaW4mXJqsXDi0qch7PZLCz62I7OkcZ9TK2KCbGIeGK8YcxBgEZkGNch33nGT7C8Gdg1+fLCnbsycmF/X9RfCLG/eFHIC+a7HM/+330XKL9ZEIcDCy5ohoCAhJmFjV6lUrF6vZ4KfLJQ6AOHWDPy2pFFEi/g4OBzDHM4u5J2fQ78Dd/3NVP8utenaXqHPc+x7LLHZrlSqWylsLETIybCFItFG4/HW+IZB4Xxc2xc7iIWwMX/Af4fOGOC69bs2pzq/b/6AAEAAElEQVTvum74x4j9J3bNZjMDXxfm83kq+8Yfu8ZmtVoN5zzEVVw/cJ1hh5+ZhfNvOp2Gc5O7CEs4OgyOQjjybqNY+1EfacPfcHSEI/WTySQlGN1U5wSejHgiK5VK1mw2QxHdTqeTKqx7enpqnU7HGo1GmBBxgTCzrcgjXgtRo3q9bu12O3yu1Wpl1Wo1pMKxHRjtV7PEKyFeFZ9+wQswLDq5jsdNjL3bJCYI+y6JnIaKxXapVNpqqe2fJ7ag9C4uLxj7aOMu56EQYn+5yi3srwuxa49vJMApPhKRDxMvsiD926/7Go1GqNGJ88DMovNB1u/YvcRBSK6/6Z2vs9ksOBOu81n43M3lcimhip+L3T/+/OXf12q1rXSucrkcXg9rcHRc47kWP/vAKweVUf8IaXsIesWErasCXv77xu/4tdENC+3Um83mVuc83qBzEJoFN18I+RDWV2I3/rp/nTnhqrG52WysVquFPSFc6li38poTYmyhULD1eh0ce7vqb/HriP3iqIQjdhzxZBHL64/lKXPkhtt+8iLrVd+nr8HEVmIIR91u17rdrnU6Het0Oqn7jUYjdITDBO0nBR7QeO56vW6tViuIRvl83ur1eqiDgtaq/JzscNDEIm4SHncYv97mzg6/Qzn3fHTPF7TlaC0Wmrs+466JnRfq/LiYYKTWu0IcJrs297HFOEed+brDNRM53e2Qrq/iOfg/xnzC7p5cLhcKXI/HY2s0GqkNoF8ve+cMn18o6WD23MWE1C7M0d5thPpEV7ka8Jr89wx/Nl4j+ALx/oDjAg4duHX4s7EjHyKR70qGItQQyhqNRhBrOJ0Na20OeMVKWmTh52tOMeWuVhCNkFbn3wvXduLvlVNdfZ20mANRHBb+/9r/G4pdFwqF0FHzOqljsYL0WLviHMP45mtIzAnH609+b3gesT8chXBklm45yW4jLx7xRdnMUgssrivENY1ucgPLtljON61WqynR6OTkxE5PT+309NS63W6YJOr1esg/N7PQGtRPnHifiDw1Go1UZKhUKlmtVrPBYBCKnZlZmHDZYSU7u7hJvKiC33GELraw2Vd48uMFG3eWiKWNlcvlncKRF4Sy3Eexyd/XOJNoJMThweM9NqazorccSPINN9h15INN4rBgoYbdONi8IU0aa1o4y7mkw2az2RJ4Yu4X74Cp1+uprm1mz9aPEI1YVLkOXjjCOYlW3rxW507EPNfysVgsQhMZroOEVDR2SuCz8T6Ba4oi8DoajWwwGGyJRnhuHl8+GLYL/r45wI06Ruw2gniFw2/S+f/Ru428aORdR+JwiQmvXMcXhgHeK181NrEP9s2hID6ZWeq5MK74nGTXEa89JRrtL0chHPnoCbes9I4jv4Fiqy8LR76I7E1cXL3jiIt1Y2Jqt9t2cnJiZ2dn4Tg5OUlFFbgrk3cH8YGJEc+PCAhEI4hQmPy4tSsmas7Z9mkxQrwssKNztBITm7ec+xTMfcaLRz5VjTdxXhzzn/GqSd0LS/ibmAOTb2OpLofw3QpxjGSJR9dJVYs5jpIk2SqurY3j4eHd8mYW/s+RZtJqtVJNEeAgwBoUcwint/hb7gDKgU4WjbCJRFHr8XgcFTJ2fRYfpPTvg0VQOIGyHEf4Xlg0YuGLxR68/81mkyo4DWcVN+gYj8ehq1ysuDDPsZj/rzvHssuI67RyXaN6vZ5yHKFYOd53rM5RLE3Jp6rte3BOXI3//+OxifOQ979X1Rxar9ep8x8H1x7zHYwx3rGvZfMGi1ZY/7PDUfPP/vDghSNePPHJ6109nBaW5ThCqhq3rGaF9SYurNjAcaG7Wq0Wiud2Op0gHD169MgePXpkp6enVq1Wt9RiCEdZgx/fSblctkajkXIaNZvNVHcnRIomk0mwu3IHCQ1scZNgMQOrK84xnMvsnDuETY0XVmORPhaNWDzyGzcfiYm5jHZ9H7HUFu9WkONIiMMhazzHxrFPG2LBGot/n+qz79dXEQcbQk5bQ/fRer0eavGwix5NKMzSQVd/DuB3mI9YeKnVaqmNKWqeoJMnWtm/qOPIzFJCDwdg4K5PkiS8pi/K7QNReE6uVbRarbYcEng9vD6LY1j/LxaLIIj5VuaYw1m08fUbd+HdRr4gNkSsWKqar+nKn8mvQ3xXRh+00nXgMOGxg/9zjFkWjcxs6/6u5+TO3t6t6vejvNf2LjjvOOI1P79/sR88eOHILG7zZOGI6xtxRMDs+QY1VhybO0bcxAIL75E7OGAygHAEx9HJyYk9evTInjx5YmdnZ6Fdty92B+U35iJgxxEm/Wq1Gj5rvV4PFxaIRnAgYdHA360mFnFTsJuNJxAWTA7tfOP3GnMcsXjENZy8XTwmFPnX2SUW73Id+X8XQuw3MYdR7DCLO44gJnCqGl93lKp2mOD/ebFYhLUgzpPVahWEIziAfMqJWVqw8CIR4PtI32JBBq6YzWYTRCMUbGYhY9c55udOwCk2/H6xtuU6Quya4bkU7xEiDM53X/sP99nxzKLQarUKHdX4++JmHnhtdoJdJRz5+Zr3L5yqllXjyGdb8PfN+wVf5yi29tB14HDhdbNZvJzBVWtL/3xcF82nqkEQYvG4Wq2Gxkvs3osVx4Z4JPaPoxCOzNIDgieXrPoeVynyV6WR8Gv618/6dwg37DLC0W63QyFsCEj4N7iFsOnkKOJisTCzdE0TvuX3DREJAzyXy4Vi4DhQLDtmacXvvDuCb4W4Lg/93GHnUGyivo4wlJW6lvWd8eKTa6hVKpVUe1YvoAsh9o9dm0muH8HrG3YP8DzOC3/eEMttcLjEUj5wiwAoUtWGw6ENh0Or1+tm9qzdNgssEEPw97F5iwOf/HcoDM21OFFeAUfsXMs69/zaIFYjCHMYF4Tmtb0XZHgsrVarrdbk/DcsTiGlD5+XUz5ZjOUCxD5dDJtk/9kBz9N8i9qn+F65GDYew98jxCuz5/Vp2GnGXZTZ8cwpfeJwyRJgXwYIs7zf8/MRO91YJPKZPlnrzasEZXE/HI1w5CNtXk2PdQ6IRe12FZO9akKKRQb58aVSKTiL/IEUtU6nY81m06rVaqhcj8+AyYoLliVJEgqg8XvmidQXBccBx1Oj0bBOpxNqH6zXz9op8kLTp9d4O7AiFuLY8UIx1yngWgVwGXIOeGzhi+eJLTT9BOwX8Vh0NhqN0E2Rr48QkK5joxdC3D0cycW1A+O50+lYq9UKG3RcS3zNFT5iDTQkGj0M/P8fnEgovdDv94MLAOIHF1hGYJPr/8QCFV5Q4U0l0qlQr7PT6dhoNLLpdBo2oX5t7h1vsaDkrs+Mz8ld3HgMxJx3s9nMarVaKrDCZS12zYkQiCBY1et1a7fbtl6vw8/cfa3ZbIbvIKsek5mF+ZrrGWGtgFqnaJKDGkv4nLHvdblc2mg0svPzc7u8vLRer2f9ft8Gg0F4P9wASLXOhCdrPQmjAxe/5rUsUkFj9ZT8+lbn2n7y4IUjvzDiKBvfZi2UskSgmHDE8MaQbaKxv2ehBm6iTqdj7XY73MfRbret0WiE/HAzC5MeO4JgQZ5MJsHKG3ttDHqOYnC0Ep03UPQMFt56vb4lUnHkAt9pPp8PObSyvItjJLbQ5kKXXFCUi9Jjoei7TgCfthazIPvrGKcOQBRuNpthwQvnQaVSsel0KuFIiD0F4xnzNcYz1g0QjrjDk3ca+7VRlnAkDhvvDtpsNkEoGY1GQSiB82U2m1mn0wlOHqwT2VnD+PmH5zcA0YPrdU6n0xCkQG0tTtWGaMHOJxZUrkpv447IHAhhEYXre6FIOMRWdvjgPs/DnCIH1z/Wu2g6g/U3fm40GjYej63ZbNp4PA41priuEN9uNputGkbcQQ1lK5CNwMIRp8pxOtF8PrfBYGBPnz61i4sLu7y8tH6/H/YOSF1k55FEI8FkrScx93CjJnYfbTbpIvFX7aPF/vHghSOztHjkc5O96yiWbubdRt6hE3MQsV2PB47PNebnrFQqIR0Nt91u105OToIdFRNPrVZLCUeY9AaDQYgcwHqM3HYvHvHkBvuwmYX3yYtRTGC4UGDyg1g1Ho9TC1NMfIvFIvwsq6s4dvga4Tuj+MUhFw/E9cLs+SbA23iz0t14Qc+vh7HNXZQQhU6SJDWehRD7BUd8eTyz44jbcftCxF448usgiUcPg1h6CoIEcBzBSQShwXdGwjqRU9+y5gVe0wKsNdlxxF2Ji8Viqsgu0qYwz+Hc5HX2dYQMrk+K+kT4HT4jRBUU7h6Px6ngjU+p43nR7wG45hIcRhCNGo1GKjWQ184Q0LxgBoc//j52YJ8A4aher6ccR1yjFOmJ2CtcXFzYxcXFluNoPB6nRCYIYroOCJC1nsT8w7WL+MA+0qeo+RpHPhCqc29/OArhyCxdq4jtqbHFEvBCEG/2kAeNwcB/g4Hha4lwvQHO7cTir1qthgng9PTUTk5Owm2n0wkLQN5Qmj2fGMbjsQ0GA+v1enZ5eRksqOisFhOParWadTqdIAwVCoVQ34gdR/hMEJOazWaYZHhRikUmFwM0Sxc4FuJY8OmofN87jhCR5foPXKfkqqgML+a90wj3YxtNFo14Ae0dTkKI/SK2cGfHEYJMWe3BvduIU4MkGD1cIBBBOILTCHOAdxrV6/XgON+Fn9v4Z8xtzWYzJRqhnhCLGn49CVGGC0xfB/wNUrHZgQSRBiLVZDIJBcORUgahi10+5XJ5K4jMhbOx1oWDC12LuSszizjcpZmL1HOh+mq1aq1WK1XKguufIlOBhSP8n/rA8nA4tNFoZP1+3y4vL1OOI6zp0fyHRUQ5jgSzSzhqt9tbdcFwn0unsLDEz4sxr/NtPzkK4cjn8Mc6B8RqHJmlHUdZqWb4Hf8NO46w+eNNYOyo1+uhltHp6WnIXT47O7NOp7M1YeH98MQwHA6t1+vZ06dPgw0V0ZZYuho2jiwaIQe1WCyGtqqIOnGHt3q9bv1+P5X3je+TvxN85zGXhBDHhHcveuGIregsHLHjyD/fVff5d95ajIU7riHT6TSIwVwTRQixX2SlCnjHUayDldm2eOTrqvBaSHP24cOBBXYcsWgEMQOFnOE0SpIkVbsyyxVgtp2+hfXqarUK5yjS0riGz2g0SqVUcoYA1rlcS+kq8YjdRXguCEXFYjE4ayHe8NzrO5PhmM1mVqlUtoK+Posgl8uF9Tq7prgrMzee4ZpC/lgul1atVkOpCtxykxwWuOBWLhQKW84yBJb56Pf74T47jvD/o+6KIoYXjjBmELhAqqTvZLhcLqNdfHlu0j5xvzkq4cgXw/PiEUffAJ/YsXQ1/+/8d9zpBE4hdh9BRMJ9FKE+PT2109NTe/TokT169MgeP35snU4nTJa+PoEXji4vL+3p06f23ve+19773vfabDbLrKvU6XRss9kEx1Oz2UxFTMxsy2k0n89tPB6HjS1bYtlpxFEiuRfEseKvESxE8/WBaxz54tixtLFd6QIePBYTPcYzrnur1SosaGM1UYQQ+0Uul0tdP+Dm4HqIuJZAgOZ015hgxMIRHiceDiwEoozAer22+Xxu0+k0CDhmFs6pVqsV0pn9nJOVLs3rTD7X2OWK84zFT1+HyDdbYeHqOvMS1p8QjXgdDLGmVquF9SzPwc1m0yaTSfj8cCnhfXLHKP6Za4TybS6XC8EZCEd4D/gdu65wf7FYWK1WS6WkoZxFp9MJDiN/FAqFkGbGGQnYH3B6mi9vMZ1OU3uNWEaGOG5ijiOuXwaxFOIv1xSLCa18vMgYF3fPUQhHZra1MPLiUay1PEc3fFQPedko6sdtBpHPHeuC4J1HLCIhX5kXfmw5x2TPLgHUJBkOh9bv91PRg/Pzc7u4uAhRpZhbarlchk0kT5ZJkoSIBRaouFAgmsHfG+eMmz1rH5okSficeA+w3pptRzRjufj+fuxnIfaZWFSFo5XcVY2vF7wg5a5q/Lxmz0WhrJxw/rssp5MXtrPaowpxF/jzTtf8bVh8ZscinBKo08KprmbbayEvIOm7fviwA4dT1LCehcOl2+0GBwrEjKyAaVYKNcQjXkP7gteYj3htClgA8QeLSvhcsRRLf+7ze4Z4BpEJ+wAPHrtcLlOCEd9CICoUCkG8wWdGABaPQ/c2FpMmk0lwG0+nU6tUKlHhiPcI1Wp1K10O3w2a5UAc6vV6oa7R5eVlSFvDLRfF3rUGF8LMtjJruE4nzkOz5+PS77d3ZfronNtfjkY4YrcRJgAUoeN28lycDyd9qVSyWq1m7XbbptOprVYrq9frW50KcB8TBG8C/cbMRyxQT6jT6QTrKRe/TpIk1DLi10K0AiIRTwacN+0LkOEWNt3hcBgmLEzgjUYj9f3xLb4bOJVarVbIXa1WqymrrbfgegssJuyYm8ovBLJ+L8Q+4p2KvNmLXQO8G5FdP14o4tfgW//7WGrBLreBxpa4a/wGNCYcZQUZjoHYeOdFe5YI7GuvwDWCdQ8v4I/xez1muB4Pp4IVCoWQRgXRodfrhXUpgop8sHBhlg6WAAQs0EGUU9W4/IKv94dCzShkzbcIonJAmO/vArX+fCdh7/DF94TXhfOfX4+Dzh7OUkBAGmJZpVLZymTAeMbeYbFYhDW2r1kGV4ffhOP+aDSy8/Pz1AGn0XA4DPWVkiQJ36lPSdM1QVyFD4xytgnvq5MkCdcUFIbncy+2BxT7x4MXjrzNksUjdsrg5IbaniRJOGnRHQHtSQuFgrVarVTrUL6F44hb3OOWnUm+4xpHDDlHGeo/C0V8jMfjYD/ltprcLSmWJmNmKQsrF9xer9ehIwQezxMcJknuGIH7sPb6gycoHzXyk1YsCpplndXFRewjsTHnHT/sQIzVQeNaZi9i3WWxiKM3McEoVutN1nRxV8QceV4ojV3rj+W6nyWqxVyLXnjmYthYB3AAihuEHMv3KbbLN/C8gvUY6t0hvQnBzGazGZ23MGf5YAmPaQhDvNaLpW1zvS60qvdrRv8zC0nsRorh07YhaLFzggUkuCXYpcXZCcViMbwH/n75+0Yrcu+04rUBv36SJMGdhQLlnMLOaYbc/YxvsTdAwxxfywh7CC5UruuAeFXY0ch1vSaTSciMGQ6HIbslKyUVz6Vzcr948MIRwOTIEQEvGnFbTk7vgnAER02tVrPpdLoV+cCtmYWLO4tGsK5ye23eHHJ+NAtHmAig1nIbT1hRMSHAceSVXL8Yh3gG4Yg7oyEy2Wg0UhM6OyTwHBCLUFi71WqF7hFZjiMW59jhxQUT/SbW/4z/U4hYQuwjXjRiodjXOfMuJJ8H7otje+dR1u9jP++q9aaUFXHX+I0mDhY6zZ53Uzqmc9ML0HxN8dcSdh1xMWwIxFjQY73Djo1j+k7FM3YJR1xQmbuJTafTlJMe7qFKpRICqyiMi6AFzlkWhzab5225ce6ixhBEI2wsfYARa20vmnAGANdRihFz/noRll1UGENmz9xKLB6hjqcXjviA2GOWvt75Bjr4TvE5kBrHewNeqy+Xy60i2/gZ/3/D4TCkq+H+ZDJJdW/zwpGuB+JlwTzD1xGfMgnXEYRLnofkONpvjkY4ikXPMRHhYEED9XnMLLTTRL5ys9kMExnnbOLCC7EpFpXhjWDsPiYUuAw2m43NZrNgO0XxOqSjDQaDVFE7nhR4wjXbrnVi9mzynEwmYVJDZDJJktCdgRejmLwwcUE4qlar4TXgkoJgxMKRL/7HPxcKhfAd+gMCkbcgSzQS+463oWOhHKuRwAtXX8w+KyUtlroWE5X8hMzika/xpklb3Cb+fGWxyLfo5fRy/PyQyRq/3pkVu6Zw2g27P7D24c5SnK6GuVUcD3yN5w1bLpcLjiN2o2M8TqfTVAcvTjnj+aVYLIaxa5buAshOI24Ogc5MWD96IYjX2ixwYe3Oa02sm7Pw44eDO7xex/tHQBX38VjuEoXPFjswJmNB41wuF8at/4z4Dn3QGYHw+XweGuOwSMR1izjIzPWqvEtJIrK4CbCPhOFhPB5v1eD1BgcIvRKO9p+jEI5iotF6vQ5Cha9vhIkHIPKAVvX+8EW1ObLiC+fFrLuYUM0s8/nn8/lWAWzc7/f7qcmBuzZwqprZdj2UfD5vk8kkTEJoyToajUJxTRQ745859c53czCzsPCAWITvFRMcT2Ic2eGIEn+36ADiC2vje9QFRuwjWRs935EllmbC1wkWjvi8x2tc9R4YRIN8xDTmONLkLW4bPsd5A4fUDqSVm8Xn8oeIF9b8dQRrB1/jiOdjuCLMLOU48qJRrK6JOA74+s6CJaeqYX1m9uw8SpLEms1myiFu9jwYyWszuAbx73CrY40MoQS1fHyqFd/6VDT8G3ckgyiCn68SjrKcjjxP43vhMRT7m3w+vyWi8Vy6Wq1SY5TdRhirPgXON+phOFUNKUCXl5d2eXkZ6p0iHQ17GuwLOBuB19i6DoibIOY4Gg6HoTg7p0vC+cY1jiRe7jdHIxzhFhujfD6/larGohEXAMRFniOhvmYS35pZNPWEW43GNoRw6vD7wHtD5AfpaJgYcEwmkzBI+fPM5/Po5OnrpXA+6mg0CmJRo9EIx2w2s0ajEQY1HFhwYeFxxWJxSzjiiQsuKbT95qgOxDxMaPgZ7xn47hhC7CM+tSRWk4RdiXzg7/l5QFY6mheVPP66FUtXy+p0IcRt4ccIxolPm+Bivsd0bsbqxsQcjFwcmx28WPssl8ut9BQVxz5O+P/ar6VYOGJ3C9aIMdGIO/fhdyi3YPZcLMJjY7X2cMuBDBaNWOTA2p1dNXDZYEO6y53ogy8cwPWiktlzpyMc8LHADj4XO3pZOML8DIc/F+hmgcrfxuZq/B61jAaDgZ2fn9vrr79u733ve+3111+30Wi0FRz34151DcVNw8IRBN2YcASjAxfH9nOR5qX946iEI57A2ErHtY3QSWI0Glkul9ty1nDtgNhFnqMrWNj5SGrWIMCkAIsthCCkqCGiwO00z8/P7fLyMnQr85MsT+4Muxfw3WBRiQUDajlhsmFHgtnzrhRmFkQkFPZeLBZWqVS26h3VarXMNuOYUH3eut8gQ7Ti2hdC7Bu+rgPXO0OhS3bvcWFsRHhjz2m2XX8g5j7yYhJ+xwt1XlT6tBWNLXHbsNPIi6hwJ3AzhZgoymPhEBeYfvPqD06h4XUEriGoNeOvHxj7WMBjrGONw3M7pwmI4yFr7CCdcTKZbAlHWAvifOG1rtlz1zw/Hx7DP/uafbyW9k4dn06NuQrBTKyRfWfB66a1xtJCd93PugZ5kSfmoiyVSqkC2RyU9kI51rv43llYw/+R35Q/ffrU3vve99p73/teG41Gqe/OC0/anIubIFYGwddKwx6W3UacqhZLk9Q5uZ8chXAEeCPFJzcmSBSZRrRuNpulUrXQ4aBaraa6lcROdH5+dhWZ2ZaqivuLxSIUtOPidkjrQlcEFLjjHFEUF/Npc1kDz090SGfjCIffcLLY5qOUPAHi37izBZxb+E54QkdueKVSCRZjdirxd8ZOI7mNxL6D8x7uPaR8NptNe/TokXW7XWu320Fw5YK2wLuLzOLpaZxyELvlsY1FJ8RybsuLaLLqnojbwEf6i8ViKLaLeRY/bzabrSYK3vEQi9Dv64Iztgn1opBvmOG7r+J+o9GwR48e2cnJibVaLatWq2HzjvGLeRQiEaK/6MDKRXIXi8Xefm/idokFFyBWwH1v9jz4mtX9cD6fb9XFxM+cfp1Vv8/secczFNjmcx7nNeon4XzH32EtifXkbdVDiwm8+F44CMRd2ziVD5tq/A6iuN+A4//CZ0VwsLvX69nTp0+3nBxIS4ulvvm9gca9eBm80OvLq+B8ZdcROwJ9d08JmIfBUQlHZtsTJIQjWD2Rz71er206nYaNHh9oS5oViYhd/PlgJ5Avrs0LPc7d5hQviEa84OMJ4UXqk+AxvoghvieOEmExwYOd887xc71eD4/3C3m4lDCh53K51MYaF5XxeBwmWxab8J35CVuIfYM3xY1Gw9rttrVaLWu329bpdOzx48d2dnZmnU7HGo1G2PhdRyQyyxaK+N+9AMVRY1xrEK3FtYbH9z5vwsVhEUu7hNMIHTlbrZY1m82Q+mxmIYjCc+F4PE65YDlosq+Lz1hqjNlzty42m7zZjqWwwlVUr9ft9PTUHj16ZO122+r1ekjvwxhGQIxrIA6HQ7u4uLDz83Pr9/s2Go1CPUQhzGwrwMCdxbzwY/Z8A5kkSUow8k1VfHdRduP48cG3vA71aWVYF+J3qBtUq9VuLfARcwmapTMNvOCL9SzvO/AdxzIYeDMO0YiDO3Dx9/t9Oz8/t4uLi1DvlOubsoNY87m4Kby4yaml3OXQN0ViURP719haU+fp/nI0whFvsrCh4osyijZjgoL7BwvYZrOZOtF99IQnM1/gjoUPiCvYmMGC72stcUFpjhTyQpCFI5+v/CKDDpMui0c+rY+jJN7h5IWjRqORqsUAAQob6XK5HCzOxWIxVUsJqTtclBAXIHyHPr9ciH2Eaxg0Gg3rdDrW7Xbt9PTUTk5O7PT01E5PT63T6Viz2Uyd98AL3Xje2O/xb3w/FknmooXsauR8cxXKFLdBLFKPOaDZbFq32w1Hu902MwvBBARMMPdic4QDYD7bx3OXN5zY+MKVwM5mbkbBBa9ZUKpWq9bpdKzdblu73Q5OaAR4ptNpqttqv99PtUOGe3k0Gm3VrBHHB48XFo54/kDAz6ea4d/QiRcH6ljyeQsXLjeH4O5isXU1vz8vXOH3LBqhQ9ttXgP8XMt7AH6Pfi3M9ZywtjWzVGDUC+K8Afc1Q0ejUapRDtJQuUtaVu0YIV4FLxxxSiQ75Djgw26jrCClBKT95miEIw9ORk5Vg2jERb3Y5g2RZrFYbEVPfJ4y12WA4IKfMVj4lp8ft1zrB+KRb23PNr9YobvrfA8Y+LlcLipAcS2UJEmsXC6noiW+fSgew0WAedEAIQnRVfxtq9VKubkwwSZJEjYLMXvzvm4SxHHDjqNms2ntdttOT0+D0+jk5MQ6nU5wHKH+V5b4k1V3gR8XS2tjOCLEgjQmc1xbWIwW4lXxbgIOKEA0abVa1u127fHjx8FJs9lswoYIqZyYp9GF0zeY2Mdggncl4GdsmCuVSkhh5QMbcU79QU2jSqWyJTahHTjXKkRtRDTW4HR3BKGm02lIKxcC6z4vGiGdkUUb3jTOZrMt4YhdRxjDLIRijYjUM5Q2MNsWmnltyuIVi0YYS1mNYV6VmMP3Oi5hdmjge/RlM3yHs6xMBD4wf2Mss4OQMxCyNuZCvCzsjvPZMzHHEQKUaObkO/t5t7DO0/3k6IQj3lix4wgTFYQKbmnPkU2c4KiD5GsTIPeaxaCsrm1eBELUz4sxPAi9Owk/ZxXpvu53ggkWEzK+G19EF58TA5/fKyvNcA7VarVUjSN8VygQyAUQUVAb74mL/yEq5d1G+7hJEMIs7jiCcPTkyZPgNMIGEalqvmjoLvh65p1K/Du/QOVUNSw25TgSt02W4wipaicnJ/bo0SN77bXX7MmTJ7bZbIJ4wm48OB+4IyfXFGT3LNiHc9mLRlzfD+IZHETdbteazWao98RHrVYLwRk+UBcGjiMWjs7Pz0MtFLgSOBgloViYpZ2p+JnXojhHfEoV1s4sGPlbvu87eKJeke8+zEWj+We8PncqxfNiLXqXjiN8J7tSzmIFvvm7zcpG4FQfX8LCB5R5z8KbcX5vQtwEfE7xXhF7N++U43qa/rxXqtrhcHTCkVn6hMSFGve57gfS03ARZksdNnmxA/WRYkfswo/BlFXIjicdX8+BC935ukbXdRwhSstFpzFBI+rEuegoAMiD3jukkHqGjW25XDYzSwlAPgK7Wq1SBbRhxYVdPysfXoh9hDfFqHF0enpqT548sTe+8Y3WarXChhELajiOYs4hLwb5+7HXx99xdJgLF3IXSV/jKNblQohXwaegIIjgHUdveMMb7E1vepOZWRBJuCEFNrD+vOYunft23vq5FYd3HHU6HTs7O7PT01Nrt9vRFDZ8J37ex3fB6feDwcAuLi5Cm+6nT5/aZDJJ1aLw6X7iuOF0Ki4PgOYnZmmBCXMKF7bHgdQxCJ7z+dzq9XqYW/x4jYlF/jF8C9GI38/LBFBfBe/M8h3MsEbG+2I3hs844C6nuB9rmoP7fgzzmjy2Gd+366I4TPycw3tTNjfEHEe+mZNvtiT2m6MUjgAu8tgkzedzKxaLNp1OrVQqhSgcT6A4uTEhcjoW7q9Wq60LfOwWmzVuSxjrEsOKLgZVrAD2yw44fo4sy613+EDgYaXZV9RHZANR1ViBRC6SiAl1OByGqBQEI5+aJuFI7Bte0OHCvxCOut2uPXr0yB49emTNZjN1/cA1ZNcYZLy4lOU+4vu+6ClP6r4wthxH4qbw12z+GW5UuI4gsD569GjLHczRejhZsaH0Nfdii9CXOZ+z5pnr/J4/Lwc++D7EIHx21EE7OzuzbrebEowgGqEQNuZa3myy2whtunu9np2fn9vrr79uT58+DWsNfE98XwiMJ651aWbBzYfH8LhEShWLRuwyqlarNpvNrF6vp4QVHFg7+7VuVvq1F2L5vfPtXYHgqxdkeS2P7wlOej/3Yv7lEhWcdhrbS/jyEnzcx/cgHhZ+zsZ9NgGYbbva2VHEIhK6AvKeWoXbD4ujFo7M0gX/vOUul8ulhAuz5wtYuAOuEo68swg/c8QAk8BsNtuaMH1uMn4fu39T30fWz37yxoWAhZ2rLhzT6TQIbr7jxHq93qq/gHRB3szGFhdC3BexIvDYEDYajVRHRv4ZxWx9cVCz7bSzmAvpKuE0y7UUixL5caXoj7hJYiInbnne5U3oYrEILiN2JSEFBb/zAQYzC+nWPq1mV7Al5nDI+tnfxtxE7K7y6ew87huNhp2cnASX0enpqXW73VTRfASqWCiDaORT3pMksdFoZBcXF3Z5eZkqmsvdbGJuJY13wcQcPix++LWxT1Hh2kbVatUmk0lK/IRDCfW5kG7GdTFLpVK02QoHE/eF9XqdWb80lmnAe4KY4wjPk5WqhiyFWOFrjWXxIsTWluw09AccwmggxenTsQAJP5fv0igOi6MXjszSNX7MntdPQL2e6XQaHDFci8fXFmABxNcw8gs73GKCyFrU8vvap4mAv4vZbJZySnDUhSOfXAA4Vh9qs9nYYDCwp0+f2vn5uZ2fn1uv17PhcJhyQ/ic2H36XsRxgc0hrgE4t4vFYujGyDWMsCjm9rxXdQlk0Yg3t94lGNuYC7EvxMQJTp1EQAUdwBqNRnD+rtfr0ILe7JnjtV6v22Aw2BKPEA1lITQr4BATTbzoExOC2OXAm1kWgWP1D7kuETbFtVotFMlHN7lOpxOaRWDjDEcu32ZtRiEcYQ7lgrk36VYWxwUHHLDGY8fBcrm0crls8/k85TLH/Vi9LriSfCMV3GaVhMBY2yeQJor1qhd1fV0xvo/gqK9xxG4N7wiOBVC1JhYvig9+mFkQeWLjuFwuW6fTCY0sut2utVqtUI/QC8C+vhkbNtgdvI8p5mKboxeO/MKRhRqIIpgYuXNETPzAsdlstmynmBhiRbN99wNOR8N7jL3v+1RqWTjCwhrfH7636XRqtVrNRqNRaoGPDbO37m82GxuPx8F1hLbBKOSJ74qdR7rIiPuEU9L8orfZbIbJFMIRL4b53I9N3GbPx/mLOI7u+9ogRBaxwAgXa0cK92AwCItQiB0QYyuVShBkOcrJDgTUYvG1RlhAynLb+LQyjpJmHRCrYt1E+WffVapYLAYnVaPRsFarleqqVqlUUk5ezK9mz9YnXDeCuyqhKDYCL0iFj6XxaQ4VLwLWflgL8+8gGLHgg/s457mjGhxJfpz4g//Ob2T3aa5brVY7a5pyShoHlHkfELvl1DUOnmoci5vAO2ZxHzU6q9VqWMPCLdhut1PCEXcB9eth7rSIMieYx3h+E4fB0QtHZmlnDyzuZhZyts3SNtzJZJKKLPqFJSKC3G7QF6/jYtscPYhZg/k263d3gX8P+E7YacTRY7bYc1TJb5j5e+PNA7cLxuTq8+KVribuG5zLiKjivMcmEE67mOPIT9RcZDNLMOKfs1JJNSbEPuFdRji3fbH26XRqw+EwLFLr9Xp4LKetmJm1Wq2UNR6vw45h37wBKei+jiCntcXcQnzr7ftcp8lviK9ziwL5SN3h+3BOcZFdzIGYKzFPDofD1IHfYT6dTqepNuD+/0XXDHEdYms/nJ/eYefHDqef+dp+Wbd+XvWFt/dJOFoul6lSFNx+HOUoYmlsPiDKR6zsA9c1Mru/PYE4fNix7l223BWYAxrcxOHs7CykVXMH1JjoizHMKWqYs7l+mthvjl448gvazWaT6uiAx3DqFVvis1JNfPE/f993XIiJIH4S2KdJgR1HschxVv0nLCCyNszcJtxHZLzTSKKRuG84VQ0LXC52y8IRHHe82c1yGmXdj7mOYovGWG0jIe4bPldxzmMeQW0eOPTK5bItl8utaCVcRmhmgXHENZLMLFUrBIIPHBKYO3wBYMz/3OLbz13+4AU2d49isdin5uBzeAGJRSVsirkeEW84uWsajn6/b4PBwIbDYap2Cu5nFQ7X9UG8CLzBW61WVigUUuMsFlD1ImysziXcu+xWwljxxeEhLu+bcBRz/+FnX7+IC2n7GoOcZst1Q3k/EXNqaCyLFyVWo4/nNaxnUXsPadVo5NBut0NqdaVSSa2JeX7DAbccznHu1ij2n6MXjsy2F7NQQ7lQdqFQSBWC9kKR3/zFLv48UGLHIS3msOhm0ShrseALpZltV+jnyBVHiX0rU99pbp+/I3EccB44XBJIU2PhiF13XjgyS0d+YulmPv+bHxOreYTH+N8JcR9kBULYpYr6PIhabjYba7VaYcygO2Gj0bDlcplyq2KuQMcW1N6bzWZbDj1sxiBcsQsJ81RWullWoWuMfRTBR3F8LgDM7cpxn4Vk3lyj0QY+G+ZZdhohpbvf74dC2EhPQ2qab9Ot2oDiVfAF532x6lgtML8hjaWB+hqBXBeMHQ98v1arpTqq3TeLxSLq/oPzDwFQdhBx52Ze1/p17q59gxCvQmx8YjxiXkPtPTRx4Hp8qMkHx9Fms9lKLWXhiPdzcBtpjXo4SDj6CWJRe5zUWeIQfsfwAvWqtLNd6WiHABbf1/mOXuR7i9WfiNV7OrTvSzw8djmOeHGbVePIb2ivKx5xGhv/G4ht0q9zndGYEreNv4bHUtVQs8jMQlHsQqEQUkC73W5q4cktrFFMm92ufiPri8uykzVmsecUG3ZDsDMJQhE2tuigiFsIR/4olUpmtl2gNJfLheLD+J7YaQSxqNfrWa/Xs4uLC+v1enZ5eWnD4XBrcc6bTSFeFhYxfNCD78f+DWM65jj34imntzWbzeBqaLVawYWO68K+MJ/PQ4027wQcj8fBWeTTTrle53XKU0j4FTcJz408BiEcIRCK7p+PHz8OdY1Y0EW38c1mE61ZxnMpp7fydUDn9f4j4WgHujhfjb4jcez4CRfFAHnTyQthjux4YmJR7PViP+9KbeXF/lXRS0UxxV2B+YPrB3IdvHw+H8YThBlE7XnDiX9vtVqhoQV3IeKitFxYlp08OO99kXvf5SmWcuMdR75eEURjX8ibnbuxYzabZaajcRMJpKchJWY6naaK5/IhxKvyssHOLKGJXUu+OyGK6WJu4pIPyALYFxaLxVbNscFgYKPRyCaTSWYdI9V2EfcFp6X5EiMcCGm1WimHUafTSaWMcgmXmHvObLehQhwOEo6EEOIl8Q4BH7GJpbbuEoZYBMpyI8Uej/uxSRpHVpHdXd2mhLhtINyg0xC7jcy2i1XzRnMymYQivSjiuVqtQg0kpINAMMLBKWDsnDWz4B7MKuKb1U3V1yfCfTiGVquVzWazUFgYNZq4PhNvjJFuhxopPvWFxaLRaBQ6t8Y6tGosi32C57TYfIWxiHkQTkJ038U4SZJkr1JclsvlVlFsX/zal1zQ2BT3CYIvse5nrVYrpKHhgLsIDiMOhpg9n89j5Ub82lPj4DCRcCSEEK9AVmHBWMvu6y5yswpgM7vcST7aw4WDfccW3qhqMhd3Cc5NrnPE9e7MtoUjjKVyuRwKPuPnZrNphULB6vV6apHKKSK4hXDE4wOv52sbcWqar80CEcuLSlhMY0HNYlU+n7fpdLpVn8kfs9ksbEJjRXexSZ1MJkE4UptucShgDuN5yqdcc8qmmYX5arFYWKVS2TvhCA1dptNpcDri+uNTRjU2xX3CwU4utYD6e51Ox9rtdjg4NQ0NLDgd3Ox5h0U///paexJRDxcJR0II8YpkFRdkl8SLFgBkYWiX24gX3/g5lpYW6+ToDy1qxV3DjiMWjebzuW02my1RBgvUarUazmMzs1KpZPl83iqVSqpuSOz8zmpWYWYhPY5rGeG+F4G9k9AXqeexia4xXtTBJpgdUriPDehkMkkdLBbxRpUdR3h+oPEs7puYe9bPX5y6iXmI5zrfvXefhKP1ep3qfOjTY2MbZY1LcZ/AcQSXLNflY9GIHUetVssajUaYEzEvYz5jhxELRbFu46q7d3hIOBJCiFfAu428O+JFUtXM0q3K/aI5VjTbL8L58CkwftKOuY4UARJ3CTuOsPBEoWsIR1z/BOd7o9FIiTdIC/MpnrE6P74GgxeOslqFx7qp4pbTzPzCmMeXTxOFUMQbTf4ZzgV2MeBnPM639ZbjSBwSPDYxx3F3Y7PnzWqQ4glBd5/YbDYpV4VPj5VoJO6TrACk76AGV1FMOIJoVK/XU/NtzHF0nVQ1P1+J/We/rrpCCHFA8MYxy3UUS1XzzgSzeOpZVuHrq4iJRrEjJhqpPoq4S9h1wyISuqPF0tRyuZwtl8tQi4FvK5VK2FD68cmvGROQNptNSjjKSjtjsLHF4hjCD9/HOOPubzhQ28m7h3DfF/fm38fEX3Yc4bMKsU/4cxICUWwuxNjEec5z64ukf98FnHrr5112AXpRW4j7AGtWrnGEJhQohu3dRqhvVK/Xzez5+OT7seCIdx+pLMLhIuFICCFegV0Fsv1mN+ZW4OfxxIqI8r9l/U2stlHsiAlIfiMtxG3CGy12EOXzeVutVpn1wtbrdXAdVSoVK5VKwWZfqVS2HH/8t1444sOLvn4c+w0gDohdk8kkCD8ohM0pNt5BxOlo/pZTXdiNBGEq5qbSuBWHRlaQglNX/dy5b6IRiI1DjUuxb7BTiGscYQ5FYWwIR1zfCIWxvTjKQaCY8y7mONJa8/CQcCSEEK8A103B5tCnnXhhxiwu/OxKQ8sSnHw6m5+4kcYyHA5TtVHYGZE1mQtxF+C8zeVyoWYRFrTT6dTG43G0ewuPLV6ALpfL4BTyYi6PlZhICus+125gt5EXZvG72WwWFX8gDmHc4fc+9cwfk8kk5UzCtYUX4UI8ZOR6FeJm8eIr0tS4vlG73bZutxs6qtXrdavVasHNy4Iup0kjyDEcDq3X64Wun5gDfYdBXm+Kw0HCkRBCvCQs1KAeCae5lMtlq9VqoXAt1yB52Wgp10Ay265xxK3N+RgMBnZxcWH9ft8Gg4GNx+NU1xe2FisKJO4Srm1i9txhB8cOxhYKYOM8R7ex4XAYLPSNRsPK5fJWYXo+rnIDxNxKsdpJLBzBcRQ7MB79Le7HxisE6CxrvxBCCHEdvOud09R8ilqn07GTkxM7OTlJdVDL5/MpF62fsxAQGQwG9vTpU3v69KldXl7aYDAIDtpdXdXEYSDhSAghXpKYcARnQi6Xs2q1GiZjbAJ5ooylq3kHUVY6mheMzNIdqiaTSapld7/ft4uLC+v1ejYYDEIkiCdzuY7EfZB1jrNwNJlMUqLRbDazarVqw+EwtBDGUS6XQzTV1x/jVDW8jncB8mN3CUd+3MXchlzLiAthx2od8X0WjTA2FZ0VQgjxomAu4/sQjhDgrNfrKeGo2+1arVazarUaOhhiTl4sFmFtyQEc3J6fn9vFxUUQjsbjsSVJEq3Hp1TOw0LCkRBCvCR+c4uNLTZ3tVrNWq1WKtqCf8sqfM3iUVYXjKy/2Ww2qY32cDi0wWAQrMMQjjDBs3CE9ybRSNw17DTCz7xITZIkjC0+v31RbC6OzellXDvJp6rx6wN+bOzvYn/PKaKcUhbrsOSLhfp/48f4AvdaYAshhLguMacRC0eVSiUV5Ox2u3Z6emqdTsdKpVI44Diaz+e2Xq9tPB7bYDBIHXC093o96/f7IVA5Ho9TpRu4eYuCIYeFhCMhhHhJeMPItVcwMTYajS1nD2/+MJHzRjDmJrpOIW1+7SRJQuSn1+tZr9ezy8vLcPhUtfl8nor+SDwS9w3OQ7iLWDSaTqeh5hEvbHGw0yhWVJdfg28BC04xAdc/nt+rL0bvC9D730Eciz2OhVyJukIIIV6WWOdfdhyhvlGn07HT01Nrt9tbDSswD8/n8yAcXV5ehjUmyiEMh8NQ4wiByiRJwlwX62gqDgMJR0II8ZKwcGSWTllZr9fBbcTtszFRZhW5vq5I5F0a+B2nqkE4gm0YESEuWshOKF/4V5O5uEv8OY2xhfMadYS4jhiipr4TGj8P7sdEo6zXzrqNjQkeM1wsn1uJZ4lAVx08JrXAFkII8aJkuY4gHMFx1Gw2Q6paq9WKzmnr9