From 25d34c0d4275d31e6c2e0ea3bf4e2dbcdf436e9e Mon Sep 17 00:00:00 2001 From: Guillem Date: Mon, 3 Aug 2026 13:19:00 +0200 Subject: [PATCH] update readme link and add descriptions to the notebook --- README.md | 2 +- .../2-examples/DTEx215_cell_counting.ipynb | 1536 ++++++++--------- 2 files changed, 768 insertions(+), 770 deletions(-) diff --git a/README.md b/README.md index b71be91c2..e3131bb4b 100644 --- a/README.md +++ b/README.md @@ -150,7 +150,7 @@ These are examples of how DeepTrack2 can be used on real datasets: Extracting the radius and refractive index of particles. -- DTEx215 **Cell Counting** +- DTEx215 **[Cell Counting](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/2-examples/DTEx215_cell_counting.ipynb)** Counting the number of cells in fluorescence images. diff --git a/tutorials/2-examples/DTEx215_cell_counting.ipynb b/tutorials/2-examples/DTEx215_cell_counting.ipynb index 2400fcc3e..7de2098ec 100644 --- a/tutorials/2-examples/DTEx215_cell_counting.ipynb +++ b/tutorials/2-examples/DTEx215_cell_counting.ipynb @@ -1,810 +1,808 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2022-06-30T11:25:47.079745Z", - "iopub.status.busy": "2022-06-30T11:25:47.079745Z", - "iopub.status.idle": "2022-06-30T11:25:49.457243Z", - "shell.execute_reply": "2022-06-30T11:25:49.456743Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: deeptrack in /Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages (2.0.0)\n", - "Requirement already satisfied: deeplay in /Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages (0.1.2)\n", - "Requirement already satisfied: numpy in /Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages (from deeptrack) (1.26.4)\n", - "Requirement already satisfied: matplotlib in /Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages (from deeptrack) (3.9.2)\n", - 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"Requirement already satisfied: mpmath<1.4,>=1.1.0 in /Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages (from sympy->torch>2.3->deeplay) (1.3.0)\n", - "\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m25.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m26.1.2\u001b[0m\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" - ] - } - ], - "source": [ - "%matplotlib inline\n", - "!pip install deeptrack deeplay " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DTEx215. Cell counting\n", + "\n", + "\"Open" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install deeplay deeptrack # Uncomment if running on Colab/Kaggle." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train a U-Net to count the number of cells in fluorescence microscopy images. The network is trained entirely on simulated images of cell-like scatterers, and then evaluated on real images from the [BBBC039](https://bbbc.broadinstitute.org/BBBC039) dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-30T11:25:49.474744Z", + "iopub.status.busy": "2022-06-30T11:25:49.474744Z", + "iopub.status.idle": "2022-06-30T11:25:53.833743Z", + "shell.execute_reply": "2022-06-30T11:25:53.833743Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import deeplay as dl\n", + "import deeptrack as dt\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from PIL import Image\n", + "from skimage import morphology as skmorph\n", + "import torch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Loading the Dataset\n", + "\n", + "Download the BBBC039 images and their ground-truth masks. This real dataset is used only for evaluation; the training set is generated synthetically further below." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "if not os.path.exists(\"cell_counting_dataset\"):\n", + " os.system(\"git clone https://github.com/DeepTrackAI/cell_counting_dataset\")\n", + "\n", + "root = os.path.join(\"cell_counting_dataset\", \"cell nuclei\")\n", + "image_dir = os.path.join(root, \"images\")\n", + "mask_dir = os.path.join(root, \"masks\")\n", + "\n", + "image_files = sorted(os.listdir(image_dir))\n", + "mask_files = sorted(os.listdir(mask_dir))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.1 Sample the Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example 6. Cell Counting\n", - "\n", - "Train a U-Net to count the number of cells in the BBBC039 dataset." - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([520, 696]) torch.Size([520, 696])\n" + ] }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Setup" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def load_pair(idx):\n", + " \"\"\"Loads an image with ground truth from file.\"\"\"\n", + " image = Image.open(os.path.join(image_dir, image_files[idx]))\n", + " image = np.array(image, dtype=np.float32)\n", + " image = image/image.max()\n", + " image = torch.from_numpy(image)\n", + "\n", + " mask = Image.open(os.path.join(mask_dir, mask_files[idx])).convert(\"RGB\")\n", + " mask = np.array(mask, np.uint8)\n", + " mask = mask.max(axis=2)\n", + " mask = (mask > 0).astype(np.float32)\n", + " mask = torch.from_numpy(mask)\n", + "\n", + " return image, mask\n", + "\n", + "image, mask = load_pair(0)\n", + "print(image.shape, mask.shape)\n", + "\n", + "# Plot a sample.\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n", + "axs[0].imshow(image, cmap=\"gray\")\n", + "axs[1].imshow(mask, cmap=\"gray\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.2 Generating cell-like scatterers.\n", + "\n", + "Cells are represented as ellipsoids with random spatial properties such as area and radii." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-30T11:25:53.842744Z", + "iopub.status.busy": "2022-06-30T11:25:53.842744Z", + "iopub.status.idle": "2022-06-30T11:25:53.848743Z", + "shell.execute_reply": "2022-06-30T11:25:53.848743Z" }, + "scrolled": true + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2022-06-30T11:25:49.474744Z", - "iopub.status.busy": "2022-06-30T11:25:49.474744Z", - "iopub.status.idle": "2022-06-30T11:25:53.833743Z", - "shell.execute_reply": "2022-06-30T11:25:53.833743Z" - } - }, - "outputs": [], - "source": [ - "import os\n", - "\n", - "import deeplay as dl\n", - "import deeptrack as dt\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from PIL import Image\n", - "from skimage import morphology as skmorph\n", - "import torch" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IMAGE_SIZE = 256\n", + "\n", + "# Helper function to keep axis within reasonable parameters.\n", + "def random_ellipse_axes():\n", + " \"\"\"Return the three axes of an ellipse.\"\"\"\n", + " ellipse_area = (np.random.uniform(3, 4)) ** 2\n", + " radius_ratio = np.random.uniform(1, 1.5)\n", + " major_axis = np.sqrt(ellipse_area) * radius_ratio\n", + " minor_axis = np.sqrt(ellipse_area) / radius_ratio\n", + " z_axis = np.sqrt(ellipse_area) * np.random.uniform(0.2, 0.4)\n", + " return (major_axis, minor_axis, z_axis)* dt.units.um\n", + "\n", + "# Define the ellipse.\n", + "ellipse = dt.Ellipsoid(\n", + " radius = random_ellipse_axes,\n", + " intensity=lambda: np.random.uniform(0.5, 1.5),\n", + " position=lambda: np.random.uniform(5, IMAGE_SIZE - 5, size=2),\n", + " rotation=lambda: np.random.uniform(0, 2 * np.pi),\n", + ")\n", + "\n", + "# Define the microscope.\n", + "optics = dt.Fluorescence(\n", + " resolution=1e-6,\n", + " magnification=6,\n", + " wavelength=400e-9,\n", + " NA=lambda: np.random.uniform(0.9, 1.1),\n", + " output_region=(0, 0, IMAGE_SIZE, IMAGE_SIZE),\n", + ")\n", + "\n", + "# Image the ellipses with a fluorescence microscope.\n", + "sim_im_pip = optics(ellipse)\n", + "\n", + "# Plot some samples.\n", + "fig, axs = plt.subplots(1, 5, figsize=(10, 2))\n", + "for i, ax in enumerate(axs):\n", + " sim_im_pip.update()\n", + " image = sim_im_pip()\n", + " ax.imshow(image, cmap=\"gray\")\n", + " ax.axis(\"off\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.3 Improving the Simulation\n", + "Adding internal structure to the cells with Poisson noise and elastic transformations will make the cells look more realistic." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Loading the Dataset" + "data": { + "image/png": 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", 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" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ellipse = dt.Ellipsoid(\n", + " radius = random_ellipse_axes,\n", + " intensity=lambda: np.random.uniform(0.5, 1.5),\n", + " position=lambda: np.random.uniform(5, IMAGE_SIZE - 5, size=2),\n", + " rotation=lambda: np.random.uniform(0, 2 * np.pi),\n", + ")\n", + "\n", + "# Add elastic transformations.\n", + "synthetic_nuclei = (\n", + " (ellipse ^ (lambda: np.random.randint(5, 10)))\n", + " >> dt.Pad(px=(10, 10, 10, 10), keep_size=False)\n", + " >> dt.ElasticTransformation(alpha=100, sigma=10, order=1)\n", + " >> dt.CropTight()\n", + ")\n", + "\n", + "# Define Poisson noise and Gaussian blur.\n", + "long_range_noise = (synthetic_nuclei >> dt.Poisson(snr=0.2)\n", + " >> dt.GaussianBlur(sigma=3.5))\n", + "short_range_noise = (synthetic_nuclei >> dt.Poisson(snr=1.0)\n", + " >> dt.GaussianBlur(sigma=1.5))\n", + "random_range_noise = (\n", + " synthetic_nuclei\n", + " >> dt.Poisson(snr=lambda: np.random.uniform(0.5, 1.5))\n", + " >> dt.GaussianBlur(sigma=lambda: np.random.uniform(0.75, 1.5))\n", + ")\n", + "\n", + "# Combine the augmentations.\n", + "noisy_synthetic_nuclei = (\n", + " synthetic_nuclei\n", + " * (long_range_noise + short_range_noise + random_range_noise) / 3\n", + ")\n", + "\n", + "# Ensure non-overlapping cells.\n", + "non_overlap_nuclei = dt.NonOverlapping(noisy_synthetic_nuclei, min_distance=2)\n", + "\n", + "# Define the microscope.\n", + "optics = dt.Fluorescence(\n", + " resolution=1e-6, magnification=6, wavelength=400e-9,\n", + " NA=lambda: np.random.uniform(0.9, 1.1),\n", + " output_region=(0, 0, IMAGE_SIZE, IMAGE_SIZE),\n", + ")\n", + "\n", + "# Define simulation pipeline with some background noise.\n", + "sim_im_pip = (optics(non_overlap_nuclei)\n", + " >> dt.Gaussian(sigma=lambda: np.random.uniform(0, 0.1))\n", + " >> dt.Divide(lambda: np.random.uniform(14, 20))\n", + " >> dt.Add(lambda: np.random.uniform(-0.05, 0.15))\n", + " >> dt.Clip(0, 1) >> dt.AsType(\"float\"))\n", + "\n", + "# Plot some samples.\n", + "fig, axs = plt.subplots(1, 5, figsize=(10, 2))\n", + "for i, ax in enumerate(axs):\n", + " sim_im_pip.update()\n", + " image = sim_im_pip()\n", + " ax.imshow(image, cmap=\"gray\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.4 Generating Ground Truth Masks\n", + "We now have a realistic simulation, in order to get a ground truth mask from this we will use the built-in function `SampleToMask`." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-30T11:25:53.857244Z", + "iopub.status.busy": "2022-06-30T11:25:53.857244Z", + "iopub.status.idle": "2022-06-30T11:25:53.860743Z", + "shell.execute_reply": "2022-06-30T11:25:53.860743Z" + } + }, + "outputs": [], + "source": [ + "def get_mask(radius):\n", + " \"\"\"Apply isotropic erosion to a binary mask.\"\"\"\n", + " def inner(mask):\n", + " mask = np.sum(mask, -1, keepdims=True) > 0\n", + " mask = np.pad(mask, [(1, 1), (1, 1), (0, 0)], mode=\"constant\")\n", + " mask = skmorph.isotropic_erosion(mask, radius=radius)\n", + " return mask[1:-1, 1:-1]\n", + " return inner\n", + "\n", + "# Define mask pipeline.\n", + "sim_mask_pip = (\n", + " noisy_synthetic_nuclei\n", + " >> dt.SampleToMasks(get_mask, radius=2, output_region=optics.output_region,\n", + " merge_method=\"or\")\n", + " >> dt.AsType(\"float\")\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.5 Finalize Training Pipeline\n", + "\n", + "Combine the image and mask pipelines into a PyTorch dataset. This is the synthetic dataset the U-Net will be trained on." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Combine image simulation and mask pipeline.\n", + "sim_im_mask_pip = ((sim_im_pip & sim_mask_pip) >> dt.MoveAxis(2, 0)\n", + " >> dt.pytorch.ToTensor(dtype=torch.float))\n", + "\n", + "# Generate the training dataset.\n", + "train_dataset = dt.pytorch.Dataset(sim_im_mask_pip, length=512, replace=0.01)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sample the simulated dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "if not os.path.exists(\"cell_counting_dataset\"):\n", - " os.system(\"git clone https://github.com/DeepTrackAI/cell_counting_dataset\")\n", - "\n", - "root = os.path.join(\"cell_counting_dataset\", \"cell nuclei\")\n", - "image_dir = os.path.join(root, \"images\")\n", - "mask_dir = os.path.join(root, \"masks\")\n", - "\n", - "image_files = sorted(os.listdir(image_dir))\n", - "mask_files = sorted(os.listdir(mask_dir))" - ] + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_294127/644247560.py:15: DeprecationWarning: __array__ implementation doesn't accept a copy keyword, so passing copy=False failed. __array__ must implement 'dtype' and 'copy' keyword arguments. To learn more, see the migration guide https://numpy.org/devdocs/numpy_2_0_migration_guide.html#adapting-to-changes-in-the-copy-keyword\n", + " axs[2].hist(np.array(sim_im).flatten(), bins=200, range=(0, 1))\n" + ] }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.1 Sample the Dataset" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_im, sim_mask = train_dataset[np.random.choice(len(train_dataset))]\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 4))\n", + "\n", + "# Plot image.\n", + "axs[0].imshow(sim_im.permute(1, 2, 0), vmin=0, vmax=1, cmap=\"gray\")\n", + "axs[0].set_title(\"Simulated Image\", fontsize=20)\n", + "\n", + "# Plot mask.\n", + "axs[1].imshow(sim_mask.permute(1, 2, 0), vmin=0, vmax=1, cmap=\"gray\")\n", + "axs[1].set_title(\"Simulated Mask\", fontsize=20)\n", + "axs[1].axis(\"off\")\n", + "\n", + "# plot intensity distribution.\n", + "axs[2].hist(np.array(sim_im).flatten(), bins=200, range=(0, 1))\n", + "axs[2].set_xlabel(\"Pixel Intensity\", fontsize=16)\n", + "axs[2].set_xlim([0, 1])\n", + "axs[2].set_ylabel(\"Log Frequency\", fontsize=16)\n", + "axs[2].set_yscale(\"log\")\n", + "axs[2].set_title(\"Pixel Intensity Distribution\", fontsize=20)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Implementing the U-Net\n", + "\n", + "Define a U-Net architecture and compile it as a regressor that predicts a cell segmentation mask from an input image." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "torch.Size([520, 696]) torch.Size([520, 696])\n" - ] - }, - { - "data": { - "image/png": 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UszwUNG3aFN26dUP37t1jnoNdRG5uLqZMmYIXX3wxbqxHQ4cOxYQJE4J+17722msYPXp0hKS6huHDh2PcuHGG1efz+eB2u+FwOGCxXI03cf78ebRr1w7fffedYe0Eg7p162L16tWoVq1a2HVF676YKDxISEiA3W6Hy+WKtSiaCPR7HV9v+yBhs9kUYiu6cXOSyNOCWa1WJCUl+ZEScd81cI0Y0MJftFbLrMH8HCcUsn3dvCy5O8tc0WXtUZ2c2NO1aml4ROIlI2Pi4leUAcgflZyu40oP8R5wa7FIoKIBmUcAfZKSkhS5+D2gDx3je8DFMQkFgRby4n2XeSNonROt0KJrLb8nav3RQ6plhF2PpZDPSRlxVfO2oP95fIVAe+21yKvYll7wOkMhZYHk1VsmWgjHSq/m4RBsPcFCTWbxnSh7H/KyJoxDQkICnnnmGWzevBnvv/++KuEGAKfTiVKlSuG9997DwoULUapUqYjKlpqaigEDBgQkwRaLBc8++yzuuOMO3HDDDbjhhhvgcDh0tVGhQgV89tlnWLJkCXr27Bl3hBu46qH2/PPP4/XXX49IMLxgkZiYiHLlyoX0zuvduzcqVqwYAan8kZaWZqhngMVigdPpVPpstVpRrlw5LFu2DLfccoth7QSDn3/+GZ07dw67n+fPn8cHH3xgkFQmrhfk5eXFPeHWg/h74wcBMe0XJ3U8nzEnHZw8cRLNXdNFK6MsaJj4V0aKxT25IvGmv2R9dTqdSE5OhtPp9Mu1LbbDLfpEuLl1lP+QiwoBAPmIitg3kYDLyLk4Flw+7rLNFQQ2m80QwhoK+D3gCgpx3ogKAp/P56e4EXNkBwvZ/ZCd53OPKyo4IRPvCylEuMVXnIf8OeDnwoUaAdfqo+hJIqtPdAkW4wdwC7eahVKmFOPftUihbH7rIesyy6nsOZPNBy3Lt9Z5Nei5v7J3TCSe03gisVpEO57kLEzo3bs3pk6dquq+rYamTZtixYoVfntRjUaLFi3QuHFjXWVr1qyJXbt24fDhwzh8+DCmT5+O++67T/OaypUrY/Xq1WjevHnEFQjhIjExEa+88kpEcq0Hi8qVK2PQoEEhXVutWjU4nU6DJcqPWbNm4bfffot4OxUrVgyYVzqS2Lt3LzZu3Bjy9WfPnkW7du3iOmCfCRORRIHI060GTkhEjTERDPrO/xKhyc3NzUeiOCEgEElVC9Qktsvbl7kx8j3DvE3eXmJiIrKzs6VB1oioizmBxYBTVDcncBR1msgKr4O3Ie55BKCMF5eD2uEu6wD8gpNxAsj3RkcLnHCSkkKcHyRXYmKi3z5oIntEuBMTE+H1ekN2k9dDZNTIohrE4GnifKb+i8qUWClASC5AOwUaL6MV+CoQSRXnsdY9kxF32TOsJa/amOoh1lqQEflgrwtUJpznUs2jIJZQu1cmYoNu3bqFbN297777MGDAALz22mu695IHk6s7WLn4vOrTpw9at26NLl26YPPmzdLylStXxp133hlUG4S8vDzs3r0bEydORMWKFTFu3DjD9g9roV27dhg+fHjE29HC+PHjQ54zFosF48ePR4cOHQyWKj/++OMPzTzYhQFZWVno3r07pk+fjptuuimoazdt2oT58+ebafxMXNco8KSb9uXyvaFa7qoJCQnKnmwK8JWUlORHTLnrKnAtgnUw0aupjBjcTGZJEskQt1hbLJZ8+cFFi6XM8saJNI8+zseIiLfoFcBlImJDY0zlZRZCkRSoET21ayIB3m+ZR4RoReZeDqRkIIuqaDWOhOxaXgW8jPiXz3uZRVerHUK0SRO3ZGv1E4AyB/k5PVZJUekgQjZHxfO8Hq17I5vnsvJaFm8ZtGQMZP3WatNoRHLuhCOz+C4Sz8Uj4lGBYQTuuOOOkK/NycnB5s2bcfDgQaxcuTJgvuAtW7agT58+IbcXLEqVKoWFCxdi6dKleO2113Dp0iW/8z179gy57o8++ghPPfUUPB4PgKvzY/LkyfnWF7m5ufjrr79w6NAhPPTQQyG3Fy9ISEgI2z1cLZe80XjiiSdQrFixgB4PBR2XL19G9+7dYy2GCRMFEgXavVyMPi0GFQPU3apzcnKUwGgul8svFzO3bHu9Xr+/YgAxLdBiX9zLzRUAZD3l8nOrqsPhUPYdi/0hiGPAZePkm4gkd0POycmBx+NRlAq8jxSgigfcEkmCOB6yIG1qH7X+GAWR4PN7IG4noLEiiMdFt/RIQbTgintPeRnR0isqa8T967K4BLFa2PM+8fkousiLZfgzqia7jIxrKX20lEKy7xwiqeXPh8yjQM0arvUcaL1v9CgdZNb7cCCOi0z2YPqnp5yaskEvZAoqXk8svT5M6MPUqVNx5MgRJd/wZ599phroa/PmzWjXrh3Onj0bVRnLli2LgQMHSoOsBVISqOH8+fNYsGCBQrgBYPr06XjmmWewbds25ZjL5cLAgQNRr149dOjQAZ9//nlI7cUTOnXqFLHUWUbj3LlzWLRoUdhR7U2YMFF4UaAt3WokjiKS00LdarX6kRhauHMC7vF4lL3R3EJM5DvQQl8EX9TJFACiVZL3ibvTWq1W2O32fPtWZXml1Rb5MnIjWke9Xq+ftZfk4OXIBVvmji5rW3TTjgQB0IJo2SJCmpub67dPm7wIeD+pr9yyACCfR0Ak5CXlCMkizhsAfkoQkTiIsQoIordEMNHyxfaN6r+WlVmtbbX/CaJ1mo6pXS8jYIEsz2L7esZD9rzIyKTeZ0KrrB7LPS8nvj9kFnuZVV5mPZb1K9j3pp5ysudChNYYye5HvCDe5Ik1Dh8+jA8//FB5h23ZsgXffvstxo8f72d183q9GDZsGL788ktD0iuFivvvvx8PPvign6v51KlT0blz56Dr2rdvX770Srm5uZg1axY+/fRTZR+6y+Xy22/bu3dvrFixQvc+dRmuXLkS8rVGwOFwwGazxVSGYDBnzhyULFkSw4YNi0j8gfXr1+OPP/4wvF4TJkxEBwWadIuEkiyYRDTIVZyQkJCgpOfiFl/gmgu5SOK5q7naIlu2wBQXp+KCnrs4y/ZDiySWW/roGlkUcU7EeB1c2cDl48Sb2qc2eH081Rq5X8sW3zJLIkEM8hUtyJQzdE/J4s3H1mKxKPODK2zomkiCjw1XFHHyLVO40H0Rg+/Rs0CKHD6XxdRnehAO2dZL0IyESLxl4GSSz3nxejVyqkbyRRm0LOsy5UMgAi4jyWK/eDnxOrVjaqRai7xqlQl0fSDoaV8NavdPTflgIj7x5JNP4sCBA37HPB4Phg4dihEjRvgdD9XS+Ntvv+H48eOoXLlyyHISypcvj4ULF6Jq1aqKPKdPn8aBAwdw2223BVWXVj7jc+fOYdWqVdJzZ86cwSeffIKGDRvmS42qF6EGMLte4fP58NZbb2H27Nl4/fXXFYVBuXLl0LZt27DqdrlcWLhwIdLS0gyQ1IQJE7FAgXYvB/xdbdVcUMlNmgi3x+NRrNecTNF13K0ayL8fWEzpJVtoc9dftUUsESX+gyi6B1Pb5NrMiZcsXzi3lHKSKxsXUS7RCs6vJdLNiTvvK9UhU1Dwe6ClvDAasrq5goPLQsd4/zhh5X3R0064EOcluf/zIG6igoM+pNDhUdjFoH6ySOdGyR0PkJFa/lcLIgnnx8UyvD0ZodN69mVl1Lwo1N43anNPplDTc52sXbXjsr6oQTwX7DOjpijQapMrOvj9V7PYhyNfKNBqIxrtFwTk5eXhgw8+wK5du6Tnc3NzkZ2d7fcJFbt27cpH7MNBqVKl/Ejr0aNHsWLFiqAUnWfPnsXcuXNDluGDDz7AsGHDgk61k5eXh/fffx+7d+8OuW0jkJ6eXuDSBOXl5eHSpUt47rnnMGDAAAwYMAATJkwIq84rV67g6aefxrJlywyS0oQJE7FAgbZ0U6Arn8/f5ZkCpHGySASV/gaKeizLY8wtoNxFnUf6JhAppgBcvF6yOpKbM+C/n5jOk4WToownJib6KQtyc3Ph8XhgsVhgs9n8FpaixZQTNhnp1rLci33y+Xz50n+JpEa0zlPbYrlokTRRqWCxXNuGkJOTo+RuJ/D7yYPr8XGLlHVMRtxERU2g+yWmvpMpUmREI9z+xAuRENuSWagJMgt8KLIGsoTLrKuB5BfLiLJqWddlZdQs6rK+iPXIxk0sI+uHGmHWawGXyaxVN53Tqk9WVk2Joqc9veB1REuBV1Dx22+/Ye7cuZgyZYrym64Fi8WCFi1aoH79+n7HfT4fjh49ivnz5we8f6tXr0bTpk0NidthtVrRvn17LFq0CMeOHQMAjB07Fk8//bSulGGUXunEiRMhy5Cbm6uM3zvvvKOrXz6fD/Pnz8czzzyja9wjiU8//RQDBw7EvffeG1M5Yo3PP/8c8+bNi7UYJkyYCBMFmnR7vV6FgHDXZyJJRFA5URWte6Klk1uVRWLJraNEer1er190cZHsZmdnKz90ZKkWU3oRAeQacPrOrZREpKgt0SWeB1HjLsRkZaaUZ1rQIivUJtVPCgnZDzm30qpZVdUW3kaTWdkil75TVGwa78TEROUcycsDqsnIdyQgI1fid37fZcSOz+m8vDwlSj+loZO1Gck+RBta7cus0mqkWIv0qf2vRoS59VUmoxbZU1Nw6SW9vG49x0WoWYnV2gtElGXjLPZXrY9q7egl8vw6rf6K/4f7blLrh2wu8fdSYcEnn3yC/v37a5b56aef8MEHH2DNmjW68vk6HA7Ur18fEyZMQO3atVG0aNF8ZdxuN0aOHImdO3di2rRp+OGHH6T3cfbs2ahSpUo+l/VQUa9ePVSpUkUh3R6PB0899RRmzZqlSrwPHDiApUuXYt68efj7778NkWPmzJn47LPPMHbsWFSsWBElS5ZU3NzdbrfiSZCTk4NBgwbh0KFDMSfchQnp6ek4deoUKlSoEGtRTJgwEUMUaNKdnZ2dL3c0QWbVEz8EbtmmPM488jNfnBHxIjJDRDg7O9vvR4ra9Xq9iosvX0CR5Rq4FmFcjDxOoPZEsg5cI/bAtSBfoiu5Wv9FksCVFnSM2qL+0P+kyOBeAOL48+u0rDpqBMNo4s0D4nm9XgDwC7ons9wnJCT4ucXL+hIp8i2OCz/OlR6i3DL3c/qfPytq98So/kSTcItzRhwTcY6KRFOUW0bG9FpW1Qh9oDK8HjXCqUVqZX3hx9T+in3QowQQoUWOxXq0iLHetmTvL37PZOMg1i9rR4sUh/JchHIdz5aQmZkZdJvxjBdeeAG7d+9Wtbj6fD6sWLFC975Vq9WKUaNGYdiwYZrlHA4HbrzxRtx4441o06YNnnzySXzyySf57k1ubi4WLVqE7t27G7K3WwT1LycnBx9//LHf1rIlS5bg+++/x6ZNmxSSHggJCQmw2+3Sc+QJB1wl03/88Qc6deoEAKhataqSUiw9PR1Lly4Np1sRxYcffohGjRohKSkp5OtjjYMHD6Jz585Yv349ihQpEmtxTJgwESMUaNJNllsiu2rEj38XF1pENG02m0K4uWuurE4xBzYny9xtnc5r7Z0V8z5zgs3Jr2w/NCeBLpfLT95AigZRBlIgiKnHqB3gmmWdu+/Lxl0cr0DQWmgbQQKp76SgEBUcatZIAApJ56nV1PalR4p8i3JSX2jeapUT96P7fD4/sq5G6OINamRKq7xIYLUs0bI5wNsV54WMVMtIbzCQWWzV5JARTzUyKo6L7Dg/p3ZeRvjVyon1inLK6tSqQ885PWMvk19rzutVsKk9S3pIPL/XpPx1Op1wOp2FjnRnZWWFtUeZ4+6770aXLl0CWs5FOJ1OzJkzBw6HA3PmzMl3ft++fbhw4UJESDdhzZo1qFatmt+xzMxMv7RggWCxWDB48GC89NJL0vP79+/HtGnTcOTIkXx74o8dO4YPPvggeMFjgIULF6JmzZp4+eWXg7523759+OyzzyIgVfDYvn07tm3bhubNmwd9bZUqVVChQgVdnh8mTJiILurUqYMbbrgBq1evDli2QJNuTlK1ysi+0wLaarUiKSlJ+fB8xrQfVrSOENG2WCyKtddut+fLrUzlxQU7TwdGruLcGk7EnspR4DceREtWv+iKKOu7uAikRZ6obODt88jXOTk5cLvdfuRTtliXkQaROMjk0bvI1QMZASXyzNOCcfdxbg0W3ctlgeuMkFNEoPlM85G8PMglXuyrOI/oHClZxCj14vd4g14iJiPDwbajZTHVa7VWk1s2x2XkX6+SQK0Peo9r1SmzhvN3jpaiQe+4i+9XLcVGKBDvpZ73oiif2vWi/LLxCVQfcG0bUVJSEpKTk+F0OqUeXCauolmzZvjoo49Qvnz5kK632+14++23FYtzpNz4XS6XNLibz+fDpUuXQq63Tp06ePPNN9G0aVM4HA5pmcaNG6Nx48Y4fvw4unTp4pfTWw1FihRBcnIy0tLS4ibfdF5eHj766CO0bt0atWvXDura5cuX48yZMxGSLDjk5OSgd+/eWLVqFRo1ahTUtY0aNcJ9992HxYsXR0g6EyZMhILbb78dn376KcqUKYNixYoFLF9oopfLrLpqVl5aNCcmJsLhcMDpdMLhcCiWXp7DmRY+3CpO5BS4RpY5aRcXh2pWbrJW0ndOiDjhzc3NhdvtViz7IuGmMRA/gcaA+mK32xXZed/J3Z5yZdL3lJSUfIHHeL02mw12ux1OpxMpKSlITk6G3W5X8qDL9iDT+IqEJlyIi2pyLadIt2I0e3EPPP+IigajyWkwfRfvu6gUonnDI/HzyPWih4U4XtFAMG3pHRe1ORnsnBKvEZ87rXb1EGJZ/TIEGiPZey2aEAmnlqJAplxQe44CKS74cb3jzevVUnSoKUlkMmlZ//X0gSt+U1NTkZqaCofDofp+NQE0bdoUy5YtC5lwE4oUKYLZs2ejYsWK+c7x/NrhYOHChYZHAK9bty7Wrl2LRx99VJVwc1SuXBkfffRRwCBq5cqVw9q1a/H3339j+vTpePbZZ+NmD/Lhw4fRqlUr7N27V/c1aWlp+OGHHyIoVfCgNG6k8A4GEydOLFA5y02YKMxISUnBM888gzVr1uDGG2/UfV2BtnSHApFsEuEkskvnxYjjorWE79+mY0RWyfoNXHMFpgjZQP60VQQiTMA1KzgnSLKFv9bCTm3BzhUINptN2cMupisjZQJZ9Ll1lWSlaOYkM1nMaUy5LJy8cquxbJGqtnANByLxJoUKBbHjWwUIfA84J62yesOBmrVRdj9FizaPni/bj8/33otp0uiv0eOshzCEQyr0tKHHY0AvZFZdtTrCsazLzgW6NliEIrOWUkGmuBGt11p1qXkV6LHKi+Rdz9jLSLWe96ZMZv6/7Fige0t7ch0OBxwOh/I7xH8LTFxFmTJl8OGHH+Kuu+7SZVHQA5vNhtdffx19+/b1Oz5nzhz07t1bV5RxNaSnp2PixImGvlsTExPRpUuXfK7pgeB0OlG2bFmcPn1aOZaQkIAnn3wSffr0AQCkpqaiVq1aAKCMR//+/ZGRkYFnnnkGO3fuNKgXoeHPP//EsmXL8I9//EOXF8j//vc/bNy4MQqSBYdZs2bB4XCgX79+qFmzpu7rTMJtwkTsYbFYcMstt2DkyJHo1q1b8Nf7omnaMgjp6ekoVqyYNOiXuNhTs+46HA7Y7XY/i65ME8zdzDnhpD3WwLW95R6PB1lZWUqAN1p0JSQkKFZfnoaMokpTOzJClJeXp1hjMzMzVd26gwERMJvNBqfTqURpp76SfGT1Jss+Rb2mz5UrVxQLPAA/izkReRnhIxd1Cj6nlQfbSELL+04KBy4zn0t8Ee/xeBSXehnxDldG0drPrdAyUiHOaVFZJPO24PNJtIJHynIfCWiRZS0SHOw14ZaNN6iRVUCuwNMzFwIp/GSKCn4u0DFZH2i+i5kgeFpItXeIHgu0rKzMmi1eFyy4hZs8rfhzTPEnTp8+jcuXL0sjchck0G92qChZsiRWrVqF//u//zNQqqvYsmULmjZtmu/4W2+9hRdeeCHkei9duoQKFSoY6qZdoUIFHDt2zC8Am158//33aNOmjeJuXbx4cZw8eRJOpzPgtcePH8e8efMwYcKEmMYZSEhIwPTp09GvXz/NYHw7duxA+/btcfLkyYjLRO+lihUr4umnn/Y798EHH+DIkSPS92mJEiXQr18/DBkyBKVLlw7YzpkzZ1C1atWg9v2bKBzga8GCqIy1WCwYMGCAX5yMPXv2YMmSJTGUKjR06dIF8+fPzxfYkX7jAv1eF2jSLRJYTlZ4yjBObK1Wq+JSToSSCCaRYCLWdA2PPE6EhUBknIKMuVyufK7gRPTFvXrcdZ0gPlBEjojQ6yXdWotYccHH9zSLkdvJEm61Wv1ynANQiHNWVhZ8Ph+cTifsdrsf8ZORROpPdna2QmZlxC+QpUjWL9mCWhwLmaWfFDDUrnhf+YJe5nEQKkguHrGYz2sO7jUhI/80V+keil4SBE661cbehDbiiYAHkoUrcGhuidfLtqXQuXBkCkRQtci5KD/fxsP7QSQ1KysLLpdLMzWhlrzUVrj3Vk2hwNsgpWdycrLye8SvI0Xf2bNnCy3pvummm1ClShXlf5fLhR07dkivf+SRR7B+/fqIyKZGukuXLo19+/ahXLlyIdUbCdLdpEkTbN68OeT9/tu2bUOXLl1w/PjxoEg3YdWqVXjyySdx/vz5kNo3Ak6nEzVq1MDbb7+Nhg0bolixYtixYwdcLhcA4N1338U333yDixcvRlyW8uXLY968ebj11luRlJSUzx3/9OnTWLFiBVauXInff/9dmnP93nvvxaJFi6TbHDjy8vIwevRojBo1ytA+mIhfJCQk4O6778aQIUPwr3/9C6dOnVICJ+bl5eG7776L+9R+NpsNr776KoYNG+ZHVDMyMjB06FC8//77BWbt2bBhQ2zevBmpqan5zukl3QXavZzvE+YkhRY4lEObiIXValVcyrkVl0NMy8Xd/Pg+a1pI8YUS36PNQdZdl8sFi8WiEFNuCZcRb2qb/9WCHgsSHyNSVJDigfrIlRe8b3zhnpeXp+wnIwUDLYZ5KjQ+hnzRycedxkdroa6HfMvOc/IgWrrIbZwUNKI7vNb+eLX2goFIuPl8pnvClT8Wi0VRBFA6GJ5zm/+VWc9FQsWtavR/QXj5xQPhjXX7HHpkIZLH9wqLFl6a89yjg58PViY9SjPxnS3z0KD3Bblh2+12ZaFBXirktZGdnZ1Pcal3fIIpr9YHmUeB7N3B2+DBO0mxRu/lwoZy5cph3LhxSEhIQIMGDZRc0cDVRdinn36K119/HUePHlWON2vWLKJpn+g3S1y8XrhwATNnzsTLL78cN/di2LBhYQXYa9y4Mdq2bYtp06ahV69eQafhatOmDRISEtC1a1dkZWWFLEc4cLlcOHDgAB5++GE0b94cZcuWxapVq5Cenh5VOYoXL45PPvkE999/v2qZ8uXL45lnnlHc85cuXYpp06b5GW6++eYbdOnSBRs2bJAu5gkJCQkoV66cnxHIROFFQkICnnjiCUybNk15TqtVq4b//ve/AK6uyZctWwaPx4OvvvoKy5cvj9kzqYbExEQMGzYML730Uj5ulJqaildffRVz5syJG8UBKfW5By+H0+nUfEb1ID5+SUKE0+nMF7xMXNxw90NyI+fRycWJIC4SRYLFIz/zhSonpaJ1kcrl5OQgKysLeXl5fpHSZS9QTrbJKilbvIkQlQEyEs7dqDnBE8HdWahPtPjgLuUkH78PfJzI84Dq5AsYOseJsGyhHgkyyJUBnHjy8yLJNkoOfn/Igse3O9B403hwEk6KAiLoHo8n33yUbb3gbfNPQUNBk1nLAyMabdNzTh4QNOdkZYGrP5SUGpDeOwS9Mgd6P6kRbDXZHQ4HihQporw7KPUf91YS53Sw46umzNFSBnAZaVy55xC930lJxt3fqTy9f2hcePaEwobFixejSZMm0nOpqano2bMn6tWrh3bt2iEzMxPNmzfH5MmTI2rpb9y4MTp06JAvMrTP58Obb76JtLQ0dO7cGQ0bNgyq3p07d8blPbzjjjvgcDjQqFGjkAh8y5YtsXjxYjz++OO4cOFCBCTUj88//zwm7VaoUAELFizQJNwi7rrrLtSrVw8VK1bE8uXL/YK8ff/99/j2228DphPr06cPZs+ejZ9//jlU0U0UEDRo0ADvvvuu6l5+q9WKLl26ALjq8jx8+HC0a9cOBw4ciKaYqrBarRg9ejSGDh0aMIhjtFG6dGk8+OCD+Y63atUKzZs3x8KFC7Ft2zZ88803hm9RKfCkmxNcTua45ZR++LgVke/hlWm5ASiu5nwhJ1oRORnn5FQGsqi6XC54vV4lLzi3LIvWdJ4bW8vaLVpQ9FoDuWWFW7m5DKQcIGIqukna7XalPk7gc3Jy/BbyZDWm/wk83ZqM2IpE2AjCopfUq1m1w2lftKqRFY/mAifd4r0hhQ0n14mJiX45xPk4Uxs0r2TzxITxEO+xbA6LxziMvC80x8RAiVxO/r7g85BH9g9GNrV3j16FCX8f2u12JQNCYmIicnNz4XQ6FTmys7OVd6RRz6XWcZKLx7sQPYQ4Aafn0Wq1wuVy+b1HiZAT6ebxNAoj6tWrF7BM7dq1sWbNGmRlZeGOO+6IuEykkJIhJycHU6dOxfLly3Hvvfdi4sSJKF++fMD7s3HjRvTq1QterzcSIoeFHj16IC0tDbNmzcJ9992HsmXLBnW9xWJBy5YtMXPmTHTs2DFCUsY36tSpgwceeCDo6xITE/HCCy+gU6dO6NKlC7777jsAV9OR9u7dG3Xr1sX999+PQYMGSeckGWtMFH6UKVNGd/C8pKQk1KpVC6tWrcJnn32GkSNHxtTqnZSUhGHDhmHo0KGa78opU6aEFMk/VPzjH//ApEmTUKJECdx1112q5QYMGIABAwbgq6++Qvv27ZWtKnv27MHy5cvRvn37kI0/8aV+CBK0H5fyTBM55HuRxQUSJ9GcmPBAakREyTpNizmureH7sUV3bDUrIi2yyA0yKysLV65cUYKvkbswLSLpOwVm0yLdei08vAwt9kSiKwYV4y6SotKBxtZmsyl944tf7qZN4MoOUoJQWjJZEDE+fmr902O1VXM/Fz9a7uRGWLtFpQW3bpN1jHsWiDnU+Xy32WxKGrfk5GQ/TwSeN14tJzf/K343ETxkpIun4uP3U0xNqDX3Q5WFyyQG2hPnH8lA/9PcIoVQqLKpWfq1ypO8DocDxYoVQ3JysiJDYmKiklqLlJJutxsejyfiSiSSi9In8vHhSl0x9SKNJ20tAqCkgqR3v1qshusRtWrVigrhJjRt2lTT1frkyZNYvHgxqlevjhEjRmimAdu8eTM6deoUkfzQmzZtMmRb07PPPosuXbqgXbt2mDNnTkj13HfffUFb/wsDLBYLHnroobDqqFKlClauXIkXXngBxYsXB3A1UNqmTZswfPhwjBs3zgBJTRRkTJ48Oehrbr75Zjz//POYM2cOHnnkkQhIpQ+vvPIKRo8erUm4Dx48iLVr10btt65OnTpYu3YtHn74YU3CzdGkSROsWrVKietx8eJF9OjRA6tWrQpZjgIdSO2GG25QFmIEnvqJrH+iO64YgI27m4v7eIms8GuoHLemU1Aqj8cDl8vlR5SB/BZGNfdEToo5YVXLD63Xok2gskTeUlJSlIUgX3CTRZUsTaSAoDpoXLh8NN40zqJc3O2ZjwsRdT3B4vQoFETwa4L1BNDTbrAQlRYOhwOpqal+5BqAajA1clml+0HzlAeoIwsLn9vUJlco8bE2up/XE2QElysBScmn5aVByhH6Kyp8QpGJzzGyFNPzx92ZRYUdVz7RXNMKehgIwTxv9D602+0oUqQIihQpIlV4kss2BVBzu92aHjPhgsaTCLYsngj3YhA9GWi/vMvlUiIQ8wCKdH/ImuXz+XDkyJFCFUgtXvuSkZGBihUr4sqVK7rKV6xYEWXKlJGeO3HiRMQCjZUpUwa7d+/2C0AXKnJzczFmzBiMHTsWL774IkaOHOnntaYHp06dQtu2bVUD4BVGWK1WbNu2zTCFw7p169C7d28/V3273Y6RI0fixRdf9FMGLVq0CH379lWCxpkwDqVLl0alSpXQvn17tGjRQtc1EyZMwIEDB+ByufD7778bKs/hw4eDyv8sIi0tDU899RSWLl1qoFTasNvteOmllzB8+HBNJabP58OkSZMwbNiwqMhVu3ZtrF27FjVq1Ajp+vr16/spWosXL47bb78db7/9NlJSUnDLLbdcH4HUAPXgYUQKyXrELUmAP/miBaiYvotbsQH/QGl8cSpau0XLoYwk06KQyvI9z2J5+qu1iAyWRFKb2dnZiuWGy06Lc+4uToRNdHcm8peYmKgszIlAAtcWyTS23IWe7g31ISkpKV8QJ94/Gh9xQStzARUVHeL5QIgUARXlJXLDXX+5NwAAZXsB3y9KyhCPx+Pnls7vC7n4i8SAEzsToUN81rknAg8oSHt3RQ8bURFFH1kKLCMsXJyI82MyspiQkOAXq4GOE/HWUiBojZMeGXmWCR67gMokJCQo3jWk9JRZ042a33zceOR0Pmb8uRZ/H4ic+3w+ZTsTfwZJgcAt4ybiFydPnoxKOioR586dQ5s2bbBq1aqwibfVakWlSpXg8Xjwxhtv4Pjx4+jduzfuuece3XVUqFABy5cvR7t27fz2KBdm5Obm4vXXXzcsB3iLFi2wYMECdOzYERkZGQCubpl59dVXYbVa8eKLLwIArly5gnnz5pmE22BYLBY8/vjjeOyxx1TjTahh0aJFAICzZ89i/vz5GD9+PNLS0gz53QnX7bp48eKYM2cOsrOzsXr16rDl0YMXX3wRr776asBybrcb48ePN/Q3WgujRo0KmXDLkJaWhm+++Qb16tVD6dKl0atXL1SqVEnXtQXavVzLsimSVb7w4RAtqjyiN3e35OX5NbRApoW06Coqk1V0ZeYfIpziR8vKLRJ5LQuxOC7cNZPczTm5I4sonSNrKhE67g5J/7vdbmRmZip5xYn4iYoN0ZWaFtLczZyPn+y+8rHlhFVUhKhByyoWKlkPBHEukIus6ALO7z2/jo5zgsLH0mazKR4MVJ48PmgLg5gCzUR4EN2OKV4DT2/Ft8JwKym3nNL+fvrwQJHhzD0e9V7rvouEkivYKM2guA3EaHDSTe1x+USlFA82KL5/tWJsBCMPgernnk+cPIueSlwG7v3AFxs8WCalCqP3pwkTInbv3o3WrVtj8+bNYacjq1y5suLePG/ePLRt2xbffvtt0HV07NjxulIUnT9/HqdPnzasvubNm2Px4sW47777/N43o0aNQrVq1VCtWjXcdttt+PLLLw1r08TVdejQoUMxffr0oAk3R9myZTFs2DDs378fw4cPN2Tf/ZAhQ8KuIzU1FQsWLECnTp3CrksPAgUCJDgcDvzyyy8YPHgwbrnllojKVKZMmaDjVoj45z//qXru/PnzmDRpkqIcC4QCTbq5qyQnKcA1okEEgwdKEy2vBG4h5wFtZG7Ssn13tKCisPNq1nUZRMKsRjD1WL1kro1qbXGXR+4SL9uXzReJVIaX50oDIvNUL5E8IuuyqK7cksTvCz8v+5+TA3LP5OnL9O6VFcdbNsZGElR+D/ieThonvpgXU4jxMeAkgP5SDnZy8eH3iytKAnlSRIJUFRaISiGae+L+fE7UuCWcuxSL+6l5ekPuFh7s/aD7SvdcVH6JzxC1Q54XfHsCKRGoj3rea6GMJyeqsngH4vvVbrejWLFiKFmyJEqUKIEiRYrA6XTme/bDlY2Pj+ihI3oKBFIIy941XIlLn+sRBw4cQLdu3TBhwoSojYHD4cCTTz5ZYIJU/fTTT3jooYcwatSosIK1Pfzww6hdu7by//nz59G1a9egifeAAQNCTqVTpEgRFC1aVPkEm8YsFti9ezc+++wzQ+t89NFHsXHjRvTr10+Zhx6PBydOnMCJEydw6tQpQ9szARQrVgwjRoxQ0t+GiwoVKmDUqFH45JNPwo5JsXPnTiU9WDhITU3FrFmz0KZNm7hZz1ksFlSsWBGTJk3C6tWrMXHiRBQtWhTJycmGt9WkSRM0btw4rDqGDh0asAx54gVCgSbd3DWTkwlasHDSTXtdqRxwbV8zt1bwKOGiCzgtRmlxRMfoLy0Qk5KSkJycrLhGintqObQWYfQ/B1+Yyha9IjHji0GxDnGhl52dreSnE6Nfiwtg8T6QpZtb7KlOl8ulBIuj42oBg0RrtZq1WUYWKKBYSkoKUlNTlYeYEyHZWGgpKCIBmRLE6/UiKysLbrfbb28q9Y/mNJExblXg40Xzj0gSkQ/eVqA5piWriWvgHgg03lz5wUm3mmeHeI5HDidyTgqUUEkkf8ZJZlERJcZaoPcif6dxRQGlt4vUjzifo+RBwNvm871EiRKoVKkSKleujMqVK6NKlSooVaoUUlNT/bIChCKr+K4Q34GicoLGk+aBzItJ7Znix8Xgk9cL9u7di0ceeQSffPIJRo4ciXXr1kWl3cTERIwfPx4jR46Mm4VpIPh8PkycOBErVqwIuY5Dhw7h7NmzfseOHz+ONm3aBE28g0XFihXRr18/HDlyRCGWJ06cwAcffICmTZtGtG0jMGTIEENIEYfdbse0adMwcOBAQ+s1Icfo0aMVTw+jYLPZ0KlTJ6xbtw7169cPuZ5z587h0KFDhshEOeUrVKhgSH1GolatWhgyZAhOnDiBrVu34rHHHjPMa8Zms2HSpElh12Pku7BAk25Oful/cqOlqN/cwkr7jdUs4+KiB4ByLS8j2y/OF9G0WCbizReJovzB/B8IaiRcNm7iddyaJUZ65y6RojWMjx93XeVjRVZvTuh5IDZRSaDVd5m1mxblZNm12+3KftCUlBQUKVIEKSkpmtHR1azo0QC3drtcLj+LNCcefLFP48/lJZmJqPF7Klrl9BBuE9oQFWAiweYWY65048o8usdiGW4d55GvOdENNEdFRR65L3PyJxI7vk2G/nIvEu4qb7SbOZeXUivyuASkCODK0aSkJBQrVgxlypRBqVKlUKZMGVSoUAGlS5dGiRIlUKJECaSkpBjiok/Xc0UsgbuMi55BwDVPE1IGc4WN+D66Hp/NjIwMDBgwAG3atMHRo0cBXP3tnTBhgqFuvFpITEzESy+9hC1btuDOO++MSpvh4v777w/ZLfbYsWNo3769NADUhQsX0KVLF2zdujVcEaVISEjARx99hFmzZikKMvr06NEDS5Yswbp163DTTTcFHdwtWkhLS0O3bt0Md/m22Wx488030a1bN0PrNeEPu92O0qVLR6z+ihUrYsWKFahatWrIdUyfPl15H4aLSPcXAMaMGYPLly8HfV1CQgJSU1NRr149fPTRR3jjjTcM8T6wWCxh17Nq1Spdlm69KNCkmy9kiLSQSzNFiOUEhkcWJ5dzsQyvk5MecX814G8tokWqmAbI6XQq1lYj9hcCwVkm9bihk4tmcnKyso9SDKSWl5eXjwTwhSaNLw+CJrN6Z2ZmKveGu/7LIjcHAh97soSJ+2QpMji5rmlZ6PjiN9Ku1iIhon7THPV4PIqbPgWvoznEXYU5xL249J2TbhORgWgxFpVxYj5n/u7gihRRecefRRnxDgQ+z2h+cU8WTuBF8i9ma+BWXR4szmg3c3oeaG8zpdXiigNS4CUlJSElJUUZq+LFi6NYsWKoUKECKlWqhJIlS8LpdIY8/0WFoNqWG4IY74PGku/ZFr1YuNu+WuaHwoy1a9fi8ccfx8yZM/Hnn3/6ndu5cydat26N999/Pyqy2O12JU1MvBPvJk2aYOnSpShfvnzQ1/7xxx9o2bIl9u7dq1rmxIkTaN++PSZMmIC0tLQwJM2PJk2aaI5vqVKl8Oijj+K3337D6NGjDW3bSJw6dQodO3bE119/bWi9ycnJqF69uqF1mvBHgwYNIr7XuVq1amG1sW/fPsMIX0JCAiZOnGhIXWrYsGEDOnbsGNb7wmq1Yvjw4UEFdIwUMjIy8NFHH+nOaqEHhYJ0u91uZGVlKe65PFAUt+jk5uYiOzsbGRkZSn5sssCS+zm5QtOHAtpQWhq+aOXu7bSwJnA3RO7mq0Xq9EJrv6DoOh5o8caDP4n5g6k/JKvo8kgkwefz+S0mZe7ynFRq3Ssxz7eesZDlxKVFNk/Dk5KSko94B+umqyZDKAhEvIlYcOWEmIuYruWBurj7v7gn9npazEcbfN4TuJu5zK2c5ikpUbhHAgDl/cFzVIdiYRa3kYgBG8UUgNwCT7Ly55/LYhRJ5HWQrPxdTN5LbrcbGRkZivI0PT0daWlpyjvIarUiNTUVxYsXR5EiRfIpPMN5XkUPHVnQTF6O/qf+kKcV3xLDA8apBZIsbMjKysIPP/yAxo0bo0ePHli+fLlq2Z07d2LgwIGoXbs21q9fj127dmHXrl3o2bMnateujSVLlijHZJ/du3fr3m9HqFixYlws+tTQrFkzLF++HCVKlAjp+lOnTuHYsWMBy507dw7Dhw9H165d8dNPP0kjKmdkZGDw4MFIT0/X3f7DDz+sK3VcQkICBg0ahPHjxxu279ZoXLp0CR06dMDmzZsNrbdSpUoFYn97QUVGRoZfmrZIYfTo0XjsscdCvv6LL77A/PnzDfF8+ve//43+/fvn2yJqJL744gt069ZN9X2hF0b8/nm9Xl3R1NWwf/9+bNiwQfm/Tp06mDVrFn755Re/zyuvvKLbJb5A5+kuV66c4lLO9wmLQaI4uDWKf+gc/ZVdyxeZtGASrYt876S42Lpy5Yqy4FWTjyASaD2upFqu5Gpu2TabDampqX77z3l0ZRoLWiwCUFLf0FiTdwHl2Ob9F9ukdvn+