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null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "77f2e2bb15ea4efb9c1ccf3f3dd10d4d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + } + } + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "Qjw3p8ZrDPH1" + }, + "source": [ + "## Inference with LayoutLMv2ForTokenClassification + Gradio demo\n", + "\n", + "In this notebook, we are going to perform inference with `LayoutLMv2ForTokenClassification` on new document images, when no label information is accessible. At the end, we will also make a cool [Gradio](https://gradio.app/) demo, that turns our inference code into a cool web interface." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3FVdhAI7qiK0" + }, + "source": [ + "## Install libraries\n", + "\n", + "Let's first install the required libraries:\n", + "* HuggingFace Transformers + Detectron2 (for the model)\n", + "* HuggingFace Datasets (for getting the data)\n", + "* PyTesseract (for OCR)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rrkX7ya2qZn0", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f31631ff-ae73-4a93-e5f7-e28c36a50636" + }, + "source": [ + "!pip install Pillow==9.0.0\n", + "!pip install -q transformers" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: Pillow==9.0.0 in /usr/local/lib/python3.7/dist-packages (9.0.0)\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZHIoyLl0qhsq", + "outputId": "ffd3eb28-0752-4bdf-93bd-eeee47552b0b" + }, + "source": [ + "!pip install pyyaml==5.1\n", + "# workaround: install old version of pytorch since detectron2 hasn't released packages for pytorch 1.9 (issue: https://github.com/facebookresearch/detectron2/issues/3158)\n", + "!pip install torch==1.8.0+cu101 torchvision==0.9.0+cu101 -f https://download.pytorch.org/whl/torch_stable.html\n", + "# install detectron2 that matches pytorch 1.8\n", + "# See https://detectron2.readthedocs.io/tutorials/install.html for instructions\n", + "!pip install -q detectron2 -f https://dl.fbaipublicfiles.com/detectron2/wheels/cu101/torch1.8/index.html\n", + "# exit(0) # After installation, you need to \"restart runtime\" in Colab. This line can also restart runtime" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: pyyaml==5.1 in /usr/local/lib/python3.7/dist-packages (5.1)\n", + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Looking in links: https://download.pytorch.org/whl/torch_stable.html\n", + "Requirement already satisfied: torch==1.8.0+cu101 in /usr/local/lib/python3.7/dist-packages (1.8.0+cu101)\n", + "Requirement already satisfied: torchvision==0.9.0+cu101 in /usr/local/lib/python3.7/dist-packages (0.9.0+cu101)\n", + "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch==1.8.0+cu101) (4.1.1)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torch==1.8.0+cu101) (1.21.6)\n", + "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.7/dist-packages (from torchvision==0.9.0+cu101) (9.0.0)\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SPEBa4_eWIhL" + }, + "source": [ + "!pip install -q datasets" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Fz28suY3X5BA", + "outputId": "d2be1a9b-f8b4-4228-d9fa-3f06042e45c0" + }, + "source": [ + "!sudo apt install tesseract-ocr\n", + "!pip install -q pytesseract\n", + "!pip install joblib" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Reading package lists... Done\n", + "Building dependency tree \n", + "Reading state information... Done\n", + "tesseract-ocr is already the newest version (4.00~git2288-10f4998a-2).\n", + "The following package was automatically installed and is no longer required:\n", + " libnvidia-common-460\n", + "Use 'sudo apt autoremove' to remove it.\n", + "0 upgraded, 0 newly installed, 0 to remove and 49 not upgraded.\n", + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (1.1.0)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7IbG35mXt_3Q" + }, + "source": [ + "## Load dataset\n", + "\n", + "We load the FUNSD dataset from the hub, which I uploaded." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 160, + "referenced_widgets": [ + "21085224aa644cda9f37d4c55e053620", + "ac8d2927bc3242669417db07ba96eb22", + "548f0f0b4f3e46f69d069cd91738761e", + "c96ec194901b4865aef9ee3d43290b10", + "612f3887bf7740298a704a220be37bf9", + "00a6f6c6901448d99df5583fc801aeaf", + "117caecd37a64fd28c42fb16a684b1c9", + "e20ab564f43f45d7a5ed9a70388495de", + "cbf32407c1a24252b73ee5e1b780182f", + "cf52f7135d4e439fae39e9a650827ad9", + "248ea6c8f5514677aea2acffe57c7cdb", + "bcceab3890d44e8b854dd596c78976f4", + "f1e9bbe1ecc74d23b40898a29f0b95bf", + "d157d6b7d1034f8b9316d8290403cea5", + "18f3cd2bbf184d6194edb05ee3045094", + "05dd1554e10c4406ac254594ab17135f", + "ee88674e782d42dcab12d73495169849", + "d0b040cb7af0421caa3f80b57ae56d30", + "c38b6d538dc247488359ac9f9ccb1984", + "c28b30174f1b4db8b1a8cd5457f0b513", + "4bfd96e05d0342eb854afbcc4b6729e0", + "5092d75ab6ba48d5a0a6379c6ca7c348", + "39b3877225da4db28fd527e8401e7441", + "b4b42837e4184fbcade676ff854ff1a6", + "72562d05a5874cf0a98e075670ad9d6d", + "1f3c136be42f4fec9bcd4f6deb8576f1", + "1edb1ad817754dc798749936fabf88df", + "d9ebe40e4b9c4bb196db39179e9dccda", + "de0af0095b144871bde32ce59462d30d", + "f91b60769ff7475fb4dd9488356093f9", + "44c1266f741b4732a3f712b3fcef99ab", + "b4aeb03355514767a24ab616409c36c4", + "be7bdc01e13f4d609fb347396344adb7" + ] + }, + "id": "8bX9rIvnuA3-", + "outputId": "a529625d-5ddc-4fc4-f453-e465b5e17c22" + }, + "source": [ + "from datasets import load_dataset \n", + "\n", + "datasets = load_dataset(\"nielsr/funsd\")" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading and preparing dataset funsd/funsd to /root/.cache/huggingface/datasets/nielsr___funsd/funsd/1.0.0/8b0472b536a2dcb975d59a4fb9d6fea4e6a1abe260b7fed6f75301e168cbe595...\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Generating train split: 0 examples [00:00, ? examples/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "21085224aa644cda9f37d4c55e053620" + } + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Generating test split: 0 examples [00:00, ? examples/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "bcceab3890d44e8b854dd596c78976f4" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Dataset funsd downloaded and prepared to /root/.cache/huggingface/datasets/nielsr___funsd/funsd/1.0.0/8b0472b536a2dcb975d59a4fb9d6fea4e6a1abe260b7fed6f75301e168cbe595. Subsequent calls will reuse this data.\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/2 [00:00\"Open" + "example = datasets[\"test\"][1]\n", + "print(example.keys())" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "dict_keys(['id', 'words', 'bboxes', 'ner_tags', 'image_path'])\n" + ] + } ] }, { "cell_type": "markdown", "metadata": { - "id": "Qjw3p8ZrDPH1" + "id": "9GmMMug8u5-S" }, "source": [ - "## Inference with LayoutLMv2ForTokenClassification + Gradio demo\n", + "We can visualize the document image using PIL:" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "p_CWlcvyj3sj", + "outputId": "30fd9bcb-2d1a-41e9-92d3-3d1dd9a591f7" + }, + "source": [ + "from PIL import Image, ImageDraw, ImageFont\n", "\n", - "In this notebook, we are going to perform inference with `LayoutLMv2ForTokenClassification` on new document images, when no label information is accessible. At the end, we will also make a cool [Gradio](https://gradio.app/) demo, that turns our inference code into a cool web interface." + "image = Image.open(example['image_path'])\n", + "image = image.convert(\"RGB\")\n", + "image" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {}, + "execution_count": 9 + } ] }, { "cell_type": "markdown", + "source": [ + "### Built-in OCR (Pytesseract)" + ], "metadata": { - "id": "3FVdhAI7qiK0" + "id": "_ouMqK42itAH" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-mMOxpyuMpl6" }, "source": [ - "## Install libraries\n", + "We prepare it for the model using `LayoutLMv2Processor`." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 130, + "referenced_widgets": [ + "59dbd9b29b7143bbbd6593f2fbb0c37a", + "467604be765f4f82b0c008da8509875d", + "f1ffc1949f364f2cb28116c391099c4d", + "831765cb2eda43bab4638a1c4485a6e4", + "65ecb52b86e442da803018a8138d045f", + "f6b6d19ae76e4753894d20e53951ae3f", + "a5714617d9f4422482bbb74fdc1d0915", + "9172fc8cc34d4ad58f24ba43dbc720e8", + "609150a64aa64013b406ac26f2b125dd", + "f275d4150e0d492f86d025fc347a9919", + "de6722356b944fd6af51f89df13e5730", + "0d6020d8dd564767b9cebd693e8144cf", + "4c5bf566cd2e4d638a060acaa20057c0", + "23c046150a62435884ce9bcc81e7189c", + "89355f49cc7b4d3ba7115b21ec56bbb6", + "3b765c01f081489f9841e4c7c8ad51a3", + "4bf341f617884b219820a5472f13747b", + "e38f16c7d9c54e41b52a9a5789cce2fa", + "72b58bab8f1b4d768b7da8194b5a249c", + "c7504b319b364ac08dd268501a041e31", + "f96c43d45c6c4d72aa1469bad254c3ef", + "9117b166fe3845a7b62f7e60c6e158a5", + "61c9a687e6d1489799ffac186430bf62", + "aee9c20f5e904540b17aa88420dffc1c", + "5bd97e633db84ac38346f19c212248a4", + "70a6f1b890c6439aa8b1ae39d760ffaf", + "06b8bfb8e8b24a6cac256df68240cca0", + "e79cc0202a4a4b858a2c324d54c4e3b9", + "3bafc26a3a5b4b6f8dcb5fdbcac2c902", + "aa951b9bc1a046c19a8917105ee43822", + "3ab33b2e65bd49c08b8c9f26f0ff7690", + "252ce6cd3d5547bc8eb31e14eea686d2", + "97737a7199d5497ca32a4827d3339f33" + ] + }, + "id": "k3tb-m80M390", + "outputId": "b28b60da-9ec7-4c12-86d9-dbf81900d1e2" + }, + "source": [ + "from transformers import LayoutLMv2Processor\n", "\n", - "Let's first install the required libraries:\n", - "* HuggingFace Transformers + Detectron2 (for the model)\n", - "* HuggingFace Datasets (for getting the data)\n", - "* PyTesseract (for OCR)" + "processor = LayoutLMv2Processor.from_pretrained(\"microsoft/layoutlmv2-base-uncased\")\n", + "\n", + "encoding = processor(image, return_offsets_mapping=True, return_tensors=\"pt\")\n", + "offset_mapping = encoding.pop('offset_mapping')\n", + "print(encoding.keys())" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading: 0%| | 0.00/135 [00:00=4.1.1 in /usr/local/lib/python3.7/dist-packages (from torchvision==0.9.0+cu101) (7.1.2)\n" - ] - } - ] + "execution_count": 13, + "outputs": [] }, { "cell_type": "code", "metadata": { - "id": "SPEBa4_eWIhL" + "id": "meas23NKbYka" }, "source": [ - "!pip install -q datasets" + "import numpy as np\n", + "\n", + "is_subword = np.array(offset_mapping.squeeze().tolist())[:,0] != 0\n", + "\n", + "true_predictions = [id2label[pred] for idx, pred in enumerate(predictions) if not is_subword[idx]]\n", + "true_boxes = [unnormalize_box(box, width, height) for idx, box in enumerate(token_boxes) if not is_subword[idx]]" ], - "execution_count": 3, + "execution_count": 14, "outputs": [] }, { @@ -463,24 +3449,21 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "id": "Fz28suY3X5BA", - "outputId": "1052b28a-df92-4b02-9fe3-230bb128fae8" + "id": "5xUT6-1FOqg4", + "outputId": "2ec5bdf6-f579-428f-df77-c367049ece91" }, "source": [ - "!sudo apt install tesseract-ocr\n", - "!pip install -q pytesseract" + "print(true_predictions)\n", + "print(true_boxes)" ], - "execution_count": 4, + "execution_count": 15, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "Reading package lists... Done\n", - "Building dependency tree \n", - "Reading state information... Done\n", - "tesseract-ocr is already the newest version (4.00~git2288-10f4998a-2).\n", - "0 upgraded, 0 newly installed, 0 to remove and 40 not upgraded.\n" + "['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-QUESTION', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-ANSWER', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-QUESTION', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-ANSWER', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-ANSWER', 'I-ANSWER', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", + "[[0.0, 0.0, 0.0, 0.0], [85.956, 78.0, 135.72, 87.0], [155.32399999999998, 79.0, 186.992, 87.0], [212.628, 79.0, 243.542, 88.0], [251.836, 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512.0], [77.66199999999999, 516.0, 95.758, 526.0], [101.79, 518.0, 109.33, 525.0], [116.87, 516.0, 166.63400000000001, 526.0], [171.912, 516.0, 232.986, 525.0], [237.51, 516.0, 254.852, 525.0], [259.376, 516.0, 282.75, 525.0], [287.274, 516.0, 319.69599999999997, 525.0], [323.466, 516.0, 373.984, 525.0], [374.738, 516.0, 425.256, 525.0], [429.78, 516.0, 445.614, 525.0], [450.892, 516.0, 489.346, 525.0], [493.87, 516.0, 535.3399999999999, 525.0], [540.6179999999999, 516.0, 574.548, 525.0], [554.944, 911.0, 587.366, 923.0], [597.922, 911.0, 609.986, 921.0], [613.756, 912.0, 620.5419999999999, 921.0], [625.8199999999999, 912.0, 656.734, 924.0], [675.5840000000001, 779.0, 693.6800000000001, 878.0], [754.0, 1000.0, 754.0, 1000.0]]\n" ] } ] @@ -488,12 +3471,10 @@ { "cell_type": "markdown", "metadata": { - "id": "7IbG35mXt_3Q" + "id": "r3HNHr4yOyL7" }, "source": [ - "## Load dataset\n", - "\n", - "We load the FUNSD dataset from the hub, which I uploaded." + "Let's visualize the result!" ] }, { @@ -501,49 +3482,44 @@ "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 86, - "referenced_widgets": [ - "2c7548301af643f0ba11b02f47dfffc0", - "e943a87fd8f34081ba312059ef421af4", - "e9b89f6fc463450390eb7640d99705ff", - "9e9db44d8acb498cbf3edc2c73274c5d", - "1074a81344564d699a299788f6ea9044", - "e4c3b6267556446eb8e03035b641cdb9", - "b69b6ab2f28c41ac8f9fae38c24e3cfe", - "b1a6563fcf324d86af13c07f51cdbdbe", - "eba9b4a21cca49d39b0743767382bbd8", - "05a6c1e73fd947749aaa5723b3023a2b", - "425f1b25314446d9913a262008fdbca0" - ] + "height": 54 }, - "id": "8bX9rIvnuA3-", - "outputId": "56b36f64-d685-4925-a696-a2f109d5b9ef" + "id": "AttFR_dMNVEL", + "outputId": "000a10e2-ae98-4ea2-f387-c89ccef9901a" }, "source": [ - "from datasets import load_dataset \n", + "from PIL import ImageDraw\n", + "import copy\n", "\n", - "datasets = load_dataset(\"nielsr/funsd\")" + "def iob_to_label(label):\n", + " label = label[2:]\n", + " if not label:\n", + " return 'other'\n", + " return label\n", + "\n", + "label2color = {'question':'blue', 'answer':'green', 'header':'orange', 'other':'violet'}\n", + "\n", + "def draw_layoutlm(image, true_predictions, true_boxes):\n", + " img_copy = copy.deepcopy(image)\n", + " draw = ImageDraw.Draw(img_copy)\n", + " font = ImageFont.load_default()\n", + " for prediction, box in zip(true_predictions, true_boxes):\n", + " predicted_label = iob_to_label(prediction).lower()\n", + " draw.rectangle(box, outline=label2color[predicted_label])\n", + " draw.text((box[0]+10, box[1]-10), text=predicted_label, fill=label2color[predicted_label], font=font)\n", + " display(img_copy)\n", + "\n", + "draw_layoutlm(image, true_predictions, true_boxes)" ], - "execution_count": 5, + "execution_count": 16, "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "Reusing dataset funsd (/root/.cache/huggingface/datasets/funsd/funsd/1.0.0/8b0472b536a2dcb975d59a4fb9d6fea4e6a1abe260b7fed6f75301e168cbe595)\n" - ] - }, { "output_type": 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dO2bMmP79+4sXFAgEOL7weLznz5/jnjRNTU2hoaH4mw6LiIjo1q3bxIkTxVPWrFmTnp5+7Nix8ePHo07hIy0tbezYsV/k+FhaWqL/BDKEEO7ckJ6eXlZWJhAI8PkDIcTn84VCoUgkwk/r6urCwsJKSkq2bt2KEAoICEAIXb58edOmTQMGDJg6dSr6Tzvdl6KpqTl58uTi4uLm5mZdXV1x8sNtggUFBePGjevdu3deXh7+cO7cuRMhhMfeptFob968wfPjY4h/Q1tYWKxevRoh9LFEkpub6+PjU1BQoKamhpvAnj17lpKSgiMOToRYcnLy/2wb0tLS0tbWFifFwMDA06dPm5mZUSiUiIiIhw8fIoQ2btyoqKhoYWGRmZmZnZ0tEAh8fHzIZLKCggJe6tM57GeE33vdu3fHTzkcTmlpKY1GQwjhLEIikUpLS3k8noeHh6OjY0VFxYYNG/DMXUKeSCRisViGhobiKXp6engI9s6zlZeXL1myhMlkPn78GE+h0+mPHz+2t7d//vz5yJEjxaWpqqriQFxdXf3BjadSqYWFhf369du5c6eGhkZMTIy5uTmNRhMKhWVlZXPnzvX29saf/c7dhuh0emlpaUNDw9q1a//njx8APkhXVxc/CA0NXbRoEULo6NGj2tra4p/Kx48fv3nzpouLyx9//IEvZwkMDPTx8Vm+fHlra+uECRPa29sRQjNnztywYUNVVRX+0P1SYDg+FBsbO3v27JcvXwYEBODf1jdv3hw4cOCBAwcGDhz44sULOTm5hw8f0mi0K1eu4EoCbObMmQ4ODnQ6PSQkZN68efgk+vDhw9LS0vnz5+N5ampq3rx5Ex4erqWlJV7Q3NxcUVFx7NixT548mThxIv7qj4uLy8zM1NbW/vd7NGLECNx15tKlS/v27auvr3dxcXF0dHz69Onx48cRQrgqHiE0adIkRUXFuXPn4qeJiYmJiYlJSUn4xODo6IgQKi0tzcnJCQgIOHPmDEKoc5/iLwX/5oiKiho3blx5eXlqaqqfnx9CKCQkBHcTDg4OTkhIiImJweGGIAhpaenu3bvHxMQ8efKEzWbj8HH9+vVXr17V1dWJu3h/kKWlJZlM7ujooNPpuJvUtWvX0tLScOeY1atXl5eX4zl1dXXFme9j8vPzi4uLxZVYbDa7qalp165dFy5cqK2txU1UgYGBOjo6S5culZeXZzAYVCq1Z8+eKioqRUVFQ4YMQQh17l0uGQiCoNFoGhoa+GlVVVWXFCIUCk1NTWk0WmVlZXFxsbGxsY2NDf4TTjDiUI6vK8zJyUH/iarFxcUEQeAXnSCIuro6hFBSUlJTUxOPxzt16lRTUxOVSiWRSFQq9c2bN1JSUuvXr//8jceZqbi42NHR8fDhw/g9j1cnEokUFBRUVFQ+1rVfIBCoqKi4uLh8/uoA6OLPP/+cM2fOoEGDevbs6eXlRaPRxB+HiIgIKSkpDw8PJpN55coVhFBBQQFCqGfPnnp6enl5eQkJCQihFy9ezJkzx8jIyMTE5DvuyHcBsQbJyMjs3bu3vLx8woQJ+DeWqalpWFhYZWXln3/+qaenhxAaM2ZMYmKi+Lc1duLEiYMHDwYEBFy/fv369eu4lmXcuHH79u0TJ255eflt27bp6+t3XtDHx6e4uPjEiRORkZHiS34MDQ0dHBw+eIHS3yUvL6+urq6oqBgVFbV79+6nT59SKJTHjx+PHTv20aNHly9f3rhxI55zw4YNvXv3XrduHX46cODAjRs3vnnzBn+oFixYgBDy9fW1srI6fPgwPhRfA64BEgqFQUFBpqam/fv3z87Oxn8S//IYP368v7+/h4fH4MGDu3XrhhA6ePAgk8lcuXKlt7c3rl6aNm2anp6evb09rtT52C/mLVu2HDp0iMVipaSkWFhYIIQ2bdqUmJiIz8HNzc3V1dXv3r2bMmXK/fv3yWTy/fv3P7blp06d+u233xBCFy9eHDt2bFpa2rRp0wwNDe/du4evkjMwMEAI3b17Ny4uTlFRsa2tbfLkyQghIyOj1NTU3NzcL9uo90MRCAQVFRXt7e3JycmnT59WU1NrbGxE/6laI5PJJSUlJBLp1q1bVlZW+fn5uAcY+u8qEFyOqqoqDtnv3r27e/euubm5uLamrKxs7Nix9fX1CQkJsbGx5ubmxcXFpaWlFAqFx+NduHDh/PnzOTk5OF9+Jj6fb2xsXFxcHBERgV8vhFBT0wf6PuMATRBESUlJSkoKQohCodTX1798+fJvHy8AEKJSqadPn167du2iRYucnZ1lZGSYTKY403C5XPxNZW5urq6ujn8tV1dXq6qquru7e3p6IoTw+BTy8vL4wpfvuC/fC9SU/v/O5zzU9RdzlyldnpIQaTwaj/AP+wzEfvR/5XghL/QSsV/+31MDZMAO+UD/dnfkjopQy8P/u8SGjughbiGo4Qt0hj9leQpZdnqe+X9l7tDYsWPhDlTy/1dhjsyDhgWhB4j9gI0QYiDGKsaqVeP+r/MTns0CWdx0vIm+pjFjxuTm5uIfGfgWaGQyWSQSWVpa4pzXp0+fe/fulZeX5+XlOTs749Oek5OTk5NT53J27969cePG6OhofX19FPDR1U2aNGnv3r1hYWG9e/deuXIlQsjQ0LCtrc3MzExNTY1MJjOZzOfPn1dWVhoZGampqS1cuDD/9/wPFvXixQsSiTR69GiRSNTQ0PDq1asePXrcu3fPy8srIiJi+/btuOVu9erVOAF7e3svWbIEITRkyJCtW7f269dPXl4eDUZfJM7+UNasWUMQxLBhwzQ1NfPy8mbPnr169eo1a9ZMmTKlrq5OWVl56NCh9+7d4/F4169fX79+/fTp01evXp2YmLhnz54DBw6QSKTw8PDx48fLycklJSXV1tYeOnTI0tJy9erVc+bMuX79OkEQd+/ezc/PDwsLa21tPXz4cHNzc0pKyvXr1728vA4ePOjq6koQxJ49e06cOGFsbLx8+fIjR47k5+c3NzeHhITcvn178cTFH7wk89WrVy0tLRQKpampSVzbVF1djaP2y5cvDQwMzMzMcK/8goKCyMjIlJSUP//8E/fmycvLCwwMlOC0Cr4qOTm5HTt29O/ff/v27c7Ozhs3bmxqampqaqLT6XgGkUjUt29f/BhXXqakpLS1tVVXV5eUlFCpVFlZ2e+29T+GX304PvAdfZfh+P7xSmHcms/H9mOfpp4uKysTCoU6OjoWFhZsNnvWrFn5+fnnzp2zsLBwd3cnk8l79+7lcrkZGRl//fVXSEhIaWnphg0brl27lpCQUFlZGRgYePHixYEDB9rZ2bW1tRkYGPB4vMbGxsGDB3O53MePH4tEIj6fP2bMGF1d3cjIyLKysvDw8KlTpzY0NOCL+JhMZnt7+8WLF/l8/oIFCwiCoNPpZDK5qalp6dKlfup+H3xNp0ZPffHiBUEQ9+7dE/fImTJlSkBAgLy8PJvN/v333319fXGNEY/Hwz+IGQyGQCAQCoVKSkqNjY2TJk06ZHxIwl5W8LWx/dgz42fi+uYBAwa8efNm1apVUlJSPj4+wcHB7u7uXC7X0NBQQ0Pjzp07VlZWe/bsWbFixYwZM27cuHHz5s1Tp04lJyenpKTgmvUlS5a8ePEiLS3tFxmgXAxiDQDgC/th70nSBYxbA34obD92r/O9RCJRdXX1qlWrhg4dmpubq62tPX78+F27duFxDZYsWXL16lUjI6Ps7OyLFy96enreu3dv+vTppqameXl5mzZt2rhxIx7O/t69ey0tLbNmzTpscrjzsJYSD2INAAAA8P2x/djM1UwHB4fs7Ozhw4eLRCIajVZUVJSSkoIHCsGzbd++PTk52c/PD3cNRAi9evVq//79GzZswNfqrlmz5tGjR1wut6amhs1mN2xv+KUSNsQaAAAA4PvDrUUnTpyIjo4W9/YVCoXOzs7Lly//u6XV19fX19e3tLQYhRpBrAEAAADANwU3T/giINYAAAAAQELAuDUAAAAAkBAQawAAAAAgISDWAAAAAEBCQKwBAADwHaSmpnI4nO+9FUDSQKwBAADwHeDbkX7vrQCSBq6EAgAAAICEgNoaAAAAAEgIiDXgJ8bn8/E9bAEAAAAEsQb81KqrqxsaGr73VgAAAPhRQN8aAAAAAEgIqK0BAAAAgISAWAMAAAAACQGxBgAAAAASAmINAAAAACQExBoAAAAASAiINQghxOfzMzMzv/dWAAAAAOBfgQu8EUKIIIj29nYWi/W9NwQAAAAA/xzEGgAAAABICGiEAgAAAICEgFgDAAAAAAkBsQYAAAAAEgJiDQAAAAAkBMQaAAAAAEgIiDUAAAAAkBAQawAAAAAgISDWAAAAAEBCQKwBAAAAfjjV1dU1NTXfeyt+PhBrAAAAgB9OQEBAWVnZ996Knw/cPAEAAAD44TQ0NMjJyVGp1O+9IT8ZiDUAAAAAkBDQCAUAAAAACQGxBgAAAAASAmINAAAAACQExBoAAAAASAiINQAAAACQEBBrAAAAACAhINYAAAAAQEJArAEAAACAhIBYAwAAAAAJAbEGAAAAABICYs0XQyIhEumzJgIAAADga4B7aH1dcMctAAAA4JuBWPN/tSkE8V/VKuKnOJeI/ySOKR+c+ROldVmqc/mdVwQAAACAf+xXv4P3+9ni8x+g/84iH0wn72ejT5cM/gHStv97PYgtBH7c+UGXecTwPO8v8mn/rEC81MemAwAA+FKgb83n+ljtC3Sd+b46xxecKro8QP+de/C/LoW8H4M+Fjj+WYEfewwAAODLgljzuQji//51fop1STaQdb6lzlnh0/Pg2cRzdgkonSd+sMDOQeQfFPh+UZBsAADgi/vVY02XrjPvTyGR/v8UcV7p/Fi8yPstTZ0L6VwOQtDe9MV8ZuVHlzqVj83/P2tr/kGBH6zOAQAA8DX8El2GORxOeno6iUQSiUSKiorm5uad//qxZPP+PJ+Y4f3pH5znY+VAyvmXPl1b87G/invDiB9/orbmXxbYuUuNeB4A/qXk5OSdO3dSKBSRSEQQBJlMptFoAoGAz+eTSCQajYYQEolEIpEIz08ikQiCeP9/vDh+LJ6TTCaLRCJx4eIpUlJSM2bMYDKZ165dq62tpVKp1tbWSUlJJBJJXCYuhCAIgUDQrVu38ePH83g8/CUs3nhcYFBQEJPJTE1NJZPJCCGBQODu7j5q1KjS0tJP7DiNRnv06JGBgcHkyZMRQq2trQKBQF5e/unTp2fOnLG0tHR2dn748KGHh8eNGzfq6urIZHJ7e7unp+eECRPq6+vXrl3r6uo6a9YsXFpzc/PNmzfnzp1Lp9MbGxs3bdpUXV1tZGQkEolKS0spFMr/fCH4fP6AAQMcHBy4XO7FixcdHByKiooyMjL69OmTk5PT3t5OIv3XlwZBEJ6enhoaGgRB3L9/X01NTVdX98GDBxMmTAgPD29ubiaTyZ1fHSUlpZkzZ1IoFIIgCIJITk62sbHBLxaNRnv69GlpaSmNRmtqatLW1s7IyNi/f7+uru5nvYckjuR3Gf5n7UGSflQAQgjx+XyRSESlUj/nawuAH1BoaOioUaPmzZs3bdo0MpnMZrP//PPPefPmNTQ0kEik+/fvU6nUVatWycnJ4dMqh8OhUqk8Hk9GRqa1tVVaWprD4cjLyz948CA3N1cgEDAYDIFAQBCEjo6OpaVldXW1q6trVlZWXFyclZVVnz59KBQKj8fz9/cXCoUikailpQVHHx6PR6fTOzo6aDSaoqKivLx8dna2vLw8iURqbGxsbW1VU1NrbGw0MjJqb28XCoVkMpnH41EoFJxmhEIhhULhcDgIoaysLDKZXFhYSKfT8RkKbzyJROLxeAwGo6Ojg8FgcLlcBQWFfv36iUSi5uZmoVCoqKgYHR3d0dFBJpPxblIoFKFQKD5choaG3bp1q6ioSE5OlpWV7devH5lMJpFITU1NiYmJjo6OUlJStbW1SUlJX+oF6pwU33/69aSkpFhZWX2DFf2AfonaGhUVVQaDoaamlpSUpKyszOFwLly4MHjwYDc3t9zcXCqV2tzcPGTIkIMHD+L3AfSM+aF8zgVKn+lzOuJ8PVBDA744fI4sKSkJCgrasGHDjh07Nm/efO3aNV9f31OnTk2aNOnRo0dsNlsgEKSmpvbo0SMmJsbDw2Pbtm3Tpk07c+bMtGnTkpOTpaWlhULh7NmzKysrORyOqalpZGTkggULjhw5snnz5gMHDkydOjUqKsre3v7169c2NjbPnz/38vKqr69vbm5OT08fNGgQhUI5ePDg1q1bV69evXv37uXLl+/bty8wMLB///4FBQV8Pt/FxSU1NdXR0TE8PNzW1vb27dtjx47dtGnTmTNniouLZWRkqFRqQ0MDnU7ft2/fyZMnHz9+PGfOnODgYD09vdbWVi6X29HRIRQKhw8ffuPGjZkzZ/r7+8+cObO2tlZGRobFYgkEgo6ODg6Ho6Ki0t7eLiUlFRcXN2zYsJycHDU1NYFAgGMTmUxua2ujUqmKiopVVVXKysq1tbVSUlKNjY0mJiZlZWWysrKtra00Go3FYjU3NxsZGVVUVCgoKJSWlmppadXU1Ghra4tEIoFAwGKx6uvrZWRk6uvr1dTU2traiouLY2JiyGSyvb19R0fHy5cvbWxsKBSKo6MjrrWSkpJKSkoyMDDg8/mKioqXL18WCAQ0Gk0oFNbU1Kirq4tEom7dupWXl1dVVfXt29fKyurZs2eOjo46OjoZGRlPnjzBKa2pqQmfyGg0Gt4pXIumqqpaWVmpo6Pj6+sr8RUWn/BL1NY0NjbJyMjs3Lnz4sWLKSkpBEHIy8t7eHjweLx79+51dHRERkbOmDHDz89v1apVO3fu3LRpI4/Hx/W34LsjbSMNixmmq6t7/vz5IUOGPH78+Pnz5y4uLh+bf/To0SEhIRYWFikpKZ2rYTpfHrWdvP2PP/5YvHjxzJkzR40axWazk5OTra2t8ZyNjY34e/bL7gXEGvDF4dqavXv36uvrX7p0acaMGYWFhSkpKa2trdra2mQyeebMmY8fP7579668vHxDQ4OBgYGCgoKtre39+/dHjBjx8uVLc3NzBweHkpKSZ8+eSUtL0+n0u3fvIoRGjx49fvz4nJyc4cOH+/v7p6en19fXnzt3LicnZ9u2bQwGo2/fvsHBwX369Nm6dWtxcXFZWVl6evrcuXN9fHy0tbX9/PwaGhpWr17d3NwcGhoqFArnzJmjr6+vr6/f1tbWr18/Q0PDjIyM4uJiBQWFyMhIZWXloqIiJSUla2trV1fXoqKijo4Oc3PznTt3Dh482M7OjslkvnnzxsrKKj4+vri42MnJqaioSEND486dOzdv3iwpKTl27Jient7r168nTpxYW1urq6ubn5/ft29fNpttbm5+5cqV6Ojo+fPnq6urx8bGlpeXx8fHz5gxY+LEidu2bcM9E2JjY2fNmmVgYLB+/XolJaXNmzcnJCS8efPG1dW1ra1t8ODBt2/frqysrKqqam1t7dGjh6amZmpqqoaGRmtrq76+PpvNVldXb25uZrFYMjIyGhoaz549KywsVFNT27hx4969e9vb20tKSvr27dvW1lZWVtbU1HTgwIHAwEAjI6MTJ044ODhoamoKhcKysrL29nZNTc2amhpZWVkc3XJycrZv337//n03N7fU1NTKysri4uJp06YhhJKTk9vb2xkMBg6OQ4YMGTt2bFhYWK9evb7vm/N7+SVqa+Tl5dF/2nHl5OQQQrjF1MjIiEaj0Wi0cePGKSsrI4QEAsHZs2cR2ohD9HfebvAf5ubmFy9eZLPZdnZ2y5Yt43K5bW1tUlJS78959OjRnJyc5cuXnzp1KiYmxtnZ+YMF8vl8hBCHw7G3t09MTMzPz9fQ0Jg5c2ZVVZVAICgtLT18+PCgQYO8vb3r6+vJZDKLxdq5c+emTZtwlTuVSiWRSO3t7cbGxoaGhpGRkQRBUKnUlStXMhiMP/744/DhwyKRaO3atdbW1sePH58zZw4y/LqHCPzK4uPjs7Ozr1+//vDhQ3t7+5KSkgMHDmzevHnixIm7d++m0+mzZs2qqqratm2bj49PaWmpn5/fgwcP4uLiNm3adPny5SdPnhw/fnzcuHHLly9XUFCYM2eOkpKSjY3N+fPn165d6+fnN2PGjG7duklLS8fExOBAY2JiYm5uHhYW5uPj4+npmZOTY2Vlpaio6O3t7eTkpKCg0LNnTxkZmbS0tP3799vZ2bm4uFRXVxcUFBgZGSUnJ5eXlxMEwWAw4uLitLS0srOz1dXVhw0blp2dvX///sePHxsYGGRnZ1tYWJSVlcnIyJw7d45CoZSWlp44caJv374zZ858+fLluXPnHBwckpOTx48f7+vrO3jw4H379hUXF7PZ7Kqqqp49e8bGxg4YMKCwsFBeXn7lypXFxcXp6emXL1+eN2/esGHDtLW1//zzz7q6OpyofHx8Wlpabt261dTUlJeXx+fzDxw4EBsb6+fnR6fTx44dO2HCBHd39+zs7LKysvr6+vr6+smTJ//111/z588PDw9XVVV99+7dkiVLzp0716tXr9zcXF9f39evX7PZ7Lq6urKysrdv35aVlQ0aNEhWVrayspIgiDFjxuzcudPExOTVq1dpaWktLS3z5s0LDQ0tLCysra01NTVdu3btnTt3cI1XWlra8uXL+/Xrd+DAAVdX12vXrvH5/NjY2MmTJ1dUVMTHx3M4HAsLi6KiIl9f36qqql+5Yf0XvRKqsLAwMTGxS5glCIJCoUycOBEhxGKxvs+WgQ+hUCitra3h4eHe3t7jxo37888/CwsLPzhnbGysjo7O/v371dXVw8LCBALBB2ebNGkSi8W6du2ajo7O4cOHe/bsKS0tHRER8fbtW11d3bKysqNHj5aWlj548CAzM3PgwIFhYWGNjY1RUVGRkZFDhw7V1NQMCwurrq728fF5+/ZtVlaWtrb2kydPzp8/X1VVFRsbW1NTU11d/fLlyxcvXgiFwmfPnn3FowN+effu3ZORkZk0adKGDRtWrVplb29fWloqKyt7+PDh8PDwkSNH8vn8O3fu7NixY/Xq1QwGo1u3bvPmzbOwsFi+fLm7uzufz1+3bt2QIUPs7e1xkpgzZ86xY8fCwsK8vLx8fX39/f0dHR0bGhpaWlquX78+ZswYHR0dLpe7fv36vLw8Q0NDhNCZM2eioqKGDRtWXFxcUVGBEBKJRCtXrmSz2fX19cXFxbt27aqrq4uLi/Py8po1a9aDBw9UVFQGDBgQGxvb0NDQ0NDg6+vLZDIJgnjz5s3du3fT0tL++uuvkpISS0vL2NjY9PT0K1euyMnJJSQkrFq16sSJE83NzRoaGtu2bYuLizt27JiFhUV2drajo6OTk1Npaam8vHxERMSBAwfc3NyePn16+fJlR0fHs2fPJiUlbdq0SVlZWSgU8ni8UaNGVVRU2NvbBwUFZWZmPnnyxNvbOzk5+cKFC0FBQb17966oqFBVVfXx8YmNjd24cWNMTIyDg8POnTuFQuGUKVNcXFxycnKePn1679692bNnX7p0iUaj6ejoODs7l5aW7t27t0+fPlwul8/n+/n5WVpaSklJKSgo8Pn85ubmvLy8JUuWNDQ08Pn8jRs34kDT0NAwe/ZsFxcXfFS1tLTi4+Obm5t79uw5YMCAmpqaffv2PX36dMiQIQMGDNi8eXNsbKyBgcGBAwfs7e179uxpbW09ZsyY7/x2/N5+0VhDp9NpNFpycjJ+yuVyeTwe7nb+559/ft9tAx/T1tY2cuTIhoaGgICALpezYXV1dQ8fPuTz+U1NTd7e3rt37z537twHi7Kysvrrr79CQkLs7e2vXr1qYWGRnp6OEOrdu/fVq1dXrVr14sULkUi0fPny2tra7du3458+HR0d9vb2a9eunTFjhpGR0ePHj9XV1YODgx0dHf39/adOndrY2DhhwgQ1NbWOjo7o6Gh7e/v8/PyXL1/S6fSvemTALwvXWcrIyCgpKe3cuXPEiBHz5s2Lj4/ncrlXr17t27evjY1NYWFhdnZ2ZWWllZXVxYsXJ02axGazi4qKli9frq6ufuHChSFDhkRFRZWVlRUXF9+5c8fQ0NDKykpTU9PKyqpfv3779u2bMGGCjY2NpaVlZWXl2LFj79y5c+DAAW9v7wcPHiQmJj569EhDQ8PDw0NbW/vNmzebN2/Ozc1FCLW1tXE4HPzTorKy8uTJk7hhNzAwMCgoCCGUnZ2NA9DSpUv5fL6tre3jx48VFBRw/bqPj4+srCyTybxz505ra2tjY+O1a9fIZHLPnj1nz56tqqqKEHJ1dcUV8Dk5OStWrBCJRHV1dXZ2dgih4OBgPz+/S5cuxcXFIYRwmw4+aE1NTQsXLvT391dXV5eTkyspKaFSqSkpKa9fv0YIFRUV5ebmHj16FCEkJyc3efJkT0/PwMBATU1N/D1Ao9FaW1vl5eWrqqqys7MFAkFMTMyTJ08CAwO5XK6Tk9PJkyfXrVu3cOFC3J/J3d394cOHb9++ra6u3rBhw71790aPHp2RkTFlypT169e7u7tXVFSMGTNm9+7dffv2ZTAYDAZDR0eHRCK5uLjweLzp06c/f/5cV1c3KytLXHMWEBBgZGSUmZk5c+ZMOTm51tZWHR2dM2fOWFhYnDx58lu/C38wv2is0dXVnTdv3vPnzx89evT27duFCxfW1NTo6OjweLznz59/760DXfH5fBMTkwEDBmRkZFy8eFFOTg5/P1ZWVnaeDV/y8PLlS1VV1S1btiCEEhMT8Z+6zFlQUKCmpjZgwIA7d+7gKzlbW1tFItGcOXMQQv379+/o6EhJSYmMjBQIBPPnz5eXl8e9znHr1YMHD1gsloaGBo/H4/F4uEwmk4l7BU6dOvXixYtPnz6dPn06jUZ7/fo1k8n82ocI/JpcXFz09PQ2b948bdq0RYsW/fHHH9LS0t7e3hcvXuRwODwez8/Pb+DAgWPGjPHx8dm6devQoUMLCwtPnz7t6uq6d+/eBQsWeHl5vXnz5ubNm97e3iKRaNGiRYaGhidPnkxOTg4KCnJ2dj558uSJEyf8/Px0dHTGjx+vqam5YsUKVVXVcePGbdu2zdPT88GDBykpKfr6+nV1dS9evFi9evWZM2cQQn379h01apSXl9fw4cNxHnJ3d0cIlZSUXLp0CSH0+vVr/EEeNmwYlUqdOnWqpqbm3LlzbW1tVVVVe/To0dLSYmZmhitoGxoadu3alZKSEhISoqmpGRgYOH78+Llz5+LPrKWlJS48Nzf34MGDCCF9ff0BAwYEBATg5GdqaqqiooIQGjNmDJ1OT05ObmhoaGtrO3369OTJk48cOaKiouLp6YkQCg4O/uOPP3x9fXV1de/cubN+/fpNmzYJhcKnT5+uXLkSIRQaGhodHe3t7f37779XV1fb2NjIy8s/e/bMxsYGIRQZGenk5DR58uSpU6cKBIL6+vorV640NzfLyMg4Ojq6urq+e/du69atOP3Mnz9/zpw5GRkZGzduJJFIZ86c6d69e0VFRWpqaklJSVhY2NSpU0+cOCEvL//mzZs+ffocPnz44sWLfD5/+PDhSUlJOPPFxcVZW1s/ffpUWVk5MDDw5cuXOjo6RUVF3+P9+EP4RWMNQujgwYPKyspDhw7t06fPjRs38PcCj8ebPXs2+k/fC/CDIJPJZWVlu3fvdnR0XL9+vYODQ3p6uouLS79+/fLz8/E8bW1ts2fPbmlp0dXVjYiICAgIoNFogYGBoaGhgwYN6t69e+cCnz9/bmtra2VlZWNj4+TkhC8lZTKZ69at69279/z58y0tLXFluLKysqOjI41Gu3v3LkEQmpqaCKG8vLz09PTXr1/jpR4/fuzg4HD37l0cX6ZNmxYaGpqenj527Nhhw4atWbPmV27nBl8VmUyWkpI6cODAH3/8sW3btnXr1jEYjG3bti1atGjChAnNzc3du3fn8XiNjY2vXr3q3bv31KlTWSzW5s2bz507l5KSUlJSsmDBgpKSkvr6+sLCwqSkpGvXrqWlpSkoKHTv3n3evHmNjY19+/adMGFCQUHB+fPnPT09//jjj8DAQF1d3ZcvX759+3bDhg1//vnn1KlTDx06lJKSYmtri4fSQQhlZGRMnDhRX18/Ojoa/afpn06nh4aGnj17FiHE4XCKi4sRQo8fP54yZcrFixdzcnLS09Ozs7PpdHpBQQFCKCUl5ciRIxcuXFizZk1GRkZERISUlJSvr+/atWsrKiqePXvm7+9Pp9NjY2NpNJqsrKysrOywYcPwwbGzszt06BCuvElKSsJD5qiqqmppaYmPXkdHh6Ki4v79+318fHDT9urVq/38/PT09Nrb201NTbds2ZKWliYSifBEhJCFhYWOjo6mpiZe0V9//XXp0qVu3br16dMHIaSlpbV8+XJfX1/c1JWQkKCvr+/u7u7o6IgrscaNG4erh9PT09PS0vbu3ctkMvfv34/XWFJSsnr1amVl5cbGRlz9PHv27LKysoqKisjIyOzsbNyeUFlZaWFhYW9vj+PaqFGjCgoKVFVVa2tr3d3dy8rK8vLyvukb8UfyC8UaGRkZXG+JSUlJrVq1Sl5eXl1dXVNTE4/LJCMjM3LkSITQl70KBvxLNjY23t7ednZ2ERERx44dmzp1qp6enqOj4+rVq/X19fE8paWl+fn5d+/eTU5OHjZs2Pjx41+8eOHl5dW9e/eZM2fOnTu3c4Fz5869dOnSuHHj+vfvr6mpuXPnzh49enR0dOjp6Q0dOnTmzJnHjx/38PCws7Pj8Xj4WlaE0NixY5WUlBBCIpFIVlY2Pz9fXV397NmzQ4YMSUtLI5FI+OeghYUFPhPo6uoOHz5cRkYG/8gD4GugUCi1tbXNzc23bt26efNmbm6um5tba2trdnZ2XV1dbm5uampqdnZ2fHy8paXl8OHD09PTBQIBj8fr06fP9evXHR0dBw0a5O7uzuPx9u3bx2AwLCwstm3btnTpUg6Hk5uby2azHz58ePny5dLSUg0NDSkpqdDQ0IcPH3I4nGvXrunr6z979iwmJmbixIlHjx5tampqa2v766+/pKSkuFyunZ0d3hgmkxkdHb148WIej/fw4cMjR44ghJhMZltbG0KIy+UyGAz8KXv69GlxcXFVVdWQIUMmTZrUrVu3devW5efnnzhx4tmzZw8ePGhra1u9enVZWVl8fPymTZusra3V1NQ0NDQWLlyoq6tbWVmJ24/y8vLwtdDbtm1DCA0fPtzOzo5Kpd68ebOlpQUfuqamppiYmNGjRwcFBdXW1np7eyOEli5dOnPmzFWrVtXW1i5cuHDhwoVXr14lkUgKCgr37t1DCL1+/Xrbtm3y8vKHDh1CCA0ePNjf3z83N7eqqkpOTi4wMBDnofPnz6ekpLi4uLS0tDg7O0dHR69atcrMzOzgwYO1tbU4n/n4+BQVFe3fv3/RokX29vYTJ06cMWMGg8GQkpL6448/ampqFi9eHBERkZ+fb2lpuW7duoyMjBEjRuTn569bt47NZrPZbA6Hw2Qyjxw5smbNmhMnTvB4vJCQEBcXF2lp6e/zdvwB/BIn7/+MQ/M7Qr//95g0cxCa09SEEEKmpuKJJ9F/Rn8CP4h5JfOQMjq27Zh4yvKDyxEToSb0+87f//98M5BHqgdK7bSkFNp3dR9CCCl0LRPXXeMBWKlUaktLC5/P19bW3rt3r3iex48f4194+KoNPMAXQigwMJDH4+EvjpkzZ06bNq29vR0hhGtl5OTkXr58iUuYO3fulClTpKSkZvnN+kIHA4D/QhCErKxsZmbmihUrqqqqtLS0ysvL7ezsZs2adejQocLCQqFQiAfTs7OzS0lJQQiZm5vr6uru37+/tbU1Pz//999/X7hw4e7du42MjAQCAb4OqLW1NSMjgyAIJSWl3r174+xOo9GmTJly9epVLy8vT09PLy+v2tpa3Pve29u7qKiourpaSUmJSqU+fPhw/vz5+LKM1tbWJUuWZGZm4o8Jh8PhcrnTp09/+/atq6trfHx8Y2Njfn4+mUx2cHCwtbUViUTHjx+fO3duXV2dsbFxbGyssrKytLT0tm3bBg8ejBD666+/ampqLCwsoqOjR4wYQSaTc3JyNDQ0uFzuypUrzc3NN2zY0NjYuGbNmqysLFlZ2ebm5r179wqFQoFAEBIS0tTU5Ofnl5aWNmzYMAsLC0dHRwaDwWaz3759a2Bg0NjYyOfzcbN1Q0NDcXGxtrZ2c3Mzg8HA9bs3b9708PBobGwcN25cVlbWy5cvN23adOXKlW7durW2tk6ZMgUPP8jj8SorK9etW/fy5cv09PT79+/X1dUVFxcfOnQoNzd369atRUVFL1++lJaWxm1GFy5c8PT0zMjI2LVrV35+fmhoaEFBQWNjIz4adXV1BgYGy5cv79+/f0ZGBm6Xv3379m+//ZaRkWFjY2NtbU2lUrdv337w4EFc4/U935TfleTHGkkfl0fyfdXhXvBIVgghWVnZ5cuXd7kg/P1ryHEzE+7WJ55IpVJlZGTenw2X3+VPAHxBNTU1lZWVq1evHjt2rJeXV0hIyNKlS5cvXy7uW6qurq6hoREQENC9e/eHDx8uXbo0ICBg5MiREydOHDly5MWLF4ODg6OiogiC0NbW1tbWNjY2jouLs7CwSEtL27lzZ1BQ0JMnT06fPt3Y2Pjy5cvHjx8/evRowIABLS0teMA6aWnpxYsX5+Tk/P777ykpKS9evPD29nZ3d/f39z9w4EBGRkZRUdGlS5dEIlF4ePiAAQPGjRs3evTo1atX19XV4cYvBQUFIyMjLS0tKpVaX18vEokcHR3ZbHZHR4eMjAwexubevXuLFi0KCgpat25dQ0PDiBEj6uvr9fX1r169WlJS8ttvv/3+++8yMjK9evUaPHjwihUrHBwchELh5s2bz549e/fu3R49eixbtkxOTu7333/Hl3nv3bt38eLFS5cujYmJmTp1akJCgqen5/jx46uqqsrKyjQ0NIYOHbps2bLm5ua6urq1a9c2NDS8ePGisrLyzJkzbm5uuPmpV69e7u7uVCrVzs7u7NmzWVlZlpaWhw4dWr9+/Zs3bxBCBgYGFy5caGhoEAqFBQUF1dXVJiYmU6dOPXfuXHx8vLu7O4fD2bFjh4yMjKysLD6S2trara2tKioqysrKBEEsWLDg6NGj+fn5XC732bNnO3fulJOTk5WVxZ0lZs6cuWbNmm7duuXm5uLuSqtXr8YjBOKfbb+mX6gRCgAxfLemLv+2k7cPfTX0g3/69/++9x4DyYRHRvH398fj03h5eQUFBQUEBJSVldHpdJFIdPPmTZxacMeR69ev+/v74y7w+vr6QqEwNDRUXl6eTqdraGjU1NTs379fRUWlZ8+eL168aGpqSktLq6ioyMrKqqurq66uPnfu3IkTJ/T09KSkpFJTUxkMhpubW21tbXJyMplMzs7O1tfXl5WVtbGxefjw4Zs3b3bs2IGHiYuKisK9GI8ePXrgwIHCwsKBAwcyGIzIyEhZWdmIiIiUlBRFRcXu3burq6vv3r3b3d09ODh42bJl0dHRZWVl1dXVVCp17Nixp06d2r17d2Bg4G+//Xb8+PEZM2ZUVVXZ2tpKSUk5OTl5enomJCRMmzaNw+EcO3Zsy5Yt48ePb25u9vb2joqKUldXd3d3f/TokY2NTVBQkLu7+5kzZ7Zu3fr06dM7d+4cPnxYSUmpoKDA2dn52rVrkZGR27dvLyoqevLkSW5u7sKFC8vKyqKioi5dupSXl6epqYnnb21t5fP5Fy9e3Lt3L4lEmjZt2pYtW/bv30+n0/39/bW1tW1tbW1sbOh0uoWFxZgxYw4ePHj06FF3d/eCgoKpU6cmJiZevnz5woULR44cSUpKwuMcjh49uqOjo7293cXFpaqqysjIiMFgjBkzJjAwcPXq1WFhYTIyMgwGY/PmzQ8fPvz999/ZbDYef7lHjx5MJhO3wbW2tn7v9+Z3I/m1NQB0AaP9AglTUVExf/7806dPHzlyxNvbOzAw8NixYz4+PvPmzYuIiPjrr7+YTKa2traRkdGjR4+2bdsWFRV19OjRc+fOTZs2LSwsTE1NLSAgYPTo0RQKZfHixRYWFvjK4djY2GXLlqWnpx85cmT58uXjxo2LjIz8448/Hj9+PH/+fNwAlJubO378+KysrCdPnqxcufLQoUMuLi4nT55MSEjw8vK6c+fO0aNHx44d6+Licvjw4X79+p06dUpeXn7hwoVnzpw5ceKEkZHRhQsXDA0Nm5qaBAJBZWWlqampr6/vsWPHOBzOggULLly4UFJSIhAITpw4cerUqXPnzmVlZVlZWY0bN2769Olnzpzx9fW9fPmyiopKVlZWr169cHuWUCg8f/7877///ujRo7Vr154/f97Dw+PChQtxcXE0Gm3gwIGlpaUVFRW4nS4nJ2fSpEnm5uY7duwYPHjwwoULhw4d2tTUtG7dOi6XKxQKuVzugwcPcB8jfJV4U1NTfn6+t7f3qVOnyGSymZkZHpOzurq6o6OjpqZGV1e3sLDQycmpqqqqqakJD9aMW6MKCwvZbDZCCN8JAd+9Ad+XVE5OTiQSjR8/PjMzk8PhVFZWtra2Njc3KygoTJo0ycjISFVV9dGjRx4eHjU1NXPnzg0NDe3evbuKioqjoyMeZTE9PR3fFqO0tBT3lf4FQW0NAAD8rPB1vFOnTtXV1Z0zZ05HR8fatWsLCws9PDx8fX2vXbvm4OCgoqJiYGDg6+v74MEDBweHq1evWltb9+vXr6mp6enTp/Pmzbt79+6RI0eqq6vLysrw1TQ5OTlr167V19e/e/cuvlGRo6Njdnb21q1br1y54uTktGjRIg6H069fP01NzeDgYCaTOWfOnAMHDlhbW/v7+3t6evr4+NjY2Pz555+zZ8/et29fUFDQiBEjkpKSBALBq1evJkyY8Pbt2z179lRXV8+cObO4uLi+vr5///4MBqOsrMzPz+/IkSPLli3z8vLauHGjSCRaunTppEmT0tLSysvL3dzcDAwMZs2aFRgY6O7urqurO3DgwIkTJ+7du5dCoairqy9atOj48eNTpky5f//+oEGDrKysxo4d29LSMmDAgFOnTq1evRpXqyxatMjCwsLKyopKpcbExLDZ7ICAAE9Pz0uXLqmqqg4cONDDw+PIkSNaWlobNmzANUkpKSlbt27V1NQ0MDAwMjK6dOnSoEGDPDw8Zs+e7ezsbGBg0N7efvz48Xfv3o0fP76yspLFYtna2k6bNq1Pnz50On379u2DBg1avXo1rkpZs2bNiBEjYmJiDhw4sG7duh07dlRVVRkbGy9evPjdu3fq6uq1tbXV1dWzZs2qrq6eM2cOhUI5d+7ctm3bVqxY0atXLzU1tT///LNHjx7r168fPnz4tGnTZGRk3NzcbGxs8F3Tv/Nb8/uR/HtCAQCApNq9e3dKSgqZTBYIBCKRCN8iRiQS0Wg0fGNtfK9sgiDEX/XiifgWMSQSqb6+nsvl6ujo4B706D99zvh8Pr7jNL4dI5lMxkNDUanUt2/fZmRk4MYUWVlZfX399PR0fO00vt6ioqKCSqWqqqqSSKTy8vJnz55RqdTO2yYSiVxcXHJzc0UiUXl5Oe70mpeXl5ycrKKiQqFQ2tra8LIMBkNVVbW8vBxXaeBtwI+1tbXz8vLMzMxyc3OtrKzwiMZ4BB19ff3Xr1/36tUrOztbSUmJzWbb2trKy8uXlpb269fv9u3bmpqaRUVFlpaWKSkpfD5fKBTa2NgUFxerqamVl5cLBIJRo0bV1taam5tfuHBh06ZNd+7ccXd337dvX79+/QoKCkxMTHAHIB0dnaSkpDFjxuDLlP7888+1a9ceOHBgyZIlt27dGjhwYF5enrq6Op1Oj4+Pl5aWrqqqwuMmm5ubl5eXT5ky5cKFCyYmJqWlpZMnT37x4sX48eP/+usvfX19bW3t2NjYCRMmHDv2f1dLTJ06NTU1tVevXjdu3HBzc4uNjZWRkampqTEyMpKWls7KypKTk6uqqkK/9h28IdYAAMAvjcfjiUSivzVoJJvNbmlp0dLSwveRlpKSampqYjAY4tvOtLe3k0gk3LOey+XW1tZ2ubyURCKpqqo2NzcjhNra2pSUlPDds3E5r1696tWrF0EQuEe/SCTCD8TIZHJTU9PNmzdJJBLOZ2ZmZnl5edOnT8/JyTE1NU1JScnMzBw6dGhzc3NkZKS5uTm+fRuVSsXRCscjIyMjNputp6eXnp5uaGiI+wvr6+snJyfLysoWFRXhqyDb29vpdDqfz2cymeJQSKFQcF6kUCg8Ho9CoQgEAiaT2d7ezmQyOzo6aDQank0oFJJIJDw/Tod4M8hkMo/Ho9PpeIx7Pp+PC8Gbh0vm8/niCxREIlF2draOjo6cnBwuH9+ZHJePMyi+HnPJkiXq6ur/+C3xU4NYAwAAAPwccE6CIUg+AWINAAAAACQEdBkGAAAAgISAWAMAAAAACQGx5oshkdD7zZ0fnAgAAACArwGG4/u6oOcSAAAA8M1ArPm/2hSC+K9qFfFTnEvEfxLHlA/O/InSuizVufzOKwIAAADAP/arXwn1frb4/Afov7PIB9PJ+9no0yWDf0B8xyViC4Efd37QZR4xPM/7i4iX+th0AAAAPyyINQh9dojButTfoPdSywfL/8x1gb/r/RzzsQfov1NO51jzwZk7g5wEAAA/Begy/LkI4v/+dX6Kdck90E34W+qcGD49D/rPjbvFj99f8GOBA+eV95cithD43/tr7ByDPvYYAADAl/Wrx5pPV73gB+Ip4rzS+bF4kferZDoX0rkcBBUzX85npoQu4eNj84tn++I56f3FIdkAAMAXB12GP5ps3p/nEzO8P/2D83ysHEg5/9KnU8jH/ipuNhI/fr+bzsd0ST+faL36jM0H4B9KTEz09fUlCALfohIjkUhz5swpLS01MzMjCCIoKMjW1vbWrVvOzs4CgSAuLo5Go4lnFgqF6urqM2bM+GCHBDKZXF1d3dHR0djY2NbWxuFwEhISnJychgwZ0tbWpq+v39raam5urqmp+S329lsR3+/zYzNUVVVt2rRp//79ioqK7e3tFy5cKCoq2r9/f1NTU0xMTJcFhUJhVlZWW1vbo0ePevToMX78eIFAoK+vX1xc/Dkbk5SUZG1t3aNHDwUFhVevXhEEYWNjU1lZWVlZaWhoWFlZKRAIOs9PoVDy8/MHDx5sYmLyj/b+pyf5fWu+QXuQpB/CX0uXdPLpzjriedB/99d5v6guS0HcAV/Ew4cP3d3dx48fLy8v3yXZiB/j2yh++qv+M+8xhAshk8nZ2dkmJiaNjY3BwcG3bt2aMmXKP92DH8uWLVv8/f1VVFQIgqipqfngPPielKWlpZqamlJSUh0dHWVlZQihkSNHZmZmFhYWfs6K5OTk8G0+P5OysjKDwaioqEAIqampcTictrY2OTk5DofT+XUX+5Xv4P1L1NbMnj3nypUr4qdLly6tqakJCQnBN0cdPHjwqVOnNDQ07t27t2XLlpycHDKZPHr06A0bNvTv3z80NHTevHmbNm1atmwZQqipqalv3755eXkRERHDhg1D3yQ2/eI+XWvymf6rBYogSktL8V2LCYKQlpbW0dEpKysTiUS6urof7CgjflBZWcnj8cRTBAJBSUlJdXW1urr6+01LXYqCKCOpCILYt29fXV0dQmju3LkWFhYZGRmXLl0SCoWTJk2yt7dHCEVERISHh0tJSa1atUpJSSkhIeH69evDhg1zd3cXCAT79u0jk8krVqzochvt9PT0q1evrlmzRkVFBSHU0tJSXV1NIpG0tbXxnDiODB8+fOHChd9yl7lcLovF4nK5I0eO7Ojo+Jar/qoUFBTy8vLOnj2rq6t7+/ZtfGfs92cjkUg0Go3P5+PIiGu/2tvb7e3tO9eEfQK+8/bnb5hQKMQ3HkcICQQCMplMJpPfv7E5hUKpqqr6888/P79kyfNLxBpXV9fnz5/v3r2bRqN1dHSYm5tv37593rx5AwcOJJFI+/btO3nypJmZ2fz581etWuXi4lJXV7d+/XpnZ+fU1NTjx49XV1efOnVqzpw5MjIykZGReXl54pKTk5MR6vkdd+0XYX7THAcIPT09Lpd75MiRiRMndpmHx+OZm5vX1taqq6sXFBQghFxdXZ89e4beC0bk7d+iSxmEmF8HiUQqKSk5efIkQqi+vv7ixYv79++/fPkyQsjIyAjHmjt37ly4cIFGo82fP19JSWnLli3h4eHh4eEjR44UiURnzpwpKSmxtbUdOHCguNgXL17MnTu3oKDA29sbx5ojR45s3ryZRCI5OjouW7ZMXEfS0tLyjXeZxWIhhGg0WlNT0ze+m3R5efnvv//OZDKPHj2qoKBQVVW1bt06Op2+f/9+JpO5bNmy6urqoUOH+vj4FBUVrVmzhkwm8/n8Xr16/fHHH++XVlpa6uvra2houHPnToQQbhhSU1MzMTHZuHHjt9yvL+XJkycQayRfcnJyUVGRra2toaEhnqKnp6eoqOjh4YEQCggIyMzMxM2QTk5OY8aMQQi9ePHiypUrMjIyZmZmYWFhJSUlTU1NMjIyt27dwiXQ6fTk5GQ7OzuEuN9pt34hWVlZeXl5gwcPfvjwoaamppyc3Adn6+joGDNmzPnz5xMTEw8ePFhfX/+xAhUOK6xatWrt2rU5OTlWVlYhISF//PFHdXV1cXHxokWLYmJirKysrl+/TqVScdXO48ePFRQUxo8fP2DAgOTkZGNjY21t7a1bt6qpqeno6IwYMWLgwIETJkwwNjbu6OgICgqanDH5qx0M8CPq1q0bfoBbBLq0C3A4nIcPHyKE+Hy+t7f3o0eP8M/uhoaGqqqq+/fvl5SUdCkwODgYfxchhAoKCkxMTOLj47du3YoQotFo0dHRbDZ78uTJf+sX/xfH5XLz8vK+8TbU1dXduXMHIeTs7Ozt7U0QRHh4eHV19eTJk11cXIKCgmpqauTl5RFCmzZtCggIwEtFRERMnDjRwsKiS2nz58+PiooyMjLCtWgS0B9F4juW/E+/xJVQOjo6CKHp06drampu3LiRx+N1dHScOnVq27ZtO3fuTEpKUlBQEAgESkpK3bt3x4vMmzdPvLi0tDSHw7l+/TpCqKysDH+GBQKBhYUFLhl8Azo6OmpqanQ6/WOZBiFEJpPfvXsnJSXl6up64MCB169fx8TEfHBOOp1+48aNU6dO+fn5IYRkZWVFIhGdTo+Li7t48WJ1dXVkZOScOXMQQtOmTRs4cODy5csnTJhw69atvn37NjY2FhQUPHr0yN3dvbKykkKh0On0q1evbt++HSEUEBAweTJkml+UuAmJy/2vXztcLpfD4Rw/ftzOzu7t27etra3Xrl2bO3dufX19RETE1atXFRUV09PTHR0dxYtUVVWNGzdu165dCCFlZWVcCIPB8PT0LC4utrKySk9Pv3PnTpdGK4nX2Ng4YcKEOXPmdOvWDSdFVVVVOp1uaGjo4uIibg5jsVjnzp27cePG9OnTd+/evXbtWmVl5eXLl7e1tXUuLTw8/NWrV1ZWVgUFBbm5uQihlJSUb79TX1ZjY+P33oTv7JeINfjLws3NbceOHW/fvn327Fl7e3tdXV1cXFxwcHBeXt6CBQsEAoGZmZmenh5eJDY2FiFEIpF4PN6kSZOGDRu2c+fOMWPGZGZmnjt3jkQiCQQCGo2WnJz8PXfsV8JkMplM5uf/ECGRSB0dHWfPnv3gX6lUalZW1ooVK/766y8pKSlFRUU1NTU+n6+vr3/58mV8prl9+3ZcXFxkZOS4ceMqKipUVVWPHDmSlpYmJSWVnZ19586dhoYGgUBAEIScnNzcuXOvXr2an59fWlpKp9O/3H6DnwOfzzcwMPD3909ISMjOzo6KilJSUhL/9eHDhxwOR0tLa8KECY2NjXFxcfLy8mfPnp07d663t3dCQsKUKVMsLCw6v3MGDx589erVoUOHIoSEQiFCyNnZubq6+vLlyydOnEhNTR0yZIizszOPx/v2OytGpVIVFRW/ZfXAy5cvCwoK+vTpIycnFxgYGBcXh6tUGQwGnU4XbwmJROJwOAihBQsWWFtbU6nUadOm9erVq3NRt2/fnjlz5sCBAwcPHmxtbW1ra/vN9uKrgh/bv0SsSU9PRwjNnDlz/vz5YWFhw4YNa29v7927d1hYWFxc3KRJk27dusVkMuPi4nbu3BkZGfno0aPw8HCEEJfLLSsrKy4uvnDhAplMDg4OdnZ2xidX3Jz8q/1U+r4aGxvx64IQqq2t/XQzk/jiydLS0vf/2t7evmbNmrdv38bHxzs4OBQWFrJYLDKZzGazb9265ebmNn/+fKFQyOPxDA0Nf//9dxkZmTt37pw4cUJJSWnIkCH4B6K4NB6PN2XKFG1t7YcPH16/fn3u3LlfdL/Bz4FMJsvKyubm5oaEhAgEghkzZqD/dOm9e/cuQuj169f499Ljx48RQlQqFffeoNPp69ev71KakZGRrKwsPk/fvn0bIUShUGRkZM6cObNjxw4SibRlyxZNTU0+n/9Nd/K/sVissWPHfssuw/v371dVVZ09e/aoUaMQQocPH0YIUanU7OzspKSk939REARx9uzZXbt27du3j81mS0lJ4ekcDmfz5s0dHR3bt2+vr6/ncDinTp2qqakZP348+snbcfA+/tS78C/9ErEGVwi3traKp3R+93O53LS0tEmTJjk5Oe3cuXP48OFDhw599uzZzZs3jYyMmEwmh8PR0dHx9PRECNnZ2eHIjz9IlpaW33pnflW1tbXV1dURERH4aXh4+KpVq+Li4jrPQ6FQ2Gz22rVrx40b5+7u3qtXr1OnTuGL4Lq0RlGp1IiIiHfv3l26dOn58+dUKrW0tJRKpTY0NISGhtbV1dXU1JDJZAqFUltbu2fPnsOHD69cufLw4cNjx459/fo1vhJBXBqfz9fW1vbw8FixYkV6erqZmdnXPx7ghyMUCvX09OTl5VevXs3j8XDvGRxrioqKEEK7du3CufzixYsfTNvvw99duJDKysrFixf7+vrq6OhcuHBBSUmpo6PjE2OrSJ729vaysrKGhgYbG5tTp04hhAoKCgQCAYVCIQiivr7+/aMhFArXr19/9uxZfX399vZ28fSbN2/iVqdbt24FBQUVFBQsWbLk5s2bGRkZ6LMvd/8x4Y3v0gz6S/klPhIMBkNXV7fzIATdunXDNXUCgQAPBtDW1nbx4kUzMzMTExMDA4PRo0fjqwwaGxuTk5OrqqqMjY0RQnw+Hze+ysjICIXC7Ozs77RPvxx5eXlra2sFBQX8dNCgQd26dcOXY2AkEsnY2JjBYPj7+799+1ZFRaV79+4sFgvXLXepmDUzM2Oz2Rs3bgwJCVFXV5eRkdHV1TUwMGCxWEZGRqampiYmJqamplJSUnp6evfu3du/f39VVVVra+vjx4+VlZX5fL6UlJSJiQmTyTQ1NcVjkc2aNYsgCA0NjWnTpn274wJ+DBQKpbi4WCgU9u/fHyHUp08ffAFUS0vL/Pnz09LSTExMhg4dev/+/T59+tTU1ODT5/8UEhIifpyWlnb69OnW1tZly5aZm5tPnz79zp07nT8C3wu+sv0bCAgIKCwsFIlEw4cPNzY2lpeXT0xMDA8Pxz9TQ0NDc3Nz8dh0MjIy+IXw8fGRkpKaOHGinp5e52HrSCSSlpaWurp6a2urSCRiMpl6enoEQQwZMgRJRFVHWFjY996E74eQdAh99X/gq0Jb0b//16VAwX8TiURCoRA/6DK981OhUMjn83F/Gvwn/L9QKCQIIjU1FSF07949vIrvcqzA93L06FGEUFBQUHV19a1bt168eNHQ0DBx4sTVq1dPmDBh+/btubm5eM7du3cjhJYsWUIQRE5Ojpyc3OLFi3k83geLrauru337dkpKCkEQiYmJ9vb2rq6uQ4YMcXJyQghduXIFD2Gwf//+b7anXfz222+bNm36NutydXVFCP3+++/46ZMnTxBCkyZNCg4O7twfYPDgwS0tLUKhEDdRic2ePVtclPjz29zcrKamxmKx0tPTCYLA3SVTU1O/zR59DfiL6PLly997Q74byb/A++eP3b+6rzEAzPuXpIqrnbv8qctTcS03iUTCfxLPEBsbq6KiIjEdD8HfMmXKlH79+nXr1k1BQUE8nMyRI0coFAqHw9HQ0JCWlsYT58yZM2DAAHwFso6OTkJCgrm5+ceKVVZWFl9Y17dvX3FbKkEQeKCBj13r980QBKGvr/9t1nX69OnGxkYjIyP81NHRMSEhQUlJycDAICYmBlfGEARhamoqIyODEPL29nZ0dCQIAiEkEAg6V9iLP79SUlKRkZFcLldietri/bWxsfneG/LdSH6sAT+vhoYGFovV3NzM4/E+2NpNEISMjIyiomKX6SKRqKqqSjx2CEEQampqjY2NHR0dqqqqH1tdY2MjjUYTn37+LmVl5VWrVmlpaf2zxcFPTU1NTU1NrctE/GZQV1fvPFFDQ0NDQwM/ZrFYn8g0n0AikXAnP3yR1HdEJpMDAgK8vLy+wbrEgwNhdDq9X79++PEHz+JSUlJ9+/b9dJkUCqVnTxhSVaJArAE/rpUrV6anp+fl5X1wJAY8driRkZGtrW2XVnMejxcWFtb5Ag1XV9fk5OTGxkZHR0c09MvckOGD1m/7v0ta8B3v8EbiLsZ8Pj81NbVv374lJSVkMtnIyOgzz0lCoZBMJn9+N0Z8FwihUFhRUfE/u5QSBCErKyseseljcEyk0+m1tbWGhoZwDSDARCLR2LFjv/dWAPD/QawBP64+ffqUlJQ4OTl1OTeLRCJZWdlRo0YFBATweLwPXuY9bNiwzjmAx+M5OzvjxDMsZtgHV0ej0XAnGwqF8u7dO3V1dU1NTSqVWllZSSaTlZSU8B1YyGTyB2+Zm5OTY2RkhO/boKqq6hPkU1VVVV9fr6WlZWhoWF9fr6mpSSaTIyMjSSTSy5cv2Wz2Zx4H3OH9b11Ga2RkhG838TkzS0tL9+rVq3P5ZDKZyWTy+XwcpygUSnl5uUgkYjAYxcXFnp6ePXv2vHTpkvgIi0QiZWVlFRWVzMxMKvX/vlVIJBKVSm1vb58xY4ahoSG+FBEfWwsLi7KysrS0NDab7e/v33mIF/APpKenP3z4kMvlUqlUCoVy+/ZtV1dXdXX1D94E8TPhzE0ikUQiEZVKxX3IKBQKhUIRv+5MJjMvL+8z74L0U8D3xsGXzX/iVwfxobuH/q3rp/DMuBDiM7pKdG4Nx/OLlyI6jdZDJpPxvTZTUlKsra0/f3skieTfwRuAf6CqqkpGRga30Le1tZFIpE9fcsJms6urq5WVldlsNkEQ0tLScnJyra2tXC4XN5O1tbXJysqK81lZWVlra+vnfA8SBKGgoMDhcP5Wc4NAIBD3Hvg0Go0WHh4uEAgyMjLw9ohEIiUlJUdHx7y8PAUFBQqFQqPRxHcDJgjiypUrjY2N4vjSeVPFe4QPgp6eXlZWVn5+fnx8vIeHBx4wDX+V4/OlmpraunXr/nHDHwgNDR01ahSDwSAIgkqlcrlcgiDwXRj/ZckMBgMhJBQKaTQal8tVUFDQ09PLzs7m8/ld0tLt27clZmTtpUuXnjlzxsbGhkwml5eXf/D8SKFQWCxWS0uLrKwshUIRiUR4UMT29vbPTDZCoRDfaMXExKS5uTk5OZlOp4tHVsRVvPgBQRD4Qq1Zs2ZJSUkRBEEmk9PT00kkEr6gvb29PScnRyAQdHR0GBsbW1papqamxsfH/8p38IZYAwD4ung8Xltbm7y8/E89HMiPqaioKDIyUkNDQ1dX19DQ8P79+xwOp3v37pmZmSQSCY+1jW8v1XkQ3s7waTIrK6usrIwgCHd3dzMzs/b29gEDBpDJ5KqqKktLy/v3748aNUpTU7OjoyMsLGzv3r329valpaU45Zw6dcrNze3b7/vXUFpa2tzcrKWl1dDQEBwc/P4dvAmCYLFYOjo6OTk5ZmZmLBaLz+c3NDSIRCI82NXnrIVKpQYGBubl5REEoaurS6FQ6urqZs2axWAwyGRySkqKiYmJtLR0Wlqanp6ejIwMl8u9fPlya2srLp9MJguFwu7du+OLufLy8lxdXW1tbWNiYqSkpHR1de/cufPgwYNfdgAtiDUAACDJOteifWIe/OAzaxA7N8FAWv0H3j/zfvowfvpM/X72+pVfFIg1AAAAAJAQv8QowwAAAAD4FUCsAQAAAL6Pf3O1GvggiDUAAADA95GSkvLdx1SUMNC3BgAAAPimqqqqYmNjhw0bBqMbfHFQWwMAAAB8U9nZ2d27d5eSkvreGyKBoLYGAAAAABICamsAAD8ikUhUX1/f3Nz8vTcEAPAzgVgDAPjhlJeXR0dHjxw5cs6cOU1NTd97cwAAPw1ohAIA/HBevXplbm4uKysrFAoZDMbn3Nzq18Rms1NTU98fUvZjg8x+8AufIAhra+uioqKWlpb/OdYtmUzu06cP3MId/LAg1gAAwM8K3+ry/SzysS/2D6YWgiD09fWrq6vb29v/5xpJJJKJiQm+uSZCiMlkCgSCK1eu9OzZ8+9v/g+nsbExMDDw9evX/fr1e/8e3Z/Q+cbmIpEI37xJKBR+sASRSDRw4MCsrKyGhoby8nKRSGRsbBwWFpaUlESj0fDtLXGUxyVIS0uPGjVKIBCYmprW1tY2NDSkpKRUV1ePGTPm1q1bvXv3lpaWfv78OY1GE4lEeLYLFy7gO/X+giDWAADAzwrHmh07dnh7e3O5XIQQlUrNz88PDQ3tcot1giBkZGQGDBjA4/F4PJ66ujqbzTY2NiaRSE+fPk1KSmIymZ+uqhEIBG5ubllZWbm5ueJ7LgYGBnI4nLi4OB0dna+6p99GXFycvb39/Pnz09PTU1JSaDTaZy7I4XDw8DMkEolGo+HbccvKyn7w5pdCoZBMJnO5XPGN1slkMoVCwU8pFIq0tHRzczOZTJaWliaRSEKhsLW19XM2g8ViEQTR3t7+z26r3tbWxmQyP/OGnT8siDUAAPDl7du37+3bt8uWLUtNTU1KStq/f7+8vPzu3btTUlJ8fHzevXsXExOjq6u7e/fu+Pj4I0eOdOvW7Y8//hAv/urVq9OnTzMYjI6ODicnp4ULF7a2tqalpd24cYPNZltZWa1evZpMJoeEhEyYMKG4uFhTU/O77Karq+u8efNmz579VddSVVVVXl5ubm5eUlKiqqqqqqra2NjIYrEYDMYH56+vr29vb9fW1v67K1q6dOnJkyczMzOpVKqysjKdTv/MBcPDwxsaGkgkEoPB0NXVzcnJoVAoI0aMUFRUFI8jTKVSqVQqQRC1tbVhYWEMBkMoFPL5fJw4VVRUCgoKSCSSgoJC3759o6KiZGVlbW1tKRRKc3NzTExMl5z6PoFAYGtre/r06TNnzsTHx/fv3//v7v758+cnTJigpKT0dxf8sRAAAAC+NFdXV4TQ+fPnJ06cSKFQKisrCYJwcHBACF25cmXChAkIITKZnJCQcOfOHYSQjY1N58UvXbok/paWlpbOy8s7c+ZM56/uo0ePEgQRHBxMp9Nramq+yz42NzcrKChs3br1a69oy5YtCKEePXowmUxdXd03b95MnDixX79+AwcOdHBw6Nev39y5cxMSEpydnV1dXZ2dnQ0MDNatW9e5hMbGxl27drm4uLi4uCQnJxMEcfToUUdHx8GDB7u6urq4uAwaNKi5uXnx4sUIobS0tK+xFzt27LCzs3v16hVBEA0NDeHh4fn5+V98LYsWLUIIpaSk/INly8rKeDzeF9+kb+znrmsCAIAf0wf7msyaNavzU5FIdPDgwQ8uTiaTe/fuffjw4TNnzrS2tj558oRGoy1cuHDdunVbt25FCO3YsaOwsJBOp/N4vKysrK+wB59FJBKVlJR81VXweLyAgACEkKqq6ty5cxsaGmpqaqqqqhITE7Ozs9XV1bt3725tbV1XV/fy5cvs7Gx5efmioqLAwMDOXYWWLVu2YcOGFy9evHjxorGxESGUnZ396tWrx48fl5eXp6Sk9OnTB3dR/3o7oqenl5mZOWPGjNevXy9evNjNzQ3HtR+Htrb257e7/bAg1gAAwJc3YMCA9ycqKip2mZKQkFBQUPD+nJMnT46Ojl6+fPm7d+8QQjweb+7cuadPn3ZwcHjw4AFCaPjw4fr6+riBIz4+/gtv/WcjCGLw4MFfdRVCoRBf5J+VlYVjjZub29SpUxFCurq6S5culZeXHzJkCJVKpdFoKSkpGzZsQAg1NjZ2ziiWlpZDhgxxd3d/v3w2m3348OHt27ejj3e1/iJmzpy5adMmHo83e/bs4ODgP/7449ixY19vdb8siDUAAPCNhISE4Af49NmrV6+ysrIPhhImk1lQUDBw4MBTp05JSUnhkMTj8bZu3YqDjpmZGZlMxrHGwsLiW+3Bf6HT6RoaGl/7HtQsFgv33amsrHR2dh47dmx2dracnBxCKD4+fsiQIceOHfPz80MI8fn8WbNmrVixAr13zdf8+fODg4P79u37/i7QaLQ5c+a4u7tzudz/2X/lX1q9enVoaGhGRsauXbu2bdumoKDwVVf3a4JYAwAAX4ynp6e5uXl4eHiX0yqXyyUIIjc3Fz/FsWbTpk3Gxsb37t17v5zZs2e7uLi8fv365s2biYmJmpqaS5cuTUhIiIqKysjIsLCw2Lx5c3h4OIvFQghlZmZ+/T37MCqVeuvWra+6CpFItGHDhvj4+Nzc3CFDhoSHh+/ZswdfrTNr1qzt27fPnTt33rx5+IBXVFSYmZlNmzZty5Ytne8iqaqqymQyOyewXr16TZgw4cWLFzk5OW5ubo8fP/6fw/b8e2VlZefOnUMIfc619OCf+brJFAAAfiklJSU5OTnTp0/HZ1CCIAYNGhQQENCnTx8ajVZfX0+j0aysrHBnEYIg+vXr98FQkpaW1tDQQKfTV69ebWFhwWAwXr16de7cuQkTJujq6mZlZSkpKdnZ2SUkJKCv3HTyCQwGw8HB4c2bN191LX/99de8efPMzMxmzJiBY4e+vv6rV68QQoqKisuXL79+/XptbS0e6GXGjBlr1qz5WFFJSUnix6WlpcXFxZGRkZGRkeXl5V91F7CQkJCVK1dWVVVt3rz56tWrUVFRwcHBOJiCLwhiDQAAfDFXrlzZt2/f3bt3Bw0aNGbMGFtbW3Nzc319/bt378bExKxYscLc3Lxnz56//fbbpEmTRo0apa6u7urqSiaTVVRUOpezffv22tpaOp1+8uTJqKgoJyenjIyMdevWXblyBSHk7u4+f/58BQWFr9rF9XNIS0sPHTr0q66iV69ePXv2bGtr27Rpk7y8fM+ePUeMGPHs2TOE0JEjR44dOyYSifr16zdz5kyEkLKy8sfKaWtre/PmDYlEkpWVRQjV1dWVlJTcunWrvb2dw+F8/rXc/9jdu3dzc3Pv3bs3fvz4d+/eBQcHL1u27MyZM1+75etXA+PWAADAF1ZeXq6pqflFhjWrq6t79+6dhYWFlpZWZWVlZmYmvkgKdy7Bw/Ht379/9erV/35d/8CQIUNmzZrV5Qqvr2TTpk3u7u52dnYIIaFQmJCQ0NHRgU9h8vLyBgYG6enpdnZ2H7uWRyQSxcXFMRiMPn36IISys7OVlJRUVVW5XG5FRUVFRYWzs/PChQvPnj2blpZmaWn5xbc/Ozu7oqLC1tZWSkoqLS2turqaSqU6Ozt/2eHvFi9efPr06ZSUFCsrqy9Y7E8EQiIAAHxh/2AguI9RUVEZMmQIfqypqfm9ht37GAsLCw6H823WtWPHDvFjCoVib2/fZQZnZ+dPLE4mk/G4QZi5uTl+wGKxjI2NjY2N0VduzjM3NxevtEePHj169Ph66/qVQZdhAAAA/xCFQsHtYgD8IKC2BgAAfm4XLlx4+vQpvtMQQojH4+EOyxQKBXe+wQ9IJBKZTCYIgkKhkMlk3P2WIIiOjo7PXBGZTKbT6QKBAN+CkUKhpKenS0tLt7S04A4rkuHFixdycnK6urriyhsSiVRZWYmPW35+PpvN7nLNlIODg/gIfKLKh0Qi5efnk0gkIyOj9//aeXVdCvn8S7SgYwnEGgAA+Fk5OTklJSURBJGfn0+hUPD9Ju/evVtcXEwmk3v16pWSkiIUCnv16pWamiorK6uqqsrn83v06KGsrIzHBuRwONeuXePxeP/zxCkUCrW1tadMmYKvnZaRkaFQKDU1NdXV1bW1tZIRa/CNHn18fA4cOKCtrS2+IJxMJtfW1pLJZDKZXF5e3tjYiC+8wgiCMDIykpaWFolEIpGIwWDQ6fQP9pghk8llZWUCgYDFYuHESRAEk8nEN4dSUlJiMpl8Pr+5uVlZWbmtrY3BYFAolNbW1qampv/5AhEEIS8vX1lZ+eWOx08JugwDAAD4G7hcLoPBwKftlpaWjo6OLpdx/byam5tbW1tJJBKuker8J3FModPp2dnZenp6+HbZCCGhUPjmzRuRSMTn83k8nra2toaGhpSU1AdPrzQajc1m4xuB4WUNDQ1bWlpqampGjhxpaGhYV1cXExMzevTozMxMHR0dOTm5lJSU6Ojoz7nVZb9+/Ugk0u7du8+fP/81ej3/FCDWAAAAAJKDz+dTqdSvPbTgDwtiDQAAAAAkBFwJBQAAAAAJAbEGAAAAABICYg0AAADwq+Pz+dHR0QKB4HtvyL8FsQYAAAD41XV0dEyfPj0iIuJ7b8i/BV2GAQAAgF8dQRB1dXXS0tJSUlLfe1v+FYg1AAAAAJAQ0AgFAAAAAAkBsQYAAAAAEgJiDQAAAAAkBMQaAAAAAEiIX+UO3h0dHVevXm1oaDA2Np44cSJCKCgoiEKhjBo1CiGUnJz84sWLuXPnPnv2LCcnh0QiiUQid3d3c3NzcQnNzc1XrlyZPHlybm5ufHw8nigQCMaPH29mZoYQEgqFzc3NJBJJXl6eIIhXr15xuVxbW1uEUFJSUmxs7JQpUz54M3rwj3V0dDAYjL+7VFNTU25ubt++fTtPrKuri4iImDBhAovFen8RgUBw6dKlnj174jvJvT9De3t7W1ubrKwsjUbDU/Dd77p168ZisR48eMBgMPLy8phM5qxZsygUCpVKFc/Z0tLCYrE4HE7n/vskEklGRqalpUVWVhbf4o7P55PJZPF9gzs6Ouh0unhj8D32pKWl/+fuczgcFov1sXIAAOCn9kvEmrKyssWLFz979kxKSqq+vn7MmDFr1qy5fPkyQgjHmoiICF9fX21t7fDw8HPnzsnLy/P5/A0bNhw6dGjJkiW4kIaGhuXLl9va2t6+ffv48ePa2toIIS6Xa21tbWpqevPmzYCAgNDQUCkpqUmTJrm4uGzatEkgENBoNJFIJC0tXVBQYGdnB7Hmn2loaLhy5UpWVhZ+2qNHDx8fn+rq6lmzZl28eBG/FkKhcPfu3VVVVXw+HyGkpqbm5eWlr6/fpZxr167du3fv3bt3Hh4eS5Ys6du3r1AoPHbs2L59+yorK93c3MaPH79gwYLU1NTz58+vX79eQ0MDISQQCPz8/EpLS8ePH6+lpUUQxLRp05ycnMQlnzlzZsWKFZs3b96+fTuecvnyZS8vr9u3b2tpaU2ePJlOp/N4PISQrq7ukydPCgoKDh06ZGRkVF5ePmzYsAULFuzbt4/NZtNoNAqFwuVyVVVV7969O2LEiLVr165du7aiosLb23vcuHHe3t6VlZUXLlx4/Pixnp5e3759ly5dSiaT//jjDzabffr06S6Hrr29fevWrVOmTLGxsUEIVVZWDh069M6dO927d29vbz9w4AAup3fv3nPnzm1vb9+2bZuLi8uUKVMQQvv37+/RoweHw8FvbBqN1tHR0dHRMWnSJBMTk8OHDwuFQjKZbGhouGLFCnFKQwhVVVXt3r0b38p4/fr14giFEOJyudu2bdPS0vrtt98QQkVFRQ8ePFixYsWdO3fKy8tXrFiBt3n37t3Nzc2jR48OCQlpa2uTk5ObOXNmaGhoQUEBiUSi0+kzZ87s27cviUQiCKKgoIDH4+nr63e5MPXdu3cXL15cvny5sbExfvUrKyv19PRkZWXr6+tramrwPZkJgtDV1SWRSGFhYU5OTurq6ngX8OvV2toqFArx3hEEIScnJyMjU1ZWJhKJaDQalUo1NDQU39sZEwgE+fn5MjIy+J3Z1tZWUlKCgyOJRDIyMhKJRCUlJVlZWWpqalpaWjo6OuJFtLS08vPzhULhgwcPBg4cqKmpqaur++lPR3Nzc1pa2qtXr8aNGycQCLS0tOTl5T84Z0NDQ3V1NZlMxq+a+I7QHR0dRUVFIpFIXV1dSUkJT6ysrHz+/PngwYNVVVURQiKRqLS0NDAwUCgUjh8/Xk9Pj0wmi0SigoICgUCgr68v/j1QWFjI4XBoNJqBgQGTyeyyDY2NjXV1dcbGxviAVFdXNzQ0MBiMp0+fqqiojBw5kkajVVVVNTY2GhkZ0el08YKVlZVsNltFRUVNTU08saKiorm52djYGL9ARUVF7e3t4oxOEISent7Pfrky+NuIX0BsbCxCaN26dQRBzJ07t0ePHgEBAR4eHuPHj8czvHjxQlVVtaWl5dmzZwih+Pj4nJycIUOGyMvLs9lsPE9hYSGJREpISPjtt9+MjY07lz916lSE0MiRI+/duzdu3DhZWdktW7aUlJTk5eVNnDjRzc2Nz+eXlJQQBHH+/PmJEydWVFR80/3/+f3+++8IIRsbm0OHDvXs2RMhFBMTk5ubixB69+4dnqejo0NbW3v48OH79u2ztrZGCFlZWbW1tYkLqa2tHTt2LI1Gc3R0dHNzs7e3X7hwIUEQ+/fvRwg5Ozv/9ttvCgoKCKGkpKR9+/YhhNLT0/GyAoGgX79+RkZGDg4OOB8MGjSo8xbeuHEDIdS3b18ej0cQRFZWlpycHELo+vXrT58+RQiZm5sPGzbM3t7e399/0aJFCKHp06cTBCESiUxNTRcsWDBmzBhXV1cTExMGg+Ho6Dh69OjXr18jhFasWEEQBIfDMTAwWLRoEUEQTk5OsrKyTk5OFhYWCKGjR48SBDFw4EBPT8/3D11TU5OMjMzNmzfx0zdv3iCEsrKyCIKYOXOmnJyck5OTpaUlQmjGjBnZ2dkIofnz5+OZbWxspk+f/vbt23Xr1s2ZM4dEIvXr169Hjx7Xrl1bvHgxi8VydnbG55g3b950XunOnTtlZGRMTEx0dXW5XG7nPzU2NsrKyjo4OOCneB/LysqWLVtma2uLJzY3N48fP75fv346OjoIIUtLSwcHB1y7Zm1tbWdnJy0traCgUFtbSxBEamoqPtRPnz7tsu/Tp09HCK1ZswY/ffDgAULor7/+Ighi2bJlnb8GJ0+efObMGYTQlStX8MwLFixwcnLq378/lUrt06eP+Ew5bty4rVu3UiiUPn364CmnTp3qvNIrV67Y2dkhhCZMmICn4ACHMRiMysrKP//8UzxFXl4+Ojq6traWSqV6eHhwuVwVFRXxX6WlpcPDw99/WTs7efJk533Zu3dvYGCgm5vbsGHDhg4dOnToUC8vL4FAUF9fjzcMIUQikWbPni0UCnk8nq+v7/z58/F0ExOTe/fu4d3HmUxPT8/NzS0iIuLJkyedq/QCAwNzc3MnTZqEM6utre3Bgwc7OjqWLVsmLy/fu3dvhNDQoUPr6+vF29ne3n79+nVzc3MymTxz5swXL14QBLF06dLOG//q1avk5OQRI0YghJYsWfL8+XP8KkdFReF4161bt7CwsIaGBoIgDh48iCPXyJEjo6KikpKScCQlkUjioHngwIFPHz0geX6hvjXHjx/fuXPnxYsX8S91Lpcr/pODg4OGhkZaWhqTyWQwGKqqqqampq6url2GkSaRSDweLysri0wmt7e3t7e3d3R0IITS0tK8vLwePnw4fvz4+/fvp6Wl+fj46Orq4vSDEKJSqfgzefTo0YCAgBcvXnzbXf/ppaenW1paJiQkrFixIigoCDfrdK4eQAjR6XQjI6OioqI1a9YkJyfv2bMnNTU1NTVVPMONGzcCAwNPnToVHR29cOHCRYsWDRkyBCEUERGhpqZ2+/btI0eOhIWF0Wi0+/fv4+9l4j+tQiKRqKWlxdjY+NWrV69evZo+fXpcXFxOTo64cCMjIxqN9vr164CAAIRQVVVVc3MzQkggEJiYmCgqKu7bty8iIuLly5fTpk3D77179+7Fx8fj+gYNDY3AwMBnz545OTnp6OhER0cHBQUpKioihMaPH48QkpaW1tDQIJPJFRUV0dHR69evf/nyZXJysoeHx8OHDxFCf6sViUqlFhYWXrt2bdy4cS9fvkxJSfH29i4vL29tbe08m4mJCZVKtbGx2b17d79+/QiC2Lt3b2pq6owZM1paWsaOHfv48eO4uDhcF9IZi8UyMDAYNGgQh8MpLi7u/CcpKSkTExOhUNh5IvHfo2fJysreu3cvISFh9OjRCKGbN2++evXq0KFDJBIpMDAwNjb2/v37TCZTJBIhhEJDQ/GhzsjI6LIZpqamCCHcRowQGjhwoIyMDEKorKzswoULo0aNysjIuHLliqenp6mp6eDBg2VkZNra2vDMIpFIKBT6+/unpaXh4PjgwYOkpKRDhw7Fx8cvWLDg9evXDx48mDp1qrh6Azt16pSqqqqOjg6uNcQbpqGhceXKlf3790tJSWVlZRUUFMjLyy9dujQ8PFxKSurUqVO4Wrdbt25CoZDBYNy5c6e0tPTq1av9+/c/e/bsp19NoVBIoVBOnDhx4cKFZcuW3bx5MyIiIjw8XFFRUV9fv7W1FQcjLy+vxMTE6dOne3l52dnZ3b9/v6SkpLy8/NSpUwEBAXPnzl20aBGLxZo5c2ZycnJ4eLihoeFvv/3m5uaWnZ0dFhZWWlpqYWGxYsWKZcuWOTo6SktLr169ura2dsGCBV5eXjk5OQcPHkxISDh+/Pi4cePu37+P31qd31EFBQUzZswwNTX19vauqalxcXEJCwsjk8mKiooLFiyYP3/+ggULtLS01q5dW1NT4+XlVVNT4+rqGhcXd+TIkdGjRzs6Os6bN8/KymrEiBGxsbFCoXDfvn319fUMBiMrK2vYsGHPnz93c3PDdVEikYjJZJLJZPxBBr+UX6IRSl9fH38ADh48eOjQIQaDcfPmTSaT2fnLVCgUNjU19enTR0lJycrKik6ns9lse3v7zp0VCIKQlpZ2c3NbuXKlpqYmbl2Kioqi0WidT7F6enof2xIfH5/Q0FD8bQs+U0JCQmRkpK+vL64z19PT6969u/icISYUCuvr68Vndw8PD1w/12U2PT29wMBAnBU8PT01NTUfPXp069YtTU1NhJCdnV23bt34fH7ndhOEEI1GMzY2LiwsRAixWKzNmzf7+/tzOBzxDImJiTIyMiNGjPDx8RkwYMDOnTv79OmTnZ0tEom4XC6Xy50xY4a8vLxAILh69SqFQjExMbGwsMBf0OKadj6f//jx48515jQaDf/mNjIyiouLs7e3x9NxIKNSqVOnTp09e3ZHR0eXdpD/CW+8g4MDj8c7cOCAgoLCvHnz8Ls9MTFx8+bNCKHk5GRtbW2CIEgkEj6wDQ0N4g27fv16RUXFqFGj9PX1cQLD2tvbKysrs7Ozi4uLHz582NbWlpaW1qNHD/GCjo6OMTExf2trEUI4/z1//pzP59++fZvP5+NNunHjxqBBg0gk0qFDhzw9PTu3v9TU1CCEBg4c2LkQCoVy7NgxLpe7efPm7t27a2hojBo1Cp8C5eXlly9fvm7dOnl5eRaLJSsra2RkRCKRcHWvlZUVbkQePXr0kiVL6urq+vfvv3fv3i4tPsHBwSoqKriZBiGUl5f36NGjefPmzZo1C2/t3bt3+Xz+okWL9uzZgxDq16/f69ev6+rq9PX1q6ur8/Pz6+vrg4ODMzMzFRQUbt++/Tn9pahUanV1NYvFevPmjaKi4ogRI06ePDlv3jwej9e3b9+LFy++efPm/v37ixcvxlU7NTU1RkZGx44dc3R0bG5ufvTo0eDBg9lsdk1NTXx8vL6+fnt7u6WlpbOzc8+ePdPT02VkZAiCkJGR0dTUNDIyWrt2rZaW1r59+3g83vTp021tbZcsWRIfH487ui1YsEBKSurYsWPh4eHvN4etWrXKwcHh+fPnERERpaWlQqHQ3Nz80KFDAoEgPDycTqczGIy5c+fiWpyJEye2trbeunVLTk7u4sWLLBZLJBKVl5fj35NcLvfEiRPz5s3r6OgYOnRoUFBQZGQkfhsUFhY+fPiQyWQqKyv/3Xca+Nn9ErEGV63v2bNn0KBBS5cuLS4ubmhoSEhIcHBwwDOEhYU1Njba29ufPXtWS0tr9+7dsrKyz58/v3btWnR0dN++fWVlZZ88eYLjS2RkpJqa2tGjRxFCAoGgubm5oqKiqalJvLqioiJZWVn8ccKnBPGfvLy8vLy8vunO//x0dXUZDEb//v3x06KioqKiol27dnVJNjiY4lYkhFBkZKS+vn7nTt8YiURqbW1VUVHh8XgkEik5ORkhJCsri/+an5+fnZ09ceLE0NBQ9N9VIBwORxwdKisr1dXVO7fxKykpGRgYTJkyJSMjA9dPbN68edy4cRQK5cyZM7hur6WlhUKhtLS0xMbGLl++/MmTJ9bW1omJidXV1YMGDcLlCAQCHFkQQhEREWQyecuWLYcOHcI1fDQaLSQkxNjYuHv37niekJAQZ2dnBoOBqy7e9/z5czqd3q9fv84T6XQ6rgNwcXEJCAjYuHEjQmjatGn9+vUjk8l8Pv/+/futra1FRUUWFhb4IJSVlbFYLPFv3yVLlgwZMmTPnj2+vr4IITabbWhoiP/U2NgYERGxbdu2w4cPV1dXDxs2bMyYMbdv38Z/5fF40dHR4i4XoaGhPXr0UFJSSk9P7xIlW1tbnzx5Ym5ujsNEVFQUQmju3Lm4R//o0aNVVVVzcnKKiooWL16soKAwbdq0qqoq8XmUzWaHhIT06dNH3DclLi6upaUFIfTixQsPDw9bW9sdO3bs3r27ra1t5MiRuLH46NGjLBarqalp1apVZmZmbW1t0tLSYWFhnTds+PDhV69eLSgo2Lhx45o1a/r06YOb0jAVFZUbN248ePAA994LDg5GCI0cORL/VVpamkQiPX78+MiRI3gK/rGkq6uLq4F5PN7JkycPHz4cFRVVWVm5ffv2bdu24R5+aWlpO3bsoFAoWlpa27ZtE8ffR48eKSgo3Lt3TyAQiESio0ePRkZGIoSmTJnS2NiIq7jw+wfXfiGEcJ9xGRmZ8PBwBQUFV1fX5cuXHz16lEQi4WsgGhoazpw5c+bMGSqVKhAItm3bVlVVlZWVtWfPHjabjRC6fPmynJxcZGSks7OzkpLS5MmTBw4ciKu3nZyccDPQiBEjlJSUJkyYgFf6+PFjhNCgQYPIZDJBENu3bx87duzp06eTkpLwB5BEIu3ZsycyMrK8vDw2NralpSUtLW3+/PnJycnjxo3DfXf4fH5LSwuDwYiLi2tqarp69SqOyLKysr6+vhQKhSCId+/eOTs7Q0fGX9Yv0QgVFRW1du3axYsXm5iYeHp60mg0Ozs7fX39oqKihw8fBgcHr1mzRl5eXk5OLjo6OjU11dTUNDY29smTJ2w2e9CgQfb29vn5+eXl5To6OioqKllZWXQ6XUFBQU5OTldX197eftmyZTExMcXFxY2NjX/88Ye1tTX+Euno6MjLyxN/WdfU1Pz1118REREfOwOBD8Itg3FxccHBwcHBwTdv3mSz2ZaWlu/evUMIRUZG3rt3786dO1VVVYqKigMHDrxz505QUNCDBw/U1NTEKQchhEMJflnv3Lmzfv361tZWNzc3KpX6/PnzBw8ePHjwYM2aNTweb9y4cbjyHLeV5OXltbW1ZWRk9OrVCyFUUlKya9cu3GVEXHhRUVFra6uenl5JSYmbmxtBEPgrnkwmc7nc4cOHx8TEPHr06Pnz5z179szJyaFQKL6+vh0dHUuWLGlraxM3lIhEInEUa29v19LSWrJkSURExK1bt/BEfD2UeL3p6em4Dej9eilMW1tbW1sbd1IR4/P5Y8aMQQjl5OTIyMhMnTpVRkZGR0cH/xreunVrWlqav78/Qki8Ma2trYqKijginDt3ztvbW1VVNT4+HtfriHtzI4RCQkIEAsHIkSMHDRp08ODB9vb2ztWTXC43Ly9PHI/S0tI0NDSkpKSMjY3fb5nq6OjQ0tLC1RW4jen27dv379+XlZUlk8lCoXDjxo3Nzc0+Pj7Tp0/Hr6P4wyUnJ6ehoaGlpSWuDMOVbbjmqaOjo7a21sPDIzY21sPDo6WlxdLSkslkzpgxY9asWbg0VVVVvGrcnQsrKytLTU2dOnXqli1bYmNjZWVluxxbhBDu9WVgYIAPNUII1+a+efOmsrJSW1sbNzmJX3EWi0Wn0+l0OpVKpVKp3bt3T05OzsnJ2blzZ11d3aNHj/CclZWVt2/f9vf3P3DgAH7zYykpKWPHjk1NTc3MzMzOzh4+fPjr169lZWUfPXp048YNEomUm5ubl5eHEDIxMcGLCIVCgiB69OiBL/zs6OiYP39+TEzM6NGjGxoaSkpKBALBunXrkpOTcT8whFBHR8fo0aOTkpKePXv26NGjYcOG+fn5JSYmxsbGLly48OrVq7/99puJiUlSUlJCQkJ8fPzx48eDg4PF1Xv4tTY2No6Ojr5x44ZIJOJwOFJSUpmZmbt3746JiXn16tW7d+9kZWXb29udnZ29vLwWLVp0//79zMxMLpeL0zNCqKWlJScnh06n41dz8uTJCxcupFAojx49wlWGbDa7srKyS0QGv5RforZm8eLF/v7+p0+fvnbtWmtrq6qqqqys7MSJE9euXevu7o7nuXDhAn7A4/GGDh2Km9jt7OxoNNrLly+dnJyqq6tVVFSamprodHpRUZGbmxuef9euXdbW1kVFRaNGjerbt++VK1dUVFTwWYrBYJiamopbl5OTk6dMmWJoaIiD0bc+Cj8tRUXFw4cPv3371sPDg8/nGxsbb9u2DXdL1NHR2b17N0EQzc3Nv/32m6am5q1bt/766y+RSKSoqCj+KsRmz54dGRl58OBBHo+nrKwsEAgGDRpkZGR069atbdu2nTx5kkKh0Gg0Hx8fS0tLfIodNmwYjUZramo6fvy4vLy8v7//q1ev2Gx2W1vbhg0bulyiwuPxevXqNXbs2EuXLs2dOxc3mZFIpF69ep07d66oqAhfg71kyRIbG5v6+npbW9sBAwbExcV9rJVh7NixK1eujI2NdXNzw7VKHR0dCxcujI2NdXd3nzBhAo/HU1RUxAGFIIjU1FTcvOLh4SHu70KhUJqamg4dOkSlUnHs09LS6ujowN2Bt27dunDhwkGDBj1//hz3tsP1SQghAwMDfIUOLqdzFjc1NW1sbDxx4kRBQQFCSFZWFi+CCQSCqqqqq1evOjk5xcXF4cMo/iuZTJaTkwsODjY3N29ubg4ODh47dixCSE1Nraqq6sGDB1VVVSwWa/bs2TIyMgMHDqyoqOh8TPr162dgYNC3b9/o6OjXr1/fv3//wYMHuPduSEjIwoULu3fv7uzsjA8Ig8EIDQ319fVlsVi9evXCrwiFQnFwcPjzzz8XLlw4fPhwhFBZWRmTyVRRUenSMC1WWVkpftzc3DxjxgwNDY2lS5fm5OS0tLSIq0A+aP78+cePH/fz88vIyPDz8zMzM1u9enVeXt7GjRsZDMbLly+fPXu2adMm8fwcDsfd3d3ExGThwoU4hYgjoKur6+HDh2traxFCnd97NBotPDxcIBCIr2xCCAmFQiMjoz59+uzYsePVq1f79u17+vTpyJEj58+fz2Awrly50rt37969e8+YMWPPnj2XLl2aP38+i8XS1dVNTk7G9SLm5ubW1tbjxo07fvw4Ppj+/v4+Pj6urq54FefOnVNRUZk9e7aBgcG5c+cmTZokJSX18uVLKSmpYcOGZWZmysvLi79gMZFI1Lt3bxsbG1NT0/z8fFzx9ubNm3Xr1j19+rSsrGzq1Km+vr7dunUbMGAAXqSlpYVMJkdERJibm/P5/GvXrvH5fAaDgV8pa2trR0fH6OhohFBdXd0nXgjw6/hVbnWZnp7+6NEj3JXMwsJi6NChCKGkpKQXL15QqVQSiTRt2jRFRcXQ0NDc3Fzc6YzP59vZ2Zmamt66devGjRuVlZWLFi3y9fU9c+bMiRMnBAIBQRCysrIrV66cOHHimTNnjh8/zuFw7OzsNm7ciH/WI4QmTpzIZDKvX7+OECotLZ04caKsrCzul/odj8ZPpLGx0c/Pj8fjcTicBw8eNDY2Ojg42NnZNTc3c7ncESNGmJqaCoXC3NxcgiBevXo1fPjw+/fv44tvVVVVcedcXMNBJpMdHBwoFMrdu3fv3r27aNGi7t2719TU6Ovr19TUDB48mEwmP3z4sK6uTlFRUVlZOTMzU1FRkcViVVVVDRs27M2bN/X19UKhUCQSOTo6urq6ZmVlVVZW2tjYFBUVGRgYZGZm9u/fPyMjIygoaPLkyQKB4N69e/icl5+fn5eXZ2BgUFZW1rdvXw0NDaFQOGrUKIIgIiIi8GUdLBYrLy9PRkamtra2urpaJBLZ29sXFBQcOHBg0qRJ2traJBLp9evXPXr0qKiouHnzJj4+ZmZmEyZMKCsrw91N8ERLS8shQ4YIBAISiYTPBDimy8rKjhw5Enct0tLSKi8vF1cCIYR69+7dvXv3J0+e4I1nMBivX79ubGzEDWRJSUmJiYkzZ86cOnWqmZnZxYsXcT0NQmjfvn0ikaioqIhMJuNu9eXl5aGhofjSnvb29vT09E2bNtnb2+NOS8+ePXv48GFISAje1LFjxzY0NDg7O587dw5fijhp0qSdO3fig6OhoYGva3v48GFeXt6sWbOUlJRu374tJyfXv3//wMDAadOm6enpKSoqpqSkPH36VE1NrXfv3vgcHx0dXVlZKRAIWCyWlZWVmZlZZGTk6NGjRSLR48ePCwoKdu7cqaCgoKGhsXLlyv79+2/fvv3QoUMtLS0CgeDNmzeampr4kpyoqKji4uIpU6bgtpKgoKB3795t2bLFzs7O1dV17NixBgYGuG8Wlpyc7Ofnd/jwYVyR8+LFi3Pnzl2/ft3Ly2vPnj3Kysrx8fFbtmx58eIFl8s9evRo7969r169ir+IvL298/Pzt23blpKSoqGhsX37dlNT07S0tPT0dCqVymKxcJsgl8sVB80bN24IhcIZM2ZQKBSBQKCnp3f//v2srKwNGzZYW1uvXbs2MzMzNDQ0Ozt7+fLl4o10dXXt3bt3t27dAgICoqKiLC0t3dzcwsLCGAzGhQsXXF1dV69ebWNjo6mpOXDgwAEDBvB4vMjISCaTOXr0aENDw8WLF586dWrfvn2DBw+uq6tLTk5euXLlggULunXrRiKRpKWlORyOqanp3bt3lZWV6+vrDQ0N161bd/PmzaCgoJ49e3p6er59+/b58+fLli0LCwuzsbEpLCyk0+k3btxYuHDh2bNnBw8ejBBis9ny8vIBAQFeXl5OTk7FxcUZGRndu3ePiooqKSnx9PR89uyZnp7eq1evnJyc1q5du3fv3vz8fBMTk+nTp9+4cSMjI0NfX/9zOicBSfKrxJrvJSkpSUdHB1+FCP6B6urq2bNnR0REdOvWrbq6ukePHhQKBQ8oQqFQMjIy6uvryWQylUrl8/kEQeDk2qUQMzOz2tpaNptNIpFoNBpBEPj8SqVScd9DcZdYXGOBEKLT6WQyWVtbW05OLj8/v7W1tfOYdQKBAG8DRiKRhg4dSiaTw8PDSSQSi8XCxTKZzPb2djKZ7OrqmpiYaG1tXVhYWFZW1rNnTx0dHQ6Hg9sdaDRaSkoKjgXDhw/PycnJz89HCMnJydnY2Dx//hw/dnZ2zs7Oxq0JPwsymUyn09vb2ztPZDAYJBIJT6RSqbhBRHz88URcS0Sn00UiEX7MYDDwiD4EQeBqFdxEJRAIZGRkDA0Na2trjYyMIiIixBc5qqqq4vFRlJSUhEKhQCBgMplcLpdEIsnKytbV1b18+RJ3wMJ9QfBgAVVVVXQ6fcCAAXh1eNVUKrWtrQ3nBjk5OT6fHxYWhsf7qaqqys3N7dmzJ37j4c0rLy9XVVXFuyMtLV1aWpqSkmJjY6Omptbe3s5kMgUCQUxMjEgkcnFxSUhIEHfO09HR6du3b2xsLO4CPGjQoLKyMlxX90ORl5eXkpLqXI/FYrGsra3FQ5Vi0tLSsrKyVVVV+LJQXL2nq6uLx5cyMzMjCAK32XXWq1cv3Fe9qKhIW1tbSkoqMjJS/LLKy8szGAwDA4Pk5GRDQ0NtbW0+nx8dHY1rcDkcTnx8vJaWlrGx8cuXLxctWnTq1KmvfDDAjwViDfjRCYXCzMxMXV3dhoYGbW3tzu13hYWFjY2N4r4m+GKZLpc6i0QiAwODxsbGzt268ZyoU6fgDz7FZ9zOdftdiMvp6OjAmenevXvDhw+Xk5PrnK54PB6NRhMIBBQKhcFg4J/7ZDK5V69eWVlZPB6PTqdTKBQ6nW5hYaGlpZWRkSEUCgcNGiQlJUUika5fv85ms/l8fuexib8XCoXy5s0bOp3u4eGhoaERGRmJt3zmzJmysrLvZ8oukUWsy8vU+YX7zC8lCoVSWFiIu9DyeDycaDunT3yRNplMrq6uxl2FcOEsFsvY2DgtLY1Op/fp04fH45WVlU2bNg13OKXRaK2trRcuXMABSLw6kUjUs2fP1NRUa2vr3r17R0dHT5o0KTIyUkFBQVlZ2d/fv/P7RJzMMDKZrKWlJSUllZGRIW6dxNcNtbe3MxgM8XsYJ2ac4QiCaG9vx4f3cw4IXlFNTQ0elI9EIj158sTS0lJNTQ03qr4/CgCZTMbVJC9fvhwwYEBGRoa5uTmNRpOWln716tWQIUO6fKDIZHJUVFR1dTV+jTp3YSEIAm/5yJEjFRQURCIRmUxuaWm5e/cufvOTSCQqlYpn09TUdHd3j4+Pp9FoPXr06NGjh5ubW0lJyZ49e549eyZeKU69+IGzs7OZmVleXh6VSn306JGhoeGAAQO4XK5QKCSRSPiCf/wxZLFYYWFhgwYNMjMzYzAYq1at+syjByQDxBoAwN+DL+mCwVt/TLjaEichNpstLS396VTE5XLJZDKbzVZSUmptbZWSksIttk1NTV2G5MEaGhpwevhYgSoqKuKERxDEs2fPzMzMugQgOp2urKzM4XBwi5X4T/gyb1lZWXl5edyOLK4DU1BQYLFYeBDhhoYGKSmpjw2mjDdSTk7uEz9IgASDWAMAAAAACfFLXOANAAAAgF8BxBoAAAAASAiINQAAAACQEBBrAAAAACAhINYAAAAAQEJArAEAAACAhIBYAwAAAAAJAbEGAAAAABICYg0AAAAAJATEGgAAAABICIg1AAAAAJAQEGsAAAAAICEg1gAAAABAQkCsAQAAAICEgFgDAAAAAAkBsQYAAAAAEgJiDQAAAAAkBMQaAAAAAEgIiDUAAAAAkBAQawAAAAAgISDWAAAAAEBCQKwBAAAAgISAWAMAAAAACQGxBgAAAAASAmINAAAAACQE9XtvwFdUV1eXkpLSo0cPkUhEEISsrCyTyRSJREKhsLGxkUQidZ6ZQqHQ6fS2tjY8nSAIZWVlOp3+scIJguByuVJSUm1tbVJSUl99Z/6puro6Pp/fZWfFyGSylJSUtLQ0noHL5ZJIJDabTSKRCIKQlpamUCjNzc3iY8JgMJSUlD5z1UKhkMfjsVisL7UvAAAAwKeRCIL43tvwtUyaNCkgIEBGRgYhJBQKra2t9fX1Ozo6OBzOq1evaDRa532XkpJSV1fPz88nk8kIIZFINHToUA0NDRyJ8Gke/4/nFwqFhYWF5ubmmZmZpqameCmEUJfZxIHg/WAhFArJZLJAIKBSqeJFeDwenU4Xr47P53fv3t3V1fXSpUsWFhZJSUkkEsnGxubt27dUKpXP59NoNLwIzi4CgWDs2LHdu3cnCKK6utrf3z88PLyxsZFCoeAChUKhUCik0WhCofD/sXfWYVUs7wOfPX3o7u5GEFBCAQkVELExsLu7FcQuFLu7W0wURBQEpbuku+Mc4PT+/pjfPV8uxtV7TZzPw8OzZ3ZmdmJn5t133pkhEokYhpmZmRkaGpLJZAzD3r9/TyaTX79+DRNmZGQkJiaWmJhIIpFgglVUVNzd3fl8/j8WPoZh7e3tdXV1urq6wjLsWhQwv8KMdysfPp+P4ziRSGSxWDQaDaaWx+MRiURYbhwOR0lJSUZGhkQiZWVlqamp9erV6/bt2+Li4tCbsHDIZDKbzRYIBL179x40aBCbzebz+RQKBaakvr6+tbWVSCSKiIjgOM5kMlNSUgYNGqShodHQ0CCs1k8BhT99ff2srCwlJSUKhdLc3KyhodHe3l5QUPBhpQsEAmVlZSUlpX8swPr6ej6f/6HPqqoqAoHw6tWrJ0+ekMlkYUl2LfmPplPo3u3lFBa4QCAQRsjlcmFRd5Xs+Xy+srLy2LFjWSwWgUAQCASPHj0ikUh5eXlUKhW+WvBl5nA4VCq1vb3dzc2tb9++PB7vwwRwOBwajVZZWSkqKtqvX79/LBAEAoH4EnqyWDNkyJCHDx9C8YXH4wEACAQCHNrhaEqlUrlcLpVKZbPZGIZ17daFQcBfQ6/wvzD+bhLM16KkpFRbWztkyJCsrKzCwkIAgLi4+KhRo86cOdPVW9++fdPS0mg0GlQg8fl8JpMpLy9fVFRkYmKSlpbWu3fvpKQkS0tLBoNBJpPb2tqqqqqg0ANTS6PROBwOiURis9nKysqqqqo5OTny8vIlJSWurq7x8fGdnZ0wm3AUh/IEVGthGIZhGIlEgnoXDofzGZmmW0F9bcmoq6uzWKz6+noAgLKyMo1Gq62tdXBwiImJkZOTq66uDg4ODgkJcXZ2JpFIBgYGtbW1N27cUFVVLSwsNDU1ra6uNjY2jo6OVlNTq6qqMjMzS01NtbCwKC0ttbKyamlpodFoqampkpKSmpqab9++pVKpOI7369fv1atXVlZW79+/79OnT3p6ury8fFVVFZFIbGhoAADAvFOpVCg+wpLk8XgUCgUWhZSUVO/evV+9eqWtrS0uLl5RUWFjY1NdXZ2UlMTj8Wg0GpvN7ipgGRkZaWtrwywLBAJ4QSKR4OvHYrEAAEQisaSkhM/nGxoastlsLpdLIBBoNBqGYenp6Xw+v6qq6tu2XCgjZmdnw8SYmppWVlYqKipmZWVBD3p6etXV1QMGDHj48KGpqWl7ezubzWYwGBoaGs3NzbW1tTIyMoqKijU1NS0tLdbW1omJiRYWFnl5eQAAYd6hqESj0Xg8Xr9+/d69e8dkMocOHXrv3r1vmBcEAvEn05PFmoEDB1ZXV8+fP5/JZAIA+vbtW1BQ8PbtWxsbG319/bt372IYpqOjk5qaKi0tbWhomJycDAAgEAg4jltbWwcFBU2YMKG2tlZVVfXKlSsuLi6xsbGmpqYUCsXKyioqKqq5udnW1lZTU1NDQ2PhwoX+/v6HDh26fPnyw4cPraysGAxGVFQUkUg0MDAYP3780KFDZWVlFRUVZ8+evW7dOg0NjcrKyqlTp96/f7+zs1NJScnDwyMpKcnLyys8PPzWrVuhoaGbN2/euXOnjo7O4sWLVVVVeTyek5NTQkKCrq5uUVFRTk7OuHHjpKSkCgoKSktL1dXVBw0adPbsWQzD+vXrV1BQkJ2dTSaTVVRUREREGhsbcRyn0+lMJnPmzJlPnjwRFxfncDgaGhqFhYVSUlJ6enqxsbFaWlpsNptOp+fm5g4fPpzNZickJEABwtfX9+DBg97e3k1NTfb29unp6TQara6ujkKhiIuLYxgmIyNz//59Pz+/u3fvTps27erVqx4eHq2trRiG5eXleXh4BAYGysvLT5kyJTg42M3Nbfjw4Y2NjYcPH/b393/9+nVRUVFTU5OYmFhpaamFhQWBQMjOzvbx8Rk+fPiJEycIBIKqqurVq1f37dt39+5dKpVaXFzs5OR0/Pjxqqqqvn37WlhY6OjoqKmpnT9/Pi8vz87Orr6+3sPDg8/nX758ed68eTU1NTY2NteuXcvJyRkzZgyfz6+rq7O0tExKSiISifb29pmZmQYGBmVlZRERESNHjoyNjVVTU5ORkUlJSRk4cGBYWJiPj09YWJiHh0d6erqNjc2TJ0/U1NQaGxtlZGQMDAyYTKaurm5sbKyRkVFRUZGFhUVKSoqbm9vx48fHjh37+vVrHx+fp0+f2tnZ1dbWWltbFxQUEAgEFRUVFoslIiKSlZWlrq7++vVrV1fX+fPnHz9+PDQ0dPbs2fv27QsKClqyZMnEiRPFxMRkZGTOnj3bp0+fhIQERUXFsrIyBoPRp0+fV69e7dmz5/Hjx15eXkuXLjUwMKisrBw9evTGjRv79+9fWVm5ePHizZs3T5gw4cKFCytXriwqKtLQ0MjMzMzMzOTxeFCuVVBQ4HK5WVlZJiYmxcXF06ZNi4+PFwgE4eHh+vr6CQkJ/v7+GhoaL168MDEx4fP5srKy4eHhI0eOtLa2Xrx4MY/HO3HixObNm/X09FRUVJ49e9bW1ubj49PR0UGj0RoaGp4/fy4jIyMmJmZnZ0ckElVUVPbv39/U1ITEGgQC8Q3pySbDPB4Pfi/u27dPQkIiIiJCV1e3oqJCS0tr/Pjxo0ePzszMdHBwiIuLs7GxefDgAfzKr6mpoVAoDQ0NU6ZMOX369OrVq2/cuHHo0KGwsLB+/fqVlJSoqqoWFRV1dHTcunUrKSlpwIABWVlZN27cuH79+oYNGx4+fGhnZ5eVlWVgYCAiIlJSUmJgYBAeHn7p0qWSkpLNmzezWKxDhw41NTVZWFjcuHHD1taWwWDo6Og8evSIxWLR6XQymbxly5atW7euXr361q1bKSkpFAqluLhYIBAwmcyamho6nU4ikRobG6WkpJhMZu/evevr6wUCwa1bt7Kzs2tra9XV1UtKSqqrqxUUFDQ0NJ4/f15dXV1eXk4mk2/cuLF69eri4mJ9fX0Oh7Nhw4bS0tJTp05dv349Ojr6wYMHPB4vLi6uvLw8JSUlNjZWU1MzIiKirKzs6NGjhw8f3r9///Hjxx8/fhwbG7tt27Znz55lZGSsXbu2qKiovb29sbExNDS0pKTk9OnTtbW10dHR6enpZWVlsbGxhw4d6t27d0NDQ1ZWFhzIr1y5kp6enp2dvXHjxrq6OmdnZwKBMHXq1MuXL4uJiZFIpFWrVs2aNauxsXH69Ok+Pj6+vr7u7u5kMnnMmDGmpqZqamo5OTkTJkxwcnLy9vaWlJSsqanBcVxERERDQ6Otra1v377Pnz9///59S0sLmUxubm7u06dPVlbW4MGD4+Lijh49GhgYuG3btpKSkrKyMhaLpaWlNW3atJUrV1IolDdv3hQVFRGJxM2bN5PJ5FevXnG53FGjRtFotNDQ0M7OztmzZ8fExBQUFBQUFGRkZIiIiERHR2/cuLGqqurx48dJSUlr16599+7dzp07MQyLj48nEomrVq1qampqbGzcvXv30aNHGxsbyWRySEjIrl27srKybt68efTo0aNHj966dcvb2zsiIsLa2jokJITJZD59+rSmpiYtLS0iIiI8PLy2traqqgqq68rKyrhcblxcXFxcXH19PZfLnTdvHolEWr9+PY/HS09Pl5GRmTNnzvTp0y0sLLS0tIqLi0kk0vPnzyUkJDo7O5ubmw0MDKDY7efnp62tvWLFCh6Pt379enV1dVVVVTqdvmnTJktLyyVLlgQGBi5YsKC0tHTPnj2dnZ39+vUjkUhLlizR1tYmk8kPHz708fHZtGmTrq6uk5PTgwcPli1btnDhQiUlJQkJiaKiImtr6+Tk5AULFgQEBGhra2tpaYmIiIwfPx58MImGQCAQ/4WeLNaIiIhcvny5sbFx+fLlcXFxKSkpK1ascHNzGzdu3Ny5cydPnjx58uQ3b964u7vv2LFDVFT05cuXTk5OY8aMefHiBYfDuX379vLly0NDQ3fv3n3z5s0hQ4Y8f/581qxZI0aMqK6u9vb2fvz4sbm5+fbt2xUUFO7cuTN9+vT379+7uLjk5ORYWVlRqdTevXsfPHjQ2toaw7Do6OiQkJCTJ0+mp6czGIzBgwdPmTJlwIABJBLJzs5u0KBB06ZNW7p0qamp6ePHj9lstrGxsZGRUXx8vLq6urOz861bt6SkpLKysggEQkJCwrp166ZNmyYjI0MgEKytrc3NzQsLC8+cOcPn852cnKB4tG3bti1btoiKipaVldnY2LS3t/fq1atfv361tbWNjY3Z2dlUKlVBQUFHR0dERMTf3x9Oc0DbCAkJCYFAYGhoyGAwWlpaAACenp6GhoZ6enp8Pj85OTkzM1NaWtre3p5KpZJIpNDQ0Kampo6ODnd3987OTihJkMnk4OBgqLk5ePDgihUrqqurCwoKnj59Om3atBUrVgQEBLx+/Xr69Om3b9+eMmXKvXv3PDw8tLS0iESiq6trUFCQubm5jY2Nv7+/q6urpqbm1q1bra2traysMjIyzp07t2fPnvv3748ZM8bY2DgqKmr58uWBgYF37typqKhwdnY+cuTI5cuXd+zYkZKS4ufnV1xc7Ojo+OzZs46ODoFAADUTsrKypaWlp0+f3r9/P4VCkZOTa21tLSgoiI+PxzDsxYsXUPjz9PQsKSnZvn07k8mUlJQsKSkZPXo0mUyWl5fn8XgdHR0EAqGtrc3ExKS0tLSoqEholiQuLl5TU3P16tWkpCQZGZm6urp169aZm5u/ffu2sLDw6NGjERERFRUV6enpHR0d4eHhRkZG1dXVycnJ6urqbDbbysqKy+Xu2rVLTU3t3LlzdDodatdu3LgBAJCSkkpKSoKKIjhhl5qampGRQaVSp02bJiYmduzYsT59+qxfv37Dhg2+vr6enp7Pnj1jMBhMJjMrK2vVqlW3bt3y8PB48eIFlUo9c+YMgUBYtGiRvb39jh07DA0NHz58qK+vv2zZsqCgoDt37tTU1Fy6dGn8+PEXLlywtLQsKytjs9n37t1jsVi3b98ODQ319fX18PAwMzNbuHChs7Pz7t27xcXFL1y4sHv37s7OTiMjozNnzlhbWz99+nTChAlJSUlycnK6urrgE8ZACAQC8e/oyWINi8Vyd3cfN24cnU4vKCiQlZUdMmRIRkbGjRs3yGTyhQsXXr16ZWxsXFFRsXLlykGDBr1//z4nJ6egoMDAwEBfXx+OOjQa7cSJE46OjoWFhWJiYq9fv87MzBQVFU1OTra1ta2trbW3t6+qqlJUVDx48GBJSUlkZCQ0PW5qaiISifHx8YmJiU1NTSUlJSEhIcOHD/fx8YEK/BkzZqioqBgZGZmamsrLy798+fL8+fMsFotCoUhISDQ2NjIYDFlZ2dbW1szMzLCwMC8vL0tLyyNHjpDJ5PT09Lq6OlVV1ZCQECkpqby8vICAgOnTp0+bNq2pqUlZWVlXV/fWrVtcLvfWrVsXLlxoamo6fPhwenr6tGnTlJSU0tLSVFRUMjMzg4ODU1JSbt++HR0dvWzZsrdv31pbW9NoNAsLi7a2tvLy8uLi4szMTF9f3yNHjly6dInBYGhpadFoNB8fHzabzWKxkpKSuFzunDlzjhw50tjYuGXLlrFjx5aWlvbq1SsmJoZCoXh5edFoNAkJCRqNlpaWFh4eDgDo3bt3SkrKjBkz1qxZc+7cuaamJgCAu7u7r68vAODhw4dLly6Nj4+XkZEZO3bs6NGjnZyc+Hz+8uXL7e3t+Xy+u7v77du3RUREIiMjFy5c+PTp0/v37xsYGLDZ7Orq6tbW1uDg4NzcXGVl5fnz58OlcKmpqZ2dnRISEgQCoa6uDq7nYjKZra2tJiYmz549i4+Pr6ysxHF8yJAhdnZ2SkpKpqam5ubmN2/eLCwszM/Pl5WVvXbt2tChQ8vLy/v37z969Ghpaenk5GQWi9Xe3m5qajps2DAKhXLp0qWKiopBgwZVVlZu3bpVVlZ28+bNAIB+/foJBIKQkBAJCYlhw4alpKSIiIgcP35cVFR07dq1TCbz0aNHra2tra2txcXFERERO3fufPfuXUlJyfTp02fNmjV9+nRTU1NFRUU+n9/W1iYiIsLlchcvXmxlZaWhoXHu3Lm7d+/6+Pjs3LnT2Ni4qKhIUlLSzs6OxWIJBAJJSUkWi0Umk2fPnn369GkCgQCVf76+vtASS1RUVFpaOiYmZuLEiUZGRiUlJU1NTTweLzExUU9Pj8ViqaurW1tbCwSCvLw8CQmJ69evc7ncQYMG5ebm5uTkODs7Jycn7927t0+fPlevXoVSo5OTE4PBmD17Npy6mjNnTm5u7owZM6KioqZPn25pafns2TNZWVmAtDUIBOKb0pPFGgqFEhER8e7du4iICDExsYULF+rq6vr4+MyYMWPw4MFLly4dM2ZMYWHhrFmzLl68mJWV5e3traenN3HiREtLSzExsfHjx2tpaaWnpx85cuTcuXMjRoyQkJDw9/e3traWkJCwsbG5f//+uHHjnj9/rqend//+/QkTJtTV1Xl4eJw6dQqOdtXV1Tk5OTdu3NDR0Wlqalq6dGl5efm7d++g/YeCgoKUlNTRo0cfPXoUEREBTVMHDRo0Z86c2NhYXV3dffv29e3b98SJE/b29hcvXnz58mVaWtqwYcOsrKzu3LlDJBIHDRo0cuTIlStXioqKPnr0SE5O7tChQ8XFxY2NjUVFRc3NzQcOHLC1tQ0PDy8vL9++ffvNmzfv3LmjpaXl4eHR0tKipaV14MCBmJiYe/fuKSsrh4eHa2pqEggEdXX1sLCwlpaWjo6O6urq0aNHV1dXGxgYxMTEYBhmZ2enqqr6+PHjzMzM1tZWMpnM5XIbGhrGjBkzZcoUHo+Xm5vr4OCQmZkZFRUlEAgGDx4cFhYWGRl5/fr1pUuXzpkzh0wmZ2VlDR8+/N69e1evXo2NjeVyuXfv3n3y5MnWrVuhmcugQYMGDhyYn58fEBBgZmZ2+PDhDRs2EAiExsZGAACGYZcuXero6CASiUuXLsVxXF1dnUajSUlJiYqKDhs2bMSIERQKhUajaWtrMxgMAICFhYWoqGhbW9uZM2caGhouX76MYRiTybSxsZGUlAQABAUFtbe3r1271tra+sGDB2JiYjY2Ni9evFBVVW1oaPD19c3Pz7ezs9u1a5e+vr68vPzQoUM1NTWNjIxaWloYDAaMHIoaLi4ubDbbxsYmISEBANDQ0JCRkcFgMMTFxefOnXvp0iUREZE+ffrMnTv30aNHVCqVQqFQqVQ5OTknJ6dDhw7Jyspu377dzMxs48aNUlJSOjo6OI7Pnz+/srIyPj5+2bJlo0aN0tbWxjAMmuNMmDChsbHx6tWrLS0tysrKZDJ5yZIlvXr1unv3LgBg4sSJAQEBLi4uR48etbCwKCwsdHR01NPT8/X11dPTe/LkiZub27p160aPHq2trd3c3EyhUNzc3IqLixUUFFJSUiQlJY8cOZKZmRkUFFRaWpqent7Y2Kijo0Oj0Y4fPy4iIiIhIYFhmIiICIfDwXGcQqGsWLFCSkoqJiZm3759b9++hdsHmJiYVFdX6+rqOjg4GBsbx8TEvH///vr16wBpaxAIxDelJ+9bAxfH7tmzp3fv3u7u7s+ePVNTU4uLi3N1dZ09e7a9vf2LFy9MTU23bNkydOjQR48eWVpa0un0p0+fVlZWrl+/fs2aNQKBwNnZ+fbt26NHj4YGj0+fPjU1NdXQ0Hjw4EFpaamfn5+7uzsAYMiQIZmZmYsWLRIVFZ02bVpxcfGdO3dCQ0NPnTrVu3dvMTGxHTt2LFiwYOPGjTo6OnZ2dg8fPpwwYUJNTc2UKVP09fXhXBicUXr27Nnq1av379+/Zs2a06dPu7m56erqBgQEiImJNTY2qqmpNTQ0TJ069cSJE+7u7nFxcbt27YqIiDAyMqqtrbWzs4OrvVRUVN68eSMiIiIpKdnR0VFVVWVkZCQrKxsfH6+qqqqoqKiurs7hcDAMk5WVffHixdKlS0+ePKmsrHzw4MHKyko+n3/nzp2VK1fGxsY2NDRkZmb269cvKyuLw+GcPXuWTqdXV1ez2Wyo4Whubj5x4oS5uXlsbKyysvLly5cHDx6srKzc0tIiEAjodHpgYGBCQgKdTh86dChcmAaVUmVlZSIiIjQara2t7eLFi+bm5pmZmXA1lre398mTJxkMhp+fH5/P79evH1xEo6enl5OT09nZmZ6eDgDw8PCYPHny5s2by8vLFRUV/fz8wsPD09PTlyxZsnv37uLi4qVLlwIA+vXrB62pAAAYhk2fPr2hoSE/P5/D4Tx9+rS8vBy+MKNHj1ZQUBAIBBiG3bp1S1VVFa6Ef/v2bXx8vIODg7u7+61bt6KjoysrKxkMRkBAgJ6eXltb26FDh9ra2uTk5FpaWng8XkZGBo7jPj4+DQ0N2dnZLBZr7ty54eHhdDqdTqcLBIKysrJXr15hGJaZmZmQkBASEkKn0ydOnGhnZ3fmzJmOjo4pU6aUlZVt2LCBy+UePny4vb3dwMAgPT3dy8vrypUrhYWFVVVVULaTlJTctGlTfn7+8+fPS0tLNTQ0bty4sXLlytevX4uLi5eVleE4fuLEiblz5woEgjNnzqSnp48aNerp06eWlpZ6enrNzc00Go1Op1tbW4eGhvbv3//hw4crV648efKkn59fc3MzNOKZO3cumUw2MjLKyclZu3btpUuXNDU1xcXFJSUl29raxMTE1NTU6HQ6hUJpamqCaq2LFy+uWrVq5cqVw4YNO378+Lx58+7evbt48WIHB4czZ84cOXKksLBQVlY2NTVVuOQQgUAg/js9WVszduxYAAA0SywrKzM1Ne3o6NDX14+NjVVXV3/z5o2ZmVllZaWlpWVhYaGDg0Ntba2KioqVlVVzc/P06dOfP3/e2dl5/fr1Pn36pKam5ufnx8bGWlpaent7v3v3zsbGxtDQ0MnJ6fLly6dOnWpvb4+Kirpw4UJYWFhTU1NaWhqGYQ8fPqyurr57925lZWVQUBCVSo2NjT127NjWrVufPn169erVp0+fXr9+HVqEzJ07NyQk5OrVq4qKiqmpqVVVVQ8ePJg+fbqSklJQUFBkZGRpaSkcA/h8/unTp58+faqgoFBQUJCYmBgZGfno0aOwsDA5ObmKiorExMTRo0e3tLSsXbv25cuX8+fPl5GRGT9+fJ8+fRYsWDB27FgZGRkLC4vnz5/v2bMHmoU+e/bs8ePHFhYWw4cPd3Nz09DQOHbsWGlp6fHjx8lk8oIFC0JCQqZPn15WVjZjxgxPT09fX9+QkJDW1lZdXd1du3Zt3Lixd+/eLBZr1apV9+/f9/b2hia3NBqNQCCQyeRdu3ZxOJyoqKjGxkYej2dpaXnnzp3Y2NgzZ87Aj3UKhTJmzJi4uLi3b99iGLZz5044XWVhYRESEjJq1KiWlhY2m/3+/XttbW1ra+vly5cTCIS+ffvOmzcvNDQUx/GKioqrV69iGPbq1astW7bADVdGjx49YcKEIUOG5ObmysvLAwB0dHSmTJmioKAAAIDryHbs2OHp6QkAIJFIDx48YDKZ0CRIRkamT58+UHP24MEDuAtAaGhoTk7OunXrjh8/HhAQoK6uDnctgnu6LFiwYM6cOebm5tCqxtTU1M/Pb/LkyZWVlUZGRmQyedu2bWFhYRUVFSUlJcbGxmZmZmfPnuVwOI2NjWw2u76+vrOzc9y4cUwmE+61o6enZ2tr279//5iYGFlZWRcXl/LychaLpamp2dDQAA3Ps7OzW1tbCwsLi4uLo6KiPD0979+/LyoqOnXqVCkpqVWrVmloaKxZs0ZXVzc8PJzFYl2/fl1JSenly5fz5s2DluampqZbt27V0tI6d+6cqqrqpEmTZGVlr1+/PmfOnIMHD06ePHn37t04jsfGxtrY2JSVlRUWFqampubm5iYkJISHhzMYjNevX9vZ2R0/fpxOpwcHB8+dO3f27NliYmJ79uw5efLk/fv3165du3fv3oEDBz579gzO/8bExCQkJAg3e0QgEIhvQk8Wa5qbm0eOHLlgwQJRUVErK6u5c+eKi4snJCSMHz/+0aNHY8eOvXv3rrS0dHFxsbu7u7a2NpVKJRAId+/eNTQ0PHPmjKqqanp6upaWVmBgoI6ODlwhdfTo0du3b+vp6V29enXw4MGXL192dnaGMwLNzc0MBoNOpxcXFwMAcnJyEhIS3r59S6PRbt++/ebNm5ycHLiGuaysjEqldnR09O/fv7W1taioyMHBQUxMrL29XVVVVVRUNCUlRVxcvLW11cLCIjo6mk6nl5aW0un0ioqKmzdvioiIREREaGtrX7hwoX///gKBQEpKqrGx0cTE5MyZM2/evKmoqHj27Jm+vr6zs7O5ufnhw4cdHBxWr1795s2bt2/fVlRUkMnkwMDAvXv3BgcHL1++HFoWz5gxo7a2tri4GBrPXrx4UUVFZeXKld7e3nfv3n369Ont27fHjRt37do1BQWF+vr6Fy9eeHp6uri4tLS0vH//fvbs2crKyvr6+itWrDAzM8vPzycSiUQi8ezZs52dnaGhoWw2GwAAd+jJz893c3ObPHnyrFmzxo0bBwB48eJFXl5eWFgYn8/X1taeN2+eg4MDAKCkpOTly5fr169PSkpSVVUlEAgVFRULFy4sKSnR1tYOCgq6cuUK3D+mtbVVU1OTSqU2NTU1NzfDbRiTkpKqqqrExcXLy8vhZjOzZs06ePCgi4sLAIDFYtna2lZVVdXW1sJU9erVi8/nnz9/vqqq6siRIyIiIiNHjlRTU9uwYYO7u/uePXu2bds2ZcqUJUuWTJ8+fcmSJbdu3aqrq5s/f/7EiROnTZu2e/duFosVHR3t7u7+6tWrgoKCEydOhISEREdHa2pqksnky5cvb9myxcbGJjAwMDU11dTUdPfu3V5eXoqKioGBgSUlJR4eHlu3bvXx8XFzc9u4ceO7d++mTp2qra09f/78yZMn19TUjBkzxtLS0tra2szMbOfOnYWFheHh4bt37z58+PDYsWNTUlJoNNqGDRtaW1sjIyPr6uqOHj3a3t6+YcOGR48eHTt2bNWqVXPnzrWzsxs3btyGDRuYTObhw4dLS0u9vLw6Ozs3btxYVFS0devWurq6bdu2tba2Hjt27N27d4MGDTI1NR05ciSHwwkMDMzKyrp+/frjx485HE5NTc2JEyeMjY2vXr1aVFTU2trK4XCuXr1aW1tbUlJy7969Xbt2cbncAwcO3L59++7du3Q6fdeuXUZGRjwe7+XLl21tbUQi8Wd1EQgEoufRk8Wac+fOZWRkBAYGtrW1NTc3wz1CoKWFQCAgkUiioqLGxsYCgUAgEDQ3N5NIpBcvXpSWljY0NJDJ5FGjRrHZ7IkTJ0pISNjZ2c2ePdvY2JhOp5eXlzs5OfXq1WvYsGEcDsfR0fHu3bvDhg2TkpI6cOCAkZGRi4uLvr4+XL8jLS09YcKE8vLyFy9e6OjouLq63rp1a+PGjRoaGpMnT25sbPT39w8JCYmJidHT05ORkdHQ0EhLS9u4cWN6enp5ebmuri6XywUAaGhoEInEzs7OZcuWvXnzZsWKFbm5uatXr+7bt6+cnFxiYqK1tbWuri6VSlVSUtLT04PS1f79+9XU1Jydne/cuQO3dXFzc1u1alVdXd2AAQMuXbqkqqp66tSplStXtra2Ll68+PXr15KSknJycg0NDQ4ODkVFRZs3b37//r2pqenNmzdHjhyZkZGhrq5+9+5dc3NzLpeblpYmJye3Z8+esrKy8ePHX79+vbCwMDs7293dPTMz8927dy9fvoTbBbW1tW3btm3t2rVubm56enpLliypr6+3sLCwtLRcv3792LFjoXTY3t4+cODAzZs3t7W11dTUTJw4kUAgsNlsNps9Y8YMcXHxjRs3mpubW1lZRUREQAEIwzANDQ0qlTpgwAA1NTUjIyO4Tw+NRtPR0REVFS0vL4cmtM7OzpKSko8ePYqLi7tw4YKYmFhJSUljY+ONGzfy8/OVlJTgajgoWT5//rx3796nT5/W09M7fPiwn5/frVu3BgwYwOFw5OXlWSyWvLy8rq6uvLy8srLy7t27dXV1T58+vWDBgt27d2/btu3atWuBgYF79uwZP348lUpdvnz5pUuXlJWVq6urRURETpw4sWPHDj09vRMnTjg4ODx//nzs2LGBgYHjx49ft27dhAkTDh8+7OvrC1ckXb58ubW19cKFC+fOnZOSknr48GFbWxs0e9q0aZOxsTHcznHOnDkWFhbjxo1zc3OrqakhEone3t4KCgphYWHBwcHx8fFDhgxZvHjxtm3bjh071tLSUlFRERwc7O7uXlFRsW7dujdv3vTt2zclJWXatGmHDh3q06dPYmIimUwePXq0vLx8ZGSkrq5ufn6+rq7uunXrgoKCBg8eHBQUtGrVqnnz5o0fP76pqWnNmjUSEhKZmZm2traLFy+uqqpas2aNmZnZ9evXa2pqtm/fLhAINmzYMGvWrEOHDr148YLP569duxZ02ZMQgUAg/js9WawZMWJEXl4e3I9ux44d48aN27t3L4lEysjIWLZs2Zw5c0pLS6Ojo9+/f5+YmJiYmPjkyRP4lX/r1i1ZWdkVK1ZYW1tv3bp11qxZW7ZsAQB4eno6OjpC/YeSktLWrVsnTZoEx7OTJ0+uXLmyd+/effv2tbOzMzU1DQkJycjIWL9+va6urr+/P9zhbcaMGVJSUlFRUerq6m5ubpGRkeXl5Y6OjjIyMqNGjQoICLh//z6TydTS0jIyMoI7m0lJSc2ZM2fLli2tra2GhoZaWlocDsfLy8vCwkJWVjYtLc3c3HzSpEnQsGPdunWjRo0yMjJiMBgWFhaZmZlMJjM7O1tdXV1SUnLIkCEVFRV79uyprq4OCwsrKSmh0+mKiopeXl6GhobZ2dmKioqxsbG7d++GE0YVFRVTpkyJiorKzc1taWmZM2dOdXV1bm6um5vbmzdv4uLioA2vurr6vXv3bG1thwwZEh8fDwDQ0NAYOnToypUrd+/eTaPRTp48CbViT5484XK5zc3NdDpdXFxcXl7++fPnzs7OmpqalZWVFRUVo0eP7t+//5EjR0pLSykUirq6ent7O4wKHhlx7tw5KHKpqqouW7Zs6NChIiIiZ86ccXd3X7Ro0eHDh+/cuePi4rJly5b+/fvn5OQAAFxdXXEcj4uL6927t4mJib29fXZ2dlhYmImJSURERHNz84YNG7y8vO7evdvZ2Wlvb19bW/vu3Ttol71p06a3b99GR0efOnVqy5Yt0CQlKipqxYoVoqKiFRUVurq6UVFRGzZsiIiIWLhw4f79+319fWfNmjVkyJBVq1YdPnw4MTFx+PDhTU1N48aNExERsbS0NDc3HzVq1Lp163bs2KGjo3Pq1Cm4Hc7mzZvPnj2bnp4eHR1ta2vb0dHh6uoqLi4OrX8sLS3Hjx//4sULOTk5CoUiEAhgjfB4PLg1kYeHh6Kioq6u7s6dO58/fw6VLq2trRoaGs+ePYNr8pWUlJSUlGbPnk0kEvPy8tauXZuQkFBcXHzu3Ll58+ZBe6nXr18vX7583rx5IiIizc3NS5cuPX/+/JQpU4qKinAcP3nyZH5+fk1NjbW1NY7jgYGBp0+fPn36dGBg4MGDB0eNGpWYmLhx48bbt2/fuXPn+vXrAQEBM2bMIBKJ586ds7e3T05OdnFxIZPJPj4+vXr1WrlyJUAmwwgE4pvSk8UauOGKhIREfX29g4ODhYWFnp6euLg4XL0MALCxsampqYG2LDo6OhiGwVU50tLSZDLZzs4uNTX17t27fn5+BQUFcXFxO3bsKCoq2rNnT05OzpkzZxgMxu7du5csWVJdXV1YWHj+/PnRo0cHBweHhYXFx8fDr//Tp09v2rQpKyurvr7e19e3qanJwMDAwsLixYsXp06d6tu3b11d3aRJkyoqKmprazds2AA3zA0MDMzNzZ03bx6DweByufv379+0aZOiomJbW9vly5fLy8uPHz9eWVn58uXL/Pz8hoaGc+fOmZubt7e3FxcXV1RUJCcnu7u7l5SUzJgxIy0tzcbGJjU1dfHixW/fvu3Vq9e0adM6Ojr8/f1bWlrgwQv79u27ePGinZ2dhISEqKjoqFGj+Hy+t7e3oqLi5cuX4fqdFy9enD59urW11dbW9t69e7169VJQUBATExMIBL169bp582ZOTs7QoUNjYmL8/f1jY2PHjBlTW1tbWFiYl5eXlpampaV148YNqDfy9fXdsmVLS0vLsWPHJCUleTxecnJye3u7np4eh8MpLy/v1atXVFTU8OHDt2/fPnHixObm5rlz5547d87IyKiioqJPnz5NTU3R0dHwlCgfHx8Gg7FixYrr16/PnDlz79690C7HxMRk2bJl7u7ujY2NVlZWXl5eZ8+epVKpqampxsbG06dP9/T0DA0N3bhx45kzZ6ZNmxYWFmZqatrQ0FBQUGBpadnS0uLv74/juKOjY05Ojo+Pz5MnT/bt26elpbV+/fq3b98GBASIioq6ubmFhoZKSUkZGxu/fv3awcFh1qxZ1tbW7969U1BQMDMzk5SUtLGxgSddaGlpwdXmAoEAbiPk7e199OjRlJSU1NTUqKgoVVXVKVOmrF27durUqdHR0UlJSUlJSbW1taKiokFBQerq6urq6vn5+S0tLTdu3Ni6dauBgQGBQJg0aZKysvLJkydzc3MfPXpUWVlZUlIyfvx4OGF07969yMhIAwMDIyMjOp1eW1sbGRlJo9FERUUjIiLa29vDwsJaW1sfPXqkpqZWUVHh5eV1/fr1rKysx48fa2hoZGdnOzs7l5SUpKamxsfHe3l51dbW1tTUPH78GDYrCoXS0tJy+vTp1NTU2NjYwMDApUuXysnJ7d69G+5Q3Ldv37i4ODc3t7i4uKqqqsmTJ58/f/7kyZMcDmfIkCEAAFFR0Z/bUSAQiJ5Ejz08gcViwT3+o6Ojs7KyKisr6XS6nJycqKjow4cPV6xYsWXLlu3bt48ePfrKlStFRUXKysrwlChRUVE4hVFRUSEmJhYeHu7l5fXw4UM3N7ebN2/Onj07ISEBwzBJScna2lpHR8eWlhYOh1NRUZGXlyctLe3r61tcXEwgEFgsFolESklJMTAw6OjoaGpqIpFI0dHRvXv3hlMeKSkpw4cPv3v37vLly8+dO6eiotLU1PTs2TNnZ2cTExMbG5vo6Ojc3FwCgTBw4MBbt24tWbJk/vz5JBJp/vz5cXFxlZWV0DY2PDw8ISFBXV3d1tb2ypUrDg4OCgoKvXv3Tk9PDw8PP3jw4LZt20xNTbOzs4cMGVJdXS0vL3/37t05c+ZAjdT06dOjo6PhhIKenl5SUtLq1avhgVAMBoPBYHh5eV29enX48OEbN24cOnTogwcPtLS0GAzGkiVLnj9//urVqyVLlqipqZFIpIiICDc3t1mzZm3fvl1HR6ejo6OtrU1FReXJkydiYmLFxcUyMjJeXl5wVVRubi7cmG7QoEFXrlzR1NTMyclZunRpXV3du3fvNDU1W1pahgwZEhcXBw2b4FkNz549g1OH9fX148aNCw0NhUvY3NzcJCQkAgMDmUzmiBEjFBQUamtr5eTkMjIyJkyYAE1ADh48SCAQ/Pz8xMTEEhISzM3NHzx4UF1dra+vr6amVlZW1tDQQKPRNDU17e3tWSwWXDLt7u6ur6+fnp6+bt26zZs34ziuoKBw48aNcePGwcV0RCJx+PDhycnJcFe6ioqKw4cPe3l5lZSU+Pv7jxkzZvv27SdPnjx79uyUKVMOHz587949dXX1p0+frl69+tKlS4qKihoaGtu2bQsNDb18+fKePXsmTpy4efNmOBk0d+7cEydOJCQkDB06dNasWVA70rt3byjvVlZW9urVy9zc/MqVK5aWli9evHBycuJwOLNnzz569Kirq+uYMWNOnTq1aNGikydPBgcHT548+fTp04sXL87Ly9PR0ens7Hz48CGJRGIymZaWlu/fvx8/fjws/M2bN1+8ePHIkSM+Pj4xMTHz5s3bsWPH2LFjjx8/TqFQcnNznZ2dKysrOzs74XrA5ORkKpWqpaVVUVEhKSlJp9MZDEZzc7OVlVVsbKyZmVlUVJSBgUF1dXVNTY2srGyfPn0iIyMnTpy4cePG1atXb9++/Wd3GAgEoofQY8WampoaKysrOp3e0tLS3t7O4XAIBIKIiAjcoIxGo8GPZh6PRyaT4UGD8HRGgUAAbRgNDAzg0cTCMw5pNFpnZyc8zhrHcQKBwOVyBQKBhoaGnZ1dZGTksGHDcnJylJWVk5KSzM3Nc3NzZWVlKRRKXV2dnp5eYmKiurp6QkLC6tWrDx06NG7cuMjISBERERKJRKfT8/LyNDU1m5qaKisrBw4cWF5erqysHBsbu2XLltOnT2/cuHH58uUqKirJycmWlpZ9+/bdvXu3iYlJWVnZ1KlTr127pqqq2traSiAQ4HENVlZWly9fBgBoaGgYGBhERETs379/7969FRUVOI6rqKhYWFiEh4fDjUbgDjF5eXkkEonP59PpdAAALB943Dc8ELSjo2PgwIFwXzsWiwUPB4UnPsLS43K5woLi8Xh0Ot3X1xceR8Xn86WlpZ8/f66srAzFPg8Pj9jYWHiOI5VK5fF4cA83DMNqa2t5PJ6srCw0ry4pKZkzZw7co/bq1av9+/eHByBkZWXNmDGjqqoqOjraxsamvLxcXV391KlTPj4+9fX1EhIS4eHhzs7ODAaDQCCUlpa6uLjw+fzCwsJBgwZt27Zt0aJFR44c4XK5NBptz549O3fu7NOnT2Zm5rhx406cOCEhITF+/PidO3fa29vDNVmamprz589ft25dSEjIypUrhwwZQiKRDA0NoZkwjuOmpqbjxo1LSEiQkpI6deqU8FxVuDQdFiOZTIZlBQ+2hIZTcCEVPF4UnqMJT1CHHuC7CgCA52NDn7BIcRwnk8nwQfBlhseauri4QJNtmNmYmBhdXd2MjAxYL7CmnJycysvLSSSSuLg4kUgUFxevrq7u27cvND6Liopyd3fHMIxOp7e1tcGndHR0xMTEHDt2rLq6urKyMjIyEoq2sIphvigUCpFIZDKZZDJZUlLSy8vr+fPnc+fOTU5O1tDQwDCspaVl8+bNoaGhd+/eHTRokI+Pz5AhQ8LCwn5eV4FAIHoUPVasqaystLW1hScB5eXlubi4ZGdnp6enE4nErodLf+ag6W7ndX8KYYcOupzpLYxWVlYWw7CGhgZjY+O1a9fq6upGR0fDxU0CgQCOZ9AnHLEIBAKRSITHOMvIyMyYMePs2bP37993dHQkk8nwPO2CggI9PT0Gg9HZ2amsrMxmswkEAhzbOjs7nz17BlcGwQ1geDyejY1NfX19aWkpgUDQ09MrLi6GR5QLs08mk7vuHdK1QLodyg1T+Kly+/DsbngGeFcPwv8w+x+W5EcLWbglDIlEwnF88ODBDx8+/NpDwgkEAoxfW1vb1taWzWbTaDR4HoW+vj5MFYFA4HA4kZGR7e3tsLR5PB7cY7qmpkZPT6+srAyWFTxvS1ZWlsvlvnjx4sNMdTvyvdu70fXup251K8xPuXQrf5gMYXZglUEpvGtw6AfKQ9AdXsOooCgmjHn06NFz5swBADx58iQrKwu+MLA8Bw0aVFRUlJ2dDV/gkSNHvnjxgkQi9e/fn8fjrVmzBp4kCo+YhaemC8W4tra2xMTEa9euwQX2CAQC8d/psWINAKC6uhoO/HAZVEtLS319fbeh9D9CJBJLS0tTUlLgmcY5OTlOTk4KCgqpqalmZmYAADqdDnezVVRUhLvZfi0CgaC6ulpZWVmY8tbWVklJSQ6Hw+Vyu9klcLncsrKybsEVFRU7OzsZDAacO2tra/thlY5hWHp6upmZGZFITEtLg4Y4H306kUgsKSl58OCBcLkv3AlGVFSUSqUmJycPGzZMT0+Px+MRicT8/HwKhQJPQYLqBxikmyQKDy3X1tbOzMwUFxdva2tLTU3duHGjhYUFPDwBANDc3IxhmJSUVNdQ8AhJocyhrKzc2tra3t4uLS0NSw/HcVFRUQkJCSqVyufzy8vLf0e7VyKR+P79eyju6OrqQjkmIyPD3NwcVpypqSm8C+3uvzZ+gUAATb9VVFSqqqq6vsMQLpcLzwD5ZllCIBB/PD1ZrEEgugI3zqFSqT87IQgEAoH4XiCxBoFAIBAIRA+hJy/wRiAQCAQC8UeBxBoEAoFAIBA9BCTWIBAIBAKB6CEgsQaBQCAQCEQPAYk1CAQCgUAgeghIrEEgEAgEAtFDQGINAoFAIBCIHgISaxAIBAKBQPQQkFiDQCAQCASih4DEGgQCgUAgED2EP0KsEQgEnzoaGoFAIBAIRI+B9LMT8CN49+5dbGxs37594+LiJk+eLCcnBwC4efNmWloamUzGcZxAIMydO1dOTq6pqenKlSvV1dVaWlozZswAABQXF587d27OnDlKSko8Hu/kyZOVlZUKCgqzZs2iUqlNTU1Hjx7V0tJSVlYeMGBAYmLi48eP582bJysr+7MzjUAgEAjEnwf+B/DmzRsSiWRkZAQAUFBQOHz4cENDg7a2trAQCARCQUFBQUGBrq4udJGQkDhy5AiPx7O2tgYApKWl4Ti+bNkyYZBZs2bhOF5YWEgikQAA69evx3Hc09MTAHDw4MGfnGEEAoFAIP5I/ghtDYZhPB7P1tZ28uTJt27dmjdvnoiIiLa2NpfLvXz5sqSk5I0bN+h0+tKlSwsLCxctWqSjo7Nly5b169fr6uryeDwAAJ1OP3HixN69e9XU1Ozt7RsbG48fP66trR0QEAAf8eTJk82bN8OpLj6fD/8TicSfmGsEAoFAIP40/gjbGoiysvKqVasCAwMBAO3t7UpKSlJSUgUFBbGxsdra2hwO5+nTp7179963b9/ChQs3b97c1NT07t27QYMGAQAIBEJVVRUA4Pjx4zdu3Ni/fz+8rqqqgrJLTk5OdnY21NzQaLTly5fr6Og8fvz4J+YXgUAgEIg/jT9CWwMJDw/v7Ox89OgRhmEODg5xcXGZmZnTp08HAIiIiGzZsqWtrU1GRiY5OXnfvn36+vqbNm0aOXJkbm4u+GuqDgCgpqYGAFBQUFBRUWlubuZyuRiGAQA6OjoOHjzo7u7+9OlTDMOqq6vLysrmzZuXk5NDo9F+ar4RCAQCgfhT+IPEmvr6+pSUlMbGRhzHq6urCQQCAGD27NkVFRV6enpSUlIAgNTU1NraWlNT06ysrMuXLwsEAlVVVQBAS0vLs2fPKBQKlUoFADQ0NFRVVUG7YB6Pp6Wl5eXldfXqVWNjYwAAh8NZv379mDFjREVFyWTyT8wyAoFAIBB/FH/QJNSECRNev37dr18/AEBxcTHUsqxcufLBgwf79u0TFxcHANTX18vIyKxZs2b+/PkAAF9fX2hZzGKxqqurORxORUUFAKC9vV0YLY/Hc3Z2DgoKYrFYb968AQDw+XxjY2MfHx9XV1dkXoNAIBAIxA/jDxJr2traAACTJ0+GP6G2pm/fvioqKgoKCk1NTc+ePbO2th4wYICqqurgwYOJRKKCgkJDQwMAIDMz89KlS3Z2dn5+fqqqqh4eHlQqdcGCBRISEgCAjIyM5ORkCoUCY6bRaPv376fRaIqKim/fvv0pmUUgEAgE4g/kj5iEkpCQIBKJMTExAAColRFSV1cHL6qqqmbOnNmrV69du3bt2bNHUlLSx8dHTU0tJiZm5syZ1tbWdnZ2jx8/HjJkSFxc3IABA9avX+/q6trZ2bljx4709PQBAwY8f/78yZMnoqKinp6epaWlx48fFwgEMjIyPyHDCAQCgUD8kWDQErbHk5KSIikpqaOj09zcnJqaamRkxGQyhRY2AIDevXvT6XQAgEAgSEhIkJGRUVJSEhcXLygokJaWhjv4AQDq6+vfv39vZ2eHZpcQCAQCgfjV+FPEGgQCgUAgED2eP8i2BoFAIBAIRM8GiTUIBAKBQCB6CEisQSAQCAQC0UNAYg0CgUAgEIgeAhJrEAgEAoFA9BCQWINAIBAIBKKHgMQaBAKBQCAQPQQk1vwq8Hi8Z8+e/exUIBAIBALxG4PEml8FAoGgp6f3s1OBQCAQCMRvDNpl+OM0b24GAEhvkBZeC3/+yKf8mGT84vzJhfDb5f23SzACgehhIG3NP/NjOuV/fMrPHRuaNzcLRyl4Lfz5I/k1B8gfUzi/Zt4/w2+XYAQC0QNA2hoAPvis7DYmSW+Q7uoi7Kw/Gqqr527d+tc+5fMePuQLk/Hv6PoV/uHPb8iPqYvvkeb/Xji/Xd5/uwQjEIgeD9LWfERtLuxVpTdId+1hu/r5VKhPDWn/+JRuQ0Lz5uauHsAHY0a3GL4wGV9IN5VDN1VEN2+fCSUsqy9UYPyYuviPfKfC+S3y3pXfLsEIBOJPAIk1/4mPDtWwa/6GHfQ/CgTfNhm/6XD1I+viVyucH5P3b8hvl2AEAvG7QPrZCfjV6ao1+ZBv1QX/4+wSTManvP06I8F3Ha5+TF18Pz5fOJ9/B367vP92CUYgED0DpK355Jc3+Ky0IfTQdTYB3vrM6PWZp3y0o//wi/8/JuO/848SWDelxVfxY+ri+/FfCue3y/tvl2AEAvEn8OeaDLe1tdHpdDKZDH+y2WwymUwgEAAA7e3tRCKRRqN9PgaBQMDlcqlU6ndP6w9HOMB0HYO7OgoHsw+nVLr5+TCe3x1UOAgEAvHL8keINd/1K/DD9R2f8vPTP0a7Dp/p6emVlZU6Ojp8Ph/HcWlpaSUlpYKCgs7OTijq0Wg0XV3dhoaG2tpaHMcxDMMwTENDQ0xMrK6urqWlxcDAAABQU1PT0NAAxUFRUVFNTU0ej1dQUCAmJqaurg4AaGpqkpGRET73pxfCZxBbLQbzzuPx8vPz1dTUJCQkOBxOYWGhlpYWnU4HAJSVlcnJyVVUVJBIJC6X29HRQaVSMQzDcZzP59PpdAKBICEhIScnB+N5//69urq6qKgo+LXz3o0f/8Yi2Q6BQHwb8D+ApuAmf39/JSWl4uLiBw8eUCgUGo1mYWEBAPDw8IB+jIyMAAD379/HcdzHx0dZWbm2tlZHR0dfX18gEOA43t7ebmlpCQB49eoVjuMJCQkkEqkpuKnrUwAAp06dunnzJgDA3NzcwcHB2tpa6KcpuOno0aOysrJOTk59+/YFAAQEBMBba9asAQC4u7vDZ719+1ZUVNTW1tbU1BQAoKKi8vz58379+tnY2GAYJikp6ejo2Ldv3+Dg4K6RHDp0CABgZmbW3t4OXfr37y8mJtbU1ASf3jWpP/iv66Pj4+NtbW2Fb6CLiwuO44cPH/b09IS1AACYMWMGjuNFRUXu7u5BQUEw7IYNG1RVVV+9egX9YBgGL/r37x8VFWVsbFxRUWFiYgIA2LVrF47j0OeVK1d27twJAMjLy8Nx/MWLFwCA3bt3X7lyBQDg6Ojo6enp7u7eFNzE5XK/R+E8e/ZMmPcDBw7079+fSCQCAObPnx8VFdXc3Jybm2tgYHDv3j1xcfHt27dDz2w228zMrF+/fitXrjQxMeHxeOnp6Y6OjjDLrq6uDQ0Nt27dAgC8ePGisrJy9OjRwiK9evUqjuOzZs0CAAQGBsIILSwsRowYgeP45MmTNTU1m5ubJ02aJAzi6upaU1NDp9MHDBjQ9Y3FcXzo0KFCbyEhITiOt7S0dN0R++DBgziOZ2RkqKmpQRcJCYmcnByBQGBlZSX0ZmlpieO4t7e30GXu3LlbtmwBAHR9QxAIBOK/8KeINQoKCkuXLsVx3MXFRUVF5caNGziOb926FQBw584d/C+xBvb77u7uFhYWOI5ramoKxRocxx89egQAGDlyZHt7u4ODg7m5+Ydizfnz5+/fv6+oqFhZWSl0F16EhISsW7cOx3E2m62qqmpsbIzjeEtLi7y8PBRf6urqcBxPSEhQU1NrbGzk8XiXL19WUFDIycnBcbyuro5Kpbq7u8MIY2Ji4BNxHBeO6CIiItAzjuMODg6mpqYsFgv/QKyh0Wh9+vQpKipKTU3V1tZ2cnJau3YthULJzs6urKzMzc0VCAQXLlwAAIwZM6aioiIzM9PMzMzT0zM7OxsAcO3ataqqKnFxcRsbm/Dw8Js3bxoaGpJIpMTERH19fQCApKRkZWVlUVFRt0GrKbjJw8NDWlp60aJFe/bsmTJliry8/LFjxxYvXgwAGDp06PTp06dNmyYuLn7gwIG8vDw4/sE8bt68WU5Orrm5efPmzbdv3xYTExswYMCcOXOqqqri4+NJJFJcXBzUDGlpabFYLFg+r1+/njZtmqamZmtrK/6XWLNnz54VK1YAAAoKCj6spqtXr2IYlpCQ0NHRAfUu586dw3Hc399fWVk5NzdXTExs8+bN0P+qVasUFBSioqLKysrCw8MBADt27IC3tm7d2hTc9Pz5c2HMq1evFhcXT0hICAsLg0N+eHj4smXLFBUVW1tbzczMpKSkYDrPnj2roKBQUlJy9uxZPz+/4uJiMpkcEBCQmZk5a9YsCQmJHTt27N27V0FBgclkzp49W1JSMjw8fPny5bq6ulJSUi0tLTCDZDL55cuXOI6bmpquWLECx3EnJ6dDhw6VlZVhGDZmzJgFCxYMGTIENgRra2tnZ+euRQGLa+jQocuXL+/Vq5eWllZSUtLEiRPl5eWnT58eEBBAp9OpVGpKSoqFhYW9vf3MmTNnzJjh4+Pj4uLS1NTk4OAgLS09c+bM8ePHS0pKHjp0yNzcvHfv3vPnz588eXJ4ePjz58+RWINAIL4hf8pKqLq6OhERkYqKipcvX86aNWvUqFEAADMzMwBAc3MzAIDD4QwePLiwsPD48eNKSkq1tbUfRuLl5bVixYojR47MmjXrzZs369ev/9CPubm5oaFh37599+/fz+fz+Xx+oGyg8C4ceisrKzs6OrhcLtQ3REdHU6nUhQsXHj58+PHjx5MmTaqoqKioqLhy5YqnpyeUdd69eyfUZAjBcRzDsP79+wMAkpKSqqqqli5devjw4bt370L1D4FAaGxs5HA4HxoACQQCGRmZ+vr6p0+fUiiU9vZ2a2trDoczYsSIESNGQFUBAIBKpe7cuVNVVVVVVfXJkyednZ3q6uqSkpI4jre2tpJIpAMHDtjb2wMA3r17t3v3bhzH7ezsCgoKmExmVFQUTFs3Xr9+bW9vv3//fvizvr5eSkpq5syZffr0uXfvHnSMj4+vq6uD5SMrK3vhwgV3d3c1NTWBQECj0davX9/Q0MDlchcvXgyH5KKiIpgjExMTJpPZ2NgYHh6uoKAAAGCz2QQCgclkstnsrkUHy7O2thaKSlJASnjXxcWFSCQymcyUlBQajaatrb1///7+/fs/fPjQzc1NQ0ODz+eXl5dDz4qKijIyMra2tqKiooqKimpqalwu98NcQxQUFEgkkomJiY2NjZWVlY6ODoZhFhYWfD5fQkJi4MCBJ06cgLk+ePAghULR1NQkEokJCQlKSkq9e/dOSkp6+fJlaGjo3r176XR6UlJSYGBgQUHBnTt33NzcPD09PT09Bw0a5O7uHh0draGhgWEYl8udP39+RkYGhmFEIrG9vb2iosLd3Z3H4+E4rqCgAF/jCxcuODk5ubm5vXnzpmuCWSwWAEBMTMzV1XXJkiXXr18PDw+/cOHCwYMH58+fDwAYOXJkSkqKuLh4ZWXlnj17Jk+eDADIysoyMzNramrq379/c3Pz8ePHOzo6rK2tKysruVyur6/vunXrmEymtLR0RkbGp8oKgUAg/gV/1kooON4IJy+sra3pdDqGYbW1tZWVlT4+PgYGBgcOHJCQkPhUDLt27fL397906dK+ffs2b978oYeoqCgcx1NTU2/cuBEREQEnpITQaLQXL16oq6sbGBjU1dVNnDgRALB8+fL+/fuvXbvW0tJy1apVAoEAjschISETJkxwdXWVkpKCosNnePTokZyc3J49e2bMmLF27dqLFy/CnDIYDB6P96F/dXX1d+/eDR48ODAwMC8vb+DAge7u7qKiomw2+/79+/fu3WOz2SQSCcdxEomUnJw8ZMiQpUuXPnjwAJYejuN0Ol1SUlJZWRlGOHDgQHiBYZiZmdmhQ4f27dsnVLd8Bnl5eTKZLBAI+vTpI3QkEol1dXUcDodCoWzdujUqKmr37t0k0uekcIFAICUlZWBg4ODg4O/vP3fu3KSkJAAAg8FQUVFpbGxsamrq6hnOAw4cONDS0lJHR6drVIqKig4ODgKBID09nUKhuLu7Z2Vl1dbWcrlcLy8vHMcBAEKxJiEhITc3t66uDgBAoVCMjIzOnTs3YsSIUaNGXb16tVsiJSUlhdcKCgpwdgn+5PP58+fPp1AoMTExLBarvr5+7Nix0F1WVpZGo82fP59IJM6fP9/JyWnmzJnl5eUYhikqKoqIiLS3t8vKysJ4bGxsVFRU4uPj1dXVPT09Bw4cWFVV1dTURCAQiERiZWVlSUkJAEBTU3Pz5s0HDx7U0tKaOnWqmZmZvLy8ubl5VlZW1wR7enouWbLk/v373t7e/v7+CxYssLa2BgCIiIhAD76+voGBgQoKCkpKSrBIhXA4nKamppycHA8Pj1GjRuXl5bm4uIiJiW3dulVUVFRBQSEgIEBCQgLK3FB+QiAQiP/InyXWQAQCAbx49epVZ2cnAEBRUVFeXr6zszMkJAQAcP78+c+sb4KTLHDGpxtmZmYdHR2ioqI2NjYvX75MS0vLycnp6oHNZjs4OMTExLx69ert27erVq2qqqrq7Ow0MjKysrJSUlJiMBhHjx6FosOSJUtu3brl7u5Oo9Gg+W03CAQCjuMPHz4EALx58+b9+/f29vbv3r0DAOTn53++EHR0dNTV1R8+fDhy5MiuyTt69Gh6enp+fv6MGTO4XC6Hw8nIyDAyMtq0aROfz1+3bl1ubi4UL0gkUmVl5ePHj7vFjOM4j8ebPXt2W1sbnOb7ELyLofqLFy94PB6BQEhNTRU69u7dOywsrKmpicfjubi4BAUFnTlzZuPGjdBu96NAu12BQJCfn79o0aK2tjaoTsjOzoaap4+m4fLly3fu3BHa6wijMjQ0nDlz5rZt24yMjJYtWyYmJjZ16lQ6ne7s7Mzn8wEA0GIa/PUmCF8qDMMEAgGbzTY0NHRwcPhUagEATCazoKBAKKvx+XwtLa0hQ4Zs3759+PDhDQ0Ny5cvBwAQCISqqqqUlJTDhw9PmzYtMTHRxMQkIyMjKCiISCSWlpayWCw9Pb1Xr161t7cDABoaGurr68lkclZWVmVl5eHDhzU0NPr06fP+/Xvhuj8CgVBXV5eQkHDkyJGdO3diGDZy5Mh9+/b169evpaWlayKTk5MrKyvDw8Pj4uKUlJRMTU0VFRVVVFRyc3Ohh5SUlKtXr7a2tra1tcE5R2E5MJnMtLQ0AEBOTg6RSJw9e7ajo6OysvL06dPfvXsXHR29a9cuXV1dOBn3jwsPEQgE4kv4UyahxMXFeTwemUwWFxe/ceOGkpKSpKQk1LfT6XSBQMDhcAQCgaqqqoyMTHZ2NlzaA0fKK1eulJSUSEpKTp06VUREBNoaC4exrnR0dNTV1TU0NISHh69evVpLS0tCQqIZ/G85CYFAKCgosLGxoVAo0OXgwYNNTU2jRo3q7OycPXv2nDlzjh49eunSJQzDeDyehobGpUuXTExMNm3atH379o9mrbm5+caNG5mZmcHBwXZ2dkZGRosWLbpw4cL69etJJFJnZ2doaKiIiMgMMIPJZIqJicFQsbGxysrKFhYWe/bsuXXrVmRk5IwZMygUyrp169LS0jo6OkxMTMzMzIhE4pIlS2bMmCEiIlJfX89isZhMJoFAaG1tVVVV1dLSevz4MYfDaW9vDw0NhVMwHR0d8BGTJ0/etGnThwl2dHR8+fLlqlWroAVSSEjIjh073Nzczp075+vr6+bmBg1KRo0aJSIiIhAIOjo6NmzY0NnZuX37dhUVFRaL9dEhkEgklpeXP336VFFRUVxcfObMmXv37oU1Bavs0qVLEydOvHbtGgAAzvsAAJKTk9PS0lJTU09bnWaz2UJxdurUqadPnxYIBKdOnTI0NNTT00tISLC2tjY0NIRaH6EQBlVrQt6/fz9lypQNGzYAALZt2wb4f0skgUBgMBghISE0Go3BYHR0dAh1h1DM2rlzp76+fltbm6amJnwJIWw2Oy4uDsMwCoXi6OjI4XCio6OnTp3K5/Pl5OQGDBiwb9++LVu2ODg4JCYmiomJWVhYdHZ2ZmZm8vn8S5cuWVlZaWhoJCUlzZkzR1VVNSkpycHBISwsTERE5NKlS7Nnz7azs6usrCwoKBCa/UJevXp148YNa2trHx8ffX39mzdvhoeHU6nUBw8erF69msfjLV++/MWLF69fv8Zx/Pjx4wYGBjU1NdevX8dxnEqlKigoGBkZxcbGClfDUalUZWVlGxsbLpfb2dnZ0NDQVRhCIBCI/8qPNeX5OTQFN61cudLW1pbH4xUVFc2ePVtERIRMJhsZGR06dIjL5VZUVEhJSZ06dQrH8dzc3OHDh1tbW+M4DhUzwoFn7dq1+F+GutAstJsxLJlMXrJkCZyeSExMFLoLLw4fPiwvL89ms6FLeno6AMDDw0NolRwREQEAWLlypYGBwaRJk3Ach/MLMD3dTIZjY2MBAAsXLuzdu7ehoSGDwYDuw4cPBwBcu3bNy8tLWNFNwU1drZjt7e0NDQ3fv39fV1cnIyNDo9Hi4uKkpKQoFIq8vLy8vPzQoUNxHF+8eLFwugESExOjpKTk4+OD/7X2SsiwYcNwHDcwMDA1NcVxnMlk6urqwkdzOBzho7tqZSAPHz7kcDhdFWB9+/blcDjQ56JFi/C/TH0BAJcuXcJxvL6+nkqlhoWFwWhjYmKg3ZKkpKS0tHRFRQWXy+3duzcAICgoiMvlQuUKVI2oqKgwGIxueqam4Kaampqu9dW/f38ajVZfX4/jOFy6BRedNTY2QrUN9Aanit6/fw9/amtrBwcHw+sPTYbPnz/f9aEjRoxobW09c+YMLFgcx/l8vpubGwAgPj4ehjp//rykpGRnZ+eBAweEr6KUlFRMTAy0UC4qKkpOTnZycgIAQH3M4MGDcRw/duwYACArK4vL5Y4YMQIAAO3fHR0dR44cyWazly1bBoMQiUQxMbFXr17t2rWrX79+Xd/Y9vZ2aBcMZSxlZeVz586FhYXBWVESiUQkEleuXFlfX3/z5k2YcjjbtW7dusrKSkVFRVtb266NcdSoUVQqdcqUKf369RMREYGiJzIZRiAQ34o/RVvj6el58eJFJpOpra199OjRRYsWwWUa8K6KisrTp0979eoFADA0NLx48WJmZiYA4PTp00wmE27Zwufz4VyGlZXV06dPoQKgG7UbagEA4CxoCm4Cj0Hz4+7bfvj4+BgbGwvnHbS0tB4+fKitrS0crpycnJ4+fSopKTlkyBAlJSUAgIiIyMKFC6urqwEAcnJyCxYsEHo2MjLasmXLyJEjiUSivb29UBMTGhr6/v17KSmpGTNmsFgsCoUCdUtdlRxdLUMjIyNra2uNjIxu3LghKSmprq4uISEBZzT27ds3c+bMJ0+e1NTUDBo0iMvlmpiYXLlyBUoJM2bMMDIygrbPfD4fWl08evQIplZUVPThw4cFBQUgFQinPwAAurq6T58+Ff7EMKxfv35kMvnChQt1dXUEAoHP56upqZHJZG1tbVg+AABLS8vHjx/jOA6X2cvKyi5cuFCoAzA2Nt66dauJicmdO3dYLJa4uDiJRDp16lR5eTks8ODg4KNHj6qpqTk6Ourp6YmJiZFIJDgMe3l5FRQUAADgejQhc+fOlZSUhHo1e3t7KpUK/cvIyCxcuFBoF6yuri4jIyMuLg5/ampq4n9Nsenq6oJ8ILR66cb8+fPXrVsHN7mB+wYBAAgEQlBQUFJSUjeNFJ/PX7BgAZlMDgoKYjAYd+7ccXR0XLVqVe/evdXV1bW1tR89enTo0KFNmzbt2bMHLu1OTk4GAAgEAhKJdOvWrdjYWHl5eQzDdHR03rx5IxAINmzYMGDAABi5mpqalZXV+fPnoRJLiIiIyIULFxYuXFhbW4thWO/evRUVFeGrW1JSQiAQ4HYDcBrLw8MjJiZGuAcBAGDmzJldTZoAAA4ODnw+39TUlEKhBAcHnzt37qOFg0AgEP+OP2U7PrHVYvv27Zs3bx7cGO0bxvzl24j99N3YvmTnwJ736C/nO+1B91vkvRvCovjeu+QlJiYeO3Zst+ZutB0fAoH4JvwpYs33ixx1x4ieCtplGIFA/Hb8EWINAoFAIBCIP4E/cYE3AoFAIBCIHgkSaxAIBAKBQPQQkFiDQCAQCASih4DEGgQCgUAgED0EJNYgEAgEAoHoISCxBoFAIBAIRA8BiTUIBAKBQCB6CEisQSAQCAQC0UNAYs23BMPAX+c1/YMjAoFAIBCIb86fctTlTwRt44xAIBAIxI8BiTUAgP/XpuD439Qqwp9QLhHeEoopH/X8mdi6heoaf9cHIRAIBAKB+HegSagvki0+lG+6SifQXRiwq0u32LrF8+EFAoFAIBCIfw0Sa76CT2lfkDiCQCAQCMSvAJqE+gq6qV66KW+63kWTSggEAoFA/HgwHI29H1PDdFPAfMrsplso8DHTmU/F0/VByLwGgUAgEIj/zh8h1rBYLCaT2dbWJi8vLy4uLnRnMBh8Pl8gELS2tqqpqVEoZAAAny+ora1VVFQkED43Q1dbWystLU2hUL576hEIBAKBQHwZf4RY86vZvvwBRY5AIBAIxE/gTzEZdnR0AgCDf7KycitWrGxoaHRwcAQA69Onr4KCooqKakZGJo6DkJB9AGABARMHDhwEAHby5KnAwCASiSwM3qdP33v37gOAzZ07D8fBpk3BwltiYuJLly7DceDnNwwATEpKury84uTJUwBghw8fwXHA4/F/dkkgEAgEAtFj+VNMhgUCAYlEWrRokYiIyNu3b3fv3u3g4ACnkBYuXHjt2rUHDx5ERESYmZldunQJADB69Ojo6Ojw8HACgZCdnc3j8VatWiUiIsJms52cnDQ0NAAAVCr16dOngYGBI0aMMDIyAgDcv38/JCRk7NixMOaWlpb4+PiamhphMpYuXQpA6M8pAgQCgUAgejp/iraGwWBQqdTFixcHBwcPGzYMAEAikTw9PQEAPB5v8eLFdDpdIBBAnwoKCgYGBqmpqTCsnJwcAKCystLJyal///6NjY1w5o5IJL59+xYAICkpuWXLli1btvTr1w8AkJycTCL9v7z44MGD4uJiAACGYQCAyMhIAEBubu4Pzj4CgUAgEH8Cf4q2JjMz09/fH9oLh4WFAQAEAkF+fj6VSnV2diaRSEQi8f3795MmTSooKIiPjzcwMGCxWCQSydHR0d/fXyAQpKWlubu74zg+c+bMyspKAEBjY2NcXBwAQF1dHQBQWlp6+fJlfX19U1PTjRs3ent7KykpnT59Goo4UBLav3+/hwcwMDD4iUWBQCAQCERP5U/R1gAAWltbHz58uHr16ufPnwMABALB+/fvxcTE5OXlVVVVdXR0jh49euHCBXNzc1NTUwAAjuPi4uJNTU2jRo1ycXEJDw9fsGABAEBdXb2urg4AwGazoXyjqqrK4/E6OzvJZDKXy1VWVsYwTF5efufOnYaGhjweT5gGV1dXAMDn11ghEAgEAoH4d/xB4+uTJ08mTJiwc+dOHo83aNAgExMTBoPR2NiYmJgIABg/fjz0Zm1tLSYmBq8FAoGKikpJScnYsWPV1dWh2Y0QUVFRKOgsWLBAVVXVwcGhsbHR0NCQxWLV1NTgOC4rK2traws9k8nk6upqDw+PH5dhBAKBQCD+MP6USSh7e3s4GcTlci0tLdevX89gMOh0upubm7y8PADA29v76dOnDAbD0NAQBsEwrLW1tampacSIEWJiYkQiEQBAJBK9vb0fP36sqqpqZma2cOHCuLi4W7du1dXViYqKOjo6rl+/Xl5eXkREBFrqCFFUVKyrq4uKigIAcDgctOENAoFAIBDfnD9l35p/kcucnJz29vZevXoJ7X+FtLe383g8SUlJAACDwcjOzgYAiIqKmpmZQQ+5ubkkEklPT6+oqKi2tpZKpVpaWhKJxOXLl+/du+cPKHIEAoFAIH4Cf4pY80vxBxQ5AoFAIBA/gT9iEgqJEQgEAoFA/An8QSbDCAQCgUAgejZIrEEgEAgEAtFDQGINAoFAIBC/N1VVVe3t7T87Fb8ESKxBIBAIBOL3ZtGiRbGxsT87Fb8Ef8RKKAQCgfh9YbFY8fHxzs7O2K+2qhPxy1BUVCQnJychIfGzE/Lz+SNWQiEQCMTvC4vFwnEcyTSIz6Cjo/Ozk/CrgLQ1CAQC8UsjEAh4PB7amhyB+BKQWINAIBAIBKKHgEyGEQgEAoFA9BCQWPOTwbCPnO3wUUfEzwXVVA8AVWLPBtUvAiCT4V8TNDH4u4BqqgeAKrFng+r3TwPZ1vxLoPiP43/7DhD+hIUqvCUs4496/pTLh6G6xt/1QV+R7E3/HxceiMPrrhfd/PwvJYE4tgn7MIgw1Kfcfwyfz9T/l14QBoK6JOmvnzgOsE1dbgX9PRT4WNgvr6mgv34H4f+L+Tcv7Z/Cb9TcemQT+yZ8pmT+1xg/2u6CsL81ya7N6i/+Rf0K40E11cNAk1D/hi/p7D7scLt2l9BdGLCrS7fYusXz4cVXJLtLi4Uts9sF+HvXA/+6RdKt5X/q+ofxD5n6u0zz8WHpr65TeP23jg+KI19fU10jFCbgdy/tn8Jv1Nx+ZBPDNmHwT3jd9UKYnm5/XZPR9UIY6lPu/5HPlUw3maaLtPG/4F2rPggXhvp/xyAM24T9L+CX1G/Qj6spxA8GiTXfl099LvyUud6u7e3zfsDf+8dujbyr40eD/8jG/LWZ6nbrfy7ddDlCx6CPdGdfnrD/RfVPCfstSvsX56c3tx/WxLo97tcflb+kZP4RYT12FWIw7C9lz1elNqgHdoYICBJrvi/wc+HDz0TwwZffD+h8v7Cr6tYDfsr/p/rKH8y/638/4j8IA0EYjv+Vr/9cU121659PyW9U2r84P725/bAm9tt9onx5O/2Mn//XsgRhHzbSbg3tn+s3qAd2hggIEmv+DR9qpLu5dNVaCxtY12thkK4BoRq2ayTdtN8fn0P5Sj7fFX5K89y1j/uoDvxLIv9+fPK5QRjoNqR1cwn6y7osCAdBOIYBbBPWraa6zkN9dU19Vlvzm5b2D+a3a24/oIn9pp8oHy+ZvzdJoSamayP9nwtspx9rpNgm7Kvq95Pp6ZJa1Dx/R5DJ8L+BxWLl5+cbGBjQ6TTw6e4vOjq6pqbGz8+PSqV2u4XjeHZ2tpKSkqys7LdNW2lpaXNzMwBAU1NTWlr6ywNyOJzy8nJdXd0vD8LlcsvKyr4qyM/iG8qFiB9JcXGxrKysQCCQkpISViKDwSCRSHQ6/VOh+Hx+cXGxjo4OgfDPX24sFovD4fxeh+l0GzLxjxrLf+AH/DVRJZyu6hZVt1D/QtARCAQtLS2ioqKVlZVfsp1/eXm5hIRETU2NtLS0oqICQI0U8Z9BYs3H+WGT8V/IF9bST/k+eOf1ztbW9vvF/3kLg+9RU/+ltJEi+l/wSzW3z9f+D2hiXV+h1tbWV69ewWtFRUU7O7uviioxMbGurm7AgAE0Gu1bJvFjfKY5fKf6/Rc1hZrnHwGO+BgA4ACAIUOGzJ49G35zjBs3jsVimZqaKikphYWFAQCmTZsGPR8/flxOTi4vL09RUVFCQqKjo8PX11daWvr169fHjh0DAKxfv/78+fMAgPfv32/cuBEAQCKRdu3a5eDgAAB48uRJc3OzhoYGAEBZWbmtre3BgwcAgNDQUBzHm5ubv7yWQBDw8/MjEom7du0aNmwYAMDb27urh/b2dh6Px2Kx4OF5LBbL0tKSTCa/f/8+NzcXABAeHv7lpbRz504QBJ48efLlQf4FIAjweLzW1lZLS8v169eLiIiAoP+VCAC4vLy8kpLSvHnzAgICKBRKdHT0woULyWTyjBkzZs+ePXPmzAMHDpBIJBqNpqysrKOjQ6VSs7OzHRwcdHV1FyxYYGVlBQCIiIjAcbylpeWrSvvJkyfa2tp0Ol1MTAzDsK4JQ3w5AODbt2+n0Whqamri4uL6+vrr1q3r6Oi4fv06ACA2NlZFRWXZsmXQc11dnba2dr9+/ebOnQsASE1NDQ8PJ5FIoqKi8NSko0ePXrp0CQBw7do1HMcnTJgAACCTyQCAXr164Th+7do1AIC/v39JSQmLxTI2Nra3txem5B+SGgROnjwJAOjduzeNRlNUVGxoaIC3Ojo6OByO0CeHw+no6IDX7e3tCQkJDAYDx/HKysqMjAwcx42NjdXV1blcLo7jfD6fyWTC+IUP+h5/36K6PlkyOI5HRETIy8u/ePHCw8Pjf3kB+N69e6lUKp1Op1AosrKyvr6+OI57eXkRCAQRERFRUVENDY1nz54pKCjAgUlHR2fHjh08Hm/x4sXy8vKwZpWUlB48eCCM8x/T010Dh5rnnwGq5o8DxZrAwEAcx9vb26Ojo0kk0v37952dnaWkpDo6OoYOHSopKdnU1CQQCCwsLLy8vHAc37BhA51O7+jo8PPzAwCcP3++oqLizZs3CQkJUBISijWPHz/GcZzD4fj5+WlqaiYnJ8vJyQUHB1Op1MGDB0Ox5tixY8nJyUQi8asGWl9fX0lJybq6OhzHbW1tvb297927t3DhwgULFixevNjKyurNmzcTJ0709PRcunTpgQMHevXqZWRk9OjRo7S0NAqFsm/fvvDw8AULFsyfP3/+/Pn379+/efPmrFmzjh8/npeXV1BQwOFwGhsb8/Pzy8rKlixZ8mPEmqdPnyopKWEYtnHjRklJSRAEKisr//8uwCUlJbdu3drW1paWlkYkEufNm3f8+HF5efmysrLq6uqmpqbMzEwMw/bv34/j+OnTpwEAa9euFRUVXbhwIZvNzs/PX7JkSV5eXlVVlays7FeVtqqqaq9evbKysl6+fFlSUoL6zX8HAPjs2bMNDQ2rq6tbW1sPHjwIANi+ffvy5csBAAUFBStWrAAAJCYm4jg+b948AoFQUlKybds2AMCbN29sbW21tbUTExOLioqsrKwmTZp09uxZ2E59fX0BAEuXLs3Pzw8ICAAAXLlyJTU1Fc4Ly8jIpKenm5ubOzg44Dh+5cqVLxksMQxzc3PLzs7OyMiwsLC4desWn88vKysLCAiYNm1aa2trfX19cXHxpEmTJk+enJycnJOT4+rqCgDYv38/i8WysLAwNTXFcXz37t3KysoMBiM/P3/RokWamppRUVFdxZqrV68CAI4cOZKQkLB9+3YJCYmUlJT6+vrAwEASiXTo0KGysrL6+vq8vLzm5mYcx8vKypqbm8ePH08mk4lE4tmzZ/39/QEAFhYWFArl1q1b31us8fPz8/b2plAoI0aMsLOzgx8ksH4jIiJMTU1bWlpYLFZqaqqamlpubq6amtqePXsEAkFnZ+fbt28ZDIa1tbWLi8vJkyefPHkiLi4eGho6aNCgRYsWNTY2BgcHq6qqBgcH4zheUFAAAN5ViPxoes6cOTNo0KAxY8a4u7sjsebPAZkMfw4GgwEAEBER4XA4PB4PtiJVVVU6nT5jxozW1taGhoaEhIT09HRra2sAgJWVFY7jAoHAzMysT58+q1evVlNTW7VqVWVlpdAARSAQYBimra0NACCTyZ6eno2NjWw2u7W1FcMwQ0PDwsJCAoFApVKNjIw6Ozv5fP5XpRnDMBKJNHXqVB8fn4yMDGNj47i4uAMHDkRERERGRqakpLBYrMTExGfPnp08efLmzZuNjY0VFRUHDx7kcrkEAsHU1DQ6OvrgwYPv3r07efLkypUrr127duHChUuXLgUEBBgaGr5//z4wMNDAwKBPnz4PHz781kX+cQYOHLh+/fqAgIDx48c7OjoCAFRUVIR36XT6unXrpKSkLC0tVVVV9+zZg+N4fX29hoaGsrKyubm5oaFh//79Q0JChgwZMmPGDFFR0alTp86dO/fhw4eampoWFhY3b96UkJDg8XiNjY1flTA+n19YWOju7j5y5MipU6d+42z/SVAolLy8vJqaGgkJifnz5/fq1au1tRXeIhAIcA6lvLycy+U+efKkV69empqaI0eOBABISEj4+fkVFxfb2NgcO3bszJkz586d43A4FAqlpaUlIyNDWlp6w4YN+vr6Bw8elJSUPHXqVFFREY1GGzlyZFNTU1NTk4mJiUAgEAgES5YsAQAIn/splixZEhkZaWJi4uXltW3bthEjRjx+/FhDQ0NBQeHRo0f9+/c/c+aMtrY2h8MxMDCwtrauqKhwdnYGABw7diwvL4/NZmdlZe3bt6+srIxGoyUmJhoYGERHR7u4uEDpR4iWlpa8vPzcuXOdnJwkJCQOHDggLy9vZWW1Z88ee3v7nTt3amlpbd++3dDQ8MyZMwAAHx+fbdu2qampEQgEUVFRBQUFgUAAAFiwYMHw4cNhcX1Xqqurnz9/Pnbs2IiIiI6ODgBAS0sLvGVhYdHS0nL79u2rV69GRERoaGjw+XxfX9/Tp09PmDBh7NixmZmZYmJiPB5PTU3NyclJWlpaVlaWyWS2tbWFhoYeO3bM19f30qVLa9asyc3N1dfXBwC0t7d/Pj2TJ09+9OjRtWvXZGRkvutEOeKXAok1X0RJSQkAAMMwPp8PW5Srq6ujoyPUwQAAoHqGSCSyWKzbt29v3rw5Pj4+LS1t+/btaWlpq1atYjKZGIYBAAQCgaKiopKSEgx4+/ZtgUAgKyurqqrKYDCCg4Pz8/MvXrzIZrPT09MdHBwuXLjwVUklEAiNjY0CgYBOp3t7ezs6OrJYLHFx8aioqCdPngAAbty4AQAgk8l37tx59eqVtbW1gYHBkydPVFRUeDwekUicPn26rKwsnKUSCARcLtfU1PTly5dv3751dHSMiooKCwsTExN7/PjxnDlzvlEB/wPnz59/9uzZy5cvP1MaNBrN3d2dRCJlZmbiOE4gEAICAiZNmmRjYyMQCMhkcllZ2cOHDwUCwYIFC3R1df39/Q8cOODg4EAmkysqKlauXKmiorJ79+6vTRufz1+8ePHFixezs7P/Wy4RAMeFJlP/M4zg8Xi2trZycnJz5szJyMiorq6eOHEiAEAgEKiqqsrJyfXu3Xvy5MkBAQHHjh2ztrZetmyZqakphmHFxcVQISolJQUAkJSU9PX1ZbPZHA4Hw7CTJ09OmzZt6NCh169fp1KpBAIB1n5ZWdnnE+nn5xcQEBAQEGBnZxcYGPjs2bOOjg4jIyNra2slJaXs7OyJEycOHTpUSUlJXl6eQCBgGKalpSUhIRETE2NhYaGgoNC/f/9FixYZGBgIBAKYZT09PWNj424P6tu375UrV6hUKtRBhoaGYhjW2dlpYmLy6tWruXPnCgQC+NkDI+HxeBiG7dixw9LScuzYsV5eXqqqqgQCwc/Pb+XKld+oij7H9evXHR0dV65cKSoqGhQUBAAQLokgEAgdHR3Tpk2bMmXKtm3bNmzYYGJioqWllZOTc+XKlXv37k2bNi0yMlJGRubSpUvGxsZ9+/aVkZFZtmxZVFTUkiVLgoODe/Xq5erq+uzZM0VFRThXBav1M2AYRiAQrly5cuPGjWnTpn3fzCN+GdCZUJ+DyWS2tLRwudyYmBgikWhkZIRh2MuXLxkMhri4+KhRo+7du3fz5k0zMzPYJcGBTV5e/v79+2lpaRMmTFi0aNHNmzfl5OTgpAkAgEQi1dTUvHr1yt7eHsMwFotFJBIbGhpKSkoqKyuHDh26Z88eqHuH/v39/SdO/Io0w1DHjh1TV1cHALS0tEybNs3c3FxWVjYtLQ3DMA8Pj8jISB0dHXd3dwaD8fLlSyMjI2HwrKysEydOiImJjRo1KikpCU7rwNVVNBqtoqLi5cuXIiIi0tLSvXr1unfvHvghxp7nz5+Piory9/dvbm5OTEwEf7eb5HA4FhYWkZGRbDZbW1t7+/btAwcOlJOTCwkJoVKp9fX1AAAmkzl58uS1a9fW1tZCk6bt27cbGxufO3euo6Nj/PjxN2/eXLhwYVcl0JdgZmZWVVW1ePFiCoXi6up6FVz9dpn+sxAXFxde19fXc7lcMTEx+K3PZrOHDBmycePGFStWLF68uLOzE5pDMRgMGo3G5/MLCgr69+8/bty4oKAgLy+vtLS0qVOn1tfXv3r1SkxMrKSkpKOjQ0REBABApVKhyNvS0lJUVLR+/frbt28DAGprazs6OuDHhrm5+eeTeujQoQULFjg5OQEAZs6cuX79eiMjo7y8vLS0NDjdQ6fTq6qqREVFs7OzBQIBlGwYDEZ1dbWsrGx9fb2UlBSBQMjKyoJ6WQBAdHS0sbHx2LFju75CERER6enp0dHRUMjz9fVds2YNjUbT19fv6Ohoa2sT+mxtbWUwGFwuF+pICAQC1DTDlx/DMCaT+U2q6fMMGDCgqKjI1dW1rq7u5s2boIucxmQyxcTEpk+fLikpGRYWtnz58kGDBuXn50tISKxdu5ZIJCYlJSkoKHR2dvbt29fW1ralpSUgIIDNZoeGhs6dO1dPT6+lpeXo0aMzZszIy8u7d++eg8MXJYnP58OPT21tbVDzfbKN+MVA2prPcfLkSTk5OWVl5fPnz9vY2MjKypaWlhKJRHhXUVER6jAsLS1hpwnV17W1tTdu3IAzNWJiYsnJyQKBICMjAwDw9OlTLS0tGo02dOhQ+M0RGxsLu0LhQ4WKaDKZXF5e/h91p0QiUVJS8s2bN7q6uq6urjiOS0tLC7+JyWSynJxcR0fHvXv3UlNTyWQyhUJpa2tTUlLy9/fHsP9fKEcgEMhkcmpqanFxsZKS0rhx49LS0ry9vQ8dOvRf0vblbNiwQUpKys3N7cyZMx8+FMdxKpUqJydHIpFggslkcl1dnaamppKSkq6u7p07dyQkJBITEzU0NJycnOCiXyqVunnzZjk5uTFjxuTk5Ghqap4+fXr8+PGgi87gH1m1alV2dra5ubmNjQ20hED8O6D1Q1BQ0MiRI5WUlHJyciZNmsTlcoUeFixYYGlp+fr168WLF/fv3x8AcPPmzcLCwpKSkrNnz06dOtXIyCggICAvL09ERCQtLU0gEOjr6x8/fjwqKmrChAmPHz/u3bv3qVOn/Pz8SCQSACA1NVVLSwtan1RXV5eWlq5fvx4AAG3nP0NFRUW/fv0GDhzo6el58uTJefPm+fv74ziurq7e2tra0dFRVVWVlpY2bNiwPn36wMiJRCKO4w8ePGCz2TQarbKysqqqysDAoLGxUV9f38rKSkNDY/DgwRUVFV0flJaWtmzZMk9PT3d39zlz5tTW1qqpqbm5uV2/fl1BQWH37t2ioqLQKnbnzp0yMjIFBQV3797l8/liYmJXrlzZvn27pKSkQCBobGyESxa+N/379xcTE6urqxs5cuSuXbu63rp//355ebm5ufm6des8PDyysrJu3LhRVFTE4/EKCgoyMzPd3NyMjIw6OjqcnJwOHDhw9uxZDw+P5ubmLVu2LFq0yMvLa+zYsQoKCkwmk8FgwK0rOBzO59PD5/MPHz58/fr1nTt3enp6fsecI34lkLbmk8ybN8/Z2VlOTg4qivX19ZWUlC5fvpyZmQm/LOFKihcvXgjVm76+vllZWa6urioqKkwmc9asWa9evUpOTnZ1dR0xYkRNTY2hoaG7u7u6unpISAiJROLxeKNHj54wYUJjY6O3t3fv3r0BAMbGxidPnrx27Zquri6TyZSUlAQAcLlcuJTjH9HS0lJTUxMTE4M/xcXFIyMj9+3bl5eXB4UnKSkpfX19aOtDo9E2bdq0aNGiYcOGjRw5UlxcvKGhAcOw+vr60aNHt7e36+jomJiY1NTUEInEW7duAQC0tbWhBvjx48fwEYqKit+04D9CSEjI0KFDHz16ZGZmNmLECPDBbI9wzgLDMF1dXfgTfrkSiUQymVxVVcXhcLoaKtnZ2WVkZKSnp9fU1FhZWcHpv8LCwufPQV1d3RdmysrKytXVNT09XUdHZ9KkSefBjxg8eiTZ2dlSUlIvX76Uk5MbPHiwsbGxmpqajo6OhISEcK7BxcVFTEzMy8sL/uRwOFQqVV1d/cqVK6tXr2az2TiODx48ePbs2WJiYi4uLgoKCv369XNzc7t79+7du3ft7e0nTJgwa9YsOBsLNXN+fn7379+Xl5eXkZHx8fF59w7weLzPJ/XKlStz586F77+FhcWQIUPevXsHAFiwYIG5ufnw4cPhep9Ro0bB9zAxMRE27bVr16qoqEyZMmXRokUDBw6kUqltbW3FxcWrV68eP368g4ODhYVF1wctXbq0sLDw6NGjAICcnJz58+dv3br15MmTFy5caG9v19TU3Lp167Bhw16/fv3y5UtbW9vc3FxVVVUikdirV6+IiIi3b99Ci+nOzs7JkyeXlJREgshvV2MfIS0tbfny5UFBQaNHj4ZLO4XAUs3LywMAeHl5HTp0qKioiEAgqKurV1ZWslisS5cuPXjwID8/f8iQU7YraAABAABJREFUIQAA+PWoqam5ZcuWc+fOQWNEJyenu3fvJicn+/j4AICzWKyuH4Qfkp6evmjRIgDAb7G3FuJbgfat+Ti/1EYa4Gt2UmEuZ7a2tn5mMkUgELS1tXWdlq6qqmIwGOrq6o2Njerq6k1NTTiOk8lkPp/P5/PFxcX5fL6IiEhWVtajR4+WLl0KACgqKoI258bXjb/3VhDYJuyo4lEHB4f6+npNTU09Pb2/bSaGgVWrVru5uXl4eLS0tBw/fnzhwoVMJnPPnj2dnZ1kMnnq1Kni4uI7d+6E1gxdY2YwGOXl5SoqKl1LQ7gV6Zck7ENHtDHGvwDDwLVr1+Xk5LKzs318fOAYBgC4cuVKfX09HJk+pLa2lsViaWpqfj7ypqam2tpaAoGgpaUFZ3za2tpqa2t1dXWh3q62tpZOp0tISBQUFBgY6P/jbih4IM7lcsvLy1NSUkgk0tChQ5lMJlS0wC8KHo8HGwgAAMdxTU3N1tbWhISE0tJSLy8vUVHRbdu2jRkzJjo6msPhbNiwgUAgpKamPnnyZNGiRaK7Rbvum8fj8Z4/f3737l1fX18fHx8AgEAgiImJuXXr1uLFi+HeEwwG4+nTp+7u7idPnjQ2Nh4yZMirV68uXLgwdepUAoGQlJQ0b968ron/8nr5KrBN2EHZgy4uLufOndu0aZOoqCjW5cTZxsam5uZmKF5wOJza2lp1dfWGhgYCgSAjI8NgMF69etWnT5+TJ0+OGjVKT0+va8xtbW2VlZUYhmloaMCO6OjRo4cPH/rHmuKu4+7atUtBQWH69OnfO/uIXwck1vQofsp2fD9ArPnMQ3/idnyIb8Uv9RXxi2zH950e9F3Fmk89Dm3Hh/iRILEGgUAgEAhEDwGZDCMQCAQCgeghILEGgUAgEAhEDwGJNQgEAoFAIHoISKxBIBAIBALRQ0BiDQKBQCAQiB4CEmsQCAQCgUD0EJBYg0AgEAgEooeAxBoEAoFAIBA9BCTWIBD/D4Z9ZDtUoePn7yIQCATiVwAddfkzgSNit32eP+qI+Fl8viJQNf1eoBaHQPR4kFjzy4G6169FOCx1VZx0+9mNz9z9vPblC+MUXne9QPyaoKpBIHoS6Eyof8Pnx1FYol1HuK6hunn+lMuHob7JSCk8/g0PxOF114tufv6XmEAcHn7bLYgw1KfcfwAflslHa+dTfD7gFzri+D8U7P+HDfqdCvaX4jdqcT+siXUL+/0e9E1euZ7X8yB+WZBtzVfzJT3dh71t174SugsDdnX5jHocwz5y8XUp79KJwM6i2wX4e+8D/7pF0q0z+tT1L86HY9jnR7jP8/+FFvRXIXx4Af4n0/Tsgv0e/EYt7gc3sd+lLf+CPQ+2CYN/wuuuF938dPP8YRBhqE+5I34kSKz5jnxqpPxaceRb0bUL+Lwf8PcW3q3f6er40eC/7AD8ma/trrc+/2n+YfX9f34/UMb8jaCeXLC/CD+9xf3gJva7tOVfLbW/oJiF+IYgseY7Ar8FP/xGBB8MjT+m5/3CxtatDX/K/6da+w/mw8/oz3xYf1Q386lbXf38Q2xdtDWfS+pvVbC/Iz+9xf2wJvZ7teVfLbW/mpiF+LYgsear+cdxtKvKGvv78uCuivFuAaGOvWsk3VTfn9E0fBWfb8yf0p12baXCTqGbYvYfI/9OfDiVIBzePjrOffO//0c4zdTlcf+7CPr9CvYX4bdrcT+sif1ebfnXSe2vJmYhvi3IZPjraGhoEBUV5fF4KSkpzs79wbeTNn4YAoEgLi6OzWb36tVLRkbmZyfnn/noV/WnvsK/CZ+qUyaTmZSUBAAQFRW1sbHpequ0tLSoqIhIJOI4TqfTbW1tsZ8119hz+bbyPeKPpZsMhH/UzP8DP+CviSrhdFW3qLqFQoLOzwKJNR/hFxyPvrCWvu0H1i/SLIXf0I6OjitXrgwNDY2KetFVrJGSkm5paYE/zczMMjIyjh49OnfuXOiira194cKFfv36CSNctmzZnj17Ll68OHHiROgiLi6ekJBgaGjY9XF/S8NXFixnLYdMJn9VkD+ZX6rFfb6t/QC12ZdMkfzraL8TP0dN+2U56ujouHv3rr29vY6OzvdOEuKXAEd8AAD4s2fPAAAvXrzIzMy0trYGAJiZmbFYLEtLS0VFxZiYGADAnDlzoP8jR44AAGJjY/v06ePg4IDjuLe3t4GBwZYtW4KCglRVVdetW7dy5UoAwPnz5/fu3QsAEBMTGzx4sKurKwBgyZIlVVVVoqKiAIBFixbhOH7nzh06nd7Y2IjjeF1d3ZfXEggCfn5+AIDIyEh3d3cREREZGZmmpqZu3urq6pYtW1ZdXf35qL6u1L4bAODNzc1xcXH6+vovXrwwNDTsWiAA4EpKShMnTty9e/fq1atJJNLs2bNPnDghLy+/devWLVu2HDt2LD4+HgDg4uJiZmbm5eVFp9NPnjw5bdo0f3//sWPHmpmZEQgELy8vHo8HI/xIGoJAdXW1oqKisrKysrIyAMDHx6erh507d9JoNH19fQ0NDRAEOBzO9y2UngUA+IIFCwAAU6dO1dLSIhAI4uLiDQ0N0DEmJkZOTu7AgQPQM2x9165dW7t2LQAgISHByMjIzs6upqYmODgYVs25c+fk5ORwHL916xYAYNOmTVFRUePHjxcREYmMjLxz5w7s/V69evXmzRsAwO3bt4Up+YekBgE6nT5w4MDk5OQTJ04AAPz8/OCt1tZWPp8v9FlbW9vc3Ayv161bZ2VlxeVyeTyelZXV4cOHcRy3sLBQUFCAzZPH49XV1eFd2h0IAmPGjIF9xc6dO4uLiwEA06dPh3fb29srKysFAgEM297ejuM4h8O5d+/e/v37a2pqamtrRUREVq5cyWAweDze927OMP7Hjx8HBATo6ekNGDBAUVExLS1N6OHkyZOKiop9+/a1t7fX09Pz9fXFcdzc3FxCQqJXr14iIiLi4uJBQUFiYmLS0tJ0Ot3c3Hz9+vUdHR2zZs0yMzNTUVGRlpY2NDT08/PjcrmNjY2fzxEIAh/9+66FgPhFQNvxfRxJSUkAgJqamr6+flJS0oIFC27evEmhUOh0ukAgEBUVVVdXb2hoAACwWKx9+/YNHz7cwcGBTqe/e/eus7NTIBDo6OhMmDCBSCROmjSJzWYfPnwYAODk5HT+/HkAQFhYGJRpXFxcTpw4ERwc7OXl1dnZeeDAAQMDA21tbQAAhULJz8/v06cPAM1fm35DQ8OnT5+OGTMmPDycQqEcPHjw5cuXZDKZSCTOmzfPysqKRqN1dHSkp6cfPny4vr6+d+/eq1atevny5cWLFzkcjkAgACbftkT/E1euXFm9ejWFQrl27VpeXh4AoKOjQ0REBN5VUlKaO3euvLx8dXX1rl276uvruVyuj4/PuHHjOjs7xcTEamtrAQDz5s0zNzevra19/Phxc3OzQCCQlpaeN29eW1tbVVWVgoJCQUHB9u3bAThfV1enoKDQLQ18Pn/w4MHHjx9vbW3V1NSkUqld7z59+nTq1KkmJibGxsZur92QquZr4fP5ioqKu3btkpWVXbt27fbt28PDw2ExkkikXr16LVy40N7evlevXvPmzRMREXFzc0tJSQEAdHZ2dnZ20mi01NTU2bNn19XVkUgkgUCAYRiDwdi+fTuNRjM3N3dxcamvr798+XJHRweO43Jycnw+//Lly9u2bRMVFcVxXCAQXLlyBYAJra2tsPl/in79+i1atIhGo3l5eS1atGjUqFElJSX19fXR0dF9+vSRkpKi0+n19fWzZ89mMBhBQUEBAQFUKrWiokIgEBAIhLq6OqhNnDx58u7duzEMS0hI2L9//6NHjxYuXAiIgMfjkUgkAICjo+P169eZTGZhYSGPxwMAwJnNzMzMzZs337hx4+jRo8OGDYuPj4+Pj5eUlLx161ZSUhKGYWvWrImMjBQREUlISNDV1fXw8AD6P6IS79y5c/HiRQDA+/fvAQAlJSUWFhbwVlNTE5lMfvnyJZVKXbZs2fPnzwEA9fX1mzZtWrx4cX5+fkFBgZKS0s6dOy9cuODo6CgjI6OrqyshIVFYWLhmzZpx48YBADgczuPHj9ls9qhRo0D/f0gMHojz+fyJEyc2NDRgGGZra7uFtOW7Zh/xi4BMhj9ON8MId3d3Op2O4zgAgMvlmpqanjhx4ubNm5mZmampqQUFBSYmJgAA6IHP53t6elZVVWlpaenq6m7dulVSUhL/S7UtEAiIRKKamhr8SSKReDwehmECgWDp0qVOTk5nz55lsVgAAAKBUF1dLZxe+aqUjx071s7O7vbt235+fm1tbcHBwRUVFdXV1VeuXFmzZk1zc/PevXtnz549bdq006dPt7W1HTx48Pbt22PGjLlw4UJJScmrV68AAEwm87+V4jdj7ty5Tk5O48aNk5aWdnR0BAAIZRoAQE1NTd++fXV1dZ2cnLS0tEJCQggEwtmzZ3V0dExMTJydnWF5jho1ysbGZtiwYQAAHR0dKpV69OhRMzMzBweHq1ev9uvX7+LFixcuXAAf1D5EVVX17NmzFArl1KlTPB4Pqt+EiImJHTly5Pz58zD+169ff8/y6IGoqqrq6OjIysoCALZt22ZlZZWRkUEgEAAAEhIS586dAwAUFBQwmcysrKwpU6bIyclxuVwAAIlE8vT0TE9PHzRokIODg6ur65YtW/h8PplMTklJgd8ksFJGjRo1YsSI1tZWNpvt6el59erV48ePv3z5Ul9fHwocBw4cAACUl5d/PqmLFi3y9vY2MTEZP368o6Ojvb391KlTvb295eTkAgICnJyc7t+/v2vXLm9vb319/UmTJj179iwjI6O1tbWoqIhEImEYBmUUEolEo9HWr19vZ2fHZrOXLl0aGhoKAGhra4MP8vb2trOzCwwMPH/+fElJiYKCAoZh9fX1vXr1iouLu3HjxpYtW+bMmdPU1LRjx46rV6+qqqoaGRnhOG5rayshIQEASE5OdnBwgG9ja2vrd6o7ITNmzFBUVHR1dVVWVu7Tp09iYqLwFolEqqio2LNnz+PHj/Pz801NTQEANBpt7969tra2Bw4cIBKJMFRdXV1CQsL48ePLysoaGhoqKioWLFiwYsWKBw8ehIeHe3t7l5eXv3jxAgBQXV39mcTweLzDhw9fuXLF1NRUUlISPhHxJ4DEmo9jbW3dt29fDocDf8bFxQkEAuFdNps9aNCgZcuW3b59G3a4vXr1Et7lcDgLFy588+bN9evX582bd//+fW9vb6GIwOPxjIyM9PX/9/WEYRiXy4VfnOfPny8rK5s1axaNRmOz2U5OTvn5+V+Vcig/bd68ec6cOTo6OomJicHBwQ0NDcePH4+Ojl65cuXr169LS0tJJJKVlZW8vLyYmJi8vPyLFy/U1NR4PB6ZTKZSqYqKigCAsLCwf1V43x4VFZWoqKjExMSWlpbU1NRud3Ecp9FosrKy4uLinZ2d4uLiXC7X0dGxuLi4qKgoLi6OTqcDAOTk5AQCwbhx40pLS4cNG7Z27dqysrI7d+4sX748MTHR2Nh46tSpcGCTl5f/VEq2bt26du3azZs329nZdXWfPn36vXv33r17t3HjRvBPHS7iQzAMg0IMBMr6wmtVVVV3d/c9e/ZERkbyeLwRI0YIfZLJ5IMHDyYlJUVERKirq48YMWLu3LlCNQ8AgM1mQ5+dnZ2JiYnFxcVUKvXKlSv5+fl6enpRUVH9+/eHfsLDwwEAZmZmn09qv3794uLiVq1aRaPR5s6d29bWxuVycRzPzc2tr68nEAje3t6+vr5NTU00Gg0AQKFQvL29RUREVFRU+Hw+n8+3tLQU5rqiogL6UVRUlJOTAwAIDflJJFJxcTGGYRwO58yZMzIyMgQCIS0tjc/nHz9+fNSoUQMGDBDmbuPGjffv34dajc2bN2tra7e3t4eEhNy9e3fs2LEAgG76xW8Ol8vNzc2Vl5eH5X/w4EHYFiA4jpPJ5Orq6pCQkIcPH0IzF4FAoK6u3q9fv6ysrFGjRtXV1fH5/NmzZ69du5bP58fHx69du/bOnTvR0dEdHR3+/v6+vr47duwwMjKC2qDPtFMAQGlp6eLFi93c3DZs2JCbm3v//v3vmn3ErwMSaz4OkUik0+nv378vKSkJCQmBU0jCfhaKDjo6OkFBQbB/6drP0un0CRMm9OvXz9LScs2aNYqKiv3794efoc3NzVQqNSsra+PGjaWlpfHx8ZmZmd7e3jiOv3//vq6uTltbe/PmzfX19RiGkUikysrKRYsWfVXKodZXQUFh0qRJ/fr1y83NheYFxcXF1dXVRUVF5ubmKioqAoHAysoKqnwLCwsHDBgQGRlpY2NjaWkZFha2ZcsWAMDQoUO/TWn+Z2bOnCkjI5OXl8disT6cHurs7Dx06FBNTU1CQkJ9ff2hQ4fIZDKGYXBmQSiPrlmzpqGhISQkREND4+HDh2PGjCkuLraxsVm1apWWllZhYaGYmBg05vgUW7ZsCQ4OnjVr1rx58+BoVFdXB40eOjs7ORwOg8HAkQ3+vwKKIJB79+5lZGQoKCh0LUwLC4vU1NSRI0c6OTk5OzsL3Ts7O62trZcuXerm5vbixQs/P7+qqioAAIfDsbW1HThw4IULFyorKwEAjY2NtbW1BAIBNmRpaenTp0+fPHnywIEDCQkJAICmpqYvSaqtrW14ePiOHTseP35saWm5Y8eOvLy8zs7O1tZWW1vb4cOHP3r0aOrUqeLi4sK5SAzDOjs7m5qaCAQCn8+HBuzQDgAKMXFxcbm5uUVFReCv7gUAEB8fX19fb21tfezYsatXr+bm5tJotLS0NFFRUUlJyfb29ubm5q6y4IdIS0sLI4Qy1vfj4sWLkyZN6ujomD59ellZ2d69e7vWKZ/PV1JSOnjwYERExLx58x4+fAgAYLPZY8eODQkJef78eUNDg6mpaVVV1fz589PS0q5du9anTx8Gg+Ht7V1aWnr48GEmk2llZVVTUwP+UtZ2jf9DIiMjcRwvLy+/cuVKaWnptWvXAADw3UD0bJBY83EaGxtLSkr8/Py0tbWXLVvGZDI/7D6EUo6uri68EAgESkpKNBqNxWKlpKQYGRkpKChkZmZKSkoSiUQAwNmzZ8eMGaOgoLB582YtLS17e/va2tpt27YxGIz8/Hxo2QpXDrNYrLq6utLS0idPnnxVyrOysgAAvr6+Ojo658+fV1JSOn36tLy8/PDhw1VUVG7dumViYiIrK0sgEJ48eWJvbz9v3rxZs2bBr0xzc/PExERPT88hQ4YAAKAV868Ai8WqqqoiEAjy8vKwQ+xGfX09iUSSkpICAKSmplKp1JiYGD09PX19fW1t7Vu3bomIiBQXF9PpdDjS1NbWNjY2Ojs7a2pqKigoREdHu7q6pqamuru7AwDg7EY3NmzYsGHDBnFx8fLy8gEDBvj4+LS2tg4cONDV1bWpqenRo0czZ87U0NCAVquf/45EfEhZWVlCQoKnp6ejo+OwYcOUlJSmTZsG1aVlZWUAgL1790IN2cSJE7s2RjKZLC0t/ebNGw8PDxcXl3v37tFoNAzDmExmc3Pz+vXrW1pa9uzZc/XqVQ8PDxaL1b9/fzjMs9ns/v37z58/HwBw4cKF9PR0FxcX8AWTNUwmc+vWrVAl8/LlS1NTUz8/P3l5eQ8PDw6H8/btWzjHpKOjw2AwAADFxcU4jkNTucbGRjKZnJOTk5iYqKqqKiYmNn/+fAKB4OrqKpxXFXYs+/btAwBcvHhx2rRpcJkeh8MJCAjgcrnOzs5mZmYPHz6EmshuJCcnM5lMYTyw84ECwfdj0KBBIiIiEhISXC5XXV292xcCgUBobW2FVm4SEhJwuSKO49evXw8NDV25cmVSUtLt27cLCwuhYRMUWdTU1MzMzHx8fK5evRoXF9fW1kahUFpbW6F2vKsG/UOGDRvm7e2trKx86dKltrY2qCFDRm9/Ashk+OPIysqGh4czmcz09HRjY2MymUyhUDAMO3/+PIvFgh2Qr69vamqqrKysUNe6cuXKxsZGDMOWLFlCpVJdXFz69++fnJxMoVAsLCzKy8ttbW2NjY2Dg4NjYmJgA8MwTFJSkkQiTZ06dcaMGfDRkyZNolKpdDpdSUlp9OjRN258RcqdnZ0rKipgJ0ggECQkJAYPHrxx48a3b9+SyWQul+vk5ESn0/X09KSkpFasWLF3795Zs2YRCARjY+OGhgYymSwhIWFhYZEO0r95qf5r2tvb5eTkxMTEoqOjodzQFSKRePfu3dWrV0MVl9Cdz+cDANhstqKioq2tbVdhZcaMGRMnTty0adPBgwcJBML58+f9/Pxu3rwJu/6WlpYP5ZLW1tZJkyZhGMZms6WkpMhkckNDg6ysbGlpaUNDw4ULFy5evPj48WMCgXAFXIH24Igvx8HBobGxEQAgLy+vo6Mze/ZscXFxOzs7f39/OCUKABgyZIimpiZ8twEAhoaGSkpKGhoaly9fDg4O7ujoIBAIEyZMmDFjBplMDggIwHHcycnp6tWrGzZs2L9/v46OzpUrV5ycnN68eSMtLa2lpQUA8Pb2zs3NZbPZEhISRkZGFRWgurr68ybDoaGhFy9efPToEY/HMzc3NzExsbe3T0lJGTFihIKCwtq1a4cPH753794FCxYQiUQikfj+/XsLCwsGgzFw4MDY2Fh7e/vDhw+fPXt28uTJbW1tVlZWmzZt2rVrF4PBMDQ0zAN5wgeNHj06Pj7e39+fSCTevn3b1dUVaiu3bdsWFhb26tUre3v7wYMH83g8aWlpKJPZ2Nioq6svXbq0T58+wragp6cHyoGSktI3r7WuiIqKTp48WVNT8/379+vXr9fQ0Oh6l0qlwo8TJSUlW1tbf3//mJgYb29vHo+XlJSUk5Nz6tSp4cOHgy7KKoiVldWjR48mTpwIzcCtrKyam5vr6uoAALW1tXBZ4kcRfgI1NzerqamNHz8+rSMNfW/8CaB9az7CL7WLBuQP37fm8eMn5eXlZmZmMjIyRkZGXbeWwTCwa9fufv369e3bFwBw7do1DMOMjIxu375NoVC4XK6NjY23t/f58+cVFRW9vLy6Rf706VMymezm5gZ/tre3i4mJ/vd9a36Rovtd+KVa3D/uW4MH/m89toSEhLi4OAAATgnR6XRZWVk+n///q7UBgKuuBAJBW1vbs2fPnJ2dxcXFjx8/zufzR4wYERcXN3HiRCKRWFhYGBkZOXLkSNmDssJ9a5oWNt2+fXvixIkUCgUAkJycXF5eDqeGGQzGpUuX/P39paWlGxsb7969O2XKFKiVCQsLS0lJmTZt2tWrV4cMGWJkZNTU1CSM9jvRdYe6j8JkMtvb24USajfa29uZTKacnNzLly9xHIdKUwiHw4GT8vCnoqIikUg8d+7clNIpjGUMMTGxf0wPi8UKDQ11dna2D7dHDfNPAIk1iF+dX2eXYQQCbcf3UX617fg+lR4k1vwJILEGgUAgEAhEDwGZDCMQCAQCgeghILEGgUAgEAhEDwGJNQgEAoFAIHoISKxBIBAIBALRQ0BiDQKBQCAQiB4CEmsQCAQCgUD0EJBYg0AgEAgEooeAxBoEAoFAIBA9BCTWIBD/D4Z9ZM/ijzoiEAgE4tcEHXX5k4FDZretnj/qiPgpoFroSaDmhkD0eJBY8yuCetivQjgsdVWrCH/CwhTe+uhhUl3Dfiq2bqG6xo/Gxd+ab1txwtOI8EAcXne96Obnf2kIxOHpjN2CgL8fEfWhOwKB6AY6E+pf8m2H0o+6fI+htOf1uR8WyJdfgL8X4D9+yn8uwh5XsL8Uv0tz+7DqP3UB/v5idH0TPvUKdXvHfq834fMN5PMnZX7Kw2cC/mPzQQ22B4Nsa/4NX9LZfdjhdu0uobswYFeXzw+rH158RbL/3kV+eAH+3trhX7dIPtrVfnj9C/KpMey/m878f6EF/aEF+735jZrblxy+3XXUFPrs9pJ0dfxo8N/rZfiSnkfIP2bt8x6+pPn84T1hjweJNd+X7zeU/gv+8D4XjmEfjm3gg+Hqayvo//Mb9IcW7K/DT29uXziedRsmP+X/UwPqb8eX9DxCPvT2qQbS1f0zKhbwQfP5w3vCHg8Sa74v328o/Rf0yD73w8/obi5dP7WFhdz1Whjkw5mmrpF0+2Tv+pXfVVvzuaT+VgX7O/KLNLfPj5dwmPzoBEe3/119fnQs/134kp7no+qQT/38TAP5kubTI3tChBBkMvxv6DbmfegCh8BuA2e3blQ4lAq9dfPz4fj6UfX71/KPfe5H3btO58PrDyenQRdF7o/kU5LNh34+4+FD94/6+Wg82CYAwD9oa37Hgv1F+I2a22fG5g8vPvT2mUG0B9T+v+t5Purhoxqdr20+Pa8nRECQyfDHwXFcIBB0dSESiTiO8/l8eAHA/7F33lFRLEsD743sLrCw5JxzTpIFBEQRQVFRVBBzzgEjZkHFnHNOKAZQgiKCKCiSc845LrCwsHG+P/rd/XgY3n3vJi93fsfjYWZneqp7ZrprqqurABaLFXR/fD4fi8UiCIIgCPxj+Ok4HO7r8gEAmO98MP74118Dj8dDEKSmpkZbW/t/LuQn4c+fsPveO5GZmdnU1KSsrNzZ2Tl+/PjfcoNQvobP5/N4PDwe/3XDwvdrxOsGXzEsFgsAQBCEy+XicDjBJp/PF7x3cBOLxcKSBe+poHAMBvMr7+YfbSz5u4+Fw7s+QYODr3pU2PjDjxT0nAiCDL8dyC+MKBAF5Xug1ppvg8ViABipiwCA+aXF/n1uFQN+mc7D/PLTN08fUdR/8euvVD7/NAP1n9z5wurb2NjMmDEjJyeHRCLduHED/sRgMHR0dFpbW+Hmpk2bjh07dvz48c2bN8M9RkZGt2/f9vf3r62t5XA4kpKSx48fDwoKCg4ODg8PBwBISEhISEhERkaampqC72hR/9awuQAAAD797Uegn4df2hz7/Wlx7L8fjB2xEwAMAIR/38T9cHP4bf63i/7Hd031puqmTZvWrFkDACgtLd20aVNMTMyIY/z8/BgMRnx8/H8o69/5O04wQb4pecH0AiMjo+/9+tv5wQv44xVSKKMcBOVbAIAAANzc3Nzd3ceNGwcAWLJkCYIghoaGK1eujIiIAACsX78eHnz79m0MBvP69esxY8ZQqdSuri4nJydPT8+lS5fq6+uLiYmFhIRs2bIFAFBZWXn48GEAgJycnJqamqysLJFIdHd3b2xs1NTUBABs3rwZQZAXL14AAO7fvy8Q5teKvRfMmzcPg8HgcDgNDQ1NTc2XL1/+js1SX1/PZDLB3j/1sQEAYbFYpaWlEydO3LFjh4iIyOvXrwW/9vX1qaioGBsbGxkZQdNUUlLSpEmTAAAGBgaGhoYTJ078+PEjAIBGoxkZGSkoKIiIiFRUVEybNo1EIllaWurp6QEAli9fLrjcN2TYC86ePQtfGX19fX19/T+5EUY3ACAbNmxwcnL68uWLkZGRuLi4kJBQW1vb1q1bMRjMp0+fpKWlra2t4cFr164FAKSmpkpISIwdO5bP56urq69du7asrMzQ0BAAsHv37lu3bklJSSEI8uLFC2lp6ZMnT27YsEFSUpJIJMbFxYWFhQEAcDhcSkoKgiCGhoZ2dnYCSf6DqHsBAODw4cNw8+DBgzo6OvDvwcFBBoMB/549e7acnFxnZyeCIH19fU1NTT8ok8vl0ul0WPj/0Ho/A2Av4HA4NTU158+fx2KxNjY2YC/IyMgQ/HrixAkAgJaWlo6OjrCwsIODA+zlpKWldXR0MBiMlpZWa2sr7AYh8+bNQxDE19cXAKChoSEqKgoAuHbtGoIgxcXFP24rwa9MJnPq1KkAgOfPn/99mxflvwJ1Gf4RK1euTEhIePfunZ6eXk5ODgBARETk2bNnBgYGwsLCNTU18LCoqCgajebm5qarq+vk5CQuLs5mszs7O1taWlasWJGenr5w4UI5OTl4MJPJBAA8ffq0pqampqbGwMDgy5cvDQ0N7e3tkyZNOnbsWEpKCoFAIJFI3t7eRUVFY8eO/a9k7unpkZCQePHiRWVlZWVlpb29/YwZM3bs2AEAOHjwIPzEbGxsvHv37vXr148fPz5//nwEQeh0+qFDh9zd3detWwcAuHHjhpubm6urq5ub28aNG2HJV65c0dLS2rBhw+/TuP8N58+f19PT27Fjx6NHj/r7+/fs2SMwzyAIAgAwMzP78uVLamoqHo9/+fKlt7e3goLC+/fvHz58eOnSJdghBgYGFhQU3Lt3r7+//8iRI+/evRMTE9uzZ09JSUl2dvaGDRtyc3PHjx//PRkoFAr8g0ajubi4/OF1/ofBZrPT09OlpaULCgq2bNlCJBK5XO7g4CCCIGJiYp6entnZ2eXl5QCAgYEBAACJRJKXl+fz+QiCDA0NvX37tqGhIScnx93dvbm5WVBsZWXl4ODgwoULT5w4kZKSwuVy2Wy2vr4+AIDH4126dAkAoK+vD2dDkpKSwC9P1A/Q1NQsKSn5+PEjm83W1tYmkUgAgJycnODgYBsbm+Dg4K6uLlVVVSkpKRqNlpGR4ezsbGJi8uzZMwBAcHDwhAkTJk6cOGnSpLS0NABAXFyci4vL2LFjFy5c+Mc07Z9EZ2eniYnJ6tWrCQRCZ2fniF85HI6ysnJ5eXlZWdm1a9dSU1OpVKqGhkZISEhZWVlaWtrt27clJSX9/PwSExOTkpJu3rwZHR194sSJ9PR0Q0PDoqKijIyMly9f2tvbl5eXGxgY/BqR6urqbGxs+vv7tbS0uFzuH1BplJ+Sv1Sp+nmB1prQ0FC4eevWLVVV1aGhoTFjxtja2iIIcu/ePQBAWlpaYWEhAGDFihUIgtjY2CxduhRBkIsXL1pbW8MWVldX37VrF+zUPn/+bGBgoKenx2KxYMkbN26kUChFRUXq6uoxMTFubm6WlpbLli0TFRUdGBh4//49vEtcLvdXib0XTJ06lUKhWFpaGhkZGRgYZGZmUqlUFxcXBEGCgoKsrKzS0tKkpaUBAEpKSlQqVUdHJzMzU1JS0t/fPz09XV9ff+/evVu3bhUWFl6wYIGurq6pqWldXZ2zs7OGhsbChQvhd1h5efkf0ezfrhRAamtrFy1aFBERsWrVKlNT07CwMDabDX/t6+uDKqOmpqaWlpaenl57e/uFCxcAAKampjIyMvb29p8/fwYASEpKmpqaqqmpAQDCw8OXLl2Kx+MJBIKmpuaePXuKiop27dr1vXcC7AWhoaF4PF5UVBSPxwMA0C+/3xEA/mWDyc7OhnusrKyOHTu2adMmAEBFRcX9+/cBADdv3uzt7ZWSknJyckIQZPXq1ZaWlgiCXL16FYfDCQsLjxkz5vr16ywW6+rVq1JSUkNDQyYmJvCjH0GQ/v5+WVlZPz+/iIgICQkJqK9XVlauX7/ezs6urKxMREQEAKS5uflHou4Fhw4dErzaEhISGAwmLS3N0NBQTU2tsLBQVVX10KFDu3btMjMzu3LlCoFAuHbt2t69e0kkUlJSEjT9Xrt2zdbWVllZubS0VFFRcc2aNVFRUX/rhwrsBSwW6/r162pqahs3bsTj8WAvqK+vF/xaVFREo9H09fVNTExERESmTp3K4XC8vLzExMQMDQ0PHz784sULBEGmTJly9uzZkydPQrPNzp07LSwsiESihobGpk2bPn78iEBTDQBgL4Amru/JgyDIzZs3AQAPHz5ct27dvXv3/r7Ni/JfgVprfkRHRwf8g0gk1tXVpaWlkcnk0tLS/v5+f39/Y2PjFStWVFZW4nC4yZMnAwAcHR3h8cuXL09JSenp6YmOju7r6+vr64PzIFwut6Ojw8vLi0gkwiPz8vKwWOzQ0FB7e3tNTc2tW7cKCgo6Ozvl5OQGBwcdHR3pdDr4b9yHMRgMk8mcNm3arl27AgICqFQqAKC5uZnD4UyZMoVAIKirq7NYrKCgoPr6ej8/PzabzWAwurq6oqOjfXx8BgcHIyMjk5OTTUxMbty4MWvWrLy8vLq6uoaGBjqdPjg4COXJyMj4PRv6P7Fq1aqbN2+KiIgkJSXR6fSAgAAC4f8dKRAEweFwQ0NDdDq9s7MTTgRIS0vHxsbm5eXFxMRARWRwcLC1tVVcXDwyMnL16tXjxo3Lzc1NSEhQUVHZv3+/m5vbzJkzjx8//j0ZAgMDk5OTS0pKioqK4Ac6yu8IgiAAANiwCIIMDAx0dXXBx57FYvn5+enq6r569eru3budnZ3Q+oj8Ylbx9vbOyckJCgpqaWlZvXr1mTNnCAQCFovt7e2l0+lkMhkeJiQkpKys3NbWhiAIl8tdunSpsrLy2bNnmUwml8vV0dFpaGgAAMjLy/9YVCKRSCaTlZWV1dTU/P39xcXFRUVFuVyulpbWp0+f2tvbcThcR0dHdXV1YWEhh8N5/fr13bt3h4aGurq6AADi4uLz5s0TExPr6Oggk8mxsbF6enpz5879o1r2z+LixYvr169vbGyMiYmBphFlZWXBrx8/fqTT6XQ6fWBgQFVVlcFg4PF4DoejpaUlKyv74MGDTZs21dbWdnZ2rl+/PiwsjE6nb9q06cCBA+np6UlJSUQi8dGjR+7u7tOnT6fRaHAaUVxc/AfyxMTELFiwwMHBwcvLi06n37179w9uAJSfBVSt+S5iYmISEhLZ2dkZGRnXr183MTFxcXFhsVjgl3F08eLFxcXFS5YsmT59OnTm0NbWTktLq66unjVr1tGjR2tqajQ0NOTk5Orq6qDbB4FAUFBQ+PjxY2xsLJvNfvv2bWZmpouLC5VKHRgY+PLli6SkpImJSWlpaU9PDw6Hq66uhp+GglUb/xHY148ZM8bIyMjX11dERITP5xOJRB6PJywsXFtbW1hYiMPh5OXla2pqoP+BqKgomUzeuHHj0aNHDxw4cP78eXNzc9gF8/l8BQUFIyMjPB7PYrFERERcXV0BAP/t1NhvRFZWls/nw7qQyeS2trbhv7LZbDMzs8bGxpycnJ6enm3bthEIBC6XW19fT6FQ8Hg8XBGzYMGC1tbWL1++TJ8+vb29PSAgYPPmzc7Ozm/evLGysqLT6eLi4vA+fpNbt245OjpmZmaSyWTUoP27o6+vb2RkxGQyc3NzN27cWFJSoqysDB9mPp9PIBAOHjz49u3b0NDQ9evXT5gwAZ4F10OZmZnt3bt3+fLlT58+dXV1ffPmDfypu7u7v7//8ePH7969y8rKSklJKSoqgh8VfX196enpERERkZGRV65cgTOMdXV1v0bUy5cvz58/v76+/t27d+rq6nQ6vb29HY/Ht7a2SkpKzpgxg81mGxkZsVgsNpsNAFBSUjpz5szEiROHhoaGl4PD4ZqamsaOHXv37t2wsDBoQ/37QiaTGQyGrq7u8ElAAT09PYqKilVVVZWVlZMmTaqsrGQwGJWVlS4uLuHh4WfOnHn79q2kpGR9ff26deva2tqam5uPHTvW0tISGBjY29t748aNJ0+eaGlpvX37lkwmBwQE/Ed5amtrAQCpqaliYmL37t17/fo1AKC7u/v3rjfKTweq1nyX3t7e/fv3W1paWltbJyYmzps3D37uC77UNTU1+Xw+/OQCAFRVVW3durWwsDAtLa2rq2v37t3m5uZGRkZFRUXm5ub19fUAgI6OjmfPnjU3N3t5eRkZGU2YMKGvry84OBiW2dTURCaTr127VlRU1NHRkZCQkJube+zYsf9KbKgAeXh4GBkZ6evrb9y4UVNTs7Cw0NLS0sfHp6WlRUhIKDAw8MiRI5qamkeOHMHhcJaWllOnTn38+HFnZ2dgYGBsbKy0tHR5eXlpaSmFQmlubi4vL/f392cymdeuXYPuCIqKir9va/8YTU1NU1PTrKwsYWHhrKwsS0vLb9Ya2sB4PB6RSKTT6XZ2dtbW1o6OjiUlJeCXZfbQzCMiIjJ+/Pj4+HhDQ0MTE5OsrKzp06dfvXoVel18E1VVVQDAggUL7OzsBMY2lN+L0tLSwsJCKysrc3PzU6dOubu7BwUFwa8IyIwZMwwMDJqbm6FfMPhFLRgcHNy8efOzZ89MTExsbGwSExM9PDwGBwf5fL6MjMypU6fk5eXd3NysrKzc3NzMzc3Xrl3L4XAAABwOx87Obv78+QCAtra2lpYWqNT+x5EP+m/BQgYHBwEAcnJyOjo6vb29ly5dSk5OFhISYrFYMjIydnZ2ampq8fHxp06dysjIEBISQhBk+NJlMTExaWnprq6uiIgI6HX398Xb25tMJm/evFleXv5rHzUCgdDb2ws/SMhkcl1dXVZWloiIyPHjx62srFxcXNzc3CIiIrq7u2F3KiQkBADAYrEpKSmTJk2yt7e3t7cvLCwUExOrqakReEf9QJ45c+YEBATMmDHD29sbh8NB046EhMQfU3uUnwh0gfd3qaysFHRAfD5fSkqKQqGkpqZyOBxhYWEAgJeXV0ZGRnJycmBgIABAUVHx06dP5eXl48aN8/DwYDAY8HQ+ny8tLd3Z2ZmTk6OqqqqhoZGdnX379u36+no8Hj9lyhQHBwcsFnvhwgVDQ0M+n29gYFBeXj5nzhwajaanp6epqVlV9V+IbWtr+/btW4ExX15efsaMGQcOHKiurqZSqVwuV1hYmEqlIv/uFzlz5swXL17s3btXXFzcysqqtLRUXV1dVlbWxMQEepO4u7tfunQJQZDBwcF+0P/rrUe/C21tbbq6upGRke7u7rDxBRCJxLVr10pKSgIAhIWFN2/erKur6+3tfezYMW1tbTwef+rUKQwGM3v2bHNzc8FZEhISr169SkpKevbsmZycXEBAgIaGRkREBIlE+vcv6v9n9uzZLi4ujx8/bmtrW7ZsmdY9rT+yxv84rKysaDQaVDrZbPbBgwcpFIqFhYWYmJgg/IydnV1paalA9aRSqXg8nsFgzJs37+zZswMDAzwez8DAYPPmzVu3bpWSkhIWFp43b56srGxgYCDUJ0JCQkgkEpyigu+Iu7v75cuXMRgMj8dzdHR8/BgUFxcLZpO/yaJFiz5//gxFxePxZmZmBgYGERERa9euvXz5so2NzeLFi6uqqj59+jRv3jxfX999+/ZdunRp5cqVkyZNamlpWbJkCYFAmDFjhoWFhZqaWnp6+uXLl1taWiwsLM6AM39sK/+R8Pl8d3d3ERERJpP56NEjybOSw39dsGDB9OnTVVRUAADr1q0LDAxUVFSMiYlhsViwn+RwOHJycsrKygKvRACAnJxcQUFBamrq0qVLra2tt2/frqqqiiDI8uXLj4Fj/f39YmJi35NH4owEELyjFqAH9Pz+dUb5KUHD8X2bny3m06+PW8PdxYVLRSAiIiJYLBZ6D8A9VCr15MmTgvVNGhoapaWlWCy2v78f9i8iIiJsNhtOWvH5/P7+fmFhYXgAdMgSPyX+Z4Z/+BnC8f0g7QvKb+enet34fOQHrmxoOL5v8uMX5M+PW4PyTwa11nybv6+yh8PhoJvwcASLkyFBQUEMBoPNZqelpU2ePBl+dw7/7hFMtGGxWEFpcJn0n8/PcC/QDvQP5We4xcP4VRkQUYbz3+Z7QkH540CtNaOK0RplGAUFBQUF5deAqjUoKCgoKCgoowR0JRQKCgoKCgrKKAFVa1BQUFBQUFBGCahag4KCgoKCgjJKQNUaFBQUFBQUlFECqtagoKCgoKCgjBJQtQYFBQUFBQVllICqNSgoKCgoKCijBFStQUFBQUFBQRkloGoNCgoKCgoKyigBVWtQUFBQUFBQRgmoWoOCgoKCgoIySkDVGhQUFBQUFJRRAqrWoKCgoKCgoIwSULUGBQUFBQUFZZSAqjUoKCgoKCgoowRUrUFBQUFBQUEZJaBqDQoKCgoKCsooAVVrUFBQUFBQUEYJqFqDgoKCgoKCMkpA1RoUFBQUFBSUUQKq1qCgoKCgoKCMElC1BgUFBQUFBWWUgKo1KCgoKCgoKKMEVK1BQUFBQUFBGSWgag0KCgoKCgrKKAH/VwuAgoLyV8JisTAYDA6H4/F4cA+fzx9xDJFIxGL/wycQj8eDhXA4HBKJ9IfIioKCgvKfGM1qTUVFRUZGhpubG4vFwmKxXC6XQCBwOBwcDgcAwGAwPB4Pi8VisVgOh4PH4+FONptNo9H6+/sBAHw+H4/Hc7lcAADssmE5eDxeUlKSTCYDABAEYTKZJBKpq6tLRkamv7+fy+UymUx4GDyFz+crKipisdiOjg4+n5+YmFheXg6vCACYOXMmkUjs6OjgcDhv3rwBAGhoaEyaNKm9vb20tFRbW1taWhoA8PLly+bmZhwOZ2hoWFRUJKgml8t1dnY2NDSEcv7l4HA4cXFx2JIAACEhofb2dgwGIywszGQyEQQZfjCCIBQKhUajjdjJZDKFhYUBAAwGA4/Hs9nsoaEhPB4vIiKCIMjPOWoODAxQKJT29nZhYWEulzswMIDBYL53MHwwEAQRPH6CRwX+DZ/SH4AgCHyk/wdRZWVlh4aGSktLX7x48fjxYzExMSMjo8rKSihYXV3d8KvzeLzJkyerqqoK9J6vweFwRUVFWlpaDQ0NycnJc+fOJZFIEydOzM/Px2KxNTU136sOl8s1MDCYOXPm/1ALFBQUlK/BjBhmRhNv374dP368lJSUiopKY2OjgYFBYWGhhYUF7LUHBgZkZGTodHpnZ6eJiUlJSQmJRBocHDQ2NqbT6QQCoa6uTl1dvaioSFdXl8lktrS0aGtrNzQ06OjoFBQUeHh4CAkJ4fF4JpNZV1enoKBQX19vZWWVk5PT2dnJZDIlJSWLi4vV1dUbGhqsra3V1NT4fH5CQkJnZyeCIMObXUxMTFFRsbi4mEgkQlUAg8HAERFBEMHffD4fnoXBjLxrOByOQCDAj2wulyskJMRms3E4HJfLJZFIXC4X/oQgCJFIZLFYQkJCLBaLSCTCARX+isVieTweHo/ncDhwxMXj8fBgOHwKRmIEQWDhBAJhaGiISCRyuVxYGoIgYmJiNjY2BAKhs7OTx+PRaLSkpCQOh2NsbFxcXIzD4QTKIpfLxWKxysrKbm5uHA4HbkJJSktLjY2NhYWFU1JShIWF6XS6lJRUa2urnJwcDodTVFQUKKlQbFh9qADBxhHsmTp1alRUFJ/PnzVrFh6Pv3fvnpGRUVZWFrwWlIfH41lYWHh4eCAIwmazMRgMgUCIiIhwcXGh0WiCZufz+Xw+Pysri0ajGRsbM5lMWHfYRFFRUVpaWps2bdLS0mIwGKWlpUQikUAgIAgC1RQoLQ6Hw2AwEhIS3d3dUlJSDQ0NlpaWxcXFGhoaTU1NqqqqlZWVNBoN6oKwtaGOCO+y4O4TCAQdHZ28vDw8Hj80NCSoC9SNvn6vBSdiMJjJkyeXl5cXFxf/MW/ev4BPC3zwfnCYk5NTcnLyD1RAFBQUlF/PaLbWQAgEwrx581gslpqa2pEjR2bPnt3S0lJcXNzc3Lx8+fLy8vI3b948evRo+/btRUVFGhoaNjY2mzZtCg0NhdYXAoHg5+cnISGxc+dONzc3BEHs7Ozi4uJ0dHRevnypoaHh6ura3Nzc0tIyffr0ixcvCgsL+/n5VVRU+Pj47NixQ1tbe968eVpaWocOHVqxYoWMjAyFQmlubsZgMEFBQVgstr+//9SpUwYGBhcvXnz//r2dnV19fT2Px4uNjYXDFRyNlJSUEAT58OGDiYlJd3e3lZVVSkqKm5vb27dvlZSUZGRkIiIiZGRkEAQxMDBITk42NTVtb29XVlZOSUnR1NSkUqlYLJZEImVnZ7u5uaWmpo4bNy4rK8vAwKC+vl5MTAwA0NfXp6qqWlJSYmlp2dTUJCIiUlFR4ezs/PHjR2Vl5eLiYk1NzdbWVhKJRCaTGxsbTUxMsrOzp06dmpqaqq+vn5aWZm1tzWKxWlpaEhMTWSwWAIBKpRoaGnI4HBcXl+Tk5LFjx2ZlZcnKytbW1iopKc2YMSMyMlJWVvbq1atUKnX69OmZmZmqqqqvXr3y8vJqbm6eMmXK06dP58yZExUVtWLFiry8vNzc3MHBwZKSEhERkby8PDMzs46ODkVFxZycHDs7u4KCAhkZGWh7iI2NVVVVdXd337Nnj7CwcHV1NZPJLC0tlZSUzMrKUlBQgBpGU1OTqKgok8lMSUk5f/58c3OzlZVVb29vd3e3mZnZ5cuXHR0de3t7SSRST0+PjIxMd3d3c3OzpqZmWVmZjY3Nhw8fDAwMUlNTPT09m5ubVVRUhoaGBgYGGAzG2LFjtbS0UlJS+vr6ZGVlpaWlPT09jx071tbWJiUldfXq1atXr0pKSubl5c2cOfPmzZv+/v5kMllRUXHVqlUbN248ffo0h8ORl5cnEonW1tZGRkb19fWRkZEmJiafP392dHSk0Wj29vZxcXFiYmJkMlleXj4xMXHx4sX3798fN24cgiCKioo0Go3P57e3t9PpdE1NTSwWC9XQGzduaGlpKSkpmZmZZWRkyMjIsNlsf3//srIyJpP55MmTefPmubm5USiUc+fOSUpK9vT0VFVVkclkOp3O5XIZDIa8vDwAQFxcvK6uTk1Nrby8XFVV9dOnT8uWLXv69Km6unp7e7u8vHxaWpqrq2t7ezuVSi0pKVFSUurp6eHz+ZKSklgstrOzs6CggMvlQn36L+4pUFBQRgWj2VqTkJDg4eERHBycm5sbHR195MgRSUnJ9evXP3r0KDQ0VFtb29vbOysrS1lZ+cOHDxMnTnzx4oWPj8+BAweOHTsmGD/s7e3heC8kJJSfn6+lpdXe3i4qKkqn0728vPz9/a9fv97W1hYfH9/V1dXS0uLp6eno6CgpKfngwYOBgYGPHz8GBwfj8XgLC4sjR44oKSnp6OjIyMjk5uZ++PBh/PjxTCaTRqO9fPny/PnzAQEBEydOTE5O3rJlC4/HI5PJNBrt5s2b0JYQFBS0dOlSFRUVIpE4e/bsGTNmzJ49e3BwsLa2VlVV1crKqrW1NS8vLyQkZMaMGffv309JSZk5c+bUqVPd3d2dnZ2JRKKQkNDy5ctfvnzp6+v75MmTwMDAgwcPpqenKykpwcFPXl7+6NGj69evx2KxSkpKT548MTExodPpjo6Ojx8/lpCQGBwcRBDE0NCwp6eHTCYPDAyoqanV1dUxGIyOjg45OTktLS04RH369MnGxqa/v7+joyM2NtbR0fH9+/fLly+vqamRkpLatm2bmprarl27Dh48aGpqisfj+/v7iUSijIzMnTt3NDQ0xMXFN2zY8OTJEzqdrqSkpKqqOjAwICcnZ2JiUllZWVpaWlFRsWzZspiYGB6Pl52d7eXlJScn9+HDBzU1tc7OThKJRCQSDQwMIiIiPDw8amtr7ezsREVFdXR0Ll++7OnpWV5ebm5u/vr1a0lJyc7OTm1tbQUFhdjY2C9fvsybN6+2trampubAgQOBgYEbN26sqakpKyvDYDCLFy8+ceJEfHx8SEhIbm6unp4enU6XlpZ+9OjRjBkzysrK1NXVGxsbJSUl2Wy2oqJib2/v1atXZ86cyWazIyMjT58+3djYGB4eXllZeebMGQqF8v79+97eXgUFBSsrKzqdbmVlVVNTc/DgwSVLlsjJyW3btk1KSsrb21tdXb27u5tOp/N4vIqKCklJSQsLi4SEBAaD4ezs/OnTJxUVFSUlJR6Pl5aWpq6ubm9vX1xczGAw5OTkent7+Xx+Y2Ojubk5tABZWlqSyeTy8vKBgQFDQ8O7d+/OmDEjJSVFWVm5tbVVQkLi+vXrs2fP5nK5cnJyVVVVQkJCCgoKUAYjI6O3b99WVVXt3r07IiKCSqWqq6szmcwzZ854eXk9ffp0zZo1kZGRT548OXv2rK+v78aNGw8cOPD48WMHB4ebN296enqKiYmZmZm1tbXdvXtXW1t7z549Pj4+UVFRf3VvgYKCMkoYzWoNnISaNGnS7NmzMzIy/P393759y+FwKisrzczM0tLS1q1bFxkZWVVVtXjx4pCQkObmZkVFxbNnz0ZFRcXExFRXV8+ePRuPxy9cuLCuru727dvw63Pnzp2PHj26cuXKli1bnJ2dJ0yYEB0dfe3atY0bN75///7Lly/r1q2rqqpqbW198uTJiRMnioqKFBUVi4qKoDagqKhoY2Ozbt26AwcOdHd3v3379unTp2fOnLl58+by5cujoqJUVFS6u7unT58eGRk5bdq0vLy827dvr1q1qr+/X15ePjg4ODAwUFRUtKWlhUajjRs3bvPmzUNDQ1u3bm1sbKyrq3vz5s2+ffuuXbs2ZcqU4uLix48fKysrz58/n0qlXrlypa2tzcDAwMnJ6erVq4qKimVlZTNmzJg+ffrt27enTJly7ty5uXPnhoaGnjhxIiQk5OLFi69evZKWlv7y5cvu3bsvXrwoJSUlIyPT19c3d+7cDRs2bNmyZd++fU+fPnVxcdm/f/+dO3dWrVp169atnp4eYWFhGo3G4/Hq6+tfvnxpYWGhrKycmpoaExOzY8eOT58+AQBCQkKEhISSk5Otra1DQ0NH3D4SiQT9T8+fP19ZWZmens5isfT19Wtra9PS0vh8vpmZ2eLFi0+ePEmn0+l0+vXr1798+eLv7+/i4uLm5lZaWtrZ2clms0kkEpxX8vT0rKmpKSkpMTY2njNnTkZGxpMnT/B4vI+Pz+LFi3Nzc7OyshITE7lcrq2tLRaL/fz5c3h4+OHDhxcuXPj69WsjI6OhoSEFBQU9Pb3r16+7urrm5+evWrUqJCRkz549y5Ytc3NzS09PT05OPnjwIFR/Ozo66HT6+PHjOzo62tvbLSwsXr16NWvWrIiIiHPnzk2cOHHLli1LliyJiIhYvXq1mZlZTk7O69evd+7cuXTp0itXrsjLy6urq3/+/Hn9+vWRkZGGhobHjx+fPXt2ZmamiorK6dOnvb29ly1bNjAwsHbtWvh0ycjI8Hg8aWnpmJiY2bNnZ2Vl+fv7i4iIrF+/fuLEiQYGBpqamjQa7eDBgx0dHRYWFl++fNHX18disY6OjufOnTM3N2exWAEBAZcuXVq5cuXatWt1dXUxGMyaNWsSExMzMzN37Nhx/PhxDoezYsWKe/fuNTc3h4eHHzhwYOLEiYmJiSoqKomJiY6OjqmpqQsXLqytrV2zZs3du3erq6vxePy+ffvCwsKkpaWNjY3v37/v4uJCpVLT0tKwWGx8fPxf0UOgoKCMQkb/Au/+/v6hoSElJaXi4mL4iTlt2rQxY8a4uLg0NzdHRUXZ29tnZWWNHTv24MGD4uLi165di4yMNDU1lZCQ6OjooFAop0+fTkxMTElJKSwsZDAYSUlJbW1tU6ZMefbs2cWLFw8fPvzgwQMEQeTk5HR0dDQ1NVVUVFJSUurq6vB4PI1Ga2hoIBAIeXl5ra2tvb29Fy5cKC8v37lzp6ioKIIgOTk5AwMD796909fXr6urW79+fV1dXWBgYGdnp7u7e0dHB4vFcnV1/fLli62t7fPnzzds2MBiseAlmExmf3//nDlzDA0NBwYGJCUlc3JyZsyYER4ePmnSpKtXr9JoNBUVlUWLFuXm5h4+fHjr1q3i4uI6OjphYWFOTk4kEklGRiYlJWVgYMDMzGzbtm2dnZ11dXXbt28/e/asl5fX1q1bnZyc3r17x2az3717V1pampqaumvXLnNzc0dHR2Vl5UmTJrm6ui5ZssTBwWHLli0mJib5+fmPHj2Kj4+vqal5+/btzZs3s7Ozd+7c2dXVVVZW9vLly7S0tE+fPsEJoJMnT3748MHY2Pju3bsqKio0Gs3Z2VlcXHzChAkiIiIyMjI6OjqmpqYbNmzIysoSERHh8/k6OjpZWVl8Pt/V1VVEROTQoUOHDx/29PREEGTFihXjxo2D3/21tbWampoODg5UKpXH440dO9bJyYnNZhcWFpqYmFy8eLGgoODJkycODg6amprPnj27deuWm5tbTk5OT0/P0NDQpk2b2tra+vr6zpw5s3///tLS0g0bNhQWFjY1NVlaWg4MDJiYmJw4ccLQ0HDnzp0UCuXu3btXrlyJi4sbN27cvHnzmpubIyIioqOjv3z5QiKRXr582dvbm56ePnfu3LFjx0ZHR3t5eXl5eWVkZMycOdPb23vXrl0TJ06Mjo52cHD49OmTlpZWbW2tra1tZGQk1Duzs7NtbW23b99eUFBw8uRJS0vLioqK+/fvv3//vrOzMywsbO/evYWFhaGhoZKSktOnTy8vL/fx8eFyub6+viwWq6qqytvbe9q0aXJycidOnOjq6sLj8ZGRkVwu99q1azU1NVu2bIE2laGhoaSkpIGBgfHjxz958uTly5eysrJLliyRlZW1tLScNGlSamrqli1bdHR0tLS0MBhMdHR0dHR0bm5udXX1okWL4uLiLl++XFJSEhwcnJWVNWbMmEWLFsEZMVlZ2cePHysqKlKpVPjQlpWViYiIfPnypbu7m8Ph/NX9BAoKyihh9Ks1VVVVJSUlV65cERUV3blzp7+/f29v75kzZ9LT0+GcVEpKyqJFi8TExERFRSdMmKCsrAznBVRVVX18fFpbW8vKyrZt26avrz9//vylS5d6eHioqqqePHly+fLlvr6+cXFxzs7OLi4uL168GBoaIpPJz58/Hxwc3Ldv37Jly1RVVWtqang8npaWlouLS0VFRWBg4OXLlx8+fAh9dRcvXgwAgO44mpqa3t7eUlJSb9++pVAoycnJeXl5LBartLTUwcEhPDx88eLFR44c8fDwePTo0bp161pbW42MjEpKSggEQm5ubl1d3ZQpU65du/bo0aP8/Px9+/a9evXK29u7uLjYy8vL29u7pKTE398/OTn52bNn3d3dR44caWtr09XVffToUUlJyfTp0wcHBwEAhw8fnj179suXL4OCglJSUgwMDEpLS8+fP9/e3i4uLu7r6xsdHS0jIwPXJb169WrTpk25ubnm5uZOTk6dnZ0UCoVCoaxcuXLjxo2GhoZ0Or2jowODwYiKij5+/PjMmTMAAOhBsm7dOj8/PwcHh/Xr1+vp6Q0NDZ06dWr9+vVTp07t7++HNrbZs2ez2eympiZDQ0MSiaSkpATX/kydOnXatGmtra3Xr19/8eIFAIDFYgUGBp48eVJDQyMwMDA0NPTFixfQqejSpUuPHj3y9vYmEolGRkbz589//PhxUFDQqlWrwsPDtbS0Hj9+DK0jAAAul3v9+nX4t66ubldXl4GBQWtrq4qKirS0dE1NjYeHR2pq6uTJk4WEhKSkpBITE6FSqKend+fOHTk5OViIra2trKwsgiDjx49vaWnBYrHjxo1ramqqqakJCAhwc3OTkJDQ1dVtb283MzN7+fLluHHjUlJSMjMzCwsLQ0JCcnJyoNJZXl4eGhr67NkzV1dXExMTe3v7gYGBmTNnBgcHKygonDt3zsTEZN++fZMmTdq6dWtTU9Pp06dNTU3h9Nbdu3eLi4svXLjw5cuXV69e7dmzp6urKycnZ2ho6OjRo+rq6kQiUUVF5cGDBw4ODsuWLdPQ0Hj//j2FQrl586aYmFhUVFRRURFsSXFxcTMzs5KSEj6fv3HjRl1dXScnp71796qpqTU1NTk7O2/dutXV1TU7O3vmzJlmZma2trY3btxwdnZetGiRjo5OUlJSd3d3fn4+nU4/fPjwsWPHYmNjuVzuzJkzq6ur6XT6X9ZBoKCgjC5Gs1oDV9/s27fv+fPnly5d2rFjR319/a1btyQkJIaGhhwdHc+fPx8bG9vf379//34KhVJeXq6urn769Onp06c/ePAgJydnz549p0+fNjIyOnny5IQJE27evKmrq1tfX79hw4br168rKSm9evUqNDS0pKSEy+XGxcUVFBQYGxsjCKKvr3///n0PD4958+aRSKRnz55RqdTr1697eXnBlS9NTU1DQ0PPnj2Ljo62s7OLioo6c+ZMRETE/v37o6KihoaG8vPzs7KytLW1375929DQEBMTY2Zmdvz48fHjxz98+NDIyIhIJNrb2x84cACPx9vY2NBoNHFx8czMTFdX1/T0dEtLSyqVOmHCBBqNJiEhwWazGxsba2trmUymvLy8goJCVVVVZWWloaFhQkLCq1ev3r17Jy0tffr06QcPHnR0dKSnp1tbW8Ppnp6eHiaTaWpqqqCgYGBgYGJiUlVVNX78eB6PBy0ZDAYDrvzicrklJSVwFbesrKyxsXFHRwcAoLi4uKurS1pa2tLScsaMGQCAhoaGzMzMqqqqhoaGuLi44uLiN2/eyMnJxcbGdnV1wW/3d+/ejRkzZtu2be7u7ocOHXJycrKysioqKurr6wMArF27duPGjUpKSvv27RMVFcXj8fr6+mfPnhUREWlqajp79uzVq1ejoqIaGhqGhoays7PPnDmzceNGNptdW1trbGxMpVJDQ0MLCwu1tbWdnJwAAAsWLKivr4dPTmRkJJwWSU9PV1BQyMzMnDlzJvSwzs3NLSsrKy8vr6mpkZCQ4HK5Fy5cyMjIGDt2bGVl5e7dux8+fDh9+nQ9Pb3AwMDGxkYVFRXozEQikUxMTCZOnOjq6rpnzx49Pb39+/f39fVNmjQpKipq/fr1LS0tAQEB165dS0xMZDAYYmJig4ODtra2EhISDQ0N8fHxra2tpqamWVlZtbW1t2/f9vDw6OrqcnR0TElJaWlpQRAELtkLDAyE/jSioqInT57E4XAaGhqqqqpTpkxxdHTkcrmamppaWlpMJlNFRSUnJwePxzs5OVGp1Lq6OnFx8aioqPfv35uZmZmYmEhJSRkYGMyePZvH4x06dIjBYNjY2DQ1NV28ePHKlSu6urr5+fldXV1Xr17lcrmzZ8+eOnVqa2urmppabm4uiUQSFhZ2cnI6cuTIhg0b/P39PTw8OByOiooKmUyGa8UbGxsTExNtbGxkZGT+ok4CBQVltDGa1Ro8Hl9QUNDf379r166cnJxz587x+fwdO3Zcu3YtODg4Ojraw8ODQqFoaGhAwwkWiw0NDT179qyTk9OuXbtwOByCIO/fv3d3d3/48KGLi8u4ceOIROKWLVt6enoSExOPHj168uTJzs7OPXv2aGhoxMTEGBkZlZeXa2pqSkpKOjo6slisuLg4Q0PDNWvWqKmpTZs27ePHj9OmTcPj8SoqKnV1dfb29ufPn1dTU7O1tc3Kypo9e/bVq1fHjx/f39/f1tZWWVnZ3d29cOFCDofj4+PD4/GsrKza29snT54cHx9PoVBSU1OxWKyLi0tlZWVycnJxcXFHR8fbt2/z8/Pb29uzsrIePnxYV1fX2NjY3t7e2tqalJQkLS0tKSlZWVlJoVDglFNISIi2tvbBgwdTU1Pz8/O3bNni4uJSV1dXWVk5efLkvr4+ONW1e/duDQ0NZWXl/Pz88ePHS0pK3rlzh8vlmpiYtLa2VlRUBAQEnD9/XkFBAQAQEBAQFxdXUlLi6elJIBAuX76srKycnJwcFhbW2dmppqb24sULY2PjR48e7du3r7+/X1FREQBQU1NDp9N1dXXXrl0LAMBgMFeuXLG1tTUzM8vMzBwcHCwuLtbT0yORSPb29vv37zcxMWlpafHz82tvb9fW1n727FlmZqa6ujoOh1uwYIGUlFRfX5++vj5U+AgEwrZt2wAAFAqFRCJ1dHQsWLBgypQpubm5L1++BAB0dHTAZdIhISHQVAMrcuXKFeg5tH379vPnz0+ZMqW9vZ1Gow0ODmZmZm7YsOHs2bN2dnYPHjwQFha+efNmUFDQ8+fPHRwcYmNjN27c+OnTJ3Fx8ba2NgaD0dLScv78eRERETU1NTg3JCsr29bWduDAgcHBQSMjo/T0dEG0GxqNFhgYGBYWBkMZdXV1rVixwsHBgUAgREZGvnv3rrGxccGCBerq6r29vXv27Hn8+LGpqSmbzb558+br168nTJiQnp6+c+fOpKQkEom0ePHiZ8+eKSoqEggEaWlpbW1tPz8/aWnpzMxMaWnp+Ph4Y2PjBQsW2NnZCQsLq6ur9/f3e3p61tXVtba21tbWcjicrq6ujo6Otra2xsZGVVVVUVFRCQkJZWXlnp6ehISEL1++tLS04PH4Dx8+9Pf3JyYmNjc35+fnJyYmPnjwICYmpqenB4fDQUUZQZA1a9a4uLjIyclpaGj8IBwOCgoKyn/LaFZrIBcvXrx8+TKDwXj37p2/vz+dTh8zZsz06dMZDAaVStXX1+dwOBMnTnz58mVsbKylpeWzZ88KCgpERUVDQkKkpaUfP34cGxu7e/fu4ODg0tJSKpW6fft2eXl5Ho/X19e3du3awcFBDw+PkpKSjRs3trW1lZaWPnz4MC8v79OnTy4uLkeOHIETImvWrLl69ery5csjIiKsra0ZDMa4cePwePzatWvDwsKuXLkSEBBw+fLlkydPJiQk+Pn5paamBgYGFhcXw+XT4uLijo6O0Gfz4sWLW7ZsWbp0qYODQ1FREYIgDQ0NFApFVla2tLR006ZNERERzc3NoaGhBw8eZDAY8+fPT0hI4PP5CxYskJaWlpGRCQ8PnzVrFvTeffLkCZVKFRMT09DQAAAEBwdraGggCOLr6/v8+XO4copGo82cObO4uPjixYuFhYVv3ryJiooyNzffuXOnhYXFhQsXQkND586d6+vrKykpCQCIiIhoamo6c+bM/fv3SSTSihUramtrTU1Nx44dGxER0dHRkZGR8fHjRxKJ5Ofnt3z5cui3LiMjIyoqamBgANWa5cuXKygoiIiIxMTEqKqqampq4vF4bW1tGJRl7NixS5Ys4XK5y5cvh+vSlyxZ4u/vb2pqamxsbGhoWFNTc+zYsdLSUjqdHh0dbW5ufvXqVQCAjo6Onp4eAMDU1HT16tW9vb3W1tYAgNLS0p6eHngAXPEOALh27ZqDg0NJScmUKVMaGxvt7OxOnToFI+UAABwdHQsKCiQkJEpLS4OCgmBUnujo6DVr1ty4cUNERKSrq0tKSqq8vLyzs5NAIOTn55ubm8MwRWFhYSdPnqytrXV3d09NTVVUVHz27JmOjo6KisqKFStsbW27u7tPnTqVkpKipqYWEBAwefLksLCwrKwsDoezZ88eT09PBQWFiIgIqKno6OgYGRl5enq2tbXt3r3b2dl57ty5cFLSyclpxowZ8fHxK1euHBoamjJlSnZ2NpPJpFKpDx48mDRpUlJS0uLFi1NTU11dXffv37979+6UlJS9e/cGBQXt2bOHwWAsWLCgoaFhzpw5AwMDdnZ21dXVQkJCtbW1u3bt8vf3t7a2huGa9u/fD12hDx06ZGFhcf/+/WvXrmVmZgYGBoaHhycmJm7YsEFXV7e5uRkubofN+PbtWyEhob+iY0BBQRmdjP6VUMHBwcbGxufOnVu/fj2bzTYwMFi2bJmDgwOCIL29vVVVVdbW1kNDQ1lZWebm5gQCwcDAIC8vD0EQuHqlq6tr27ZthYWF0dHRZmZmFArFyMgoLi4Og8GUlpaKiooSiUQymbx9+/Y7d+5ISUlJS0tXVlb29PQ4OjryeLwXL17U1dUZGhqSyeSOjg5xcXFpaemxY8ceOXLE0tLSysrqzp0706ZN6+7u9vb2PnXqlKWlZWdn59ixY/fu3bt27VpJSckzZ85MmTKFxWKJiIhkZWWJiooqKCiYmZkRicTr16/HxMQQCARlZeXOzk5nZ+fOzk5paWkvLy8ZGRloqpk7d+7t27etra0vXry4fPly6LVqbW2tqqq6aNGi7du3jx8/PiEh4dy5cx8/frS3t4+MjBwaGoKq2JUrV3x8fDw9Pc+dO7du3bq+vj46nc7hcOh0+vbt22/cuIHD4ZhMppmZ2dmzZzdv3lxVVSUnJ3fs2DE6nb569ernz583NTWpqKhMmzbt0qVLsrKy48aNu3XrluAGaWtrb9y48dGjR9bW1idPntTT09PV1X379u369evDw8PDwsIAAOvWrSOTyZs3b164cOHMmTOFhITgqCwoZMyYMc7OzidPnhz+0Q/dWZycnC5evCgmJubm5gZDI8bGxp4+ffr8+fN2dnYPHz6EwQ99fHzKy8vXr19/8OBBDocTGxvr7+9fUVGBw+FevHgRFBR0+fLlW7dubdmyZeLEiY8ePSorK+vv70cQpKamBj45/v7+r1+/1tfX7+npef78+datW3t6ej5//nzjxo0TJ07U1dXZ2dnV1dV1d3fv378/PDwci8UaGBgkJiZ6eHicO3cuLCzs+fPndnZ2kZGRmzdvXrt2raqqKnx+ysvLCwsLuVyuioqKrq4uDNhTW1urr6/PYDBUVVWrqqosLCzu3Lnj7+9fUFAAF2BPnjy5p6enqKiotrZ2+vTpHz58EBISMjU1TUxMFBcXl5OT2759e3JyMpVKra6urq2tHTt2rJycXGpqqoSEhLa2dlJSEgDA1tY2Ly+vs7Nz+vTpKSkptbW1gYGB/f39VVVVNTU17u7uPB6vtrZWWVmZSqXm5eXp6uqy2WwxMTEWi9XW1iYkJKSvr5+UlKSsrFxRUZGamjp9+vQXL17s3r1bQUEhLy/v7du3Dg4OlZWV7e3t0CKFgoKC8tsZ/daaqqqqzs7O/v7+mpoaJpO5c+fO7OzsiIiIiooKKpU6NDSkrKx85cqV6urqWbNm9fb23rt3Lzs7W1VVlU6nw6FozZo1FRUVK1eunDp1anJy8v3799PT0+HKWwRB1NTU0tPTY2Nj3d3dx44dC6P+0+n0nJwcd3d3DoczZswYZWXlhQsX6uvrNzQ0MBgMYWFhmCchLy+vubn52bNnubm5eDx+YGCARqNVV1fDhcHl5eVwcfL58+cjIiL09PTExMTS09Nra2sRBImOjqZSqQoKCuPGjVNUVLSzs3N0dLSysiosLGQymZ8/f+7o6DA3N8/IyNi5c2dfX9/UqVP7+vrKyspg2DcGg/H27VsmkwndhO/evXvz5s2jR4+WlJTY29vfunVLQ0MDBm559+4dHo+XlpYuKChAEGRoaMjIyCg5OTk/P7+jowMaNlasWIEgiKqqKgzsBgv09/efPXu2o6PjhAkT7O3teTyera1teHi4r68vAGD27NkmJiYrVqxoaWlRUFCwsbGRlJQkEolMJpPP50MflKqqqtWrV2tqan758qWtrW3FihUMBkNXV/fcuXPz58/ft28fAMDJyUlYWPjs2bP6+vpLlixRVVVdsmTJ4OAgzDLh6+s7ZcqUOXPmuLq6EonEdevWwXwaDAYDPh6enp4UCoXP56upqcF0BFB+AICEhERCQsLChQsvXbpUUFAQGhqqoqIiJiYmIiLS0NDQ19cnJCS0du3aNWvWaGpq5ufnW1tbk0ikXbt2sdnsO3fuyMvL3717F4fDDQ4OPn361MjIaNGiRdLS0o2NjW5ubhoaGleuXPn8+TODwdi8ebOqqmpMTEx4ePjp06c9PT35fL6cnJyrq+uWLVsmTZpka2u7du3a+fPnjxkzRl9fPyAgQE1N7ejRoyQSaeXKlSIiInv37u3v79+6deu4ceMmT57MYrEsLS1bW1s3b948Y8YMV1dXJSUlS0tLRUVFmNOgsrIyMzMTxkaCUZKhdp6VlZWdnd3c3EwikWRlZaH7TkFBAZFIpFKpMN5jaWlpW1tbb2/v0NAQn8+/c+fOqVOn2traBgcHW1tbT548mZ+f/+DBg+rq6qSkpFevXuXk5PT19RkZGQ0MDMydO7eiogLqSa6uriQSKTk5+X/L/4CCgoLyTUazWgMNUR0dHXAgmThx4q1bt/bt2wftGYODg5MmTTI0NKyrq5szZ46fn19ubi4Oh3v06NHg4KC/vz+JREpISHB0dIQrY9+9e6esrGxnZ7dt2zYjI6OQkJDdu3fv3r07Ojp60qRJTCaTwWA8e/astrZWTExsaGho3Lhxc+fOhcFyJkyY8Pnz57Fjx3K5XDU1taSkJBMTk4CAACkpKRMTk/r6+v3791+8eDEkJOTw4cNjxoxpb28PCwsrLS0NDw/39vbW09ODcweioqIUCmXDhg35+flOTk6VlZVTp06dPn26gYEBgUDo6upKSUmprq6WlpbOyMgAAJSVlcEoc8rKyjIyMiUlJTU1NWlpaS0tLUVFRTCo8efPn/v7+z08PJhMZm9vr76+fnt7O5FI/PjxIx6Pr6ysFBUVVVRUTEhI0NfX//LlCxzPYPKEkpKS9PT0J0+ePH78uKmpicfj3blzB1ZtyZIldDq9u7vb3Ny8sLBw8eLFNjY2VCq1oaHBwcHh6NGjTk5OIiIiAIDy8vLMzMylS5caGBgUFRXBLApubm4lJSXXrl1jMBhwMTmBQKivr+fz+SwWy8DAAK4KNjU11dLSio6OlpWVXb58+eDgYHBwsK6uLplMxuFw48ePNzMz4/P55eXlLS0tMMqfiooKjC/HZrPnzJljZGTU0tICk3np6Oj4+/t3dXVRKJTly5crKioSiURRUVGYbMvNzc3MzKyurq64uLizs/Pz5889PT0LFiyIj49PTU3l8XiZmZkwPxeHwwkKCsLj8Z6enqWlpUJCQqtWrXrz5s2BAwfWrFkzf/78uLi4ffv2rVu3Dpqd/Pz82traFBQUjh075ujo+OXLFyaTKSQkdP78+SNHjsDldbGxsRcvXuzp6RkYGPjy5cu7d+9WrlyZn5+fm5vb0dEBvV5oNFpfX5+ysrKsrOy7d+80NTX19PQePHjQ3t6Ow+HIZLKzszNMJCIkJDR+/Pj8/PyZM2dKSkrKy8u/fPkyNzdXS0vLwMBATEzM0tIyPz//2rVrNBotLy+voKAABvKBN8jMzIxGo5mamlpaWgoJCTU0NOjp6Q0MDKiqqhobGz98+BCHw8EZw7t378rJycXFxcXHxxcXF0tJSZ0/f57JZDY0NAAABgcHYSjIv7KbQEFBGV2MZrUGul4ymczY2NiBgYHFixezWKwHDx6sXbsW2sxv3bpVWlqan5//8eNHGDg1MzNzxYoVbm5uW7dupdFo+/fvb2pqKi4utrCwSE5OXr9+fVtb2/z58+3t7U+cOFFcXFxSUjJp0iRxcfFJkybp6elJSUlpa2tXV1evWbPG1tZ2yZIlcGFIVlaWra1tR0eHmpoal8tVV1d3dHTU19f38vKCS52rqqosLS0/fvwIw7Ho6ura2dnh8fhZs2YxGAwulyshIQEjmsjLy7e3t/f390OPCl9f397e3s7Ozvj4+NLS0qtXr+JwuF27dqWlpcF8kL6+vunp6YmJiXPnztXW1s7Ly6uvr4femk1NTfHx8d7e3lOnTg0ODobJqkgkkrKysrGx8eXLl2F8W319/S1btowdO/bz589z5szx9fWl0+lmZmYTJ05cvHjx5s2bJSQkqFQqjLA3btw4YWHhwMBABEHc3Nzk5ORqa2utrKySk5Obm5s/fPhgZ2cHgxBGRUWlp6fLy8vDhIg5OTnx8fGmpqby8vKZmZkZGRkKCgowD1RkZOScOXNu3LhRU1Pj6+s7Z86cqqoqCQmJ2bNn02i0adOmEYnEyZMnR0VFBQYGnjlzxtLSEvqU1NfXZ2dnS0pK3rhxIyAgICIiwtLSsq6uDi58Cw0NhdnBmEzm2rVryWSykJAQlUqNi4ubPHnyw4cPN2zYUFBQ4ObmBuezGhsbdXR0Pn36ZGBgoKur29vb6+LiIiwsTKFQurq6PD09Kyoq9PX179y5Iy0tnZeXJy0t3dTURKVS2Wz2w4cPYa4AuMirt7eXy+VKSkqyWCxra+vy8nJhYeGamhpxcfHKykp9ff3AwMDbt29rampmZWWlp6crKip++vSptLTU0NBQVFS0oaFBTk5OSUkJeoLT6fSCggJra+t379719PScOHGCx+NRKJS5c+fm5+dLSEjA1VtPnz6NiooSFRXNysrq7u7u6OgwMzO7e/euubl5TU2NkZGRjY2Nvb19a2urj48PjBtpZmbm7u6uoqIyc+bMQ4cOMZnMzMxMEon04MEDdXV1Nze3goICDofj5uaWnJyckJDQ3d3NZDJ9fHxgeIL79+/n5ubeu3dPX19/4sSJGhoa0KkLLsKvrq4uKipCHWtQUFB+X0ZzHhZorZk1a9bg4OCCBQtSU1MbGhoGBgbmz5/v7OyspKRUVlYmISFBJpNh0sFPnz7l5ub6+fnxeLy8vLzBwcHOzk4xMTFjY+Pq6mro1LJw4ULoIwktQPn5+WPHjoWpA2g0Wltbm7Ky8tKlS9lsNrTbm5qaCgsLw9wFhYWFVCpVR0eHzWYLCQkpKSlhMJgDBw4kJyfTaDQxMTEejzcwMDAwMABTUc6aNWtgYCArK8vU1JRMJiMI8ujRI2dn5/7+fjU1NZiD6fPnzwYGBgCAxsbG6OhoOp3O5/O1tbWPHz++bds2FouVkpICpxgiIyMBAKKiorBNNDQ0LCwstm3bZm5uvm/fPiUlJUNDQ2Nj4/b29k2bNh09enTbtm1z584NCQnZtm0bTAApJyfX2tqKx+MbGhpYLFZmZiaMVgJXAouLi6ekpKirqwsLCx87dszY2BiHw4mJibW1tRUWFkpKSurq6n758iUhIcHBwQGGm8vNzRUSEhIREaHRaJ8+fcLj8XAaSE5O7vPnz/r6+hISElJSUgiC7N+/f+7cuefOncvIyNDR0SkrK6NSqWfOnGlpaVm1alVxcfGePXtqamoiIiLa29uvXbvW1dVVWFiYmJiIw+EYDEZvb++rV696enpSU1N7enpOnjyZnJwsLy/f1NQEU0w/fvx4w4YN8vLyra2t2dnZ169fP3nyZGxsbGlpaVRUFB6PFxUVLSkpkZWVxePxMH26mpoafHL27NkTEhICncGnTZs2efLkwMDAoqIieXn5+Ph4UVFRXV1dVVVVRUXFt2/fBgcHV1dXnzx5EvpKf/78edq0aRkZGRMmTKivr1dSUmptbe3o6BAWFg4KCqqtrVVRURkzZgwMhZyRkeHl5XX9+vWLFy+y2WwWi9XU1HTv3r3g4ODk5GQ5ObmgoCCop7LZ7GXLljU0NNjb25eVlU2ZMoVAIDQ3NxMIBE9PTxiIb8qUKXClupiYmCC/fU5Ojq6u7tDQEJxb1NDQ6O3thXc8Kytr6tSp48ePj42NtbOzI5FI5eXl8vLyBw8evH37tomJyZcvX2bMmFFaWnrx4kUY3jAgIADGRcTj8Xg8vq2tjclk4vH40NBQERERY2Pjzs5OOp2urq7+V3YTKCgoo4vR7DKcnZ0NF7BQKJShoSECgcDlcmVlZQ0MDCoqKnp7e1VUVPLz8w0NDSkUSnt7u4qKCoysX1RU5OHhkZiYKCoq2tzcLCEhwWQyOzs7yWQyTHxNoVDgqKCkpPTp0ycKhQJVh8bGRnFxcS0trczMTCUlpby8vBkzZnz8+NHS0jIvLw+Wb2Njk5+fj8FgqFQqgUAQExP78OHDuHHjoIPzhw8fTE1N6+vr5eTkcnJyxowZAxUdDQ2NxMREAACNRvP09Hz16hUM36KlpUWhUGCI4S9fvgAAsFjsypUrb968OTAw8OvbCoPBCBb4jABmhDY3N+dwOMXFxXw+X0pKCjquwp9gswAA+Hw+zGgNTxQSErKzs0tKSho3blxxcbGJiYnAMxTOAXV2dv56CY8fP3737t3c3Nxff8rPA1yXXlxcjMFgYDZv2NQ4HI7FYsFNwU4AABaLHT9+vLCwMEynSqVSs7KyoKMVTPMOM3uTSCQWi8Xn88XExHx8fAYHB4WFhZOSkuATSCKRsFgshULp6OgQFRXlcDjt7e14PB6DwTg7Ow8MDIiKiiYlJcHcVV5eXvHx8UZGRtDrpaCgAGow8vLyTCazr6+PxWJpaGjQ6XQYOzs7OxsAQKFQpKWl4fwdNNcBAFRVVVtaWsTFxaF3+ffaBPpNYzAYc3Pz27dv//E3AQUF5R/BaFZrAABtbW3l5eVY7L/m2mDqYAMDg+rq6oGBAXl5+cLCQhi+trOzU1lZGQaIg8YSISEhBEFwOByfz4ejvqCtoOcsHo/n8XhEIhH5BRjqhsPhEIlEHo9HIBAGBweFhITYbDaBQIB74N9QGARB+Hw+vByJRBoaGoIXraqqioyMpFAo0H1VUlISRjE2NDSEqchbWlqgZ2hOTo6VlVVCQkJOTo7Ans/hcGB2AigqnIwbDqwR/AlBEEHV4CaCIDQabeHChQUFBR8+fFi4cCEcSgEAAsn5fL4g5fLwS2AwmN7e3tevX/v5+UEbD6wdHo+HrqnwMB6PB5sUi8VGREQ0NjZCaSFcLtfQ0HDq1KkvXryAcfp5PB40JzAYjDt37nA4nK8rBYtVUFAgEonNzc2LFi2qrq7GYDCxsbG/xikVBi76+u/vIWgxeLDg2YBtKPgbAIDH40tKSrKzs/F4PA6HmzhxIrT3NDc3e3h4wOcHg8FUVlaqq6tjsVh4FoPBSE9Pd3Jymj17try8/NfyCO4gFovNyclRU1MjEAgYDKa4uNjAwAA+SFDO4c8w3AMnK4WFhYWFhVtbW6lUqoGBwfv37xcuXNjW1lZQUAADPcN5zI6OjgcPHmAwGC6XKyhBcPd5PB4Wi+VwOEJCQlDHVVdXLygogJfDYDCCOwVD9rW3t3M4HCUlJQCAj48PHo9vaWkRBApCQUFB+Y2McrUGBeVnoK+vr7OzE47xMJUpAGBgYEBZWVmgr/T19YmKigqUAD6f39raKi8v/00FDgUFBQXlm6BqDQoKCgoKCsooYTSvhEJBQUFBQUH5R4GqNSgoKCgoKCijBFStQUFBQUFBQRkljOa4NT8h9AN0AAAthCb4W7D5j5Xk9+UPrddP2Gg/oUh/I36e1vvdJfl5qoaC8ieDWmv+Mn6eLubnkeT35Q+t10/YaD+hSH8jfp7W+90l+XmqhoLyJ4CuhPoDGfGRJNgU7By+R9D1fPOs4Qf/D53UzyPJ78sfWq+fsNF+QpH+Rvw8rfcHSfIzVA0F5S8Htdb8UXxtBBb0EbQQ2vD+Yvgx3ztrRAl/U0l+X/7Qev2EjfYTivQ34udpvT9Ckm8W/udXDQXlZwBVa35GRnRVENjR/Mndzc8jye/LH1qvn7DRfkKR/kb8PK33TUkgv0XH+mZR6IOB8jcFdRn+a6AfoP+g1/gzO5SfR5Lflz+0Xj9ho/2EIv2N+Hla73eX5Oep2jfp6urKzc11c3P7a8VAGU2g1po/iu8ZmcGv+OSiH6DDf8MP/sFZfxdJfl/+0Hr9hI32E4r0N+Lnab3fXZLh8vztHgxRUVFjY+M/7XIo/wRQl+G/JWw2u6urazQlCGxqapKTkxue8PJrsrOz9fX1yWQy3GQwGNXV1aampoIDqqur29vbbW1tm5qaSkpKAAAKCgoGBgb/8ep5eXnq6upUKvW3VeIvg8FgsNlsSUlJuIkgSHp6OpPJ5PP5KioqOjo6X5/S398/NDQkJSUl2FNXV9fc3GxnZwc3+/r60tPTNTQ0NDU1/4QqjDJ6enoaGhq+HrC5XG57e7uCgoJgT0FBgYqKCoVC+fTpE5fLhRlMlZWV5eXlRUREBIcNDAx8+fLF1ta2paWlq6trzJgxcD+CIDk5OYaGhoI8sj/m67cGBWWUgao1/zt/+cduhk2Gh4fHzyDJ78vXKzV+95L/iML/N35Ckf5e/HFPy18uyc9TNQF/+aQVCsp/BkH5X+ne362iogIAkJSUlJSUFBMTExIS2rRpE4Ig7969AwDs378fQRBHR0ccDmdtbW1vb6+vry8mJnb37t2EhAQymSwmJmZnZ2dtbU2lUg8fPowgSEBAgMBmQKFQ5OXlr127duTIEQCAqqqqkZGRlJQUiUQCAHTv737x4oVAEoFU06ZNAwCoq6t3dXUJdubl5enp6Q2/74sWLeJwOAiC3Llzh0ajAQCkpaVJJBIGg/Hx8RkaGsrJyZkxYwYGg5GSkqJSqRgMZv78+bDMnTt3AgA+fvwIC2cymQoKCqGhoQiCmJiYAACWL1/O5XIRBCkrK8NgMCkpKWPGjJGQkJCVlRUREcHhcPCPS5cu3bp1i0wmUygUWVlZKNjwugz/e86cOQAAOTk5Qb2KiopgK+Xm5sI9c+fO1dbWRhDk/PnzsMUEBgx/f//hpcHCIyIiCAQCDodTUlIiEAgAgA0bNiAIcurUKQDAmzdv4JFsNltfX19aWnpgYADuWbt2LQBASkqqra0N7qmqqsLhcBMmTBgcHLS0tAQATJkyBf7U1tYmJiZ29OhRBEGMjIyIRKK8vLy4uPiIykKR1NTUREREysvL4Z4PHz4AAO7du1daWgoA0NTUdHR0lJKSEhERCQ8Ph8ecOHECAEAgEIqKigQCq6uri4qKqqmpKSkpkclkERGRlJQU+Ku9vT0AQFZWVkFBQVhYWEJCIisrC0GQsLAwFRUVPp8PDzt58iQAYOvWrXCTwWCoqqoCAE6fPg338Hg8HR0dCoUiJycnKysLDT9RUVEuLi7wXuNwOBEREVlZWRUVlcTERAqF4uTk1NraWlhYaGZmtnHjxnPnzgEAAgICDh486ObmRiaTJSUlGQxGUFAQAGDs2LHv3r27du1abm5uVVUVBoO5f/9+YWGhuro6Ho+nUqmLFy8e8bQAACwsLODmrl27AAAzZsyAmxMnTgQAXL16ddasWX5+fhkZGcHBwfv27ZswYQIAYObMmcbGxkpKSvDJ2bZtm+DZVldXl5SUrKqqUlNT09XVRRDk4sWLAAATE5OysjLBczhCkrVr11Kp1AkTJlhaWiorK5uYmFCpVB8fH3d39+HvTmVlJQBg3rx5PT09FApFSkpKVVVVRUVFQkJiRIHwKmZmZkeOHHF2dpaQkAAA3LlzJzk5GQDg7u6+f//+Xbt2BQcHw7t56tQpAoFAo9GOHTu2e/duAACZTG5tbb1z5w4AIC8vD0GQFStWCAkJKSkp7dy508rKikQiWVhYDAwMsNlsaOHz9fWFArx9+/brxxUF5ecEVWv+d7r3d1OpVBsbGx6Px+VyCwsL1dTU4HCYlpYmUGvGjBkzceJEJpPJZrNzc3NJJJKcnFxJSYmCgsLatWs5HE5/fz+Xy2WxWIODg/Ly8oqKivfv379z505cXNzx48dJJFJpaen9+/dTU1MPHTpEIBDi4+Pv3bvXvb+bzWYLJIF/dHR0qKioBAcHi4mJbdmyRSDqlClTAABnz559/Pjx3r17oW1848aN79+/x2KxRCJx/vz5g4ODL1++hKrA58+foQF8/fr1PB6vvr5+3bp1VCpVUVGRTqfv2bNneNeMIIiamtrBgwcRBLGxsYFqxLt37xAEKSsrAwB8+fKFz+cPDg4iCBIaGqqsrMxkMoeGhhAEmTlzJoVCSUtLYzAYhw4dMjAw+KZa097erqKioq2tDcd4uLOurg5qLSoqKrAr37dvn4aGBoIgp0+flpWVHRwcrKysvHDhAjS5f61DODk5USiUsLAwHo/37NkzKPzVq1c7OzvxeHxcXJzgYHNzcykpKajWdHV1CeZuBGN8b2+vvLy8u7s7giAWFhbw14MHD/b393d2doqLi58+ffrq1asAgIiICARBampqnJ2du/d3R0dHDxfJwsJCR0dHsOfjx48AgCNHjpSXlwMAjh07hiAIvO9QcUQQZOvWrfByr1+/hnvYbLasrOyJEycQBOHxeImJicLCwjo6OgMDAwUFBQCABQsWwNvx9OlTAABUuUaoNdeuXRuu1sTGxsKrTJo0Ce7h8XjKysrr168X3CNpaWkHB4fBwUEWizU0NKSurr57924oT3d3t6ys7Pz584ffAhaLZWdnJ2jnhIQEHA5Hp9PnzZsHAKisrBQcWV1djcFg9PX1u7u7EQS5fPkyAEBBQWHE02JtbS0rKwuPWbZsGQDAzc0N/uru7g4fiSlTpgg0TgRBzp49CwB49uwZgiB8Pv/Lly8AgOLiYvgrh8OxtLSEqpKSkhJUay5dugSbIjAwEEGQnJycr9UaNpvNZDIRBFm8eLGdnR2CILDB4btz6dIleORwtQaPx8fHx0MxhoaGvqnWLF68WHCAtLT09evXoVoj0HEhXV1dsrKyS5Ys4fF4sJ3nz59vZWXV2toK9eOCgoL+/n41NTVJScm6ujp41t27dwEAFy9eRBBk9+7d8Nvj/Pnz8Nagag3K3wXUZfi3gsVisVgsDoczNDQ8ffo0AKCysnK4jwiPx9PS0iKTyQQCITk5GfZHioqKBAJBSEgIj8cLCwsXFBS0t7fX19d3d3cvW7Zszpw5gYGBEydONDU15fP5oqKic+bMsbe3FxERgSaWuXPnAgCggWE4WVlZ9fX1ampq4uLiXV1dfX19AAAWi1VVVTVhwoTVq1f7+fnt2bMnJycnMjJSRkamsrKSz+cvX7785s2bJBJp8uTJDx8+3Lhxo4SEBJPJFBYW3rx5MxaLVVZWPnXq1Lx585qamjo7O6G56JvweDxFRUUcDgd7Twj81IZn1dfX43A4EokEXQH4fL6WlhbsQHfs2AH77q/p6OhoaGi4fv26srLygwcP4E5ZWVl1dfWTJ0/29vYePnx4xCkYDAaHw2lqaq5YseLLly8jjFWQ2traxYsXb9u2DYvF+vr6Jicnp6SkzJo1i8fjCY7hcrkjzoqLi+vp6Xn48OHWrVsPHTo0NDQEAICf5vBvFxcXbW1tU1PTXbt2PX78GFacz+c7OzsTicS1a9ceOnRIXFwcDkgCJwnI9OnTOzs7s7KysrKyAABsNhsAMDQ0hMFgYEvC1njy5Mng4CAAICUl5ciRI5aWlnJyckuWLOnu7hYUBR8PLBbr6uq6Zs2a8vLytra2Y8eOSUtLh4WFQakmTpwoLS0taNLhDG+xnp6eR48eKSgonD17NjY29v3793C/sLDw2bNn169f7+TkdODAAQqFgsPhent7iUSikJAQkUiEmhY0G0ycOLGxsTEmJuby5ctHjhzJzc0lEokaGhonTpx4+fLlq1evPn78SCQSYU0BAK9fv37x4kVkZGRsbOzQ0BAej6+srOzt7QUALF26dPLkyc3NzSNk3rp1a1tb27179+rq6u7du+fr65uYmHj27NmOjo6UlBRvb28SiTT85o5AcGksFtvQ0JCUlJSRkUGhUBAEAQBoaWnx+Xx4K7FY7NixY6Ojow8ePCg4azgEAoFMJvf39yckJBCJRAAAbHB3d3cSiQTdlXg8noqKiqOj45s3b+rq6nA4XF1dXU1NTVxc3PeczBoaGvh8PoPBOH78eEdHh8CfBgo2NDQE7cSpqaltbW2GhoZYLJbH42Gx2Js3b2ZkZMjKysLnGYvF9vT01NbWurm5QZMzAGDy5MmioqL3798HADx//vzIkSN2dnZPnjyBWv73Gg0F5WcDVWt+f+7evdvf3y/YpFAoFy9eVFBQkJeX37RpE5FIPHr0qKioqKGhYXh4uJ6enoKCgpWV1fbt2y9cuMBisZSVlQXn2tnZFRUVycjIwE11dXXwSxf2TaKiogAA7u7uq1atunHjBvzWr6mpKSwsHO6liMPhpk+fvnXrVg6HAwDQ0NAYfsUdO3aAX4ZhRUXFEZfg8XiwU0aGeWVhMBg4yrJYrOnTp79+/XrlypVHjhyhUCgAgLi4OMGRYmJiw09cvnx5VVWVmZmZmpqaqqqqYCpqOH19ff7+/lgsVlpaOjo6OikpCQ6rlZWVWVlZ1tbWKioqCQkJISEhAm9iPB7f2tqamJgIN4lEImzD4aP+15BIpLFjx4qKivL5fAKBcO/ePSsrK0VFRfiZi8fj4QAWGxurqKjo7+9vZmbW29v76NGjEeXw+XxxcXFPT08AQHp6OoIgQkJCXC5XUVFRX19/cHBwz549enp60Moy3GkXAJCXl9fd3e3i4uLi4mJvbw9nuwQ8f/7cyclp4sSJ/v7+9+7dAwDU1dURicT4+PgtW7bU19fDMelr3N3dCQRCe3t7ZGSkhYWFoJ2xWOz3lFQs9v87h7S0tDt37mzYsGHJkiUqKiqRkZHwgD179vB4vNOnT3/48OHs2bNkMjk2NlZQOI/HMzExEYz6RCLx7du3kydPXr58+bZt244fPw4AIBAICQkJPj4+3t7e+/bti46OFhMTg0/4qlWrfH19/fz8AgMDe3t7R4z0GzZs+FpmV1dXGo0WFxeXkpIyMDCwdetWExOThoYGOLEiLCz8zZoOB0rr7u5ubm7u6enp5ub24cMHqJc4OjpCnYDH48nIyLx+/VpPT+/s2bNUKlXwho5ARETE2tqayWQK9pibm8vIyEyZMkVBQUFJSUldXT07O7u3txePx+vq6m7ZsmXChAnTp0+H831f8/r1a3l5eQ0NjZ07d4qLi7u5uUHF9+DBg9A33M3NLTo6evg9jYuLg9fS19dvaWn5gYKCw+EoFApsfEdHx2vXrh0+fLi/v3/79u0/9uVHQfmpQNWa3x9zc3PYD0I4HI69vf3u3bt3797t5+fHZrOhMpGfnw+7xa1btx47dmzv3r1wSqWrq0twLoVC0dLSEvREcE7nm1+HAIC3b99evHhxwYIFZWVl8FsfGtjh8fAzdwRiYmIAgJcvXwr29Pb2tre3UygUKpX64cOHlpaWEafgcDi4yGi4GEQiEY6yWCy2s7MTej9ER0dDs/ZwRgjv6ura3t5++PBhYWFhMpnMYrG+FrKrq6uqqmrKlClnz56tqakZHByEzg1wzUhOTk5sbCyHwykoKGhra4ODMbzKwMDANxtKAJ/P/15jAgCEhIRwONzEiRMXLlz4L9smFstgMJKSkshkclpaGrzuhQsXvj6XzWaHhYWFhIRcvnz56dOnQkJCPB6PQqFkZGS0t7ffvHlTWFj44cOHAABo3h/ekgAAe3v7U6dORUVFHT16dPivXl5e8fHxSUlJXV1d8+fP5/P558+fFxISevHihbq6OgaDqa2t/WZdrl+/zuFw1NXV/fz8Xr9+XVFRAfeTSCR/f3/Y7Hg8vr6+/psGM/i9rqen5+DgUF9ff+7cOWjg+fTpEwBg2bJl169fP3DgQHl5eVJSkuAsLBbb2toq2ORwOKqqqpMmTdq5c6eenh5U++Dki7GxsZGRkbCw8M2bN7u7u+Egqq2tbWRkpK2t7e3tLS8vLywsPFyht7CwGL5QCCIuLr5kyZL8/PyMjAw5OTkbG5sJEyZ0dHTAubbAwMBvNs5w4PPQ398vKyurqakJLRlwZ3Z2tmB0RxCETCbb2NgwmUwmk6mkpPS9AqWlpTMyMgoLC+Hm58+f6+vrvby8QkJCduzYsWLFCmhUYzKZ9fX1NjY26enpjx49WrNmzYhyKBQKdFQKDg5euXKlgoJCT09PSkoKfGA8PDwsLCwIBIK6uvoII66Njc38+fONjY1LS0s5HM4PHnhRUVFnZ2eoJ0lISLS3t1tYWMycOTM5OfmbLyYKys8JqtZ8F0E4B/Dv0R3+IyYmJsPVGh6PJycnt3z58hUrVri6ugIAoC2HxWKtWbNm/Pjx69atW79+vaamZkBAQPf+7oXMhSMu+iv7FOjWd/PmTW9v74iICABAfHz8u3fvdHV1bWxsoqOjBUb73t7eKVOmPHv2TF9fHwAw/Gty3bp1Y8aMkZKSWrZsGYPBqKurG3EVDoezBrOme383HGOghJ/mfoJrsuDwr6Ghcffu3YyMDGj4Gd6TFhUVCcwALBYrPDy8oqJi5cqVRUVFpaWlBw8eBADU19cPv+L58+eZTKaMjExhYeHJkydxONyHDx/odDrU9nJzc5WUlFatWhUVFXX8+HFoHxpBTU1NdnY2+GUiQED+0vyoqKja2lpBU3t4eBQXFxMIBA6H4+fnl56efvv27ZUrV8rLy/N4PCKReOfOnZaWlsbGRh8fn9Papzv3dhYVFcXExNAP0E9onIj2iB5evrGxsaSk5Pz58+vr64WFhZOSkqZNm8ZgMAIDA6uqqqBPxoibe0bnTPf+7tevXy9atAh/CW+baQs9YSHQvVpSUlJcXJxEIr148SI9PZ1CoZw+ffrKlSsGBgYnTpxITk4eMbDx+fzGxkZ4d6ZPnw4bRHDvoqKi9PX16QfoiwYXde/vhk7KXC43IyMDAODl5QUAOHPmDJfL9fHxgeoyAAAqRkuXLqVSqQEBAQsXLgwKCuLz+Tdu3BBcF4fDZWdnw2ESPgbq6uoxMTEHDx4sKSmZM2dOU1NTdHT0li1b8vPzCwoK3NzcHjx4cOvWrZOaJ7v3d8fFxRUUFKQHpp/UPEm9Q3V2dpaSkhIVFYWl3blzZ7hNVMCCBQtaWlrOnj0LJ2gcHBxu3bq1efNmCwsLIyOjr4//JoGBgUVFRfCZnDNnTkNDA4vF0tHRGa5X0Q/Q90rt1dTUNDIyejv1LfjOeiX48AtmvhQUFHA43Lhx4/w7/QN6ArZv325sbNy0vUkzTrN6Y7WNjQ2NRpsyZcq2bdtGlKOoqKijo0MgEBYvXrx//37oJ15SUgJLtrW1ffHiRVVVVXV1taenJ1T44HskLS199OjRhQsXDi/t+fPnlBuU7v3d7e3tCIIInv/nz5/Dd6SxsRHqcNB3+Gt5fl/+584WBeVrULXmV/G9ZY0Igujq6gIAent7b968eejQIQCAtrb2iPn7ESZcOJ4RCIQPHz7cunXr7t27cXFx1dXVgumnW7duAQDiNP81dyOYOoHFDp+lElBeXn7t2jUajbZkyZKlS5euXLkS9kcnTpxgsVh8Pp/L5d66devSpUupqambNm2Kjo5OTU01MDCQkJBoaGhISEgYGhpqbm7+8OEDDoerra2FM0379+8vLy9nMplPnz7NyMgwMzODmhAAIDQ0lE6ns5f+a9AyNTUtLy/Pz8+vrq7m8Xj+/v6CeCezZ8+Gf1RXVycmJpqZmcG+vqWlZefOnePGjYPK07t376C7yXB7VXl5+eXLl729vS9evPj+/fuUlJRNmzY1Nzdfv34d6o6GhoYAgEOHDsGlUoWFhfn5+fAnDodTWVl55cqVa9euwSHwa6WntrbWy8srfUw63ExISEhPT6+qqoIRRASHsVgsU1PT3t7e06dPCwkJTZ8+3dfXF/7EZDI/fPgw/AkpKyuDd9zPz09wmIGBQV9f36tXr27evAkAiIuLCw4OBr9MLH6Tr586NpsNXSsGBgbodPqpU6fk5eVPnz6dnp4eFxd35swZAEBTU1NjYyN8Zvh8fmRk5KFDhz58+DBjxgwqlQrND4GBgenp6YIWFhMTq/Ksgptnz569c+dOeHj4unXrdHR09PT0Dhw40NLScvHixcLCwuLi4kePHmEwmBcvXgAAPn36NGHCBEdHx6+Fb2pqamlpMTU1FdwLMpnc1tZ269atK1euXLx4MS0traqqis/nDzeBAAAErh4RERE3btx4IvsEbtbU1MjIyNTV1X38+BF+DAhcs78J9A1SUlKC47Srq6uQkNDQ0FB1dfUPJmKgWQV68gIAWCxWXl5eX19fe3t7X18ffCQErk4AALjeSmK3xDdLQxCkrKxMTExMsCLv1atXfD4fOr/DSn38+NHpsRPcfP78+fjx4/X19bdv3w5++f6BREZGZmdn02i04cLDdw0AkJaWdu3atQsXLpw5cyY7O9vOzk5HR+fEiRNbt269cePGrVu3Rpj9BNO1ycnJ/v7+kXKRcJNAIBw4cKC0tPTevXuweadMmTJp0iSBOvsngK4hR/mNoHFr/oXg4+Cb0Tlp/ylNrs8bn6ysrKbtTSMOFvw94hRaCE1DQyNrwb86C4ndEs+ePXMpdBl+UflD8i07/38OiBZCu3DhwsOHDwUmgeFlrqtYd1r79PD9t2/f3rZtm4yMTEpKyuXLl0+fPg17wP7+/oGBAXV19eTkZFlZWVtb29zcXAkJCSwWy2aziUTiqlWr9u7de+rUqWPHjg0MDFRvrIbFap/WDg4OXsJaMlxIpcNKjdsaBZsSuyU0NTULCwsHwwcFezIzMzViNQAAyUbJgjrSQmgDAwPbtm07d+6cg4ODk5PTgwcP6urquvd3Dw/XMSdtTnx8/NWrVxcvXgx3XrhwYdWqVe7u7sePHzczM8vJyYELnSIiIvz9/QEAHz9+LC8vX7hwIfSlgFNRApvHN++v7AHZtpA2weaxoWOhoaFv3ryx+mwlqIWghCjlqCkNU8C/Q9hA4JzkCDY9Yzw/f/48/EI1XjUqKiq4izgAgN45vdLVpcNP/zVPncRuCeiIWru5Fu5RPqIcEBAQphg24uBrpGvBwcHm5ua1tbU9PT0IgixatChcNRz+anXLqrq6ergRCACwsnjlBYMLw68lJiZ29uzZybWT4R7+Sr6kpCS8hG+i73O353C/02On/Px8DAbT0NCgoqLi6+v77NkzAEBCQoKHh8e0adPgBFBra6uOjg6DwRBcYvny5VpaWps3bxZIcoV4Zdu2bSMEG97yAAD14+psNhuHw9UH13/ddMMb4TLh8rZt2169euXt7Q0ASE5OdnZ2rq+vhzNxAo+os2fPrl27Nj4+Hq70DgoKgl5E0BzS39+vrq4uLCycsyhHcDkXFxdB9b8pJPhhkF+NExqCdwqyvnL9Ka1Tw0sDw55YyAulF1Mbp46o43PF58bGxlOnTsVgMHBqe2hoaP369fv27Tt37tzZs2fr6upYLBYWi+3c2wlP6QnocXV1zV6YPbzwEQ9k9aTqqVOnnjhxwr3UHe7xfu1dWlpasa4CfNW/fV3B/8j/0Nl+76zfLgzK6AO11gDwv+bUhbxSewUAiPaIzsvLo+6gCn59qfr/DisjTodAneaNzhsAQPf+7jFjxgh+XZSzyP6BvYuLy4iLLlu2DOo0X4sKdRrxXeKC8ufNm1dXV5eRkQEXe9fU1NTX1zc2Nj579uzOnTvx8fEqKipCQkJJSUkPHz589uzZ1atX792719TUFBISAgBYt25dfX097H+fKz4HAFSsq9iyZYtAyHit+FiNWMFiV7i/e3+3lZUV1GnIW8hwj7CwMPwV6jQNUxrgKcLCwgcPHty3bx+DwXj16pWEhMTq1atHtJiPj8/y5csXLFgg2DN37lxfX184k+Xg4CAwwNjY2Li6unp6ehoZGUlISJibmxsZGRkZGVlaWg4fIUbc345ZHcH1wYKgq4OLBgEAm0mblZSUoE4jqBcAIIwRBgCAOo2ghEmxk7bUbRHM+4huFwUAxHnFCa5FCaYAANRj1KWkpDpmdQAAhg8h3+zZBxYMDH9Umqc1Qxlu374NdZpYjVgAQMPWhrlz5w4v4YPpBwCAq6vr5cuXvby8Tp8+vXXr1piYGKjTwCMz52feuHFj2rtpsHDPGM+gjCCBb7LggczOzoY6zbqKdQAA7AWsoAQ4qJeNLwMAwOXoAAA5ObmgoKAZM2bAcsTExMzMzLhcLhxupaWlAwMDrays7O3t7e3tLSwsNDQ04AptQbFL2UsNDAzgCwUAmBw/eXL8ZCurf2mWPm98AAA1m2oeP34MdZrvZZ8W2SYCAJg5cyYAwNPTMyoq6tWrV2PHjgUAqKiovHv3bvhj5uHh8eLFCxhOBgCwYsWKDRs2wBXmAAASiXT16lWo03w0+wgvceXKlQvYC4Lb1+bXJljO9nVwxV2tu0b8NFynIW8hry5dPXXqVLh5mXAZNj4MfTT8LBcXF684rxH1FRYWHjNmTE1NTXV1dUNDQ0NDQ0dHB1xDvnr16uLi4nfv3m3ZsgXqNLBZxO+Jl5WVCToKsZ1iwluFGxoahl9OI1ajqqoK6jRwz8sJLwVT2CPeoP+W/62z/d5Zv1EYlFEJaq0B4CvF/5svzNfH/Ayzv/8x88vfkT86uOpP1Wg/2xP1d+TnuaH/kJv4W9SI36WzRXUalB+ARiP4z9B/dQrcX/Pufe+N/ebU1dfX+sGb/Ee83j/ug2DL/KBG3yzq11/996rRD/SGX1mLP6IdvifMbynzV7bAn3wff8DvKBjkr30Lhovxa17wP6fxf/e7/8fx6ztbFJTvgU5CAfB9iyj44WssOID+G/z2BScOL+Gb6tH3LvrNEn4vfq+W+UOF/I/89lrAPSP++I3t8Ge27U97H39awX5HIb8WbMTd//Hpv72OP1Uj/1TCoIxK0Emo35MffBXlOuaafTQT/PTR7KNjriMA4JPlJ7ssOwBA//z+4UucRrz23d3dtbW1pqamCQkJEhIS1tbWcD+Hw2lpaREsHhnd1NXVDQ4OfjNeMACgoaGBwWAI8nUzmczk5GR7e3uYfQlSX1+voKDwP4RM5XK5X758sba2/iPCrX769MnMzEywOAUA0NHRQSQSYVQhAV++fGlubjY1Nf3e4qnq6moOhwOX5g2XPDEx0djYWEFBISkpicFgODg4CBbmfE16erqwsDBcNNTY2Mjlck1NTUfNA1ZcXNzd3f3NpVs/IDc3t6GhAYfD8fl8WVnZEYGhIe/evVNTUxNEtszLy6uvrx83blxDQ0NFRYWLi4sg11tzc3N/f7+2tjabze7s7OTz+dXV1TBrSkpKio2NTXl5ubW19fBwiP8EGAwGk8n8ZkBOFJT/in+KWvM/a/T/m70X/Nyz7D+YOPsb8dtr8Ue0w5/ctoLL/X3v41/Ib2m9n+El+nnu/l/SGuicFMq3+XNST/3ldO/vPnTokJCQEMyft2XLFlh9BQWF/v5+eMz69esBAGvWrDl9+vS4ceNsbW1/Y2q37v3dMHnT1KlTz58/r62tjcfjS0pKXrx4ER4evmfPHiwWq6+vX15efvr06crKSjqdLicnBwBYsmTJwYMHYVj9tWvXIggCVwtv3rwZrruGh0VHRz979gyPxx84cCAsLCw0NHT//v3V1dVwVcusWbNOnDixa9cuEolEJBLz8/Nhcu+vMz7CECaKiooHDx48duzY+PHjDQ0Na2pqDh48GB4eDj9t5eTk5OXl5eTkrl69unv3bjwev2jRol27dqmqqmKxWDMzsw8fPiAIsnXrVlNTUyqVqqCgoKCgICEhoaio2N3dHRMTA0XKzMycN28eXDd05coVmN5h165d9fX1eDwei8W6ubnBTNQHDhwAv6TMnDp1qqqqqpqaGkxcDGshyPQJawFrJy4ufu3aNQRBYLy4uXPnIgiSmZnp4+Mz/LGHaSZHtENDQ4OZmRkAQElJCYZ9o9FoT548Qf491SUEZmbA4/GqqqrS0tLfK7OsrAwa4WCb4HA4MpkMs4RGRkaSSCQajbZ582YYDWju3LkDAwPFxcUAAA8PD0HWyfb2dklJSQKBMHv2bJi1lEwmb9q0aUQ2RJiSDPySsQECY9DBFIkKCgomJibQnIPD4WbNmgUjHUtJSeXk5CC/JKNeu3btxYsX5eTkdHR0hqcFOHz4MHyeBckR6+vrCQTC8+fPkV/SqTo5OcElSHg8vqioqHt/N1zrBFNGfw2MSrxu3TrBno8fP0IJ6+vrYZ4KAICvr+/69etxOBwej09LS2tvb5eQkFBXVxfk+4Qho27fvr1v377Q0FBvb28qlWpvby8lJaWhoXHlyhUCgSAiIuLn5wfDKa1evXpE63V2dkKjlJycnIqKCswpVlhYiCDIrFmzhISEDh8+fOXKlU2bNsHHD2ZnE5yuqamppqYmkGfu3LlEIrG7u3vdunUAAEGSeTabbW9vHxQUBOMIa2hoHDlyJCws7MOHD0FBQZqamqdPnw4JCYEv+LRp0wSXgLkmiERiTEyM4KLDBYARkgS3BvklzzxMqwljGsnIyBw6dGjlypUAAFFR0YKCAhgpCiauhxw+fJhIJD548ODQoUNhYWF79+4lk8ni4uJycnJaWlqvXr0yMjIik8lGRkYHDhyAhsOvH/tXr17BwI+KioqCtwaG4yKTyYqKiiQSCYPBPHr0CEGQ4OBgPB5Po9FgpGxbW9vs7GwEQXR0dMhkMgyOPCKOs4iICJp3E+V7/IPUmv3796urq8PNgoKCZ8+ejR07VkpKaoRaExERASOSIf/ecQjK+d6/b17UzMzM1tYW5tHNysry9fUVJKBGEMTFxcXV1VWwCfMPrFixore3F0GQ5ORkEonk6emJIAjUPCoqKuCRMOhndHT08+fPAQAJCQnDrwtj+8K0zHw+f8uWLWPGjKmtrU1NTf1mHwQDy4aGhsIYJydOnFBQUBB00PDSb9++RRCEx+MxGAx5eXkwLIM3FPvw4cMIgsDZMTjOIQgCR+gDBw50dnZisVh3d/eNGzfCMRuOczD6fkhISHX1/696hZoEVGtSUlKqq6vFxcXfv3+PIEhpaWl0dHR4eHj3/m4GgzG8FoJ0SLDB4ezJ7Nmze3p6hISELC0tX758+fTp0+fPn9+/f59CoXzdDra2trAiLBYrOzs7IiJCVlYWpgTftWuXhITEcLUmNzcXAABTUtfX10dHR7u7u0PdaHiZQUFBhoaGUVFRZWVlCIKkpaU9f/68qampurpaWFg4MDCwo6MDQZDBwcEjR44AAK5evdra2iosLKypqdnX1wfLYbPZY8aMMTU1ZbFYDAYjJiYGLlEeMbDBnNsAADc3Nxg9du/evTC70NixY+EEyrRp0z5//hwbG5uVldXV1XXnzh14ipSU1KNHj2AqTagDwWF76dKlHh4eMTExERERjY2Nfn5+w8fOrq4uMpn8/PlzPp8vKSm5fPnyvr4+Lpd7+/ZtmLEIvhoYDKa6unrk64EgCILAOG8wM7kAGFmxpqZm5syZBAJh/fr1UJhPnz7p6upeuHABQRA1NbWVK1cKToH5umEjIwhy6dIlqIbCVw/mLd+2bVthYSGDwXB1dZWUlBzRen5+flJSUocOHerq6hLkxFi9ejWCILdu3bKzs8vPz8/Ozs7Kypo0adLXWvUItWbmzJmWlpYIgsA7JVBrYMPy+Xw+n6+pqTl27NjhtbaysoJ/9/f3r127Fo/H5+fnIwgyMDBgbGwMVUwbGxv4zPxKtQYqrDAIuCDH+6VLl2xsbJKSkvh8vpSUFGxSSFJSEhaLra+vh5vR0dHglwznyC/fV7dv34abcXFxurq6X79Ka9as0dDQcHJykpGRgW8Nk8nU19fX1taGTQGL3bFjB0z34erqWlNTgyDIvn37AADXr19HEERVVXXZsmUIgtTU1CgpKZ0+ffr169cvX768efMmjUZD1RqU7/EPWgn1/PlzgfsCjGjS19cHv6WGM2vWLAAAiURqa2tbBBZ9XY74LnEYGvXChQsHDx6EZobv2V39/Px27tw5b948Ly8vLBYL83ILflVTU/vw4cPAwAAMHAfHGD8/PzgN7+zsfO3ataCgoK6uLujSMW3aNDKZjMVi29vbcTiciooK1AYePnzY3d09ODgoJiY2depUGHh3x44daWlpgYGBBw4cEGT6/SYwZOqOHTsiIiI2bNigpqaWkJAgiP0K/4iJiXFzc8NisTU1NR0dHX5+fgIPg7lz5+7atUuQBVBCQmL8+PHwJxqNNnfu3PHjx3O5XCEhobdv36akpMBwYQJXAwiCIAAAb2/v6urqDRs2jBkzBn4IwlSIPT09dDodANDd3R0eHg4AWDR+0XBnFAAAFovFYDAeHh6vX79euHDhrVu3FBUVocGDzWbLy8tPnvyvyHJMJhMmSmxvbx9ujaiqqqJSqX5+fkQi0dzc3NzcfNeuXTD2v6am5ogMo9AWBZUGZWVlZWXl2NhYAACdTh/+ZYkgCI/H8/T07Ovru3//PpFIRBCEy+Wqq6vDyC7QJgdzM+3bt6+8vFxGRkZZWRk6EkGjEYFAMDAwiIqK6u7ulpOTmzRpkrCw8Llz50bcRz6fj8fjlZWVExMTs7OzJ0yYkJCQ4OLi0tHR0dnZCZuITqdrampaWFikpKRYWFjAShGJxM7OzszMTHhPKyoqeDweHo9ns9lxcXEsFsvc3BzqsnPmzImMjGSxWFBxjIuLGxwcJJFIb9686erqsre3hwLPmzcvIiIiNjYWOP/gufv/+z7CHwjS0tISGxu7du3aY8eOFRYWQmX01KlTdnZ2sC4dHR0PHz4cGhoiEAjfTHWEw+GghwoWi8VisYcPHz569Oj27du3bNmirq4OHv/bwWVlZXJyctByAACAUaPevn3L4/Hy8/M/ffpkYmICj8Tj8cB2ZOjwEQgJCWVlZaWlpQ3Po/L/p/8iXm1tLZfLhXt0dHQePHhgaGiorKwMNcu5c+dCT7KIiIiysrL379+fOnUqIiLi7du3MPLkrwGHw7W1tSUkJKxatcrDw6OysnL79u3+/v7r1q2DOckJBMKnT58kJSVZLBaBQMjPzx/u1gM1XYHMsrKykpKSISEh8GEDADx69Ah8FaIrKCjI19e3oaEBfisCAJhMZm1trY2NDYwR5e3tPXfu3JKSEhhSfOrUqWpqauCXJ6G0tBQA4OvrC+MJpaSkNDY2njp1auPGjYsWLSKTyYIc8igoX/MPUmtycnJg5FAB169fH943wVfOz89v7ty5T5482bJly6L931BroGkBpsNFEGTXrl0EAmEjcWNXV9fXnpjbtm1zcHCAvTwc+M+cOTM8jx2LxYLxytrb2wsLC2VlZW1sbAS/ysnJ8Xi8jIwMmH8bfnRC1NXVTU1N4ft/48YNmItHW1vbx8cHRgjt6el5+vTpjBkzpKSk1NXVX79+/T13V1VV1T179mAwmJaWlhUrVrDZ7JUrV0Kr9dfk5uZyuVxVVdWv++uvkZOTg7actrY2CoXCZrNJJJK6uvoIjQT8olpZWVmtXLnSy8vrxIkTUAtB/t336927d9C2BMYDBoMx3B2Yx+OJiYldunRpypQpERERoaGhsGG/Cbzc8GRYAAAOh6Onpzc8nzkOh2tpaamsrBQSEurp6cnPz4cWHQBAQUFBd3f3f/QgJhAIpaWlDQ0N5eXlAQEBcOe9e/fGjx/f3d09fPwgk8kiIiIlJSUYDEZBQYFKpQpm3KBsFhYWcG4CAGBtbU2jjXQs4PF4UlJSUVFRTk5OHz58GBwcTE1NtbS0rK6uhvUlEAhJSUm6uroIgtDpdDiDSaPRXr9+HR4efvz4cVVVVSMjo56eHg6HA18NLBY7MDAgMNHBOVyBQyvMn4rD4Ua05K8HCpaSkiJQOoeDw+GePn26e/duUVFRHo/X0dGxbt261atXr1mzRkhI6NmzZ9CIiMFg+vv7f+Bja2BgEBISAtOCnj59+ty5c8uXL98qvHWEJG1tbRwOB95TeXl5JSUla2trHA4HR1wpKSn4NEIN+9e49P5Xia+NjY0BAMXFxcXFxa9fvyaTyUVFRXC6tqysTFZWVltbe/fu3S9evPhm2tr/CJyHZbFYkZGRMAf748eP/fz8hISE7t69Ozwr7feSugMA1NTUUlJSNm/eLIiQKS8vX7RiZHpUGE7QwcHhBy+Ij4/P7Nmz4XMleJE9PT2lpaXj4uKOHj168uRJuHPatGlMJvPhw4dr1qzZu3cvgUBgs9kn1p/4Xsko/3D+Qc72QkJCaWlpw/fA+QXB5oQJEzIzM3fu3KmmprZs2TLYl43I7gQAUFVVTUhIuHTp0rNnzzo7O1+8eAGN/8MzGQnAYrHOzs5VVVXJycnXr1+n0WjDuyQ8Ht/Y2AjDd8rIyMjKyn59OQCAsLAwlDM8PPzOnTu3bt2Sk5Pr7+8XdOXz589/8ODB9evXDx8+jMFgGhsbvb299+7dm52dfe/ePTwe/+XLF0Huuq+RkJBYunTpnj17Ll26BNNJPnr0CHrDfI2Pjw+NRoNT8l9jamqKfMsJXVZW1sjIyNPTc/78+evWrVuxYsU3a9rS0jJx4sRFixZduHBB8BU7nNWrVz969Gj58uXfvDqPx5OVlY2JidHU1HRzc0tISPheBw2vDm/xcCFLSkpgGkgIgiAwXwGs1PCUUsbGxjQaDaqq/xEOh+Pi4nLnzp3Lly8LCQlxOBwZGRkJCQmYnRRSXV3d3t4usIExGIzhahmBQMjOzhYkxM7IyICD6wi4XK6xsbGjo+Pbt2+h8W/69OklJSXw1nM4HGNj43v37h05cuTatWtycnJsNhuDwUBtEkGQiIiIrq4uCwsLQbtxuVwVFRWYXwz8kuFy+/btx44dCw8PP3XqFMy5AQ9oa/v/BBQjjFvfAzasIKrvCPB4fG1tbV1dnaqq6tGjR48dO9bb2wsTyDOZzH379nV3dzc1NXV3d/v5+f34inv27Gltba2urq6srJw1axac8hvRdOPGjRMo3OLi4oaGhh8+fODxeDCFwufPn3Nycm7dugUv9GtufW5u7q/XbOB0TGho6N27d+/cuaOjowMThrx8+fLIkSONjY3KyspjxoxhsVi7d+8ePmn7PaDLFwRBENhNqaiohIaGwmk+2PgcDsfKymr//v1Hjhx5+PDhhAkTfvA9AAB48+bN+fPnIyMjp02bduDAAZicZPhbI0BUVPSbvQGkra0Ni8XCBx7OjwMAhoaGvm7YwcHB0tLS0NDQ169fGxoaioiICNLkoaB8zT9IrYEpoIfvqaqqEtiu+Xz+ggULbGxs4uPjAQCfP39ub28H/55tDrJkyZKUlJSKiopdu3ZJSUkVFxdDI4qg6x+Os7Pz+fPnuVyug4PDwoULaTTa8M6Xz+eLiIgI1vH6+fl1dnYKbDlDQ0OpqalEItHAwAAOw3g8PjAwMCgoaOnSpR0dHUlJSdBk4uDgMHv27IULF06bNg2DwcyZM0dbWzsuLo5IJM6ZM2f//v0AAEEi5a/ZvHmziYkJrK+Ghoa7u3t3d/fLl/+yLI/osMTExCZPntzS0tLT0wP3PHz4sLa2FrZbWVkZnU6H7rQAACaTuWDBAqghIQiCw+HWrVtHoVCuX78OXWdgrwfVEUlJSVhNmOzp6NGjXC4Xi8UiCILH4+Pj43t7e8XExGbNmjVu3Liva4HD4RgMxps3b5SUlFauXAntWAAAERERDQ2N1NRUQYT4d+/ewUmZEfj6+jIYDEEPy+Px+Hy+tLS0oqLikydPBDoWlLmlpYVOpws+2aE9Bgz77oRA209lZSWJRAoMDAwMDBQWFobPgKGhYUxMjOByML0i9MklEAhr164doZPBCTUAQH5+/qJF37AjYjAYBoPR0NBw48aN2tra58+fy8vLq6qqCnKvwolnT0/PJUuWLFq0yM7ODu5nsVguLi4nT578+PFjS0vLiJF4+Mjk7OyMwWD8/f0XLFiwcOHCOXPmQC1NR0dHTk5ux44d+fn5AIDBwcG2tjaBPQ9eF1ZBUIvhQE1lBPLy8nA289y5c7DF4OlmZmYwrxl85KCuCeeOvzeInjp1asyYMdu2bcPj8bKysoK0JMOZNWtWcnLy0aNHe3p6eDzegwcP0tLSJkyYgMPhCgoKampqsFissrIy9Pv++lq+vr5dXV0tLS0AAB6P19TUBADw8fERVFwg/zclBL9k2fT19Q0ICAgMDFy9enVubi6fz3/8+DEAAIPBDA4OMplMTU3Njo6Or6cgIfBy8H+YyKK8vFxWVtbd3T0+Pv7x48dkMnn79u2XLl2CBjAolYSEREhISHBwsL+///bt23k8Hsw+O6JYAEBZWdm2bdvOnDkzffr0p0+fzpw5E3YswydzBYww6OLx+I6OjpiYmKSkpKKios2bN1taWsKpPUH5CQkJdDpdkIIDEhcXd/r06aqqKg8Pj/fv35eUlAiynaCgfM0/aBJq5syZT548GW4DUFdX//jxY3Fx8ZgxY7BY7MKFC5cvXz5t2jRFRcWWlpbBwUEAwIjYIRC4bkXQVUlJSdHBt31rnJycVq9effz4cSEhIQRBqqurRUREBL/CrkqgcKxYsaKtre3q1avNzc3u7u5Xr14tKysLCwuTlJSEM9wCFxm4PETA27dv2Ww2m83mcrnTp0+fM2dObm7unTt3Xr16paamduzYMTweX1NTI/jWH4GKikpXV9fYsWODgoKam5vh96jA92W4wBBvb+979+7p6emtWrUK5o6mUqnQZ3P37t0+Pj5z585dvXp1e3v7y5cvOzo6cDics7NzVlaWu7u7hoZGaGjo1q1bDxw40NfXB5N743C4ysrKrq6u+vp6AICoqKitrS3suJlM5pIlS5hM5qZNm548eSIvLy8pKZmZmdmwtWGEVJmZmeAXg4G+vj6NRqPT6YWFhVgs9tq1a+PGjbOwsLC0tKyoqOjs7PzmDBpcBrVw4cJXr16pq6vfv3+/vb0dzu41NTVxuVxPT08SiTRhwgQEQaBCk5aWdubMGRaLdeHChdraWuAyMr/6jh07oqOjAwICtm/fTiAQBgcHBwYGYAr3TZs2JSQk+Pn5WVtb5+XltbS0mJiYyMjI9Pf3V1VVwVTPbDabx+MZGBiUl5fLy8vHxMQkJCQkJye3t7e7urqOkB+Px7NYrNTUVH9/f+itderUKVVV1YGBAWiEIBKJJSUl0F2DxWJNnDjRwcGhu7u7rKzM1NR03rx5YWFh7e3t0dHRYWFhUlJSWCxWVFS0tLT0/fv3zs7OAADowVpRUTE8kk1JScnUqVMDAwNPnz49YcKEBQsWPH36tLy83MHBQXDMkiVLGhoaBgYGWCxWUFAQXNcDfpmEunXrVlNTk8BIAAd4DAYTFhaWlpZ25cqVz58/y8rKYjCYjo4OPB5PIpGEhIQaGxt5PB5UMn4QiQcAYGlpuXHjxqysrKdPnwoJCXV0dHydy3358uVXr17dunUrnKuqrKzEYDCrVq0C/64rWFhYwDU+I1i7du3NmzetrKwkJCQGBwdra2t37twpLy8PHd18fX3JZDKfz+fxeCdOnPDx8amqqmppaRkuNtRis7Ky4A26ceMGhULJyMi4f/++rKxsbGwsNH7gcDhPT8+TJ0+G7A8ZLgBsyQULFtDpdBKJ1NXVBacsY2Jipk+fvnDhwsrKSn9/f2lpaX19fU1NTQaDkZ2dPXv2bCwWW1VVxWKxYPcC36OEhITh0X1u3boF57A0NTXNzc1PnTr1/PlzPB4vMBnC520ETU1NdDq9rKzM3NxcQkLi/fv3AQEBkydPJhAIcGnV3r17LSwsNm7ceOnSJeiq3Nraam1tPWJGcurUqRMmTFi/fn1YWBi8C5WVleAbNwEFBYB/lFqjpaVVX1+/c+dOgf1ZQ0NDW1tb8MHt4+PT2toaGhrK4/GkpaWDg4PBNz7p/x8qlUogEH5gZQUAHDhwoKKiIiIiAm6OHTt2+AQKBoPh8XhQfwIAiIuLnzp1Sl9ff/ny5fBLNCQkBC56ggiyzY0gIiJCcAlNTc2NGzfKyspC70IAQEBAQEhIiJKSkoaGhsDtcThbt26Vl5e/fPlyQ0NDUVHRgQMHrK2t7e3t4a9wafHwQdTPz09EROTFixdnzpyZNGnSmTNnvLy84ISOm5vblStXSktLT548KSIi4uXlZWFhYWhoiMfjDx48qKWlBQBYt27d+PHj4dIhdXX1o0ePOjs7s1isI0eOwDEAAHD06FFTU9Pe3l4tLS0sFgsdmeFIgyCIt7c3YIIRDjoWFhZHjhyBYo8bNy4vL+/Fixd8Pp/JZBobG586dQp6ubq7u2MwGAkJCdAIRjBr1ixRUVG4voxMJqupqdnZ2cHlyjo6Ourq6hYWFnFxceLi4kVFRZmZmfr6+hUVFUePHsVgMBgMJjg4+Jt3B/qobt26VVJSkkwms1gsaNKALuEPHjzIysrC4XCWlpYPHjwQFRUtLCysrKysrKwUzAMqKCgMDAz09vYuWbIEACArK7tt27bp06eDuG9eEAAA7OzsqqurofMym81WVFTEYDBqamr19fVlZWXwmLq6Ojh+lJeXm5qaSkhInD171t/fX1tbG2rzeDzez8/v+PHjgtk6W1vbBQsWwEXjAAAKhXLs2DHY5kePHnV1dX3x4kVYWJi4uPimTZu2bNkCrgAAgLKysri4uI+PD8x8KfBPAgCQSCQdHZ3i4mKoMBEIhKCgICUlJTg7pqqqCtNQv3//Pi0tLSgoSFRUFH6ZkMlkYWFhwcsbFRVFJBIF9q0R7+bYsWOfPHly/PjxwsLCgYEBNze3PXv2gHf/1mLS0tJXr16dOXNmfX09BoOxsLAIDg6GNR3hxuTo6Ah6Rja4srLylStXAgIC2traFBUVb9++DV2prKyshIWFhxs/4CQLfPeHe5/s2LFDXV1d4D41duzYnp4eNTW1I0eOWFhYWFhYwP29vb1r1qwZGhoCQ/8mgJKSkoKCgqSkpI+PT1ZW1syZMzs7O6WkpOAaqNmzZ3t5eUVGRvb29tbU1Dx79gw6rQMAtLW1BwcHBdEl4JMPM4MCAMaPH+/q6iqYGMLj8bdu3Tp48GBKSgqbzXZwcJg1axb4zoSYmppadnZ2RUWFubk5BoMxNzePiYkJDQ1NSEiQkZHZv38/zJp+/PhxHA539uxZDocTHBy8ZcuWEQ1OpVKfPHni5+f3+vVrAICMjEx4eDgYaUZHQfkX/6BwfCLbRI4cOWJnZ+fm5gZ3Qtv4cNc/gbUcwGUjXyUo+Y/hvUccTAuh8Xi89+/fw9XIIxSLvLy8mpoaNzc3uH4E0tvb+/79e9jr2drawr6mp6fn3bt3Ojo6sJ+tq6vLzMx0dHTE4XCXL1/W1NQUFRUdGBh4/vx5eHg4HMxyc3NramrIZLKrqyuRSORyuQkJCcLCwsbvjX+GSGK/HTQcH/iZArL9HfktrSe+S1wwhY2G40PD8aH8PPyD1Jr/7cTf8ub85X3N90C7AxQUFBSUUck/Ra1BQUFBQUFBGfX8g1ZCoaCgoKCgoIxuULUGBQUFBQUFZZSAqjUoKCgoKCgoowRUrUFBQUFBQfk96erq+pWBtlF+d1C1BgUFBQUF5bsUFxfv3Lnzvz3lm/lhUP4EULUGBQUFBQXluygrK8MQ5L8eAwOD/yrRKcrvCLrAGwUFBQUFBWWUgFprUFBQUFBQUEYJqFqDgoKCgoKCMkpA1RoUFBQUFBSUUQKq1qCgoKCgoKCMElC1BgUFBQUFBWWUgKo1KCgoKCgoKKMEVK1BQUFBQUFBGSWgag0KCgoKCgrKKAFVa1BQUFBQUFBGCahag4KCgoKCgjJKQNUaFBQUFBQUlFECqtagoKCgoKCgjBJQtQYFBQUFBQVllICqNSgoKCgoKCijBFStQUFBQUFBQRkloGoNCgoKCgrKN+BwOH+1CCj/Nahag4KCgoKCMhIEQbZu3drd3f1XC4Ly34GqNSgoKCgoKCPBYDBZWVldXV1/tSAo/x2oWoOCgoKCgvINVFRUqFTqXy0Fyn8HBkGQv1oGFBSUn4uhXxAREREREfmrxfl7w2QyKRTK1zsHBwcJBAIOhxscHBQSEmIymSQSicvlksnkr4//JgwGAwBAJpPxePzvL/c/HgRB+vr6xMTE/mpBUP47RvPL0N/fX19fX1hYqK2tHR0d3dvb6+HhUVRUpKKi8vr1awKBMPxgDoczbtw4Kyur7/mI4XC4hoYGBEE0NDS0tLRqa2uJRKKiomJ9fX1PTw8Gg5GSkuru7kYQBEEQDAYD/+fz+eLi4ioqKt8TksFgVFdXUygUIpHIYDDU1NT4fP7/8H1QW1srLy/PYDA+f/5cXFzc09PT1dWFxf6/NY7L5SIIoqioOGvWLB6Ph8Fg8Hh8Tk5OZmampaWliIgIDofLy8vT0NCor69vbGz08PCg0+ksFsvLy6u9vV1ISEhYWJhOp2MwmOFlYjAYuAeLxbLZbF1dXRERESaTyefzRUREWCxWeXm54HgpKanOzk74N4IgQkJCOjo6wwv8Jh0dHRgMhslkSklJ/cru/neht7e3v79fUVERANDZ2RkWFtbf34/BYMhkckBAAIlEGv5J8H/k/XVUVe3b/gtPWHR3LLq7u7u7FVAUEBBUFBAEQUAFAQORVpAGCWlppLu7u7t7rcX7xzX2PZ7x7GfH+469f9/n/T7zj3so9xIWc805r/M6z+P4HOjo6Ds7OwUFBTw8PENDQ/+ceQQCwc7ObmRkhEAg/o9+EAwGGxkZYWNjw8DAKCoqun///tXVFTi3/0f/BFxdMBhsenqajY2Nn58fgqDp6WlSUlJCQsLr62sUCoWLizszMwNe/M+/wsPDY2dnB3+9uroqKipqb28PCgrCxMQMCgpiYmKamZlBIpHz8/MLCwuLi4uioqLi4uL/5Zv/L3dE/5efJvhX4GXgt/g/f/1/PG5ubmRlZYmIiNjY2CorK3FwcKanp4WEhAYHB//TpS4gIKClpXV9ff2fvj8GBkZlZSUaGtrIyAgaGhocDufg4Ojq6tLU1JSWlt7a2gLv7T99sn19fUJCQujo6OB/wWAwZmbm+fl5dnb2k5OT9fX1//jT/+OpuLi4yMzMHBwc5OHh+U//d2pqanp6moKCAh8ff2ZmhoGBYWJigpmZ+fj4mJ2dXUBA4P/kgvnnd2lvb4cgiJubm5SUFIVC/fO//uP7/+dZBP2HE359fY2JiXlzc4OBgYFCoZBIJPgDeA0mJiY4dSgUCgsLCzw6YDDY7f92/PMGrq+vwY1wdXUFfhAWFhY6OvrV1dU/HzQ6OjoSifzfn1jwFRgMZm5ufnV1RUFBQUJCAoPBmpubFxcXcXBwMDAwaGlp29vbEQiEgoKCrKzs/x0BLxoa2sDAgJycHDk5OQ4Ozt7e3u7uLi4uLhYW1tHR0X95vaFQKCYmJhISkv/4xcvLy/X1dVZWVgiCVlZWEAgECwtLXFwcHR0dCoWqqKiAwWD/6ef+X763/5vHzc0NCoX65xMBV8I/n+P//hyCj/Kfr2NiYqKjo7u4uIiIiPw/9Zb+/+v4d+7W1NXVaWho/D/+bbGwsBQVFfv6+nBxcUVERPr6+jY3NyEIYmBgWFtb+48PF3BQU1MLCAiABwcSiQT3PHhYYGFh7ezsDA4OEhIS4uDg7O7uiouLn52d0dDQQP+VCB8TExMLC+vy8hINDQ2JRILK7Pr6Gh0dfXh4mJ2dfXNzc2Vl5b9825SUlKenpxcXF/8nvxoJCYm8vHxtbS0lJeXm5qa0tPTh4eHBwcHa2hoeHh45OfnKygq4hcB/BQUFz87Ozs/Pr66uDg8PxcTEaGhokEjk/v4+CoWioqK6urqqr68Hj0IcHBw6OrqlpSUUCoVCodDQ0PDw8OTl5SEIgsFg4CsQBIGH6X98Cu/s7LCwsLS0tLCyshITE//zgtvbW3R09P/0YvDdEAgEeJiCE/7PExn8mggEAhMTE/wVhUJRU1Pj4eFNTU2BHfO9e/cqKipOT093dnb29va4ubkhCNre3h4ZGfn/7kL5//VgYGDY2tq6vb0FFwB49P/HRe6f3xf8lZmZmYeH5+LiorOzk4aGhpSUFA0NDWz6u7q6/tM3JyQklJaWvr6+xsXF3dvb6+npgSBIWFj49vZ2aGjof80v+L/s+E8nCvrf1gZ6enp8fPzV1VUODo7x8XFSUtKtrS0WFpaFhQV0dHTwerC6g9MOh8O3t7fBdQuDwdDR0cXExLq6uuTk5La3t6empv75Wf9p1fnv+XRFQ0N79+5dRESEpKTk2tra7e0tPz//8vKyoKBgT0+Publ5YGBgQkJCX1+fgoKCp6cnKSkpJiYmJSXl0dHR1dUVDg4OBEEoFGp2dtbGxiYvL+/s7MzW1nZ3d/fw8HBgYODk5ERWVhYLCwsUdkdHR/T09BcXF6A2+qcaQENDOzk56e3thSAIBoP9U2kxMTFtbGxcX1+DxyA3N3dvby/YUUAQBO76/7h1BP8FX4TBYGCBp6CgYGBgwMfHX1tbW1hYICYmxsbG3t7e/ufzhf7Dh3V7eyssLExHR4dAIMCzAg0N7ejoaGpqSkJCAgaD9fX1IRAIERGRhoaG/5e8UXh4eGpqauXl5be3t7KysjQ0NIeHh2xsbFVVVWxsbKAuBCcK/OHy8lJeXp6EhISdnd3f35+SkpKYmPji4gINDW1ycnJzc7O8vFxPT+//jbf63//4dy5rGhsbVVRUsLGxwZ7j+vpaWFh4eHhYREQEAwNjbm6OhIRkc3NTV1e3pKREX1+/qqoKAwPj6OiIkJDw4uICAwMDBwcHHx+fgIBgfHwclAWioqIdHR0EBASXl5fY2NgIBAKJRL57925/f7+hocHOzi4/Pz84ODg8PNzd3T0hIcHGxiYuLm5nZwcGg01OTrKzs29sbBgaGjY3N