dqm06mNRqPgLkJNo/Pzc+v1eqERCxo9wHWPwIhP9da8djhIOBJCiJeEu0GxaFQoFGy1Wlm73Q6Tp09V4+eI3X+R9wB8jSNOUYNwxBEgLtrt3ReayMV9weceFpqcMnbVAW6iXfd1nsOP4V01lF70ftZrCCGEEFexSzTyNY4gHHW7XWu1WmF9OJ/PQwAHzl92tZ+fn9vrr79u73nPe+zy8jIES7lmH681NZ8dLhKOhBDiFYB4hMkQQlI+n98qcsuRlaxUNX7emNPAOxHY8jsej4NtGDnmyDP3USCfb67JW+wbfN6vVqt7fjdCCCHEwyErMIJ16Wq1Ck7f6XSa6tKL0geonYljMBikmq745ivisJFwJIQQr0gsjcTnb1+VauKL9vrOE7j1EzFPzuPx2M7Pz8Px9OnTUAwbghHyzGNilhBCCCGEeBjE1qBYU3IK+HQ6DXWLer2ezefz8DtOOUPHXpRA8AWweX2pAtgPDwlHQghxA2Ay5iLZuwSjXSkwmNRjHZgwyXPbb/w8Ho9TkZ/Ly8tQ04idRr5QtxBCCCGEeHh40cgsXZMTDVVGo5H1+31rNptBLMLvx+NxOEaj0ZWd01g4Un2+h4OEIyGEeAX8ZLher4PN10/Usb/JSlPjXHLOFccEz9Ef/IwJHR0tuLMFihPiuZSiJoQQQgjx8PHrUTiOFouFJUkS6mIOBgOr1+tWqVTCepLXlaPRKHXg92gEw11C1Q304SHhSAghbgiuXxRrNxpLZ4vVOILjiMUiHLASY4JngQiWYrYV434s51yOIyGEEEKIh4kPYubz+ZR4hJQ0CEf9ft+q1aoVi8WwzvSH75qGdSeEo6zuoOLwkXAkhBCvSGxCjLXTvupv+LHsOGIhaDgchgLYXAgbxa/ZpeQdRmwfxqHJXAghhBDi4cINVlAqIZaqNhgMrFwuW6FQCPWOfMOV8XicWmPyupPd7L6Jizh8JBwJIcQNEBOGsg6zdDFs//dc4wjCEeefX15e2tOnT0MBbBQpHI/HW8KQtwx7N5SKFgohhBBCPEyyApcsHKHodaVSsUKhYPl8PhWk5A5qvNbkQtvcYZhfR6LRw0HCkRBC3CA8UUL88RPzYDCwxWKx9Te4nyRJKq8cueTj8ThM3hcXF6kOaufn5zaZTKLdM2KTuCZyIYQQQoiHD6//crlcqiQC1zgqFoshsIni1ywa9Xo9m06nchUdKRKOhBDiFliv1zafz20ymVi/37fz83Or1WpWLBZtsVhYtVqN/t1mswkd0nBwAezBYBC6pY1GI5tOp8EqHIv2KPojhBBCCHHc+Lqa6Kw2m81sMpmEFDU8DnU0uWOad7ArEHlcSDgSQohbYLPZ2GKxsPF4HIoNYkKeTqdWqVRSj+X7KFbIBQdxH8WxUaAwSRKbz+fRSTyrILcQQgghhDguIAqZWcoVP51Owxp1tVqZmdl4PA4d02az2VY6mtaTx4eEIyGEuAUgHMFxhAl5Pp/bYDCwUqmUeiyD2kaxg+sdoYsaR4H4+WJuo9jrCSGEEEKIh8eu2prL5dKSJLF8Pm9mz8UkM8vsmBZbT2pdeRxIOBJCiFuAU9WKxWIQjcbjsZ2fn1uxGL/8+tpIi8UidcxmM0uSJLiQ4DjyaWp4Lr4FbFUWQgghhBDHA681IRph3ZokiZlZ6JyGA8KRD1KK40HCkRBC3AIsFK3Xa5vNZjYajezy8tKq1WqYqPFYxnepwP31ep0SkVhYYsdR1vNm/U4IIYQQQjxcvPMINY7MnjuNisVicMQvFgtbLpe2XC7DfQQpY88rHj65zTX/t3GSCSG22ceLpsbs/ZLL5axQKFixWAy3OAqFQur/JzYJ+24VsAfjPg5fqDDrOUWaffx+NGaFyGbfxqzGqxDZ7Nt4NdOY9eRyOcvn89HDzLbWm7wOFQ+P64xZCUdC3ACaIEUW+H/wt9flqsjOPp57h8A+fm8as0Jks29jVuNViGz2bbyaaczu4qrvZh//P8XNcp3/Y6WqCSHELaLCgUIIIYQQYl/RGlVch/zVDxFCCCGEEEIIIYQQx4iEIyGEEEIIIYQQQggRRcKREEIIIYQQQgghhIgi4UgIIYQQQgghhBBCRJFwJIQQQgghhBBCCCGiSDgSQgghhBBCCCGEEFEkHAkhhBBCCCGEEEKIKBKOhBBCCCGEEEIIIUQUCUdCCCGEEEIIIYQQIkpus9ls7vtNCCGEEEIIIYQQQoj9Q44jIYQQQgghhBBCCBFFwpEQQgghhBBCCCGEiCLhSAghhBBCCCGEEEJEkXAkhBBCCCGEEEIIIaJIOBJCCCGEEEIIIYQQUSQcCSGEEEIIIYQQQogoEo6EEEIIIYQQQgghRBQJR0IIIYQQQgghhBAiioQjIYQQQgghhBBCCBFFwpEQQgghhBBCCCGEiCLhSAghhBBCCCGEEEJEkXAkhBBCCCGEEEIIIaJIOBJCCCGEEEIIIYQQUSQcCSGEEEIIIYQQQogoEo7EjbHqD+2tjz/SFu94132/FSHENZj9xx+xtz7+yPt+G0KIa6J5VojDQvOsEIeD5tjdFO/7DdwGP/r+HxPub5KZWbFgueKzj1r9sLfYm/7PL7+z97L4sffYO3/+p6V+t5nNrf5RH2Zv/NovvbP3YWY2+Ppvsdc/98ssV62Y5cyKT86s/Zs+0bqf/cl3+j7A8t1P7fXP/3Kbff8P2+o95/a+/+yrrfIzPuhe3ou4X/ZpzJqZzf7Df7anv//P2OyH3mqFs46dfsFvtNb/55fe6XswM7v4419tl3/yayxXKZvlc1Z68xus+7mfZq1P/Kg7fy9mZq9//pfb8O986/NfbNa2mc7sfb/9r1rlf/op9/KexP2wT2NW8+w139vXfJO9/rv/Dzv7Q7/Dur/lV9/32xF3zD6NWTD4m//Qel/x9bZ81+tWOOvaoz/yOdb42LsVWfZtnh387X9sg6/+Rlv813dYrlax+kd9uJ19yW+3Qqd1L+9H3A/7Nl7Xw7G9/vlfbuNv/W7L1yrW/k2faKe/+zPu9D2Y7d8cO/7W77ben/tbNv9/3mpWKlrtw/4ne/RHPseKb3pyL+/ntnmQwtFP+m/PNzY//vG/wxof+5HRRdJmuTQrFCyXy93aeym972up97OZL+ztP+MTrPkJ/8srP/dqMLJCu/lCf1P+H3+Svflf/DUzM5v+q39v7/o1n2/ln/IBVv9F/6/U4zaLpeVKt3x65PNW/8U/105+16fbj/+Sz77d1xJ7zT6N2VV/aO/6lC+wk9/zG+1Nn/YrbPb9P2zv+uTfbcX3f5PVPuwtr/bcLzFm6x/z4fbGr/ljtlmvbfxN/8Le81u+xCo/44Os/EHvn3rcXYzZx1/++fb4yz8//Nz7C3/bBl/zTRKNjpB9GrOaZ69m+e6n1vvzX2/lD/lJd/J6Yv/YpzFr9kzI7P2lb7DX/soXW/lnfJCtXr+0zSR55ec99Hl2M03s7It+q1U+9ENsM53Ze3/rH7Knv+dP2mt/+Ytu9XXFfrFv4/X13/unbXU5sPf//r9rq6eX9q5P+jwrve8bXjmoeuhz7Ho4tu7v+LVW+3k/0yyXs6e/70/buz/zi+x9v+Uv3urr3hdHl6r21scfaf2/+vfsHR/56faj7/8xthlP7a2PP9Jm//FHwmN6f+kb7Mc//neEn5evX9p7fsuX2Nt/2sfb23/6r7Sn/9uftc1s/lKvP/6W7zRbr63xy37BK32O+Vvfae/88F9n8//y9pd+jtrP/1lW/in/g81/6K02/Vf/3t72gR9r/b/2jfbffuYn2Y9/3G81M7PJv/x39mMf85vtbR/4sfaOj/g0G/+T7wp/v5nN7fUv+HJ72wd9nP23D/3VNv6mf/FCr198cmqd3/gJVv3ZH/LSn0E8fO56zCb/9j9Zrlyyzmf8SssVClb90J9mjV/2C2z4tf/wlT7H5Du/1378oz/Llu85f6m/z+Xz1vyVv9jynabNf/htNvj6b7F3/qLfYBdf9lX29g/5eHvPZ32xmZkNv/Hb7Z2/8Nfb2z7wY+3HPvqzLPm3/zE8x6o/tHf/pv/92Xj+8F9n03/9H17pMw2+7put9Wt/2Ss9h3h4aJ59zn3Ps+Dp//dP2snv/vWW77Zf+rOIh8tdj9nNamUXX/pV9uiPfI5V3vLBlsvlrPjk1Eof8KZX+hwPYZ7t/IZPsNrP/1mWr1ascNK29md8vCX/vx94qc8jHiZ3PV7Xk8RG/9c/tdPf/1lW6LSs/IHvZ+3P/CQbfN03v9LneAhzbOuTPtoaH/PzLN+sW75Rs85nf7LNvveHngl6D5CjE47MzIZ//9vtTX/nT9pP+tF/Yrl6dedjN5uNvfvTfq8Vnpza+33P/2lv/o6/YbMf/K92+Se/Jjzmnb/w19vw733btV578HXfbM1P+mjLVyuv9BnKH/hm637Op9p//6TPs8Xb//sL//1ms7Hpd32fzf/z26zylg82M7P1aGLzH3yrvfm7v87e9A/+nM1+8L/ae37TH7DTP/DZ9gE/8o/s8Zd/gb33t/1hm//Xd5iZ2eWf+hpLvucH7c3f+TX2vv/sq2z8j74j9RrTf/MD9rYP/NhX+pxCmN3xmN2sbbPxv9rY7Ife+kqfof6RH2r1j/5w+++/6vNsddF/4b/frFY2/MZvt/VwbOUP+UAzM5v/8NvMigV7/+//u/bkL3yhjb/tX9v5F/0Fe/Jnf799wI/8I+v+zk+1d33q7w2v9/T3/xlbD0b2ft/3Dfamb/wzNvqGf5J6jeHf+zZ75y/89dd6P8n3/Cdb/OiPWevXaIyLbTTP7s88O/qmf27r4fhe0m3F4XCXY3bxX99hq9cvbPYD/8X+28/+ZHv7Wz7R3vt5X2br4fiVPsNDm2fNzKbf/f3hvQgB7nq82nxhlZ/+k8PvKj/9g2z+iuvihzLHMsl3f7+VPvj9Q1rhQ+NhfqorOPlfP8WKb3h0rcfOvv+HbfGjP2bv8y1/0XL5vFm9aief+2n2+hd8uZ3+vs80M7M3/8u/ca3nWrzz3Tb9ju+1sy/6bdd+r4O/+Q/t9d/1x3c+5unv/9P2xr+1+zFg/v/86LMBkM9Z8Y2P7ewPf47VPuJn2/Rf/Xuz9dpO/8BnW/4nLkCDv/FN1vo1H2v1j/xQMzOrfdhbrP4xP89G/+Cf2env/gwb/r1vs7P/7bPDd3nyBZ9hk3/6b8Jr1T7sLfY/vPUfX/uzCpHFXY7Z6s/56baZTK3/V/+etX/9x1vyfT9k42/5Dis8OrnW65//0a+03p/6mp2Pufiyr7bHX/Z513q+ybf962djtliw0vu90V77y19k5Q98syX/9j9avt2wk8/7dMvl85Yrl2zw1X/fur/9U0LqWPOX/0Lr/4W/bZNv/9fW/KSPttH/9c/sff7hn39WK6HTsu5v/xR7z2/+4vBarU/6aGt90kdf630NvvabrfExP8+KT06v9XhxXGie3Y95dtUb2vkf/Iv2xm/4E9d67+J4ucsxu7ocmpnZ9Dv+nb3vt32lmZm95zd/sT39wj9nT/7M773y9Y9lnh1/+7+x4dd+s73pm7/iWo8Xx8Ndjtf1eGq5ei0lhuQ7TVuPptd6/Yc8xzKzH/gvdvGlX2WvfdWXXOvxh8hRCkfF93nt2o9dvuPdtu6P7O0fROkYm41tVusXft3h13+LVX7GB6UU26to/epfYo2PixcKHH7DP7HLP/21dvqF168PxHmhnlyzniq+t3znu2z6Xd9nw69/PmA2y5W1Ws8Ktq3e/dSKb37+XRbf9w3Xfh9CvAh3OWYLpx17w9d+qZ3/wb9oF3/8q638wR9g7U/5OEu+9wev9fcnn/tpmUX6Lv/U19j4n3yXnXzup17ruczM6h/9rPZCjOIbHz1bBPwEi3e+26Z/9K/Y5R//6vC7zXJpy3c9tdV532y+SI3T4ptfbsyuRxMb/YN/Zq/9FdVcEHE0z+7HPHv+xV9h7V/7y6z8gW9+ob8Tx8ddjtl8o2ZmZt3f+alWOOuG++/57D94rb8/hnl28p3fa+/9bX/IXvvrf9gqchwJx12P1800sc1yGcSj9WBs+WbtWn//kOdYMPuht9q7fs0X2KMv/dytWksPiaMUjiyfztDL1Z8NCLB67/Pc6OL7PLHCo659wA/+g1d6yc16bcOv/xbr/s7rT2RmZrlK2QqV8tbv5299p13+6a+1N33Dn7ixCSXnvpfi+7xmnc/6ZDv7339L9PGFNzyy5TvfY/ahP83MzJY//p4beR9CbHHHY7b2c9+SKmz37s/8omeF767zVutVs4htePpd32fjb/6X9qZv+vNWfOPjl35vKXJuzL7piXU+85Os8xm/cuuhm9XKrFS05Y+9O7iElj/2cmN29I3/1PKthtX/lw97qb8XR4Dm2fhr3fE8O/2O77XxcGy9v/J3zMxsPRjZ7Pv/syX/5gfsDX/9D7/EJxAPljscs6Wf/H6Wq26Puevy0OfZyXd+r73nN/4Be+0vf5HVf8HPeam3LR44dzxerVS0+Q++NTjt5v/pR6z8P15vXnzIc6zZT4hGv+rz7PQLP9tan/xLXvxNHxBHWePIU3nLB9vw7/zftlkubfYff8SG3/B/P/+3n/VTrfg+r9n5H/1KW48mttlsbPHOd9v42//NjmfcZvovvsdWF31r3lB7z/IHvtne/J1fc6vdjNqf/v+24d/+Fpt+1/fZZrWyzWxuyff8p1DErPkJH2WXf/Zrbfnup7bqD+3yy//6C7/GOpnZOpmZmdlmsbB1MrPN+sWjzOK4uO0xO/uB/2Kb2dzW05kN/uY3WfLd/946n/1q7atrH/Gz7X2+9Sut9H5vfKXn2UXnN32i9b7i6232H/6zbTYbW08Sm/zLf2fL//5eyxUK1vz4/9kuvvSrbNUfPuuy9BVf/1KvM/hb/8hav+ZjLVco3PAnEA8VzbNxbnuefZ9//Jfszf/yr9ub//lX25v/+Vdb5Wf+VOv+r59ij//E51/9x+Kouc0xm69VrPmrPsZ6f+5v2ao3tFV/aL0/97es8Us/4pXe80OYZ6f/6t/be37DF9qTr/hCq//in3tLn0I8NG51vNar1vyVv9gu/thftdVgZPO3vvNZOYdP/eWv9J4fwhw7/+G3PRONft9nWvsImsVIODKzR3/scy35nh+0t33gx9n5l/zFVAHJXKFgb/i6L7PVu163d/y8T7W3/aRfau/6tb/Hlm/7sfCYd3zEp9nw735r7KkDg6/7R9b45b/ohVsO7uK2a4tU3vLB9uQvf5Fd/NGvtLf/1F9hb3/LJ9rFl/5V28wWZmZ28rs+3So/86faOz/y0+3H/uffaI2PTdsQp//6P9iPvv/H7HyNt735o+xtb362yP/xX/LZ9rY3f5Qlr9jpSTx8bnvM9r/y79rbP+Tj7e0/9VfY6Jv+hb3p7/+Za+eS7+K2x2zjl/x8O/vC32Lv/bwvs7f/5I+zd/ycX239v/J3bLN+Vu370R/7PMs3avaOn/XJ9t8/4Xda00VGhn/3W+0dH/FpO19j/p/fZrPv/SFr/7pXWzCI40LzbJzbnmeLr51Z8U1PwpErlyzfaoT0ICGyuO0x++gPf44VXzuzd3zor7Z3fvivs+L7vmaP/tDvyHz8dTn0efbi//hrth5O7D2f9cX2o+//MeEQYhe3PV4ff+nnWb7dsP/2lk+0H//lv81av+6X3UjDhUOfY3tf8fW2etqzp1/451PjdfGSjv59J7fZ+P5BQgghhBBCCCGEEELIcSSEEEIIIYQQQgghMpBwJIQQQgghhBBCCCGiSDgSQgghhBBCCCGEEFEkHAkhhBBCCCGEEEKIKMXrPjCXy93m+xDioNnHGvMas0JkozErxGGxb2NW41WIbPZtvJppzAqxi+uMWTmOhBBCCCGEEEIIIUQUCUdCCCGEEEIIIYQQIoqEIyGEEEIIIYQQQggRRcKREEIIIYQQQgghhIgi4UgIIYQQQgghhBBCRJFwJIQQQgghhBBCCCGiSDgSQgghhBBCCCGEEFEkHAkhhBBCCCGEEEKIKBKOhBBCCCGEEEIIIUSU4n2/ASGEEEIIIYQwM8vlctf6981mE37H94UQQtw8Eo6EEEIIIYQQd04ulwtHPp9P3c/n86nH+Pvr9dpWq5VtNhtbrVa2Xq/DIYQQ4maRcCSEEEIIIYS4c3K5nBUKhXAUi0UrFovhZwhILCxBUFosFrZcLm2xWNh8PrfFYmGLxcI2m40cSEIIccNIOBJCCCGEEELcKXAPFQoFK5VKViqVrFwuW7lcDj/n8/kgIPGtmdlsNrMkSSxJEisUCpbL5VIuJCGEEDeHhCMhhBBCCCHEncPCUaVSsWq1Gm7L5XLKfcRuJDOz6XRq4/HYSqWS5XI522w2tlwubT6f3/OnEkKIh4eEIyGEEEIIIcStEit6jdQzFo5qtZrV63WrVqtWKpWCYAQXUrH4bPsyGo2C02i1WtlyubQkSa4sri2EEOLFkXAkhBBCCCGEuHU2m01K2MnlckEUqlQqVqvVrNFoWLPZtHq9HlxHnL5WLpdts9lYuVwO6WmLxSKVsiaEEOJmkXAkhBBCCCGEuHW8aIRUNYhDEI5arZY1m81UzaNKpRLum5kVi8WUaFQul0MamxBCiJtFwpEQQgghhBDi1oBI5O97wajZbFqn07FutxuEI05Tw7HZbGw2m6XEpGKxmHpuIYQQN4eEIyGEEEIIIcStADEH9Yxwm8/nrVwuW7VatXq9bq1Wy7rdrp2cnNjp6am1Wi0rFovhsSiSnc/nbbVapQpn82sIIYS4eSQcCSGEEEIIIW4NFosg/hQKhSAcIT2t0+nY6empPXr0yNrttuXzedtsNuE5zJ7VSVosFuF5cEg4EkKI20PCkRBCCCGEEOLWgHAEhxAOFMSG46jT6djJyUkQjtAxbb1e23q9ttVqZavVyjabTXAcsXAkhBDidpBwJIQQQgghhLgVvNuoWCwG0ccXxIbj6PHjx9Zut4O7yB+r1SqVuibHkRBC3C4SjoQQQgghhBC3hnccQTzKSlU7OzuzTqdjq9XKZrOZJUli8/nckiSxXC5n8/k8Vf+IhSOJR0IIcfNIOBJCCCGEEELcClwYO5/PB9GoVCptFcdGqtrZ2Zl1u11bLBY2mUysVCrZdDo1s2c1jpIkCQIUF8cWQghxO0g4EkIIIYQQQtwKuVzOCoWClUolq1QqVq1WrVKpWKVSsXa7bZ1Ox1qtljWbTWs2m9ZoNKzRaFi9XrfZbGar1cqWy6UtFgvL5/PheTebTTiEEELcLhKOhBBCCCGEELdCLpezUqkUUtIgCjUaDet2u8Fd1Gq1rF6vW7lctkKhEP6ei2JDQMKxXC7Dv63XawlJQghxS0g4EkIIIYQQQtwKEI5QBLvT6Vi73bZut2vdbtcePXpkJycnQTiqVCrBWcTd1JbLpS2XS5vP5zafz1OFsiEaCSGEuB0kHAkhhBBCCCFuhXw+HxxHrVbLut2unZ6e2unpabgP4ahWq6UcR5vNJiUeQSyCcAQxSeKREELcLhKOhBBCCCGEELcCC0fNZjOkpz1+/NhOTk6s2+1au922drudSlXL5XIh9YwdRxCO5vO5hCMhhLgjJBwJIYQQQgghbgVOVWs2m9bpdOzs7Mze8IY32MnJyVZBbAhHLBrh8G4j3MKVJOFICCFuBwlHQgghhBBCiFsBjiMIR3AcPXnyxM7OzqxarYZOa7jN5/Oprmnr9TrTcaTi2EIIcftIOBJCCCGEEEK8NLlcbuvI5/OWy+WsVquFLmrNZtNarZZ1Op2QolYul61YLFqxWAyCEQSh2WxmSZJYkiQ2mUzCMR6PbTqdWpIkwYEE8UgIIcTNI+FICCGEEEII8VJAJCoWi1YoFIIIhKPdbtvJyYl1Oh1rtVrWaDRCEexSqRQ6qK1WK9tsNrZYLCyfz9tisbB+v2/9ft96vZ5dXl7a5eWlXVxc2OXlpfX7fRsOhzaZTGw2m9lisZBwJMQdApHY/y72ODMLbkB2BsoheDhIOBJCCCGEEEJci9hGEelo5XLZKpWKVSoVK5fLVi6XrdvtWrfb3RKOKpWKFYvPtiJIM+N0s9lsFkSji4sL6/V6KQGp3+/baDSyyWRiSZIE15E2okLcPuwu9L/zjwMsGOVyOQm9B4aEIyGEEEIIIcRLUygUQue0er0e0tOq1ap1u107PT1NCUfVajWkqCHFDIWucUyn0yAU4fbi4iI4jiAaIWVNwpEQd4NPS/W/iz3WzFLC8Gaz2XIiif1GwpEQQgghhBDiSry7ALdcABu1jHCcnJzY6empdbvdqOMI6WnL5dJms1k4xuNxcBexcHR+fm79fj84jebzeUhVW61W9/XVCHGU7BKRcJ8fiw6I+Fmi0eEg4UgIIYQQQgjxUuRyOSsUCiFNrdFoWLvdDsWv2XHUbre3hKPlchnEIy6CPRwOU6IRO476/b4lSRK6rOGAo0EIcXtkFcL3YjI/3sxSqWnr9Tr8jcbsYSDhSAghhBBCCHEtYjVNvOOo0+nYycmJnZychBpHEJKazWYojl0oFIILAY6j8Xhsw+EwVRQbghGOwWBg8/k8uBeQ7ibhSIi7I5/Pp0Qjvh9zHwGkqcUKaYv9RcKREOJoiLULzsrP5t/xItQvSK/6Gc8Rw3eU2PVcscfs+p0QQghx02Q5DeA2qtVq1mw2rd1up8SjVqtlzWbTqtWqFYvFMLcul0ubz+fBaTQajWwwGATRCF3VcAyHQxsOhzYajWyxWIT3pSK7Qtw8WWvmQqEQRKNCoZD6edc6e7Va2Wq1suVyGe7jwBh+kW5rtyk8XWdNHnvcQ0bCkRDiKMDkhnbB/j5PfPwzFrc4fGE/31KUfzaL53njOTk6Gnvu2Gtx55lYFxq1OhVCCHEbQCjCPMnzJdc2arVa1mq1gnjUarWsVqtZoVCwzWZj8/ncJpNJmMcGg0GmWIROaqPRyKbTqc1ms7DpVPBEiNuBxSG/Pi4Wi2H9XCwWrVQqpX4H8QiparwO5tRS3Mctrgf+4C5sVxXivkmuWvf7tTn+5iEj4UgIcRTkcjkrFouhRTC3Ci6VSplHPp+3zWYTFqlsh8d9P7HgPkdkzSwVieHn4GhLzHbvf+bH+/u7RC0hhBDiZYFohM0ibxwbjUamcNRsNq1YLFo+n7fVahVqE00mE1ssFiEtzR8Qk4bDoY3HY5tOpzafz1NznRDi5oFwBFGI18VYN2MNzQfGuV/7Yi29WCxC8XvcXywWNp/PQzfFmCuJnyerrtJNE1uLx0QtvL9juCZJOBJCHAWovwArPR/VatUqlYpVKpXU/UqlYoVCYctOy5MZhCIvIqHoHyY6nvDMLNRzwPOgGwxu/Wvx47ldMR8sSPkoiJnEIyGEEK8Gi0W8eWTRCLcQjmq1WmquXCwW4eckSYJAxM4j/Dwej20ymdh4PA4d1NhtZKa5TYibhoUjXhP7tXK1Wg0HArK85sVz4f5sNrMkSSxJkq37XOSeXUnL5dLMLOV0xHMiM+CmgSB01eGLfT90JBwJIY4CREkrlYrV6/WwsG00Glav161er6fEJPwOwhEmL7bV+smD78NxxBMbT3hYPPsJkidK/N4LS/P5PPzbfD6PFipl8YptvkALbSGEEC8C5jMWjLCRrNfrUcdRu922SqVi8/ncZrNZ6hZ1jeA4YtGo3+/baDSyJElCilqSJGEu1BwmxO3BnRKr1epWwJXXzLyGrlQqW8FS3G42mzCecUwmk3Af1wUcLCZtNptoaQnUS7tpWOSO3S6XS8vn80HUQrD2oXeIk3AkhDgKcrlciJygVTAOREibzWZY+OIoFovRKAhstd6BxA4hTJxIeWMRCQVBsw4IRywS4WfYfPFcXIfJ23azJrKHPrkJIYS4WbCZhOMITgMUxOaDhaNSqWTj8TjMj0mS2Gg0stFoZMPhMDiNcPR6veA28oESFo40hwlxO3jHEY9xBF9xi3Vzo9GwarW6VSgb99frdRCL4CQcjUY2Ho+Do5BdSKVSKax3zSxVV4lrld6WcMRBXFx7IBbxWnuz2YTP99CRcCSEOAog4FSrVavX69Zut63b7YZWwSwkQUzqdDpWKpXCpMFREBZ4+IB4BOEIExsiIywcYYJE5BUTJD8/30c+OGpLwPprZpm51sgrv6o7nBBCCJEF1xUpFoupLmrsNvKiUafTsUKhYMvl0qbTqa1WK5tOpzYYDOzy8tJ6vV7KccTHeDzeWc9PCHE7cC0zrJvRLRGOQn+0222r1WpBzPGlGtbrdRCL0BmxXq/baDSyarWaciGhthLWupvNJlVvCf+GwOxNw1kB8/l8q3Mc4BTc2yzUvS/cunAUS6Hg3/vq6Fl/l9W2+qYiDi/SDlsIsf/wNYQnQO780ul07PT01E5OTlJiUafTSUVKIdiw2wc/x0QjCEe+exsLPnhOjrDgeSEmxYSkJElShQj9BMquJ3+7qxOEma5xx0Zszo11Lcl6rL/PXDWX+s6DsdssYufprtfb9btXZddzvswi8qr36J/zZdco1/m+hPCw4wjCETaVKI7NB1JY0JzCzGyxWNh0OrXhcGiXl5d2eXkZUtS8A2k6nUa7Fel8FeJm4O5kPAcjRQ1jG8KQD7Ri3YyfUeKBHfZeOEJtUaS2oTbSZDKxyWSS+h1qqZnZVqFudHK7DeFovV5H1/4+jc67//G3u3SLQ+ZWhCM+AX1+I59MsRZ/vko650VyAVp/+7L/EbtaYMe6JL3Kawkhbpes604+n0/lYWNRiyhJo9GwSqUSFrbL5dKSJAnXJ548uCMEp6VxUWrfspgPnuRwLcHjeCHuU9f4dVlgYsHJ10tCxCTLFcUtUPF+1Int4cPnJ4+Z2NzMc3SskwnP0Qz/nNWNBBG6WMFLft4s0emq9rhZj3sVdj2nF3WuEub8Z4q9711Btqs+7y5Rb9c6R4gsOH2FN5ZIU8FG0LtiuV7IbDaz6XRq4/HYRqORDQYDG41GodYJAieHXMvoRcTw2Hx7iJ9ZHB5+bco/1+v1EEjF0e12g0iEtTPW0Uhdq9fr0RpHEI7gjOfSCrimQEyq1+uh/hnWuWYWhCIWjW4zVc2XiPDlIrKCvwgex7ohH7qQdGuOo6wFKP7DOVLO92NiUqFQsM1mE60zgk3Ry37xMfvrrnbXZhZSQYQQ+0dMlC4Wi2FC8+IRFrvFYtE2m03IpZ7P5zaZTCyXy6XEG55IOC0sa9PIm2tslHnTXSqVUkUIK5VKqlA21zvyk5gXlvixsb/BxMYTH4qNxkR0fDbxcMC5tmt+9i13cbBNm+97IRT3cWR1AsR4wOIP74FTOv1zscjBYm3WzzcZ+LlOMGmXcyvLzRVr7cviDwt1+JnfT6w9cJZwlMvlUh0aYwtaj64BAnBxbAQ52F1UrVZTLblxPq9WqzAHoTguUlYgGnFnpUOtYbRrzO8iJmwf2mcX+48PZuTz+VSRe3azx4QjHK1WK6yjcetFYz9nQTiCQIQ9Na9/a7XaVsc1rFk3m0147ruoccS6A2qSYl2N94bUOi9y8X4Bf7tYLML8y2M95qjcZ25FOOKFJSuCEIm4bR/fYrKJ/R02dD6dgzc9L0psQZu1wMWmT1E5IfYXXHs4KoFFLjuO/IRXrVbN7Nk1ARd4s+dpsr4tKO6ja5nvnMbuCXZW8ObOzFJ54KVSKRWZ4OsRd3GIdV7zIlGs89psNgvFCHFwBAifRe7Khw0v4nzUjh1v/uD5mdMucZjF3UA+aucLwMMSD5GKxSo+P70YtCvYE4v0vWpdFBbBYkIPwLjHd83feezWzFLRSf9eY1FbFo747/hv+fX5/97see0GXt/gMx7aIlbcLT5VDQ4BiEd8rcD8yd1Aee0O1xEXxeWmE4d6DnqhN8tl6InNu4f6HYj9w4tG7PTx3dKq1Woo58C1yththLHPtxCOYsEOXutiruL34Dsv+sDoZrNJrUFYZ7gtxxFrAzxnzufzVJFvXMuwtmatYj6fp+Z7zpTCHH9IRbVvzXEUi17GNm98VKvVrcdjAtpsNuE/yR9Jkrz0xZWVwKyDLfO3kUcphLg5uJ4RtwzOchyhhWhMhMkSlXEfExkLVGyj9RMnbzhZYAd4bKxDW8wh4DeLsU5tmLhQU2IwGFi5XA7RYP+8ZhYm9FgKkjh82OXDgg1aameJq1xXAHMzzn2ztHDEAiTOv1h6ZaFQCPUMsPDEUSgUokIQDt/NMKu7oR+zr+pQxnP6dHmsD2KbRl8klCOwENfw3tlxkZVCaGZbAjN/frwP/j8HaCPMri4e8zF0HRBm26lqXBibHUc4tzhAy85XbLhibqOHkqLm026zYMGWxXIhbgM+F+H0gVCU1RURwhHuNxqNlEuJ5224DWMOW7iG8DusQzD/+/W3vx54pzMHaW8adkvy3Ar3pO8IB/ckBCRoFkizY2GYA8n4Lg5lzN9ajSO2s3rrG+dD4uRsNpvB5uYtc5VKxdbrtY3H41CFHQX0hsOhTafTl3Ycce0Sv9Hyi6pCoRCcA4fyHyzEMcGTCSIYHBWNbYhR32g6nYbxjws+fueFGmwazSx6vTJ7fh3kjS//HNsQspCUtVn2qSzsxoBwxJEO3J9MJnZ5eRkW9WbPazlhkmZ0jXuYsCuOBSMs3DAf+04p9Xo9VazSF2f3CyE+V3H++Qgd6ohhbHK0s1qtWrFYjKaScySQI4Axt7A/XmVT5heRMaEmJhjxmsiPd3wWXijHCuz7I5fLpVyH/PdZwhE7KJGCy04qnyJn9vw6wM+la8Px4h1H6KoWcxxBSGXRiMVjXAvG4/FWuvUhC0dZYjETcxXFUsQP8TsQ+0fMBcsOIIxhdhYhJS1WBLtWq6UCSf6WX4Nfl98P0uS4PENMpOH1tp9TY2PrpvBp4Lz+mM/nQZPg7nDs0IbzKp/Pp4JCvJbP+n72mVsVjmL2dxTSiuVMYgPnU9mQC4muC7iF0DSZTF7K5oW0FJ9Pye3/8Dje+B3Sf7AQxwQvarl4JybFWH2jZrNpxWIxWGEXi4WNx2Pr9/vW7/dDV5fYkc/nw8IZr2NmqQ1izG3E0UXvzGSLv6+ngonG1y/hyK5P5cU1bjQaBReHmaU29Kjr5F9T17qHiQ/sZM3PJycnoRhms9kM8zLGFf42SzjCvDmdTkMkjqNy0+nUisXilpCLn+E48u4hOHR4Q+rrHvq0TS+qvCjeORFzH3qHAacDxAqO4/PxZ+DPgggr13TgYqA+LRW3EIFjwpGZ2Ww2SwXF8B74MVmpNHgubWiPDx8U9h3VIP7uSlXzNY4gHPl07EMVjsy23UYchAb+s/H1U25fcRt40QhzE5yDSE07OzsLcz8Hj7A2QBHsrMBn1j4Zv8O6NxYc9engLN74974rFfQmiAVnOf1+NBoFTWI4HKY6xPFa3szCXI3Pzc9/aNyZ44gj/jg5T05OUgcWprwJw/31em39fj9MTvwfw0W2XgSohpjEkiQJzgMuBhobCD46f1PEogzXPbH84676WYiHRlY01KepcT53rVYLf7der0MtoF6vZ+fn5zaZTFKReBZx4Jbgmkdmz2sc+MmGDxbY+b0jSpE1fiFoZxUnZhEc96fTqZXL5WCxhWDEhQzhbrgqZUUcNlmBHZ6fW62WdbtdOz09tdPTUzs5OQlRxlh9QljPeYGHMbNcLm0ymYSo3GAwsEajEVJUCoXClvsY4hE7jlikiYktsQL2MWHlVTakLBp5h1OsHhEvzrM61+CzxOo64BqDtQ6L4maW+nz89yxk+c2CmQXXIS/0QdaiXULyccL/51xTJLau55RWnFMQjXxAg129k8kknLN+M7mvZDk4shyCfg/h1/g+DR0ZDny9ijmThLiKWEADP7NjEPP+ycmJPXr0yE5OToIL6f/P3p+GSddtVYHojL6P7N/3Ox2gR4SLglh4b6GAPSiohUihoiAKKtiVIGJ5FQTRR0FR1BIpRVERhQKRKyJQggqCwgVBFOGqeBrOOXK+732zi77NiPvjY6wce8bakZF9ZMQYz7OfaDIzYkfkXmvNNeaYY7ICudFoWKlUujaBw8SRWXqbeiZr+LF/HX8fuM7eN6aESvtbPp/JZLIgdmF/Ri7VRRyE+MGvzby+PoVxfefEEU+enPXHl+vLRbwkPs2Y05tU8WSKUrbrIk1x5O/zgedvmrW86ny8Z4IP4pb9bRo7uuw5QdgU+AwK+y9wq9BY5wezy00hSBVscnu9XmITZXY5VqFU8iUj8HTBBo07QfCGncuEuKSXfY880hoP5HK5MKf5Tmves4nLf/wcIWw2eJwgyElbn3FgfYaawHsSecURrzUwX+ZrC5spXOuIBdIUR16y7sdbTHWUZhp/G8URE0XeA80TR15Kn7ahZBIMnwFeL5hjYl3nvOLIj3f+X/N9zBFIlvFGnrvBeHN9JsY1T2w2fLkV7iNRG0vGYMzyWoRS6Ol0muiexteaL03zqtx1AY+jmMeKX5e5dId94IAYceTLdPx6HfNv01gUgJiiiMvRYs2nGo2GHRwchAOJIiiNvRcoEyQxoiiNyPFK+ZhyPo1I8nNBTGARi2U5Dln2ncXmujRCDLcgdhFT8Pv4v8M+A3ME/B79ev1UxvO9l6p5xdGyg2Xw3PoXr8mSOg5iyuXyjb5sDtjYD8Tf+ufG4/G9LGo4Hw5wOQBO+4y82Ma8IPxz3ghXEDYFrHSEhJ6VDKxW9J2J2H+Bjfi73W4qwZLNZhMKBO4Ugw21VxhwYMkNAHw3qTTwvMrkU6FQCJtC7kCJWxBhbEbKQXuMSBI2E0xk+ORO7GD5NQegPpji+5xdZANOlpxjnWdvIyZ1fYkHyKkYIeNJ3LRuKLchjrhszt+COEoLQmP+RmxQz2s9q4au43HEnzP2f0GwPplMEl2sWA2S1oTEe0lyNlXYLMSUM9h8xohlHCjVzmQyYT0Zj8dmZsELBCWq2DitcwIjNq/he+COlL6hD/srsmHwMsWRj/t5bC/bi6zLdyU8Lvy6w7eIh7nMHNdlo9EIZBFu9/b2Qkka9ue8LrN6jsmS65xr7G/8mhIjgtJEEGl73KsUxpjrYiSw91Li7xWkF2L3SqUSzsnHJZygg70OYvDBYBDsMJjXWGc8WKkaZzSXEUdstsnO7GaXGyYOPnO53I0nT/yjlmUs/XM+83aX8P4kvAFc9hmRrYh1V/EBNAJKZoAFYVPAE7mX4II4gpQem69YxxdM5siSciaAb0EcYSPGgSJvsGNdkTjoZPXHVa1FMQf6jX25XDYzS5QF4PPAyA8KKiaOvFnfugXvwt2CA0xcf6wg8q11+eCkTqz8gtcU3mjx+2DtyeVe76aWzWYXyt88cYTz9Z1VeBxNp1MrFosJVVIsi3/TtZuDUz44CZOWpfQmuXx4RRUf/Ld+/jBLdlVjjxgmx2KKo5iiCPEGCGZ4vEEVhTI//j78/1zYDHDVAK9TxWIxoQ70BFK5XI6a2k6n0+ADwsb4TBytm++H39yy0iBGDGH/4tdm3tukEUc+aezHpW8qAAIdSgVBMIuvM7lcLvgXxhSC8C2Cwgi3zWbT6vV6Ii7wKv1VsUxllAZPEMVKp71oYllDjGXfGc91/j6vubwOM3GEuAavx/GLr7wqlUrW6XSsVCpZt9sN3wkSRmlzxDrhQcyx8WVdpTiqVCoLsmzvE1AsFhM+IoVC4Vas+7KLbdlxX8QR131z5m84HKa+J0vo2QQ0duD3pTgSNhEc8LJpJ0ptvOKIVQSc2WPlULfbTZXQZrPZ8De+VTkvsmkLOquRQJRfRRyhO2XMtwnn4w+U38FnBhlf7hjHi3BMCixsDvj6w3Uba0rB5BHUbbH12UvQY+8FRZzZ5eZrPB5bNptNqOc84erLvnB9sgdIoVCIdl/zmcfblsBw0BobMzFZu5fC+8/klUw+U+rnDc56+t+PkWOx/0us3A4xQrvdtpcvX1qxWAzfN+aPmPJZc8RmgRO/XFLNKt5Yd1KsraPRKFyTrGxjtSu6laYpjszWh0AyS5Z88vcS6wbpG3HguIo4mk6nifIVHGhs0W63Q4wAr8LrbuCFzQWvKVg7eQ9erVaDV1HMs8h3T0O87DuopimNY1hGEvmxzWojTxrxWpu2pi/zNryKOPJlpXx4b0L/t+Al+LU4TvLJOa9A5JLepzKe7404Yhm891DwKiNm5WMMH0/Y+AdxOcpNWXdcnLHs4bLn7qv+ejqdLnSdwUZvWec4ziBik8hmm1zyx4NPmUJh0+DLYmKKI0zaXKrG/kYgjqDM6fV6USLFS1J5ccHrs2LCy4d9qY3fHKahVCoFM2F/QIHp/VKQtUTGl4N33rB65ZGweeDrj4MaVumlydpZCbzsOvUZRqzXZpYgirAOeb8uHAAIFh9U+muWA0z/+LbrdloGFPf5s8fUCmmH2aIhNZM/sbI3nrti30WMOGLE4hxs9M/OzhZIo16vt7TURtgscAIG8wKIEu9Dxo9hZo+ExHA4DGtoq9VaqjjypNFjf37cxshfzJns1coebbjPz5fL5UQJOo9RbHwRe/D9wWAQkupml5UJg8FgaUm7sF3wcSWTFlAcNZtN293dDQbY6JrG1y1fx+VyOeqlydedL1kDrlIWxdTJ/Dq8P+d1zXt+seKWSzh9s4g0eAUh2z9cXFyEz4111s8HWBeZk4DCkOMrxFGVSiX4Q+HzDIfDqEXFuq63D+ZxxAFprHMaHsfqM/Ga/A/if+xtDKXSpHAxaZwPFu8akPNCJt7pdEIWo9vtpiqE5vOkr0mxWLTRaLQwyJk00oIjbBp4IufyWPY44jIyLvdg4pVL1TxxZJacwL2KIKYOiAWhZrawGeR5b9lnLJfLITPEGaLhcBh8XpaVobDHBJfeyuNoe8BkDfsQxlRHrDhi0ijtGo+B126+1hCIeSKVXzumRMDtTY/bIPZasexp7DF/V3h81XnG/hb3Y9nZZZ8Rf58W40ynU2s2m0HVgDkDJWv+3P33