SFq4EnlXI/AiiBCQNwHdH36PKQUZz03tcrmUe6E1V9Tmj6xfauXVrtG6JzQ2tEXB4XD4WUu56z9P10bzOC8vD1lZWX7RqjMyMpRjdB8L4KMfV+DvC3of8OdItHbTXOPWbTHGBBEy8S9t0aA5zLdq6PUKoTZobtF+Z76NhM9JrnijZ5pvH+FxIHj0fSMUitxDgLaNkDxkNaZtJHl5eUhMTERqaqoSz8HhcMDr9eL8+fM4fvw4zp8/r7x7g5WRe8CIwe/oXUhjxxW9/Hmk+0eu8lxBRp5E/H1HCoW8vLy4zW0dDOg3e+LEiThx4gTOnj2LxYsXR6Vti8WC33//HTfddFNQ173wwguYPHlyhKQKHQkJCfjpp59w++23h1XPypUr8dhjj8Htdusqb7Va0bdvXzz11FP4xz/+AeDqczRw4EDMnj07qLbfeustvPDCC0FdM3bsWLzyyitxG+ugbNmyWLJkSVhRsDl8Ph9uuOEGw9yLTeTHBx98gL59+0a8na+++gqtWrUK2WLqdDrx4Ycfon379mHvd75y5QqqVKkSkht4MKD3Rf/+/VG7du2gvM127dqFdu3a6VIMBsKjjz6KtWvXBk3id+3ahQ4dOijPX6tWrbBgwQIUKVIkX9m8vDxUqVIFJ0+eDPh7XaAt3TxAl0i8+QJG/NCijQdYo7+0iKTv9KHzPL2WzAVd3KsnupLqufFqpE7tfCBSrnaOW4lFWcXrRHJK54gU0AJYtPyIVlm+95sWotyrQC/h5jLKSC2P1g34bwWgQHdaLv9q7YZCKPRewxUZND40NjRXucs5ACWtFKVO4hZKfg+MsPSFC635XxCtevy+0n0R07EByPcjSfeYvyO4hZueSx43gUgxt5CH8k7hbuY8Y4HWO4Q/8+LzQgQ+WK8RPXJyazdZsy9duoSMjAxlPKicx+NBeno6Ll++jPT0dIXgckWBHuWlllxUF98SQ8RYvKf0TqLfGRpnHhROvIcF8RkIFiNHjsTUqVOjRriBq/euV69e+Pvvv6PWZiTRt29fhfSGgzZt2mDBggUoWbKkrvK5ubl4//330aRJE1StWhVVq1ZFtWrVMHfu3LBl0YOhQ4eiZ8+eUWkrFJw9exZt27bFli1bYi2KCZ3Yv39/WNH/9eL//u//0LBhw5Cvd7lc6NOnDxo0aID169eHlas9NTUVY8aMCfl6vaD3xX333YeePXsGRfIPHjxoCOEGgM2bN2PChAlBKet2796NVq1aKYT75ptvxsKFC6WEG7gqr957UqBJd3Z2tnT/tUjWRHdn+iu6V/IPP0cfcu/lxFyWhom3w68NxioVDIkOlnDz+uk7D5jEx4bGjrtvcys1t/iQq6SoZJC5nIv7vfne+kBeAFQH/RUt6GIgK241I4LKlQTc8qg2dlpkMRQiLrqjin0TXc1lkd/pO7eIAlBcbMVxihXE+SwSDXEuxlo5oBcyl2K+X5o/P1SW3zvap0zXy4Jv0XHAP70hPa8yWdTAn0O+NYe2MlDOXyL1RBp52ibuXk7KAR5oUa8sgeSkv9xTiN69Xq9Xed9Q3AZukSdPlosXL+Ly5cuKIo/XHY48RKJJAUvy8W1HYgaN3NzcfOPFXfe5wrMwe6BEY4Erw3fffYe2bdvirbfe0pWGLDc3V7cFONqgGAbhwmKxoH379pgxY0ZQ16WlpeH06dPKJxwX0mBgs9nQv3//uIzATEhLS0P37t0NId4ul6tQvwviAe+++y6mTJkS8XasViueffbZsOrIysrCzz//jBYtWqBDhw5Yv349MjIygq7HYrHg0Ucf9UsVGEmkpaXhk08+0R2J/dKlS5gzZ45h7WdnZ+O1115Dp06dMHDgQFy6dEnT42D37t3o2LEjTp48CeCqYWvw4MGaKRGXLl2KS5cu6ZLHmLjsMYL4sheJtohA1ktxES0uIvkikFsjueujrCwPoBMKwrXQ6L2WZBb3bwL+OdHFIF60QLdYLHA6ncqiVKZZ0kum9ZQliOPKXa2tVqtCTEl++t9utyuWKloUi+1zpYGavKEslNXuCz/OF/n0P1eAAPAjeDQW3NIaSP5IIhSrtvgsxjMJEe893Sv+LqAFPimA6L5xJR25TFM5cjemZ5HaobksU8oFM0YyBZjValWiaqempvqRWOqjKAM9T2K6LCPvl6hco78ul0vJVEAKNeoLxeDIy8tTYnfoVXjKIP4uUF00DjwXO5XnQSHpfcn3a/OPOMbxrmwqqNi1axf+97//4dSpU+jUqRPuuusu1bIHDhyIWvC2WKNp06aoX78+du3aFWtRAqJBgwZ499130b59+1iLoopTp06hffv2GDt2LEqVKoWOHTuGVM+kSZMMs/aZkCM3NxfLli1Dly5dUKVKlViLoxsbNmzA5s2b0aBBAyxevDho2atXr45y5cph3759EZIwP7755puAKdROnjyJrl274ptvvjG0bY/HgxUrVsBiseDDDz9EjRo18Pzzz0vLvvbaawrhbtasGbp3746uXbtq1j9ixAjMnj1bV6aNAk26ZRZCvYs+cRHHIbO8yVzE8/Ly/CwvfE8xcC1iLd/zGMp+pHAWYYGIHd/fy63CaoEWZMdpUUmLX5vNBq/XG/BeBFKCBAK3CHPizRfCdL/4flrumup0OvOlOaM6tMhqqJZvfl5tkc3vBZ0jQuTz+RTLHvVLjCEgprmj/0Wrd6QIrcxDQOsZ4/0mmaMhp9EgIpadne1HBH2+aynfqBxXVPG9TtwLBIAfsc3JyVGso9ziHMp7D7j23PJ5TkpCWUwELgv9T9cZHR1fq09khaR3Ed9DT67m9LxkZGT4pegKVRaZbAD8nkFRUUTX0TiK+b0JNK7i74uJ8GGz2ZQFaV5eHo4dO4YpU6Zg2bJlqFGjBjp27IhHHnkk33WvvPKKLot4LLBs2TL0798fNWvWNKS+0qVLo1WrVlEl3RcuXPDzyAoGTZo0wb333mv4wtxIpKWlYcCAAXA4HPjrr7/w/PPPw2az6b5+165dmDt3boH43SvoIMvm6tWrUa5cuViLoxsejwffffcd9uzZE5LCYPjw4fjqq6+iFiPh1Vdfhc1mw4ABA/J56ng8Hhw7dgx9+/aN6HPt8/mQlZWF/fv344knnlAtZ7FY0KFDB8ycOVPX9hvaqqoHBZ50h2rxEYk1/04LW9ENkAf84u3xPeLk10+LMdFdnbt4xhIkA1lGeYRr8SHkAYEIMmJAxDeYH1IjxoE8CYjIyIJY8T5Q9HKyIPPgb3yhzy3OalZw8Ttdp0ehoHa9WJ4rA1wuVz5PA7KI0iKRE3DyOpBtbzByDqoRbTWFFR3n15Dc5H1AfeDn4w0yaze5jnOFD3DNtVacm3SMe5Lw/coEeveEGwxPpswQLbgej8fPo0K0zBJo7olk0Yj7JbNyU5sU7yAhIUHZ0kLjk5mZmS/OhygLf/aClUmP4ozAFZFizAzRO4DXGY9zvaCgVq1aiiW0TJkyGDhwIICrz9+kSZPgcrnwww8/4IsvvsC2bdvw3HPP5asjnsf/xIkTIbmVxhMmTZqEp59+GpUrVw762pIlS6JXr1747rvv4lYxQnC73Rg2bBh8Ph+GDRum65pdu3ahTZs2OH78eISlC4zGjRvjvvvu0yyTk5ODqVOnhrXPONbYsWMHWrdujU8//RQVK1Y0vP68vDysX7/e8HrDwS233BLV9rKysvD888/DYrEo72TganaKhQsXYsaMGXHz3m3VqhXmz58Pp9Opq/yWLVt0B8kr0NHLxaA+oRBuvpgkYk3uoVx7wctwt1Fql/buiXuTOXkQF1axBC32KOpySkqKX8owMaKxmJOb/hLIQkZ7KjMzM6URjWWL31DHgpM6Co7G84zz6MtiYDGe7zc7Oxvp6elKoLJAhFnNuhjKXJRdKzvOyavVavXLq07KICJ1RMqIcPPYA0bPQZFo8XvCnyl+XizL6xH3wwaaP7GGzILPrcQUNIv3lcceoGvU3ivcWkr3lJR74nwNZWy4THxe0buPbyvhwfrEdIwUCFFvTIZQ5aTvNH70zuLbLcR0kdxzhNcVzthpWaP53CYXeFGBwdsTY37wDA55eYUrernRKFeuHGrUqAEAmDhxIsqWLYsiRYoEXDhfunQJ//vf/zBy5Ej89NNPQacUizWaNWuGTZs2GVbfmDFj8MorrxhWnx60bNkSc+fORenSpYO+9sqVK7jzzjtx8ODBCEhmPBwOB0aOHIkOHTpokp1du3ahVatWintrNGGxWPD444/75YUuXbo0SpUqpXmdz+fDH3/8gQkTJhR463zDhg2xfPnykJRBWjh8+DDuvPNO3ft+g8Htt9+OXbt2BR3n4e+//0b16tWjZukmOJ1OVK1aVfn/4sWLOHfuXFRl0EL9+vXx5Zdf6v69ysrKwpNPPolPPvkEAAL+XhdoS7fMSqDnGuAaiSZyzVOB0aI4KSlJKc9dlWmBKro00wKQguyQ9TTeCDfJYLFYFKsWWWLIwsbJDlnruOWOKxVoEcmtTWoWVZnFONx+cOuizWZDTk6O4o5L38kdm+/9BODnycCJkcyqLfOqCNUVVMvKLbOik8x03O12K262tKjn+7rJg4HnZI7EHORjQ+SRe4Vwl1r+vPJxEPfbA9eIqVpsgHiBeP/43CJSnJeXp7xL+DMDwO89wvdvA9fGizxpiJjxXPZG3U/+HNF2GW6lB/yjrpN8nNRGEjLrPHclF38LRJnEuWmxWBQFBnezD1YeqlsGHtldVPrxceT3nG8FiYffiXhEYmIi6tati969e6N27dr4v//7v6DrKFGiBO6//35s374dCxcuxPvvv4/vvvsuAtJGBrt27cLGjRvx8MMPx1qUkLF27Vps2LAhpIjkRYoUweDBg/Hkk09GQDLj4Xa78corr2Du3Llo3749XnvttXzu5nv37vUL4BQtWK1W1KhRAy+88AJ69Oih27pHsFgsuOmmmzBt2jS4XC4sWrSowL67duzYgfbt26Njx454/vnndbsMa+GPP/5AmzZtIkK4AeD06dPIyckJmnTHKqily+XCb7/9pqus1WpFtWrVMGTIEADAggULsGPHjojJlpiYiP79+welID548KBCuHW1EYpg8QJONIDAC0+RNNvtduXDLaLcPZpbochawQPo0ELUbrf7RagFoATwiQS0yJ6eFx5fZPI9kjJrELf2c+JA5Jz6S2Oh5fpq5MuYE1K+lzYlJSVfzmG6X3xByxfyotcEh+y4zKqt5l4rKyuek1nixGvE68nDwu12S/cFi9sajIKadZd7F/CozAS+PUO0Popzi+ojy6XRfTAaMvLNPUJo/yIPOsaDbHGyTv3ne6epDkpfGK6FW5Sb7gcpa0TrPLm8A9eeJR58MNr3R+05Es9zeWlbCSnh6Nmh8RSvUwP3dFEDWeFlQea4okp8toPJcnE9omnTpujXrx+aNWtmiPXfYrGge/fuaN68Odq0aYNt27YZIGXkcfHiRXTs2BGLFi3Co48+GlZdWVlZOHDggEGSBYehQ4eiZs2auPvuu2PSfrRx9OhRTJ48GfPnz893jtIeRhONGzdGjx490KFDBxQvXjysupxOJ+bMmaP8LajYuXMnfvrpJ5w+fRodO3YMGPxLC7///jtatWoVUY+Ms2fPYsyYMUGnARsyZEhcGzQcDgfefvttdOnSRZmb7du3x7PPPostW7bg/Pnzhrf5wgsvoFevXkFdI9uepIUCnTIsOTnZzzKtx+WPFvNOpxMpKSlwOp2KSzJZqm02mx8R5/Xy/YG0mKP2OelwOp1+lnJCuIspblWU7T3n5/VYYWnBzF1W+X5I/iGrEi1SyULHrag8dY6sLb0IdpyoH263G5mZmUpfeDofMe0QtzCGg0DzjuTTW0egskSkRYs2uaXyXNGRiCMgIzQ2m01xpSW3aoosLSo1OEHnSi4+r+k4zwggjlO8QBxXTkLpPpH3C0/PxbeiiGSL54PmqQq527HRxIy/C3j+bq5g40H6CPxdQIjUfRKt+/wjznX+nuZbZui73W5HSkqKX+pANQWb+E7VUtDR1gK+j5u8CHgZ6gP9FeN+FEa8++67mqlX1JCQkICePXti1apVaN++veHu9qVLl8aiRYvQuHFjQ+uNJK5cuYLHH38c69evD2u+HDp0CEuWLDFQMv04d+4cunTpgm3btiErKysmMkQbPp8P58+fz/eJNuFu0qQJVq1ahSeeeCJswk1wOByKVbIgw+v14q233kKbNm3Qtm1btG3bFv/73/9036fs7Gz8/vvvaNeuXcS3QPh8PixZsgR79uzRfU12dnZESKuReO2119C/f3+/uVm2bFksWbIEc+fODel3RAu1atVCr169dPOBvLw8LFmyBL/88ktQ7RRoS3dqaipsNpuyf1hmrRAtjrSH2el0KqRADGYE+O/hJvCgQdw9kCxR3MpNLqXkHitzjwwGosspJyU8DRFPF6XlNsnl4e6wABTixIOPcesc/eXXE+Gm/cPhLhz1Ltp5G9QPl8sFr9cLh8MBu92uEAaeu5pbFYn4hAM91q9wISN3IgmQlQlUj16oWbiJcPMcxOTGL7oii/OYkyU+t/n8jEeiLYPMe4H+8ueRFEB8i4uonOCeCkR2uedCJOSm75RxgcZedIOk5wm4lsFBFqwskhDf8VrvOv6+5MHMuKISuOoCqlYPn7ecMItbjGi86HkQ5zOXnxNtUmbwcSyMxLtHjx644YYb0L17d1y8eFH3db1798asWbMMyU+thipVqmDBggW46aabIpZ72mq1okePHnA4HACuRrlevHhxyPURaV26dCn+85//BH39r7/+is6dO8d0rh07dgz3338/mjZtiscff1xXOrDs7OwC45UQj0hKSkL37t1D2k9/PeH48eNKQLsNGzbAYrGgZs2aGDBgAICrHKRbt264cOECli9frlz3ww8/YNGiRVGLFfHHH3+gZcuWWL16Nf71r38FLL98+XJs3749CpKFjjvuuEP1XMuWLfHiiy8aFofiH//4B1atWhVURogzZ86gd+/ecLvdQbVVoEk3WRJEi5646OUWbofDgeTkZNjtdr8FFOAfoZfqSUpK8ltcqblaiwsrnnZH5krISYgaIRctfHzhSBZ5vnDkViqPxyNtQw3UR3EfqoxI8nRHNOY8KJnMEhfuj7qaG6lYhs8DIgQ0TjRWwLX9s2RF5Cm1AkFGsGX/y87JXEp5vVp9k7XHF+hadcv+DxZiPzjh5ntXybIHwI+gcNdyHpWcyvM9w7LnOByEquwKBWqyi4ouei/wPclcVtGKC+RPp2Z037ilnUejJZJKZaiczN1dlC/SkJFUNQ8jPh99vmt50x0Oh6I4FH9LuDKIvKHoHUeeB9QmxQjhihRA/s4U5RPfQdGcs9HEf/7zH9SvXx9ffPFFwLIJCQno06cPJk+eHFHCTYhEGzabDTVq1IDFYkGvXr3wwgsvKO243W4MHDgQAwcOxO7du0OqPyMjAz179sRdd92FSZMm4YYbbkBSUlLA6w4fPoy2bdvGRTAyr9eLzz//HFu3bsU777yDt99+G8WKFUPx4sXzpXHKyMjAsGHDsGDBghhJW7CRkpKCcePGhbSX/noGEeh9+/YppDspKQnvvfcesrKysHfv3liKh2PHjqFNmzZYs2YNbr/9dtVyR44cwfjx4+PatVwPHn/8cXz++eeqygOHw4EbbrgBU6ZMUTyjXn31VWzevNmvnNVqRYcOHUJKwRjKvvgCHb38pptuAnD1hys9Pd3P4iJayhISEmC321GkSBHFnVwkzmJuZ3FfMADFRZCILz/GrVHZ2dnIyMjws8JzuQItrkTCTS68ZIXmcvJ6RVdxPe6KovWRFo9E7PkeXXFMxFzk5CYrkgMjppkeS7LoBipaEMWtCKIVUUte0aosyiZexxfZwRDIUC27Wl4NRhFYPgakxKL5CCBfJGmRTJIM9OFKLx54UG0PczDyxwtpEZ9l8XsgZQv/rqVkMUpO/gzRe0eMEk4ElZ77eAwWKZJlvuWHv8uI8FIwRr49RlR22mw2P+s0becAoPzGOBwOPyUFnaP6aJy4J4PaXn2fz1eoopdTX06fPo02bdoEDIpTokQJnDhxIujgTqHi+PHjqF69umGW7vr166Nnz554+umnNZ/zY8eOoW3btiETb45+/fqhR48eaNSokWqbv/32G9q2bRuzvdx6UbduXbRo0cLvXRdLd/jCgObNm+Ozzz6LWP2xiIRv4hqqV6+O7t27o06dOmjXrp3fOQrqtm/fvhhJpx/9+/fHjBkzNN+bp06dUuIHLFu2DPv370evXr1Qo0YNVKxYEX369PErf+jQIdx8881+x/r27YtZs2YFleoYAE6ePImqVavm+60I9HtdoEl3zZo1YbFY4PF4cOXKFWRlZUldm4kgp6SkKKmxHA6Hn1abFlL8GF8oAf6WVL7X1Ov1Kufo43K5kJGRoSxKRcsVQcslkv7Swpe7xHMywxdppHSg/aOywGEyyBbcfMEpfmjMeGoncQ8oQc8U00Oo9UIkMzLiJ7Mmqo0RHwsxCjG3RAYiHHrGXyyvZk3XO15GP95cmUGxC0hBw+eLWJ6DgnDxIH18TzMn3Hy7RDwROr3Qul9q90/2TghlToUCrfcA34rDSaNs7sfDPRKVB0S6uYcQzUX64aTv5I1A9RC4VwYFoCRPBVKI0rPAlaL8WqqT79fnHkaAv4KlMJJuABg8eDCmTJmied2MGTPQv39/w34bAqF79+5YuHChIXXVq1cPa9eu1Z33d/z48XjllVcMyT1dqlQpFC9eHE899RQaNmzod+6TTz7BmjVrcOrUqbDbMVGwYLVasXv3bk1LaKjwer0YO3Ysxo0bh+zsbMPrNxEcUlNT83mJZGVlFZjnvnTp0tixYwduvPFGXeXPnDmDjIwMVKpUSdm+I+Lw4cOKRdtisWDAgAEYP3580PvDz507hz59+mDdunX5zhXqlGHk5kffueVahJi+hRY33HIrLnrI+i2zQvOo3cC1AGtk+RUDionWd7XFqczCnZSU5GedF13iuZsIufDabLZ8Ac+0ILo+8gUjRVDmC3AaLxnxDJZwGw0ZYVGzNupRRnDFB80zfv94OqdAUZDVvBr43NDTJ7GcjKAbCTWlgGh55d9p3LgXhnid+LxxRU64FlQ1LwO1exBs/XogPgtcplCIdKSfJ1E2+l/0WhCtsdGQLRTweebxePIphagM9Y8USPxaAKoKBhofek+LKfJ4Of6h3xBZED3x2usVCQkJKF++fNQId25urmEL0vr162PZsmW6CTdwNQruxIkTDUktdOHCBVy4cMEv5/L1BovFgrZt2+Khhx7Kd27y5Mk4duwY3G73dfeMGRU0jSM3Nxdvv/02Ro8eXeDdlgsLMjIykJGREWsxQsb58+fRtm1bbNiwQVfe9HLlyuVTMmghNTUVo0ePDppw03aezz//PKjrCAWadPMct6Jlhi+waVHE83DTwogTUnG/tvhjz3NXiyRatFzIXN21ILOCiYSb70nmygLqLykJ6K+4n1xc6Iv/aykFZAtCfl0oli5OiPSQyHAWX3oUATIixt1T+ZYEruCx2WxKEDseNZzXGcq4yO4Xr0OmSIjEAkKmFKB7TgHqxCjjYqBBUv4QgaPznMxwhZUsaFgg5YjsvJqyJVoLeRF6nie1a6INkXgHoyTQKh8tiAoXch/nyiDRK4OO0ZzlzyIPuEjPO81jrpAjpRy9/3nMDa6gJPd0td+JWI9frNG0aVO0aNEiKm3l5OTglVdewTfffBN2XfXr18fatWtRoUIFAyQzESo6d+6MuXPnSrcmdOrUCTk5ORg5ciQ2btyIo0ePRl/AGCA3NxePPfYYFi9ejCpVqhhS5+7du7FixQpMnjzZJNwmDMXevXuxceNG9O3b15D6fvjhB+X7qFGjUKJEiaCuP3v2LHr16hUy4QYKOOnmiyo97r1UVs13XwxWRESdrG/iebIAU5s+37V9jjy1jyiT1uKVKw4SExP99nBzKw39n5OTk0/ZoEbKZFYsNTnUZJOdD3WxqGaZlZGQUEhSOItWThhpTyvf888X16TkoD2v4r5QUX5RuSGzhvLv4v1Sq4vXaSTpUVN4EJHhkf55JH+RcPA5yiPeE5nh2zOC3cMtWpG1IFPw8HNGj18gBPO8REMmIyyu8UQYubWbiDff283jcwD5vZ+A/FtUqC6a43x/uGi15sEBRcItBk/TUopeb6CxijQ8Hg8mTJiASZMmhe3affPNN2P58uUm4Y4xnE4nhgwZohoLgNw/Z86ciR9//BEtW7bE6dOnoylizPDdd9+hc+fOWL16NcqUKRNSHb/++itefPFF+Hw+7N27F8eOHTNYShMmrmLIkCGw2+147LHHdKfzksHlcvltZ0pOTtbNK3Jzc3Hu3Dn07ds3LMINFHDSzclvoEU6WSZsNhtycnKQmJiYL+q4zKKnFoWZFl38e3Z2NlwuV760WTLSpKUY4FZuyhdOC0TgGuHm9ZJygOSmfeThQGZtVisX6PpAZEhm6Rfrj7Z1ksZcTOnEPQ6Aa3ODyGZCQoJ0Lz+vFwhMTEQvgED3Q8/8ChWy+0ekm76LrrVkyRb7wPdui3u21RbawXgIcIiKJ/6ha2T3iMrHE+mJpiwyhZDeZzmexgzI7yYOXPMkAuC3t5uX4dfzseBZHvhY0PMv89DhxJ8TbpGgq8l9PeLLL7/E+vXr8wUDMhI+nw+vv/46JkyYYAjB79ChA6pXrx6+YCZChsPhwOzZszVTDnE0aNAAa9asQceOHfHXX39FWLr4wPbt29G6dWssXbpUl+suwe1248MPP8SUKVNw+PDhCEpowsRVpKeno0+fPvD5fOjRo0dIdbjdbjz55JMhB6qcPn06hg4dGlK0chEFnnTToj1QyidelnIIyyyRots24K9x5xZQArnEkoVbbTElW8jyOvlfsnKThZVb4MRy/LjRBNUIa7H4PZT2Y+EOLJJsmWs5leP3RIyKrGY51eM5IBtDcR6IYxQp8q3m7UDznVu9xaBb9JeeCyIfsj2yYv16ICPb4kcthZ9oYeftxxvxjhZkfRbfM3pJeCwhk00292TlxZgVdJ7H6xAt2KJSh+qhv7J4H1SviMI899xuNy5cuKBZJhqW7tOnT2PevHmGtFOmTJl80XJNRB+pqano0KFDUO+kO++8E8uXL0fr1q1x8uTJCEoXP9i+fTuaNm2KIkWKYOzYsZreGQsWLMB///tf5OTkYM+ePRF/L1WqVEnZe/7II4+gQ4cOyrmsrCw899xz8Hq9OHfuHM6ePRtRWUzEHl6vF4sWLQqZdL/00kv45JNPgp63v/zyC5544gn88ssvhhBuoICTblq80F81ywxfKJKVmy/AZQszsr6RBRmAYp0DruVdpcWbjHDL9vXKFlK8fSJttI+buz1yQsejaFMdYlAqmdtiQVnExZJsEzhRk+3zF+cOjwkAQIliT99F6CErWvdLRoL1eCYEC63FP7f+iaSDK6Zk5EVmYdZ6NrTACSE9J9ztV3xe+L2j54VIkWh51+uZcD1A7V6pvdviCaIihcg3324kbhki6zXPy+3xePIpkugHmc8zi8Xip8yhuaU31kc8j2W4GD16ND7++OOA5SL5/j9z5gzatm1rmFtxv379UKNGjZCvL8z3uyCgQYMGGDp0KAYNGhRrUaKG3377DQDQrFmzGEty9d3ZvHlzNG7cGI8++ihq166tWvZ///sfgKuKg4ULF2LWrFnm81PI8dtvv2HPnj0hRd4/evRovvmxfv16PPbYY9JAah6PB+PHj8fHH3+MP/74I2SZZSjQpJsCl/E9oeLA0sLb4XDA6XTmyzMtWgwp5ypFRpcFWgOukXJyK+eEW8/+cmpbJNx8D7EsaJqM2PGFHo2HLPJzQUKsLWei9wHgr9gQIxTzhbvPdzW4GpV3uVxS4ibro8x6KF6jZRGOxL2WES09yiMiLGp1BHpGglEUccLN88vLCLesTnpuaU+6LHe7icIBcS56PB6/rRH8vckJsrgPm3tK0PuWv7e5RZ2nU+QyXK9zS5ZqhcNiseCpp57Cf/7zn4jJsHXr1oB5wvWicuXKGDx4cFh1jBo1CpcvXzZEHhOh4fHHH8f27duxfPnyWItyXaFKlSpYtGgR6tSpE1R6xLvvvhv169dH5cqVsXjx4gKRf9pEaDh69Cj2798fFOn2+XyYMWMGNm3alO/c+vXrcdttt+H555/Hv/71L79zH374IRYtWhQRT6sCTbrVFkF8IZOQkICkpKR8kacJ5BIL+Adj4wSarM3iwgmAso+bB06TWfCA/MGuuHVItHQTaaDgXDw3NvWLAqnR9SSv1+v123MoyhCthV6wVspAhDSakI2b6EYuej0A/inciPyRZSwQQRYJquw+xcsiPZAFWLS8B9sXtXNa84SebXpmRNLNnxPyYuHPId077tkQaN+tifiH7D0kvqO5dxJ3LxfjD8hidQD+KSP57wmvm9rlMlxv8Pl8WL16NU6cOKFZrlu3bnj77bdV862GK8OGDRvw1FNPGVZnampqWKmYfv/9d6xcudKM/hxjFC1aFK+++qpJuqMIi8WCbt26oXHjxiFdn5SUhJdeegndu3dHly5d8N133xksoYmCiF9//RXjxo3D8uXL4Xa7pWX+/vtvDBkyJKpyhR4KLg4gunQD/ot9snLLon8D1xZDlObL4/HkS/kEwG+/OF+cu1wuv8Bpei1jIiFR248qBk7j8lM7VEaWrizWZEGNcGkpI/jfcNs1ArQI59ZS2eJcDBhG5XnEc5l7eqDv4cKIuoKpgxMSGidRIabH+0IcK16/FngUef4OoL/8PClF6Dj/cIUXv3exVgbFM8T3WjyCz0txKwEn3pxw83gdMu8hfr2Y9k7cqnC9Y+3atejatWvAXNQNGjSICOEGrlrZO3XqhIsXLxpW55QpU8Ka96tXrzYDU8UJihcvjttuuy3WYlw3KF++PF566aWw66lSpQqWLVsGu91ugFQm4hE//PBDvkCnMuzbtw8tWrTAggULVAl3rBA06d66dStatGiBihUrwmKxYPXq1X7nfT4fXn31VVSoUAFOpxNNmzbFoUOH/MpcvHgRjz32GIoWLYrixYujT58+ISVxJ5Ks5kYtLrrpmNa+V74Y41ZlvoCiMm63W4lSHcjKLcolO6a2uFfrHy3w+EJPtjiMtXVFplTQWzYUGNlHvqDmx3jQLTEwEylGSCkibmngCDQfZeWDlT9caLl/65nvwbjSqilkZJApKkRrtxh1Hri25YR7JxDZpu+cdIeTpuJ6Q7zu65a9B/k2Ah5FX9yHTYpd2V5sNfItPhvBKp0AY96F8fR7DQDPPfecEudCDTfddBNatWoVUv2BsHXrVvTp0wdZWVmG1quWmioQcnJyMH36dLz++uuGynM9Iy8vLyw3/cqVK+PRRx81UCITWkhISAj5+RFRtmxZDB48GElJSYbUZyK+MHfuXJw5c0azzK+//oo2bdoYvhfbKAS9mszMzMTtt9+OGTNmSM9PnDgR06ZNw6xZs7Bz506kpKTgoYce8tM2PPbYY9i/fz82b96M9evXY+vWrXjyySeDFp4It7iPGri2uFGzlvHFFS2mZBGXAf8gWDw9mBg4Tc2FWGuhJbrKcnJA+1N5PVxWCuxDbo8ulwtut9sQl9hIL5xDcS3WA06+QrVMihZt0qxx8q22wOZtE7i1VHZeTX4ZorVY1wujLcCiAoKeYXH8eBkO8T7wY6LrJn+eODjpFq3dMjkLKiLRh3gk3CK44pTe4bKP1+v1S/9I1wZruQ5G6SS7LhzE0+81gIAWbuCqpbFq1aoh1a+FnJwcfPzxxzh//rzhdYeK9957T5ciwoR+XLx4EaNHjw6rjnvuuQdFihQxSCIT0UJiYiLefPNN1K9fP9aimIgAMjIy0LZtW8yePTvf72N2djamTp2Kli1bxrXXkMUXxi+7xWLBqlWr0Lp1awBXFwkVK1bEkCFD8MILLwAALl++jHLlymH+/Pno3Lkzfv31V9x222348ccflQdj48aN+M9//oPjx4+jYsWKAdtNT09HsWLFYLPZlHb5woYv0pOSkpCSkgK73e7n6sst37QI4xYtul4MnEVENysrCy6XSxrtmENG/GVumOSK7HA4kJKSki9HN7fMEdHLzs6G1+tV9nBzy7/MrVcLagqKggK9e8fVrtXyknA4HLDb7X4u5nzvNs0VbtHm9yA7OxuZmZmaaYJo/GWEMV4gyheqVRrQNx/V2pHVS/cgMTERTqfTL7e6mNeeeyTwiOs8mFpiYqKiXCMFGyfo8XRfOOJx3sQS4vwR5wv3bKBj9N4UtxrpUZrKjocKquPy5ctBBRdSQ6x+r4Frv9l64HQ6MXfuXHTp0iX4Tmrg0KFDqFevHq5cuWJovW3atMHHH38sjYKrhtzcXEybNg0vv/yy4VZ3E0D//v3x3nvvhXx9Xl4eqlWrhuPHjxsolQkZKlWqhL/++stv62e4+Oqrr3D//fcbVp+J+ILNZsNtt92G6tWrY9SoUQCAqVOnYv78+TFf+wT6vTbUb/LIkSM4ffo0mjZtqhwrVqwY7rrrLnz//fcAgO+//x7Fixf300Q1bdoUCQkJ2Llzp7Te7OxspKen+32AaxYLTnjFxT0FFhOJMS2kaFElpoSi49zNkKd8Efdwy9wOxQW6zArHQYt9voeYiAR3cyULHfXN7XYrBDwUws3l0VM2FCt1sPUGY0kKRPZCtR7L3EL5vaHjfFHOvSD4vntZijdRTtn8VZM9FgoS8f5wWWTyiRZqMYe37Dq151jvvaNnVTaX6LmhYzxoGpFwetaoTb49xUiLvl4E8ogI9frrBWqeEPx3gMf0ICWLzMItA5/jsf6xDxaR+r0G1H+z9cDlcmHevHkhu7CrYdy4cYYTbgAoWbJkUITb5/Ph/fffx9ChQ03CHSFs374dx44di7UYJnTg8uXL2LBhg6F1Vq1a1dwWVojh9XqxZ88erFmzBnXr1kXdunUxb968AvEbbOispHyX5cqV8zterlw55dzp06dRtmxZv/OJiYkoWbKkar7McePGoVixYsqnSpUqACC1QIgkiSKcEwnihFR0NxX39Il7uLlFWXQrFyEjE2oLNJEYii8LLgMn/WTlJvdyGeEOFnoW6cFYNAMdV1NEhEIquPVK5g4sI4Jq4PNItHZxJQzf1y1uc+Bzidep1RetRb7W/Ik2tJQBojWRrM1WqxV2ux0pKSlwOBx+1kW16+mvFukB8hNrUSHG74vobUDPJg+kRYSLiLgsz3ekx12t38EQPDUFxvVOxoH8QdVk6Sdl72k977iCML6R+r0G1H+z9eK///0vfvjhh6Cu0cKOHTuwdOlSw+oLBxs3bsSQIUN0BQQyERr27NmDL774ItZiFAoUK1YMzZo1Q926dSNSf0ZGBrZu3WpondWrV8dzzz1naJ0mTBiBAqEKGjFiBC5fvqx8/v77b9Wy3D0QuGb5ImswJ8t8YcVTvmgRGrKKiEF19LjAqh2TWcLpf072ZXsOeaoy2T7uSGh+wq0zkJWUn9MCXwTzgFmc5PHI7+KiOZDygO6HbAsBdy0X6xKJICfeesYlECniChx+XSDIyGyo5ECPoomOcTf9SpUqoU6dOqhWrRpSU1OVvMbi86D2TOhRlsiUa1QHeZPwvdr8HOAfuJA8FUhBoAWjiZbWcyJTbKgpmcTyJq5BtHzzD0F8v6h91O7R9YhgfrNlyM3NRY8ePfDNN9+ELYvb7cbUqVPjwqqckZGBd999N+4i6hZGDB48GKtWrQrp2qVLlxoa3b6gwm63Y9q0adi0aRPWrVsXclqvQCCjmFGwWq3o1asXypcvb1idJkwYAUPzdNMEP3PmDCpUqKAcP3PmjKIlK1++PM6ePet3XU5ODi5evKj6gNjtdmkaANnCnxMXbsHyer3IyspCXl6esr+bFtl8sS2Lck77d8l1WOauLsqg5jqrZqUUCRoP4JWYmOjnGktkW1QiyEh7PCLcxahIOGQLXzE3M7eAckuWmtVQvM7r9fq5HXPCxtuja+le0rV6AtuJCiMZUZJZLgPVx+uVWY+DsZyK9WqVob+Utq9cuXJo0KABqlWrhpMnT+LQoUM4dOgQ0tPT4fV6dfVP7Vnj32nMxfvELevcY0D2/HDFCvVDr6Ij2PHUAy0lhx5FhJ5y1xvEuSY+H7L3i9rWEgB+722134V4QqR+rwH13+xgcOLECbRp0wYTJkxAq1at8lnc9eDy5cvo06cPVq5cGZYsRuHll1/G559/Hmsx4gY2mw0dO3ZUAsbKsHHjxoARi2W4cuUKFixYgKZNmwYVFC0tLQ0LFiyICyVNLJGamoo5c+agY8eOAK5GdV+9ejVat26Nbdu2GdrWrFmzcOutt6J///6G1VmnTp2gtn2YKFxo3bp1wDgix44dw1dffRUlia7CUNJdo0YNlC9fHlu2bFF+tNPT07Fz507lYWrUqBHS0tKwe/du1KtXD8BVV7K8vDzcddddhskiLsZ9Pp9CfnJycmCz2ZQcvbysqG3jUcLFiOWyoFh8Mc+hh+SQVTUnJwdWqxU5OTl+faE2KaqumpU7GGKmB5y4Rco1NViZaTFss9mQlJSkWEzFqNN8Dy8pK7KyspCdna2MmxZJ4nMnISEBSUlJfotv2g8skltakNP9DNYaLSpP1AhWINnFecfPyb7rQTCEm+5R0aJFUa1aNdx111248cYbceHCBZQpU0a5F2p55dX6p/UMAVCeHb5Hm8gQD0oIQKqAEZ9jtf7yMuLfSEKmeBLvr6xfal4D8UYIIw3Zu1Ik2TR3+BYD4JqSVqyPv59pyw8n4JFQxoSDePq9VsOlS5fw5JNPYtasWejRowc6deqk23p15coV9O/fH59++mlEZfzss8+wd+9e1KlTR7Pct99+ixUrVkRUloIAm82G559/Hg8//DCsVisaN26sGUTriy++QOfOnXVFvhexatUqFClSBDNmzNBNwJ555pnrXjGSmpqK6dOno1OnTn7HS5UqhcWLF+Ohhx7CgQMHDGvP6/Vi2LBhsFqtaN26dUgKtoKKEiVKIDExEefOnYu1KAUapUuXxsMPP4zevXsDABo2bIjk5GTNa86dO4dffvkF//3vf7FgwQLFMyuSCJp0Z2Rk+IVjP3LkCH7++WeULFkSVatWxfPPP48xY8agZs2aqFGjBl555RVUrFhRiZh666234uGHH8YTTzyBWbNmwev14plnnkHnzp11R0INBNkCmRY7ubm5irWauyADkLoIcksn3++nZrkMZAFTK8PJHbme0aKPy84DdYXqVh4KwQ2FyGtdI54LxnpLH5vNBqfTCafTiaSkJCQmJsJmsymkm3sokKIlKSlJud/Z2dlSi5QIUq4QUbfb7X6kjFtMqW+0+BajXtN5cSz4GIhKDq2xVCsjIxVqBDIUMhDo/tH4WK1WOJ1OVKxYEf/85z/RsGFDVKtWDX/++SfOnTuHYsWKISkpCW63W5OYqFnt1caS7nteXp6fFYXujZgaUE3ZIfsuGweRzIoKNqMIFx9nIoc057n3jujVISo1xHl/vRJwkXBbrVbYbDa/mAM8jaN4LR83Gt+kpCS/7T88Cnq0iXdB+L3Wg59++gn/+9//8M477+Cpp57Sdc3333+PNWvWRFgy4NSpU1i4cCEmTpyoWmbbtm1o166dubAG8MILL+DNN9/U/ZvfrFkzrFixAh07dsSFCxeCbu/jjz9GZmYmunXrpsxrNfz4449Rt3zFIzp37oyePXtKz1WuXNmQbAoiMjIy8NRTT+Htt9/GypUrcdttt4VV37Zt20JS1EQDxYsXR79+/QAALVu2RNGiRbFw4UIAwMKFC3HixIlYilegkJCQgAEDBqBv376oU6dOUDylTJkyuP/++9GkSROMHj0amzdvRqdOnSJKvINOGfb111+jSZMm+Y737NlTCdf+2muvYfbs2UhLS0Pjxo3x3nvv4eabb1bKXrx4Ec888wzWrVuHhIQEtGvXDtOmTdOtiaT0I+KiR/zOz8tIgZ5youVSJFd6hk9tEU51iJZBsqgSQeTkUQyaJrNwx/OiORB517Is0jFaBBPhdjqdcDgcCvlwOBx+1ihSVOTm5sLtdsPj8SAzMxOZmZl+UcZ5+2Kb3ApG5J4+NCfoPFeOiNYuWRuBxkJtPMTxivR9l5FLte+ccJcpUwZ16tRB27Zt0axZMxQrVgy//PILli9fjs2bN+Ovv/5CRkaG4hEgjpUea7ca6eeyiNHJuZKNW4VFyzBX1IkKrmA9GIK5RtYv3jdKj0ZeHmLKOh4I0ue75kXDCbjedFjBINy5GK13mPjeTUxMhN1uV94l4u8LJ97cy4nGXZy/NObZ2dlwu93wer355rcoi2xuhZMyLB5+r4HgUoYVRNhsNgwZMgTt2rVD1apVUbZsWfzxxx+4dOkS3nzzTXz33Xcm4QbQq1cvzJw5Ew6HI+hrV69ejTZt2oTcdtGiRTF58mQ89NBD0sB+P/74I1q3bo2TJ0+G3EZhQO3atbF+/XpUq1ZNtUyjRo2wY8eOiMlQqVIlFC9eHC+++CKaNGmCypUrB3V9dnY2nn32WcyePTtCEoYGq9WKZ599Fv3790fNmjWlZY4cOYLMzEwAVxVGX331FQ4dOhRxC2xBRHJyMsaOHYunn35ac4tKMDh06BBmzpyJadOmhRTsMtDvdVh5umMFGemWkSMeSIsW1mr7ecWFnowgyRZMwZJutfP8u5hfmEg3EQC+kA6FAASDUCzc4vWAuveBjIyotcdJVFJSkkK4U1JSkJycrFi7aS8hXxiTB4Hb7UZOTg5cLheuXLmCrKysgLl4ResiX6TzgFx0PfeMUNtvH2jMtAiunuv0EJdgyI14n0SlkZoFtkiRIqhVqxbuvPNOtGnTBnXr1oXP58OXX36JJUuWYOfOnbhw4QLcbrdq1GhqR01+rflCfzn5FoPqiXEcqF4xY4CWpTjY8QsGMoUCVzrR/OP712XB+3h/eL8CKYUK4E+EKsR3Pn+f2O125R1CcTS4RwRX2PC5IN5b/kzQ1qSsrCy4XC4/4s2vkf0WGUG64wV6SDd5FrzwwgtKRPUFCxZg7969QW3RiTXuvfde1K1bFxs2bPDzMrjeUaxYMaxduxb/93//F9L1Z86cQefOnfH111+HJcftt9+O++67L9/x1atX46+//gqr7sKAZcuWoUOHDqrnt23bhg4dOmhmLzAS9erVQ+PGjZGQkICXX35Z2Z9PimeCz+dDeno63njjDZw/fx4fffRRVOQLBv369cOMGTOCzkm+bt06LFiwAKtXr/Zbr17PSEhIwOTJk/H8888bXndubi4GDhyIWbNmBf27E+j32tA93bGCaLHgLsZiuh9y++V7fekjW/Sr/RW/ayFQOXGxxd0QZQs6LZlChRp5CYdwB7pe7KNeEshzJ/NjSUlJykIX8O8TWaSBq5Ey6X6TpVurbV4PL0uWLHGPpyw6fqhzRYvsiudlCihZnWptBZJL5gWiZmGm+5GSkoJy5cqhVq1aqFSpEhITE3HmzBmcOnUKWVlZ+azHsvsQqvwimeH3QVTYcWUXlVVTcHFipUcOmSzBQBxnIthkjRVlsFgssNvtyr524FpsCqvVmi81mrh1Rpyz0bI8Gw21uSSOJSnqKF4DnafnmhZI/J3D39UEUnrwsSalhsPhUOaUqD2XvesL6piHgsTERDRt2hTDhw/HLbfcgjJlyihj3rNnT7jdbkyYMAGHDh1Srjl9+jR2794dK5E18c033xgSdb2wISUlBf/+979Dvr5cuXJYsWIFatWqhfPnz4dcz549e7Bnz56Qry/MKFu2rF9QRRn27dsXNcINALt371ae9YULFyrvhtKlS2PcuHFKuZ9//hnvvvtuvsCP8YT7778/aMINAC1atMADDzyA9PR0rFq1Chs2bMDevXuDzgpRWOBwOPDWW2/p3moULKxWK95++204HA688847hv4WFwrSDfgvRClAGt/nyImRzWbLl1aICJToggnkt2ppWd3CgdrCXMu6Fqz1VA2BrIbhQi+p1ysHJ01ELviCmUcaJyLucDiU7zk5OYoLP3cLVbuPMgJC80PUOoZqDaX6Zd9FBYvW+ITSZqBr9JbhXgCpqamoUaMGbr/9dtx6660oW7YscnNzcezYMZw5cwZut1v6HAayCsusguJ5tevVxk+01svuYTDjGozyQO/1XG6uJPD5fEpAP/6+41YA7i3Drfm0VYJbwGXZGcKx1McKWuMHXPPI4IEY+e+G6D1AdYpeEvTbkpiYqLxbqC2qz+fzwW63K3EhqC7xdyXS7+F4Q2JiIoYOHYo33nhDuhgtXrw4AGDKlCl+x48fP47t27dj69atWLBgAdLT06MhrokYo2jRokhNTQ2LdJuQw2q1Yu7cuRFLC2YE+BaN06dPo0WLFjGUJrpITk5GcnIy+vfvj/79++PHH3/EkSNH8O6772L37t1wuVyxFjFqqF69OgYMGCANamoUHA4HXnzxRUyfPl3JrmMECkSebi3wBRC3WPDgQvw8uZxTUC1e1m63++0PVotSK4NRC1G+0OVWNjVrm17oWcSFstDj429U3XrIOR8fchfPysqCz+dT9sKTl4PVaoXdblcUMtwLwm63+6WS0iOXzLpIsqiln9ILI6y8ogU32Db1llG7T1arFcnJyahYsSIaNWqE+vXro1KlSrBYLDhx4gT27t2LAwcO4NKlS36WbnG8RKu0zMovI9FqShPxfonPGXcjl8VLEOvXegbVjut9DkTLtawOap/nEaf3HLfS0nuOb4fgxJzOO51OpKamokiRIkhOTlbegfw9WFgIIY0VjQ9/N9BvBr0z6H8+Pwg0hjzuhvjuVvOkkKGgKDSMwv33369KuLVQuXJldOzYEe+88w727t2LPn36FHgXfBOBYbPZMGnSpFiLUSjRqFGjkF3/TUQfDRo0QMeOHfHll1/i008/DSveQUHDlClTIkq4I4mCKbUE3OVYjEpOCx6xrGitoGtof58smE40IZI3fjzYeoyEOG58n3Oo4xVIRhlh4nlxKVIwWbKpPG034K6fnHCIe7KDGQMi9pzIhDtXtKzbwSIQMReVCFrfZXXLLMwWy9Wo8qmpqahQoQKqV6+OkiVLwuv14tChQ9i2bRt++uknHDt2DBcvXtTcq6mHSKudVyPEItlWe75CUW7pGbtQSKuafDR2nGBTqkGebhCA4u7MA8rRhxNOygiQkpKC1NRUOJ3OfMpLrf7FCmryBLon4vNL4F4E5AFAx+kvkW0i4jTudB1lLiBoKVL09KUwonz58iG5WxISExNRrVo1zJkzBzNnzgwqH7OJgokmTZrg3nvvDfn6okWL4oYbblC8KEwAt9xyC5YuXRpQcXX48GFMnTo1SlKZ0AO73Y7mzZtj4cKF+Prrr1G/fv1C/R5s3rw5GjVqFGsxQkahcy/nQcj4X5m1iPbc0Tnar0uLAL7g0uNeaySMbMvIRRy3OopEUxaUKVIycg8A2ptts9n83EBoYUypwWg/PwdXGnDXzkCElacno/JqWxPCmTtqMgVjMeXWNapHRlhlbQVy35bJS8S7fPnycDgcSE9PR0ZGBv7880/s3r0b+/fvx4kTJ+ByuZQ99aIsYv/Fc1pjGsp4ByL1au2ryafVfjjPBrXJnzU+fjxGgc1mA4B8cQc4cfb5fH7RtwH4KabIK4iCgAXafx8rhOJxIPPS4QpEPm7kqs+VGDw9m+gyzj0liHjz4HZGzo+CisTERL89meGia9eu+Oabb+IuYnE8oWLFinj88ccBAG63G1OnTjXUdTIaKFmyJMqUKRPStZ06dUK3bt3wyCOP4Msvv8TWrVuxfv16/Pzzz8YKWcBQpEiRgCkAf/vtN7Rt2xYHDx6MklSFDxs2bEDbtm0Ni7TNkZycjHvvvRc//PADli5dil69eiE7O9vwdmKNcuXKRS0Txrp160KKYK6FAm3p5otHcaFIx0R3StFawy0XPNq5uCf8erI+ENQsmWQ9Jhd97p5PwYgiNWa0qBVdgXNycuB2uxUi5/F4lHzmlCuXSDHfiy2TMRDhFnMj89y+ycnJSt5wMfBSMH2UXSOSpUCLczU3eDW3cLF9NZdyLSsyzRGHw4GKFSsiKSkJly9fxpEjR/Dnn3/i77//xsWLF5GZmSkNpKYmkyiz2hjJ+hvIaq3Hm0SL1AW6t6F4UWhdS/KK6QP5syFawWnOy+aE7D1JIM8fh8ORL9BYKH2LN3CFK/eOASD1jhFJOve2ofcJJ+H0nvJ4PEqE/uuFVOuB0fNn5MiRhTo1WahISkpCw4YNsWLFCrzxxht44403MGHCBOzfvx+dOnWKigxnz56NmWu4xWJB//79MWfOHDz66KOwWCx48MEH8cYbb2Djxo346KOPUK9evZjIVhDg9XrRvn17HDhwINaiFGisXLnSLyBkJGCxWNCpUyfs27dPNde6icC4cOEC5s2bZ3ik+AJNumWLa5k1UCSBMldzmYs0t5RTfbFcZEa7bXFxTePB94jSMRpDMWK8kTJz8kQu5bSIpf9dLpeSk5ty5HLrFCcoFHxKzyKYzwG+X5wresj6bbfbkZycDLvd7kdi9I6FGtnmBI9b5sWxEeXlx3k9ItEWnx2ZdV2L7NIxq9WKEiVKwOFwICMjAydOnMD58+dx6dIlZGVlISsrS3G9DcYzQotgq42tbOxE13I1Qi8bF1mZQDIHUijI6g40V2jOU/5wLic9e9zNnO835vJz1156/9E57lZOSiUZ8Y53qMlKYygqJ8Qgcvy9AVz7/aAtLeTdwseWK0O8Xi+ysrL8gqgFks1EaChbtqySMtLEVSQkJGD48OH4/vvv/dwyExISULNmTcyePTsqAalycnKwePFiHD16NOJtibDb7XjzzTelueXLlSuHHj16YOvWrejcubP5TEqwfPlyM/2dAcjIyIiKt4DFYsFNN92E6dOno1OnToVqTu/YsQO///57xOr3+XzIyMhAnz59sH37dsPrL9CkmyAj3LKFIV9cie6WImEULd+xRqxdOcUx4vtDOfnkVmCZ+2a44PeaSDUROLJ2Uy5uWvh6vd58ebMB5LMQ6hkD0fLFFTrcO8JqtcLhcEj3xOodDy23bhm5DmSh5t/V6ubyieQvEMGlMnl5eXC5XDh48CB27NiBffv24ddff8Uff/yhpArjRCUY12Ct8ZNZYLXGQuyn3nmgR85A5wK1w2WSnaNx9nq9yM7O9tvWwMkzPQf8meHPAeWR9ng8AK5Zd/lzTfOagq2RMilelJGBoKVY4WkDxd8RrqgQvTH4eHM3cj7epATMzMxU3kl6PC9MhA6Hw4EJEybEWoy4QseOHfHyyy+rni9atCi6d+8uJaRGY8+ePWjRokVcErjk5GR8+OGHGDhwIG666aZYixM3uHTpEhYsWAC32x1rUQoFDh48iBYtWkTFayA1NRXz5s1Djx49It5WtHDw4EGsXbs2YvXPmDEDNWrUiFgbsWeTBoEWRgRZFGJuyZa5DIh1iK7o0VogcXImyiBb4EZywcvbE1OycQ8BIpZifvRIykiLYiINPKAapaPiZIMvrtXSIwWSlVtH1QLI0TEelE/MFx8q8SZoWZrV6tG6RrTuarWvRSSJbJw+fRp79uzBTz/9hF9//RX79+/HH3/8gXPnzsHlcvnlhObXinWJ52XKBhlhDmTBVvMY0NPPSEJUegSSg0iz2+1W5rKoTJIplngAMG7B5a7pvCzPAuBwOPLtSYsVeQznvULvAb4thbwv+HYUvgWC3iNifnMqS+8ij8eDzMxMZGZmKp434ny+3pGbm4sZM2YYXm80yGNBQXJyMgYOHKjEd1BDhw4doqas2LdvH9q0aYOXX3457vacOp1OTJ06FStXrkT16tVjLU7UcPjwYSxbtgznz59XFLCXL1/G+fPn8dRTT2Hjxo0xlrBw4fDhw2jbti1+++23iLfldDoxbNgwOJ3OiLcVLbz66quYPXs20tLSDKnP7XZj3759aNu2LV588UWcP38+Yr/RBTqQGl9wkdVHtLJSKhdulczNzYXVavWzJpFbIQBVIhBt4k1/RbdYtfJaZChc0sstXjx4GK+brGuk1KAx5koPveMXSGZujaJFMS1+OZHg95cIIbnl0kcMlKDHCknyEfkQrazULp93ZJGU7WEOZJ0OJI+WlVdmuVazfAdDCnh9/H54PB5cunQJGRkZfs8c9zhQIyCB2pX1k/chkMVfrQ+BXNeDfe5DfVdwebSUCPwczefc3FzY7XY/91p61wHXopvz+c7jG/DnhgcRE99FfP+3+GxreRhoIRLv1kDvROCa4i4rK8svPgX3TuH9pLHjWyM4oabj3BIuUyCZuDoOq1evRq9evUzLYoTwwAMPoH79+rrK/uc//0Ht2rWxb9++CEt1lXgfOHAAp0+fRteuXXH//ffrvvavv/6KuKX8n//8J9auXYv27dtH1JU1XpCWlobHHnsMVqsVvXr1wu23347p06fjjz/+UEi4CWPx22+/4dFHH8WqVatQu3btiLZ166234qmnnsKUKVMi2k604HK5MGDAALz11lsYOnQounfvHrRSYevWrdi/fz8A4LvvvsPy5cujMtctvgK4AkhPT0exYsWUBRFwzRpD+2nJGiu6AQPXAmgRKaJjPMgWETTaf8r3TUZqyMTFLXfhtlgsfos5QihkKViZSBa73Y6UlBQ/eUhmMXovuW2S9UhP1N5QZeMfcusm126n06nIyy3jlNebrFaBIgtzxUJCQkK+fO40F8U8vnyPKN+HLrNIBjs2MlItk1skQ2rfA421Hk8AruwiskfKmHDymIvETk0ZJiNaaufV6lOrR62/eu+brD3ZuKopnGTH+dzn3hV8mwNPkSeLY0DvQNr/zY9TezwCt8fjQVZWljQwmHhfxGORhJ57oWf8eGA5IuCA/x5w0ZOKz22tOR7MWFDZy5cvF/gc1PSbLUOdOnWwbt06VK1aNex2PB4P/v3vf2PXrl1h1xUKHA4HqlWrhrp166Jv3754/vnn8eeff8LlcsVEnkWLFqFLly66y48ePRqjR482PGKvFsqUKYMPP/wQjz76aMCyJ0+eRKtWrYK+vxaLBcOGDcP48eODuo68syZOnIht27bh3LlzQV1vwkQgVK9eHY888gief/553HjjjRHzXB06dGihzHFvsVhwxx13wGaz4d5770Xv3r1Vy7755ptKILsjR47gzJkzhssT6Pe6wJNucdGUmJiI5ORkxQVSTCEGqAdX4vlYiSDxoE+RJN0icRSDddGCkiyF3BrG9x4aLR+3blFk7sTERKUdsgLRuImeAy6XS9f+3VBlE+XkbrDcFZbkzMvLg9vtRmZmpp87rhYJFNuRzTO6Z3yuUF00z/hCXcztqzU+WiSMZNJjbRTrCJYsinWokUD6q9ZesAREpihQI8uB5A90Pti6xXpIxmDK0zWB/hevEevhUbc5+SbPFAqCRvOdxxkgbxECxWbg94rmcHZ2NrKyspRtAvFCujnUvALUxk+ct/x9ws/LlHNaSiS173pwvZBuAOjduzc+/PDDsNtxu92oWLEiLl26FHZdwcJisWDcuHF48cUX/Y5PnjwZw4YNw8CBA1GqVCkcOHAAS5cujcpzESzp9ng8qFy5ctTJZbFixbB06VI0a9ZMlXQcP34cbdq0CVmhUqtWLaxatQq1atUK6frt27djy5Yt2LhxI77//nvTY8WEoUhOTsZzzz2Hp556yhAFpIjCSrrjDdcN6QauuUBT6iZu7QagLDSJNInRfDl55Hv9aEGqltrICPB9k3zPtEj4yErKSbfP5/Oz2BpJbjnJTE1NVay7okx8MSoGaeIRlo0Ov08y0F+Sl2QmSzSRDQCKm7Oa+6dWG8C1e2Wz2RTiTfeO7gV5U/B7xPvP3VX5HtJAc0xGdNVIKckts6TyfumxDmoRFy3yrdWPQJD1i18bqG+B+qF2TFa3XlKuh+Dz/gVqU9ZnrbpllluKw2C325U5ClzzQKD6+VwlpZ/43qNnmvYqi/NVNmaxRKBnQSwr+yteS+AKtUCKpFDG4noi3c2bN8fixYvDTvd14MABNGzYEFeuXAmrnmDRpEkTzJ49G9WqVcu3f9rr9eLYsWOoWrUqbDYbMjIycPjwYXTu3DniezqDJd3A1bRGTz75JC5cuBAhqeQoXrw4/vWvf2H06NHS84MGDQrbg+Hmm2/GunXrcPPNN4dcx4ULF/Dtt9/iySefNC3fJgxHpUqV0LlzZ/To0QN16tQxpM6srCz06dMHS5YsMaQ+E+q4rkg3LTSTkpKQnJzs52bJF1BEaPmCUXQXFCNhG01mCaKVXiTcfJ+0Gjkk8ibKapR8JFtKSooyrnxMSSa+n5HvoeYRxoMZQzULr5qc/K+Y+k2UNRQ3Z5HcE6EhN3ZyQyUCLV4nuuCLkY9FxYnWmMgImUxWvX2SkRE1Aig7HwjBkjCZ8oC3qXZMbFPtvBb5VatLpqzQ6pcWWQ+kTOCQXaclJ/1VI9/c5ZwTRwB+CiuygJOrKSnY3G63EoFe7XmOJflWI9qycoB6TAQ9CKQgCwfXE+kGgE2bNqFZs2Yht5GXl4e+ffti3rx5IdcRLIoVK4axY8eibdu2KF++fFDXHjhwAC1atMCff/4ZIelCI90A0LZtW6xatSoCEsUe//jHP7Bq1SrUrFkzrHo+//xzdOzYERkZGQZJZsLENZQrVw4tW7ZEnTp10KdPHwBQMocEi127dqFBgwZGi2hCgkC/1wU6kBpBXLiS5ZCsNQD8LJ3cJZITIU64xai1kVg48oUxpeThC2JaMPN+clm4pYr+FwmmURDJKXe9FMkCV17wcsEswIMh3Ly8eF95u1xxQdfw64ORieYLWfCBq+5B/P7xHMA8pgC/j1QfkSI9SgBRbhkB5HWrWaoDzWu1eST73wjLtpYM/H+t+6a3b3plEueMKIPacbX61ZQXsvGj4zLLqxpk84DmKqXY43uXReUUuaN7vV6/LRnUdnZ2tpIZQAuReAeptaM1P/WS4kBKLC1oKYZM6MegQYOwb9++oN77HD/++CMWLVpksFTqKF++PBYsWICmTZuGdP1tt92GsmXLRpR0h4oGDRpgzZo1EfFMizX279+PFi1aYNWqVbj11ltDrqd58+aYMGECnn76aQOlM2HiKs6cOYMPPvgANpsNr776KgBg+PDhqFGjBoCra8YWLVoEzEzw+++/o1evXpEW14ROFArSTeCEy+v1KlZuIuIcFOSJFm08cjlZHWVpjYwGLXQpai5fCPMyBBnRFhfn/DojZKY6uMULgKLQ4Atzbp2nspyEBlqYallPA5G7QCRH7T6GssimseXRj4GrgXT4OPCtACIZEkk4d+dVC2QjkkqRkMkIoZqFVqtutbJa90dsS6tcoLq0rlOb11zeYOe+miVbjxVXr8VdHEeZnGIfxPbE62XQUorQc0pxIahemq88MjkfA/5eDOT5w+WVjU0srN/BQlRe6JmP8d6neMeRI0ewYMGCkHLKZmRkYPz48VFLQWW1WjF//vyQCXe0kJ6eHrQCGwCefPJJjBo1Ku5SehmF3377DW3btsXatWvDsni3bNkSixcvxrZt2wyUzoSJa/B6vUqMCh4vIiEhAQ8++CBKly6NiRMnKpyGY8qUKVi3bl1UcoKb0IdC4V5OEC02DodDyZEsLgC5FZlbg8h9Ura4NHKoqH2ycJIrvMyyxfuo5tZNFiijrfMkDwVmKlasGBwOh5Jeh8DdysmixtPr0JhGIqCamtxaCKd92f3hruY0LhbLVXdc0cpNxEfcK0vjR9sEZOMUiGxpWbX5/2rXatWpt65gICP1gcikaNlXUxbIZJSV4eW0yLwa9LQfioVbhmDHXqY4kX0XCbj4vuTvSD3vQ7V7VRARztwIB1Tv9eJeDgAPPvgglixZgpIlS+quOy0tDd26dcOGDRvCETEo3HfffVi7di2KFCkSch2//PILWrZsiaNHjxonmICSJUvi77//RnJyclDXZWVloXXr1ti8eXOEJIsP1KpVC59++iluu+22kOv4888/UbNmzULpFWCiYEDN2s3jVpmIDgL9Xge/OSBOoUZEiTzTfmMxgjR3Jc/OzobL5YpYUDKSU7QskYVbhGgtJgsU3+9NVmUeATsSoPHiAdHEseFu1KLFTHR9N4KwaYETA9nHqLrpfx4HgKyIZM0WLYfiGHAlEP8rg8zqrEYGxDpkVvBAkN0vbqHl9cjqDtSOTEYZROuvWt0iCeIyaVml9RJI2TjI5JeVlckqayuQVTUYiP0XP2LKKx6XgedV53mp9TxDgfpekKDVX3NBYyw2b96Mnj174uLFiwHL/v3335g+fTruueeeqBLuWrVqYcmSJWER7tzcXCxfvjyihBuAXxrUYJCcnIy2bdtGQKL4wsGDB7Fjx46w6iCPPxMmYgX6rRY/5u9T/KHQkG5xoU0kiPIxUwRtItl8UUlk2+VyITs7W0q4I2XlFokpJ998AS/m2gWu7VOnfkXiAeNjQJGLyXpLx9TIDyfanEgWZKuXCD4/SCkhpg0D5HngRSIpbi3QIiuBCLealVx2TSCipwZOvrm8kSBcWuSWH+NjqqZ00COTGiGWWbC1rgkWeu652HYwCgQ6L1OYiNZsrRzUgerXasuECS2sX78enTt3xogRI7B3795883D16tUYMWIEmjZtioEDB2Lfvn1Rk81isaBXr14oV65cWPVcvHgREyZMMEgqdWRnZ2Pt2rURb6cgY+3atWHlUS9evHhYAQBNmDBx/aDQqujExSMFBhKtiJxci5YcoxeKojsytwaL1lAehIzLTKTBarUqeywpRVUkF7hUr8fjgdvtVvYui1pemVZdRoIKOvFWk5/PNR5TgO97z8vL83M3F7009LZPEJVDWm7MWqQxVIRKNgNdp8f6rFanrM/iX7V7GKl5GshKr/d68R6reVDIyorQsuCKCpVQ5qZ4PNrPfEF/z1yv2Lx5MzZv3oy5c+fmc42+ePFi1FOCAVcjB48ZMwbPPfdc2HWNGDECHo/HAKm0kZ2djSeffBI1atRAo0aNIt5eQcTatWvRs2dPzJo1K6htDQS73Y4qVapEQDITJkwUNhQq0i0SCjomBvpSu05m2Y4E8eaEjOQhsiru/eXpw4hsA1DcPWUB3yIhN8lI+7PdbrfSB5KbyCT1jys+IuU1ECuokVeyaHMLvxiATryOz1FeVyjgBEz2PARDyCIBmSwyBYCMNKvVI0KtXyI51fIEkCkpAo2nGgKVD/Z+h+pRoKV8USuvV0bZmKt5A4jzM5IoDO+a6xnxlAe5SpUqGDx4cEgpezi2b98e1b3SmZmZmDFjBho2bFjgt3pEAj6fD8uXL0deXh4WLFgAp9MZ1PVnzpzB3LlzIySdCRMmChMKFekmqC2m9ViwIkVcOQnjkcq5IoATU9HqzUk6z+3MCXek3ThJFo/Hg4yMDCV4mOjyLo4t9yIQx8QoeaNNIEUXbt4XTrLpntP/BB6dnN9/up/0v15ZqLwacdRjtZQpEtRIYijknXs88LGRKcn4fNbzrMrGQ3ZMj4WflxXHU81arkY4xb7L5A+FiMvuAW8rWIKtF7J5xdsUZeDfI60UNGEiUqhevTqWLFkSNuHOzs5Gx44dceLECYMk04dNmzbh559/xr/+9S9d5T0eD3bv3h1hqeILK1euRF5eHubOnYsSJUrovm7Hjh3m+8yECRO6UChJN0FtESieE6+JlBWGW7llgcUCLdRJrkBk22jZxfpyc3PhcrmQl5eH5ORkOBwOP+LNySORKDFqeSQ8CKIF2fwQ5w25mQNXI0vK9mr7fD4lEB6NGY8noAU10iWTTUaM1IiTWJ8e626gsef101YKyiog2+vP4y7w/cRcJj3PaSClgZYFXYtUB6MM4YoFTj7Fj+xaPYoBteNqc1TWT7W61Mg6XaMlIx9jrffw9QI9yh4T8Qmn04lly5ahXr16htTndrsNqScYnD9/Hm3btsXy5ctRq1YtpKamapb/+++/8fHHH0dJuviAz+fDqlWrYLVaMW/evIBjBFzdBtG/f/9C/1wXK1YM99xzD5555hnp+R9//BGzZs1CRkYGLl++HGXpIgOLxYLy5cvj4sWLhTZ1nonoo1CTbg41K6uaa2skYLFYlL3bsv3lvByXUSQbhEhEV1cDjRW5kBMh8ng8sNlsfunZiGgT8aQ953y/d0FefAciGgD8rNV5eXmw2WyKpwIvRwHweCR9NauuGvkB5ERYizAHsn4apcSgevi2g5SUFDidTmWuEEhpw1PPUcBDnn2AW8M51JQNdE4ce61nX/bsyRRgWv2luA1OpxNJSUnKVoPs7GwlsCP1RSZ/uNCrcJDNBTWlkl5FjyhDpJRtBQXXa78LAx5++GHcfvvtsRYjbBw9ehQNGzZEy5Ytcffdd6NFixa45ZZb8pU7fPgw2rdvH5U95/GIFStWwOPxYOHChZoR6j0eDz7++GNdkfYLMipUqIBly5bh7rvvVvX0aNasGUaMGIHt27dj7dq18Pl8+OCDD5Cenh5lacNH48aN0bBhQ9hsNrz00ktYvHgxfv/9d3z88cc4e/ZsrMUzUcBRqPJ0RwpqViE9i046T4TbbrcrBEy0dvOyVB6Asnjnlu6cnBxkZmYiKysrovnExX6IMnIFgs1mg91uV8iFmHKIE6UCOO10gd9Lfn9pbz7Pxc7vFxFMvWmZtIhSIBIUiHBTXUY8W3ye2Gw2FClSBMnJycq2BE46gWuxAQD4Wbtp/hDx5pkIxPFSU1rwPovkU/Zdr7VZJKRcuZCamoqUlBQkJibCZrPB6/XC7XYjKysLWVlZSoo5rWcjmGdFpkhU83DQ6pPsenE81P7X8hbQUlSE0t/CDBqH6ylPdzxiwYIF6NatmyF1ZWdno1KlSrhw4YIh9YWDatWqoVWrVnj88ceVYzk5OejVq1dUI8LHK2677TY8/fTT+Pe//53v3C+//IIJEybgwIEDhT4/9+bNm9G0adOgr/v1118Vxc3bb7+NPXv24Pfffw8rUnwkUbp0aTRo0ADz589H2bJl853//fffMW/ePEyePFnxYjRhQkSg32uTdAeAHusWQWshS8SLLHzc4i1a+3w+n5+ljFtIiZR5vV5kZGT4Ldq5DJG8rTLyLbrSApCmGtJDZgo6ZEoUwD8lGCcmogu13nsos94GKit+14Ngy8v6TxbfokWLwuFwKMQUgOI9waO6JyYmwuPx+M152gdPVnCKpC8GE9SjeJIRQrVzvC9qpJL+Ur9SU1NRrFgxpKamKs9wYmKiojBwu91wuVzIzMyEy+XSnYEg1OdGjSzr6aMeJY6snlDlM3EVJumODxhJul0uFypXrlzoraMmCgeaNm2KZcuWBbXHXQsLFizARx99hK+++iqulBWpqalYtWpVQOWCz+fDsGHDMHnyZPM3y4QUgX6vrxv38mAhEkvuVsMXxmqWm0DH6VpOli0Wi18ObDpOZIOIusfjke791bJCRQK8LzRO/EWqRiDj5WVllDVXVi/g76JM91bth0YcJ72Em9rRU0a0yOrtSygESiTeCQkJyvYDIttiXnoAfkEDiYST7KIF3Ol0wm63K+7a9FzwIHUyq7GMYOudk2rjKCrWSLlgt9tht9sVrxVyKXc6ncrzbLPZkJmZCbfb7Se7KDe1E0heNQWLHku1Wh1i2+LcFq8PFnq9C/TUYcJEvGL06NFIS0uLtRgmTASE0+lE9+7dDSPcANC9e3e0atUKO3fuxIQJE/D111+r/uZFEw0aNECTJk0ClrNYLBgzZgxSU1OxYsUK0yPERNAo0KQ7UqSJWyZl1maytImuwDKruLiQ5eSBL1zpfyKu3LJNsnCCQO61eva2Gg3Zop6nZBMX5fGKSHtJAPkthXqsiOGMmRo5C0S2xesIRowRkVEi3ES6eSA1Ps95fnMi5uRWznPa05xLTExEUlISsrOzFcs3dzuX9UdGMLUUZTIXbVnZhIQEOJ1OJXgeDxrH66fx4IEVExIS4HK5pEEH1Vy21SC7RjYXxXGRPbuyawLNUfFdGOgaLeWAXsTzu8ZE9JCYmIjBgwfjn//8p9/xhQsXYtOmTTGS6upe6RUrVsSVhc+ECTVUqFAB3bt3N7zeokWL4sEHH0STJk2wcuVKvP322/j5559jFqwsMTERL774oqIYDwS73Y7XXnsNPXr0QMeOHbFr164IS2iiMKFAk+5IkiZaMCclJeWLPk1kWLSsiQtSUT66jggFJ9/c7ZgTbiIs3CLu8XgUl1qRWERr4am2IFdblF+PC2I1ciO7X8GOj8xaq1ZGRrqioXAgGbgVmLuP85gFJA8n3HSNxWJBTk6Osh8+JycHAPIRdZvNBpvNBpfLBZfLpZQLtMgVibiMhOshmRaLBUlJScoWEl4vKRroWScrflJSkt9WE5KfvCJCyVAg60cg4qunbjUvAdk40PuM7rFMGUTHeD/Fdq7H94aJ0GG1WvHmm29iyJAh+RbRrVq1wosvvoi1a9cGlbJr586d6Ny5s/IMh4pVq1bh8OHDYdVhwkRhQWJiIjp27IiWLVviiy++QK9evXDp0qWoy9GiRYuQ9qzXqFEDa9euxciRI7F69eqYyG40bDYbOnXqlO/defz4cWzZsiVGUhUuFGjSHQnwRSMFe5IFPaNFMifAgLr1nUg2LabVXDJl1h4qT9HA3W43vF5vgQhMFm9yRZNwqrUfCai5TPM5qzYvRSt4IItusDKJVkwi3nwrhdVqVRRSSUlJyMvLQ3Z2NiwWi0KmiUQDUEg4XceJuNPphMViQVZWFrxeryqBU7Mgy6y04tjI+knkmizvZMHmMpASj74DQFpampLz3uFwICUlxW8LCWUACLSlRE0u3lfZWKgdU7OQy+rn700aA3pHcpk5CacP348v7s3XQ75Ngm4CuGqBGj58OAYPHiy1WhUpUgTvvfceOnfujHbt2uH8+fO66p05cyaKFCmC1157DXa7PWi5cnJyMHPmTLz22mtBX2vCRGGHw+FAy5Yt8cEHH6B37964cuVKVNvnBoBgUaFCBXz44Yd46qmnkJGRoRzftm0bZs+eHZRyL1ZISkpCxYoVMXnyZJQuXRqNGzfOt+3v/Pnz2Lt3r/L/2rVrsWrVKgBXCbnpvaMfZiA1AZxw80jj3GLH3WFzcnL8gjlpuVRzix9Z5nhwLVnubr7gpeBRlEJJtBARYnlLw1kA67mXphVMG4FcoWVky2jw+Uvz3eFwoGTJkkhOTlbSZxHpBOBH1oBr+7bpWaQ0dQAUQs5Byi9KMebxeJRAZXrIqtqc0iKkYj8TExNRtGhRlChRAqmpqXA4HEofExMTkZeXh6SkJDgcDgBXFxsOhwNutxvp6enIyMhAZmamopwjxRr1NysrCy6Xy0/hpvW+4ZBZmmX9FK/R615P7zHuGSTGphCVAKKHDCfdtJ1Aj5IhlPeB2J94fJeQTGYgNX24++67sW3bNl3vtbfffhtDhgzRXbfFYsHgwYPx1ltvBf3enDZtGp5//vm4nGMmTKjhhhtuwOHDh6NqpFi3bh26du3qR2AjjQ4dOmDZsmWG1unz+XDp0iW0a9cOX3/9taF1G41XXnkFr7/+umo6OBno9zonJwcTJkzA+fPnMWPGjLjYnx9rmIHUgoDoCivm1OYLR+4mm5SUpPygiq7mHLwMdzXn+1S5WypdQy7sYuotoyzdelyV9SIYS7LMohjoWpkLKj9+PUFGgmQkSYTauIXjeq5mGRUJET039EwRsSbQs0EklqzEVMbn8yn7pomcAVdJOrml03eHw6GZjkvmQq42frL/ZaC26LzX61VkJ+s31eP1ehULd2pqqhJEjpRqPG6D0+mE0+lEZmYmrly5guzsbD/Lv575H4hcivNJZimXQSTc9O6UeTrQ/2IMCDpO71my8PPYGWp90Pvsi20Fe72J+MbYsWN1v7uCWWACV+fItGnT8Pnnn8NisaBr165o1qwZbrzxxnyBpnw+H/bu3Yu0tDQ8//zz+P333805ZsKEDjzyyCOoU6cOtm/fHmtRwoLFYkHJkiWxfPly9OnTBzt27Ii7HN9JSUkYPnw4XnrppaDfh/TbnZSUhFdeeQW5ubno168fXnrpJaxZsyZCEhcOFGhLt7jPOlxwwk1Rh202m3KMylB73AJNEZRpkSyzQPN2eHtEKjjJJ1DQNk6yxU+4fQ5E0iIB0XNAZukXQfLJ9rpGU1lgxHWhQMvSKJbTGkOZS3UwMgQqz8/TfLbb7ShZsiSKFi2qEDQiWKRoImswWUqJeOXm5iqeITySP50jqzgnq3Q8KysLV65cUbV2a7lbi/1WOy9a9EuUKIHixYvD4XD47QNNTk6G0+lU+k0E1WazKenPyMJLzzxZ8ElJ5/F4kJmZicuXLyvu82K6QLX7JsqsNhdklm2ZIoXO0f0kTwVSfnBXcv580zuNK1K4HFypSPdVDIwX6HmXvc9k7+54hmnp1g+LxYJDhw7hxhtv1FX+559/RuvWrfHXX3+F1W7z5s1x8803+x3Lzc3F3Llz4zYfcbigdUrZsmUxdOhQAMDy5cvxww8/aF5Hz7CJgoFYWLoBYNOmTXj44Yej1l67du2wfPnyiPbzq6++Qtu2beMqc0H16tXxxx9/BE24tZCWloaPPvoI48aNw5kzZwyrtyChUFu6ZRY+I+vmwYC4hc5iueZeTmSBvlPebC1LimzhT1Y7TsjFBWYwi069kJGJSP4w8v5xbwL6n5Nw4Np+dpFg8wjyWn2KNAKRW6NIuR6iQGXUCIeMMKnVoQY9fZGROZ5b2+FwKESRW3/JQk0WcCKkFHQs0PYNEUTUad+3Wl9E5UMgZYSalwX1weVyITk52S9KOxFRItWkSMjLy1NcxkV3bNrLTgoIqou+JyQkID09XRlfPbKK/dKyIIvjoaVE5ApQko3OcU8F+k772sU68/Ly/AJH8iCWHo8nX5/UZFKb/2rnTVxfqFu3LhYuXIh77rknrHo+//xzfP755wZJFf8oX7485s+fj9tvvx2JiYkoXbo0AKB3797IysrSvHb8+PGYNm2a+ewVEGRlZeH333/HLbfcEmtRIooNGzbg7bffxuDBgyNGvJs0aYLly5ejR48eOHXqVETaCBaTJ082lHADQPHixfHcc8/hzjvvROfOnXHs2DFD6y8MMHbEowwerEfLQhosaGHI6+YpfijYEy2mbTYbkpKSkJKSguTk5HzRztUgI5L04Xsb+XEjrbuiLLz/kQSNIZEKMfCS7DgPaCdGq+bEPVQY2WdOCkK1novQU5+aBVbNqknfI33vaW6TVZbcovnzRTKIObbJekwkjcrQs+Hz+fxS+1F93MIcSNEgQqa4EL0yZPeISLXb7UZWVpaigCOZOekGoFhxKcc4EU1SviUmJsJutyuu5TTPk5KSYLfblf3xeuaEjGjzfsnACbmoDNMaN/EZFYPUcK8euk6Ma8GfZ6745DLoff/pUchG25pzvSKeLPb//Oc/0blzZ6SmpsZalLiH1WrF008/jU8//RQPPfQQypcvrxBu4Op9LV++vOZn3LhxWLp0KWrXrh1SQDoT0cXp06cxd+7cQh8ky+1246233vLbrhUJNG3aFAsWLIh4bAu9iKQcjRo1wkMPPRSx+gsyCjTpdjgcSg5cI4k3d3EErqU04gt7HviJ9nXbbDYkJycrxJvvawzUHoG7VgYbLMlIRGIRyhfuPPe5uNjmxFtM2SZThKgFu4sV9Latdl+Nlj2QNVCNkBnVJs1nt9uN7Oxspd/kFs6DEFJ5IpP8OFe0EOhek5KGIoCTF4XYT7XxFr0p+Ljo9TDhHhhkvebZBribNAV6ozGh9mhft9VqVUg5zXmyANPzQeRbr8JJfDZkfebHxf5rzSPRhZzur7gfW6yTXO2pjEi2+UdLK6/Vfz1z2rS+RQc//PADnnjiCbRu3TrWoqBYsWL4+OOP8e233+Kmm26KtThxjQYNGuCdd97B3XffHXIdTqcTHTp0wI8//ogPP/wQycnJBkpoIhJ455138Oeff8ZajIjD5XJh586dEW/ngQcewNixYyPejh5s3brV/N2LAQo06SZLEFnCjCLeIunm+bRpQUyEj/6n76JlSpRHbfEaaGEfKfIdLZIqup6K7qe0qBbzN5OSgy/KZeMejJIjVogGwZbVK95fsU0+tyJB+GVkNDs7WyGhRETJgs3T8JFFm+Il0N5sshZzi7dI3MiqHOi5CcXarzWGubm5SuR03kfqN4/7wPegZ2dnw+12K0ScRy+nPd/kpk7gcz6QxVo2DoEs3TIyLivHFYRcFiLWIpnm4MHnZPWoyRiusigeFHTXGypUqIDZs2djwYIF6Nixo2H1+ny+kAIV2Ww21K1bF59++imqVq1qmDyFDRUqVAg7TznB4XCga9euePfdd00vgziH1+vFmDFjotrmuXPnotoecDXmxJw5c/JlRYkEeNaWWOKDDz7QnTYxFDz77LMoUqRIxOovqCjQpJtHyhVJdzgLKU4AuEWVuzhy8i1avol4U7AomSUq0CJRy43cCOItI2KByFk44ItoWcA4LoPM4sit3Nzyxz/cC8Fo+cOFjNBGSz61+SKzfEaqXU5GMzIyFFLt8XikQQjFtFn0nRNXLjOlCeM5rXlwMr3jILouB+sNQP30eDy4cuUKLl++jIyMDCXlF5FqCpbm9XoBQHFLpz5QcEYAflZ7suoT0eV9UIPs/sreL2p16HmfigoRcYyITPMsELLvYvT3YOQMFrHyIjIBpKamolKlSobWOWzYsJCvrVOnDt58800DpSk8uPfee/HBBx8YXu/jjz+OmTNn+nkumYg/bNmyBbt3745KW7m5uRg+fHhU2hLx0UcfRV3BEEucOnUKkydPjlj9hw8fVtY3Jq6hQJNuvjeQuzYSgiHg4mKbRw0Xwa2sRMDJ1Z1IJbl+itphrYVvNBaBomVZHENZeaPbFWXgHgG08KbFNw9YJ94j2f0X+xKuNcwohDqORilYeH3iHIv0uIjW7szMTGRmZioElNyvibQRqeREjurhkfx5ID1x3xm3qmtlEqB6Zd8D9UmtnySfx+NBeno60tLSFEUD/3BrNo/STX3mKbO4m7lIVPWCrgvkJg7IibbMYs77zL0WxLGgungQOPGdLSo6uOcAfxdreQTJICqW4kkZZ8I4pKenh5WWp1WrVujRo4eBEhUONGnSBKVKlYpI3W3bti30gboKOo4fP45WrVpFhXhPmjQpplGvJ06ciFtvvRVbt26NmQzRxAcffBCRQJDLli1Dr1694Ha7Da+7oKNAk25ucdZyX6RjMouWDHyxx4OZidYlCnjELavc9VkM8hVosRcNF2/RlZunRuMW6EhavGWKBU6+qU1xXz1PMcTr4n0LV4EQLAFVI19GwUirHq+PE51oERF6prKzs3HlyhVcuXJFCTZG1mkiy1lZWX7HOPHmwQW5dZS7YWdkZPhlEtC6T5yI0vdA75JA/eREmlzNKWAaWbS5KzkRS/7OAa6lx+PfyZLMFYN65pze94+eOS0j5NRfr9erap1WI8zinn4eeE7cG64moxpkSgKTeBc+7N27F6tXrw75+iJFimDGjBno1KlT3M4Pm82m/GbT73akEclUX8nJyVixYoVJvOMcJ06cQPv27bFr166ItXH06FEsXrw44gHNtODxeHDw4EF06dIF27Zti5kc0cLFixfRo0cPfPHFF4bU5/V6sWbNGjzxxBO4fPmyIXUWNhR40g1ASmz1kEYtAs4XfID/4peDiKIaAeRB3sR2ZW1GCryvZJlPTU1FsWLFlE9KSoqhe+NFaFmqxEU6P8et2LJ921zeYJQcMmhZAgP1zWj3V6OgRTLUjhs1F0WLJ32ys7ORkZGhuF9nZWUp5JTIuBiAjEcrJ5JHrunkvp2RkYGLFy8iIyMjoJVbfCb1lAs0NqKVl+cLT0tLw5UrV5CZmYmsrCyFhFNQNVIucBdzPmYul0spR/VSDu9gID4bogJG1idxHMRnl8aZE29SEPBc6qLCgPpG57llX9zbbuQzFkuvFxPxi9TUVMybNw+33XZbrEXxg9VqxSOPPIIvvvgCx48fVz5btmxBlSpVItr2lClTcPTo0YjVf8stt6Bly5YRq9+EMTh69ChatWqF5cuX4+LFi4bV63a7sWbNGrRo0QJ79uwxrN5wcPLkSbRu3RrffvutofV6vV7s3bvX0DrDxfnz59GhQwds3Lgx5Dp27tyJ1atXo3HjxujatauSytREfhT4PN2i26Aa8VaDngU04B/8i8D3WWoRRq12QyV5wYDLQK7vtOecgjr4fD4lAnRmZqaf624gt1Q94HXk5ub6Wa7pPOXoFQkBd0+VuZnze0SkTC+hkiGYBX0wc02tjWjef1nb4niqEa9wiA6//3Q/uRs1BcOjVHw8uj1t4+BZBHhwMtFdW7SM6nVHVhsXrXJa/SXwdGkej0d57mj7CQVHIwUdgHwBBWWE9MqVK8oY6plD4nspkLcPLyta00WPALqG+krvE+qb+KxzJYwY8E5MkcivkckXCKKs0Xz3mih4cDqdhgUNMwI2mw2DBw/GmDFj8sl1zz33YNGiRWjTpk3EgiJlZmbinXfewdSpUyNSPwAMHDgQkydPLvTpqQo6Tp48iY4dO+Lee+9Fr1698OijjyI1NRUOhyOoerxeLy5fvowdO3ZgxowZ2LRpU9y9iy9cuICuXbuiQYMGePDBB9GhQwekpKTA6XSGVJ/H48G4ceMwY8YMgyUNH+np6ejVqxfmzZuHe+65Rxrg0Ofz4eLFi/D5fFi/fj3Wrl2rnNuxY0fc5B+Pd8TPL0sIoEUpd3+SBVPjlhhx4SZbUNI5+kvX0/9EEnhKItEFVKwnWBi9ICRrMaVUogUxERoCEZuMjAyFIBspC1+Yi4oM7vpJZBuAQtL4veL/8++8r3rJSDSgRXCCsaQaDTWLJ/9rpIs7v0/cTZwHPhMD43FvEbqvPLAakVFuRdXynJDJJPvfCEUD/87nPu8nteFwOJQFf05OjkK26VmgMeLu6jLlgtaYA/kt2+J14niI80D2vuTtUx9JuSbm5Kb3irg9gNcRDslWGwPZdxOFC9u2bUPPnj0LVR7oRo0aYezYsaop8xo3boxVq1ahc+fOOHHiRERkWL9+Pfr16xd3HgAmYoNvvvkG27ZtQ2JiIjp27IhGjRohOTkZ3bt310ztePHiRSxduhSHDh3Ce++9p/xWxCvIo2Tt2rUYNGgQWrZsiSZNmgAAbr75ZjzwwAO66snLy8PLL78c14qlM2fOoFWrVmjUqBE6d+6c73xWVhZef/11vzWXieBh8RXAlUd6ejqKFSuG6tWrA7hKumn/JhEwvkeYB13i3aWFOifKtCij65OTk+F0OhWrFJ3je5+pDU5QSaaMjAw/11E1ch9JkMzkVs6t3GTdphzAtAc1PT0dWVlZ0v2Z4cjB5SHLJikvAPgpAmTWNQDSceTjy4NQyZQt0YTMEq5GsrWIYTSgRdD0XqsX4riInio0R/hfjkD57PUQbr39CHQsUN9lXhq8j/S/1Wr126/J3zPkSu9yuZTo7Zy4BupnsGRTVGLxOkRLsZonheyeBiLVet+PagoDWT/UygdSPsQaJM/ly5dRtGjRGEsTHug3m/dl/PjxmD9/vlLmxRdfxK233goAWLhwIb788ktpXWfOnEFaWpr0nMPhwMmTJ1GiRImw5K1bt25cuLpaLBZs3rxZ1+L+66+/xgMPPBCxRf3NN9+M9evXo2bNmobX7fF4MHjw4Li0AprQh8TERNSrV8/v96BPnz6w2+147733AFzNhx0Pz5URKF26NO666y5MmjQJN9xwgzQV2MWLF/Hjjz/itddew08//RTXCgYTxiDQ73WBtnSTJQWAX0A14BqxI5djm83m57YI+Af/4cGa6By3yBChJnLKg3rxRSZ3mRRdJDlkC9dILPr4glctuBsn5bTAt9vtiiWNp/EJx3LPQWNLihKSR/QqAOCn4CBLJydaosIkXiAqGficJIiEUUYWo0UI1BQDMmswl0sPSRUR6JmwWCzSyPW8nN6/eqGnPPUtGGs4f3b4d3pfcMUdkWueBpFb9mUWfT2yywi3jISqWb1l7fBjsvkis5LLxkbrf71l9cguO6d2rYnIY/jw4arpgRo2bKh63WeffYaFCxdi8eLF0vNG3Mt4mQ9NmzZF/fr1dZW944478OCDD2LTpk0RkeX333/HiBEjsGLFCsPrTkpKiss86Xa7HS+88IKf50ReXh7efvttXLlyJW7mSTwgJycHO3fu9Du2Y8eOGEkTeZw/fx4bNmzAhg0b0K9fP5QtWxY1a9ZEt27d8PPPP2PVqlXYvn07tmzZEmtRTcQRCjTppsUSEUa+gBWJHP2fm5urHOflAShaKE7mRGs41eHz+fxcs7nlje+/lOWsFeWnNiMJnkdcFuGbj5HFcnUfbVJSUj5lRKiQEUge/Z0rAdQW8/xeyqxrpBCRLfDVFuWRGnc+B8l6Lwuqx8mTONc4CQ/GShkq1MaWn+P945CdC4d8a7UluzYY8qYGLVll9YdCvmV1yJQNCQkJyM7O9iOvgZQzWu1q3S/+v9ozoTUnZM+rSLb1yBgIWnXJyL34ztEz10zEP/7zn//g//7v/1C8eHHMmjXL775mZ2fj5ZdfVixroWDu3Lk4ePCgEaKGjSZNmqBYsWK6yhYtWhQPPPBAxEg3AGzcuBGzZs1Cv379CvVzU716dTz00EMYNmwYatSoka+vvXr1Qk5ODrZt24Y5c+bg+PHjEQ02ZyK+8f777wO4Go1/1KhRuHLlSljpC00UXhRo0g1cW2RpRawmQsaD9fDFIlmVeDoewN8Szi3ldI4Wx/w4pTkiy5RoteUyRUtLyi3dYm5fcf8NBTMTSWKk5KVxslgs+dKfcCUAACnZEAkq9UEsK0M0CDcpL3hgMDXvBjGScyBvCaP7oIdsq5XjZUMhMmqEVDynNg/1jkMwlmm954Ml3GpkldcjUx6JJDuYe8/r1kPAtdqQndeyemtdHwzUlHBqZfQoggozcSjMSE1NxZgxY7BgwQJkZGQox30+H06fPu3njRYs0tLS4PF4jBI1ZMh+EwPhoYcewtSpUyO2tzszMxODBg3CDz/8gIoVK+L11183JOjcmTNnsHLlSgMkDB/Vq1fHmjVrUKdOHdUy1apVAwDceOON6NmzJ/bs2YOVK1firbfeAnB1HWjueb3+kJWVhT/++CPWYpiIYxTolGH0o8rdn2VRxqmMaP3m1/C9xHyBRnmFiUCLAdMocjIFgRIJE7dkckSDcPMFJd/jzo9Tf8jCRtZnTtIjsUjlhJlcamn8uKJCRrLpvshcs6kP4eT1NQI0fmIedNpDTyScf2iPu8PhQHJysvKheAKRSuWmhmDHT4vMBTv+atZJLXd8vfUGK5OMxImKgGChRVrpI74/grFuy+SXtR9Idj7fAhFXvXMzWGUBbyfQnNTTn3DkMRE/KFGiBEaNGpXv+Pr16zF27NgCf19r1qyJZ555Jqhr6tSpE/Z+9kBwu92YN28exo0bhyeeeAJff/11WPX99ddfaNWqVT7X5Fjg5ptvxrp16zQJtwy33347Xn31VZw4cQInTpzA2LFjdW8LMGHCxPWDQkG6ecAh/hEX5OLeZE7S1QgNWbtdLpeivSRiTVZtkWhT/fQ/r4v/jQaoT2oLYt5/Uc5IEDxZ38Xo1W63W8lVLEanFvfL82OUPopHs1drM1LgY0aKHFJeEHHmRJuO0Ycfp7RSTqcTycnJisVcRoQi3ZdgyKqat0kwEO9fsOQ6FPB5r9aWlpXfiPbVFArhem/o8VYQCa5IsmXeB2pW8VAVBFoeAYEg66PWu89EwYbFYkFycnK+416vF2+88QamTJmCnJycoOq8cOGCX3C3WCIhISHoVEzRRF5eHubPn4927dphxYoVuHz5clDXnzt3DmPGjEHr1q3jgnADwCOPPILatWuHdK3VakWJEiVQokQJDBs2DCtXrsSHH34oTb9kwoSJ6xMF2r1cXCSSJdfnu5YXli/+1Fw31aw+fMHr8XgUIp2UlCS1/vDyRM7VXINlrrORhLjw5CSbf+dp2NTSr4UL2eIdgJ8Vm6cUIzIqeilwa7naXuhYQVTo8LGkLQkEPv50HvDfwkD9J+WEGLmaykcKgdx24xnifAukSAjFKyVS4xDOPZVZ49XItporv9a1aq7easRZzxhpza1gFArcswe4ptiTyWei8MHj8WDo0KHIzs7GiBEjdF+3fv16HDhwIIKSFT5cvHgRnTt3xr/+9S90795dOf7vf/8b9erVy1d+8eLFOHv2LMaMGYOLFy/GTQql5ORkNG7c2LD6qlSpgt69e6N8+fKYP38+li1bZljdJkyYKJgo0KRb3DNDFk5O1Pg+bkBuTZIRGCB/0C/6m52dnS8aNSemnBiJpF/NNZMQrHUnGMgsPrQYpUB0vJxY3kgiKyo6qG6+wBcD48nIv8zdONLg90eNSIhjJ1qNaR8cJ9bcc4Ms+1SGEwmr1ap4AohlItX/UF2oY0nKg2k/FEWCWv2RvA96ZSA5qIzea8RyvB5+rfi8yq7h71zZu09LDj3zWTxPzxj3MBGVLTLibaJwIi8vD6NHj8bKlSsxadIklCpVCsWLF0flypWlZefPn49BgwbFDQksSMjNzcWuXbuwa9cu5VilSpVQoUKFfGX3798Pl8sVTfF0oVixYmjZsqXh9TZv3hz33HMPypcvj9WrV+PYsWOGt2HCREGG3W7HSy+9hP/85z/KsUuXLqFnz544depUDCUzHgWedJMbeSD3Vxkx44SbB1ETLTacePP0YYB/0CxaBPLUZDIiL0MgEmcUuCWVQNZtMciammUrGhZVmYeCmpVOzXJlpJxqrqtiO6ISgX+IBND+bVISceUNQQwEZLVaFYUSd083Mq1bMNBD3GJtBZd5o2i5R+uxrOp5TqNJ6GTEU0sWmRWaf5eNi1hWrE8259T+5/XL7ovsGln9au8EHjdB3DLDg2XyekwCXnARiCC73W7s2rUL9913HwCgVq1aaN26db5yXq8X7777blwEUCssoP3NBQXp6en4/PPP0aJFC8PrTk1NxdSpU/HMM8+gbdu22Ldvn+FtmDBREGGxWDBy5Ei88sor+c4NGjQIw4YNi4FUkUOBJt1EcGWWUDGXtpYlVMvaLZbTslTLFqrANfdh0drJF6Jizt1ILAb5eHG56LsYBVxm6Y4G1NoJdG8iBZmbLf+ozS9S4nBFh/idk3GxL7R/myuGyM2c/iYkJCgB6MT7G8qY6LWCBioTayu3DDLCzf9qleeWWjUrbywQiPSK7xkOGcnWIr9q9YhQU2SEogDQeg/ya7gyKykpKZ/3EX9+1DJKmChY+P777zF69Oigrjl48CDGjx8f1DVWqxX//ve/YbVacezYMTM6cSFFZmYmvvrqq4iQbkLNmjWxdu1aPPXUU9ixYwfS09Mj1pYJE/GOpKQkjBo1CoMHD5aer1q1KlJSUpCZmRllySKHoAKpjRs3Dg0aNECRIkVQtmxZtG7dGr/99ptfGbfbjaeffhqlSpVCamoq2rVrhzNnzviVOXbsGB555BEkJyejbNmyGDp0aNABTwAo13ArISc/gUgkge8JVltYqtXLrdqy3Mq0EOQBsVJTU5GSkqJ81CJUG7moJ1kJ3AWfxkYWrZwjXHkCWfnVICO1akRXS7kSjsxElinAmdPpVD7JyclwOBx+QdOAawt9EdzaxgOsEaxWq0IcKNI5d5ele0TziuZPpCLNq0FrjOOBkIYCmdIsEDmXQVTMGPU8i3Nby1IfqB5+jey9F2guqSl3tJ5HvQohPQRfVIIlJibCZrMp//Nnkf4XFVxqfSssiLffbKOQm5uLcePG5ZMzXFgsFqSkpOCNN97A/PnzMX/+fHz88cfYsmUL/vvf/2L16tWYP38+WrRogdTUVEPSZZmILJKTk/HEE08o95M+8+bNQ9WqVf3u4aZNm/DXX39FVJ4aNWpg06ZNmDZtGpKSkiLalgkT8YyKFSti6NChqs9Bp06dglaSxjuC+sX45ptv8PTTT6NBgwbIycnBSy+9hGbNmuHAgQNISUkBcNUdYMOGDVi+fDmKFSumuNN89913AK7+WD7yyCMoX748tm/fjlOnTqFHjx6w2WwYO3ZsUMLn5OQoiyiybMssO1rupbSnOZClW7QCqZWjMjwNFE8PxReB3OKSlJQEr9erpCfjxD0UAqnXzZRba3nUdwDS8QhGFpkXgNbiXZRLDaFYwnmdevsgEm6yotH9pHPUN4q2np2drdw/j8ejpAvjoPlK84IIOhFt+k5zOicnx08eKs9JuJqyKRgESyzDgZHW4kDPiWgV5ce1yopWV96emhz8r6gM1LI864EoO59/auXUruV/9VjEZdZ+WRuB7kOg/mi1LV7DCTd5hogB1DgSExMVrxCtMSgsiLffbCOQl5eHUaNG4fPPPze03urVq6N58+YYO3YsihYtKk09Wrt2bdSuXRudOnWCx+PBzJkzMXLkSDMncxyiSJEiaNmyJUaNGoWqVatKc563b98e8+fPx5IlS/Ddd9/hwIEDWPf/7H13mFRF9vbbE7pnhoEhgyjqLqiYQAUFfmtcA6KoJJUoIKuCIKxIMoFiQAVRMAAqIBIFCQIqioooS1DYBQFFd8VAkAwDE3tCf3/wncvpM1U3dN8OM/T7PP3M9A11T9Wte7ve8546tXSp46XaQkH37t3h9XrxwAMP4Pjx4xG/XgIJxBPOOusszJkzp8zYWMLN5IbxAE8gjFHGgQMHULt2baxatQpXX301srOzUatWLcyePRsdO3YEcCKc6/zzz8fatWvRokULfPLJJ2jTpg327NmDOnXqAAAmTZqEYcOG4cCBA7Y8f8eOHUNWVhaysrKUCrGOdHOSS2ojrbEtlWo6Tg7ErMgjEaXU1NSguYU8JJiXw69FCdgKCwsNm8JVbaldUlJSUKlSJWPNaBqk+nw+pKWlBYVd0rJdeXl5OHbsGAoKCmyF3/O25v9LlU+lWluFk5qp5JEYLKvCVqntdMvLUfIz3qc8Ho8R5UCEnX78yXaeVE3nIOKOEMpizh1GlOAvPz8/yGnjdruYEWUdQY0XWNll9pyrnG4qgsgdJZTQCzgZ9UD3i8oI5/7onAPcfvrf7Hx5ju5ZtON0NIPuXcrLtlOufMckJSUZzyY5sVT3h+4BLUloFtkUDyCbsrOzUaVKFVfKjPVvtht1mTBhAgYPHoyioqKwyuGoW7cuPvzwQ1xxxRWOzisuLsaoUaPw4osvuj4fvFKlSpgyZQruvvtuR+ddfPHFp/yc4UqVKuGNN95Ajx49bB3/559/okePHlixYgXOO+88bNiwIWpLfV1++eVBCegSiC7S09NRvXp1AMCTTz6Js88+GwAwdepU/Otf/8LBgwdRWFgYQwsrHjweD/r06YM333zT8tjjx4+jR48eWLRoURQsCx9Wv3FhxUbRuozUYTdu3IiioiLccMMNxjGNGjXCmWeeafyAr127FhdffLHx4w0ArVq1Qt++fbFt2zZceumlZa5TWFgY1OlpHgwngmaKlS7ZCl/WS1UOJ15WgzNObvm8Qu4QkJ5zOp6cANxpwLOlSxucgA+eeaI4+hBh4+opt0+neqnAB7m8PWQWYWpzrg7YJc9m9rhFvqXCnZKSgrS0NHi93qAkZtx5EwgEypBxUrz9fr9RFnn1+BxTvjwbtR31TQBBnkAicTJxH+97PPN5pNQ7FcFWKcn8WCflWsFJeVbncMVYZ4eOfPP9MrIFOJkAj84tLi421p7nTsBQ7pOVTfIY/l3+z4/RKctWzkdVW5s5A/jxqva2cr7RM8UdnHzZSP4uo/sRCASUnnUnpL88I9a/2Tt37sSFF14Ysv1//vkn5syZ4xrh9ng8uO+++/CPf/wDl19+uePzU1JS8PTTTyM9PR2PPfaYKzYRcnNzsWPHDlfLtEJSUhIeeOABIwqCsHv3bsyZMyeqtoSD7t272ybcAHDaaadh3rx5aN++PVauXImuXbti5syZqFy5cgStPIFXXnkFV111VcSvk0BZpKSk4NVXX0Xv3r0BBI+1brzxRgQCAUydOhWzZ8/GV199FSMrKx5uvfVWjB071taxlStXNhwhFQGO5nRzlJaW4p///Cf+9re/4aKLLgIA7N27F16vF1WrVg06tk6dOti7d69xDP/xpv20T4XRo0cbynZWVhbq168P4KSyyAdxRJ5Va3FztbC4uDhoHW0VcberFvIQR6/Xa5AzFeHm6zbTIJEr4jSfl89NDFU1lEqpzHKtCsGkNlGF1pkN7CVRTUpKgtfrRVpamqFC0YcILIWDOqmjjijI/8MFJ9w+ny+IcHNyTfeP9vF7yol5YWGhobBxRYTuDRFwAEHOESLect63ao43ERCzefmhQufY0JEVO2RXBbNjqc155Ai1OZ/3LvMiWF1f1sGKxKoIIvUVOZ2E+gh9KOqBR+jw6JdQIG3RvffMtknoCK981lUEWvYRO+9POs7MSaACz3ugejapbXXvPiu4/RzFEvHwm33vvfeGvCTXvn37cNddd2HdunUhnS+RlpaGZ599Fq+//npIhJvg8XjQo0cP5fJY4eL111+P2pI5GRkZGDNmDF577TWMGTMm6PPWW2/hu+++C8thEi1cdNFFGDZsmOPzqlataiRRW7JkCXr37o0jR464bV4ZXHbZZUaUSQLRQ6VKlTBu3Dj07t3b+H3moDHGfffdh3nz5uH2229HrVq1YmRtxUGlSpXQu3dvZGRk2D7n9NNPrzD5M0Im3f369cPWrVsxd+5cN+1R4tFHH0V2drbx2blzJ4CTaqGKOHPiwYkJKZOkNnHSbgeqQaGc70sPKw0EaZsMg6dtqgG8HECGC65qc/sJ3BkAlE0upxuo8zbmzgdOVGWduDpF+63qaNcBEi7kvaD7Kp0jfPBOdeNtoUqoRmH7fr8/KAmRdIrQX+o73GlD9edkU5Uwyq1+Y6edzL67cc9k36J7wj8+n8/ocyrl06w9JMGzS9K5bTyKgbZzJw3/S/byKQduPuvSNtW9IWIsSah8nu1cQ17Laci2iqDL6+vqwAdLPEKIOz10H2mDLlqqoiAefrN/+OEHLFu2zHF5Bw4cQIcOHbB69WpX7PN4PHjyySfx2GOPKef6OkW9evXw4IMPumBZMP78809Ha1qH2l9vuukmvP322xg0aJAyEiQzMxPNmjXDokWLDIdNPMLj8eDZZ58NWRnjju358+ejV69eEV9TPCMjAzVq1IjoNWKNrKwsvPjii8bc+ieeeMJw6Dz55JNBwoVK8IkELr30Ujz00EOWc4oBoFatWvjwww/xwQcf4IEHHrB1TgJqXH755cplG83wz3/+E7Vr146MQVFGSK6D/v37Y9myZfj6669xxhlnGNvr1q0Lv9+Po0ePBnnO9+3bh7p16xrHfPvtt0HlUQZSOkaCBtQSpaWl8Pv9QSoyEBwuKgeBNG9azpm2O1CU4bSqBFtyXicn/UT8gbLqJQcfMIb6QyqVI3I2+Hw+I6Sclgojm7g9lHBIBxX5IMItSSj9T4Q1EAgYar7f7y8Tah4LyPtKBE+SJ952Ho/H+M7vLVA2BDwQCKCgoMC4hmqwJ+8XvdyLioqCMp7La1gRS7faRv7v5DwV7IaT88gQ+WxI0iifax7VQtd0YiM/R3esdCxxwk/3jTy1/Lmj6QXcCaiy0cwubpNZRIIdYhlK29iFk+daVS+dc1LlNOCJCuUzKNuoIhFrHeLlNzsnJwddu3bF1KlTceedd9qyfdeuXejcubOR2C1ceL1ePPvss/jnP//pSnmRRCAQwODBg7Fw4UJbx0+ePBnbt293dI3WrVtjzpw5yMrKsjz2nHPOwYIFC3DRRRe5OqfeLbRq1QqtWrUK+fzevXvjnXfeMebEL1myBN27d8fkyZMrPDGOFOrWrYvp06fjpptuQs+ePeH3+3HaaacFTbW7//77jeO3bduGXr16RS3CwwmuvvpqNG/eHEOGDMGgQYOwevVqHD58ONZmlSvEs9MuGnDkUgoEAujfvz8WLVqEL7/8En/5y1+C9jdt2hSpqan44osvjG0//fQT/vjjD7Rs2RIA0LJlS2zZsgX79+83jlmxYgWqVKmCCy64wJHxpAryxGO0nX/IdsosrUqcZjccVg78KKRcEm+uvshzOSknqJQZtzx+PISZ2oC3FR0jw8xlll9ZH14v3hbS+cDP42SVhwhbkbpIK7dm9eGJ5/h94WqbSiXlNvP2z8vLQ25uLgoLC412JvDkTkQg5TxgchwVFRWVuY+8X0cTThxXHHZUZWpj2a+k2i9D/Ol/p1EVZnZI6OrMSZ5KZeV2y2kpTlRv3r/M9pvVwQ7ke4l/VKq0dALpng8zWBFiaYPuXBnFI9/5ofaH8oB4+80GThDvBx54AIsXL7Z8Vxw6dAidO3d2TeEGgGHDhmHw4MGuKNzRwIEDB2wT3OPHjztayu3aa6/F9OnTbRFuwllnnYVevXrFndqXkpKCfv36IS0tLeQy5DJwgUAACxYswH333RcxxZuSr1ZEVKlSBe+99x5uuukmAEDt2rVxxhlnBPWdpKQknHHGGcanVatWmDFjBmrWrBnRPvbTTz+FNE/b5/OhQYMG+PDDDzF58mSkp6e7b1wFRXp6OoYMGRJrM2IKR6yuX79+mDlzJmbPno3KlStj79692Lt3r/EyysrKQu/evTFo0CCsXLkSGzduRK9evdCyZUu0aNECwIkwpgsuuADdu3fH5s2b8emnn+KJJ55Av379lJ5xM9DAlpMQPh+WklER0aTluFQJ2FRqkRlUczhllnL5kbbL+ehyv7QrlIGeJMzFxcVGOxCJozah9uJtaUXgOCkiYsOVPjkoV/3lhFZXx0grUtIumpMunSj8HuuUMlkPPsgnR1F+fj6OHz+O/Px8g3jz8HIqUya3o+/8fvHEdFLRjRb5lsozr3u44PN2KTpCN6+bk2/e97hDyE0HDi9Hlw2bvwNolQB6ZqTzgIeby/Lt2sH7si50W1W2KlpCkm3KycBzNdhxZlC/sHLg2a0r3VPdtA66z/LZC+e6sj7lAfH2m004cuQIunTpYqrg7tq1C23btnWVcJ999tno2LFjuXGaAMDatWsxaNAgS+Kdl5eHjRs3Oiq7YcOGjuep+nw+vP7667jkkkscnRdptGjRAtdee21Eyl68eDE6d+6MpUuXul72hg0bMGPGDNfLjTXq1KmDBQsW4MYbb3R87vXXX49ff/0VQ4cOjYBlJ3DgwAH873//C6uMDh06YM6cOahWrZpLVrmPCy+8ED169DA+nTt3jtn86KFDhxr5PU5VOGr5iRMnAkCZF9u0adPQs2dPACcyMSYlJaFDhw4oLCxEq1atgtLCJycnY9myZejbty9atmyJSpUqoUePHhg1alRIFeAhpACMTNB8Hw24uArIiYzTAZRKreKDfJmJml9DDnxlWLXM6i3rGio4iSMnBFeZKcM22UDzjlUDVTlg4YNcSbADgUDQHGgZns8V72hk3bYDGrxLBR44GbZKocHkPAGCowVUCqQk0nQuRUn4fL6gPiQdNVLVJhBhLyoqKrMUUrTbUUXkOKzChlXl8WeKnjuZs4HK4tMXiOASeF92GsbNbeU2q+4p7yOq+f/0g0eOKnKW8EgKj8djRDI4uYdmx6ruhR2oHIxUZ+7c5DkyzMLYdeq8mWovHQEyAR3vFyqCb0b4Y/WsRAPx+JtNyM/PxwMPPIBp06bhlVdewfHjxzF06FDjOT106BC+//77sK7B4fF40Lp1azRu3Ni1MqOBkpISvPnmm6hZsyZGjhypPe7nn3/G/PnzbZebmZkZ8nrUqampeOyxx9ChQ4eQzo8EunTpErFlvgKBAD788EN88cUXGDduHFq1aoWaNWs6SgalQnZ2Np5++mlH0QnlAR6PB1OnTg1aFcEpMjMzMXLkSPj9fkyYMCEi0xlee+013HjjjTjrrLNCOt/j8eCOO+7A8uXL8c4772Dq1Kna8Xs04fF4cMYZZ2Dw4MG45ZZb0LBhQ2NfSUkJHnjgAbzwwgtYt24djh49GhWbUlNTUbNmzZAcnkeOHImLdnUDYa3THSvQmp9y4K1SaoCyoa/hqC1UfmpqKtLT08skS6MBKbdDkjc5+OQDdq40y/Vkw1GG+P+kWGVkZBjJnGitVUr4Retz8wzvKttpQC6TyPH5zPShATGVwwfoRBj5PPJod02u2qelpaFSpUpB9ZIJ04CTUxyI9JLNxcXFyMnJMearq6IqOBGTqi135HDyzduTR3pQv1FFcbil7Dl5WeoUb6cvXJ58TGYGpzpyssQdRwCC2oI+qpwO4YD3G95fZLQHbaPrJSUFr7cu72lBQUHQFALejmYwI5t8Oz9e5ywhx0BaWlqZHBTS4cCjaMwyVKtIsV1b+fs3LS0tKDEjT1zIy6OcC3w9ez7FxsymWIJscXOd7liBfrN1kPcuEsjIyMCuXbsipko9++yzePLJJyNSNgA0adIEixYtKjNFAAC2bt2Kdu3aOVLuOnXqhBkzZoSsetF67vGCN998E3379g2rjO+++w5t27bFnj17tMfQO+iuu+7CJZdcgk6dOoVE2mbOnIn33nsPK1asCMfkuMVrr70WslOHIxAIYPjw4XjppZdcsKosGjdujIULF6JBgwZhlVNUVISzzjorLuait2vXDjNnzjR1CpWWluLrr7/G9OnT8e6770bcpkaNGuGHH34IiXQPGTLE9hJjsUZE1+mONVQKhUqFUp2j228HnCjJzMTAyYEDV0vph42rbAQ6nsiZmf2hQKUwFRcXIz8/v0x7lJSUIDc3V0lKdKRRfiThlkuQcdIhs8fHeuAriTAQvMYv7QNgqJCyPWifzBtAkPXjYeWyHVXRE1Q+3S9dDgM329Hpi9JK8XZSBifX/L6QmsyVbd63+DHccUQOJp4HQveusGs39XPyxqekpBj3U5VdG0DQ/eZh53Q+/W9FYiW4Gq9ySljVkTvUKAJDhnKrHGi8j3Kb5fOts9eKcPNtqnncuueRO2JUkUSxcvIlcBKRJNuERx991NHc5XjD5s2b0a5dO7z11lvIyMgwEhL9+OOPaNu2LX755RfbZdG0goqyDE+TJk3QqVOnsMtZvXq1KeEGTv4ezZ07F3PnzsWkSZOMdc27du1qGU792muvYePGjdixY0fEM6PHEh988IErpNvj8eDpp59GcnIyxowZ43pUwPfff4+2bdti6dKlYa0HnZqaigkTJuCBBx6IaXK1u+++G5MmTbKMwkhKSsK1116LFi1aoKSkJOJTHP7yl7+ENA786aefMG3atAhYFBtUjDfu/4dOrbAi3+FcjxMCCUmSCEQ2+QCWlC5OptweBPLyiCDQX5orS0k9pMJN9VHVl4f+8sE4vyYn3joSEGuyzf+XDgQOfo84AefqKs9ELaHqp7xN5V+5TZKEaMzhdqp0u1Eer6f8nxNKFcnkYeYqhw+FdZu1mRPC7fEEZ67n5F8qr7SdX5vbyNVcHgFjFWpuRqBVZJvbJI8j9Zgnd1M95/QeIydDIHBiVYLi4mJT8m/VT6XjUdrPbZF9QdaTv1/let0Jon3qoE6dOmWm7LiFw4cP45NPPolI2RybN29G8+bNUaNGDXTr1g0A8Omnnzoi3ABw1VVXhRX6CyCuQqLT09PDjmA4duwYlixZ4vi83377zfj/sccew2OPPRaWHQmURVpaGkaNGoVp06Zh7969rpdPkSILFy5URpLYRceOHZGSkoIuXbrExKHStm1bvP3226hcubLtc9LS0nDvvffiww8/xLFjxyJm24gRI0I675133sGhQ4dctiZ2iM6CeBGCHGSpBskqAh7uQEsO3kg94cSLkzG+TJlq8CyVSp5Ui9vrBunhjgKai1lQUIDc3Fzk5OQgPz/fIOMyrFynRKnIKR8Qq86X3+Uc22gOhs1ILoGUPnm/efIyrnJTG5rVmW/jH9kfZOI0+l8q6Vb3yimsnEqhlgnY68vSIcPrx4mTJNmqvkblcVKpmrOvstVqG99OzxVNlygqKjKmHdD90j0T8lmi/8khZmYLv0ecUMrnid9PHSEnhTs9Pd3I/E42yHeuXEte1666a5m1s1kf5veft5d8v/F3tUxSGEknVQLxhxEjRkRsUPn1119j7dq1ESlbhUOHDmH8+PEYP3684yXC3MKgQYNict1IYe3atfj6669jbUYCGng8nojmY9i0aRNuv/32sJOr3XHHHXjhhRdcsso+7r77bsyYMcMR4SZceeWVRrRGpPDwww+HdN5nn33msiWxRbkm3QQaeMl5sHKA6CZ5JXLMibck3zwRGQcnDZI4yYzU8jw3oCJ4MoO2JIxmUKlLclDMB+LSkaAiStGE2XU9Hk/QXGtSNCUR5dnMKTM8lS3L1/U/M/Itt6n6jlVd7OxX1V91ntV33XYnz54klXz6BSdZtF9+1zk9VORRBZUya6U08/skM8zT+XwONw99JvB7KnMk6Ozj11e1nR1Qm1BOAyLbfL16Kk/1DPA6mPVx1XWt7DKDqt1V+3XRO3aukUBkkJKSgmrVqoWdkMoODhw4gNdff911hdbv92PMmDGnnAMnOzs71ia4ivHjx0dlmsOpgh9++AErV650rbzk5GQMHDjQtfJU2Lp1K957772w+oHH44l6Do7WrVtj4sSJEUsk6AZCSdi2dOlS/P777+4bE0OUe9JNoY0+nw8+nw9paWlIT08PWs5GLr8T7o8jDeIoCziRVbl0Ex90SwIlVW1Sx+gjQ1/d/kFXkRP5vw46FUsSRX4dPrhVhYXKsL9YDIJ1aqDH4wm6l3z+PoAgQkQqNzkvdNdx6mRQqbeyf9gpz0m7SkKiIitW5boVnUHgaiWvs3Syqfq0ioSTjVb2W0XU8DK5A40vx6eKSpDncJtVdqjs4+RXZ6+KoMty6Dmkdyd9p9BxIrPcqcnravf9oWozVb14/eTxPGTf7BzpAFFNKQglzDxB0sNDjRo18I9//AMvvvgidu3ahWXLluEf//gHmjVrFrFrlpSUYMSIEXjqqadc+z1duXIlHnzwQaxbt86V8hKIDXbs2IGdO3fG2owKhQMHDuDXX391rbxAIIBvvvnGtfJ0ePHFFzFr1qyIX8ctpKeno3v37nG9bFmo2L59e4Vz7pXrOd18KRsegslJAq3TLZVjN4g3H8DxzL6kUJEtPNEaKaI8wRMn3HI+tdMBrNM6kI2qa4RyXUmQqHwK/+VKlNPQ3miCOwNU0wEAdaZsCilWkWI6h3+X/+siM+ye71a9JeyojZEmIrw9+TQOfn906q8MP1dFCZhdF1A/J1bh0nIuMU9IJp9xWZbdd4CZAi5Jqdl9oncVrWbAnYsAymSMp/LkigM8iz9t071jdPdN1Za8LHqPyAgA+bzR/zy6wKz8UO1KwD6qVq2KqVOn4vbbbze2XXfddbjuuuuwc+dO/Pbbb5g5cyamTJni+jIxJSUleOmll+Dz+dC1a1flMVlZWahRo4ZpOYcOHcLXX3+NBx54AAcOHHDVxgSii0AggGXLlmHr1q2xNiUBE+zfvx9TpkyJ+HX8fj8eeughvPfee3jnnXdCXk4sWmjQoAHuvPPOkM/3+/148cUXIz5v+o8//sCMGTPQvXt3W8cfPHgQkydPjqhNsUC5Jt18KSEayMoQZlVIczgDJjkQ40RLqrdA2aRcPASezpch5aGoReHAbHBpdjz9rxuU8vaWiY8AmNY1FPUpXKgG77SdCAlX/GgfJWoiB48qCZ6TUGUz5S/SbaIjkeGGAFvB6hpyjjtQNoM2t0UVtk0EEUCZ+2iH1Noh3KryZP4H6YDj50iFlmx2Mt1DZZ+KBMtjPR5PUBi5rp5UFingfDs5OFWOJDsOI66eq65N5xCJ5qtC8LaT0TfSkSmvp7qGyr4EwkPlypUxZ84c3Hzzzcr99evXR/369dG8eXN8+OGH2Ldvn+s2FBUVYcSIEdo1r//2t7+hVatWxvc77rgDF198sfF98uTJeO+997B27dpE/4gT7N69Gxs3bkTTpk0dn7t48WIMGzYsAlYlsHz5cnTt2hU+ny+scv7880907Ngxag6u7OxsfP7557j99tvRq1cvDBgwwHYSxsLCwqgkVSSMHj06rFUItm3bFnKSMyfIy8vDjBkzcPvtt9taReKDDz7Ajh07Im5XtFGuSXdKSkpQEh++Bi4fcNN2UpyckkwJeb4k2RIqAi7L44PsWPyQh3NNIkKqefSqgTaRJU6OzAbikYaOnPAQeZ/PZ/Qzj8cTNGdbRiuo7qFOgTPrh7xtzMJt3YCVAhppWF2DiBP1HZkjgJdTWlpq7CdSyO+PDIU2Ayd/Vkqx7nw6h5LryZwTcs42vafITh6lY9deCTOnDe2jNblVDiJeF6oPTyBYWloatP610/eY7lhde1O7cOINnHy38CgkPsVHd035DoiWk+tUw8svv6wl3BxerxfPPvss7rvvvojZoru3q1evxurVq43vb775ZtAczV9//RV+vz9idpUHzJw5E99//32szTCwc+dOfPvtt45J97FjxzB16lQUFBREyLJTG0uWLMEPP/yASy+9NKTzv/nmG9x///3Iz8+Pydze77//HoMHD8bEiRNRv359PPvss8a+mjVromHDhsb333//HZ9++inGjBnjeDWBUNG6dWtce+21IZ+/Z88ePPTQQ+4ZZIHPP/8cR48etSTdBw8exLRp0yrk72+FIN1EuPnyPACC1G8afMlQ4XChI1dmqqmuHN1AN97ByYuZU4ETHTkPOpYOB26n9Gby0HG+RjSB+hRNDVBlnVfBKmTcyonjdjtFg1iHAqkYFxUVGY42HkHCnTj8PGorp/eHoFKEndguo2KknbIenDQ6fS7CDYmm6/M1zunaKi8/7SsqKkJBQQEKCwttL3WoI7V2VGg6jhwxMupGOjC5+q56xpw8S7GIwKlIuPLKK20fe+ONN+KKK67At99+G0GLrPHnn3/izz//jKkN8YajR49WCKL67bffYtmyZbE2o8KisLAQd911Fzp06IBRo0bB6/XaPnf9+vXo3Lkzdu/eHUELrVFSUoKff/4ZP//8M7744gtj+7nnnovrr7/e+L5mzRps3rw5qrZVqVIl5ORpBw4cwJ133ok1a9a4bJUegUAA7777Lp588klt5EBOTg569uwZ8/d+pFCuSTcRNzlXGjg5KJMqji6ZklOYESY751ntKy8DO+kskGSHvvN1e4FgFTmU0Fk3oVPT+DZStlXrkPv9fhQUFAQtE6ZyoFhBEm07Kni0wUldtIg6r6cudJmOUz2XPGGhisTaUY95eSqHmpkzTf7VEXmzUHM7SrDuGpLoW4FINoWPy5B+4KQDoaioCPn5+YZDgxNfM1vt2sHPU/2l+eYE/i4hZxg9l6qyzci/TmFPIHScfvrpto8966yz8MEHH+Dcc8+tEASvosDv92PLli2xNiNsBAKBkJcxSsA+/ve//+Gll17C77//jkmTJtkKLS4uLsb7778fc8JtBiLi5RE7d+5Ep06dokq4Cc899xzy8/Px7LPPlgmLP3DgAO699158/PHHUbcrWqgQpJs+qvl99F2GcYY7eLIaPMryVddUbStPgzo+KOYDc64+8uNU54WrPKrKdwMqBwFFUhApISLHVVQndbA7JYEg2zPSxNuMJMVCGae68jXd6V5wtRsIVml5voRQHFuq6RL8u+pdo2o7M+Isy7drp7RNdaxdJwlX1vl1U1JSyjjJaEpFYWFhGcIt6ybt0tmjUupVESHcNq5282uoHC2qdjNrL5XtkURCRS+LunXronfv3njjjTdibUqFwoYNG7BmzRr83//9n+Nzd+3ahWnTpkXAquihpKQEU6dOrZBzRuMRgUAAc+fORUpKCl555RV4vV7tslpFRUV48cUXMWHChChbWf5QWFiIoqIipKam2j7nwIEDMSPcwIn7O3bsWFSqVAl9+/Y1ti9cuBDvvfce/vWvf8XErmih3JNuvoYyV2EAGImvaCBDx/PlnEId6JipX7rjddvK+0CLBuBWTg95Dl/Kx4p0mxFUfp1QoCPynLQlJycH9StaKo5Ubl2iJjObVSHGZudxm6JBCqzUf7fLV6m2ch8n3kSsyJnGnXD83oW7BJ8VYVORcjOiKwml/Ov0fqqIaijn85UFeJQQn2LBE8LRkolm0R1W91iGhqtsk8fKfdQXeLiaHUeeHSeI1b1w8/mz45Q91ZCamoomTZrE2owKh71792LmzJlo3rx5mcSJVhg8eHCZCJPyhsmTJ2PAgAGuZ8dPwByzZs3C/Pnzcc455+DBBx8EANx2220444wzAJx4B44cORIvvviidsnVBE5iyZIl+OKLL2zlyQBOOMzuvvvumBFuQklJCZ566ik899xzxjZykld0lHvSLecG87/y2JKSEluhu3agUrhouw4qUhELxdBtkGJN7asKk1UNsCnBkdngWBJTcpwQSZDqHJXv1H5pmyQQfI1iInsUWsvDynX26+rD68RJI89TIBVb+oRKImMNO+HVHJJ4SYcDEUT5AaCMpHCDcJvZa3e/tMfKLknQ5TmStJup5mZtTc8xDcb5DyE9b8XFxSgoKHCUw8CsXtJ+u2Hf/HjVe9/Oe0GnxNuB289dgmgnEC3MmjULw4YNs70kUiAQwPvvv4+vvvrK0XU8Hg8aNGhgvE9+++03FBYWOjXXNRw9ehQTJ04Ma4D/17/+tYy6eNZZZ+Hpp58O2vb888/jp59+wm+//XbKJ98DTvShwsJCbN261SDdEyZMQNWqVY1jNm7cmCDcNkG/xXbx5ZdfxpxwEyj56qmGck+6iazwwRgfcAMwXvZ0jGrtZaewo5Ko1K6KMqCS6hopX9S+ugE/d4yYhX9ycBJKa7JTyCslceLluDFw5QN5rgSQc6G4uNjI1qxSUVXEUn4oQsPr9SI9PT0oWiMpKQler9eIzOBkOz8/H3l5efD7/TGfD28HOsVc9hWCav1qnQoq21rlVAvHOaFTZXX10imykXCumTl5ZH2lmi7tojbiTiweJcRD+knhVuUwcGK3TrlWqfahqtY6mJUbSlmRULvj/blOoHzj2LFjaNu2LRYvXmyLeC9evBj33nsv8vPzbV/jr3/9K+677z48/PDDxrJRzzzzTFSWKFIhJycH3bp1c7wmN70v+vTpg3r16mHgwIGoXLmy5XlLliwBcCID/nvvvYf169c7NzrOQG1x7bXX4rrrrsOSJUuwceNGAKG9s7Zv3+6qfQmURSAQwPLly9G/f/9Ym3LKo1yTbk7iePZyeinQdyLlRKBk1jyVah3KIFk34HVzsBiPoLYljxtlqOTtzAf1pNqq5kBLpwUn3D6fDykpKQZZ9Xg8xt/8/PyQiJVqwMzrQxESfKkwmstaUFCgVNpl+VLNpvXlvV4v0tLS4PP5kJqaavQ7vgwe2ef3+w3STVMqcnJyUFhYGHW128nzoVKxKUKF6kFlEngIM88VoLu+Tsl1SqZURE/lOLOjYDs5XmeHPF86FMzeW/JY3T4OcmLxZJQyMSURbtUSXE7ro9rH66FS7fk5TtvVKTm2e3xFeIfHM+rWrYsqVarg2LFjsTalwmHTpk1o27YtFi1ahLPPPlt73Jw5c9CnTx9HhPvss8/G4sWLg9Y4B4Bhw4bB4/HgmWeeiar6e/DgQdx333346KOPbJ9z7rnnom3btrj//vsBnFhH3kkGbsKDDz6I9u3bo23btuWSeHs8HlxxxRUYNGiQsSxb9erVUa1aNfTp0wfHjh3DsWPHMGjQIGzYsAE5OTkxtvjUwZAhQ3DeeefhnHPOUe7ftWsX7rnnHvznP//B8ePHo2xdAhKeQDkcMRw7dgxZWVmoW7cu0tLSggbxNGDj6iOfP6zLtusUFVG9DgWSXHBFWob+k3pG90IV9itVLo/Hg9TUVPh8Pni9XqN8rj4XFxcjNzcX+fn5QUTe7n3hJIY+KSkpSE9Ph9frNepC1yK1mZRms9ByqdCnpqYaZRLZ5uvLE/nmbcudFES+/X4/8vPzkZOT40hxjGb4Kid33IlAS/3Rdu48k9+lg0bWURJQXVhyOHDqhAuVFIYKWX+VU8KO+s6dQ9RneYg5Lb3lZEqHvCe66AAVVH1VdZ/tOEFCQaxDvena2dnZ2qRD5QX0mx1qXa666qqgtbMTcBeXXHIJOnTogEceeSRo+4EDB/Dss8/i/fffd+T0qFevHj7++GPtfPxAIIAnn3wyaE5nuLjmmmuwaNEiVKtWrcy+vLw8dOrUCUuXLrUsx+Px4K677sL111+Pa6+9VktmQsGyZcvQtm3bcjN3NSUlBQ0bNsSQIUPQpUsXpKWlWZ4zefJk9O/f31HYcwLh4aKLLkK7du3w6KOPBm2fOHEi5s2bVy4dPeUVVr9xFYJ00xxfTrqBk/M5OeGTa8rywX2okERRpUJVVMgBLxErPvcaOKmUydBhHUHmRI0IN4VbE+mmdiYSnJubC7/fryRnTupC1yWCTGSfCCApfbL/SLJFhDstLQ1paWlGeaTYc/JJ5/NM0bxcUt7pQ4pjXl4e8vLybIXpRwPSgQEgKNkhfXQkW0W6SWF163kNFzpyK/fbLcfpfhXp1Dl9VOWYXZc/dzzSQvdxUj8zu1XOEruOFLN68nLkOaG8H6LZ7xKk+yQSpDvySE5OLnNvSktLkZ2d7bisXr16YerUqabHfP/997jtttvwxx9/OC5fh2uvvRazZs1CvXr1jG0HDx7Evffei2XLltl6fhs1aoT//Oc/tgimUxQVFeH555/HqFGj4n7e8nXXXYcePXqgffv2tkLpCaWlpXjvvfcwffp0x/P/Ewgdquf3+PHjCedHlFGhSXedOnWQnp5ubJeKNyd4fF4shQa7QVScDCIrKlSKmSqEVQ7UzRRprjj7fD6kpaUZhI0nMCFCRsovn2OtK9tOPfga8HzqApFfSQzpryTuaWlpSE9PN0g31YOIKPVZWoKMOyqkk4IUburHlDk9Nzc35Pm1kQB3OlAoPa8zZYJX9QfuZKB9dD91S39FCk5JsZWSG4ryrSOqVmTW7H8zm2Tkiq4uTgi3ikjL/1XfrbarjpN2Wh1rh9THCgnSfRIJ0l2+sHHjRlx22WWWx3Xr1g2zZs1y9drNmjVDp06dcOONN+KJJ57AoUOHHCWPmjJlCu69915XbeI4dOgQTj/99LhNIuXxeNChQwdMnjwZ1atXD7mcw4cP4x//+AcWL14cd+/WBBKIFKx+48r1nG4ahNNSVXzZGK6cUTZeuawQJ4ehvhR0g9dYvGSircRwFUw34JX2WH2X5asyewMnk+PRPVfN1XcKXg+eaI/6DyccOpWeq7w8VJccCNxOvv43/eXtyPsw/ZVElZcXrXtvRiK5rR6PxwipJzt5sjhJuLgTgzvEVLkB5PmRgJXKLImb7h1gRdytjuH22CGlOiJpp7105Tgpg9vk5HwzlVtVttn5ZjbRsbKNTpXopPKIm266KUG6ywkuueQS1K5dO2bX37BhA/79738bjmynuPTSSyNgVflB27ZtMWPGjLCV/urVq2PWrFno2rUrFi1a5JJ1CSRQvhEeS4kx5BrcRL7lfBlO0PgA2c0BVjwojNG+vkqllN/lR3c8B3eIyLBkIm2c2Kr+l/aFUyc+B92JmsxtIsJN5JL2AcGJw2j6Q1FRUVDfJiIqiT9XfaNFGlQEUwWeLI3uHT2L8n7xUDsZ4kztRP2Bf3cDOkeQjuDa2SbJtK5MHVm3ckbpbFfZIx2MKjt10D2/umPl/2bRAryNrO6ldDxZHWcHZqTejfITcA9du3ZNtH05wTXXXGOsu2yF4cOHB0UrugWnSyklcBKdO3d2LbQ+PT0d999/PzIzM10pL4EEyjvKNekuKioy5noCCApf5QN8FeEDKsYASiqLKhU/WvW0Q/qcEFZOumVossxq7XTwbNdGM+eBqi6cZHFSTMfRQICIPJH5wsJCI3Q8EAhek7ugoMBI2sZtBBA0zzmcOrsFqVZK1V86SPix0oHCj5GOGDv1tNsXVYqn07rq6s6/2y1bdZ6d72bkVdbVjXeDru9zW5y2pZXDzMpRZ2aTvD+6su2q8QlED4l2Lz9wEnFWv379oKSopwIWLVp0SjkEbr75Zlx11VWxNiOBBOIC5Zp0EyGheZ4yyzEHbZNZkEMl4LEeBEhSrRrkq46JJHRKtl2lTILPp5Yqtt/vL5M0zYwEhVofs4/uHP4/9UlKfkZE3O/3Gw4jqgv1YcoSzTNGUx/nRJ2OjZe53GaQ66jzOfN8bruKUIfqULKjnnKiZjdSQPfOkA6XcO6H02dVd7x8/qW6q4tCcXpNs2dP54iRZcl7we2zgjyOn68j2KrrqRArR1asHWjxhCFDhsT1+y2BE6hZsyaGDx9u+/gRI0YgNzc3ghY5x7Zt2yJW9sGDBzF9+vRyk708gQQScBflmnRTOG5+fn4ZcsIHYaqlqcIlaLEcEDlVCHXnRgqhDOAJUtHkIcZ8LjCRV3KiqNZzjjW4XZIw89By6TSievCwdgBB++USTrEYkNpRkmX9VdnHA4FAmX7Lj+Hh5FZKaLjQkXBOTuUzpFJXo+Hkkte3cz/k/3bs1JFy3XVlG4XTHnYcJzqbVf+r+pdZtIBdR0yoONWIdZ8+fTBz5kxH6z0DJ5auSiD+cd9996FWrVq2jz906FDcOVNefPHFiJW9cuXKuM9NEK8J3hJIoCKgXJNuUq4LCwsN4s1Dczmh4fNm7a4xG2+QSh8PpaelqGgNaDn3WZYTa1gpSzIcmQ/w+RxhvqxRvCm+krDJbPncUUDztgmcYJNziS8XxqdWxKovm91Duh9UD9oGlE0gR+AEnYibVGd1xDdUqMoyC+/mNvBj3FK1QyGnZk4AlcrM21Zng6o+slwnUTSq8swUb911zMq1026q9tCdbxZJ5BbM+k28vMfcxJw5c9C7d29cfvnl2L59e6zNiSkaNmyIzp07o3PnzhVmzuv//d//xcX4IhwcPXoUP/zwg+vlFhUVYfDgwa6X6zaGDRuGgoIC18r7/fffsWfPHtfKSyCB8oxynb2cK56FhYUGCaN1gFXrHQNllW+z8sP5AXGTHPBBnypBlSSnMoSZ9jkNpY0UrK5NTgVeN1KIaR9XhFXOlHiAtKukpCRI0ZV9kkBkmu4ThajT38LCwrgPLZeOBhXBkRlmeXvYzVoejvptFYZs5zqqupnZogrz1oVXq66ngs55YEXqdPW3Q7x1ULWj2TZdmbr9Vmo1fefPj47IO6mD7toJOIPf78e2bdvQoUMHfPPNN2EtS1SeUKdOHaSlpeHll19GZmYmzjzzTJx//vkAgK+//hrZ2dkYNGgQdu3a5SrpiVf8+9//xpdffhlrM8pg165dmD17Np5++mnX5psXFRVh3Lhx2Lt3ryvlRRK5ubk4evQo6tat60p569atw+bNm10pK4EEyjvKvdLNw4z9fn+ZxFJyUOaEnIVLmN0m3B7PiSzYaWlpyMjIMD5paWlIS0uDz+eDz+dDamoqfD6fsY8T10jZ6DYkMZXhsOR4IMQb4eZ9kyvSVCdSrek4Ip5EVGlbUVFRUJI1ym4u1yOnc+MBnByT2s0dBtxJIsk17488HJ+3p1TC+blOFNdQnVBWCqmdeyL7sVy73UptV5WnC5cmO2SUgFPiyestnXhW5ciPnDaiU5PNiL9ZO3PCLY9R9Rlpl1vKttP7eCph+/btWLJkieVx33//PXbt2hUFiyKDqlWrYvDgwdi8eTN++eUXdOjQAa1atTIINwBcffXVuO2227B9+3a89NJLYS9/GQucd955aNCgge3jDx48iD///DOCFoWOF1980VXbRo8ejUcffRR+v9+1MiOF7OxstGvXzpVnrri4GCtWrHDBqgQSqBgo10o3EKyMFRUVGWp3IBC8vq8q8VS8gw9wScGnEHK+9rMKFIZNg8eCggJD8ab98TYIlIN6IHigrKsrn9sdb/c1EAgYRNlsIM/Dyznp5nPBybHEQ8/jsc5A8HNZXFxsEEqVI0UXeiy3U1tQpIO8lqotzFRSXTix6vxQnxUdcZXRKhTJwZ2IqigBKwXdzj6pAOvajPdXTthDIe2S2MqyAXXEipP3lVk9VPYAJ5170tHB74VVhIW8liT6ThwUpxJKS0sxYMAA1K1bFzfffLPymB9++AHt2rXDb7/9Fl3jXEKNGjUwdepU3H777baOT05ORt++fVFYWIgRI0Y4nvseS1xyySVBjgQr7Ny5M4LWhIfi4mIMGjQITz75JC688MKQnSBr167Fgw8+iB9//LFcPf/r1q3DV199hW7duoVVzjPPPINp06a5ZFXscdppp+Haa6/FsGHDgrY/8cQT2LlzJ7Zt21bhMtOffvrpqFmzpnJfIBDAtm3bYpIYsHbt2jjttNOwe/duHDx4MOrXDxUVhnSTQkjE2+PxBBGxoqKioCWZ6Jx4fxFKhdvr9ZYhMKpEU7QWNB+0UoIM2heKyhdpqEJBObmk7wS+tFa8JFKTJKmkpMRwevj9/iDnATlHUlNTg5KrceIl6yjbg8qJV1C9qT/yvinrIee2Ayf7AL3YZZZzam9qL1kmHaOCvFcqkuxG2/Jnle43V7dldA7PeM/rZNcep84GN96FqmuQg4SchnI1Ah69ICOWQo1E0NnEt5FddB/omZS/J/SbwgcV/Bhd+Sq7ZR3i6b0bKxw/fhzvvPMOrr/+eqSmpgbt27p1Kzp06IAdO3bEyLrwkJmZiRkzZqB