7Oyss7MzHz58kVISOj4+BgbGxuCoP39/ezs7NHR0d3dXWlpabA+4eDgnJ+fo6GhSUhIaGlp5eTk4OHhLS8vi4mJ4eHhlZaW4uHh3d7eIhCIubk5Pj6+xcVFfHx8SkpKCILARoqFhcXR0bGuro6XlzcjI0NaWrqnp0dbW7u+vl5QUJCEhGRgYEBTU/P79+8mJiZgFzg/P+/j45OcnNzS0hIQEACHwxcXF7m5uf/+/aulpfX3719+fv6WlhYJCYnR0VHwQJSRkQGtGkJCwp2dHQICgsLCwnv37h0eHlJRUeXk5PDz89/c3LCwsBAREW1tbYHOOTEx8ebmJikp6cnJCRYW1unpKQUFxdHRESkpaWBgoJ6enoCAwPj4OAUFBQKB4OXlXV1dBS8gJibe2dmho6P7/v27oqIiHA6/vb0dHBwcHh52cHA4OjpaWlqKjIwMDQ19/fp1ZmZmWloaJiZmX1+flJTUzs4OExMTNjb25OQkLi5ubGwsHx/f0tKSubl5VVWVkpLS0NDQzc3N9fU1IyMjDg5OZ2cnKyvr5uamjIxMY2MjAoG4uLjg4eE5PT3Fx8dfWFgAFwMoOsEulouLi5SUtL29HRcX9/r6GgaDXV5e4uHhnZ+fg6+YmpqWlpaCvbKcnNzW1tbV1dXBwcHBwYGxsTECgQDPUAoKCmZmZjo6ut+/fysqKqKhoWlqaiKRyJGRkUePHlVWVkZGRuLg4KioqGBgYBASEhIQEFhYWFRWVra2toqLixMQEFhaWmJiYoINa3d3t7W1tampqa+v7/LyMiEhIS0t7c3NTXd3t5KS0vX1NTY2NhKJBJtFTEzM1tbWv3//YmJiYmBgoKOjX15eYmJiXl1diYqKsrOzk5CQEBERzc/PY2JiEhMTExIS5ufnz8/PExERIZHI6+trsO8EPUtMTExQgWFgYHz//l1AQEBeXt7Z2fno6MjU1BTUmicnJzAYDIlEEhAQIJHIpqYmampqXl7ei4sLLCystbW1lpYWXl7e+fl5QkJCHh6erq4ubW3t2tpabm7u1tZWVVXVyclJcXFxcEUZGhpubW2Fh4dzcHAMDw8jEIjnz5+zsbF1d3fv7OxISEjIyso2NjYqKSlFRka6uLiMjIxoamp6eXnZ29sLCwtXVlaSkpJSUlLS09N3dHRQU1OPjIycnZ09ffq0ra0tOzv75cuXNDQ0x8fHDAwMOzs7CATi5OSEmJgYCwsLhULd3NxUV1fLy8sfHh5KSEhsbGzg4eHt7OzQ0tJubW3R0NCAewRsEsbGxoqKivz9/ff392loaMBT6OTkBAcH5/j4+OLiYmlpSUZGBqzZNzc36Ojo4K5fXV1NS0sjJSW9uLiAwWC4uLhMTEy8vLxgK4KDgzMxMWFubp6ZmTk1NeXk5GRnZycrK4uOji4qKjoxMaGjo3N4eLi8vExHR7e7u3v37l03N7fHjx93dXUpKChER0cHBgZubGwICQltbGxcXFycn59jYmIuLCyQkJBsb2+TkJDU1tbOzs62trY6OzsHBwf/+fNHXFyckZERhULt7e2dnZ3R0tIuLi4KCgr6+Pj4+/tHRUXZ2dmlpqbev39/fHwcHR2dhIRkdHRUR0entbVVWlq6pKREUFBwdHRUW1t7YmJCRkYGgUAcHh4SERHt7+/T0dFtb2+DShQXFxeBQGBgYJyfn6+urpKTk09NTWlrazc2NoqJiYFHxNnZGR4eHhKJBAsBEonEwcE5PT0lJiY+PDykoKA4Pj4GXWRw5R8fH798+fLZs2eSkpIbGxukpKTHx8dUVFTn5+egCUpDQ5Obm5uRkREeHk5DQ7OxscHHx9fc3BwTE+Pq6vr582dTU9OxsbGTkxNSUtK9vb3b29uuri5wB4HKDIVCnZ+fgy0xMTHx+fn569evo6KitLW1i4uLlZWV2djYJiYmTk5OJCQkVFRUmpubJSQkUlJSwMsSExO/f//u6+vr7+/Py8vb09MjISHByMi4ubmppKTU3NzMxMQkISExPDwsICDwr12C/1XHv/MQSl5enpmZ2crKSklJiZGRcW9vD5QvPDw8SCRyeXkZHR1dRkZmfHzcysqKkpLS19f39+/fREREuLi46+vrAgICpaWlvLy829vbQUFBQ0NDsrKyXV1dTExMx8fH6urqbGxsAwMD5OTkZGRk3NzcCASCn59/YmKCjIxMSUlJXV398PCQjIxMWVlZV1f39vZ2d3cXHR19d3dXTExMSkrKwsIiMjJSU1MzJSXl4cOHBQUFYGcQHBwMQdDh4SELC0tbW5uAgEBOTo6Tk9Pw8DAMBquoqPD29gaL0+7u7tDQUGRkZHl5uZiYWHh4eHl5+eDgoLS0dEJCgpCQkLCwMAYGxtjYWG1tLTExcUFBQW5uLhcXl4qKCtitIpHIw8NDVlbW+vp6c3PziYkJTU3N2tpaJBKJhYWVnZ1NSEiopKQ0PT19fX09MzMzMTFBQ0MTExMzNzdXVFSkqKj4+/fvgYGBb9++CQsLFxcXDw0N3blzh4uLq6SkhJmZub29fW5uTkdHp7KyEgsLq7S0tKOjQ1RUVFBQsK6urru7m5aWNigoKCsrCwsLS0pKChQlqqqqKysrxMTECwsLlZWV19fXVVVVenp6lJSU6enpDQ0NoqKiNzc3lJSU/f39/Pz8oAC9vr4uLS2tqalhZmZeWloCxZyUlNTm5iYbGxs1NfXCwgIeHp61tbW4uPj379+xsbEJCQn7+vrMzc1TUlIkJCRcXFw+f/58eHj45s2bvLw8dXV1HBwcOBz+8ePHly9f8vDw+Pr6fvv27fDw8Pb2tqys7P79+wYGBqWlpd3d3ejo6JubmxISEoeHh3A4/PDwEA8Pj5SUdGJiAizDFBQUQ0ND8vLy9fX1qqqqqampu7u7Hh4e5ubmQGARFxf34MEDIyOjV69e2djYbG9vz83NgZGQvLx8a2urjo7O5uamsLBwcnKygICAq6vrwsICWKR///5taWl5cHAAVtbh4WEODg5tbW1WVtaUlBRSUlJmZub4+Pitra2nT58ODQ0xMDCkpqY6ODiMjo6ioaF1d3fb2dnFxMSoqKikpaWJiooSEBBMTU0hkUhQfKyvr6upqW1sbBgZGXV3d0tKSm5ubhISElpbW/v7+6ekpLx79+7ly5dJSUnX19cBAQFg8hsZGSkuLj41NXV5eXn37t3+/n4mJqaGhgYCAgIsLCxra+uHDx/S0NAwMzNHR0c7ODjo6OhERkaGhYV5eXllZWUFBAQ8e/ass7PT1tY2OTmZhYXF2dk5Ojp6fn7e2tp6e3t7YGDAzMxsenra0dGxurr658+fRUVFycnJz5498/T0XF1dvbq6Oj8/NzExERQUFBISIiYmrqysNDY2XlhYwMXF/fTp05MnT2praykoKNDR0ScnJ2tqavb39xkYGA4ODn7//k1GRjY2NnZwcEBDQzM4OGhlZfX3719dXd3k5GRiYmIw4+vu7qanpy8rK1NVVZ2ZmaGjo1tYWOjv77eysurp6cHFxR0dHe3p6Wlqatre3paTkwNzaiQSOTs7CwZbSCTSxcVlY2Pj0aNHdHR0MzMzra2t19fXgYGBvr6+L1++/Pbtm52d3fn5ORwO7+jouLi4QEdHHxgY8Pb2Hhoa0tPTa2xsDAwMfPv2rYWFRWFhoaenZ1tb2/z8vIuLCwRBl5eXGRkZHh4ezc3N19fXTExMd+/eZWFhwcbGXl9fb25uDgoKSk5OjomJiYyM3NjYaGlpkZWV9ff3//jxo6io6O3t7cDAwMHBATY2Njk5OQRB29vbXV1dampqAgICY2Njo6OjCwsL+vr6MjIylZWV6Ojo3d3dcXFxFRUV9+7d6+npSUpKunPnjrW19fT0tJOTk7i4+MrKysnJyfb2NhKJrKys7O7u5uTkfPbsWV1d3fj4OBUVFQ8Pz+3t7cnJCScn5+TkZFBQEA0Nzf3797m4uIqLi6OiouTk5MzMzEZHR0tLS11dXZmYmC4vLy8uLlhZWf38/DAwMAwMDBAIxOXlpbOzc1xcHAqFmpub+/Tp0/HxcUJCAgEBQURERGVlpY6ODgwGIyEh6e3t5ePje/LkSURERF9fX0JCAqih8fHxd3Z27Ozsbm5uysvLnz179vXr16GhIV1dXTw8PE9PT2dn59DQUC0tLSUlJRMTEzExMWJiYhISEnAe8vLyrK2tZWVlr6+vx8fHQbOcgYFhb2+PmJi4sbHx8vKSgYEBlM4aGhrKysqkpKR0dHRjY2OcnJwnJydwOBwGg5GSkgoJCbGwsHBwcAwODp6eni4uLtLQ0ODg4MjJyVFQUGRkZPT390dGRsbExAwODv5LF95//fHvXNZgYGDg4eGxsLAoKiri4eEBVQSojpFIpLi4OKhd0NHROzs7ubi4JicnQU9CX19/cXFxe3ubgYEBjLq3t7f19fXn5+e5ubkXFhbW1taSk5MpKCiApuHXr19HR0fT09MzMzMwGExbW/v8/Lyqqurq6mp8fJyXl7e1tXVycvLi4oKWlpaHh8fb2xuJRFZUVLS2toL1vqqqan5+fm9vz9DQcHp6+urqant7m46ODg8Pj4CAAEypnj9/DiZBY2NjoNkzNTWlp6fX2tpaU1Pj7OyckZFxenra2dlpY2NzfHycmJi4u7tLSkqKQCD29/cvLi6am5utra3b29vBYjwxMbG/v6+srCwmJtbY2FhVVXVxcUFPT9/W1ubp6RkQEGBnZ7eysqKgoEBERNTU1KSmphYXF+fp6VlVVZWWlmZpaWlra/vu3TsvLy8qKipqauqjo6Pl5WUeHp6vX7++ffu2vr4+Ojq6srJSS0srLi7O1tYWgqCjo6Pr6+ujoyPw3F9YWOjr6wNv8ujoaHd3V0VFpbW11cbGhpqa+tevX3R0dEgk8vLysqysDBsb++LiwsfHJz09HQsLCw8Pj4aGZnR0VFVVdXR0VFxcXEpKipGR8fr6moCAoKCgQFVVFR0d3cvLKz8/38vLq6SkREBA4OHDhxEREdnZ2aKiomhoaENDQ8PDw/j4+FxcXC9evBgcHHR0dOzv74+Pj6+qqpqenmZgYHj//j0pKSkMBouOjm5tbXV3dxcSEgLN9o8fPx4eHjo7OwPNEA0NDR0dnbe3d09PDwwGs7CwAHv6lZUVTk7OkpISTk7OpaUlCgqKjo4OERGRpqYmQ0PD2tpaa2vr4+PjtLS09fX19fX109PTsLCwBw8eHBwcgN4MPT39r1+/5OXlKysrTUxMamtrj4+PKyoqhISESktL2djYUlNTr66u1tfXt7a2Dg4OdnZ2bG1t0dHRm5ubv3z5oqOj09bW5ubmBlYXAQGBysrKnJyc+fl5BgaGhYWFv3//4uPjp6amIhCIwsJCCQmJX79+iYuLMzExff36FRsbe3FxcWVlJT09fWFhgY6OrqqqSk5ODhsb29LScnFxcXNzE5Q7t7e3ysrKsbGxEASBvl1LSwsZGdnr168vLi7IyckRCMTKyoqwsLCHh4eoqGheXh4dHV1tbW1+fv7m5ubu7m57e3tfX9/k5OTIyAg3NzcMBvv+/TsVFRUDA0NQUFB3d3dwcPDy8rKBgcH6+rq5ubmurq6/v39HRweoVsFmhoKC4u/fv6ampry8vHR0dBkZGSYmJiIiIpqamqBjpKSkNDU1pa6urq+vz83NzcjIqKKiws/PLyQktLS0lJWVJS4urqenNzk5WV1dvbCwQEBAoK+vT0BA0NfXJyMj09DQICsre35+LiMjMzg4CFp94uLif/784ebmJiIiOjw8xMbGnpub29vb6+rqoqCg0NPTs7Cw8PPzY2Njy83NNTAwABded3e3gYFBVVWVoqLi5uZmcnIyLy8vaLWen5+fnp5iY2MvLy8jEIi+vj4wNxkfHz87O8PBwYmLi0MikYaGhujo6DMzM/j4+ISEhH///u3o6NDQ0EhOTu7v73d2dk5OTsbFxQ0ICPjz58/Y2BguLm5ycrKrq6ulpWViYmJ9fX1LS0t4ePj3799DQkL4+Ph8fX2dnZ1tbW1jYmIePnyIQCBWV1dB7wF0GkRFRU9OTigoKPLz83l4ePDw8P7+/auurm5ubt7S0qKoqOjh4TE5OamkpFRdXb23t3dwcCAkJNTW1vb161cHB4dPnz5hYmJmZmbi4+MLCQkZGBgUFxc7OTktLS0xMjJeXl52dHQgkciFhQVWVlYHBwd8fPy+vr7b21shIaG8vLzV1VU6OrqhoSEJCYnv379HRETg4eExMTENDw8zMDC0trbq6en19vYmJSWNjY1dXFy8evXq+vo6LCwMVAOjo6MnJydoaGh7e3uUlJTFxcVwOHxgYKCrq4ubm9vV1XVra+vy8nJ3d/fk5ERLSyskJOTg4ICVlbWzs5OBgQFoqn79+tXQ0LC3t5eamjo9PT0+Pr6+vr6/v9/d3T0xMSEoKAh6QuPj46urq9TU1Kenp/Pz86DvDkFQVFRUenq6o6NjWFiYiIhIbm6ugIAA0GB9//5dU1PzwYMHPT09MTExPT09ampqKBSKmJiYjIxMVFRUXV1dQkIiISFhf39fVFS0p6cHHR1dSUlpe3u7pKRERESktLT0X7nu/jc4/p3LGgiCsLCwmpqavn37Zmtr29TUxMHBUVdXB+a7FxcXwsLCYN82MTGBiYk5OTlpbGycnJwMQdDa2trU1FRkZOTz58+xsLASExO/fPmSlZWlqqo6NjbW0NBgZmampaWFQCDOzs6ys7Pr6+vp6el7enrMzMwaGhpkZGSOj48pKSl3dnZEREQqKytBm3diYuLBgwdxcXFqamq1tbX29vYNDQ0hISHgbm9ubn748GFPT09OTs6DBw9ycnIiIiKKi4udnZ3//v3r4uKys7NjamqalJQkIiLCyclJQUGxtrZWUVHh7OyclJTk5OSUkpKiqamZmZnJxsaGQCCsrKwWFxeLi4s1NTWTkpLAe8PCwnrw4AEXF5etrS0pKWlVVZWPj09ISEhISIitra2CgoKpqWlAQICgoGBraysLC0tnZ+f19TUcDt/b27O2tnZ0dMzKynr9+rWQkJCuru69e/dqa2tlZWV7enqoqKjU1NSqqqqcnJympqZCQkJiYmIePXr09OnTN2/eMDAwQBD048cPbGzs+/fvQxDExsYGQdDx8XF3d7e6unpmZmZgYGBNTY2XlxcoWaqqqh48eICLiwukOUJCQhAElZaWbmxssLGxCQgI1NfXn5+ft7S0IJFIRkbG1dXV1dXVqqoqVVVVDAwMDAyM2dnZ8/PztLS0hoYGCIKmp6cTEhKA/EhaWhooajk4ONbW1vr6+r5+/WpjY/Phw4eAgAB+fn5+fv6NjY3t7e1fv37V1NSAKhkfHx8DA6OkpAQbGzswMHB8fFxFRWV1dRWCIBgMtrq6uri4+ObNGx4enqWlpby8PE5OTgiCkpOTT05O8vPz79y5U1VVZWpqurm5qaqq+u3bt9XV1dnZWUdHR1NTUycnp9vbW15eXtApYWJiGhoaevjwYWJioq2t7fLyspSU1OvXr318fH79+vXixQtbW1suLi5dXV0BAQFwOR0dHTEyMnZ2dg4ODnp4eFxfX7948UJISKigoAAHB8fGxoaZmdnW1vb+/fvExMSZmZm4uLi8vLynp6eZmZnR0dEqKir+/v7S0tIiIiLm5uZ9fX0pKSmUlJRUVFQKCgpKSkqsrKwIBGJwcBAGgzU1NYWHh6upqfn4+CwvL9va2lZXV1NTU7e2tvLx8VVWVjo6OtbX1xMREenq6paXl6Ojo4NJChsbGw8PT0NDAyYmJhUV1fz8vIODg5GR0f7+vpSU1Nra2ufPn2EwmI+PT19fHw8PT1tb28HBweTkJDExsaam5uTkpL6+vrS0NBKJ5Ofnj46O5uPjCw8PZ2BgcHR0RCKRWlpaNDQ0nz9/JiEh2d3dJScnFxAQqKmpQaFQp6enhISE1dXVYmJiBQUFCgoK+/v7VFRUg4ODjIyMDQ0NOjo64eHhzMzMzMzMi4uLeXl54uLiSCRyZmYGCwurpaUFFE8PHz5MTU199epVZmamurr62NiYtrZ2TEzM1NQUBQUFAQFBS0vL8fExBEF1dXUUFBTb29tNTU21tbU0NDSVlZUUFBS9vb3b29tg4vb169fCwsKKigo4HD40NNTV1YVCoX7//n16evrr16/Dw8O8vLzT01McHBwxMTFcXNy2tjYpKanMzEwUCqWnpwfEYURERA8ePACtzY2Njb9//wJFeU9Pj6CgoJeXl6qq6sOHD3NycmpqajIyMkpLS7m5uc3NzZeXlxUUFMDkurm52cjI6M+fPwoKCo6OjlJSUnR0dGBwPDw8vL+/v7GxwcDAADpPY2NjOjo6i4uL/f3979+/B1L0hYUFWVlZDAwMOByenp4Omij6+vpCQkIkJCSnp6dWVlZ+fn7h4eGxsbHz8/MnJycODg5paWmZmZnU1NTOzs7Ozs5nZ2dAUtbV1bW3txcfHx8dHQ0KREtLy4iICDgcnpOTw8zMPDAwoKqqOjw8jEQilZWV09LS8PHxnz9/fnBw8OfPH3NzcxISkqSkJAiCUlJSysvLz8/PWVlZq6urnzx54urqKigoqKioyMbGBkTBDAwMKysrSCTy7t27r169KisrS0xMTE1N1dXV7e7uLi8vx8TEjIiIkJCQ0NfXl5SUDA8Pl5WVpaKiUlJSKi4uvr29BUKr4eHhDx8+SEpKqqmpqaurt7e3FxYWBgQEBAQEXFxcSEhIWFpacnNz09LSWllZMTAwoKOja2pqnp6eAgMHExMTBEFv3779+/fvr1+/8PDwwsPDf/36dXV1paOjA0HQkydPtLS0dnd329raPn78aGRkdH19fXl5ycPDg0KhCAkJ/9cvtf+tjn/zsubm5qa9vb2+vt7BwUFaWvrk5MTMzGxzc/P09NTNza2+vv74+Pj09HRgYCAlJYWdnb20tNTZ2TkyMtLb23tnZ8fZ2dnU1PT79+9eXl4fPnzw9vZOSUlRVFS8c+eOnZ3d9fV1Z2cnJSVlXFwcuOE5ODgePXoUFhb269cvU1PTN2/eWFpampiY8PDw7O/vb25u0tPTp6enMzMzNzU1vXjxwsHB4cWLF35+fj4+Pt++fQNaEHx8/BcvXkxOTr569crd3f3p06cxMTFZWVkmJiYsLCwPHjyIj4/v7+/HxMTU1tYuKSnp7e1NTk6OiIj48eNHV1fX8+fPw8LCmpqaaGhowOg3Jyfnx48fhYWFT58+NTc3B8/Q6Ojow8ND0CkxMjL6+fNnSUlJYmJiZ2fnw4cPX79+nZWV9erVq6ampo6ODisrq9HRUTw8vIKCAl1d3bCwMBsbGzAGzs/Pf//+fXBwsK2t7eDg4MePHz08PN6/f7+6uurv7y8uLl5aWrq3t2dvb//27duUlJTh4eG9vb3CwkIKCor5+XlnZ+fMzEwTExMrK6vExERjY2MLC4vv37/r6emVlpZWVVU1Njb6+fmRkJA0NTWpq6u7uro+fvw4OTn58+fP+fn5kZGR/v7+jo6OS0tLzMzMs7OzZGRkkZGR3d3d4HME7yomJsbU1BSIV6SkpB4+fGhgYLC2traxsQFB0NOnTy0sLCwsLFpaWsDJLC8v//v379nZ2draGhKJ1NbW3t3dffDgwcjIyIcPHyorK799+xYaGmpnZ1dQUNDc3AxBEDY2dm1t7f7+vrGx8djY2L1798jJySsqKnBwcHx9fZmZmaurqwsKCr5+/eri4nL37l13d/exsbGHDx+Cpe7Pnz9gj/v582cvLy9zc3MjI6M3b94YGBjIysqSkZEVFBSEhYV9/vzZ3t5eSkpKQUHh8+fPwsLCiYmJX79+DQ8PX19fn5mZoaWlnZiY6OjoYGRkLCwsxMXF5ePjw8HBOTo6ury8fPPmjYODAwwGk5WVTU9Pp6Wlra2tZWRkbGlp0dPT+/79e2NjIycnJzY2NgUFBTY2NgsLi52d3e3tbX9/PyMjY2ZmJgKB+PTpk66uLgqF0tHRiY6OBmuGrKxsfHz86upqXFyctLT0hw8fFhcXKysrCQgIlpeXOzo6dnd3tbW1JycnDw4OlpeXaWlph4eHSUlJwbjK3t4+ISGBlJS0t7cXSKZAUcXExARO7+bm5sbGBi8vLxcXV29vb1VVlbGxcWJiIhC9BgYG4uPjExMTHx0deXt7ExERjY2N9ff3AzU9Kyvr6uqqnJzc8vLyp0+fzMzMDg4OvLy8/v79i4GBsbGxERMTMz4+LiUl9evXL05OzuPjYzExMXt7+8+fPzMzM3/58uX9+/dLS0s7OztLS0saGhpLS0uEhISEhISg16upqVlUVISHhycqKvrw4cONjY3Dw0NDQ8OcnBwmJiYPD4/Hjx/39/eTkpL6+/uHhYXdvXs3Ly+vsbGRj4+PmJj44OCAjY3t4cOHQPIJg8HA2lZeXq6urj40NGRqatrZ2YmBgdHX10dLS2tkZBQSEuLu7v769WtqamovL6/Y2Fh1dfXa2loIgpqbm+vq6ry8vFhZWcnJyR0dHefm5q6urry9vQkICCgpKf/8+SMmJvbx48ezs7Obm5uLi4upqSkDA4OxsTFBQUE+Pr7Dw8PJyUkRERENDY2jo6O6ujpbW9v6+vrt7e3W1lZwzru6ur5//87AwMDFxdXc3IyPj49AIPT09I6OjkJCQpKTk2VkZDw8PK6uriAIur6+vn///uXlpZeXV3NzMy0tLQUFhYqKCmhR9/f3h4eHV1dXKysrs7OzExAQnJ2dOTk5ubm5ERERRURExMfHn52dhYSEODg4AEEVBEH7+/vJyclUVFQ7OzsTExOioqI/fvzg4OCwtLQ0MzNLTEy0srKCIEhZWdne3p6AgODr16/c3Nzj4+Pj4+MBAQE6Ojq4uLg/fvx4+fIlmMi3tbWJi4uzsrJGR0cPDw8bGhqiUKjPnz+rqakFBwdzc3MDNfTFxcXu7q6wsPDU1BQhIeHy8jIYE6uqqra2tqJQqMPDQ3Nzc25u7h8/fgBnOJhyQhB0eXn59u3b6+vr3d3d/f19dnZ2fn5+cIrAxJ+EhOTg4ACJRFJSUh4eHh4eHhIQEISEhADMMS4u7tzcHLCnlJSUAFvG+vp6WlrazMzM6urq1tbW8vKymZkZeOz8G6tm/y+Pf2fJMARBPDw85OTkra2tr169EhYWPjs7Ozs74+LiAoqtysrKkZGRxcXFyMjIkpIS8JjDwcGRlpZmZWWtqak5OTlRUFAYHh62srJqaWlRUVEBtTOYNyORSHNzc2Ji4pycnNXVVWJi4qmpKQsLCzgc3tXVtb29fXt7y8nJycTEVF5eLiwsPDk5SU9Pr6qqmpycjImJiYmJKSMj09bWRkFBcXl5eXt729HRAYfDwdCKmpp6bW3N2Ni4vLwcbPGVlZV//vz54MGDmpoaOjo6RkbGpqYmHx+fwcFB0Eqdm5vDwMDg4uKCIAhoJri4uJ4/fw508svLy48fPwbWnsXFRXp6+uPj4+XlZVdX156eHmlp6dTU1Lt376alpUlJSVVWVvr5+SGRyNHRUTAP5ubm/vbt26NHj8bGxvT09BISEiQlJaempuTl5cfHx4mJiYmJiQcGBry8vCwsLN69e/fr1y9ra+vY2Ni4uDgrK6uQkJDW1lZsbGwNDQ0EArG4uNjc3KyhoZGYmOji4uLv76+kpLS4uAiDwTQ1NTk4OPLy8oB+5eDgALR2uLm54XB4aWlpZ2fns2fPWltbeXh4qqqqaGho1tbWeHl5dXV18/LyRkdHjYyMGBkZk5OT/fz8ysrKfvz4QU1NfXV1dXp6ioeHR0JC8vbt2wcPHnz79g2BQHh4eEhKSuLi4qakpPj4+OTn55OSklZUVGhoaHz//t3f3x+BQDAyMoINaHx8/MHBgYyMzJs3b9zd3YF08cePH+rq6ri4uHZ2dqurq+Xl5Z8/f2ZjY8vLy7OwsEhLS8vOzn7z5o2ysvKdO3fy8vI+f/5cUFBga2sbEhISEBBgb28/MTGxtbVlYWFxfn5ub28PCpq2tjY2Nrbq6mo4HI6FhXVxcbG6uqqmpgZ6AEBKeXNzc35+DlTna2tr0tLSg4ODMjIyy8vL29vbAgICS0tLa2tr1dXVwEhydnaGi4t7eXkpICAwPDysqakZFBT09etXKysrMzMzOTk5sCtdWFgAs047O7uGhgZWVlYiIiLgMfn586eent7JycnXr1+BsFRCQqK3txd42UhJSb29vdfX1/n5+bOystzc3JqampSUlObm5mZnZ1lYWJaWlmhpacF4AkzHPDw8enp6oqKi4HB4b2+vnp5eS0uLmJjY3NwcJSVlX18fMzMzMTHx7e3t9va2qKgoMTFxXV3d2traysqKpKTk7Oysh4fH79+/6ejoFhcXlZSURkZGMDAwkpKSTk5OJCUlh4aG3N3dHRwc6OjobGxszs7OLi4uWlpalJSUmpqa+Pj4dnd3S0tLeXh4iImJqampZ2ZmiIiIZmZmjo+PBQQEQDmloKAwPT0Nh8Pn5uaIiIg0NTXp6OjIyck9PDwEBQWnpqZUVFQQCMTU1BQCgdDU1BwZGQF0g9bWVmtrayQSqaurW1BQMDAwMDk5qaysDPoWs7OzEhIScDgcHx8faKU3NzddXFxISEji4+ONjIw+fPjw9etXPj6+g4MDa2vrx48fKykpoaGh7e/vk5CQNDc3S0tL4+Hh9fT0iIiIAE20urr6zc3N+Pj49fX1yckJOzt7fX392tra8fGxk5MTGHmcnJyAhtnq6urIyMjKyoq4uPjs7CwcDi8uLlZUVGRiYgLDF2pqam5u7vPz87GxMSwsrPn5+Tt37uzu7paXlwsJCa2vrwsKCpaXl1dWVt67d8/Z2dnb21tRUbG3t7e/v5+GhkZYWFhTUzMnJ6erq4uPj4+Dg2NmZgaFQnV0dISHhy8tLeXn56Ojo29vbxMRER0dHamqqnJzcycmJsrKyhIQEBwdHZ2cnIyMjLx8+RKMgHFwcN6+fevl5WVjY8POzp6fn29qahoaGoqPjy8mJnZzc7O7uzs4OKihoeHk5GRhYQG8osC/FhMTk5GRMTk5GRwcPDIysrGx0dnZycPDg42NDRTfurq6ampq7e3t6enpa2trHz9+tLGxiYyMrKmpcXNzm5qaqq2t5eDgWFlZoaOjOz4+Brsj8Ls4Ojr6+PiEh4eHhoaenZ2Zmpo6OjpaW1tnZ2dbW1vPz893dnbGx8ffuXPn169fLS0t2dnZxcXFuLi4HBwcQLTe3d3Ny8tLQECwurqKjY1dUVHx9u1bHx8fMBmHIMjBwYGTk1NISOjr16//LHCqqqpKSkr09PSgVUlHRycuLu7m5qaiolJRUSEsLPy/fs3973D8m3drYDDY/Pw8CoUC+/Lj42NCQkJsbOyUlJQfP350dHTo6+tbWVk9e/bsx48fz549a29v9/b2LigoOD4+NjAwuH///qNHj9LT09+8eQN6Ki9fvlRSUoqPj4+Kijo/P29oaHB2diYmJk5NTdXW1g4NDX3y5EliYmJVVVViYmJOTg47O3tmZiYLC4utre2jR4/k5OR+/fr1/PlzW1vb3NxcDw+PwsJCBwcHf3//3t5eOjo6Ojq64uLioKCgsLCw169fJyQk2NvbFxYWfv36NS4uTlNTEzymd3Z2mpubvb296+rqxMTEPnz4ALaJenp6i4uLPj4+xcXF1NTU1NTUpaWlHz9+nJiYUFBQcHFxuXPnDrDznJ6etre3KykpvXr1yszMLD8/X0VFJTMzU1tbOykpydXV9eDgoLa29uDgAAaDmZiYsLGxkZCQcHNzg/UJTAH6+vq4uLgoKCgAaIeBgWF3d5eXl5eIiIiWllZeXh74ty8vL8nJyV+8eAFBEJApkJOTk5KSKikpERAQUFNT+/j4rK+v//37l4uL6+bm5vDw8Pj4mIyM7PT0dH9/f2hoCA8Pb2JigpOTE9Q0Q0NDSkpKJycnzs7Orq6u8fHx3d3di4uLaGhotLS0CARiYGAADQ0tPz8fYCeAuiUrK8vFxSU0NLSgoACCIHd3d9A2R0NDc3NzGxoaAl7ut2/flpSUaGtrLywszM/PQxCkoaGhrq7u4uJycHAAQZCQkBAo18rLy6Ojo/38/CAIuri4SEhIAFddbGyslZWVnJxcUFAQLy+vpaUlLy9vZGTky5cvQe147949KyurkZERGRmZmpqa5eVlfHz88vJyAwOD1dXV2tpaOBxORkaWnZ3t7+8fHh5uZ2fX29sLDBpycnLd3d0KCgqvXr0KDAysrq7W19dHR0cXFBQ8Pj5WVVWdnZ3FxMRUVlbe3d01MDBITU2lp6cnJCQ0MjLy8PAAFj/gQwFskvj4ePDOp6amampqysrKqKiozs7O1tfXW1paGBkZRUVF4+LidHV1W1tbwacZExPz+fPn2dlZQkJCAwOD/v7+29tbbW1tDAyML1++hIWFASm9u7u7hIREZWVlb2+vqanp7OysjIxMU1PT7Ozs5uYmGRmZk5NTV1eXlJQUGRnZo0ePXF1dXV1dUShUWloamFi9ffv2w4cP4IqqqqqipqYmIyMjIyMjJyfX1NSsrKy0sbExNjbm5uYuKyuzs7OLiIh48uSJqqpqbW1tSUkJNTX1wcHB1NSUjo4OHx8fBgZGTk6Ojo4OJSWlrq7u0NCQp6enjo5OVVXVy5cvQZuztrb27du3gYGB4eHhNjY2YJi7vLyMjY2to6PT0dFBRUX19+9faWnp4uJioEoB+xZ1dfXe3l56evrLy0sRERFqaurDw0NgIyIjI5uamvL19Q0ICPDw8GhqahIXF29vb3/x4gWoGsvLy29ubgQEBPb39/39/VtbW0lJScH4SVRUVEhI6PLyUlJS8s6dO7S0tDAYbH9/n5qa2sjIqK2t7eLigoyMLCEhQUVFpaampqKi4ubmpqenh4SExMDAoK6uDshvExMTBwcHvb29T05OgoKCJCUlwdhIUlISTMyHhobu3bs3NzdHQUGRlpY2PT1NTk5uZ2d3584df39/RkZGoIDu7e0lISFhYmJSVVUFjdKJiQkmJiYnJycyMrL379+LiIhMTk4ikUhgy2JnZwePta2tLSAf6enp6evrAzJBWlra2NhYc3NzQAwyNDQEze/b29usrKyFhYX379+PjIycnp66u7vT0NAoKyuHhIRcXFz09fX5+/sLCgq2tbWBsePbt28/fvyYmZnJzc39jx0aDw9PXV19fHz8+Pj46upKXl7+3r17QAsFOliZmZleXl5tbW2SkpI5OTno6Ohg9Hx0dOTl5eXm5ubl5aWpqamjo+Po6LizsyMqKsrMzJyamnp2dnZ0dKSkpPThwwc2NjYzM7MHDx4UFxfX1dWdnZ2FhYVJSkpmZ2dDEERISHjnzp2uri5qaupv3769efMGPFUCAgJKSkpYWFhISUnR0dGlpKRgMBgRERE5OTkxMTEREdGHDx9qamrevn2rpaUVGxu7traWmpp6eHj49etXT09Pc3NzBAKBh4dHT09PRUUFQdDg4GB6erq7u/vo6OjGxsZ/yVL6H3L8m5c119fX5ubmISEhioqK6+vrFBQUwLMKxP+8vLz+/v4NDQ1FRUVv3rypqKjAxcX18PAwNjY+OTmpra2VlJR88eKFjo4OGRnZ9+/f8/LybGxs2traTExMBAQELi8vt7e3EQiEoqIiFhaWubm5pKTk3bt3NTQ0SElJ+fj45OTkhIWFR0dHycjIzs7OoqKiCAgIaGlpbWxsurq6xMXFPT09xcXFc3JyuLm5dXR00NDQ8PHx3dzc0NDQ5OTkuLm57927R0lJKSkpqaysjI+Pz8fHB9yzW1tbioqK3NzchISEjo6OwN7l4uLCwMAQGBgoLCwMXME4ODjgsTUxMREXFycpKVlTUxMYGLi7u4tAIGxsbHh5eTExMcvKyjw8PBoaGgwNDT9+/GhiYjI1NUVFRcXIyLi+vo5CoUpLS62trYFwpLKy0szMrL6+vra2dnBw8N69e2VlZW/fvm1sbOzt7dXR0bm+viYjI+vs7Kyrq3v//v3Xr18vLy9///69vLx8fn7OxsZWVFTk4eExMzMTHh6en59fWlr65s0bV1fX/v7+tLS0hIQEFAo1MDBgaGhobGzMw8NDSUkZHh7+8eNHfX39mpoaFxeXL1++RERE5OXl3b1719/ff3BwsL29XUREhJaWFiweDx8+rKysrKysjIiIgCAoODgYFxd3d3eXg4MD6DwgCPr27ZuMjIyEhISRkVFLS4u+vn5OTo6QkNDo6GhKSgohIaGlpSU7OzsKheLk5Gxra0tKSnrx4sXQ0BAODg4QSo+NjbGzs7u4uHR3d8vKyoKq6OfPnwgEQkxMrLOzU0ZGprOzMy0tzdvbm5+fv6yszM3Nraen5/nz50ANXVFRYW9vj4WFZWlpCeSiwG5NTEyckpICzESPHj3y9/d/8OABAQGBo6MjHA7n4+MDxDY2NrbNzU1MTMzDw0OAq8HCwoLD4cfHx0BSLSkpiY2Nraqqys/P/+LFi4mJiR8/fqBQKEpKSm1t7U+fPpWUlPj5+QEZIwRBaGhora2tJycn3NzcNzc31tbW9+7dk5eX//DhAxKJ3Nvbm56evry8ZGFhefToUWtr69LSUm9vL1Ct+vr6UlJS1tbW/vjxAx8fn5qaWkFBgZCQcG1tjZaWtqGhwdzcfH19HQsLa29vT1lZubm52cvL6+rq6u/fv01NTdbW1tXV1Y6OjhUVFfHx8TAYTEZGJjY2FgcHJysry87OjpKS8ubmxtzc3M3N7f79+w8ePHjx4kVERIS2tranpyctLe3v378/ffrk5eVFTU1taWlJQUHR3t6uq6sL9OPV1dVgOjA/P6+kpKStrX18fDw7O+vq6urn50dLS+vv709NTS0sLJyZmdna2jo1NfXp0ydFRUUIgs7OzszNzfX09IyMjIDv7969e58/f378+LGdnV18fHx6evqfP3/4+Pimp6dvb29paGjc3d0fPHjw48ePyMhIX1/fiIiIxMTEd+/excXFPXv2zNXV9f37962trW/fvm1vb2dlZQVjXFB29/X15efnW1paenp6vnr16uPHjwYGBuLi4o8ePWpubu7o6BAQEMDExHR0dPz8+fPi4mJJSYmzs3Nzc7OlpWVRUREtLe3u7q6lpWVtbe0/5u2enh7gElhYWPDy8kpISNjZ2WFnZ29vbwcSOnV19e/fv4uLiycmJnJzc8fGxj5//ryurs7GxubXr196eno6OjozMzMAJEFLS/vu3bv09HRnZ+fDw8O1tbXGxsbr6+udnZ2MjAxtbe2wsDA1NTU7Ozs3NzdFRUU3Nzc5OTlMTExbW1t2dvbr62tPT0+Alers7AwLC3v48CEEQT4+PmAma2Nj4+XlRU9PDzAtlpaWLi4uCwsLv379+vjxY0VFhZ+fn6+vr4uLCxjJ5efnOzs7x8bG+vj4HB4e/iMu8fHxcXFxAQ4GTExM4Eh6/fp1dHR0cnJyVFRUcXGxlpaWra2tmJiYkJCQkJBQcHDwxcWFhoaGg4NDcHDwr1+/cnJyKioqhoaGSEhIANrK3t4+KyvLzMwsKiqKj4+vsLCwq6vr2bNnoHdSXl4+MDAAahcIgoaHhxcWFm5vb6Ojo6WkpDQ0NP7+/YuLizs1NaWmpgbwUezs7Lu7uzQ0NLOzs2xsbLe3twcHBzc3N/Pz8+np6ZWVlQCvQEhICHYgi4uLFBQUDx48uHv37sbGBiEh4c3NDTs7u7q6uo+Pj7u7u5SU1P/k7PF/84IOIFhevnx5cnJydXW1u7vb1NSEi4u7trZmZWX1588fYJfl4OCIj48H+tCFhYX9/X04HA7sKrOzs5OTk0+ePLGystre3u7r67u5uZmYmAAN0rm5uYWFhebm5vHx8ezs7JGRkYGBgZycnISEhK6urpGRkcrKSgUFBXx8fDgcXldXNzw83NzcDOSr29vbHR0d1dXVDg4OOTk5Hz58CA0N/fPnz8TERG1t7dOnT7u7u9PS0hYWFsLCwmZnZwMDAycnJ+Pi4gBKpLq6enp6ur6+fn9/Pzg4+Pb29t69e/n5+cvLy4uLi01NTaWlpa9fv37w4MHAwICCgoKZmVlLS8vdu3dzc3MlJSXLysry8vLy8vLGxsZ8fHzc3Nz09fWBLXNmZgYdHb2uru709BRsaufn50NDQwkJCd++fWtkZGRsbLy2tpaZmfnq1ave3t7V1VVnZ2ccHBwNDQ0XF5eqqip5efmTkxNLS0thYWENDQ0FBYXg4OCjoyMUClVfX49EIv38/IBh6uzszMjIiJOT8/Dw8O3bt5qamhAEff78mZaWFgcHp6mpydfXNzMzE9iFwFAJGxs7Ly/v5OTE3t4eHx+fnp5eUlLSwsJiYmLCxsYGAwNDU1Nza2uLlJS0ubkZcDZdXV2BN+fy8vIf4vP8/PzGxsbt7W1fX9/jx497enqAfdrHx4eLi2t4eNjMzAwDA2NtbQ30z5uamoKDg5mYmAYHB/Hx8fX09DY3N7m5uXl5eSEIuri48PT0DAsLAxphUVFRampqJiamvLw8QUFBf3//w8PDhw8fmpiYgAmapKTk+fn5ixcvenp6Tk9Pp6enW1tbJSQkwBXY0tISEREhIyOjpKQElrSCgoL5+Xl3d/cPHz48e/ast7c3ODj458+fKSkpW1tbPT09Ozs76+vrvb29W1tbzc3NGRkZm5ubnZ2dhoaGx8fHYMCxvLwMfvehoSEAqP306RM9PX1oaCgEQQgEYmZmZnR0tLCwsK2traSkBJStqqqqFRUVt7e3+fn5EAS1tbXR0NCoqKjMzc2RkpJGREQwMjJOT09raWkVFRVlZWW9e/fu+fPnenp6IyMjoL7BxsYGWih2dvajo6Pfv3+PjIyEhoba2trW1taC+WNvby87O/vbt29tbW3JyMiKiorARBIXF9fExISQkBATE9POzu7Nmzf09PRzc3NdXV2Dg4MqKirV1dXfv3+npqYOCQlZXl52c3O7vb0VFxeXlJTk5OQEw1xxcXF5eXkxMbG9vT0jI6Otra3k5GQdHZ2YmBgABens7ARChydPnmRnZ0tJSb1588bQ0LCzs1NJSUlfX7+zs5Obmzs6OpqbmxsTE5ORkTE9PR20UqSlpW9ubuBwOA0NjYaGhqSkpLa29sOHD+Xl5e/evcvPzy8sLIyPjw9BELB2ExAQcHFxAegAFhYWOzu7pqYm8PIwMzMDFQgoHaKjozU0NO7evQtUF5iYmE5OTj9+/Hjw4AEbGxs5Ofndu3c/f/787t27/v7+0NBQERERWVnZ0dHRsLAwCQkJSUlJ0GUhJSXl5eWloqI6ODigoqLi5OTMyMgoKyu7c+eOsbHx8fExKysrUPWNjY0BAmF6ejoGBgYVFVVra6uQkFBNTc3AwICBgQEXF5empiYBAUFwcHB9fX1sbCwAIqekpMDh8Pb2dmBiR6FQwLV3//79gICA6enp2tpaOzu7tLQ0Dw8PPDy81NRUIGrp7u6Ojo5GR0cnIiK6urqysLAAj4L09PSQkJCCggIsLKzY2NjBwUEcHBxVVVV7e/urq6t79+7l5uYqKSm5u7urqqpeXl6qqakREBBERkZSUlJqaGgAzUpgYCD4KRAEeXl53b9/PywszM3NDfg5gGTHyclpb2+vuLj4x48f7e3tzMzMc3NzDAwMYWFhv3//LikpkZKSys3N3d3dBRBkbW3t0dFRMM8qKSmZmpoyNTUNCwsLCAhgZGTs7+9HoVAqKiplZWXgXjM3N6+urjYwMGhoaAgLC6urq8PCwkpISNDT01tYWBgfH3d2dlZUVLSwsHj48KGbm5u0tLSHh0dcXBwXFxc5Obmbm1thYWFeXp6GhkZRUZGWlhYGBoaNjU1YWJiioiKAUy8sLBwdHQ0PDzs7O8/Pz1tYWMzMzBweHv6vWmb/2x3/5t2am5sbfX39/f19V1fX0NBQMjKysLAwCIJGR0dfvHiRnJzc19d39+5dT0/PpKSkX79+aWho5ObmKisrw+Hw0dHRlpaWjIwMQ0NDDw+P3NzcP3/+ODs7p6SkuLu7h4SE0NHRaWtr5+bmSklJPXv2TF5evrCw8OXLlz9//gSDFWDQ7e3tRSAQb968AUhTR0fHx48fCwsLGxkZ6evrOzk50dDQeHp62tvbk5GRDQwMDA4OTk1NXVxcmJubx8XFubi4cHBwSEtLOzo66urqUlBQgDsHGxubjIyMi4vL2dn5/PxcS0tre3s7LCxsZWVlaGiInZ19aGgoKChoamrq48ePJCQknz9/vnv3bnV1NQsLy/LysoiISE9PT1lZGSB6PXz4EDysnz59ikQiiYmJIyMjBwYGtra2BgcHGxsb0dHRmZmZ0dHR9/f3dXR0ALQKBoMZGBhYWFgAsgItLW1FRcX5+fna2lp2draDg8PHjx+tra3j4+NjY2M1NTUxMDDKysoA0aumpiYkJKSsrOzq6oqKimpsbGx1dZWNjY2JiUlZWRkXFxewHy4uLjg4OG5ubi4vL0lISAoLC5mZmaenp3V0dFpaWm5vb8fGxurq6vDx8YEElYmJqbS0lJGRcWtrKzo6+tGjRxAEzczMACv+xMQEcJtDELS+vt7T02NiYkJOTg5Kk4cPHyYkJMTFxY2MjDg4OHh5eRkbG4eFhfn6+m5tbVFTU+fl5YEBkLKy8sbGxtOnT0EHnomJSVtbGzgzTUxMDg8PW1tbe3p60tPTnzx5EhMT8/z5c3t7e29vby4urpCQkPLycmNj44SEhMjISDDEiYmJcXBwqKioYGNjIyMjc3Z29vX1tbS0jI6OTktLe/78ubGxsaWlJS0t7fT0dFZW1tOnTwUEBIAIGmgLcnJyFBUVCQgIFhcXwZWztrYWFRVlampaXFz89OlTVVVVR0fH4eFhoPLx9vaemJgwMzMbGBhQVFTMz89XU1MzMzM7PT3FwMDY29tjZmbe29vb29v78uULGxsbmI8kJCQAGAkGBgYWFhYWFtbQ0FBiYuLLly+joqLKy8sRCIS3tzcoLAAd0dvbu7e3NywsDIFAFBQUTExMjIyM+Pj49Pf3l5aWAnU54PsxMzNfXl4KCQl5enoyMDBoaWkBxhJAGiorK0MQ9OzZM0pKyoSEBFpa2sePH0tISIB1joeHR0JCAjRBaWlpATvxxYsXoJ9KS0s7NTXFx8d3c3OTkJAQFRXFzc1NT0+fl5enqKg4MDAAym4EArG2tqaqqlpZWSkjIyMnJ8fGxnZzcwP21v39/fb29v39/UNDQ62traAFJSIicnl5OTs7W1xcvLe3193dbWJiMjo6CthO3d3dcDiclZWVhoZmb2+vvb0dBwdnc3NzZmamq6trbm7u8+fP8/Pz0tLSoKSoqKiIiopKSUnBwcEhIiIyMDAICgp6//69lZXVxcVFY2OjqqoqEokEim9+fn4DA4PMzMzv379XVVU5OztbW1ufnZ3du3cP+LCoqKiGhoaKi4vv37/v7e2dnZ3t7u7u6enJy8vr5+cXHR3NwMCQnJxsZGSUlpYWGxt7//790tLSiIgI0JlmZGT8/PmziIjI6uqqrq7uzs5OYmLi0dHR7e2tjIyMjIxMR0eHh4cHiAzLzc1NSkrS19cvKip6/PgxcOpZWFjY2NiEhoba29vfuXPHxsYmPz9fRERkZ2cHFxcXfI65ubmvX79OSkp68+YN6CB2dXUJCAg0NzdfXV0xMzPf3t6+f/9eXV2dkZExPj7++/fvUVFRCARibGzsyZMnpKSk9PT0uLi4S0tLKioqm5ubwcHBBgYGoaGhkpKSOjo6wP+cmZkZFRVlYmLy5s0bSUnJw8PD0NDQ6upqb2/v3NxcYmLizs7Ox48fk5GRgcnd2toaOzv7ixcvpKSkEhIShIWF+fn55eTkVldXz87OTk5OUCjU1NQUPj7+8fExOTn5wMDA/v7+0tISOTm5kZERHR0dFhaWvr7+5eUl2KqVlpZ++PAhNzf39vY2Li5OTk7u5uZGRESkpqbm5cuX/8Su/ZM4sb+/D5JYMjIyUlNTnZ2ddXV119bWZmdn7969q6qqKisre3x8jImJGRcXByRNJiYmf//+zcvLe/36dUBAwOnp6b9iyf1vcfybS4bv3r1bU1NjZmZGRkYGg8F2d3eJiIjU1dW9vb3FxcWJiIh0dHTev38fHh4eExNjZGTU09Njb29fW1t7cnKipKQEIFdZWVkvXrywtLQMCQkpKirS1NSEw+Gbm5sgDAEfH//v37/u7u6NjY2Kiorp6en6+vptbW2ampq/fv1iY2NTUFCYmpo6OjoaHBxUU1MD7C9TU9PY2NioqCgtLS1tbW0IgsrKyujp6cXFxX19fR0dHcfHx7m5uV+/fu3r6zs5Oamqqgqa/Ht7e46OjlNTUz9//gQ7YD8/v5ycHFFR0devXysoKLS0tLx582ZhYSEuLu7t27cAc+Lq6hoVFVVTU7O1tbWzswP0pJeXl/Pz85ubm0Azu7+/f3197efnl5KSQkREdHBwICYmRklJmZ2dTUdHNz4+/vz5858/f4IWNykpKRKJ1NHRGRsb29zcVFZWbm9vd3JyCgwMXFlZ0dXVTU1Ntbe3//Tp04cPHywsLEJDQ11cXLCxsUtKSjQ1Naurq52dnQcGBgBBWE5ODmxftra2TExMWlpaFhcXT05Onj17BkEQgJF4eHj8/PlTVlb23bt3ALhZXFwMkCTq6upSUlKhoaEmJiYDAwPPnz8H4LunT58+ePAgOjr658+fubm5e3t719fX5+fnEhISm5ubenp6wcHBOjo6a2trtra2QLbS0dHh7+//9+9fPDw8wMIB8z5RUdHExEQWFpbGxkYJCYmSkhJ3d/eUlBQlJaWWlhZ7e/v5+fmCggJfX9+WlhZcXNzFxUUFBYXS0lJ+fv6amhpGRsbd3V1gHz08PEQgEObm5vT09AcHBzMzM0tLS69fv4YgaGZm5tmzZ4yMjLS0tJ8+fQKs57q6OgUFBX5+fmNj47m5ORoamjdv3nh7e3d2doLqTVdXt76+/ubmhpmZGQsLC4lEgvd8fHy8ubmJi4tLRkZ2e3u7v78PZhwVFRWgqUZJSYmHhycjI1NfXz89Pa2oqAjmAldXV2/fvmVhYRkfH2dhYXny5ElraysTE1NxcbGYmBg9PT0cDv/69aulpWV9fT0I6vr165eAgMD6+jog10EQRElJeXV1RUNDg4WFxcnJubm5ub6+vr29TUtLq6Cg0NvbOzk5KSMj09vbCwxZwcHBv3//xsPD09PT29vb4+HhOTs7AzU3FRUVKytrQ0MDOzv7wMAAKyvr/Px8dna2tra2t7d3ampqQkLCq1evpKSkfv/+HRwc7Onpqa2tjYeHBxTiwCSfl5fHwMDg7e397Nmz1dXV0NDQe/fulZeXg8ErqDJzcnKAn/zRo0c/f/58+PDhyMhIc3NzQEBAaGjo+/fvnzx58uHDh1evXnl5eX358iUpKQmgEX/+/KmgoICBgdHW1qaiorK1tUVCQgLuREdHRz8/P9DiCg8PB4RiQ0PDpqYmCQmJjo4OgOpeX1+/vb3l4uIKDw+/e/cuNjY2HA738PDIzMw0Njaenp4eHR2dnZ2lpaUFOy4tLa2wsDBHR0dWVlY2Nrbw8PA7d+709vYqKyu3tbUBw9HR0VFERERERISxsXFGRgbocDx//ryqqoqVlZWbm7u4uFhERAQPD09MTKy3t/fq6qqiokJNTe3x48cHBwexsbHy8vJLS0s0NDQcHBygPzo/P5+amqqnpwcYXVNTUwMDA+Hh4T09PQMDA8TExA0NDdzc3NbW1klJSSoqKllZWSEhIcXFxXp6ejExMYGBgXFxcfj4+IAqfufOnbOzs+bm5qqqKuBHo6enhyAI9Fd2d3dxcHAGBwcB38jGxgYo/ScmJkAriJGR8ezsDIiZKisr7969W19fr6SklJKSoqamtr+/LyQkVFZWtr6+Li0t3dbW5uzs/Pnz56OjI3l5eUNDw6qqqqioKF5e3pmZGRsbG+DEpqWlVVRUtLa25uXlFRERqaqq0tTUdHNzAy48wCkeHh5OTEyMjo5++/atnZ2dmJhYQ0PD8+fP5+bmmJmZAXeqp6eHjIxMQ0MjJiZGSUmppKSkqKjo5cuXwMpqYWGxvb1tZGQUGhp6dXV1c3MjKSkpKChYU1NDSUnZ2tr66NGjzMzMuLi4oKAgS0vLd+/e+fr6hoeH19TUKCoq2tnZNTY2kpOTw2Cw2dlZeXl5oL2Tl5dvaGgwMDDY29vLzc21tLT8Fy6+/8Lj37ys8fDwWF5e5uTk5OXlHR4eHhwc9PLyUlJS6u3tbWtrw8XFHRgYcHNzi4qKUlVVLSwsJCUlBev3u3fvGBgY2NjYlpaW+Pj4qqqquLi4JiYmaGlpaWhoLi4uKioqpKSkzs7OLC0tFxYW9vb2IAgC29+RkZHW1lYcHBwqKipra+uamhokEikkJFRSUsLIyIhEIm9vb7u7u9+/f7+5ubmzs0NDQ4OPj49CoVJTUwHW08XF5fv372A8//Tp05KSkp8/f7569UpdXf34+BgfH7+iouLo6Ojdu3eTk5Py8vJPnjwJCQnh4OBAR0evrq7m4eGhoaEBUU1XV1cAZHl5eYmLiwtB0Pj4OAYGBgkJSUdHh5ycHODcT01NsbGxHR4eEhMT39zckJOTLy4uYmBgUFBQfPr0aWpqChcXV0hIiJCQcHp6mpiYeHBwkJ+fHw6Hg1Cho6MjDAyMw8NDgBCcmJjg4OCAw+FZWVnq6urX19d//vwBKZXgbaiqqpaXl3/9+nVkZAQ4HXp7e+fm5gBkvaury8zMbGtrq7Gx8erqCozGOTk5WVlZgcianZ29v79fWVkZhC2go6P39PRwc3MfHx/z8/N//vz50aNHKSkpfn5+gAiMjY1NSUkZGBhIQ0MDPlMKCoq8vDxDQ8PExMSAgAAnJ6eSkpL29nYODo6EhISAgIC2tjYWFhZAoSAiImptbX3x4kVAQEBKSsr9+/fZ2dlramqioqJqa2sfP34cFxcHgvHU1NTy8/Ovr6/v3r17cHCAh4cHuBoRERHAQ6Gurr6wsICBgbG8vExGRjY5OamiogKDwZaXl21sbD59+jQ8PExDQ2Npafnnzx9lZeWRkREdHZ2srCwODo7p6WkWFpbt7W0tLa28vDw4HA7iJgICAnx9ffHx8fHw8Li5uUdHR8nJycG1Ojo6Sk9PT0ZGJi4unpGRAaTiubm5QOI6Nzc3Nja2t7enq6uLgYFxdnbW19fX19cHpkKampogFej09JSBgaGsrExCQsLf37+ioiImJkZHR8fNzQ1gl21tbTExMZmYmKanp3l5eauqqmZnZxkYGKipqTc3NwsLCy0sLIaGhlxcXFJTUwHC0cPDAzhTgoKCkpKSBAQEgAspNTUVjCSGh4dNTExOTk7k5eX39/dHR0f7+/vR0NC0tLQKCwvZ2NjW1tacnJxSU1ODg4MzMzPV1NT8/f1Bm2FoaIiFhWVtbW14eNjY2Hh5eRnEEp2dnQEwmqKiYnx8vJ+fX1hY2Js3b96/f8/Hxzc5OcnNzb2+vg6Uak5OTldXV5KSkl5eXtvb2ykpKVNTU97e3hcXFxYWFs3NzRsbG42NjYmJiSMjI0xMTG1tbWdnZ1JSUsAtRU9P39fXV1lZGRYWtr+/T0ZGdnh4KC0tPTw8TElJOTAwQE1NjUQieXh42tvbk5KSwsPDm5ubVVVVubi4Zmdnf/36ZWNjEx4eHhkZ2dbW1t/fz8PDg4OD09bWtrOz8+zZMwAb9PHx2draAvT9lpaWyspKNTW18fFxAwODra0tenr6nz9/LiwsAJeZkJAQYENzcHAICgrm5OQcHh7S0tIeHh4aGBgsLS1NT0/v7Ozw8/NbW1sPDAyAjdbl5eXGxoanpycjI6OXl9fe3viEjM4AAQAASURBVJ67u7uioiLQoLCysj5//lxXVzc3N7e9vf3s7Kyjo8PFxUVMTMzLy8vR0bG1tdXFxSUkJMTMzKyqqoqTkzM/Px+8IDAwUFJS8vLy0s3NLSEhQUdHJz8/39DQcHBwUFBQkJmZuby8fH5+vqurKysry97ePjMz08HB4du3b69fv7a2tm5tbcXFxVVSUvr165eLi4urq2tZWdndu3e9vb0dHBxaWlqKi4uVlJS2trZaWlqAGiE1NfXx48cJCQkODg6pqalBQUGqqqphYWFmZmb6+vo9PT0GBgYjIyMfP34EyHIfHx8LC4tXr145OjqSk5N3d3djYWGNjY0Ba+e3b9/8/PzAXigyMtLV1dXW1hbguwQEBD58+AC6ubi4uOAndnd3A7AyCOrh5OScnp5WUVEBCTldXV24uLiurq7t7e2rq6vLy8scHBwDAwM6OjrLy8sHBwdLS0sODg4yMjK+vr5KSkqqqqpPnjyBwWAREREgiEZPT29ubq6srAwOh2dkZLx8+dLZ2flfuvz+y45/87LG29s7IyNjY2MjMzNzbGyMlJS0ra0N3IcZGRlfvnwpKCh48+aNvr4+GOIC5BdoxV9dXcXHx7u4uJSUlLi4uAQHBz948KCystLNze3w8DAiIoKTk1NUVFRBQSElJcXAwCA5ORkGgwFwyPHxsY+PT319PSsrq7CwcFVV1dzc3M3NzdnZmYqKyvHxcVFRkZCQkJGRUUpKysXFRWBgYEFBARoampGRERis/Pnzh5CQELSFb25u0NDQhISEUChURkaGqqrqycnJysoKISEhKSnpwcHBnTt3Wlpa7Ozs/kFCKSgogCHuixcvAgMDDQwMWltbzczMMjIy3N3dIyIiTE1Nra2tTUxMfH194+PjS0tLgfOrvLzc1tYWpC9dXV2BTV5MTExmZqa+vn5qaqqnp2dMTMybN2+cnZ0/fvyooKAAwlkMDAxwcXGpqanV1dVLS0uDgoLc3Nzy8/Pv37/f3NwMkqouLi4kJSWrq6uBPQ0HB+fi4oKBgQEXF3doaGhkZAQIMNnY2GxtbWdmZr5//356evrx40cA6wT71PHx8fDw8JGRkaampsvLy83NTXNz89HRUYD15OTkBJVZZ2cnALmOj48zMzMbGhp+/fqVk5NTQ0NjdnaWgIAArEa/f/8G/DRfX9/p6WkuLq6fP39KS0uDN7a8vLywsIBEIldXV11cXP78+UNBQTE4OPj169eMjAxeXt66urqnT58GBwffu3cPxC9zcXEhEIirqytaWtqhoSFqamoIgsbHx0EGEAMDA2Alb21tcXFxjY6O0tLS0tHRTU1N0dHRATmwmJgYIKBTUlICIO/BwQEI9AAkRhYWlrm5ucHBQWJiYjC1yc3NBeaOlZUVMjIyQEjCxMTk4+OLiooiJyc/OztzdXWtrq7W1tYeGBhYWVkhJyefnJxcWlpiZ2fX0NBYX18nISEpLS3l4uJSVVXFxsZubW1dWVk5OjqSlpYmIiJiYGAQERFJSkoiJCQ8PT1lY2MbGRmhp6d3dnYuLS3l4OAAEZJwOJySkpKUlHRjY4OYmHh1dRUPDw8wAkpLS9XV1UdHRx0dHRMSEjQ0NG5uboaHh4HedmFhAR8ff3t7m4KC4vr6mpycHNTKZ2dn+Pj41dXVMzMzT548AVSVsrKyx48fm5uba2tr//nzp7Ky8tevX69evdLQ0PD09Hz//r2EhASg4IiJic3OzoKmHdgkqKio7O7uOjo6vn//3tvbe3h4mJiY+NOnTxEREUtLSw0NDTAYTFVVFUCtAIDf3t6+rq7O3t4+JibGx8cnNDQU5K0CLo6SktLw8DAmJubU1BQNDY20tHRWVhYpKSk+Pr6pqemXL19YWFhISEg2NjZkZWVvb2+vr68PDg52d3elpKQCAwM/fPiwt7e3vLz89OnTpKSkd+/eFRYWPnnyJD4+HkyOVFRUwL4CExNzfn7exMQkOjqanZ0doNiAkj0qKkpKSuri4mJgYICAgICDg0NAQCA3N9fFxSUoKMjT0/P58+dubm6A3/3hwwdSUlJVVdXs7GwdHR3wPV+9ehUdHZ2dnW1gYODg4GBmZra/v6+pqTk/Pw8IpYyMjIKCgggEwtbW1s3NTVJSMj8/v7i4+OfPn4GBgYKCggkJCbW1tWCFPj09BSlghoaGYWFh0tLS8/Pz4eHh0dHRpKSkVFRUKBSqrq7O3Nx8aWmpoqKCnp5+bW0NWDjR0NAICQmFhYXn5+cnJyeXl5fBPC49PV1OTg4Gg3FycgIxb1ZWFoiUefLkCTY29uPHj52dnYHbHB8fPzQ0VExMTEtLq7+/X1hYuLW1VVZW1sbGprW1FVRjII6jqqoKFxdXWlo6JiYGBL+8e/eupqbm3bt3gCc5OTnZ19fn6urKwcEBbNhAnsjIyAgSc9HR0RkYGGAw2MHBATExcU9Pz+rqKlBYy8jIoKGhAak1GO6Pj49LS0svLi76+fmpqKg8ffr08PAQDQ3t4OAADOgfPXrk5ORES0u7vLyspaWVlpYmKSk5Pj4OpMSBgYHPnj0D6mwxMbHt7e2JiQk0NDRwJzY2NlJQUBASEn748AFAKP7FC/C/6Pg319ZgYWExMjLu7+9jY2Ojo6PLycnNzs5ubW09efIEExMTNM+FhIS2t7cpKSkRCAQIgQNjWhYWlp2dHUZGRmdnZxoaGl1dXWdnZ3JychISktnZWWNjYw4ODjIysq2tLQUFBW5ublxc3Pj4eAICAhISkvPz8+PjY0ZGRikpqbq6OiUlpeTk5O7ubgoKir29PV5eXjs7O3Z29qurq/v3729tbfHw8IiLi+Pg4BATE3/9+vXz589A+gpm7TExMUApXFhYKCUlZWdnp6qq+vnz58HBwYuLi5CQEKCH+PDhA4BiNTQ0XF5eoqOjOzs7NzQ0rKysHB8f37lzp7y8fHt729fXF4VCsbCw0NLSmpqapqSk4OLi0tLScnBwcHBw2NnZkZOT09HRHR0dUVJSioiIANYONjY2KLnu3LmDiYkJeN6Wlpb4+PjCwsJbW1unp6ebm5uUlJS3t7cYGBjW1tZ0dHTn5+crKyuVlZWsrKx4eHhDQ0P8/PzY2NiysrIRERGpqamdnZ2ANXd0dATywy8vL0lJScGiKyAg0NLSAkEQCDjs7u5mYWG5vb39/fs3Pz+/hITE4ODg7OwsUD8wMDAcHh6urKxQUlKCfKvZ2VlxcfGKiorQ0FAEAiEsLAyDwbq7u0HQAchR19LSGhkZ8fb2BmOXtbU1TU3Ng4MDBgaGtrY2HBwcUA37+Pi8efNGTk4ONKIiIyO1tbXT09OlpKQMDAyUlJSWlpZKSkpAsikBAcH6+joZGdng4KC1tbW7uzuIplNWVi4rK4PBYK2trWDQDoBjJCQkEhIS09PTubm5ODg45eXlGxsbBQUFd+7cAUu1n59fTExMVVUVGhoaKSnp69evIyIi2NnZaWlpy8rKTE1N2djYQG7l/v7+1dUVEonk4+MDUydmZmZTU9OamhpDQ0MCAoJnz569efMmICAAOEGamppAymZjYyM9Pb2/v//V1VVcXBwtLa21tTUQIU5NTTU1Nenq6jY2NoJTZGxsXF9fLyoqCsCDILkTBCsCEweoKoiIiBISEkBMvZycHC4ubnNzMxKJ/PXrF2hQLS0tzczMTE9PJycnj42NUVJSjo6OMjExgbIJGHnAZ0FMTJyXl/fjxw9FRUUVFRVQbqqoqGhqaqJQqOnpaR4ent+/f2NgYBwcHDg4OICbVE9Pj52d/eDgAMSj8vLyNjc3g0ylm5ubrKyslZWVt2/frqysKCsrgz2JuLg4DQ0NMTGxtbX15uYmIyPj2tra2dmZjIzM7e3tx48fCQkJfX19aWlpe3t7Hz9+/OfPn5iYGGJi4nv37iGRyImJCRgMBtiPampqycnJBQUFv3//pqKiWlxcBJokRkZGGAzGyMhIRkb24MGD0dFRTk5OQkJCOzs7enp6NTU1QUHBgoICNja29+/fDw0NFRUVoaGhYWBgzM/PA8rizs7O0NCQjIyMpaWlpKRkdHR0RkYGJibm8fHxwsICSB3R09P7+/cvHR3d3Nzc/fv34+Pj29rauru7wZyXmZl5fHw8ODh4ZWWFi4uroaEhKioqLy9PVFS0sLCwuLgYhL2srKwwMDBER0fPzs6ys7MvLCwAWn9wcPDY2Fhpaena2hq4mwAdCtidDAwMwCwS3C81NTUbGxuYmJjr6+uJiYkZGRm7u7s6OjqTk5N37tyJiIi4f/9+R0dHfX29h4eHk5PT6OgoLy/vz58/mZiYUlNTzc3NS0tLvby8wIAbjLAlJSXr6upAmQJauVVVVe/fv09KSoqLi3v58qWFhQWQf4FxdktLCxYWFikpqYaGRlBQUEZGBgEBwczMzMrKyv7+/vn5uaqq6uLi4tramrCwMIhoLS0tzcjIYGJi2tzcZGZmjoqKgsFgi4uLtLS05+fnwAa/s7MDuNVXV1cwGGxtbU1UVBT4Cr9+/QqSjAFN5/fv39bW1i0tLZqammJiYvPz8/Hx8ZOTk9PT02dnZ/T09AMDA8BOCwCqw8PDcDh8amrqx48fAEzc0dHBysp6eXkZFRXl7+8P1Jzg4vn48ePt7S3QTc/Pz0tKSoJwiX/t4vsvPP7Nyxo4HN7f36+urq6rq3tycpKcnHx0dDQ/Pz86OioiImJqakpHR+fh4QFcADU1Nfj4+MC5MDAwAPgftbW18/PzzMzMXV1dgoKCf/78Ab0+EEa9vLwMAKxjY2PGxsbAbAniiK+vr3///n1zc8PDw3NwcICOjr63twdys4mJiSUlJVEo1MTEBCj5AeYfEMdBYlRYWBgMBispKTk9PQUhVnNzc05OTujo6MXFxWdnZ3A4XEJCIjo6Wlxc3M/Pj4uLCyDCmpubX716BbB7xMTEu7u7ycnJ9fX1HBwcJCQkr1+//vnz587OTmBgYGRk5Pb2Nj09/cXFhYyMDB8fn7+/f1BQUExMzOXl5ejoqIqKyqtXr759+7axsZGUlISFhfXhwwdMTEwsLCxWVtaWlhYDAwN0dHSQFQyizp2cnPb397W1tbGwsDAwMAAGnp2dfWxs7Pfv3/T09CCn5vj4WE1Nzc/P7/j42NPTc2FhgZmZeXl5ua+vD+g8ALhlb2/v4uJiYWEhICBgeXkZcGLy8vKcnJy0tbXV1NRYWFhcXV1HR0erq6ttbGyGhoakpKTa2tp4eXl5eXkjIiJcXFzAvAakxyGRyICAgN3dXQwMjNPTUzIyMiDdSEtLS0tLA3TB4eFhOjq66+trQGWcnZ0Fa5KDg4OUlBQIIkhOTi4uLj44OMDAwKivrx8aGuru7tbU1CQmJsbGxnZ2ds7Ly9vY2NDV1QVS5eHh4bt37xIQEPz+/VtVVfX4+Pjk5KSjowOEKKFQKAUFhbGxMQDUFxYWvn//Pg4Ojq6urqysrIuLCwDiERMTy8vLk5GRgYB08LO4uLhADDLouGxtbWloaCwuLlJTU29sbIDcKDo6uuDgYDo6OgBJ2tjYABmQ+/v79PT0JCQkwDVKTEw8MjJCTk5OQ0NzfX1dXFxsZmb29+9fHh4ekO40PDwcEBAwNDRkYWExPz8vLCy8s7OTnJwcFBQEBhwgkQdEhW9sbNDQ0MDh8BcvXtTV1d25cyctLQ2orBITExMTE0GtDzYATU1Na2trdHR0s7Oz19fX+/v7AF0jJyd3cnIyMDBAS0tLQEDAxMTEysoKIn66urrIyMjS0tI0NTV9fX2lpaXz8/OZmJhKSkomJycZGBiAsUtKSurw8LC0tNTMzExNTc3Y2Linp+fs7ExRUZGcnDw+Ph7Mv1RUVEpKSkAxnZiY2N7eHh0dTUBAQEVF9eXLFycnp6dPnwYEBMTFxTk5OdXW1pqamlJRUQFyt6SkpLGx8cTExNjYmKmpaUFBgaWlJTBCExIS6unpZWdna2hofP78uaenx8nJ6fPnz/7+/kZGRvLy8iABHoIgQkLC8fFx8KlxcXFNT08LCwsHBwdnZGT09PSwsLBQU1O3t7e3t7erq6vn5+dnZWX19fWRkZE1NTWhUKiqqqqJiYnq6ur29nZg8oqLi2NhYbm4uCAgIHj8+LGrq6uuri4ZGRk+Pj5oEWVkZPz48QMXF3d1dZWZmbm7u1tAQCAmJkZUVFRERMTCwgIbG1tcXLyoqCgvLw8TE9PX13d+fr6vr+/w8PD169eCgoLh4eESEhIoFAqCIE1NTVNT0/7+fi4urrGxMUtLy5GRkfr6etCE09LSevbsmb6+fnp6+uPHjx0cHIBEHSC+7O3tDw4OwAcKsp/S09MFBAS6urpmZ2fR0NC+f/8OsiFra2utrKwODw9VVVVdXFwKCwtvb2+DgoKUlJTKysocHBwAR7ixsREktMBgMAoKCsCiPDg4YGJiUldXB+iBvb09EhKS1tZWb29voD/z9vZWVlaem5sDAVIvXrwAJpLDw0Ow4QQNyJ2dnd3d3f7+/uDg4OjoaCcnp4WFhdLSUnNz8/Ly8omJie/fv5ORkaWnpw8ODiKRyMHBQWAWA9Pnv3//fvv2jZGREfTzxsbGMDExz8/PAb8DMCBKS0u/fv0KDBNERESMjIwbGxuKiooYGBiTk5MbGxuCgoIPHjx48+YNHA7/+fPn3bt30dHRpaWlS0tLjY2Na2trj46OwND/f+bx7zyEOjk5UVFRAam2+vr6k5OTFBQU4NoiICAALfr5+Xlqaurs7OxHjx4NDQ1ZWlpmZ2fT0tJWVlbGxsbW1tYKCAiMjIzEx8d7eXmJiYkNDAzg4uJGRUWB2CNCQsKOjg4DAwPAVnF0dOTk5CwtLSUiIqKjo4uKijo8PGRmZtbR0RkdHR0dHRUSEgJG8ffv32NhYZ2fnwMe4O3tbVFREUDIZGRkHB4eVlRU4OHhYWFhgTZyYGAgBgYGJiZmbGzsxsYG0AeAFCpTU1MgUN3c3KSjo3v//r2uru7Kysr5+bmZmdnGxgYcDgc6D3p6+qurq58/fwoLCyMQCExMTAUFhdHR0Zubm8nJSUFBwenpaSkpKQQCgYODMzs7S05Ofnh4eHJyQkBAcHx8DIfDwe6tpKTE0tKyq6tLU1Pz5ORkenoaIFkxMTH39vbQ0NDq6uoEBQWTk5NnZma4uLgYGBj09PTy8/P5+PggCOLh4UlISKChoQEPxNvbW7Bm4+LiTk5OLi4uMjAwAEsqmN/Ly8s7ODhcXV1xcHD8/PnTzs4O+A4mJiaA/OXevXufPn0SEBAArQIEAoFCofj4+N6+fbuxsVFSUkJKSjo5OWlnZ4ePj391dYWDg4ODg7O1tYVCoaipqUFIL4gnZGRkXFpaAs2qs7OzmJgYbGxsNzc3QJoHMhrg0vry5Yu1tbWnp2dISIijoyOgxZ+cnFxfX5OSkgYGBmJiYlpZWe3s7BAQEPz58+fo6KipqcnDwyMvL29zcxMNDe3p06dpaWlWVlYlJSX8/PwAkLi9vc3DwwOykQFTS0NDo7y8nJyc/PLyEg6H7+7uysjI5Obm2tvbFxcXc3Jyzs3NgQqAmJg4Pz/f0dERdMj4+fnBtri1tdXNza2kpERGRmZjY6O6unppaUlISMjY2HhlZQUHB6exsdHJyQmFQtHR0YEsRmVlZXJycmdn5/Dw8KurKyIiIgwMjMvLSwoKioKCAhMTkxcvXqSlpYWEhGhqanJxcVFRUeno6Hz9+nViYkJbWzszM1NDQ6OsrIydnf3hw4cHBwcDAwNVVVVWVlbx8fE8PDzm5uabm5vfv3/f399nY2NLTEx8+vQpcFR9+PAhOjpaW1sb5IYCLPLFxQVwKq2uroLIWDw8PIBn7enpMTQ0nJ2d5eTknJqawsLCAhoacJJXVlaio6M9PDzQ0NCampq4ubmZmJiioqKIiYnv3LkD4o3w8PBQKFRmZqalpeXW1pasrGxLSws2Nraamlp2djYCgWBjY1tdXQXwyZaWltjY2OrqakD6hsFg1dXVAgICOzs7aGhocDgciURubGzMzc2BigEI/JWVlcHUuLOzU11dnZeX99evX6urqzIyMgcHBwQEBBUVFSBM7e3btxkZGREREWlpaWDy8ujRI+DT5OXlbWlpoaWlFRUVBeGdERERDg4OCQkJ7e3t9vb2EhISiYmJvr6+c3NzBgYGiYmJKysrjo6OycnJZmZmHh4eRUVFERERAQEBOTk5gLh4eHhIRERkY2Ozu7sbEhLi7OxcXl6enp5uYWFhZWX1/fv358+fz8zMgNQUUlJSwGgAjRkmJqafP39ub29DEPT8+fOioiImJiY0NLTR0dGrqyvgTiIhISEnJwfgZktLS01NzZ6eHnx8/I8fP0pJSQFaDzo6+u3traqqqoaGhrW1NfCuAtF0VlYWaIQ7OTlBEMTIyAg6MUFBQb9+/QoMDLS1tQU4bxBfo6Gh4ejoCCig7u7ujx49EhMTA1ZnAOtiZ2dnYGCQkJBwdHR88+ZNbGxsQkLCs2fP3N3dS0pKzM3NdXR0eHl5379/X1VVFRoaamVlVVRU5OTkFBMTExsba2pq2tjYeHt76+Pj8/jxY09PT1dX1x8/fujp6Q0MDBQWFhISEqqrq5+dnaGjo5+fn5OQkOzt7RESEp6cnIDCSEBAoKmpCdRPWFhYx8fHIHfFxsZmfHx8ZmYGmKTgcPjw8LCUlFR7ezsImJOVlX39+vXTp0/7+/tpaWk7OzsdHR3LysoAc/X3798/f/789u2bgIAAERFRSEgI0KT/C9fff+Hx79ytubq6Ojs74+fn19fXX1lZUVVVpaCgACxaXFxcTk7OjY0NDw+P1dVVKyur3d1dU1PTrKysx48fg+fL/Pz8+fm5tLQ0CQmJkpISCKNubW2lo6NramoC2NDXr18DB0pMTMzS0hK47nV1dYuLi+Pj4yEI4uDgAEFL3759gyBodnb27OwsKCgIWHIgCAItZQICAiQSCRLaJiYmfHx8IAhiZmb29/d/+/atsrKyjIwMWNV2dnbw8PCEhYXr6+uB1mx9fV1RUZGTkxOFQrGxsT169AhIPTo6Ovz8/HBxcUlJSdfX1zk5OcH0YXV1FYDwARRBQkLi8ePHGxsbUlJSfX195+fnXl5ekpKSJCQkgF8sJCRUV1fX3d09OztbUlJiaGi4uro6Ojqam5sLBhMyMjKzs7NA+wwMOEgkEg0NjZWVlYGB4efPnwAEDIqntLS0m5ub6+vrlZUVbm5uSUnJrKysg4MDUlLS6+trJBIJAoz29vY2NzexsbGBrLKgoGBoaCgwMJCVlRUgPm9ubnh5ecvKykhISEA+AwBdfPjwgYGBAcReJiQkJCcnP3z4cGpqiouLi5eXl4mJiYuLa319/fz8HMiBWVhYDAwMwN46Pj4+PDx8Z2cHwNeXlpbY2NjA6gUsDDg4OLy8vADWsrW11dbWVlVVVVFRQU1NDYPBJCQkgHIcgiB+fn4dHR1ycvKVlRVRUVGgBAfbPiMjo+XlZXR0dHR0dBUVFRISElDXEhISAs3p48ePFRQUsLCw9vf35+bmtLS0vLy8QL1FRES0trbm7u6elJR0enqqpKQ0Njbm6uqalJQE1MSMjIxTU1MbGxsg1ElISMja2npqaur169c7OzsHBwfHx8ecnJyzs7MbGxtBQUGCgoILCwvc3NwqKioNDQ2mpqYQBE1OTs7Pz3/79o2bm9vDwwP8Rvr6+qGhoS9evKivrwcSLn19fXJyckZGRoBQurm5AWaNrKwsHh6ekZERAQGBurq6V69eJSYmLiwsWFhYgD1AaWlpYmLi6urq27dvW1pahoaGCgsLZWRkwGpKRUVlbm4OQdDOzg5wdUlJSe3v74MCiISEJCUlZWlpiYmJqbCw0NXVFYjlAwIC6uvr7ezspqamgNQABI1ZW1u7urqCjsjY2BiIvHZycjIzM3N2dgZPA0ZGRjs7OyUlpS9fvjQ0NMjLywsJCVVVVUVHR09PTx8dHUEQZGdnZ2lp+ejRowcPHoiJiaFQKCUlpfb29v+SDsLExHR5eamnp4eHh2diYgKHw1++fLmxsQGGvz09PQB0CXhaEARhYmLS0dE5OzuDWNmEhISSkhJ1dfWRkRFDQ0MwYQSaZQiC2NnZnz9/rq2t3djY2NzcvLi4iImJWVdXNzk5CWIxurq6Ghoa+vr6GBkZGxsbHzx4wMPDc//+fXR0dF9f3+7u7rKyMlVV1YyMjNDQUD4+PgsLi7W1tcvLS+Bpx8TEJCIiUlVVtbW1Ba7m4uJifn5+DQ2N5eXl5eVlNjY2kM4oJye3sbExPz9fX19/796958+fQxAEEAnb29u9vb2KioonJydUVFSAZ1NdXX337t3t7e0PHz4AalRQUND6+nplZeXGxkZ6evo/XmhwXxcXF+/u7np5eenp6fn6+t67d09JSen29vbu3buSkpKurq4zMzNiYmInJydubm4QBFVVVWlpaZGSkgIWAAiounPnzj+fi4KCwps3b25vbz9//nxzcyMmJiYhIQFuiqioKEtLSwUFhcvLy8vLy8PDQ1ZWVn5+fiYmJhwcHDgcDkEQSCPh4eGZm5vDx8dXVFRkZWU1NDQkJiY2NzdnYGCQkZEByiRgUcTExLSxsQE5a62trYBRbmtre+fOnZCQkE+fPikoKPT395+dnZGQkOjp6Xl5eW1sbMBgMD4+Pnx8fIBNSkpKAmUfCBipqKj4+/cveH7W1tYODAw4OztfXFxwcnJeX19TUVGBTwQHBwcLC+v/4QX1/3+Of+eyBlip37596+7uDpR0g4ODp6enqqqq6+vrDAwMzc3NhISEoqKiLS0tGxsbqqqqu7u719fXoL1/e3t7dnbW1dV1cXFxdXXFycm5uLgIQdDm5qafn9/9+/fR0NDIycl1dXWXlpbA02pzc/Pi4oKHh6eyshK8h+3t7aKiIiQSSUJCcnh4iIuL29HRAYQIpqamJCQkJCQkaGho8vLyf/78YWdnp6Cg8PHxAXqIjY0NR0fHlJSUnp6ey8tLdnb2urq6uro6JiYmANigpaWdn59//PixuLg4INnMzc2BJIHg4OCysjJGRsawsLD29vaYmBhycvLa2lrwEAwPDychIXnw4EFgYKCqqiocDl9aWsLDw5OVlWViYvr06ZO7uzvIiouLiyMjI3NxcYmNjT05Ofn58ycGBgZIa7KzswPtFiEhIRcXFzY2Njs7u7y8PG1t7WfPngG06JMnT1AolIGBAQcHx/HxMQkJyf7+/sjISEhIyPb2trq6+vz8/NXVlYuLy9+/f8XFxb99+2ZjY7O6ukpJSYmPj6+uro6Ojm5ra0tERDQ7O0tNTT0+Pu7h4TE/P392djY6OkpKSsrPz09FRQVCdy8vL6moqIDIgJSUtK6uDsDabW1tq6qqbm5uqKioTE1NQ0JC5ufntbS0YDBYRUXF7u7u/fv3X758SUpKOjExISAg0NHRgYGBAUEQyIgBKdBpaWmOjo5VVVUHBwevX7/+8uVLZWUlOAPc3Nzk5OR7e3ssLCxMTEyNjY2ampqHh4fv3r07PDyMjo62t7dfXl4WFRUFrZ2amhqAz4fD4QsLC7q6utPT0xgYGEARWVxcPD09TUlJyc7ODiQXxsbGHz9+ZGZmXlhYCA8PNzMzW1tbA+oNNzc3RkbGjo4OWVlZINeorq4WFhamp6ff2NgQFRU9PT0FpZWtre3Xr183NzelpKScnZ339vYKCgrgcDh48cTEhKenp42NDTEx8djYWFNTU2trK0Daq6iokJGR/f79e35+XkdHp76+noSEBEBsJSQkFhcXu7q67t69C4fDi4qKCgsL79+/f3t7u7Gxsb+/f3Bw4OrqurKyQkFBUVtbOzs7CwDHnZ2daGhoQJ97cHCAhYUFdNx//vyZnZ3d3t4uKCiQlZWdnJxcWFjQ09Ojp6cHkbSUlJT7+/vCwsI4ODiioqIJCQmMjIzt7e1Aig5C7EdHR9fW1kAuEgRBq6urmZmZ9+7dOzk5AVh9sABUVFQoKSnt7OxQUlJSUFAoKCg8f/4chUKJiYn5+PikpqaCTABra+v9/X0EAgG6iW1tbREREYSEhNTU1ADbLSAg8OXLFz8/PwCExMTE9PHx2dvbm5ubm5mZKSkpWVpayszMBJEdx8fHR0dHWlpalJSUgCIBAt0WFxdbW1s/fvxYWFjY3NzMwsICOosEBARxcXFKSkobGxsODg4oFConJ+fFixe5ubngEpWSklpaWrK2tt7Z2WFjY0NDQ4uMjIQgaGxs7MOHDzc3N3fu3AkICAAjldbWVnx8/Dt37khJSRUUFIAgqurqaiIiotXVVdBmUFVV3dnZ4ebm/vjxIzk5uZqampSUVG9v7/v37zExMenp6bW0tGRkZDIzMxMSEvj4+KioqEBnNzk5GSAQgdaNiIgI+KXBtur4+JiIiKioqEhZWRmJRJ6engYEBKSmppqZmZGSkr569aq6uvrNmzc2NjYASRwWFgaU5kCr9+7dOxwcHEFBwebm5pqamtjYWF1dXWpq6mfPnlVXV4OHLSiDBgYGwF8ZGBgAj0pQUFBISKivr4+KiurevXsmJibz8/NZWVk9PT0IBOLLly98fHzq6uozMzMg9oSRkRFoAUGYw6NHj1hYWF68eHFwcLC2tkZJSWlmZvbz58+2trbp6em1tTVDQ0PQ6L24uMDExOTh4fHz88vOzl5YWEAgEPfv3we3MEjsAjSp+vp6JycnfX39nZ2dkJCQlZUVECNIT08fEBCQnZ1dVFRETU3Nzs5eVlYWERHBxcW1sbHR399fUFDQ3d09ODi4tbUVFxenr69PR0cHosuJiIgICAjc3d3j4uL+h0dd/juXNeBAQ0M7OjqSkpLq6OgYGxtjYWG5urqioKAAphU4HI6Jibm0tAT0uZycnI2NjXR0dCBYWFhYOCAgwNTU9M+fP0A5gYODA4PBWFhYgAkCGHPgcHhhYaGlpSWgbA0PD7u6uv758weFQl1dXSkpKTU0NFBSUgKMaUBAQHV1NSkpKQwGIyAgAIF/T58+ffPmDTY2dnFxMQRBIiIi0tLSu7u7RUVFPj4+f/78SU5OxsHBCQgIoKWlTUtLMzc3FxUVLSgocHd3Dw4ORiAQ2trawAaio6NzenoKvs+PHz/o6ek7OjoAsU1SUhKgUYHCV1VVlZiY+PXr17KysmhoaMCVqqGhkZyc/PfvX0NDQwiCLCwsALmSgYFhfHwcqA22t7evr695eXmlpKQANQsGg3V0dICyj5ubu729PSwsjISEJDw8nI+Pr7a2VlxcHIFAyMnJZWZmEhAQyMrKAvIsMIqbm5tzcHAAHvmrV68UFBTq6+vJyMhwcHCQSCRIxj44OCAjI5OTk/Pw8FBQUKisrPzy5UtzczMFBcXNzc3c3Nzl5SXQCwOp0MHBgaamZklJiaio6Ldv36ioqIiJiQF5aH5+Hg8PT0tLS05Orq2tLTs7m4KCQkNDo6am5vHjx319ffz8/Hh4eN7e3v39/V5eXnNzc/Pz8yQkJGCZhyBoe3u7sbERWK8hCDo/PwfhU2xsbM+fP7eysjo6OmJhYQHEvOvr66SkJGFh4aioqIiIiJSUFAAI8ff3f/XqlY2Nzc+fPzExMVVVVdPT0w8ODmRlZUlJSdPT01lZWa+urqSlpZ8/f87KylpbW6ulpeXh4cHOzp6Tk8PIyNjc3GxhYbG6uiomJpabm6uqqgow6jk5ORQUFMvLy1dXV2RkZEAKho+Pn5+fPzo6CuqY9vb2goKCZ8+eaWhojI2NmZiY4ODgxMbGEhMTR0RENDU10dPTA6yfgYHBw4cPT09Ph4aGALzV1NT0w4cPSkpKampq4eHhXV1dIBxKTU0NgqDp6Wk6OjotLS0w1QKiKwkJCbBbAMMCeXl5AP2LjY3l4OAAGwNycnIIgubn57GxsR0dHQkJCRkZGUtKSkA2LRMT08nJSW9vL0hehMFghoaGgYGBWlpaIFkpNDTUyMgIUAxQKNT29jZYF7u6uh4+fNjY2Dg3N8fKyoqPj5+RkTE0NAQ2+hAEkZGRARM+iBGloKCIiYk5OTmhpaWloqJKT08/OTkBGD1jY+PGxkYIggA2hoCAIDAwMD4+no6OztDQcGhoCMxKjo6OQK4FCoWamZlpa2sjJiYmICCwsrJKTU319vbGwcHx9PQE/FxOTs7u7u64uDgjI6OMjIzt7W0/Pz+ASsrIyKCnp+/s7JyZmfHy8vr48eP09DQSiUxPTwesfQiCqKmpNTU129raUlNT2djYQJ1NQUGBgYFhYGAA9iF4eHicnJzk5OTv3r1jZWV1cnJKTk7m4uLi4OCYnJwcHR29vb3l4+MDzPSZmRlRUdHl5WVBQUHAtFxZWRkbG3N2dr6+vl5fX4+JiQGUcElJydLSUmpq6tXV1ZcvX0IQNDExkZqa+ubNm/X19aampqOjI1FRUS4urpGRkW/fvtnb2ysqKmJjY3d2dkpLS5+dnUEQREVFBVKiiImJGxsbpaWl2djY6urqFhcXwQtAY7KqqurOnTuAgAygR5aWlhEREQB1Ae7KhIQEMjIyIGGGIKivrw8g6cTFxSMiIkCd3dvbKy0tzcXFBa5VMAxSVVVtbm7m4uIiISEhIiJiYmIaGBgA1goTE5Pj42NBQcGJiYnb21ugANvd3S0pKTEzMysvLwd6tUePHvX394uJic3MzAA5sKGhYVBQEMimMDIygiAIGxubj49PQkKCnZ1dSUnp/Px8cnISBoPh4OAgEIiJiQkEAjE8PNzZ2enl5VVUVISNjb2ysgJBUE5ODkhxFxIS2trauri40NTUBPiuv3//ZmdnDwwMACu4sLAwMHCNjo6Cc/U/8/g3D09AQ0Pb2NgwNjY+PDwEzGlGRkZqauq5uTlPT08gpqmoqPjx4wceHp6XlxcrK2tJSYmFhUVAQEBwcDA6OnpBQQEnJ+fAwICsrCyY1CgpKQHIBBKJNDY2rqqqAhcfCMgFHGE6Ojqwp79//765uXlsbKyZmRkFBUVPT09PT4+MjAzYLlRVVQ0PD4Nca3x8fFxcXHR0dAoKCi0tLeADVFVVBZICTExM4PrOzs5eXV0VEhISFxc3NDQEY7XR0VEsLKyHDx/q6OgkJCT8/fsX5BPh4uISEhLa2Nj4+vqamZldXFzc3t7Kysry8/NLSUkVFhZGRESQk5OjUKjb29uTkxN3d3dwM5ydnQGoGikpKSkpKUg+hyCIlZX1/Pzc39//3r17wcHBwPklKyvb2toqKCiIiYmJjo7e3d1dV1dHSkqKh4cH8J20tLTHx8erq6tZWVna2tpA+JmamlpdXS0nJ5eamiosLHx+fg6mEltbW79//z45OZmfn19aWgJb3uXl5dzcXBYWFgC96OvrA/WWmJjYjx8/GBkZR0dHj4+PW1paOjo6Njc3AQHs06dPODg4Hz58ADHR1NTURUVFoJEGho9FRUViYmIQBLGwsNTV1Y2Ojt6/f5+amjo+Pv7Tp0/g6xISEgwMDDg4OCQkJGDRIiEhYWdnf/DgQW5uromJCXDQgGHE8PBwYGCgq6trS0uLsLBwV1fX06dPJycnk5OTl5aWWlpaqqurY2JiGBkZ/fz8kpKSWltbHz9+3NHR0d3dHRQUVF9fD0IBZWVla2pqhIWFT05O9vf3V1dXgfUXDw8PDQ0NhCT/+PEDLAD19fUpKSnd3d1NTU3APQSQ+S0tLUtLS3JycpGRkcXFxaampuzs7Onp6REREa9fv/by8oIg6NmzZwEBAXZ2djMzM5SUlCBGIzU1FYIgPz+/kpISCII8PT2pqamrq6vd3d319fXx8fEzMzN1dHTs7OwePHggJSWlqqqalZWlrKycm5tbUFBAR0fX2tq6t7fn5+cHMLtNTU1paWklJSXX19dAE9rd3Q1BUHNzM0AI2tnZzc7OXl1dxcbGKigo7O7uwuFwFRWVu3fv8vHxAUm1uro6KyurkpJSRUWFhYVFSkrK0dHRp0+fMDExQ0NDVVRUXF1dwZAOgiBaWtrh4eG6ujp6evoHDx4AN83+/r6zszPwJxYVFYHtrLW19dLSkrCwcFJSEhUVFRoaWmxsrJ6eHgUFBYB/REZGZmdng7wUgIGAIEhYWNjd3d3NzQ0Oh5+dnSkrK2dkZFxfX4uLi4uLi/Pz84eGhsbHx6+trRUUFIiIiCQnJ1tbW0dHRzMzM+vq6qJQKBDmFR8fr6+vf3Bw8PnzZ8DHgiCIiIiIjY2tvLyck5PTzMwMvE/giyEmJtbV1YUgCB8fH6zZOjo6hoaGIGuWh4cHjNvS09MJCQkB7pyamlpZWRmIzUHXGQsLq7KyUlZWVlZW9uLiwt/fHwzE9/b2tLS0sLCwREREwC0mKioKCC7KysqUlJRgTCkvL8/Dw8PMzExKStrV1XV5eYmFhSUhIQGQS/T09IWFhXt7e2RkZPLy8kdHRwMDA0gk8vz8/NevXz09PSD0OyIiApQjjIyMISEhu7u7QCnf398P0pRwcHAYGBggCAIEHWtr65KSEtB0j4qKWlxczMnJuby8TEtLc3V1/eeBf3V1NTc3B/4sLy8PTkttba2IiIiMjExkZKSYmFh1dTUIKpmYmMjPz19cXHR2dgZZyNXV1bOzsy0tLcrKyp6ensrKyq9evbq6uhobG4uPjwe6+8XFRRAhl5ycHB4eDiyoMjIyenp6Ghoa9vb2e3t7wAN17949OTm59+/fs7CwoKOjd3V1bW5uGhkZzc/Pn56ecnBwvHz5UkFBwcLCgpKSEsiMIAhKTk5WVVWFIOjx48cgixdwjGpra5FIpK2tbWZm5s3Nzf3798nIyHp7e7GxsaurqxkYGLKzs79//97W1paenj4yMgLSy/9nHv/mZc3NzY2SkhItLS0nJ6e0tPSjR49evnypoaGhrKx8dXXl4ODAwMBgb29PSUkJWoVhYWH8/Px2dnYWFhYaGhre3t4sLCzAPm1oaKiiotLZ2cnHx4eFhZWbmwtB0MzMDCEhIVhsfHx8wA02Ozt7eXkJQVBpaek/o3dOTk4Q20ZFRTU3NweHwz09PQMCAp49e9bf39/T0+Pv7x8aGgoYvgQEBDo6OiUlJSBp8s+fPzc3N7e3t7y8vEpKSqD2yszMvHPnzrt370RFRSEIam1tzc3NXVpagiAI+LohCPr06dPk5KSnp6eEhISIiEhzczMMBuPg4IiJienv74+IiFBUVKytrQUxSV1dXWtra+BNnp6egiUNgqCtrS2Al+Dh4XF0dARhgeBlc3Nzp6enw8PDZWVlbW1tl5eXKBQK6Jqrqqrc3NwWFhYAs0dOTk5CQoKIiAgTE7OiogLM7588efLlyxeQ6cPExHR1dQWaSU5OThQUFEpKSvfu3YMgiIeHB+RThoaGvnz5Mi8vLygoaGNjo7S0lIyMDCTrysjIvHjx4tWrVyUlJaqqqt++fePg4GhoaLhz587Ozo66uvrY2Nj19TXYLkMQBCIgPnz4oKOjA0FQWVkZeK69f/9+eXnZyMgIaKF6enrGx8etrKwAd//29hYNDe3Hjx+np6fy8vIgRB0onMA5pKamjoyMrKurA/gyIyOj2dlZNTU1Xl5eBweHzc1NAJ/g5uYWEBAgIyNbWFhYXl7Gw8Pb2trKyMgAftGNjY2qqip8fHw6OrofP37s7u4uLS2VlpaCViINDU15efnJycnU1FRQUBA+Pr6EhERsbKyOjg7QJIENImh0JyYm5ubmZmRkUFJSlpWV0dDQlJaWnpycIBAIIEcgISG5vb0Ff0ZHR8fAwBAWFgbrqLy8/OPHjyEIAiwAERGRHz9+pKSkQBAkKChIR0cnJyenq6v79OlTPj4+Q0NDISGhtLS0lJSU+Ph4kGeEQqFubm6ioqJoaGgAkfLu3btJSUm9vb1wODw9Pd3ExOT09LSrqwv4q5OSklZXV58/f769vZ2Xl/fz58+cnBx8fPzv37/X1dX19PQwMzMLCAj4+Pjg4OD4+fm9evXK3d0dBP0Aca6+vr6FhQUdHR3QeURGRq6trYWHh4OdLgRBsbGxf//+bW9v9/f3j4uLY2RkFBMTMzExkZeXp6SkBEDey8tLAgICwIF8/fr1s2fPkpKSHBwcxMTE+Pj4ALoQTEyYmZlBbyAuLg6IkLKyslJTU/X19bW0tECAs7q6ekVFBQRB/f398fHx6+vrFxcXKSkpAMOvoqKiqqra2tqqr68vIyMDajI0NLTKykog+7W0tATrE/jO4OKHIAgkjEIQ1NTUFBcXB/BIiYmJ4MbEw8MTFRUNDw9vaGhYXFwMDAxMTk4Gfsyurq7b21sxMbGUlJTLy0seHp5/3O9XV1d//vzBwMCYmJggJyfPy8sbHh7W1dXV0NBQVFTs6+vDwcH58+fPyMgICQlJX1+fuLi4k5OThIQEPj4+AoH4x99uaGgItn9UVFR8fHy+vr5UVFSurq4ODg5wOBzot2pqampqapiYmBQVFcEWAnCB7927Z29vD0FQSUkJuCXj4uIA6y8xMVFSUvL09DQjI0NeXr6+vp6IiGhhYeHbt2+4uLhaWlro6OifP39eXV0FN+/MzAxo11lZWX38+BEApgsLCy8uLmhoaKamprCxsfv7+0FAb1NTU3Z2NjExcXl5OQEBQXV1NScnZ0REhJqaWlZWVnt7e1FR0fX1dW1tbURExOnpKUiys7CwePv2LcBkqKqqgsDzR48eLS0tZWdnT09PBwQE/PjxY3R0FA0NjYaGRkJCIjAwEAcHB4IgAQEBCIIA5RlcSCUlJeLi4mNjY6D1NTMzg4aGBj7W0dHR6elpKyuriIiI5eXlgYGB7Oxs4BK1tLQMCAj49u2biIhIY2Pju3fvQG8YTGD/Zx7/5kMoHBycX79+ERAQgP5hVlbW4uKivb398PDw0dER0M2cnp5aWFhISUlRUlICVsrk5OT4+Li7u/u3b9+EhISIiYkTEhIKCgoAF9/e3n5hYQFMyomIiAD84//D3nvGRZF838PdPTmQc845I6BkRVBBzDnnrKu7xtV1Xdew5jVnxRwxK6goqICAImHIOTOkAYY0eeb/4v6+8/CgImsAxTkv/EhPT/ed6uqqW7fuPQdBEENDQwMDg7S0tL179166dAmHw2VnZ0u3Lerr66uqqhAEuXnzJo1Gw+FwQ4cOXb9+vbm5OQgUHDx4UFVVNSgoaNCgQfv376dSqT4+PikpKaNHj8bhcCiKGhkZbdy4Eao8uFxuXFzc/v37m5qajh8/jqJoW1vbmjVrIKYyaNAgDw+PzZs3379/n8PhADmpkpJSWFiYSCT67bfftmzZ8vjx42fPniEIsnnzZgUFBQRBeDzeunXrIDmub9++a9eu9fb2hilh+/bt69evLykp6d+/f0JCAoFAOH/+fFtbG2zBODs7y8nJPXr0CIfDiUSi0aNHnzt3bty4cadPn543bx4sOvF4/JAhQ7y9ve3t7ZWVlZlMpru7OxQMs1isqVOnenl5UalUFRUVJycnY2PjBQsWsNnsR48eGRoajh07ls/nW1lZwURy9epVBEFgltq4cSOCICKRCMOwzMxMNputp6e3ePFiDMNqa2sRBAGdoKysLHNz8+nTp6uoqEDhRmZm5rx5886fP79//34EQezs7Ly8vP7+++87d+54eXm9e/dOR0cHQRB9fX0Gg3Hy5EkGgzF48OCbN29KJBLQGEcQhE6nMxgMoVDIZDLBW0pLS9uwYQMQqwD/yrNnzzIzMyE4B7lEIICqoKBgbm4eHh5+584dT0/P/v37gw4wm81++PChnJwci8Xas2dPXFxcTU3N7du3b968aWJiAgXh4eHhenp6r1+/lpOTKy8vNzIyqq6u3rlzJ/AXFBUVQdmdhYVFbGxsXFwck8k0MTEpKCjgcDh8Pv/ixYuFhYWxsbEIgmRnZz958mTdunUIghQVFY0dO9bKygp00xQVFaFyzd3dXUFBwcnJadGiRZAd7OLiQqVSoVSeTqcfOnQoISEBh8P17dtXIpGEhIQkJibu2rULKuoDAgLu3bsHNVzPnz+vq6sDLmYoZtm+ffuZM2euXbt26tQpiGwNGjSosrKSRCIBEZmvr29gYCCNRqurq7t8+XJqamr//v1NTU1hG3fNmjV9+/a1t7dXUlK6dOkSmUxGUbSiokIgEERFRQUFBXE4nNGjR2dnZ1+7dm369OkHDx68evXqokWL7t+/f+HChdzcXCiNfPHiBYVCGT58+LNnzxYvXlxbWwuF5SCBPnDgQAzDbt26tWzZsidPnlhYWKSkpECF3aNHjxAE0dHRqa2tpdFora2tdDp9xYoVIPIFKqoQIExMTNTR0dHU1CwqKiouLl62bNmhQ4d++eUXMpkM8ghWVlZDhw7dtGnTyZMnV69enZ+fDz0QwzAEQczMzBoaGl6+fAnVRgwGY8CAAVQq9e7du6tWrYJbZGZm9u3bF0GQy5cvUygUMzMzCMI5OTmxWCxdXV2xWGxpaclgMFRVVVVUVOLi4qqrq0HX4tChQ8DqqaGhER0dDfQKcnJy27dvb21tvX37dnp6up2d3ebNm0EZNDg4+LfffvPx8bl7925aWlpoaCgkBY8bN+7UqVNsNnvatGnnz58fM2bM3LlznZyctm/fDnLlJ0+elI7P+/fvZ7FYq1atUlRUPH/+/C+//HL37l3omSEhIcC8cuPGjcePH//666+QqI5h2NChQ7Ozs3fu3NnU1BQYGAjyC1u2bHF1dd26dSuVSgVWhX79+oGUd0NDw9ixYzMyMioqKlavXj19+vTIyEgEQUDqZNOmTRiGcbnc4ODgxMTEP//808/PLyUlxcDA4Nq1a//888+CBQtu374dERFRUVGRkZGxaNGiAwcOnD17ls/nT5ky5d69e/Ly8unp6ffu3SssLIyPj9+yZQuHw4HqARaLlZ2dTafTQWv28OHDU6dOraqqwuFwCxYsePnyJZFI3LNnj7W19e3bt6uqqshkcnZ2dlJSEoIg//zzj7q6OoIgERERx44dgxRyFEXXr19fVFQEMlJlZWXl5eVtbW3r1q0bN27cypUrPTw8QNWYwWDIKqF6Jzgczrx580aPHt3Q0LBnz57AwEDwIdauXZuTk9OvXz+Qw7WxsSGTyRcuXPD19a2srMzPzyeRSDQabdKkSefPn1++fPnly5fpdLqzs3NDQ8OSJUugy0I9dnp6OqQO2NjYwJZNXFzcjBkzYKPXx8ensrKytbVVWVkZQRASieTq6hodHZ2fn9+/f3+xWMxgMKZMmWJiYrJmzRo8Hq+lpbVixYpr165VV1cXFRUNHjx48ODBIIliZ2fX2NhoZmZWUFCQlpY2aNAgIK9MTU0dM2YMiUSaOHEin88HCbfBgwdDeeeWLVsWL17s7u7u5eWlp6cHog2wAWFoaOjm5jZ9+vSmpqb9+/ez2ez4+PjVq1fv2rVLLBa3tbUFBgbm5+dHRkYCybqRkdH48eP79Omzb9++o0ePVldXm5mZVVdX37hxY/LkySBQ8Pjx4507dxKJRF9f3+vXr8fExIAgS1pa2qFDh7S1tclkMmwICoXCkSNHxsfHL1++fNGiRVevXhUIBHg8/v79+yBnMWTIECiavXjxYltbW1tbGzA45+XliUQiNpttY2PDZrMxDKusrBSJRBQKBWJXzs7O1tbWx48fd3V1hSICKysrJycnPB4PuUdQPLlkyZKysjJFRUUSiRQWFgZFoVeuXAGpqV27dpmYmLx9+zYpKUkoFA4fPnzZsmWrV6+GKvdVq1atWbMmODgYVswFBQWLFy9+9epVXV1ddHR0dHQ0iqJr1qzZvXv3ypUrlyxZAvzuoaGh586du3Tpko2Nza1bt/r06QPmQRYCgUAAzV53d3eggoV6YND8WrVq1bFjx5YvX56enn7w4MFVq1Z5enpaWFjU1NTk5uaePn165cqV3t7eeXl5WlpaFhYWJ06cMDU1ffLkyYEDBxYsWFBQULBixQocDhcYGGhnZ3flyhUzMzMEQdzd3UHLTEVFpaCgYOLEiTwer7Gx0d7efsKECeAlv3v3DujyhEJhaWkpiUTKy8vjcrkgbbNnz54tW7ZA6+nq6s6fPx9F0WHDhvF4PGtrazqdXltbq62tPXfuXKjkSk5OBn5eDQ0Ne3v7Z8+ekUgkoBIICgqqr683MzOrrKyEquOsrCwlJSVg2S4pKXF1dSUQCGVlZQwG4+3bt8CsmJ+fn5GR4eDg8PDhwzt37oDNFy9ehCJtFRUVoKWnUqlVVVUrV64ED0BFReXff/81MTG5ePGikZERnU4HjaRnz55NnjyZRqNZWFg8ffr02rVrcnJyR44csbS0LCsrO3PmzNu3b/Py8szMzP7++2/QhoP5r1+/fiBweOLECbFYDEKh0Nn09PQ0NTW1tLQ8PT1LS0vt7OxSU1PnzJljbW1dV1cnFovDwsL09fWNjIxGjx797Nmz2NjYhQsXYhhmYWHRv39/ZWVlGxubV69eKSgo4HC4xsbGadOmZWZmLlmyBCTDYG+URCKdPHkyMzMTQZBbt25NmzZt6tSpmzZtev36dUVFxatXr/7++28rKysGg/HHH38UFRW1tbWBKtnBgwfXrFnj5+d37969TZs2vXr1as6cOU+ePIGs9qVLl7a1tYWFhc2bN6+trQ32/p4+fbp+/XovLy+oV793797q1avj4uJmzpxJpVL37t3L5/NDQ0PDwsI2btx46dKlmpqaKVOmXLp0aevWrTNnzlyxYgVEsAoKCpSVleFlHzlypJQVl0ajqaqqQi7wlStXUBQ9ffp0nz59QOxi7ty5eDxeLBY7OzsPGzYsJycH3jgTExMqlQpUYZqampWVlZWVlQoKCpGRkcCSOmTIkMDAQCBiePz4sYeHR1BQUGNjo62t7YIFC+Tk5CA1jcPhzJ49G1i2586dq6Wlhcfj4+PjraysIFRvZ2cH26AeHh4RERGTJ08WiURaWlrl5eVLly7NyMiIjY11d3f38/MbNmzY3bt38Xg8VIaSSCTwgX755ZcXL17g8XgGg6Gnpwf0HCNGjEhMTDx//jyZTDYxMUlMTBw0aJC6uvqrV6/Ky8vLysqam5tpNJq6ujowNOrp6fXr1+/BgwfA8rpw4cKVK1empKQsWbIkLy9PuqL+CdHL3Rp5efmjR49OmjQJ1NHGjx9fV1eXkZGxZcuWmJiYo0ePxsXFbdmyZdu2bV5eXitXriwsLJw6daqioiJISa9YseL27dtHjx599OiRiYnJhQsX9uzZc+zYsZSUFJBMevv27dWrV1+8eLFkyZIJEybMmTPnwoULoaGhb9++Xbp0KR6P9/LyGjx4cFZWFmiejRs37urVq8nJySBEnJWVtWzZMh6PN2jQoKKiIjKZnJqaevXq1cWLF588eXLp0qXHjx83NDQcMGBAcHBwenp6VVVVcnIy5J0tXryYQqHU1tYuWrQIVHVGjBixe/du8J/+/fffsWPHjhgx4u7du/b29lu2bFFQUJg9ezYIITU1NUVFRQ0YMOCPP/5YuHDh5MmTORzO+fPn161b9+uvv27dupXL5QJNzqhRo/B4/IIFC65fv758+fKlS5euWbMmLy9v7Nixt2/f3rNnD5PJpFAohoaGT58+BR6XpUuXhoeHg2z48OHDjx49um/fvsjISJFINGbMmIyMjGHDhh07dmzBggW7du1avXp1fX395s2bz549q6+vf/36dScnJwKBYGdn19bWBrGKpqYmCoUCUlYbNmwYOnRobm6ura3t/v37Bw0aFBUVZWJiYmhomJOTs3Dhwri4uICAANiU2bRp08qVK6dOnWpnZ7dhwwYKhVJdXZ2WlrZy5cq6ujpoUjk5OWAu2bNnz/Tp0wcOHNjU1HT06FGxWAyyA0lJSaampuXl5SAX6uzsnJ+fv3fv3n379pFIJF9f37Nnz2pra7u7u5ubm4tEouLi4ra2NisrK2VlZRRF586de/fu3cOHD1tZWW3duhVBEAsLi/nz51tZWQFh7rp160QiEYvFwuPxRUVFZ86cgRmltbV17dq10dHRR48eNTMzGzhwoIGBwV9//dW3b188Hp+Xl+ft7U2lUltbW8ViMR6PZ7PZaWlpDQ0NIBSFx+Pv3r3b3NwcHx8PyUCJiYmenp5WVlZMJjM7O/vgwYMYhiUnJ0+YMMHS0tLQ0BByvMLCwqysrAQCwZEjRyAxHBhXWSyWm5tbc3Mz7IXZ29vTaLTy8vLGxkbQhLewsDAxMTE3N58xYwaUp507d27KlClaWlqZmZlA5ltTU8NmsydOnPj06dO2tjZQcq6trb1z587Zs2f19PSioqIyMjLq6+u1tbVVVVVBMgLY1QwMDCCVCtb0ISEhly5dGjVqFHSkt2/fbt269enTpxBYmjFjRmRkpIODQ1BQUHp6upubGxBVX7169ciRI4mJiStWrJg3b97GjRvv3bu3Zs2aw4cPW1tbnzhxYtWqVfn5+RUVFY8ePcrKytq+ffuCBQtwONyFCxeMjIwaGxudnZ1tbGycnJyKi4s3b958/PhxZ2fnvXv3EolEYPwrKSmRk5MzMDAAXckhQ4YMHTp01KhRU6ZM2bVrF+zlZWdnX7hwISsr69SpUyC8CtSCycnJa9asgZkYqIzOnTu3evXqO3fu5OXlUalUSG7T1NSMjo7et2+fj4/PihUr4uLibG1tk5KS/Pz8iETiyZMnJ0yYkJubC9n0Pj4+OTk5VCp19uzZu3btunPnjpWVFRQ9qKqqAi/opEmTDAwMqFSqjY3NuXPnWCyWh4eHnJwch8MhEonl5eVeXl4zZsyorKykUqnPnj178OCBgYHB6NGjIVkVBtu7d+/6+/sPGzastbXVyMgoPj7e1tbW3NxcW1v72LFjeXl5QLTI5XJHjhxpYmJy+/ZtT09PYFZ8+PChj4/Pq1evLC0ta2trYQUCcnsVFRXAtgcqYxBOVlJSAk6j5OTkmJgYiURy8eLFysrKwYMHw4a+o6OjmprayZMnNTQ0Ro0adfHiRXl5edjcDAkJWbduHZRrkMnknTt36unpmZqaTpgw4Y8//hgzZsybN2+mTJlCIpGys7PXrFnj6emZmJjo4eGRmZkZFRU1c+ZMHR2d0NDQI0eOuLu7Q/5WbGysQCDIyspSVVUFUmxjY2PQaVFTU1NWVpaXl1+9evWyZcuGDBny4MGDqKioefPmgSAo8HFra2sPGjRIIpGMHz9+5cqVx44dmzt37j///LNy5cqIiAhIX5swYcLKlSvFYrGysrKKigoUlDk7O0OR7/3799etWzd//vxdu3YVFRVBkO/nRG+m40MQZNKkSZmZmefPn3/69Gl4eLiXlxeTyXz37t38+fMzMjJKS0vr6uqgPOeXX34RiUQkEunWrVugF7927VqBQJCXl5eYmFhZWTl58mRdXd3Tp0/PmjUrOztbTU0tMDCQSqXCvtWrV6+CgoJu3boFXJP9+/dPTEw0NzevqakBkq6mpiYrK6vbt2/369fv9evXwcHBkLv+4MEDKLBSU1N7+/atpqYmiqIikUheXn7u3LmhoaGnT58ePHjw3r17x40bB0kkSUlJL168WLBgwdatW0eMGLF27dq5c+eGh4d7enpmZmYyGAwEQby8vLS0tO7du2dkZFRVVbV9+/YdO3ZAoVBra6uampqrq6tEInn9+rWRkVFubm5wcDCDwTAzM4uOjnZxccnNzSWTye7u7jExMcCwAjXYBQUFra2tFhYWwO+Xk5OzY8cOWKPDCuPatWuhoaF9+/bduHHjtm3bHj16pKmpCdI88vLyWVlZ0IZ79uz5999/N2/efPXq1XHjxkVFRTk5OUVFRQ0cOPDkyZNubm6JiYmw7/DgwYOJEyfeuHGjqKjIz89v375948aNO3PmzKtXryZPnrxs2TJXV1ehUAg6RKmpqb///vudO3eMjIxOnDhx9uzZoKAgoIk7cOAAlUo9fvz4oEGDSkpK1NTUCgoKRo0atXDhwmPHjo0fP/7MmTNLliwB8nVra2vI+1uyZMm2bds0NDSUlJTMzc3Pnz8/f/785OTkUaNGHThwYN26dbt37161alV5efmbN2/odHpjY6OKikpsbOzq1atDQkImT568c+dOHR0dkUi0bNmyf/7559SpU0uWLJk8efKNGzfGjBkjFotfvHhhYWHx7NmzUaNG7d27F0GQsWPH7tixIzg4+N9//927d+/t27f9/f0fPXo0f/78VatWnT9/PiAgQE5OztTUNDo62tTUNC4uDrgGMAyDwmMbGxsGg1FcXNzU1DRz5kzgxgXyWah+grj327dvQSJnzpw5GRkZJSUlGIbp6OhgGAbqWsePHxeJRLq6upAHamhoWF5ePmzYsLKyMihwMzc3T0hIMDY2Tk1N/euvv1asWAFC0MrKymZmZgwGAxRC9PT0gHquuLiYQqEAn2FKSoqfn9/x48eZTCaNRpszZ05MTExdXV1lZWVQUFB+fr6dnV1sbKyioqK6ujqXy3VxcSktLW1sbHz79i2UE/br1+/Zs2f9+/cHJ/X06dPu7u779u0bMmTIsGHDHj16ZGFhoampmZWVFR4eDsv6mTNnOjo6RkVFTZ48OT4+3sjIKCMjA3ZzoJ7L2tq6rKzs5cuXNjY2UBN34MCB33///Y8//pg9e/b9+/f37dt37ty58PBwDofz559/FhQUlJSUDB48+Ndff8UwjMfjgV435AytWrVqx44d+vr6WVlZgYGBSUlJHA7H3t6ezWZnZWUpKCjY29tXVFTMmjXr33//NTAweP369aBBg+zt7cPDw4EvNCIiIi8vj06nq6ioBAYGwj44hI6SkpKGDh2akZEBxC3l5eWgvhkQEKCmphYdHW1sbAwhn7y8vLCwMD8/Pycnpz///HPmzJmvX7/mcrlqampisdjY2BiCLmfOnFm8eLFAIHj58qWdnR0MFyoqKqWlpdXV1X5+fuXl5UAkbWho+OTJk3nz5sEu5K1bt0JCQmAbHegGYFP12rVrixYtsra2joqK2r59+82bNxUVFYVCobu7u4WFxdGjR8eOHXv+/PlZs2Zt2rQpOTl53Lhxa9euffXqlbKysp6eXnx8fFBQ0LVr16ZNm3b16tUJEyZs2LDhjz/+CA0NHTt2rFgsbmxsdHBw2LNnj5mZWU1NzV9//bV3715/f/+dO3cuXrwYcntpNBqBQLC3t4cCkYsXLw4bNmzHjh03b948duyYs7Pzo0ePwHdfs2aNsbGxhoZGdna2v78/EAPeunULSIMWL14cEhKyadMmSDnYsWPHxo0bGQwG5NiNGzdu6dKl3t7ehYWFEGIkEolDhw6trq52cnKi0+kgcnnv3r3GxsbAwMCTJ09eunQpPDw8Pz//7NmzFhYWp06dOn78+JIlS4DNcsKECc+ePQMJ94kTJ969e9fHxwe0PIEGlkQiMZlMIyOjN2/eBAcHw3zH4/GgbmPIkCGwK9eDk28Pope7NTY2NqCyFBYW1traKi8v//z5cxsbGxUVFW1t7atXr06ZMuXu3bugAsPn89+8eTNx4sTm5uarV68qKysHBQWx2WwOhwMii5Dkde7cOdCFBoa3uro6iUSSnJw8bNiwlpaWwYMH79mzB/b+586dW1dXd+TIETab7ePjs3z58hEjRpiYmMTExFy4cOHw4cMhISHz5s0bNmwYkUgkkUh1dXVmZmbl5eWwpFi8ePHWrVtnz54dGhq6fft2CDW1d2tCQ0OHDh0aERGxcOHCsWPH/vPPP83Nzb/88ku/fv02bdokJyd3+fLliIiIFStWODo6pqWlnTlzRktL69SpUyNHjhw6dOjhw4ctLCyAmTc3N3fs2LHZ2dmamprx8fHm5ubKysq2trbnzp1jMpnjxo0zMjKqq6tLTEy0tbWFklGoIXz+/PnChQubmpqgfkFNTU1NTQ1kxiMjI42MjCBd1MzMTElJKSQkJD8/f9KkSc3NzWKxGOSf9PT0QMEkICAAUk9EIhEejyeRSCEhIXl5ecuWLYMHpK+vz+Vy79+/r62tbW9vLxaLy8vLzc3N5eXl1dXVGQyGoqJiUVFRYGAgg8Hw9PREEIRIJGZmZhoYGKirq2MYlpeXV1dX5+bmBuk4CIIA6fC7d+/s7e3Pnz8PZZ+Kiop8Pp/D4UAcIi4ubuzYsXg8nsPh3Lp1q6ioKCMjo0+fPg8fPoRK/jFjxly7do1EIikpKRUUFDg5OWloaNTV1eXm5g4ZMmT37t3ginl7e+fk5AwdOrS4uBjCS3Jycnl5eUQi0dPTMyIiYtOmTQsXLiwvL7e1tR0/fvy1a9c8PDxu3LgBbuuQIUOioqIkEklhYWFycvKlS5dqa2szMzMh1RQWsmw2W05OLjY2ds6cOfv27Zs4ceKePXuOHDnyyy+/HDt2bMmSJUeOHElOTgYv1t3d/ezZs5BSZmtrCy4vZANgGAZJ3CUlJUuXLt27d+/+/fvnzJlz6NChY8eOrVu3burUqUDAum3btkWLFq1evRrUFfh8voODQ0NDAzD1lZSUQAGapaVlaWmph4dHYWGhl5fX6dOnx40bt2/fPj09vUuXLkVHR+/Zs0dJSenu3bsbN24EXViQvG5qaqqoqADeGgRBDh48uGTJkg0bNowbNy4hIWHDhg1AEnjz5k0HB4e4uDgvL6/S0tKsrCx5eXlIA2poaHBwcACWoLi4uH/++Wft2rW+vr6RkZFeXl4QmFm4cKG7uzvwxenr60OUKDc3t6SkJD4+ftGiRaGhobt3754/f/6dO3cePHhgZGQEdMAgCGVoaBgWFjZz5kxQiIOdKXjKz549Gz169IMHDyAv1cTEJDIy0tPTk0ajkclkCoVSVlZWV1dXXV0NUUwvL6+CgoK+ffs+evQI0i+AkIJAIGhqat67dy8oKCg5Odne3h64T27fvg0CW0OHDm1paXn79i2U9I8ZM6apqcnBweHy5ct+fn537twZN27cu3fvYDNFSUmJRCKVl5fb2dnFxMT4+/unpqaOGjWKwWDcunUL0pCh3OHWrVsikcjPzy82Nnbs2LFRUVEMBqOtrW327NkSicTV1TUpKWn58uVXr14tLi5esWLF+vXroRxy2rRpQNCwadMmHx8fCoXCZDKrq6upVCroaN67dw/iozt27FBXV6+qqlJXVx85cqSysvLu3bvt7OwGDRpEp9PLyso2bdq0aNGirKys1tZWSAmH6n0Mw4RCIZBEIwjS1tZGp9NB4Gz06NEkEolKpUIZBJFIBA04EokkEAja2tqgoo3L5eJwOGB/YLFYhYWFrq6uAwYMGDFixODBgzU0NEgkEpFIhGqv7OxsQ0NDiIPW1NQAWV94eDiwDgLjeXV1NQ6HA8qZhIQEHR2dxMTEGTNmLF++/Ndff42Li+NyuSKRaMSIEVBaTyKRIA/pzJkz5eXlTk5OwCpZX19/7tw5SIpCUfTt27czZszIzc0dPnw48AmRyeTi4uLg4GAURf38/F68eKGtrX3p0iUdHZ3m5ubS0tJz585BNclPiF7u1qxZs+bOnTsbN24EZSVLS0uYwCIjI8eMGZOVlQU67ywWy9DQcNu2bZcvXzY0NIRKbCMjo7i4uGnTpoGwwPnz5318fMRisb+/P6hJs9ns7OxsfX190LV+/fq1k5NTcnKypqYm1AfR6fSWlhZ7e3sQyATqkfT09Pz8/P3799+4ccPV1fXs2bOgXfLmzRtbW9t79+4tW7bs7du3wcHBMTExNjY25eXlJiYmDx480NLSEolERkZG6enppaWlEyZMgOrWiRMnNjY2FhUV1dfXQ/YciqKKioocDmf8+PFRUVG1tbWgaO3g4DBz5kwCgZCfn5+cnNzU1GRra2thYXHlyhU9Pb3Hjx9v3rz5zZs3MDI6OzsbGhrCCAskFrdu3bK3t+fxeE5OTo8ePQoKCjpy5IhQKIRUfGtr65qamv379ycmJhoaGmZlZUE5sZ2dnVgsXrFixatXr44dO5aWlubt7Q3q2SkpKWPGjHn27Fnfvn0zMjJ0dXVBzBZWn+fOnYMi87Vr11paWi5fvhz2sPT19WNjY/v168dgMEA0G9Ie9fX1nZyc7ty5IxaLgVQNEjXYbDawE6EompSU1NjY6O/v357UwcbGBlTWXVxcmEwmg8HAMAxFUShxAsUuKPICkonp06cTCAQFBYX09HRtbW08Ho9hGIFAYDKZCQkJw4cPp1KpkCpkYGAA2ccTJkx4/vw5UAB7eXlhGEahUPLz84ELGEVRMpn87Nmzfv36rVmzpqioaMuWLRCrcHNzu3bt2oQJE3JychwcHFJTU5ubmzkcjp+fX1pa2vXr142NjU1MTCDloqqqKjg4OCQkRFdXV09Pz8zM7Lffflu4cGFxcXFlZeXTp09h+Thp0qTo6GigtOfxeFeuXKmrq9PQ0Fi0aFF8fDzUGEsB7KXNzc0uLi7A+REXF+fo6Ai6Xenp6cbGxg0NDWZmZkwmk8lkAjkHCMeKRCLIIieRSEKhEI/H8/l8HA4HdJQ8Hg/DsLq6uqKion79+sHeGVTSwa3FYjEUZ4FcNoIgI0eOJBAIUAWWm5sLKh9cLpdEIsE6lc/nQz6+p6entbU1k8nE4/HgpD5//tzKyorL5fbp04fFYs2YMWP27Nnx8fFcLnfWrFkSiYTBYEDNY3Bw8IkTJ5KSkpYuXfrq1SuotDIzM0tMTAQlln379u3YsWPw4MEGBgbZ2dlAb9/c3FxRUWFjYwMhSSBILC4utra2bm1tdXV1zcvLGzRoUHJysqKiYl5e3pAhQ16/fs1kMhsaGvLy8kANikAgVFdXS2lOYPaV/nyBQADthsPhhEIhyERQKBQcDgf6QSiKgsAQlUptbm4mEAhcLpdGo3G5XPgiRIJxOJxEIoH0W1hCQFobn88nEokxMTEmJiaampo4HA6KOvv37w80DUQisU+fPk+fPtXR0ZHStEBFAhAG8vl8R0dHTU1NDw8P0MHYu3fvsmXL1q1b16dPn3fv3jk5OWVmZsrLyyspKeXl5S1evPj58+cwUMBz0dXVrampqaurIxAIJBLJ1NQ0MjJy+/btsPkYGhpqZ2cnEAgePXoEibcgqQYVQ1CoCDMa5EebmZkBiUBdXR0UsQPgNPiWUCi0sbGxt7eXNsjz58+VlJQgPb+4uJhOpysrK8NQIBKJYAccOptYLCYSiQKBAC6LYRhU/4G/BQlAOByOw+HAdp5UpwmI+/B4PMhnQrSVxWLhcDjgufjjjz+8vLyio6MXLVr0+++/W1lZNTU1zZo1SyQS/fvvv+rq6jgcTlNTs7GxEXYJHR0dX7x4sXDhwjNnzsyZMwd80A0bNnybefV7Ry93awICAmJjY4ODg4GRUyQSQXeE/id9n8VicWlpKYFAKCwsrKio0NfXb2xshJ4HWSbAmwlfBAJKmOEgM6Curk5JSUkoFFZXV4MgkaWlZWJiIrStmZkZzGHAJwaSMYaGhpWVlTQaDQSKQTYcQRAikailpdXQ0KCjo5OTkwP8N0BOA8mtGIZJkyegqOdjUFRU9Pf3B04auHL71086o7i7u8PEIxAI4AQymQxEgiKRKC4uDkhQBg0alJuba21tDY5aZWWlpqYm0BuSyeT6+noYEVgs1rt370xNTaGKJDk5GYo/lZWVpasr0EXX1NR89+4dPBGhUIjD4aTDE3DTQTlGSUnJuHHjJBIJlJ4BYLKU/osgCHwXRhkEQcAjgXzeHwIgBwiVvcDTyGQyVVRU8Hh8U1MTj8eT9lVQK4Qaexh5YTQExRmQXDAwMGCxWLC54OjomJSU5OXllZOTw2KxeDyejY0NaGE2NTXh8Xh/f/+6urrw8HADAwNnZ+cJEyaYmpqC2ycSiUJCQiDFGxa7EN4D0lgHBwcGg6GiogLa3f379z937pxAIBCJRDANfxIYhtXX10dFRfn7+ysoKMBD7GREgvkb3lyYpKUzmfRfFEXr6upev34tEAg8PT319fXv379vZmZmbW2dlZXV0NCgr6+vo6MDvQX+fffuXXFxMfimPB5PKBTSaDQPDw+BQKCqqlpRUQHaUlBvJRQKm5qaoLqYz+fLyck1NjZSqVSJRAKExQiCgJCInp4e6NIXFhZKOeKkkP5SeBmlxqMo+iWluWQyeciQIbGxsa6uritXrgwLC3Nzc4NlG5VKxePxERER796964TUBAYKBQUFNTW13NxcEDBBEAT+RVFU+hRg/jY2Nj506FDfvn21tbUxDOPz+dIfInUFpOsEmOYFAoF0+IWfLx2fhUIhiqIkEglBEKmaCp/Pf/r0KZQxamhoFBYW6ujoeHt7P3z4EEQMysvLJRIJbJICIefTp0+lXQUeNIwtHSASiSwtLXE4HOzdvw94NO37JAw7H2s9BQWFJUuWvHjxgsVibd68GRLIQNAARqoP3gJBEHCqgFIZXCLpEaiEFYlEYIn02UEBF3wF2hn5X796+PDh5MmTQcDnJ0Qvd2smTZqkq6u7e/fuT57Z1NQEBFnwMnww3wr61uXLl1kslpmZmZmZGYRhUBTFMOzp06fm5ubGxsYikQjWQAiC4HC40NBQEBQUCATQs2FhRCAQIK5gY2MDVVHgsly5cgWuQCQShUIhuAtwsnQchP4Nt5A+QbFYrKamRqFQgNdVXl4etlQ6oLGxUVFREUGQtrY2DocD1K4fBFTFQ5xWQUEB1oIoikJEF2JRsFiE8zkcTllZGZFIlC4BwWzpclNOTk4oFAIvCJVKZbFYTCZTIpHo6up2GClAsgr0FB8/fmxpaYlh2O3bt6urq/F4vI2NTWpqqpWVFZ/PDwwMhPojHR0dKpVqbW0Nw2hjY2NoaCioUyEIQiAQQEgcwzCBQODl5dXU1JSWliZtw/YLuM7RySsjnaveXz52AoFA4O3tHRwcLBAIIPQSFRUF/RCGtva3JpFIOBwOlp7q6urNzc1VVVXV1dXm5ubtl+DQ5gQCAXqdhoZGc3OzQCB49uxZU1PT2LFjU1NToapo1qxZfD6fyWQKhULoz59sga8IoD/Jzs62sLD4WtfkcrlApgASHOXl5QoKCiA3yOVy5eTkgDhEioaGBjab3f7Rg/IzgiBEIhFILFtaWlRUVGBGYbPZ9fX10kcMTwr+pFAoEomEw+EAEyaPx6PRaKmpqZmZmYGBgffv30cQJCgo6GMMsCiKcrncq1evDhgwgMFgQC6Lo6MjgiCpqalBQUE3b940NzeHwcTe3h7DsOLiYqgqAorw0tLSgQMHRkZGent7dw8hW2FhoYmJSWxsrIeHxze6BQxEMGbSaDQ2mw0FQWVlZXg8XlNTE8rf6HR6a2srkPYymcwuvstKSkotLS1HjhyxsrJSUFAA5gIjI6MjR46A9mTfvn2rqqrMzc2bm5sjIiJGjhyZk5Pz/PlzGDqkEIvF8vLy06ZN09bWbmxsxDAMyAB7BAMHDhw8ePCaNWt6yoCeRS93a7Zt2wb6lD1tiAyfg9mzZ4eEhGRlZQFpcq8HuDWQh97TtnQTvoVbI0N3ohvcmm7GgAEDqqqqkpKSQIjjR4Svr6+hoeH58+d72pCeQW+uASsvL9+1a1dvnRF7tz8KgPxTYBD/SSAUCiG1ohvQoQu13zmClAU4oYs7Sp8HPp8PMkDf7hYyfFMAIWFXQiM/CsRiMaSN97Qhnw8cDjdy5MietqLH0Jt5a3R1ddXV1YHs9cyZM9LtABivg4ODzc3Nu9mk1tZWkDOUl5cfNWoUUNl2HXw+HxJUIyMj8/PzgYarF0MsFoNo3xdeB1RdamtrBw8eDEcEAsHjx4+zs7P79OkDCizv3r179eoVZPkoKipOmzatfQxfKBSeP38ej8fPmDGjw8Wrq6uvXbvG5/MhM8nV1TUgIOCzTRWLxbq6up/99a6Az+dfv349Nze3paUFCAZramouX758586dQYMGjR8/3tzcfP/+/Tt37uzTp8+AAQNu3bp1+fJl0PL86mhqaoIUom9xcRm6AaWlpUQiEdQbegdEItF/HZm/K0AVhYGBQU8b0nOQ9GqYmppu3749LS0NQRAcDkehUECzEEGQBw8edLMx+fn5fn5+urq6S5YsQVHUzMysubn5k9/atm3b77//LpFIgDY+IiJCIpH06dOHQqG8efPmmxvdo5g0adLAgQO/8CLNzc2gZwm52BKJJCkpyc3NDfo/lUp98eKFRCIBjofJkycbGBiAwHv7i3A4HFVV1fnz579//YSEBARBhgwZcuTIEScnp5UrV362qcC9e/Dgwc++Qlfw+++/S1//iRMnSiSSffv2IQiioKBAoVBMTU1bWlo2bNigpKQEDpaRkVFRUdE3MubcuXOBgYHf6OIydAMggSMpKamnDflq8PT0hOK4HxdDhgzp9bNDJ+jNm1AAgUBgbm4eGhoaGRk5cuRId3f3tLS0sLCw4ODg6OhooNMODw+XSCQvX76EgoUdO3ZAmevLly9Hjhw5d+7c169fC4XCtra2EydO3L9/XyKRIAgiFApjY2OjoqKePXtWVFT0SUt27dpVXFwcGRl5+PBhFxeX2tpauE58fPzr169BBvx9NDc3Q06uvLx8fHw8ZF1wOBwcDtdJtm/vAA6HKygoaG5u/pKLYBj2119/rVmzhslkghZMfHy8hoZGWFhYeHj46NGjZ82axWAwuFzu+PHjjxw5cvXq1evXr0tLMQHR0dEikWjlypXvXx9yvbds2VJZWfn8+XPQ7fueERsbO23atGfPns2dOzc2NpbJZIaHh0+ePDk1NfXQoUP5+flVVVVisdjBweHChQt37tx58eKFoaHhNzImLy/vm25yyfCtAdtPPB6vpw35aiASiS9fvoQ0ZBl+RPT+2C8U/Y4ZMwZBkDNnzkhZUxEE2bVr15MnT4BC/sCBA7NmzdLU1Lxx4wYoDwwZMmTOnDksFsvd3X3IkCHFxcX37t1buHAhgUAwNDRct27dhAkTRo4cCZ6Qvb3927dvobpYCik5Afzp5eV18uTJGTNmrF279vTp0yQSSU5ObtGiRSEhIRQKRUFBISwsrLm5edmyZXQ6ncPhAOFpdnY2Ho+Pjo4GH+ivv/6CWnSIPTg6OpLJZBKJVFNTM2vWrN6X+g6loV9yBSqVGhwcDHMn+I5cLtfa2hq0u9PT00GzxtXV9cGDB76+vgQC4ddff+1w04iICAKBoKen9/71oeYIiN5jYmJ27NjRr1+/LzH4W+P06dNQNbZr1y53d3ctLa2LFy9qaGg0NDT89ddfzs7OJiYmGIa9ePEiLS0NpEZBC/NboE+fPlL2fRl+RAQHB+/cuVPSi1L9gD6URqP1tCEyfCZ6f7TmYxAIBKDqEhISUl1dbW1tvXr16tLS0t9++62lpQUYNleuXLlt2zZ3d3cajRYWFvbrr7/u3Lnzzp07NTU1r1+/fvDgQV1d3aZNm86dO5eRkdF+dD5//vzSpUtBOkR6cOLEif369cvNzZ00adKgQYNu3rwZHx9//vz5o0ePXrp0qbW1defOnTExMVVVVf/884+dnd3du3cPHDjg4eExZMiQ69evnzp1SkFBAVSEWltbp0yZgsPhUlNTAwMDV65cWV5e3pWI0Y8FoB8ErdqvAnBWrly5cvPmzfbsIAKBIDMzk8vlOjg46OnpLV++vMNaLTw8fPbs2Z1kEVpbWw8dOvTly5eTJk1is9lfy+BvATMzMyqVeubMmYiICMgh0NDQ4PP5v/zyS3l5OVQkycnJSZlMf//9dyCM/xaor6/vTTPiT4jExEQEQTpEN39o4HC4zMzMLwwSy9CD6P3Rmo8hOzu7tbU1MTExISGBQCCcOXNm//79CIL8/ffff/3116ZNmyQSSWlp6YkTJxoaGhQVFfX19dva2jw8PLy8vIDo4sKFCxoaGhs2bMDhcHv37t21a9etW7fg4urq6paWljt27GivyrFr1y5TU9PY2NiYmJiMjIydO3fKy8uLRCIejycWiw8dOiQvLw9KrWPHjqVQKAQCQVdX18fHp6ysTENDQ0VFBUVRb29vZWVlf3//pqYmiEBcvnwZCNG/4vT/nQBFUdCp+Fp1FjCDent7nzp1isViaWlpSY/PmDFj3LhxKioqly5dgr0qKbKzs2tra+fOnfvBayorK584cQLStydNmoRhmIKCwmdbiGHYx5jBviJ+/fXXY8eOHTx4cOnSpXDkl19+uX79+u3bt0eNGoUgyJo1a1avXo1hGJPJNDAwaM/Q+nUB+pEfY4qS4fvH4MGDVVVVe5NbIxAI/Pz85OTketoQGT4TvX8o+RgjJJfLNTExmTdv3sKFC/X09FAUDQkJgdzJY8eOvXz5MiEhYceOHZ6env/88w+CIE+fPiUSiQcOHGhubl6xYgUwowPdXElJSVtbW25urvTigYGBS5cunT9/fvvK1ZiYmGvXrlVXV/v4+MyZM0coFGZmZqIoamBgMGzYsJcvX546dSo5OVlbW/v58+cHDhwAOkug7EP+V2cL/9ra2t68efPdu3cIgpw9ezY8PHzu3LlSEuFeAyKR+O7du7y8vK972cDAwJaWloEDBx47duzw4cMIgmAYdu3atQEDBsTExDx48KDDFMtkMuvq6jrsMErR0NCwfv16Pz8/Pz+/xMTELxzfxWIxSI99I+Tl5Xl4eOzfv3/x4sVLly6NioqqqakBjU9HR0cCgRAaGtrW1hYSEmJnZ/fw4cOQkBApjeS3AIVC6U21wT8hQMyutra2pw35aiAQCJGRkbJozQ+MHkpV7iZYWVk5OjoKhUL4c8mSJcOGDYP/FxYWGhoakslkKpUqLy9/5MiRPn36WFpanj17VklJaeLEiWFhYRQKRVdX18DAgEQi7d+/f+7cuSQSyd7enkwmjx49+syZM4qKih4eHhYWFsrKymFhYZ0bk5CQYGRkpKamZm9v369fP11d3ZcvX44YMUJbW9vFxYVIJO7atWvLli0IghgaGgJD5ZMnT0aNGoXH4/X09BITE4Hne9q0aSDZ+ttvvykqKuro6BgaGmIYtnr16m/bmt2OadOmqaqq1tTUfPml7t69iyDI8ePH4c/ly5cjCEKj0Ugk0tSpUyUSycGDBxEEUVNTwzAsKChISlUukUggiepjVxaLxe0DOadOnfpsI/l8vqam5q5duz77Cp9EamoqlUpVVFS0tbX18PDQ1NQMCQnR0dFRVFQEGQQURf/++28mkzl+/Hg6nQ79jcfjfSN74uLinJ2dgclXhh8RBQUFCILExsb2tCFfDf7+/pCt2NOGfD5+8kqoXr4JJRAIhg0bJl1r7tq1S1p2YWRkxGAwpLEcOp0+adIkAoFAp9NHjx6NIAiVSq2srJT8b+OfSqWKRKJdu3aBDhGRSCQQCKNGjQJ9AwKB8MmgpZubW2Ji4tWrV11dXU1NTUGRoE+fPiCjSCAQFBUVExMTaTQahmGtra1v37718/NTV1f38PDQ0NCwt7f/448/mEymubm5rq7uiBEjpkyZMmfOnG3btkVFRe3bt0+6odCb8LWW8hYWFosXL546dSr8OWnSJBDjHTFihKamJoIgc+fOFQqFJ0+eDAgI+Pvvv9sHbEgk0pw5czqxcNy4cREREdra2qtWrYLO89nA4/EXL15cvXr1l1ykE9jY2FRUVCAIAoFA6LejRo2S9nOJRAJvwfXr19++fdvQ0ODv7//tdojEYrGSklIHNQMZZJBBhs9GLxdPMDMzmzJlyl9//dXThnwOJF2WKOqtYfxZs2adO3cuLy+v24iGJe0UnaRgsVgYhikpKXX+xS9/Cj+heEJsbOyOHTsePHjQ04bI8JnofeIJ/v7+MTExZWVlIFz6I2LQoEELFy78wiXWj4teHq35oQHKmhwOp5NzQGkSSCMkEolUY5JIJIJKH4SjQPIQRdEfq2oRj8draGh07k/8J4AINogkSyWgyWQygUBoa2vD4/EgXwziw6BHSCAQQJ+5paUFLkKlUqXRC+kFURTl8Xg4HE4ikfD5fOlqAcOwT2bbwI1ASTQoKKjrhK1cLvdjoomdADSNu8IWg8fjyWSySCSC9Boul9uJ6yaRSCgUipTOABTUpbLqIN0MBoOGKx6PJ5FI0NT/9Sf0DrS1tb3/FPB4PGyAdvEieDweemDnAwUARVHYZ5RIJFwul0AgCIVCEonU2toKXReEoKVPBDrA+2YTicTY2NisrCwSiQSqoo8ePXr37l1YWNjvv/+em5srEon69+9fUFBgaWkZHR0Nst4driMUCu3s7Pr06QO3wzCsqqoKRVEdHZ2XL19yudxBgwbl5OQQiUQymayurt4N/EYSiUROTk4ikSxatAiEMz/4IAgEQntBXy6XCxKn7V98KToZAWDEhveLQqFA2J5IJIKAeSeAUb2TjDcej3fv3r2f1q3p5dEaKysrY2PjcePGMRgMLy8vPp+flJT0PlO7UCh0dHT09fWVZt1iGBYeHk4mk9PS0oYPH25ubh4dHf3mzRsSiTRhwgQFBYXO3zHYqILh6fOI4TEMy83Nra2tXbZs2ceUeMVi8fDhw3V1dSMjI+Fe1dXV+vr66enpffr06dev3927dysqKnA4nLW1dUZGhpyc3OjRo0Hyvis2CASCfv369e3bNz09HfQHpk+fnpGRERER4ejomJqaKhaLRSKRoaEhl8stLy8fNmyYjY0NDFLQAjweDwZKmNUqKipycnLS0tJgH43H43l7e38s0xnDsFevXk2bNi0sLMzKyio5OdnBweFLdkNIJNLhw4e9vb1tbW2XL1/+4sULmF+9vb3t7OyuXr1qamrap0+fzMxMMpmcl5dXXFyMoqiVlVVRURH4QAiCoCg6atQoJSUl+EVZWVl6eno4HA6Hw7148UJLS4vL5WZkZLS0tMCMrqqqCnk5H7MKh8MVFhaCY2RgYHDmzJnBgwdPmzaNz+dHRkZ2IsKMx+OjoqLy8vJQFCWRSAKB4JPjPoqiOBzO0NCwra0NcjxBelo6jUGnhf8LhUILC4uhQ4dWVFSkp6fr6uq+ePHig50Z7svlcgMCAqytrUGAorCwsLKykkKhNDU12dnZNTQ0wBWKiors7OxKSkr09PTodLquru7Dhw9Hjx6tqKjYuf1isXjMmDE0Go3BYKSkpHys24hEIn19/eHDh79fKwDPi0wmh4WFtXdMfXx8nJ2dP3ZBFEUzMjLy8/N9fHzU1NTu3bvn5uamq6sLyvYfq0ho//UOyeYSiUQsFpeWls6ePZvNZsOSQ3rc3Ny8trb2fUVxeImksuFwZT6fb2ZmZm5ujsPhnj17JhQKO3gP0jPhu2QyeezYsWQymcPhREZG2traFhQUeHp6XrlyRUtLq6WlxdLSksViAVcW0CsMHjy4vd+JYdi9e/fk5eULCwsbGhre/70kEglWWXQ6ncfjkcnklpaWj/V/Go1GpVKl6wf4IolEguI4eXl5eO86WY+17zMwBkILfJ56uVAo9PPzS0lJYbPZGIZ90GyhUGhtbe3o6FhbW2thYfHu3bvo6OigoKCWlhbpi9/ePEVFxdGjR79/NRRF2Wx2RUVFZWVlbm5ucHDw8+fPm5ubbW1tfXx8OvH1wf8TCoV6enrgg9rY2AQEBIBQvKKiYm1t7eHDh0eMGHH69OnPaIRegF7u1sDs25UzMQyD9YrUEf5Yx4K1EaQhw5H3FyI6Ojrl5eWampoUCqWkpATymKRDUue7FT/EE6FSqaampvC7iESidNmRkZEBvw6Uhvr165eVlaWrqwsRl7q6OijlhRUY+G0fbA2JRGJoaKijoxMbG+vm5iaRSBobG2tqaoASpovbPd3TktKmgLI4cB2kFkokkk8SsELHQxAERVEWi1VbW+vo6IggSIch8n0QCAQWi6WsrJyammpiYqKsrNyJZwCzIIPBkJ6jqKioqKjI5XINDAzA8urqalVVVZjyMQyrq6uDhNDOAentxsbG5eXlwE7ZdaAoamJikp+f38XzSSQSiURSUlJSUFD44POFDikvL//BT3k8HoZh7YtcJBIJjUaD1fbHbsrj8Xg8Ho1Gw+Pxzc3NeDw+Ozvbzs6uurpaR0enky+iKAosEu1vRyKRXF1dIcOJQCBUVVWZm5srKSmpqallZ2ejKFpbW6uqqipdi8M0Zm5u7u3tnZ6eDgsJPB7PYrGGDBly+fLlvLw8yPbrcHc4k8/nt7W1DRo06MGDB+bm5m/evAGKSwjV4HA4gUBAJpOlDi6MhHAFsVjcnt4JAO87gUCAfgKtoaamBr6+tFZfJBJhGAbe/wcbB4fDwcpBW1sbQZCioiJ4ai0tLSYmJhUVFerq6tJLMRiM9y1BEASCKwQCQSKRqKurE4nEtrY2HA731csnvwXMzMzodDqMGHw+n0AgQIT+kzWt0CzwIkO8mU6nc7lcqaudlZVlamqakJDwY4XnvxZ6uVvz999/X7582dXVVeqFfHCegDfz3bt3Ojo6xsbGKIrm5ubq6uqamZnV19dzOBwtLS2JRIJhmEgkevr0KZvN9vX11dLS4vP5enp6EyZM6LBo09bWrqio0NTUJJFI5eXlzc3NSUlJZmZmtbW1LS0tPj4+H+y4BAIhNjY2OjoalhpAdmlhYXHv3j0DA4PJkyc3NTWFhYWNHDkyPz+/rq5OTU0tKyuruLj429XftnfIpGs+gUAwadKkcePGdTi5qakpNTUVTtbS0qqtrXVzc8vJydHR0YGZr76+nkQiSd+0kpKSjxkvEoksLS1fvXq1aNGi9PR0JSWltra2srKy1tbWhw8fWltbGxsbd7JQxjCsoaHh4sWLsA8ivaC6uvq7d+9MTU1LSkpmzpwJAfyIiIh37959cnknEAiGDx9OIpFCQ0OlQQuBQGBlZbV169YutucnMW/evKqqqi7mmkB8TlVVNTEx0dzcXFlZufPz+Xx+cnIyrOnFYrGKioqysjK4NXBCVVWVmpqa9InU1dVlZ2d3HiGDnF8EQaytrY8fP85kMkUikZWVlYWFRXNz8/3790ePHg2zTocvEgiEuLi4W7du5ebm+vv7d3gjYLEeGBgYGhrK5/P9/f1ra2sZDMby5ctTUlLc3d1dXFy60kTfAkDeaGtrW11dDVNyJ2hra0tKSpL+CV4XaKeAZ8BkMq2trdt/pcNTQBCktrZWQUHhYxQDPQuhUOjl5bVz505fX9//+t2ysjIcDid1a8BHaW1tNTQ0ZDKZUlopsViclJQkjZhKAbEQ6cpKQ0ODRCKBWwPcGV2xgUAgvHz58vXr11QqddiwYQiC7Nu3r7Gx8dSpU7AlfeHCBRaLZWlpOXLkSHh3rl69ymQyPznqQrQbj8fHxMR0GF6EQqGhoeHWrVu/UbL84MGDo6KiysvL1dXVv8X1v3P0crdm27ZtGRkZV65c+eSZTU1NNTU1dDodJmA2m02j0SAKKhKJpJujEomkvLycz+dra2v/0Mr1PwRmzJhx69YtcIx62pZuwoIFC1gsVnty6t6NxMREb2/vhw8fDhw4sKdtkeFzkJGRYWtr25tShoFW/tmzZz1tyOfDx8cnNTW1sLCw1+sGfhC9OWW4pqbm0KFDM2fO7MrJ8vLy4NAApH5Mh+wtFEU/KAzURdTX15eWlsrJybWn6ZPhYxAIBH369Pl5fBqhUPj48eNVq1Z1z+1aW1thjwn20UQiUU5OjjQ/QyKRmJqafmv2WBRFuVzuV8wKl6Gbce3aNeR/2yK9ACUlJcnJyRMmTOhpQz4fpaWlb9++nThx4s/p0yC9261RV1en0+kQ5Xv16lVdXR0ej4cMVpFI5ObmJg1ydg+SkpKWL18eExNDp9MPHz48adKkLkaV//rrr6qqquPHj3f9Xhs3btTU1FyyZMnnGvu94PNS/zpHRUVFYmLi/fv33dzcZs6c+cm6AwaDsWbNmosXL0oLPltbW1+8eNHW1qagoPAVaV26kojzFfH27dsBAwYgCEKhUO7du0elUn19fdtv7XXDEhxS337ODIDegV5Gbg5lEL0gEv95pSq9A73Exf4gKioqqqurYcq5cOHCpk2b1q9fHxQUNGbMmJEjR8bFxXWzPZs2bYqJiQHBoDlz5hw6dKjz0g8OhwOCi2VlZbGxsV2/kUQiefXq1bFjx77Q4F6J2NhYOzu7nTt3trW1LVy4cO/evQiCjBgxwsjIyMTE5PHjx+9/hclkPn/+XOpwJCQkODs7Dx8+/Pbt2+vXr38/x+hLQCAQrl69+hUv2AlAnFVBQYHD4Rw7doxEIikoKFAoFAcHB2VlZU1NzU8mjnw5HBwcvvUtZPim6GUuKYVCkZOT64Zi8m+H1tZWLpfba+Jnn4He7NDp6OhoampCBz18+DCJRJo9e7acnNzTp085HI6iomJNTc2TJ0+io6MXL16sra29Y8eO2bNn29rahoeHx8XFrVu3js1mP378OCUlZdq0aS4uLjwer6ysDEEQEokEW1FsNvvcuXMEAgE0EDpPUps8eTKFQgkJCUEQxNfXd9u2bQsXLmxubj5z5syQIUOsra2hbEogEADL8LJlyyorK2/evKmmpgayRCQSCVIygRy2ubkZcj/FYrGCgoKmpiaLxaqvr6fT6Q4ODhEREd3SzD8Y9u3bp6CgcOLECTU1NWm5RFtbm56eXnR0NCi3d8CpU6cmTpyoq6sLfyYnJ+fm5t65cycwMPDkyZPnz5//iuahKFpfX/8VL9gJ3r17N2/evJMnT/79998hISFQkSQQCBQVFWfNmuXh4WFoaNg9lsjw4wL2iHtNjqampqaRkdEn6/a/Z5iamtrY2HywcOwnQW92ayorK4lEIrgasBUFZEdycnIgdDBmzBgOh8Pn8yMiIkJCQq5du1ZSUrJmzZr169fjcLjly5cHBgZCkPzUqVPv3r3jcDh9+vRBEIRKpd65c8fR0TEgIAD0ljdt2pSYmCitKGlsbExNTZVIJNbW1tJcdCqVSqFQaDRaUVFRc3MzkUiMj4+fNm2asrLyoUOHPD09z549O3DgwIKCAhRF+/btW1hY2NTUtGXLFkVFRW1tbSKRuHz58uvXr9vZ2SUkJGzfvv3169cPHz6kUCgkEsna2jo2NnbXrl27du2C24GpMnQA1EPa29sjCOLp6Tl9+nQEQaCUycfH5/1VWk1NzevXr9vn8M6YMcPKysrOzs7W1jY/P3/8+PHdaP7XxPnz53E4XG5u7qVLlxQVFXk8HuhIPH78+Pr16zNmzOgGG7rIvyDDdwuQ+O01ROdcLheWiz1tyOejurq6uLjY3d29pw3pMfTmOJW2tvaAAQM+tvXLYrFKS0udnZ0nT55cXFzM4XCOHDkSHR3dr18/+L+KisrEiRMjIiJ27NgB7FW3bt1CEGTMmDGampp//fXXxYsXGQzGunXrLly4UFdXd/bsWenFk5OT+/fvP2DAgKdPn0oPmpubv3r1ytbW1tHRsbCwcOzYsRcuXGAymXfv3n3w4MHt27dTUlKAqvWPP/6Ii4sbNWqUg4NDaGioioqKRCLJzc1tbGzU1dWFdAc6na6srKylpfXq1aurV6++fv06MzMzIyNj1KhRcXFxioqKvcBbxzCsoqKCy+V+xWvy+fyWlpaZM2dOnz49OTkZNNv79u2rpqb2wRUnm82urq5unwVFoVB8fX0hfoYgiJmZ2Vc0rzsBFap//PEHn8+PjY0FnwZBkLCwMA0Njf79+3eDDeBfyiDDd4JuYzT+dlBVVdXV1f2hA05fiN7s1iAI8uTJk/aZU/369ZOmoGZlZUHGeGVl5dixY2NiYkaNGuXp6YkgyOTJk/v27SsUCi9durR582aBQKCpqWlgYFBaWnrz5s3Q0NBHjx7NnTsXRVEtLa1t27ZNmDBBXV0dwjYAQ0PDdevWrV271s7OTnqwsLCQTqePHz9+0aJFcXFxhw8fhsmSSCSqq6sDk6aTk5ORkdHff/+NtIvrYhgGLBdOTk5tbW0UCoVOpwNrk6Ojo4uLC+Q+Z2Vltba2jh8/vl+/fr6+vmlpaa9fv/7mTfwtoaqqmp2dXVxc/BWv6ejo6ObmFhIScv78eRsbm4SEBHj/1dTUyGTy+54Nn8/v16+fs7Oz9MijR4927dplampaVFS0cePGK1eu1NTUfEULuw0SiWTp0qVRUVEbNmyQVjzFxMQcOnRoxowZ3cOS8kMvi2WQ4TsEmUym0Wi9ZlvwM9CbN6Heh4mJiZRDydLSUk9Pr7S0NDY2VkVFxcfH58SJEwkJCXp6emFhYSUlJb/99huGYS4uLvb29iQSKSsrS0NDIyoqysnJ6cKFC0Qi0dbWViwWMxiMzMxMKQEuwMjI6J9//ulwdz09PQzD+vbtO3jwYDgiFovpdHpWVhbwi4tEoqamJun5GIY1NTUBcz+VStXR0Tl+/LiDg8PUqVPPnTsnFAqdnZ3XrFnDZDLBdcMwjM/n3759u2/fvrBp9eNKtQH8/PwOHDjw1a+5bds2d3d3CoWSnZ3t6ekJXaKuru6DmkcQomuff/fmzZudO3c+e/bMzMysoaFBS0vrR+S8EovFS5YsOX78OLhomzZtMjMzmzp16rFjx/r06dM9O1Ay9ALY2NggvSi3Bvkfv3ZPW/FFoNPpP3TA6QvRy6M1wAsp/fPy5cvSHQ1VVdUpU6YoKSklJSWxWKwzZ84sWbKkX79+oIdy9uzZ2tpaLy+v/fv3b926tbKyUiKR/Pbbb5cuXTI1Nf3nn3+qq6vHjh3r6enp5OQ0ZcoUBweHS5cufdIeBQWF9gmhs2bN8vLyOnjw4OnTpxctWmRhYaGgoABCIQiCWFhYZGVljRgxQktLq7q6uqGhYfXq1ZWVlevWrbO3txeLxWw2WyKRpKWlgVtTUFAwduzYyMhIY2Pj48eP8/l8JpP5lRu0e/Et9tHAcYmPj4+Kimptbf3999/heHs1DCkaGxv37NnTwdfZvHnzwoULIyIijh49evXq1R9UqZHJZMbExAwbNiwuLm737t0vXrzgcrm1tbVMJnPmzJkWFhY9baAMPwZycnKQ3hV1AyL1nrbii4BhWGVlZU9b0WPo5dEaXV3d9hsEv/32W/tK6X/++WfVqlVVVVWmpqaNjY1aWlqzZ8+mUqkbNmy4deuWnp7e0aNHly9frqur+++//9rb22tra9++ffvatWtDhgwJDg5GECQ0NPTff/9FUXTWrFmKioqdG2Nvb//q1av2R7y8vMLDw9sfuXLlSmVlJRQXLF68ePDgwUpKSqqqqhMmTNDX11+yZMns2bOltIEcDmfKlClApJaVlWVkZEQikcaPH9/U1AQivdIU5h8UXzerBtC3b18psTqKokZGRnBcX1//119/NTc3b38yiURasGBBYGBgh4ssWrRIqqHzFZkVCQSCsbFx94xHOjo6r169ep8HLzIyshvuLkOvwejRo7dt29abojUikaibKc2+OiBHs6et6DH0cvGEAwcO1NTUbNu2racNkeFzkJSU1KdPn6ysLEtLy562pZswcuTIjIyMH0Ko76vg3bt3Li4ud+/eHTFiRE/bIsPnoLCw0MTEpDeJJ3h5eZmbm7cvAfnh4Ovra2ho+HW5J34g9PJojQyAhoaGd+/e0Wi0vn37doWmKT8/v6ioqF+/flAJ31MAOcaetaHrAHFTHA5XWVkJ2TY1NTX/ldFOT08vLS3t2xj4rZCWllZTUwNyzerq6l0skcUwzNfXF0JTQPSclpZWXV0tJydHo9Gqq6tRFNXV1a2qqhKJRCCo2T5xuwPYbLZUdLP7kZKSwmKxpG8WDocrLS1NTU01MzPT0tICBcceMQz5n86zFB97/aVKwBCGlEgk8DR5PJ68vHxVVZWOjg6RSAS18PZfVFFRsbS0TEhIEAgE5ubmWlpaQqHw9evXkHNDoVAgG72srCwnJwfDMAKB4ODgkJycLJFI+vbt+10FFTgcjkAgIBAIFRUV8fHxHA6ni1+UNrJUeET6EYqiXdyhAzVlDQ0NCoViaGhYU1OTmpqqrKxsaGiYlZWlpKTE5/N1dHQYDEZ7iXUHBwdVVdX21xEIBCwWy9jYuIvG9z70creGQqEcOXLk6dOnAoHA1ta2uLi4ra0NxN+lws4EAkEgEMjLywcHB9+6dQuPx48YMeL27dvDhg178eKFjo5Obm4ubLUKhUIrK6vg4ODPS6cQi8USiQSE47lc7gdHOinRTicQCAR4PF4kEmEYRiKRpCI+0lcLJhgEQQgEQkJCQkNDQ0pKSk5ODpFItLGx6eT6UBOEomhZWRmLxQoODlZXV3/27JmVlVVzczNMXZ1YNWbMGEtLSzCspaUlNze3T58+0vyY8vJyBEF4PF5GRkZOTg6VSp07d24HQk/pzg4OhyMQCNnZ2SKR6OLFi7Dv9p+EFHA4HFgLudigvg7SGXAX6AZ0Ol1NTc3Y2BjDsIKCAgKBYGhomJmZqampWVZWRqVSGxoaWlpapLSHenp6/fv3h4aCnxkeHo6i6Nu3b2/cuKGpqYnH42tqamB+rampmTZtmpOTU2ZmZnp6upWVFYPBANXi9w2WSCQ0Go1Kpba0tJw/f57D4YSFhbm4uISFhenr6yclJb3/LZFINHnyZCMjI4FAIBQKMQwTCoUkEik7OxsMNjMzk0gk9fX16enpSUlJcnJyc+bMAbnjj7WbSCTC4XCglozD4T4pU0wkEvfv35+SkgJ/Kigo8Pn8rswHGIaBcrWWltbUqVNNTExycnLYbDaZTCaTycCLqKamxmKxoIfQaDRLS8sPWo6iaEtLC4h+g9B6S0tLcnJyc3OztbU1nU4XCoUJCQkEAoHL5bZ/eSFWP3v2bFBWIRKJdXV10M0eP37c2to6c+bMnJwcqQKzUCg0MzObMGECXATE7Vks1tatW4EQ/DsEhmHtX/mP1f3CGyEWi3E4HPwuiURCp9O5XC6FQmGz2YqKing8/v1cWm1t7ZqampUrV4KGtpKSklAoLCwshH0cAoFAIpGglWpra8EeXV3dsrIyiURiZGTUeW9EEATqPYcPHw6DMFiYm5ubmZkJfZ5CoaSlpYnFYmNjYw6HU1ZWNm7cOGtra6FQCD0HxgGBQEAmkyMiIuTl5fv27ctgMDQ1NQsLC+3t7WHUxTCsuroahr60tLT23ByfRHs/o4MfA8N+F6+Dx+OpVCqBQFBXV29sbGQymWQyWUVFpaqqikqlikQiBQWFDhmTOjo6dDpdegsQWSspKfHy8uq6/b0MvXwT6syZM3PnzpX+SaVSORyORCKRk5ODl0ReXh4moebm5m+d+0kkEgkEQmtrK5VKnTBhgpaWVvshBqbzGzduNDU1deI9iESioUOHJiQkWFhY1NbWvn37FtaCEolEqm3E5XKlevcwqOFwOCKRKBQKmUxmJ09cQUEBZm46nR4UFCQQCMRiMYZh0pVcJ78Oj8c/ePBAJBI1NzfX1taOHTu2vr4+KSnJ2toaj8fb29u3r1eHoq0rV660tLRIf6xIJLKwsKioqPD09ExPT29qavL19b1y5cqcOXO0tLSKi4vv37//yVlW2pjAIA63o9FoPB6PRqM1NjbSaDTwBUUiEbRYc3MzgUBAURTmciKRyOVyCQQCn88HZwgGRxKJxOfz6XR6exvEYnH74rVvARwON3DgQA8Pj/fTGHE43O3bt0tKSrS0tJydnYuKigYNGpSUlGRnZwduqJmZGXjwKIri8fjm5uarV6/y+fxOHqWNjU1ubu6kSZNaWlqys7MzMjI+6WeTyWQcDgcNWF1d3f4jKDSlUChtbW0SiURNTQ1FUT6fLxQKKRRKWVmZvr4+kUjMz8/vcE0Mw8DD+y9N9WkEBQW5ublJWxL8ocrKytLSUiKRaGdnB68A8r+JClpP2kXxeHxhYeG9e/fweDzwOhoZGTEYDHt7++DgYIlEUlpaisfjtbW14dUmEAgvX75MTU2V0kyArzBw4MAHDx7AGyEUCu3s7OTk5MCBy8/PB9bQ1tZWIpH4SWUfFEWbm5sbGhoQBFFXV2ez2WpqaiD0oampOWbMmFGjRqmpqcF0y+FwQkNDoZ+3v4hIJDI1NdXS0kpJSRk7dmxubq6trS2GYXl5eU+fPsUwDBZjEomkvT3giDs4OAQEBGzdulVZWRlKKxAEIZFI0MgwNEF7Sr8LEREEQfh8/icnIDwen5GR8fTpU1jLmZubCwQCS0vL0tJSf39/yPSXLmCgzcPCwiAypKmpSSAQSktLJRJJUFBQRkaGr6+vsrJyenp6bW2tr6+vWCzmcrk3btyAgUgikejo6LS0tFRVVamrq0PISklJSUVFJScnR15ePiAg4NGjR2w2u6mpSVlZubm5WVdXd+HChZMmTYLGefr0KdTYSjtAbGxsSkrKJ58jxMb69Onz8OHD9ks70KiC/ob8bx3e/oswSrc/QiQST5w4ERgYePr06c5v2lvRy92aI0eOPHr0aNasWTweDxavxcXFPB7P1dUVlg59+vS5f/++l5dXWlpafX39V9fRwOPxEFr38/PT1NTU0dGJiYnx8fH5GIcbj8f75BMhEokCgYBIJFZVVUVGRnp7e/P5fD6fD1FHsVhcWFgIy/T234LQwuPHj6WRqg4QCoUeHh4EAqGqqqqLe1UdAIEZGMhgEQYvJ/hVXfmxOBxOLBbD+EUgEJKTk6W5NWKxuOuFUXg8PikpKTMzE4fD0el0Z2fnwsJCNzc3kLc0MDBoaGhgs9mGhoatra3h4eFQ2g3jGoySsGBF/ufMicViExMTJpOpo6MDsZD29/qvDfUxkMnkW7duPXv2DPLQIc5kaGjo4+PzMd+Cz+eD6yltNAi3wIjcodm7IqUJExiJRIK7d53UC8pinz9/LjVVLBYDD722tnZFRYVQKPT29sYwrKGhoa2tTUtL6+nTpykpKZs2bdq5c6e+vn77dQWBQNDT08vPz/+KMqIEAmHYsGEdNIygoWBiwOPxn/Th2vdD6DPQyYHmp314ACAQCDq0IYqi4DRLj8A7ApZERUX169ePTqcXFxcrKip+cgMLj8fn5OS8ffsWh8P5+vpmZWV5e3vX1NTAKv9bKMV2QDfk1gBHF/wf+jYMFB/7ddI2hwcBDwXWdbCAgbWK9OvtByIymezj42NoaHjhwgVYF8FThmET/Iy8vLyMjAxXV9eCggIfH5/vUFTS39+/uLg4NTW1lyl2dRG93K1ZsmRJfX19t2kHyvB1cfPmzfHjx/9UKcMLFix49uxZQUFBTxvSTYCU4du3b48aNaqnbZHhc/D8+XN/f//Xr1/3Grb+FStWvH37Njo6+sdVi/T39zczM/tp1Y5/1MfWRVRXV0uLhFksVvstf4FAUFNT88Ed8dbW1vZnSiSSrueOyfAV0aH6/WtBKBQ+fvz49OnT7ZfRXC63urr6g8EMgUBw6dKlDiqYbDa7pqaGxWJ9xYWBQCAIDw/vhhX2JxEVFdU9mcuJiYkIgkCSjQw/IkBStzfx1iQmJlpYWPy4Pg2CIAQCYfbs2T1tRY/hB35yXYG/v39MTIxEIklKSjI2Nl64cKH0oz179mhoaPz7778dviIWi4ODg9tn5Fy5cmXkyJEdtvl5PN61a9dmzJgxffr0vXv3wt52e7S2tp45c2b69Olz58797bffsrKyEATZtGlTWFjYV/6RMvwXFBQUBAYGBgcHz5s3b+LEiRAXOXny5JAhQ3R1dUeMGCHNfpXizZs306ZNS0hIkB6pq6vz8vLS1tY2NzffuXNnd9r/FZGbmzt//vwFCxaAPGpra+vq1asXLFiwYMGChQsX7tmzpxtsSE9P74a7yCBD10EgEN6+ffstSLO6DXw+/+XLlz1tRY+hl7s1ABRFQQ37xYsXycnJcDApKQlBEFidNzQ0MBgMqfbQlClTQNg5Ojr6zZs3tra2SUlJQKYJ4PP5U6ZMmTRpUk1NjbOz8++//+7j49MhQX3q1Klz584tKCiIjY39999/HRwc3rx5c/PmTVietkfv3gf83lBaWvrs2TNjY2NPT8/Q0NDTp083NjZu2LAhOTnZ19f3yZMn77spAoEARdH2TH3nzp1LT0+fP3++v7//j7vFWVlZeerUqZMnT968eRNBEA6Hc/LkydDQUDqdrqmpKWV9/KZwdHTshrvIIEPXgcfj8/Lympube9qQz4dQKPzheCK+In4Kt0aK0tLS9evXIwjy7NmzJ0+eSI9Pnz7dxcXF1tY2IiICw7DDhw+Dqz579ux+/foNHTq0rq4O6pMBOTk5t27dmjhxYnh4+IoVK27cuFFYWPju3TvpCVVVVS9fvly6dGlsbGx8fHx6evr27dshmx2HwzU1NQ0cONDCwsLKysrX13f//v0GBgbPnz9HECQxMdHW1jY+Pn7cuHH29vYODg6enp4MBsPd3d3e3t7U1PTy5cvd1169EVpaWnPmzHn69GlkZKSJiQmBQDhx4kRdXd2FCxdu3bo1cODAR48edfBQU1NTLSwsVFRUpEeKi4tdXFyOHj1qbm7OYDB+0BFEQ0Nj8+bNqqqq0m0vPp8/ffp0bW3tTZs2HTp0qBtskLk1Msggw9fFd5fC/Y0A5S3m5uYQGrl+/XpAQEBMTAzUNQwcONDf37+urm7t2rUVFRVVVVVNTU3nzp0jEAgTJ05MS0tjsVg6OjqbN2+GqmNTU1MEQaTcX0OGDKHRaK9evbK2tj569CiZTNbS0mpoaABONgUFBQUFBSCn4vP5RCJxw4YNL1680NXVbWlpaW5u9vX1vXPnzp07dwYOHPj27duMjIyWlhbQv/Tz87ty5Up1dXVGRgbUIf/oegg9DktLy9OnTzOZTF9fXzqdvnbt2nXr1iEIYmRkpKCgMGrUqOfPn7fPsGGz2YcPHz527Fj76MX27dvFYnFra2tUVNTs2bPb67T/QLCyslq1atX+/fuHDRuGIAgOhzM3N79//75QKGxoaHB1dX369GkXK+plkEEGGb4T/CzRGvBmFi9enJOTExoaeu3atcmTJxsYGECltJ2dXUJCQklJSVFRUXx8PB6PxzDs3LlzNjY2V65cuX79upaWFo/H27Vr1759+5YuXdohkyYhIaG2tpZCocyZM2fv3r3btm2DAstnz569v8GEomhDQ4Obm1thYWFZWRmFQgkJCfnrr79iYmIaGxu3bt06f/58ZWXlmpqakpKSixcv8ni8U6dOOTg4ODo63rt3r2/fvt3Xar0Uzc3NGzZsiI+P9/HxodFo7ROH32cbq6mpyc/P77AjIy8vr6ioeODAgdjYWD8/v+4w+psByG8QBFFSUkpJScnPzy8pKbl161ZkZGR8fHxPWyfD9w4NDY2eNkEGGf5/+FncGiDexePxQ4YMGTdunJyc3IABA3g8HoZhAoFg7ty5ampq06dPJ5FIEydOBP4MCoXy+PHjtrY2JpNZVFSUkpLy5s2bZcuWBQUFaWhoqKioFBYWAptCYWEhgiB9+vRxcXEZNWrU/Pnz165d++eff8bHx2dnZyMIkpubO3369FevXgH/G6yAcThcbGxsWVmZkZGRn5+fkpKSq6trZWXlgAEDgORt1KhRkyZNsrCwcHV1tbCwKCsrc3Fx+R7KZLoN36jod+vWrSEhIYcPHwaxMCnxGvKhDFYul+vs7Gxvb9/+IChLXL58+fTp0yNHjvwWRnYbgPsLQRCJRLJ06dIxY8bw+fyMjAwTExMnJ6eetk6G7x0g5tWBEU4GGXoQP8smFIBGo02aNOn48eNUKlVZWRlouAgEgra2Ng6Ha2lpYbPZra2twFG7YMGCx48fz5kzB7yWpqYmGxubgwcPwqUOHz48adIkU1NTHA5XW1trbGwcEBAwfPhw6b1MTEwEAoGPj4+iomJ9fX19ff306dOBvGvx4sUDBw40Njaura2VSCQgBj548ODff/9dXV09ICAAtrFgsuHxeBMmTFi/fj2dTpfyCP8kgHyjr4uZM2eeP38eh8Pt3Llz8+bNAQEBv/zyy/HjxxcsWKCvrx8eHu7q6ipNoxGLxevXrycSiVLWZgRBhELhsmXLEhISXF1dW1padu/ebWNjM27cuC+3jUAgWFhYSFPXuwHAPS9lkRYIBHfu3NHS0mKz2a6urqDm0w1gs9ndcyMZZJCh1+NncWsUFRV1dXWVlJTodLqJiQnQu4EwG4Ig1tbWz549Cw8Px+PxkZGRBgYGL168uHjxYlBQUEJCAolEMjMzg0QZKby8vDw8PF6/fk2hULS1tZcuXdpBs238+PFMJnPdunV1dXXy8vJ//vmnv78/l8vl8/l9+/b9888/t27dSiKR9uzZAyU2wNE5evRomFNtbGwePHiAIIidnR2dTq+urjY3N++e4pTvB98iscPDwyM5OdnNzc3Ozu7u3bt5eXnQ1Js3b05MTOzXr9/Fixel4ppsNjs+Ph6Sb6RoaWmpra21tbVtaWk5cOAAj8cbNWrUV3FrRCJRWVlZdxJmkMnkK1eugN4kgiBHjx4dPnx4cXExCPd0mxk1NTXddi8Zvi6ioqKQ3sVbI8OPjl7OMnz8+PGNGzeWl5d3Jc7R2tpaXl6uo6PT3NysoqICbOidQCgURkdH02g0Nze3j52Tnp5eUlJiZmYGvktMTIy2tjaoHOTn57dPAW5oaEhMTPT29obAgEAgiI2N5fF4np6eoCyjoaHh4ODQ9d/eC5CUlCQVT+gRA/h8fkpKiouLS/e4GgKBwMTEhEqlwt7lzwBgGc7OzrawsOhpW2T4HERGRg4cOLA3sQwHBARER0eXlZWpqan1tC2fCV9fX0NDw/Pnz/e0IT2DnyVa0xXQaDQYW+l0elfOx+PxAwYM6PwcW1tbW1tb6Z/tVVWhnEoKJSWlgIAA6Z8EAqF///7SPwcNGtQVk2T4uiASiZ34rDLIIIOfn9/gwYN/aPK6DugQd5fhh8NP4dagKFpZWQlJM91/dwzD5OTkGhsblZSUgIBfIpHo6urW1tZ2kNJFUdTAwOCTwmltbW0VFRUIglAolPY7BWKxuKioSFNTUyKRVFZWoiiqp6dXVlYWEhLC4/GEQqGnp2ffvn3fF4J+HyiKMhgMW1vbb9RioGNMJpMbGhreTzZUVFRsbGwkEAhlZWUIghQWFpLJZDU1tfaybSKRqKSk5GOJihiGGRgYfHAPq7W1taWlRVVVtaioiEajwS5kz6KsrIzL5YKwuZmZWUFBQX5+PmgffuwroNVHpVLxeHxbW1tXHpNYLFZVVaXT6UKhkEqlCgSC4uJiOTk5Ho/H4/EUFBTIZHJ1dbU0LiWRSPT09CB2yGQyq6urKyoqbGxseDze1atX39eZFwqFgwYNsrOzYzAYurq6hYWFBQUFgwcPbm5uvn79uq2tbVlZWVNTk5WVVVVVFYvFsrW1DQ4OhkdcUlJCJpM79EwMw9LS0szNzb9pmjwej6dQKE1NTV1pQ9Cs1tbWRhCEy+WWlJSoq6uLRCIWi6WqqoqiaF1dXftmEYvFGhoaCgoKH7xaSUmJRCIxNDQsLy8HeRY6nd55h2xsbBSLxTQaTSwWdzL7lpeX4/F4oVB4586dgoICGFIEAoGLi8uAAQOysrKKiooGDx4skUiys7Pv37//wTdFJBKNHz/ewMAAsumFQiFIi4O6Kg6HS0lJcXZ2TkhIyMrKKiwsfPv27dChQ8lkcuc7ACiKvnz5UklJ6b/SInxs2OxwDpFI1NfXB232pqYmJSUl4GugUCilpaXwHxRFpW/N+2NFcHDwmzdvIFrPZrPbPz4YSL+KfiSTyWxpaWn/Q3A4XHFxMYlE0tTU7EoK9sdeECKR2Nzc/EOLP3whevkm1IkTJ9atW3f48OHly5ezWKwOTxqkjxEEkco1/1eIxWL4YifNiMfjtbS0ysrKDAwMSkpK4KCnp2dqamoHQQYMw3x8fKQpnABQVJb+H8OwmpoaIPK3s7PbtWtXTEyMrq5uWlpaZmZmdHS0o6MjiqLAZezq6pqdnS2ly0RRtJPhQNoI0rt/uxdDLBbr6OgoKSnl5uYCh297S0xMTIqKisAkHA6no6NTUlLi4eGhq6sL0zmKojwe7+nTpx9z0fB4vI+PD8hQw6+WqvgymUyYniMiIpSVlVeuXNnW1hYfH9+VuVMoFFpZWU2cOLGtrQ1Es8VicUVFRUJCwsiRI5lM5rVr16ytrVNSUlAUpVAoBgYGBgYGH3QlURTlcDinTp2ysLA4fvx4fX09NIJU2xlq9z7Wu3R0dAgEAo1Gq62t7XpiiqWlpaamJo/H09LSamxsjIyM1NbWbmpqamlp0dXVVVZWZjAY7c/38vKC2To2Nran0l/weLylpWV6evonXzQp3u+30pxo5H/vrPQ6FApFXV29pKTkg729w8gAboq3t7dEIqmrq3v58qWtrS2Xy83Pz7ewsEBRtP3uIdzF2trayMgIejK8yKDXjSBIZGSkSCSCLQ/gjNDU1HRxcWmvZC4FzLsFBQVisVhTU5PP5ysrK2tra6Moqqys7OrqevbsWVCZxjDs9evXZDK5sbHx/SCKVKZeaqSNjQ28KR3ORFE0NzcXRg9YcQEFgKOjo4qKSmlpqbKyMpVK5fF46enpsLGempr6yflYV1eXQCDweDw8Hg9+Rtfh4eGRnp7e1NTUyTk0Gs3Pzw8uXlpaamZm1tDQgGGYiorKq1evEARRVlYGtXk4H4fD+fj4gDeGx+OhQJVEIrm5ufH5/OLiYhMTE5gpwG0VCoXBwcF1dXU4HM7GxiYyMrK2tvZjQ6VIJBowYICvry+Hw8HhcFwuFwaN5ubmJUuWVFdXv/+V9pdq/5iQj4zS769/5OTkBALBtGnTTp482bV27W3o5W7NmTNn5s6di6IoUNG0/0gikQwYMCAxMbGxsdHPz4/BYNTX13d9IofutW/fPhKJtGPHjlOnTsESqv05eDz+8ePHYrGYy+Xa2dmx2WwppyqfzycQCB1CNQKB4PTp02w2W2oGvDkpKSlQiO7l5SUQCAQCQV5eHoZhVVVVQqFQXV1dLBZDjyeTyVwut6ioyMbGBpgGCQQCXA2Px6ekpKSlpb0fDRKJRIaGhj4+PtHR0RwOx8/PTyQSYRgWERHxvi/4tQBlaB8MTYlEIuniCcOwgQMHhoeHSySS9s0LWm6zZ8/+4HDM5XJPnz4NXqOysrKamlpWVpZEIhk0aFBVVVVaWpqvr6+VlVVmZmZTU1NaWloXnVocDldeXv769WtXV1cgFjIxMSkrK/Pw8IDKtQ5TJoFAePPmTWFh4QfbUCwWOzs7KyoqvnjxQkVFhU6nGxsbx8XF6ejobN26dcmSJcuWLbt06dKgQYPmzp3L4/EEAkF2drajo6NAINDS0iISiW1tbXV1dV33yIVCIcx8YCeJRIIHjaIo+IsdfDtYlyP/m+EcHR1hYv7gzyEQCA8fPszNzYUei8PhhEKhj4+Pu7t7W1tbYmJiVVXVuHHjsrOz8Xh8RkYGUP+RyeSIiAgnJycVFRXp8xWJRGZmZmw2GyYMcEyrqqoKCgq8vLza8wx1AIZhbDa7PYG4RCKhUqnm5uZAmKmgoBAUFFReXq6goCAQCMRiMWSFfzCRDt6LhoaG5uZmaSObmJhkZmbCvQgEglAohOGFy+UaGhpeuXIFh8MB+efff//t5+cnEAhevHjRt29fFxeXZ8+eIQji6+sLPxYS/ng8HpFIhJ8pFApDQkI+uABzcHDIzs4WCoVKSkrTp0/PzMysra11cnLavn07xDLbu85EIhFsgHHDz8+voaEhOzvbyMho27ZtGhoaZ86cwTAsJCRk/PjxQUFBH4sQZ2VlNTY2gm3a2toKCgpZWVlWVlZycnLV1dVqampg5+jRo5ctWwbDKTTIxx6QWCzW1tYG3x3DMAgqf+zk9/H+sPk+JBIJhGdwOBwOh+NwODk5OY6OjkKhEJ4ydDOwHBZIp0+fbm5uJhKJwcHBIpGISCTu3r17165dtbW1BAKBTCZXVVVZW1uz2eynT5+C4Lz06+19xA4gEAjW1tYxMTFRUVEGBgaVlZVDhgwpLi62sLDIzc01MjJ6P7KFoujTp0/BDxOJREZGRjQaDRYeEKWzsbGBKJSVlRUej6+pqRk8eHD//v1hLQQ/X0VFZe7cubq6uj8tJX0vd2uOHz++fv36t2/fksnk95cR6urq9fX1AoFAXV29sbGRz+f/p3cMwzAtLS0+n9/a2tqeWb/bAG9vh2xoiUTS2tr6wfQgNpvNZrPf/40QWldRUWGxWCKRSFrzBYrWPVXjQCQSX716NX78+KdPnzo5Od27dy8/P19JSWn8+PEQtdLS0ur+QCuHw6mpqVFVVeVyuS0tLXJycm1tbWpqah/LSa+vr+8QapYCBiACgVBVVUUkEgkEApFItLGxgZRhuEtDQ0OvL+zv37//wYMHOzADvQ9ocFVV1c5PEwgEVVVV7Y/gcDg5OTk8Hg+zlJaWFofDIRAIsBgQCoUsFutjD4hGo/H5/PbhEzk5uQ+qBUkkEri49Ehzc7O0pO7bAbYvP1nfABCLxZWVlSQS6esmwwYGBq5Zs+aTiYY/Ch49erRo0aLU1FQpj/yXQCgUVlVV0Wg0DoejpaUFg3NLSwuNRvtgr6uqqoKZCLofHo8XCATQA3E4nIKCglAoFAgE8vLyKIry+XyRSPT+dmRAQEBGRkZWVtbHNkB7N3q/W9P1SigZvjcsXLjwxIkTPVgJ1c34CSuhkpOTXVxcMjIyfpJH3PtQXFxsamr66tUroKjoBQgMDIyKivqhK6EGDRo0ZcqUGTNm9LQhPYNenlWUm5v7M2dO/eiQRlZl6K3Izs6WphDJ8CNCLBZ3si34I+KDuU0/HLohUvjdopdP+RUVFbIRUwYZvltATZ8MMsjwFcHj8W7evNnTVvQYerlbM2DAgF62kpBBht4EX19feXl5GVOIDDJ8RZBIpAcPHrwv3PuToJe7NTLIIMN3DjKZ/FMJuMogw7cGZBP/tPqjMrdGBhlk6DEAD1PnTCQyyCCDDF2HzK2RQQYZZJBBhv/DV6nrlqEHIXNrZJBBBhlkkOH/oKKi0rt5T3o9ZG6NDDLIIIMMnwljY2MvLy9gXu4dAEW2nrZChs+HzK2R4fuFiYlJT5sggwwyfAKKiooPHz7saStkkOH/IHNrZPh+YWFh0dMmyCCDDDLI8CNB5tbI8P3C1NQUBId72pBuAg6H8/X17aK+T+8AyDH+PI/4M1BZWZmdnd3a2lpfX19TU9PW1oYgSG1tbW1t7QcloLsfoO/d01Z8NRgYGPzoHbI3PY7PwIeFW2X4ugARAKl+LJfLpVKpra2t7/MKoCgKKpUcDgf5n34eh8P5oD4llUr9mPQuoK2tjUwmYxgGcn3w/6/4u7pya7FYfOvWrQ6ixEKh0MLCwsPD432echAgFIlElZWVNBqtX79+ERERL1++DAgI0NLS6pxcEcOw+vr6nJwcPB7fv3//trY2AoGAx+NbW1ulCuftGR0oFAq08McuKJFIOBwOqM3BBIzH46Xq4l1BRUUFn89PTEzsihY6hmHOzs7x8fEnTpzo4u6+RCKh0+lqamoFBQWdGCaRSPB4/NChQ+Xk5DAMS09Pz8vL69evX2FhYXV1taura3Fxsaqqanx8PPQosVisrq4+ePDgT1Jf4HC4srKy4uLi/v37i8VigUAAysntBaU/aA+RSCSTyerq6lpaWlwut8MJfD6fz+eTSCTQtUZRFBSzP9kaLS0t8HLdu3evra3tS5Ik4L4gOghq80KhEI/Hd/3RkMnk4OBgEokE7R8VFSUQCPB4PIZhxcXFOBxOLBZraWmJxeLq6mqJRKKvrx8QEPDmzZvw8PC7d++CpCuLxeJyucrKyiA5TiaTyWRyY2Mj3EJRUbErc7BEIsHhcFOmTFFWVk5KSsrMzKypqemkw4hEIk1NzYkTJ37s4ng8/s6dO7m5uS4uLgkJCZmZmW/evJk6dSqIh3/ssng8/t27d21tbV5eXklJSY6Ojl/LgZD2NxBU7/xkEHyAXmphYeHt7S0diMhkclBQ0MWLFzkcTkRERH5+fvtWEolEAwYM0NfX72QgwuFweXl5WlpaVCpV+utQFCUSifAtCoXS0tICH+Hx+Ojo6Pz8/A/aLFW4BFVjUGUXCoXSy0qHIxjfYKjH4/GZmZmfbIRejF4udXnq1KlFixYtWrQIBHvFYjFMtB1Og0Hzk1cTiUTjx49XVla+evVqa2tr56r0YrFYQUFh1qxZ5eXlmzdvxuPxf//9N5vNvn79emJi4uDBg0NDQ9lsNkyZBAJBIBDAIDVmzBgMwyIiImAYNTU1jYyMfL+PCoXCgQMHmpmZfUzBBMOw8PBwNzc3VVXVtLS0vLw8Pz8/qQDsJ3+sdBaB918kEolEIiKRyOfzP/iT28/3GIY9ffrU398fj8eXlpZevHjx/fMpFIqCgkKHS4lEIj09PVVV1cTERJFIJBaLN23adPny5ZSUFA8Pj6Kios5nWRRFBQJBa2srhUIZMWJEcnKysbGxvr5+aGioQCAQiUSenp54PD4rKwv4NwMCAng8nrm5+Qcvi6Ioh8MJDw/X1dXNy8tTUlKSk5PT19fX1tb+4KAGk1/7UYZAILx69UokEqWmpn47tmscDkcgEN73DDoARVEVFRUcDoeiaGtra1tbm7y8fEtLi0gkAh1yHA7X/iI4HI5KpXbFAKFQyOfztbW1FRUVCwoKFBUV1dTU8vLyOpk1hUKhpaXloEGDSktLr1696ubm5uPjA68AOA0ZGRlpaWmOjo50Or20tJRAICgqKlpbW3ei14OiKJfLvXHjxsCBA9PT0788iVVRURE6IQ6HI5FIjY2NioqKbDa761JlKIpKhZpRFG1ra5P+QOkPgVaC7oHH46lUKpfLlamh/SdgGKaiogINKxKJWCxW5+eTSCQlJaXGxkYSiYTH4zu0tlAo5HA4dDqdy+W+398oFMonPQZwXqXPHZx4e3t7JpOJouiAAQNu3LjB5XLBaeZwOB8bkLW1tZWVldPT0wcNGiSRSJSVlfPy8ry8vBQVFcViMYFAePnyZUpKCoZhysrKSkpKhYWFkyZNUlVVvXHjRmFhYVFRkbq6euem9kr0crfm9OnT8+bNmzZtWlJSkru7u4WFxatXr8aMGdN+jsHj8bm5uXfu3Om8s4pEIkNDw9bW1rS0tKamJj09PVCEh6XY++dDVCA7O/tjLUwikeh0OovFsra2zs3NNTY2FovF+fn5X/iTPwYrK6vCwkIej6egoGBkZPRJ/6ClpaWgoABBEFVV1bq6OjU1NVVV1aysLDMzs/arEACGYRUVFbW1tdIjOBxOU1OzoqJCXl5eLBa3tLRIPzIxMaHT6VVVVR8MoSsqKtLp9PLycvhz4sSJMTEx0j+7GSiK+vr6zpw5E4/Hg0987dq1wsLC97uKSCRSV1efOnXqxYsXxWKxsrKyjY1NY2Pj7du3qVQqDoeTk5ODWBGTyVRWVpYGHoRCobW1dU1NTX19PQ6Hk0gkGRkZOjo6CIJUVlZqaWlVVlaqq6traGh0eGQYhuXk5LRv8/eBYZi6unpVVdUHP7W2tt6yZUtdXd358+eXLl0K50s/BS+ti62EoqhIJMIwrKCgQE5OTlVVtfOQBoFASElJuX37tp2dXWho6MiRI5lMprq6upmZWWlpaUFBgYmJyZgxY7hcLoQZ8Hj8vXv3GAxG5wEbFEVJJBKTyayurtbQ0DA0NOzcm8ThcOXl5UVFRR2Oz549OzAw0N3dvbW1lcPhUKlUHR2d2NhYLy+vN2/eVFRUdD1i196A9s0rbR94leBPaHMMw7oSEMIwLCUlxdrauivrcgh63b1718XFBUVRIyOjT7ZMWVkZg8HQ1dUNCwszMzNDEGTIkCEvX760trZu/3Uymbxz585BgwYZGxufPXuWz+e/b7xIJLKxsSkpKVFRURk3bpxIJMLj8dnZ2Tdv3iwsLLS1te3k96IompqaKh1A1NTU2Gy2iooKk8kkkUhOTk44HG7+/Pnjx48Hl725uTkiIqKTeQ3WTt7e3vHx8dra2nw+//Xr19I2JBKJ796927Nnz6FDh5SVld+/DoSTO2k65H+uDNKObdLCwqKyspLFYllZWXE4HAhDwsnSx43H4wsKCh48eDB79mw6nc7n8x0cHLhcLpvNHjhwoEgkQlEUnGzpd2G1ifzvHQRfB0XRsLCwkSNHlpeXy9yaXoj9+/dv3769rKyMRCJ9lQvW1tY2NDSw2WwLCwuhUEij0Tq5Mo/HS05OlgoUdxi/KBQKnU6vra21s7PLzs42NTUVi8XZ2dnfaJ/Iycnp5MmTmZmZq1atMjU1/eT5TU1NaWlpKIpqaWkxmUwdHR1NTc2kpCR7e3sajfb++SUlJWVlZR0CthiGwcKiqalJupYyNzen0Wjg1rw/nMGoIQ2/b9y4cdOmTZqamv812oGiaHJysoODQycjJoFAiIuLS09Pd3BwKC0txePxpqam6enpdXV18+bNKysrk5OTCwwM/JInkp+fr6qqKhKJ6HQ6dJWamholJaWPTc/r1q0rLCw8e/asUChkMpmampow36uqqn7w4tXV1Z2YB24NrBE7fCQWixUVFW1sbBAEqaqq0tDQ6JGi1vLy8mHDhu3atSsgIOBrXbOqqorJZKqqqurp6XXl5A4bDSiKOjo6ksnkr2VP74ZIJPLy8lJXV79x48Z/HWb5fH5ubq6NjU3nfY/BYLS0tMC0raGhwWazlZWVmUwmmUx2dHT86gPmgQMH1qxZU15erqam9nWv3G2YOXPmlStXZG5N78SyZctu3LhRWlr6tdwaGboTb9++HTVqVFJS0k/ycgoEAgMDg6CgoNOnT/e0Ld2ExMTE/v37JyYmWlpa9rQtMnwOCgsLTUxMJkyYcO3atZ625esgICAgOjq6rKzsx3VrBg8eHBUV9dO6Nb28EsrGxgaidiwW65dfflm1atX7AecPgsfj/fnnn2lpadIjVVVVu3fvbn+OSCRKT0//dttGMuBwuIqKivr6+q9+5du3b69cuRLysv8TUlNTy8rKPvjRgQMHZs6cOW/evBkzZiQmJn6GVQQCwc/P78WLF5/x3c9DfX19enp6h80mFouVkZHRPQseDMNaW1vPnDnTDfeSQQYZfgb0crcmNTUVdi55PN7169f37t3r7Ozs5+c3evToioqKTr64ZcuWLVu2TJkyRZpE2dbWtnv37qCgIGmmwv379+3s7GbNmvVJM3p3SOw7h1AoXLZs2fr166VHTpw4sWzZsn379s2dOxdBkP379/v4+Hh7e3t6erq5uS1YsKCTvNTIyMjk5OT3j7e0tBw/fvz8+fOnT5++cOFCYWHh51lraWn57ZKLO+DevXuurq7Ozs79+/cPDAxkMpkCgeDYsWN9+vQJDAzsSl7510J33ksGGWTo3ejlNWAODg6hoaGwI0sikTw9PZ2dnW/cuFFdXT1mzBjwWlpaWnA4nIKCAtTOtbS04PH4YcOG5eXleXp6SrfYMQxrbGwMDw9PTEwMDg5GEKSkpAT5X66MWCyGMgeoHxEKhc3NzRQKhUwm37hxIycnZ+PGjT3YDj8tnjx5Mn369JqamuHDh8ORpKSk5cuX9+nTZ+nSpevXr3dxcVFQUIiOjp4yZYqGhgaHwzE0NOxkt/727dt//fXX+8fpdPq4ceMaGhpoNJpAIPghtlQuXbpUWFh45syZysrKjRs3nj17dtq0ab/99huXyzU0NOxp62SQQQYZPge9PFoDwOFwRUVFVVVVkydPPnjwYE5OTkBAwJo1a1gs1pYtW9zc3Ozs7BYtWtTU1LRv3z49PT0FBYUnT56IxeIOhYLgwfz7778IgmRnZx87dsza2hoWmrdu3bKysrK3t/f29k5OTj5w4IC6urq/v//KlSt//fXXmzdvLl26NCMjo0d+/s8MDw+PLVu22NvbS2s4oSIjMjJy4cKFGhoa5eXlM2bMsLS0JBKJNBrN1tZ25cqVH3NrUlNTExISoEzpfbDZbDKZjPsfvtVP+no4c+ZMQ0PD7NmzIX/Z3NxcX1+fxWLt2rULON9kkEEGGX449PJoDUAkEmlra0OlMYIgCgoKa9eu9ff3z8zMLCoq2r59e21t7S+//OLs7JySktLS0nLkyJHhw4ePHTtWVVX1+fPnBw8enDt3rqWlpaqqqre398OHDysrK/Py8qysrAwMDGJiYhAEsbOz+/fffwsKCtatW/fmzZu4uDh3d3dXV9esrCxzc3MGgxEdHT1p0qSebokfDFpaWnp6ep1sCX0ScnJykyZN2r59u9QXIZFIGhoaIpHowIEDTU1NmpqaOBzO2Ng4JCQETmAymVu2bPng1fLz8+3s7IyNjT/4aXFx8f379zU0NAQCAZPJ/CBbz3cFeXn5ly9f/vnnn69evXJ3dx81ahSCIFQqlU6ny7ZNZegi9PX1nZ2dZduIMnw/+FmiNeXl5Ww2W7oKZzAYCILQ6fQhQ4bExMQ8f/4caVeAPWLECF1dXYlE0tDQMGvWrPv378+aNau2thbDMEtLy9bW1rCwMJFIpK+vL+Uro1AoBQUF4eHhOBwO6JW0tbX37t0bFhY2a9asCRMmpKamenp69lAD/KioqqoqKyv7QrpMOTk5U1PT9gkrhYWFnp6emzdvnj9//urVq+GcK1eu5OXlDRky5NChQx8jerl27ZqKisrHxA0cHR0vXbqUl5c3c+bM9snm3yeA7drAwGDbtm3nzp1LTk4+fvx4Txslw48HPB7/MYJKGWToEfwUbo1IJDIxMVFVVa2vr29sbKyoqHj06BGCIFevXp0xY4aysvK5c+c0NTU7RAXEYjGJREpJSSktLc3IyNDQ0KisrAwICNi4ceOyZcumTp0KReN4PL6oqMjZ2VkkEj158uT333/Py8uTk5OTSdt/Ob5WzEBNTU1a7MNms1ksVmlp6enTp9etW8fj8e7du0ehUGxsbPT09ObMmcNmsz/I2FtUVPTw4cOPMQXcv38/Ly8vKCgIbvHZTx+IkoEr/ZuioqLC0tIyICDA1tbWzMyMy+V2sUhQBhlkkOF7xk/h1gCoVOrGjRtVVVV1dXXT09M3b948btw4ExOTLVu2jB8/vrm5+eHDhxUVFVA5BWvZe/fuYRimp6enoaEBDLBEInH48OHA0O/v74+iKIPBEAqFhoaGu3btWrx48b1796qrqxUVFaV5OSQSKTw8fOLEiY8fP+7ZFvhB8bHYSddBIBCSkpJqamoQBJkxY4abm1t1dfWKFSu0tLSGDBmiqKiYl5fn6Oior6//66+/Wltbf5CKbffu3TQabeXKlR+8hampaWlpqbKyspqa2pkzZ0aOHPl5pgI1czfUeOvp6W3YsKG0tHTWrFnTpk1DEETK0qGmptY5jeFXhJaWloKCgmytL8P3g4CAANkm7A+NnyK3BgqUrly50traiiCISCSysLDQ19dHEOT58+d5eXkIgiQlJQmFQm9v75s3bxKJRA6Hs3//ftA3gIvo6OhcvHiRRqNZW1tfu3YtJiYmICBARUWlrq5OW1v7wYMHERERfD7f1NRUQUFBV1eXRqMBD7quri6LxUpPTy8tLe3BRvgRYWNj4+Dg8OXpq4aGhoaGhkpKSgiCODs7Z2Vl2dvbv3792sLCorS01MnJKSwszN7evqSkBPKoKBRKhyuIxeLExEQdHZ3+/ft/8BbW1tYXLlyIjIz85ZdfNm3atGLFis8zNTAw0NbW1snJ6fO+/p8wb948Nze3K1eueHl5ubu7S286duzYsWPHdoMBCIIwmUw2m/1DZFjL8JPgk6zH3z9MTEyioqJ62oqeg6RX49ixY6qqqqAs01MQi8WlpaUtLS2g2irDf4K/v39ycvIXXqStra28vBz+LxaLGxoaJBJJZWVlc3NzWVkZKOIWFRUVFBSAdMMHUVtbW1RU9Ml7lZaWgmTj56GqqkpBQeHly5effYUfC5WVlYqKikuWLOlpQ2T4fAQHB48YMaKnrfhqYLPZzs7OFRUVPW3I5yMiIoJCoVRVVfW0IT2DnyJa07NAUbQr2jQyfDtQKBRpJRSKooqKigiCaGlpIQgijcZ9kqlFVVX1g8JMHfCFzzo3N5fNZrdXBu3d0NLSMjc3/5JiNxlk+Lqg0WhkMlnSjftQDQ0NEEv+TxAIBBwOR15e/v2P+vfv7+jo+NOWp/3Ubk1VVRWouru4uCgrK/e0OV8fEokkPj4ett7weLy7u/sHM14bGxvFYnFWVhaBQDA2Nn737h2CICoqKi4uLl25C4vFIhAIH3y7EARhMBidyzF2AIFAEIvFkGyBw+GMjIyysrIaGxu7nn4hEokMDAwsLCxSUlJwOJydnR2CILW1tVlZWUpKSkKhUFtbOzU1FYRw3d3d399y6oCGhgYMw0gkEpvN1tDQ6KIZnwdjY2MVFRUVFZWvfuWqqioGg9HF7R4Y07/dyC6RSPr16ycvL8/lcuvr69t3j7y8vIaGBjweX1dXB8fFYjGVSvXw8PhGKrBfiKysrA4ir58HsVisrq7O4/GkurAfOw3+IxKJHBwcampqqqqqutIyKIp6eHhIizc5HE5sbCyKoi4uLsnJyR2Ut0EJtW/fvh+7WlNTE5/PLy0ttbKyqq+vF4lE5eXlkLb4+PHj58+fEwgEkUhkb29fWFjY1tbWXrEcMHHiRENDw7dv31pbW1Op1IiICFg2ODo6pqSk5OXlaWlp1dXVtba2Tp48uduyr0CLns1mx8TEABOE9COJREKj0fr27VtWVgY6gzgcTtpL34dIJDI0NPwgM2dzczOPxyspKSkuLj5//nxBQYGxsbFQKDQ2NsYwzNXV9c6dO0KhELI8O3QGiUSCYZhEImGz2S4uLiYmJkZGRg8ePOjbt++tW7fgZHt7+y+vIf1x0culLk+fPj1v3jwrK6v3l4MgYV9dXS0Wi42MjCgUitS3JRAIH/RzMQyDuVDKLAz/F4lEEokEj8eDTDyoT/N4PAKB0PXBTiAQTJ48+WOlkng8PiMjo6ioiMlkcrlcGxub+Pj4vXv34vF4kJ5G2hWoCwSCS5cuNTU1YRiWl5cHZTUYhllbWxOJRDhNJBIJhULIg25sbERRtKqqikKh6OvrZ2RkoCgKEY6PdQ8qldrW1obD4YhEYl1dHXArw49FURRaG0VRAoFQVFT0n2IPLi4uLBZLWpXz5MmTNWvWpKamdv0KCIIoKyvr6+sXFBSgKAphGKiAo9PpIpFISUkJdJ1QFDUzMyORSJ28BSiKgnowHo/ncrkqKioCgQDDsA46Sh8EdJj2R0QiEfQZaCIY+sViMaRhOTg4JCUllZeXGxgYdF4MJZFI5OTk4CFKJBKBQIDD4QgEAp/P/+BvQVG0qamp68nXMFJ/uwwDiURiZmZGp9NbWlpycnIUFBTMzMwwDONyuUwmk8Ph4HC49rM7gUDQ09Prij14PB7aHN5EsVgsEAjg8X3wpSYSiR0uCy+gUCgkEAgYhkmbVCQS6ejoeHt737lzR/pYMQwrKytraGj4svb4P8jJyQkEgg8W4kkhvTXkCNbX13cys7YHiqL29vatra1kMpnL5dLp9NTUVBRFra2ts7OzoZWkJ0skEjKZ3D7GCVSTIpEIfBQMwwgEApPJ1NXVzczMFAgEKioqampqpaWl7yfDoej/N9FA/wfPpust852ASCRaWVnV1dVVV1fT6XQMw2DN88GTxWKxsrKymZlZfX29WCzG4/EUCoVGo2EYVlNTA7Qj0MmhYZH/+XxIuxYDD6b9ZcHXgdIW6UjyPuTl5fPy8n5Oqcte7tZERUUFBARYWVmNGTOmwzwkFAqtrKwCAwMzMzO3bdvG4XACAgKEQiGPxwsPDw8KCpJ6AAAcDldWVpaWltbc3MxisSQSiYWFRXV1dX19vb29vYKCQkxMjJOTk62tLYPBqKmpmThxYmxsbEJCAlC4dg6JRGJnZ8dgMDqZLGEoae9RaWhoNDQ0tLW1wdTYfnqW+ukwaoMP1540GXKfYUCcNm1aVlZWQ0PDH3/8YWJiIv2x7YfvDtba2NhkZWXR6XQ1NbWCggJYW8fFxQkEgpaWlv79+xMIhLq6uuTk5OnTp+Px+PffzFu3bkmHY6FQOHDgwIqKCrFYrKqqWldXB1SHxcXFly9f9vHxsbOzu3r1ahf7KsSckpOToaAJJjMMw6RmiEQi6UP5mB/QHmCkRCIRCoVNTU3Kysqtra0UCqXzWRb8oebm5vYH6XS6UCgUCoVqamoikai2tlZRUREIjiHL+I8//mhqanJxcQkODu5khSoQCDw8PNra2jZv3qylpTVw4MD8/PwnT55MmjSJTqd/sBdJJJI7d+6Asys9QiaTbWxs7O3tIyIiPDw8mEymsbGxnJzcgAEDhEKhkZHRN1oli8Xi7OzslpYWNpu9du1aTU3Nffv2UanU1NRUHR2d2tpa6GPwPlpbWzc2Nl67dg2cwk4uSyAQXr58CbO1jY1Nfn6+np5eUFBQRUUFaJ68/3Nu3rzZIVzk6OiIIIiDg0NUVFRZWdnkyZOhSTEMq6uru3HjRoeXAo/HYxhGp9O1tbWzs7O/JGwjXSl98FOBQODk5HTkyBHp0CQUCjEM62IQC1zbmzdvmpiY5Ofnjxs3TkFBAXzi98coHA5XVVUVGhoKxgBlpaKiYlNTE8ig9u/f387ODsyYPHlyQ0PDpk2bkpKSSCRSe3vEYrGmpiYej4eAllAotLW1dXR0fPXqFYqiUVFRTU1NTk5OBAKBxWI1NTUZGxu3f0Yw99+/f799q4J/aWhomJ6e3tzcDKnutra2BAKhsLCQzWa/ffu281FXJBJZWlpWVlbCiqVDK7W1tdXW1uro6Lz/KHk8npubm5qamra29rx586QD8geBw+Fyc3NxOFxERIRAIJCXl7e0tLS1tcXj8VlZWRYWFuXl5aqqqoqKivDC4nC40tLSsLAwDMNsbGwyMzPpdHr//v3z8vLweLy6urpEIikrK3Nzc4uMjBw6dCiBQIiOjmYwGO2jMqAUZG1tPXny5Ddv3sBW+8+GXu7WhISErFu3rqCgQJpC8UFI13PSPz/4VsDmiNShBj9aIpFACAeCH+B3i8ViIpEoFAq7PitIHfauQyQSQTygrq5OIBBoaWl9zCvC4XAFBQUJCQnwG4VCoaurq6mpaX5+vqmpKcQMIOD0nwxoD5j14T/S6JFIJPoYeV0HfwJ8Doivgug6hmFJSUl9+vRJT0+3sbH5T1Qun9GYnwSGYbW1tTk5Ob6+vjk5Ofr6+p03Fx6PT09PT01NlZ6GoqiVlVVzczObzR48eDCXyw0LC3Nzc9PT04MOIxAITExMKBRKenp6V7xhBEH4fD54bBCWeD/20OHk9993CG8IBAK4SDcXJTEYDAcHh19++eXAgQNf5YLSlw76AAQVoHN+sEnfbxNoAYjuwHNpv4EiVeHoAFh1fOu9EhwO973tLBQXFxsZGU2YMOHatWv/9bsQp5QOF/D6v3/O+2E2cOZg1ILnBYMwHOnKU4BI3vuvA4lEunPnzsSJEwsKCjQ1NT94KSaT+Z2Lpl28eHHBggVFRUXfetP8+8T39YZ8dfB4PLFY/MkZosMJHzu/84WRdD6Qjjt4PP4/jUGfPWB1xSW3sLCwsLDocNDKygr+8+WTGWw5dTjYyWU/5u587Fsf48H7GL7F6K+tra2trY20a7fO4eDg4ODg8LFPCQTChAkTOhwxMjJiMpld9GmQds0I2T9dPPmDxiBfoxv8V0j3K7/WBdu/dO0dyo816SfbpD1QFO28kb83n6Mb0JXd2I+h/Yj6sTBVJx37/e4qdUk/2yTkf8+dRCJ9bAD/zn0aBEE4HA6k5vS0IT2D7zEF76sDRVE+n19dXV3TDpBqAOm0HwOLxZKeX11d3WEHXVoq/I3N/3kBu0gPHz78wutUVFTcvn1b+iefz4+JiYFKbOlBiURSW1v7ySSJhoaG2traToZyFotVV1f32aYGBAR0c/1CQUFBcnIy/B/2xU6fPr1169akpKTuNEMGGWT4WtDV1e1pE3oSP4VbQyQSly9frqmpqaenZ2hoaGZmZmhouG/fPmtr6717937sWyKRyMfHR1NT08DAwMzMTFdX18LCIi4uTnrCpUuXjIyM3rx50y0/4meEnJycvLz8l9S/NDU1HT9+fMqUKefOnYMjIpFo9+7d3t7eBgYGa9euhYOVlZWXLl3S19e3tLR8/vx5J17L5MmTLS0t2Wz2Bz/NzMy0tLQcMGDAj1JaGRMTY2dnt2TJEvgzISHByMho3rx5GzduXLBgwY/yK2SQQQYZpPgpQqYSicTFxWXw4MGLFy9ms9nLli3jcDgDBw6Ul5c3NzfPy8srKirS0dERiUS6urrtK72dnZ0dHBx4PN7t27d9fHzEYvHz58/d3d3h09bWVg8PD9iVkOFboK6urn2K62cgMTHx0qVLjY2NCgoKcOTcuXP79u0bMmSIWCx++PAhDofbvXv3vHnzwsLChgwZgsfjJ06cmJCQ8EGZbg6HU1xcPHHixA+STPD5/E2bNtXV1X2s1r0rwOFw1dXVJSUlBgYGn32RLqKpqWn9+vWgzIogSGtr64wZM0xNTdesWRMTE3Ps2LG1a9fu27fvW5shgwwyyPAV8VNEa/h8/pw5cx4/fjx8+PCnT5+y2eyQkBBvb++zZ8++e/fu8OHDgwcPBv744cOHNzY2wrdwONzFixevXLkyf/58PB5//fr16OjotWvXBgYGmpmZmZubs1gsFRUVXV3dqVOnWlhYGBsbGxgY7Ny5s0d/a6+ChoaGhobGl+xk+/n5xcTE/Prrr9LAw7Vr1wYNGhQeHv7kyZMtW7YcO3aMw+Hw+XwHB4eRI0cuXLiQwWB8jFIvMzMzOzv7l19++eCnoaGh8fHxXl5eXxLkEIlEGhoa3eDTIAiCYZi3t7e1tTUkuNBotBkzZuTm5rJYLKgxlqpEySDDzwOo6r9//35PGyLDZ+KncGukOHDgwKVLl4KDg6dOndrhI09Pz6CgoISEBCCjaw+ockpMTEQQRCKRFBQUtLS0DBkyREFBITY2trW1NS8vr6SkZObMmXQ6/dy5c+03qmT4Emhra2tqakZERHzhdZ49eyZ1NfB4PIPB4HA4CIJgGNba2nru3Ll3797xeLwNGzaMHz9+y5Yt8On7ePnypamp6Qfjc3FxcRs3bpw2bdqsWbNaW1sLCgpqa2u/0OxvDTqdvm3btuHDh0urzKZNm6aqqrpq1arLly9bWVnNnz+/Zy2UQYbuB2Tafi0uIhm6Hz+RW8NgMDZv3jxr1qwbN260z2+HnN89e/bcvHnTwcHh7NmzHb4IvTwtLQ35X9HyH3/8cfDgQSqVWlRUFBkZicPhLCws/vzzzx07dmRnZ4N2pgxfjoKCgvT09C+vLtHT05PuZBEIBAi6IP/TBq+oqGhpaREKhWVlZSdOnDh27Fh9ff0HrxMWFmZiYiInJ/f+RzExMYWFhVeuXDl69Gh9fb2VldXy5cs/w1Q8Hl9cXJySkvIZ3/082NjYSHmWf/31VxqNlpGRER8fX1FRsXTp0m4zQ4YfFHQ6XUlJ6UvqoWSQ4evip3Br8Hh8bW3tX3/9RSAQhg0b9uDBg0uXLjGZTDwez+fzzczMEAQRi8X19fUVFRWf5Fjj8XhHjhxBEAQYLMDRsbKyamlpiYyMpNFowcHB3fO7ej1MTExcXFy+PHHV2dk5Li4OmIUnT56MIMihQ4eSkpL27t3r7Oz8xx9/2NvbGxgYYBjWSdVVRUVFVFQUSDG8jylTpsTGxt66dcvb2xuHw23ZskWah/ufAO5X1+mAvxxZWVmlpaUNDQ08Hi8/P7+8vPzly5fp6elAV91tZsjwg0JRUVFPT6/bxA1kkOGT+ClShnE43MuXL+/cuYMgyOjRo+Hgtm3bqFTqo0ePTpw4gSCIr6+vSCRqaGjo169fJ5fKzMysqakBrUQpKBTK9evXHz9+zGazfXx8viRjVIavDg6Hs2fPnubm5qioqOnTp48fPz48PDwkJOTq1atcLnfGjBlkMtnIyCg0NNTf3//169e2trbvS1qKxeLTp0+LxeLAwMAP3kVKaRMfH6+oqLhixYrOGSC/H5ibm9fV1TEYDF9f33Pnzvn7+8+dOxc+8vX17VnbZPj+wefz3+fqlUGGHsRP4daIRCJXV9fjx49LtzOEQqGPj4+tra2Ojk5UVBSCIGPHjnVxcZFIJCNHjuzwdWtr68OHD3t5eSEIQqPR/v33X5jA+vfvf/jw4T59+nC5XAqFsmXLFhKJZG9v/xNScn3PwDDMzMysubkZnFEMwzZu3Ghra3vp0qWxY8cuW7YMQZDdu3fX1tYymUxzc/P169e/75EIBIKIiAhIsO38dhoaGnJycm/evPHz8/sMaz09PZEvozj7r3Bzczt27BhQNTo7O799+/b58+coiqqpqY0YMaLbzJDhB4VQKBSLxYWFhTwe779yZsogw7dAL5+AQQaluLjYxMRkwYIFHT4FrtgXL154e3u7uLjMmTPngxfR0dGRbiiYmZnBphV8Ha6gra3N4/EWLVokc2i+Q5BIpKtXr7Y/Ympqunr16tWrV0uPGBoavnjxovOLxMTEdOV2Y8eOHTt27GdZiiAIYmZm1kGM7FtD2o0BJiYmoAsmgwxdgZycnKqqqp6eXq/xaUAe8ofOFtLS0lJWVv5pdwZ7+TQMpXq1tbWdjNQrV65cuXLll9zlzJkzfD5f5tPI8I0gFotBFbm9Wi+GYfLy8iAnjsPheDwekUhsbW0FTm0QD+LxeCiKEolEPp9PJBKpVGpXbged+UvogroOZ2dnDw+P/yT4JUM3QCwWNzc3d+JegxouiUQyNDTU0tLKy8tjsVhUKpXL5XbYkIKBUSwW19XVcTgcfX19EFeXk5MTi8VCoZBIJHK5XKFQSKPRUBTlcrkcDodMJvP5fBqNJpFIuqgl8v/au+/4KKr1cfxTdze76Zvee08ICSGU0KsivYl0KygWvHgRxIJw0SuCXhVBwUsVEamGFoRAqKEkkJDey6ZterLJ1pn5/XG+d3/5pBFDyJLJ83758hV2Z2efnd2ZeebMOefpqeaisLCwoKCgLhZIMSC1Wo2qqbd6nCRJkUiE6pgaJDCD4/mZWCKR2Nrampub5+TktPsdEwSRlJQUFRWFnlUoFG2TdPQUx3FGRkYuLi4tn9JoNHK5HM1UXV9fj4o2q9VqdF5xc3PrPNdJT0/fsWNHYGCgTCYbOXLko0ePUJ3bLn46VIHZ09Pz0aNHnb8KFc6dOHFiy06gaKjzpUuXcBwPCAgYMWLE3r17nZyclEplSUnJ9OnTBw0aVFlZ2bLOX7srT05ODg0NdXd318egUqkYhqmqqkLHOI7jzM3NFQoFunrgOE4ikTx2eu/q6mqCIEQiURdv28fFxRkbG7u5ue3fv7+wsLAHyxvpfxI2NjYURRkZGbEsGxQUdOrUKRsbGwsLi+zs7LZvp9VqIyMjhw8f3rbjLUmSJ06cqKurc3Z2Tk9PR69lGObFF1+USqUsy5aUlBQWFqrVaoqiMjMz//jjj3v37mEYJpPJ0MIsyxobG8+ZM0cmk0kkEqlUmpaW5uHhERcXR1FUfn6+ubm5tbV1Tk4OjuN+fn45OTmurq6oLnfnHxZVRZVKpaampk/1sMiyrIWFhYODA03TN2/eXLt2basNhYraoEqHQUFBAQEB7u7utbW1V65cwXG87VeM9tAFCxaIRKJ2I6dp+sqVK6ig9MmTJ6dMmZKXlxceHu7r61tXV/fYq3O0u6EphdRqtVarNTY25jju5s2bSUlJTk5Oly5d6vwErNVqURVr9F4cx6HfNvo/qtqor6T72K0nkUhefvnlkpKSkydPCoVCVNcT7WJtP4tOpwsICBg7duzFixdDQkJiYmKWL19+7dq19PR0tDAq7YkWJghCoVCcOXMGVRRvNwBUiB4VqkQViMLCwmxsbHJyclp+L6igNEVRJSUlqLClUCjU6XS2trZTp06tr6+vrKx0d3dPTk4uKysbP368SCRKTEy8d+9eUFBQQUHByJEjGYZBmdBjt0l6enqP5CIcx9XW1l64cOHq1attvwuGYVB3tNra2k5Sf47jmpqaBg8ePHHixNzcXIqijI2N//rrLz8/P61We/XqVf1PhWEYT09PVMxnxowZHh4eaMOmpqaGhIS0DIAgiD/++KO0tNTZ2VkkEp05c+bu3bttTzE4jiuVSlQB98m3Rl/E8wreiYmJUVFRHU1Doufj49PU1ERRVGlpKarm3e5mMTc3HzJkiP4pHMcbGxvT09MHDx5MEERxcTFFUeXl5XV1dUqlkiTJUaNGdXJDgSTJ5ORkmUz2hJ+x6x6boLREkqSrq2teXl5X1kzT9MiRI9HphKKoqqoqhmHS09MbGhrQAi4uLuXl5frqx1KpdPDgwZ2cSEQiUXp6ulqtnjFjxunTp4ODgzuqnIwQBHHr1i21Wm1hYVFWVtaVmLvOxMSE4ziFQmFjY1NZWfn0dhmapl1cXHJzc5/S+vsWBwcHnU5nYmJibW1dUFDw9EaHubq6lpSUPDbhwzDMxMRk9OjROI7X1taqVConJyc0/rGLrf2enp5yuTwkJMTZ2VmlUr300ksJCQlKpTI3N7e4uNjNzU2hUJSUlHQxoURzASiVSnNz89LSUjs7u7q6Ojs7O5ZlUXLccmGCIKqrq9v+tHAcDwkJ0Wq1JSUlvr6++leRJJmfny+Xyzt6d29v75qaGicnJwsLi5SUlCepg8ZLYrE4ICAgNTX1sWefp8TU1DQ7OxvdUOtveJ7WHDt27LXXXpsyZUpHaTVBEJWVlenp6ba2tvHx8W5ubk5OTo2NjWFhYegwp9PpZs6c6eXlxXFccXHxwYMHW64KVQZWKpV+fn6BgYGenp4EQSQnJ/v5+UkkkkuXLt28ebOTCziapvUJtf7S7e/CcTw7O7tlY0m7rl27JhQKs7OzPT09Q0ND5XK5m5sbqgUhFovRNSIKgCCIhoaGc+fOMQyzfPlylUqlUCiGDx8+duzYdkf84jhOUdSFCxc0Go1IJAoKCioqKgoICBCJRARBPHjwYMCAASzLEgSB1k9RVG5u7uHDhzu6mGBZdv78+W5ubizLrl+/fujQoebm5p1vSex/Jb5ZljUyMvL393/48OET3kbRarXh4eFjx45F26ehocHOzk6f1nTx++po/2r3tTRNX7169dNPP92zZ4+np6f+RNvRG3Ech5rKHrsXUxSVmpp67tw5iqJomvbx8SkuLl6+fHlWVpatra1CoUhISJgxY4ZOp3v48GFoaChFUWfPnk1LS2v3O2JZNjQ0NDU1VaPRhIaGZmRkTJs27a+//qqrq/u725ym6bNnz9rY2AwaNEin02m12hEjRqDbUk5OTiitsbCwkMlkJSUlaOWdb/bON4X+igX9gf6P7ol0JVqO49DAH5lMhlJtVNNbv7ZW76VUKg8cOIDusERFRS1btuz7779fvHhxRxVX6uvraZru4r1CDMPy8vJ0Op2FhUWrtKbd4h61tbVZWVmoQUi/HQiC0Kc1+l6DSEFBgVwub/cLZVnWw8Ojvr7ezs5OIpHMnDnT0dHxjTfe6PGbiRRFnTp1KiwsrCtjyFFjeVFR0cCBAx8+fBgXF/fyyy933lMNx/HDhw9XVFRgGIYmjqdpOioqavny5Z999pmZmRn6pDExMbNmzfr1119RE3JHa2MYxtHRcf78+QzDSCSSgICAlJSUlveJWv782l3DY3fkrhxzhEJhXFzcmjVrioqKIK3hoR07dhw5cuT69eudLKPRaBobG0UiEbo3bGRkpNPp9CWE+gSFQoFuS3eyTFVVFWpbNjY2NjMzU6vVYrFYLpdLpdK2x3SdTldeXo7juJ2dnVKpfOzKnxKFQjF06NCff/5ZX4eL9zZv3vzLL7/k5+cbOpBeUl1dHRoa+uGHH3Zvmh/wLJgxY0ZUVNSaNWsMHUjPOHPmzOzZs2UyWd8tHrJ9+/YPP/xQJpP1z7SG5/feSJLMyMjovCuZQCCQSqUYhkkkkl4MrSd1ZYoUNBeLvpAnuiLs6EdPUZS+74sB51+pr6+Xy+XV1dWGCgA8bYWFhTKZDCbm7tMYhrlx4wZv0ho0EWVVVVXfTWv6+WDGfjHLMMIwDMMw+tYphmHS0tIKCgqeZJ0qlWrZsmWnTp1q+9Trr78eHx//JCsHcrlcLpenpqY++ap+/vnnkJCQiIiI8PBwVKvyo48+mjNnzvHjx3/99deTJ0/qS5y26/Lly4mJiZ0skJaWlpOT8+Rx9jKVSjV9+nT9/HtKpXL58uVRUVFDhgzZvXu3YWMDwCAIguA47ty5c4YOpPt6s8vmM6hfpDVCofDs2bOurq6enp762UdWr14dFhY2bdo0VKy4e0pLS/fv3//111+36m94586d3bt3X7x48Yni7vdCQ0MHDhzYIxNINDc3R0ZGDhkyxN3d/fvvv9+1a1d4eHh1dfUXX3xx7ty5WbNmLV68uJNeyatXr96yZUvbx+vr67/77ru33norNDQ0JibmyePsZcePH//zzz9jY2NRYb/8/Pz9+/ffvHnz7t27mzdvRn0OAOhX0AFn/Pjxhg6k+/pWJ4oe1y/SGpZlvby8GhsbCwsL9Tm4XC63t7evrKxEPdFKSko2btzY0NCg0+nWrl2LGloUCsXq1atTUlIwDNu7d++xY8dQn9kjR4688cYbb7zxRlpa2oYNG0aMGEFRlFwu37hx488//4xhGJplBPVHiY2N7ZH2hn4Ix3EzM7OgoKAnX9V77723e/fu77//PjQ0FMOwysrKWbNmxcTE3Lx589tvv3V0dLx9+3ZjY2O7r83Jyamurv7Xv/7V9imBQHDw4ME9e/ag+WOePM7eVFpaumXLlvDw8NLSUjR87OLFi56enj///PPVq1dtbGx27txp6BgBMIw+PZcdv7vMPlYfOxB3D8MwXl5eqHOJvjYyy7IFBQVBQUESiWTdunUjRoz47LPPxo0bl5mZeeDAga+++grDMJVKtXPnTplMduDAgVdeeWXu3LkTJkxobm6+fv36zz///PPPPy9cuHDXrl0VFRVarTYqKuqzzz5btWrVpEmTcnJyCIKgaXr37t3jxo375ZdfDPjx+zS1Wp2ent6DK7xx40ZkZOTSpUsxDBMIBEKhcP/+/SUlJb/88gvqYtWWTCYrLy9vd3yKkZHRgQMHvv322x6MsNfY2toePHhwwoQJarUaDdB1dXWtqqoKDw8PDAykKKoXConb29ubmZn16VMI4Bl0Odqn51nQz6zRP/WLtAbNMFZeXj579uybN29u27btxo0bSUlJFhYWjx490mg0tra2w4YNW7NmTU1NzbRp06qrq9FQlJycHLVazTDMjh07BAKBv79/XFzcypUr0S/eycnphx9+qKqqoijq4MGDZWVlr7zyipWV1cWLFx0cHIYOHRofH3/gwAEXF5cVK1YYehv0SXV1dYWFhU/Y/6mlmJiYixcv+vn56adV1Gg058+fR/PodPSqffv2TZo0ydnZud1n/f39e7BrIY7jDMN0ZQ6VJ0eSZFhYWGBgoJeXV1hYGIZhUVFR1tbWo0aN8vX1jY+PF4lETzsGGxsbBwcHSGvAswM1dbQa7t63uLu7GzoEQ+oXaQ2akFur1aKZMDIyMg4fPuzi4uLn56fT6TiOs7KyQnNYkSRZUVHx9ddfZ2dnr1q1KjY21srKKiAgAM2oERwcjGaxtLe3Hz58eGpq6syZM319fXU6nVwud3Bw2LNnT3Jy8nfffRcaGormkbtx48aePXt8fHwMvQ36JHNz867MV9F1586d4zhu2LBh+kf27NkTGxu7atUqe3v7dl/S0NBw69at1atX91QMnaMoqri4+P79+73zdhiGZWVl5eTkpKWlYRhmaWkZExPz3XffrVy5UiQS9UK2oZ9E/2m/EQBdhFprHj16ZOhAuo8gCK1W2/koBx7j+QBvNCNWRUVFUFCQpaVlYGDgN998g9pOTpw4cfny5YyMDIqi9u/ff+nSJY7jTExM1Gr1okWL7t2799tvvzU3N3/55Zfu7u5qtVoqlUokkiNHjqBB4z///LOpqWlNTU1DQwOaaK6pqenhw4eJiYl37twZOHDggQMHzM3N6+rqsrOzg4KCOjprgl5z6dKlY8eOjRgx4qWXXtI/iJrlJk6c2NGrysvLKyoqHlvqoafodDoXF5dOmo56HDqIo4nUVqxYcfr06Y0bN3p4ePRyxU3Qd9E0fefOndra2nanAexzWJYVCASdHBOefWinTkpKmjx5sqFjMQCepzUURTU1NcXHx0ulUjSsY/ny5Vu2bCkpKXFyckpMTERj+dBUqmjPRH8HBgYeOnTI2Nj4+eefxzBszZo1r7322smTJ+Pi4jiOGzx48NWrV2UyGcMwqK+lj49PSUnJwIED0ftaWVk9evRo8+bNzc3Nb731Vl5e3tdff22wrQAwDMOwM2fOlJaW7tq1Sz8Tz6VLl77++usNGza0bL9p5dixY35+fr1Z944giN7sfdxyMsZXXnklOjr6zTffxDDM3NwcjYQHoHMkSZaWltbX1/MjrUEFki9evLh48WJDx9JN6ILEzc3N0IEYBs/TGp1OJxaLhw0bVlNTM2TIEJIkBQLByJEjPT09IyIiwsLCLC0tUc+YVatWyeXyzZs3b9++XaVSffjhhzExMQKBAN2kXLZs2ZAhQ5YsWeLl5bVp06by8vL09HShUGhtbf3rr79evXp15syZiYmJmzdvrq+v37lzp1Qqffvtt6VSqVgsXr58OT/29r7u9ddfd3JyGj16tP4R1AWqVfnSVmbNmqWfw7AjAQEBkyZN8vX1ffIgaZouKCi4du3ayJEjn3xtXfH222+/9NJLqDlqyJAhDx8+bGpqwjDMyMioozn+AeAx1NTRp2c3YFmWpukxY8YYOhDD4HlaQxBEc3NzcnLy+PHjr169in6vv/zyC0pmt2/fjm7qW1lZ7d+/H8MwoVA4ffp0IyMjDMPOnDlDkqS+Jo6fn19cXByq4uTm5nb79m00NGbevHkzZ87EMGzgwIFHjhxhGAZ1tNSfC728vHr/g4O2AgICAgICWj2CykF38io/Pz8/P7/Hrjk6OrpH6uWiMhEKheLJV9VFFhYWLdNuOzu7XntrpKMBaACA7jEzM5NIJP22yxrP0xqO4wiCQP1a9PUTBAJBqz9aPqsvodC2lgJKdzAMI0lSP9yXoij9+Yym6c7LMYJnTSdVNf6WnvrePT09Q0JCerNvjcEtWrQoLi7O0FH0GIZhrl69iprueq1LlmFpNJohQ4a4uroaOpD/Q61WX79+3cHBQS6XW1paymQygiDQ0BBU4RjDMGtr64iIiFYvdHNzQ50T1Gq1SqVqamqysrISCARXr151dXXtyiCj7tUt/luvunbtWnR09ODBgw8cOODn58eybF5enlKpRGsIDQ1VqVR//fVX372P9iR4nta88MILH3300U8//RQSEqLT6SiKOnnyZFZW1sSJE0tLS0mStLS0TEtLW7x48WN7R+p0ulGjRnl4eHAcV1NTEx0d7enpWVlZqVAoWv4WdTrdsGHDKioqCgsLZ86ciYo/o6da/lFYWGhhYVFRUYFGnnt7e2s0mgkTJjy9/FogEOhn0SUIoqqqSq1W29ranjp1Sr8zoMkGSZJMTExcsWJFVlaWqalpaWmpSqXqZH/jOE4gEEydOtXIyKjtZkS9tktKSvz8/M6fP4+6Ijk7O0+cOFGn0xEE0bKiBTru6F8rFAp1Oh0axaZUKvWPo3rgrf6JBrVRFNWyWngnUNgoVdXpdDiOkySpVCq1Wi1N0yzLCoVCNK2ifnmxWIzSF5ZlVSpVZmbmzZs3WzXSkCSZnJzs6elpamrq4+MTEBBw9epVoVBYU1PT2NhoZGTk5OSECim3fBXLstbW1i+88IJCoVCpVNXV1WhjVlZWZmdncxxXXl7u7OyclZWFltfpdAMHDhw4cGDboeAMw6BtSJLklStXKioqxowZc+nSpeeee87GxuaxPzCapj/99NOmpqaZM2du2bKlvLy8i9Wtu45hGGdn5zlz5mg0GqFQ+NNPP0kkkq1bt169elWtVqMds+XyWq125MiRkZGRrQrIkyRZWFhIkiQa4ZicnIxmbnRycho5cuTx48e1Wi0q0N1uGBzHpaenL1q0yNLS8vLly88991x9fb2Dg8O1a9faxoBhGKrCHRgYiFaLfqscx3EcR9O0RqNZvXr1jRs3aJrOzc1FY/7RXFntQr9S7n+w/9vJqXMcx7U7BQDalSiK0mq1aKYAkiT1H5+m6Y76bKFlSJLUaDQoGJZlBw0alJGR8djRcCzLFhcXi8Xir7/+urm5+fDhw4/d9RiGcXBwmDdvnv6Hmp6e7ujoWFdX9/Dhw9raWgcHBz8/v7t3706YMMHc3BwVcjc3N8/Pz+9kK2m12uLi4mHDhn322WdoloT8/HxTU1OFQiEWi/VTuRgZGeE4jnZtY2Njd3f3lkctlmUbGhpYlv3666937NhBUZRarTYyMiJJMicnRyqVmpiYdD7/AsdxEokEzQyCjiokSbIsq9FoBAIBwzAURaFKPi2/HZIk0eGuk62nr/+DRqjI5XL0+JkzZ1oteeHCBQzDSktLO4mTx3hewVsulwcFBaHE/MmJxWI0PIRhGIVCQdO0/hTSEqoBrtVqjY2N9TshwzDGxsZoZ/P19W1sbESVsevr62tqauzt7evr61ueRB+r7Zkb/dz1R0n9IYxlWYqifHx80tLS9A/qj4ANDQ365a2srNA6cRy3sbGpq6ujaVqpVD720EYQhJOTU0dHHIZhmpubzczMSkpKUAqFNo6xsXF1dbWNjY2xsTHHcSzL1tXVSaXSlllOcnKysbGxWCwuLy/XBy+VSvX1LymKMjExqa6u9vb2pmm6qKjIzMystrZWn6t1RKfTeXt7oynSCwsLhUKhg4PDpUuXiouLXV1dq6urw8PDL1y4oP9QOp1u7Nix6MKotrb29OnTarW6ZbLVCo7jaLq/5uZmdI5hWRbHcXQKbLs8SZJoOzQ0NEgkEpqm0S8NLYySrZYvRCtvtf+yLOvq6mphYYHOmqmpqTRNu7i4FBQUKJVKiqL0P5JOwkZna61W2yqN6HHu7u6lpaVoEFaPkEqltbW1HMc5Ojqi7vxCodDCwqLdz4t+h01NTb6+vhUVFei0amFhUVVVhb6yti9Rq9XoizAxMamqqrKysjIxMSEIorCw0N3dva6uDr0ROjJgGFZSUtLRKdDExKSxsRHd1JZIJFqttrGxsYtXNQKBwM7OrtWH0ul0wcHBZmZmcXFxU6dOVavVAQEBDx8+DAoKQifXkydPlpSUtN1JWZYNDg6mKCo9Pf3FF19E+TRFURcvXkQDRTuJRKvVjhkzJj09PTU11crKCmV4XfkI6Aem/yfK8DAMI0kS/T71Z/26ujocx83NzY2MjFpdQ7YlFApVKlVtbS1qoUcXOWiF+qMHeiMcx1Fygy609CwtLWmarqioMDc3Nzc3Ly0tFYvFaLIDNPR15syZ3t7enWQ2DMP4+vqiY51SqUxNTX3w4IGnp+eUKVPOnj3r6el5+/btgICAAQMGpKSkBAcHo93N3NycIIgtW7Z0dBTlOC4oKMjX19fW1pZhGIFA8OjRI9QvouViWq127NixERER69evX7t27fr16zv/IniJ52nNL7/88uqrrw4bNqxHhpbo2xXQYUL/d6vF0I7EsmxgYGBubm5zc7NOpxs3btwLL7zQ1NSkUqkmTZrEMIxMJvPy8kJXGF5eXhUVFVeuXOlinDRNX7169fbt2/rftE6nCwoKKikpcXd3R2u7f/++SqXS6XSTJ08uLi5+9OhRyxsuKGx0/OI4jiTJ119/fc6cOfrPhT5Fux+wo43TybP6IwvadMXFxaWlpXZ2drm5uWhHZVmWYZiioiJPT0/9wV0oFI4ePfr99993d3dPTk5GR1gcxz08PHJyctA6jYyMbGxs8vLyxo0bJxaL79696+DgUFhYWFdX1/nGJEny4MGDRkZGRUVFkydPvnXrllQqlclkTU1NQ4YMGT169O3btyMjI/U5X2Nj4+7du1HDFY7jQqFQP2SJYZigoKCioqK6ujofHx8/P7/g4ODk5OQ///yTIAh0nNJvxlZNTXoosVOr1Tk5OYGBgS0PvgjaRBMnTrS0tHz06NGUKVPapkcMw0RGRrq6ujIMQxDErVu3AgICpFJpVVXV2bNn8/LyBgwYkJCQMHDgwI52fJIkXV1dCYKIj4+/ceNGaGioTCbT6XShoaE2NjY4jmdkZEilUqlUqv+aaJpOSko6f/5821Max3HBwcFqtbqystLJySkjI6Pl+QBdvCYlJXl6erZs1+wGdFKfP3/+p59+am9vv27dOhsbm3/84x/vvvvukCFD2v1xkiQpk8nu3r07adIkdC7Pz8+3s7PT32tuhaKoe/fuZWVlGRsb29jY5OTkeHt729nZEQRx+/btcePGWVpatsxLOI67fPkymgCi7do8PT2zs7PNzc3FYrGbm1tDQwOa/FO/0zU3N+fl5YWEhLQKnmVZKyur0aNHt82B0P6FEgLsf22f+ndHzZntfjS0DOpnqn+w3Wu2tmianjp1KkmSp06d6vE8mCTJ+Ph4oVDo6enZtldAu8snJibW1NSMGzfuscGTJFlWVnb9+vWWly5RUVEHDhzYsGFDfHx8ZGTkhQsXHBwcHB0dNRqNsbHxlStXXnjhhb91NkGbER0HUPsN+merbwfruBFOD72q5ZGk3R82TdOXL1+eO3fu2bNnUV+9/obnac2uXbs+/vhjmUzWU10oQC8bM2bM6tWrp02bZuhAeolMJps/f/7169f7XIWpbhs2bNi4ceM2bdr05KvqXp8G8ITmzJlz6dKlrKwsGxsbQ8fSA6Kjo+fMmSOTydrOHt5XfmDPPffc5cuXZTIZP76Rv6u/HDpBH0UQhImJyZOvBw1a1kNddp58tTzQ2NjY6i5tZWWlXC7vzQueW7du9ch6+sQph39wHP+799CfZZ38ivrKD2zWrFmGDsGQeJ7WEARRW1urL1qm1Wo3btz46quvFhYW9uC71NfXX7lyZeHChZ9++mmfnu3gGUQQxBPO+pObm7t06dJhw4Z9++23DQ0NSqXy/v37y5YtGzNmzNmzZ9H3pVAo4uPjly9ffvjw4bS0tHb7viCVlZUHDhxo27599uzZ2bNnL1y4cOHChYsXL16/fn2fOMqfO3duyJAhXl5eW7ZsqaysZFk2Ojraw8NjwIABPVthtBMMw/Tp+jsAPGtu375t6BAMiedpDcuy5ubm+iF5GRkZn3322S+//JKcnNzRS65cuYIO6C0HKWAdl3o/c+ZMWFjYyy+/XFNT85///MfX13fbtm09/TlAN8lksqlTp969e9fDw2PNmjVz5syJj4+PiIiIj4+3sLCYNWvW22+/jWHYmjVrhg4dmp+fv3r16gEDBnQyguCdd97ZvHlz216uTU1NZWVlqLuxVqs9cuTIs397Nykpafr06ajfzEcffbR9+3aZTDZt2rSBAwf6+/sPHjz47Nmzho4RAPC3PXaqLX7j+QBvDMNwHNd3U3jw4IGrq6urq+uGDRumTJlCEERpaem2bdtqa2sHDRr0wgsvrFixIiYmRiwWL126NCsrC40fOXToUGlp6ffffz9nzhyRSLRo0SJTU1O0QplMtmDBAgsLi927d0+aNOnWrVt79+51d3fPzc09efIkGtcXFBQUFRV18OBBdPkulUoXLVrU44Nm+QrNHtHtl1+6dKmkpOTatWsVFRUWFhYMw6B7T3/++WdAQMCbb755+PBhmUwWFxc3aNCgS5cupaSkPP/88x01tNTW1sbFxS1YsKBtr9J58+bNmzcPBfz888/b2dl1pYdjW6gbY25ubi80YKAxJlu3bo2MjESp//379yMiIq5du9bY2BgSErJr164pU6Y87TAoikpJSemoJzUAvSwjI8PQITyppz2G8RnH/7SmpVOnTo0cOXLmzJkvvvjiuXPnXnjhhfj4+O3btzs4OFy9erWxsTEjIwMNh46Oji4vL9fpdDY2Nk1NTV999ZVMJvvHP/5BkuSwYcNCQ0PRCtVqtUKhmD59+qRJk1JSUiwtLdFAjLVr1+7ZswcNaV6wYEFRUdHKlSsdHR2VSqWJicmCBQsgremipqamw4cPR0ZGdu/l6K7T0qVLS0pKRo4c+f777//4448WFhaoJ92oUaN+//335OTkjIyM+Ph4iqLQeJ9Dhw5t2bKl7dpycnIaGxvfeOONTt5x//79Fy5c2LdvX/cC7k3Dhg0rLy+3tLT84osvlEqltbW1fryoiYnJpEmTfvrpp19//XXhwoVPO5KWzaIAGJajo6NOp2toaGjbZbivSEhIMHQIhtSPLo+Sk5PPnj2blZW1d+9eDMOmTp2akpKC5mhauXLlrl27Fi5ceP/+fRcXlx9//LGwsDAkJGT69OllZWVoRofbt2/HxMQ4Ojq2LVpJEIRSqfzwww/ffPNNZ2fnH3/8ccuWLdu2bfv2228jIyNlMpmVlZWdnZ25ufnYsWNfffVVyGm6juO4J+nbe+jQIa1WO2jQoOjo6NjY2MOHDzc0NISGhqJ50jw9Pe3s7A4ePIi1mEIajbJud22nT5/28vLqfJpRNJNNYGBg9wJmGMbe3t7T07N7L/9baJq2tLTcvHnzp59++uqrr77//vstp+FZsmQJhmG9cGRHY7NhpwDPiLFjx5qYmBw7dszQgXTfK6+8YugQDKkfpTXnz5/XaDR37tyJjo5GfULr6+uXLVv27bff5uTkvP/++xs3brS0tDQyMkpNTcX+V8cVvZZhGCMjo4kTJ9rZ2Z09e7axsRE9bm5u7ujomJKSkp2dfebMmdjY2FGjRrEse//+/S1btly5csXW1vbWrVsikeidd96JiooqKSnZunVrfn6+oTZCfzNnzhwLC4vvvvtuyJAha9ascXZ2joiIuHLlCpqtPysrq7y8fP78+RiGpaSkYBhWXV1dV1fX7p1phmHi4uLkcnltbW1Hb7d3795//etfr776qoeHx1P7TD2moqLixx9//PHHHz/++OPdu3djGObn51daWnr//n0Mwx4+fIg2Vy9E8tj5HgHoNdbW1p6eni1r4vY5fWXE1lPSL25CoenMT58+PXHixFGjRqF5Qvfu3bt169Y333zT19f3u+++O3DgwPfff49hGEEQ6MakQCCIi4tDk5CKxeL33nvvk08+ycvLGzRokLGxMVqzVCp97733Pvjgg0mTJr322msUReXk5Ny7dw/HcbFY7OPjo9PphELhiRMnjh079tlnn1VXV9++fTshIQHqX/YOd3f3pqamTz75RCAQ7N69OzAw8ODBg7t37163bt3kyZN/+eWXQYMG+fv7i0SiN954IzExUS6Xl5WVTZgwoe2qsrKybty4cerUqY6mgqiurv78889LSkpeeeWVxxb97ghJkqWlpdnZ2T1SD7xz33777ZdffmlmZqZSqdauXWtpaTlhwoR//OMfr7/+uo2NTUxMzLx583qh+LxQKDx58uTXX39tZmb2tN8LgK547Mx44FnG87SGJMmqqqqkpKSioqLbt2/v2rVL3zGiuLj4999/X7du3S+//BIWFtbQ0DBgwAAMw0Qi0YEDB+7du5eZmUnTtFardXV1Xb9+/a5du0JCQjAMW7NmTctceOnSpVevXk1ISEDziZmbm/v7+0dGRn711Vdvv/22k5OTUCgMDAx8+PDhe++9h2HY0KFDe+cKGGAYNnPmzF27dm3btk2pVE6ePHn9+vXOzs5xcXGff/75vn37zMzM1q5d6+vr++eff/773/+Ojo4mCOKLL76wtbVtu6rY2Njg4OBhw4Z19F41NTUSieTll18ODg7udsAorcnJyXnaaY1KpcrJyQkJCUFzEGdkZGg0mpdeeunQoUMajUYul5MkiYaJPW0sy7q4uHQ0ty8AvY+iKEiy+zCO1/bs2YNh2JEjRxQKxV9//VVaWqp/qqamJjU1leO4xsbGv/766+LFizKZjOO4hISEv/7668KFC+fOndu1a5e+ml1FRcX06dPXrl2LCt21UlxcfOjQoXfffTc/P1//yOzZs69du7Zx48b4+HiWZVetWrVhwwb9CkFXREZGvv7664aOguM4rrm5GU1S91RVVFQIBIJly5Y97Td6dowcOVIsFldXVxs6ENBNc+bMwTBMf+jjAVdX13/961+GjqL7zp8/j2HYvXv3DB2IYfC8tYbjOAzDUDE5VNRQz8LCAjWwGxsbt3wqLCys3VXZ2NicOnWqozdycnJCU7G1fAR1OhsxYgR6BN3kAn2UkZFRr7UolJSU9M4bPQt0Ol1AQECPzCUNAMAwbNSoUWFhYd2bY4IHeJ7W6HQ6qVT6/PPPt32qtra2vr7ewcFBIBD0fmA9qK6uztjYmKKovLw8VIgRwzCKos6fP+/j4+Ph4YH6Y7q7u4tEIqVSWVhY6OrqWlRUZGRkhOO4VCotKiriWgyv5TgO1ZbryrvX1taamZk9vRlHSJJEo5b6ELlcLpfLLSwsHB0dWz7OcVx9fb1OpysvL3d3dy8vL9d/XxzHicVi/RirVim4TqfLzs52dXVVq9UlJSVWVlZVVVW2trZdGaak0+kUCoW5uXnbp8rLy2/dunXx4sVWJSpZljUzM3vppZdQGdSWTxEE8fvvvzc1NaGD5tmzZ9Ey8+bNs7Oz62LPX3TXSZ/HBAQE0DStVqvlcjlFURRFVVRUSKXSmpoa/Zt6enp2XkpaqVSyLNtXjuOVlZX//e9/CwsL9eO/GIaxtbWdP3++/kosJSXl7NmzU6dODQkJiY2NrampycvL089HotVqhw8fPmbMmJYzlKAilyzLFhYW4jiuUqk0Go2pqWlycnJDQ8M777yj36SdIEkyNze3sLBw9uzZYrG4sbHR3t6+sLBQIBDQNF1eXt5yZ2dZ1tPTs5Pdv76+vr6+niRJ9BuTy+UCgUAsFhsbG7f7m3wWFBUVaTSampqa27dvHzx4EH1HHMeJRKKFCxeiqqjtvhAV8cUwzNnZmWGYR48ejRs3TqVSkSSJCsujnR3VHEU7DipXmZaWFh4efufOnaFDh9rY2BgZGZWVlXEcp1AorKys0Gs5jjMxMTE3Ny8qKkJlMtEA26amJoIg9FdcjY2NCoUiKSkpLy8vKyvL39+/tzbbM4TnpS4zMzNHjx4dEhJC0zT6ZaCyzziOFxQUlJWVBQcHm5qadrQRWJbtncpBWq123rx5EokkISGBJEm1Wt3Y2FhSUhIeHp6UlKQPj2XZ0NDQ9PT05ubmSZMmocrkR44cSUtLMzExuXbtmkKh6OgtRowYYWlpWVlZefv27SFDhty9e9fc3JwgCA8Pj/v377c6IUkkklGjRrXsQsT9r6C0vm4AKitdUFDg6OjYtnRzF+l0uo4qFTAM4+npmZSUJBQKTUxMuj7BFBowHBAQ8OjRI4Zh6uvr5XJ52yMvwzCLFy92d3dv2TeQJMmMjAx0uPH392dZtqqqau/evTNnzrx79y6aj7GTXYam6eTk5O3btxcXFzs4OISHh+s3LFpncXGxUqnMz88PDQ3Nyclp+X2ZmppGRERotdobN26Eh4fb2trqdDq1Wk1RFMMwV65cGThwYFNTU2ZmppubW0FBgbu7u6enZ9tMgqZpfe1ldG5rbGx0dXVFJ379YgRBJCUlVVVVdXGr9qyBAwc6OjoyDMNxXEJCgkgkIghCpVLRNC0QCPLy8pycnGQyGVqYoqiRI0d2suUJgqiurmZZ1tbWtuUGx/5XOr7tS1CFc/SmFEWxLKvT6WiaRnsfWkYgELQqsNz1mSF1Ol1gYKCPjw9FUadPn2655UmSTEtL62Qm67afLjw8XCwWo9vf+pUUFRUVFRW1XMzJyamoqCg4OLi8vLyyshL1hU9KSgoKCmJZViAQJCYmdvFNpVKpm5ubWq1uaGgICgq6deuWiYmJWCzOzMxsteTs2bNlMtmdO3dGjx5N07ROp0MzoKLtWV5eXlFRgeM4GmaRm5srFAotLS3NzMycnJxa/npRQvaE5yNUJftvvWTu3LkXLlyor69H3zVBEA8ePOhK/vdYBEF4eXk1NDR4eXndunVL/xuws7MzNjbOy8ujKMrS0tLKyqq0tFShUPj5+clkMicnJwsLi9TUVIZhamtrXV1dZTIZ+lDW1taOjo4PHz5E63F2dvb396+oqBCLxWKxmOM4gUBQUVFRUlIil8sxDPvyyy/Xrl375B+kz+F5WqNQKHx8fMrKytAZmiAIfcqM9iIMw9Cxtd2XGxkZTZ06VSAQPO2tRJJkeXn5xYsXQ0NDxWKxg4NDcXGxj49P29pDGIbhOK7RaM6ePYuu9dGejJpY9Jf+JiYmQ4YMiYmJ8fT0lMvlTU1NKpUKzTQoFAo1Go1AIEAr1+l0rdqrcBxXq9Wt0gj9mgmCQH+jaWHR9uz28cjGxmbSpEntfkytVjtt2rQffvgBlTsICAjo+tiE6OhoHx8fa2trpVKp1Wo9PDzavgVBEJcuXSovL285YwpBEG5ubugUolKpRCKRhYWFg4ODSCRSKBRnz55FR+1O3hpdh6HO5vqMTf+SF154QSAQNDQ0ODo6Ll68WCqVosBIkpTJZPv37/f29t62bdvcuXPff//9ioqKffv2+fr6olcdPHjQyspqypQpKLC4uDj97Hl6Op0OTchUUFBAkiS6xFy6dKmRkdGRI0dKS0tbfliapjtpAunoC9X/Elp+rr/17VMU9ddff+Xl5eE47u/vn5GRER4erlarpVKph4eHTqdDmRwKFf3aT5w40dzc3MmWR+ck9O2g32S7cSKoClVpaWlzc/OMGTPS09OlUqmLi8vw4cM9PDwOHTqE47hOp5sxY4aXlxf61REE0dTUdPDgQbVa3fXRsy1jaKmjLa9fUqfT+fv7V1VVVVZWzps3b+LEiW2XRycwfeKF47iVlVV5ebmHh0ddXV1NTY2bm5tIJMrNzUW///Ly8qampq4Ez3Gcra3tw4cP4+PjX3zxxVOnTnl4ePj7+2u12lZhsCzr7e29fPnyhISEX3/99dq1a4mJiZaWlk5OTklJST4+PgEBAYGBgYmJiQMGDNA3UZAkGR0dnZycrP/1MgwzYMCA7OxsfftlN9A07efnl5SU9Lcaj9smvjRNnz9/fuzYscbGxvqn0FExOjpapVIJBIIpU6agTEL/rFKpLCsr8/LyQikI2qPPnTs3bNiwBQsWxMXFrV279qeffrKzs3vjjTdQwkeSpImJiampaU1NjVKpdHd3z8rK0ul0LMuiLUMQhH5HQFubYRj0FE3T8fHxMTExIpFo1qxZ586dE4vF6ALezc3N1NR09uzZW7ZsQVOf9zc8T2tu3LgxY8aMkydPZmVlWVlZDR8+PCkpCU2VxrJsRkZGaGhobGxsWlpaq90Vnb/nzp3bayOxNRpNVVWVqakpSZJCoVClUonF4o4W5jgOFSbsaAGSJM3MzKqrq8VisUajYVn21KlTaOiyr69v5/kBRVG3bt16+PChfpvodLpBgwaxLJuQkDB37lx0V+js2bPDhw8vKyvz9PSMjo6urq7+W0cTlmVNTU0XLFjQ+Z2U4cOHh4aG/vDDD3/rYFdZWSkWiwUCAUr4OuoTU1NT0/YsZWRkhBICdEChKEokEuE4zjBMVVVVF/cXiqJSU1MVCgWah9rHx8fKysrExEQqleI4rtVqRSJRuy+Uy+XOzs4nTpzohaoFBlRXV6dUKgmCEAgEUVFRK1asWLFiBcMw7W6Wx/7aEZZlL1y4MGDAgIyMDC8vLwsLC6lUmpOTY2pqqk8f9SsUi8VqtRrdJrh7966fn5++Igr4u2bOnJmRkZGQkNDJIasPYRhm5MiRR48ebXUTGbXdonY+KyurVhNIomk8Wx5q1Gp1dXW1ubk5ulcgEAiam5vRrf+n/RFYlh0xYsTvv//u5OT0tN/rWdTdvsZ9w86dO62srFQqlaEDAd2E6mwbOoreg0ZCvfnmm4YOpJcqQ+m3AAA05ElEQVQolUovL6+VK1caOhDQfTwbCaXT6YYNG4YGxvZRCQkJtra2qINOP9SPZhkGfVFzc/Pp06cNHUVv64U6l88IhmEee18PAPC3ODs7W1tb99vJu3me1ohEos4HUADwDOo/M5zm5uYWFBTATgqeHTiOKxQKVE2lj5JKpZ0MheE9nqc1U6ZMcXFx6T8nCcAP/WdYpoODQ3++rATPIIIg6uvr+3kR7D6N52kNRVFPb0oVAJ6SlgN3+c3Kysrb2zsmJqa5udnQsQAA+ABO+QA8c/pV+yLDMBEREfwYRNM/6Uv/8oZAIDh69OhjB98ZlkKhqKysNHQUzyJIawAAhkSSZHZ2dtenWwTPGhcXF0OH0MNwHK+trX3G05ri4uIff/yxo+lM+zOepzUEQTQ3N1dXVxs6EAD+huzsbEOH0Hs4jrO0tOz2RNXA4NLS0gwdQn/k7++/YcOGvl7852ngeVpjZmbm7+//119/GToQAP6GjIwMQ4fQeyQSSU5ODvSt6buCg4MNHUI/1WpKQIDwPK3RarWpqal37twxdCAAgPb5+Pigqp+GDgR00zNbtLI/Y1m2314q8DytQSWT+NejDQDeSE5OtrS0hLb0vuv69euGDgH8HwRByOXyEydOGDoQw+D5LFgqlSo/P3/gwIGGDgSAv6FfzUrg7OwcGBho8GuPVkWjnnzi45Y1FDsqJN5qef1i6A99GKiabMtV6Wt5tgst8P8mkicI7H+FabsSdsuYu7I8hmHz588/duxYFxfuHfrPjv7o+gv1XwHHcaiCb8uXEwTBsmxXvk2sxReqr3ja9neFgiwpKYmPjw8LC3N3d0dfNMdxhYWFHh4eNTU1Wq3W1tYWve+1a9dUKtX48ePv3r3r7+9vbm7etl+z/jeTm5vb9Q/OJzxPa4yNjV988cU9e/YsXrzY0LH0ATqdTq1Woyq7IpGooaEBzZMmFArVanUnL0QVOjEM4zhOo9Gg5TmOU6vVZmZmGo1GoVDo92eSJDspK8gwjL6A7dPWMjAzMzO1Wq1UKg01kT9FURRF1dXVcRw3Y8YMpVLZyX0ZHMdpmmYYBtWabrUerM0QcYqiTExMWj6CBlBoNBqGYYyMjNRqNUEQqHowx3FisbijYpwYhqEqlVqtVqfTiUQifel4PYZhVCqVWq0+duxYq03KsqyZmdn06dPRg0ZGRpMnT96zZ09DQ0NJSUlsbOy4ceNSUlIYhkH1xjmOEwgEM2bMMDIy6uhcQpJkaWnpuXPnZs+e3e6BvtWmU6lURUVFfn5++mkASZJcunTpo0ePaJomCEIsFjc2Nj7JL4FhGE9Pz8bGxsrKSo7jfH19Kysra2trO8ottFrtxIkTQ0NDU1JSKIoSCAQKheLWrVshISEURfn6+h46dEitVrMsGxwcnJmZ6ebm9vzzz7edCIAkyYqKClTE99GjR3fv3l20aJFQKIyJiXnhhRe8vLw6r+NNkmRRUREqUr1hw4aioqLY2FhU5xWdYhsaGlq9lqKovLw8iqJKS0tjYmIGDx6ck5MTFBR06dIlnU7n4eFRWlqqUChMTExsbGxycnJwHEf1pdFxpuV6Ll68SBDE+PHjtVotx3HHjh0LCAgIDQ3tfL4DHMcbGxurqqpcXV2zsrIGDBiwd+9ed3f3Xbt2vf7663FxcSdPntRPY63/0arVaq1WS9O0UCjU6XQoEpT86XS60tJSDMNQVWCUyqBq25MnTz5+/LiXl1d1dXVNTU0nmaJOp/P09Jw5c+aDBw+8vb0lEsnt27fj4uJCQkJsbGwwDCsrK2NZtra2tr6+vqmpqaKiwsrKyszMTJ9UNTQ0mJubq1QqlmVRtXAcx4uLixmGcXFxKS8vl0qlQqGwo50iPz+fZVn0GTvZerzE8wreGIatXLny8uXL58+ff8K5QHAcT05ODgoKUiqVhw8f1mg0nV8t0TS9ZMmSa9eusSzr4OBQWVkpkUgePXr00ksvmZmZ5eXlZWVlpaeno2xAo9FMmTLFz8+v3SBRmk/TdGpqakZGRnZ2tkQiWbp0qUAgwHFcX7ye4ziGYSiKajtWFh2sO/+AFEUlJiYePXo0KCjo4sWLw4cPP3XqVGVlJUmSfn5+aWlp7X5eFNgHH3wgk8n0JwxfX9/MzEydTpeWljZv3rzs7Oy4uDh0ZGFZ1sLCYtq0aW1XxbKsvb19fX19Zmamu7s7RVEeHh6fffaZk5PTgQMHKIrCcbyhoeG3337TarXoUEuSJCoqpF+JTqfz9fWdOXMmx3EFBQWZmZkWFhZxcXGzZ89WKpUikaioqCgxMRFtE5lMdvnyZYqidDrdunXrbt++HRsb2/JuCDr3CwQCjUZDEMTTm+OfZVk7OzuCIGQyWWNjYydlftGPQSwWOzg41NfX0zRdUlKi7zmI1oPjOMoJ0IMMw9jb2z/33HP68z1BENnZ2SRJFhQUVFdXh4WF5eTkiEQiuVze1NSEJpLp6HRCUdS9e/eMjY2Li4srKysDAgL8/f3FYrFOp3vuuedSUlIKCgpqa2sfPHigVqvbnVcQlZdHXx+O46jIuYmJCcdxTU1NJiYmTU1NKGy0PI7jxsbGqBh7R9vEwcGhoaGhsbERrVN/buhoeYZhaJpuuZGVSiXaPhRFOTk5FRQUtPvaPsrKykooFEokEpVK1fmczqiFg6Ioe3v7pqamwsJCExMTlmUlEolGo2n3J0GSZG1trbGxcVlZmb+/P/rSUWrr5eVVU1MjEolQAoGuIliWra+vb/vtoN2NpmmJREJRFMMwCoWCJMnHNpCglhWSJHU6HU3TaG/VarXoEf1iOI47OjqGh4efP39+/Pjxzz333PHjx2/cuGFvb0/TtE6nCwwMzM/PHz9+/IMHD0pLS+3t7efNm5ecnOzh4RETE1NQUIAOdyiex2a9LMvqsyK0ldBn0TfIYf9r0SEIgqZprVbbMiNHBze0gP5x9KPVaDRo+3SyTXAc9/DwOH/+fD+sTMLztCYxMTEqKkqpVPbUCj09Pevq6np8xPjAgQNLSkrkcnm7z0okEolEIpfLIyIi0ClWp9Pl5uZGRESUlZXJ5XJnZ+eCggKxWOzq6pqenh4eHt6q4fTBgwdVVVWdx2BkZGRqalpRUTFkyBCZTCaTyXryE3bN22+/HRsbm5qaimGYnZ3dyJEjjx492tHCNjY2crnc2traw8Oj5Qk7IyOjvr4e/dPR0dHIyKi4uHjo0KEEQaSnp5uZmaFLIoVC8diBqYMGDSII4u7du+Hh4dXV1b1wqhMIBEOGDGl5IGtJq9VOmjTJ1tb24MGD+gNrq4QVvbDtg63mt0BJD0oCdDodSosJgkDr1Ol0nVwGoOtskiTRpS3DMI8ePWJZ1sjIyNbW1szMDMdxlIa2vVLEcby5ufnu3bt2dnbomhh9aicnp5qamrq6OpFINGTIkPv375ubm/v5+WEYVlBQ0NzcPGrUqHnz5rW7WRiGGTx4sEgkio+Pv3z58oMHDwIDA01NTUeMGNHRdDgURZWVlR06dEh/g2DOnDkqlSowMJBhGJRytVyepun4+PgrV660+kQMwzg6OkZFRaWkpJSVlYWEhISFhREEkZSUlJaW1jLj7AjHcXPnzr106VLnV//dg9q6Fi5cOHbsWCcnJ3Sa7OJr0TdbVlaG9q+WJ+NWcByPj4+nKKqoqGjo0KHp6eksy5qYmFRUVIwfP76iosLFxQVlS+hH29TUdOnSpbbBoI+v0+lQXyt/f/99+/bdu3dv1KhRNTU1bm5uqNGi3WjRyT4rK8vR0fHKlSvz589PTk52dXXNyckZOHAgQRA5OTnZ2dnffPONQCC4efNmcHCwqakpy7LvvvvuRx99ZGdnp0+eWqZQ+rD/7s2sZ0S/up2tx/O0hmGY1NTUHp/p67GHBnQNeurUqZkzZ1IU9d///jcyMrKoqCg8PNze3h5dLelXwnGcRCIRCoU//vhjeXl5y+OgTqcLDg6eM2dOWVlZVVXVCy+8oL/FkJOT4+fnV11dXVtba2NjU15eLhKJbG1tCwsLfXx8WsWTk5PTSQM4ikEkEkkkkurq6pCQkMrKyrKyst7fJViWZVkWfUaO49C1F4ZhJEmePHkSzUVbWVnp5+en1WptbGwqKyutrKxazQaWnZ1dV1eHLpJsbW0FAkF1dXVgYCCGYejS09LSEsOw5ubm9PT0zr/KwMBAHMdTUlICAgLq6+uLi4uf6jZB14KBgYF9btwmOpOJRCJra+tO7jAiarU6PT1dKpXK5XJ0whAIBLa2tvX19fX19SKRKCgoKCMjQyKRODs7Yxgml8t1Op2Dg0OvfBQAQN/G87QGAAAAAP1Hf2yhAgAAAAAvQVoDAAAAAJ6AtAYAAAAAPAFpDQAAAAB4AtIaAAAAAPAEpDUAAAAA4AlIawAAAADAE5DWAAAAAIAnIK0BAAAAAE9AWgMAAAAAnoC0BgAAAAA8AWkNAAAAAHgC0hoAAAAA8ASkNQAAAADgCUhrAAAAAMATkNYAAAAAgCcgrQEAAAAAT0BaAwAAAACegLQGAAAAADwBaQ0AAAAAeALSGgAAAADwBKQ1AAAAAOAJSGsAAAAAwBOQ1gAAAACAJyCtAQAAAABPQFoDAAAAAJ6AtAYAAAAAPAFpDQAAAAB4AtIaAAAAAPAEpDUAAAAA4AlIawAAAADAE5DWAAAAAIAnIK0BAAAAAE9AWgMAAAAAnoC0BgAAAAA8AWkNAAAAAHgC0hoAAAAA8ASkNQAAAADgCUhrAAAAAMATkNYAAAAAgCcgrQEAAAAAT1CGDgAAAAAAz5baTbUYhll8bKH/W//PZxy01oBnVFFRkVqtNnQUAADQ3/WJbEYP5zjO0DEA0I6amhpTU1OKggZFAAB4ulq1x+j/qX+w5SP6LKfdV7Vc2CD5ELTWgGeUpaUl5DQAAPC0tb3fpE9HLD62aJmatFymo1e1WkPvg7QGAAAAAN3Rql0HQTmNoTIbuBoGAAAAQPtqN9V2kqA8g91uoLUGAAAA6L86uv2EddAY02oB9F/LhTt5VS+ALsMAAABA/1JcXEzTNI7jtra2ho6lh0FaAwAAAPBZt5tPnsF7TI8FfWsAAAAAnkMJSkNDw8aNG7dv3z58+PBFixYNGDDg8OHDd+7cGTJkSGlpaUFBwejRo5ubm69evVpXV5e6MtXQUXcHpDUAAABAv1BRUfHNN98IhcIDBw54eHikpKR8//33SUlJoaGhgwYN2rdvX1BQEIZhtbW1zz//vKGD7SboMgwAAAD0FxzHjRw50sPDA8MwX19fDMOsrKyMjY2DgoJQToNhmIWFxZIlSzAMS0lJMWCo3QNpDQAAANAvEASBYZiNjQ36J03TGIYxDKPVanU6XcslPT099cv3LX0vYgAAAAB0g6en57x5844cOZKZmYkeUalUW7duxXE8NjZ27969xcXF1dXVMTExq1evxjAsICDAoPF2B/StAQAAAPqLnTt3uru7z5o1y9/fn2EYpVIZFxf3008/DR8+fOzYsS+//LK9vX1zc3NYWJihI+0mGOANAAAA8FmrmYJZlk1ISMjOzt64ceNLL700Z86cwMBADMOKioqKioo4jhMKheHh4Q1bGvriAG9IawAAAAA+66gAQkNDg6mp6d991TMO+tYAAAAA/VEnOU3fBWkNAAAAAHgC0hoAAAAA8ASMhAIAAAD4T6lUbt682dTU9OWXX7a2tm71LMuyeXl5Go3GwsLC3t7eIBH2CGitAQAAAPivubn5559//vDDDyMiIjIyMlo9q9PpFi5cOHHixMjIyIsXL/bd4USQ1gAAAAA8x7Jseno6RVG2trbW1tYff/wxwzAtFxAIBB999NH69etHjBgxadKkjRs3GirUJwRpDQAAAMBzBEFERUUNHz7c29t73759t27d8vf3T0tLa7nMgAEDHj58uGfPnq+++mrTpk2GCvUJQVoDAAAA8J9SqUxKSmJZNjAwMD4+HsfxZcuWxcbG6hdwdXXduHGjSqWaNWuWra2tAUN9EpDWAAAAAPxnZGQ0ceJEjUaDYZizs3NMTIxGo1m+fPm5c+f0y9jb21tYWBAE4eXlZbhInwikNQAAAAD/cRyXkpJCkiT6p5ubW3x8fERExJQpU9566638/Pza2tqamprKysrY2NgRI0YYNtpug7QGAAAA4D+FQpGZmUlR///ELkKhcM+ePb///vvRo0d9fX0dHBycnJxcXFxWrlzp7u5uwFCfBMxbAwAAAPCfiYnJ+vXrWw7txnH88uXLfn5+6enpO3bs8PT03Ldvn0KhePnll1999dXaTbUGjLbboNQleBbl5ORYWlpaWloaOhAAAOjzule0EkpdAtBjVCpVqzkVAAAAgMeCm1DgWRQUFGToEAAAAPQ90FoDAHi2VFZW7tu3r7Gx0dCBAAD6HkhrAADPlqampoSEBJVKZehAAOCV+vr6b7/99osvvigvL2/7bE1NzbZt27Zs2ZKdnd37sfUguAkFAHi2uLm5ff/994aOAgC+Wbly5W+//YZhWENDwxdffNHqWYVCcfbs2StXruzevXvjxo1LliwxRIw9AFprAAAAAJ6Ty+XXrl3DMGzDhg13795dt25dqwUcHR2fe+65n376ydjYeOnSpT/88IMhwuwBkNYAAAAAPGdkZPTbb78JhUKRSPTHH38cO3Zs9+7dLRcgSfKDDz54/fXXDx06FBERARW8AQAAAPCMMjExCQoKkkgkgwYNsrS0/OGHH+rq6hQKhUKhaLXkgAED9uzZU1VVZZA4nxykNQAAAAD/VVRUYBjW0NCAYdikSZNWrlx58eLFUaNGFRUVtVry0aNHBoivh0BaAwAAAPCfVqutq6vT98c3NjYePXo0TdOzZs1qbm5Wq9Usy3Icl5eXt2PHDm9vb8NG220wEgoAAADgP61Wy7Jsy0csLS3PnDnz5ZdfjhkzprKycuTIkWlpaXV1dTKZ7OTJk9hdQ0X6RCCtAQAAAPgvKCho//79rWrtWVlZffXVV42NjefPn6+urq6urh4zZszs2bMHDx5cexdKXQIAAADgGQOlLgEAAAAA+h5IawAAAADAE5DWAAAAAIAnoMswAAAA0I+o1WqapjUaDUmSOp0OwzCdTicQCCiKIknS0NE9KUhrAAAAgH6B47iEhITXXnstNDT0/PnzPj4+6enpGIbZ2NiYmZk5OTm98cYbgwYNMjMzM3Sk3Qc3oQAAAAD+q6+v37hxY0RERH5+fkZGxpYtW4YPH25ra2tlZfXDDz88//zzsbGxq1atCggI+Pnnnw0dbPfBAG8AAACAz2o31WZOyFy2bBlN0ytWrJg8ebKnp2erZViWTUxMrK+v37Fjx5kzZx4+fGh/3L4vDvCGm1AAAAAAzzU0NGRmZnp7e69YsaLdDjQEQQQHB7Msa21tffLkyatXry7AFvR+nE8O0hoAAACA5wYOHGhra4s6CHdEKBRiGObm5mZpadmqzEIfAn1rAAAAAJ4jCMLJyamhoaGysrLzJf/973/X1NQ4OTn1TmA9DlprAAAAAJ6TSqXHjh0LDw+fMmXKqlWrJk6cKJFIWnaupSgqKSmpoKDgp59+euONN2bMmFH7qE/WhIK0BgAAAOA/Nze3e/fuffXVV2vWrPHw8KBpumVaQxBEZWWlWq0OCgr6/PPPDRjnE4KRUAAAAACftSxaybKsVqttt5MNQRAYhlEURdM01mdLXUJrDQAAANBfEAQhFApR72Begi7DAAAAAOAJSGsAAAAAwBOQ1gAAAACAJ6BvDQAAANBfNDc3nzhxorq6muM4kUh069YtU1PTQYMGxcfH19TUfPLJJ0FBQYaO8YlAWgMAAADwHMdxjY2Nd+/e3blz561bt3Q63YABA9LS0lQq1eeff15RUfHTTz+5u7vv27fP0dFx2rRpbYtG9RWQ1gAAAAA8xzDMiy++GBcXt2TJkrKyMq1WSxAEqpBAkiSO4xEREcOHD09ISBg+fPjRo0fj4uIMHXI3Qd8aAAAAgOdu3rx5/vx5BweHH374AcMwmqZJkqRpmqZpgiBwHB87dqxQKLS3t4+KikpJScnPzzd0yN0EaQ0AAADAc9u3b8cwDMfxzhdzd3f/+uuvtVptZmZmr8TV8yCtAQAAAHjOyMgIw7CgoCCSJDtZrKioaM2aNQzDODo69lZoPQz61gAAAAA8t2PHDoZh7ty5c/LkSZqmdTpdWFiYi4sLy7Icx+E4ThBEVlbW8ePHb9y4sWHDhvDw8NpzUOoSAAAAAM8eqVR66NCh999/f86cOainsKWlpUQiYVnWxMSkqakJwzCFQlFbWztnzpxNmzYZOt7ug7QGAAAA4D+hULhjx45x48bl5+eTJKnT6ViWZVnW398/Ly+vubl52LBhYrHYz8/P0JE+EUhrAAAAgP5i1qxZhg7h6YIuwwAAAADgCUhrAAAAAMATkNYAAAAAgCegbw0AoO9Bc4X5+voaOhAA+pjKysrXX3+9sLCQIAgMw1iWtbW1jYqKOn78OE3TM2bMWLFihYWFhaHD7D5IawAAfQzLsm+++eZ//vMfQwcCQB/zxx9/vPPOO42NjfPmzTM2NkYjvTEMKykpGTt2bFhYmFqtdnFxmTp16n//+1/DhtptkNYAAPoeoVDYpy8oAeh9ly5dWrBggYuLy507d1xcXNpdJjExMSoqKj4+/sCBA3Oxub0cYY+AvjWgt8nl8oKCAkNHAfowgiB2795taWlp6EAA6Eu+/vprhmFcXV07ymkwDAsLC9u/f7+xsfHx48d7M7YeBK01oLfZ2NgYOgTQ5/XdgjUAGEpZWRmGYXPmzOl8saysrEePHunvT/U50FoDAAAA8N+IESMwDLtw4ULni8lkMqwLtb6fWdBaAwAAAPDfggULbt68eefOnSVLlixatMjMzAzDsJSUFD8/v+Dg4OTkZIqiOI5buXIlhmELFy7EtIaOuFtwjuMMHQMAAAAAnpbaTbUWH1tgGFZXVzds2LD09PSWzxobGzs6OqJJE4KCgry9vUeOHPnee+/pX9W3QGsNAAAA0C9IJJILFy7k5OSQJJmUlDRr1qw7d+7gOE6SZEhICMdxNE07OzsbOswnAmkNAAAA0C/QNO3i4oJGQo0aNQrDMCcnJ0MH1cOgyzAAAAAAeALSGgAAAADwBNyEAgAAAPoLpVJZUlKC4zjHccbGxnZ2doaOqIdBaw0AAADQLzAMs2fPHm9vbx8fH29v74EDB37xxRcPHz40dFw9CdIaAAAAgP+USuUPP/zw/vvvUxRlZmY2ceLEioqK9evXR0ZGzpgx49ixYwqFwtAx9gBIawAAAACee/DgQXBw8K5du7Kzs/Py8lJSUmJiYt58800zM7NTp05du3Zt7ty5b731lqHD7AGQ1gAAAAA8t379+tzc3H/+859ubm7Ozs4ODg4Yhk2fPl0oFEokkpiYGBsbm99+++3zzz83dKRPCtIaAAAAgOc0Gg2O45GRkS0fnDBhws6dOy9duhQREXHkyBE7O7vNmzefOXPGUEH2CEhrAAAAAJ779NNPHR0dT5w40erxBw8eNDc3Yxg2ZsyYuLg4a2vr9evX19XVGSDEHgIDvAEAAACeGzly5LVr18aMGYPj+Pz58xmGEQgEW7Zs2bdv37Vr19AyJiYmVlZWycnJn3322bfffmvQeLsPWmsAAAAA/nN3d58xY8aGDRu8vb39/Pw8PDzi4uLWrFkzdOhQtICVldXOnTsxDPvtt98aGhoMGmz3QWsNAAAA0C988MEHlpaW3t7ep06deuGFF+bOnSsSiVouYGNj8/vvv3McZ2pqWovVGirOJ4FzHGfoGAAAAADwtNRuqrX42KJ3XmVwcBMKAAAAADwBaQ0AAAAAeALSGgAAAKC/a2ho2LdvX1NTk6EDeVKQ1gAAAAA8Fx0drVKpOlngs88+W758+bRp0959993KyspeC6zHQVoDAAAA8Nx//vOfiRMn/vnnn4mJie0usGrVqnPnzo0dOxaNhOrl8HoQDPAGzxytVovjOEXBjxMAAHqGWCy+fPny9evXxWLxBx98MGXKlIiIiJYLeHh4eHh4SCSSkydPmpubGyjMHgCtNeCZk5ycnJqaaugoAACAP/bv3//NN9/4+fmZmpp+8cUX48aN++abb9ouRtN0QkKCTCbr/Qh7ClwQg2dOaGgojuOGjgIAAPjDwsLivffee/vttysrK2UyWUJCwrZt265evWpsbLxq1Sr9RMM8AGkNeOaQJGnoEAAAgIdIkrSzs7Ozsxs0aJC/v396evrBgwcnTpzo4uLy5ZdfTp061dAB9gBIawAAAIB+Z+TIkSNGjFi0aNGZM2eOHj06Z84cHx+fYcOG4TjedwtCYdC3BgAAAOifcByXSCTz58//448/fv/9d3t7+59//tnExKRPpzVQEwoAAADgs9pN3Sxa2RdrQkFaAwAAAACegJtQAAAAAOAJSGsAAAAAwBOQ1gAAAACAJyCtAQAAAABPQFoDAAAAAJ6AtAbDMEyr1SqVSkNHAQAAAIAnAmkNhmFYYWHhnTt3DB0FAAAAAJ4IzFsDAAAAAJ6A1hoAAAAA8ASkNQAAAADgCUhrAAAAAMATkNYAAAAAgCcgrQEAAAAAT0BaAwAAAACegLQGAAAAADzBn7RGqVSmpqYaOgoAAAAAGAxMxwcAAAAAnuBPaw0AAAAA+jlIawAAAADAE5DWAAAAAIAnIK0BAAAAAE9AWgMAAAAAnoC0BgAAAAA8QRk6AAAAAKBLajfVYhhm8bGF/m/9P/tJAOCxoLUGAABA32PwZKIrAdRuqtVnP+hv/T//1jKg66C1BgAAwLOoVXNIy3M/1iKraPefrV5l8bFFNxpXeiQA9EgX37RlnKB7YJZhAAAAz5xW6UirHKWjZTp5lf7xLmYY3QhAryvZSavYOnlh25zsSXI13oObUAAAAHil3ZQCnfh75/TfSQBYBwnNY9fWNq9qlWMBBNIaAAAAfUznOYHFxxboP0MFoI/hyd+o7b2tts9CZtMSpDUAAACeOe02SDy2nUO/gL7jbasOMb0TgD6Glk89NhV7bDxPO1fjB+hbAwAAAPSAdnu6tOrZ03L5tklSN5aBRKcVSGsAAAAYQO8M+enkrN/FANquQavV5uTkmJqaOjo6PlFw4CmAAd4AAAAMo2ha0fTp011cXK5fv45hmJOT07lz54KDg59wtdevX3/jjTfy8/NL15d2vmRHSc+6deu+/PJLDMNqPq/RP9gyDbLD7DAMq8Vad9p92rkatM08FqQ1AAAADEOpVDo6Ou7atYthmHPnzn3xxRdRUVG//fbb888/r9VqMQyjaVq/MMMwSqVSJBLpdDocx4VCIXpcpVKRJKlfcs+ePR9++GFjY6NIJOpeVGq1+vz585aWlqdPn8au/J+n7kXemzRp0siRIzds2PDll1/Gxsa2zHsQy08sp02bFhwc/N1336EwEhISAgIC1Go1x3Eto9LpdCRJ4jje8uUajYZhGCMjI/0jWq1WrVaLRKLGLxq794n6FegyDAAAwDAOHjxIUVRAQEBwcPDatWu9vb1xHPfw8Lh58+Zzzz03adKk69evsyyLYVhjY+M//vEPa2vrFStWLFy4cPz48RqNJjMz8/333w8PD588efK9e/cwDFOpVEeOHJk+fbpUKnVwcHhsABzHlZeX79mzZ82aNY8ePULrXLt2bWlpqUgkunTpUqvl161bN2LEiOjo6AkTJixfvrzddYrF4j179mzevLm2tnbVqlUqlUqhUDQ2Ni5dunTAgAHJyclNTU0YhpWWlr7yyiurV6++c+dOWVkZ+pilpaXTpk3z9/e/fft2Y2MjhmFJSUkzZsywtLT85z//+WQbu7+AtAYAAIBhaLXaxMTEuXPnzpo1a86cOampqTNnzjxy5MiyZcuUSqVarZ4yZcrWrVs1Gs2QIUOio6MdHBzu3bsXExNDkiRFUf/4xz+uX78ulUrLysqmTJmyf/9+kUh0/vz5X3755eWXX2YY5rEB/Prrr25ubqtXr87KygoJCZk7dy6GYX/99VdlZaVYLHZ3d2+1/BdffHHo0KFPPvlk4cKFb7/99syZM9uukyRJ1CRz8uTJ6OjogICA0tJSGxsbPz+/TZs2jRkzZu/evRzHTZgw4cCBA//5z3+GDBkyePBgtVqdmpoaHBxcWVk5bdq0RYsWbdu2ra6ubvz48fX19R988MHu3bt7YpPzH6Q1jyeXy6dNmxYUFDRp0qTbt2+3evbo0aMjRoyoqKjofCUJCQnPPffcggULsrKy0CO3b9/esGHDkSNHjh8/rlar4+Pj//jjD4VCgWEYx3HHjh1DlwLffffd1atXMQzLzc3duHEjwzAcx6Wmpj548KBtd+/q6mq0cHNz8++//15cXKzRaFQqFboOaEun02k0mr+5PQAAoGfgOM4wjEqlUqvVDQ0Nb7/99pYtWz766KOzZ8+uWbPmgw8+8Pb2/uGHH9LT03Nycv773/8+ePAgKSkpMjLS3d29rKzs7NmzFEV9+OGHW7ZsqaysjI+Px/5334ogunR2+/LLL42MjOLi4g4ePHjy5MkzZ84UFxdfu3bNy8vLyspq6dKlrZafOHGilZXVsWPHDh8+XFdXl5ub23adjY2No0aNioiIWLx4cWFh4YgRI4YNG7Zr166ZM2eePHmypqaGpuk1a9akpaWdPn36/v3706dPVygUDQ0N69evr6+vf+uttyZOnGhjY3Ps2LHMzMyqqioTE5Np06b99ttvGIYplcon3eh8B31rHu/hw4fR0dHvvvsuRVEzZsz46KOP3nnnHQzDGIaZN2/eiRMnhEKhRqNhWbampsbKyqrtGr777rutW7eia5Hg4OAzZ844OjrOmTNHKBRaWFjk5OSsW7fuwYMHR48eXbJkyf79+2NjY+fOnRsYGFhQUPCvf/3ru+++wzDs3r17u3btGjVq1BtvvMFxHMdxkZGRBw4cQHuvXC7/6KOPTp48qVKpHjx44Ojo+PnnnwsEAisrK4VCsW3btmHDhmEYptVqOY4TCAQYhtXW1s6cOZOm6QsXLjQ0NKhUKjs7u1Z3eQEA4KkSCoXffvutp6en/pG6uroFCxYkJiaGhYWlpqYKBAJ0Lm9qajI1NcUwjGGY7OzshIQEgiCam5vnz5/v4OBgY2PT7uG3c1qtdsSIEWFhYRiGDRo0iCAIlmUtLCw6ut6Ty+XW1tbff/99fHy8WCz+7LPPsDntLGZnZ6fVanfu3Dl69Gh7e/ucnJzY2Nh169a5ubmhzjQlJSUYhoWEhLi5ub388svXrl0TCoX19fUMw6xatcrZ2dnX13f27NmhoaH79+8/evTo+PHjpVLpg1cetOxzA9oFrTWPV11djWFYU1NTWVlZY2Pj6NGjs7Ky7t27l5ubO3Xq1NWrVzMMIxAIzpw589JLL73zzjvovqlebW3tv/71r3feeeebb745d+7cgAEDqqqq3n33XVNT071797q7u69Zs2bZsmWoQeXy5cscxxUXF2MYRlFUVlZWTU3NiBEjMAzTarXjx49XqVRZWVlr1qw5ePCgTCa7desWhmE1NTUWFhZLly6VSqX+/v7e3t719fUqlWrVqlXe3t4bNmzw8/NDwezdu3fGjBkJCQk7d+6MioqKi4sbOnTorl27AgICZs+evWXLll7etgCA/gzHcWNj41YtEPv27cvOzt66dWtCQsKkSZOamppsbW3DwsL+/e9/5+fn//HHHw8ePCgoKLC2tsZx3NXVtaKi4tChQ19++aWzs7N+JXl5eRKJ5LEBeHp6qtVq1Ivl6NGjOp2OIAitVltXV9fuNZ6Tk9Mnn3wyYcKEf//731KptN110jS9Y8eOmJiYZcuWubm5CYXCJUuWpKSkJCQkxMbGLl26VKVSWVtbYxi2a9cuDMPc3d2dnZ0FAoFYLKZpOjk5+ejRo59//jlFUfn5+Q0NDdu2bbt+/Tq6gq2qqvob27dfgtaaxzt48CCGYSNHjjx79qxWq1UoFNOmTXNxcZk3b96qVat+//333377TSAQjBw5kuM4HMdbdt3HMCw2NlYul6MdLD8/Pzk5maIopVLp6+uLYdjChQtfffVVc3NziqIiIyOFQuF77713+vTpcePGlZeX4ziu0+lu3bo1Z84cmqbPnDmzZMmSWbNm/fHHH6WlpVVVVe+9956dnV1mZubRo0fDw8MrKirQ3lJVVTVx4sSzZ89WVlbu3Lnz9OnT06ZNwzDsxRdfzM7OHjRokKOj4/Hjx1977bX09PSkpKTAwMAXX3yxvLycZdkuNt4CAMCTk8lkhYWFQUFB+kdSUlI4jquurt64ceO1a9domjY1NR07duypU6d8fX1HjRrl4ODQ1NQkkUhcXFyio6PHjRuXkJCg1WpXrFihXwlBEJmZmY9996NHj3p6eg4YMGDChAn3798nCMLKyoplWZqmk5KSsrOzrbD/0wI0c+bMzZs3nz9/3tvb+8iRI+1mTlqt9tKlS6+99pr+kRUrVrz++uvfffddbm7uH3/8ERkZefDgwbq6uh07dty8eTM5OVmlUmVmZg4dOvT69esLFy5MSEhgGCYiImL48OFvv/02hmGurq6FhYUYhnWjRaq/gbTm8TiOoyhq0qRJ8+bNS0lJkcvlN27ccHJyQs/evXt3+PDhFhYWiYmJL730UlRU1JgxY9BdHmTSpElTpkz59NNPd+zYUVZWNmrUqKlTp5qams6bNy8xMdHc3LympkapVJaWloaGhgYGBr7zzjvPPfecRqPRaDRRUVEvvvjiwoULv/nmm6qqqmHDhqWkpNy9e9fU1PTEiRNKpXLr1q22trYsy/r4+Oh0OpFIlJycnJuba2FhER8fX1NTIxaLhUKhUCicNm2ak5PTW2+99euvvxoZGSkUin//+9/W1tao0bWgoODNN990cXFZvnw5TDAFAOgdRkZGOI63Sg42b97s4OCwffv2UaNGbdu2bceOHRqNxtzc/PDhw2q1evDgwePGjTMyMgoJCbl169b169eXLVsWGRm5bt268PBw/Uq2bt367rvvYuceEwBBEF999dWtW7eUSmVgYOAnn3wSGhqqVCqXLFkikUicnJxUmKrl8ps2bbpz546np6dYLF60aFFHR8tWF7eLFy/+9ttvt27dSlGUsbFxbm5uQUFBTU2Nl5dXSEjI+vXrX3311czMzI8//lir1W7fvp2maQ8Pj08//TQiImLlypW//PKLXC7v9nj1/gZmGX687du379q16+7du+Xl5TNmzDh+/HhgYKD+2WXLlonF4h9//BHDsA8//LC5uRl1hWmJYZi9e/d++OGHmzdvfu2110iS5DhOqVR+8MEHDQ0NgwYNWrhwYXFxsampqZOTU21trVgsrquru3r16uLFi9VqdV1dHZqnwdzcXCKR7N+/PysrKyoqKioqysTEpOUbRUdHW1hYDBs2jCCIpqamw4cPV1VVLVq0yMHB4fvvv8/MzFy/fv2BAwdeeukltVp948YNlUrl7+/v5ua2d+/eYcOGjRgxotUKAQDgKandVEu9RzU3N0ulUopqfY1dXV1tZGRE07RWq21oaPD399dqtebm5s3NzbW1ta+88sqePXvQklVVVRKJpN1OJ7WbantwluGOlm81HZ/6NbWZmVnLeDiOq6mp0Y/MomlaLBYHBwcTBPHpp5/++eefFy9eTElJsbe3R81UaN4a1JFIo9HU1taiO2L0TzRMx/dYkNY8HsdxOp2OpmmWZdEfLe+5ooSDJEkMw1iW5TgO/d3uSiiKavlahmFwHO+1mz5wgwkA8OzoPOdoZdOmTcePH8/NzfXx8cEwbN68eWvXru3Zt+gRXX/H77//fvPmzXK5HMOwcePG/fnnn2KxuKdW3p9BWgMAAMAADF4T6mn4W5lHWlra5s2bCYLYtm2bra1tz66834K0BgAAAOgZUBPK4CCtAQAAAABPQE8LAAAAAPAEpDUAAAAA4AlIawAAAADAE5DWAAAAAIAnIK0BAAAAAE9AWgMAAAAAnoC0BgAAAAA8AWkNAAAAAHgC0hoAAAAA8ASkNQAAAADgCUhrAAAAAMATkNYAAAAAgCcgrQEAAAAAT0BaAwAAAACegLQGAAAAADwBaQ0AAAAAeALSGgAAAADwBKQ1AAAAAOAJSGsAAAAAwBOQ1gAAAACAJyCtAQAAAABPQFoDAAAAAJ6AtOZvqKyszM/P1+l0hg4EAAAAAO2AtOZv+OGHHxYuXFhZWWnoQAAAAADQDpzjOEPHAAAAAADQA6C1BgAAAAA8AWkNAAAAAHgC0hoAAAAA8ASkNQAAAADgCUhrAAAAAMATkNYAAAAAgCcgrQEAAAAAT0BaAwAAAACegLQGAAAAADwBaQ0AAAAAeALSGgAAAADwBKQ1AAAAAOAJSGsAAAAAwBOQ1gAAAACAJyCtAQAAAABPQFoDAAAAAJ6AtAYAAAAAPAFpDQAAAAB4AtIaAAAAAPAE1fnTHMdptVoMw2iaxnG8V0ICAAAAAOiOx6Q1jY2NBw4c0Gg0U6ZMOXPmTHNzs0KhMDExGTVqlLW1tbGxcXl5uUKhcHR0fPToUVhYmJubW7vraW5ubm5u7npiZGZmRlGPiQ0AAAAAoCWc47jHLsQwjEKh0Gg0VVVVBEGwLGtkZGRsbCwQCNDj5ubmaWlpZmZmgYGB7a7h7t279+/fp2m6KzFxHDd79mypVNrFz9DQ0HD8+PGufBAMw1iWtbCwMDc3z8vLCwgIaGxsdHBwMDExyczMtLOzMzExOXHihFKpnDt3rkAgcHR0LCkpEYlEjo6OWq22sLAQwzBHR8eamhpzc3OZTCYSiaytrUmS1Gg0YrGYJMkuxgwAAACAHteltOYZxzBMVVVVFxcmSbKwsDA5OVmn0xkZGTEMIxAISJJUKpU0TVMUVV1dzbKsVCqlKGrMmDFXr161tLQcM2ZMU1PTuXPncBwfNWpUenq6t7d3bGysVCoNDQ0VCoUKhQLDsFOnTnUxDI7jJBJJcXGxVqt1d3dPTEy0tLTMz89ftmyZVCrNyMg4duzY888/b2VlpdVqL1265OjoaGlpuWrVqtTUVH9//9LSUpZlTU1Nzc3N0QpZli0pKRGLxVKptKKiQqVSubq6/q0vF24yAgAA6Ov4kNY8I1iW1Wg0XVwYx3GNRnPr1i2dTkeSpE6nw3GcZVmhUIj+UKvVAoEApRparZbjOAcHhwEDBjx48CAsLKywsJBlWXNzcysrK/275+XlGRsb29nZyWQyrVabn5+fmJjYxRYygUBQWFioVCrz8/Pd3NwsLCycnZ0XLVqUm5vbqgWO47gjR46oVKrly5e3XQ/DMPHx8YMHD271vmq1Gn1G9IlomtbpdCKRiGEYjUZjZGSEFtNoNBzHCYXCLm5GAAAAoCVIawCGYRjHcenp6Wq1GqUdqCnIy8ur7ZIsy6ampgoEAl9f33afzcnJ8fT0bHU/7s6dO4WFhTRNGxkZcRzn6+ubn58/bty4kpKSR48eTZ48GS328OFDrVYbERGB/nnz5k1HR0eGYTw9PTMzM93d3a9du0ZRlEwmmzx58uXLl4cMGaLVatuNE8MwuVx+7tw5ExOTWbNmlZaWGhkZWVpa6p9Vq9UYhvE7hVKpVARBCAQCQwcCAAC9BNIa8Oyqrq4WiUQYhkkkksbGRolEUlVVheO4Uqm0tbWVy+VSqZRlWWNj43Zfrlary8vLKYpydHRUKpUkSbY8wcvlcpZl7ezseunDGALqGdb1bmqgc3K5XKVSubi4GDoQAECHIK0BAIAuYRiG4zgYpAn+luLiYpIkHRwcur0GhUJRXFzs7+8vk8mUSqW3t/ffXUN9fT3DMCYmJlVVVfb29n/35UVFRc7Ozn2l/yXsnwAA0CUw1BF0g5OT0xMmBMbGxn5+fhiGURTVxe6SrRDE/5t6t3tJeffe1FCgtQYAAAAAPAHFEwAAAADAE5DWAAAAAIAnIK0BAAAAAE9AWgMAAAAAnoC0BgAAAAA8AWkNAAAAAHgC0hoAAAAA8ASkNQAAAADgCUhrAAAAAMATkNYAAAAAgCcgrQEAAAAAT0BaAwAAAACegLQGAAAAADwBaQ0AAAAAeALSGgAAAADwBKQ1AAAAAOAJSGsAAAAAwBOQ1gAAAACAJyCtAQAAAABPQFoDAAAAAJ74/wAeG4iWRh3nbgAAAABJRU5ErkJggg==\n" }, "metadata": {} } @@ -551,368 +3527,501 @@ }, { "cell_type": "markdown", + "source": [ + "### Custom OCR" + ], "metadata": { - "id": "w6J21gYSuHU1" - }, + "id": "mKZiZi6FoJcY" + } + }, + { + "cell_type": "markdown", "source": [ - "Let's create a list containing all unique labels, as well as dictionaries mapping integers to their label names and vice versa. This will be useful to convert the model's predictions to actual label names." - ] + "LayoutLMv2Processor is using by default pytesseract to extract boxes / words from the image\n", + "Next steps we will show how to use your own OCR engine\n", + "we test some alternatives:\n", + "* EasyOCR https://github.com/JaidedAI/EasyOCR\n", + "* Pytesseract using your own configs\n", + "* DocTR https://github.com/mindee/doctr\n", + " \n", + "\n", + "\n" + ], + "metadata": { + "id": "APUmci73UYoF" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### EASYOCR" + ], + "metadata": { + "id": "8JNTBw0QtCVR" + } }, { "cell_type": "code", + "source": [ + "!pip install easyocr" + ], "metadata": { "colab": { - "base_uri": "https://localhost:8080/" + "base_uri": "https://localhost:8080/", + "height": 644 }, - "id": "5kunp8uStlc4", - "outputId": "74ded025-2fee-4f69-e39c-24b3118b1edf" + "id": "tI7a8LeBp9j-", + "outputId": "7bd9250a-2b9f-42ab-d1a0-37588d8c01ed" }, - "source": [ - "labels = datasets['train'].features['ner_tags'].feature.names\n", - "print(labels)" - ], - "execution_count": 6, + "execution_count": 17, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "['O', 'B-HEADER', 'I-HEADER', 'B-QUESTION', 'I-QUESTION', 'B-ANSWER', 'I-ANSWER']\n" + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Collecting easyocr\n", + " Downloading easyocr-1.5.0-py3-none-any.whl (70.8 MB)\n", + "\u001b[K |████████████████████████████████| 70.8 MB 724 kB/s \n", + "\u001b[?25hRequirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (from easyocr) (1.8.0+cu101)\n", + "Collecting python-bidi\n", + " Downloading python_bidi-0.4.2-py2.py3-none-any.whl (30 kB)\n", + "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from easyocr) (9.0.0)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from easyocr) (1.4.1)\n", + "Collecting opencv-python-headless<=4.5.4.60\n", + " Downloading opencv_python_headless-4.5.4.60-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (47.6 MB)\n", + "\u001b[K |████████████████████████████████| 47.6 MB 1.4 MB/s \n", + "\u001b[?25hRequirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (from easyocr) (5.1)\n", + "Requirement already satisfied: torchvision>=0.5 in /usr/local/lib/python3.7/dist-packages (from easyocr) (0.9.0+cu101)\n", + "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from easyocr) (0.18.3)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from easyocr) (1.21.6)\n", + "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch->easyocr) (4.1.1)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from python-bidi->easyocr) (1.15.0)\n", + "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (1.3.0)\n", + "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (2.6.3)\n", + "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (2.4.1)\n", + "Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (3.2.2)\n", + "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (2021.11.2)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (1.4.3)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (2.8.2)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (3.0.9)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (0.11.0)\n", + "Installing collected packages: python-bidi, opencv-python-headless, easyocr\n", + "Successfully installed easyocr-1.5.0 opencv-python-headless-4.5.4.60 python-bidi-0.4.2\n" ] - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" }, - "id": "RlZIP7wjtnwp", - "outputId": "5ef9fd8f-8b4d-4bbb-c526-8de33fca9db7" - }, - "source": [ - "id2label = {v: k for v, k in enumerate(labels)}\n", - "label2id = {k: v for v, k in enumerate(labels)}\n", - "label2id" - ], - "execution_count": 7, - "outputs": [ { - "output_type": "execute_result", + "output_type": "display_data", "data": { - "text/plain": [ - "{'B-ANSWER': 5,\n", - " 'B-HEADER': 1,\n", - " 'B-QUESTION': 3,\n", - " 'I-ANSWER': 6,\n", - " 'I-HEADER': 2,\n", - " 'I-QUESTION': 4,\n", - " 'O': 0}" - ] + "application/vnd.colab-display-data+json": { + "pip_warning": { + "packages": [ + "cv2" + ] + } + } }, - "metadata": {}, - "execution_count": 7 + "metadata": {} } ] }, { - "cell_type": "markdown", - "metadata": { - "id": "R6_wAbM7MdCt" - }, + "cell_type": "code", "source": [ - "## Inference\n", + "import easyocr\n", + "import io\n", + "from joblib import Parallel, delayed\n", + "import pytesseract as pt\n", "\n", - "Let's test the trained model on the first image of the test set:" - ] - }, - { - "cell_type": "code", + "reader = easyocr.Reader(['en'], recognizer=True, gpu=True)" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, - "id": "rwipKFaWMjGi", - "outputId": "ef7da837-4e88-4fc9-8530-7c096e93dbb5" + "id": "4m52-y14teX5", + "outputId": "f446d35f-fbaa-4896-87fa-867b995ce8bd" }, - "source": [ - "example = datasets[\"test\"][1]\n", - "print(example.keys())" - ], - "execution_count": 8, + "execution_count": null, "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n", + "Downloading detection model, please wait. This may take several minutes depending upon your network connection.\n" + ] + }, { "output_type": "stream", "name": "stdout", "text": [ - "dict_keys(['id', 'words', 'bboxes', 'ner_tags', 'image_path'])\n" + "Progress: |██████████████████████████████████████████████████| 100.0% Complete" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Downloading recognition model, please wait. This may take several minutes depending upon your network connection.\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Progress: |████----------------------------------------------| 9.3% Complete" ] } ] }, { - "cell_type": "markdown", + "cell_type": "code", + "source": [ + "def normalize_box(box, width, height):\n", + "# https://github.com/huggingface/transformers/blob/v4.19.2/src/transformers/models/layoutlmv2/feature_extraction_layoutlmv2.py#L82\n", + " \"Layoutlmv2\"\n", + " return [\n", + " int(1000 * (box[0] / width)),\n", + " int(1000 * (box[1] / height)),\n", + " int(1000 * (box[2] / width)),\n", + " int(1000 * (box[3] / height)),\n", + " ]\n", + "\n", + "def TESSERACT_OCR(CONTENT):\n", + " return pt.image_to_string(CONTENT, config=\"--psm 6\")\n", + "\n", + "def EASY_OCR_BOX(in_IMG, use_pytesseract = True):\n", + " W,H = in_IMG.size\n", + " img_byte_arr = io.BytesIO()\n", + " in_IMG.save(img_byte_arr, format='PNG')\n", + " img_byte_arr = img_byte_arr.getvalue()\n", + " BOXES = []\n", + " BOXES_text = []\n", + " if use_pytesseract:\n", + " result = reader.detect(img_byte_arr, slope_ths=0.4, text_threshold=0.5, add_margin=0.02, width_ths=0.1)\n", + " Result = result[0][0]\n", + " imgs_ocr = []\n", + " for idx in range(len(Result)):\n", + " x1,y1 = (Result[idx][0], Result[idx][2])\n", + " x2,y2 = (Result[idx][1], Result[idx][-1])\n", + " BOXES.append([x1,y1,x2,y2])\n", + " cropped_img = in_IMG.crop([x1,y1,x2,y2])\n", + " imgs_ocr.append(cropped_img)\n", + " BOXES_text = Parallel(n_jobs=-1, timeout=50, backend=\"threading\")(delayed(TESSERACT_OCR)(EL) for EL in imgs_ocr)\n", + " else:\n", + " result = reader.readtext(img_byte_arr, slope_ths=0.4, text_threshold=0.5, add_margin=0.02, width_ths=0.1)\n", + " for idx in range(len(result)):\n", + " x1,y1 = (result[idx][0][0][0], result[idx][0][0][1])\n", + " x2,y2 = (result[idx][0][2][0], result[idx][0][2][1])\n", + " BOXES.append([x1,y1,x2,y2])\n", + " BOXES_text.append(result[idx][1])\n", + " \n", + " irrelevant_indices = [idx for idx, word in enumerate(BOXES_text) if not word.strip()]\n", + " BOXES = [el for idx, el in enumerate(BOXES) if idx not in irrelevant_indices]\n", + " BOXES_text = [el for idx, el in enumerate(BOXES_text) if idx not in irrelevant_indices]\n", + " \n", + " irrelevant_indices = [idx for idx, box in enumerate(BOXES) if box[2]-box[0]<=0 or box[3]-box[1]<=0]\n", + " BOXES = [el for idx, el in enumerate(BOXES) if idx not in irrelevant_indices]\n", + " BOXES_text = [el for idx, el in enumerate(BOXES_text) if idx not in irrelevant_indices]\n", + " \n", + " return BOXES, BOXES_text" + ], "metadata": { - "id": "9GmMMug8u5-S" + "id": "WwMC7RtftJAv" }, - "source": [ - "We can visualize the document image using PIL:" - ] + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "p_CWlcvyj3sj", - "outputId": "2bdcc8e9-bf60-4718-a07c-8ddc315eb52c" - }, "source": [ - "from PIL import Image, ImageDraw, ImageFont\n", - "\n", - "image = Image.open(example['image_path'])\n", - "image = image.convert(\"RGB\")\n", - "image" + "%%time\n", + "BOXES, BOXES_text = EASY_OCR_BOX(image, use_pytesseract = True)" ], - "execution_count": 9, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 9 - } - ] - }, - { - "cell_type": "markdown", "metadata": { - "id": "-mMOxpyuMpl6" + "id": "UN31cbeEtKfp" }, - "source": [ - "We prepare it for the model using `LayoutLMv2Processor`." - ] + "execution_count": null, + "outputs": [] }, { "cell_type": "code", + "source": [ + "%%time\n", + "BOXES, BOXES_text = EASY_OCR_BOX(image, use_pytesseract = False)" + ], "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "k3tb-m80M390", - "outputId": "8c8d0db2-fb44-4a30-a768-bc8cc0d7b045" + "id": "MZ5D-iGN0_7F" }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", "source": [ - "from transformers import LayoutLMv2Processor\n", + "def LAYOUT_LM_inf(image, BOXES, BOXES_text, model):\n", + " W, H = image.size\n", + " BOXES = [normalize_box(box, W, H) for box in BOXES]\n", + " processor = LayoutLMv2Processor.from_pretrained(\"microsoft/layoutlmv2-base-uncased\", revision=\"no_ocr\")\n", + " encoding = processor(image, BOXES_text, boxes=BOXES, return_offsets_mapping=True, return_tensors=\"pt\")\n", + " offset_mapping = encoding.pop(\"offset_mapping\")\n", + " device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + " device = torch.device(\"cpu\")\n", + " for k,v in encoding.items():\n", + " encoding[k] = v.to(device).long() #https://stackoverflow.com/a/63079145\n", + " if len(encoding.input_ids[0])>512:#https://github.com/huggingface/transformers/issues/13554\n", + " print(\"len(encoding.input_ids[0])>512\", len(encoding.input_ids[0]))\n", + " model = model.to(device)\n", + " outputs = model(**encoding)\n", "\n", - "processor = LayoutLMv2Processor.from_pretrained(\"microsoft/layoutlmv2-base-uncased\")\n", + " predictions = outputs.logits.argmax(-1).squeeze().tolist()\n", + " token_boxes = encoding.bbox.squeeze().tolist()\n", "\n", - "encoding = processor(image, return_offsets_mapping=True, return_tensors=\"pt\")\n", - "offset_mapping = encoding.pop('offset_mapping')\n", - "print(encoding.keys())" - ], - "execution_count": 10, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "dict_keys(['input_ids', 'token_type_ids', 'attention_mask', 'bbox', 'image'])\n" - ] - } - ] + " is_subword = np.array(offset_mapping.squeeze().tolist())[:,0] != 0\n", + "\n", + " true_predictions = [id2label[pred] for idx, pred in enumerate(predictions) if not is_subword[idx]]\n", + " true_boxes = [unnormalize_box(box, W, H) for idx, box in enumerate(token_boxes) if not is_subword[idx]]\n", + "\n", + " return true_predictions, true_boxes" + ], + "metadata": { + "id": "qgR6VbWd2fOh" + }, + "execution_count": null, + "outputs": [] }, { - "cell_type": "markdown", + "cell_type": "code", + "source": [ + "true_predictions, true_boxes = LAYOUT_LM_inf(image, BOXES, BOXES_text, model)" + ], "metadata": { - "id": "kPJhS1nSu-FZ" + "id": "ob7gXPu5oRUP" }, - "source": [ - "Next, let's move everything to the GPU, if it's available." - ] + "execution_count": null, + "outputs": [] }, { "cell_type": "code", + "source": [ + "draw_layoutlm(image, true_predictions, true_boxes)" + ], "metadata": { - "id": "xBVJ9-VfM1Qv" + "id": "8Z9mPdI62KZo" }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", "source": [ - "import torch\n", + "#### PYTESSERACT with custom config" + ], + "metadata": { + "id": "1oga-ul7Cvgc" + } + }, + { + "cell_type": "code", + "source": [ + "def PYTESSERACT(Img_path):\n", + " results = pt.image_to_data(Img_path, output_type=\"dict\",\n", + " config=\"--psm 12\")\n", + " BOXES = []\n", + " BOXES_text = []\n", + " for idx,result in enumerate(range(len(results[\"text\"]))):\n", + " x1 = results[\"left\"][idx]\n", + " y1 = results[\"top\"][idx]\n", + " x2 = results[\"left\"][idx] + results[\"width\"][idx]\n", + " y2 = results[\"top\"][idx] + results[\"height\"][idx]\n", + " BOXES.append([x1,y1,x2,y2])\n", + " BOXES_text.append(results[\"text\"][idx])\n", "\n", - "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + " irrelevant_indices = [idx for idx, word in enumerate(BOXES_text) if not word.strip()]\n", + " BOXES = [el for idx, el in enumerate(BOXES) if idx not in irrelevant_indices]\n", + " BOXES_text = [el for idx, el in enumerate(BOXES_text) if idx not in irrelevant_indices]\n", "\n", - "for k,v in encoding.items():\n", - " encoding[k] = v.to(device)" + " irrelevant_indices = [idx for idx, box in enumerate(BOXES) if box[2]-box[0]<=0 or box[3]-box[1]<=0]\n", + " BOXES = [el for idx, el in enumerate(BOXES) if idx not in irrelevant_indices]\n", + " BOXES_text = [el for idx, el in enumerate(BOXES_text) if idx not in irrelevant_indices]\n", + " return BOXES, BOXES_text" ], - "execution_count": 11, + "metadata": { + "id": "I0M-JfZ0JMq3" + }, + "execution_count": null, "outputs": [] }, { "cell_type": "code", + "source": [ + "BOXES, BOXES_text = PYTESSERACT(example['image_path'])\n", + "true_predictions, true_boxes = LAYOUT_LM_inf(image, BOXES, BOXES_text, model)" + ], "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "raF3yg3ONIXU", - "outputId": "f2efecb6-769a-4f93-8462-9440552b4cdd" + "id": "ryCwhCpzJ5bV" }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", "source": [ - "from transformers import LayoutLMv2ForTokenClassification\n", - "\n", - "# load the fine-tuned model from the hub\n", - "model = LayoutLMv2ForTokenClassification.from_pretrained(\"nielsr/layoutlmv2-finetuned-funsd\")\n", - "model.to(device)\n", - "\n", - "# forward pass\n", - "outputs = model(**encoding)\n", - "print(outputs.logits.shape)" + "draw_layoutlm(image, true_predictions, true_boxes)" ], - "execution_count": 12, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "torch.Size([1, 148, 7])\n" - ] - } - ] + "metadata": { + "id": "h2XMzUw6LTg9" + }, + "execution_count": null, + "outputs": [] }, { "cell_type": "markdown", - "metadata": { - "id": "yVg7xe47umcp" - }, "source": [ - "Let's create the true predictions as well as the true boxes. With \"true\", I mean only taking into account tokens that are at the start of a given word. We can use the `offset_mapping` returned by the processor to determine which tokens are a subword." - ] + "#### DOCTR" + ], + "metadata": { + "id": "PgNJUgG-9poY" + } }, { "cell_type": "code", + "source": [ + "!pip install \"python-doctr\"\n", + "!pip install tensorflow-addons" + ], "metadata": { - "id": "eFgjNr9SNzzb" + "id": "75SGA1It9s0c" }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", "source": [ - "def unnormalize_box(bbox, width, height):\n", - " return [\n", - " width * (bbox[0] / 1000),\n", - " height * (bbox[1] / 1000),\n", - " width * (bbox[2] / 1000),\n", - " height * (bbox[3] / 1000),\n", - " ]\n", - "\n", - "predictions = outputs.logits.argmax(-1).squeeze().tolist()\n", - "token_boxes = encoding.bbox.squeeze().tolist()\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "from doctr.io import DocumentFile\n", + "from doctr.models import ocr_predictor, detection_predictor\n", + "os.environ['USE_TORCH'] = '1'\n", "\n", - "width, height = image.size" + "detector = detection_predictor(arch='db_resnet50', pretrained=True, assume_straight_pages=True)\n", + "# Instantiate a pretrained model\n", + "predictor = ocr_predictor(pretrained=True, export_as_straight_boxes=True, det_arch='db_resnet50')" ], - "execution_count": 13, + "metadata": { + "id": "JueVXXJC9uYd" + }, + "execution_count": null, "outputs": [] }, { "cell_type": "code", - "metadata": { - "id": "meas23NKbYka" - }, "source": [ - "import numpy as np\n", + "def DOCTR_BOX(img_path, use_pytesseract = True):\n", "\n", - "is_subword = np.array(offset_mapping.squeeze().tolist())[:,0] != 0\n", + " doc = DocumentFile.from_images(img_path)\n", + " IMG = Image.open(img_path)\n", + " W,H = IMG.size\n", "\n", - "true_predictions = [id2label[pred] for idx, pred in enumerate(predictions) if not is_subword[idx]]\n", - "true_boxes = [unnormalize_box(box, width, height) for idx, box in enumerate(token_boxes) if not is_subword[idx]]" + " BOXES = []\n", + " BOXES_text = []\n", + " if use_pytesseract:\n", + " results = detector(doc)\n", + " imgs_ocr = []\n", + " for idx in range(len(results[0])):\n", + " x1,y1,x2,y2 = results[0][idx][0]*W,results[0][idx][1]*H,results[0][idx][2]*W,results[0][idx][3]*H\n", + " BOXES.append([x1,y1,x2,y2])\n", + " cropped_img = IMG.crop([round(x1),round(y1),round(x2),round(y2)])\n", + " imgs_ocr.append(cropped_img)\n", + " BOXES_text = Parallel(n_jobs=-1, timeout=50, backend=\"threading\")(delayed(TESSERACT_OCR)(EL) for EL in imgs_ocr)\n", + " else:\n", + " results = predictor(doc)\n", + " json_output = results.export()\n", + " blocks = json_output[\"pages\"][0][\"blocks\"]\n", + " for block in blocks:\n", + " block_lines = block[\"lines\"]\n", + " for block_line in block_lines:\n", + " line_words = block_line[\"words\"]\n", + " for line_word in line_words:\n", + " box = line_word[\"geometry\"]\n", + " box_text = line_word[\"value\"]\n", + " x1,y1,x2,y2 = box[0][0]*W,box[0][1]*H,box[1][0]*W,box[1][1]*H\n", + " BOXES.append([x1,y1,x2,y2])\n", + " BOXES_text.append(box_text)\n", + "\n", + " irrelevant_indices = [idx for idx, word in enumerate(BOXES_text) if not word.strip()]\n", + " BOXES = [el for idx, el in enumerate(BOXES) if idx not in irrelevant_indices]\n", + " BOXES_text = [el for idx, el in enumerate(BOXES_text) if idx not in irrelevant_indices]\n", + "\n", + " irrelevant_indices = [idx for idx, box in enumerate(BOXES) if box[2]-box[0]<=0 or box[3]-box[1]<=0]\n", + " BOXES = [el for idx, el in enumerate(BOXES) if idx not in irrelevant_indices]\n", + " BOXES_text = [el for idx, el in enumerate(BOXES_text) if idx not in irrelevant_indices]\n", + " \n", + " \n", + " return BOXES, BOXES_text" ], - "execution_count": 14, + "metadata": { + "id": "yo5W6Y9dDgBs" + }, + "execution_count": null, "outputs": [] }, { "cell_type": "code", + "source": [ + "%%time\n", + "BOXES, BOXES_text = DOCTR_BOX(example['image_path'], use_pytesseract = True)" + ], "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5xUT6-1FOqg4", - "outputId": "c26e4392-904d-475e-f8d1-909c578dd6f2" + "id": "9GHXzhTKL28y" }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", "source": [ - "print(true_predictions)\n", - "print(true_boxes)" + "%%time\n", + "BOXES, BOXES_text = DOCTR_BOX(example['image_path'], use_pytesseract = False)" ], - "execution_count": 15, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-QUESTION', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-ANSWER', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-QUESTION', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-ANSWER', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-QUESTION', 'I-ANSWER', 'B-QUESTION', 'B-ANSWER', 'I-ANSWER', 'I-ANSWER', 'I-ANSWER', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", - "[[0.0, 0.0, 0.0, 0.0], [85.956, 78.0, 135.72, 87.0], [155.32399999999998, 79.0, 186.992, 87.0], [212.628, 79.0, 243.542, 88.0], [251.836, 80.0, 269.932, 88.0], [276.718, 80.0, 300.846, 88.0], [370.968, 81.0, 425.256, 89.0], [432.796, 81.0, 457.678, 89.0], [645.424, 81.0, 674.83, 92.0], [75.4, 142.0, 92.742, 151.0], [225.446, 143.0, 249.574, 151.0], [252.59, 143.0, 291.798, 153.0], [75.4, 170.0, 107.82199999999999, 179.0], [225.446, 171.0, 247.312, 179.0], [252.59, 172.0, 285.766, 182.0], [76.908, 322.0, 106.314, 332.0], [110.838, 322.0, 118.378, 330.0], [121.394, 322.0, 163.618, 331.0], [167.388, 323.0, 204.334, 331.0], [208.858, 322.0, 259.376, 331.0], [262.392, 323.0, 288.782, 331.0], [292.552, 322.0, 348.348, 331.0], [351.36400000000003, 322.0, 386.802, 332.0], [76.908, 350.0, 123.656, 359.0], [93.496, 378.0, 140.998, 386.0], [154.57, 378.0, 192.27, 387.0], [225.446, 378.0, 231.478, 387.0], [235.248, 378.0, 262.392, 387.0], [276.718, 378.0, 282.75, 386.0], [386.802, 378.0, 432.796, 387.0], [443.352, 378.0, 475.774, 387.0], [478.79, 379.0, 506.68800000000005, 387.0], [537.602, 378.0, 543.634, 387.0], [546.65, 378.0, 574.548, 387.0], [585.8580000000001, 378.0, 591.89, 387.0], [92.742, 406.0, 140.998, 414.0], [154.57, 406.0, 179.452, 414.0], [225.446, 405.0, 231.478, 415.0], [235.248, 405.0, 262.392, 415.0], [269.932, 406.0, 284.258, 414.0], [386.802, 406.0, 432.796, 414.0], [443.352, 406.0, 475.774, 415.0], [478.79, 406.0, 504.42600000000004, 415.0], [536.848, 406.0, 574.548, 415.0], [584.35, 407.0, 591.89, 415.0], [93.496, 434.0, 140.998, 442.0], [154.57, 434.0, 188.5, 444.0], [225.446, 433.0, 262.392, 442.0], [269.932, 434.0, 275.964, 442.0], [386.802, 434.0, 432.796, 442.0], [443.352, 433.0, 474.266, 442.0], [536.848, 434.0, 542.88, 442.0], [546.65, 434.0, 574.548, 442.0], [584.35, 434.0, 591.89, 441.0], [105.56000000000002, 502.0, 147.784, 512.0], [151.554, 502.0, 219.414, 512.0], [223.938, 502.0, 249.574, 512.0], [254.852, 502.0, 298.584, 512.0], [303.862, 502.0, 405.65200000000004, 512.0], [409.422, 502.0, 451.64599999999996, 512.0], [455.416, 502.0, 478.79, 512.0], [482.56, 502.0, 527.8, 512.0], [77.66199999999999, 516.0, 95.758, 526.0], [101.79, 518.0, 109.33, 525.0], [116.87, 516.0, 166.63400000000001, 526.0], [171.912, 516.0, 232.986, 525.0], [237.51, 516.0, 254.852, 525.0], [259.376, 516.0, 282.75, 525.0], [287.274, 516.0, 319.69599999999997, 525.0], [323.466, 516.0, 373.984, 525.0], [374.738, 516.0, 425.256, 525.0], [429.78, 516.0, 445.614, 525.0], [450.892, 516.0, 489.346, 525.0], [493.87, 516.0, 535.3399999999999, 525.0], [540.6179999999999, 516.0, 574.548, 525.0], [554.944, 911.0, 587.366, 923.0], [597.922, 911.0, 609.986, 921.0], [613.756, 912.0, 620.5419999999999, 921.0], [625.8199999999999, 912.0, 656.734, 924.0], [675.5840000000001, 779.0, 693.6800000000001, 878.0], [754.0, 1000.0, 754.0, 1000.0]]\n" - ] - } - ] + "metadata": { + "id": "eUIQRhoOilnU" + }, + "execution_count": null, + "outputs": [] }, { - "cell_type": "markdown", + "cell_type": "code", + "source": [ + "true_predictions, true_boxes = LAYOUT_LM_inf(image, BOXES, BOXES_text, model)" + ], "metadata": { - "id": "r3HNHr4yOyL7" + "id": "0bv_9nwuL5-A" }, - "source": [ - "Let's visualize the result!" - ] + "execution_count": null, + "outputs": [] }, { "cell_type": "code", + "source": [ + "draw_layoutlm(image, true_predictions, true_boxes)" + ], "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "AttFR_dMNVEL", - "outputId": "7a88dc56-6d8c-49b8-fc48-cdcb163fe33e" + "id": "3XmZIYCpNq_p" }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", "source": [ - "from PIL import ImageDraw\n", - "\n", - "draw = ImageDraw.Draw(image)\n", - "\n", - "font = ImageFont.load_default()\n", - "\n", - "def iob_to_label(label):\n", - " label = label[2:]\n", - " if not label:\n", - " return 'other'\n", - " return label\n", - "\n", - "label2color = {'question':'blue', 'answer':'green', 'header':'orange', 'other':'violet'}\n", - "\n", - "for prediction, box in zip(true_predictions, true_boxes):\n", - " predicted_label = iob_to_label(prediction).lower()\n", - " draw.rectangle(box, outline=label2color[predicted_label])\n", - " draw.text((box[0]+10, box[1]-10), text=predicted_label, fill=label2color[predicted_label], font=font)\n", - "\n", - "image" + "### Ground truth" ], - "execution_count": 16, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 16 - } - ] + "metadata": { + "id": "LMg3mkfqT5tH" + } }, { "cell_type": "markdown", @@ -927,42 +4036,20 @@ }, { "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "dLOmUgNRO9Zm", - "outputId": "2a1c0951-bb78-4412-bcd3-6f94fe0e37c8" - }, "source": [ - "image = Image.open(example['image_path'])\n", - "image = image.convert(\"RGB\")\n", - "\n", - "draw = ImageDraw.Draw(image)\n", - "\n", + "true_predictions, true_boxes = [], []\n", "for word, box, label in zip(example['words'], example['bboxes'], example['ner_tags']):\n", " actual_label = iob_to_label(id2label[label]).lower()\n", " box = unnormalize_box(box, width, height)\n", - " draw.rectangle(box, outline=label2color[actual_label], width=2)\n", - " draw.text((box[0] + 10, box[1] - 10), actual_label, fill=label2color[actual_label], font=font)\n", - "\n", - "image" + " true_predictions.append(id2label[label])\n", + " true_boxes.append(box)\n", + "draw_layoutlm(image, true_predictions, true_boxes)" ], - "execution_count": 17, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 17 - } - ] + "metadata": { + "id": "CKY8YrRYPwXf" + }, + "execution_count": null, + "outputs": [] }, { "cell_type": "markdown", @@ -985,18 +4072,13 @@ "source": [ "!pip install -q gradio" ], - "execution_count": 18, + "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 943 - }, - "id": "RJcaaP38nBXM", - "outputId": "ccc4062a-fe83-43e7-9b18-a056363dc199" + "id": "RJcaaP38nBXM" }, "source": [ "import os\n", @@ -1090,58 +4172,8 @@ " css=css)\n", "iface.launch(debug=True)" ], - "execution_count": 19, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "Reusing dataset funsd (/root/.cache/huggingface/datasets/funsd/funsd/1.0.0/8b0472b536a2dcb975d59a4fb9d6fea4e6a1abe260b7fed6f75301e168cbe595)\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Colab notebook detected. This cell will run indefinitely so that you can see errors and logs. To turn off, set debug=False in launch().\n", - "This share link will expire in 72 hours. If you need a permanent link, visit: https://gradio.app/introducing-hosted\n", - "Running on External URL: https://53134.gradio.app\n", - "Interface loading below...\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - " \n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {} - }, - { - "output_type": "error", - "ename": "KeyboardInterrupt", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[0mexamples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexamples\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 89\u001b[0m css=css)\n\u001b[0;32m---> 90\u001b[0;31m \u001b[0miface\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlaunch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/gradio/interface.py\u001b[0m in \u001b[0;36mlaunch\u001b[0;34m(self, inline, inbrowser, share, debug, auth, auth_message, private_endpoint, prevent_thread_lock)\u001b[0m\n\u001b[1;32m 584\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 585\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstdout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflush\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 586\u001b[0;31m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 587\u001b[0m \u001b[0mis_in_interactive_mode\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbool\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ps1'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflags\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteractive\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 588\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mprevent_thread_lock\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_in_interactive_mode\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ] + "execution_count": null, + "outputs": [] }, { "cell_type": "code",