ImwGMP7YtyfNEJs3mlC8Qg2HEulOpxNK1ZC0iHkcAetwLS1TDWKDiBbmzWbTdnZ2QpzBqg6s0Z448ooj33UOB7qf4judTCY2GAyuVCYL2wW+PlnJDuICxNH+/n7CDBtNL3zHYaiN/Jrs41azJEnEytu084zdZ8TWNU52cFk2V9twF2EeS8uqa7LZbILYwf2Li4uEdyiAZh8Yf1wpwGQX/paJKMRUSMpwMx5vzYPvYR1xr8SRJ484OI0ZcWJyxGvwrdll+2n+B91VhiIWlK7ys7vEZDKxVqtlZ2dnVqvV7Pz8PGGcu4w48m1OsYn0BqM8AOELkfaZ1vWiFYQ0cFmMzwjWarUFHyFM8mmlaigVXTYW0uastM3jVY9XIY52d3cTsn8E4YVCYaGjFHdJAhGG8lf8XppBqeaAzYPfBHkCyXcE4myjVxpxoHQV8Lfz+XwhGMN5+fPzzzOu2mheZyN6kw3YTcbGsvdZ5fWWBdrXPSf//eD/WC6Xg0Kx3W7b2dmZlUqlhLcD/vY2STthPYGxx4ojxOhclsabTCR+8Xdml8qYfr9vrVYrEEcoleZStXVaa/z86DfLMf9E9obBY3+glByIEUeI3fl+p9OxXC4XStn6/X5Qgog4EsySY5Y9enCtoklMs9m0vb09Ozw8tKOjIzs6OrJGo5GaLPKKeX4vs2Q56W2JX06EpClifRMJLrfGmOEDxOuy+AQeUKPRKJDBHBMjscpKXp/85QoGkELsXeq5j0wmE8p40YAHHWaxxt7mu7xv3AtxZJaUdbMngM8u8OS8iunWJk+U6NYWyxzCwyEGKI58poKJpNgBc9yrzMe0mRSeCjjgjZXJcvbEbNEgP+ZndlVXhofGxcVFYkEHsFil+ZdgjvDG2OtqTircHzDPI1PHZCn7GXCNP667WNnUuq7LaQQUq5m9YnAdkUYyc6bXAz+7Sg3FvzudThMdstBNh68J74+o+WLz4D2OsPnEgVIMViFmMplwbYB4hPUCq+h9R8/HJB+9mihGqHMDi3w+b5VKJUEIgTCCoTCrjPAY3anSxirWbnzfqBzAZnIymYTvEiVE2ITGfAk1JjcXXrGDw/vocGkUOqWhPI2v31qtlijR8spigOND3Ppj2VhOO28mYZC8SPPo9QfHt0y24hb3rypVS+smy/McK4hYgR0z1vbkOzcFyWZfb6jDZvec0MV37ZXZ65SkuRfiiBlD3rDgQHacWT3hctPLNakI0NgU3IMlb75dp1dPMGkEpYLfZPJjT/yt2wUsCAwO/Jjtx6aHS1/NLr1FfLvudS7Z4g0/lIVYdOExEeusyEalfg72maN1/NzC3WA+nycydGwUjzU7RihVq9VE+bMvLVs3LNsUpvmSefPL277/fbwGyCB8Hl/S5v+WSaYYYsQSf0dcrsS+VIhNNF9sHjgW9X6BIBN53QFZNJ1OExshJo3Oz88XOnrGzNYf8jPGymPZw8iXr4BAixkL4/Bd5tI24v5cQFAh9uDx7c22WeXlY3T8PzQeNw9paxo6lHpFINT2u7u7oTRtd3fXms3mwvWJZCTv3z1ZxI+9UTWLQ7AepCVufPzASkXEqb7cDAp5JDx5n8rVAv64qlQN3x0TQkzAsf9RmheSfz6fz4c4Hd8DCCQzs9FoZI1Gw3q9XuKz+qoBXz2wLmP63oijWPkHyzBjHRW2Hbi4sFDjYs9ms2GBiGE+ny+4yPP9q1RHPMh48MHgEBtPZCQVJArrDM6WsuoIxvoYRzzveIXROs9J2Pgjq4vFfjqdhvJTltgygeQ7tsQ+r8b3ZoOJRxisxtZsztj1er3gecCkCxvBr5vqiJVRrCpiMgQbYxh33wY3IW7SSB885xVFac/htZapiWLqo7Tz5mwpq05KpZJNJpPEhkCJv81DjDjCRrRSqYTNEa89iDdZaQRvI5SqIXkJ4ugxE8esLOL5zJe5exNwlP3459F8gz1imGS7qqICm01WJoBoGgwGqSWC2LBPp1PLZrOJGF3r+GYhrYQSXYThY+S7pMEQGwc6poE4YksTViNz+VisKiUmNuAuZmnKoljiBuQtGtPwASKa97eePGJLBm4Og3kmDWjWwbEA32eCCOQPexaBwOWuiuigiO8JZDQ+OxRH/X4/sd+eTqdWKBTCvhyd1jDHrgvuVXHEplWcueQv6bGlqusErzgyu2z9iZKyNMRKbFhlkEYasY8LGwJjEGMx4iBxFT8LQXgMxBRHsWy5z9L5+Wid5yQ+ZwSWeAzzYa8Q9MoqXni94f+611cLtwNv9Lhk0xupM2nU7XYDccTeRxhjq5SZPzTS1ATIMOLwGf7bfA4mi9JKxZYRSPwa/PdpXWxWIZDS7i/7DOxR6csY+H0wnwqbBSYO2dMHpAWraFipiASxVxydn59bq9VaSFI+tuKIySJONFUqlbDpRgkaDig1PEHE3Si9YuEqch3jHAQ2b6ozmcyC2ohLSfHdMzksMndz4ZtTeAPsRqMRStK4NI0N26GMAwni1z6MaTNLxMMcN8c8NFkNxGsh1hQzSyQkfDyRzWZD9180imJjffbljN3GvI+QHF32ffrOcX4+4KoF9mv2xHGtVrPJZBLU2fz5OQkznU6tXq8n+BAIaXK5XNiTYzyzIfg64EFL1ZhJwz953bP7DwksZFBGsGR2mUzNywa5S1KaaRiTRMgMYaHnTQAWJLPLDasCRWGdwYojv/HBYgKixHdmYB+2dZ2XsPHncjts9jlw5IWeyXxvOMj+RvwewmaCS0s4KOFSck4qYF3AhpGDKQ6y1mld8OVWTCAhMVOtVkMgxpvI25bdeXm+J4+uGlue6ImVo8XURTH1EpNPy/4/sbKCmHE6YhPMJzDtXaf/vXA78Njx5tjse5VGHMFHD7ElK458CcZjllT5z8nK5Gq1GoyE9/f3bX9/P3jEYMPtj3K5HJ0bmWRf9bwwthBvx5RGIKo4RjdLxulaxzcLXnHEyRusaVAYHR4ehvK0ZrO5oJqDQgbNpsySJWmsMvIlad4exZeG8ZrgzeVjCV0c2WzW+v2+dTodOz8/t/Pzczs7O7OzszNrtVo2GAxSiaNYbMsx7rLv1Kuo+eASNd5PlMvlhLKLPdvMLCi52P8Ie+uLi4uE8pLnQ/xfMQ8gybdOa+y9K45AHOHL41I1eRwlwYMKAS4PhmWLgGeD+fEy4qjX61mr1QoLJhY3vAYCAyai1ukCFgSGDwY5IEQ2jz0AuDzHE0frKvXm2mkE7LzYsLSYPwM+E3++mLEmsI6fXbg9QDz6DR+CpBhphCw71/qnKVHWAVhLeS5gdUGtVkvIyFl1cJvr3mdu00rE0t7D/y7mMz8+VyGNYq8X+/2YQolJN1adFIvFRHy3jiWKwu0RK1WLKY7wv2fPPcwfXKqG47qbuvv+jDEvRK/cODw8THShqtfriVJXPrg1N88/qxLS+N5ns1koXctms1F/oxhxhLl9HT3nhNvBl33xmoYSKvhv7e3t2cHBgT179syOjo6s2WwudDLHY3QBY2KI93zev4gV774BE+5DzeyJLlzf3ksIsTfUNiCOTk5O7Pj42E5PT+3k5MT6/X4qaYSYhvfBq8TxfI6+DBD7cN8wpFgsBpN8fF6QRrxmgwzD/wvzppklvEb933vSaN0U3XdOHHEmnxVHuMC9x5EvDblp0LZOX+ptzsW3vI1tANMQ8yiZz+fByyJ2dDqdhJwWFywmCFYw+K462lgK6wae+GOZDa4V5o0zL0DrTBqZXZ63z0akbSZjZFDarbD58Ao0H4xyiZrPcHOwx2TCuhFHnjzmhEypVEpsWJkc4ba6N31fTxrxpg5II4JiaqNl7xEjpNLIoGUEUux8eFPCm2NcN1wCuE7/e+H28MSRL1VDzOjNsTlJCcURVEftdtvM4t2YHuPzeVUdf054xYA4euWVV+yVV16x58+fW71eT1Un8GaZ3ydtLPtz8iTxfD63XC6XII3YS6VcLieUoxiXq7yf8PTAqp3YtYvrdnd31/b39+3o6MheeeWVQHYy+YHDzEJMzMlFXE+e6MVz4/E4KAv9wTFpmh8Txhq/Rz6ft16vF8pbT09P7fj42F68eGEvX760fr+fqjjynT5jt2nfaezW7LLqxyuOUM4KjyL4OnnlMj6vmYXEXKlUskwmE7gQ9oVi83HuTnnbuOSu8WAeR/gSkcXsdDrWarXCJFgoFEKphdn1Jlz/+/z4PsDvxQOCCZWbvHfswr0t5vN5opUoy85LpVJCPutl6oVCwQaDQSLLjAHBF7ovjdEmVHgM+LEf6/zEGy5eCFkquorC77GxzsSWsP5Iu364Iwonf6BKYqKIyaNCobBWG5WYAScH2WygyQ0hKpXKjQM0jgFwDmmKIVYB4nfxGl7i78+fM8383gCTR/wc3+K+37yzySgH5EyoL/NEEzYD3jsFxrvw1sFmij3SYs0XvFHtY8PHuFyKx6qemLcRSlLq9XriNTw5zCU+foylqRo8yQvE/FdiB29WReRuDvy1wOQDJ3Cq1WrCzwjXL7yNarXawjqC68WXnvGa6EvAeD0AqREjjjDWmeRixRErnlgBlc/nrd1uh/I0lKuh1LXX66X6+d7HOpTJZIKoYjQahfuIIZbtMfA9gfxlCxo8BgFcr9cTayx/x1wGaGZrsed+EI8j/jJRGgUJ12w2C8xlvV5fuNBWmQiZhY1dqHcNJlZik/i6TdpekssXGv5PWNQgeaxUKtZoNALRh5IF3OdJxcsF18XAS9h8xDL0PqDjg6Wsq3QZ06ZI2CYwaYTxwdJpVhGPx+OEn8c6rXsczMU8C6CGQIck9ny4LXHk4xa8nidp+L6X9eM53tj69uCx5FjsfxAjkNIM9KfTaaKTDXfBwsFqcSYahc2AjxdZbYRuTN43jNW7vgxtHa6NmKqAY916vW71et0ajYbV63Xb399PtC2H2hJ7DN7gebIoTaExn8+jhsCs9r8qWR6Laa6bZBfWH7HrFWsXE5w46vW6HRwc2OHhoe3v79vOzk7w4uISSp88hQKfVcaY86EcYh9Qvp7Z04jL1GBgjfP2ayE+R4wAy+Vy1u127fT01E5PT63Valm32014G3kP0vueX3hsQ6ENXmMwGCREFfg+Qfjg+2POgA3wucSQvVd5TeZ5tFAoLBB490mcpeHeFUeswoHhGzIVII0Gg4G12+2wIPnazauklywP8397X/IuVu3gMLO1q0U0S2ZXuIMM/2+YNEKAAJkxatWr1ap1u10rl8sJN3i+xcUuCPeN2OIaI4w8gcwTMjLr3FUtzTBaELYBTBzxuMFzsc4j67buxTKBrN7hUg/fEek2xJF/L9zGynM8cRRTI2CjwK2/kcH0GU4+DyCmdPJqS573xuPxQhtkJo+8zYCIo80EiBVfvtVoNELHXwY2TLE19LHJo1gVAhNj/Nn29vZCiRqIo3q9HtqWM0GeZsTrW4bj8Xw+j5LAeG2vysB5+nPH8zHFk//MwtOFj2PhDYT9GXdI29nZCb5GuIY94RlTx2GfPhwOQ0lpp9MJx2AwSCWOvFqXD5S+xRK5MQsJ3M9mXzfHbrVaQWUE4ggkDCtg75s88kQOPhP2zMPhMMEzxEgjM0vMNSzUgKk5PwdiOkYc5fP5hWS32cN3O7834gju4Jgw2ekfpNFoNLJ+v2/tdttOTk6CBNZ3I0BgmgYscsuY/LsGLoJqtZrwSoCZ3ToBg3U2m4WSAh9QI7ME9no4HIZaU5BGyMgWi0Xr9Xqhlp2d4pGhViApPCRWzcR5RUWsNEMbImFb4ddqfg5BC5IznKRZN+LIbLFtMRM6vtSOS+5uun6zwsmrncwuv0dfymJmC4QTHqNzy87OTsji4vyxlnPAifdheJUTlyb4AxsITxrhgJ+DJwiEzQISidjYgFyp1+sJjzCvsPGqgHVZP32SiROlKMPb2dlJtDDf3d0NZT6IezHP8aabySHuLMeKjOFwaPP5PHyPiKdBBJtZQhWCc/TfH8cyPraR6mgzkKacB5EL4gjXKg6UqeEWhCf2wfzaZpdrAeZ9VAOhROzs7Mz6/f5CggHj2xOjfAsSIxaHc/ml36uDjIFgAcpgVro+NCHNMRGvo5woMrOgwsJaCfIMCSDMMyyowb4b/kjgK2KqTSSM8B5cJvzQZcD3rjjiLx2KFy5P63Q6iRafvlMLDlz4MWQymdROL/flvYDW3kwawXx33cCDlUkjZI9ZjsxMZq/Xs3q9bq1WK2Rk/ffM0l0smoJw34hlEVcljmKlapxJf+xuL4LwmODsFa/f3kfDl6usG7z6kMkjH7TiWJagWgYfEHsFtFncm4ANNfH3TDhVKhXb399f8EpAVzh8No470uIdfm/2UOD5D92wlimOfPfJdSIIhNvDl5Sw4gjlL0w24v+/rDvpY34Wvh8r/UGpGkyFDw4OgtoIbcy5kxxvFLklOcYH+77g/mAwsNlsFsyLG41GGNOsSvTeZZ48WhbrCJsFTx7x9eo7/h0cHASyCGQnCM/YugbiA3HwaDQKiqPT01N7+fKlnZycWLfbXVAbIUZO8xpio2h8Dr7l5IhPQmUymdCtDYkKGFCjKoDXzocsVeNkMq/dXJ4GAq7X64WYiVXDvnQN5DWTSBDWxFSbuVzOer1eQpmEsrmHxL0SR7jP6iMc/X5/QaaG7AaXfyEjsIw4ymazgXTyf39f3V7K5XIi6CsWiw9eZ7gqcJHiPquPZrNZaIfo6yb7/X5QGeH7ZF8nDojBWq/jBkLYfKRlNmKBFft5+FK1GMsvCNsCr4bBWImVRnBpxTpuXmLksvda8Oqg2/gixkysOSD2QaAnjryRdy6Xs1qtFlTbUAZXq9VEcM6by5jqKO1/yrJ6qCLgaejVRuxxxJ9j3ZsICDcD+2uxeXS9XrdisWjD4dDMLk2xvYr3oX1IroKfo7hUDUoAqDjgb1Sv1xMbcK84YuLIdyrmck+oJ2azmTWbzcQGGGoE+J7wOMb7pCXCYmX5wmbAJzqwRqAqhEnO58+f29HRkTWbzUTZNSf7sUbE1KcoVev1enZ+fm4nJyf28uVLe+2116zdbkfJId9xjYkO3HrSFvCfySuCuQrAVwT4RMVDEUdMEqGqiAlzkEZIQFUqFTOzBWJ6NBoFEQ3Wc8y1+C6z2WyiQQ+vt/j+zCwIcB5D7X2vxBFnxMwuJ0PIrPjiAePmvQdwu6zkDAMK7uz8d/dBHGUyGatUKgn5INoKek+BdQBPQn7iwC0v8Hjc7/cTSjDuqsaMJxjr28j8BeG6SAuiYgEVDs64Y/FD+UVMZr9O41gQHgIYH5BMp2UO/e26IhbA+mTKXWy+QPpAmcCqJjNLBIB8IAbiv8HjRqORUBpVq9Ugg0cAG1vT/UbBr+++Wx5II26GwUaprDjipOA6xjvC7YBxwMQKl6pBxY9NItrB+w5M61LunRYLsKenVxzt7OyETThvwNknFLEvNo0oq/E+Me1221qtls3ncxsOh0HNCdIIMXZMHZlWqrbKITxNpJGEvAbU6/VwrT579sxeeeWVQOr6qhDsnZl84HWBiSN0NHv58qW9973vtVarFVUUxTyG/DqT9tn4M8Zidb8+MoESe+2HII74luMifB9ehY3xjLLCnZ2dhNk4SGOQRvweEHYwEefVm1i/vQryoXAvxJFZvP3rlSfzM6aVg8HAKpVK4haMfAwgjjDBDwaDBHF0H19qtVpNPObBEzMPXBWxoPw62YZYljX2uqsAiiQ/OSALEsN8fun8npZhjRFXjx1cCE8LsXEQy17EngO87DR2nQvCtkFkwM2AjTYTRtxpNRYIgzjiNr9cOlcoFIK/AwJ33gCkwW8M+L2xUWCSiO+fn58HU9Jer7fQSY3fQ3jaiMWFXvXGhCaXvbA9AWwn4EvC18xjqtJ4c+Y7K6KTGndUQ/tybMJLpVJCMYgxiM/c6/XC544RRrhtt9thrHP5HzpQwTYCG1JsHn1yN+YntY4KL+Fm4FjW+whiT4uyJ5CdOzs7oYtabNyCgMT1y0nTyWSSuF5BcuI4Pz9P9Tjy19p144a0fau/ftfhevbnA2BM+r3IdDpNNJfyh5lF9yZQMlWr1UTncj+HYvzDnHsjFEc3BU+Ok8kk4Z3AAYtHLpdLTKYsv74vxRGyfrxotlotazabocPaTV6XL0AsWL4m1E8MsQuQsxY3+fwgh7gdMIy9wJb6dqaQ+vZ6vaDi8MZp3tyMFSCPPTkITwM+K8djJDY2vOcIP/bkkjJ2giDcBEwGIZjkgDhNcQR/E8xjXCLEXZe4YQhig2VqAw74eZMJf0l0S+XNb7fbtbOzMzs9PbV2ux1IAPay8Z9Zc+XTRFoCMu0646w/+2Fhg4lbEI/wJgFx+Rifzxvhc+nd/v5+6EIFwgjWDDGCDKqqyWSS2GTzLZepgXjtdDrW7/dtPp8nuhFzeTwnV2PJK98F1rdBZ3J5HbylhNXhE/zcdYy7j6GcEubqUKrxWE3rngZlIK4T3iOfnp7ayclJGLecLEhTEN5VgjX2t08tcYXzhAIY98EPYJ6EmqtcLtt4PE78b3HLquVKpRKId7NLoolfu9frbZbi6Kbw9fdml/KtNLB/EgaEl+ndJTKZjJVKpfCP63Q6dn5+Hmqii8XijV+XsyLe94CDSW8AzptkNsK+7efkixgTB0uYIZtEO0juyMJ13zAJBKHkW5hichOEqxCTdPuxkma+5w/87TIVnyAIwlVglQ+vZVAa+M0hbjHPMPmNzS38BTme4e5LaWQ3Z5ixUeVbkEasiuCyGhAB6GjDjUD4nDVHPl34NRSHjyl5U4JrljdE6MR0enoarh3egIJ0eQywoTDUGii729/ft8PDQ9vf318gjjjhDCJmOp1aJpOx4XAYFBnoQIXxApKITbHRgRh/y404vFoojUDihDoIABBHTEaxKlFYb8TmTuy5YJTMB5RxII6wPvjx6pMKZsmOXyhJhmLu7OzMjo+P7ezsLChNB4NBtIvZfds4PBWyKA3shcTCEsyTqIKaTCahQgrVSyhp5woqLmvFnp5fF8ShFEc0QeI5uJOnAcQRWDwvq72PLxUt6TGAuR56WVndMvCk4T0SEEjG/J+QIUFpGS4k3gzf9Hx44TWzYOjFteFMDGGhRGDKMl7eqCNzg3PjAScIV8EHvGnGtDyG0kgjvk0r/RQEQbgKiGF43sDG22dpEYD7xhXIPmJ9h+qIYxpWSeJvPXnkPVh4owmFNDb52AhDSQH1UWzzz5ls4enCq9m5jIvbY2Nd5Piclfbn5+d2enpqx8fHdn5+HmI/Vhw9xrXC8Sti1UajYY1Gw5rNpu3t7aUqjorFYtRrZTab2WAwCOqB09PTcHt6ehqIVhBEfJvL5RbUQTHiyBNIZpdjmTshcszNjYekOHoa8GpNHo/c6RoHrt16vZ5QHPF49QlQvA8URxizXJp2fn6eII5AdPouZsvK0/z9VT8/Pnfs/k1e86GB/6E/f157sd5yZ8bJZBKIQPzPQFbzft9X92Sz2YTaE8TRViuOfLaO/wHLvpi0mlAsfPex+cM/krOBuL+sA9wyQCYcMzhjogadHmq1WhjMpVIpsVjgO7kN+ILlx2BJfRYT93u9XsjGICPDsl9c/EwawUleEFaBL+nE4b1F+PBeB77ULbboCoIgrAoE1Szr90ogf6BUjTcNXKaGjWxMCRIjjGLBK5tfs0qEFRNQTWDjwKbYrDgSnj5iil3vZZRWqsZlEiAgmTjyCvPHLlXznahAFO3t7SUeowwIzXhYbcFWC4hvz8/Pg1rj5OTEjo+PrdPphCS2t2mAX1laqVqa2sjsshKDqyp4jMY62gnrjVhykpMHII6w12s2m9FSNew5eazyvhfrEchekEU8/+M+VKYx4ih2fd411p0ougo8Xr3iiP3SME7NLBBF7JWEzmxeqJHJZAJpBJKbeY6H+v7Wijgyu5wgmUS6ivzBYME/xd/eNfif6z1VblNvCDd2sI0IHjGBIFPSaDQSg9oznvjst806gP3EuaE8LdaekT0U+v2+nZycWLVatVKpFF4DCy9e2yxZmigIq4A3S75ELdYKO1b26Z+LkUYijwRBWBWsEEBpmg/gY7f8N8tK1ZgUZ/Ibf8u3OBcubeFsMzYLJycnYdOATQS6v3D5f5rHkfB0wQoHJo3SCEq+pkBcMHH08uVLa7fbC6WR61Kq1mg0gsro4ODAdnd3E+bC2JSXy+XgJQIFD4xoR6NRQq0Hwuzly5f28uVL63a7IR5mM+LpdGqlUimhOIqZW6NVd6xUDa+L7549jlgRwpt8YT2RVqbmFUdI0vPeD+IBrA3sc8Svze/hFUfonMbeRjhiiqNlvka3vc7SfPKeyvXr9+Bml/taLunF/4fjBC5Lw3NcslYoFEJZG0plQVxjf61StZ/54vEFXcdrJFZicl9fJr8XbzZvq1bgi4i7xGHy2NnZCYsO+w35mlbf4u82nxNEGMrgYh4Nno0eDAZWr9cDaQSGlRc5syRpxFktQVgGny2Nye3TzLA9aRQzlb9tiacgCNsJDgrNLHHf/57/nTSPoxh5xGu+2eJGBFlmVhyhhBwZZ5TXwBwVJNJoNIqWz2ht3iz45ItXu/vY0iyeSWfFUbvdXlC/PGbjE1YcoXnL4eGhHR0d2e7ubihf894xZhaSnCCQmHxl4ujk5MRevnxpL168sE6nkxgvHB/PZrNUj6O0uJoVjJykZXPswWCQuqkX1hdeacTjEWMRiiMus2TFkfc44qRETCXIiqOTkxN77bXX7Pz8PBi642ByE7jPErKnfs368/ceR5hHuaIK6zyqd1DinrbnRiKq1WqFslrssbe6VM3s6Tmqm92dMoGJIw4a0baTzSm9jBWspF+Q0OaTN9qrkFyYdFYteeP/F3ecg2S50+mEyQ7SZZyfb5MuCNfBss2Tn3T5mvZeIr1eLxE0e3+Hh/5MaYf/fLjvb5/iXCoITx1pAbZPauExyG2ei1CegA2tL0tI65iaVtqCDSbKi+A96FuHdzodG41G9/0VCWsAr3BjdTt7Z/LGBCQGK9mw2cQ1FSNMHmIN8uMLJXfc+RcKo/39fWs2m1atVgNZxJswnDcTRky6xnzB4A2WpsjI5XILSiPf4hyHVxxxBQYTSH5zLzwdxGI7XgdwbTYajYQqjj2OOF41S8a8TDjCCJsVp1CdtlqthdJkqI1U8ngz8HjFHMLrdrlctnq9nmgW5ZXHMYxGowVvq/uqrFqGtSOOniLualHkxSrmYcALOC/e/X4/TDJsmo37kLNx+z9MUFeVAK4K/l0MDpY+s18DBgqyoY9x4QtPFz6QwjjhYAqeW7wgFgqFIL1l00y8FrJ4/X4/ETTDgySNpLkP+BICVkuZ2UImIvbY/0wEkiA8DjhZ45WO2NQiq7yzs2O7u7vBf6XZbCbII59hjBmWsokuVA5I4nDXU+7G9JjKEOFhwXYLTBZVq9Xgp5J2zXmVeWwd4s3rQ30WnxiFTwhi49jhPxu3vOfNNhvJo6STy3q4lBPHskQWyCMuB4XJbS6Xk8H1hsMr3bEmMGGEbtXw44InF6tNisViogU8X1esTmOSiJsfYB3w5ZO69m6PtHmSyeFYfO6Tw1x+ft1KrPuCiKM1Ay4kKHE8IYPfYYM8VvOsclxcXAQDwPtS+sTIIxBaCFQnk8nS7KkgxMCTMAgjTKpYKEECISPa7/dDG0wQRzB9BzEEWWmv1wvZV5A1sc3ZfQIZU2+8D7LXZyhxYNH3P5eHmCA8HryfDN9yKQIUEXt7e6FNeLPZtHq9Hjbx2GDyXOSDU2xImUDnFsz9fj8QSurEtH1g1S1KuaBuwHUIH5VisRiSezEVTEwdEzvuC1yqzvc9IYYDaj7EwIhBodBAbM0qIzYRhrE8iCM2j49t/hheOcRG2hjX8DjSeNxMpPlz5nK5QBzxeoAEwv7+fqJcDclNJBP52gURhEQoStOYPOIEApu5y1z9buFJoxhhlDbO13VPLOJojeDrmfEcLyDYFLJ8Fgsjq4yYKOL6WK+4uA/wxMgyaCiOEKx6vwZBWBUgjfi64Sy79wDo9Xph7JhZWKQRYGYyGRsOhyETg4CZVT68AODxfYHN6Hksw7iT2+/6DNN0OrVcLmeTySRRcqogVBAeB+w9yOrffD6/sFGA4ggZZhBLXiHBHhb+YOUlCHTMg0wcabOwvfDdm7iUC2QlG7CCXElTteIwe7jyaPYk9A0ysHZ6lRETR5y05IQLx9fez4jL09A5jrsOLvvs/P1x1cB4PA4EXaFQSBC5io03D6w04rXA79mYONrb20uULlcqlQRxBEGBTxJ0u91w/aJzJspKsQ5wLKkkwu3hLSOuqgZIe411HfsijtYMWFA4u8PKAWQRuSadMyuxo9lshraorLZ4qFIbX66GTKeII+Em8AQOT76xdrVYRPkaY1ITgSdk6Ww66MvD4JUE4uo+xpDPBnu/k2w2m+hawwd/fnxXmE8EQXgc+EQKHxjbrDZixRGv5bGyobQ4IY1AjymOVJ6wXYiVqrGXys7OTkLlxtdczLw5lj1/qPJoH2uysbBXHGEtZRNsX+I5n88TRthsJowuVNiU93q9EFtfRbymeRVhnCLe8Jt3nyB77DIV4XbwJth8zUJxVKvVEuNxf3/f9vf3rVarhT0fqwHNLsssOQEKkujs7MxOT0+D4sgTR95nS2vB7bFMEbyKKtOXqK0TRBytEXgzbHZJImWz2aAmGA6HgWUG8cJlYF6dUK1Wrd/vB6VFPp8Pm9H7yjD6DBC3loTRNxNHKlUTrguegJlkTdswdbvdUP7FrYcxjnK5XAgSWaKPn/GkDtLoPsGKo2q1as1mMxzZbDaMIdyCKBuPxwv+JyKOBOHxwYojrIelUinqb8TEkS9VhfrDLFn6EiuB4XnQl6qxx5EUR9sF3rhyeQwUDr48Eg1WfHlamuLI7OEa3TApi7EF4ijmawTyqFQqhfHiy7pBsnrF0cuXL63dbgcVHw6o9q76rMtK1VCuxn5j2rxvJrikEtcs1gRfuoy1YH9/P6iMmCTF3gmlaoh30e0QRthMHHGp2nA4TKwffhwLN0ea4ihmgJ+GdYzdRRytGXxpGktx09qGgwyKmWNXq1UbDodmZonfg9fLfSGWYeVOcYPBIKHoWMfBIawnOCDlNsHz+XyhPIM3Svn869MdeyBgsc7lciGziGwksjlMHMUygPcBjGsEEmglvLu7a7lcbqELxmAwCMGIb8MqUlYQHhfLEinsLcNmqOj8xOU32Gh4xZFXMcRK1bjdsi9Vk+Jo++A9jpg44vb0rDjyG6G0rPljlKp5P81YqRo+U61Ws0KhYOPxOJwvCBv2hkEy6ezszE5OTuz4+Nja7XaiVBzjZ5XPzOuyH6cgvFj1IWwevJUHV2TgevWJhP39fTs4OAhm2P5gfy4uscR1C8IIpu6sOBqNRg/uS7Yt8N9nWtMaP3eue7wu4mjNkDZgYxcSnstms1YsFm0wGITFkhdNM0tMSrVaLQSPvPD6+2nvuwpYdcSSTGRMEQRLbSTcBLEAFYsndyphNQ4CYJSnMZFqZgniFQf8HQBvxn1fpWocCKM9NwIJVhvyOMLf4XtAYHpfBviCcNfwJRmx+8twF+PRv8Z1X5OJZdyy15/fwMJTBu2Wm81mIJIajUaiGxu36mU/I69cgFoCR6fTWVAbyeNou4E1hhXrWGdYdevNo2NlLY/ZuTOm5PNlaYh9sa7jc0GNy96hIFl57OBotVrW7XYT5WSrqjRiG/OYcsurB/G9r+qNIqw3Yv6vnEBgBSoOPMexKAPXC0hP2C6wtxEII6wFrDgV7h5+b7KMcGesc4kaIOLoiSC2SPja7MlkEjaR/HN0hoA8F5vOTCYTJiMvf7yPjmuxVoLrOjCEpwlMyrHsO5v/saKP1QDeyB0LOnuBABcXF/f2OZg88ueVz+eXBo0IgrlrocaZsK7w68Kqh1l8M3bbDWzMpyX2mrGAjwlcPsrlcuqGYGdnxw4ODhZaLaNM1idz8L4XFxcJLzeoJJBxRraZNw5oHw5C3c+J2oxuB2Km0lwyw53UsJ7g97031mNeO7wJZ5NvbmW+jAiDx5BX5KFrGrcs95/Zl+ytcq4+oerVhEhG4bwQp/MmXwbGTxtcJsrXa6PRCA0R0NWwUqkkrlmO43jMcaIQKlOQn6wuUnnyemHZvt7/r9cJIo42BGmlKZlMJmH6y8HoxcWFNRqNhEKpXC7bfD4PAa8gPDVw5i7WccxnCJeRRyj1xM+RnYFJ9n2SR75TDAJ7tOuNlbUi6ERwwGokQVhXsKImJsX3P/clqj4Tf5uA2MvKfZYw9vv4DDxmeXOIbDKURVAZcdccbHK5PMiTZL5pBpcmsDoCZbdoIx4jjqBOgnJk3YJT4X4RK/NiVTjiP1blmFkgjtaBxMD5s7EwSKPd3d1g8s3EESv2sFZiDPHY6XQ6QaHHm20eL9eda2JKfMQb3LkOYxv/o5hCUOP1aYLV7iCOuCRtb28vQXayj5HZ5XrDY46ThVxqyco5Lk9WafJ6w8fr91XdcFOIONoAcCCJzBA/XywWrdPphPpYs0sH/l6vF9hu+B7B/0UQnhr8po9L19jLwy+aafLhWq1mw+EwBHBM0N4nYgEmssGFQiFVBYHSFSgKpDgS1h2eLOLyS1z/3L4Yj/0496UjN0HMiwDksFci8S0+h+/uhINLTZFVxgESCQokZJmZ9PUKKDNLEEfY7DJZhO45TCZ1u90FxUjanChsPmLdb6FwALCm4D4Tj1zm+FjXjvdqYm+YWHc4TpyCOIKhMI8jjBeQNrF25ddVOMZUXtyEg5M/7CnlPcke+zsXbg5vk1Cv1wNpFCOOmOw0i/vm+K7bnjhCwsBfx7p+1hOcJFrH2F3E0YbAb2h5QsFmmDMtmGD6/b7t7u6GWmr8riSMwlOEX0i5XA2LpW+dy8EcNnpcpjYYDBYW6fsmY9IMFHF4pRFuZ7NZ8HYaDAZSHAlrD698YBNoEEVexcMtiHlcsy/ITYNiJqCgtsB9IBbY4TP4sVosFhPE0e7urh0cHIRNws7OzoInS6lUChtJnwjCfXiywMQXpWkvX76009PToJiAagIHui/6702biO0Bk7WxVvaFQiGq4sM1B+Lxsf2x0krVuDscq/g4eerj4F6vF4gjdJ7CphukzbJuSFeNn1h5IK/t3LkOpDDGJjb9o9EoQfYKTw8gjqCSw/UKA2woUrlUzTdD8CpYzOMc+6GTJhRH+BmPW2E9wTHFOpJHIo42BJg8cB+LPBQHMdKIGWgojYrFolWrVS1KwpPFMvKIA12+xpk48oaFw+Ew4Z0EL7H7nsx9gMltuZk0wnlks1mbzWZhbPPGe90WHkFgxDZTbAAfO3g88hjP5XK3ysZj3uBSbV+WEpOOe9UizPVLpVLYHOzs7IQNwuHhoR0cHFij0Qi/C8KaO47GlE5shgrF0dnZmb148cJeffVVOz4+Dhtef2DzKcNdgcla7oCbz+cTSjSML7T7XrdSNSR7PEHLvmHwB0wrVfMlnlDspZX4xMblqufru8CxygvzGsjc6XSaOAf50zxteMUROuZiXYDaqF6vh1I1H8Px9cdxrlcccYMEjGEmHjXfrx9iZWrrBhFHGwJmoDOZTChZQ+AJNcJkMklkKbEpZtJoPB5rURKeHGLyXW+OzSUt+N2YETUrjobDYfgbvFasjOQuEfNd4nI1/j1WJ6GUAASTStWEdUea74cv9/JNHObzeSCNML5zudytsqm+5NuXiMVUfnguZjRcqVSCCgIbhL29vUAcPXv2LNGgwhNmsffhzTw2ve12205PT+3ly5f23ve+1168eGH9fn+hbThv9n3JgzYR2wWvOmISA2uJ2aWqzxuxc8OJxy5Vw5odKwmNeRxxPMweR2hhfnZ2FvWGYeXhdUkjs8WmF/479+W2TA6z0ktm9k8XiNW4VA0NEg4PDwPJiW6AXC3ilUZM+seII/jbdrvdhQ6AIo7WFz7OWDeIONoQ+EUEFxy3DudgExPLbDYL2Rqw31gkS6VSQtHg76dhle4R3ruCX1sQbgrve8KZ0phHgVm6SSh3V0Omj/1X7uJ65dfA/ZjyAmojVhzFAgj8vh9bgrCO8GWiuMb5WmciiQklMwvjGgEze5ndBMjws0LRl7ry2ON5hA16/QG1EYijvb29UKpWr9cXfJxYJcwb1JifxWAwSJTZnJ6e2unpqQ0Gg4SZL7dQv26ZjbB54ISDj9G4OQor+3hMpF1LD/0ZsG7z+IMRfb1eT5Sp+XIwP4Y6nY61Wi1rtVqhtDPmLXSd8wP4e2YCHMQReyiC1JpMJokyNe9LpnH79ADFEdY7Jjt3dnYCWYQ1kDtce5URDpShsbIUpWooT+ZxKmHA+oJL09aVQBJxtKHgYDNWXoMFCsbZkOkiO1OtVs3MEuQPkz1m6Rezl+xXKpXEoseu/2xYKAh3AU8aIdPO5FHMEJYJpJgZ710TMbEOUplMJrRpRZdDLnlBkDmdThNmmmwEHjPwFIR1gE88cJkJSBYo/XD9LyOOvKLmtv4NnLllpWKMOOL5Yz6fB8UuexXhQCkCSmfgX8HdlHgO8GVyPJ/hgAF+jBRP82HxyR9WXWqe2C7EkoKcxPOKJH/wdfqYG5uYbxCXdbMhtllyPHEjCWy22UiYS/J8efuy84kdTBKBNGAfNLPL2IXtJrxSUMbYTxsxT00uU0ZJJchF30WU1ydcGzB352vXq+w9dP08DmJCjBhiiZ11UQiLONoC8CLELcXNzMrlcnDeR7YFkxcrGDhgR3YkDSCOQBphwQO4XK7b7Qbzt3VjVYWnB28WyKSR32DFDGH9pB47+PduA9+6m1VGvPkEecRBpyeNQMjGPqOCTGEdEBtLTBzV6/VQ0oUOY7juee1hPxBWQjCpcptSNQ7I+cBrM1HLBA13YvSKI5TOcJcn7pzmN+wMX3aLI609N88leL3ZbGaZTCaYfXvF4k3KboTNhCeN8vm8XVxcWKFQsOl0GtYfViY9pmLcK9x5PfXq4FgZO8Y6KzbSfJxWPZ9YQsiTRqywRMML7orM3lJeYfLYG0fhdvDXa6xUmdcGs0vCE9cqE569Xs9arVbCzD2mkNM187BYZf/g501fIu8frwNEHG0BvCIBz83n80TLxk6nEzK9pVIpBMPlcjksVjDg5YxoDFx6gCAem93RaBRkwWnmb4JwU3CpGpexpBl6xsij+yaN8DreCBiZUij/WHmEINOXsbDk3svZ1S1JWAfECCMcUNjVarUg10cr7Wq1miCOMEZAHPEm0Jdj3QQgjjBX4Nb7ufAc4xVHsYPNsZk44oxyjDiKbXRxTt7zBOQQe6jgtfEzTySxekrzhABcZTewTuXQMZWwt0bwm29PEPMmHOOK19LrJGD4e+PvD8QRiCJ/i3XcnyuXyqaZcwtPC8tUcmnELOZqLq9EORqS/p1OJ6E44vhPpcmPj7Q9BcP/v2K3j00kiTjaEiDTaJYMRovFYiCOeIMKH5VqtZrwScIEtwysOEKACiIpm83acDgMEx0TR4JwW3jSiJU4aWUnuLZjzP91MgXXgZcrc007TD65dIf9XjCefFvhmEJCAaawLuBSGFYzsLEt2hLv7+8Ho9C0jCwUNDzmb6uww7zBCgSQNDHiiMkjJo6Y9AUphk453vQ0pjbCfSZ2eC5jVYQniNmrDV5P3A0OxFEsG615QjBLrk9QG8HagLt1sqptHcgjT3L5JhastPOKZC5XGwwGC001Vi1T8wQWbr13GyuQisViwk7Cq4n93CaPmqeLmELOV3XwtczXAxvVc9c0WI2wmfs6GNdvK/x8eNX8uOznMcLIP//QEHG0BWCZus9gFgqFwFiznwraHWPziWC0VCpduWiBYMLvsfool8tZv9+38/PzYFqIiVKKI+Eu4BV2nKWPeYF4LFMc3WWQDAII4wrjDxtP9nnhgNPsUr3Hn3NZqZogPCbS1EZYG0AcoV39s2fP7OjoyGq1WkJlxB3HoH5lxcxts/Gz2WxBgZCmVvTlaoVCIaEyYuKI/crgZRHreuhv8TnYr42VEUyGgwCPbeoRA4BI8qomrb2CB29ucX3PZrMFUuaxY7e0OYXPk8u/YsRRrEzNl8CuOqd4EouVkpwg4gOebT4h5L3N5F24GUgrVcPey1/TZovqcm6K0Gq1FogjrzjCawiPh1X3EVepjB77/yjiaEuAxSabzdrFxUVY7HO5nHW73YSPCogc/B0rjcrl8pUXLSuOcItNbKFQsF6vFwxCVaom3CU8MepVOOxVch2Po/sIjr3iCKQRvF48eYTxOZ/PE+OFP2uMIFuHhUYQPHHEGyu0rIfi6PDw0J4/f26NRmOBMGLF0V2bRsJDAoQRd6nx6gNPHsHTj829cbBikA/eKOI78vDtlr0aynscsS8Nb5h5PuOW4jiy2azmCsHMkmQMkohYW70Hy2Oqjfwa7b0CYx5HXKrGcYEnj7yv0CrKDT/H+c6o/mD1kV/XPXEkj6PNQewa8Y0fzGwh7kRigz1iQRzB44gVR/K4fFysMjeuqjTy8c1jzgEijrYAfIGx+gBlY6iT7fV6C50oQPwgS7qKgoE32hx0mL2eUfFdZWKZV010wk2Q5glSLBYXuqRwQIhNU0xqzmPhroJl/D23ZYXqgo2xffkoSNiYD4Ivx1umqhKEh0ZMdcRqVLTRhpH0wcGBNZvNBcKIFUfAXa0XnjiCX0SMOPIEEndD9CojJFFYpcGlCP57wmfiDTvmK/Y8Ye9B/i7L5XJIEqFcAfdBKqFZBvtDQcV1lc+CsNmIJU5i3XXXoUQtRkanldJx6ScrkmMqQ1+Sep1SNV+CDlIZzS58yVqhUEis62lKYjW8ePqIjSnvdYn/rVeGxhRHsP2A4ogVc1DKCQ8PTkJ7s3xvnM+/z/Dltf72sSDiaMvAF5uX3Pt2v35zfZ2LNS2g4E1ALAvDXWvuKossbA+YSEHQNRwOLZvNWrlcDv4F3gSTF2smS+v1egja8FpMdGKjhfe+DtgcGOU6vhU5B5kIKvC3HAj7LjE+wNT4EdYByxR9ywJpfxtLNGA8xG6XgX93NpslWo2D3M3n8wttuf26mM/nE+VoXH7qjU65BIG/FyZofODpvxsmm3mDkMvlrFwuh3lgMplE1Qtc/saecF5l4WMAf56aWzYPnmBhEsMnJh7iGoiVcvLY9GbYnlz2ZCx/rjRzfV8Ce9W5mV2q/dBhkZWHMP1vNpvB6wylSTHCCKqSXq+XaLMu75qnj6vWwZifjY9tQR5BedTv9xdII10jj4e0uAZEMSekPQnP8w4faXYbD/0/FnEkPCjSJJpYaDkg98SWICyD9zYaj8eJzWW5XLZer2f9fj8cCMZAWiIYRWczTMrelBAKghhBeh1ylVV92AhywMmZSc5GxeT3tyV7BeEhkJZh401dTNGzbIPKZWux97rOuWFcciMIlJF4c2wufcG8wYmQWMvyZSoN/zn8uXBJGl6DfdJQ8tfv9xc6MfmkEP+cHzNRHivx5f8T/++EzQH+v/56wGb1pq3qbwpfMo5bxI9cmub9l/wG3MwW5hefzY95pS0rawewlmMcNhqNUHq+u7trBwcHtru7a41GY8HjE3PJeDxOEALoloU26yAGtLZvJtKuuxiJy2buPC6lNloPcOWC9zfzBJInt32p7MXFRaoVxUNDxJHw4OANM/u7lMvlxAYYXgycERaEZfAkDwAPEiaOWH3EGyGUnMAXxMxCAD0YDIIvFzaFPjBd9VqNLSogjrjUheXsMJ3nRYbJMk8eSbEnrCOWybJjmbZV1KdefeTvX3UurFDichP8zJvT+ltsGlkpxcqoVUt7/LnzuWCOwnNQLII0Qme6wWAQVRDjM7DxL9/6Vs+YH3Frdum5lMlkoiok4enDK9SgzMV1ENug3uf/35d74NqPjTcmjVi9wecYK0NjMimmeje7vMa9YgT3PXHUbDaD0mhvb8/29/eD6qhWqyXMkOfzeYgzoDZCtywQR4PBIEHYacxtNvy1x2QuE7mxcamSxseFt6PgGJ+JI1+y7qsI+PDzrhRHwtbAl+iwpB8+CzyI4NUgCFcBk+5kMknIPqfTqZVKpQRpxIojXGOY6MvlcrhvZjYajazX61m32w2TPgJUDi5XJY04g8odV5g48l1XEBzzGPGy+3WQsQqCR5rKiL1HzJIlMriu2XfHb+A8SQTErnlPIqWRStgA8iaRDaf9RhQHfseb8/q2yvy508gu//1wKa1/H8wbtVotUYKLzUOMPOKyIyaNJpNJUDr0er3wGTxRxioTEdObB96k4rpgo3hWHN23jx6PFe9hxJYHMT9CHt84R09Ge4J6FYWjPy9W/6HsvFqtBrN/HLu7u0FxhDUexFGsTA3mx51OJ5ges+JI2CykXW8xMoEN3X2ZGqvOhceB91zzqiOes7zfUcx+wneHZv9CEUfCRsMHAJ6JhdLILDlZSnEkrAruJsQLbalUiiqOBoOB5XK5BHEEGTxMZofDYTAiZLNbvxnkzeZV1yuXoTCBGuvG5A3r/SLDQb6II2EdsYrXUKxczRMXnljB33rixZNE/r3SSCOQwdwWOZfLLYwnT2T5jS0Hjuy1kva+aZ8Dr8P32R+wUqkkvGf4SCONsPHwtyDIoarEeWNDiw3JVd+j8HSB646TEWwW79vVP0SXL+8XwqSpVxx51VFszKaVw3oSib+PZUpHTgSx4ghG/4eHh8Hsv9FohAYxpVIpQXB5xVG327VOp2OdTidKCgubh7TEhFeXswowrVRNxNHjwlcVMHHkfY5ipWpMEnriSIojYavgN8zscTSZTMwsSRqxiaggLANKKDCp4lqbTCZWLBaj/kbwOAIQfIL8yeVyQTYOModb/XLp2HXKNnhRAXGE7lLcTc0rjpiw8sGEr4lWqZqwbljm88MEUVrZSNprpj2Ola4tIzu8lwqIq9hY4se8eYyVpy1TXS37HGzWjfkCASPKu2NHmp8RE0uecBqNRtZutxO+K1ymO51OE58bc58SO5uFWFkMK47Y9+qhPI44c8/m+Wycv4rHkVcVpRFH/Df+XNIOVhyhVA3E0eHhodXr9QUPQ684ipWqdbvdBb8xlaptPmKkkS8r5lJi7z2m2O/x4MvMOca/yuPI/6+562PMIPuhIeJIeHCw9N97HI3H44WBs4ovhCCYWWLDiWsmm83aeDyOEkc4EMD54BT32+221Wq10E6X65OZLPIZzjTwJpPVA75UjT2OfDbVf+ZlXWEEYZ3gN3NcbulJD9++1ivuGLFyr9j78e/GXoNL1a4qgUs7h1WIohi8ahGfNXZOMUKLN/1pxJE3wGbFEcp0WcUIch2JHbwPd5UUNgfLNqqevLjvDapX9Piui7wBi5WqMbHpP1dMcbTqZ2GSmDswst9Yo9Gw3d3dQBxVKpWFchWonUHSss8YFEe9Xm9hLGtt32wsUxzxdQLyaF1IBWHRioJJI64kYK9Utp/g/zX7WaWZY0txJGw0Yos/l+iMx+OEgsK3LRaEq+A3VyCRPHMP0ghd0hDQ8UatVCrZbDYLGcJqtWq1Wi0c/X7fxuPxQktfM0uVkvsMpfcqiSmNYoEwf16fSRWEdUMsCGZVw3A4DF2EKpWKFQoFm0wmiU0W3yJTHzvM4koevvVqoBgZtUwphM+UViK3rIwLP0tTM/BjEDTXeY80c002xo75HKGhAGeyB4NBUECCyOP/p+abzURMeedLMdMI3PuAb2uN+JFL1LzaCOMnlr2PqTRWJWOwIWSFUy6Xs2q1atVqNXRS4wNd1FjRDD/G6XQazgW3TNIhxuCkkEijzUZsLUiL+7wqV9fGw8LPgTHvUuwd0G0RewoQSGkeR94MPUYOPvT/XMSR8OBIK1Url8s2Go1CcOslfIJwG3AA6X0E8vm8VSoVM7OQOeSMAU/+3C0F2XjO3oOkwoSethlNy57GpKyrdmQShHWED3CZjBmPx9bv963dbluxWAzExGQysXa7nZB388GZOlYi+Q2t9xfCz/H3fjMcG2dppFHsd7gcLk3d5MmotKDvpu8RU2n41+GfTafTsKGdTCYJgrzf74cNMUrHOcBlX0JhM+C9OUCqoCV0zNz1Pq+BZWumL+P2qlz2hGGvJu5Uxr5Bq6iF2WeM1+5GoxF8jKBQZoUBE0b4ThE7QAmNUsCYX6HIgc1GjCzi573KLY3MVbz4cIglrHjuhPoQnme7u7u2s7MTyCNUFbA9hk+qYb+S5nH00BBxJDw4OHD3bcixgBeLRRuNRkvLEgRhVSDQ8kFkv98P3YPMLjMFmIy5lIyJI0jQp9NpCPa4yxqCbIYPAmJGn7EaaG+wKwhPEV6dgo0PNk0InlCyMRwOg4Esq/DSzCV54xjzGeLbmKEu+5ZdpTTyz7OCKBb4pymDYgTQXb0HPusyjxZ8dyDUofKq1WrW6/UCYYSDSSJfTi5sDvzmh/2AhsNhGI+c2LjPc+ENs1ccMYEV8zcCOQPCCGs+iCMmaq5LHGEuglK42Wxas9m0er2eII6wOeQurBg78/k8NN9I86rxhJFIo+1AbD735JFPmsRU6cL9IE3xzNU0XLbKxBFbXyD2wPrO84PvoKdSNWHrwAFrzOMIPkej0SgRyAvCdRDbLHEJJBj8Xq9n3W7XCoVCuC4RKJtZyNRjAWDFUb/fT2Tq2UyWvUDw/rwR9bJ7LDJp7TpjZWoKDISngjRJvZkF42WMNWzyer1ewiSe1wgeH2yOy2SQD7K50xmPt2KxmCBwzCx1zbmKRLrq52mkz7K/vcl78HP8WfymYzabBaKcy9g8YYQN8GQySXgoaX3ePDBRA+KIrykQR1xi8VCKI79m+jHv1RcgXZg4AmnkFUfYiK1yLogT0MwCRxpxhLmG/QjZz+2qzlhp3d5EID1dLFO1xtYLtlCIKWVFHj0OeL7k2J6JI943gDhiL1PMYSCOeG7wZWoglD2p/JAQcSQ8ODgA8KVq5XLZhsNh1NdFEG6DZYojbEJLpVIigMRiwMbVyB4MBoOEDxeTRuyvwNcul80gMOcg2CsqmDzl4FzjQXhq4DI1zqyBOML4HI1GoXQNgRWvD3yfjeUxfliJ5AkjqI1KpVLC2JfXJIDH6rLPFBvnsd/zr3Wdv73ue+B3Y6TRbDYL34fvLFUoFGw6nS4QRjhQgssEvBTBmwdW9iCJgv+xL726b8UR3tsrjtJK1Xx7a5CcbDjdbret0+mEJhkgjlZtbMHJHmwKa7Wa7e7uLhBHrM7C2PFlKL1e70rFkcrUNg+xeI7VpzHF0SqlakowPgy80iiWnEKlAspYd3d3rdFoJBLFqyiOlnkcPTREHAkPDi5V8+bY6HCFYEDm2MJdwJeqeY8jbD55c2R2ea16g7tGoxGCTSzM/Lqe8OSMBD/2pWpXKY4E4SmCNzqs7mG/IwRIKFtDW2uvNuLnfPkaKyHYw4g3lSBH2IOMSVwGCGGv5vFEjh+by0yzAd4gxL6r276Hz1RjDuTyNa8AQ7DKxBGXrWEzi7lOiqPNBKvC8RhrIWI0LqV+aI8jJo/82OYNtJkl1nxfpuY9hVYljkBAczJpZ2cn+Bt54gjzEpJKSDKBNGd/o7TNoYijzccysserWq7y91PC/WGwTHHkPY7gjdpoNBYM/j3ZHauQgJULympFHAlbgTTJcZrSQooj4a6AyZjbmEK6DmIIRtdMHGERYOIIvwfFArfNRNmNz0ZwcJ2WPcV58Ob3MTrYCMJdI7bhYWn2aDRaMKzGeIDkO41AwsF+Iux5xJtLqAo9aYRNGpMsfKStQ6wI8s8ve3zVzzAHXefv0nySrjo/3Mc8hu8S3yfuY97D/0rr82aCxwXfz+VyC4qjh0hqxBRHSLakKY5AHLEBNZend7vdoPJhdc9VpIxPelYqlaAm8MQRl6NwyR8rjhCDeMVRWuckkUfbgVii4SrVkUijh0MaYcQxPdZO31SnXq8v/B99goc7QfKeRR5HwtaCGVWW4mFAPGb9prC54FK1fr+f2FwiyEPwhmCSyU5kEOr1eiLI9B4u6D7EpTl8FAqF0HmF65x9EK7FX9hksOIlk8kE4obHCbeNx+Yvpjwql8s2GAwSxFGsbXexWAzjE8EeGwAv25jFysWYlInd8mul3WeSiOeRh8ZsNgtKjFjZDA6vgBA2C77MEeMkk8kEZexjqGF9IsYrLHyZjpmlbsSu8gqJrdv4/H4ziBIUlKrx2o7vKmbWDcVzu90ORBYTR7wx5LlS2FykqUjTrsdlh3B7xL5TJtNjTTYqlUpiLqjX6wtG+f71zGxhT8yWGlBLsg/aqmT3XUPEkfCg4HIhDIhOp2OtVsvOzs7s/Pw81J57VYcg3AbI8uHaQzbVzEI5GndBwGRdLpeDQiGfz1u5XLZarZZQLHiz91KpZN1uN/iJmCWlxvl83nZ3d21vb8/q9bpVKpVQFoCFI5/PJ+So2qQJmwpPuABswjwejxMZOWzAsAkEqcSeR1ALcoBXLpdtPp8nVE0gQ67CsmCcz4uJldj92IFxzmP+ocmj2WxmnU7HTk9P7eTkJBxnZ2fWarWs2+0mfGG0Pm8ueL2azWaBIPLqnk3cqCJRFPNI82UnWMf39/dtZ2cnKAo4IQTSCIo+Txq1Wi1rt9sL5XNcUivSaPuQNqZWJY02aUw+BryaiMlqeKKyVxFua7WaHR0d2dHRke3t7Vmj0QgkMhPtXvXLJazezB++bFiDH3N/LOJIeFDw4gnZMBNHrVYryHaxeCowFe4CPCkPh8NEBjCTySQ6ICA4rNfrCSUEFguQSN6gk/26er1ewsOFs6L5fN7q9brt7e1Zs9m0arUashCcBRVpJGw6Yl49uM91/j4rd3FxYfl8PmTvQdpy6UrsfqVSCRtgPF7VGDfmOcR/wxlDTwJxpxT/2Ksh8Jkfgzjq9Xp2dnZmZ2dndnp6GhI6CFy5+9Oq35vwdOA3n/DFws+2oYSa12nvQwKPwzTiiBUGpVIpYR7OiufBYBBiXxBHUB0xKatuatuNWHk3br3KbhNJ3McAf388D3CZLGIH+JhBUYT9w8HBQSCOOMb3JWlml/9jLmFl4ogJ5m63u5C4eeg4QcSR8ODw5UKdTsfOz8/t7OzM2u12kMiLOBLuEtisoROQ2eW1aGYJD6N6vR5koblcLlyDuVzOyuVyIJDYj4g7r1UqFev3+wlvFF7wc7lc6LSAbIRXHC0zxlTwKGwa0nx+QNryY5As+Xw++O14ubgnjFAyMhqNLJvNhvGLAOw6iiNPIPkyVR7DVx2+FM/7GDwk5vO59Xq9sJnlTW273bZ+vx/k8zhHrc+bh7TNJ0yhPXm0aRtVrNE8d2Cdr9frS4kjmMpzNzVWHLHaHhtCJmbTFEdmcV8yYXMRS1QwYmVs/mfCzYF5IC1JDBIZewY8bjQatru7a/v7+0FxVK1Ww1zA8KWonNxm4qjVai0ojjBHSHEkbDSuKlXrdDqh7ECBqXCXgOIolv3LZDILpBFKMrikDRtTXI+TySQhUeWMQ4w44iwRvBJANhUKhaBumkwmwXfFZxwFYZMRU/AwKYPSNTYE9W2JWSXAmz54JhUKhbDBu45yhsdz7GdMGmH94sM/z212Qcjw8RjEEZQQ/uh2u0Eez4fW581EbN2azWaJxiW+g9mmgBVH3Om0XC5fSRz58hUojjDHIOaAsp5L1fymMGZ+q7G2vfBEkb+/ymNdP3GkEXPsZcRzAUzxuZsi5gQ8xwdK1bziyJewM3EEuwyUqiF54+cIKY6EjQYGie9wAcVRr9dLqC0ey/xL2Dyw4ojbXCLohdllvV4PARxag/vOTNiczmazkFkEYYTXGQwG0YwR+xx5KTyII772VaombDowTmIeRyiVQVDlTXFj91ktgKw/yKPpdBqyhfV6PRBHFxcXV57nKh5HmFuwQWSCiBVF7MsElS0T1oPBIKghHwrz+TxsalE2g3Pq9Xph7uS5Sevz5oFLYPh2Pp+nlqptksKBlQacFIL/YRpx1Gw2F8xyuVQNCkOUoUBJAG9PlKGwf0mM0NZ42w4sUxnh/rIStU0ak48B9jdiKwr4nII4groIc8Hu7m4oV+WDiSOzRV9Eb4ztS9Xa7XYwz39Mj0ERR8K9YNmFHFMcQa7b7/dVliPcC6A4QumLl9jXarWQHQBpNBgMgicKt/PGkclkgmoIi0OtVrNut2uj0SiVOAJiCztvzLhUTaojYZMRu7a59t9sMdMKxEpBfYkJVACz2cwqlYo1m81EydWqiqNlP/PBH9Y5ryri28FgEIgZT9aMx+PrfYm3xHw+Dy3CMf9xhzXuqMafWfPSZoGVsTBzhdI2zRx7k+CVBtxWGx5GTB7t7e0FL5NYpzdfqsbEERT3II2YOJKH2PZhFXVZmopdPkc3Q1qJH8f93o4CxNHu7q4dHBzY/v6+HRwc2OHhoe3t7QWiCIkr7pzM8GXuvqMa4gIof30ySqVqwkYgZuLHpT0++4qMKxZMQbgv8DXJCgNcg91uN7D7qFnOZrPB+A4bJgSVCJx9VgLd1HiD5d8/RopiAeFs42NIUQXhMXGTDLs3tARpi7GK11hmKLpK4I0xivs8ZrGO8cEkEZej4TFII9x64ughg8L5fB42tlwyh3ONZTe1qX2a8Obz+L/DMwwEkVf4MSGLjRQ2U9jEMKH4mMk/T97wuu3NbllJbGaJTSITRkgu4XGtVgtqJDTOMEuW2c7n8+BpxJtAPMZ45zbbq5LZwtMD+9lwU4TxeByU5zH/IiYzuQNwvV5PxLNeycIE5GOPyftEmuIqzQvKVwHgO8ZzbIDNikPMByCMoTTC/d3d3VCm6kl2zAm+hB3/f/idcRc1ViLz36QpEu8bIo6Ee0FaC2IEoWz+qVIc4bGBjd9wOAylk5j4x+PxguQUB3d18htDlHX4A8E1b2BZ9o/gFb+/qYu8INwWaZlCDq6520mlUgkeBDC1RPcjZAN9iQ4OLkXzpO50Og0KWl/exRtCvsWBhAmIJlb4TCaTByeOkPHEBjZWLptWWig8HbD6hdvDdzodm8/nCZ8e/K+5fKtSqQTlDVQ3uVwuYTPAtgMPfa141RT7nbFnET4n+6Bls9kEYQRlUbPZtL29PdvZ2bF6vR7IIhDT/Lm9F1iv17MXL17Yixcv7PT0NKiMeH547A2hcP9g0oi9bLrdrtVqtVDOxP59IDOgeK/Varazs2Pj8TgkKSuVSiAkcV2DuADp749NusaYEPJrNxPHHGezosh/50gEYx7gOAJ2FJj3EE/AFJ+Tyhw3YN1EvBA7zs/P7bXXXrPj4+Pg+4s5Iq3j8kNDxJFwL+DJEbcXFxchIIbcjhdJQXgsIAMAY1gsumavq5GwweRyNCzy7JfEgSJ3SuL7uO5hkO27QCGATeuoJgjCJWJZxVwuFxQDGK8gipARbDabVqvVEkE2E0cx5ZHPEvMG0SsKcJ9NpX3XNJDVMeIZgeJDj3n+TGnEEX/XmpOeHvzmFV4anU7HKpWKmVn4v2MjZXaptOVyjWazabu7u9bv9y2Xyy0QpGb2aPFdGnGEMc+kEd/HRpzLUfwBD5NisZhQE+D7ZO8yqJlfvnxpx8fHgTjyXdQw5lSitrlggjHmZYO1CPHgfD4PsSi6+dZqtaBKhzIGYxLXMasF0RSCD5zLJl1jniTipGxMWegbacQaa3jiiBvgoINas9kM8wEnobBOYixDFTYajRJl6Xycn5/bycmJnZycLBBHnIz2e4OHhIgj4c7BEmhsqhGMsuKIM5qbNHkJTw8wbEeAhwUbG0IsCpCmQxWAsjRvaI37XIqJDSHkprlcLiz0kPsjuxszxxYEIQ5P9HDZKKsGsMmFHwnKTLj7kSeOGGyw7zuioY09ZObYGLZareAPtKzLGr8mjlUMu+8SXjXh5yDOoApPF0wcYY2C32S5XA7/Zy5NM7ss38CGiomVwWBg2Ww2UaZpdqnmfQx44og7I2G99aojEEFMjEFZcHBwENQF3CkJxNrFxUUgApg8ho/n2dmZnZ6e2tnZWTDExqbwKrJW2AxwabNXHFWrVZtOpyEhWSwWw3oGnzEYM89mM8tkMoly0XK5HJKQnASB6ggdhM0ej8y9T7CaiJVDnJwFKYT7Xm3I8wCb4jNxxOSRTyrjf4ByeV+6CwEFjPG5qyKO8/NzOz8/D8+z4sirnaU4EjYGbATIQTE20LFSNUF4LHCpWqfTMTMLQXWv1wuEEaT56JpWLpfNLGniy9JUmNv5YzweJ1qCIxAws4TcXwGkIMSxzBwUxBGysJCVgzTC5o9VA5wljB0Ygz5TDDKYAz5sDFutlrVaLRsMBtESHn+w4mDVTm93DTbp5DlI2CzEFEcgUdkPCMkRM0s8h3WLTeZzuZx1u90EkTKZTBINIR4SmAt4o8gleF51xBtIJsZ2dnaC+e3Ozk5isxgjjqDe4vkAcwGO8/PzYIgdU+Brzd9csOLIE0dsUcDXL45SqZRQGoHEKJfLiQ7ATBBxaZbZZUnyJhlo+9JUVhUxYRxTGTKBzAdIIiiXmTjC8/x3TN4hAczqIPzfQdJjbjg5OQn32dsIB/wO4Xvmj4eGiCPhzuEd4rmOflmpmhZJ4bHA5rZM+mAxxyYTniWQl1cqlVSjXXh69Xq9sBgg8wi1UqPRCHXqZpcZXR4XvouRIAiX8KQRG9UjOwtT2/39fdvf3w9+JTHFEXc9iSmOWD3LHdFYUYDj7OzMzs7ObDAYRD0mOHsYu/8YQaH3JXxMSbxwP/CqB1zHnU4nEKhcqgECk5V8IGS5rJLHD3fPfYwNaprHUWyTiE03HzEPp8PDQ2s2mwsbTP7M4/HY+v2+tdvtUHLCZSe+lDVNTaDxtplI8zgC2cjqTly3WAegOILNQaVSCeMX3jogfc0ukwCc/MB7M5G0KWDPIl9yxsSOP0AC8a0niJg4wt8x0QzCDvMnN9HgEneubDg/P7fj4+NQwnp8fGydTifRLMrvmWMqJpWqCRsB31qQO6ix4ojZdUF4LKAsDZmY0WgUFoNyuRxUR8iuYiKv1WqJ2mnOdszn80AcoWQFWYV+v2/lcjlkEBDgYrPLG0teJARBuERMdYQxyFJzNrLkMjU2uPW+BHh9gBMi3pvCZw+Pj4/t5OTETk9P7fj42AaDwQIR48f2unS88SbYfF/YHHjVA0q0fdcmxGlmFspeoDiq1+uJDQ02pxgjw+EwoX54aKxSquYVRzxvsOIIpWrNZjPqjYLvFEbjIJJfvnxpr776qp2enlqv11swwQdx5BvKmGnMbSK8xxF7YKFMlEmjYrGYII5YaYRrZjweB0IJf8/qVq94GY/H4Xc3BX7957nMd0jkcrO0A6pCkESeOAJhzOXtTNqBSDdb/J+jlBV+Ri9evLBXX33VXrx4YZ1OJ1GpwyXuvnMe3z4kRBwJZpZcYL3MjwfFKuBgmBVHvrUvl6ppUyw8JrjrATKxuPYR1Hn/IgSJnG1ARhYeSb79LtcsQ9qPIL1UKkW7q0iRJwiLiK1ZONiDAKoBeJVwRyQ2E+VAOpbVg8Qc5aYY01ARsi8Bl6O0Wi3r9/uJclapeITHBnscDQaDxDrGG63BYJBI9JklS9Zg1MubU29TAJNsT4xedwyklZGmeZJ5BWKpVEpk/nm95ZLMUqkUVImYM5rNZjDY96278bdegYh5AUpElKUhHsb7e8uGxyaPhfuFTz50u11rt9vBS8wsOcYQm/J6B6BL12w2W2i8gGsdr8ckh9llwhT3+fYm9/lxrGnFbYmq2Gvils3vvXcRiGAmhmLEERTI7F0EkoiVRmk+RmaXdhXe0xeCiX6/H+ICxAxQJ5+enlq3201VJK/LfCDiaMsRy8jEsjHebO0q+AACA4cld7w51iIpPDY4mEXGxnuaIOOD3x+Px4luDNzGczabhQASHRRYbZfP5xNBrO/ExlkGbTIFIQnunub9S+r1euh+5Dd9CA4R/HGCxMwSmVrfWhuEEcY0E0dseAtlQWxTyKSRIDwGYuUyUAZB0YA4kDdWpVIprInz+TyMv2q1muq9gdfs9/upPl8xhQ3fT1MW+s2w35wyaQTDYU9aseF3uVy2RqNhxWLRjo6O7PDwMHRgxOfnMhRem3m9b7VaIWmE8nYmjbgxTKxrquaGzQUr8lixytcW1Hu8JysWi+F5f61jLWQlIK4xM0v4/fnOwFAL8nUcU7/yGL3qMFskqvw4vQliY5/nrBhpxKWnXIaWVpLmn+MudVAk43Ni7vLl5UzIc8kZiOXT01N7+fJl8DSC9YUXU6xrrCDiSAjMNrvKc913LLi+CpgcfdaJGViZYwvrBl4ks9lsWBSgmmPSCBkekEZeJjufzxPdVZg4YuUSd1fizASXcmqMCEISnGX0/gT1et329/cXiCOYYaMbEpeoIXvI2WA+UM4TI45YTehbbMcCcUBjWngMxIgjXP9myY0ml3XAOBsbUiaO+HWxweX1sNvtJmwLWIkEIoo3ZbgPxMpRuVTEb0pxy35neF2ASbJKpWKNRsP6/b7l83nb398Ppa2NRsMqlUqIhbE2e0N7dEriNR+kEXtBLTPC1pyw2QDhAEUKyhqhIsL/n1VyiAfNFscBwNd5vV5P+JJxW3mocLvdbvDY9AbOvpyaSSVPMHmCAwQTx8WcXL1NiVyawpjJ4TTFEfuZxW797+D52P4XcQL2Btw93DccgCcqjl6vF0rUTk9PrdVqhb2BN79e12SxiKMtR5p5YBrbusqg52yMVxzJHFtYR7C81iuPsMj7RWMymYSOKtwClBd0+B1w8IhMEKsZfEvutNa8giC8Du+3gkwrfEn29vYSqiMmjlhJ672NkC30AR/Mg3GgvMCb3aKUDYEgqxzWNRAUtg9YwziLjrUGG80YcYTmDVDrcMtwX0LDSUmUvWEt5EYUMPCNkapMBMWURstUR/z+vCHn56GqAmkE9VWz2QxHo9FIdFDDBo8JZnRkZQIZ8wHWfl9C5NX2IpU3H5ycQDKCCSCMJRAe1WrVRqORVSqVKGGE654JIq+mQ5MIkEbo4oYOv6wETGvekEYs+fsgrFiMwPdvasrNyiI2ocbrXkUc+fvsZ8a/7zssMvnFJuNMEjEhzoQgzwHcJQ2qRMwVvV4vYZCfpvxaF4g42nL4GnBkb5lx9QNolUGPCx8LJS+urKjggSIIjw0uJ+EAFNkeb47LSiOWzfLfsTwdC4tXHDFp5MkjlaoJwiLYA4INsLl99t7e3oLiqFarJYJPXtd8GYEvR4spjnDLG2JusR1rZ69xLDwmOD7jbkuIybjNt/f/KJVKYT3CJhDjMJ9/fUvB5r6s6Ol2u2HDZ2aJTH3MK8X7o6SVqsVKd9hkGO2xmTCCuoBNvrFO53K5hEGuL9XDuXNHul6vl9gMomSVk0ZMGHlVgeaE7QDWGCQnMBY82YMxw/slXM8A78WYODKzQOqCGO31elar1RbUL7xOeWLTd/pDhQjfeqJpOp1aJpNZSsbcVHG0zMfIvwfvXSF+YILJE1scDzAxxcQczpt9jHhfywfiBN9RGbEDvn+uRkibF9ZtbhBxtOXgxZQHJTvHX9fjiBVHrKiA4ihmSLhuA0PYTrBM3hsIstk7exotM+n0yiLc54yFJ468ebzGiCAswmdZQRhBZQTFUaxUjf3IWCnInU+QMYSB5fn5eQj6cMsHPI286a4fuypJER4bXKpmdkngoAyrUCgsmMiCRMHmlskhPIbJPCsBOJ6EYgfvCZIGZXLso7JKqRrem2NTX4oGpQC3NsfaW61Wo5vlTCYTYl9/678zEMxsis+bRZBHII5ipT1SGm0PEPvh2oefJvZDnAypVqsJc3pvFeLHA8y1eV2s1Wqhuy938sPhDbVZ/c7kkb/P5+w9y8wstTQMCsXrAgS199/lErMYicT7V+xzuXSO5xDfGTnNmsWXtLN/EZvjc9wAM2x4GrF1C1fhsJBiHUkjMxFHW49VFEe+xnNVxREH4Z6V9YojbYyFx0Ys44lbeB6xoigWqPrHsSCRzbdj5tisOOIsj8aHIFyCPY6gGmg2mwmlEYgjX6rmCV8OEJENhj9Zq9VK+BHEiKOY5J+VhSKLhHUDl0TweoZSLTbQ5RIXNqLFfcSI5XI5oTRixUOMNBoMBmHjhvMws1TSiMcrb/JiSRv8HZemcRk6r8c+029mCx4qeC/+/liZiI3iMsVRWtmq5oXtAZMOZhaUfiAWuXyyXq8n1KtQ9Jld7t34esUYQ/dArEVQN7EiFmQm+87iltXxTKp6gpV/jvtQRrHliTebvilxBCUk9qexTmcx0siX0zLZ5hWLPq6PeTt571MQc4gFkHBCtzTuntZqtWwwGEQbBSBe8NfLukHE0RZgmdzXM7Y8CNnjiMmjq7BMcYRJihUV2hQL64ZYBhAT+lWLHv88jYyCusFLfP3BAa3GibCN8Ga3uO8zsyhVY6URk0XcWtdvTKF0QCAIY0soCdAql7slsXdBr9cL3Wl4/VtXqbkgsL+Q2eX4mk6nifIrf6DzE5KN2LAWi8VEJzX2zQShlMlkEspdbFLTTHZns5nl8/nUrkesYoh5cfryNf7s/rtIG6P+77lsHfMFl52wrxEr7GGUL2w3MO4ANqk3s1B2jaPRaFi327VyuWwXFxcJTx9070X5F487kEzz+evdf7mJxGAwsGq1mlC8sNod+zWcF5NGMaLI/56ZBfIrzWD/umDiKNYhzSuOIHrA4YkhniO8wocf+xid/18giTDuQRaDREbcgPtnZ2fWarVsNBpFTcafSqwg4mgLgCDbZ1Dy+XwiG4t2xRxkQ17sy3KuAiuOVvE40oIqPBVcNbFfd+L3C5UnrZ7CQiII9wHvZ8KP2XuFg2y/lvEaxl5GXmkwm81C5pA3gexjxJtCToDwBnzd/QkEIQa/WeKOazB77Xa7IXnI5WLsCQiyiLur+Rb2XA6ez+etVqstJY5ADENVCEK42WyG+BWb0mWxaoxE4s/uH8fIJj9/8HflG18o6SN4+OQCK1u4e2e73U6sXRcXF4mST1+ihWve+36xrxdfh/g9/Gw8Hic6uPkOgLEj9jMQR0jqeHUQlIo3AdRYXBHjO4BziSwLHmKqIv6fpBFEnijjKhom1xEvoMQdZat4zjeF8jHCU4oVRBxtATA5MBuL25iUHyaIaD/KNaKrOuJjsbzK40jm2IIgCEIMHPiyr1gul0uU0DB5hINJI/bo4yDRB75sasnEUaxDkje/XndfAkFYBbyp9bEbWtUzaVQoFBJkEMebZpct7zmzz39fKpWs3++nev+wUTXGNu7D16zZbFqtVlvYmMYIoFU+f+xvcP58sLI+VnIi0kjwiF0/AErWYLReKBQSHXqxN4sp73wHME+YMMnL1ziXlbKKiPdnfE3752K3ZpYgt3Af53nTUjWU4bHK0FfF8GfnZBNeI0Ya+8/N1hFY530ZX1rnVVYfshE2e5w9RbKIIeJoC8DdZ5itLZfLwUjUm4dyy2IejKsojjAYODjnzFVaV7WnOIAEQRCE+4GX3nOAuIw04gAbknVuO84dP9lXjFvoMmHE2URew1hZ8NSDQUEAYqojlG8yiQuzaMRwUDH4LmalUmlhE4tSt0qlYv1+f6FcA8QLStXYc4mJJFYYViqVhPriuhtUkF84B9z36gQ+v1ipuUgjYRmYOGLFEczWe71eWLNwrQ2Hw4TnGA7spXi/xsSQN5Pn51FmmqYqYhUOK3S9zYJ/zswWlD+sCLoJcWRmCS9eX7LHSSVvep1GGJklSwXZTgW3EDvEOqchicTeUewhxR5niBdinRSf2hwh4mjDgQmC2zvywgviKE1xxIMQg3IVcMbKl6rFPI5UqiYIgiAwvIKBs5jeuBfrFw7u5MKKI7PL9ckHi/As4Pa5njiKGdjH1jARSMJTBavFEbf1+/2EbwiXteD6ZwNpjFsmgGKNWOC14okjVhyxwoLtFLjbGxSGniRedZPKRJFZsqwtjTziDm1pbcw1DwgefP3wY4y3brcb1LFsbg2StF6vJ5IXfB3Cww8ErVlyHeWfFQoFm06nViwWF4ggvC6b6MfM5GOHmSUUiSw+YIPv64A/Q6wzGhvY+85orED08wE+M2KBWPc5byiO5z3JxLfe09d3TfOk0VOaI0QcbQE468O14o1GIxiJsuKIvSH8YFylq5qX8CLIZoaWg24pjgRBEIQYmDhitSyri7z6oF6vL2QmucwaiiPfTjdGGrHqCN1Q2Pcg1hVUa5nwlAGVgy9V8+azIHS4VI0JWh4H8B9i0ghE0Gg0ipaBgThivxQ23GWvEzbI5Q3zdRH7m5haIU1t5MlkJUUFD1YbefXRYDAIz4M0QulTs9kMhIVXsLBXLPZs/jErjWJEEBNETBjFxmXaff+esTb3N4XvhuZv0zwR0+YBT9hxUwyfMPJNAvB/wN/6cjbscX3p3yaQySKOtgBecYTuM7u7u4kONM1mM0EcVSqVaCe2m5pj+9aP6qomCIIgpIEl9tissvKgVqslDLFZcRTLSqKrEyc1WFbOxFHMGHs4HIZsbJqPidYy4SkjzeMIZWqIJcvl8oLdAMeJ3qT34uJigXCq1+tBxec3VEwcedLYE0U4L2+Gex3FUVopS+z5mMcRNodeufHUN4nC3YPXCt/VC7esPsJ4QfLCq1f4b1lN5J9jk3r8TazE2l+3fOuv57QSbb9nvM7+MQ1+P+pfP/Y7eC723bNqELEAuqK1Wi1rt9sLMQB3TwN5529j8wATdHweTxEijrYAMcVRs9lMlKkxacTu90BssMcCZSaMYh3VvLGouqoJ2w4faLO6L9ZWWBA2HbjWkfTgshasU1DJslKWy1Z4DPluauxpgG5R3Aml1WqF4BAZx36/H5QRnOWNBc2C8JThS9UGg0EgZJg44o5Jw+EwoSqImfKaJTe2GNOTySTq+zGbzRLv6Q13oS7yayfGJpC2frK/TFqM68+JfdG8wgBxrVcdaW4QPNL2T2ZJRSySHiBq0zr1MTHhCVwuUYuRKp7wSbteb3IdX5fAvQ488YbnYucZI8nm83kiBoCh9fn5uZ2fnyc6o+FnSCz1er2oNxT2v0+9HG0ZRBxtONI8jnZ2dmxvb8/29vYCacRdaDyL6xGTJ/JAjJmIgTSCzBLsrErVhG2EN/7FGOXA2JfZiDwSNhGxYDaTyQTCCKVozWYzHLu7u7a/v59ox431i8cLr09ml51rECwiu9hqtezs7MxOT08TxBESHVirzJIZWa1dwqaBS9VGo1Gi/Iy7G3Lp53Q6tWq1umCKi8PMEmMISqJsNmvFYjF1o4XOT/71WFXEJWNm8Y5o/JxXLJhZorSFFQLe/Lfb7YaNJSsSuOsiq+qlOhJWBavY/OP5fB7GFfzCWEELgheePLVazXq9ntVqtbAmcmkXvwZwnRgz7e+YjDWzBYLrNuNg2b4zRvIu+xuM8dFolEgYYWzz+EZ5GsY4vmMmiliJvOlksYijLYBXHDUaDWs2m6FMLdaRAovpMsRc9mezWarLPA6ZYwvCovEvS/grlUpChs813IKwSUiTnXOJChRGXF7NZdb1en1h/UoLJmE0itI0JozOzs5CpjGtjS5eR5tBYRPBm1UQR0zC8n1smrBpxSbVq4O4QxRv9pDURCcoP57wO7zRhUcKq4pim8JY2Qzfjxno4jGXn3mvkm63aycnJ3ZycpKYL7DBZOKIE6OCcBVw7YK8RImnmSVMsjEGoEyCDxKUt51OJ6HA9YlIxJyILc2SKl/gqngzpmJKI45uu17i79O6vKWRSctMvEG4wdOQS9QQA3izbN678v71rj7nU4CIoy1AmuIIpWpsho3J5DoG2N4ccFmLQiiO2CxMC6uwbfDB6zLiyHeEEoRNgy/X5O5LII4ajUZQGR0eHi40dahWq4n1K5ZdRIYRni0sTT85ObHT01Nrt9uJEjWojWLEEe4LwiaByznZwBclGGYWHqOFeL/ft1qtlihf45I2ED/e8+SqdY1/j8llH4NyLMptwdN8UZC0wfrKvjDYpHtvztFoZO12O5BGZ2dnCS+UXq+X6K6k+Fa4CZj0ADKZTPDh4XJM9iDrdruJrtncbRCeYDh4v4fX5+TkqqSRH5eshIqRN7cZC1xC6/edGGe+CxyTTV7owMRRWjka26uwzQo3dtq2klQRR1uANI8jZGx5cV+VODKzMFi8c3waWcSKIx7w2zTgBAFgrwcEsBxwI1PLZQFSHAmbCCZROfNfLBZDsgNr1uHhoR0dHdnu7m4IkKGYLZVKiRIaM1tIcLDiCJnF09NTOz09tZOTk0AYYb3iDqBSxgrbAJAnMW8wxH0gljCe+v1+ouMZNq2cCOG1DnEmiBuGL4OJPcfnBGUQG9SC5PJKRlb6cukPyuUwX3DbbW7L3W63w3zBJS1QJ/iOSpo3hOvAE0asYgHhOZ9fem3B0BnrJMYej0H/GPeZ0DWzhXGyLN7kceV9OflzxI6bgk3o/ZiPKZE8ScSkMuaI8XicKEPjW1YYsZcZd7SLKY42HSKONhwY/L6rGptj+5p0H3jH4GWD3NqYTbDTSKQ0maEgbAs463mV4ogl+oKwSYipAJg44lK1vb09Ozg4CMQRJz1QqoZAmNVGWKNAHHGGFr4GJycndnx8HIJFrGdIdPigUOuVsInwY8YbZYMMwWMQRt1uN2xMQeay+gFNV8rlsplZQuXD5r1mi2SRLz3hMhgmsKC+wHlis83lr+z7WSwWbTqdBtIImE6nC8b5UCVAoRhTHPX7/QVFhBRHwnXB1zmrd0CY8jqG6xhxoz8wJrnjaK1WC+sh4kuvALxKCegN6bnsk72X7nKvh88dM6f3ncxiSkSucuF4AOQbbpFYwuv7v/deRttSogaIONoCxBRHMMfe2dlZME1bpSzGBxcIIq7yN0IG18sYt2XACQLA5thM7CLAZo+jmJGhIGwCvBKAN5RecbS7u5sgjtgsl/0bAK9K4C5RXnEE4gieRry2xUrVBGFTgTHD5WgYm9ikgVhhQggm9o1GI1Higc0dG2NjI4xxnuaVgvPBOcH3xSctkZSEMggdELnMjZURIKVZLYD3ZFIMRBE8UDBncOclKI76/f7CBlnEkXAd8BrjPYMwBmBYj7gQ+zuMRX+LPR/7b+H65GZIsZLQNGA8xQ4mjvxx0/0eVFZcPsolpEzwsGm1X8uxnrNqKU3oMBqNEuqlmMII57ZNsYGIoy2AVzUgAwR/iJhxIO4vA4IKZr9R687SXg4gMMD96wjCNsFvlEEecdthb4wN+AxHLOOxjVkQ4enCq42YTEXL7kajEbz5Dg4ObGdnJ5Hx5Pu8aeNSFi5Tg5IAG0EY3SKo9pJ3jSVhW4Cxg7ISjglBHHHMh9jSe4JwdzGQr2bJmJTfw8ecMfKIFU8gjDCmOfYcDocLxBHPE6VSKZxbpVIJRBl8Y7jjom/Pjecxf6C8Be8ZW4sFYVXESIjYWOQ4ElYHfIBMgnqGjZ1xXYI44mMV4oiTPLxuM3HEBA6TR7chjrz9CW6ZEOL3jRFFUCniOU9CsRdvLI7eJpIoBhFHWwKW6voW4DcBB+UYuFg8fYeJ4XCoDhOCcAU82eONffm+r9Pm7i+8SGvDK6w7/NrEBCqXovFj3DdL+jKYJTOzyCZym2LunAJDTN/t049BjSFhGxHbIKWNNd96Hs9zmVtMld7v961cLkfNeXHfr3VY42Ljm7sfxYgjzDVQHLHCFwb7k8kklTBioggE1TIjbM0bwl3gKrKCvYN8eTY6tHGlCNbHmOLIr6kxMHHkySNWBXpfodsqjpjkwboNlbAnjXxZWkxxxEb4vgRuOp1e+zy3ASKOhBsBaiN29Ef2BXXfqPnmunhBEBY9G3wtNgfJafJbzqCk1XtvW7cH4ekhprzj7i++jTAHtgwOrHlTCXURDpSmYY1C8Ok3viKMBGERnhjChtTMbDgcJjxOOEaEKghxIvshxUhgHJyk9BtRX7rC98fj8YLHEW+MUSLHcw3mm8lkEhRHUCbyLauaeK3VXCE8FvyY5PWRPTLxOxiT3uPId0tLA5d+si9hrFSNPYFuug9kbyf2IGSzao6T8X4+bo4dvsu3xvJyiDgSboRYcA7SCMQRFlgsrhqMgnAJryDyGdVYoOwluEwesZGvb1EqCOuMtJJNX7bJASorE3w21ptgc0na+fl5II5YbcTZUBFGgpAOrFlM7vCYiZFGMe8V3C8UCmE8oyw71hmRO7vFylD51ptjm1nCHJu7qnGDmHw+bxcXF4nyNy6D41IZ9laJKY3kSSg8JLAv84pAAKWeKNnudrth7PnSt1W7qjFxhHUciiP2JuPHN/1sPmHKMbD3UeLbZYbZMeNsrf3LIeJIuBHSFEfwimDiiLO5giBcgskjLOo+E+KzKL6VKB9pmRMthMK64jqKIyaN0JbYk0ZcOsNJDe6EBLNblFPz5i/NM0wQhEXFkS+nxuaVjehLpVJC4eOVPjC0j3VV4/eLeY95vxI8xniOGW7zfIM5h28vLi4SHiqsZmKVA5eHx+YKzRvCQ4HJXMBbHnAXMZRnYj31Y2RV4mhZVzUmenns3gS+/DXWvTDNxDo2b3iS6S58mLYFIo6EG4EVR8godTqdUBPO7Ul9GYAgCJYIsr2s1xNAPjviF08uV/OZFxG2wjqDA1DujhYjjziz6ZVGfkPrFUdQGkFtlKY4wngRaSQIi2AVQ1q5NUgjJmMwvmNEDSsIzRYbs8R8/7xfi0+scKe0GCEFpYT3aoG5vi8F9+oG9kphI3FBeCxgPGBs5HK5RKw4Ho8XupB6ddGqzZG82bz3R1pG2tz288XURDFPQu8Puswz1J+v1v10iDgSbgRPHHFwfnZ2FmrBOSiXx5EgXIIXuBgh5L2NfGDsCSNus8qLoRZAYd3Bmzdfpsb+Rt5HgSX5PhDkluFYm05OTuz09DSsT6w48sadGjeCEIffiHGJy2QyWdhIsiqBn+PHjDTiiO/HyCS/8fPlYt73hctyeNO7jJSKKRek7BUeG0zoYkxOp9MwJsfjcWLMxdZRs+sRR943zBNHnBi9C0ImRgLF5gJ8H8vmjbRDMfPVEHG0YfATQIwJvou6a6435eDcZ3LlcSQI6fCbXU8gLavPjhllxzrbKKAV1hW8ifRlapVKJdHxKKY48plNr3hAqRqXUZ+engbCCAeII40VQVgOHiNpG860cpdVy2HSjO9jj/39ZcSvf93YJjmmZOT7sefS3k8QHgr+2jRbHJMxVVHafnBV4ihGvvL5xMjc23zG2K2/v8rjtL/XOL4aIo42BF5uy9nb3d1dazQaVqvVrFwuBwPA2xBImBDYmBBEEYJydLbglpCCIFwituGNlalh7PgFP9ZG1exyfHIQLAiPhTTjzWw2a5VKxarVqtXrdWs0GtZoNKzZbFqj0bDd3V1rNptWq9WsUqkEPxRc5zGj+MlkEogimGLjYCUs+5Xcpk2wIGwr5OcjCOuFhxyTWIdjwgS8d0wdJDxtiDjaAGQyGcvn8wumg8Vi0SqVij179swODw8DgYQuFl4efF2wlBfkERsKetJIE4YgXML7Q3hDbF9qxr4MfHBHmGKxGMgmXsBFIAmPCahfvZdIPp+3Wq1mzWbTdnd3bWdnx5rNpu3s7Nju7q7t7u7a/v5+II/K5XLoAgPVK7fgxtHpdBIdPmGEDQUsd15SSacgCIIgXA8cW6YpfGJKKOFpQ8TRhiCXy1mpVLJarWbVatWq1arVajWr1Wp2dHRkR0dHtre3Z41GIxF83xR+wwvlkW9Tym0SNXkIwuvwpJH3LvLEESs0uBuMbylcLBZtOp2Gdqj8PoLwWPDlaGyO22g0bGdnx3Z2dmxvby8cnkgCcQS1LJtg+9bZ7XbbTk9PA3EEpZEnjtR9UBAEQRBuh6uII2FzIOJoAwDFUblcDtlbHDs7O3ZwcBAUR/V6/U4VR7FyNTbExqHuToKwCK4Bj3VT84ojVmx4tRF8YFgurHEnPDZwPbLxNYjOcrls9Xo9KI729vbs4ODA9vb2gtKoXq+HJAiu8Ww2m1AcwWMPR6vVWiCOQCwNBoMwxthLTMGtIAiCIKyGq3yD/GOtsZsBEUcbAATlUBwhc7u/v584uFStWCzeWnGEwB0bXnR2QpmaN/LVpCEIl2A1EHdR45a/TPrEFEdMHOEWYFPCuzDEF4SbgomjYrEYvPYqlUrwNEJZ2v7+vh0cHNjBwUFYr8rlcrgFcYS1B8RRt9u1Vqtl5+fndn5+bqenp3Z+fm7tdjvRQW04HCaIWZVSC4IgCMLNsWz91Nq6WRBxtAFgjyMojvb39xMlalAfQXHEBqM3BSsl0BYcHkesMlIZgCAsIq2jmlccsTE2m+AzccTkEcZaLpcLXkcijoTHBBOeII7K5XLCFBsJDyhkDw8PrV6vh+sa1zhK1VhxNBgMEkqj09PT0OHTK46Gw2FIZGh9EgRBEISbYVXCSOvr5kDE0QYgVqq2v79vz549s+fPn9vu7m7wPuLOaldtJpcNdATbXnEE/4jJZJJ4DU0agrAI73MUK5/x5thp5Wo4+DXR6UIQHgt83aJUDaRRrVZLKI6gOgJ5VK/XQ8cWGGrjmuakxWAwsG63a+fn53ZycmJnZ2ehk1q3211QHIGM1fokCIIgCDeH1tHtgoijJwRuvc23xWLRarVayNyyvxHaGUPmD4+IXC63dEPpJwJ2xgdh5H0ivKeRIAhXg0vWvAKCF2Juac7jHz/zLVFFGAkPCb7m+BrM5XIhqQGiCL5FzWYzmGHDCLvRaITfLZfLC9cz+3ddXFwEfz02yYYRNnvusRm2AlxBEARBEITrQcTREwE2huhGw0epVEoE3vV63er1ulWr1UAYoVV3Pp8PpNEqiqP5fJ4omcGBzC06p8knQhDuHp6wBcEUez72c0F4KMSUQVDFwQA7dqA8jTunFYvFBbWcT2b4ZAXWIpRNc8mnunoKgiAIgiDcDiKOngi8uSg605RKJatWqwvti5HRrVarIRBHKQsC+1UQaxd+cXGRaGnMRr4KzAXhfrCMLIr5tcRUS4JwH2B1kU9sFIvF4GGEcjTc5+ewbmG9YlVsrFOL9wVj0giHunoKgiAIgiDcDUQcPSGAOEKHGRz1ej0QR5D6gzjC78ALBYqjVbxP2CuFg/PJZBJVHKkEQBDuBp70iW2cV1EhCcJDIZvNLnT6gxF2rHMaStQajUYoTwNxhM5pZunl0vA4wtoEsghla9ydkBMbGheCIAiCIAjXh4ijJwJkcxGIwwMCvkYoVdvZ2QnEUbVaDYojNtS9yt8IYOLIZ3OXKY4UmAvC3WHZxnmZ4oj/VhDuG6yKLZVK4UDnNKiL9vf37fDw0A4ODmx/fz+QRSirrlQqgThC97TYNR8zlOc1ij34tDYJgiAIgiDcDiKOngg4KEdHGmRx0caYFUcglhCMs6E2m+heBVYccTYXhqPI7MrjSBDuD6uUqcXIJP5bQbgv+M5pSHBUKpVgiL2zsxM6ph0cHNjR0ZEdHBxYrVYLf8NqJfbi89e7J41iZWqc1EBiQxAEQRAEQbgZRBw9IcAc22dxvb8RK44qlYoVi8VoVxqz5YoErziaTCY2Go1sOByGg8sBRBwJwt3iKsJolUMQHgJXEUcoVYMZ9tHRkR0eHlqlUkkYarPBNsMr61Ae7cuoY4ojmWMLgiAIgiDcDiKOnhCQ1WXT0VKpZOVyORwwzUb2Fr+7DDFlwnw+D0H4YDCwfr8fWh33+307Pz+3drtt3W43qI8mk4kCc0G4BkDoQgHo73tVoFdd8MbYHyJyhfuCvy6xLnEpNcqoQRhxcoO7f5ZKpYVrHfe9jxGu9clkYp1OxzqdjnW7Xev1esF3j0uovTm2xoMgCIIgCMLNIOJoC5BWkhbzR+FjPB4ngnPc73Q6dnZ2ZsfHx3Z6emrtdtt6vZ6Nx2O7uLh44E8nCE8XXD6KjlTsQ+ZLdbh0NFaqI0Ng4b4RI3mgNILCCCXUIIzgZ4QyajbATlPAzudzm06nQeWK0mg8brVa9vLlSzs9PbVWq2WdTsf6/X6iaUNsLAiCIAiCIAjXh4gjIapWuLi4sMFgYJ1Ox1qtlrVaLTs/P0/cPzs7C8RRv9+30WikzmqCsCKYGPLkke9+CPIIxFGsFTnIIyaW5O0i3DV82bNv3MAl1PAz4nLqGHGU1kVwMpnYcDgMalcoXnu9nrVaLTs+PraTkxM7OzsLCYxYt0+RRoIgCIIgCLeDiKMth/cxYgVDv9+3brdrrVbLTk9PEwdK1TqdTgjYQRwJgrAaPGnEB6sxvDIwrZsUKyy0YRbuGp4wwoEytUqlEoijg4MDe/bsmR0eHia6fYI4yufz0VJM3LLiCERRu90O6w4nL87Pz63T6SSII0+eaiwIgiAIgiDcHCKOthy+/IU3oP1+PwTop6en9vLlSzs+PraXL19aq9UKvhLwPxJxJAirI6Y24nI1PA94xRGTvFyqxhtlbZiFu0aaUq5YLFq1WrVarRY6qB0dHdmzZ8+s0WhYpVKxarUavPigOAJixu5QHPV6PWu324EoOjs7C8kLqGChfEVZG5OsKtkUBEEQBEG4HUQcbTmwGWWfFPhI9Hq9UKp2enpqx8fH9uqrr9prr71mrVYrGGLzrUrVBOFqxEp9YqojLguKeRxxmRrGL35PndWE+4AnjbibGpeqoXPa8+fPrV6vh25raNzgS9XM4p3TsBa12207PT21Fy9e2PHxsZ2fnwdjbNxCcTSZTMIY4FtBEARBEAThZhBxtOXwpWogjuArwcTRy5cv7bXXXrP3vve91mq1FsoA8DqCIFyNZf5G+Xw+6m8UK1Nj0nc8HofX90bDgnBb+BI1XL9QHKFUbXd31/b29gJxVKlUEiWY+JtliiMQR6w44nXo/PzcBoNB9EAnNX5tvhUEQRAEQRCuBxFHQkJxNBqNQvkZOqjBU4Ift1otBeGCcEswGcRm1yBvodDAJns+n1u32020IOf241JVCA+BGHmUz+etUChYqVSyUqlk1WrV6vW61et1q1QqC6bauGVFkB8LvB51u92w9sDfiDut4QCZKgiCIAiCINwdRBxtObgcYDAYhE1pt9sNHhLoZIOSNJWjCcLtwIqK0Whk/X4/4fkCv7HhcBi6G7bbbatUKtbv9+21116zk5MTa7Va1u12bTweizQS1gZQFbGizswSZthcgsmkKft2Ye3hYzgcBh8jdU8TBEEQBEF4GIg42nKgc814PLbBYBBKApDVbbfb1u12g7JhOp0qMBeEOwDKQ0HaQlF0cXERSCP4jFWrVatUKlapVGwwGASfl1arZf1+X8SR8KjwCqS034ndZxIV5ZYomfbEEUgjdE5D9zQQR/L0EgRBEARBuB+IONpyxBRH7XY7lAIwcYQgXRtUQbgdsFlG1ygmjSaTiQ0GAyuXy4kDJUCj0SjRXarb7YYuUoLwkFhGFPHP00gjM0tc9+yxB+IUpBH8i1hxxKQRSt0EQRAEQRCEu4eIoy0HK47gI9Fqtezs7CwQR+ylIsWRINwNQByhjAebZ/Y2KhaLoXU5ulFNJpOE71iv1wsdDQXhPrGMAPK/538eewyFEBNHKM/s9/uhU5onj0AugTDiRg1anwRBEARBEO4eIo62HGmKIxBHnU5noVRNWV1BuD2wWebytMFgYIVCwfL5/EKXNTxGpymoL2AKrHEpPBa86bX/WRrJxMQR+3oxaQTiKKY4YlNtKY4EQRAEQRDuDyKOthxQHDFxxIojBPDwUZHiSBBuDy5VA4HERsLeXJhveaONMh2oLQThscDk0TK/I/8cFENecdTr9UL3QKxB3uMIxBN7G2l9EgRBEARBuHuIOHpiwKaRu9DAJBQBd6lUsn6/H0pbxuNx6muhWxMOPG61WtbpdBKlAfI4EoS7A8YRSsyuKu3Bc7wx1mZZeCx40oZVQ0hEIPGQVkY5n89tOByGsks+oH5FOSYrjtBNTRAEQRAEQXgYiDh6QuCs7GAwsGKxaPl8fsEjBQF7p9Ox8/NzKxQK0dcDcfTixQt78eKFvXz50k5PT63dbofSAA7SQRppkyoIdw8/rjTOhHUDE5U4oBhCF7RWq2XHx8dWKpUsn8/bZDKxcrmc+nrD4TChLOL75+fndn5+nvDykupVEARBEATh4SHi6InAd2GKEUbwhoBiqF6vW61Ws3w+/m+ez+fW7/ft9PTUTk5O7OTkJBBHyPCCqEJJDVoeC4IgCNsHTxrN5/Ow/nS7XTs/P7dSqWSZTMYuLi6s1+tZsVhMfS00ZmAfI6w/rIhFqdpkMpHqVRAEQRAE4YEh4uiJgDvPoH232WVnptFoFLqiVSoVq1QqVq1WrVKpWC6XS33N4XBorVYrHCCdkN1FeRoO9pIQBEEQtgdMGJld+hlBcdTtdq1QKFg2mw3eea1Wa6nqFWsam17jFmuaFEeCIAiCIAiPCxFHTwggjtKURqVSycrlcmjhjftpxJGZhfKCWJkAWnx7E15BEARhOwHSZjabBdN2kETdbtcymYzNZrOgQFqmejWz4IsEZSvus1cSe+3JZ08QBEEQBOHhIeLoiYBbdrP6aDQaWaFQCAdad/NjEE0xoLU3Z3lxoDwNHhZod6xsryAIwvbBG7OzWftwOLRMJhPWlE6nY5VKxUql0tI1aDabJVStnKzwRBLIJRFHgiAIgiAID4vMfEUWINbhR3hY5HK50KZ72X1kgfH8sv8dgnYE63wLP6OYp4WQxDp+JxqzgpAOjdmbg88T5WpIWnDyIp/PhzUpDdyVDesLkhRIWvCB59bx/yfcL9btf/5UxqsgPAbWbbyaacwKwjKsMmalOHpCQNBsthi4r/JcDL5Ljn/O/54gCIKw3YitDfDb47UHx6qvl9ZZMLY+CYIgCIIgCA8HEUdPDAqeBUEQhHWDGicIgiAIgiBsLtKNBwRBEARBEARBEARBEISthogjQRAEQRAEQRAEQRAEIYqVzbEFQRAEQRAEQRAEQRCE7YIUR4IgCIIgCIIgCIIgCEIUIo4EQRAEQRAEQRAEQRCEKEQcCYIgCIIgCIIgCIIgCFGIOBIEQRAEQRAEQRAEQRCiEHEkCIIgCIIgCIIgCIIgRCHiSBAEQRAEQRAEQRAEQYhCxJEgCIIgCIIgCIIgCIIQhYgjQRAEQRAEQRAEQRAEIQoRR4IgCIIgCIIgCIIgCEIUIo4EQRAEQRAEQRAEQRCEKEQcCYIgCIIgCIIgCIIgCFGIOBIEQRAEQRAEQRAEQRCiEHEkCIIgCIIgCIIgCIIgRCHiSBAEQRAEQRAEQRAEQYhCxJFwZ7hodextRx9lk3e997FPRRCEFTD6sZ+0tx191GOfhiAIK0JjVhCeFjRmBeHpQON1OfKPfQL3gbe/78eE+/PhyCyfs0z+9Y9a/vAPsTf+X1/2YOcyec9r9u6P+NTEc/PR2Kq/+sPtDV/7JQ92HmZm7a/7Nnv52V9qmXLJLGOWf3Zgzc/4Tbb7mZ/0oOcRPbev+RZ7+bl/0Q7+zB+y3c/6zY99OsIDY53G7PTlmZ18wf9hg3/3ozbr9Kzwfm+y/f/90632az/ywc4BOP0LX21nf/lrLFMqmmUzVnjLK7b72Z9qjd/0qx/8XMzMXv7RL7PON/6LyyfmM5sPRvbm7/rbVvoFH/Ao5yQ8DtZpzJqZvfq7Pt+GP/hjNusPLbe/Y83f9uts73M/7UHPwWz9xmz767/d2l/9zTb57++yTKVk1V/9i+3gi/+A5XYaj3I+wuNh3cYsMH1xau/+iE+x/Jue21u+++8++Puv25jtfdcP2OkXf6VNf/qFWSZjpV/wAXbwxX/QSh/01kc5H+FxsG7jdfQf/6sd/4m/aqOfeJvlDnZs//M+3Rq/5dc+6DmYrd943bY1diOJo5/9U5cbm//x8X/Iah/7UVEyYj6dmuVylslk7u1cCm9+njif+Xhi7/zgT7D6J/yqW7/2RbtruWb9Wn9T/H/87LAwD/7tf7D3/tY/asUPeD+r/vL/Z+L35pOpZQoPc3lMXz2287/+dVb8oJ/9IO8nrB/WaczOewMrffD728Gf+izLvXJo/e/8fnvt936Rvflf/C0rfsDPutVr32TMVj/mF9sbvubP23w2s963fLe99llfbKUPfn8rvv/7Js/7Acbs0Zf9UTv6sj8aHp//ja+39td8i0ijLcQ6jVkzs73P+11WfOtbLFMq2uQ9r9l7f8vnWv59XrHGJ/2aW73uUx+z88HQDr7w91npwz7I5oORvfh9f8aO/9hftud/8wvv9X2F9cO6jVng+I9/uZU++P3t4rR9J6/31Mds6ef/HHvDN/wly79yaPPp1Fp/+5/Yq5/2J+19f+jr7/V9hfXCOo3Xi1bH3vvJn2d7f+zT7Y2f+hts9KP/xd77SZ9r+fd9o1U+/ENu99pPfLxu2xq7daVqbzv6KGv97W+yd33U77C3v+/H2Lw3sLcdfZSNfuwnw++c/5/fYP/j4/9QeDx9eWavfdYX2zt/3sfbO3/+b7TjP/nXbD4a3+j9e9/2vWazmdV+3S+91ecYv+3d9u5f/Ntt/N/eeePXqHzEL7TiB/wsG//E22zwb/+DveOtH2utv/vN9lMf+on2Pz7u95mZWf97/r2952N+r73jrR9r7/rIT7Xed3xf+Pv5aGwvP+/L7B3v/3H2Ux/2m633Ld99o/M4/t//su197qdZdrd5488ibC4eeswW3u+NtvsHPtnyb3xmmWzWar/mI6zw1rfY8N//xK0+R/97f9j+x0f/Hpu+dnKjv89ks1b/jb/Ssjt1G/+Xd1j7677N3v3Lf5edfunfsXd+0Mfba7/ni8zMrPPN32Xv/mWfZu9468faez7699jwB38svMZFq2Ovfsafen08/+LfboPv/4+3+kztf/it1vhtv+5WryFsHh5jnS190Ftfz0CaWSZjZtmsTd7+nlt9jk0Yszu/6xOs8hG/0LLlkuX2mtb8nR9vw//vf7rR5xE2F48VG/e+/Xttdt62+i0JXmATxmz+lUPLv3L4+oO5WSaXtem7X7X5ZHqjzyRsHh56vA5/8D9bpliwnd/5Gy2Ty1n5w36e1X7dL7XO1/6zW32OTRiv27bGbh1xZGbW+SffZW/8xr9sP/vt32GZannp787nc3v1U/+45Z7t2/v80P9lb/k3f99GP/7f7ewvf034nXf/sk+zzjd950rv3f6H32r1T/xoy5ZLt/oMxbe+xXb/t0+xn/7Ez7HJO3/62n8/n89t8H0/YuP/+g4rfcjPNTOzWbdv4x9/m73l3/1De+M//T9s9OP/3V77jC+w/S/4THu/n/zndvRln2cvfv+ftfF/f5eZmZ19+dfY8Id+3N7yvV9jb/5Xf8d6//zfJN5j8AP/yd7x1o9deh7db/nXNuv0HkXuKDwdPOaYnb48s8lP/pQVf97tZOLVj/owq370L7af/l8/xy5OW9f++/nFhXW++bts1ulZ8Wck6+P/8g6zfM7e90f/sT37G59vve/8fjv5wr9hz/7an7D3+8l/brt/+FPsvZ/yx8P7Hf+Jv2qzdtfe50e+wd74zX/Vut/wHYn36HzTd9q7f9lq5T3DH/rPNnn7e6zxW5ePcWE78Rhj9uUf+0v29vf51fZTH/q/2rw3uPW1uWlj1sxs8O9+NJyLIDAeesxetLt2/Kf+uh3+xT+a+jvXxaaM2cl7XrN3vPVj7e1v/lV2/Cf/mu394U95sCoA4WngQcfrfGbzuX9qbqOfeNutPsOmjFfGpq+xWzkL7f3BT75k86/A6Ef/i03e/h5707d9pWWyWbNq2fY++1Pt5ed9me3/v3+3mZm95Xv+/kqvNXn3qzb4Nz9sB1/4+1c+1/Y/+Gf28o/8haW/c/wn/oq94R8t/x1g/P97++tkTjZj+Tcc2cGf/d+s8pH/kw3+7X8wm81s/ws+07I/MwG1//63WOO3fqxVP+rDzMys8uEfYtWP+SXW/af/yvY/93da55u+0w7+5GeG73Lv836n9f/lD4T3qnz4h9jPetu3p57LxXnHTv70V9obvuEvrXTuwvbiscbsfDyx137vF1ntf/mVVv7QD1zpb07+3FfZ+Zd/zdLfOf3Sr7ajL/2clV6v/53f//qYzees8D5vsOd/8wut+Na32PAHf8yyzZrtfc7vsEw2a5liwdpf/U9s9w98cigdq//6X2atv/H11v+u77f6J360df8//8re9M/++uu11zsN2/0Dn2yv/d4vCu/V+MSPtsYnfvRK59X+2m+12sf8Ess/21/p94XtwmOM2aO/8Ll2+CWfY6P/9N+s/x3fZ9nd1TwGtmXM9r7rB6zztd9qb/zWr1jp94XtwkOP2dM//ZXW+K0fG8bGdbDpY7bw5uf2s9727Tbr9q3z9d9u+Tc9W+lzCNuDhxyv5V/0823eH1jrb3+TNT/t4234Iz9hvW/7N5Y73Fvp/Td9vALbsMZuJXGUf9PzlX93+q5Xbdbq2jvfn8ox5nObX8yu/b6dr/s2K33w+1vp5/+clf+m8Zt/jdU+Lu7u3vmG77Czv/K1tv/5n7ny67HHkUemXk2YeU3f/V4bfN+PWOfrLsmf+fTCGo3XDdsuXj22/Fsuv8v8m19Z+TzMzE6+6Cus+dt+nRXf+pZr/Z2wfXiMMTsfT+zVT/8Cy1ZK9uzL/9jKf7f32Z+aajh/9uVfY73v+D7b++xPWfn1qh/9ei13DPk3HL4eBPwMJu9+1QZ/7m/Z2V/46vDcfDq16XuP7eKkZTaeJMZp/i3XG7PArNu37j/9V/b8b21mDbdwezzWOpvJZq38oR9og+/7ETv5wq+wZ3/lj1/5N9swZvvf+8P24vf/GXv+9/6sTHaFKB5yzA6+/z/a4Ad/zN7yL//OdU/TzLZjzJqZZetVa376J9g7P+DX25u/661WeN833vi1hM3CQ47X3P6OvfK1X2Inf/or7fQvfLUVf+77WfOTP86GP/zjK/39NozXbVljt5I4smyyQi9Trdh8MAyPL15c1lrm3/TMcoe79n4//k9v9Zbz2cw6X/dttvuHVx8YZmaZUtFyP+PbwBi/7d129le+1t74DX/pzi7QjPte8m96bju/55Ps4E99VvT3c68c2vTdr5l92M8zM7Pp/3jtWu83+Dc/bL1Oz87/1jeamdms3bXRj/5XG/7Af7JX/t6fvcEnEDYWDzxm5+OJvfoZf8rm44m94R/8ecsUC6ufarVsFpEND77vR6z3rd9jb/yWv275Nxzd+NwSyLgx+8ZntvO7P9F2fudvXPjV+cWFWSFv0/e8GlRC0/dcb8wC3W/+l5Zt1Kz6qz78Rn8vbAEeYZ1NYDJd2eNo08ds/3t/2F779C+w53/zC636S3/RjU5b2AI84JgdfO8P2/Snftre+cGfYGave2bOh2N7xwf8envL9/y9K5UUmz5mky86t/lobNN3vyriSLjEA6+xlf/5Q+zN3/aV4fGrv/sLrfJLPnS1U93w8bpNa+xWehx5lD7k51rnG/9vm0+nNvqxn7TON/zflz/7hR9o+Tc9t5M/91U26/ZtPp/b5N2vWu+7fmDJKy5i8N0/ZBenLavfUbvA4lvfYm/53q+5125Gzd/xv1jn67/NBt/3Iza/uLD5aGzDH/rPwZC7/gm/2s7+2tfa9NVju2h17OzL/t61Xv9N3/5/2lu+5+/ZW/71V9tb/vVXW+lDP9B2/+An29Ffurt6d2EzcZ9jdj6Z2qu/+0/ZvD+wV77mzwXD3dui8pH/k73pX3yVFd7nDXfyejHsfMZvsvOv+Dob/cf/avP53Gb9ofW/59/b9KdfWCaXs/rH/wo7/ZK/YxetzuvdDL/i6270Pu1/9M+t8Vs/1jK53B1/AmFTcZ9jdvLuV637z7779b+dzWz4gz9mra/6Jqv+iv/Xrc55E8bs4N/+B3vtd32+PfuKz7fqr/yf7+lTCJuI+xyzu7/vt9j7/MA/CvHf/h//DCv8nLfYW/71V1vuaLXylxg2Ycx2vvm7bPL299h8NrOLVseO/8Rfs0y1bMWf8SMVhBjuey87+k//zeajsc0GI2v/g2+x4b/7D7bzmYtd3q6DTRiv27bGijgys8M//9k2/KEft3e89ePs5Iu/MmHUnMnl7JV/+KV28d6X9q5f8in2jp/9a+29v+2P2fQdl5nMd33kp1rnH/+L2EsHtP/hP7far//l1245uAz37S1S+pCfa8/+5hfa6Z/7KnvnB/4Ge+eH/CY7/ZK/bfPRxMzM9v7I77DSDJx31AAAsDxJREFUh36gvfujfoe951d8utU+NllSN/j+/2hvf9+PST//5weWf+OzcGSKBcs2apY72L3PjyVsAO5zzA5/8Mes/+3fZ8Mf/DF75wf8Bnv7+36Mvf19P8bOrqjPXgX3PWZrv+Yj7ODzP8tefM6X2jt/zsfZu37Rb7bW3/pGm89edzU8/POfY9laxd71Cz/JfvoT/vBCJ5vOP/4X9q6P/NSl7zH+r++w0Q//hDV/+6+/t88hbB7ue51t/c1vtJ/6BZ9o73jrx9qLP/wltvO7P/HaCt8YnvqYPf2Lf9dmnb699nu+KMxly9ZlQQDuc8xmG7VE/JfdaVgmn389FrxlQuKpj9npu161n/6kP2Lv+Fm/xt714b/Npu9+r73xG7/8TvcPwubh3tfYr/rH9s4P+nh75wf+But+y3fbG//JX13ZY2kZnvp43bY1NjOfe590QRAEQRAEQRAEQRAEQZDiSBAEQRAEQRAEQRAEQUiBiCNBEARBEARBEARBEAQhChFHgiAIgiAIgiAIgiAIQhQijgRBEARBEARBEARBEIQo8qv+YiaTuc/zEIQnjXX0mNeYFYR0aMwKwtPCuo1ZjVdBSMe6jVczjVlBWIZVxqwUR4IgCIIgCIIgCIIgCEIUIo4EQRAEQRAEQRAEQRCEKEQcCYIgCIIgCIIgCIIgCFGIOBIEQRAEQRAEQRAEQRCiEHEkCIIgCIIgCIIgCIIgRCHiSBAEQRAEQRAEQRAEQYhCxJEgCIIgCIIgCIIgCIIQhYgjQRAEQRAEQRAEQRAEIQoRR4IgCIIgCIIgCIIgCEIUIo4EQRAEQRAEQRAEQRCEKEQcCYIgCIIgCIIgCIIgCFGIOBIEQRAEQRAEQRAEQRCiEHEkCIIgCIIgCIIgCIIgRCHiSBAEQRAEQRAEQRAEQYhCxJEgCIIgCIIgCIIgCIIQhYgjQRAEQRAEQRAEQRAEIQoRR4IgCIIgCIIgCIIgCEIUIo4EQRAEQRAEQRAEQRCEKEQcCYIgCIIgCIIgCIIgCFGIOBIEQRAEQRAEQRAEQRCiEHEkCIIgCIIgCIIgCIIgRCHiSBAEQRAEQRAEQRAEQYhCxJEgCIIgCIIgCIIgCIIQhYgjQRAEQRAEQRAEQRAEIQoRR4IgCIIgCIIgCIIgCEIUIo4EQRAEQRAEQRAEQRCEKEQcCYIgCIIgCIIgCIIgCFGIOBIEQRAEQRAEQRAEQRCiEHEkCIIgCIIgCIIgCIIgRCHiSBAEQRAEQRAEQRAEQYhCxJEgCIIgCIIgCIIgCIIQRf6xT0AQBEEQhKeDTCZjmUzmVvf58TphPp+HA4/5+dlslvgd//uCIGwPeP7KZDKWzWYtm80m7uPxTcHzDs8/uI/fwa3mIkEQ7gsijgRBEARBuBKZTMZyuVx0Y4QDP+fHeI7vX2dDteqm6y42TLPZzC4uLmw2m4UDj6fTaeK4uLgI9/2GTRs4QdhMMPnNRy6Xs2KxaIVCwYrFYuJ+Pp8Pf7sqMIdcXFzYZDKx6XRq4/HYptNpeOznKpBJFxcX9/XxBUHYYog4EgRBEAThSjAxlM/nAxGUy+WsUChYLpezfD6/cBQKhehtPp+/dibe//5dkzOeHMIxmUxsPB7baDQKtzi8EuA+z08QhMcDSKKYsqhQKFilUrFqtbpwFIvFhblrlblsPp/beDy2wWBgg8HAhsNhODAXXVxchANkUiaT0dwjCMKdQ8SRIAiCIAhL4TdIngjyGXZ+DkepVErcgmy67nkw7nJzNJ/PA0GEgwkjbN76/b4NBgPLZl+3iYQaCQTSfZybIAjrAa+2BJleKpWsVqtZs9lMHDs7O1apVMJ84V8LiM0Xs9nMBoOBdTod6/V61u12rdvtWq/Xs16vZ/l83iaTSTjwOlzGJgiCcFcQcSQIgiAIwpXAJsmTRaVSyUqlkpXL5YX75XI5cVQqlXC/VCqtRBw9VKnafD5PKImQ1UeGv9vtWqfTsUKhYNlsNlFGwqQRlEfK+gvC5oGJI1Zegjja2dmx/f19Ozg4sIODA9vf37d6vX5tryPML71ez87Pz63Valmr1UrMm77kV2VqgiDcJ0QcCYIgCIKwFNgsoSytWCwmyKFKpRLKNMrlslWr1cRzOGq1WrhfqVSC98d1zoNxl8TMxcWFjUajoCjio9frWaVSCSopbNDG47ENh8PEZm02m4k0EoQNBYgaEEYou2Xi6PDw0J4/fx6OnZ2dKEl+leJoOp1au9224+PjUPLG8w+/Bsjr6XS6dk0HBEHYDIg4EgRBEAThSmCzlM/ng9II5FCtVgukUL1eDyRRvV4Pt41Gw+r1ejhqtdraEUcgiXD0+33r9XrW6XSsWCyGchMY1Q4Gg1CqApURd40TBGFzwB5HTBwVCoVAHO3u7trh4aG98sor9uY3v9ne9KY32f7+/o2Jo9PTU6tUKoE0MrNQQssqR5BGt+3iJgiCkAYRR4IgCIIgBKR1DIK6CGohVhIxGeRvG41GII2azWbidwuFwkrnE7tvltxs3ZZEAnEEDxHclstlKxaL4Xe871G/37fZbGbZbDaY1JpZwu9IEITbAWPf36Yh1qr+tu+H8jTv5wbSqNFo2M7Oju3u7trBwUFQHoE4WmaQHTPWn06nls/nA1E9HA6t3+9bp9MJXnEw7+eOl4JwE8TWWr5Ne84nTO7yGox1K+XDPx97LNwdRBwJgiAIgmBmFrLonFFHeRoURXwLAsj/DPf5QBkbNlsw1zazoNbh+6zgYfDvMdK6EvnXjb0HXhebQXQn4tfExo29jwaDgY1GI8tkMsGgFqUi3B5bEISbAYRN7DZtg4pNI8afv73q/dLeEyVpmMfYzw2EEUjySqVipVIpzHNQC6XNbTGCaz6fJ+ZkPmKbdqkdhetgGQHkTeD9AbUdxwlXkZerkr2x5y4uLmw2m0W7CPLz/ndEIN0tRBwJgiAIghCURSB1sOHBBglEESuJ8BgKJJSuxXyOmDTyZRtpZBA/twphxPdXJZz87+AzIwjF30Bh5Imj8XhsZmaj0chyuZyNx+Ow4fPkkyAI1wMbUfOm9Spjfd5IoowLz6/ynp5Ez2azViwWw5yGeQ73QRw1m02rVquBNEJ5a8wwf9W5TBDuC2mkLBND8PFCfIDHvoMq1nbfQfCmKkHch/oOyRnueMpdBaHM4y6DsfGusXVziDgSBEEQBCFBHKE7Gg6Uo/myM86uc7c0vs+PEXTyZioGH0D6DVfMfDrt8XXegzOppVLJzC4D68lkEogjHFAcgSiC15FMagXh9oDywW9g8XiZ4giKBBxmr3sDXWVc7+cBPjAX1mq14O2Gx6w4qtVqVi6XE3MdzitN9Xhb0kjKCuE68KXoXk2Uy+US6mAc3E3Vd03FGs/X/HVK2HypGd/H+sudTnGgdBzJG7w/FIb+9dS84uYQcSQIgiAIwgJxxCqiWq0WiKKdnZ1wi+egJuIDHhycjYTBa5qc3Qd1vpQjVt4R8z1Ke41lP8fz+Xw+8TME0ZPJxPr9fpQ44k5q2LBepYgQBOFqsOKIN6+rEEfj8TgxvuFDtgxMHLHqslAoWLlcTigv+Wg2m4E4YoWlVxzF3m8Zub3q4f9GEDxiqtuY4XtaAokTQexxyOXppVIpXPOeNFqFOMK5eeN3dDxF0woc8Bns9/thToBCKS1eEHl0c4g4EgRBEAQhQRwhMOSytJ2dncSxu7sbSCSUZWCj5cvdfPbeS9n5HPgW8Jl6/7NVXuOqn3PwzCRSsVi0fD6/oDhC5pO7G8E8u1AoBO8jQRBuBlZEcPcyEDnLiCOoi/CYVYCrKI64HAfvic0xlJfNZjMcTKrHFEd+/lpFNSkIdwUeK7wG+g6BXK4OFZEvzWQFMiuRG42GVSqVBeJoFdWRVxh54mgwGFin0wlHt9u1TqdjvV4vEWeANPadB/37CDeDiCNBEARBEBYURxwcgija29uznZ0d29vbs729vZBhB7niA1D2CPFmmzFyCOeBx8vUQghGY5sv/p3rvAcC3mw2mzDULRQKoesaSCN4Ho1GI5tOp2FjOplMgmRexJEg3A5cNga1EdQ8yzahUPzB4+ji4iKVsF72niCOoML0RDoT6NhIQ3kR8zjic4yZYwvCQ8CbYHNyh8cZq4m4KUaz2Ywmk2q1WsII/jrG7aygY+Lo4uLCer2enZ+fW6vVCgfK4dl8Hmswxt5VimPhehBxJCTgBxgH0fj5ssHvGeNlclpBeEykScZjWZlV/va6WCYtv8qTRRDuA5xpx2aJN0rIsGOjBCKp2WyGwM37JKRt1DgLGPMz4J/h3JZhlbHhJfM+cMbPEIDya+bzeRuPxwljXD5AJjGBtkqgLAhCelenXC4XVA7so4KOZWnjC6Ut2CBi87lKu3oui+OynEqlklAZYQ7EgRI1/C6II/48aWRRWjzA3aFAgKUdirOFZXFt2vgCSeS9jFCWiaNery8kk2KJpHq9ntr17yrilq9jf7/b7Ybxj/J3VjDjs6NUHAkcvC6OTCajbqe3gIgjIVqDigEOh3y+jZn9MZB1TTtW3SQLwl0j7Vr3SoiYKmIVQuk64GCPb3GY2UIgmOZnIAh3BR4LvnMKl555k1pWFuF1zC6vz7S22Mta6V6njCP2Mz92fQmKL6tjhZD3U1rWlnhZi2xBEJYDJaE8n/C4jJXKVCqV4B8UWyNR2sLx6sXFRbR81K/teG8mzbFxZqURyCOUqcEwGyoIr3hII4lw6+OA+Xxu4/F4oTx2NBrZeDwO3aPQkhzzp8ij7UMaSeNL0fjAHs97E7JHofcvwn2MBb72mTBNI46uEh54xRHfn06nVqvVwvWOn3lDb/7M2WzWhsNhIJJwi1K2VTosCkmIONpyxCYY3OdsCxZCTAr5/OWl4xfBi4uLhP8DH2aWGPCx1xCEu0QaKepvubabJbsx8ihGJl0HGCc4OPDjTbPPJi7LKmoMCXcBT6T60jMeN4AP9jijh/tMCPlr37fU5c3QMmUeP5/2Ofz9fD4f9W3gz6USEkF4OPh409960gi3KFWLbTYvLi6s2+0mytUmk4nl8/ml6znmPMS73AQA5WjcTZJL06rVasJ/Kdb5LTaf4bxB/KDsFebebAKMAzG2J4+kpNhOeLKE128uPWMlnffvgpKHH/NayWOxUqkEU3jv53UVSbTq9ZlG6ILQQqwRS2Qx8dzv9wPhimM4HGq83BAijoSEZJEnnlKplJAo8m2xWDSzeOvEyWRivV7Per2edbtd6/V6wS8C7C4v8IAGr3CX8IsOb4h5ccXCw12fWGHhO0D5DelNMJ/PExmQ8XgcHuM53mz7sRNTIgnCXSCmwvNrA4+BmCeBDxq5LTaubxwcyPHtaDRKEKj+vTz8czxm+ZwLhUIIeBuNRjDLxZgHacSvJ+WQINwfkLjh0hgmY2KkUaVSCWVgsSTLZDIJcSrUBcPhcIHIiak08vl8II7q9Xooxdnf308QRb6EB+fkiSNfnhNTVnACyc+P6CLFpJEnjtLIdmE7EFMW4frjTmhp99Mes78XP2aTbO4gGPP188Qpr69ejRf7G/58ILRAGnEljPdYRAzf7XZD5zUQyZgTlp2DEIeIIyEMPpYvYuGsVqsL5mc7OztWqVQWFj8c4/HY2u22tVqtICWezWY2Ho9D22KzpPmoIDwEYptgLDh+McXjQqEQ/tZviG9DHKH+GpJzbJZzuVwIGuHJgM2tmS2V1mosCbeBz7zHEgq+JAvgkjSzJHHDHU5wi2M4HCZa6/IGaTKZJDZXy8owPNGTpqYtFovBk+Ti4iKQRpVKJfpdaEwJwv0ChG65XF4w3WVSBmQOK47MbCHJwuoiqHYGg4F1u92gOFpW2oNEUrVaDYqj/f19Ozw8DPEvzinmacSbWDbGxm2MCGdfFj6w4Y2RRly25hVHmre2C0wc+TJsNrjm65aVfF7ZByII5IsvV2cCCfEyl3svK0nD+eI6vSqO9p8NCmE8BqEV696Kz9/pdMK5YX7AY42V60HEkRCVNWLhrNVq1mw2bW9vzw4ODuzw8NAODg6sWq2aWbKeHPeHw6Gdnp4mSKPJZGL9ft/y+fzCwibVhHCXiGUqYgoKzk54STwyKAgGzZLE0SoGm8vA3gVQWWDRzeVyNh6PA4GErAhnEn3pmiDcFdJII6/SiymOOAjkzCJUdV4ujmx6t9sNrXWhUu12uzYej1NLNj08ceQ/A+6Xy+XgeYBNYqVSCf57/vWkNhKE+wW8Vljhc3BwYAcHB9ZsNpeWqrFih31+RqORZbPZsM72er1QnhNTHHEcHFMcgTja3d1NxAus0GCVkSfaAY59uawOaz2T6uja6An1mOKIiaPY/ChsLrhqBAocJnu4rIwPVvQh5mVCyZMxrOZhRQ+/n48PYknWq2wWYuXiZma5XC6Up+JzlstlG4/HYWz7c2MTbZBGSFhdpYwS4hBxtOXw5TvMVmMSaTabdnBwYM+fP7fnz5/bs2fPrF6vm1ncAX8wGFi5XA6mhciaQMaYy+US7vZifIX7QBqBxCqj2PUO+Tnus9FfzAD3JpjP52HTPBgMFjI12WzWJpPJwiLMRJHGj3Bf8BspXhvS1EacAOBrEmsAb4Sw8RkMBtbpdIJCtdVqWbvdtna7bZ1Ox4bDYWoHIUbs+keg6NVS1Wo1EFLIXqJkTeVpgvDw8Iqj3d1dOzg4sGfPntn