169aOzktJScHgwYORlJSEwYMHV8g+UlJSgpEjR8baDFPMnz8fixcvRt++feH1eoP2nXPOOejdu7fxPTk52XhfjB49Gjk5OQCAuXPnltsojf79+6NGjRqO+y/hf//7HxYuXIjS0lJkZWXhscceC3Je+P1+PP/888jLy4v7Pp6cnIwBAwagc+fOuPzyy8vsX7p0KQKBACZPnox33nkHGzdujIGV7iA5ORnVq1fH0KFDAQDXX389Lr30UuWxJSUlmDhxIt5++218//33UbGvefPm6NixI5o3b46rrroKK1euDGrvyZMn45dffonbPuUJxKtlJjh27BiysrIMhQIoS059Ph+SkpKMFyHNgZWDuXCqH8lBEx+0coWbq9x80EeDWiA4QRdX+CksOV6TyXElzOv1Bt1HUgTJgUJ1p/n8eXl5QUvGAbGvk1QFVRm6OQHgihsp3VzttJOFP1zoSKiKYNhRH/k9pX7ME+ClpqYGZXT3eDxBCj8nP3Q9HsHB25eOlWqxdNTYrb8bx5FtAMpEq/D+IMPmJelTReiY3XuV84rbYlYHSe7lu0ZXR36v6UOElt9zAr3HqJ/z+koHqcpmlRPCyoFCf2kKTmpqapnnjjsu6T7QFA85pcOsffn2UEDnZmdno0qVKiGXEw+g32wVMjIy8PXXX6Np06bGtq1bt+K2224rtwo3ALz11lu47777Qj6/uLgYb7zxBoYPH14u5njffffdmDt3rq1jS0pKcNZZZ2H37t0Rtioy8Pl8hvpXo0YNvPjiixg5ciR2796NP//8M24EgHBRuXJlzJw503akBuG///0vbr/9dvz888+45pprMHz4cNx0001BxwQCAfz5558YO3Ystm3bhmPHjmHdunVumu8KrrvuOrz77rs47bTTyjgGVdi1axcefPBBrF69GkeOHImCheGhcuXKaNmyJYAT7+KXX34ZGRkZjub0//7772jTpg22bt0aKTNRo0YNXHnllZg0aZKpbQcOHMCCBQvw7rvvYv369RGzRwer3+tyT7pVxCY5OdkY1MqlmPiSRfFYdT5oo4EgEVCujvFj6Dyu1lC9gZNrJNPyarQmtGr5pliC6k73Lz09HV6v16gbeZPpftL9zc/PN+Y4m4WDxgIytJX3V9UxnDToCHYknCVOSKRTcDKWmppq9GMi0FQH+p8r+nS/aT/1dzkPmLcbV075fHLaz+tM9jmFk3P5e4kTbnpeiaDKxHh0DU687ToNpX1mBFseJ203O5/Xjyv3RLLJQULfqT4U4UGOUXmvKJeBKmJB5xQiW1QkXNrJ7wPdA3L80H0h0k+OAf6eUTkD5PWcRCaocKqQbgBo0KABWrRoYXzfsGEDfvrpp2iYFhFcdtllWLRoEc4888ywygkEArjgggvKRaZ3J6R79uzZ+Mc//lGuwudPVdSsWRPTpk3Drbfeauv37pdffkHbtm3x448/ol+/fhg7dqwtsnr06FEsXboUw4YNi5u5/ikpKfjkk09www03OD533rx5uP/++3H8+PG4dMJkZGSgdevW6N27d8jRDBwTJ07Egw8+6IJlZZGRkYGZM2eiXbt2ts85dOgQevbsiY8++iiqXMDq97rch5dzcDVQzl9WkZh4BA3UpDrGCQdPPsVfgjz8lv5SKC8NfrmCKJWdeGgTGeoqFWJyOHBColqrOh7qApQdeJuFpOrO539luU7t0MEtwm1G7ohY0f+kMvI6ynnNdLxuSoWMHuDLkfF3AN/nhDDrjjVTiOVx3OFAdaCQciqfP6eq55jeA3anU9i1V+7TKdy6Pks2c2eKaoBF96+kpMSIWJH3nkg6v6bZMy1tlXWV5Jts5dFC3CFC16V2T0lJMZx7AJCWlgaPx4PCwsIyKrxO4Y6X91C845dffsEvv/wSazNcQVJSEu66666wCTdwol+9+uqr2jnv5RFHjhzBjBkzEoS7nODgwYPo1KkT5syZg9tuu8302O3bt6Ndu3bYvn07hg8fjmeeeUabi0eiatWq6N69Oy644ALcddddMZ9WkpKSgpdeegnXXXddSOffeeeduOWWW/Dcc89h8eLFceU4a9CgAebNm4eLLrqozNSJeMQTTzyBtm3bOjqnRo0aeP/999GlSxd8+OGHkTEsBJS/FJkKyIGZnBMbzwmnzMAHhJKMAmWTG8n6ETmnD1egJCKpdDqBJGAyXJxUs9TUVAQCgTLzPyN5n8NVrPh3+ZEZuuU2eZ5Te6J1b83IHTnDVGuN82eVE24iljz8nie/koq3VFyJZEmiZWan/G4VMmxFzHmflUnEpC0yqzefD03RHxQBIsO1rWyUz4aqHVSEWwdOuL1eb1CSR+4oIBLO50XzaB2pDlv1a1kXMwVefqe+ISNQiPTzdyNfIYHOpRUieBm6a+v6WQIVG8nJybj33ntdK6958+Zo1aqVa+VFCitXrrQVztmvXz8sX748ChYl4BZyc3Nx7733YtGiRTh8+HCZ/Xl5edi6datBuD0eDx544AHbhJujadOmmDdvHs4991z4fD43zA8JgwcPxoABA0JeNs7j8SAzMxOjR4/GwoUL0bBhQ5ctDA0ZGRl4//33cdlll5ULwt2gQQN069YtpN/SjIwMvPPOO7jjjjsiYFloqBCkGyg7WFMRm0iTMh3kIJv/tQJfQogTDSpDDhQBBBEVPnBXheNyG2PtlFARbh65QNsJNM9SrskeqYFuuKGiVqRZR7DLo8NIBe5UoLXGaS15njSM/ufhvRxctZR9mhM+cjJ5vV5DiTUjS6rQYCvCLc9T7ZO28vJVc/m5IivJN6+TGfGWaq8ZOVf1Mav+xtV73q48IoWHmPNl0YAT7yjd3HwAyhBu3XtLVR+dvdwho3t/AsHODwLdEz4X3AxmSngCCdhF1apVcdppp8XaDEvs378fBw4cMD3m22+/xVdffRUdgxJwFQcPHkSHDh1w66234sUXX8SLL76Io0ePori4GAMHDkSTJk0MNfeqq64ynU5ihaZNm+LHH3/Ec889F7N353nnnefaOu3nn38+PvzwQzRq1MiV8sLBLbfcgosvvtjVMvPz8/HFF1+4WiahU6dOqF+/fsjn16xZE++8805MHTgcFSq8HIifcD6VkmJGvHVhklzF5nXj5EKn/Fi9rGR4ZzyA2kmSbuCkUlZSUmLMr1TN4Y5kXczIi5Mfh3hr90hDRej4NAeZzZpHcajUbEm2eVgw9R/+gArqxQAA3OxJREFU3PBcDxQdIe3isKueWtWZCCgnzyriLZfcUL0HuPOJl6sKM5cRMLp3goq08nPMnB6kYpOCz5PC0XdyiJHiQWVxMiv7BkU9yH38+jL6xQzcXk70ZRJO/v6UzgAKP6dpET6fL2j6g64f8XZU2a/6nkD5Rv369UNS+CoCRo4cidatWyvJyrfffou2bdvGzXzdBJwjEAhg3bp1RsKzd955BykpKfjvf/8b9Dt04403olq1amFdKykpCQMGDEBpaSlGjBgR1WSCzZo1cxzObIULLrgACxYswGWXXWasJBRtdO7cGRMnTnRd4d62bRuWLFniapmEu+66K+wyqlWrhnHjxmHo0KHIzc11warQUWGU7nDh5qCHD+pI4ZEhr3Iuqi4Uke/n59E2qQITUVWVwQkNr3M8Dfg4UaLwY54Iq7S0FHl5ecjPz4+rudwJJesE7IQG019OsLi6rcquT5AkW5URXoZny2NV4cUq28ONMOAEU6q55BQAgpf3IzVWHiOfVVl3VT3MnHCqqAs77wOu3MupKmQznx4BIChhHP/L7z1fLoxWJwjludap4dJmlROHX0smrONTGrjDIZTnXtXPEogfkCOJf5woXg8//HDYhIPjf//7X1xmdVZh+/btWLBgQZk+/e233+LOO+9MEO4Khv/973/Yvn17GafxJ598ogxDd4rU1FQMGTIE5513XthlOUFmZiaqVq3qern16tVTRlZFA16vF2PHjg0rAkGipKQE//nPf3D33XejqKjItXIJN954I+rVqxd2OcnJyXjwwQe1S59FE6emO1YBt0kTDcz48l78OjxsWg5SCXIbqdp8vyTlNPBVlSOvx22Nh4GfHPjScmDAyZD54uJiQ6lUZXpOILaw8xyp+p6ZomkWAi0VSa6Qq9RyOkb3HDitixWkKivJLV8qTc5zVvVvUo/NlkIzs9tM2efvKPm/VN6JdKocgfw7rxOfo08OBaoLLROmytCus0Paqqo7V7lpJQSeoZwr2RwyaZ9c9YJC68lZpGvbhDOufKFVq1aYOnVqmYHxmjVrMHXqVADAqlWrjHWYVfjhhx/g9/tdU5N27doVV0mYzJCXl4devXrh4MGDRiI5v9+Pfv36Ye/evTG2LoFoYe3atTh27BiqV6/uSnnjxo3D9ddf70pZscSWLVvKOCiiheHDhztaBswKX331FSZPnozly5fj6NGjrpVLqFu3LubPn++qk+CVV15RrrMeTSRItwZOw4UJUuWmD3BSneIDaVJxeUZifl2+hjFlY6bBKl8Dl89rltnLqQy/32/MgY43SEUPQBDp8Pv9ZbbJbNThEO9Q73cCwQi1Hc3CmWXYLyd1nFjTeTyzNJXJHVYqoq6z3Wyb3Kc7li9hRpDRJ7w8XjdVMj2+HJouIsAM/NqSTPP2kNt12+j9xhM+Up1KSkrKOANlsryCgoIya9Kr7onKGaCqu3TGJCUlIS0tzZjTJd+vMrxfqvfc4UF9iZwktM68aiAl2zbhGIxveL1eDBs2TKmstG/fHu3btwcAfPrpp3j77bexcOFC5T195513MHToUJx99tlh25SXl4fXX3897HKiiby8PPTr1y/WZiRQgRAJ1dkM27ZtwyeffOLKUlqEoqIijBs3zhjLRhuVK1d2RWU/fvw4PvzwQ/Tt29fU+Rgu+vXr5/pSmY0aNUL37t0xa9asmPGgCkW63SRO4ZRDAzKuAqnCQYl0FxcXGw8DJwxcBSICTQNEuVY3JyJyfmxRURFyc3OD1piNtwGgbvBM21VLwOnOCwWRItyqwbaO3FQEOG1HVQixVKp52SqSyJ1NqvBiPh/XrO3t2m6muqrqRgSZP5MqdVu2Bc/mzuvKw7KdPAdmBFX+r4rOkefRM8kJtny/cecYJ9b0XqNtdlV7FZE1U7tlxJGqb9AxtB68bBsZnUTfSS2n9dXN2jiB+Ee7du1wzTXXWB7XqlUrXHPNNbjnnnswf/78MvuLiopw5513Yv78+WET7xdffBELFy4Mq4wEEkjAGQ4cOIAuXbrg999/d434ff7551i6dKkrZcUCX3zxBX799VeMHz8eP/30U0TCyQkNGzZE+/btXR+XZ2ZmYsqUKVizZk3MlqisUKQ71kqlVLn5nG6u0EmCzL/TgJRApJnPKeQfGlCqsvDSwJiuowqp5bbH0+CQD265Esj3y+PLA+Ktna1g9UxZ1SVcRxj1YSLOnIjL0G2ewIsIFCd/3IFj9x7oCKeVws1BzzBwMgEiJ4sq5Z4r2lQGbdetTa+yURJpvk8Xqm2HcBcXFxsOQPn+4veKHA704U4/Vfi8HdJqZp9KvadEb3w/vVNoe1FRkeEE4efzOeoyOoK/f6UDROWYKW/P/qmE9PR0DB061LYSlJaWhsmTJyMpKQnz5s0rc183bNiATz75BH369An5/ff7779j2rRpiT6TQLlDIBDA888/j7feesuV8vbv3+9KOU5w7NgxPPXUU3juueeQnp4eVln79u3DqFGjYhZaDgCTJk3CLbfcggsuuMDy2D179iA/Px+PP/44du/eDeBEvoaDBw9G2kx4PB60adPGlp2hIDU1FXXq1IkZ6fYEyuEb/dixY8jKylIOHMNBuASBE26fzxcU/i3nOUq1m5ZPysvLCyIFskxaKoj+N0vmw0lGTk4Ojhw5YmT8djM0O9LQDVzlwDue66CDJG/xApWibOb4iITt3IlF6z/zbNlcwQ4EAsZzxQmpfM6KiopQUFBQZm13FSR50qmpuvNU9eAJuOQ8aH68tI2rxfTRqcPhQEcYOag+/H7I5b+IbPPkeCpy7aQPSWeL2T3gNmZmZiItLa3MFAOZQT0QCCjn4UoFnEcf0EoKOTk5ZbLu62y3U1d+THZ2tuthdtEG/WbHKzIzM7Fnzx5UrlzZ0XlHjx5FvXr1kJ+fX2ZfRkYG5syZg9tvvz0km3788ceIDTwTSCDSuOaaa1xZHm7NmjVo37499u3bF75RIaBfv36YMGFCyKHZe/bsQYcOHeIiGWLDhg2xcOFC7ZJhBQUFePXVVzF58mT8/vvvMRmTZmZmYvfu3RH9zVu9ejWuuuqqiJRt9XtdoZRuFVTqgm7AFi6B54NrPgClfaR4E3jIuFzHV9rLB3N0PKniPEMzV5p0A/LyQLQ5VMom/x6us4Rfx00njhOVOJ7uBe+zMrqCK7BcaY2k40P2ZU7sJGnW2SZzGpgRbjOVV7ddpSjL8oiIkoNAkm5JWiXppvPtThGxqodZHcz2UblEpikSh1+LJ4e0Ito6BdhM4XYC+R6W71l6b9I2mu7Ds92TnXwpM94vVU4qVT3i6TlP4CRGjBiBSpUquVpmXl4ePv7445BJdwIJlGdkZ2fjwIEDqFWrVshlfPPNN+jYsWNMlG7CpEmTsGLFCowaNQpXXXWVo2za8US4gRPZ5lu1aqUlhSUlJfjll19i/jvl5jhchVhlkAdOAdKt6jyRuKF8UCfnbtMAW4Yv2lWpiLD7fD6kpaUFrTcrkZKSEkTOaZAvw1HL40BQRb7dDNl0o1+YDb7tnBfre8FJCWVo9vl8QQkBeWSGHcU4VPDyKKQ6KSkJfr/fUIulYslJkgxllvaqrqdyfEmlP1TnDCehPCybSJ+cky6TBkrFWEVeVXbztrRrt53juANG54jgf1X7VP+rnBfSfvkO0NWBh5Xz8+j9SPPjeZvLqTzAyeXNqL50z0JNZBfr5zyBYNSpU8f1gViVKlVw5513ulpmAglYgaY0dunSBc2aNQMAfPnll1iyZElE5+FKbNq0Cd27d8eiRYtCCs9evXo1OnfuHFPCDZx49//888/o1KkTWrRogU6dOqFPnz5GYk4VSktLMX78eMybNy9uCDfhzz//jOul+4ivRBKRLt8MFZ506+C2qknQKd1EWGiwRx2LqyW6ARyFlvOQddUgUWYMJtJNYZ4y/DESxDUaUA3Y48F+SRZ4H6CPVMiA+LOdiGt6ejoqVaoEr9cb9LyUlJQgLS0NBQUFyMvLs0wk5QZ4AjGyk+dNICJL/Z/nL6CkXWY5DXgbUD1UiqXdsGErtZOeV5Waysvimb51TjPV9czqJqG6rp0oDf7eMLvvTvqEGXlXXdcMfH4/OSr5NQKBgEGe+T2hc+l9Kp07dB4/zswe2a/i4XlP4CRq1aplLG/lJsaPH18hljlKoPygSpUqeOONN3DzzTejcuXKBjHs1asXfvzxR4waNQrLly83lmKNNFauXIn169fj2muvtX3O/v378eWXX+Khhx6KyhxiJ1i3bh02btyIsWPHYsyYMahWrRpatWpl7N+/fz/WrFmDNWvW4NVXX42qk6OiIDc3F4899hgmTpwYsWsMHDgwYmVboUKRbifk0c4g1Ckxlyo3lUXfiTDzY63ICp2XmppqDBz53ER+Pg3MAQSpgoWFhUGJfvj1EgNAd6CKdCCPM/0lFBUVBWVuBoLvQyScILq+LJ0vRGbT09NRuXJlpKenBymxwEnVj/pibm6uQWr59dyym0BqN3cwSQIriSo5BFQKtxmBUxFws/bT3T8z8g2gjCNMJlSzm2zMCmaqsJlCLrfxfiTrzK8VauSG1b2Q72XeJtJuCn0PBALGc8iPkwSbwN/f/Bq8/5OnXCa+dFK38ubsrKho3LixI1LAkZOTo7yHzZo1w0033RSWXcePHw/r/AScwePxoHr16njyySfLOGGOHDmCRx99FIcOHYppMiwzpKenY8KECejWrZty32WXXYZFixZh+fLlmDBhApYvXx5xm/x+P7p164YlS5bgsssuMz22pKQEb7/9NmbMmIE1a9ZE3LZQUVRUhF27dqFz585IT09Hq1atjN+Lffv2xbXt5QUfffQRNm/ejCZNmrhedl5eXkTWFbeLCkW6dQMY1YBTDtxUYcFOlXCpasrBm0yoRuGich1bWR5ffgwIVrepTDqX1L5A4MTa1jzxkkqRcTrwi1SEQHkFbwu6t6mpqUaSO066SYWlUOe8vDwjsR1gnrjLTTtV+7jC7fV6DcJdqVIleDweFBUVITU1FcXFxUHrTKalpSEQCCA3NzeIJLppP3cw8fm2wIk2J2JFzwF3aliRVmmj7N+60GcOFcm2qxTLzPyq+29mr1249czqylG1ow5m/VzVFlbvHNW1eF8EgMLCwqBcGNyJJB0e3MHCCTYdy3Nm8Dn2dm1TIUHAyyceffRRFBQUlNler149R3M/VYilGnOqoWHDhujQoQNGjBiB9PR05fuma9euGDZsGMaPHx8DC82RkZGBKVOm4O677zY9zuPxoHXr1rjyyivRsWNHfPbZZxG3bffu3Zg7dy4uvfRS7Xt88+bN+OCDDzB69Oi4dWqokJ+fj8WLF8fajAqHnTt3Yu7cuWjcuLHrfGPcuHH4/fffXS3TCSoU6dbBSt1x46byQSSRF06WabBHahwfvMlBnSyXyiZyxgkccHJJLTqOb6f5t7o1fZ0O9Coy4Q7FoSDvuZx3TxmruQOGTwcgAu6EtLgF6SCiTNQ+nw/p6elIS0tDamqqcbxqDjKRdFWGardBzwBXL3mCNyLaqmRjdiMJzN4VVuHXOqee7hyzyBO7z2go0Tj8/3DeBaE64Hh72lG25TX5X7N7yZ01hYWF8Hg8Rn4CWkKR+j69U6USLkP6ubOEHFBm/V5lnyo6IkG4yyciET5aUlKCiRMnYsuWLa6XnUAw0tPT8dRTT6Fdu3Y455xzTI/1+Xzo06cP3nvvPRw5ciRKFlqjcuXKmDBhAjp16uTonJkzZ+Kmm27Cpk2bImfc/8err76Kr7/+GqNGjcLZZ5+Nv/71r0b035YtW9C2bVv89ttvEbcjgfKDcePGIT09HT169MBZZ53lSpm7du3CW2+9FdPf21OCdEcaclDOQ4zl/G6etIeOJTJhlliNq2JE0vkAkECkm0hQYWEhCgsLlfNZ42GgF08KjxVJ0p1D91vOu6eBPA9t5c6TtLQ0Q5UNNRw3XFAkBYWTkzpPS3QRuLJM23m/UyX6ikSdeP4DqXpT2HuoBFYFO+RatU2eZ1epddpmKlJqdm3eX/k54eQYsPOsWB2jUvbNogrsquBUXmlpqbFUHC25CMB0/Xc+LYHKoU9JSQkKCwuD8hnYhVX7xtM7MYHQEM79e+eddzBw4EDXlwNMIBgejwcvvPACBgwYYPucRo0a4d5778XLL78cQcvs4a9//St69uyJiy66CO3atXN8fq1atdCrVy/885//jPj7pqioCOvXrzdCsQcMGGBk0J41a1aCcNuALgKvosLv92PkyJGYOHEiFixYgJYtW4Yl+gUCAcyePRs7d+500UrnKNekOx5VVz5AIyWQBrk61YYrKlKd4+vdUnlyeR4CkR5S+mhNYp5ETV47lrBSvGIJp4SbVGJas5iSNvG12ek73Sci6jzEnMqNdHtwR5DX60WVKlVQqVIlw1nA57vyHAL0l6+JXVBQYDiUzLLkhwNOiMj5xCM86BjddSPZnlIhld+dIFQ76XoqlZhHWPCVFHg/kwnb7Ngiy7dzLLfV7H2kcybIdubnqtpd9gfKYF9cXGw8rykpKUauAO7EpPaQEUQUPUR5DFTtFE5/i7d3YQLO8cUXX+C1115D//79bb8HSktL8cYbb2D48OEJwh0FDBo0CA8++KDj84YMGYIZM2bENKv22WefjcWLF2vXW7aLBx98EH/88UdUnQiBQCAuQ/TjER6PB82bN8cjjzyCSy+9FMCJ9hs6dCgOHDiAgwcPYvv27TG2MrLYu3cvbr/9dlx11VUYOnQomjdv7nilie+++w733HNPXDh3yjXpBuKLsHHSzAeARLiAkySM5sUSIdaFKFLYrCTc9KPMkwNxkk5LOsk5h26SoHCcHlZKoGpgHq8g9Zevtc4TqRGRkSpxaWkpvF5v0NJFQHQH3UT8eag2zd2m/sSXxuBTJKheVCev1wuv16vNkm8XZn3LjLC5RbTNlFZpgxPiaXa+3OcUqueJR9uoliyUzopAIGC8L6yWw5Jt5PSecTsladZBpYSb2Sdt4/PnaZoCT1LJn09+HJVBbUPvVZ1zqTy9uxIITgzpFvLy8jBy5Ej07NkTlStXtjy+tLQUU6ZMweDBg4NyZiQQGXg8HtSpUycomssuatasGdJ5buL+++8Pm3ADJ6YqduvWDbNnz47rZaROJfh8Ptxyyy1o3bq1sfSbXJ5s4cKFAIAdO3Zg8eLFGDlypJFXpyLi0KFDWLx4MT766CN07doVtWvXxsiRI+HxeIzfbw4SKouLizFy5EgsWrQoLgg3UM5JNw3+IzHAcTr45QM7IrlcNQkEAkhNTQ0iLTSIswr9plBGGkhzMi8HyEVFRUZIuZ1EUqHCTcLtdvmhwOn95uSa1GGuInIiTuXToD8lJSUo+RePXIjGS5OTLnIOACdeVPQ/5SAAEDQgTUpKgtfrhcfjQV5eXlASIZrf7ff7yyzF5KRedsKF+f+q48NVjM22hUK0VVARVpUibNdOOp/eDao+KUkuEDxNgOY683eTjiybfZf3XfddByvHB7+uHeeH7DP0PBKJ5nk4+HuWLzunigRQOXoShLt8YfXq1fjggw8sk1BJ7N271zRU8ejRo+jWrRumTp2KGjVqmJb1+uuvY8iQIQnCHSWcc845eOihh2JtRlzgkksuQVZWVoJ0xxherxe33XYbhg8fjosuughpaWmW5/z1r3/Fww8/jF69emHYsGF4++23o2Bp7FBUVIR3330XSUlJRl3vvvtu/P3vfw867uOPP8aHH34I4MR7OJ5+j8s16eaZaFUDnXDU2FCVKx7ezZdV4gnUODEnxYUIsqpsGvTR4JCUSQJdixL7UHIfSbjdVBydwmqQrrq2VXmqsGK37HNyniQ4PHEaJwNc5ZYkThcyG2nIkGS6Lk+UVlpaajiM6EMJ1rxeL4AThJ0SqpEzSJYZKbhZvo7IhlsOJ5Fmz4IdAm5GuKUTiJNuqbDz63BHnry+k+zc8lyruvJtvCyySVW+HTXczn7ejnzpL5WN/K+V8zJBvMsXiouLceDAAce/d//+979NlwcKBAJYsmQJ/vGPf2DixImoVatWkJqen5+P//73v3j88cfx5ZdfJgh3FDF48GBbpEaFpKQkDBw4EMOGDXPZqgROVfh8Pjz11FMYOnSo49Bpj8eDatWq4eWXX0ZRURHee++9Cj89pbS01EhmOGnSJEyaNCnGFtlHuSfdBBXxjpZaKgdpFNpARIUP7Lh9nBirFGl+nMfjMTKllpSUBC0VRkSfiLtZWaHWKxyYEUz6hKLEU2h9LJeYIDLNyQqRcDn3XkY/pKamGvdSRU6iMWjnTh3uyOEJplJTU42+x+dTk1KfkpKCtLQ0+P1+pKWlIT8/30gOF04d3HT6xPr6dhVsOwRcqru0je4FJcGTqi0QfF/p2ZNJHHkuCrJD94ypbKFzuN3yGJWDVH5XncvL1ZUh96lUc5UCbydiwi7h1xFvO89EgrBHH8OGDcOZZ56J22+/3dbxgUAAn3/+ua1jFy9ejI8//hjDhg1DzZo1je1r1qzBggULglYvSSA6oPmxocDj8URk/eAETk0kJSXhpZdewkMPPRTWeKNy5cp4++234fF4MG3aNBctTMBNOHKpTJw4EY0bN0aVKlVQpUoVtGzZEp988omxv6CgAP369UONGjWQmZmJDh06YN++fUFl/PHHH7j11luRkZGB2rVrY8iQISH/6NDyLyr1KJpQkWS/32+EEPMBq8fjCVKOOGlWDRT5X1LFCwoKkJubi5ycHOTl5RnrPfP5mJJwx2oQx0kDJwW0tFZ6ejrS09ORkZGBjIwMgzDIrO8qqMLy7cKN9uAhu1zllkRGRcp5NnCVZzNS90ulqMu55ORIIKcRd+jwepOSSpEXPPM5r1M0ok0iASdRB7yvWvVb3Xb5zJrVX+XIkgn9KKmf6hnk701ZFl/u0M771U49OZGUqr/KuaAjwNJpp7sOd+RZ3UcegSQjg6wihaz26ZwRZnDz2Y+33+yMjIyw6hMp5OXl4a233kJOTo6t43fv3o0ZM2bYLt/v9+OZZ57BwIEDjc/7779fbgh3w4YNceGFF6JHjx747rvvjM+3336La6+9FlWrVo21iacU9u/f7+pydfXr13etrATsIz09HaNHj8aDDz7oyniH5ugnEL9wRLrPOOMMvPDCC9i4cSM2bNiAv//977jjjjuwbds2AMDDDz+MpUuXYv78+Vi1ahX27NmD9u3bG+eXlJTg1ltvhd/vx5o1azB9+nS8++67GDFiREjGp6enG4morAa6hEiRGTk4o6zOcg1m+p/P5VZlF1fZSgNDCiWn5abkvG6pGseScPOBflpamkG0K1WqZKwFnZaWZpBwIt8+n0+ZCIrDapk1K9t0A+VQ6sjbm0cc0L0iIktklK8nzcuJFMwiDLi9vE3JeVBQUGDYy51FwAkHAq3tTaRbkjorOGnzSPZlM+VUBd6/JVlVLRlohXD7QGpqquG0onvBHSE0VUBFXnW2mtlkRmKtIImwVJ55WfL50jkmVASeb7PbF62ihKz2y2NjiXj7zX7uuecch09GCx999BEeeeQRW/ds7NixOHjwYBSsih08Hg/69OmD0aNH49tvv8XWrVvx7rvvolmzZsbn8ssvx8qVKzF79mx07tzZOE/nTE7AHUyYMAF79uxxrbzp06ejRYsWrpVXXsB/p2OBJk2aYOjQoa4m5mvQoAEuu+wy18pLwF14AmGOCqpXr44xY8agY8eOqFWrFmbPno2OHTsCALZv347zzz8fa9euRYsWLfDJJ5+gTZs22LNnD+rUqQPgRDz+sGHDcODAAWN+qBWOHTuGrKwsNGjQAHl5ecjNzTWWgrHKuGs28Ao3nFQOYkkFJIIJIIjYFBUVIT8/v8w62jr7Vba5RR75eWYqkx3IQS8N+rmKLUOv5TI9ND89EAgYZIHuMVewYjGo5Yp1amoqMjIykJaWpiVddCwRM55Z0e/3Izc3F7m5uUZkhFuOEhV5kgMisqly5cqGE4QcJElJSfD7/YbtMvwcOBFtUlpaaiRV8/v9yMnJwdGjR411ka2iEXSKoJNnMdxn124ZOoVZTifgSejsPNuh2kPXS05ORkZGRhDJBk7OzZdElmfUl32OR97w9aitbNcRZvndzJnhxn20Y58dW/h5HFJNjxSo7OzsbGNNWzcQy9/sw4cP4/3338fgwYORm5vrWp3cQs2aNfGvf/0L5557rvaY+fPno3fv3jh+/HgULYsuUlJS8MQTT2D48OFlMifrkJeXh8cffxy1a9dGly5dUFpaivvuuw9ffPFFhK11hjPOOAOff/45zjvvvJDL+PTTT3HzzTe7aJVz3HDDDZgxYwbq1q3rSnkDBgzAa6+95kpZ8Y6zzz4brVq1wqOPPgrgxDv2kUcewbFjx/Dtt99GzY5vvvkGV155pevl9uzZE9OnT3e93ASsYfV7HbJ7paSkBPPnz0dubi5atmyJjRs3oqioCDfccINxTKNGjXDmmWcaP+Br167FxRdfbPx4A0CrVq3Qt29fbNu2TTvPhrJxE44dOwYASEtLQyAQCFJ7zUIJI0m4eRmkSJPtVG5KSooxkOVraNsNkzYLV7QTRmkHTkNidcdJwp2ammqQPSJxgUAgyMPIFSlyWND/nChIdUzCzr0M535zuyWZJSLOy1ZljebEN9LRCNw2mdGaR0+QHUS6eKg4nUPKONWLsl3zrM6kdqtUSJ19kvw4JWduEDW7hJuTWMrmLu859VNaA5qec7LdrC66bWZQRYTQs0Og54hn0afr0HrUUgnnkRhWjhOd7SrSyo+T6rQZwiG6Zv1FqudOnUSRIOBulxkPv9nJycno06cPpkyZgg0bNrhWN7dw8OBBtG/fHm3btsXw4cOD9r322mv46aef8OGHH1Zowp2cnIxHHnkETz75pCMFMCMjA6+88krQtsceeyzuSHe7du3CItzRREZGhvIeeDwe3HLLLbanQ9hBp06dMH36dONZrWggQaF27dpYtGgRGjduHLR/xYoVyM7ORq9evbB8+XLk5+dH3KZatWq5XiaJVgnEJxyT7i1btqBly5YoKChAZmYmFi1ahAsuuACbNm2C1+stM7enTp062Lt3L4ATS2zwH2/aT/t0GD16NJ5++uky2z0ejxHaSoNapyqoHaUjVBBRzM/PNxRD4KSaa7Y+t5W9BBl6GQ/ghJvCjnUhq5QMjituPNs7vUDkurhW11c5IdwiaVaOHX5tqhtBlZAqEpm+ZdQFDz0GTibLIhvp2px8EYg4UrI1UlMDgYChgtL95mHn/D5b1UuliJoRUTeeV5XyaWYfb0s+35n6N38WOXklhwWt70zXC8deaZu0UxJaco7IUDo+ZYC/O+m51Nlq1l6qdxJtU91DFYFVfTfrF6r/zSDtMDtP1YdVjhO34VaZ8fSbTRg/fjz+9re/hVijyGLbtm348ccfy6h+ubm5MU3aGQ0kJSVh5MiRePTRR10JuV23bp0LVsUXAoFAVOrVpEkTLFy4MCj5HkflypVdHbdefvnlSE9Pr3CkOykpCe3bt8eAAQPQpEkTJCUlITMzU3lsVlYW5syZgy1btuDuu+/Gjh07omxt+PjXv/6FefPmxdqMBDRwTLrPO+88bNq0CdnZ2fjggw/Qo0cPrFq1KhK2GXj00UcxaNAg4/uxY8dQv359pKamIhAIGISCBpBOSKybLy2VuiPVQ75N9b9TuD3Ycyu8kxRfrpACwYSbJ3kiEEkhNY7mxuuWVNPBbRVUB06yyJlCpAU46VQghxBXi4uLi8usp+4mqC054eZ28bW3eXQGbSOQQ0sq3bSPK9/8fEmq3HgmzfpnOH3XCeGWc9d55Aa1I+/z3DZybNA2eW0rMquDXEOal0f7ARj9k98TGS3Dp8BwR6YsU/VMc1tV51i1s/xL7a4j29TeKmerrr/pnGXSznhzZoaKePrNJlx88cVo164dFi1aFFE7QkVpaWmFIx9WSE1NxaBBgzB8+PCw55g+9NBD+Pnnn/H111+7ZJ17yMnJMVaXCQWlpaV46623XLYqGI0bN8aCBQvw17/+NaLXqejwer145JFH8PTTT9u+3z6fD82aNcO8efNw++23uzp3XoKWvXITBw4ccDXJXiioU6eO6TvkyJEjyMvLi6JF8QPHb1av14uGDRsCAJo2bYrvvvsO48ePx9133w2/34+jR48Gec737dtnzDmpW7dumfkSlCnVbF6Kz+fTzisihc3r9RpzfsMJy3OLdFJZqv/t7o8HOGkPGhgT0aMQY66e8b+6wTyBD/xDmRMbKciBOScpnFgDMMLq8/LyjDWsgZOJ1EhBdqsvSIWbz6Wna9N94kRG2i+XjaL/ae15Hj7OSTi/v25DVaZKObXbZ+0ewzN+E9nm3+kek2MtOTnZUP/JHmovigbQ3WOd+mvlbKCcB+QYoO2qutJ9p37H+wI9Y7RPNfUlnHZWnSP7LO9/MsGbJO/8+ePRQ/J9YdYWcr9dFTzUfdFGvP1mAydUuh49euCzzz6Ly7ndpyIee+wxjBw5Mux397///W8sWrQIu3fvdskyd/Huu++iX79+aNq0aUjnr1q1ytWwbolLLrkEixYtwtlnnx2xa5wKaNGiBbp06YL+/fuH1KebNm2KJUuWoGPHjvjtt9/cNxBA586dsWjRIlxyySWulFdaWorBgwe7UpZTNGnSBDfeeCMAYMiQIahRo4b22A8++AAbNmxATk4OJk+eHDe/ldFA2PFDpaWlKCwsRNOmTZGamho0f+enn37CH3/8gZYtWwIAWrZsiS1btmD//v3GMStWrECVKlVwwQUXOL62HATzJXIioXhZQUcKufoulfh4IZIESYZV6r3qHK5K8RBkUlf5MlmcZBIRAU6qo1ytCzcSIJKgAT+vDw38eVg8KZuqkHmeud7t+iUnJ5dZs5nfI+78oPvMk9hRODk9Z8BJxZSiSrgTgWc9D+cZBOw/F6pr6Mi5U3B1m+ZtU7+W6iuPZKD2pTK4Iq6K7iD7dFE6UsFVgfpVQUGBkdCO54ug+8q/c8LKVWP6zvuuFey+02Q9pKOOlg+kFQ0o67rK6cHf+6mpqUFLEKalpZX5PQilP4bjvI1XxPI3m6NNmza48MILwyojAXdQp04d9OrVyxVn6TfffBO3hBsIf8y1bNmyiEVBVKtWDQsXLowJ4d6zZ0/MFVK38Le//Q2LFi0Ke+3rpk2bGkQyEvjtt9/Qpk0b3Hvvvdi8eTN27doVclkFBQV44oknovbsZWRkoFmzZvjmm2+wadMmLFu2DGPGjMGYMWNQu3btMkuP8s/dd9+NMWPG4LXXXsOmTZuwdOlSNGnSJOTok/IER0r3o48+itatW+PMM8/E8ePHMXv2bHz11Vf49NNPkZWVhd69e2PQoEGoXr06qlSpgoceeggtW7Y0liK46aabcMEFF6B79+546aWXsHfvXjzxxBPo16+f7QyZHHytYE7wpHJjF26p3FaqVDQRiuISSngr7ZdzXuU+qSDRh+YIy7ZTzSsNpQ3djGCQ5fIlt/gcdQBBoeOkLhKZ4Wu5u9kvJLGWmeLpr2o+PREvPo+elFsilZQ4jUcwACdDnPk1wqmDCqr7aBW6zEmrk3KJDFI7cuLHSVxxcXGQIkvOCJoikZqaGpSJn8qW99xKybcC9TNSvTlZJaiWSCE76P5RokfdUobSPmm77p3DVXU6jtqYE2zeX6kcmfOBnHMqhxx3hlFdZA4Nlf1uRZvEE+LtN5sjOTkZTz31FG655RY3qppAGHjggQdw1llnxdqMqGHu3Llo1qyZ4/N27doV0ZD5Tp064cwzz4xY+WZ4+eWXcfjw4Zhc2020aNEC8+bNcy2r+4gRIzBt2rSIJSfbvXs3pk2bhmnTpqFJkybo1KkTBg8eHBRlaIWSkhI8++yzGD16dERslEhKSsLo0aMxYMCAsMpJSUlB48aN0bhxY9x66614++23cfDgQTz33HPGqk4VDY5I9/79+3HPPffgzz//RFZWFho3boxPP/3U8AS98sorSEpKQocOHVBYWIhWrVrhzTffNM5PTk7GsmXL0LdvX7Rs2RKVKlVCjx49MGrUqJArwAduXNHj+2MxgFKFQcYC0bou3Qfu/JD7iKDxLMoE1RJiqrXHQ61PpAg3H9zLxGTU92g/z1ZOpJvPw40E8ZakW4YGc8JMx3CiSdM1eJ2Bk8nfiFzyMuh/FalUkRwnxNJM2ZblqEieCio7eH/l/Zar/jz7N22jNdmpHWXb6+qqslsea9VG8hkh5wmvh8xez51fnGw7yY+hesdZ1ZG3r8/nM5bc49MaeH/i/YwIOCfism+TI4QiE2iJRr/fX2YOuGxzld06J0K8Ix5/szlq1aqFunXrmiZlSyCyOPPMM4Pm358K+OijjzB27FjH53Xr1g0bN26MgEUn0KpVK1skKwE9mjRpgnr16rlW3tChQ6OWDXzz5s3Ytm0bXn/9dQAnpieOGzcOV155pTbT+VdffYUePXrgzz//jIqN6enpeOmll9CnTx9Xy/V4PLj//vsRCATQs2dPHD58GHfeeSe2b9/u6nViDUeke8qUKab709LS8MYbb+CNN97QHnPWWWfh448/dnJZLWgQSR73wsJC5Zq0ZuAkQDd4D8Wu8jAgcwOcpHB1W7Yrvy+ScAMn5wXz8FeuqPLrxVvb8gE81Y07fyQJogRqkgC4CTknW6qbpLrzLNUqJVxHpPhcZq4iElSkW6ckWqnQ/HjVsWahzKpzZV1U3+U+7sAgBVvWh7cbgDIh+fS/0/ttp21UpJ1fl55Dcg7JZ5WHoEtHl7wWL1OCk3h+r3SRBPT+JsLNw/f5VAbe9rxf8+SFfElG2gecjOigcmn9eFU78nqpVPTyhnj7zZZo1qwZ3nvvPbRp0wZ+vz8i10hAj9TUVAwYMABZWVmulJednY3Zs2e7UlY8IRAIYNGiRdi8eXPErkG/qbEARUclUBaRSHZmhuLi4qAQ8fbt2+Oaa65Bt27dcNdddwEA/ve//2HcuHEAgJUrV0Y02ZtEgwYN0L9//4iV7/F4UK9ePdSrVw8LFizAkiVLMHLkyArTP8NLURljyIEunzPJVRwzWCkyodpF5ZTnAZtdSJWbK1byOBoAc2LAw7JliLMuHDTW4GSCf+RSW1JJ9Pv9xrzbSBFu7uTg/+sIJ4AyThA5D1yGRXs8Hni93qD7xJV8Cqe2Wzcr4q1SyVURLTpyZ+c4CU666N5SW9C5RGLp/hJB5G0PnHg/kcPFzjvJityqbOVkUVU/qgNfSUHVh83Ips7ZYKUEqxR7j8cTNBWFTxMCYCjUKucFj9DgfZQ7T7kSTuXRNv78cZt0zqB4ee9URDRv3hwpKSkVZlBVntClSxc8/PDDrpX3xRdfRFQJjhU++OAD3HPPPSgoKIjYNW655Ra0atUqYuWbYdOmTZg6dWpMrh3P+PXXX8OaZ+0WVq1ahTVr1hjPKi1FHAu8+uqrUbvWBRdcgEaNGmHPnj1llnAsrwh/IcYYggZhPJxZDo5UA9ZokDizgRofdMqP3B7PkCo3J9yqiAO+hjNfrkpmy+Zqt5uh15G61xS6ypVCrtTTd7/fj7y8PENp081JDRVSqSZQ26siDLgayJcOoxBd+tAx3HFSWFiIwsJC4xpEPGmJN6d1UxEf3X6rY62uoyKBKsh3RSAQCIoYAGDcZ7r3PGEZJcvLy8tDfn5+mcgNu9e068DQHSMdQ9xm1XznUJyV8jyzdxh3SsikdDwkn78ruGOPOzOoHD7lgd4l/P1C3ylCQ2eXbAMrR04CCZRHZGZm4uGHH9Y+C06Rl5eH119/vVzMw/zjjz/w5ptvWtoaCAQwb9489OnTJ6KEGwgeF0UbNIapCMjJyTHGJeFgz549uOuuu7B161YXrAofRUVFyMnJQU5OTswIN4Cwc3k4RVJSkpGYrSKgXJNuAIbK5GSAb6X6uQG7hFu3X/fdDLEYCHKVm89hlSSBjlOFHROJ4yHKRFic3NtQiUKo4ESmqKjIINNEtGhuLM0lzcvLM5JDmIXwugHp+JDJqfh94HO4iWwXFhYadSBlnrYRaaP6cJW3sLAQ+fn5ZRLI0bXtqstW31VqbijlW4HXQfZDmVyO9lGoXl5eHrKzs3HkyBHk5OQYc/jNiLGdelidz7+r1Gs7H135OoeHzuFjB9JZR5BtxRNlcmecKikcP48TbXpXSaKvUrjNkFC+EyjvcDt7/LJly7By5UrXyosk8vLy8NBDD2Hy5Mmmxy1atAg9evSoEAnGzLBs2bJYm+AaZs+eHVa0RSAQwMSJE3HHHXdgw4YNLlqWQKgYNmwY6tSpE2szXEG5Di/nSiIndHbCH1VqoEpJcxNyYKoa9FmRDjNEcyAoVW65lBLt40mPCBSKzENEZXIjqb7ZdabEAkQ6/X5/UJgrzTUtKSlBYWFh0JrckSLbnGRT9AC/BzycX9fnZfZr4CQB4gnWeHIRTrgLCwuVqmko99COE0pGVJj1A7vPONnK5zpTMi+uqJKTgt4xMhmZrh+r2kJVVyti68R56DTygJ9H7yor9Vf17jUrl9qIFGx6Xgh8Pjd9lzbwPk+/A0SueWI73m/t9qtQ20xXTgJlMWrUqJgqN6ciKHM9vd/DRSAQiNhaxpFCaWkphgwZgoKCArRt2xZ//etfAQD5+fnYsmULHnnkEWzZsiXiCnes8eeff2L69OmxNsM1BAIB7NixA//3f/9n+5zi4mJs3rwZTz31FHbs2IH//ve/FUb5dxuPP/44Vq1aFdVruhWNEw8o16SbiAGFxvA5k5zAOVG/IxXWLQeHPIMwD/mUA/N4HrBxlZuUJLlsEhCskNE8TYKcV0mDZqcJ1CLlKLECt4lCq2WSKp4Qju61PDcU6NqECIack82X+aLry3mytK+4uBgFBQVIT08PUgVJreXh0zJ8XpX5OhTnkZljzKxNzMp1qsgGAgFD0fb5fEb/pOdX9mUKuZcJyXi97Cjdqrqq2sWJwyEUqBwzqr9ki7TdrB7Utvn5+UEqtOyXwMm520TIuTOIT1XhRJveQZzEq5RtFcwcHG4jnt/xkUYgEMCuXbtO2frHCldddRVuuOEG18rLzc3F888/71p50UJeXh4eeeQRTJ48Ga1btwYAHDx4ELNmzYqqHSkpKejUqVNUrwkABw4cQMeOHcudw8QK/fv3x4YNGzB8+HDLpcMCgQBee+01DB48uMzvTgJlsXnzZixbtgxt2rSJ2jXLw5QVuyjXpJvPJ83LyzMG/FZry+oQaXWbBoVpaWlITU1FamqqMYgnpZBUQk7MQh2U2VGawq0zETqZtIiXL1Vu/mKTzhG+rq4sy8qOWIKIAv3lXlJOMtwcXOrKojaXCiDfR//LY7jaTc8XRTHwvgqcVB1Jyc/LyyuzDFoo0BE2N/qqE3C1m+rME3vxcik6QEe47donj5eklj8v3M5IOgvNtpk9o1Z1p75DKmdpaSnS0tKCzqW2leXx6AFOvIGTEQj0Q82TNDrNFaFzMDiBnWuciggEAhg/fjw+/PDDWJtiiTPOOANNmjQps/3f//531JbqcQsejwcXX3yxq2WOGDECx44dc7XMaOLnn3/Gzz//HLPrJycn4/rrr4/qNXft2oXOnTtjzZo1Ub1uNJCdnY3x48dj3bp1mDdvnnbt89LSUrzwwgsYNWpUgnDbRHZ2Njp37oz33nsP7dq1i8o1n3/++QqzrGS5Jt35+fnGPNqCgoKgOZNuhAWGC6lse71eZGRkwOfzGUtD8AF0enq64TygTK7hhjWGst+KjHMCRyHINOjn55E6JZeqkstU0f3i85/dTKBmB+E4KFSOBhUxksdGGjxygG8LBAJl1u+WSE5Oht/vR25uLjIzM4OSqQEIIjxEuHkCNZ0Cb0fl5cfz/SoyrlNS7fZtO/ed6kvOIMq4zfu9TCDnlIBKW1TtINvIbbItI0vMrqk6Rp7Ly9Wp3cDJCBEixeSMpLJUSRnluqnU5n6/3+ijnHzz5IBOMuur+sqpSpLdwJEjRwxnyLx58/Doo4/GbfhupUqVMG7cOFStWhVnn302rrjiijLHrF27Fjt37sSYMWPKzfzPlJQUDBw40LXyNm7ciEWLFiWeizhCdnY2AoEAqlatWmZfcXExDhw4gE6dOuFf//pX9I2LItavX4/27dujY8eOeOCBBwAAVapUQXJyMjZu3IjRo0djyZIliVByh8jJyUHfvn1Ro0YNXH311RG91g8//IA5c+ZUGKeIJ1AO35THjh1DVlYWMjIyyiThosGUE5XJzsA9FFWYq9vp6emoVKlSmWVxyG4Ku6Z5sTk5OWVU+3i5VdyZ4PV6UalSJWNgzJdTomP5/GFO2qjOPPFYQUGBkawrEs6TUNV9p+fZIehOYEaC+DHk4KlUqRIyMjKCHAA61VIq3/RM+f1+I/TX6/UaaiKfy1xYWGg4vGQiPDfqLc9X1SGUZ9UpWeftR23EyaDq/cPLDOVdZNd5oDsu1L5uVoaKmOvO00GSdo/nxNJhtF43f2/y94l8r8jQcfpO59J7hyc05KsH2PmNiOU7l66dnZ2NKlWqxMwON0C/2enp6cZ99Pv9ZZwn8YLq1atj+vTpuPXWW209Q3v27Ck3iZdSU1Oxc+dOVxITBQIBnH/++fjpp59csOzUhc/nw+7du1GjRo2wyyKimZ+fj2effRZt27ZFvXr1AJy4XyNGjMDLL798SuVRSE5ONrJuP/zwwzj77LPx1FNPBa2HnYAzNG/eHKtXr3YtL4QKW7ZsQdu2bbFjx46IXcNtWP1el2ulu6ioqExYs9OQToJdddcuaJBOhDs9PT0opFySbiI+KSkp8Hq9xhrIodaHw43BtwoqIkLX4uvn6uznRIXIt5wP7PagN9R2CDU0OVzI68o21ZEt+khCrXNkcALD54IHAgEjooTnIaAwXVJ/zfqqWVvYiSCw6keqNrIqW+eA0Nklr03z2u1EM9ipP3eMqM5X1dFK6bYbuWH3/SDP4dvl9VT1MHNy8CXX6MMTNMo+KRMBcpDDiCdO8/v9ZaKhrOoZL07OioTyMNDPysrC1KlTHc1ZrFevHnr16oXNmzfHvWpWo0YNVwbKRUVFePXVV/H777+7YNWpDb/fjzFjxuCFF14Iu6wFCxZgz549AIB+/fph4sSJQYr3t99+a0RSniqg1VYA4LnnnouxNRUDFOFYpUoV7Nu3D0uXLsVnn32G0aNHIz093XD0OEUgcCIp4+HDh3H33XeXK8JtB+WadKtCkENRRq0G4E5Bg0Pyrvl8PoNM8wzfNHiUSQJI+SHFN9wBYKRUfA6+zjO3lSvbctDM1zTmYeWhzsl3G6EQE7cgCYxqm4rk0ndqV76MGw/pp2MliSIFm5fPM0bLa5PDxIxwqoiaCmaKrZPzItV37DoUzBwiOqjurbzvslx5HB1jR+W3s01noySlur6osl13XQox57YTWaY+zMm3XH+b28QT/ck11O1EDsUL4Y4XO04lVK5cGbNnz8Ytt9zi+Ny+fftiwoQJca/6Dh8+3BVF9ZVXXsGwYcNcsCiBQCAQsTnl8bLOdAIVC5s2bUK3bt1wxRVXYM6cOfjhhx8AAB988AHOOuss9O7dGwCQkZGBgQMHmq6zvX//frz11lsATpD5sWPHGsvRVjSUa9JNA37V9nDLDVcRpbVhvV6vMQdUHifX9uVZuylMmBMgt6BTBp1ARa7IblJC+UCcD76p3jQYpsG13ZDPWCAWhJucFEQyJIHmRIKDkw2KopBRCbyNpVJNx/L+KB0hKuJipR6a1VX+b3WsG8dZwa4TQPd8OiGydrbrtkmCbqYw64ixmeNCqvG6cuT1eH/i56jKksSd14McdqRey+eCl62aYsT7qp33S7wo3bG+/qmISy+9FDfffHNI53o8HpxzzjlxT7rdeD/u3bu3Qi0z5TaSk5PRtGlTPPHEEzj33HMBANOnT8eYMWO0UyoOHz6MI0eOoFq1atE0NYEEQsbSpUuxdOnSoG2kVD/55JMATjwLkydPNn3vFBYWVrgM+jqUe9JNsKum2YFVWKbVMaRy84RLnHjT4JHPf1UpvKTkyKRj4cJtBZfbzUPlORGXc+/5h+b22VVMo4VoX49fk/oQfYhs8LZNSkoyQhkloaAlvPjcVgL1J57dmcogkENErjOtgk5t1323goqcmV1bqq4SdkOnnZ6jO9fpeaH2Mx0xlmVK0qx6xnSEWxclo2svWba8rso5IMuT3/lxMlrDjsPDjmMoQXATaNasGWbOnBnWmrBPPvkkli1b5qJV7mPhwoXo1asXKleuHNL5R44cQefOnQ1lK4GTSElJwUUXXYT+/fujZ8+eQWLLs88+i3POOQdvvvmmcu7/qlWr8PXXX+OOO+4I+fq7du3CihUrQj4/gQTcRklJSUxXBog3lGvSzRGtQZMV2aa/RLb5XMTU1NQgwkM2c8LJ11KWWb+dZO8zI6lO1EUd+CCbFFGqJ5E5XgdJqOmcwsJCZeI0M5srKriCR32HMmQDJ8kx/+vxeIzMzxw82zYPw1Ul+6J7x6cHUMh/qMtfhdsO/H8zxVmGYKvK4io/38YdRVReNMHVXTNFXUegeRmqNpPfVaTcTL1WRcRwe1V267bzZ1+nrDtxnNq9V6GSbCunghXcdAInEB2cd955qF+/fqzNiDjWrFmDvLy8kEl3v3798NVXX7lrVAXAddddhwceeACtW7dWJlJKSkpCr1698Pe//x3nnXeesSQnx3/+8x/cdtttITt+Dh8+jE2bNoV0bgIJJBB5VBjSHW3oBpYyFJj/ryLXREAlzEJJ7UCnZLulGEsSZqU88XnrpJxSxnKna3JXREjC7fV6g5KgUZvwpb54FIEqjJbmyQIokwWa7gEnpLw/UrZnq6RTEqHcOxXh0jmG7BBtvo9HCtB2qfbyUPxQ66Cyz8l+O8+lLgpE7ifYLc/seB2xtnu8mQrtVOk3uy9Oo4Csoih0arsT6JT8BOIPaWlpxpJCCejx+eefY+XKlbE2I+7Qrl07TJ8+3ZYjIzMzU7tv9OjRqFq1Kvr37+842V1+fj7GjRvn6Jx4RGpqKgYNGoTmzZsr9+fm5mLYsGHYv39/3K5+kEACOiRIN8wVJfk/QUeKpVIJnFQS6QXBibe0g3844QmXzJjZHQ4k0ZNrc8s5wVQvCivnzodoqqkSTgfGbjkv6NqScHOFm67HiTMn4TryQ5EEAOD1eoMUc9U66QRaCozWM+bXsyKNoRAMM9U1lDYmO/hSZzLzOvVJmg7BnWK8TmZw4iBQfafjdW2qI69Wzgar66jUdd13O+8P3g5W11XVS9W33CTksjw7ZDrc95DuGmb3VOUESZD16CAlJQWXXHJJrM2Ia3z55Zfo2LEjsrOzY21KXCEzMxP33HNPyJEDHH6/H4MHD0ZhYaGjJHV5eXno3bs33n///bBtiCU8Hg+eeuopDB8+3FTtv/POO/H8889j1KhRUbQugQTCR+iTlyoQrAaXKmJiVZ4EnxtLodUEFdmmjxyUWsGKHLkJTqY5ceTtSXODqR48cVosQpc5rBQ5u+e6YYPH4wlaIokTRwoz52HidDx3cHDwvkRrvxcWFhqEmuZr83nbdKxqrXR5j3R90i45NGsLHeGzU6Z0YNAyfSkpKfD5fPB6vcbflJQU4yOTHuqur7oWwUo51pFN3XXsKsJSuVfZIu+LGXk2u5bu+nb2m91PFdl24xnT9Vt5fTvQOVfCAa9npN/XCUQezzzzTKxNsEQgEMC+ffscnfPZZ5+hS5cuCcItUKVKFUycOBFt27a1fU5WVhYefvhh7f6SkhI89dRTaNmyJXr27ImffvoJP/30E3755Zcyx1JCu6uvvhpz584t1046n8+HESNGYMiQIZbh9T6fD4899hjWrl2La6+9NmhJtAQSiGcklG6bcDIg4koazalNTk42XoikptFyYZLYUOi1VN6c2Glmb7iEXCpSPDRXzuGWSdZorrCdedyRRKwHuHIA7/F4gggfEDxdQRJRUmzpONqmIluqLOZULrdDOoZ090alivLt4URn8LZR9VOzvsudETyRoQwxJ6SkpAQlM6TnlM9nN4Mkw1LN1anHUnHW1Z3/1W2T56ruvyoCQdrmlHzaJa8qIq9StFX1VPUxnWLOy3XaPnahar9QHLHSftW9iNV7MYHQsWrVKqxduzbWZliiuLgYjz/+eJmswzp8+eWX6Ny5Mw4fPhxhy8oXfD4fpkyZgo4dOzo6LyUlBWeffbbpMQUFBVi3bh3WrVtnZInPzMzEwIEDg37HlixZgs2bNzu2PR7x2GOPYcSIEbaP9/l8aNGiBVauXIlly5ahU6dOyM3NjaCFCSQQPhKkm8FNdZiUahU5InAFWEW6VUmvQgWvm1Ud7bQDJ9LFxcWGOivJN68TqdwqhTuaA8x4CNuUbcxVbALZyQkzhYbb6ROSJKhIojxe9jfdNZxuDwcq9VPVR4lwU0g5V7K584LOTUlJMZbko6kg/B6Qw8KMxKls5PtVz53sf1YRF5KgyvLNjtURXZUzQAczxZ5DR/h1zhOz6/H7ZAeq/mrWV9xAKIRbftc5P+LhHZWAfezatQsdOnTAoUOHYm2KLXz55ZeYMGEC+vfvb6oqrlixAp06dUoQbgUuvPBCtGnTJmrXy8nJwXPPPRe160ULXq8XTz75JIYOHRpyGW3atMGMGTNw//334+DBgy5al0AC7iIRXs5gdzCpgyTO9KEQXl4OJ+L8HFrqiRPyaMPJADUQOBEyTiHJMiEVERdSt90i3OG0S6TaNJRyiQzy8HFSXKUqzZf+UqmX0haVM4f3TR5WbqVuu4VQ28hqG29H+p8r3HLJNamKyxB+2mbnWbDjgFCRY04KzdpFRSR1SrrqLz9P/q/bJ6MhqE0oVJ/+8rny/CPLUpWvs0fWXaUwc2KucsrI+jsl8W6RdKtyIuEMSMA5CgoKMHPmzJDOLSkpweTJk8sN4QZOzAEeMmQIpkyZUiaarqSkBAcPHsSDDz6I7t27Jwi3AklJSRg6dCjS0tJCOt/v97tsUfnFkCFD8Pjjj8Pr9YZVTrt27XDttde6Y1QFgdfrRXp6etCHL2OXQPSRULojACKiNHDXDar5jx2p23IJLSovXERqcMdV7EAgYAzEJbEjsi3Xew61bnYGs3wwrlL63CaXoaqHRGjoPNrP7eZkhYdE83P4tXWwIulW54cLVRvp2sqpUskJIo8KkISQE0reV3l0Bp1HdqiIH/0v6yXrpipD1R5m23QEWvc9HOcGbyPplOD9lDsKeQZ4VcSE7jqq9lGp9Lq24OfaUdSdOFDtgvdhndov/1ft598TKnd0UVxcjNmzZ6N9+/aoU6eO7fOKioowbNgwvPbaaxG0LjLw+/3o378/Dhw4gHPOOcfY/p///AcTJ07E0aNHY2dcnOOaa65Bu3btQjr3yJEjGDlypMsWlU+ceeaZuOuuuxLORxdRu3ZtXHPNNQCAAQMG4MILLwzaP3XqVKxfvx55eXn46KOPYmHiKY0E6baA3QG/HDSSuiuTMvGyeBZzUrdDTS4WqRBKq2sSeF14iK6dZFyRgqrNddsjScBV4GSaK4XAySXVAAQRR1IVqZ3t1sGMsIVKStyA7v5wO+wQbx2hDgROZnznZJETSo/Hg6KiojL9lZerInkqG/k2XX3k+XK72fW4/U7VbCeQqjZ9ePZ3bis53HhUD0/Qp3qX6ZwYumOoTipSGmuiyu+FmR12HCzyHibId/SwevVq9OzZE3PnzkVWVpbpscePH8f69esxduxYrFixwnHulXiB3+/H448/Hmszyh28Xm/IymxpaSny8vJctqh84qqrrkLjxo1jbUaFQPXq1XH33XfjnnvuQYsWLbTHPfLIIwBORPd8/vnnAID3338fK1asQHZ2trHMbAKRQYUk3W4SUDOSohps019Srrn6y+dOSZVIhvc6VR1j7Snk9nKVUFUPNweSqnutcnKY3Su+P1qDXG6jnMstVTuuwNJ3audQnDN0/XiDvJdWqqBVWaWlpUGhVNIpxP+nJcPoGrql2Dicqt1yH50jSZuKVKrO5XZYkXArcIdFamoqfD4fUlNTg9Ru3h8DgUBQgj/qhzxyQDWlRGWb3T5sdkw0nI52SLDVvdadE0kHYAL2sXz5ctx5553o1asXOnfuHLTv+PHjePfddxEIBLBkyRKsWrUqsU7wKQiPx4Mbbrgh1mYkkICBSy65BAsXLsRZZ51lmfmdkJaWZuQkaN26NUpLSzFlyhQ89NBDifdaBFEhSbfdED4VrAZIXG0xAw36aZ4zJ1m0nxN0ua08DbzMBpp2t4cKFUmT83LpuvSRGeO5bbEk3/x/TrBVKrfMDh9qv4kGWbELM8Jt93mj/7naDZxcKUAq51yhklEoVuqVigzr1Ey7ai4n3nK/mdJrBZ1zSpZP68RTf+N/JSgKgzuBqMzS0lKkpqbC7/cba75L4s2vK+tiRnCtyLfV+aHCaXlWDhe5Tfb/8qqelnesWLECq1evxrhx44K2+/1+fP/99zGy6tRAgwYNysyTLiwsxP/+978YWVQWSUlJ6NKlS8jn79mzp1yN7yKJTz75BOvXr0fz5s1jbUq5xUUXXYRFixZZZsQ3A42V77vvPlxxxRV46qmnbK9ukIAzVEjSLeFU8eHQDVbNIF+ofLCvOzZSSrAV3CRdKoeF3dDPcBVYrtTJRE9AsGODIgwoBJYgSVs07gORQxlizuvDVVf6n4i2jshYwam6Fg1ybkZa7Z4vHSfksFC1pbwe3QfqE1YKrKocnZorCbOuf0mCrirXioirytYRfn6dpKQkY61ymdyP2pCeEXrOqA8WFxcbxwIImv5A1ygsLAyy36wPqtrK6pkM9R0aqWc9nDITg/LYIj8/Hxs2bIi1GacMqlWrhsGDB+O+++5DrVq1gvZlZ2dj4sSJAIClS5di7dq15fr5GDlyZCKR2v/H4cOHXc0dUJ77Rah48cUXwyLcHMnJybjsssswY8YMdOrUCcuXL3el3AROosKSbtXgm2A2iJeDPLOQUTtkIJRwRDtl2lXurWCnLUKxz+y7zg5JmuyCE6rU1FRjfWa+jJnM/h0IBILmnaqWd4um6s0JYSAQCFLpyQYeGaFS7e1cg5en+j8UhEvIzZw1Tq7PnRDUJ3hkAB0bCATg9XqDogW4Hfw4q7qa9RNVHeyQR9X7RUekdeXZfUfxtqLnBoAyLB8IngrBHVakesuyyZbU1FQjZwW3kdugso3vN3NSOIVd54dbMHOERMOhlUAC8Yq6devivffew4033qjcn5WVheHDhwMA7r//fnzzzTcYP3489uzZg59++imapoaNgwcP4sCBA7E2I64wdOhQ3HDDDWFn1f7888/xySefuGRV+UCbNm1w3XXXuV5uVlYW5s6di6ZNm+KXX35xvfxTGRVyyTA7Ko8VVINlvt1pmboBnIrYO4XbAzYr1TlSJFS2hZPr8ORPXHGjcikZFM/GnJqaCq/XC5/Ph7S0NHi93iB1L9R77RSS4JE6S/bKNuGEmxMfJ3CiGtLxZmWFA06QdQTcbl9QqahcjaX5xX6/39jOs8HzhICqKAJV1ItTVdnseJUzRFd3MxKnO0ZCRojwZevk+TIagzuBqA3leufUl7kTTFdXbotZnczawC7M2jYSyrd04ur6iHwPJJBARUZaWhpmzJihJdwS1atXxx133IEvv/wSS5YswZgxY5CZmVlunpWVK1di9erVsTYjruDWUntHjhw5pRLUeb1ePPjgg0hPT49I+VlZWahcuXJEyj6VUaFIN1dK+WBNp1ipoHt5h6N68sEkDWhlRmAnqh79dVIvp/aGs98KdsmenevwdqX25PNQSfm2IuNEwNPS0uDz+QyCEA3CLednc8iEXlyVdbqWu5O+oSIeds4Pp/+pyLfTPs7nF1OZMqs2Lc3n9/sNcs3XmOfkXF7PiqS58eyoHHx2nhlJ7J30X7ncGrfBLMJChpTzduS2ybXnVfXiDiW+zYnDR0XYrY6TiJRT0QyRepcnkEA8429/+xuuuuqqkM4999xzMWjQIOzatQsDBw5Ew4YNXbZOjUAggHXr1jk+r6ioCIMHD46ARQmsX78e/fv3j7UZUUVycjJatmwZ0WuMHz8+ouWfiqhQ4eV2Vadwr0GwOyDk6hGROT5QtVpeR1Wm7tp2B/Xx6hkONSqBZ4jnjgxOwiSB5c4QCi/nqlxhYaGWfLkBrrRy4kR14MSR5hrT8fxjpYjKa9qF3b4u99ntX2bH8fBfabcVYVJ9+Jrx1K6UvZzOI8JNxFFe127dpY3y/qjIpqy3rnzVcVZt5OR5p2RovO+pyGtycnJQe3KiraoXla16P+vaxY7ibOYYcuLcc3rdUOAkAiGB2CI1NRW1a9fGhRdeiEGDBgXt+/333zFq1CgUFBS4ptKdiqC5oz6fL+QykpKSkJWVhVdeeQW9evXCbbfdhj/++MNFK8uitLQUEyZMQOvWrR2pjEePHkVubm4ELauYyMnJCZr3XaNGDaSnp6OkpAT79u3Djh070LVrV+zfvz92RlZQvPHGG7E2ocKhQpFuIDySbYcEWF2Lqzik7pCSKtUkIntEvGmtbjcHfao6OW0jN0m624RfpXRzp4aO2MpwVr6NQOtw0tJvdkmArJ/VNrr/Uomn+vG//HhSG/mx0RzMq9RUJ/dWOpB0hNVJFAh3kHAiSMtXqdqMylc5MnTX0T1TTh0f3LmgIpBWTj3Zl7ktKttU5akcFHQez0iuOpcvB8bJukxGx+dz23EqOoGdttc9JyrnTjSfoWg/swlYo1mzZujcuTMGDhwY9FvC0bt3b/z444/o2LFjuZtXHA/weDzo2rUrTjvtNNfKbNy4MZYuXYoOHTpEPNv5119/jX79+mHy5MlITU21dc4zzzyTcNI4wNatW7F8+XKsWrUqaK52ly5d0LhxYxw+fBhjxowxfutPNRQXF2PFihW48847I1L++vXr8dVXX0Wk7FMZ5Zp0h0MeVYP8cEMOOYkjEkihynzpKvlDzkM67SqXdutuNmDmsHI4OIGdsuyQU7uRBNSech6pTJxWVFSE0tLSoGgDmQ2crsnnUkul2+l9sepXpLBKm1NSTjye5Jjh/UOSx0io8FZk2gkZtnMf7eyzUnNJdeXgYc92iJnqGE5sOTHTkSa794Nf005ZOgcRP073zKuePd5u1AfltXgSNUlApP3Ayf5KKC0tRWFhobLP8jZV1duqD6qcDrrz5fFm7SLrFw31myNBxqOPatWqoUmTJpgxYwbOOOMM02OTk5Nx0UUXoU2bNvj5558T98ohkpKScNddd7lebuPGjTFv3jw0b94cRUVFrpdPCAQCmD59OtLS0vDSSy8hMzPT9Pi8vLyEEqvB/v378fjjj+Pee+/Fueeei+PHj2Pbtm3o3r270nkyY8aMGFgZfygqKsKUKVPQqlUrVKlSxdWy161bhw4dOiT6bATgCZTDX4tjx44hKyvL9iLwBJ3C5AYk2aakXKmpqcb2QCBQhsxxJa64uBj5+flB6pFZXaRKpquL1T6yP5YIxQ7e5unp6Ub2ZY/HA6/Xa7R5IBAw1gumZZH4uUDwfFW+9nBJSQkKCwtRUFBgK/zfKbgdycnJRlI3Tvw54SbFltY9jlToO8HuM+LUYWK3DKCskmnm0OHOFD61QD5POuVTtd/OdpVdOvtV57hF7pw4tfg5Hs/JNbrpOeLvV1K8+TYdUZYJ6ejdplpT3u69DQW6+ur6GV1f5ZSI1PNlVjZtz87Odn1QFW3Qb3Y8wuPxoFOnTujWrRtuueUWR+dmZ2fj9NNPT4QNO4TH48HYsWPLhO67gfz8fPTo0QPz5893vWwV7r//fkyaNMn03bVu3bqIz78t76hVqxZ69OiBX3/9FQsWLIi1OeUG99xzD6ZMmWKINOGgtLQU3377Le68807s2rXLBetOPVj9Xldo0q0jAnIgFc5Aj6utMnEXz9hLBICTKVKXePKm/Px8g1DZId1yW7j1iSbcUOCpbX0+H3w+X1B2ct7uUk0mEkHXoL8yVDYQCJRxhvBzwgVX6Kj/ZGRkGNu52ki20Fxzrs67BafOG7M+Z0XEnXx30rdl20lbdXbaIdpmyjvfHy5Z0zkfzMrVEUa71+LJB3VJHmW78v+504rUbooukX3VjrPQzFazc+zcc9V+q37v5jNvp6wE6Y4OHnjgAYwbNw4ZGRmOzw0EAhg3blwiQVYIuOmmm/Dpp59GpOxly5ahW7duyM7Ojkj5HGeeeSZ+/fVX7Xh0x44daNeuHb7//vuI25LAqYekpCTcc889uO+++/B///d/IZXx008/4ffff8ekSZPw1Vdf4ciRIy5beerA6ve6XIeXW0EOPuWALVxyqhusyuWpyANF5Km4uDhoeR4igE7s0ilWdB036idhpUSqjqEBpmpwbWfQbXdgzgf1RLb5ubSGN7eXH8/vJe0jwk4RC5RszW2SS+BJqWSWde4AcLI2t53rmxFF3oZmfY7XxcxJEqpyriLQZiSJ/9Xtt9rGr03H2CFx8lkO5T7pni1uk06dNyPeZo4TvnQazzHAnRiyH/Dnjt5vcm68qt2s3nUqos//p+dD51zhDgAz55Tdd2059E0nYIGkpCR069YtZMINnFBVlyxZ4rJlCYSLNm3a4NVXX0WvXr0ifi2aPqNKqhYIBDBt2rQE4U4gYigtLcW7776LRYsWoU2bNgBOqN8tWrTQnrN+/XpMnz7d+L5x40Zs377dddsqV67smIfk5+dHdGpIrFGhSTfBrqrtVOUDYISTc8LNCTgfIBIkaaLM1Lq1gZ0iUkq3ijSrjnGiUIbqYCDw8qWyrVLpOCHQEQh+PCfjPKO4m+Bkl9RBnpyF+g9l1nai5FlBto9qn5mKze+1lVqsuh+q8nTXDIW0h9o+KiVXBak+y35vBjv2heog4P/LtjBrY068dU5KlSNAqt3yfyvwMnkyRE6uZSJKfrzqfnMnJ3cGxJpA2+1bCUQOF1xwAe644w48/fTTthNhqeD3+/Hdd9+5aFkCbiFU1c8pdu/ejRdeeAFPP/10mX2zZs3CSy+9FBU7Eji1kZ2djVmzZgEAPvjgA9P3Gi2b6jZat26N2rVrAziRiPjZZ5917NCcMWMG1q9fjxUrVmDPnj2u2xhrlHvS7WTgYjVYd0JWOcnjhJuylFN4c0pKilKBkmHKPNQ8EgMxnfrlNLzTDqzK1qmrVsc6gYrkcfXLjNTx/6XSG8mBMtnm9/sBwEhqJUN1I7mEmU7R5vsBfXSDThnXqatmjhzVvZDXU32X5zuF0z5n1hZyux2HiZVzwa7izW2w88zrIgnstkWoziD+LiUnJl/Tm5fF1XcOHqHC7U9OTobX6zUcVlaRIrq2iwSs7mMCkUH16tWxYMECNGrUKOyyXn311YgMXhMoPwgETiRVu/nmm3H66acb27/++ms89NBDxu95AglEC4WFhVF5L1WvXh2ZmZl46KGHcNlll6FZs2ZhT4Xq27cv+vbti02bNmHWrFmYNWsW/vzzT5csjj3KNel2QtLsqmN0rCxH9T8l5aIM5UTAacDIMwHT8VxJ4mGPqiWgnMCKiNj530n5dvZbqduqAa7uWDv2cVJN5+pUdzmQp+38f56Bme9TlREupNpNSd9onyoJlVvXNbPHarvTPsHP05EO6fBQHR8KKbQD3TXsHK/bpqqnWf8xu8fcmUH9QX6X15L/y/pZkXAzZVxVlhPQc0VOS3JU6hK2yXB3Xobq+eDHUNmUjNBs3XDZx+3UK5x3QoJwRw933HEHzj333LDL2bFjBxYtWhSR6KcEwkf16tXxt7/9Df/6178ifq3ff/8dV155ZdA2nWMvgQQqAu6//3707NkTzZs3d5zU2g4uueQSNGnSBAMHDkS7du2wYcMG168RC7jfUjFGKINk1bl2VHFStLlCI4kZELyEjopo+/3+Mhl+7dhtRlojpV473W/V3uHcL9UAm+4L/U+ODz74JqdIIBAIUs34gF+SbNVg321wpwHP+kz9Ipzs6Toix+tk1f+t6m5GmlVQEW++jZch1fNIKYMqdVV3nDxHBUniZd105ZrtU5FnnTNEd19lf+DvJR34MfKjqqsV6FmkJIg8Uoj20ztWvmfpu8y4zp972bcpvwYdr1LMeRvZ3e6kzgnEHh07dnRlkLh8+fLEXN04Rs2aNXH99ddH7Xp86lo8TGNJIIFIwOfz4ZlnnsFrr72Gli1bRoRwEzweD8444wx8+OGHuOKKKyJ2nWiiwpFuK/XIDhFwci0qixNwGtzJdW15WDB9aPknmbFcRY7kuZEif2YwG5jrlDmr48wUXKney30q8sM/vE3p3tM21brDUrXg50by5cKvxz9uKdyhqsI60qjaZ3ZdK7tU2yNFrHVQObHs9HXVMyHb285zwM+VTgZ+HZWzQmW3XRVX2hgJhUZlC5+aI+dxcxs56earEnB1nJIP8pUheP10xNsukY7FuzaB+EQgEMD8+fMxZMiQWJuSQAIJJBBVDBs2DE888QS8Xm/UrlmvXj3Mnz8fTZs2jdo1I4VyTbrNBrt2iLUdZUdVllSHeJnAydBxUrcp9JFUS+Ck+k1zL3houR2lWw68zchBqANoHYmWA1DpBNDZrxvAhqIuShtVXmZJmFUZzfk+KocntOO2mTkE3IaZohhN2FF0VQQxFHJv1/mi2hZpkkjXc6KM8v1WpJxfV75fVMeovtt1WOn6NX9eVPusHG6q/WbnSIKtimrg++h4TpyJjNNxfMUIXn9OyIl803dVXXg7yXaTbRsuVO/DBOIXM2fORM+ePZGXlxdrUxJIIIEEooobb7wxJtc988wzXZkWFGuUa9JtBpUapBtcEpyodXQszzouVVVSXPi6taRe0nrLRUVFQYl9rGxQKVM6G+3scwrVoFqSbRX51hEWaafTSAMCT0QnwefWc7IttxNocM+VZnk9aXd5QSjkNNR6h+ooMCMhKoeXjoSGe10VrJxfqnLMiLNOsZbf7fYx+Tyq1HHd86myT2WTrr3N3k1mzgrVe1NGDvFnkl+fspNzpxm9A/h5nJjT+ap1yHVtIe9XuE4e2U66vwm4j0mTJoU0DzsnJwdz585F//79E4TbBWzevBmfffZZxMovLS1FQUFBxMpPIIEEoov77rsPPp8v1maEhXJPuq3IptnAUleWHeWWttOgj+Zn0/9UBle3A4ET4eR5eXnIz88PUrjtqERWAz47A3kn0A2UVeVHapBoZ3DLHRncFu4YoeRJdD8okRKAIFWbD+7JaUIOE1WiO+kMceo4cAtWfYIQim1Wz4ETsmpWhhkZNHPgWKnsTgmSinCqSJGKgNL5/Nm10z5mZFa+j+w4O6zqpFNxpR1marvKqal6l+mcLzyiRH541EpJSYnxbPJjeA4MnvdAZviXkS+yHFVbSUeFU6iIvEq9l/vMykjAHaxatQrr1q1zdM5///tfXHnllbjnnntw7NixCFl2amHfvn3o0qULcnJyIlL+jh078Morr0Sk7AQSOFXx1VdfxezaBQUFYTu8Y41ynb0csB5Q08DJijiYlacb/BDpLiwsRGlpqZEMiMgaXZsv+eT3+8ssW6Mb/NlRYEJRw1T10IVROoFsa7N2k8ealWlnH3eAkMLFs49zYk0oLi421jKke8YH/TyCQRJuqYxzO3j9ovWC0LWT1T2wC/kM8ftnRlB0ThodCdQ9ryoyqPpfVWc7bWBVhhmRlbDTp3UEm59v5dxSPUN23m+6Osu21t1b6Zw0u65Z25MT0qrOtIwevVslOae//Pzk5OQyCSyJvNPxcs17q/ZxAp3DReekk86HBCKHY8eO4a677sLVV1+NZ599FmeeeSZSUsoOhQ4dOoTs7GxMnjwZixcvxs8//xwDays2CgoKcPDgQWRmZrpe9t69e433SwIJJOAOnnvuOaSnp2PAgAGma4G7iUOHDmH16tW47777yv0SfJ5AOfyFP3bsGLKyskxVRStlRwe7x8nBk8xgTqHLnAzK+cZmxMGsTnTdUMmxrmynZekUMLLPznHyWDtQORooVDQ1NRVpaWlB94EPbFV28oE8lUf3jIg3ZZjndss1hTlZ56Hu5fARM4WZg8iKBHICp7rvuv7Dz9WVYYco2q2PrJO034kKamavar9ZuWaE0A2yaAU71zB756qccvQcUVI1ep/SMfTs8twLuudZ2sWjWbgDTbdet1ttZ6Z0ywzsBFrJgkdKBQIBZGdnh732aaxBv9nxhqSkJAwaNEhp26effop//etfFe79HW/o0aMH3n33XdfLbdmypTKioVmzZrj55puN78XFxXjllVcS660nkIBNeDweDBgwAN27d494crO33noL7733HtasWRPTd/F1112Hv/3tb0Hb1q9fjxUrVgRts/q9LvdKtwpOB93yPKfXAk6GSpKaQtek/XIJCSuFyI5NOuKtO8fsWJ2KaWaTXXVVdZwbzgLp8CC7i4qKggbrHk/Z+duq+aH8HO4gkWuoU3k8soGrVZRJmYewl8eBmxlRpO1WyqmKRPJtqmtIEmpHjTYjzrp9OuIq+77qXWJ1P63IuY7oWZFvO8+lE5jdWyt7re6tyiGic5LQM0YJzuSSX0lJSWXmfvNIFl4mV775c8zD2XXvY7dB9lNyNyLbknCTrUlJSSgoKDCIdwKRRWlpKcaOHRtrM05JZGVl4fzzz0eDBg1cL3vOnDnYtGlT0Lbq1avjzTffxHXXXYfatWsb2wOBAHr37o3nn38e06ZNc92WBBKoaAgEAhg/fjzmzJmDatWqoX///mjWrBnS0tJwySWXOC5vy5YtyM3NNb6vWbMGb731FgDgt99+i5lDrFGjRqhatSqeeuopXH755ahevXrQ/iNHjuCee+7BsmXLbJdZYZVuDhUxUA2unQxazYikbiCrIiV2EI4qbLdsq3JlG5oRfVmmmSpn10Z+r+VAlidbAk46OLgKrcpWTINc2kYDdSIApIhx9YnK4mq6VMu5Os6XgovFo2ZX/TRz1PBy5LFOFE8n56n6m5W6a0X4VPUys9vu8aEiVLVctc1JWeHYAITWFmbPu0r55mSbnjlJUjm55sqw7sNtt3oXh9OeBHIGpqamwuv1Bi0jyZ2EdB7lm6AVLShaJqF0J1BR4PP5MHjwYNSrVw/169fHbbfd5vo1jh49ivbt22PlypXGtvT0dMyePRtt27bVnpeXl4eePXti/vz5rtuUQAKnArKystClSxcAQGpqKp5++mmkp6cb+z/++OMyyjAAzJ8/HwcPHoyanWbweDzo1q0bWrRogVtvvRVnnXWW6fGHDh1Ct27dsHz5cgDWSneFJ91WRDoUdYjD7rlOm1nlEFBd24zs2rXHrlIur2FHUbdzjB3wgXlSUhK8Xi+8Xm/QAJ1/aA49cHIZIVqXl4el0mCeK2Q8/JTm4fOMyD6fz7g2JwVy/ndJSQkKCgoMxdusD4TbD3XtZXY9O9fX3W+z/mlGWKwcMap+6URZVdlh1ZdV19P9r4PKDieKuN3tVgj1PDoX0N9bJ/fOrHwn26SjTcKMTFsp2XbvkRNwxwE553w+X5nQeHrn8HNonnlpaSny8/NRUFCAkpKSBOlOoEKgdevWmDZtGmrWrBkUeeY2unfvjpkzZxrfq1evjnfeeQdt27a1/F1cunQpunfvjuzs7IjZl0ACpwpq1KgR9Mzl5eXF/coP/fr1w9ixY5GWlmb7nGPHjuHcc8/Fvn37LH+vy332cqcwG2iHWp5OVdFd06ldZmTainCbDTblQFanxuoIumrAalcxUl3XiqjRwNXn8xlKMw/Z5MqSz+eDz+czCDgRacpgTsSYZ5sHgpceo+N520p1nYeKqr7z8HM7al+44NfiqppU2LjCb3Z9KyKq+m5WnllfVvUlFXFSXUuqpSr7zZ5ReQ06hvqv1TNs9dzYPU/1PnKzb1jZoiOxZm0uj9ORZt350mGms0uuJMATHcp8GVIBV5XJ/9ppHzPI+tB7ihRu+Y6i48k++XzSOyaBBCoCWrdujXfffRd16tSJKOH+4osv8MUXXwRtu+KKK9CuXTtbz/dtt92GV199NULW2UdWVhZq1qyZcFQlUK5x6NAhHDx40PjEM+FOTk5G79698dJLLzki3ABQpUoV9O3b19axFXJON8HJwMpMqQplMGZ3wK27lm4wriI7KiVKN9jl9ZP7rYiX6ruqjXQDZ7vlq/bxZEs+n88IFU9JSTFUZT5YDQQCSE5OhtfrNcLDKZycyiO76Hz6ywm6nEcqQ0R5yLqKNEhyG0lIws0dBACCSIsu67Pd66hUQqdKsxnBNNtmh7jbfa5U55ptU70n5P9WCrqZchyqMm7nfJWtZtexe03dObr/ZT/lx+iclmbOPdV7VHeMtMlu33DSBtwxKMm06l3KnaD83ZWcnJzIvpxAucbpp5+Ojh074plnnkHlypUjdp19+/Zh3rx5GDFiBI4ePWps93g8jpcNa9asmcvWOcOFF16IhQsX4qyzzsIvv/yC119/HQDw0Ucf4Y8//oipbQkkUFFx//33Y8KECcqVLOygSZMmto6rUKRbDmZ1g1ozoqorww3bdORVDuisBoJOCJIO0hYzcqTa59QZYXa+rixOuL1er5G4jDzlfPBOA9XU1FQEAgFDoU5OTkZ6erqxTjcNYvk8cCKeREj9fn+ZNYS5ks2vK5cx4ksU0XVCITBOwNuJbKJBP4W2Uv1ozihlY+cqfyh2qdRO/t3KiWS1Te43I1uyDDOHUKjkVnd9lRNCdY7cbucZMiP+qm1O+piuPexcU5ZhdQ3+zKSmpgZlK+dlS5VaKtxyBQizPkjbZD1V5NysjnaO4fUjxyBXt+k9QnWm5xE46QSkaSo8HD2BBMojateujTlz5uCqq66K6HUOHTqErl27llG4AaB37974y1/+EtHru4E6deqgatWqGDBgAFq3bm3YfMEFF+DNN98EcCJT8r333otffvklkWk9gaijXr16qFy5Mh577DGce+65ymNGjRqFHTt2BG0rLi7GL7/8Eg0TQ0bVqlXRp0+fkAk3ANtZ3CsM6VYNvlTqh4qQc+Jmpc65YZvKPmkbt4uOp306VUieE459HDqCpLqeXXJtdg7fxgexqampBumlgTdXrknVLS0tDSLmvBxKbub3+w1liQbEFFKuWkoIQFAGYk4c6DhOCOia0jEQKXCFLT09Henp6UHJmyj8NikpCcXFxcjPzzc+VlnWdQRFdZwsw4qsqMpTPRuqvqO7jjxed00zmLWDmZqqgu54u7bYOd6OHbr9/LvqPtm5ptyueqdR5ElaWprx7HCHEY9EAcou9yWniMhlGO08Y7pj7D6funMJ5CCUSxby+tEPeyAQCHo+6b3mtsM3gQSijTp16uCDDz7AlVde6VqZu3btMjIac3zzzTf46quvlOfUr18fPp/PNRsigTPPPBMLFy60HLQ3b94c27Ztw/PPP4/HH388StYlkMCJLN4LFy7E+eefb3rcxx9/XGZbTk4OXn31VQQCAXz++ef45ptvIjoWDgVdu3ZF48aNwyrD7lSQCkO6VSqyjuQBajJgNdixo86qjrdS9eyUZTZYdAqd+mfHFhX5d3o9M+LGwQfqurDu5OTkoPJLS0uDvFVcqfZ4PIbyS9mBSRGXH243fVRZlYGT6hSAINtIxbJS4uy0mVkbUTv4fD5UqVIlKMEcDfJpgJ+cnGwsaUZKXE5Oju3lzaz6hnRgyfJ0z6nsVzql1crZoyOfdkmZvJ6sn1Po2iscJ4wVcVS1hQ52CKjTd49qOzmEMjIyjP7Jn1PuPCOCLZVe/j7gyQ4paoOmmKj6jqyr0/5gB/S8eb3eoHwOtC8lJQVerxcADHLN66hyoiaQQHnEtGnTXCXcwAkV7e2337Z9fHp6Os4880zH16lUqRLOOOMM7Nq1y/G5TnHmmWdi0aJFuOyyy2yfM2TIECQnJ2PkyJEJxTuBiCIzMxNjx47FHXfcgbp164ZcxhNPPAHgRJKyNWvWYPTo0Vi/fr1y2c9oo3r16njsscfCLodPazFDuY5fs6tqWA1m3FYi7QyeVMdI8iHPV6neTmwi6EignfrrnBeq6+nIvV3CToNsSbj5/G6efVwqZaqkRB6PB6mpqYbaJvuIrj5cEecKuWpJI17PUOd0220fXqfMzEx4vd6gJYp4IifaTn/T0tJQqVIlZGRkBNlp59pmJMwu4eb7Vc+gHWcQd5CoHEK6v2aQ5FVli13o+lSojg2ra5ld0wpmDsVQ+wSdy7P+U1i5/NDzQ8+1LgEZAGMqic/nQ6VKlYLyPOj6iapfWNluBVked7rxMqkuKnvk0oWBwMncEgkkUN5w/fXX4/LLL3e93Oeeew6tWrUyHFdWqF+/Pnr27On4OmeffTbuvPNOx+c5xRlnnIGFCxc6ItzAiffj0KFDUb9+/QhZlkACJ9CkSRM88MADIRNuierVq6NNmzb4+uuv0a9fv7iYQpWcnIyaNWuGXc66detsHRf7GocBJ8REt001yDcbPOrKtQof1RF9/tHZq7JDRditzrHablUnMyJtNuC3qpOOwBFh5iGa8nieuZgTY6DsQBc4SZ5pOZ/09PSgcE9VHYg08KzkqizEqnrKpcJCJVQ6ULtQXcghkZ6ebsyB93q9ZeqZmpqKjIwMpKWlGeqjmTPErt06Emzl1JCOJN6vZD/UEXoVcXdCpuS9tFNOKOTUqgwrm0N91q1g5iAwa3vddaVTiFYT4KDnii/j5/F4jCUBKQyd+rJcJYDeD3y1Ajv1C9UxYQb+juLPEinefJoHTX+hKSmUR4IIN31PIIHyBJ/Ph65du7oyiJWoVasWFi5ciM8++wxnnHGG5fFXXHFFSNfZvn07Jk6cGNK5TjB16lTb80AlPB4Pxo0b57JFCSQQjEhl8k9OTsaYMWMwdOhQ18fEscCmTZswaNAgW8eGRbpfeOEFeDwe/POf/zS2FRQUoF+/fqhRowYyMzPRoUMH7Nu3L+i8P/74A7feeisyMjJQu3ZtDBkyxAjFjQQkmdCpa2YKso480zYzRU0SCN2AT0VOdARAlu+E2NpV2cwcAar2UJEg2u5E2VMpxZLgyrnTnJDz5EScZPNM43QeKcBmijSRbpmtnNvKw8tlO4U6uLfTZmQbhbTyue+0fJpcfoir3nQehfzatUNHFK36pezjTh1nOqIt9+ueZd01uV3yOmY2yWc/FAeLmdPJiTPOrDwr2CX+TsumZ5P6oLxX8vmQzzb9JWU7LS3N6KvUx+kZoOdYZ3MkHF667fQhck1km+yh8Hial07HFBcXG+HybjsFysvvdQLlF1WrVkX37t0jVn5GRgauueYa3HjjjZbH9uvXL6RrlJSUoKCgIKRznaBSpUoxPT+BBHRITk5Gr1690KhRo4hdw+v1YsCAARFdQjAaKC4uxltvvYXdu3fbOj5k0v3dd99h8uTJZSafP/zww1i6dCnmz5+PVatWYc+ePWjfvr2xv6SkBLfeeiv8fj/WrFmD6dOn491338WIESNCNQVAaIqWaruOFMsBNV2TD7p1qpwk+XZs05EV+l9lhw5OlWcr21RlmCnmTgi4PI+TZk7AOXh5MsMxL4tUMa5aAwhS01V2yxB3fk0iCapyVKqa036qA+93fHkwWr+8pKTEINc8VJWIOK8TJ+Y6p5GV00nukyRWRVL5OfIadlRxlRNL94xZ3QM790VH/nXl6p47O8+fyvlmF2bPYijgdstn2Q6of9L/qmdH/vDK+y9XEpDX5445WY7q/1AQihNEOgTpo1KxA4EA/H4/CgsLg0i6G4i33+sEEggH48ePR6tWrbT7L7roItdCYuMV9evXjygpSuDUxRlnnIG33noLmZmZsTYl7jFhwgRMnjzZ9vEhke6cnBx07doVb7/9NqpVq2Zsz87OxpQpUzBu3Dj8/e9/R9OmTTFt2jSsWbPGiHf/7LPP8MMPP2DmzJm45JJL0Lp1azzzzDN444034Pf7ldcrLCzEsWPHgj5AaIMonZIsYaZ86Qb4qgGZzka7A287+6Rir7qW2yoPL1v1v9nxTgi4SgkDTs7XpvvHiTif5w2cVJDkgJ0r2DyTsrSXE1LZJ6gcUox5mXTtUNRPK0giRAmciECTKkjh5R6Px0hQRUmciouLg5TCUPutmdLMt5s9L1IxtrquXfIvrx3Ks6BzGDiFzj63n007RNNJO4RC/OV1ZP8jwk1KL19qT64nD5x8hil5Gj/WykkTCVi9m+ldw98DZDuFkQMnnQ2BQMDYL98Z4SLav9eA/jc7gQTcQOXKldGhQwflvuTkZNx55504++yzo2tUlHHOOeegRYsWsTYjgQoIHqWVgDlmzJjhyEEeEunu168fbr31Vtxwww1B2zdu3IiioqKg7Y0aNcKZZ56JtWvXAgDWrl2Liy++GHXq1DGOadWqFY4dO4Zt27Yprzd69GhkZWUZH0ogYTYY1qlmfBCoUiLNVHCdgsb/6tRSlfqpKkeeq6uPmaPAKSQhUX3MoBrw6pQ6J4SDzueqDx1P4Zlkn1y/m8+flEsOqdpIF17OQ8q5mkYfmm+qW1fXzn12CpUKzUNXueJONlLoLXcypKWlGdnfrZwDVn3A7LmR56v6r9V+s3LN+iiVZef50SGSZC7UZzZc6JxZZBP/K8+jfU4UezqH/udrVPNnkvdjIuScaHPiTv/TuTxUW9bJDdgh9qp3BD1bZDePPOH15sufuYlo/14D+t/sBCo+3IzQCAXVqlXDsGHDQj4/1vbbxY4dO7Bhw4ZYm5FABUU0noMFCxbEPHdJpARJHRyT7rlz5+Lf//43Ro8eXWbf3r174fV6UbVq1aDtderUwd69e41j+A847ad9Kjz66KPIzs42Pjt37gzaryPQfL9UKeU+3eBXkmXVd9XAXnUsv54VdHbyct2AJHA0aJTZgs2uKW0za0enqqEcREu7+NJDsjzuqUtKSgpSzkgJp2WGZCIn+qjC0XmZvO580B+O+mb3HGoLPh+byAxlLSdCk5aWhszMTFSuXNlwEgQCARQWFpZxRoTSv1RkVkfaZB+wclzxfbrvqvLlseEo1WbviFDKCnV/OM++3evaUbad9G1OlFXlcjWY7+dzwXX28GePlr0Lpx+HAv7elFM1+IBCvo+4qk8qvs4pGCpi8XsNWP9mJ1AxceDAAWVfiyYaNWoUVlbkwYMHu2iNGvXq1UOVKlXCKuO3337D1q1bXbIogQROYteuXRFP1Ld//37MmDEjJqIDx+jRo22viCCxc+dOHD9+3NE5jtbp3rlzJwYOHIgVK1YgLS3N0YXCAWWmtYKVWsOJtyS/upBU1T4JFeHkZFxVhhmZVxFsnc3yOk4GmpxccqLN7VKFO8r/zVRKnbJoRz2XqhYRZ5kUrbi42PiekpISRKDpXOl44SGtOoWJSLdM5kaKManHVJ4MlZVKnF3YcXCQbZUqVUJmZqax7Bcp11xJI2cFd1QACBrsq+y0Iplm/c7OsyMJt+zLZserbODbrBBJZ0i4ZVq1uRVCcQ7YeW/o7qmVM4OcO3Jd7uTk5KApDjrbaR8PNedh5ZT9W0VY7b7D7cCqXXlCQnpv6NQCIuQlJSXGGuMydD5cxOr3GrD/m51AaEhKSkJGRgbOO+88PPTQQwCAI0eOYMSIESguLkZ+fn5M7CotLcW+ffvKLN8ZCejWqH7kkUeQmpoaUplFRUXYv39/OGZZokaNGpg7dy4uuuiisMpJrNGdQKRQXFyMmTNnomPHjvjLX/7ievnHjx/HPffcg2+//db1sp0gOTkZtWvXDuncffv24c4778Qvv/zi6DxHb8WNGzdi//79uOyyy4zlmFatWoUJEyYgJSUFderUgd/vL7NI+L59+4ykFnXr1i2THZW+h5P4gpMR1SDcCdmm8lTf+fV42XI7L0+l/pmFaeoGtToFKtRBNg0Oac3mtLQ0Yy1dvo3PV5b2WpFpu8q+ChRiSgNqPueRSKJUwvmPvSqpGh/s8hBVUsmoHCA4+zlf85sSkdEx3ClA4IPoSJC1pKQkpKeno0qVKsjMzCyTuZmWJaL1yIuKiuD3+w2yTmocOSkikS1Z9+zIKADuEFGRJKtIEdV+1ccOdMfpyJzd8/k+u8TZafkEnSJsdV0rhVinblsdT/0rPz/fIJg8zJpU6qKiIuM59/v9xofPg5bnFhUVoaCgAH6/vwzBtaPY6+phFaWhes/JJQrlu4Ofw8k1LRFGCdTceg7j+fc6gdDRqFEjPPLII9i9eze+/vpr9OjRAz169MDAgQOxa9cufPvttzFNsDVlyhRs2bIlotc4evRoRJL5TZ48OaK2n3766Vi0aBGuuuqqsMrZtGkT7r//fpesSiCBsvj+++9x22234eeff3a13P379+Ouu+7Cp59+6mq5oeCWW27BzTff7Pi83377DXfccQfWr1/v+FxHpPv666/Hli1bsGnTJuPTrFkzdO3a1fg/NTUVX3zxhXHOTz/9hD/++AMtW7YEALRs2RJbtmwJ8iauWLECVapUwQUXXOC4AgQ7arRqICUHWlakkQ/kVMTATLHjAzauulpBVY6OlNgpixMvItpE2oiI0Txg/uHhkXbJiZV9ZsfzATtXsujDCTWdo5sbSW0mQ6n5mrgqIsjvmVwfGAiej8qVbk7kZbmhgkcleL1eY31tskkuF8aXWaL/+RJpZBsRFl2fNoPueeD2mjmYdOXp9pk9MzqixM+xSzytEEmlPJw+Euq1QyV6vH11ZdBzXFhYaBBv7kTjCcbkUlryf0nWCwsLlc+vU8Jt51grx4X8nZCRL9xpSLYXFBSgsLAQhYWFQe83NxDPv9cJhIYGDRpgwYIFeOmll1ClShVkZGQY+zweD6pUqYKLLroICxcuRIMGDWJio9/vx7PPPoucnJyIlF9QUIDRo0cjOzvb1XIPHz6MiRMnRmwua0pKCmbMmBE24S4uLsaUKVOwa9culyxLIAE1tm3bhg4dOuC3334Lu6zi4mLs2rULPXv2xPLly8M3zgVIR7kVCgsL8euvv6JTp04hEW7AYXh55cqVy4TEVKpUCTVq1DC29+7dG4MGDUL16tVRpUoVPPTQQ2jZsqWRZfGmm27CBRdcgO7du+Oll17C3r178cQTT6Bfv35hhaPZVZjsKEjyOEmYJJGQ5ZgN+JyQL9WxZkqTVdm0nQiYXMOZ1BoeFqkqy0y91dnKbVMpRqo250S5sLAwSDnjdtJfXhe+jV+DQs2pHnxNXCvSKFUrj8djJIOisjnhlmvZujGYJtJNEQlkj9frRWZmJlJSUpCXl2esw03tx+d+e71e4/7SgJ/PPZX3ysoeGYlBZcjnRTpB5LGyDN31rSJDdNvlc2u23w5Ux4dzj+044twiZGYI5RpOnuOioqIgBxB3Jsmwcb6d+ig9X/RROYxCif6x2wa69yu3UZVYkTv8ZASPrIMb5Duef68TcI5GjRph4cKFOP/88y2PPf/887F06VK0b98e27dvj4J1wfjggw9QWFiIWbNmoXLlyq6VW1paiqFDh+L1119XPh8NGzZEw4YNQyq7sLDQdVWPIykpKeyQcgD4+eef8cYbb7hgUQIJWGPr1q247bbb8MADD6Bv374hZzWfMGEChg4dGvPEaaFi9erVmDVrFt5+++2w6uD6pJtXXnkFbdq0QYcOHXD11Vejbt26WLhwobE/OTkZy5YtQ3JyMlq2bIlu3brhnnvuwahRo0K6ntmgV0UC7CggqsG/TgE3I2tSKVVdh9tiZrtKgbVS5VXX4ko2KaJ8rjIPU+aDYTqHJwmychzo2kBHeCS4ek0D9vz8fGPgzkNN+eBVrnHLB8NUrt/vR0FBQZnkSzqbiARwhZyTak4UaEAtz3ELFKEgM65TvXkmdwrd5fbyufKkPJqp8Wb3RkekaZ+VI0NHMlSOLZ1Dx6zP84/OCSSvZ1WuFfh5Zs+/nfPdPFYeb/WusOOg1EG2NV8mjD/Lubm5QeRTpXrzZ50rxKoIDSvVPRxYOVMpIoeHwlN96H2Tl5eH48ePIzc316iDVOmjiWj/XicQGho2bIhFixbZItyE888/H4sWLQqZhIaLpUuXolevXtiyZYsr6vEnn3yCSy+9FBMnTtQ+KxdffHHIxPapp54q4yh3E4888kjQkn2h4o8//ojJuyKBUxdbt27FP//5T1x22WW46aabsGnTJvz3v/+1de6vv/6KsWPH4oknnog7wv3ll1+aJnPbtGkTmjZtiksuuQQdOnTApEmTwq6DJ1AOn95jx44hKysraDAtlRaVqm2mdDuBjpzolGlKtqUiFWZqnqpeduxQlQWcJNzp6elISUkxbCIizTOB8znPfCBbVFRkhELaTfpj9/6Y2c7JEyn1PCyeQqy5TXy+NQ34aWBMA3naLkFqMq11TU4KUnfIGcGzoNMguqCgAPn5+WXC4cMBj1LIyMhA1apVjfn2dN8qVapk2EdtQtnZ8/Pz4fP5kJ6ejtLSUhw/fhz79u3Dvn37kJeXV+ZeS1htU91f1Xaz8uwq61Ywe7ZCVbedKKfhqqx2ynDjGnbKlY5BfozunvPzVOXLv/z55YkLOVTONZXjJlIwqx9/v9J0DlLw+XtTRtXo7JfO3Ozs7LAzHcca9JudgHM0aNAAixcvDplMbt26FR06dIioimuG1NRU9OnTB3379sW5557rWCk7ePAgXnzxRUydOhWHDx82PbZdu3ZBTiO72LRpE9q1a+dKGK0K9evXx5IlS3DJJZeEVc7q1avRsWPHMnkWEkgg2qhXrx66dOkCAOjevTsuvPBCY99vv/2GSZMmAQAWLlyIHTt2xMRGO0hPT8e7776LDh06GNuKiorw3HPPYfbs2Y5tt/q9dhReHq+wS67NCKyd883K0hFk1WDNDgmT5anscuJUoMEtLSXFt/Es3Lws4ATJ42SMEq/RMRQCakUQZP3tOj94+/L/SfWSc855mxEZpu+UrIgr4nbajuym8nkWZb4UGX3k0mG83nbqamYD3S9+HwEEfed183g8RnZ34KRCX1hYiOPHj5chAXYJN6+TTkVWHWt2rhV5431Alk1/dcRe5xCzQijk1g1ybtWGkSKYKuKnc/bJ9rXbx+V3ek6pf8voBP7ROYactIeVo9Nqu+69S049WmGBr2ygcmqF6gBK4NRC69atwwpLvuiii7BkyRLcfvvtMSHeRUVFeO211zBnzhz4fD489dRTOOuss3D11VebTlEoLi7GqlWr8Mwzz2DVqlURs6+0tBQLFiyIGOEGgNNOOy1swg0A//73vxOEO4G4wJ49ezB27FgAwLRp04JWyPD7/Thw4ECsTHOE/Px83HvvvRg0aJCxLRAI4M8//4zI73GFIN0qWBFQM6j2W5ELTiLsXNcJ6eTlS3us7OaEhBRbOpeSCPA5k3wda64Q8/JIaebkU6cq6myyS7ylakr/k200v5NCqklh4seTOsbDVM0cH1YRBdxBwZU3OlYVLmqX4Nk5Ria04/O1qV2JhPv9fkORJ8JdUFCAY8eOGWq8zO7ulMDI/62eEb5dRYal48TKEcHVUj6vny/HpLPLylmkcnjZPccKbpN5t0ibGfk0s8WO48XqfJ5zQdrilsPBrqND5yDVOSKIeNO7VOU0VV2H/7YkiHcCHHfddZcr616fd9556NOnDwYPHhyxRGFWOHjwIADgvvvug8fjQdu2bdGvXz9cfvnlZY7dtm0bXn31VSxYsMBROCflUnGSHKmgoAATJkywfXyskJ2djdmzZ8faDFdRuXJlDBgwwMi2v3DhQnz66afIy8uLsWUJOMGhQ4dibUJYyM3NRW5ublSuVSFItxy460izap/ZsfI4HenVlS33SVLuRBGT5YeicvOkYlyJ4XaQesvDpuU1SG0lwmal2MnBtmrwrbNdp6bxtuRKWUFBQRnSLZMz6ciBHPzSvFLeTrKeMsyVL28UqcEzV9tV/Sk1NTUoq61cdikvLw85OTlBSxTJ+2BFcGRbmTlXVOfI48zqanUcTQWgiAfuFKHoBj7/V2Wbro5m3+2cYwU3SZZZu5rVWxI+6SixY2c49dC1s5mT0+z8UB1HTu63qo3MzjdzUth1wCZwaiErKwvdu3dHZmamK+X1798fkydPxk8//eRKeeEgEAhg0aJF+Pjjj5VrapNz2Ck++eQTLF++HG3atLF9zvr161FUVOT4WtHGF198gQ0bNsTaDNdw/fXXY+7cuahWrZohJNx1113YvHkzOnXqFNchyQkkECoqBOm2IrEqQsoHkzoFxg45UA2crJwAOjt1qq6qXFknK+JCqjYnSZy4cXUQQNCcbfIaUygykZrk5GTHiUec2i4hnR38uxVB4ITCDpkk1UoSewBGe/FoAJ5AzQ5ZCAV0LfqfwnHz8/ONH66MjAwUFBQYc7q506CgoAC5ubnIy8sLimwg2CUsVvdM3hOnJJ4fb+VM8vl88Pl8xpxgAEa78DaS6yCHQhTdPMdJWfLdANjvV3bJn51r6uxWOSGtrmPVh+w4RVROJ6f3J9zn0+w3wM71IvWuSKB84+KLL3ZEHq2QmpqKWrVqxQXpJtDqGW6hpKQkaHk7O9efNGkS8vPzXbMhEsjLy8Prr78ed4moQsUNN9yAGTNmoGbNmkHbvV4vLr/8csybNw+333479uzZEyMLE0ggMnA9e3ksoRv0yQEjV2spuVR6eroRkktzd+2QQa620rVVRF6nHqlsVNVHpRjatY3qyq/LFU6+nixXg2W4rqwrbytVHeTxfHs4Ko9q0MrtlsnfVAnh7FyD2oYfz9uK9pWWlsLv9yM/P7+MouqE5NitO1fSiTTzNYspYRNleidyTeo9bZfzznnbEeySa16OWV/W1Yn/5eeYEVZyJlFoPU8GyPfTc84jPZzALpmyW4bTsuwqvqrynRBdO8+kmaPA7rMVyvFmx8r+qnsfRRr8/eLkXZOAM9x0000YNmwYhg0bhptuuinW5kQML7/8crkoM97w6KOP2ibyTz75JObPnx9hi8LHRx99hJUrV8baDFeQlJSEd955B3Xr1tUe07RpUzz77LNRtCqBBKKDck26zRQw3XYaiKelpSE9PR0ZGRlIT08PIt8UokrHSzVFkgSVOqcj2qrBs4qshjKA1YHbT/Xi5IpII6mCRKQpBJ2OlfNmZRup7NE5CMIJR6VydYRWN+h1qgzyJYpktnOeSbmwsBC5ubkGwbVS3MIlAxQqrloijP4nBSE/Px85OTnIy8sLWraIZ1bntpqpcCrYcSrw6+gcTipiy89R3W8i2DzrNV8Gj47n/ValjJrZYqcNrBAu+XLquLFDrO1cT/XsOCHxZsepIiHsPqtmdqn6dKyRIOHhw+fzYdSoUdiyZQvmzp2LF154AS+88ALmzp2LL774AvXq1Yu1ia5DrvPuBho3boyuXbu6Xm484dChQxg8eDBycnK0xxQUFGD48OF49dVXo/JM5ubmOlLgOQKBQESTvEUbAwcOtPW8tmvXDldccUUULEoggeihQoSXA/bILAAj6RQpX1zFJWJJ5/E1nHVqGz/XSgXi5EGSdFVdVKHYoRA5Xg4PDU9OTg4aDJaWlgYRbboeJ+g8KZe8rk4h5XXg/4dLPmV7R4IslZaWorCwsEz7AGVJuVWCtnBtob9FRUUoKiqCz+czHCbAifp7vV4jrFwmeSsuLsbx48eDQstV9jpxTujCjlXkzMxRIlVtebzqXnPS7fV6jbmBxcXFRnm8j6empgaF/+vUZ50TwA2YKfduXSuSg0j5TrIi/1bvOLO+Z0XwVc6TeCS18WpXeUFSUhKGDRuGJ598ssy+atWq4e9//zsWLFiAtm3bVpjMzqpl89xAWloaatSo4Xq58YSSkhK8/vrr2L9/P3r06IEbb7zR2JeTk4NnnnkGBw4cwMyZM6Nm07Zt2zB37lwMGDDA8bmzZs1S9v3yitNOO005j1+iatWquP/++/Hdd98l3p8JVBhUGNJtJwyWwqy5ki1JNymHwEmCIwf7ukG76jjddzt14eQ81B9gqiNXAomAULgxkWwKSyZVMDk5OSjBCNWbMoTqiBU/XqfiuzGgCJUs2i2bbC0pKTGWGuOZw3nGd7fULKt7HgicCHmndbc9Ho8xr57uGc3HJzvIOZCTk4Ps7GyDeKrKtrKLQ+dIsVu2HVKmuh795dn3iWATeIQG79PkMJLXloqr3X7qlFCZOeWsEG3yZhadY/cZDtdm1fmRiJyJJOLVrvKCzp0744knnjA9pkWLFli0aBE6deqEP/74I0qWRQ733nsvmjRpEmszyjXmzZuHjz/+OCgRXWlpaciKc7gYNWoUunbt6sjpcfjwYcyYMcPVee+xRKNGjdC3b1/bx994441x/W5PIAGnKNfh5XbVEwJXxqSyxsNSaYDO137WDTD5IJ1/rEiElWIt68LVHHm+1QuJiDdfyoaIGC9X2s7nQhOpUZEVXduYKYl2EOqL1imhNyNCPAqAVG2aO213CTKntpsRbrqHhYWFyMvLQ0FBgeEEKSoqMsLH6S/ZSoQ7Pz8/6L5atQG3S3ecShXWESNdOHGo16UP76dExilHA3+u7SpIdoiezq6KAqt7ZPYsuzVQ0r1j+LNpl/wnUP5QqVIlPPjgg7aUsZYtW6J9+/YV4l7zXCkJhI6cnBzs3bvX+MSKcAPAkSNHMH78eGRnZ1seW1paiiNHjqBPnz747LPPomBddJCSkuIoG39SUhLS09MjaFECCUQX5Zp065Q31XYijUS6+ZxkOobvp5BVHk4syzMbEOpIh5mddK7qPDMF0erHmYgaJx+0PRAIBGUQ5Yo/XzPX4/EYTggiNVYkRjdot3KO8HqHAruDfTOCKI+jNuHEV6Vwu0W8rewpKirC8ePHcfz4ceTn5xsOAEqkRuHl+fn5yM7OxpEjR5Cbmxu0LncoNtsJuzaz3wnRttomFXZ+DPVfAEGOM9U8SR69orPXbl+JJOKR4Fs5Ydy6Rjj9lMpIoPzB6/Xisssus338qFGjULVq1cgZFCVMmTIFmzdvjkjZzZs3TxCZGKC0tBTPP/88GjZsiEmTJpk6AKZMmYIzzjgDH3zwQRQtjD+cfvrpGD58eKzNSCAB11CuSbcT0ICbh5XzvwDKkHIi31xRI/DBuEoVk4N01V+rUFMnBMdqUEkkTKqcqnoQKeftI69D7WKV7EWex+tk5kiIxiDZieIpB/4qImBFNu06G6zsIeJfVFRkrLlNmdNJ4Sa1+9ixY2UIt9NM7jqYhflKQuykHLs2UUI5UrclVGHnTm2RsHu/7cJuGfGqeumcIXT/3X6OZWSR2XHxAitbE9CjVq1ajtouMzMTQ4YMiaBF0UGlSpVsqfuh4O9//zsyMjIiUnYC5igpKcHBgwfRt29fdO/eHb/88gt27NhhfDZv3oy///3veOSRR5CXlxdX7zE3sGPHDsyePdv28ST2JJBARUGFmdMNmCcgkwSSCLjcD5zwSFI4tioU3ezavDzV/7rj5bky9NesDCtlkBMP+p+v38zbgrcDncPDqymBGld9VTab2a6LDOCDaTv1DxVOy+PHyzra/VE0q7Nqvx2b+D2gJcIoQ3cgEAhKpCZD4J38mJu1l46E8rrxv7LOqmdW58SSNlC909PTyzio6CPXNbXjvLJLFt0YEDmNyogkVH3cyqln1p52Ilmcqteq/huptnHDaWDmmErAGs888wx8Pp/t4z0eD84555wIWhQd3HPPPbj44osjUvYLL7yAQ4cORaTsBOzjs88+U/bVivxuyMvLw86dO2NtRgIJxAwVTulWETyuNHDSTQSUwqaBYCLL1/5VXceMWKtURCvCIwmnjuypyI1OLSRSRqHidByvGymFFE5PdSfnAydxOpVUF2aqGyjr6q9TxM2u4xThEnir+thRkGV/VJVv5/p8+TKa552bm2ssYUaOEqu1w+3YqrJBdW/sRHHwskMlUNRvKVcDV7upXO5w4CHn0ia3IhHiEeH0d1VftnKiue20sBvN4zZCvZ4uwkP1O2RWRkIdD63v1qhRA9WqVYuANdHDjP/X3pvHSVVc7eNPz0xvwzCAgGyKGwgqiwRekWi+iQEXBNHBFxBRR4PyiuCKhBBDFI2iAWMUBUOIGBRFREDcggtoRFkEAR2QTWRRGVBZZoaZ7ln6/v7gd66na+pu3be7p7vr+Xz609331q06VbfurXrOOXXqhRdQUlKSkLzbt2+vrIcNBHzsidfzLB0QDAbRrl072+n379+Pv/3tbwmUSEEhucgo0i0javxFxl1fZaRRXKsrWsc5zEinzOrG/5tZP/h5cYJm9GLm52QQLZ3iWm2RiIvXcsUFL4uvDzeCrD5iW1l5BYh1dQNOLdZOiJmd/hIvRFnoHot7eItkOxGWVacEQXbPrUi6LH9xP26uOKP+SW1AgeZ4VHeZTHb7n930RtfHAyfPC2C/r8reK0YKFzNFmN18rGClcGzI4P2DL1XicTDED0emT74TiYsuuggXXnhhqsWIC0eOHME//vGPhOR9++2344QTTkhI3goKZjjjjDNw3XXX2U5fVVWFH3/8MYESKSgkF2ntXm5EYMXj/De5m9JESLR8GVnDRJhZ+OxaKo2OGVm6razaRmURKQOi3cJFMswJCZEWInA0WdQ0TU9H+VhN6mX1STWsrHVuyWpluedp6JyTcs3Iqh0LoSif2JeNZIm1vYy8Gawgexb4OdryTtOOe2Rwwk0B5sLhsPTZ5nXl30Zy8G+ncINMOVWIWN1/mZLPqCyjd5zYX+x6L9i1itvJqyFBJNs8dgi9U0lBJnse0qWeConD+++/n5B8S0pKEAqFEpK3goJb2Lt3L66//npb83EFBTeRk5OD/v376x5BH374IY4cOeJK3mlNujnMLMjif+56yidDfE03fcusLEYTb5GwyCCSDrsTUiOSb1ZXTiC4zHV1dfpe5QBQU1MDj8ej7+Et5imT0+Px6G7Ndq2/4u+GbsFyg3jbUQqJaWUKFjtE1an1XlamlRVVRnjttpFV3mI/s1JikQWbPoFAQF8CQedp3TdtqyZTEpkptMzq0RCIkV0lAcGonmbKFdl7RCxTVo4d+WR5yfJ0Ss5TBW7d9nq98Hq9enBOmWdKOBxGTU1NvX6eLvVVSBwikQiqqqpcjTReW1uLmTNn2tq2SkHBbezduxeLFy9GUVGRaTpN07B06VJ8+umnSZJMQQHIz89Ht27dMHHixCjSvWLFChw5cgRbt27F5MmT9d2eYkHGkG4OowkknzDy9cw0IeJrn2V7GYt5mU0WrSal4jEZYbZ7vRVRIOtfbW2tvgaW15fyEPflBhCllBAt25x0O7G4mk34E2UNd2pdTZSVm/7LLIx0jV0CGE9byazrdgi1EeGUXS+zHJspaJwosagv0pp1WtNOICsiJ+VcY87lcGphtKs0SxacKu6c9hnxOqvnXSxXJg8n8XbkcdrOqbg3vJ28Xi8CgYAeb4AvgwB+Vuhyxadd7wCF7MCOHTvw9NNPuxqNfdOmTXjuuedcy09BwQnKysrwwgsv4OKLLzbdr7uiogKTJk1KomQK2Y6mTZti7ty5uOyyy+rFvLjooosAHB+3W7RogTFjxqCmpiamctJ+TbdTMiVbt0yklLueExERrX9Gk0qjdEby2qmTHYhlysgJERSy9tF3bW0tAMDr9eqWa+5+Tmk4yRbPW7mXm9WHt5nZfRTvhdnHKg8j2Zy0ud20ZmWaWRb5t1le8SgGxDaLdZJvRa4ob6eEz+xeEcilPBQKoaamBtXV1aipqYlax81JuayvmikRrORqqMSIt7UdIsets2KARbN+Z+a5IJYrWr6trjc6ZhdmdU0kuJWb3Mvp2+fzwev1wufzwe/3w+/3IxAIIBgMwufz1dtNQyG7oWkannnmGWzYsMGV/A4dOoT77ruv3o4OCgrJxOLFizFu3DjD85WVlZg0aRLKysqSKJVCtuPcc8/FFVdcYRpkMicnByNHjsS0adNi3nYx7S3dssmelbWOiCidE6N7G002zSbZRpY/M7llE2KZpdAMZtZyfowUC+FwGH6/P2qfct4W4qSYjnHSwi2IRlYvUTlhpRwxI8oya7usfuK1drwDxDpbeR/IyINZ/lZ1leVp1GedWgSN0hs9I+J9srpevPd2iapofZX9ttvv+dpYkczxyO4yK7eRrHYsuQ0JRs+A2b0Rn3HxOePvRf6+NHp+nFjbjZ4RO++7eJGM+0fWbSLcdIzHEKGBnRSflI7iEjTEfqaQfOzZswf33HMPVqxYEXdes2bNwrJly1yQyhrpoJxUSB127NhheO7jjz/Gk08+mURp0hdmczQFZ3j00UdtpcvJycEdd9wBv9+P2267zXHMgbQn3QQzsiNOGom4cat3Xl6eodVWJKVO5HFy3q5liqeVXWM04JG1m7vVA8ejPhOB5kScrueTQCLd1dXV9QKvyWSwIgJGygaSiyavIpHSNC3qOA/uxom5lWXTiETLZDMixLL87cLKwmclpxlpt5tWdq3RNaJcsnRG9eBKHFn9ZDKIBEQmH1m1xf5bV1enRyy3s1SEy51Og5YTsk3H6ENbJubl5SEQCMDj8ejvCAB6G1ZXV+ttbDTImD0fRgTb6D1hdKyhQqYkI6LNFZfU5vT+Igs4XQMcJ978fzZj586d+lidrVi9ejX++te/Yty4cZa7hRjhww8/xOOPP+6yZPXh9Xpx3nnnYfLkyTj11FMBALNnz8bKlSul6Wtra7F27VoVLCvLsHr1akybNg133313VJ/++uuvcc8996RQsvRAr1690LhxYzz55JP1LK5fffUVpkyZgjVr1iivFgdwOne/+eabUVdXh9///vc4duyY7evSnnSLk3Yj8i0SMXGSTZG6xYk/d7NM9MBgRkhlJInDrhWUgvcAgN/v1/Pka9kpP1kkd3ECLrPKmJFXWZ1k4Pun83ugaRry8vL0SS3l4fV69Xrwtb5GZMuqvWT9yMr6aZanEam1ghmRtcrfbjlmxIfnbXStHeIu+21UlqxMo3KA48QwHA7r/YXuOwVQM9uj3Ir4ycp3ilSQeP4+FNuRk22/36+7QtPaY1m07erqahw7dky3xALW67eNngtRiSWT2802MCuL5DRSYsYiF9+uT1zOJCotaFIkKn1lwdWyEVOnTsXdd9+NQCCQalFShlAohPvuuw+BQABjx451rID48MMPce211yZl66W7774bjz76aNQzP2XKFMP0NTU1mDdvHn744Qf86U9/0hVOCpmNqqoqTJw4EYFAACNHjgQAPPbYY3jttdewZcuWFEvXcNG+fXtMmjQJw4YNQ+PGjaVpzjjjDFx22WWYN28e/v73v2Pjxo3JFTJN4fTdk5ubq1u67777bt1rzQoeLQ1H9bKyMjRp0kSfQALmFkEizxTcJi8vT/+IEyL6EAGvra1FVVVVPcsuL5OXy8s2I3uJanYj6zH/TxNriq5LmkYxmjsRcU5mw+Gw3g5G1mQ6ZmWdNbKOejwe5OXl6escyVpkZP3khJzvUS0G0LLT5kb3zk4/M7MwOiHdZoojK0u2KLNReVbHZfUS28WMNMnkcoPQ8Gvomz6c4FD/5M+0HaVCGr4OLSG+B3NychAMBuH3+5GXlxe1kwEAfbs1IHonh9raWlRUVCAUChnud+5EwWXU1lYEWEwXC5zebztl8X7o8/n0sYa3L5VL7zRuiaAYBTU1NQiFQgiHw6itrcXRo0dRWFgYSzUbDGjMdopmzZrh+++/d0y6Bw0ahDfeeMNxeQ0ZPp8PEydORFFREbp3726ZvrS0FO+++y7uuusuHD58OOHynXzyyXj99dfRo0cPx9dGIhEsWLAA//d//6fW8mYRfD4fGjVqBOD4O0JZZo3RoUMHLFy40NazT/j2229xxRVXKOJtAx06dMDSpUtx1llnObqurq4Ozz33HO644w6EQiHL8Tqtfbb4RNqIFPG0otXTiLyJ583KEcsysqiZySyDERm1Sm82MaRz4t7FZLnmFhpOWHjAKk5qrcqT1VtsH6NJuki06Tjf+5bcz8UAUNx9nrugG7WHWLb4bUROxbqZpbdLEESCKiO5RqRElNmITPK2tyJOVkomXl9ZmbLrZRZsK0WEkYy8j1KQQAoUyD0drNreTbLttC6JgnhvSJmVn5+P/Px8+Hw+/Rny+Xz1LN0Ear/c3FydrHPlnFim2X8jOWXHrPqFHRJM30bvdn7eDEZKOFk68rIgBaXsncp3fiClp8fj0QOtEWHPdlRUVGDWrFmpFqNBoLq6GpMnT8bgwYPx2Wef4cCBA1Iy/dNPP2H//v0oLi5GcXFxUgg3AFx22WUxEW7guKLvmmuuwdNPPx1zgCKF9EN1dTUOHz6Mw4cPK8JtAL/fj4ceegiLFy92RLgB4KSTTsJrr72Gc889NzHCZRB27tyJwYMHY/v27Y6uy83NxS233ILJkyfbSp/Wlm7AePIjHicyFggEdAsPpaHJJn/oiYSS1cHKTdUMRoQ4HkuNVXlGk0SR8HAiyy2F3HIskhcrq6FYjpnlUzxPxEAM9sZlI0sct9yLVm4e9K26utqUfJlNqO2QXKt6x0IqRfnMrN5GssjkFGUVf8uOibBriTSDWTlmCiSjOpulswO3nsNEPNOx5imSztzcXOTn5+uRs+mcz+eDz+fTnxd67ohA8k9dXR2qqqpQUVFRL+iX2TNi5xkwUhK5DaN3k1l/tNvfeZvTem0ab0gJCERvxUjvNXpHURwC0ppns6UbAG655RZHxHvnzp246qqrsHnz5pjKSwfQ/OXMM8/EqFGjos49/vjj2L9/f8xb2sSCYDCIffv2oXnz5nHlo2ka7rrrLjz11FMuSaagkN4oKirCa6+9FtcccsOGDfjFL37holSZi06dOmHhwoXo0qWLo+uOHj2Kpk2bWo7Xaa1K5xYKIwuhaHUTyaPH49Enk9y9WmaVFcuWlSuD0+NiOUZk3WiCalR3WV7c8iK6QIpt4IRo03HZPZLVkf+WWaj4cbpH4hp9mtCKZJdHDRZls4IZmRWPiQTDKn8jMmwlg10iI95vGZEQYZReTGO37Yz6rlk5dgmXGfl2modMxljg9Do7ZblBQMmKSuSPjlFcB1JkUbwEeh9wkggcX4Pp9XoRDAZ1hZzZO9DqWRAVblzeRCgpRTnM/tt5bxnVlyv8NE1DMBiMUn6IzwEpPSORiB5oTVm6j+Pw4cOorKy0bQHduHFjRhNu4Oeo95s3b8add96ZYmmOI9Ygbxwejwdt27ZFXl6e7TWSCgqZivbt2+OBBx6Ii3ADQOfOnTFu3Dg8+eST6rmywLZt21BUVIQ333wTnTp1sn2d3XuU1u7lBHHybVZ5brnl13NyKQa6seOWLvstQzxEzO6E0EwZIcubE29ZEDLRwi+bDMsUAVaTZCPSJ9aZSIGsHkb58+BrMldYGfmzktPMYmyUTkZQuRKBu8DL9kc2IgVmygx+P0RZRbnMyjCD2TNgVKbTgcMovShzLATbjiItGXCLUIv/xX5CruEUy4IHS+OxLXw+H4LBIAKBQD0LLA3WfM9pO8ols3qa9Rur+xzLRMTsmefvBP78iO83q37Cjxu5mtM5+iYvK3FvbwVg4cKFWLduXarFUEgSxo8fj1tvvTXVYigopBz33XcfunXrFnc+wWAQjz32GFq3bu2CVJkP8pb66quvXM87rUm3zGJmh1jK9u3l5Excz0y/ZZMwWTlWMts9bzTpFOXh6WVtYUZ+eV5c4SAetyKofKIqTvrtEm+jCa2oCBGjqov3SiQcRsRARmBlZdu5xqwMsd8Q0fH7/fpyB3Lx5cHt7JIKO+RUJq+sX8vqLCvHTDlkBFk7mNXRTCljdM5OXkbW1WSSbSPESiTNrqf+xhU8RL6JFNL6YrLM0nlqKwoGpmk/b4VFS0DM6hBLfXg/NFJ4Wb1XrCAqWmVEXyzDSb3EdyrFxKDgjuT6y9OIS2ayeZssEePHj7d1vyORCLZu3ZoEiRQ4IpEItm3b5kpeOTk5uPzyy13Jy2306tULF110kf7p3LlzqkVSyFD07NkT1157rWv55ebm4q9//atr+WU6tm7dikGDBrk+nmSk/5oVwaR9aDVNq2dl5KAJkh3LiNl5OzCzRNvJU3bcyILp1EIZC8QyZP/NFBfcus7lNiPHsrzsTvqN5OP/7Vi2ZLKKk3UiLHyNp6jg4XtMi2XYqYvYTmbtYNR3zO6h1f3l5coIr3h/xD5h1+osWietjjvJOxWIVybZvSaSTb+Bn62sFMsiLy8vytpKhJzcnXleRLrJQm7WN2TyWPVHWRo37pXYt8RyjNrObn5mzwR3NSeXfjEPM2VftmPLli1YsGABhg4danpPysvLk7IftUI0wuEwnnjiCcyfPz/VoiQEHo8HgwYNwpw5c9CsWTP9+M6dO/HJJ59A0zQ89NBD2LVrVwqlVMgkBAIBFBQUuJpnvDEXsg07d+5EUVERlixZ4sjV3AxZp0onVz4xMBod51uF8ajeIpxY9owQy6TSiDCbERsxbSzWJytZxONWFkzZBJggRvolmWnNo8xCS+dFomuXLFvJyWFkveZ5yibvRLi5RZsiSBOJIYsk/Ratwk7JitgWVsfNCIRR+TIiwxUoRm3Ef1v1CbP6Wv3m9RLlkylGUo14rMOy55z6nbilGvDzNoGccHs8Hv1dSJG06dmrq6vT14bLtvOzY5G28y4yU1jGauXmfc2JLGYwerZkCkG+Y0Q4HNb34gaixx/ZeJPtqKioQHFxMV588UXDND/88AOGDx+Oo0ePJlEyBcKePXvw/fffp1qMhOCqq67Cyy+/HEW4gePbDBUXF+PGG2/EG2+84drEXEGhT58+rufZpk0bnHrqqa7nm8nYunUrBg4ciJKSElfyyzjSbWap4JMuItV8eyGybJMrIJ8UySZ5Tq2pRtc7gRF5keVtx3piRkqtZBUtwFYWLtn1RhDXlHPXcT7BFwm3jBjatfIaEUpZXjJSb0RKuYzkSs7X0YrboPEPj+Au1tsJzEiB3WutFBiye+OkTCtSJPtvR1Y75K0hWRbjIZQiROItpqc9pclVvLa2Vl9/TOeB41u7EEgxqWmapQu0mVxWCiXRAu2Gh4JdRaeRfLE8e1QW36qRu5qTYpfSULsq9/JohMNh3H777XjxxRdx6NAh/fgPP/yAb7/9FiNHjsQ777zToJ7lbMLq1auxfPnyVIvhKjweD4qKivDPf/4TwWDQNO3ZZ5+NSy+9NEmSKWQ6EhHXoGvXrrjgggtczzfTsXPnTlx99dX48ssvUVlZGVdeGedeLiMXsokWrbOrq6vTCQ6fGPGJpRVhMbKIArFZZWRW6lhcD2Mhw0blihNgng//L8vfzMIqXiMqRkRLGg/uRGsgef60bECUzejeyOpqVAexPZwoFjwej27dpjXbsq2ZaLJdW1urk236cIuZuKZdVicruWT31um1IozupViOWZlifxLzdypTrJbRdIRZn/R6vVHKK3IjB6C7mJNFu7a2NsrFHIC+1RitRyavDDt9TnzWSAlAxznpNKuPWd+wAzuKGPrmijy6Rvbh18nen+L4Q2NLJBLRvV74Mw4g6rfCzzh69CiKi4vRpUsXXH/99QCAmTNnYs+ePWqf3waACRMm4Jprrokr8n4kEsGyZctclCp2DBo0CPPmzbMk3ABw4MABfP7550mQSiEb8M4772Ds2LGpFkPh/8f27dvRo0cPXHvttZg9ezZ8Pl9M+WQc6ZbBiHgDP0czl02sxLRmE1oZsRQnZU7Jsux/LPlReqP8ZceM3C5l1kGjiawZAReJsZiGJqe1tbXSPW1FWURLOJ+Yi9HnRfmslAtGbcSPyQgll5PcyknB4/V666XheVCducWb2oUrjJwQZZncYh3s9C+r4zIlAMkutjcvS6YgsasQMLtPZvJkGmTPOSmwaLsvHi2bX8P7JT1n9PyRlZx7BImeDXYUUtSnvV4vAoGAvoSCLOzV1dVRS0iMnsFYiLfsOefnuDKAlGOixZlbq8lCLW5dKJOVl8nfSfSbFB5caajczOWIRCL44osvMH78+FSLoiDg4MGD+Nvf/obf//73MecRiUSwYMECF6WKDQUFBbj55pttEW4AOHToEMrLy9G9e3eMGTMG5513nn5u165dGDVqFH788cdEiauQYZg/f36DIt25ubm47bbbMHLkSADHrb8PPvggNm/enHKFZ2FhIU477TT8+te/xu9+97t656dPn45169Zhx44dcVmq6+rqMG/ePGzYsAETJkxA165dEQgEHC0ryQrSDdS3qvJJHcEJybJTnpPrnEwgrSzhRmnjIWhGE2kjaw6fxPKovHatYpx40zHRhZw/6Hytquwey9pIRuisLGAypYGM1InX0hrtvLw8fU0sn3SL2zNR/jziNB2ntOFwOGrCbwbZPTTr7077q4xsWLWvSLLt9ul4kCyinSrruoxUatrx4JHV1dVRzw+RcSJ75EJO/SsvLy+KXBI5lpVnptTioGchGAzC7/frxDYSicDv9yMUCtXbXsuI1FJ+sbyTZUo/crUPBAK6goy/PzioPelbtrWkTDZRWUBtW1NToz/vfOmJgkI6oba2NmPWdf/yl7/EwIEDbac/66yzsHHjRum57t27Y8WKFZg+fbpL0ilkOr755husXr0a559/fqpFgcfjwc0334wnnnhCV8B3794dV111FWbOnIl//vOf2Lx5MwAknYAXFRXh+uuvR1FRkWGa2bNnAwBefvllzJ07F++++27MSu1IJIKSkhLd06pFixa48cYbEQ6HbV2fVSO70cTQ6JNq2UQYWZ9l14pEUzYZl01geVqRWBpNIs3kFwmwSLJkbW2UJ5FwcSIu5iUjomb3XtYeRtZvo7YyawOPx6O7lBPh5iCLNb9nRHK4e724hy8/Z0eZIZPT6bWy9FbWaC6jaNHnxMeqT6cTjBQ8qQA9NxQNX7ZPNIEszRTbgvod31qMglDyrcbE8oyemZycnKhAbMDPZDcYDKJRo0Zo1qwZmjVrhsLCQgQCAZ2YO+2rZhD7XV5eHgKBAILBYFR53ALNP36/H/n5+WjUqBEaN25c7zqxHLEt6D896+Q9EA6HUVVVhcrKShw7dsyVuiooKDhDTk4Opk6d6mqekyZNUtGjFWzj+++/xyuvvKIv50ol+vbtG0W4Cbm5uRg7diyWL1+O3bt3Y82aNTjjjDOSJtfw4cMxd+5cU8Itpl+wYAGWL1+Ofv361fM4jQU//vgjpk2bZluhlrGk22xyZkSqzSb6TkmA2QTRauIoum3St0gwzcDT2CUzdq28VuXy9G4oMMR8xPWfnIzz9ZJmJNyojrxMsXyj64ys+Jws80jPAKIINCfaXG4+yad8aB0tv14mi0xOKyucWV3EdjGyOppdK0vLZbHbT+J5rlKFVCnxqF3r6up0MkeWWU6gOcEk4k3PDe+fPE+y9JopzmQQl4vwD4/qn5+fj8aNG6OgoADBYLBefIdYIeu3Xq83yvJOafgzKT5zfr8fwWAQwWAQBQUFaNSoEXw+nynxpraRvV+oHO7Cr6CQbli2bBl2794d8/WhUKhBLK044YQTXM2vefPmGDVqlKt5KmQ2nnrqKUybNg0VFRWu5PfZZ5/hk08+cXwdjXNGaN68OU466ST07NkTixYtwgsvvID+/fvHI6olrrjiCsycOdPxtmqNGzfGr3/9ayxbtgzz5s1LemC5jCPdTghiIhEL2RTJKv3m37HmJx43I0zcDZlkEa+RTXxFa7iYp9nHCDTpFQPb8XaREW36z4PiicoH8b9MSSG2GW8fJySR720sHjNyLeeEnVvc+LpwTsKtFE2ilZl/y9Kb5cXrZlRnO9fz9HbJlJEVWaYIsCpXlk+6wOgZpt+8vmSZJgtqVVWV7joOQCfgfEcHTdMQDocRCoWiniEi3OQGHqtCkm9jxrcg4xHVfT4fCgoK0KRJExQUFERto2fUDk5B5XF5SKMvKu9IOSHue+7xeOD3++spCMwgU0rK3nEKCumErVu3RkWXd4JDhw5h+PDhOHjwoMtSpR45OTkYOnQorrnmGrV8RMEWIpEIJk2ahI4dO+LTTz+NK6+1a9di0KBBcSnE7KBbt2647rrrsGDBgoQS73POOQdNmjSJ+fqcnBwMGTIES5YsSSrxzognPxluqU5dcM0QC9GJBWbliCRTnPjxbyOSKbNsimRdLFP238zzQCTVIpHm8vE1oJSOu7/KyKJTq6x43K71n0NmpRajkXPCzZUgnKSQOyytQbXjgmvUzkbE1UgBITtmV5FiZUV3ClnfjeV5tSLtbsDN/O0qRvjzTkHAKioqcOzYMVRWVqKyshJVVVUIhUL6c8T3kq6urtY/3PWZrORWHiSiLDyGgab9vH0jHact9aiPBwKBKKuylYLJabvJFGC01hpAvT3O6RgRc7qeW+kDgYDtyO4kkyLcCpmCWAKGlZWV4eabb8abb76Zsf3/3HPPxQsvvIAPPvgAffv2jYs0KGQH6urqUFpaimHDhuG3v/0tnn76aezdu9eW9buurg579+7FypUrMWTIEJSWliZB4uMoKCjA888/jwEDBiStzFjQokULzJ8/P2nE26Ol4dutrKxMf1lxy6MMRuc4kbGLWCw6iVQCxJO3zN0YMCdgbtXfzOIspiPLkt/v1626ZHHi13E3UFojyUmBOPEX6ygSeDMvAZmywoyI5ubmoqCgAAUFBQgEAlGuqzwSMp/wAz8HtOLbB/HgTnSc1uvyIFSyibvZ/TS6/+J5Wf3Ec2bKFiu4/bwk8hlMB1h5tHDLLrfg8uCH1MfoueKKLVkfo/zF/kPl+Xw+NG7cWI9eDiBKmUTRvAHoO0vU1tYiFAohFAqhoqJCDyIoU7g4aRd6v9CzSYRefMfw39zrhN4zwPFnk9ZlRyIRXV4uZyzPwtGjR1FYWGj7uoYIPmYrZD5at26NxYsX2w4CVVZWhmuvvRZvvfVWgiWzh5ycHOzZswcnnXRSwsqIRCL44IMPMGzYMBw+fDhh5ShkFmgsGjx4MHr16mWa9ujRo5g6dWrUcrFY0LlzZyxZssRRlG5CeXk5hgwZ4vo2gH/4wx8wZcoU1/I7cOAABg8eHLdHgdV4nRHRy+1afAB760dl5MSK3DuVK15YKRKsyjaaLBv9tlJOyMqUEVk++bQi+vSbiKnsPC+TW7fJwm1F+nmeRoTBqL5G+YngpIX2QyYLH0V65FsFUeAqTdOkbmic7BIB4G0cDod14m5EnM3a0crazZUJvHySgQe7EyNZJpsAW1lhKY2RksUurPpMMsm/+JzRMf6f93m6T0QeZYoZmRXWSKlj9NzRcbJsc8Kdl5cHn88XNTmg54AUTdzDg7bNc6NN+bNI/ZogesRwt3NeZ24J58oF8hrIZsWPQvahtLQURUVFWLRoEfr06WOYLhKJ4JlnnsHTTz+N7du3J1HC1CMnJwcXX3wx5s2bh+LiYvzwww9JKbewsBBnnnlmveOapmHTpk0qlkQDB42jCxcuxMKFC5NS5tatW/Hmm2/izDPPdOxl1rhxY9x00034+OOP49quK9Fo1aoVFi1ahJ49e+K7775LWDlp7V5u5+abWeGM/htZhxI9cYrX9dRoMhxLvmauwqIFSCxTZh0yI+VmsvKJOu3jSxNkTrK5G6xIuI0IAC/TjHQaXedEsUHyEFkgizRfK8vdyWXtIlonuQUcgO4R4PP5bMtvVAerulFZVB65uFMU6vz8fOTn5+trZe3II6sz/3YTIjl0apEXYaceiYSZR4oR4ed9kvoiV1rRc0YfMWYCz8OobJlsRES5wklULnHyTeu4+ZZe3CodL+j9QuXxuhIJ57sFkMz8N38W+fp0q/6voJCpKC0txdChQ/H73/8e5eXlqKmp0T/hcBh//vOfMXbsWIwbNy7rCDdH//798eKLLyI/Pz+h5Xg8HhQVFWHu3Ln47LPP6n3Wrl2LGTNmoGfPngmVQyE98fDDD8e8o8awYcPwyCOPuCrP+++/77q7fKtWrXDTTTe5mqeIjHAvtwORHMrcH0XEYgFLhkXLaRl20xtZgMVjiZDB7D6KCgBRESBa4WIl2zJ5jZQKZsRclDsnJwf5+fkoLCyE1+uNsnBzmSktER8xqjOBW+IoHyIJtbW1qKqqQlVVlaGbuaxN7N4fkpHItmxPYe6iS8oSHpzLLtl36n0gXpdM67KVPEDirOixyOIkndW9cvpsEyGl7ba4xwR3dyfyywMNUqC3qqoqVFRU6GvBuUxO33dkQW/UqBH8fn/U80W/ueWarO9A/T1J6TwpAuvq6qLczM3aUwSlU+7lCukMj8eDli1bRo0Tmqbhhx9+aBBRymVIhns5RzgcRrt27fDTTz8lrIwuXbpgzZo1luT++++/x5gxY/Df//435oB4CpkHj8eDe+65B9OmTYvp+q+++gpnn322qzK98MILuO6661zNs6SkBJdffjn27dsX0/VW43VaW7oB+5NIOxaZWPMWy2loEAmiSFxl1mw6LsvH6DrxuGziHmubkoVMdCHnVm+ZJc6qTrJjdr0j7BJaAPUm4rw+lI7qRcSCR20HoK+5FbdOEtvHjgUwlueBQCSFCDhwvM0oiBTJSR+yiIv7LVvdCzvyGSnLjJAKi2MiregymLWvHW8TOm7WR2TWdDOI1/I1z3y9uIzE0rU8cj/vg1bPqxXo2ePxEChfTvxJbqovlUuya9rPy0FkEdkVFLIRmqbh4MGDKC0t1T8HDhxosISb4MSqFwqFcPfdd2PRokWube/kNu68805b1vS2bdti8eLFmDlzpuk2UQrZBU3TsHjxYnz++ecxXd+uXTvb+2nbxbRp0xAOh13Ns0uXLigqKkrYXDEjZgJGE0wn14uQTSqTNWF3MoG1k168xszCb2ZVtktwrEiGUZ5m18is2UYfs2tlspsRESOLtlmbi/mRhS4UCunrULl7MycTAPQ17BRRmlv7yAJIv3n9ALmrrpF8oiXZqE6iYkXcVol+E+mmKM6UJ50j6zhXCtjxFjA6ZmXRtPJ0yBTISKeZksvsWRB/i+mtrpXBKD/yyuBeEDJ5SRkFQFc4kes2rQsnOHlHi3WiYIR0jLuZk0s8t3JzAk7X5Obm6gHiqD5cUaagoNDwEYlEMGzYMOzcudNW+meeeQZPPvkkrrnmGtxwww0Jli429O7d21H6IUOGYN68ecpDRUHHrl27MGLEiJjmUYWFhbjuuusc76tthi+++AKjRo1CVVWVa3kCwEMPPZQw77K0Jt1uTWJk5MtoIutGmU5JtRWMSLiM2BiRGCJTnFTxNcb8dyxWcy6rGRmyM4G3S7ZlMlrdQ9EVWEbsrPKRuRPTPsk8+jO3gvN0lIa+adIvruGmtbZEekUyL8og/hd/y9rQqo5EgCiqPG8fsvYR4aYI9OI6VyPFD8klpjPrK9lIbIzawa6FXdaX7TxXVjLI0siILt/WD6i/XpqDjvN11kZKJqcEnJRd1dXV9fYl588tKQGIlHO5qR7Ux3lU+GzsmwoK6YpNmzZh6dKllu+2AwcOYMaMGfr7jIK+pjs8nuNrwP/xj3/g1FNPVd46CgCA3bt3Y86cOTFdW1RUhObNm7smi6ZpeOmll2wrx+zC7/ejZcuWruZJSOvo5ZxI0X8gNmuWW4S6IUAkJWaWcRnJBn6e7BLh45NwIzdu0Woquy9mpNDKchlLG4iWdFEup1Y6no+Yv1keNCBzQkGWMb4um5NtUaHB3dK5xY+upXM1NTWmJFpsBzvyc5lJTq/Xq8vB8ySZafsnko/6FEXJ5n1JBisFgpGsZojnHZEOEO+rmSeJmTU8UeDtT/e/tra2nqs23z4sJydHD5BIefBtzqqrq6X92ck9prS1tbWorKxEMBiE1+vV+zPvvyQfRTsX60d9nsdhEL07MrX/KSQXp556qnRN4/vvv4/Vq1enQKLMwh//+EecdNJJGDp0qGGacDiM3bt3x1XOsmXLEh7Z+fXXX0fXrl0dXzds2DAMHjwYo0aNwvPPP+++YApphVAohD179sR0rcfjwZVXXomnnnrKNXlqa2sxZMgQLFq0yLU1436/H3/5y19wzTXXuJIfR1qTbiPrXkOeWLs54XKSl2xiTRNbvu0TT8uv4WuPuZWHk2/ZfZARcyviGy8ZEBUoImkUy+W/rQggr5NRHrKyqf1qamp00kBpeTuKwc84GeH5cUugSAhoPbisXWS/zeorU0YRMSIXciIgXD5OuKkscR2ux+PRXXZ5OqdKASdoiO8EK8TSFmJ/tvI+sUrjFmQKnHA4jHA4DL/fr8vBnwl6R5EyihNun8+nW6ZjlYfKpPKIxFM/FhWQsnoA0OXjcRh43IZMUeoqpB79+/fHE088gUaNGkmDfd1xxx16EKyVK1dixowZMa/FzGaEw2HccsstCIVC9dzG6+rqsH79ejz44INxr09/++23XXeRFfHaa6/hT3/6U0zXer1eTJ8+HX6/H7NmzUrLcVTBPTzzzDP4f//v/6Fv376Or73xxhvx8ssvu7pF3rZt2zB48GBs3LgRgUDAlTwTNV6ntb8IBWciF8N4t5Bxw5LWECCzvsjS0FpbajfursmJEU0+6UNrdsXAWJSvaEnnv2VurLLfbnZ4KyuYSDpkMstIjPhbVj9+DSksKJgakVdSYpBrGicQ4n7XmqZFbVHEz5PbqxsBaoz6OScmoqzUBjz6MydItLaVXM1pSzE7/TXZaAgyxAIz7wbxmOzaZL7fuAcIRdvnoOeBk20gei21W+ulRZJMigCRNPMPvSv5e5S8UOi3bK96WV7ih9JkGs466yz4/f6MrFuycMkll2Du3Lno1KmTYXTtli1bolOnTujUqRNGjhyJjz76CDNmzMDJJ5+cZGnTH2VlZbjtttswevRo/OUvf0FVVRUmTpyIW2+9FRdccAHeeuutuPLftWsXPv74Y5ekNca3336Ld999N+brCwoK8Pe//x3XXnuti1IppCN++ukn3HfffTEpu3v06IGBAwe6LtM333yDl156yZU5TE1NDV5++WUXpKqPtCbd+fn5aNSoke4KaEUArcCtHfzjJmSWQ6eQWfL5hE08LtaDu2fyCaS4TlKcXPJ25eRbjKZtJCNvAy6zWDe328eJG7UsD1FeuyRGzJtIMt+vlAg4kXFa30qWPiLj9M1dcomM0L6nlB+3EhrVy6jNxIm/rG1IBoqyzt3mPR5PlMyctPDga9SnKLCa2b0wktPsfLxoSMq1WGWReXc0BIh9iZQ4fO96ciUnjwmuYAJ+Dq7mxvtUJh9FV6dAbyQX8LPCkt6jfC03j4EBRHuoOPU0yUQsW7YM3377LcaMGYMzzjgj1eKkHVq1aoUFCxagRYsWjq4rKCjA6NGj8frrr+P0009PkHSZi2PHjuHZZ5/FAw88gPbt2+Ovf/0rZs+erb+n4sFbb72FLVu2uCClOX788UcMHToUBw4ciDmPQCCACy+80EWpFNIV69evx9y5c1Mtho7q6mqMGTMGzzzzTNx51dbW4sMPP4xfKAnSmnT7fD74/X4Eg0Hk5+fre6xaWVuNkKyJdrzlGBFZI3dgwDqAGm83/uFu0AQ+sSQrpqzdZeXKJtxO6mkHZoTTzmTWSC6ZIsaJ669IvMlaLAZv4unJUkbkllsHiagQ+Q2Hw1F7YYtl03e8hJXyJ7m4tZ7K4dZH0b2WW/9kHirxeJw0JLLcEGCkKDJTfMVSRjwgD5BQKBSlTOLvGOpvovzcw8TqWbSjGKNvKo8/X5x4k8z0m45TGt6uXIkmysLryN+ldnYhSEc0adIELVq0wPTp0/Haa6/hjDPO0JcVKFgjJycHjRo1ivn6Hj16YPHixXjggQfg8/lclCw7UFdXhx9//NHUm2zdunW2LMqRSARz5szBxIkT3RTRFGVlZZg+fXpceVx66aXo1KmTSxIppCtqa2sxY8YMlJeXp1oUHaFQCFOnTm2w2/YBaU66Ofnzer0IBoNS4u3EwmCGZFof4inLzF1aLIMTa349P8fPi8e527kV8bbr4iqmtetxYKfebpAyGUGMhXhzt3AxojmlFSMqk0Wc3F+JFBDhlgUmExUpZgoFI5nFOsqs9iSbUV35HuVA9B7MdpUj6fL8pgpWygszZWQy20ckuOQ5UVVVpZNZ6vuc+EYikXp7xMfiyWJXLtrWLBwOR/VbvpsAHefRzHlEdnouxPLpHer1ehEIBFBQUICCggI0atRIVyJnMrp3747Nmzdj2rRp9bZ+U5DjN7/5TdzKmG7dumHSpEmYNm1a1FIgBXdw4MABDBkyBE899RT2798vTbNlyxY8/PDDGDVqlKP9wOOFpmlYsmRJXNGe6X2ooLBx48a4liwkAvv27cO1116LI0eOxJzHypUrLfv4gAEDMHr0aP0zcuRIW3mn9UjHrXbk5gz8HOU51uA6snL4dzLgRll23IrFAZxPJEU3SfrPLb4ywm4WkZrLY0TC43GHFS25VI7Rt5EsscBOe4vp7JynCTyREErDCQsPwCaSY6MlB2blyxQnMus5kQm/31/veeTpZVZ8Tsh5/ol6zrLBCi7rg1yJZnRNPM9APNfxcuvq6hAKhXQlHgCdZPNruEun0fMu/o5Xrurq6qilN9R3aas8isDOn0c6Tm7zXEYAUYSbYhvw+1RTU5PwiMapht/vx4033ojHH3887gjQ2YAbbrjBFQ+InJwc3HbbbQiFQrj//vsTHsQr21BWVoY777wTs2bNQuPGjeudLy0tTVl/37x5M66++mq8+OKL6NChA4LBoKPr//vf/6pnVQHA8bnpqFGjUFdXhyFDhjQIw4amaXjjjTdw0UUXYdSoURg1apQj5eLGjRtx3XXXGb4TTznlFMyZMwc9evRA06ZN9eNlZWX417/+ZZl/2pNuvk4UgL7WWNxDtSFNuOMleXbdKGXkiUAkjgco4hZsmiTSpJJbuOla0UUyLy9PJ2Kx1FEk2zKSZ6d+ZqTayGobi5wEI0Iqk9PsnpiVxd1WZWmMCCtXMohpxXRmdZTJza3dXMbc3FyEw2F4PB74fL4oBRjJQ5/q6mpbSppEwi2lS0OArH8YHZMpt4yevWSA3h1VVVXIzc3V3V/5umlS3tBWe2aW/XiVCTxP2kosEonA7/fr+3BTn6+rq4si4yQrX3bB5aB4Bo0aNYLX69UVC3zLxkx0L5ehoKAAkyZNsm0pyGYsWbIEl1xyiSt9Izc3F+PHj8fSpUuxcuVKF6RTELF58+ZUiyDFF198gW7duuGGG27A9ddfHxWF2mx+UllZiXfeeScZIiqkCQ4dOoQxY8bgyiuvbFDeWRs3bsTtt9+Or7/+Gr/73e9sbSemaRr+/e9/4+DBg9Lzp59+OhYtWoTu3bvHLJejN/cDDzxQz1W1c+fO+vlQKIQxY8agefPmKCgowNVXX10vaMPevXsxYMAA5Ofn48QTT8T48eNjDkYhukaTTOIWWHTOTn7Jghvu42bnRTdJfh0nctwNktpMZhnj7UofruzweOpHQxfra+X6KjtnZqHjBM4sj0QQCDMXdtGNO14iwyfyZBnmHyMLN5eHzlu5EVspasR+xYl3OBxGVVUVKisrUVFRoX/I9Z3S8DXoPPBbPG0UDzKFcNsF77syRUoy20PsT+RmXllZqfcN7g1B73uuxLGTf6xycdnq6upQVVWF8vJylJeX49ixY/o6dB7ckJZakGu8uP6T3pXBYFAn73l5efD7/fo2aHQsXjS0MdsIrVu3RpMmTVzNMxMxe/ZsPPLII67mOXXq1AZhoVJIPubOnYuhQ4eiY8eO+mf69OnSNes//fQTbrjhBrzxxhspkFShIePQoUMYO3Zsg1rfDRyfJzz++OPo27cvbrnlFqxcuRJ79+6Vpt20aRPGjRuHp59+Wnre4/HglVdeiYtwAzFYus855xy8//77P2fAJgZ333033nrrLbz66qto0qQJxo4di8GDB+OTTz4BcLwBBgwYgNatW+PTTz/F/v37ccMNN8Dr9cY0kFD0bL4mliZmVpY7GRJFzlI1qRetmyLppYkid5HkQdX4ddzNnCxNPG/Kj8i5HZdhmTu5kXWbp5edc6ONndwrWb1kbtyUhhMcmYXRjhXfSR2NLJlGeYjWcDPI7he37nFSR/2LK3R43zNag+70fjp1oZddz+uWCXDaf+wqxdyGaJEml+zc3FwEAgH9vUTy8ejmXCGVaLl436Uga0SOeQRzOi+zcnPFsBgDQ3xm3bJ0N6Qx2wiXX345evTokbCIsZmCuro6vPLKKxg+fLhr0d/POeccXHnllViyZIkr+SmkFw4fPozDhw/r/++9915s2LChntJv9+7deO+995ItnkIaIBKJYPbs2QCAGTNmwOv1mqZ1a+mvXZSWlmL27NmYPXs2fvGLX6Bnz5710ixZssR073Cv14tWrVrFLYtj0p2Xl4fWrVvXO3706FH861//wksvvYTf/va3AIA5c+bgrLPOwurVq3H++efj3XffxZYtW/D++++jVatWOPfcc/HQQw9hwoQJMUfTFLdxMYoqmQrya1SmncmvG7LKiLZILmgtIgBdgcG3f+JruPnWTx6PRyfWoux83aMRmbSyqJm1W6K08kaKATv3QkzH6ylOpo3yNCPKTutspsgQy6T08fRLrqDhZfP1rrL0Rm3mFEbKGqeKhHQHV/Dwj1vtnaj3qIx4V1VV6fePE1RS1siCDyYC4nMsku/q6up6zytva5l84g4Q5D0k214vXjS0MVshPpSUlGDgwIFYsmSJK1GkGzdujJ49eyrSrQDg+NZLc+bMSbUYCmmI5557DmeeeSbGjx9vmObTTz/F/PnzkyhVND7//HN8/vnnjq+bMGEC2rVrF3f5jlXpO3bsQNu2bXH66adjxIgRuql+/fr1qKmpQb9+/fS0nTt3Rvv27bFq1SoAwKpVq9C1a9cobcGll16KsrIy07Uv4XAYZWVlUR+CSLI5OXQTsRC9WMgSXee0TCu3YVl+NDEkV0gKikUWGgD1NFI0UeSWJ5FQGrmtUhqZZZPS2KmzzHJvt85OYJewkkwi+KTbjNwaXWunH8SivHByvZO8eH7ix8gl3q4MZm3Azxk9B0bXZ6pbJSm//H4/AoFA1JaK9OxysidbjiNrm2QoJ6i/0PpuWp4gLocBoq3edK2b99SIPIt9mq/tNurjIkgpBUSv5XY7onRDG7NlCIVCepBIBWts3boVV199Nb766iuEQqG48xs2bJgrE0oFBYXYEQwG0aVLFyxduhRvvPFGgwlOZheRSAT/+te/sG3bNsM0hw4dSst3fTAYdMX7zJGlu3fv3nj++efRqVMn7N+/H5MnT8avfvUrlJSUoLS0FD6fLyqaGwC0atUKpaWlAI6b+EXzPP2nNDJMmTIFkydPlp6jiQsnieKewW4gViucXYuj2bUcRqTVTlojKyoRbU077h5Mk3OaPPL8uBWc8he37jFymTSaEMtktAM79ySePuDUOsotYUZtL15v5mJuVoYbL+J4rZZGyhOj83bzlFmn7d5jo+fNrO+lwgvGbfB+Qc9pIBDQXZ/z8vL0Nck1NTX6Mf7+FNfXOynXDYj3TtM03YrM60V1IRdvWWT8RCEWDwqZAkO2PSAPnkbrw+NFQxyzZXjllVd0oq9gD5s3b0b37t1RXFxs6dJphY4dO6KgoMBF6RQUFJwgEAhg1qxZGDZsmP4sX3zxxdA0DQsXLkS3bt3wm9/8Rk///vvvY8uWLSmS1hjbtm3DoEGD8Nprr6FLly5R5z799FPcfPPNKZIsPqxatQrl5eXS3QicwBHp7t+/v/67W7du6N27N0455RQsWLDA8bYDTjBx4kTcc889+v+ysjKcfPLJAOpbHPh2LRx2LGmJdEF1e2JqJ2+7E0Tu0snbkLaxkYFbvM3IIi8z1gm6lVtzrNfGCjvLBqws+6Iign/btSiL/62UL3YUAU5gptQx+m2n7FjlMmpXsWyzOqQruFKBtqLihJsCHFJ0eW7hJgKYk5OjB/6yqyxMRNtRXWj5CkW4p3XQPGBZqqLfO1UOAtHKBFIaiO7Z/Dzf8z5WNMQxW0RFRQUeffTRjHgOk42amho899xzWLduHf785z+jqKgo1SIpKCjEgA4dOmDo0KFRyjO/349Zs2ZhwoQJOPHEE9G+fXv93I4dOzBw4EBs3749FeKaYvv27Rg4cCBatmwZdfy7774zXTfdkPHmm2+ipKQEffr0iSufuMKjNm3aFGeeeSZ27tyJiy++GNXV1Thy5EiU5vzAgQP6erLWrVtj7dq1UXlQpFTZmjOC3++XhqKnCQon3jSZ4efsWIaNBnwjAmGWLhVwSkxlE0Ga6NbU1OiTPoqmy61iNHkXFRtihG2efzztY8eK7+RaKySCaIiEUJafWb4yQi7zWOBpxWvctuqa9TexHPE5cuKxEYs8TjwCxOUN6Tz5p7YlgkquyvRs0r7Q/Hkn+Hw+PXo40DDWuRMBpfcSjychunCnCzRN04PFeb1eqXIoUduFpXrMlqG2ttYwoqyCNSKRCDZu3Iji4mKsWbMG7dq1w9ixYx15Q61YsSJtJ8MKCpmAyZMnS2NkNGvWDL169ap3vGPHjliyZAkGDx6MrVu3JkNER9izZw/27NmTajFcg6ZpuO+++7B8+fK48olrZK+oqMDXX3+NNm3aoGfPnvB6vfjggw/089u2bcPevXt1zUCfPn3w5ZdfRu2B9t5776GwsNDWHmoiyKWcWweqq6ulEWM5YrFSEIwGslRP/OwSDEprdJxIM7VlKBRCZWVlvXWV5I5Ok3w+AaZzIuED3FtDm8j2djNvI0LthAzy642sxdydX/y2a2F2E3YUCUbXxAORQPPjso9YrpPnqKFCvPfcakwKNK/XGxWcjKzjtG2VuEQk2RDfHUSyycItvuPTgXyLstL7le4N1YkUnYmwRKd6zBZx6NAhjBo1ClVVVXHnle0oLy/HY489hnvvvRcTJ07Epk2bbF0XCoXwwgsv4NChQwmWUEFBwU2cddZZWLp0adQ2kAqJw6pVq/DII4/EFX3dEem+99578dFHH2H37t349NNPUVRUhNzcXAwfPhxNmjTByJEjcc8992DFihVYv349brrpJvTp0wfnn38+AOCSSy7B2Wefjeuvvx6bNm3CsmXL8Kc//QljxoyJaVN1cbJcXV0tdTc0spSa/Tcqr6FM7KzWRlulNYLoPUAW78rKSlRVVenEW7ZvNBFuMdiRHRntItkEIJ7yZGs5jVz9ZemsiDaHSBZlCg9ZOUZy201rdL2ZoivRz5BYPl8LTNsMcmIp1rehPOOxgt93HiRNpojhgbvIQk7EvKFB9F5K5/tE70oKIMYVyACi1nfHg4Y2ZnNUVVVh1KhRePXVV9P6XjY0VFdX47HHHsOAAQMwevRoHDp0yHCSWFtbi/vvv19Fq1ZocMjLy0NBQQGKiorw/PPPY+DAgWmvEE8EOnbsiNtvvz1h3lEKPyMUCuHhhx+OS0HpaGb17bffYvjw4fjpp5/QsmVLXHjhhVi9erXut//EE08gJycHV199NcLhMC699FLMmDFDvz43NxdvvvkmRo8ejT59+qBRo0YoLi7Ggw8+GJPwRPAikQjC4TBCoVAUIQTsT6AbyqCfCLdpM6WDkWWPX8MJNu27TPvT0nk6x/deNnIvNoKdNMm8T3Zf8E4IslP5ZcsbZHJxQsXTGLmyG5Uh5hcL7FiL3bqPVuu2ibxQn+X7zfNlEtRf0929nMCVYVQnvo0ft3AT6HheXl6U0k1cKpJMmPXLdLxPvI+RK39FRQU0TdMD39G+5G7Ur6GN2YTDhw9j5MiRapuqBOK7777Ds88+i5deegl33XUXOnXqhIEDB6KwsBAAsHLlSrz00kuYNWtWiiVVUIjGL3/5S1xzzTUoLi7Wl6oMGTIE9957L95+++2MclsmrFmzBldddVVM5Pnmm29GSUkJZs6cmQDJFDgqKysxfPhwvPDCC2jTpo3j6z1aGs5cysrK0KRJEzRr1kxK9vg6xTSsnmPEOxm2Ikgyd1WasPOyRQJDiIdoJhNW65CNSJnb65Nl5dJvWVojq7Ib1mW79ZDJmapnj/fXvLy8elZtklXTfl4vzJdEpFL2eMCfS7/fj2AwGLVGLDc3V68X35aKP7cUE6OmpgahUCjKa6WhtEkmKEZ4HyUFZjAY1Ld2I9K9Y8cOHD16VCdK6Qoas1etWoUHH3wQhw8fxurVq1MtVtbhggsu0KOUb9q0yTQCvYJCKtCvXz/MnTvXkNBs2rQJr776KqZOnZqWW08ZoXnz5vjuu+9i9iAqKSlB165dXZZKwQg9e/bEiBEjMHbsWHi9Xn2MsxqvG54PoQNUVlaauhym+8RMhBOLqhERM5uwWlm9+Xlag2iULh6k6r6ZlWtWNzcs2gTx/pgtGaAJu2ixJAulHTdcKwITSz0awnPHXcqNNMfUfqQ8omjRdp6VhgqZZwPf0k90LQeOk27RHZ/axu2tF91AQ5MnFnAFHrUxxcvIz8+Hz+dzfb/uhoALLrigXgBOheThk08+SbUIWY9AIIBbb701aglPbW0tnn32WVf2XE9n5ObmYs6cOaYWxO7du6Nbt25o1KgR/vjHPyZROgWFn7F+/Xp8/vnn2LdvH4YPH45OnTrZui6tSbe4j2kmE27AXoR1/l90ITciYEYkQ+aCTr+5y6lYhkxepwTGKn0yrKmp6ENm95h/c0LJJ+dEmGpqavSAU3Tc6h4lQm4uczLak7cTtY3ZcyC6VIvvlHQh3qISjruX8/MyIkfPs9g/SBmhkBiIruaapun7qPt8vrj2XW6oUIRbIVvh8XgwYsQITJgwAeecc069d/a5556LO+64A2VlZSmUMrVo27atLUuvx+PBuHHj8P333+Ppp59OgmQNHx06dMBNN92k4jMkEZqm4YknnsD8+fPRvHlzW9ek9cr7bLFwm8HI9Vi0XBmdk+Vl9V9sa/G4jLg7hZ17mIj7bLZeuqGAu03TR9x7mY7J3M+TLauVtT2WPO2AW7HJcgtEk1IiPrzN4ikzVRCfSZF0G4GTclE5woOwpRtS3e+dgi93oMCV5eXlqRZLQUHBJfzv//4vZs2ahS5dukjnZMXFxejbt2+KpGsYuPPOO+vt7WwEn8+HESNGmG5dmE6gcTtWBAKBjGmLdMP+/ftRUlJiK23ak27xf7YQbhnZtppoxjIRNWtjs/Y2I+JuIFH32cjSz2Gk0LDTtrFcK66p50HBjEglEUnuWp0MEmK0rMFNOMlTppgzW3pBbcuflVit3ckmflxGclUWnz+ubCCI/YQ8BES3/HQisUB6KF9l71MemFJBQSH9ce655+K5556z3Abw0UcfzUgPl0Th/PPPx6JFi3DyySenWpS4ceTIkbgDVI4fPx7t2rVzSSKFRCAt3cvtkL50hNPJvR0rtyy90X+ZPARRA+eWZ4Eb7rtGecSbt5VCQZbGbnmxemfwSNx0f+jeUJ7i8gIrmd0CX3aQDJjddwJF76ZvQB6jQCTesn2gnSLZ7ybeHhQZm28HJi5FoLXc3L2ck3LZxw3ZkoF0Gxd4/0u0wjIVyIQ6KCjEitzcXEQiEUvX8Ya4VWMyEQqFHLvXn3POOejfv3/aR+GPRCJYsGABhg4dijPOOCOmPNLNwysTYcmrtDQcDXft2hVzp1RQUFBQUEgX7Nu3DyeddFKqxYgLasxWUFBQUMh0WI3XaalWO+GEEwAAe/fuRZMmTVIsTfJRVlaGk08+Gfv27Uv7rWScIpvrDmR3/bO57kB21z8b665pGsrLy9G2bdtUixI3snnMzsa+y5HN9c/mugPZXX9V9+yqu93xOi1JN601bNKkSdbcUBkKCwuztv7ZXHcgu+ufzXUHsrv+2Vb3TCGoaszOvr4rIpvrn811B7K7/qru2VN3O+N1WgdSU1BQUFBQUFBQUFBQUFBoyFCkW0FBQUFBQUFBQUFBQUEhQUhL0u33+3H//ffD7/enWpSUIJvrn811B7K7/tlcdyC765/Ndc8EZPP9y+a6A9ld/2yuO5Dd9Vd1z866WyEto5crKCgoKCgoKCgoKCgoKKQD0tLSraCgoKCgoKCgoKCgoKCQDlCkW0FBQUFBQUFBQUFBQUEhQVCkW0FBQUFBQUFBQUFBQUEhQVCkW0FBQUFBQUFBQUFBQUEhQVCkW0FBQUFBQUFBQUFBQUEhQUhL0v3MM8/g1FNPRSAQQO/evbF27dpUixQ3/vvf/+KKK65A27Zt4fF4sGTJkqjzmqbhz3/+M9q0aYNgMIh+/fphx44dUWkOHTqEESNGoLCwEE2bNsXIkSNRUVGRxFrEhilTpuB//ud/0LhxY5x44om46qqrsG3btqg0oVAIY8aMQfPmzVFQUICrr74aBw4ciEqzd+9eDBgwAPn5+TjxxBMxfvx41NbWJrMqMWHmzJno1q0bCgsLUVhYiD59+uCdd97Rz2dy3UU8+uij8Hg8uOuuu/RjmVr/Bx54AB6PJ+rTuXNn/Xym1pvju+++w3XXXYfmzZsjGAyia9euWLdunX4+k9972YJMHK8BNWZn65itxuufkU3jNaDGbDVeuwAtzTB//nzN5/Npzz33nLZ582btlltu0Zo2baodOHAg1aLFhbffflu77777tEWLFmkAtMWLF0edf/TRR7UmTZpoS5Ys0TZt2qQNGjRIO+2007Sqqio9zWWXXaZ1795dW716tfbxxx9rHTp00IYPH57kmjjHpZdeqs2ZM0crKSnRNm7cqF1++eVa+/bttYqKCj3Nrbfeqp188snaBx98oK1bt047//zztV/+8pf6+draWq1Lly5av379tA0bNmhvv/221qJFC23ixImpqJIjLF26VHvrrbe07du3a9u2bdP++Mc/al6vVyspKdE0LbPrzrF27Vrt1FNP1bp166bdeeed+vFMrf/999+vnXPOOdr+/fv1zw8//KCfz9R6Ew4dOqSdcsop2o033qitWbNG27Vrl7Zs2TJt586deppMfu9lAzJ1vNY0NWZn65itxuvjyLbxWtOye8xW47U7SDvSfd5552ljxozR/9fV1Wlt27bVpkyZkkKp3IU4gEciEa1169ba1KlT9WNHjhzR/H6/9vLLL2uapmlbtmzRAGifffaZnuadd97RPB6P9t133yVNdjdw8OBBDYD20UcfaZp2vK5er1d79dVX9TRfffWVBkBbtWqVpmnHJ0A5OTlaaWmpnmbmzJlaYWGhFg6Hk1sBF9CsWTNt9uzZWVP38vJyrWPHjtp7772n/frXv9YH8Uyu//333691795dei6T602YMGGCduGFFxqez7b3XiYiG8ZrTVNjdraP2Wq8vlPTtMy/79k8Zqvx2h2klXt5dXU11q9fj379+unHcnJy0K9fP6xatSqFkiUW33zzDUpLS6Pq3aRJE/Tu3Vuv96pVq9C0aVP06tVLT9OvXz/k5ORgzZo1SZc5Hhw9ehQAcMIJJwAA1q9fj5qamqj6d+7cGe3bt4+qf9euXdGqVSs9zaWXXoqysjJs3rw5idLHh7q6OsyfPx/Hjh1Dnz59sqbuY8aMwYABA6LqCWT+vd+xYwfatm2L008/HSNGjMDevXsBZH69AWDp0qXo1asXhgwZghNPPBE9evTAP//5T/18tr33Mg3ZOl4D2dd3s3XMVuN1do3XQPaO2Wq8dgdpRbp//PFH1NXVRXVYAGjVqhVKS0tTJFXiQXUzq3dpaSlOPPHEqPN5eXk44YQT0qptIpEI7rrrLlxwwQXo0qULgON18/l8aNq0aVRasf6y9qFzDR1ffvklCgoK4Pf7ceutt2Lx4sU4++yzs6Lu8+fPx+eff44pU6bUO5fJ9e/duzeef/55/Oc//8HMmTPxzTff4Fe/+hXKy8szut6EXbt2YebMmejYsSOWLVuG0aNH44477sC///1vANn13stEZOt4DWRX383GMVuN19k3XgPZPWar8dod5KVaAAUFjjFjxqCkpAQrV65MtShJRadOnbBx40YcPXoUCxcuRHFxMT766KNUi5Vw7Nu3D3feeSfee+89BAKBVIuTVPTv31//3a1bN/Tu3RunnHIKFixYgGAwmELJkoNIJIJevXrhkUceAQD06NEDJSUlePbZZ1FcXJxi6RQUFOwgG8dsNV5n33gNZPeYrcZrd5BWlu4WLVogNze3XjTAAwcOoHXr1imSKvGgupnVu3Xr1jh48GDU+draWhw6dCht2mbs2LF48803sWLFCpx00kn68datW6O6uhpHjhyJSi/WX9Y+dK6hw+fzoUOHDujZsyemTJmC7t2748knn8z4uq9fvx4HDx7EL37xC+Tl5SEvLw8fffQRnnrqKeTl5aFVq1YZXX+Opk2b4swzz8TOnTsz/r4DQJs2bXD22WdHHTvrrLN0d71see9lKrJ1vAayp+9m65itxms1XgPZNWar8dodpBXp9vl86NmzJz744AP9WCQSwQcffIA+ffqkULLE4rTTTkPr1q2j6l1WVoY1a9bo9e7Tpw+OHDmC9evX62mWL1+OSCSC3r17J11mJ9A0DWPHjsXixYuxfPlynHbaaVHne/bsCa/XG1X/bdu2Ye/evVH1//LLL6Me6Pfeew+FhYX1XhTpgEgkgnA4nPF179u3L7788kts3LhR//Tq1QsjRozQf2dy/TkqKirw9ddfo02bNhl/3wHgggsuqLfN0Pbt23HKKacAyPz3XqYjW8drIPP7rhqzo6HG6+wbr4HsGrPVeO0SUh3JzSnmz5+v+f1+7fnnn9e2bNmijRo1SmvatGlUNMB0RHl5ubZhwwZtw4YNGgDtb3/7m7ZhwwZtz549mqYdD8XftGlT7fXXX9e++OIL7corr5SG4u/Ro4e2Zs0abeXKlVrHjh3TIhT/6NGjtSZNmmgffvhh1FYMlZWVeppbb71Va9++vbZ8+XJt3bp1Wp8+fbQ+ffro52krhksuuUTbuHGj9p///Edr2bJlWmzF8Ic//EH76KOPtG+++Ub74osvtD/84Q+ax+PR3n33XU3TMrvuMvBoqJqWufUfN26c9uGHH2rffPON9sknn2j9+vXTWrRooR08eFDTtMytN2Ht2rVaXl6e9vDDD2s7duzQ5s2bp+Xn52svvviiniaT33vZgEwdrzVNjdnZOmar8Toa2TJea1p2j9lqvHYHaUe6NU3Tpk+frrVv317z+Xzaeeedp61evTrVIsWNFStWaADqfYqLizVNOx6Of9KkSVqrVq00v9+v9e3bV9u2bVtUHj/99JM2fPhwraCgQCssLNRuuukmrby8PAW1cQZZvQFoc+bM0dNUVVVpt912m9asWTMtPz9fKyoq0vbv3x+Vz+7du7X+/ftrwWBQa9GihTZu3DitpqYmybVxjt/97nfaKaecovl8Pq1ly5Za37599QFc0zK77jKIg3im1n/YsGFamzZtNJ/Pp7Vr104bNmxY1J6XmVpvjjfeeEPr0qWL5vf7tc6dO2uzZs2KOp/J771sQSaO15qmxuxsHbPVeB2NbBmvNU2N2Wq8jh8eTdO05NnVFRQUFBQUFBQUFBQUFBSyB2m1pltBQUFBQUFBQUFBQUFBIZ2gSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoKgSLeCgoKCgoKCgoKCgoKCQoLw/wH0txZCHNLKQAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def load_pair(idx):\n", - " \"\"\"Loads an image with ground truth from file.\"\"\"\n", - " image = Image.open(os.path.join(image_dir, image_files[idx]))\n", - " image = np.array(image, dtype=np.float32)\n", - " image = image/image.max()\n", - " image = torch.from_numpy(image)\n", - "\n", - " mask = Image.open(os.path.join(mask_dir, mask_files[idx])).convert(\"RGB\")\n", - " mask = np.array(mask, np.uint8)\n", - " mask = mask.max(axis=2)\n", - " mask = (mask > 0).astype(np.float32)\n", - " mask = torch.from_numpy(mask)\n", - "\n", - " return image, mask\n", - "\n", - "image, mask = load_pair(0)\n", - "print(image.shape, mask.shape)\n", - "\n", - "# Plot a sample.\n", - "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n", - "axs[0].imshow(image, cmap=\"gray\")\n", - "axs[1].imshow(mask, cmap=\"gray\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Regressor(\n", + " (loss): BCEWithLogitsLoss()\n", + " (optimizer): Adam[Adam]()\n", + " (train_metrics): MetricCollection,\n", + " prefix=train\n", + " )\n", + " (val_metrics): MetricCollection,\n", + " prefix=val\n", + " )\n", + " (test_metrics): MetricCollection,\n", + " prefix=test\n", + " )\n", + " (model): UNet2d(\n", + " (encoder): ConvolutionalEncoder2d(\n", + " (blocks): LayerList(\n", + " (0): Conv2dBlock(\n", + " (layer): Conv2d(1, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (activation): ReLU()\n", + " )\n", + " (1): Conv2dBlock(\n", + " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (layer): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (activation): ReLU()\n", + " )\n", + " (2): Conv2dBlock(\n", + " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (layer): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (activation): ReLU()\n", + " )\n", + " )\n", + " (postprocess): Identity()\n", + " )\n", + " (bottleneck): ConvolutionalNeuralNetwork(\n", + " (blocks): LayerList(\n", + " (0): Conv2dBlock(\n", + " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (layer): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (activation): ReLU()\n", + " (upsample): ConvTranspose2d(64, 64, kernel_size=(2, 2), stride=(2, 2))\n", + " )\n", + " )\n", + " )\n", + " (decoder): ConvolutionalDecoder2d(\n", + " (blocks): LayerList(\n", + " (0): Conv2dBlock(\n", + " (layer): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (activation): ReLU()\n", + " (upsample): ConvTranspose2d(32, 32, kernel_size=(2, 2), stride=(2, 2))\n", + " )\n", + " (1): Conv2dBlock(\n", + " (layer): Conv2d(64, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (activation): ReLU()\n", + " (upsample): ConvTranspose2d(16, 16, kernel_size=(2, 2), stride=(2, 2))\n", + " )\n", + " (2): Conv2dBlock(\n", + " (layer): Conv2d(32, 1, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (activation): Identity()\n", + " )\n", + " )\n", + " (preprocess): Identity()\n", + " )\n", + " (skip): Cat()\n", + " )\n", + ")\n" + ] + } + ], + "source": [ + "# Using deeplay U-Net template. \n", + "model = dl.UNet2d(\n", + " in_channels = 1,\n", + " channels=[16, 32, 64,],\n", + " out_channels=1,\n", + ")\n", + "\n", + "# Compile as a regressor.\n", + "unet_regressor = dl.Regressor(\n", + " model=model, loss=torch.nn.BCEWithLogitsLoss(), optimizer=dl.Adam(),\n", + ").create()\n", + "\n", + "print(unet_regressor)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 Training the U-Net\n", + "\n", + "The first epoch takes a few minutes, since all training images must be simulated; later epochs reuse most of them from cache. You can adjust `length` or `replace` in the dataset above, the number of cells per image, or `num_workers` in the data loader below to control this." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.2 Generating cell-like scatterers.\n", - "\n", - "Cells are represented as ellipsoids with random spatial properties such as area and radii." - ] + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/guillem/miniforge3/envs/deeptrack2/lib/python3.13/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:76: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", + "/home/guillem/miniforge3/envs/deeptrack2/lib/python3.13/site-packages/lightning/pytorch/trainer/configuration_validator.py:70: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n" + ] }, { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2022-06-30T11:25:53.842744Z", - "iopub.status.busy": "2022-06-30T11:25:53.842744Z", - "iopub.status.idle": "2022-06-30T11:25:53.848743Z", - "shell.execute_reply": "2022-06-30T11:25:53.848743Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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+       "┃    Name           Type               Params  Mode   FLOPs ┃\n",
+       "┡━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━┩\n",
+       "│ 0 │ loss          │ BCEWithLogitsLoss │      0 │ train │     0 │\n",
+       "│ 1 │ train_metrics │ MetricCollection  │      0 │ train │     0 │\n",
+       "│ 2 │ val_metrics   │ MetricCollection  │      0 │ train │     0 │\n",
+       "│ 3 │ test_metrics  │ MetricCollection  │      0 │ train │     0 │\n",
+       "│ 4 │ model         │ UNet2d            │  128 K │ train │     0 │\n",
+       "│ 5 │ optimizer     │ Adam              │      0 │ train │     0 │\n",
+       "└───┴───────────────┴───────────────────┴────────┴───────┴───────┘\n",
+       "
\n" ], - "source": [ - "IMAGE_SIZE = 256\n", - "\n", - "# Helper function to keep axis within reasonable parameters.\n", - "def random_ellipse_axes():\n", - " \"\"\"Return the three axes of an ellipse.\"\"\"\n", - " ellipse_area = (np.random.uniform(3, 4)) ** 2\n", - " radius_ratio = np.random.uniform(1, 1.5)\n", - " major_axis = np.sqrt(ellipse_area) * radius_ratio\n", - " minor_axis = np.sqrt(ellipse_area) / radius_ratio\n", - " z_axis = np.sqrt(ellipse_area) * np.random.uniform(0.2, 0.4)\n", - " return (major_axis, minor_axis, z_axis)* dt.units.um\n", - "\n", - "# Define the ellipse.\n", - "ellipse = dt.Ellipsoid(\n", - " radius = random_ellipse_axes,\n", - " intensity=lambda: np.random.uniform(0.5, 1.5),\n", - " position=lambda: np.random.uniform(5, IMAGE_SIZE - 5, size=2),\n", - " rotation=lambda: np.random.uniform(0, 2 * np.pi),\n", - ")\n", - "\n", - "# Define the microscope.\n", - "optics = dt.Fluorescence(\n", - " resolution=1e-6,\n", - " magnification=6,\n", - " wavelength=400e-9,\n", - " NA=lambda: np.random.uniform(0.9, 1.1),\n", - " output_region=(0, 0, IMAGE_SIZE, IMAGE_SIZE),\n", - ")\n", - "\n", - "# Image the ellipses with a fluorescence microscope.\n", - "sim_im_pip = optics(ellipse)\n", - "\n", - "# Plot some samples.\n", - "fig, axs = plt.subplots(1, 5, figsize=(10, 2))\n", - "for i, ax in enumerate(axs):\n", - " sim_im_pip.update()\n", - " image = sim_im_pip()\n", - " ax.imshow(image, cmap=\"gray\")\n", - " if i != 0: ax.axis(\"off\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.3 Improving the Simulation\n", - "Adding internal structure to the cells with Poisson noise and elastic transformations will make the cells look more realistic." + "text/plain": [ + "┏━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1;35m \u001b[0m\u001b[1;35m \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mName \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mType \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mParams\u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mMode \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mFLOPs\u001b[0m\u001b[1;35m \u001b[0m┃\n", + "┡━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━┩\n", + "│\u001b[2m \u001b[0m\u001b[2m0\u001b[0m\u001b[2m \u001b[0m│ loss │ BCEWithLogitsLoss │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m1\u001b[0m\u001b[2m \u001b[0m│ train_metrics │ MetricCollection │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m2\u001b[0m\u001b[2m \u001b[0m│ val_metrics │ MetricCollection │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m3\u001b[0m\u001b[2m \u001b[0m│ test_metrics │ MetricCollection │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m4\u001b[0m\u001b[2m \u001b[0m│ model │ UNet2d │ 128 K │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m5\u001b[0m\u001b[2m \u001b[0m│ optimizer │ Adam │ 0 │ train │ 0 │\n", + "└───┴───────────────┴───────────────────┴────────┴───────┴───────┘\n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } + "data": { + "text/html": [ + "
Trainable params: 128 K                                                                                            \n",
+       "Non-trainable params: 0                                                                                            \n",
+       "Total params: 128 K                                                                                                \n",
+       "Total estimated model params size (MB): 0.513                                                                      \n",
+       "Modules in train mode: 42                                                                                          \n",
+       "Modules in eval mode: 0                                                                                            \n",
+       "Total FLOPs: 0                                                                                                     \n",
+       "
\n" ], - "source": [ - "ellipse = dt.Ellipsoid(\n", - " radius = random_ellipse_axes,\n", - " intensity=lambda: np.random.uniform(0.5, 1.5),\n", - " position=lambda: np.random.uniform(5, IMAGE_SIZE - 5, size=2),\n", - " rotation=lambda: np.random.uniform(0, 2 * np.pi),\n", - ")\n", - "\n", - "# Add elastic transformations.\n", - "synthetic_nuclei = (\n", - " (ellipse ^ (lambda: np.random.randint(5, 10)))\n", - " >> dt.Pad(px=(10, 10, 10, 10), keep_size=False)\n", - " >> dt.ElasticTransformation(alpha=100, sigma=10, order=1)\n", - " >> dt.CropTight()\n", - ")\n", - "\n", - "# Define Poisson noise and Gaussian blur.\n", - "long_range_noise = (synthetic_nuclei >> dt.Poisson(snr=0.2)\n", - " >> dt.GaussianBlur(sigma=3.5))\n", - "short_range_noise = (synthetic_nuclei >> dt.Poisson(snr=1.0)\n", - " >> dt.GaussianBlur(sigma=1.5))\n", - "random_range_noise = (\n", - " synthetic_nuclei\n", - " >> dt.Poisson(snr=lambda: np.random.uniform(0.5, 1.5))\n", - " >> dt.GaussianBlur(sigma=lambda: np.random.uniform(0.75, 1.5))\n", - ")\n", - "\n", - "# Combine the augmentations.\n", - "noisy_synthetic_nuclei = (\n", - " synthetic_nuclei\n", - " * (long_range_noise + short_range_noise + random_range_noise) / 3\n", - ")\n", - "\n", - "# Ensure non-overlapping cells.\n", - "non_overlap_nuclei = dt.NonOverlapping(noisy_synthetic_nuclei, min_distance=2)\n", - "\n", - "# Define the microscope.\n", - "optics = dt.Fluorescence(\n", - " resolution=1e-6, magnification=6, wavelength=400e-9,\n", - " NA=lambda: np.random.uniform(0.9, 1.1),\n", - " output_region=(0, 0, IMAGE_SIZE, IMAGE_SIZE),\n", - ")\n", - "\n", - "# Define simulation pipeline with some background noise.\n", - "sim_im_pip = (optics(non_overlap_nuclei)\n", - " >> dt.Gaussian(sigma=lambda: np.random.uniform(0, 0.1))\n", - " >> dt.Divide(lambda: np.random.uniform(14, 20))\n", - " >> dt.Add(lambda: np.random.uniform(-0.05, 0.15))\n", - " >> dt.Clip(0, 1) >> dt.AsType(\"float\"))\n", - "\n", - "# Plot some samples.\n", - "fig, axs = plt.subplots(1, 5, figsize=(10, 2))\n", - "for i, ax in enumerate(axs):\n", - " sim_im_pip.update()\n", - " image = sim_im_pip()\n", - " ax.imshow(image, cmap=\"gray\")\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" + "text/plain": [ + "\u001b[1mTrainable params\u001b[0m: 128 K \n", + "\u001b[1mNon-trainable params\u001b[0m: 0 \n", + "\u001b[1mTotal params\u001b[0m: 128 K \n", + "\u001b[1mTotal estimated model params size (MB)\u001b[0m: 0.513 \n", + "\u001b[1mModules in train mode\u001b[0m: 42 \n", + "\u001b[1mModules in eval mode\u001b[0m: 0 \n", + "\u001b[1mTotal FLOPs\u001b[0m: 0 \n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.4 Generating Ground Truth Masks\n", - "We now have a realistic simulation, in order to get a ground truth mask from this we will use the built-in function `SampleToMask`." - ] + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/guillem/miniforge3/envs/deeptrack2/lib/python3.13/site-packages/lightning/pytorch/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n", + "/home/guillem/miniforge3/envs/deeptrack2/lib/python3.13/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:434: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=5` in the `DataLoader` to improve performance.\n" + ] }, { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2022-06-30T11:25:53.857244Z", - "iopub.status.busy": "2022-06-30T11:25:53.857244Z", - "iopub.status.idle": "2022-06-30T11:25:53.860743Z", - "shell.execute_reply": "2022-06-30T11:25:53.860743Z" - } + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6020ab0059b04acfb1713a5ce5b61631", + "version_major": 2, + "version_minor": 0 }, - "outputs": [], - "source": [ - "def get_mask(radius):\n", - " \"\"\"Apply isotropic erosion to a binary mask.\"\"\"\n", - " def inner(mask):\n", - " mask = np.sum(mask, -1, keepdims=True) > 0\n", - " mask = np.pad(mask, [(1, 1), (1, 1), (0, 0)], mode=\"constant\")\n", - " mask = skmorph.isotropic_erosion(mask, radius=radius)\n", - " return mask[1:-1, 1:-1]\n", - " return inner\n", - "\n", - "# Define mask pipeline.\n", - "sim_mask_pip = (\n", - " noisy_synthetic_nuclei\n", - " >> dt.SampleToMasks(get_mask, radius=2, output_region=optics.output_region,\n", - " merge_method=\"or\")\n", - " >> dt.AsType(\"float\")\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.5 Finalize Training Pipeline" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Combine image simulation and mask pipeline.\n", - "sim_im_mask_pip = ((sim_im_pip & sim_mask_pip) >> dt.MoveAxis(2, 0)\n", - " >> dt.pytorch.ToTensor(dtype=torch.float))\n", - "\n", - "# Generate the training dataset.