+/v6CEgKkDUpL4QvE5BE8NUEadTodK5VKoVQF7+vnOq+4x/ns7+/b0dGR7e7uJsyD2UyY5xyOGfBesaQpk16sQgYxhDK1GHnEaiOVqm03vCoH1yTiWhCg3BGQTa394U2u+Zrm9dSTpLFuoquspWlJJ/5bjF2QRjx2MB+wnxP8kGBSDxHDaDQKZWsii64PEUdbCB4oMfM0HF6me3R0ZM+fP7c3vOEN1mg0zCypfMD9fr9vmUwmZJl7vZ612+1AHHnp7m024MJ2YVmGAI9j5WQcEMa6Q6F7Cnuf4D5I0Jih9k2v29lsZsPhMOqnlMvlEplEqI8wdtg403ej8hJ1LYTCTRDzEkJmnLtm4voECZv2WgjUsOnB/X6/b+12287Pz+38/NzOzs6s1WrZ+fm5tVqtBHHEpvGxck1P+vhOb7hfr9eDyhDB9Hg8Tmy4RCAJwt0jTYXAhres8Dk6OrKDg4NAHHGDlkqlYvl8Piga/VEqlWw4HIZNMKsnfMLUe8Pg9dFRDR5HBwcHtru7G1Vc8ByYVsrufY3Y2wjEOjeTQXldp9MJvqH9fn9BccT+SCpV207gGuYyMlbNwdQdZdo46vV6uNY5YcqloMvUQz7WTrv2zWyBCOLHMaIppjiCIAF/jwMkV6xyJpfLJewh+v1+Yj7gRh4aO1djrYmjVRjLVYO6ZRfCfW+0rtrs8nM3ef9Vv4PY4EeWhztY4EDWZ39/33Z3dwNTDYmjWbzFciaTSbQk5QHKA/+2qg1hcxFbjPwBAtKrgHz2kEkjb4KNgI9NOZlAYsVRrFTtNsTRaDQKCzs20tVqNWQTvWzdd57y7UU52+iVgJKuC6uAyybYf4jLjuEZghKQfr9vlUollTjCtY6NEK5v3O90OkFthAMla15x5K/vNDBxxGsPpO7I0sc6EcUynQokBWF1pG0CvTIB92u1WtRLEwoJ3+0JZSm5XC7RNAKqHVbu4DGPc1Ye+3igWCza/v6+7e3thfdHLIC41nupcGybVmbjy9J8wwAoiqBCxv1ut2tnZ2d2dnZm7XY7kEej0ShaoqaN7/aBr2fElFAOwW4ERBGPK1zbbNHApWpc1rmM9PHw6uPYz9Iexz5b7NYrm2ezWfjsnATCfpNL5TkGiSWlONYQFrF2xNFVjGbsd1aVwaXdv68s/SpMqt8geyaVzyntc6/y+dM23/AxYqYZ90EcIcsC9QV3n4m1CfdtEf2iGlOFCALDK3v4fkxJwI+X1WT7zml4DLLUS3W55e99eBxVKpVEhhHZRASFnjTyRtr+8HJ9HGYm8ki4EgicQApB4o2sfr/ft263u2AMC7PKtNdERyPuoAZiCmUk8DnCxgljIKZqvYoM5fliNpslykWuWoNiwa7WKUFYDTHFL0gjNu3lxE29XreDgwPb29sLSUqU0WAN5g6nHHOCJPIdGXu9np2fn1u32w3rKgik+XyeUBZxKVy1WrW9vT07PDy0/f19azabod04kqAo2fXNAszSN9RcUhfzMmKvN+/7xirMTqdjg8EgKI28ykib3e0EfMKg3Gs0GuFgs3kQRlymxubWXI4OrCK88PtcT+z4v1n2+mk/W/YeXFFQKpXCOM9kLn2NWNWHeSKTySQSSTxHLGtEs81YO+LILF1t4H9+HeIhRgwxU3nX5FGMGPLnjsd+0YmRR544Snv9tHPxG14sdqVSKTDSPMk0Go3AUO/v74d6WNSRIrvsA3omjtgTwx+sTlJQLnh45ZBvMeoPLjuLlaJ5woi9CbiLWqw1KTbPfuyy4eV1gYC3Wq1GO6vFlEb8O7GyH95s8yKoBVBYFSCIQBxx69rRaJRQpLJBLMbIVa+J65evZ5BH3scD130sQbEKCYp1KeZpEluH+Xf8+WuNEoTVEBtjrIbway1KRtNUPtVqdaHEDGsaEjCsIMD80ev1AtEC4ghki9nr6zcsGdgwuNFoBOII5wNVBqvnY40C8PnTAI8V9jDyXm+dTicc8HsDgYQDiiOUrXviSOTRdgHELJKg2NN5sgh7Oz++OJHKdiJmqymL/HM8TtPO9yoyatk4ir0HfwelUin8DsrUuAyUk634GeIRJpKEONaSOAKuyhJelziKEUPIRq4if78u0tRFfkHlzxqb/EGw8O/5v18GTxbxwXXcXPe6t7eXMFDb2dlZyP7gO/Pfn1ccpS202Ww2LOJXTTTC9oDHhy838R0cfJvQmGGlJ4s4YOWfxZRICBT9ecU2nNcBNtOQ0WOhYml9jDSC0Tyykd1uN9EGNZfLhQwsB9ja+AqrANcLOhKZWSj/gCeXHyd4bllwiddgQpMz79xd0Ju+8nro21gv+xxQG/nfXSVuSMtyCoKQjlhCFLdI4MSUvc1mM1giYKPLiqOYwhflJJg3UNqFo9vtBtKFS7swh6BstVKphPgXG+29vb1AZDUajaCqZEUGHww/d7AqAgohnwACycVNArhZAD4DE2OsMPZ7BsXR2wXEyt4MGx2xQX56/04o6bwCcBXTaL9fW0YYpamPViGW/Hnwe3jCFqorJo3wmMkijjNms1niMyPOQDdjYRFrRRxdRRCllTqtEtjFJta0srC7JJCWKYxipS++7Cs2ODzhtIriyLcGxWNmp7k0DW1Q4feCEjavOPLnikEYa0nK91ltpMBciMF7E3lyiA9PCMU8u2KZTi/R9SomXMNpyoTbEEcIItlrxbfl9bfYZMNQGMEszykgjcwsSOM1xoRVwKVqZknSyJvA8pjxgaZHrHzSe3zg+mYCNdaFaJXNEUpR0kijq+KHmOpIEISr4WN2XsdjCh/e4Kb5CnmVEVQ23osNZa84zs/PEwodX6rGTWC8pyerNbziyMffPi5I2yhzqRqURjjndrttZ2dniSYBuMX5g1BnYl1latsNFhVwd2Bc0yi3xHji/RzK1Lya35OhsfUwRuzw7y+r4klTKsXek8miZefERBHuY84xswXjeTy+uLhIqKwQ8/CeXEhirYgjRmzxiZFIq5aLxIJPXJC+Nfxdnbv/HGZJI19/3y84vEACaSa9y8CkDZf85HK5BHEEee7R0ZEdHR1Zs9kMHSxQkuA9jnz5AG/0/XulEYCC4IHrxCuNkFHhlrz+Phv9sXcBX8ueTIL5b9rB5xW7fxOktRnngNgbYqNLIRZ8nHcscMXG/LZ+TML2AEo4JpA4mExLQFy1Dvt1gssr0kglXvuWBaFpQEC4jDyKPV719QVBWEQs4cslJIg5oWSHsh3+Rru7u0EVgTWclbNsXgt1LYgj9gTyah32ODKzhMcRb7KfPXtme3t74RyhfGKPIz938H1O9vLml5UMIH+4axp8jE5PT+3s7MxOT0/t9PTUzs/PbTgcLhhq+zI1fh9hO+AFCRhjvhvgzs5O8LD1aj/28IzFvbF1Mab4WVZelnZNxtZ0HjOx948RRngeY5NJI+xLY56gII44ZmbFvhDH2hFHaRcwEw+4v0rACnjiiINYBKrXCRyXXVTLSC/+LP4zesURB9iA//1ViaMYkZPP5xckjWiB+vz5c2s2m9HSICgxcI6e8PKbC3/O/P2JPBIAJlf5GvUlaEwKMTnEC2JsgeROf55I4nI0fz6xc7wrxBZOXsCQVWTlUbfbTWQ+/bzBaiPuMuO7RCjAFDxw7XmlWhrZgvvXef2022Wq4LTXSXt/nynkYDLWsGHVc08739jhz1MQNhU+McrjC2MuVkbD9gis8GHj3nK5HNYxNq2NqY1QngYSBl3IuLSLE5xsJAzF0bNnz2x3d3chzuCS8KvmnNj4ZzUxytT4nKEiBml0fHxsJycndn5+buPxOEE+4bVFFG0vvCABRAmu13q9niCO2ASe4+E0IhRYpg5KS+is8rx/XSaKYoILr0CKfR+Yf/z7ZTKZ4IPmDyTKQOqORqOo6kq4xFoRRwjuWAbv5XNpwd8yxCZcbu/LmzP2XmCJ3DJpKp8//06MJGLlj79l1jOmQoiRacvOB4gpjfA9NhqNIM/FBINsT61Wi7Yd5c0qny9ufRvUZS1DtfBtL7xykMcMl5Qh4MRzniTyBBETRX6R9J5GvGjGCNur2tsuu3ZjmRF/m6bC8xkUBAYguGNtxFmqzP5NIHtHo1FCzeHnGUEwe7pZa14HsVHFfMFKRKxxKIPxBvhpBFBaNyTu0oJ1j9v7CsKmIZYQxeEbU/CGdmdnJ3hoetKIS9NY2cMbOr/56/f7gXCBETbfR4nXxcVFODe0GWejYBxMXLE6Geuoj7djqos0FfFoNArKIvYyOj8/T5SnocwODQMGg4GMegUzs4U9II5isbhQ/hnzMmKlPY9Rs6sJIn/L+2q+5TGw7HfSkiyIe2Pdk2OiiVgFC4/L+XyeUDtij1Cr1UITDiZ0h8NhwseMY2Ot569j7YgjLDLezLZUKi10TGL1yzLiJO3CBmmEoA9ZCXZb93L8mOeJPzy54y9+XJS+XTgWSd7YcQCaVnJ2VdYUhFzs72u1mh0cHNjh4WFogwqXfT94/cDkDArforUyFr5YUO03vk91syLcDEwSeyN1kB+8yPnNH5NHfD/mX8SZQrPLziZQVeD5mHGv9xAwu7pWmz+jv/XzRIzQTZMJY37E95Hm14AsJm7r9bp1u90wDmPG2yKOhKeIGPHKBCr7OuDY2dmxo6Oj4P2A9Q7zQCzQ5c0rd29CeQwOjiF47hCETUFaAjemDub4HcoeLk/jTk9Yy0HQ8DqN8cbG17jP3ci4+1i32w3jMJPJWKFQCGN9NpvZzs5O8DOKqZxw/ss83GLqDFb5slJ4OBxGza9BHuE+5hF0gNP8IZglVbMgfXBbLpcT/mC4lkHEerKIK3jM0mPaNLIHz/nySfYu5CQl1sKYKMILO5gD8A04EMf7vbMfn7GkrS+ZRWMojom5AYj/jhjbPibXijiKye14oxgzxQWhtCpx5H0VhsNhqIEG0dHr9UIpVqxDGO7jnH3wyuSMb0u/rI14NpsNgw6DjbsmMBPrF+2rFEdp5X+cBYKBmieOPBnGyijfJnw0GoUgGtkS3yXHTyoKrrcPvMHz3dEwqXuSKO0x3/cd1jCf8JhFQAqpO55j40m07kXgmZYdueq6jZFFrCCKBQFszB1bKBGEc3cYfGcgiXDgMbIrIHIxNs1M2UzhScInaph05cDQtyWGCS86h4Jw5swrxwi4z3ND2kaW235zckQQNgVYu3wCFxs8Vviy/yDKZ6CEQLwJ0oiTPCg3QbzY7/eDWofb1IMg4vGHMdnv94NCN5PJhNjA7PU10xNHrHhC0wmOHWIJ2pjiaDqdLhjxDodD6/V6gThilRQew48JpXUgjgTBLNk5zTeGqVarQb3nSVDuCOi7AnrE4ts0JT7WxFgjF6404SQse3N5EgnXOj6PTxQjvvcdj7kiCOccI47Y98gTR1zy6kUT/H34+9uKtSKOeGBw5wUwpzHFATIDVxFHuDBZbTSdTsNk3m63FzoUzefzaMtvZiO9dA6HJ4hi7cT9wcQRH8i68EbyOh1tYueJ21KptOC2zyaAy7yUQG75RTJNccSTiWeche2Dn8g50GSfIkzwMc8ib37NndD8YbYoJcdjLBzc7haH9xdYtcwypkDkzAfUQ7Hsii/VA2mMz4dFltUV1WrV+v1+GMsIqDF/YoPb6XTCnIHFH/OdIDwlpCl7sYGt1WoL7bWRmUWQXavVQmcZTor4w5emxYgjrIFcni0ImwTE6Vz+wU0rYh6D/Jhjeo7tOVaOEUcgXc7OzkL3sVarFYgWxJq4j3WNY2ysoaVSKcwBfrPN3i/eogFgGws8xi1iYnRM88qomOKIvZiYfJbiSAD8uOOkab1eX+hI6EvUYtczx31ppBHvn2PG9L5cmxOvrLpjlTsLJHiNNbOgFOYDMS37kuI8kfDh7wnnz2p/FqZgv4BzGg6HCYsHr8riEna83jaPy7Ujjvgfi2whS1n9goOg7yriyCtccOF3Op0FnwPeIMZafjOpkqbk4UXKL1pMRvGBUjWuuUwjjnAOeLzM5ylWTscDyXenQiDAk0usVM13iIB039dnQ76PSYMVHCKPthNecYSAkwNNLBaeRPZla3zdIgMRU/l4NR9nQRCwcfYS94fDYVSmu0p5Jc8JXh3B2Vkmivi7wOLHmdJ8Ph/K05g0Go/HNhgMrFarBcKoXq9bp9OxarUaTLX5+xiNRkvnDkFYZ/gxhQNjixs/oCR7f38/KB24JTErjnycAHUiK454Y4g5A+ucb5UtCJuC2AYWKlivKsKazaVoMT9CtMzmBCWTMFibW63WgnE0fIy4xTaUwmjNjZgb6y0TyrzZ5vjCk9F8bl5l5M95PB6HWJgJozTiqNPpJDbePIdo/the+H2tTxSynxG8wrBf5q6ESIxcVaXiPYw8acTVIog3fcIVt7EuZn4fyK8L5Xu1Wk0kdphEZYLJ7PV4mOPxZeVqrJRErA1iC0kg8ACcgPaEEX9P24q1JI647AJBHwYDDgyWRqNh5XI5lTjysnOuuRyPx9Zut1PlsfP5PEGq8MYOv+/9j2LKIixay/ybSqWSZbPZcF64ZQ8SvK5XP2FxXAbvmYJbLo3xJTOeccXfgW3F98QyPy6T4W4WmDBY/r+qckPYTGAi5xa97EfC49xnHTxhhANj2CzeqQnjH9kSbAZjGUE8HgwGCyTnVabZZpdjhRdqrstGsB3zbMKY5+8I8yNIayyAyOBgroCqCBtaEHGtVisshCjNwzwmCE8NMa8wTs5w8ok7Ju3v7ycUyxxYc2YRcQKPLVbXcrka1jsv0xdxJGwSOOHIGzCsMYjZYUDPxtNI8sbWbTR+4IoAVrSDhEG7+uPjY3vx4oWdnp5av99f8BPCmghS2MyCxxHOC+pDb9OA2MInTNNibMwZHBez4ggqKV+axo87nc5COQ/mD0HA9YWkCBNHIIuYOEK8zNdzmqk0Xp/fyydKY5UwWAtZVYe1kG1K2NAe9/21jsdmZvV63fb398NrYCzzuXHieRVy1ftDgWPAXoAJNogmeG+P72HblUbA2hFHPosOJhXkERYk9iyoVqupmx9PGrE8bjQa2dnZWSJgxIBAeUpalya+uPwBgghkDLOYvkMUm/nmcrmFelEcII68WRh3e7jO98z3/QLp1UWxv/WKo1gQDQVSrFQNryFsJzj4ZE8zkMGeKGbCmEkjDkRBrniSmDeA7M3FygH4J0AGjw4nyGjGuqSsQhylGeSzeW9MZcVdYEql0kJpGhNA3sAXrwfSiI3DzSyREcU8pgVReIrw5Kzv4gTiaG9vzw4PDwNxhACR12UOEFcljWKeKuxtpFITYdPAqnr2L8Ia7bul4T7WIJ88xdhj0hVjEOu0Vxy9fPnSXn31VTs5ObHhcJgYd1wims1mrVarBdVRtVq1ZrMZyla5TI0VR7EqBq8y8uAkNWJiPmfEFLGj2+0ueCkqqSoAvM4hJmSzeR5vXm2E/aoXDcT8umKKet47cxUMyFFW1nW73eDVhfUxpkZigpc7ms/nc9vZ2QmCAzxnZgnVPn8PnJzxYyWtVI33A5PJxHq9XqJUjSt58BqID6Q6WjPiyCzebcmXdXnDvauIIw4CeWHJ5XI2Ho/DZo1NnLFwsaQWGUwojrxBtT/nmPEvFlt8DvZ3YcWR73yE8/WkERuExWo7074T3ijGZLexelc+WLLP3iloLYrF0JuFKgO7XfBKNTzmbKXPVGLxY7k7B3YccHI3QgReMTM+Jopiixm38eVbEEcxkuaqa3kZcYQS0dh4x/zj50KMefZX4NfE98rnxGpIM0ss9t1uN9Fpgze5aQuxIDwGYusZJ2n8RjTmj8CH9wjkcu+YETYyq1ALQNHnmz94L0WNH+EpwycZfZk1l6ax8gGbWJ/gjSnxsWaxGpiTOu12205PTxcUOtw5zTe+wfppdplsAXHE5xrrpBZrUZ5GFPn7XNLKsTErmdkEm5UZUhcJyxATViBu9qQRE6B8PTP42vYlaRhHLKTgA9c3V5jgusbYxHXtCST2P/JkFM7JV8BwjGuWTDyXy+WwP/bzlY+FmXDC5xyPxwv+qbgdjUbBUxRzii+X20asHXHk5XFpZtG80ULphgcuopjRJf/zuWyk2WyGbD8URyxn51I1BK6xDmq+Q5L3OPLdGnC+vDjDy8TMEkoFDnTT2ONVsExRxP8L7w0FtRYmCW9aCFlup9MJEwWySMJ2gT1I+OCMCRRGUBZiAfSmmuy9hUwBFja8DwI3324+thFEVoMXQFzPMLr1hKdvH3rVxpCVQdlsNiHDxzkzuY3z59f2BoKVSiXakY3L4TCncVen6XSaWBy5VGA4HAbiLVaSJwiPhViptNll296YRx8T0BxEx7okccIF8wrKV9nvrNPp2MnJiZ2eniYSI6PRaKFDKO4LwlOFjy957caY44QPqgK8xwrW7VhDFxxMGPHms9vt2vn5uZ2cnNjx8bGdn5+ntqtnosirM9g3kIlkzBu+GQwnZ2IqgzRlEPYmUCayCh/xMJfrqOuikIaYQmhZRc7u7m6Im3mPGlMW8X2OPX0nNPYxipWdcWUJ1kNeF/l3vb8RK3N9vIsxBN8hbm5jlkwawc+MPyvmK9xnxRETTplMJqHSx9zQaDSs1+uFvS7GNZSR2BdvK9aKOPJ1lbHaSi9tw7FMhsey8RhxlMu93s66VquFDR3MaLmkjH2JYt2bOHvJJJK/7823/GLlVQJYWLlMhRdefHf+s8eUR2nP+e+MvzuWALOZMBZDqDPOzs7s5OTEzs7OFjbgII60Cd0eeEUMjwtWGrG8He1xoexjHxLuMMZlp3zAb4s7O3jjTH7OZwf5YEltrO57FRn5fD4P3wHOEQQSB6Fe5cA+YL7Ulr0icIuggrMqPijF33LtO/u3oasjk1uSyguPCd5c+lLq2KYQBxNHvEHkzSub1pslg2j2J+E17vT01E5OTsLzmCNinUI1boSnCj/emIxh/zD2Id3f31/o6IR1nL1DYio/ZP5BHCGe5DIvJCSxMeVxx+eNc/UdW71CyhNbTBzhnGLlabF9CsY8d5piA31WZvAmWip8YRn4+mO1H8Yf1HNIuPKYYxsCgK9hvs5ZKce3IG9iZdlQEPG1jgOxNV6Dk7fsQeY9b80slIcPBoOwXptZGCdebYTGMD4ZlKaWxN4ezyOhWq/Xw+fEcXFxEdb44XCYqG7YZnuHtSKOAJacxlRHyxRHMeKIN0Le/2Q+nwfiiIkkbMZiXdB8mVqsZC12sJIo1hbRK47wOXCB+rKX2CCJEUiM2CTisyk+kMZAZv8lluDC6A9BNRZ3TDCcXRG2C7Eug/l8PtGBhTOWII7gh+APECLsPcJzgV+8+DFnPPzf+uwIL36TycTM0rOMacC4xTjiIJznH5BGhULBhsOhlUqlxEbU15gPh8OQHeGSNnhFcDYG5wHiin2PmDRifyh4kJmZsqHCo4M3g3zLXkbcYQaGoaw4Yn+VtHXXLJntxPp2enqa2LyCRPIbWN/0wUylnsLThI9FsW7FxhzUwiCOYiUfPtnq41dsXuE3yCqjk5OTEGeiTJRNc7EGemKZiSPupsbzBHcR9kqoWCkaP+Z9BcfJnIzihjGswMcGWgbYwirANem7jiPpur+/b41GI6G8XeZfyc+BCAE54suz+fqFCpBVRUw28cEiD+9p5D1IveII54LzR1w6n88Xml9AcYT1F3MLkrRAjDhCGZr3GAUxhhK4wWBgZpckG/YE24q1I45WURzxwcRRmqQ9RhzhvtllqRoGZrlctvF4HB77srM0ZZEniFgFwBkbr8KISYL5Pspd+DEvkPjePMvK32kaicQTSkyJxAsiTxJYEL3iCLXoWCB5A67MynYB16P36GHj2hhxtLe3F9QBnrjNZrM2Go1Cdg8kDyZ6zoj4TAk2eDyXxEhRzozgb8wuSRSfebzq8/vAFmOXCTAmkwuFQsIglEkjLsHD62L+MltcHL0CiUv/vMm4mS2QZLF5QxAeGky6MjnKiiPMJdjIsocJb165mYS/vmPE0dnZmb18+TKRFMHaxyUzXmmktU54yvDqd6wjvqsTr987OzuJklGQNvBa4dgVh9nluIOS/fz83I6Pj4MBNkgXVjtwqZpv7sK+RrHOb1AcsTeaL+3xigWzuC9MzEjfl6phw81+aIg/NE8IHrFrzyv+2K9rb28vXM8scEgrVYupbLlLGpdYgrBlj65Wq5XoZhgzuva+wly5kuYXCpIIazDiZ4yrTCaT8EYFeeUTN/i+eF/sBRnsXYTXqtfrCd/Ci4uLBJGMJO91mlFtIp4EcRRzdI+VqsUOvKZnOLmMA4ojNqyFzxGyLDFyKPa8l7vG1ESx7KnZogM8+5/gef5cfPEu2+ClTRyrbAwxqXhlBjboKEmDkTD8H/wCqczKdoI3eSgtQTDJQRw6Q4A8YpNKHmOQluK65A0eMiKcFWGfEgSanjz2pvm8yHFJ67IMZBp8EOrnAtRNe38iNtrFQspklyeNKpVKeH0QzT7gZ+KIy9QQ4PP4xDwp4kh4TMTWzqs2sWzMy8QRZ2F57fSbQfZXQKkM2n+32+2QFMEGFoGrT4yoXE14qvCbLY5vY2OOS9W8UT2bYMeUQWYWEkFYz1utlh0fH9trr71mL1++THimcAITGzvAN6DgOcIrE2u1WsKs28fuOC9/35eqcdwQUxyxxxHmCvZ5UUJViMGTR6z441JRxM61Wi01ZjZbJIwAFgcg2Y/4mZvEeA9beADFDrxmTJnnrR68ShdrMEgjJmIzmUyiWyrvM9kLCd8Xf058f946YjabBVKZqw1QKcOWEUjysr3MNmKtiCM/Icc2dV5tFFMc+YMvkJg8DoPMbLGmNKYWWkYo+Q5n/jVjG0l/G2Mzl6mG8PPrftex1/ULpSeOuDMVu+mzOfb5+XmCceZN+LYOtG0EB57c/Yg9SXw3tb29Pdvb2wvqIj/+ZrPZguLIeyKARPJdHljFw4uX9yVhsjZt83ed63jZuPVkML4zTxyxSsqTRrVaLch48T1h3sMGmxfItFI1JsjwvpxtEYTHAI+R2CY2VjaTpjjiToxeHRQjjpAUAXHU6XQSfg24HzO51ZgRnirSFH7LFEcol4kp9BEj47X5fcwWiSOUqr322mv24sWLROmLXwtZke9jDvZBwzzB5WoxOwm/0Wb1bUxx5JPbvhEHk0fs7eIT2ILgEVOqe3NsxM2VSiW6D2Z4NSyubfY4wt4Oax8qSVA6itLtXq+XSgDF1lZ/P+18sM/HWoyxPBgMLJvNJsyrOXHDViiIfzFmsaf2vmp4X7Z/YMURzoM9SNOacW0T1oo4MosrXPr9fmLh4d/FRjLm+cMXiJ+oOaPOCyQvlKiRxO9wyQlkbmhjzRu0u8rSL3udWM1qLJMTm0T8rX+t2CDG/8HLF7FJh6oDMkdkUph1ViC9XcA44UATdcTcppe7sCATiGCQgeAMQRkWOC6VZOII1yUTR7FF7L6vy+u+PmeXOJjFOMpms4nvlL2Y0NoYr8MLJZv7+2wwgnuMWZ95FYT7hl+XzCzamRQHAkh0ZfQHzG/ZGJvHky89xX2/GWT/BlbQ+kSIX09FuArrDD+/8/jzpeWc9MF6jYPX7Wq1mur5yWuYmSU2nWwkHfNV4UQK32J8sY8il8OzutZ3XmT1Ie8D0r4fjxh5xASSJ5G4xJyTVqv8b2LvLWwfYiQuN0pZBl/Ng/tMbiLhihJtVhqdn58nFEj9fv9ePiP2nbiFMn86nS7MD3xweSpX6SzzPzazhNE21Ew8Xr1VC8cRaXvnTcdaEUdcQ4iNIcgiPM9u7iAwyuVy1OwyTXHEi47PUngCKUYs8cYu1jXtoYkjv9HkkjlvRug/R+z1cJ8N02Jm2Ogswx2oYi0WH2qDLqwXEICWy+WwyUN2cnd31w4ODuzg4CBs8iqVSsJ/JOZJNh6Pw8KFa9DXX3MmAtdkWiZkXeG9xfr9fhizhUIhBMXVajWUzrCZYIwk9uSyL/1Jm0MF4b4RS3pgTWNVHJOf9Xo9tCHGLchoJo28v4pXDvh5geMBX+qCJJEvNzezBXPspzDPCNuDGFHk1wpO9niyBWvO/v6+HR4e2t7eXlD08RjzSVyzyzHgS8KxviOuhOmu37j5eJLPl02weRONMh6cI55PM8e/zlrnN+G+MoLvx6od0uLitLU7NpdoXhEYXikHcOVIzG+o1+sFgojL0jjGZjNsxNP3BT8uQAJx4hiVBu12O4zt6XSaIIZZgY/vh+cO/q6wd+cyQF/dBAUhJ1vxGvxa26AgXDviiMkK/MNZPg5m1HdsYJ+QZcQRK2GgDuLFLo1kiZXNeOIozYzsJrhOxgEBtjcS9llaJpS4pC5NUsjyvH6/v2CEfXZ2trBR98ZnIo22FyA5MBFDzn5wcBC6p2Gzh3ISEEesPPSTNxYzHLgOueMKE0cx49p1Bz4/twHFXIaudL4DxHA4DOM7NmfFSPCYVN8H/YJwn0i7Nr2yzqsHINMHEc3EUaPRCJtdbgW+TGLOJSmcGMI5IDiNJV8gh+dYI6ZoEoTHAM/lTMzGkgm5XC5Risbdhmq1WljDd3d3rdFohJb27BMUS07ymua7oSL5A+W6L0GJkUa45TEKxUClUkkQR7Hubn5dXHW983Ftmq1GLFF9VVycRubh+/MqRs0tAgPrlyePeOxxI5jRaBRKQ7ksjRVG3BGQ93j3/Tn42ub9OxNHrVYrjOnpdBrmKt7bo7sw4EkjjH+UtVYqlURZLL4nCFZ4DolV02yD0njtiCM26TKzxMWCfxoyB7jlNtR+IcBmC5O3zwL4BZO7nl1FHHnpPC9ID4lMJpMIbv13xAzpfD5PqJH4u/cH/y9AHMEAGybYrDhaRhwJ2wdMxgjidnd37fDw0J49e2YHBwcLcndcq9iAMXEJRQ1nR3x77FarZb1eL2GgycbsTyVr58ffaDQKz0+n00Ac1ev1RJeZ4XAY5qCYp0Rsg7BMlSjySHgopF2TpVJpoRsSe5RwuSvfhwoCB9Y/n4mNJU2wvmONZ0N/Ll9ncLaRDXu3IfsoPB2krQV8cLIH5CyXgELht7e3Z81mM0Ec+eQtgA0Wl3ywlwiXmKcpjmKxJCdN2TAY5rlQH0KVAI+zZRUKjLRYgdVGGPO+oYa3xbgOaeT3MEwIiJAW0uDVaoBPRHJM7b2McJydnYXxiOMhFEeAfw/+DKg4wryTzWYTvmeYF3zTlxiBzvt5rPM8dpk0YvIZ+2ms+5x42vSxuVbEEW8W8ZgvFFbTcAtNXDixzDq/Lk/wMeKIsyV+I8ULje/a4H0Y7mqztex1vOIIJrnIrCBDi8+L7wuvyx4yPnvCG1cuVQNxdHJyEiYV1JdioedNOi9wIpC2DxyEYpN3cHBgz58/t8PDw4RRM65bjGW+/nwNNtdce/URtwjl0smnVjbCcx8/hllgvV4PY4+JIwTGXj3B89xV5NF1M7CCcBtwiYw/UDLDJrzex4gJaJTDYi7hg31WGLGysjRDf/Y5xLlzLDGdTqOvKwiPhVjp07I1gEkYTxSxqs+TtL6LkydieE3jNR0m9ChVW5aI9GoKnLc3yWc1IiuOsGfw+4W0tc6TNgxWG/HewhNIMeUR/j5WeucJPSaM2EN1Gzaows3AYyS2n0PMyA0gPHF0enoaOgHiQKex+0yIxMYZPguLSDqdzsJ+AQbZII1iJJdXY3niiPcLs9ks4afqhRgcD7DKeNOxVsQRMupml+VpYPtY2RPr1hDbFHniyMtJWc7m1UZpxBGTTHwefPvQiqNsNhuk+8jE8obZk0ww/vbwBBI2qjHF0dnZWVA7+LbEvlOEFrfthC9Vg+Lo+fPndnR0FCZh3ILJx/hhxRvksmzOx2Z9II6Gw2HUb8DLSc3W+7pkEp2VRqPRyHK5nHU6HWs0GonxNxwOrVQqJSS4rCr0c2Ns3vMlBiKPhPtG7Lrkjkjcfpc9jXi9g6oA9+F76LuwcTDNt3zfl6pBuVsulxOdWwCsszG1Qqy8RBAeCzFVS4ys9cTR4eFhKDEHWYTDK474vQCOKbnUBOu698xkxZHf/PHaxCUmXF6H8lX2OPKlajGlkS9j4XkCj32cHNtfxJRHnEzFa6b9f7wKbN1V0sJ6ggkQVhyBCEFMzSVqJycnQRyAToBctvUQpWp87nyfOQEYYjNplMlc+qpWq9XQECf2mgDiZKz1nHA1s7D/wDzHcwjmO465WSW4qVhL4gikUYwI4g1OzM+DN0zMBLK30VXEUYw88o+9yijWdvShkM1mQxtBbiHIwazP6haLxdTFMI2hRh06Jhm8H0zDvOKI/6/C9oEncZSqQXF0dHRkpVIpsanD2MH1E7v+vHEfk0btdtuGw2Hq9fyUrkOeC7EgYt7J5XLWaDRCdpaJo3K5bGaXQbVvAnAVeRQrU9v0RVB4fPj1ybf+5k0sm+pj44pyNtyi5DVW+mEWL1PzKj2sk+yf4stNWHEQex0Rr8I6IEYY+fmfY1ouVdvb27ODgwM7Ojqyo6Oj4B/GpvXsceTX2tjmldUOSP6wObZXHHliFps6LlWD6h5qIyaOeNPHyWb+bvz3hds0UtjPAd50OFautiwuTiP1eB3H37HySBBi4OsrjTjimJoVRycnJ3Z6emq9Xi9RiRK7ju/73P1ngOLIeyDP5/OgEq5Wq9ZoNBKkc2wcm12KKdCRmIkkM7Ner5cgyLlUDYmkbVvz14o4Mrv0OfLwCx4zgjHyiO8vywRgcxuTysfIKr7FRepJpIdWHOVyOZtMJuG7wCDgkj606o5lPtIyJiwn5raHaJEK82FkhrgeXRC8BBTKAQR2KOv0ZC8Hmuzzw+b4CC79gdKupw6/WJtZKIUpl8th7PkW4VAmxYLVWGAam1Ovku8LwnXgSUh/YB3l9t94DuVpbICNA/4qbJiNo1AorHRusUwh+yOwimE6nSbWVhyY33gs8pr4/2/vPZca25al0ZL30ECvvU/Eef9nO/GtbhDyDtD90TcHOVM1pgQ0IFMZMUMGeeYwlZWVhVbiPKZPldAOnB5ypBGXYmobe2/MQe3X7/fdJiy8fnOQiQMJRuwnVUHM3ZugOOL9pBIqUDSD6AKBzB1coTbyDLw9soiTqR5ZBDBZhDHOvjHsz6SK59w6zIQWd0gGcYT1HQc+X6j7zwve/ozPj1wTk9z/HmOR1TqwfeCkK+I6JCSxz/5O6DjkNdSrIsolcfj5HvD78n4A446TU7zHQJIWYxH7c4+/ODccHXGUAweTZruZAJxQWFBgkIXnaJ0xT+TqW4DXY+IIr4fNI5QReM96vZ4Y3a8ijvB5QVxx+/FDy3O4JE27XXAZkKob8FjOsnwFEx04LeSk1x5RochlOvT2OZ933vjNmW3q7/PW3ySIosBHoQQRrnslMawW4HbaSHa0Wi0bDAZ2e3ubPFa09EQzgFpmyYGg3ofPxbfZ4wXeSihFgyk9gkMOFNkHghMqCCgRRHotkT0lwrnOZ4GvRS5JACUwB0EIjNA57efPn/bz58+d7mns8aEm01DK4tzGeb/ZbGw+nxeIIm1wwYojVhthPCuhUqvVCoQRl6rCf4nnCnxu9mHCb8TIKROYFGP/RRBhaNyR6zTMSgbuxJzrzsz3PT09JUKKk0ar1apgScFzRyRwTxMsYuB1E+OUz2M9l3NKP07AstoIxFHOW+w7wes4LrmDIiehoYy8vr62fr+fxrs2xMiRwbz+8xjipDdUTFdXVzadTpP3Mo9FcA/nTh6dDHHE8MgPL6up0k4NtPT1lLnnIEwVTLVaLRFRmNhhXPvZxJEOKCwwvV6voPw5ZPOJhZ67XODAAg/jQp5YyjIqgYDCy3iqusVbAHOEyCVl6zn4PeSIDGTgO6ElIEwQsRcgDvYQ0s6gKHH1PEu63W5B9aMbaQ4Ac1lZJbfYMwXNJfCdms2m9fv9AjmkhBETSnwfk0hKKmFs60Y9xm7go/CSNqwC5k6FbC6vSqPBYLDTUUj9RZlU4UQkzvnZbJbKzNlTZTgcJtJoOp26lgtMFvEcAuJLOy+CPOr3+ztlap5SQ8lmwLuOPbM2jkHZD1Qb+j3MLJW/KkHOyi2dI6vVagpSWV2NeZZ/p68qJQp8Dni9ZPIQRC+II+4OmCNDeD/I5yv8gXC+qreY5yv21WCyGGAfIm6YgXnq9va2UJrK451f06xIGOF9MIeBPDKzND7VeP/Hjx/29PRkjUbDFotFQW0JBdI5j8GTI47K5HjKLLIxpVe64V1igudBp8oIKJBAmmi9+Gdm7stYWE9xlHs+f181LEQ5EBZ4nliwGLIRNo5LCeQDb4OSQzyO9O8eVGXE5JE+5pygikpvU+sd/LdA4KuQG+daOq0Hqx304ICWD6gINNg6VHGE6wBvGqE4Qik77ut0OikQ1BJt3pTzJa7z/TjMiv4MZvn234HAe6DJGvYPQ/DFZWkoR4Nahw8EY0zSagLIC1IxDmCCzUojbvuN/aWnOOJxiIO7HbJZNyuOer1eIeBmKwlvHsBtViHq3IG9v1f2g0A8pzjiwJe7H7NykksA4dWG3286nabfHySd2auqBAhT/tMFJzBYkasKW+0OCHjEERRyrDjiUjWvRPS7zx1PtYxYF3uD6+tru7m5SapkVhyBOCpTD+p92AfgeTrPYG5BEx6O+VmEce7q/ZMijjSQ4vtwPzZ7+o/LKRVU2okTACeQ2esJheue9FdVFJ8FT1mFxYi9Tryaag98srOEUY2IeWHX+vNQHQU8KCHkqY1wv4dDFTaXcs6p8gj37fs9Luk3CnwvPGUhKxwQJDFRhOCJDa6xMeT7uYsTtwBX7wdAyZjcfMNjij+rme2QRkjMaKcZ7j6K4BcEETofctBn9lomjrUTew42A45xG/gosNaqaoeJI3RNwyWUOhifuGR1n7eWc5AKUgWJSCaOWG2Ett9a8snlMpyYxfj0CBgoAphgZiJGm9fk9h5le3hPccT7ZVYcYb7AOGbzcVZHgeBi7zQQ7dVq1RaLRfo7Pj/mHhBIHnkQOC1g3eQmRjgPWI2bU9hqPItzQztk8zk7Go3SGnUMxJGXfDJ7LVXFPgIkDsz7b25uUqKJFUc5pZEKTTjGx3r8/PycSnp7vV7Bw4zLaFmA8dXNsb4DJ0UcAV5gZLZLquhjcgGUR0LlNptlyokyv5a/BW9AYSFCNrRMcaRAxhMTCrdn1PpzbAJ44KhENhDw4I0Z9hdRaOZdjTYvhTTSeegQxdGl/DaB44I3vpU4wgZMD3iT4Do2hsiy6iWMbrlhBZvm4vMoPGUyA58V19FYgkvA1aMItxFEcrCMDflkMin4q7BZ6dPTU/psrLCI8Rv4CDjBqd3TmLy4vr5O3U7/53/+x/7555/UmVAPkC+aQOX1Sbs3gUjRfSV3b0LbbyVkmTiCCoPVi1ym5nkcdTqdnbKfXKlabi8CcJyg3eEmk0lKsqqCA98D/wcEvvBnub6+tqurq4IyCkQBiCOPdMb8gaAVnw3zSOA0wWsml3Kz4ijn16VJReyXyzqqjUajAmnL4oPvhBczeKVqTBwxkQyCjZNJZUQxKxFxmxsG9Hq9wu/DBB3Kc5fL5adXHR0DTo44KttM8d884ih327u+Tw2hRBLf/5XEUaXyx8ldM6KHlo6p4ghZofv7+0QaoVSN67ZBHOE1PKl9IJAjWt+rOPK6E+Gx5wz+fvuMsS/pdwkcF3Scc7DKmTv2U1GVALLw/X6/kGHVIBbtcstKXnMqZTxePzsuEaTy5ltba/N96EIKk1H4tYBIarVaO6QRNvEcDKqCOhD4CHTN5Q7A7CH28+dP++9//2v/+7//a//973+t0+m4nYTxOvzauG7mt/2G/w+3+9ZjNpu54wuZfya/uHzE66bGc0u73d5pxMF7j0P2x/xbYm1V4ogVRxj7KLlj4ohLbZi0u76+TmpM9njrdDpWrVZtPB6n3x1BKtSMHmkU5PNpAv837trNyjo2eWePMcBTo+fGJEorx+NxoewaxO13nju5uEEVRyhVg4k/e4aVlaoBuhdgfyP8fhiH3OSCY1/+bT0y7xxxcsQR41AS6T2v9ZFB81knjWZyWbXh/V072KgZsdkuW8oZFBgWcomax7gGAh544cJ5hkl2tVql9pd4LC6xIdOORbq4XVKJpAa1ZYcXPCvJpEEvH2GwGXgrNDjlDD8CJTWX5M5HSiAxccQGoXx4ySGvwQXf9j63d6kBss5TrLDF+6KcBIEflxeA5MJj2UC4Wq26XddQZvCd8NRZ+37TwHEA6wCPQxzqB3R9fW23t7d2d3dnd3d3qdU0Xse7noN2cEKgWnbM5/PS84qJaDaO5lIeJlu4tM77zIfcpwEkwOMX35P9nFDqY2aJgMbn0N8cvlKslvCIo3q9nnzVQBhBdckENzxXzz1wPWcwccTnOJcycrmoRxJ6iVbung1/Lihjee35rj21l3Di+LXZbBbUhUwQwxSbfaH2mYd7qkPcD7y8vBTU0lrRw+NRPdTOGSdNHB0rPmPAKRPNB7pjQOqPwYWFiKWNPJiYPGJJI0vzdaB4xsSBgAdm41UeiwlWgy8QR8hQsvzbM2n3PL3OBZpxMXut81aTUC0n4E2FmRWIOx7b2kJcx3uM9cChYDUAH+12O5VlYJOH6yCMcEA9wOuWKhSZUNHNsVc+7SkVsZaqAjJ3qeOQpe1mrwFiq9UqyPz5caoownNms1mhSxsuAY9c/0zwXON9d08J+jcTb4G/A5zjUBeBlECZ1M3NTaHzGHdM0/GGwNQjD/W8UGKFTeFz68x7ymI8VQKPLe+83afC4cfkFL2sOtCkLQg6VheBMK9Wq6n7Ex8w9cWcp0e1WrXValXoxKZNAbhJT5BGpw0lUHAe8f9bxQAevHNXYzhPqf5Vc7eup7wm6t4Wa+vd3Z3d3t7ajx8/UoKJy/fwe5U1qioji3SO0/8BCF2osmazWWGvovvuc0UQRycEeC5gEDETilbF3E2CySOW93OLQp1QOMAMFULgIwBxxGWQo9HIHh4ezOzVhA6BIM6xzWazI6X1uvshu3eOxJFugFmu7y2svNHUMa4beVZ9IVvKakL2cjmn3zTweeBNH1Q2GqgyYaRrlUcYseybCVAO7jzFHCvpMDdo908vq6kZzn2KXQ1MuV2wElSsDOaNaKfTSWUtbKzNc6Nnlv3Z41IVjKzA8oIRVXsBMX98L7BnRIkoCFqUeIA4YuNlVjCUqcxU1YpLrOdYZ3it4WQPVHWfeY7s+x76HfS2VzqnySpO6ILoZu8zXNbr9eTJwkojqC9VUYLrZla4X0kjLgdGK/BLCF7PER5ppJ32WNGb+z/vG1dfTRIplOTldQbJJlbg4fbt7a39/PkzzV3YM7BZuCqxcmNcSWT9Hb1kbavVSvvj9Xq90xEx56F2bgji6ETAixPIIgwotCVkyT+rj7gVKRuKaqZIjT89pREeHwjsAxNHi8Ui+Wf1er2dNrIc7K3X6+QbgJJJXAdxxMaTx2Dk9xnQslPMAdp1hQ9s/rn2nQNs3cyDNAJxBCLuHMm4wOeBz02sSV57bCaOsF7x5ovLvLQDklcywmsVm+qCKOX7uAsRCFiWtavEXZW9XicpvsRrakDJprZcugKvBigx0SIZpBG+B5Nk/Ft85v9Sy91x3cwKagtWfulnO0ThEfg8QPXCZrIgb0FcXF9fpwQjd+zC8/lS79f78H9WdSv8P5Do4WTPV5RiHvI9csG3R0yrzwkH+Qgg8Xx+rUajUZgDkez98eOH9fv9NOcxKYQS15xJOSuOnp6e3FL1wGmB1xMlj/i8+JsKs+8oS/MsFuCFmGugASNskK3cjVC7q5aRRt5tBX4TVR212+0U20yn051El/5PznENDOLoRMAZXe4modlc+ERwFld9IjzSiNVGOfLou1nqwGkBgZ0ar7fbbdtsNmZmO52JQBxxNxa9jsw8t+09N3WMZmSwIHGA6xFIyHjyAsYZYA6gQRTlFEfvLSEIXCaYOMK6xB4ErDLiA14dmm1HksOT1KuKjv3P+DYCVb6+3W4Lni86lrg0ANdfXl4KG1OzXak9SCJPhcBkFBue9no9m0wmKeBk0mixWBQMtc2sUAL3WfOdl/Xm712r1dKcjcejVMYrWTvHjfMpgM9J7UKEcg8kGkEcccb8rYEWHsOELkrVODHByte/uZ/UshdPObXve2iZGu+JYXLNiRWAS2w8wrVarSZLCcyJ6u/GqgmeL15eXlzCiK+DNGKCN3CaUOKe93taquaRI0pY7itF+07VkSYouLyTxwkOVurx3IXxoISUR+CUlfbp43Fgb4M4o1L505RKhRmqOFJ15rmsg0EcnRBUcQSDMGQtsDH3FEdeZww+mXPEUXgbBd4LLVWbTqc2HA6tXq8X2siqWoAN56AsgsqICSMOCs+R4NDME3vIaFtiJo5UosvEESuOmDTisj8u8YkxHzgEHKQiYwgTbBweaTQYDArqIk5uINuuqhvMG8/Pz643kJbG8LFcLlMgBoUTyC4eQ3zk1j8O0Fjdx78FNpv4jkys9ft9m81m1uv1CiTZ09NT6tCyXq8Lv/NX+k/wZp7VDyiH8cp6vvpzBvJgxRF3IYIJNmftWXGUU+gcAh6jTNZqcgLry1eoWt/6PXRfrIlUmF9jPmC1IcY5iGA1N+ZyQfV2YxUJHy8vLzvzEitPmNjV0t7A6UFJ+zLiqKxUrQzfPT9rcoL3t5x4wt4BJZ26j1DFkSZcy8bCoWMECVus43jN5+fngpm95w93rkmTII5OBFz/qRsBlh1jM87EEZ/sPKDMiow0b8rVYT88jgJvxXa7LXRXGY/HaWJdLBaFchLORHL3EGw2YbDJZJGniDsXeAur103GUx2Z7SoJEZDyb4zfFZfsbYQN8zn9poHPAytideMHdQMrjliNBLLTKwPzzK2ZZFaPLiZCcXCHRsw73LVI/RTYAFPHAGcQQfRwVhLBOjpGYvwxQdXtdpNZ8HK5tF6vt0MaTafTpEDAWMZ7fnZ5D/8vOHCBmqparaYW4Py78O+E/x3/ZoGvBWfKuVQNxBHvFb1SNYDPcc7K57L3WqqmY1TLob8Kue+RUyKo5ycrGrlUjdWFWIN1XuFOb9zAhqsCmPThgPfp6cktVePyGG16E+TRaWLfvo8Jw5zqCPCUR3z/dyUFNQ7V74n4FvuHnz9/JlNslNaCgFWPI1UB6++S+53K5jcmhvn2drst+DLmOrmdI3kUxNEJASesSt05c4HFiDs0wGBPpXM8gZQpjsIcO/AeQOkC4oi9PubzeSpLY+JIy0qQoWRjTd64fWf70M+EZp1yCiNVG8FjBQEvj2tWGnkqDfi/BFEceA/URBKBEsozsEaBNMIBJYsCG1v1S/HIZSaGcB+u6wHiCJ8PAR7WzXa7bavVKnkI4r3ZvPb5+TmNNYADNnwnDv74twGBtFqtUqkJ5jmoLafTqevhhNdkAuk941SVJfzZlZzG/GNmttlsChvjl5cXV4EU+FposMIqGOwVUTZ6c3NT6GKIclG1MfACLw60FGXWB1i3mQhlktJ7LbOi11/OtL2MKNn3PfS3876Proveb4zfEL81flsEuphfuGkA5h50T8uVeqqyCAk4Ne8Pj6PzgY4P9dXb9z/W+YATHFoSaVYcu59x/vBYY4URHyyK4NK0u7s7+/nzpw0GgwIpq2Vi+34HfM8cWezNb0oWYYx6BvVK3J7rOhjE0QmBJxGWMXpu+/tkq2xuyQcTRkocRdlK4C3A+cWqI5yTy+WyoDjiS/Uq4fIqzlSecwklb0pBFrFigdUR2i0R45W9JDabTaH0D6Vp2ha5rBY+ENiHXKClJKRuiPVxuJ7r/ofLnMqIiSRWLGLeabVa6X5sQufzeQriQBqpYTdfh7oK41O7uvBt9m/g7w+/oKurq8KYxHgEicW/AxPqmj0+dNxqEM6fmdUMSh7x/wQbY6jA+BwIfB04mOSgUhUvWDe4g6Eay2qwqdBgKxd8lakmoKDhdQekiXc+q+LC6yymCgz9PPu+R+531T33y8tLGhedTif5NJlZWntRksa/Ow6eQ9QXxfsN+Lfw5lPdA+lzA6cF/j96frNlvrNKWui5i/MW8wJEB+wViKQAkyvvhSrf+DN53pzcIZwVylxB0+v1dhKluXHPvyne37vUx+r8hnGmJLhWP3hx8rmSR0EcnRh0MtBsQ46Nzm0wtXWxTk5eqdo5DoTA34cSR9wiHkGItyhqJyTOVnqeW+d4PnrZTPZG8SSynClWA+zVapXtSKcLXiiNAu8Bb7B4c8WKNq+01Nsk4zoIZ/Y8w5HzMdJDPY+Y/Fgul9ZqtWw+nxc2pKwuYnKIM508LrWVNisEVR2BMjazP+N8s9kkNQj82qAy6Pf7he8/m81ssVik39wr5cNvWgZWFrFXipbC6vXn52dbLpdpHsccjg1yBK5fDyX+cMnnKre01qQDmzKXKYkOKf3wCCMeO15gZWbJBJrPYdyGyj53TmrWf18QWaaOU1W+Ekb4O5vkYuy0Wq2CmpHnC9xmA379zXVvzqQs78c9D9Lofnw+8NZRrFVl66jZ6znLwJrDpBGrerbbbXp9Pr+1HPmtYKJI41aMEVUP9Xq9AnHkVdGoUCIX6+YIIo80zs1v+r9gtT5baZSRR+eIII5OCGVsspql5QaBBodsNOqpj0JxFHgv+Pxar9eFYANBSNl5px3Xcmbt53Ze8oaVs5uQvWMxZeII49/s1WOCTUkXi0XqSgcVBrdF9n7Pc/tdA58HzcxhzCuBw8a4Shx5HdEWi4XNZjObTqc7B7f31vJLfR1+7ZeXl0JXNa/DGsaVeouwaoPLTXDJB4JeLltTuTuUIf1+f4c0arVaqevadDq1yWSSCGJuZ47naMCdAz4Hf29WNXrBOX4ndG/i/1l0cfo+eEQNDs+/iw9OOqipq3f+HLIWcDmMV2KdOzdBznjKGnin8Wvp9Zxh8KHfw3u8lqjw4zDWuDwXxJiOJVVI4FCSy9uba8kfH1qqryRy4DShiRROwORICsBT93BZGMhM7COvrq7SesjnNvaP74FX4qWVMlgz+cBnUhNsb7/L40fHUG4s8/UcecSPxW38HuoNysSRKoW91z2nMRnE0YlAT3w1Fsu57GsmgxcXXXRyGY1z9JAJfA0w4XJZA4IN3hx56jach5pRO2fSCGBFAHuisClgrpsDL3TsmcKd6bQshueGc/1NA58LHsdsel+mOOK1iL3McMxmMxuPxzvHZDKx+XzulrZySSvOb1YvMqHDShu+1CAPQap6luD2crlMt1mNwKoj3jybva7jmBOZNOKWxMPh0EajUaHLHDo7cYtwbzOcA7+PKlN4c66B+mazSZ8Bv7cGvp66OfB5wHnF5zCIDDWA94gjr1zq0POIgf+zBolYv1arVeFc4Osgjrz9KBQKWtai6gM1iD4U3mOZAMN8wftufE8eQ/h+uE/nEZ5vlKzTMaP7IN2fe7e9kuDAacFTG2lZFFsQMFHBhAiSiLzWed6D8BrFuMdaxPP6e74Djx/EphifmJu4Mzj7H3Kzp8FgUFAcwURey1MBTwGJMXXI9/FiZ93XqH+iEkfemnduYzKIoxOCqo1ypJGnOFLyKJfNiFK1wN8CZ6VZfbRarQrEEZ+TuYzbPlXMuZ2TXqkaL7Ke4ohNDjloh9HudDpNpS6sOOIxjufzZSBwCHiMq6y7LFPK84Rm8yaTiY1GIxsOh/b4+JiO0WiUiKOyslbvMCuqbnQt1RIuJpOw4eZmFIvFwnq9nq1Wq/T62ChDecTvyev38/Nz2qCyjL/b7dp8Prd+v5/GuNkraYRSPfx2PAdqxlOhiiPN/rLaSr1kmLBC+XEojr4PGqBhvYBK1evuxT5darqs4HM3l6X3grWc4sh7XZCYmijC7TLFkedx5JWqlX0PVRp4vy0SMkwAgxTzSGn2GuXfV/3Pcooj3ZtrAq1sb36O+6FLwj7l7iGKIzMrmK1zySj7G8Hzz8x29udvSUJ493FVDJNGvOZgTwt1Ecz71d8IxBGSMFqaWzYvlY31Qwgl3p/kFEdRqhY4auiALCOQFGULk5YG8W0N6gOBQ8CBJC5xvqoSDo/XAChHEOUyl+eCXKkaAtYyjyP81qw4QrkPexx5pWpm5/l7Bj4fXrZUFUe8weLxzJvk5XKZfIzG47E9Pj7aw8NDOu7v7204HNpsNttRx/IapusdzyHqvaAJGQ5GedPrdYXD5hGeEAh0W61WQQnE74fPxSoJLk/D+BwMBtZoNArKJJSdLhaLwpjFdzxkw69qCaiber1e6g7lmRDje+L/pCVOfC4EPh9a1syBmacyYhKp2WzuBGCsgOHkI27r+eWRLRwscrekdrtd+lhNWD49PaWxoSWjXnv6HBlzyPcANAjXMYtxBo9GVUmBAFZfF51rPD9Sna/KrCP2NbA598D1nKEJGKyjOY8jhqeYMbPCXI+95GAwSIkAJo3U+uCt0HI5JrWZRGafJXR6BGEE0oiJI/gIqjgiR1zt+3y5uYBv50g8qPg9xdElqP6COPogvIXzM6AdWrSmfZ/HkRd4eyqP3KLjkVVlg6NsMHtB/7lL+y4VKqXlSyD3v/buP8fzQn8XL6jjmvTBYFBooeyRRhyAz2Yzm0wmNh6Pk88RZ0py8tpA4FBw0KOkkXY408PMCucqjul0mtRGw+HQ7u/v7ffv3/b79297eHiw2WxWIKb1Oj4Xf0ZGTmGgigBea6HY4w5vUFZBPaSlAQiYvQ21bqzb7XZBwdDpdNLGFerByWSSVCMaGPP/wvueeD8uWeC5hRVOWlYDRUrOnDQC1u+BnkNsRp3rDghVkiYi+TXNdsePBloekcSkEQerKIlRZV+j0UhJDA6Kcb1SKXaI0+/FCiQljg79Hvq9+bZ3Tuu+lR+j750j2spIIy2PUUVljiy/BLXDuYPJCqyjmLO5FFv/52UxlyYhoZDV8wrNInLkkbeGeuc7qwTVkwyeflhzrq6uUnnajx8/CqVrKAvnJKn3/fQz5oggbyyWEci8p8Fvj72M2j7gdwziKFAKL5vgLVp6/T1oNBoFX4WcH0FZW1KFZqu4drzT6RSk6PzaaKW677fBe+ihhJUnt43syfkglCw+eP5gJVa9Xnflu2wa2Ov1UsZ4u92m8pXtdmuTySQRRaPRyB4fH1Opz3g8TqojJY4CgY/AU7pxQMvkAx6LDmFMGOH8nM1mNhqN7OHhIfn8cGfAxWKRNti82f7oxk0l8KxCYtWA2a6qUskzbPzb7faOggmEjNlr8M/X0UCA1331VarVaoXSQA4oeU/CJFW9Xk9kkaqner1e6h7F+wcEKeq1cSkZ1mOGkj9eqZR3Xb22vOw9EyxKjOjfcVuTHjhPoFjjElbMFUyOqC+Zme2U2+HAOayefzmvz9z3AMqCzLKAVO87RNHEt5ko0O6yIKmZrObfkcdijMfTBq9jrNytVquFZN8hc68SOYjduFwt5xGIQ4lTVe1iTeG5R98LxBFiy3a7nfazrDSC2ojJIla/KpF1qArS+411HHuPwaUSa+oZquVql1CVE8TRO8F1m7ooe4sWX74HjUajUPPJAwuDs6zWW8kbSG89rwMsxghIvaMs2FRCTT+Peimpr5InAUYdbiBwDtCsDPupNJtNu7q6spubG7u5ubHb29vCMRgM0oJqZql8xczs6ekpEUUIuFHiMxqNCsbCKDu5hIUu8LnAhpdl9V62EucqTK+xzrDZJB/T6TR5GnnnraeY/VvfhVV8vG4hoaKGoli/0A0Om8vxeJy8g1T50W63UxkaB7RsKIpyHDYU7fV6tl6vUxKHA258DibseJ6BVxPWehBRKH+tVCoFNQO/Lm+YtTOjJnoieP16ePs8L3mnSgGPNOLXLCNC+H72/ul0OoVSTajptNOhkka8H4QZuyqotORGVbieR0vZ9+DvwuOQA8hDXu8Q0sgjj5Rs5t8J8yXKd1nxWEYmxPg7TajiCGNYu5MeQhLqmuKRujr+eC2r1+uFBD+vtWZW8ADU9YaVjlo+qwkLLUtTGwZPCJEjg3PKP/49yn4rVRt5/ouc4OJytUshboM4eic4K6ita7Fo5Rbq96BeryfiSJVH2l0ipzjCRsLsz6AAmaOGZXDbx0ZfmWjOBHlQQzQ+sCnl1/I8MCBRBkHFE0IgcA7gscclBMjIgDhi8ujm5sa63W4imjCelstlGqcgjkAa3d/f28PDQypVU8VREEeBj0Il3VhnNHuKkjSQRt1u18wsbcq8rmpoRc/G7kwcfVagxK8HBQ+XDuD7gUzCGqYloiy7x/ra6/WS2W6j0dgpLcParR4xrDjabDaJOGK1AtZMzvLqoZ22OAn1/PycglKsyfj/4P/BPmmev0rg61BGDO078Hx+rdx7HAImO7vdbtpn1uv1RCTpkVMaseG0rpF8HmunUezB3/o93kIEseLiPb+VBqfqo8KGyCChEaR6pbKafI0xeJrgigvEWLwWaHlZGUmhawqrgEDiet3beB2p1Xa7HeJ2pbLrPcZdD0H+eCb9WAu5QykuNabNlcxh/B2qONpHGvPv7ykBsQZibcdeOhRHgYPBigGtHWep998ij1C+oqyslqvlvI6UicVAVC8GbpFoZjvZIVYc5YCNgtfquFKppIw0FkXOntRqtcSyoxtXtVoNxVHg7IAMEPuN4JKJIxBGuN5sNs3sdZHjzOx8Pk9laaw6Gg6HNh6PU8CHcQfiKDaagY+Cy5nMbCeLzh49vH5B2aqbV+4KiIBpPp8XPB6wyTb7ex47qprBeglzf/gyMWnEQRwykpPJJAW1/X4/yfEx5rB/4LJuXOLgbjhMHvX7/RRkema5ZlbYtOP31s5auulH5zQzS4ELK42wYVZvByXvcuqKwN+FlxzE+eqVQqsanJ/DKEvWcbCmgRvOWfhvmVkKWPVcVaNnr0wLe0BOzHoBKg4tVTv0eyhyZJH3u7/lPTxVniqO1BsupzZiBQrGoBp1B04P+D/iHMYYgBcYEzs5hZmej1xujZgV66eSt7yWoPOnN26r1WpBCcj+Y96ag6SHjld9vvoiIUFaNu+Y7Zpa82/Bj8nBG5deow8mj7AvYduHS1D8BXH0TrDiiNU67Pyu3VoO8R3KoVarpRIyrQHFosokTU5xVKm8thXF63otElerVZq0lDTap1KoVCqFwY/PhlaKCAbm8/kOq7xcLguDn9ntcx6IgcsC5gRssjn7MhgMkp+RkkY3NzdWr9ezcn9uX66qo8lkUvCVwIYzxlXgb4CzpNh0ceZ8Pp8XjHnZ7NIrWebsO3dng+IIBMlnqY24XA0bZf5+II2wwUVQN5vNdjbMV1dXtlgsbL1ep/UXRqW8XqtnomcyjA24V56Go1KpFNQYUDnhktddLpWtVqu2WCySOszMkopqMpkktdEhm+WYV74OH1Ud4TX0upIv3j6M72PFEascOBvvqRfUvoBJpO12Wyi35INJVYwReP+pqmrf9wByZFKOSHrrezDZjXHDvwF3bvKCVFYdaYlMkEanDSYsuBT65eUlEfWcONESZ34N3IdzkUUC3ECCSVsljrjboR7VanXHe4+VQ1wZg72tGl1rZ0RtygCyS5Mrej2nFMTfvOfo35TI5fiTS/C1VC0UR4GDwZs6VgzAy8BrwZmTzx4CNrTUOtAyxRGg13GbF3p8D2QzK5VKVsZYVqqGzYJmhvC7wLuC3fuVKeZNxXvbQgYCxwwoDlhyr10mvKNaraZSUoxFqDHQvpxJIxzT6bRgosmbj0DgI+CsOc/byHTO5/OsSS9vjvXggFKvH9I57SPfB5e6Icf3ZBUH9gLz+bygQAY5dH19nUgjkDXdbjf5FG2328L+AK/Lm2smjlDqhiSOjudqtZrmk8FgUGhz3O/3d/YKOPA5YGxuZml+AXGEjbIqjmIe+R54SjU9dC9apoD3VER628xX2iBAZbUck5qe0oYz+57y6OXlpeChopccbCJJiXP3Ld+DHwPsm1ve8lvx6/D8grFTpmxAojWnOtLfM4ij0wWvMUj0s7m8+lnx88z8c5ATEc1mMz0P/no5jzFUgHheSCCOEJPi4K5o3t+73W4av97hqSVVQcjwxqw3nj3lEf7O4zGnBFSPI5SqscfRvvLBc0EQR++ADkIt8Wq1WjtdWf6G4ghGgGyODfKIPY7KFEd6mTNMw8a4rP617LNyDTqX8SGIgCyeJwRm0HkxzW1wAoFTBXeewLhDJzUmjaA8QgeK6+vrND7QSQ2Gw5PJpNBBjY/hcJjal8cmM/AZwPmEhIOZH9Ry9lA3c5ol9OTjfHwm9LPwJl4/v6eyRRDbarUS0ctjfjAY2Gq1Suui/jZcWqCl5DDDB3HEyg2QU/1+P80bPIcMBoOdtsb4jgjgUe6DeQbJnslkUigl3NcoI/A1+BuKI309IKeiyREwCADLxquOLez1csQRd4vTrnE8djyrhkO/B393PKbscW/9rbzfg0lfHlNcmsvdJrk0BgdKmfj3DJwuWJFm9tqcAWXE2j0zZ8jMtzE2Go1GgTRCskDHHK8jnqE9fP4Q8yIpodfxdyaUut3ujg+w2e4chvv4b/q9ct/XS/wwlGzCY72xyd1EQeZqV7W3GJafA4I42gMtN8N17UCGltnX19efRhxxtpFrSD0zsZxBttkuccRSeJz82+2fmlpezHlyOZQ4wuviNiZAXTBXq1Wqg1eD7yCNAqcKnLsICHFO1+v1HcKZO6mhRSmbfkKCj8WJu65Mp1MbjUb2+PiYOqdpWcl6vXY3mOe+yAW+DudMRO4LzjjZgZITbPaxyR6Px0k5jG5rlcquySgCb8wVrErEJpXnAi0BwvuBKIIROeYS+AbyAZKIZfieIa+Wx13CRvkUsS8Iy+2rvGDLI1G9v2uAd+h7MHHE+04ljtSviY1zdY+ee9+y7wEcuud8y2+lwaiWp83nc5tOp4mgxSVUxOPxOJFHakwfOB8wmVqpVApl0p76BfP0drstxJoaczJ5xOfm8/Oz9Xq9gloGz0VMyAICJo6gIgJR5HVIY7URYldPEVg2Jr2EEi517dE5L/cefJ9HFmGPDYIW65+a1UP5d0nG9EEclYCzHFAY4T7IwDmbB6UANmaeb8F7iRAYkbEBGfsqeZ3V+H287Ac+CxRHnU4nnfh4P60/x/WywYGNMDKlnIXFZ2IGd7FYFLJHf4NoCwSOASBndcPbbDYLhBHmEXRPw0Lc6XSSN9h2u02bTGQ+sLkEaYS25ej2wD5G5xzUBwLfDd188uZVx+x4PE5j++XlpdBxBsokLflpt9vW6/UK5tdM3LBZODb98JkAGcXlbdgU8+VyubTHx0f79euX3d/f2+PjYzLDZm8NNSePeeU04QVrZclGfW5OkbMvIMy9B6+TAM7nXFB8KCF2yPcoe+5Hfyt8F/ZM4dI0kES4xDEajdL6PplMUkfUSwlSLxk6xrjDF8qlRqOR9ft922w2BX8gPnRs1euvoT/iSqwrbKEAvzvPfwylauxfxAdiU0567rNQyYF/A65K4TUXn50JZC1xKyOUtckEfP748NRG3FH1UojcII5KgKBPO4M1Go3EsrKBLYK+Tqezk/34qHoGg5lJIu3kxvXe3vt5Czkb9DJpBEWElyHZ52fAng/8u2Gyenl5SQyuR3ipjDHIo8CpgslnXshBHLFikU2woRBAcAkFAjYNUAGgexOykiCOWGl0KYZ9gcB3g7PEZq9rLZSB2HSORqNUrv3y8pIIIay/SLRwSatu7rE+e5voSqVSSNww+YyssWe2O5/PbTQaJV80zCdqhh3dm84DXEKVUwp593uqGv67l7Tc9x68V+b7QRxpQKjJxUMJHe975MB//xu/FSuF2aNosVgUlEW4BGkEQomJo2hscVlg0hEJd+z9oBhSX1nEsBhbXEKK+5R4YYUrCEoui8N1rEGc9PA6dyI+ZZPrQ5BT83Fyhv0QzV69AbGOenODvh4u+fcFOaakEauNtEkEJ1POfVwGcVQCLFDq/t5sNhNxBKXA3d1dOiA/zx3vAXsqed0lPDf6skGKCUMN0zjDya26MUgPkabjNbgOHSV0eI3FYlHoCqfEUVmpXSBwCuCNMBt3snqACWgoFm9vb1PnIw36uFMVE0ecleQuLDnDvnNf2AKBr4YSN3wfm91OJpO0uWcloZamoeSMWygzsQSzbc26Ymwrac1GqOj+BnUiSmSghsJ8MhqNCooj9lQK4ui0of83zcqrwiZHxpQpjg59D3493rdifHj76LLkqPc99wWRZd/vb/xWrGrgNZzJZKzh7E2IMcgBa3REPX/oGOL9H6tXR6ORtdtte35+3qkaqdfrhdIzqFnNbId4ZdIISiJW0XDCAIpa7ZLKB1eacDMG77t54yg3TnNiBvwNax5eR5tS6XuoR6Ca1HOHQ/Yew3Uu5QvFUSCddOwBBJNKLjG5vb21u7s7+/nzp/38+dMljvB6b3lvhm4CvUvPmT63uGHgYrJgxhaTAEvRvcxmbtHSshwu8wOjq95M2nrxo6V9gcAxgOvKuX0wFmZWHDFx1Ol0dsYQK4644woykchSsoKAiaNAIPC50C43WC95s89rHtY2qCqgEoLhLfYgzWbTzIrKYzXF5TVZL/kxyKTOZrOdchj2R8OhJDTvCYI4Ol14RI93u6yUq0x98573MCuWm2A86R76EDWBfuZDStJyj/kbv5XZq5cTzweqGkZzC1b9QWXERxBH54vcWGPFEZc9I6nAjRuQpASYlAVhwgl6kEZsgs0dM3Xex3P2iRi44mRfTFw2l+B+VgexEkqJKOyZFTlVYK6zIXsb8YFSNfZnu5S9dhBHJcCmTdvVc8DHwd7d3Z39888/1uv10vPfQxrx+/N1lecqQaTXy95TFUdmlr6n59TPG9N9UjzNCPHnwqKJLCd3n2EPqSCNAucAjFMmZLmttioXMZe0Wi13zHHGiduCcgDImRLNTMZGMxD4HGBs8Sa7UqmkVsrY7GO9441tpfJaWtbtdtMGlIkjzgiritDLTqs3BR+sOBoOh/bw8GDD4dCGw2FSGPFmmQ1A8fqH7gcCxwtVzgAe6cLPwWP0dfj5b30PvcT+VJ+j18sUR2/5HvvO4Y/+VhqcqmoY6zdIo/v7e3t4eLDHx0dbLpcFVQPGcYy78wbP60wc8bkzHo8LBBHWCW50pPEYJzV4f4rzky91nufuqSpW8MQLnpF92Xc12+16xmOLiSMeC2aWuoVyDJojqPk9WHW0jzxS5Z9W5VzCehjEUQY46bQlLuo31dj25uYmlar1+/30Gnz5ns+gt8sWzhxRpQueLphcF3pI1tKD3p/bDKzX61QX69W/emqpII8CpwhW27HaiLsjgoAeDAYFo32UirIhoW4aNFsJxQCeh8yRV6oWCAT+Pnj95LWPyV60ukfWF6QRyleZ7EVWF/uQHFmjgTv7CIJExuaYOzFC5XB/f2+/fv2yh4cHm81mqXkFG/hiDuL3DBwHDglW9O/7kgk5gkRfI7e39MiU3G1czwWOZZ8h99m993jra+dul5FE3m1VSfAazt3TRqNRInBBHg2Hw9QR1QvkA+cNJo9UcTSZTFIpmO43OcEAYIwxKbvdblOnNY3/Dkk4cpzmKYq864fGkQCXYSthhPWJ3wexZNka6ZFy/HpYs/Vg1ZGn+r0EBHFUAi+rhslbD625xKBUBc1bzMG8BY8/W+62/k2/01veXweXvo63iOE3MrOdrOh6vU5yeDjTs8EYjjDfDJwKPIUdAj6QRHyAMLq+vrarq6tC5yMEiVjIkPXg7Ad8D6Ay4nKSxWJRWFhjDAUC3wMec5rN1Iwmr39K9HKCR9d8b6PPexTMIZwphS8Gd2Lk+WQ+n7sqpejidJzI7U01uFLfDpCWvC/NJepyRIzuEfXvnmogB36t3OcoI27e8h65x+aSvfo99pFEqs7A3lfLy0Hc4oAZPfbHWNehqAhcLrAnZKsC3jPquOREPDpa54gd3cPuEz2UxaJ8P1+W3aexo6p4eE7jOJHnN5h14zn4PqioUTKbod0OuYMa+xktl8vCe3Mi5ZIQxFEGykKu1+vC4ESXE/XpqVartlqtdmo7uRQrp8Z5z2d8y2vkBrB6GZV5Gu0jzzwyjf+2Wq0K9dvIrKDVKNqIs1N9BL6BY0Wl8lrOqub0zWYzEUUoS8PtwWBgNzc3dnV1ZZ1OJy1uMI43sx0TPlwfDof2+/dve3h4sPF4nMbMer12ux/G2AkEvg45pXCO9DlEPZDbmPPaymN/s9kkkggBKPsWQdUAXzT4NfCGmOePmEOOFx5Z6JVbgLSYTqdpz4rA0utoCxwaRJYRMfxZPVLoLfvYsoTq33oPfo6XpOVLXOeYAeOHPViWy+UOUYQxiAPrOTzFYv2+bHiqGKjOZ7NZISblc48JFnSv5lIyre7wfGnVVPot48ZTK3kEkRKs7AHGZDcLCnhM8VhrNBqF5KzZq2evB/3d8F5sAQG/P3iMcUx6yQjiqAR8QmEwmb06t3ukkdmfcix497DLvJkVFmZvIXvrosafVV/vECZYNxvegMwRRWwIppfMBPPt1WpV6ALFxpzcahQqi0txqQ+cJkAcaddF7ZymlyhzBXHUaDSsUqmkNtnPz887wR5uY8N5f39vo9EoEUdqZniIkX0gEPh7yAXcbyGPvLFalinVtRaBBUrRuBQGagbumoZglddcT7EYc8jxQZN5uv/icgsujcL6xB11sQZ552kuW+8pgHJETtnjmOzx1D2esum97+F9Rm/clqmbPJWfme2oCvlYLBaFUjQ+QBp5ZvSBy4Wev1yqBrNpb+xruRXGunfkEp+qRNw3ZnPjpEx4ANECJz9QxskH5jCNSc1eq1parZYNBoNklM2+Td7v6f2unu8YiCNtNnPJ62EQRyXAybnZbNIJh8FZq9WSPw979Gy320LXsG63m05clQN7BJIumt51vp3LruhzcuwvS/R08+kphjiTklsgmSVmrwRkvxAAIxOK20oaheIocOzAAsUeaGp+DaKI/YxAIsEzDaZ+MK5drVapdAQH+yDk2mWr6i/GTSDw9eA13WsbDhxCyOSCcVVEc1nrYrEo+J4pUcSd07AGsww/5pDTgqq8veCRFUdogoLAqtVqpbUspzQ4RFF0qFLpkOeV3VZS5y3vcYhi6RB4wTAHoFwWuFqtbD6fF8giqO6huId1AwepUR56ufAIVJQes0ee+llq3LVcLtMeE0lNXNduaM1mM70vr1uHkrd621MWefYuPHbg3cRJU8SHTKTqeO52uzukUafTcT+Xfhcet+wfxYqj6FL8iiCOSoATilldDMxKpZIII3aLB9EEZQFOsEqlUihV4wP35TIc+BsTT4oypVJuQCtTrWaY7G3AB2ezdMOqvg3sSq8O9XqozwOOSx+kgeMFxjXMbSGTVeNrVhiBOFLi2cxS0Dafz3fa86qcnQM/Vhzp+I6NZyDw+dCNbJnSCJc5tVEugaT3ceAAVQk6psHDiOcQ+KOxJ5qafWIOCbXRacDL4nulasikdzqdRBx1Oh0zeyU4uSsRv/4+Fc8hn1FfV//+HsLove+x7/08BYUGzDkFBfuk8NhitTCTRr9//7bRaJS8PlVxH2MvYPYaj67X63SbyQ5N3GPsLxYL63a7heoXdPflyhiOs7QLmkce7fusuFTCSCtc+HK9Xpd68CEe1xK7arVqg8HAzKxAGnnxo6dMxDrKiiModrFWhuLoFUEclYCldLjOg6nRaKTbzP5iAOC5qCGHXDDXMSyXleTPs29xLUOOQOKNBmdKtK5US9CYIMo5z4O99czF9GCSSj2TLnmQBo4XnN1AK+1+v59IIj5ghg0iCWQRA2MLbVbR8QjdVR4eHmwymbjjjNuvmhU7UcT4CQS+Dp6q2FMWe6SRBw1eNZnFQQKypVwWw/PHcDhMCkUOMBBw6Job88fxwiMulDjCWjGfz63T6dhsNrNGo1FQwkM1m0vS5ZTtZSQN/91T9ZTtXd9DRh3yHmUKfX78ewJj3ktr51OUvihxhLX98fExBaWcOL1U891AETjfQExirDNByaojTeJ3u92kbkdX6/V67ZIriFc17to3ZvT2PtJIz3UusR6NRmlsYJw8Pj7a09PTTokdLuFDDG/Rfr9f6HpW9pmV8MV4ZbVTKI5eEcRRCXBC4WTHyYaSNCaNzGxHmWNmhaBys9mktoesNDLL12Urw4vrKicu+w56e5/iCIueyh+1NA2DSU18ecHkhROP9zKaWrfKm9VLH6SB4wWXqkFxBOLox48f9uPHj0QYXV9fF8gjM9tZPDEOsXBhk/n792/7/fu33d/f23Q6LWSVOMvkkawR9AUCX4McYZRTHpWpjvhx3v6A12/4Xmi2FI0osAnHRhx+EZ63Ye4zBI4TupdTc1wOLufzubVareSPAtKIvY5yROF7zoF9ZGiOiPIIHn0tVQTxfbieI4/0se/9/Lp39TozIfhkBaCOSwTF6ksYSdMAgHh0u90WKl9A9KxWK1cAsFwuU4MW2COgrItjVYw3EDNctsbIjSfv0os1dX7ig9WyDw8P9uvXL/v333/t169fdn9/b09PT4WyOr6O0ttOp2ODwSD9HhxT6mfm35U9jpB8YY8j/KZBHAVxtBe5RbRWq6WFgevCyzaD2+3WVqtVoUSN1Ue5UjR+LBjWRqNRuF22wGJgqJqHjch4Y5ErHdMaWk/qzm1/lTSCAeelD7rAccMbf15paaVSsXa7nXyMoCwCYXRzc2PX19cFXyN0fWi1WoWgDRtNeCF4JWqQ7M5msx0VIKvzAoHA58ErSTMzt1sNrrdarcLmHQdv5lE6oGt6WTCcK4/htZfLWuHbsFqtdjb0nLgJnBa0aQkCQJwPOK+4iQsbzWLPiLUNxJKnllPkCJ23lJ69Bd7zcN8+JRNjHznGxE1ZAMzrODw8oVZgnxT2GmOfMZTChLoosA9MJPJ5jvgTY9vMCgQT7y+73W4qhwSJhNtaAYI4U/e9PCcoYQR45Whl5vEwkIcq1jvwmbjEDrfr9boNBoP0PUHyaIMlj/hi8QSX9rKiH79PLrlySQji6J1gqSCCPT4h4XWEkxClJ51Oxw1AVX3Er4VNKGpTsclEnSoUUAwsoDp56KGKIVYRsc+RlqmVlaqBjGKT6xhsgWOHFxBqVhZ+Rrjd6XSSkgiEESuNQBahTLVSqaR5Y71epwBPgz1kXIbDYWqXzQuXdj2MsRUIfD4wJ3B3VE7qqNGo538G8hjH1dWV3d3dpfkCRqYaBHjqZE4KscLEazKBTfShSqfA8YPJDQQ/TGRychOPZ08s9qHkfR3bMCAxyjYNeC1VF+QSLGUElJf09NRE+hhc917Tex1P7QdwYMlqeKgLeL3NKfA5FuAGMNoRFb4pXnl5IHAo9Pzlc3O1WhXGKkhNVtSgZA3kES5x8Dqkxz7iaLvduoIDT2HP9y+Xy1SmxntfVKpgfuPPAWhDJvXLzc05ufUT8SyvobznvmQEcfROMCGzWq3SwsylXywdH41G1u/3rd1u75Wxe/fX6/VUBsMdmlAKp+AMDCuLQBCx9xBfcsnZarVysyrKzqpXAm9ac6xvIHCM8Da+GGNoYYxMBzyNoDICgQQS6erqqvB4Jo6wMGlWkttlc1ckbDRZKhvmtYHA14KJZL6EtJ8TOriOZA9vyHmD3u/307yBPQJao5vtdoFhMGGgGVNvDfYI51iXTxs4B1i1jnMFhE8uq67EEf6GTD4nS3C9UqnsWArgPPKCTA02VWFvVt7ZrIxEKlMXHTp+VFmkQbhXSu7tdbkjE/b9qr7H+o5kEcrLA4GPgsc3E8UvLy87XmdYl7Bm8boELySY6GOdw3zCYxrv4amN1KibCR1PMY99Mfa/TLIiaYo5hrur4TMoYaTqKU+Ygf04k1hKHKl6KYjeII7eDVYcsfSXszZQD0Bp1Ol0rNVqmZnfcSVHJqHbxfX1td3c3KTFplarJTd8nigY2DBA3cCGX7yA8eLGxBGbVGuZmw5Mnij0egy2wLFDCSOW7XPwx5coUYN3EXsa9fv9wsILM2wsUui04nWQwNj0OqdxWVoQR4HA14GDcVYhQn0IMkiVRd7cwZcod92nONLgV7s5Ye/BpJE2nwiV4nlByQ7+32IN46CSyQ0mP/j8QdCI4JLbeOM8VLJFySpVKjGBVK1WUxDI32NfeRs/9pDfRa/rffzbabmfp9DXUhZtUOHdB8UEk0i4L/bGgbciR6ryeQtyF+uCjmH2B0IClAkjLp3mMazjmT8PX768vBQIVSVZeS1S3yP2BWN/IcxtOfJXySklfc1eS3Hx2/Hc6Cl2PcuWUBwFcfRuQHGEwYPSNF6YWZmgqgOz8tIYJY5arZbd3t7ukEb9fr8wYLGo4zYrjkAcIUB9fHy0yWSyY2aNgxc1DlJ5wKsKiRlkliFGqVrgmIExyBtbLkHhjmms+oOv0WAwKBBI19fX1u123cUVY4O7H3F73uFwaNPptNA5jRcwNdGMjGUg8DXQ0lUuS4MpJx+YK7yNOW/Q+RLEEZJBvKZ75Tba4EIVR7x5VsKZXyfW5tMD/+94r8amt2ybsFgskiIOClYNtlarlfV6vZQswSX2fSB9tLkJ/qaE6svLS6GDKJNGZWqgt/4OOja8AJPHEn4bLUVjhYYqD1i14TV/ARnHj/fUXRxEh7dR4KNg4gjnOIgYrFHcgYztFjAfeOsRKw09MhjvjUtc5yoX9tHFua/JTyZs1XcXr7HZbNzvjUtPsMCEkMbWLPjw1ISqOOKk7aWvlUEcvROsOMIJX6/XbbFYFBZNPjiL6NVbesQRgtd2u23z+TwtuCCN0G7Qy6gArDgaj8epU9P9/b2NRqOdTAgWQUgDeXOiGSZvAuD7dEEOBI4VOuawOHJWBmUlXJrGxBFfdrvdQq23LlBcxorOab9+/bKHhwebzWbZRZAzlDouA4HA5wHzA9ZzNunMzQ8/fvywXq/nEkQoZ2NvJLxuzp+FkStVU48jjzzi1wicLpg0wvVqtVrw5FmtVoV9aKvV2iGO2CMEJrqbzca63W4hWKrVaoXkIe8DsV56xtv4rKyEwm0tR8uVp3nnak6ppPfzfbqXVeUDdxfWrsFQRHB5OasjVJ3Et7X8jffYgcBbweOFFYcgjcrUQriOcjWsR3xAccRxLG7niCO8v+efC0JI1fJYj1iA4e1/vcQJnp9THPFzWfWIuUBNu9n/10vAxHgN4ujdgOIIgxWDSMtcvMscNHDl651OJ9WuokPLjx8/0sKjnw3AgqiKo9+/f9u///6bujR52ROQUvq6+vplQSz/PYijwDFDVX6cPUXWtd/v248fP+z29tZub2/t5uZmR12Ao91uJ68zBHLcfQUbUJC5GJO/f/9OJDETsZhzzA7bUAcCgb8Hnhu4hTn7RAwGA7u+vi7MD7e3t8m7SDfnII3gIaG+MHjfHLBJ11K1Mo8j3fjG3HHa4Cy/dg8CmajnVbPZtMVisWMmq2UbfL7w85lk4XMQpFKj0SjsA3EOq4pu37nnkUqKnLLIGzdlij0NIEEccXdCXrPZgxAHiKNc5yhWaDFpFQh8BJrM57WDY1Pcx2tZvV7fIYywNnE3RvY6Uw8+vYSi3uusDeLIG/86LvRQXyUmoDwSXM2xa7VaQTXJc9m+UjWv1PtSEcTRB4BBeggOkeGWEUfwTZhMJqnmU2Wu3gDmjBN3dxuNRqndt/obsXFfIHAJ4EWUF8lGo5ECQgSFUBHc3t7ajx8/rN/vW6/XS2Vs8DdpNptpATN79UBjo3qu5cYxHo9tuVxmF6ZzWrDKPC0iuA18FzzfQc7OsmoIaiPtrgjSCMSRZ5qN8vUy8LmvSgr2sVCJfZk/Q4yn80HZPPny8rJjiVCtVm21WhWUP/x8NoZmlSvur9VqO0QkE0esxGNfFS2XYSVDrgObpxzyytt0jHiP9aCenao20jUa5tZeAwsQR17HqDDVDXw2tFTsEMDDk4kSXpugOPKM8mG67wkH4OHJxBHIIxBHue+wD/huGE/sVeTNSbjN8x8uuUQup9xl8ilK1f4giKMvwiEnGi+EvCDmDn2uSvcwgLULhHoaQT6oWaZA4FJQqVRS22wO8NrtdlL3gSjCJcikbrdr7Xa7IN9lkogl71hAIW/HQsrd0vB5cllTnQM8JeAxoczTDZfe9VyZ7LF+z8B5gJUVLPNHZpZNr9kE++rqym5ubuzm5iZ1Vez1egWjUd50s09EmY+Rltjw35Q4Uv8VJo9i03t58P7XrGRFC2wmb7BvxNrFXcI6nc6O4ogPdCBFOZya8TKJxLfx/uqhwmME4LUipy7SseSNIR0/XBaDZCrIovF4XLhU815PmcAWDbFuBY4RPAZQOcOELfx0N5uNW6rm7UPNrNBV3DPE/ptjQYkr/Sy47cXUfJvJcW9ui3H8iiCOzgBKGHG9u8rv2HAXi2OYfwUuHUwcwauk1+tZr9fbURohMET7bN4gYzEFCZQjjZg44sCOSwLwuXJkMst6gWMdt5pF5vu8ds1mr9lglmAf6/cLnAc85SGOZrO50wEN8wRIZJjlo6siiCNWXmDz7anrVEnh3cbjWR0C0gjzDOYWJIWgTo6Nb4D3iThvWHnE94M4ms/nKUGCdtia1S9THDGZBBKVlQ1cAsPqJCaNPOK0rIytbCzpfllbcfM4gqoIB7qc4ndh894gjQKnBiZO2EcI44MTJyBy0eTJUzvitbxS6b8tSMipFL39pvedzV6JdK9kVZVGPKYvGUEcnRE8k2pdELkrBHdP4wEeaqPApYFrvWFwC+NrPvT+Xq9XCC5BHGHs6XhjuTtnK5k4Yk80j2jBgl6pVHY8xo4RuoizVDh34Dfk7LaSZIHAZ8Azv0agi06KTBLhupJJTByhJM0rzTHzm2WY5RVHuK6eLOorgZJzLlULXBa8c8fsVRW7XC4L5xOTkOjCBtKo1WodrDjySCP2+FKDeCRgeB2E+shDbszkHpNTHHl7ZBBHUBmhCzE6EWvHU6zhbD7PRO2xrs2BgNlr7AgPTbNi53BV3zLR7Kl7YFbNKr7vTPx5SRqdBzRuzpHA/NxLRRBHZwQeAGzc7S2K7HLPNZwYLJc+MAKXBXSDYeLo9vbW7u7u7Pr6umB+jeCx3+8n6b6WnGD8eUoA+CNMJpNCmahumHOEC2dKcfvQmvavBgfGXrdI3ZDgOn5DzX6V+VUEAh8FK45YFYFA9+rqKnkYQYEIQhlla51OJ11ydxo+x1VNAbBCgu/jS/47r/HsY8hqRlVDBC4bSpjwmgUiiUseMQagnKtUKu/yONIyTz46nU5h74mx0mg09n6XHGlUNpb4d9BST7Zy4PV6OBzacDi06XRa6JjGHQzZRyyMrwOnAJ4PVMnqNW3gvRy/Bl/HfKJG+3+TRM2N+33fVQkvHq86n2l5XaiN/iCIozOBSm/Z8I89jrRMbT6f79RxxuAIXBpAHHU6HRsMBvbjxw/7+fOn/ec//7Gbm5sUFKJ8DWqCVqtVGHt8YBOuG1EYaXJwx0b3SrIoicREEb/3scIjwJQs0oDaq0mPoDfwFcB5CeKIySA2xmc/I8wRTDaxUgnntdc1jeFthsuk9lqqxvMMOjx55tiBy4KSKKwu0nOISVM+h1FSZmY7e0acWzCQV9UR1lZtIsGkJhMtII040PRIIA0C96mQ1D9PDXF1HEFx9Pj4aMPh0O7v7202mxWSrWqeq6XkoTgKHDvYPBoxpGch4JWAeec2xpZnUv034SnycZ0fo59Nb+8rVYtxXEQQR2cCDV5Zws7ZFA1k5/P5TvAZm8vApaFSqViz2Uyb2+vra7u7u7P//Oc/dnd3l2T1CCARTDYajcIiwy2NlahlfyMcaE+KzSeXqnlZHnSCALhN6bGO232kEZfw4DZvZLjW/j1ZpkDgULDiCCoJDnhhgA014t3dXeqc1ul0Cl1ncqVpuQ2u2W6Az2NAN+rYnGt5EZepeT4NxzhHBD4fOT8SLkdBogLkEXsO4TCzgxVHbICN7qRsJu11HANpu6+0UscJ9rHemOHHa4mKKo6UgEWZ2nA4tIeHB5vNZjueJzq2OMiM8RY4ZuD8ZGLH8wfK+QXlgNdSEvUz4I3zss/rKQ/LStW851wygjg6MrDagIMs7cTiZSw98kiDWq47hcQ2ELgU5DIoIITYDBsB4s3NTfIp4fKTdrudWhNDJaMlZKzg0wykbtJ50ea/K4mEDK9mO7+jFMWrF+dLNlZUk0UljZg82m63BdNWBMlBHAX+FpS8qVQqifhBeRrPCShTg88ZG+ZfX18n42AtLcW4VyWhZm33ZXF5I272qvrIqYqXy2UhwI0S9ABDS6l4HGgLbj5yagL1ONIuarBFUIUOB2d471artdNlVIEx4ykIvLHE3897Ti75ikuMMTaa5/U9FLGBU8WhpM5b9l+fSRKVJSJVKaV+TErqsiqXS7qZEA4UEcTREYEHggZSaiLI0ndGLsuhgyVkd4FLgHrsMHHBBAaIIgSBML4ua6ethA6UMthcPz09peCTZewIULvdbspwIuADmcvEkSqQmDjSw1vk/gbZksukemV6TJKhBJCDkGazuaMw4tu1Ws2en59Txnc2m1mlUkmeUYHAR6AbSr5sNBo73RTZGP/m5iZ1U4TnC8YoAkwmiHkcaACunaN4PfY2ujq+2FvF2/h6nZ1izQ/kwPM6zmfc9s4/9QRhgpSfx8SQ+vSBkFmtVoUyNSRpeD3Lnbtagpe7rUQTqwubzaa12+30Pdbrtc3nc+v3+zafz9N8sFwuzcwKhJKO+0DgXPHd5zfbN2Dv6KkitTsj9pSefxH2mF4jie/+vseKII6OCBzcasYGHisawEb5RiCwC5WrYrFR7wYcV1dXdnt7m4gjeDCArOXMqXaVYGIHpJHZq3Etb5qhZuj1esnfCKVqII42m00qzfKCW5BSnLXlWmzvd/goOPBU9ZTWhWvpAn4//d3xW6rHUa1Ws/V6baPRKAXm2+3WNptNtsNOILAPHonMWUqcq0waQVHESqPBYGDdbjclcBBkY1xi48nKimq1muYSXGKs4jX4M3LA6wXoz8/PBdKZN7weaRSb4MBboHO9qmmULNLHKnkDAohVeFxiuV6vC2t0t9tN62CO8PQIIl3vWL2Lx+F+3mu3Wq0C8YXxBXKWW4tXq9WCym+z2RS+UyAQ+DxwApjjZG9/yQlJLUvF2IVlBFS6UBSG0iiPII6ODJyZRBYECymrjjAYgjQKBIrQMhBsVuv1espk8tFut5OnERQFg8GgoDbS7IWWnGAx4xIts2LJFr8/dzzCAsYdkLS0hd8PASEHiV43RK/u+z1QskhNwHNlc09PT1av1wulfThgtKrBO37f5XKZWj9DTjyfz11D4UCgDF4wyecazkMEkPBiQWkaTLBvbm6s3+8njzMmjpjMUfXgarWyWq1WMNgHMVyv/9mCsRpCP6+OMxz8HkocqQIw1EaBt4J95syKBFBOgVStVgvEEf7GayPOZSRLYOIOY210NgVxZFYsL2PyJ0cKebcBfh6CTya2EGQyMctd06rVavob1qMoow4EPh9eVY4mgTnJyx6DSHKyl9lyubTJZOI2qon1Mo8gjo4IPCjAoCLQUsURMvGhOAoE8tDuZGyAzd1dmDi6uroqEEc5ksNTMLD6SD0j8N7dbjfJ87nEBBtTlGN5BBj7/ejB2V4mWD46P3hkEb+fZnDw3Z6enpIpKohv/PYo88FvxaqParVqi8UileVtNhubz+c2mUyCOAq8CR55Wqbs7XQ6aV5g4ghzAwgj7pZmZuk81Y6lML+v1Wp2dXWVSGFWH5aRRkzask8hiCNkSHGfZ4R9SLlPIMDwlKW5w1MdcZc0dGhiVR6CN4yl9XpdGH+c+Qe0zIw/Kz+mDPoamAPMrDAnbLfbHaURiFkQTqyewv2BQODzwPtrXr9ZbcRlarBFwN4c889qtUqNJMbjcUFxhP14KI7yCOLoyKDyWXikcOAViqNAwIeqgPgS2QlsTlF6Av8SGGF7iiP2NMopjvj9mWDCWFYfEjUK5eu8udUjR+DgPiab9PI9UE8LbcOMIAAbbQS0m83GGo1GgaDDJVqXq08UftfZbFYIxieTSXp8IPAecDkLl0Zyu3EogjAn/PjxI3VQg0m+lleitAXjYDqdFjonTqdTazQaaTNaqVRSxzYuIfPK1MxeS2CYONIxx+QRj0/1JAsEDgXmfT4vmcjZRyaBLMK8zipUPdbrtbVarbQuY/04xLPPI1tzZWu4BHmL0mcmkbD+IgHCHmIgiLBOYQ1crVaxNgUCnwxev1VxhDWcrSW4VM3MUqJzuVymLsfj8TgpjpiwjvUyjyCOjggsoQdbyt2e1OMIgWkgEChCyRY2wWTiiMtQuFOSKo68Tg38XmaWxiM2zyyDV3JHOx5yuRkvWqqYwKbXI4/Yo0HJo48SR6pu4s+8Wq3SortYLNKxXq+t2Wymsp/BYJCOfr9vrVZrh+DD9fF4nF57Op3a4+OjtVqtQuYoEDgE3hjSdbasi9rNzY39/PnTbm9vkzoBwHmIDelisSi08H58fLTRaGSNRiOpAUEa9Xo9d4OqagqMP+7sxAQtl9FoqRq/doyZwKFgshEEiUfQ6G0cIFO9dViTBNVq1dbrtXW73bQmowOb582VU+ZpkkQfx8o+PA7KITS2YLJMlUabzWaHOMOYZJ+yQCDw98FzCHscMWmkiiP2JcWcBFuIMuIozLHLEcTRkYEHBW9oWW3E8rsoVQsEilAyQpU/3W43laJATQCyiAkjXnCw4eRA0Rt33kLDSiU8ho1EWb3jBXz8vfj5/DrsPeGRRofOEV6gicBVFUcIZuFTMZ/PU6lOq9Wy1WplzWaz0JmKDxBynkqs2WzaeDy24XBovV4vlQsGUR44FJ5ab5+ilzup6eXV1VXqzsJdDHGdy9NYdTQej5NPIcpwEIRqJyoPrDiC0gjjDPJ6Jo+YOAoE3ov3KtXKiFC+rfeXBXC5cktNIqhSl+/3ykE1CcTf2SNl+XOo4rbZbCYiWJV+EYAGAh8Hq4U16cNdx70OyBj/rN7NNZcI0qgcQRwdGZRRZQIpNxgCgcAfaA00l6TAmBoBHFQFONh3B6UnMO5kpY/Z+zfVjJwSSctXyt7DG/9emZpulvU6G5eqd4Vu2tlYFD5E7K+CLM/Ly0tpi1QQQV5Zoc51UZYbeCt4DuDr7LuF8kkuUYMCESQyzPGhJkTGkktZkMEcj8dJLbHdblOntlxnRvVCU2Cjy0bCIKYeHx8L/gzwTAuZfeCY4CmGFFzGzeWYKMWECkhLwnGdX1cVR2WkEYOfp36III/MrDBu9TWgLPQSLUHkBgIfA5eUwkgf+3ms415Vjpaoa1c2LmnLje3AK4I4OiKonBcns0ruPIPeQCCw2zEJ4wfdvRAw8mJzdXVl/X4/PQfBIS5BjmiJ2EcyiUrMYJPJ9/NjNcuqUn8c+LtHGnmbZlZTeS2/uVsOB7ueGXjuKFM9aYmBpz6KOS7wVmCTyOOfjTRRjgYCmQ+UqF1dXVm3201kMghSlGKywg7KH2Qwn5+frVarWbvdNjNL5bG8sUV5S26Mmr0SR1A1wCR+PB4n4og7woSpZ+BUoWoALsfEePJ8BvHcQxRG+JtZ3veP9xBQKMP3SMloPVqtVqHEDSSYJmACgcDbwYph3s8zceT5AOfUxp1Ox5bLZYFs0udFEmYXQRwdGfgE91jRXLYyEAj8gZZ7Yvyg3JMXGi5PM3tV+GDzV6nkzag/ktlngojJI70fj1XiCN+PlYm82ClJ5KmQ+G/wa1D/IsjzuZ4cvyc+x2eQRnoEAm+BZibZB4E9zqA25Ots4o6S1UqlUlD+TKfTdEwmE5vNZoXyM5CtUBp5xBEr6XJKCPZRYeJoNBrZaDRKxBErjkJmHzg18BrIJvAgj6Be5THj+Qzq7VyyRKH3cWk71kCobKE+9Na4ZrNZIJGXy2UixAKBwMfA6zrWcm26ooojJo60igclbihzU+Io4COIoyODSupyiqN9QVkgcInQzILnFcYlKlAcdTqdQrmVHp6R9d8w0PMIJM8jgd+nWq0mxQJnSbjrWJniyCNmeMOOWm9kTbfbbZIF48AmWpVBqhbyNtdlSq3c68VcF3gr2BAf5y02muiYpgfmAu3QAsURDLBRlgbVz3g8TqoIJnVBEIGsZp9CLtXMndeqOEKZ2mg0suFwmEgrEEfqwxIInAo8xREOsz9l1M1mMyl/QM5+FN7YY8UREhwoO202m9nkDOYblHGbWRq/oV4IBD4GHmNY16EeHgwGKTHDnpgYpxwXsN8pGrBoGXnsNfMI4ujIwFl8VhOUkUeBQOAPmKzQVp2sOAJxhAWn1Wql7CCynVx6oqQKG+n9DeII1z3jayWUsKHV4BYbVvwO/JvsU/awykqPl5eXJAtG5hWbaCbqPBn/PsWR/u9yRFHMc4G3gDOMUPxA9dPv91O3tJubG7u9vU3H1dVVQQ2ENRiBKhM4II4eHh7s8fHRtttteh8olTQrqoqjnMcRE6zqccSKo9FotKM4Co+jwKmBm0Ww4ghrMB6DMcLkaNnagr/tM6DXx0JxxH5+zWbTNptNIpK9A/t1Jo1Wq1U0dQgEPghNCnMiyPM4KitVA+n0/PycStVYcRSxdTmCODoi8AmuZp48EII4CgR8qCSV65m5JloVR2izzd5G8/k8+YdAfcOXbJj5HqjBtpamqaeSmaWysU6nU+i2iO/ntQX2SCM1o355eUnZXZBlq9XKFouFbbfbHdKo2WwWDEs/Wq7mfbZQGQXeC5W0IzOJ8Y623z9//rS7uzu7u7uznz9/ps5pZsUSUS0Zg+rn4eHBfv36ZQ8PD1ar1ezq6srMLBFD7XY7eSmVeRzlvkNZqRqbY6MTVXgcBU4VWO9yxJHZ6/p+CDmqpFHOB4kfi+usqK3X6/b8/JxUye12O1uijfvNXpVG0Q00EPg7UJ8iJIKxxuY8jvBcxAUoQcW4BnGkhFPARxBHRwZetNhXpKyrGi+QehmtQQOXBi33VOUe1Dns2YNNIkijxWKRgsPpdLrTRQnXP0IcmeW7suXMuOH1gAWz2+3acrm0brebNqn4DbzfZB9xpP4Mi8UiKS3wOlh41+t1akGMRVgPbPJR2seGofgfeR5P/HofNSIPXBaYPFbVz2AwSGVqrDj6+fOn/fPPPzYYDMzMCucrn7/r9ToZYs9ms2RUPRqNkiK42+2amSWCF8pGjFcmjjSgxDkO8ofLdlAix4ojENuLxaLQvjzGSuCUwPM+E6UYa2a7igNvXcgRQXofI1eqhveD8ghHq9VKn9k7oBBcrVYFgjgQCHwMnBCCaoj3wiCNsBZzjMxzx9PTUypDXa1W0bX8jQji6MiAwEwZVd50YmAwK+opFLQV6N/oBhUIHDtY9o6Dgz4EXzC/hToAAeDj42M6mDhipRF3TvmMsbRPccQEDKuDQBwx3qI4AmHE2V5s6FUJ9fT0lDreoNMUVBEonanX6+m359efz+fWarV2yD0s2OPx2B4eHmw0GtlkMkktzkNNEWBwNhG3K5VKKWHEfkacqcTaysb3TNwwQQOzW27bDdIIisZer5eu66aWFQtmttPFELfhacQH7mNvI8xF0fY7cKpgwgXr9HQ6tXa7XSBDeY+M9UiTp0BOYaR/yz0H6yMnXhGUsuE+d2jygtAIQAOBvwOvMocbxKjSHc/hxzYajbRWqt0Dj1tWH3uXl4ogjo4IYFPZ0Bemmuj8xOaamrHUzhTqy6LZ+0s/+QPnB2T8sAnlrEGz2bTJZJIIC7M/GX14EKBDEsxux+NxIi1AHGm52kcVR7nvkPM62m63VqvV0vfjzGzO4wjw/IMwf3geRwhIMZ/gEkH0bDazTqdjLy8vBZUSk0/1et1ms1mB/AYZzn5tekynU/u///s/+/Xrlz0+PtpsNkttzgMBs+L5zJ2W0M2My9NAHN3e3tqPHz9SF7Vut1sw0jSzRDQz0YlAdj6f29PTUyKn0KobazZUTNfX14mU0nWbiSMzKxBUejmdThOBPZlMCoQRiFrMTX/Dcy0Q+A54Xl5Q/Nbr9QJxxKUq3j52H0nj+R95t/Xx+h7qa8Q+pF5VABNQgUDga8F7BYxXGO4zaaRVCew3yPPQJY/lII6OCCqxRxYD/gjIXLbb7YKJl1lRocAqC+0MxaqjQODcwGoYJo1AuEBdZPbqQTCfz61Wq6XAEJ2KEKTBOwREEQikzzSi9Ygjs1fFEat4eJHDdysjjvg6Du2qxiQZyvc81RaywVA9sQJqs9lYrVYr+DDxdTX65+vz+dz+/fdf+/37d1J9gcSKuSsAeP4iMG4HQQlfIy5Pu7q6SmsqvMEwdjAW2FcIc8F8PrfNZmNmZo1Gw3q9nlUqlaRWAikFYorVRpzN5LWb34/HEHspjUYjG4/H6XNgXsLcxGqjSAoFTg1a4oVS8U6nk5IhZkXSCMkMVRGVGWF746Ls8Tmyx1MwcIMKNdkNxVEg8L1g+womo5k44jGMcWxmO6r/S19fgzg6MrDiCGa+yJpik6uKIy1X0/Ic9QuJEz9wrmDiCOMC5zw2emavpNFyubTJZGK1Wi1l8VGSAsNZzuirIuAzM/zsd8JZjmq1mtQ8nOHMmXDm/I7MbEf14BHOZpZUSBxIIxhmtRIrskAcQf2hneDweZU4wv/i/v7e7u/vbTQa2Xw+D8VRoABVHIH8gQcX1k9WHIE48hIx1Wo1zR+s5uNyMcwFZpaykZC9t1otu7q6SgcSPiBKeTPKcnoke6C2wDy0WCxS+SzURqo44o6PoTgKnCqUOMIaA3Uw1gco8bH2Pj8/7zRRYPKobCy8RXmkPkpMHHGLbxBI2sQmEAh8H7zSNhBBqjZi79NarZbIac9s/1IRxNERgRVHXKrGxBEHXao4Ym8E3kzmFEeXfOIHzhOsusPkribLMHuGcqbb7VqtVnO7inGJGpMqbAj92cSRmtvz4sfXc14KHnGES14MWa3I183+LK4gjdjboV6vFxRJOudUq9W0MGPe0vmL69JxfbVapXLB0WgUpWoBF5pF5K4pnHjhTmq3t7cF5ZuWqoE4gvIBQexkMklEaqVSSec1brfb7UQWaSc1TvTg8/LYyymcoDRC2Swrn1AOirkokkKBUwWvyyCOtJMwVPjtdjud997aaOYrjzjg88ilQ0rV+LHqr8JJHG0FHoqjQOB7wWMWTWZ4HVePI1YcYY3VCoBLRRBHR4RcNxjdgPLJ7ZWqMXnEygg2/YzNZeAcAaKI1XfVarVQyoHM/mw2s/F4bO122yqViluqxaRRrnvYZ30P77rZ6zyhl7xp3gftNOP5KXEQygspb5KxCOd+G3Sl0eexub/X2vjp6cnm83nyUprP56lULRAANPPPZSNcqqaKI07AcAcWs9fSMfZbmUwmNplMzMwKz+ED78fG2Di4w4vne8KlaiCOQJqCPEIJLcbDYrEoEEZqpB8InArY52u5XKY9bq79NhIUSpTmyCGzXTJJFQT6GrjO9wOegsHzOArFUSBwHOC9AsY4JzZ1PQdxjfUUe+IggoM4Ojqw4ohbDfb7/SR398z3WDHAGX/2ZYmsZODcocQHNm0gI1gKrwZ42oXNU9/ofd81lnTz+96FTDfMep0XWN4IszqI5x7tCoX5TDtfgPTmg0kkzzeJu1kFAloywqQRiCEQOSCO0FlNgzscPLbVfB5eaDDfBjmVO6B4wrrN4PHllehMJhMbjUY2HA4LxNF0Ok2kEToamln4LwROGp7HEa/d2A/3er1C+TjWGA3mlCzS9/KURvzcQ1RH+GxKIOma5r1HIBD4OmgzGLPXsYsYwCOPYKBt9jpHqa/aJSKIoyMDb4TV4R2100oamRW9XbD4sl+C17I3NpiBcwXObQ6sWFXDHmD1ej15jXgEiN7HweWljKFqtbqzSYdiiJWOet3Mdkp0MIfxYq6bbZS/fZWfVOA04bXkZfKISST22uLOZtq+N6dgarfbBbN37RSIzmkop9H38eaT7XabSma5NHM4HNpwOLTHx0d7fHxMaiPu8KiKxxgbgVOGmtIjyKvVaimJirGF8caeQpyk8DqaAWWkkUJL4XjvAGKZS9y1A2vstQOB44B6IuI+TzHIZBITR+x5dMkI4uiI4AVSvIHVjD9L3TVjA4k9S9tBHnkS30Dg3OB5F2CceEobJj2UBFFvsEsbO973xgLKKi/vcVoGB6haUjNCrPq6xN88sB85xZFmD1nt5gWVPB+gvBKeRSBnWq2WVavVgqKIA1kQVezNgtfmpI6a7M/nc3t8fExk0XA4tIeHh6Q2QpkcfI02m020BQ6cFVi1ij0s1gYQR9wYBoTsdrtNij5vzKvPUM7fz/M8UvsH3Oauh9hjTyaTRPqygT3vtwOBwPcC+wVUI2B+YSU85g/MNao4wn7gkg2ygzg6Mih5pCc17tPNLm9M2fiXiSOYaSIgCwQuBVy6hg0qoASIevx4pNElLhhlxFHZb5MzFGRiz/N98TpBXuLvHvDhKYS8rKFHGpUFlOje1Ol00jyB4BVlanywuon9u9h3jH2MWKWwXq9tOp0WyCJcf3h4sPF4XFjHQRyF+i5wTlAVMMYj1hglZTGeX15erNvt7qgKOdjjRKv6AObGEK9Z2liDy+nQcVH9yDBWI1EbCBwPeJ1n4shLPGFd5woDrfS5VARxdITgzbCSR6o2KlMcLRaL1MJX24rHQhY4V3hKI96I8uNAJvE48kgi/Ru/zyXAy8bq/IP7+Tm4ZOJIb6MMTuc0r0wwEGCo4gjKAyWNlDxSshKvValU0muAnMFrd7tdq1Qq2da93nvxvIOgGOXjOEAcMWGEYzKZJD8jHDCJ95R9gcCpgvewnDwwsx1SFmPr+fnZVqtVKh1lQpUDQxBIZpbKVBQaDHprkPowsSfZ4+PjjuJotVqlbkyBQOB7oGObvTl1/8B7iGazmeJlnpuCOAocFTh48oxlc/J6T3G0r1QtELgUYOPmkResCuC/ef4Gl644yt3n/U78GK4L57IAM9shjQCvRDAQYHBZt3occSMJNcLOlaqx4givj9d7enpKxBLUTVpGru/BpPTz87OrBh6Px26pGogjqJTgUQjFcIyHwLkAa8TT01O6jUBtu90Wys9YyQcFkO5r2UcPr2e2v7zEW7dwYNyxaT4TR1AdwY9MFUeBQOD7oYb1uc6IUDli3D89PYXi6P9HEEdHBCWNeEOMzSg/DtfNbCcbwosaytRCcRS4JOTOb+5ApGRFmWKG77/UsbNP4bDvvhxJZOZnfIOwC+SQK1XTLimqAlLVrgKdVrCZbLfbafOoZeR86ZVceoojrM3wLmIzbC5Ze3h4sOl0mtZ17vjIBHggcOpgBSqSOU9PT0mN6pG+TDaBSGXit9FoFDzzuDyFx41XtqYqY/bb83xEQRqNx+NC58MgjgKB44C31nsJH1Yst1qtQoMWzD+XjiCOjgy84fRO6rJFjrMhaO2LrCZ3VotOD4FLRG7DuO85gT/4SImeR/ocmrWJ/0EgB69UrcwUm8me3Otxh6Zms7lDWnKmks/hnKLO7FUZgYAThrogjdA9TRVHs9ksS6DGuAicE7TVNfbByPRz8tTsNVnKpWA8bkH+MjBm+X4dq7iPlUasNmIrCFUcjcfjdH94HAUCxwUVXJgVySPsGTQBBdJIvREvdUwHcXSk0KylGm3msvO8mHIHFyx82io7ELhUxBj4XsTvH/gbyCl19fDK0pQMYu8uvh9/w6WXuGEVkPqkwUSXS1pAFuHgMhdWCQcCl4IcIQqlHhvP6+PVD+/p6ck6nU5BQYDrvIfW19AkLEpEcRueZBizUBnhALGE50VZaSDw/dCEDl9ntbB2NC/bQ1wqgjg6YXgEUiAQCAQCgTw8Ykj/BuhmU723EBhq0MqGuvP5fEdZxIQRTHXDUDcQKIKJnNVqVTCeZ7U9yCV4iI3HY+v1etbpdKzdblun00nX2+22VSqVHbKJy0Gh0EcHRK8L4sPDQyJ8WWXE3YujTC0QOD5E7Px+BHF0wogTPxAIBAKBtyGXefT+rqojEEOs7kUpGit8WfU7m812CCMck8kkqRXQxCJ8UQKBP+Axt1qtEmnE488zq+71etbv963f7xeuY2yhDM4bryCMQEThOspMoTQC6cuG2FAnQW0UCv9A4DgQMfPfQRBHJ45YkAKBQCAQOByeDxHfD3ilbAhWoYJA0InSFO2CBpWCEkbcvhtmuqE4CgR2gbGGchHtIsykUafTsW63a91u1waDgV1fX9v19XVSAfGYhopJx+1qtUrjEZ5Fi8Wi8D56QHGkNhFBHAUCxwOs+1Gx834EcXTiiBM/EAgEAoG3wTOzViUSP47L1NgDhRtSQJnA5S3L5dKm02nW12g2mxXKYqITUyDwCoy7zWZjZsUOhdzdrNVqFY5ut2vX19eF7mbb7bbgV8LjlS+5YxpfMokEoojJJTSf4SOIo0DgeFBWph44DEEcBQKBQCAQuChoh0VVGuWMsVXtoAEslAmsWPCII5S5zOfznVKZII4CgT+Ayo+vc5cjdFCEATa6qrXbbZvNZrZerxN5w4+vVqs2n8931EQggdCRGIoiJo9A8KpKCeOWPdCCOAoEjgehNPo4gjg6ccSCFAgEAoHAHxyyJupjvPI073UQuCJ43Ww2SanAwSYMenGfEke4Ph6Pbblc7gSaEWwGAq9gI3oEfVANcTttGGfXajVrtVq2WCzSc6rVqjWbzaRIqlarabzywWN2MpkkD7LxeJx8jFCqymbaWpbG3dpiLAcC3wtvjQ+8D0EcBQKBQCAQODmAaOHgTX1PZrOZTSYT63a71m637eXlJbXzfut7rdfrpE5Q81yoFxB88jGZTGw8Htt4PE6BKP62Wq0OJq4CgUsEkzAKbpfNR7PZtFqtZu1221qtViKNoDaqVCoFsgjeRUoc8SWII4/oDbI3EPh8aMk41nyodb0y0bJxib/j4PGsXRdjfP9BEEeBQCAQCAROClw2tl6vrV6vJ0KoWq2mAHG73abHzOdz6/f77yKO8F4gjbRVt5anqf8JG+jCCyVUCYHAx6BBH3dc22w2qVS03W5bvV5PBHClUtnxKsJ1Jn0xXrVLmh6BQOBzoZ0Ued0FKdxsNq3ZbBbKvkEUM9S7UBWE3BnRI6IuecwHcXTCiFrNQCAQCFwiuMPZer22Wq2W7ocJrpJGo9HIut3uuxVHXvc0bDBzxtjcoQkKozDADgT+HjiQA3n0/PycFILT6TTND09PT7ZYLKxSqbjG2GqQjfsQhLJv0aUHkIHAV8LzGPSIo1arVVAgYZ3leBnXWVnEymVWMOM1wuz+D4I4OmGooWcgEAgEApcA3kRym25sALfbbfIgms1mNhqNrN/vW7vdfnfChb2N1NBaySS+zsEo2n/nWnXHmh4IvB1KHKET22KxsHq9nv6GLodmVjC3xjjVLon8dy5ZUbVgjNtA4POAMeYpjubzeVIatdvtNI6xztbr9Z1uapVKJcXQTAx55W8goGKc/0EQRyeOUBwFAoFA4BIBIsfMCuUpbFw9nU6t0+mko9lsvvv9QFSprB33M5GkG1Alk7ARDQQC70duDLHiyOyP0mi1WqWytUqlsuONooSwHhjz/L4xhgOBrwETRyB6oeRttVrWbrdtuVxap9NJql6MWRBFShypn5GOf34NPO7SEcRRIBAIBAKBk0JZm25kImezWWrTjQPqg/e+p5pnekaa3iWTSbwR5dcOBALvgxI58DIyeyWN5vO51ev1RB7zOPSu4zaXvIQvWSDwPdBSNfY4arfb1m63C6QRj1vuxmi2SxzpGs1JICSHDjHbvgQEcRQIBAKBQOCkwF4jmlHkVt24xH3v8Tfi98SlV6qi93MpGndhCmPdQODvwRtDUPQ9Pz/barWyarWa5gPMAd64zR1RVhoIfC88c2wQwq1WyzqdTjKzV/KIS9N4n4A5Qj2OtEzt0C5tl4Agjo4I2loYAwPGmmBNlTHFc8taCeqGNRAIBAKBU8Zb1rPPLuuOdTUQ+F7oGOTSskAgcPqAshjx8Xw+t1qtZo1Gw1qtVvI6qtfrVq/XrVar2WazKSSWOLm0WCxsMpnYbDaz2WyWOqJyWbmnOrpkBHF0REDXFgyG8Xhsj4+Pdn9/b41GwzqdTpLa86HtBLVGk0/+YE0DgUAgcGmI9S4QCAQCgdME+xiuVqukIDSzgoIIcTQ6KsLTjMUWII6Wy6X9+vXL/v33X7u/v7fhcGiTycTm83mha2qojl4RxNERASc8vBnG47E9PDyk9sG9Xs/a7ba1Wq3Cod1k2CC07MQPBAKBQCAQCAQCgUDgGMECCRBHWnKKTorotDadTm00Glmz2dwxxcaxWq3s4eEhHY+PjzadTpPqSA2yI3YO4uiowEwpE0etVsvMzAaDgfV6Pet2u9btdu3l5cWq1arV6/VCiZvXwUWNwsIZPhAIBAKBQCAQCAQCxwzEyCCHzKxQacOk0WQySbFyo9HY6aiGy/V6bePx2CaTiY1GIxuNRjYej20+n9tqtdppahHCiyCOjgrb7TYxqbPZLDGlIIZgBLbZbGy73Vq1WrVms2nVanWnVC1HHoXULhAIBAKBQCAQCAQCpwAYWaNbotdhDaQRV+fU63WXNDL703FxPp/bbDZLl7gOg232Cw7iKIijowIGAbcRrtVqZmbJLHuz2SSlEXyP6vW6628E0gjPi1K1QCAQCAQCgUAgEAicCkDg4DriYphjz2YzazQahQMG2YA2yYAog7u0sUiDm0uF6OIPgjg6IqjHkUcaoZVgs9m0Tqdjm83Gms3mjuIIjy9THAUCgUAgEAgEAoFAIHCsAFnEpFG1Wk1G17herVaTcTZu5wAVE2Jj9gpmWxcmjC49fg7i6MjAbvA42UEGmZnVarXErjYaDWs2m7bdbm06ne60E1wul4lJVeIoyKNAIBAIBAKBQCAQCBw71KNXFUT7bnvgWDjIof0I4uiIwK7x6/W6ILGrVCrWaDTSbTbS7vf7Np1O7f/9v/9nv379svv7exuPxzabzQrO8FyuFnK7QCAQCAQCgUAgEAicGjSOjbj28xHE0REBxBF7FFWr1TQQIMdDy8HFYmGz2cw6nY7N53P7/ft3oaUg1EdRqhYIBAKBQCAQCAQCgUDgPQji6MgAxRHURKi/ZIOu9Xpty+XSptOpjUYja7fbtlgsCq0ER6ORTafTpDiCaTbqQ1nqFwgEAoFAIBAIBAKBQCDgIYijIwLKx1CqxqVrII9UadTtdq3ZbNpqtUoeR2glyMSRmn+F6igQCAQCgUAgEAgEAoHAPgRxdGQAscMkEsrWVquVtVotm06n1mq1rNlsWrPZtHq9nrqxcStBVhtBZRTG2IFAIBAIBAKBQCAQCAQORRBHRwQQRdvt1iqVij0/P7stBvWoVqvJGwllbnwJEgoKJrxXIBAIBAKBQCAQCAQCgUAZgjg6MoA8Miu2EcT13CWei0uva1qQRYFAIBAIBAKBQCAQCATegiCOjhhM9ATpEwgEAoFAIBAIBAKBQOCrUf3uDxAIBAKBQCAQCAQCgUAgEDhOBHEUCAQCgUAgEAgEAoFAIBBwUdlGDVQgEAgEAoFAIBAIBAKBQMBBKI4CgUAgEAgEAoFAIBAIBAIugjgKBAKBQCAQCAQCgUAgEAi4COIoEAgEAoFAIBAIBAKBQCDgIoijQCAQCAQCgUAgEAgEAoGAiyCOAoFAIBAIBAKBQCAQCAQCLoI4CgQCgUAgEAgEAoFAIBAIuAjiKBAIBAKBQCAQCAQCgUAg4CKIo0AgEAgEAoFAIBAIBAKBgIsgjgKBQCAQCAQCgUAgEAgEAi7+P31FHY0z+eb5AAAAAElFTkSuQmCC\n" }, "metadata": {} } ], "source": [ "all_preds_arr = np.array(all_preds)\n", "all_labels_arr = np.array(all_labels)\n", "\n", "wrong_idx = np.where(all_preds_arr != all_labels_arr)[0]\n", "print(f\"Misclassified: {len(wrong_idx)} / {len(test_data)}\")\n", "\n", "# ── Collect images in dataset order ───────────────────────────────────────────\n", "all_images = []\n", "for images, _ in test_loader:\n", " all_images.extend(images)\n", "\n", "# ── Plot up to 25 errors ──────────────────────────────────────────────────────\n", "n = min(25, len(wrong_idx))\n", "fig, axes = plt.subplots(5, 5, figsize=(12, 12))\n", "\n", "for i, ax in enumerate(axes.flat):\n", " if i >= n:\n", " ax.axis(\"off\")\n", " continue\n", " idx = wrong_idx[i]\n", " img = all_images[idx].permute(1, 2, 0).numpy()\n", " img = (img * 0.5 + 0.5).clip(0, 1).mean(axis=2) # un-normalise → greyscale\n", "\n", " ax.imshow(img, cmap=\"gray\")\n", " ax.set_title(\n", " f\"True: {all_labels_arr[idx]} → Pred: {all_preds_arr[idx]}\",\n", " color=\"crimson\", fontsize=9, pad=4,\n", " )\n", " ax.axis(\"off\")\n", "\n", "fig.suptitle(\n", " f\"Misclassified Examples ({n} of {len(wrong_idx)} shown)\",\n", " fontsize=14, y=1.02,\n", ")\n", "plt.tight_layout()\n", "plt.show()\n" ], "id": "BDfHUzpImGe-" }, { "cell_type": "markdown", "metadata": { "id": "vn5zAWLImGe-" }, "source": [ "## 8 · Key Takeaways\n", "\n", "| Concept | Detail |\n", "|---|---|\n", "| **Architecture** | ViT splits the image into 14 × 14 = 196 patches and processes them with 12 transformer layers |\n", "| **Parameter efficiency** | LoRA trains only **294 912 / 86 101 258 ≈ 0.34 %** of parameters |\n", "| **🔥 Extreme few-shot learning** | **50 labelled examples** (0.08 % of MNIST) → **75 % test accuracy** on 10 000 images |\n", "| **Why this works** | The ViT backbone was pretrained on ImageNet-21k — it already understands edges, textures, and shapes. LoRA steers that knowledge toward digits with minimal new data. |\n", "| **Confusion patterns** | 3 ↔ 5 and 4 ↔ 9 are the hardest pairs — similar stroke structures |\n", "| **LoRA target choice** | Adapting Q and V projections is a well-supported default across ViT and LLM literature |\n", "\n", "### The Few-Shot Perspective\n", "\n", "75 % accuracy might sound modest, but consider that:\n", "- A **random classifier** scores 10 %\n", "- A model trained **from scratch** on 50 images would likely score below 30 %\n", "- We achieve this with **only 50 training images** and updating **< 0.4 %** of the model's weights\n", "\n", "The pretrained backbone is doing the heavy lifting; LoRA provides just enough signal to redirect its representations toward the target task.\n", "\n", "### Going Further\n", "- Increase `SHOTS_PER_CLS` to 50 and watch accuracy climb toward 90 % \n", "- Try `target_modules=[\"query\", \"key\", \"value\"]` — does the extra rank help? \n", "- Swap in a different dataset (Fashion-MNIST, CIFAR-10) \n", "- Experiment with the rank `r` (4, 16, 32) and observe the accuracy / parameter trade-off\n" ], "id": "vn5zAWLImGe-" } ] }