\n", - "train_dataset = dt.pytorch.Dataset(sim_im_mask_pip, length=512, replace=0.01)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sample the simulated dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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v5xdz++23h/XNmDEjMl0U6yM8BUGQNkc/+OCDtHuZnp8FCxaEgmurVq2Cv//978HEiRODjz/+OHj33XeDRx55JDjrrLOCZs2apQlP33zzTTBr1qyw3AsvvLBC//3000+mDTvuuGMAIDjyyCPT5u+TTz4Zpq+q8CTjt8022wQPPfRQMG3atOC///1vcP7554f/WGncuLEpNm+o8LRw4cJg1qxZwVFHHRUACNq2bWs+U0xlwtNf//rXsK7OnTsH9957b/DRRx8FkydPDi699NJQ1MzPzw9mzpyZ0db1+T1RFVx4WgduueWWsLMBBJ06dQouueSS4MknnwzmzJlT5XKqujgAEPzlL3+pkGbVqlXhH+vNmzcPYrFYcPvtt1dIN3/+/KBRo0bhA5qprppcHPz0008Z/9u4dOnS8BfJXnvtZaap6gMeBEFwyimnhL9wosbl448/Dn9ZXnXVVRXuyy+jZDIZvP3222abtthii9Cm2hCegLX/kdHeSqlUKhSVGjVqFBQWFlY6b3bccUezrm+//TYoLy+PtPWzzz4LGjZsGAAIrrnmmgr3i4qKgtatWwcAghYtWgSzZ8+ukOabb74JmjVrlrHdX3zxRfgLcvjw4aZNZWVloRrfsGHDYMmSJZF2O87GjH+3+HcLt6m6v1ukbz/88MPw2v/+97+0tAMHDgyAtWJkEASVCk/l5eXm73dGBKBYLFahvjVr1oS/4y1hifntt98qXLPmenl5eXDRRReFdp977rnrLeI6Gw9VEZ5KS0vT/rn26KOPmvmjFuOPPfZYmIY9TV588cXw+sCBAyvk+/XXX0PR6qyzzor0aLrqqqsCAEFeXl7w9ddfV7hfWfsqY12EJwDBP/7xjwppysvLg4MOOigUcRYtWlQhTW3/vpTnXMphMUJ45513QuHvkksuqXBfxC9LWGKs3zOVtbcqnvtBEASTJk0Ky3n88ccj08k/HNbX+3l9hadrrrnGfHaCIPPz89BDD4X3tEjCrF692hTcqjrv9fy11h9MVYUnAMHOO+9seuU++uijYZrjjz++wv0NFZ6qaiuTab599tlnoVi2/fbbB7///nuFNK+++mqYpnfv3hlt3ZDfE5nwGE/rwKWXXoqzzjor/Dxv3jzccccdOOmkk9ClSxe0adMGJ510EiZMmFAtR0+2b9/e3HNev359nHHGGQCA3377DX369MGf//znCunatGmDY445BgDwzjvvbLA960u7du1Qv379yPtNmjTB3//+dwBr96VGxZ+oCvPmzQtP4rnrrrvQuXNnM91OO+0UBujVMUimTZsWxg46//zz0bdv3wr527Vrh//7v/9bbzvXh/r16+P+++9HPB5Pux6Px3HeeecBAFasWIGWLVtWOm8+++wzLFu2rEKaLbfcMuN+5R122AHnnHMOAOD555+vcP/555/HwoULAazdv2zFrOnatSuGDx8eWQcA/N///R9KS0vRq1cvDB8+3LQpLy8vPBp85cqVePrppzOW6TgbK/7dsn74d8u60bt3b3Tt2hUA8Nhjj4XXV65cieeeew7AH7GgKiMWi1Uak2zYsGFo0aIFgiDAiy++mHZvyZIlYSwxqx+YZs2aVWpPKpXCaaedhrvuugsAcMUVV0QeD+7UHVatWoW3334bBx54YBg/p2PHjjjhhBPWqZyBAwfi5JNPBgCMGjUKr776KhYuXIizzz47LHPUqFEV8t1zzz1YtmwZ2rVrh7vvvhuJhH1Y+HXXXYd27dqhvLw8jKWWLXbZZRdcddVVFa7HYjEMGTIEwNrn6f3331/vOqrj96XmzjvvRLt27Spc32uvvdCnTx8A9vfRggULAAB77713xvKr8ntmfdl3332x5ZZbAlh7cq3Fxx9/jE8//RQA0v4eqA2aN28evv/999+rnE/6drPNNjNP0BPq1auHevXqrb+BRNeuXcOYt9XB/fffj4YNG1a4ftppp+GQQw4BADz33HNhWzdW7rnnnjD23IMPPoimTZtWSHPwwQeHc+ujjz7KGFOypn5P+DfyOpCXl4eHHnoIEydOxMEHH1zhC2bhwoUYP348jjzySPTu3RvffffdBtV37LHHIplMmvd69OgRvj/xxBMjy5B0v//++0YTWHPVqlWYN28evvjiC3z++ef4/PPP09opv3jXh5dffhllZWWoX79++AsjCvlj95dffsEPP/wQXucgkGeeeWZk/mOOOcZ8sGuKAw88MPKLkedDVefN3LlzK63z999/x3fffZc2VtLmL7/8Mi0IMfBH3+Xl5WHgwIGR5Z566qkZBa4JEyYA+CPIYhRNmzbFDjvsAAAb9EeS42QT/26pHvy7pXJEWGLh6dlnn8Xq1avRuHFjHHXUUetVbnl5OX755Rd88803Yd9/9dVX2GKLLQBU7PvmzZsjPz8fwNog4KlUar3qBYA1a9bgmGOOweOPPw4AuOmmm3DTTTetd3nOxosOQtywYUP069cvDITbqlUrPP/88ygoKFjnsu+++2506NABwNrn85RTTsGvv/6KvLw8jB07Fk2aNKmQRwTVww8/PGOdiUQCu+++O4Ds/61yyimnRP5dtcsuu4Tv58yZs951VMfvS6Zp06Y47LDDIssQuy2bN998cwDA+PHjsXr16irZX93EYrFwwf/mm2+a7RRBKj8/P+PfzzUBCy8rVqyocj7p299//x0vvPBCtdtlceKJJ1b4B/z6ssMOO6TNeY2MWSqVigysvrEgf19st912oRBrce6551bIY1FTvydceFoPDjzwwPBkmFdeeQXXXXcdjjjiiLQvpenTp2PvvffG/Pnz17se+c+kBf9RWtV06/LLpLpZvHgxrrrqKmyzzTZo1KgROnfujO233x477LADdthhh7QvlKqemmYh/01evXo1EomEeUKAvA4//PAwHyvZcpx0fn5+2iJMk0wmsdNOO623retKbc2HWbNm4ayzzsLmm2+OZs2aYauttkobK/lPQ3l5eYX/jHz++ecAgC5dumRcODVr1gxdunQx733//ffhqQtDhw7NOIaxWCwc8439vxGOUxn+3bLu+HfLunHaaachFothzpw5ePfddwH8cZrdgAED1um/0kEQ4LHHHsO+++6Lhg0bol27dujWrVvY9zvssANmzpwJoGLfFxQUhMLm008/ja222gpXXHEFXnnllXUSMlesWIGDDz4YL730EvLy8nD//ffjiiuuqHJ+p27QuXNn/PWvf8WsWbPQs2fP9SqjadOmePTRR5GXl4eFCxfizTffBAD87W9/M71lysrKwvl93333Vfq3inhlZ/tvlW7dukXe439ubsjv9er4fclsvfXWGb0XxW7LZvHife+999C5c2dcdNFFeO655zKe7lUTDBo0CPF4HOXl5eFJZkJxcTHGjRsHADjqqKPSPJBqA+63xo0bVznfkUceGf4tcMwxx2C//fbDbbfdhhkzZqCsrKy6zQQA7LjjjtVW1q677prxPp+UKd/fGyPFxcWYPXs2AGQUnYC1XobyDzlZs1nU1O8JF542gMaNG+OQQw7BsGHD8OKLL2LhwoV4+OGHsdlmmwFYe9Twtddeu97lZ9pCwL+Aq5qupn4JVMaMGTPQrVs33Hjjjfjf//5X6VaRqhxFHcWiRYvWKx//F0SOiGzWrFmlqnrr1q3Xq771oTbmw0MPPYSdd94Zo0ePrtIfR3qsRIhq2bJlpXmj0lTHGDpOLuPfLVXDv1vWnY4dO4aL6LFjx+Lnn3/G5MmTAVR9mx0AFBUV4bDDDsNpp52Gt956q9K+te7fddddOOKIIwCs/YfDyJEjcdhhh6F58+bYddddMXLkSHNLOPPxxx9jypQpAIALLrgg7b+5Tt3jwgsvxKxZszBr1ix8/vnn+Pbbb7F06VLMmTMHN998M1q1arVB5e+zzz5pz0H37t1x3XXXmWmXLFmyXp562f5bpTZ+r1f333GZbAb+sFu2GjHXXnstzjrrLMRiMSxatAijRo3Csccei1atWmH77bfH8OHDwxARNUnbtm1x6KGHAli7rZC/r1544YXw+6G2t9kB6f8YWJcth82bN8eLL76Idu3aIQgCTJ48GUOGDEGvXr3QrFkzHHvssXjppZeq1Vb5O6g6qOz3BX8Py/hsjLATQGVtSiaTobCZqU019XvC3ozsrBcFBQU488wz0bZtWxx88MEA1rqwb8pxBkpKSnDCCSfgt99+QzKZxMUXX4yjjjoKXbt2xWabbRa6Js+ZMyfc/7whMUzkAWjRokX4x3RVsPafZ9riVRf5+uuvccEFFyCVSqFVq1b461//iv322w+dOnVCo0aNQoX84YcfDuMeVEe8GQ3/Ehs2bBiOP/74KuVr0KBBtdviOBsD/t1SEf9uWX9OO+00TJkyBU899VQYd6ZDhw7YZ599qlzGP//5T7z66qsA1i7WBw8ejJ133hlt2rRBvXr1wnnZt29fvPPOO2bfN27cGC+++CI++ugjPPXUU3jrrbcwc+ZMlJWVYfr06Zg+fTpuueUWPP/88+E2Jc12222HVCqFb775Bvfddx/69u2bcYuok9uIWFBT/Pjjj2lbhubOnYtvv/0W2267bYW0/LfKOeecY8bDs5AtpnWZ6vx9uaEkk0k89NBDuOyyy/DEE0/gzTffxPTp01FSUoIvvvgCX3zxBW699VY89thj673VuKqcc845mDBhAubMmYMpU6aEv3Nlm90WW2yBgw46qEZtsPjkk0/C99tss8065d17773x7bff4plnnsErr7yCKVOm4KeffsLy5cvx3HPP4bnnnkP//v3x7LPPViogVoXq2mYHZP+7uCbY2NvkwlMN0L9/f7Rv3x4//vgjfv/9d/z2229V8gCpbXjBYv2XgFm1atV61fHmm2+G+z/vvvvuMDC1prqUZFFxV6xYgW233Xa9fkGJmv7bb7+hrKwsYxm18V+S2mLMmDFIpVKIx+N4++23I90sM42V9F1VXJij0rCLcTKZrNE/Mh0nl/Dvlj/w75b15/jjj8fFF1+M33//HTfccAOAyuPuMUEQ4MEHHwSwdtHx5ptvRgqgVen/3r17h1saVqxYgbfeegtjxozBs88+i0WLFuG4447Dd999Z24DbNGiBcaNG4d+/fph9uzZOPXUUxGPxzFgwIAqtcVxhPLycpx++ulYunQpkskkEokE1qxZg4EDB+LDDz+sEBePPUOCIPC/VYjq+H1Z3XTv3h3XX389rr/+ehQVFWHq1KkYN24cHn30UaxcuRInn3wyvvvuuzBuUU1w2GGHYfPNN8f8+fMxevRo7LPPPvj5558xceJEAGu3Bdb2P5NWr16N9957D8DaWE/rs1W1sLAQAwcODGNTzZ07Fy+//DLuvPNO/O9//8Prr7+Oq6++Grfddlt1mr7BVPY9y/e1J5j+Oydq3Nb3b5x1gb3AKmtTKpUKD1qpyYD6UWya/yqtBdq2bRu+31jVx0aNGoXvM51isGTJkvU+DeiLL74I32f6L6TsB4+iqn0ocTGKi4srLTMKCVZdUlKSMRhtKpUK9/fXBWSsevTokXFvb6Z+3W677QCs9TKobE5FBaTr0qVLGNNGYpA4jrMW/25Zi3+3rD9NmjTBkUceCWDtljlg3bbZLVmyJNyKffzxx0f+wb1y5Up8880362Rbo0aNcMQRR+CZZ57BJZdcAmDt1tKpU6dG5mnbti3efPNNbLnllkilUjj55JPNU1cdJxO33HJLGEB4+PDh4cmfn3zyibm1OT8/P/ybZ1P5W6U2f1/WJIWFhTjggAPw8MMPY+TIkQDWbgde121h6/odHI/HMWjQIABrY9utXLkSjzzyCMrLyxGLxTIeOlFTjB49OtzSfPjhh0eezLguSCytadOmhQdMPPXUUxtcbnWT6VQ3fV8Ly1X9O+d///tfxjqq4++4goICbL311gCADz/8MGPaTz75JDwYKhtiuQtPNcDq1avx5ZdfAljrSl7bQeKqymabbRYGhcv0xfDkk0+u9xYF3v8epfqWl5fjgQceyFhOYWFh+L64uDgy3RFHHBE+xLfffvs6WPoHBxxwQPheBwBknnvuuXU6dnRjR8Yqkzo/f/78CsdiM/vvvz+AtWMqgRItHnvsscg5FY/Hw33wEydOxFdffVWp7Y6zKeDfLX/g3y0bxumnn46CggIUFBRg9913z/jPBk1V+h5Ye6TzhpxWJ98nQOWB4bfYYgu8+eab6Ny5M1KpFE444YSM31WOw8ycOTMUl/baay9ceeWVuOiii8IT2UaOHIl33nmnQj4RcL/++mu8/vrrtWdwlqjN35e1xbr8ntFIf2TqC83ZZ5+NWCyGVatWYfz48RgzZgyAtduSZVt4bTF79mwMHTo0/HzllVdWa/mNGzcOA3hbfbs+/VedzJo1K22boebhhx8GsHZd0q9fv7R7vC20sr9zMlFdfSB/X3zxxRf46KOPItOJtzLnqU1ceKoiK1euRJ8+ffDSSy9l3DpQXl6Oiy++OIzyfuSRR260/5UG/jjG9IUXXjCP6P7mm282KIitKLAAwl+umqFDh+Ljjz/OWA67vmY6SnybbbYJYwI9+eSTuPXWWzOWO3fuXDzxxBNp13r37o2dd94ZAHDPPfeY/2mdP38+Lr/88oxl5xoyVrNnzw7dbpnVq1fjlFNOyRhE9phjjgkD240YMcIcq9mzZ0cG6xSGDh0anv4xYMAA/PTTT5Fpy8rK8Pjjj2dM4zgbK/7dsn74d8uGcdhhh6GoqAhFRUXm7/tMtGzZMhQWn3jiCfMP5mnTpmUc3zlz5uDtt9/OWI9sPwGqFvulQ4cOmDx5Mjp27IjS0lIcf/zxePnllyvN52zaFBUVYeDAgSgpKUHjxo0xduzYcGvYww8/jBYtWqC8vBynnXYali9fnpb3z3/+c3gU/ZlnnpnmiWnx8ssv47PPPquZhtQCtfn7sjpYsmQJJkyYkPEfHOv6e4aR/pgzZ06V/4my5ZZbhiLGNddcE55GVttBxV966SXsscce4d8UQ4cOzXjaqsXrr7+e8YTdZcuWhSKI1bfSf5nmUk1z3nnnmf9AGTduHF555RUAwNFHH11hC+Yee+wReofddttt5viPHDkyowgE/NEHixYt2qCTJC+88MLQ+/i8886r8LsKWDvXH3roIQBr/x6p7FS/msBjPK0DH330EY444gi0a9cORx99NHbffXd07NgRjRo1wtKlS/HJJ5/g4YcfDo9cbNKkCa6//vosW52ZP/3pT3jxxRexZs0a9OvXDyNGjMBOO+2ElStXYtKkSfj3v/+Nli1bIh6Pr9fRo/3790erVq2waNEiXHPNNZg3bx6OOeYYtGjRAt9++y0eeOABTJo0CXvuuWdGV+U99tgjfH/ppZfi6quvxuabbx4uvDp16hT+Arjnnnswffp0zJkzB5dddhleeOEFnH766dhuu+1QUFCA3377DZ9++ilee+01vPnmmzjmmGNw8sknp9V39913Y6+99kJpaSkOPPBAXHrppTj00ENRUFCADz/8EDfccAMWL16MHj16ZNwykUucdtppuPPOO1FeXo7DDjsMf/3rX7HXXnuhsLAQM2bMwG233YbZs2dnHKvCwkLcfvvtOOWUU7B48WL06dMn7SjiKVOm4KabbkJ5eTm23nprzJ4921w877DDDrjllltw6aWX4ssvv8T222+P8847D/vttx9at26NoqIizJs3D++//z6efvppzJ8/H7NmzQpdeh0nl/DvFv9uyaXvlry8PAwcOBCjRo3CZ599hr322gtDhgzB1ltvjWXLluGVV17B3XffjYYNG6Jt27bmVoMffvgB++67L7p3745jjjkGvXr1Qrt27QCsDfA8fvz4cGtGz549Kz0iWujYsSMmT56MffbZBz/++COOO+44PP/882FQfsfRXHHFFaEn6Z133olOnTqF99q0aYMHH3wQRx99NL7//ntcdNFFePTRR8P7rVu3xiOPPIIBAwZg/vz56NWrFwYNGoRDDjkEW2yxBUpLS/HTTz/ho48+wtNPP405c+ZgwoQJ1XokfG1S278vN5Tly5fjyCOPRKdOnXDssceiT58+6NixIxKJBObPn48JEyaEHiDt2rXD4Ycfvk7l77HHHhg9ejQWLVqEIUOG4NRTTw1DRSSTSXTs2NHMd84552Dy5MnhluXGjRtXe1y6uXPnokWLFgDWxiBbvnw5fv31V0yfPh0TJkxIE0DPO+88/POf/1znOp544gkcccQROPDAA3HQQQdh++23R7NmzbBixQp8/vnnuOuuu/Dzzz8DWHvqqGaPPfbA3Llz8eKLL+K+++7DnnvuGXoANW7ceINPqayMXr16Yfr06ejVqxf+9re/YYcddsCyZcvw9NNP47777gOwdkvdLbfcUiFvq1atcPzxx+OJJ57A66+/jiOPPBKDBw9G69at8cMPP2Ds2LF45plnsMcee2T85448U+Xl5bjgggtw8cUXh+MGAFtttVWV2rLDDjvgsssuw8iRI/Hpp59i5513xt/+9jfstNNOWLVqFSZMmIA77rgDZWVlyM/PD9tX6wROlVizZk3Qpk2bAECVXltvvXUwffp0s6x99tknABDss88+Fe7NnTs3LGP06NGR9kyePDlMN3ny5Mh0o0ePDtPNnTvXTHPJJZdEtqNDhw7Bl19+GXTs2DEAEJxxxhnrbMtrr70WFBYWRtbRr1+/4PPPP6+03SeccEJkGbpt8+fPD/bee+8qjdWZZ55p1jdu3LggPz/fzJNIJIL7778/OOOMMwIAQceOHSPHoDKkTGs+8P3hw4dHllFd8+a6667L2FeXXXZZlebUP/7xjyAWi5ll1K9fP3j55ZfD8Tn44IMj7b3//vuD+vXrVzqG+fn5wezZsyPLcZyNFf9u8e+Wmv5usfq2Mni+WN89S5cuDXr27BnZ9mbNmgVvv/125Jzksc306tatWzBnzpwK9Wea60EQBN9++23Qrl27AEBQWFgYTJw4cZ37wNk44LmS6e+gquTXv0def/318G+V448/PrKMc845JyzjqaeeqnD/xRdfDJo1a1bpfM7LywvefPPNCvk3pH26jVYZVf29XhVbavP3ZWXPuTB8+PCwHIZ/j2V6bb755ub3alS5wooVK4IuXbqYZWb63b1mzZpgs802C9Oee+65GdtXVdjeqry6d+8ePPPMMxnLzDR35HuqstcFF1wQlJWVVSj7k08+CQoKCsw8/L21LvOX7YoaA57jmfqscePGwVtvvRVZz4IFC4Ktt946Mv9JJ50U/Pe//81oe1lZWbDbbrtFlsFU9jyUlZUFf/rTnzKORZMmTYLXX3/dzF+dvyei8K12VaSwsBA///wz3n33XVx33XU45JBD0KVLFzRo0ADxeByNGzdGt27dcOKJJ2LcuHH4/PPPscsuu2Tb7Crx73//G+PGjUPfvn3RuHFj1KtXD9tssw2uvPJKfPzxx+YxsutC//79MX36dJx66qlo27YtkskkWrZsiX322Qf3338/Jk2ahAYNGlRazmOPPYabb74ZvXv3RpMmTTKe/NCmTRtMmTIFL730EgYOHIguXbqgfv36Yd177LEHLrvsMrz99tvhHl7NySefjE8++QSnnXYa2rZti/z8fLRr1w4nnHACpk6dinPPPXe9+2RjZdiwYXj55Zdx0EEHYbPNNkN+fj622GILHHvssZg4caKp+ltcffXVePvtt3H00UejVatWKCgoQMeOHXHWWWdh+vTpOPTQQ0M3UPnvkMW5556LOXPm4LrrrsOee+6JFi1aIJFIoEGDBujatSuOO+443Hvvvfj555+r/F8Bx9mY8O+W9ce/W7JHkyZN8O677+L666/HDjvsgMLCQjRs2BDbbrstLr/8cnz66afhdkuLvffeG2+99RaGDh2KfffdF1tttRUaNWqEZDKJ1q1b46CDDsK9996LmTNnrtcR61tuuSUmT56Mtm3boqioCEcddRTefPPNDWmyU8f47bffMGjQIARBgHbt2mX0ALj99tvD7b3nn39+6MUhHHHEEZg7dy5uueWW0DM7mUyiXr166Ny5Mw4//HDceuutmDdvHvbdd98abVdNU9u/LzeEjh074qOPPsKIESNw0EEHYZtttkHTpk2RSCTQokUL9O3bFyNHjsTXX3+9Xt+rDRs2xHvvvYc///nP2HbbbVG/fv0q5SssLAy3IgI1v80umUyiefPm6NKlCw455BBce+21eOedd/DFF1/g2GOPXe9yb7vtNjz22GM466yzQq/V/Px81KtXD127dsUZZ5yBd955B/fcc485T3r27In3338fJ598Mjp06ICCgoINaeZ6MWLECLz22ms47LDD0Lp1a+Tn56NTp07405/+hC+++AL77LNPZN7WrVvjww8/xN/+9jdsvfXWKCgoQLNmzdC3b1889thjeOKJJyo90TEvLw8TJ07ENddcgx49eqBhw4brHUYhLy8Po0aNwpQpUzBw4MCwTxs3boyePXviqquuwuzZs3HQQQetV/nVQez/q1aO4zi1RmlpKZo0aYI1a9bgmmuu2ei3DTmO4ziO4zhOdbDnnnvivffeQ/fu3SuNDeY4dQX3eHIcp9Z5/vnnwyDlu+22W5atcRzHcRzHcZya55tvvgnj/tR2UHHHySYuPDmOU+18++23kffmzZuHIUOGAFjrptq/f//aMstxHMdxHMdxssZNN90EYO2Wu0GDBmXXGMepRfxUO8dxqp1u3brh0EMPxeGHH47tttsODRo0wKJFizB58mTce++9WLp0KQDglltuCU9AcRzHcRzHcZy6xJo1a/Dzzz9j9erVeP755zFmzBgAa0+Ta968eXaNc5xaJGsxnkaNGoWRI0diwYIF6NGjB+6880707t07G6Y4jlPNVBYYLy8vD//4xz8wdOjQWrLIcRzHcRzHcWqXt956q0JQ+fbt2+PTTz/FZpttliWrHKf2ycpWu/Hjx2PIkCEYPnw4Pv74Y/To0QP9+/fHokWLsmGO4zjVzIQJE/CnP/0JPXv2xOabb478/Hw0atQI3bp1wwUXXIBPP/3URSfHcRzHcRxnkyAWi6Ft27Y49dRTMXXqVBednE2OrHg89enTB7vuuivuuusuAEB5eTnat2+Piy++GFdeeWVtm+M4juM4juM4juM4juPUALUeXKWkpAQzZsxI83bIy8vDAQccgPfff79KZZSXl+OXX35Bo0aNKt3S4ziOUxMEQYAVK1agbdu2yMvzcxocx3EcZ2PE1w2O4zhryeb6pdaFp8WLF6OsrAytW7dOu966dWt8/fXXZp7i4mIUFxeHn3/++Wd07969Ru10HMepCj/++CO22GKLbJvhrAO+8HAcZ2MgS2FWNzl++eUXtG/fPttmOI7jbDRkY/2SE8dJ3XjjjbjuuuvMe3l5eeEiQr7AY7EYgiAIPwdBgFgshry8PARBgPLy8rSFB+cTYrFYhXL4WiwWQ3l5eVimpBHlsLy8HPF4HKlUqkI+ycN1S1lcp7bHapNc5zJ1GVI2t5fzc19K/zCSrry8PK0Nklf6M9MfUGIjly35uQ1lZWXmWEh/6vzaLvms64jqR7aN22DNKbkmafUrLy+vgnIsdcn1srIyJBIJpFIplJWVhXZLOp6b3A49JjzvuC1si84jdZWVlYW2Wn3B/aT7kec8z3X5zGMkY6HL4jZz//Hck2cnkUhUmJOc13o29bzXdYnNUc+4tlHXq8ezUaNGcBzHcRxn40S+p3/88Uc0btw4y9Y4juNkj+XLl6N9+/ZZWb/UuvDUokULxONxLFy4MO36woUL0aZNGzPP0KFDMWTIkPCzdJgWToQgCMIFsBZDWPiJx+MVRB5rgWwt8lnsseyIx+MVBBqdjkUGrp9FLL0g1oKMlKPLkLpFyJGFsl70czusernPuF90fhYkLFi00aKZZYtuq9RhtV/ex+NxlJWVIR6Pp9nJQonuD0lnlSmfeQ5IPSLcaOGJ69biphY9EolE2n0Zx7KysrAdWgjSwqe0RV8vKyszxVUtEOn5q+vguuWZ0e3gvtHPUpQLJ89H7n+ei5w3SqjSz4UWY/U163nieaV/H+h5p/vKmjOO4ziVMWzYMBx55JGYNm0aRowYgZdffjlj+tWrV6Nv3761ZJ3j1C3ke7px48YuPDmO4yA765daF57y8/Oxyy67YNKkSTj66KMBrF3ATpo0CRdddJGZp6CgAAUFBRWu68VylKhj5YnqbL0A1aKMXvDyNUYvqPm6ZbNeWLP3i1W+5GGPEmtxrIUBXTfbA1QUu/h+Jo8mLsO6Vlk7LC8WLoOFCn2PRUQtVlh1We1joc4SIeW+iDZaeNJpomwVIUOLmNwWEaXKy8vDl8wH9jKyPJasPtdlS/4oYSrTNflsiVW6XJ6/egzYJstmq24tFmZqv74X9QxnEju1vRrtUeY4jlMZd955Jxo1aoQ999wTW221Fdq1a4cWLVpgl112yZgvlUphzJgxVarj4osvxooVK6rBWsfJbUaNGoVRo0aF/3R0HMdxskdWTrUbP348zjjjDNx3333o3bs3br/9djz11FP4+uuvK8R+sli+fDmaNGkSel+wx4/2ROJ7lqeC9hYSosQJuWctVq1Fe2Vl85YoXtBruy07o7aucT1aJGPYm0MEF0tMsMQpriOqfO25okUlFiiiPKrkMwsunFcLZpYtUePEXjA8FtpOFpvi8Xia8CTlSH4RjbStUUKmFkaCIAj/QBLPJb4u6SWNCFLcB1H9bgmmXDdjCYCWpxG3IarfdXnW82LVwTZrgVa3S7cpyh6rbkuYzTSvpR4Zj2XLlvl/UHMM91JzapPCwkJccMEFAIDrr78eDRs2rNH6rr32WqxcuRIAMHPmTLz11ls1Wp+z/mThT/BNElk3+Pe14zibOtn8fZiVGE8nnngifv31VwwbNgwLFixAz5498dprr1VJdNJkElsyLYijFsJ6YR0lUnD9lgcIlxvlwVGVdkXVW5Wyorw6+L7cszySovKxfVHeMPoee2dxuyprkyWERYkn2mNJYwlc+r62TXs4JRIJxGKxtC1n7OlkCVIsHHL5uq+1OMX2BkGAVCqFVCpVYZ5aWyOtenT/RQk2+hmyxiiTZ5Deghc1R6xnUJdniZA6fSbhl8VE67nV/cz3Jb0WZXUZjuM4UTRu3Bj7778/brvttlqr8/rrrw/fP//881i+fDk+/vjjWqvfcRzHcRxHkxWPpw1FlDpe4EcR5clhiUKCBLLm/Lyo5rLWNSC2RtKxeKA9mThIstjE5WcSW7RdnF/Klm1dco9FsijhxFrEc/k6/lAsFkMqlarQDm53VH9FiYRaWMsUUFvKt4RCTgsg3LYnApMIT4lEIhScxKuJPZ04r7RDCxp6u5z0EbBW4OC4ZNrzSbbdAUBJSUkoQmn0+PF7njt63KLmkPakYm8qPUbWsxUlDHGcKb1FMpVKVbiv7dVCo9yXPmYBTPqRxUB2vbdEJR4jq2+kLv8Pau7hHk9ObdCgQQPsu+++mDBhQlbt+OCDD3DiiSemXZs/fz5KS0uzZJEj5OCf4DmJezw5juOsZZPzeKpOohbAgB2jh0UOXlBrMUQQYYbvsRCjvVK4Pl7cRi10LCFFBAYtavB1EUO0WMI26BPILI+Q8vLyUBDSp9ZxOeyhwu9l8c2Lf7ZNyuWg33qsWDywAq5bWxHZK0jSZhLgtIeNJWTJCWo6D3sxSdv02PD7ZDKZ1j4OOs5iB2/Jk/rl1LvS0tI04YUFxtLSUiQSiVAwlBPyuK9Y8Is6EU6f+sYnyul5KXktLybLg0vfEywvL71tNUqA1LZwX/Lzw1vnojz2rHq5jChvLH7vCwbHcTJx/PHHY/To0dk2A7vtthu+//77tGs77bQTPvvsM49V5ziO4zhOrWAfOZVDcOBlibki4oX2VpDTwgCEIgN7vmhRQu5zbB0O9hwlEsn1TMEM2XtEB6sGkCZWaIHJikXEsYDYJn1f+kPSWFvGgmDtti72vhHhRYtsWqTisrmN3M/a24ht4PKjBDjuP65fiyyWveLBlEgk0vJJn7LIJmm1AMVeM3xNyhUSiQSSyWRaPYlEAvn5+WH9IiDxC1grXnH5eXl5yM/PD20qKChAMpkM60gmk4jH40gmk2nzgL2iZA5IP8q2QbGN55Y8K1YgdO0dZ4lTjPa6YrHLEnh0P+s+Zxu0N5a2gYVkFjq1YMr5+PnVAhz3i+M4Tq7yySef4Nhjj822GY7jOI7jbCLUCY8n7bUApHsnCVq4kAWm3qrDnjbaK0V7kWixiT1UeBFrxReyPHq0Rwen48U0e3xo7x9Jw++1GGCJRfw5ShxgewQtAnBfswDGXmIsPokAxnVprxNr/CyvG/b8ssY7Suxg7x/xzrIEKO3BpIUNAOE99vASQUf3O4t94u2kBRG5x+PGW9DY80m2qLGQJnUlk8kKXkLay409jrRHj46BpcdEyuQtlezxZ20ntTyI9LOlr7Mgm0qlKpRtlatFKe1VpeeM5RGl2+seT47j5DJjx45Ft27d8I9//CPbpjiO4ziOU8fJaY+nKE8KoOL2LMtTQ95zWbwwZe8PLYawCKEX4myD9lRisUHbwvm5PVyHbqsW1irLawkGLA5oDw8W1diThhf5UQtw7ictxuk+1+3TopN+z+OnRTcrnZ4rLBICfwghWrDifCxG6fhB4sEk7dMxoPLy8kIPJUnLwpQIXFKWpJV7+r3k53pFIBMvKz2W1pzX4qz0hSXE6PHR+bjMsrIypFIps35rbljb6gCklaNjNbG3oyVCsn26r9kutofr1ttFrefLcRzHYujQobjxxhuzbUZGCgsL8Ze//AVff/01XnvttWyb4ziO4zhOHSbnPZ6A6BPWrOvW4peRhSx7O8jiU3ssiSeKFUfGEn3kepQXheVVwXZaAg97K+n82ouJ7daeRZbYYolBVv1a0NDlsJ3WAh9AhW2JfE+8U+Q9l6tFgag+YgFBe/1IOeIBo4UFFpisMWIPHIbjQul2s5DEfaA9jeQzeyGJJ54eXy16Sl16fCxvKBbUNFyG5QXE79lTyBprnndso/bms+rUAiXbHuWtZM1Nq980UiaPh96+6jiOE0WbNm3Qpk2bbJtRKc2bN0fz5s3Rrl07PPnkkzjppJOybZLjOI7jOHWQnBeerMUtLzy10KNFFy5H0shPvSVML6atvJZIlEkYi/JC4rZZC10rPo1lT1R+vSCPEhN0PRotsFltrqydnM5CCzqWnVHil1zTHjdchiXCWS8Wn/Q13QZ5z15Sus903yYSiXDrGJAuOukYVEBFsU7q5XK0R5Ceq7pPMgk6Ufmi5rcuj39yH0XNe6t87aEU9Sxyv+nrFtbvA0vgjLrvOI6TyzRs2BDHHnssRowYAQC4/fbbsXTp0qza5DiO4zhO3SGnhSdr8aeFokx5re1uVrykKE+LTOIV39PCSJTwEmWj9jqyvJZ02Vb9Vl9x+zMtpCsT3OSn1W9R4pUWe6x07HVSmYAWJZZIXi0kRvWBFpa0aMJlWO3S2xz5Oo+nFjOAdLGJ7eC+1vGeorx2tOBkCbE6Pfel7lf+zGJeVLywqPnGn61rlhiWSZS0TjO0PLei5m9l81PbmknQdRzH2WuvvdClS5dsm7HOJJNJDB8+HADwyy+/4Pnnn8eiRYuybJXjOI7jOHWBnI7xZC2qM3lnaBGA32tRx1pg63q1oKS9QCyBQ9JqAUB79XC5VjwnAGkeHVqokLRRMZgsDxyrfEtE0/ZZ3lOZPKl4m1cmjxurv6LECy0KWIKNvs9tjoqFxfWwyBKL/RGTScrgLXdRYhC3h+MysYeelGF5esk9/ZPjO0nsJ+sEPwvdHyx4ir1Wf1iB0tnGTEKm5NHPgLyi4m3pvs00jyt7NixbeGwE/Tsk09g6juNcf/31OPzww7NtxgZx33334cgjj0S3bt3Qtm3bbJvjONVOpytfzrYJjuM4mxQ5LzzpBaoVt4bRXiZRwoyOEWOJSJYIwl5U4omhy2CPKkuA4feWV5YlVGnPHW2T5bmhPZ2sNlrig+UBw+KL3t7E28RE1LDiX1kCgU6jhSEWGfieNTe0UKgDjEt9HLS6rKwsbaxYBNNb3bSXjQSl5z6VE990P+u2aDFIhK5YLGYGKOe0IkBJgHIWoqwA/NozimNd6fHW7dVzyZovPN48L/Q8YkGSxTRdHn/WpyaycJRJGNbebVq8lrJkDPU2u0xB9R3H2bRZvXo1SktLs23GBvPAAw/gq6++wm233YZ69epl2xzHWWdGjRqF7t27Y9ddd822KY7jOJs8OS08ySLbCvxsndQGVFwsyzVOKwtPWfyytw2feKcXtSxU8AKePTl4EW6dbMbvuQ6xQ+qT9ukFMb8XkSdTrCrexmaVxcKYtpX7RNuj+5LbIAIDiwZlZWVhwG29sNfiEHsDSVoRdLQgJu1PJBJpwoL2yLHsFoGH2xrV5zJWMuYaFoX0uHO7NJb4xOIMi1DJZBKxWCz0etIClJx2J/e0DVIfv+f5z/NLb8uL6nsZWz4VUb8kj7xYsJXg/ZZQqceC8/B1y5uN2ynX9LPOv08sode9nhzHsTjssMNwzz33ZNuMauOEE07Au+++m20zHGedGTx4ML788ktMmzYt26Y4juNs8uR0jCfgDyGJt9UEwdoAy7JotWK4sNBhLSB565PecqYFIRZttAcHL4ZZiNGLaO0ZxaKLFSg9Ho+niWtWGSLAaY8m7WXE7dBeHCJUpFKptDawsMXH3WuvIGmr2Gt5WFleJ+zBxB44lucVCwWlpaXhuApcN9vNsK1yT/pXBB3Oy6IMj5P0QxR8Op8gZcic5MDgWnhMpVLIz89PE+947stpd/qUOBFv4vE4SkpK0sZI96PYok+w43nO4p/2VJJr0kfymcti2/Q1LRRxe6QOLQ7p+cDlS1vkGouFWiCz4nBxesYSGB3HceoiPXv2xIIFC3LipD7HcRzHcTY+ctrjCfhjaxcvUEVE4aPQ9WI3Pz8//CweEnoBrfNyfrlulS/CF1/XXlbAH2IFe+Fo7y3x1NGiEIsnlcWw0V4l0j4tknHbuF16WxF7K3E+LYTJ+GjRjttamQhlCWHaZu2VJJ5n1rhGed1Y4iMLHyx06LTieSSeXyxI6O12bIuuR0Q8ngN6nHjbotTNL+4jFsd0HCgeB90v2itPjw17rvF1vqbL5X6zhByrb/m5iBofHlcrdpj8HtDt0GIuzwH2zuLPvDVTz0vHcZy6TCwWQ8uWLTFv3jzTW9ZxHMdxHCcTOS88scCgF7naW0N7dETFaRExSosfligStQAtLy9P++NMBz3OtFXHWqTze2uRHyWKaNGMr1neLFEigV6Uc7u0WMZ1a2FA9yP3l6TTfc4CAJcR5VmktzRqwcsSwiQf26qFJ/3S8X/0T+53SxDRY8QeQtwWEXpYsBOhS+5najNv79PiE4syOi6SNf76pxZjeOyiPnO5Oq817zOl055aul5rrulx0HNervO8sPokk2eb4zhOXSMvLw8dO3bEG2+8gUmTJqF79+7ZNslxHMdxnBwhp1dOehEs6EW9JcpoEUd74eiFp+SxFqB6Uau9hCx7LPszLdR1+3TZ2uNDe6Touq1yrXuWB0omUcwSjqzyWXjQbbNsYi+VTOKNFgmsdkQhY663wVVFbGSBStugg3hn8r7SfaK303FfMFp40ifsaXGShSgRsVho43ZlElit8eLnx/JisoQhXZ6eQ1Hiqhadoq5HCbNRbZD6ePtlpjIcx3E2Ffbdd1/st99+GDZsGHbbbbdsm+M4juM4Tg6Q8zGeosSbTFiiiC7T8piIKld7X1h1WdekTBa2uByrXO1tFOW1pT2+uG7tNRLVF1p8q4r3iGWHLstKy222PFUscdHydrEEN+1Jw3kZ7aVm2ZlJeLIEJ2mH3sooY2e9t/qL08l1jvPF7Zefkp7z6et6fvM2Sh4XPTd5zC2Pt8qelajPeqyqIipp27gf9RyyRFPt6WXVq+dnZb9jHMdx6jonnngi1qxZgyAI8OGHH2bbHMdxHMdxNmJy2uMJiF7gWmksbwVr0W0FDY7Ka6XTnkB6UWtd4/IsYSjKHu3NxNfYK4Y9crguS9ySa9aJYbovrfLYI8fyHrKEBat/tcDBgpSOfWSJhVyvYAX11mKXFfcoyjtJewnJ/LFiPfE1SzDkMdLCiPVePovNOm4T95N4N8Via0/r09vz+HS8KIFRytTPiNUOLfBYQo8eM07HbYg6Fc8aOz2Geows0cpKq0VhDm4f1W7HcZxNjUGDBuHyyy/HNttsk21THGed6XTly+h05cvZNsNxHGeTIKeFJ2sLjCU4RC1Ko7whLIGEy9SiDYtW2mvC8saoitcEBz+Wz9Z2H/ZOYU+fKE8hLl/SRQkJ2suDsezXghcv1q2th5aIocu2RBDtIWYJNVrE00R5PumYVCxCaHFJl8unKHI9eusct01voZM8Vp9rwYSFLCtWFQtS3JeShuNE8bMhAe2tseC6tOCnx1K3j8uTvNYWQmkbPwM6/pgWLSu7r5/nqIDlnF6LmFr0chzHiWLVqlVYuXJlts2oFQYMGIAxY8Zgs802y7YpjuM4juNspOS88KQXg7wo5m1ILABoj5UoscqqjxfyUQtQXixHxYoBUGGBL/br8q3A1FKenJ4HpJ8gp9umF+WpVKpCndbiXOqPEo4ETiv9rgUPPV5BEFQ4Ic3qAxYq4vG4KbawbalUqkIgc+u9JYixkKfrZ+8hnmMsALF3Dns+lZWVhX0uP638lhBqiXN67CXQuQhf4tGkx1dOANSeUpyG6+AteowVlFyPBW/bYw8rSZtKpdLslzZyMHVuiyW86WdQ+lo/O9o+jpulRUTrd4Vuv9UnjuM4wlVXXYWLL754kxGqd9ttN3z++efZNsNxHMdxnI2UnBae9BYbLahoEYkFlHg8nnZ0vRY4gLULYPbm0J4vIhyx54aOnaO9L7gefSoav5e84vnBSPki8GjRgttqxQ4SrxZeOFtlSD9pUUKLSLLY123mcsR7xfIG0tvytNDEAokIEVw/1yfp9FhKPXpLmhZOYrEYSktL08QjeZWWloZladFKYEHK2rIp93ie6jGwvJ2AP8QZHkuJSaXFHm279rTSQi17PPE1FrdYILSESAlYLm3kucCCnMxbLo/rZRFPyqtM6OHnjIUqLYbpa/r55HHSnpGWl5bjOE4UY8aM8eDbjuM4juM4yPHg4pY3D98rKytDIpFIW9zyAl0WtVwW8MeCV3t7aDGjuLg4XPjzglR7HFlCDIsGlhjD4pclcEh7WIjgurVnjiUscXByS+zIy8uLDF4t71ko0OVoIUzELssLRT5zGVpY1EKbziPvre1d+rMW3SSNxEJigURElLy8PJSUlIT9qgORS34pk/tPC2dSpgXPS2kjb+ErKSkJBSERL7nfpXwtNmrhle0U2F5rC6QlEkp6+cz9ElUG26TR3l5SviXy6c/snRa1fdT6vRHl2cWCpeSJel4cx3GYk08+GXfffXe2zXAcx3Ecx8k6Of+vey3osFeOXsBbi09NVD5rkakX2JzOyqPFFMlnxeDRi2Nr25pOr7cSWeIFiwxaANL9ogUa9tbifLy90SpPhADeDqb7g2202pQJyac9yFiIkPoApIkwum8tLyR56W10OgYUkB5EnO+Vl5cjlUohlUqlCWi6HCmDYc8wEXb0lrKofuF28FzSHnx8X+q0gm5zeTz+mfokar7quW09P7pvuG2WqGs9PywU8bjznIhKr9PxeDiO42TijTfewKWXXpptM2qNli1b4r333su2GY7jOI7jbITkvPDERAkVlmeEoBe62suG0+kFaZQnU1QsqSh7dJ16EcxprHxWmToAtBZzMtnG25T0wpzfW4t2yxadxhLfLIGQ30ct9tlOSyTQfSH3+ZolsDFStwhKvGVMhCS9tRH4Q4RiIYrL06IW949c4/wiNOltfPoaC31Wf+rx1yKnXNeeZeIZJOVHea5Z89KqT95bYh+XW9kzrZ8Z7mM97ysTujhtVYRXx3GcKBYvXoyXXnoJf/7zn7NtSq2QTCax6667ZtsMx3Ecx3E2QnJ6q12UWMFYooi1ENcLbkvEiPJG4vuWaGEtzC07rYUuL/hZqNGLY22nJcZECUmZ+k23T3vBsCeO1Z6otmWqU8oWuO26b6I+6zL0NUuMtPqS2wn8sbVNtg1yWqsfpGwda4vzWPXobXzW1jztFSRYW8yYqNhU/N7qBy4z6r72aBKRiu2tCloE0te4vkzjrNPL56hn3GqLZZPjOE5VWLx4MR566CFsueWWAIDzzjsPhYWFWbbKcRzHcRyndslp4cmKb6S9OQS9IJb3mTx5rPz8XurXnhWCFeRa8lkiFv+0RJhMi/ZMi+fKhAZdTtRC3QqqrBf4UV5YLEBwPVqY09vAJI3eJsh16z6Oik+k7YyaB5btMmbigaQ9wwS9pU3q0sKhxB6T98AfW+y0mCJ9z/2lvat0G7Xt3E+WJxSn1/VkEusqC7RteVVFiaTapkzzPpPoKnnk+bP6k+9nss8i6neM4ziOxapVq0Kvp44dO2K//fZDo0aNsmxV9VNSUoIpU6Zk2wynDrN69Wpsu+22OP7443HLLbdk2xzHcRxnHagTW+0yiQZRnjKyeJRA0fo+ixksMOhTwERQiPK+srw9rNg5lteK1GcJJJa4w2kkLwtGvE3M2vpVmbCl02nBSB95z/0Z5fWi8+uytXDA46JFn8oECh4zFqpYxLECvbO3U9Q2O7km5fM2Ob3VDgBSqVR4jd9LX+ite7wlj8UjPTZajNIxqfi+jvMkZUkdUQKu7kMW13T6KC8wHhurDp4vWizm69Z2QGvcuZ90WdZc4vSShoP1y33HcZx14eijj8bbb7+Nn376CcuWLcu2OdXK4sWLceCBB2bbDKcO889//tNPinQcx8lRcl540otDXgxaC36dXgdE5kWo5S1kLcj1aXZshxVAmstmsSZqsa+FI0nLgoe2z/I20oG7LbutvtWLfRYy9OK/sjGxvMzYE4fj+0jbq+JppYOma6HMinkl+eQlwgKXxWPF45hKpVBaWpr2KioqQklJSVpMJhaeysvLUVpamvZZBCwRn+Sz1Z96u195eXkF8UvaL2Vac4oFUy1GsuAJ/LHlzypDPMB4eyCLM5ZIw/0u1/W85DGS+rXoI+3UY872yXXrnq5H2s9ir1WGFp8dx3HWlSOOOALt27fHtddei9LS0gq/83ORIAhQWlqabTOcOszs2bPx9ddf45BDDsm2KY7jOM56kNPCkywYZXEvi0s5lY69mXjhzF4d1kKSF/Aca0eXITakUqm0crTnD4s+vMjlBa61iJV0ZWVlFcpgYYaFBF4sW55cLA7oNJYAwZ48Vl9yHvaU4fHRIlCUF4322tHCGLfD6i8Rj7hMeR/locPihT5tjj2Q5Kf2UBKRp7S0FEEQoKSkxBSEWGCSMvQpebL44LSSjtNI/dobSs8X7nfue2tMJB/bzqcQahHJ8laSMniOWF5B/PxZz0CUp54WBbk8nY63LUZ5LOq5rgVWmU9afNPiqOM4zvpw5513Ij8/H126dMm2KRvMu+++i06dOmXbDGcjZcqUKTjiiCPQtm1bxGIxPP/88xXSjBo1Cp06dUJhYSH69OmDjz76KO3+5ZdfjhtvvLGWLHYcx3Gqm5wWnmSBmEgkwmDPvOgUAcoSPNiDIspbQvJrAUcW5ZKWBRIWTUQA0PlZ1OGj6LW3lXW6nJTBi3/20hCbRNzg9lj2i7hmefpIO7Qgx3bF4/EwRpEVKDtqC5v2iOG+lLawmMi26jGVfrSEDy5T6rD6mMeZvZ9YJGQRiL2aRHgqKSlBaWkpiouLQy+okpKSNC+oVCoVfpaXiEkA0oQpFphYqAIQ/pdcp5H8JSUlFbyeOJ3kLysrC9+zeCj9Itct0Ud70bEABCBtLLSXGwtj+hlk77JMoicLi3osebz1s8PlSxv09kItaGsR1BLUHMdx1oeffvoJjRo1SntNmDAh22ZVmQcffBAHHXRQts1wNmJWrVqFHj16YNSoUeb98ePHY8iQIRg+fDg+/vhj9OjRA/3798eiRYsAAC+88AK6du2Krl27brAtna58GZ2ufHmDy3Ecx3HWjViQgyuo5cuXo0mTJqHgwYtRvTgW8UcQ7xd5z+jPWrzgRbL2ztALa+0tZAXGZnGKF+dcB3t/6O0+cj2qDABhEGvrnv6s0Yt2nZcX5NwmvQWK02pPGcsri+9xu7leLTqkUqk07y8dI4jf8xzQbbW8X7gezqe9z/iaFmXYG0vGRa5LGj4pL0r05PbyPGM79ZY8zi9tFA8tvYWQRSA9FtwfUf3LZJpzck0H4Jf7ltebNfe0Z5p+vnne6XI4jbbLErfELt3Xy5YtQ+PGjeHkDu6t5mzsbLHFFmjcuDH2339/3HHHHdk2pwJ77703lixZAgBYsmQJFixYkGWLcpMc/BN8g4nFYnjuuedw9NFHh9f69OmDXXfdFXfddReAtd+17du3x8UXX4wrr7wSQ4cOxWOPPYZ4PI6VK1eitLQUl112GYYNG2bWUVxcjOLi4vDz8uXL0b59eyxbtgw73vBOhfTz/nVY9TbScRxnI0V0lGysX3L6VDsApojEi0QtDOgFblSZllCkF8iW55GkzVSXvq+9KKIWvTpQs3h36TK4PvY64rx6kc4igJQt96M8kyyhRo+HFoi4fm2vFoj0GOhx5PdcPo8Hl6mFCt1X7CVjjQPbESVQSZksnGhxRQua8pPH0pprWjyx7BQvI+35pbflaU8oPTdYTNViDdclApnuF/lsCTq6XXpMeW7qZ8QaAx5XPU+j6tBjlUgkzHbq/uVnZFNcMDiOUzv89NNPAIClS5fil19+Sbt37733okWLFrVqz9y5c/HXv/41/Dxt2rS0hb3jrC8lJSWYMWMGhg4dGl7Ly8vDAQccgPfffx8AcOONN4bb7MaMGYPPP/88UnSS9Nddd13NGu44juOsEzktPFnCgF5oao8cK78Fx2DSdUXls4SmdfEq0qKPlc+6bnltaE+YTHVFLaSjBAJtC+fV9WVqT5T4Z9WZSdSzhDtLrNGeX1Fly3ur70XAqooXDfCHh4yINFy+2M/iFAt4WgDVwhzXLWWJeMXCk+XNpLeWabHWEucsEUjPoyihjO23+jRKVMz0vK3LnLLEOnlxLKmoMqrybDqO41Q3v/zyC5555pm0a506dULTpk3Dz23atME555xT7XWPGzcOc+bMibTDcaqDxYsXo6ysDK1bt0673rp1a3z99dfrVebQoUMxZMiQ8LN4PDmO4zjZI6eFJwBp3iRAepylKEFBFrPWFjkm04KXF+i82ObFbSZPJAstXEUF2bY8enR9VVn886Lbqj+qLWKb9gCx2hPVxighoDKhqzKxUY+pttmK6WSliRKo5JqOUaRFGe25xN41nI5FLB0TTIsdWsizvLe4fEtw4s/Wc8L3WSjjdNx/LI5lmt9Rwo3VxzptlOAVNU+5LRa6TO3pp+217OI0juM4tcn//d//pX3u0qULWrZsWe31jBw5EjNnzqz2ch1nQxg0aFClaQoKClBQUFDzxjiO4zhVJueFJ0sQ4UVzlIChY/Xo97yojtrOpxfeUp+8ojxc9NYmuR8Vz4bTWHZqkUOIx+MVxAnt3cHilt5eZQlsWmTRwp8lkrHgk2ksqrKg1wIAb3ljwcgSOnR/cr9GzQEui7fCWUJElNCp7Q6CP2J/6TEAkLZ9TeqKx+Np961A6uzBw4HC2Q4d28rq36jx4jG2RENuZ1RaLVRZQmFVBB3Oa4mnjJ7bOg/nyzTXo4RPx3GcbDJnzpy0eDmOk0u0aNEC8XgcCxcuTLu+cOFCtGnTZoPKHjVqFEaNGhX+veQ4juNkj5w+1U6QhaQsznnhbp3EBSA8Jl0LE1qk0QtS8QbRXjaSjk9QsxbkWgjS27/Yu4Xt0qfC6fvW1i8WmnSsIe4HESh4ga29QDgWEfeTFn4s27WYxfZJkGzuAzm9jW3Vgp3UIWOuRQIt/vB46j9AtGhl3Zex4vGw2sV26rHlvuJYS3xCnpyGJyfPyclq+tS84uJilJSUpL2XfHKqnpTNp+dJXWyLbpv0q56TMoe0GKn7mdEiK7dfi8a6v3me8fwSdJwyyw4tyolN3AfWGOt5rOeTFQfOcRzHcZx1Iz8/H7vssgsmTZoUXisvL8ekSZOw++67b1DZgwcPxpdffolp06ZtqJmO4zjOBpLTHk981DkLD7LY5YDNgvZe4WtAehwffToWL0Y5jbWA59PmGC1icZlst9gV5X3DC+4oj6y8vLxQ2JGyRVDgfsjPz69wKhyXowNpa2FACzucTrzPtAjH5ViiF7dZ93FUfKVMnks8zuwNx/fEfvYU4/K5HVr8ixJjuK/i8XjYz3qrosydeDyO0tLS0AYeSy5fxlVTVlaGRCKRFvib+12ERkv0YQ8qOQ2R26bnvfQVz0GGxRk99slkMvK+NWes+ZOXl4fS0tK00y0FSa+Dn+vfBTqWFgvW+jlkG/TpjY7jOI7j2KxcuRLffvtt+Hnu3LmYOXMmmjVrhg4dOmDIkCE444wz0KtXL/Tu3Ru33347Vq1ahTPPPDOLVjuO4zjVSU4LT7w4BNK9FPRWO14wapHEEgt0rBwtMsjiWIsDvFhlscASx/TinxfxepHNQocWe8RLR7eZhYMosYbvaW8Pa7HP79ljJGornRYQ9JhocUkj1/UJalyO1C/2a0GExRgtMFhCEo9NlMeSZSvnsbxhOL+IJextlsnrSjyVeKskj7f2xpI83FeW4Mnt475h4U3PQRbNtLint3LKZ7FF6tXt4bqlXdac5L6OEo/1WOqx4XbrrX9svzXujCXeOY7jOI6TzvTp07HvvvuGnyXw9xlnnIExY8bgxBNPxK+//ophw4ZhwYIF6NmzJ1577bUKAccdx3Gc3CWnhSe95cVaZFoCgHXdEqEs4UHK5wV3lCDCdujFK4tW3BZe/OqFPpfN5bP4xMKI9srRiNARFWTa2uKm87MAZ4kUlsDF97kftVCg+5rHTQuKujwWJaRvtNhoBfXWIhn3Jc8B9hzjdmfqby02ak8ca2x1f8k9Hdycr7P3mhaZ2KtJfmpBLZNdbJvA76Usnt+WcKvLZ2FKt5+FOD3+nNbyiOI+skQ2KcvyeOJ7uuyoMXYcx3EcJ51+/fpV+o+aiy66CBdddFG11usxnhzHcTYecjpISaYFvF4YW4tP9uywFpTswcQLcy04WB5K1nY5bReXr0UZ9t5hLCFCRBYWG8Qry+ozFsOiPJr0Z227tofbbJWng5BrIU2LQTqNFTtLv3R52k5LXOS0Ud41LM5wWZbYxn2v50yUiMNE/WGmvXWs9oqAU9k2NWtsuCxLhON0lm1cNs9fLTpZoh6/5z7S4pklXPK2P52f+yxTcHsRtnQwdi5P28ltdBzHcRxn48NjPDmO42w85LTwBKQv3HmxaC12rUU3UFH00Qtind4SFdgGLT5w/iiPF86rxQSdxmq7VX+U2GH1hV5E6/7T6S0bdD9XJX+USKj7ozIhxRL35HqU6MA2R2EJY5VRlb6yrlvjJe2xTm7Tooo1Z6Pq0nXIPQ68baWz8kWVq6/pe5kEsUziotW/UfPAqluLv1FlRomYugzHcRzHcRzHcRwnmpwWnjIttPViXtALUvaq4DSW4KQ9HzItpNkjxvJy0aKStkvKsOzR6SrzJtkQLNEok2Cmr1m2RdXD9VWWzhL9hChhIlNZfE2LHJXVp8uz6osSEKPEjaqINZbQqk9ijLLHuq/ntjW+meaz/myNf5QwZFHZHNef9Zyz6okSL7V4p8uLEq4cx3Ecx3Ecx3GczNQJ4Yk/6wWijqOkF+Va9OHPlncS18teIbxtTZ/upuvndFy2FhG4TuvIeB1QWnvASDotcjHs8RFVvtVHeoHONkcJMJm8XCyxR+zLJPjofmA7xHMnyvMlkzij22ltnbTax22xRCarj6x5wWMZVYbOH2U7p9GxlKznQYJ7y2ee39Y8qarAqcfbip1k2W7ltUSmqDr1/JAy+Jnln9Y21eoQcR3HcRzHqT1GjRqF7t27Y9ddd822KY7jOJs8OS88WeISkH7ql6S1FuNWoGN5HxWMkEUBWUBr8vLywgDU1mJXB7/WgpOUG4utPQFNi0dRwZC1nbw4j/IOsvqITyOz4vRwP1viEPehpNWxqCy7o07f47I4mHwQBGH/sCDI46jHWMaF03I/Wu1gMUILcZaYpcUaHj8tUnL/SV2ZvGp4fPj0OIl3JCf5WeJJPB5HXl5eWl9GPRMc0FuLgSyApVIpM1A+n06nhaWoYO7aXqlPX4tKy0hdPN5sC58KaD2LPL4sMrvHk+M4juNs/HiMJ8dxnI2HnD/VDqjoLcGiCYtJesEMoEIgZhYkZCFvxdfRx61rmywvJhZh2C594pvk58Wu5QXC+fi0Mi00Wd438l73EdcdBH8cbS+ChhZJOK/lhSL9q0/m47ScJsrzKaoN3P9iA48XnyQnZViCIgtBkodFHfYEyhTnKWosLXHLus5lWP3J85IFriiPJC1Yij1y6pzuU7aLx17n577VApOITtZY6rnCp99xm0Uci/I0s7ylGClD+kr3O48LC1ycltHiVyZh2nEcx3Ecx3Ecx/mDnBeeWARiIYhFEVmkplKpCp4NOgC43OP3esHNAoZ4kFieEHqBDlQ8qUvq0It03gJX2dY9fs9eXtbR9lw3e9fwQl6LMOwxotumy9PCFv9kMYIFBREYtEgobeAx4TokjxboWDyIx+Np3j3sjaMFHxYHub9Z5GFxQreV65PytAgowpG0mftRCyScj4UUSyxiEolEBSHSEt+4LTwfLHt0n2iBz7qeSqXSPmuhktvIXl48X0tLS03PJPZESiQSFfqDRSf93Op+EXTbZSy1SKxFV8dxHMdxHMdxHCeanN5qJ2hPHb2Atl6ZPGhYMBJhRAsiANIWvLoMvdjXAoqUr/PE4/HwlUgkUFBQgMLCQtSvXx+FhYUoKChAfn5+eJ9FIS0Qaa8bfV3ax95M2nb2erGEDxaQtODHYoX27hGkTLaRvZ/EHvaC4T6NGmexmUUgLXrpvtHiDr+kb7WIofuD+4nbyO+5X7kOSWeJS3KPxTsRPaPGRezVW/e0x5O1vTGRSITzW/ex2KHrlTTS79JvllcWe7exDfxsip1a/GUbuD+s8dfjqcdE2qbbyF5leg7ye8fJBd5++20sXLgQCxcuxNixY7NtjuM4Tq3gMZ4cx3E2HnJ+5aQFFS0OAEgTKHQ6FjcsD5UoIUUvZLX3kRYbWBTSnipa8InH40gmk2lCE7+SySSSyWT4PhaLhSJBVB9pYYHrt0QVXvxbAp3l8aGFDhZTtNggY6LjIHG5ljeObocuL9P4aKLKYvFBCxTaU0b3lRbROI8W3iz7rHnJiKDD4mpUemvstPii04ugJHGb9DOh+1FvM2WhjIU0KZfR/cV1cQw03W+Wt1LUGHLb2TbdH1Z5mT5bfeE4GwM9e/bEhAkTEI/H8f777+ODDz7ArrvuilatWqFVq1Y4/PDD8cEHH+Ctt97KtqmO4zg1isd4chzH2XioduFpxIgRFUSEbt26hfeLioowePBgNG/eHA0bNsRxxx2HhQsXrlddelEsYkGUyKAX7HobDgsjLBYIfF3KjKKydHoxLYtzEZUKCgqqJDolk8lQQLBEDy34aM8jS6jTi3Ydc8ha5Ot8uk8z9ZVlsxaPLNt0fVUty4olZdWl30ta7jctaEbNG96uFyUGWds++b4lXOnx5Poy5dc/dX1RIhOXGyUEyr0o8cx6pqy2ZRoPtsXyULPao4WjKIFSeyJGpXfhydnY2HfffXH99ddjv/32wwMPPIDddtsNffr0Qb169cI0TZs2RZ8+fbDXXnvhwQcfzPhPC8dxHMdxHMepDmrE42m77bbD/Pnzw9fUqVPDe5deeikmTJiA//znP3j77bfxyy+/4Nhjj13vuqI8W6IW8JnEhso8ZDQsJnA+LTBYC2EWifLy8pBIJJCfnx8KTiwwJRIJJJPJ8KeITrzlTnuvWG2OansUlleI5bGjy8l0yp314rqiPHd0OVZ7qzIPuO85rdUn2oOK02eaZ3zd6i9L9GEhK8qbprI6dZnWPS3w6HKjvLKsfJURJWrxe8sTkdNlEqAyiVtW29gLK2oeMtrjy3E2Zvbdd19ceOGFOPzww1G/fn2ceeaZGdPH43GcffbZuOiii9CoUaNastJxHMdxHMfZFKmRf3UmEgm0adOmwvVly5bhoYcewrhx47DffvsBAEaPHo1tt90WH3zwAXbbbbd1qsfyGJHrHKDYEoY4n7yvTLjgRSqf+mZ5uYg9locRlxGLxcJ4OiIoybYkvT1Jb/uSODRlZWWRbWXbrfd8zRIXZMGuvXHYK8bKq7czyX1rm1Mm0Y+FH6s9HNMrqo2WtxSjt/RFed7oYNVRdej5oNsQJeBw3kxzsTIhRAe71+JRpn6SPFb8IktMjBKpOHB5pi17WmDS9sj802KddU33r55flv267dorTP9uieoLx8kmPXv2xJAhQ3D44Yevc97bbrsN8+fPx8SJE/H777/XgHWO4ziO4zjOpk6NeDzNnj0bbdu2RZcuXTBw4ED88MMPAIAZM2agtLQUBxxwQJi2W7du6NChA95///11rkcv7nmBaQkELAjobUNA+vYdKUeCWXMd1uKXbdIeGjrottQj3kosOoknk2yzk3uSTryeRKBisUovrvk0PLaT4yvpdvFimoUu9saxvGDkvY7dxHUKlhgnP9kTLOqlt1lpu3kcWLywAklLGZa3jZ4bUQKW1c4ob6aoE+s40Leel1FzW29147ZYSH5LtOH7LLZw/1ljEyVcaUEyyttK28r1SVut/mA7+RnlNkh9EshdexbqGGriVShB+/kURKtea0ue49Q2rVu3xsMPP7xeopPw5JNPonfv3tVolePUXeLxONq2bZv2KigoyLZZjuM4jrNRU+0eT3369MGYMWOwzTbbYP78+bjuuuuw99574/PPP8eCBQuQn5+Ppk2bpuVp3bo1FixYEFlmcXExiouLw8/Lly8P31uLeIE9P2Qhy8GZOb0lJvCi1fJEEfHI8nbi+vk0NlnAS/mFhYXh6XUsLvFCX+qwAmjL/WQyGbaDvaC00CBpWDjgE864L6UNUl4ikagggkg/cDksPnB8KO3pwvWVlZVFxqjS48InmXE/c9s4vSD5+GQynh/cdq5Db4vUMa/4XiqVCvOy/fF4PDxhT2yWvtN1yE/dz3pOSn5NKpWK9HLSY811WmMa9ZxImXxqIN/j8bPy8VyROSvpeLuhDj7ObdZlaiGTY5+JOCuiEqeTfKWlpeFzI2NcXl6OVCpVQYSKeuYdpzZJJpP47LPP0KpVq2yb4jh1kkQiUeEfJB07dsTs2bPTrh177LF44YUX/B8SGxmjRo3CqFGj0v7+chzHcbJDtQtPhxxySPh+xx13RJ8+fdCxY0c89dRTaQFO14Ubb7wR1113XYXrLB7wNV6gJhKJtK1oenGsBQS5xgtvXqhrocA6cp0XrSx28fYljsukPZpEaOJFsuQJgiBNWADWLj7Yu4pFLrZRexmJIMZ18H32KmLBwvKy4Xot76FMAoJ4omgvKa6DbZL2W22ybJdytCDGHkDac0q3U88Jrs9qp/Sp9i4TeB5J2Sxk6qDsuq8lDXs4afGN55sltFnPj+WxxP0h7ZA/4rSHlaTjU+l0PWK3HituB9en546ei9IeS0BjT0JZQMh81nMrmUyG4lNZWRmKi4vT0rKt3C7HyQaxWAxr1qxJ+/3tOE71smjRImy22WaVpnv22Wdx7bXX4h//+EctWOVUlcGDB2Pw4MFYvnw5mjRpEpmu05UvY96/DqtFyxzHcTY9amSrHdO0aVN07doV3377Ldq0aYOSkhIsXbo0Lc3ChQvNmFDC0KFDsWzZsvD1448/AkCFRSAvUFn00cIEUDFekuSzPGnYm4OFCskjdeh6LC8cLkdvr9NilIgQsmiW/LLQ4J+yqBb7xAb2JNL/tZO2pVKptM/Wdi0tZHB6S2SQfuUtSyxmsPCivXIscQv4w5OH+5/Hn4UNbq8WEaVe3uqYl5eHwsJCFBYWon79+hVOFSwsLER+fn5a/1teZCwc8dwTmy3BUsfsYht5HLQnleW5pT2mtNjGfcRbyNhea6x1meJFpK9rDyHuHz2u2ibLXp5nlsDF48x9nJeXF46fbKsrLCxEvXr1UK9evbT39erVQyKRCK/JFrx69eqlCVZSh7z3Bb/jOE7dJC8vD0uXLq2S6CRcc801WLZsGT788MMatMxxHMdxcpMaF55WrlyJ7777Dptvvjl22WUXJJNJTJo0Kbz/zTff4IcffsDuu+8eWUZBQQEaN26c9hL0AlywPDEY7enB6XRQZE7PXhaW5wt/ZsGH4wix4KFfvNDlrUHsASWLahaoZLudiCjseaWFHh20XNpnCWbSD+IdxdctQU+XKd4jQLpwwp4kWqCxxD8AaX3B48FbGqMEHk7Lr3g8joKCAjRs2BANGjRAgwYN0KhRIzRu3Di81rBhw1CIkq2RLBLyPOCtePKyPH/4nhYMWaCzPMBYULVEG67LGiu2mbdjWqIqz2MW1njbou4HtlPmnRZh2TY9H7WNVvv09kfOq2M56fhN/JL7vOVVRCoRHSW/NaaOkw2aNGmCzz77zMXPjZA33ngDs2bNwsCBA7NtirMe9OjRA7NmzcKnn36a0UPGQv5WlTJmzZoV/tPQcRzHcTZ1qv0b8fLLL8cRRxyBjh074pdffsHw4cMRj8dx8skno0mTJjj77LMxZMgQNGvWDI0bN8bFF1+M3XfffZ1PtAPs49pluxLftxbEmqhtO5Ynk65be2RYnk5yXRbFshBmsUgLTOzFxUJKIpEIYwlJPSwcWIIYL861Jwn3AQs1Vh9F9Rmj+0/n0cKDFjqihDzt3cP9yvejBEcWUnT/662OwB/byYJg7fbGsrIypFIplJaWorS0NBTjWNiTMbb6UW/Vk7K1oKKDeus267mmy4xKk2k8dF9FeZ2JbTq2k+5jXY5uJ28TtOaatknbosU5Fs3Yi1CLTlokY6FQ7GJRLplMhlvu8vLWxvBib0rHyQbxeBzbb799ts3YpDn++OPRoUMHPPnkk7j11lvD63vuuSfq1auHyy+/HEceeSQAYMWKFTj33HPxxBNP4Nxzz8WKFSuyZbaTgf333x9Dhw7d4GeroKAgLOOJJ57A+eefjyVLllSHiY7jOI6Ts1S78PTTTz/h5JNPxm+//YaWLVtir732wgcffICWLVsCWHt0c15eHo477jgUFxejf//+uPvuu9erLkvo4e1xVgycTJ4KUQvgTHmiPFMseHsXb6/Tnk3iwWRtJ5L6OPh1PB6vEPdJCxjcPr14twQGS8SxtrdxPi1iRAlwUV442sNM97sWrPRn4I+thZbgwd4w0v8c/4e9xtheiREm4lNJSQmKi4tRWlqKVCqFVCqV0QMuCsubifuIy9OimxakKhOAdD16Kxzf0+NhiaxW3DKr7VafRI2x9sJiW61+0iIri048vryNleeGvGcBiUW1qLr0eDtObdKmTRsMHjw422Zs0hx//PG48MIL0bp1a3To0AEnnHBChTQ9e/ZEz549AQCrV6/GvHnzcMIJJ+C7777DXXfdhfnz59ey1U5ldOnSBfvvv3+1ljlgwADMmTMHd999N77//vtqLdtxHMdxcolqF56efPLJjPcLCwvDUyaqE96ewzGH5F6UhxIvsrV4YAkxWvjQWx304p89KljYEPFDRCZ56a1g7A0knjXcXr34trxfrL5aF8+XTN5PlueR7qMobxudzypHe09l8uxhr6OotFr4Y/GJPaG47dLvEnhaRKqSkhIUFRVF9k9lIpnVduvEPC6P+yFqjlrlcvqqCFTSZu5/SwzjZ0eniRK42FvJsi9T/+h5xZ5+/FzJuBYUFITPGQtlUp9cBxB6sGWaY2yXFqkcpzZo27YtrrnmmmybscnSr18/XHbZZejTpw8AoHv37pXmqV+/Pq6//noAwFVXXYXFixdj9uzZmDNnDr788ssatdepGttvvz123HHHGin7iiuuwNKlS/HEE09g3rx5NVKHY+On2jmO42w85PTmc/b+kEWrdYIbby0D0kUBawuT5YljCVeC5dWhxS32duLtPyJ4SBr9soQwHUOIY+RIOZm8jdiLQ67Jglv3Tab+zhQg3BKxrHIzCR+ZbLH6XQsylhdSXl5eWv+LN4xcY/FP+lrKFs8yFgmlv0tLS1FcXBz2ow5aLz/Zm8dqD+eztuZZfa3nLY9vJtEnSmyUdDw/9D0+LTJK1I0qm7e2sb383hLJuJ+kr3gratTzpbeu6meKPdykTN6Wx/WKjXxSpuPUFo0aNUL79u1rpOy2bduiadOmFQ7/cNK577770LVr1w0qQ7bmjRkzBldffTV++eWX6jDNWU/atWuHv/3tbzj11FNrrI4bbrgB9erVw1133YVFixbVWD1OOlU91c5xHMepeXJaeNKxgfQ2ISt2EIsSLJqwJ5EIDJJfH72uxRYWArSwIx4yvDBmwUMWxeI5xbGeZKEr9Uv8KhZRxGYWoOSzbDtjG7kfpC2cjtuo0ySTSdO7hftSCytSLm8NlLwMey1ZNrJdUVhePfyet9NJ4GkJKC0iBQuB2qZUKoXi4uI04UnyFRUVIRaLoaSkJO2UQLY7Ho+ntc/yiOI5q0UnS8zR+ble/hlVvjUWIq5Zc0Ly6XFmkTWVSqWdeMdpAKQ9c1Zgci2eAkgTRllclmeKTyCUgPsFBQVpAq4WdXnOMnwyX3l5OfLz88P0IrglEgkXnpxaJZlMYsCAAXj44YdrpPyHH34YLVu2xM0331wj5TsVGTRoEDp37oyDDz4YRUVF2TZnk2XcuHHo27dvjddz7bXXomPHjjjvvPNQXFxc4/WtC/ofQo7jOI5T3eS08CQLT8Hy+tCLWu2lw4thFi5kgSl5orbaSHr2umLBgr1oOP6MDmoN/CGM8Jc/i1C8GBexSMQgDjjOooH8MSHBsHWfSHBs7f0l6aRv9AKdhQzeosR9oIUrLdjp+FssUGk4aDyPNY9DJldqsUe2XolgJKeZsSDFbeY5IyJHWVkZioqK0oQnsa28vDycL9p7iU+Q055C3Ebt6cPjwPn4s+SxYj9FiU0sRMl9AGniJl/XtmhhU9LG4/FwLKzta1pQ5WeVbeXx5Pkk7+X0Rx5PEZ54bmnvQIG9pcRuFinlREaez2xDXl6eLxadWuPGG2/EZZddlm0znGpmn332wf/+9z906NAh26Y4tcDpp5+Obt26hVs1NxY6duyICy64AOeeey5atWqVbXMcx3GcOkjO/3tDb58RWDjQafm6LCyB9DhK4vHAIpIWVFi8Ki8vTzviXhbGUjYLHrJglkUwe0Lp7XNSH4tJLPiwKMDp2QtKBAINiylSpq43Ly8vDKZseRKJoCJ9qeHtYtwfnJfL0N5nVl9LuVF52MuFXyIo5ufnh4KTfJbtWZKfRUARJMQbissoLCxEQUEB6tWrh4YNG6JRo0YoKChI60eef5aQoYUlLVrpvhR7LI8pS3Bl0Uv3nXzWc1fGk4UuLj9qTkk6EZwsrysWIi2PKhlPvT1OrrPAJqIfi07sSSiiLo8jj6/k5XLk+ZS+ZvFXxl7G2HGcTYfFixdj6623rvZy27dvj+XLl1d7uY5TVX7++WcMGzYMHTp0wGmnnYYPPvgg2yY5juM4dYycFp5koa6DSltburRgYolVWtTRHg6ShtMK1pYoWbhyHCHZ1sUv9t7Qog+LJtb2K+4LXlADfwgM7Omh+yhKwGAkLwsinE976LDXimwv09vwouqM8r7iOnUgeBa3tB2SR8ZB+oLFPhYeeBskByKX+zJ+fGKaCFANGjRAYWEh6tWrF2730jGF9NZOjRZduL26T9h7T3uDcft1v7A9Ygd7ysk1LSzpZ8aakyJiSRu0lxx7j/Hctp5hHnO2Xa7JOLEHoTwDfF3GnceehSX2wJI6+Nnkz/xy4cmpLR599FGce+652TZjk6egoMD8/q0OGjVqhDlz5qB+/fo1Ur5j88EHH6B3797ZNiPrfPjhhzj11FMRi8Xw+OOPY88998Suu+6KRx55ZKPbFug4juPkJjktPAF/LGZZEIlaqHMeSWuJT5I/yuvEKlt7HskinYUM9nhizwzLM0bKsYQDhr2h+JreQsUByaPEA2vbkxaF+LNVFtvAQp7ud/nM8XeixkS3Q+qWaywcWGKVpGXRgUUlLTJpkUJEKy1EsbDB3k+FhYVhObpNur+srZ8yh9ljiPvP6kdG+kiLPuxlxN5yLBrxPStwuCCeRPq+nns8BuyNxnn1lku5FvX8cp+yl5I1vpwuyguObWTxSdopz7H2RpRtmY5T07Rp0waNGzeu8XrOPvtsXHHFFTVej2PTuXNnvPDCCzUWQN5JZ8KECejZsycKCwtrtd5tttkG48ePr9U6K0NEpp9++gk33HAD2rdvjxkzZuCss87CFltsgaFDh+KHH37ItpmO4zhODpPTwlOUgBQlKOmtPvqezqMX57pc9uCxRB0rmLhc47gzvKDlerS3jPbmYWGDt4ZxWXI/kxBnkcnryOpTqx5e2Fvl6IW//qnLjxJBLFv4mrxnbxh5z/0V5dXC+fT2LBGekslkGOC6oKAgbWulHisZP92nVZnHVrvkZ5TAJVhb47RHne5DS1xkTymrPF1nJpuq0ladhoUlLeiy+AQgLbB/Zc+b1MHiFXuC8YtjszlOTXLllVdu8ClqVaVr167o0aNHrdTl2BxwwAEYPnw4tttuu2ybUuc5+OCDUVBQUOv1NmnSBEcccQRuuummWq+7Mpo3b44rr7wSc+fOxfPPP48DDjgAS5YswU033YQtt9wSxxxzDCZNmpRtMx3HcZwcpE4IT4C9lY6v6/Tynj2l5KclIul6omzQQhRvyWIRgj2d2CODF7m6TLZP/+R77AG1LuIT1xUluFlprHTcP5YwZXnGWP0aJVjxZ0mng8Br7yzuYxYURMRgwUGn10IEez+J2CTBysXrSbblWeKL1V+Z0ljCaFTfWHM+U39bIl4m2BvKsj/qs/acy5TWusdznsU/HR9NjzELUvw5akst/w7gZ0yXkWn+Ok51cMIJJ+Cyyy5Dx44ds22KU4ucffbZtSY2bookk0mcfPLJGb93app69ept1N6FsVgMRx55JF5//XV8/fXXOO+881BWVoYXX3wRBx10ELbbbjs89NBDfrqr4ziOU2XqzMopSuBgWACIOj1Nl2G9Z7HIErPYI0M8YbTnkxY2xD69ENZobyiODWW9xC4WL1gcixKitCeStkHbk0nMst7r/Lpe6z63ie9pIUxvvdTpWDjQQoIWIdj7ieNAadFDrkugcdl6J3m0oBm1zY3HKEpgs9rE5XA6zh+19dHqa+2xpvtX0lfm0STxnvRpfFyeJYrqbXhsl4wbnxipPdasrY6WgKVFKU4r+fVc4XnkODVBXl4eevbsicceewwtWrTItjmOU2coLCxE7969MW7cOP8dXgW+//57PPjgg3jmmWcArP0Obt26Nb766iucd9552GWXXfDTTz9l2cpoRo0ahe7du2PXXXfNtimO4zibPDkvPPHCVMdo4a1yOn3UaV1RgpROx7GGLC8JEZlY2NAnbkl9Vhn8B5EW1XjhbrVfCxzioaK9uKLELUnHx8mXlZVVEPT4uny2+kwLYADCssUOS3ywRBBLKLNEEr4n8ZJ0/4p4xP0maaztkBxUnAUojjPEW+5EfJLxDoKgwmmJGpmbeu5W5h2lhSs9lpyPRR0t0sl17VWnBRl+jvRYW55O3BYOeh8ltnE7tNjLXkv8TPGzxbazjdqrTQtb2mOQn3dtg+PUFIWFhfjkk0+QTCazbYqTJRo2bFjrsYc2BbbaaitMnTo122Zs9EycOBFHHnkkttpqK4wcORKrVq3CWWedhZkzZ+KXX37BxIkTsdtuu+HTTz/FpZdemm1zIxk8eDC+/PJLTJs2LdumOI7jbPLkdJAS3l7FggaACte1aCKLbhEEdKwcPtaeF74s4rCownnZ+0K8XqytQMlkMm2BrQWjRCKRFihaL8p5Qc3t54V8lOcSi0aJRCLsN+3Bwt4dWkTiPtCBqDm/2CE/pSwRhCStLOa1dxn3uRY6eNuepJe0bEdBQQHy8vLSxsLydNFCIIsYUmcqlUI8Hg/FM55LMqb16tVDWVkZUqlU+DORSCCVSpljKe2UemRseP5p8YbngMwdy0NJ+k/SSfkipvHY8VhxOha4eC5pLzo9PnKynfUschu0YMWikfZeEwFQb4fjvPy8lZWVhfGYtMjINkp72d5kMpk2dpZHlOM4TnXz6KOPYquttsLw4cOzbYqzibB8+XKMHj0a99xzD2bPno0gCNCuXTtceOGFOP/889G8efMw7QEHHID99tsPPXv2xJtvvplFqx3HcZxcIaeFJ8baCifX9YKXF/m8ABbksyUsARW9SLgeESt4ix1vyRIPG7ZJFspsP5crC19ehPPJeyws8AJZBLDS0lJzW50W6yxxTl8TQUR7KbHtui4+LU0+67Za48V2ssiiPXi0kMFjyOIDe6pYZRQUFIQiCItRvMWPy5N0JSUlKCgoQGlpKcrLy5FMJlFWVobCwsJQdCooKAi9nUTckPZym7UHUJRnDbdP2i828XhyOj1X9djzPb0tTo+vCG3cFj1vGS2ayRwRIUnmNtuRSqXSbNDPBoA0zyUtREnaZDKZ1p+8PZXrlTEXcVDap+3nrbGO4ziOk+tceOGFePzxx7Fq1SoEQYDdd98dl1xyCQYMGBD5d0heXh569eqFL774opatdRzHcXKRnBae2MuDF9jaa0ngbWfxeDz0XOGFufas0R5RUo4luohHjWy14mPeOQCyDlqdycOIvWu02CR9oIU2TsMCm+UJZW2F47aKWGJ50rAgxP2kvcd4kc9oGyyvGR5rayudFqT0eEk/sPdYFOwFxIITv7jfZQ5JXrZPPGVEcCopKUkTMuS9FvG0x5Hu9yAIkJ+fn/bZ6ivuV52f0/A85vHktup5zuOh5541PpaHFM8VLeRa5WpBiceJxUQtKIqt7GnIZcjPVCqV5j3Hv094myaPoeM4Tk0yZMgQdOjQAWeeeWa2TXHqOPfddx/y8/Nxyimn4M9//jN69epVpXx9+/Y1v/sdx3EcR5PT/7LnLzvemqPFCL3I1GKIXnzz4jxqC5n+yVu3ZFGsgxHLIllssAIjy3ugYvwnq+2WR4bl4cJtY1FKC1mSn72otBDAZfJ79sbS3ivaRraJt9hZnkh6jPU4MHrbmN6KZYlfLFJpoYnHhLdIymcONC4xveS+nHTHsaC095bYIMIVj422VXtzaS8lLQZpcZTFF8sjSb+4D7lMtkF7RPE4a4FTC5aZ5jVv4+TyuX91Om2rjttleUVZXlJaCBSBS9srNjhOddK+ffusbl056KCDMGbMmKzV7/xBw4YN0bRp02ybUWfYd999MXbs2GybsVEybNgwfP/99xg7dmyVRScAGDRoEEaPHl2DljmO4zh1hZwWnoCKYob8zCR6cBrt4SNYi3hrMc/XWUSytvdo0YnFCxahtHeN1GNte9LiF9/ndnM6vdiPWvxzuZZYEOVBpNNpjxqdJlM6vm7ZrNtnjaVcE68WxhKZWDxkQZGvW1soOfi4BL3Oz89HQUFB+NLih+4zboslrLEoyOKq7qOoftBiUNSY6XL1GGV6n2mOaaFTf7aeWz3HWTSSMdRjGovF0rYRWoKT1W49P7l+XY8fI+1UNz169MDIkSPRp0+frNnQokUL9OjRI2v1b8xccsklWLhwYa3W2bNnT1x33XW1WmddpWXLlujZs2e2zdgoGTFiBFq3bp1tMxzHcZw6TE4LT1qc0PesLTx6O1Nli2Sdl+EyWLwQDwk+YYu9n6oiOmVaIPOi2Ippw+mtvtF9x++19xOXXZmYkUnc0t5Mkk572Fi2R7XDEtXkun6xUBM1V7jPJRYXX2cBSm+h5FPydABzfT1qzlmCUybvIUv04fKixsIqOyqdFqnYu4q9s6x82sb1xZr7Wriz8gCo4PWkBVptG7dPP2dA+jZGx6luOnXqhBNPPDHbZjgRjB49GsuWLavVOn1OOLXB77//jilTpuDnn3+OTPPzzz9jypQpWLp0ae0Z5jiO49QZ6ozwFCV0WGmivBv4mg7+bAkknD7KY0YvfPnYdxEz5KculxfAUfXqOFbaO8QSZbiPrJ+aKHGI7YzyguG0Vn9mqlfXJe+jRMAojxu2T06i0/GyeBy57+WavESQ0h5PlvjEYhMLVmwv95/Yo9sT1RfiFWcJpFpcjcLyNOL3WqTJVBaXx/3OL9230o7K6tDCE+dl0Rb449nlYPKMiJBiq+W5ZImAjrMp8Ouvv2LmzJnZNsNxnFrk3//+N/bdd1/Mnz8/Ms38+fOx7777YtSoUbVomeM4jlNXyGnhyfKG0SJDlGDEefi9LP61Z5EWWFj40fGdxNtJ0Nu12LOJRSe9gGZhhIUJPklMt0PgOEt6sc4iAAdXtzxL9DYofs9xtTjAsxZQuC1MlHgm10T4kDLYy0WPnfYMs8ac54MIUNIPetsaj53lmSb3WHiSOE6SVrbdydY7ua+DyktZ3CfcFukPy75MXl56/Li/rP6M8iCz0ukg/NKnUV5ULILyvLHEM2kve1VZZbJtfN0SNbX9UeKnJfRyP2aKweU4G0LDhg2x2WabZdsMvPHGGx7MeiMjkUigTZs22TbDqcO88sor6NKlS8b4Tr169ULnzp3x0ksv1aJljuM4Tl0h54Un7bXCYgWLFrIwthbjljeR5TEU5UXDcZ0sEUK2XWlvD94yJGIGn5ilvYhYfNCnqMl1zhePx0NRR05fs/pQC1l8T/pQewYBf3jcyIlxevHO/cTeJbpd3A9ynYUvfl9aWmrWYYkOXF8qlUJZWRmKi4uRSqXS4j1pm3SfWkKMFhClv2WsxTNKruXn56N+/fooKChIEyjZZraBBTwZBxl33adaLJQx5X7SIh8HdLds4fe8TZGFGbZT2s/B9K25HFWHhsWtqDHRwb1lHrGXk+5HS8Tl+/IsWAKvPvnOsttx1pe//OUvG0WQXv794GwcbLnllpg9e3a2zXDqMPPmzcM222xTabpu3bph7ty5tWCR4ziOU9fIaeFJPCL0YpOPqRfkj2leOOoT7SQdL6a15wiLIOzBwsGl8/Pzw4WxFii0UKFPjpNrLJLpk+t4Ya+9QlgUYZHL8h7h9koay+NJC2VyXRbiLEpogYzbxmXovkilUmmLfEtMYsHGEpiiBD1uC4tO4vUkopwW1qQsFl5k3HhsZfx1n+uxl/nBNrHHjuTR9UeJfbxFTQtk8Xi8wrZCnvdakOW+1CcxCpxWi258n8ef26b7lL3keEz5meOTErn9PO6WkKyFNi3uaZst8VVsKCkpQWlpaZoYZXnpOU5d4OSTT8b06dOzbYbjOLXI8uXL0aRJk0rTNW7cOKdjPG0//PVsm+A4jrPJktPCk3hryHuBY73ohTMvPll8kvTy0gt0oOLJcXykvH5x3B8RAvi+XE8mkxXs4/KlXksoyMvLQ0lJSdo9XojzAl7ayx4g8t5a+HObpS4WMFhUsbYd6X62RBYpn/tHe/tIGgAVvFO4jdxOtoG9V0pLS8MXCwjS1+IZxX3IgpYIPtwuPZ4s3nFcJxGKxBuKhRXtEcZb+XguW23VAh1740gcMT2HtJAqsKjI80/KBv4QpWQsRCC1RDAWidgOmXsinOp82rPM6lcAoWDIc5n7U8ZSxEYeU8urSTzq9JZM3TfiPedb7Rxn06NXr1545ZVXsm2G41QrLVu2xNdff11pum+++QbNmjWrBYuqh1GjRqF79+7Ydddds22K4zjOJk9OC09aMLGuaa8LXtiyJ5Fe3LLXlBanuH7gjwWyDjStRQGdR9ukRTQWC7heLRBEbVXSn7lcLQBZIo4lRPGinfNEbc3Q3jVazOBFv+4r3RbtjSXCjBahtLggwlksFgtFAxYP5DPbafUFzxdtE48XC0ZiJ88N9ojSXmZaDNUilxaprPFl4YTnre5/7T3E/chiDrdT903UmPE1PTZSt26DYIllbBu3T7DGj9vNopG8xNNJPJpkfGXeyLVUKoWSkpI0sVLKcBxn02LFihXhlu/apH79+vj000/T/lnlONXFbrvthpkzZ2LKlCmRad555x188skn2G233WrRsg1j8ODB+PLLLzFt2rRsm+I4jrPJk9PCE1BRNJJrvAhleAHNi30tanAMHO2ho4UFDjotopPcs/KwB5Blm7ZJ8nCbgT+2ZYl4omPq8JYgLXQBML02tGBn5dN2aPFP97kW1LTYIWm0sMPptUinbZH+195aWtATIYFf7P3C287YDhZ1dJmWuGgJMuwdxQKUbqsWVXQaLcxYwpzlCajzVuaxo/uYbdE/tbeVtlWnt7ZV8rPJfcbt1OPLAigLQ1KHjKm1nY5FSRbctCcci03ag85xHKc2yMvLw4477hj5e9lxNoQLL7wQQRBgwIABeOGFFyrcf+GFFzBgwADEYjFccMEFWbDQcRzHyXVyWniKWqADyChEyUuLOXrBHCWsyDWphwUFqZfjLOng4lym/iPS+qNSezdFCSNBEISeH9oLyPJuiqrPaqdVjr5veb1YXjOZyrCuV0VQtNrGdQLpniza60V7SFlYcbKstlgCltyTrXYcR4nbyOVaAl1UvZyO50umtLpebacWRnV5ev5GPS9WH+n5ZAlolp0sEGlBMeonj621zU4HFOe5oYUn7THlONXBMcccg759+2bbDADAl19+uVEEOXecusyaNWvwr3/9K9tmhOy333646KKLsHjxYhx77LFo3bo1+vbti759+6JNmzY49thj8euvv+KCCy7AQQcdlG1zHcdxnBwkp4UnRgsOloeQRi9m9RYdKx2nZ4GJxSUAabFp2Dsqk/AUJd5o9NYvyatjIFneTLr9WuCw2quv62taINHCAW8dyyQoWF5N7EUj6SzxSW/ps0QbFp4s8Yn7kAUO3Yd8XXuvRYlv3BYWJS0xLkp4sfqwMgGqMtHJ8taSn5W1xbLBqld/5uehMvR48zhb3kkivvK2Of1MaLFRAoezCKW94XS8KB0M33E2hIEDB+LAAw/MthkAgJkzZ+KOO+7IthmOU2dZtmwZXnjhBQwdOjTbpqRxxx134N///jeaN2+OX3/9FVOnTsXUqVOxaNEiNG/eHLfddhtGjRqVbTMdx3GcHCVReZKNFy1W8HUdg4i9MDhGUpSXhbUQ53tBEKSdamadJMflWtv5tGdKJlFFflreTuKlob03eFHOfWUJNlGCgxaNtBih7Y06dc4aC6tMPumP+1A8XKyypXz2guG+l/zxeBypVMoUnkRUSCQSYT/yuHH5lhDG8036Qdsh16UftFee1Q5rzLgvdRruKy1s6v62+pC9w6JEJM6vvaJ0P1Tm/RTVDvnMsaa0Rxo/FxxvSQLAW9vqogRRLl/HcgL+iCHF8cF8q53jbJosXLgQS5cuRdOmTbNtipODfPPNNzj55JOzbYbJxRdfjD/96U+YMWMGvv/+ewBAhw4d0KtXr8hYno7jOI5TFXJaeNICBi8i+bQ1XmBKWrnOsZwsrxu9GJd78tMKDs335WQxywtIRAwrWHIQBCgtLQ3botOw94beJibiSpTYw3VIH7BAoEU2Pn2My9FePtbWLG2ztonRwa65Pv6pxQJrzNguboeITyUlJSgpKUkTn+S93jJZVlaGRCIRjpv0B2/VAtJP3bPmh7SR4zuxfWK71Mnt1P0o9UeJQlyuHisWcvSWP65DC1rSRsln1cV/mGoPJS0cishnCYl6HHnstWeSeBzK+LAIJdsjdSB3S7ySvDrIuIwre8f5VjvH2XQ5//zz8dNPP+Haa6+t9WDf9erVQ0lJSa3W6VQfZWVlKC4uzrYZGYnH4+jduzd69+6dbVMcx3GcOkROb7WL8uhgYYk9nOS+/BTvGi1o6O05euHM4oE+HU7KlfSSn2NBSRrtlcHih/ZaYs+aqFhEfF17eHA9HJPK8rTiulh00kIC9y8LeLwNTe5pjyXd77p+HkvLm00jNvJphJYHDfdzSUkJioqKUFxcbMZ8ErFKxC0ed7GTBRCpI5ONyWQyTXjStnIAem07zx8ReXR+7k+eH1qAlfJ0n0vdOi4Zi3wyd3UgcX1SnbZNbJB2sGinBVzt3Sf5tUgonkgiIvIJhXo7nA4yzgKWeMCxmMTCIgtO8vLFn+Nsulx//fU48cQTa73epUuXokOHDrVer1M9PPLIIxtNPDfHcRzHqU1y2uPJ8rAB0rdmaSyvHskD/OGJZHnTSH5ZFIs3k2yz4y18yWSyQl5+L943+iQuSSOLZ174SpsziUq8mBZ7RWTQ3ixWH7GtLBqJ0MF162DbWkhiu7R3miD9YHkAWd5XLLyweCL2ch9xn4hYIq+ioiIkEgnk5+eHIkJ+fn5a/7EYk0qlwrbx6Xtch4wZt03s4dMO5XMikUgbKxY9tHCm+04LedzHPN6W6CbeQTzHtXefCI6WsCT3eC7IT3kmtGhkCYF6PDktzzVJy/2Zl5eH/Pz8UGDieSD9Ks+XFmh5fkh+toufORaaZIumCJa+1c6pa1xzzTW4+eabs22G49RJhgwZgrvuuivbZmTkl19+weTJk/Hzzz+jqKjITBOLxXDttdfWsmWO4zhOrpPTwhOQHqcFyHzSFi9wOZ326BB4O5ElmrAnk/Za0XvhtfghAoYWSKKED+0ppG2Q/FoM4S1ZIjZxeVp00GXrvmHhQ5ep+1z6gvtc9yGXL2ml77S3iogRmcZX+s+qQ49HSUkJiouLUVJSgsLCwlB8Ys8yEVks0UV7mGnvNLGPRTgWKROJBEpKSkJbud26X7V3ko41xXNB7OC+5josMUk/N1I/i1j8OcrDire56e141nxmtPeb2CAxm7gcEYXYZstLMJlMVhCQ2YtNb6vjOjigOItOJSUlFZ5dx6kLyDx3qsbEiRNx8MEH47XXXsu2KU4VePnll3HooYfilVdeqfW6Tz31VLz00ksb9fMlwpj1zzUg/e9GF54cx3GcdSWnhSft8aJFIkYLH7yA13lYHGJxhj025LMOIq1t4fe8BY3tYfGCPTR0YGPdLn3ku/aQ0mKRbi/3gyUEsO2W9w2XEyUI8XY83UdW+VF2iIjB7eH8Vv8I2ttLfoqgIB4tul/Ek4aFJRaEtEClt0QKWtBhLznxyrH+0IsSZ/TYWeMRlZ/7UG9L1M8H97We+ywUWqKipMnk8cR9aD3LUeKw9DcLT1If3xehMspLLxaLhWMs46W9nXgbnohOpaWlFcRNx1lf7rnnHuy5557ZNsNZD1atWoUff/wx22Y4VSRb43XGGWfg1VdfxbJly2q97qpy66234vbbb0csFkP//v2x7bbbonHjxtk2y3Ecx6lD5LTwxB4evEjVQgr/tLx6rJ+CtWDWC3L2iNHl8mctzgDpcZn4GudjMUN7ZnDZOkYUt8GqW5dhiQxavLLayJ5e2jYtHFieNdoGFj2s9JbQIkJK1PZKfs/9KYKCDjLOcYhE4NDb0njOiBDDsZ6s+gXxerKEU6u9UaJalAin5y1f43bouWx5xOn6uA+1UKbbYT0HQMU5HtVf+nQ+8XYSTz7dB9rWkpKSNE86yS9la7GQT4fU8Zw4DpQLT0510bdvX7Rp0ybbZjjOJsGCBQswYsQIjBgxotbqfPPNN7FkyZJaq299eOihh5BIJDBx4kT069cv2+Y4juM4dZCcDy4uVCZm6HzaI0ejPUsqq1NjecDIe/ZSYhu0KML16TQ6CDILJzr2TlTbrb6y0OKEFhi0qBWVPlO52rZMY1KVtLrfo+5J38kWE35x8Gr5rD3KtLdZJpFI2mCJTnzfalMmgUdv9cyUPqp8yw7Lq4pFJS1g6f7VWGIV1xU1T6xYTzr2kh4P7c1mBe6Pusd5eYudpM007xwnV3n77bfx1VdfZduMnGPZsmV45plnsm2GU0UWL16Mm2++GePHj6+V3+H/+c9/sHr16hqvZ0P57rvvsNdee7no5DiO49QYOS88WXFWrIW4eCZZ24fkvbX4tRbKco23j2khie3TIgeflmVt8WFhSa5b7WURi8tm0Ym390kehr2VMvWz1R96i1YmDxTthWN5jXH5WhxkO6y4Wno8JJ+uV9skfS6xnkpLS1FcXFzBu0XEJxadtNihx19ifYnQJO9jsViFUxHZPitWFNtsxXbidmtPrCjByfJesjyhLDv0KXSZ7Iiqm70FeR5lErNYeJVYS1pkEpGotLTU9F7SW/I4r4y5lM1CJItOegwcJ5f55ptvcPXVV2PChAnZNiXn+PnnnzFo0KBarbNbt25o2LBhrdZZl1izZg1OOumktH/gVTfl5eWYNWsWTjnllI3e2wkAGjVqhM033zzbZjiO4zh1mJwXniwhRW8XshbXkl8vejloMwsZehFveZfIYlZEBkkjC2Apg4WFKG8lLTKx0GGJTfJTFtG6rVE/WdTR27r4nr6vy9beSCz0SVm6v/VYsADF/WqNo/SxjBcLOTwXrG1rPBalpaVYvXo1ioqKwmDjepx4fEpLS81x4/HXc0vHMOLA81oQ5T7hNDyftKDD1yS/9nrj+cz1WoIji206rdghNvE8rYqQq8ti+/lZ5ucgyutQPzdagOKxY68l9mSScRTRUeZAKpVCUVFRKEhymdLmTGKt4+QSBx98MN59991sm5HT1Gb8ntdffx19+vSptfrqKsuWLcOyZcuqXYAqLy/HL7/8gh133DHtwI2Nmb333huffvppts2IZOnSpejVqxd69uyJ7bffHg888EC2TXIcx3HWkZxeOVkigyxsxUNFBAkm07YkXqSzB0/UVjO9SAfsoN/sPcOL2JKSkgrbtaRe9ohiTyheHANIW0SLjVrU4e1KWvjRni6SR4QBiYWj+0P3uRUcWvqSYyaxSMKxctj7istjIYxPl+OyrC11eruYCHJcl4xBaWkpioqKQo8nHi8W+9jzSQtUsVgs0uNMxCAuU4Qztof7jMuXchOJhCkWaju0oMd9xKcgcj/JdRbMtPjJ7dRoDzbpa2knjwX3BdvLNmoPKEtwk76UcZNXUVFRKByxOCv3JB2Pt/WSZyuTiOc4zqbNypUr0bRp0436xDKnIi1atEDTpk2rXXT9+uuv0b59+2ots6YZNmwYvv32Wzz44IPZNsWkUaNGmDJlCmbOnIkPP/wQN9xwA3777bdsm+U4juOsAzkdXByAKXYAaxenyWQyXDDKCVdRgpP2AGJPFMknx7qLABK11UYWqKlUColEIs07RMrkE9P4xfm1uKIFLlkUFxcXp53CxWKMiAR6K5vlgWN524g90nYWjdiTR/okyjuFy2cbWDjRHjSSR+xLJpOmgFZWVlbBPj2uMgbcB9JHqVQKa9asQTKZRH5+PhKJBPLz89OCjCeTSZSUlKTZw3bKKWoSYJwFKGs7XdRpiPJZi25aSNJjzEG4uV7dlzpYNws/WqTi8dCirj4dUdvG2w3ZBn5utKeXHlcWK3UfyJwWD6dEIoFkMhnWI+OaSCTSTr9jj0Z5tmWxKEIYb7MU0UmPldjgOI7j5Db77bcf7rzzTlx44YUbXNazzz6LE044oRqsql2WL1+OIUOG4Pzzz8fEiRNx+OGHo0OHDpH/ZOnbt2+t2hePx1G/fn0ACD3To/4GdxzHcTZOclp40otlawFseZ1Y4pPeJsT3OG1UfWVlZaEwIiKECBFcDsdr4nvslaS9KnQsKFlUS2wi+SkePZJWxBjdHq5De9CwrWK/iCiyzUqLHwILFHxPrmsPGz2W2vuF+9jazsUeNVFYY6iFDgAoKSnBmjVrUFBQgMLCQhQVFVUoK5FIoKSkBMlkMk18kjJlnNhmeentlpVhzVMWmbiPuS0i1GR6JqR8y0uNBRrr2dDt0+Mo85a3H7KN7CXHW1P5HverECVYyj32COTtl/KZvfJ0XvZu09tXuY1amOV2Ok6u0rlz56wcMe84GwtlZWW48sorcf311wMAmjdvjlmzZq1zOTfffDNuvPHGnPxe6NevX/jd+Mwzz2QMmC/fm+vClClTMHLkSMyYMQPz58/Hc889h6OPPjotzahRozBy5EgsWLAAPXr0wJ133onevXuH95cuXYp99tkHs2fPxsiRI9GiRYt1ssFxHMfJLjktPAEVtyjJwjdqwciLVvY40kSJK1wmx2kC0oNKa28jScfb13hLnSUQ6e13HMtG8ohnFYtTevuVXmhbi3urD6LEHi4ryvPLEo8sgUGLgZk8lqy0ck082qL+O2d5cum+Eu+xkpISc7tfeXk5kslk6BFjoT1htIioBUdti+UBJPckLlLUfOG+0vHJ9Fy2hBzuU36v02rPJEs04vltbYllocwaD+3pxKIsp+X289a9eDyOVCqFZDKZ1hccd0zy8WmFLBZa/Rb13nFylQULFuTkQtlxqpPly5dj+fLlANaefLf33nun3b/22mtx0EEHVch30EEHYc2aNQCA77//HkuXLq1xW2uCvn37Rv6dVB2sWrUKPXr0wFlnnYVjjz22wv3x48djyJAhuPfee9GnTx/cfvvt6N+/P7755hu0atUKANC0aVN8+umnWLhwIY499lgMGDAArVu3rjGbHcdxnOolp4UnS2iIEpsEa+Fqfea8LM5ojxxeqPJLb5XS9VsLbxbP2FuLF9yyGNcBkjVRogDDW+Ss/tFpowQ67eUSJR5Z/aA/a2FDp7XELu35pvNqzyBrXgAIg0wXFRWleazptnLMoijRhoVBjtPEnl96G5xuA5fJwptcjxJtBMsjifuTRRgtRlb27FgCIqfRIlpUGrbTEnq1+KXrtIRjLdxq0U+LmOwpqJ9P3f4ojyzHyTVKS0vx5z//2eMSVSMXX3wx/vWvf6Fp06bZNsXZAEpLSzF16tS0azfffDOef/75CmknT56cMwHEM/HWW2/VaPmHHHIIDjnkkMj7t956K84991yceeaZAIB7770XL7/8Mh5++GFceeWVaWlbt26NHj164J133sGAAQNq1G7HcRyn+shp4YmJ8phh9CKVBR5r0cvlRS1EOch0lFDEW8FY6NFbotgePvbdCqQtHjp8ip1lZyZhjtthCW1WP+gyLMEnk4iSqVwrj04bJXRUJgLosdZ5pJ9LSkpQUlKCRCKRdpKcpCkvL0d+fn7ati0tjLDgxPND6uSA9PyKaiuPqQ4ebnmjsUBl9YPki6ojk8AkRAlaIu5kGstMc8O6Lul1udqbj/PzPV2mjk+lY6exPVHzqiq/bxxnY2X58uV49NFHcc8992TblDrFfffdh86dO+P000/3o+nrGJMmTcKkSZOybUadpKSkBDNmzMDQoUPDa3l5eTjggAPw/vvvAwAWLlyI+vXro1GjRli2bBmmTJmSMSaXHCAiiDeb4ziOkz1y+mgma1uVtYi3YDFAPleWhstnTxYWGXQa6zPDopK8eMuPnK4l163j4FnE0GTyWNFCSVQ/RaFFGcvjSH+2xAgtEER5aLHdVp9qIcXy7NFbrfRYiseTeD/JSWhy8p1cZ9GPtzqy0KRPvpN+0sKiNccq63PLy0rP56p4EOl+tDyV9H09RlFeTVHjqdtgjQfns8q22qv7jp8nvTWVxyzq+RQBL6r+TCKp42zMLFq0CBdffHG2zaiTXHnllfjmm2+ybYbjbBAlJSWYP38+lixZUuN1LV68GGVlZRW2zbVu3RoLFiwAsHYb4957740ePXpg7733xsUXX4wddtghsswbb7wRTZo0CV+5dsqg4zhOXSSnhSe9zUmuAelHwvOCkgMNW+VwGdY1LosDGkcJCvoVJQ5Zi27tOSMLZhZBJGi1RnuB8CLe2uJliSDsvQIgbZEu5ep+1At5Li8q1g/HxmKbdD9Y46C9jnirmNWvVpwpbW9xcTGKiorCl8R+kgDuMhZa/NPjzN5qLCCy95M1J7RoZG010/ND0op3nfy0+i9q26TeZqcDjGsRk0+LY7st0VGLY+yVJTZFtYnHiMcsKgC6Jfrq51DGhYO+c7068H9lvwscJ1coKSnB4sWLs21GnWbJkiVYvXp1ts1wnHXmscceQ+/evdGgQQNsscUWuPzyy8N7zz33HE455RTMnTu31u3q3bs3Zs6ciU8//RSfffYZzj///Izphw4dimXLloUvP0DBcRwn++S08GQtTjkgNAc35uuywLW2ock9yWttaxIBIWpLE4sMvJhlcUQHoOZTtfhkLV4gsxeOvGe7WJTgsqWvrC1HOo/2DtLiAJ9sp9vEfct2sRijxQm2IcrzRsqwyuItVVyWNaYyJ6x65J7066pVq7B69WoUFRWFglNpaSlKSkpQXFwcik5yTQRH9oLS4pveNmnNX+53LaBVxTtKYk2wuKXTahFO3ku98rIEIRbFOL2UIf3IbdOB73W/81jx9kZLWNaIjVrU5H7XAiO33fK64ueT558lBDrOhlLb8cImTpyI3Xffvdbq2xQ57rjjcP/990dueXacjZFzzjkHZ5xxBqZPn4569epV+L3UtWtXPPnkkxlPvFsfWrRogXg8joULF6ZdX7hwIdq0abNeZRYUFKBx48ZpL8dxHCe75LTwJF4d2htC0OKF9nwStEAk6dijgxey8Xg87bMWiXjBzVuwRJDQ265YHIqK6wQgTezg7XcsCmjRJxZLP1lPi2vsKaMFBgmGzYtstkn6MJVKpZ3kx30bj8eRSCQq5NH2StmWJ5IIC5aXi4hebD+PlxZMosQptkU8ntasWYPVq1eHP0V0ku14PBYsCMoY68+631mQsfrEEtBYtLKEGuvUNn6v+4htKi8vT/MI1GIX28AiLgdb12NueUHxXOG6dZ/wc2CJpizQ6XnE9kh6/sz1s53cFi1s6nq0TY6zPuy444547rnnsm2GU81ceumlOOecc7JthuNUiccffxwPP/wwtt9+e0ybNg3Lli2rkGa77bbDFltsgVdffbVa687Pz8cuu+ySFkOrvLwckyZN2mCRfNSoUejevTt23XXXDTXTcRzH2UByOri49d9E3ioD2LGcLOGB38disVBM4TyyGNfiDC/QtagknhOJRCJcEItgxjGhZEEvIpbkleCI7EkjXja8IGcRgT1QgiAIhTJLeGNvH8tbidHXpJ5kMpnWZi6DvWdYOLE8afQYSJnS9yJEsKDIIgr3gRZP4vF42k/Oy8HfRaSTQOO6f8UmGU9pOwskPO4832T85L2MKXvmsaAk+bnPtKcO55X0mcaMx0WLfDweUaf28VzVc4jFSe2FxGMidXMZlmAqY6PbJHOKt9PyfOBnQPqOBTpLPIoS6/R96X+Zh46zoejffzXJrbfeiuHDh9dKXc7axfy8efPw5ptvZtsUx8nI/fffj4YNG+Kll17KGA9phx12wFdffbXO5a9cuRLffvtt+Hnu3LmYOXMmmjVrhg4dOmDIkCE444wz0KtXL/Tu3Ru33347Vq1aFZ5yt74MHjwYgwcPxvLly9GkSZMNKstxHMfZMNbZ42nKlCk44ogj0LZtW8RisQrHywZBgGHDhmHzzTdHvXr1cMABB2D27NlpaZYsWYKBAweicePGaNq0Kc4++2ysXLlynY23xAq9uNViCgs/1sKSvZqiFtZyXy90eYsce2tY17Xtcp09o0RU4O1c4mXDgk6U2BAVP4j7y+oH6SftPWNt9dICkSUgaHHBEvS0MKDLEdFIeyyxSGO1T6fVXlOWJ5gIgBLbac2aNWGMJzn1TuJsyTUZL469pcVCK/B4lIeTHiM9Ptx/Wji1rlv9qp8Lfq8FGGtctdjD1+PxOJLJpDmf4vF4ON4sklplW9sRdZ9EYc03gUVkoOIWTp6bnFeLgI6TS6xevXq9vmud9aOkpAQrVqyo9nIPOeQQfPjhh9VerrPp8umnn6JPnz6VBuFu1qxZhS1xVWH69OnYaaedsNNOOwEAhgwZgp122gnDhg0DAJx44om45ZZbMGzYMPTs2RMzZ87Ea6+9ViHgeE3S6cqX0enKl2utPsdxnE2NdV45rVq1Cj169MCoUaPM+zfffDPuuOMO3Hvvvfjwww/RoEED9O/fH0VFRWGagQMH4osvvsAbb7yBl156CVOmTMF55523Xg2QxaG1AObFIy9StXcMUDGwshYtOK/Op0/HYsGBF7TAH54xvD2PBSfeaseihQ5mzfWLXWI3/8wUIJrz6UW3JWZZAhzHw9Hp2Lao8izxS/c1t8OyMcpbiseZ70e1h9OKV4uIS0VFRWmCE2+j09vttHioRUcee90Gy35tmyWo6j6O8qKwxEGr/kzeQSIUcuw0uZZIJJCfnx/+5FcymUQikUAikQjTswjFz6qeq9oOLfposYjLi+pfa05IWst7z5ovjpMr3HnnnXj66aezbcYmx5w5c3DBBRdUa5lffvmlC4hOtVJcXFwlj6Bff/017Z99VaVfv37m33BjxowJ01x00UX4/vvvUVxcjA8//BB9+vRZ53o0vtXOcRxn42Gdt9odcsghOOSQQ8x7QRDg9ttvxzXXXIOjjjoKAPDoo4+idevWeP7553HSSSfhq6++wmuvvYZp06ahV69eANb+QXzooYfilltuQdu2bdfJnqjFn+UFwnm0x4MWKKLECL1oZw8W2abFi17e8iPbg/inlKOFpyjRyToG3lpIa7t1n2gBzRIxWOCoTNCx8ui+1Nc5n9UOq/91O6zxypS/MjGG83Afs6ccC2oy9iKmAAi380laFqmiBMSo/tJ2V0XsYOEv6iRB3W5LfNFlchrtecYeTVqM0sIYCzsstFZ1XKxrUX2gy+EyMgmd+lrU3HWc6uCFF15A69atsddee9VI+WPGjMGDDz6Izz77rEbKd6JZsmQJxo4di6233hqXXXZZts1xHJN27dpVuoUuCAJ8+eWX6Ny5cy1ZteH4VjvHcZyNh2qN8TR37lwsWLAABxxwQHitSZMm6NOnD95//32cdNJJeP/999G0adNQdAKAAw44AHl5efjwww9xzDHHVChXtjkJy5cvT7sfJTaIeKAXjiw8Cdbi1YohxYtW9hYS4SmRSIR1iBAFpAfgBtJjPok4obfb6e1aIjjxNjur/dwe615VxDqdNmqBz32SqT4d7yeqzsrEhqhYRlHpte1aRNNpZM6wLeL5tGbNmjQPNvHgkThEUiZv5WTvJ/GWkp8sbOnxZC8+q9/0eFRFHLE8v7gcXYbeksieSLHYH4HNWWjiz8Af8b/YDhadZF5roU/PO207B8y35pa0Q7ZoWn1iiVOWoBr1uyLqeXCcdWXs2LHo2LFjjQhPb775Jq677jrMmzev2st2qsbq1avx17/+Fdtttx3y8vKw2267rfcpW//973+xZs2aarZw46Bhw4bYY489Kk0XBAHeeOON8PP222+PoqKitBhCzrqx//7748EHH8QLL7wQ/uNYM3bsWPz000844YQTatk6x3Ecpy5QrcLTggULAKDCnuzWrVuH9xYsWIBWrVqlG5FIoFmzZmEazY033ojrrrsusl5LROB71qJRn1bFgZuB9KPho+oIgiD0buEtc7L4lvciMnEco5KSEuTl5SGVSoVl8jYsEZ04thN7yLAAIAKHtT1J0mdafLPYosu2BC5rwa09yKz0OiAzL+B1wGlOxzboE854vKyA2VpYYaEiSqTR4osIHUVFReH1srKytO1jEjRc3rPtLDzJlj0RGrlObT+PN8dH0nZqYU3mnhW/So8fi2aWwCeeXDKnZQ6LwKpjN+kxteIgyTxIpVKIx+MVtidqDympW48pe6bx/NNtFUFY0up+5r60PAk5KL3j1BRLly7FokWLKnw/bijHHHNMhX/WOLVPEASht/jzzz+P/fffHw0bNlzncg477DCUlJRUt3lZYYsttgi/SwBg2223xSuvvFJpvrKyMnTt2jX8nXzDDTfgq6++wt/+9rcas7Wuc/nll2Ps2LE45ZRT8M9//jNNXFqyZAmeeuopXH755WjQoAEuueSSLFrqOI7j5Co5card0KFDMWTIkPDz8uXL0b59e3MhrYUPy4OBhRbLc4S9LqwYMXphr+MyAX9st0okEigtLU07TU0W6SI+AOkChQhYEl9ITljjurQXRpSdvJjm4+d1e3VfWIKGlV6u8elz3HdaMLKEMS0OsfjEXmVaHNQ2WSKjVT+XqUUXFse0oJeXlxd6PeXn54djFovFUFBQEI4x94HeNiliIm+XFFst4YbbxmNkiSjc51q84znB/cFzR96LeCbxmCR2E3s4ae8n9nri8dLiU1QwcbnHwhqPaZTok0wmwzFgrylGxpHnvwhSUcgYyphaQq2ux3E2hLvuugs//vhjhQM7nLrH0Ucfjfvvvx+nnXZaeBBDVeBYmblEVBunTJmyXtu24vE4vvvuu7Rrs2fPRjKZRGlp6XrbuSmz9dZb45FHHsHpp5+Oyy67DJdddhlisRgeeeQRPPLIIwDWft8+/vjj6NChQ5atrTqjRo3CqFGjMn7fO47jOLVDtR7L1KZNGwCocOLFwoULw3tt2rTBokWL0u6nUiksWbIkTKMpKChA48aN015hA4wFNqOFJPZUkvssUPAiWAsI/NIn3mnRSP4jKZ5KOri0jt0kgatZdNLeTixWyJdoEASh2MUCgCysRUiQNmnxR2yKEhRY3GARS7xedKwfy+OJ+5vttEQLHReI00QJSywkaOFNi4oiJLBQpoUrbZfklT4Xz6VVq1Zh1apV4fuioiIUFRVh9erVWLNmDVavXo3Vq1eH14uLi1FaWlqhH7kd+kTDKCFV5iCfDsflZvLq4XK4rRLoO5FIoEGDBmjYsCEaNmyIRo0aoWHDhqhfv37aq169eqhXrx4aNGiA+vXro7CwEPn5+SgsLETDhg2Rn5+PgoKCcJ7IXCwoKAjHgoUt9iCzBDQO5C/tSaVS4fPA4y/vWdDT3mMs7ukXgLTfEdJn7NXoOI6zvpx33nmoV68e+vfvX6X0K1euRL169XLS2+mKK67AmjVrKryqM1bQkCFDMGHChGorb1Pk+OOPx7Rp03D88cejUaNG4fdeYWEhjjjiCLz//vs47rjjsm3mOjF48GB8+eWXmDZtWrZNcRzH2eSpVo+nzp07o02bNpg0aRJ69uwJYK130ocffogLL7wQALD77rtj6dKlmDFjBnbZZRcAa2NQlJeXr/MJFuIdEbXdSBamWljSIoPk4QWtbI/Ti1VJq70xRJiQ2D2xWCwUGVgo4JhPvEgGYApTstAVuyz75T+J2ivECqAueXR8HL21Sa7xTymTBQD2mtGn20nbomLxWCIIjyuPC29d5PFlzzXeWma1l/vaOhWN26eFGy1WiYgkXkGJRAIlJSWhaMJbB8Wzrbi4OC2AvJSrxU6xR89bnmfSlihxiQUzfR8A8vPzw88iOIn4lJ+fH75n0UjKZK8zyadFHvGYErR3n3j8RXnFsTDEcy+qn3R/sbefFpS4z8W7yzqlR57/eDye1tcsRDlOdfLSSy+FR4lvKKlUCk2aNMHq1as33DCnxnj77bfRoEED5Ofn4/fff0+7d+ONN+If//gHgNw9zODRRx/FSSedlG0znCqy/fbb48knn0QQBPjtt99QXl6OFi1amNvmHcdxHGddWGfhaeXKlWkBHOfOnYuZM2eiWbNm6NChA/7yl7/gH//4B7beemt07twZ1157Ldq2bYujjz4awNo9/AcffDDOPfdc3HvvvSgtLcVFF12Ek046aZ1PtGMRQXs08HYvvSWLt97oBSVQUYSSa1yGIAtTLjMIgrRTzrRXj8DClnWiHXs5sS2c34qtxAts+cyiCbdHC2uWx5IlZvC2N+5rbpcIESwesTAk9bIQwMIKt4fHUosOPGZaUGQBw2qb1a/aE4jbx31ZXl4eeqPJdkogXRBl21iU5PazFx6LKnobnR4fLSpxmSKmWAKWCGUAwthHIj6x2MTb63gboNTBP/m9JVwmEonwGWHRR/pO+o3HsDJhlMdSi6M8r3Ua9gi0tmByuZZArX+vOE51UVZWVi2BoxctWoQ999zTRaccoLy8PPSO3XrrrdPuLVmyJKfGsFWrVpg6dWratc0337zKWwk3lL333htvvvkm9ttvv1qpry4Ti8XQokWLbJvhOI7j1CHWWXiaPn069t133/CzxF4644wzMGbMGFxxxRVYtWoVzjvvPCxduhR77bUXXnvtNRQWFoZ5Hn/8cVx00UXYf//9kZeXh+OOOw533HHHOhuvF4x6QSqiBt/T4oTlDcXvtdeFroe9akQ0Em8OKUMW2BzDhr2l+CULcfF64rRazNBeP5ZN8tny1NACAee32smLbY4bpb2WtL1RQpGujz9r2y3vKxljbZ+2m8fNssGy20oj7dY26m2QHBeI87EwqftXe29F9RW3g+3R8ziZTFYQPMWLKcqbicUoEZ1EcGJPIrZDt4O91SwBkYOva9GRyxJRmJ9Xxoptxfcy9Zv0LYut1hzUIi3bZwmBjlMd/PzzzxgwYACefvrp9cr/+eef49JLL/UTvnKQXBuzkSNHolu3buHnwsLCCuJZbVK/fn106tQpa/U7juM4jhPNOgtP/fr1y7jYisVi+Pvf/46///3vkWmaNWuGcePGrWvVlRIlmFj3tAih02jRJAotDshiu7S0tIKQpUUiuc9xakRwEiFK22jZmak/tDhgLbKBiqfFaRujXlXBEpksbxILy8tHe/FogbAy8amy97rdXI/lYQak95+MZyYBzbLNarukifKy0Z5d7KnFgpIIThw/ib2cRIwC1gpPyWSygocekH46Yqbx49hTHGgc+OMkPB3nSveHJQRn6ictUEr9lrhslZVpDrCoKXn19lLHqQ5WrVqFF198Eddccw2uu+46cxtoJpYsWYL//ve/NWSdsylTr149XHXVVeHnk046CVtssUUWLUpn9uzZ+Pe//51tM3KSs846q8ppY7EYHnrooRq0pvrw4OKO4zgbD7EgB/9lv3z5cjRp0iRtQSmwWGR5+GjvH0tg0GVVthjWi1Hx7JBAybKdSS+wpWzZZsfHyouHjIbbYy2GdVrgjy1M+rrVHg17ZnFfRIk/XL7u2ygvoqgxkDwc48rKL30ZtdWOvYPYIyeTx5EVa0nPFxkDKZs90CyBSI+Tfq/FMllwsvhhed/pF4tM/GKPJwAVRCcWrCTOk45txvVoUVd7YfHWUX2Ng+jL1tJUKoWSkpIwsL6eE1qIzTR3taeU5b0UNd+seq38wFqhedmyZWkHHjgbP5nE7o2JcePG4aijjkL9+vUj00yYMAHFxcXh5y+//BLDhw+vDfOcTYAdd9wRXbt2BQA0bNgQo0ePzrJF0bz++us4+OCDs23GOrGx/Am+Lv9k5b/LcgVZN7T/y1PIK4j+fQoA8/51WC1Z5TiOU/vI78NsrF+qNbh4NtCLS8vTIZOnhPYqsbxgohbZlveL9nxi0YbtkTg8eiHO2+6suqOEi6i26W1HWqyL8ojSfSeiB/exzqvrYXQebWuUUKOxRCctKFp9p8cyk+DI9eh+4zwytvqebgeXY7U76p61hTKqTbwlTk6S4+1y+mQ5jtEU9RLBlMUn3RcAwq1zWnCzvPsYSR8EQZrgyifz6WfMeiZ1H3E6uabnXybvOJ2ef59wHRvLgsGpu5xyyimYOHEiNt9888g0gwYNwpIlS2rRKmdTYKuttkJBQQH+8pe/4Mwzz8y2OU4NEyUolpeX4/vvv8crr7yC6dOn4y9/+Qt69OhRy9Y5juM4dYGcF560Z4J49+hAzUD6olVvwZGy5D4LFFoAEPi0Ne0hI8e5Sz0cqFkLSRxg2RJDLBFEex5Z79kDRwcCZ6y6pH3cD1KePjFMCyJcP78vLy8Pg0xrW7WHitUHlkjGn0XA435m22SsrHG26uFrHIRe2w4gbR7o8Yr6T2JUwHcLFkBY/OPYTeJlJ+/5xR5N7IEHIG37ncxV+SmeV7oN/GzwqW8sUFrtlrHWIiu/eKsizw0rMD7PRR3zjO3R4iDPSb4necXbLMp7TX7m2n99ndzjoIMOyrYJziZAXl4eGjRoEH6eNGkSOnTokEWLnNrkjDPOyHh/xIgRuOKKK/DAAw/g448/riWrHMdxnLpETgtPmbwwohasLETIgpnzSzoWWDRavNGeK7J45YDispVIpxehRIsVsuDlI+nZxkyBmeUnt83yeIryMmLBxIpjowWwKG8mto+3pLGNUh63h7eYsdCiPdq4HM6r28siGI85t1vGKUrUkmvsBcNjxsKU2MNt1oHlpU9YBJGydD36OoBwXrDIlEwm04Qn9nZisYnFKmmj3Be7JDi5lMGiTCwWSwsQzqJYeXk5kslk2McszrLgJEKrePqJx5OUy/2jRSMeN2t8dBB8nVfPVxb0uE84ILwI2SxURQnSjuM4ucZWW22Fb775JttmbBDuhVqz3HDDDXjyyScxbNgwjB07NtvmOI7jODlG5k3dGzkcgybKm4e3srEXEC86dX5ZVOrFts7Dggi/tGigY9nIe15ws+0sDliCBgdsBqK3C1keVtxett+6z+0Xu3T/c5wgTqfFH16wW33J76VfpA1Sl+XBxsKiHnMWIlj40IidvD2S+1HXp9vG96I8ZMR7KCpOFgfe5rHmLZhMPB5Hfn4+CgsL014FBQXhq7CwEPn5+WGssWQyGX4uLCxEPB6vIFbl5+eHr8LCwrQg4+w5Jde5jVq4YeGN+1JOfCwpKUFZWVn4U28z5bHQIpPlAcXXZYz0nNVeaDpOGntkybjJqZT8+4OfG8dxnFxl6NChKCkpwRdffJFtUzaIW265BYcffni2zajTJBIJ7Lzzzjl1eMGoUaPQvXt37Lrrrtk2xXEcZ5Mnpz2e2FvI8sJJJBIVPGNYXOItcnJPflrCiBaG9ALZEiN0uRqxwxKr2POHbYkSkixBhOvUQoDetqWFJkso4b6xvIK0xxR/1v3MZXI9bGcqlargDaRtLC0tTRMC2B4teFmBotnTh72TLKFNyhORSkSZIFgbJF57Tek6Mm3x5PuWsMHxmRKJRCge6a11eXl5KCgoSBMwxUOKxVERj3gbnlwH0k+wk37ndlh9w4Ifi7ki5pSWloYijnxmIZa9irjf9JzhrXV8vzIvJJ7nOm6Z3NfPhAhllpDlOI6Tq9x33304+eSTw9/5uUzUP5ac6mXNmjX4/fffs21GlRk8eDAGDx4cBtN1HMdxskdOC096cWoJPez1AvyxMJVFpyU2abTAw8KEFkJ0WZbwwvbzApoX9zqfDrLMZYtwpdvOMW944ay3EFp1ssAQ1Te8lZH7WreF+1t7VPHYRJXFbeAxy9THui0scHEaPRaZPFnEpqhA02yPFjy1WBk1llwm5xfxiF9WPKe8vLUn0sn81KfVyTWO18X3rG14ejx4OxynsYRRjnWmPbisgPo8b2VeR3mXacFVi8QsIHG/Wm2yBF0tiupnIOq5dhzH2dgZPXo0DjvsMDRq1Cjbpmww119/PcaMGZNtM+o8X331FaZOnYr27dtn2xTHcRwnB8lp4QnIvPiL2rKjPSqiPJK0J4QWCyyPH8s2LYxoryALLTRlEioYqz1W0GVrMW4trPU1LdZwcGdLAJB0LLjoxb7lAWWVk8kma9sg9wcLjbpveZw53pZuM4siWtCwRDK2A8gs4lnCjdQtYpG88vPzw21xHDycvaG08BQlOLHdLEyxt5PYzn0g/abvyX+cRVSS+7zdlUUn9nTivojqf77GwhD3qTWfLO/BqOee87EoqrdRuvDkOE4uEY/HcdtttwEAjjzySDRr1izLFm04N910Ex577DHMmTMn26bkNI8++mjkvRUrVuCrr77C2LFjUVRUhFNOOaUWLXMcx3HqCjkvPDGyUNTb4OQewy7ZlgiixRK9YLW8Y6IWtZagwPZaApZOn2mRrMnkJWKVEVWvFucsbyXuH0tw4r7UQk3UvajFvRZtMolmOh2nsbyhdD6rTVFePZoo7xh93RpjFoIApMXQ0t5O/FMEpvz8/DCtlKE9naRc7WnG3k68hZBtlO2p1pZBFmY4kLjENmMPJ/7MJw3q/rJEU04TRZQwGyX86TTcpqrW6TiOs7FSv359nHbaabj44ouzbUq1MXbsWNx111346aefsm1KzjNo0KCM343y3XfUUUfhmmuuqS2zHMdxnDpETgtPemHKYoLlMSRIej5lTC8u4/E4SktLw+t6oc1CQiYhR1/XC3mdJ8p7yNpOp0Ugy/Mmqh8kvZzWFdW3UW20+lS3I6qdWsiTn5m2urFApfNr8UrXJfZY/WeJUFXxstJttAS7THVa/cfiisxr3lKXl5cXBgMXwYm32PFLYjppjyY5rU7PeRabgPT4XCJasVirx5bja7AHk7yXeS2CU0lJSVq8Jy6PvdNYPOM+j3oWtX2Z0mghUo8HP3eWOGz1g+M4zsZCly5d0LJlSwBAy5Ytce+992bZourjww8/xODBg7FixYpsm1InOP300yP/ds3Pz0e7du1wwAEHYI899qhlyxzHcZy6Qk4LTyw4yMI66tQyLdKw6MSLXCmHhamouoH0AOeCDljMNvBiXgtC2nuE69D1ch69BYjLjhLfWLSLEvA4/lSU+KSFOX3ynNU2vq7FGcvDSIs2lqcQe7lZYqEOrC7p5LOcOhclQEjZEmhab+ljLyAW7aJELj0e3G/s3aRPnpMtdSw88bY6HSxcBCgg3XtKB1BnsUuuc/B9fkakL9ibSdqaSqVMLyf5LKc6SmBxS4SU8kXs0iKZNUcs7yzuZy3M8lzhOWiVa4mbUXU5juNsDDRt2hTXX399ndsWVV5ejoULF2L33Xf338HViMfIchzHcWqanBaeADvWCy8sdVogfcGvT8ZjjyPtZSFlaGFKe71w3ZY3BaNPCmPRJ5lMhqKT5a0hi20Wvrh+DhDN+Sw7+bMWADggO6eXPNpTRgs7ersU28GnyFmeLix+iLCohQjuO+4LDlIt46y9XHg8o/qH6xNb2QNN+kP/1G0XG3QbtOjD8Zvk5DkJGi5iUn5+fui9JNe06MT9pkUljvfEdvM4yE8WPlkw4m1yLDbJWLDQJB5OfIodC4/s7cbjrONIaeGWtwvyT37mdEyqysTAKK8mSxh1HMfZmJDfc6+//jp69+6dZWuqnwULFqBdu3bZNsPJEUaNGoVRo0b5iYeO4zgbATkvPDGyEGSxItMWnFhsbUwcLcBoDwfOz8KKFm+k3EQikRYLx/KoYPFBi1osVPB1rkPqtrYAclsskYTzcTqxlQUZqU+XIX2hPUF0f/B2PfZK0Z5IZWVlodcRt1P3N4sN3J/itcTpdDla8NFikW6DFirYk00LFrp9bKf0TyKRCE+E0wGx2ZtJTqXTp9aJ+CRpWWBi0VXHa9LilNTP2+f0KY2W+MjBwKVf5LqISdq7qaioKBSfJI18ljJY/JPnhvueBTyeV9KX/JxY3nraI07aK+IYzztLDOP+soRmx3GcjYFYLIbi4uK0f7LUJaZOnYq+fftm2wwnhxg8eDAGDx6M5cuXo0mTJtk2x3EcZ5Mmp4UnWQTqE6uSyWS4KNUxjLSYIFuntDjFIkOU51PU9h/eciUiFNcpHid60coiEosb2gYpQ67zYpnTxONxpFKpNPGGRRX2QtKeX1yOePlYQpzYwsKOvsdlaDu1UMZiHQsHWgzTWJ5m3GfsQWPFA+MxssZcewdpjxoeLxHRLEGT5yO3SYQpjt/E72UhwbGb2H65p4UosV3KkHkh8LOj55zuG6lP2ihb5vQWOvlcXFyMVCqFkpKS0OOJT7fjdvC80LG8tCDJafSzxGPDAqdug95iaT3/1nxzbyfHcTZGNttsM3z77bdp26vrCpdffjlGjx4dets61c/f//739c4bi8Vw7bXXVqM1juM4Tl0k5/9CYU8GEQB4Ya9FBk6nF6uSRosfOr+gYznpxbMWGbRApBf5/JI8ghZpeGGsvaZYMNK2RZWvPbxYhOCfnE9EPy1acF9ZY6O90VgA0Daw9w0LPFyHHie9PStK7NJCh1WW2MJl6bhXlgCo+zbKbu2NxN5NHFRcTqljYUnSifjC93mbJdtpzVs9JrrvJEC4iEoiIMn2OrknP0WU4i12ks56rnT/a0HXeoatdnEeEXyjxGIWF7neKI84PbfrojeB4zi5Sbdu3TB+/Hg0a9Ys26ZUO2eddRYmTJiAJUuWZNuUOs2IESOq9L0W9beNC0+O4zhOZeS88MRYAhAvKOUzv3R8H+tLtbL6OH1UXuueZW9V0Ytm655sW+I+qKxea+ugpGWxwEqv+9haxGuhzGoD28dt0kJFlKDIQpG2yyJKuLP6SPcnC2Ry36rL8tTSwcLFu0l7Nkle9lRirybLK8cSLXVbuI+0d5a8WEzirXYsRLHHkxXXiQONS10cR0o/G/LTagePgdVW/dxb8yzTM27ZEoUVR85xHKc22XPPPXHllVdixx13zLYp1c4ll1yCl156CYsXL862KXWeYcOGYd68eXj00UdRWFiIgw46CJ07dwYAzJs3DxMnTkRRURHOOOMMdOrUKbvGOo7jODlJzgtP1sLUWrTy/coWnyxK6Trkc6ZFadR97enEaTPlsexlO7Vnki5Le9tYnhuWTbo+67Ml8lnptFeLzm+JQpZnSSbBKspThdunxSouR8dkYts1VjnWvNPiGwtW1il1lucSizN8T95rTx0RHKPEORHmosQ58TASjyEWnOTF3k5WDCfZXqcDjvMravx0kPvK5muUYJxpXulxtMY36tnQZTiO42SDffbZB+effz4OP/zwbJtS7dx+++0YM2YMVqxYkW1TNgnOPvts7Lzzzjj66KNxzz33oHXr1mn3Fy1ahAsuuAAvv/wypk+fjg4dOmTJUsdxHCdXyXnhibFEGEvs0MINX+O0UQta7UFk5WUPIV2H5SkVZUdUkHQuR3siWV5NsvWP6+OFta7bEkusRTrbGIX2tmIhJdPpg1ECmxZVMokM2muKRaVMQpWVn9vLW9EsW7ndOr9cF2FJxCWO46RFJe4zHVzd6n/ePqe3nkoZJSUlYRq2UzyTeBudiE9BEIRCk7xnDyeO71RSUpK2vU7q4XlQmfCjY5LpPuR+sLDmiSVoWUIY57EE1qg55ziOUxscddRROPnkk7NtRrWxcuVKvP/++wCAyy67zL1Ka5Frr70WyWQS48aNQ2FhYYX7rVq1wrhx49ClSxdce+21eOSRR7JgpeM4jpPL1AnhyfJq0V4gDC9qeVGpF5gcBNna3iPBu7kuXohGBeOW8vSR8Vq0sAKHSzpJw4tzLT5xGksE0+3WnlUCnxLIZXO8HmmLJXpJey2vJx2ji8dT92FUfrbHGqdMW7r0e/5siUp6qx2PG4+FNa7c59qjiV86WD63jcUk3noXJYTytjbrnhZcuC+1d5ME7BfvJr7OXk8SVJzLZ/SY62OOea5lega0EGQJzTrwuyUs8RjrsuWenptRz4rjOI6z7qxevRpTp07FIYcckm1TNkkmTpyIvn37mqKTUFhYiL333htvvPFGLVrmOI7j1BVyWniyxBlLDLDyyc8o8YAFG2vRDlQ8fUsLYFyutW0vymsjFouFQo4uXy94+QQbvYi26tQClBbf2C6xQzxxrODj8XgcpaWlYVprPFKpVAWRhPuGT4DLJChozybLe0YHddfxkawxZC8qrtcKLB81DlynFj+43+U+b5Xjo68lnRbKxFZJI+0R0cYSxGRcdF+Ulpam9Ql7QrEAqeM7BcEfp9nJdrry8nKUlJSguLi4wlY7Fv7YNkvwsp5TDqAvdUf1p36WrLGzxFfeeijosvQz4qKT4zhO9VFWVoZnnnkGp59+erZN2WRZsmQJ1qxZU2m6oqIi/P7777VgUfUwatQojBo1qsI/uBzHcZzaJ6eFJx1kGkDaIlJOXOMFMC9+tajEryhPC6lDe/AIWmji69orKspuLYjp7Xa8CGaxR5dZVlYWijrWolsLZdpzSnsScZ9r0Yf7TLeRj7u3vIJSqf/X3pmHyVlV+f/b3dXdCUs2IwmBkLAKgWBGCDGgEBYJy7APICAGkEXojCAOGlAWAYEBZFymgdFBCPOTXUQFZCegEFkiyBJAthhFEnbCknR3db+/P3hO8a1vn/t2d+juSnXO53nqqar3ve+95557K8n95txzi+72Ne5/R0cH6uvry3xsmOhj/dFE2d480bFU33A97CfOVcQ+1NPaUkIdX/OinVgoY59YH/NEOh5XjkCzd9sqVygUSuKQCZec84m3x/E2O3tZXS0tLWhvby/lczLhidtWOzn6jMdG+6CirvmGr+u4eXBdQHk0lTff9c+HlHjGfg6CIAiWn1NOOQXnn39+pc1YqVlnnXVw7733YvHixZ3yOxmLFi3Cvffei7Fjx/azdctPU1MTmpqasGTJEgwdOrTS5gRBEKzU5CfnWcHxRB8AnYQO+6zRDXzdvrNAwNd125De5xfDYoLiLWy1DhU2+L6JOiYGWN+tPd3G5PnLtktpmyzAqc9ZiLF2TKTQ6BMvkoX7zdv4zFeePzmiSIUpazeVD4JPiOuO+MQRQjoHrD8cLaSCiQkk3vywMbGtaNwfTtjN29zYby0tLaW5wAm/9TkTRfR0ufb2dixbtqz0uaWlpZSPqaWlBcuWLStds8/Lli0r1dHW1oZly5Zh6dKlWLp0KT788EMsXbq0FPFk9prtLBrpVkET33iusWjGwpPVw+VT+Z/sGn/n+ab5qvh3b+PMc9ruaW6tyD8SBEGl+N3vfoeZM2dW2oxPxMSJE7Haaqvhv/7rvyptykrPwQcfjPfffx877riju5Xurrvuwpe+9CV88MEHOPjggytgYf8xftYtGD/rlkqbEQRBMOCo6ognQ8UKXoR6Io4KS3zPPnO0iLe9xhNB2BaN6FABhyNfUiINL4I1ETMvqDWJdGrrkYkB2j/1jfqyUCiUxACvr+pLxosuU796ibC5Lb7mRRuZPzgPj46LRtGwn1hssn6xj9XfXh1mZ11dXad8VzZG3E8V3vjd6rKyllvJ2rTvbBtHv3HuMBOjtB/8nceH6/aSi5v4xC8VyDgiiaOCeI55vymOBPN+oyr0cH3aR7XHe4bnjBehyPbpVkbzb0Q8BUFQCQYPHlyKAq4mWlpasPnmmwMAXn755dLW76CyzJo1C7fffjseeugh7LLLLhg5ciTGjx8PAFiwYAHeeOMNZFmGKVOmYNasWZU1NgiCIKhKqlp44sgfIH0ynX3PEw+8enWbDj/D2/h0yx2LEd5CX8UxtYfb8gQdFo1SeYV4KxKATonMU/7Sd6Dz1jW9z1EqfJ+/p+zs7vjk2cfPa24kFQ/YNq8ejqzy+qnzgdF54gks/M6RPdoXrtOi2nhbHPtGc0R5ebzUR7ytzmCRyqKBOIG4bauzbXosTKVgX7NvzFaOeOM54/0mVHDU/Fx5QrGOs2cbowKe96xXZxAEQX9w2mmn4YMPPsCee+5ZaVO6xbx583DWWWehvb0df/3rXyttTiAMGjQI99xzD0477TT87Gc/w+uvv47XX3+9dH+11VbD0UcfjTPPPDM3AXkQBEEQpKhq4ckWhbyY9yKc7LOKPvaMV15FD4044nteJIfW7YlKeeQtitlWzyavv3niXF57qf5o370oJK47FRGlbagQpfZ7/VehzxOl8vqSNxY9nUOeeOaVZcHGylrEFEcfsd84GskTR1l88qKANLqJ67F7HF3FghOfXMcJx1Pj7Qk/OjdT+bK4fHcEnpTg5NWXZ4+2q3Wk6gqCIOhvHnzwQTQ3N6NYLGLfffettDkuF198MRYvXgwAeP755/Gb3/ymwhYFeQwePBgXXHABzjrrLPz5z3/GP/7xDwDAWmuthS222CIEpyAIguATUfXCky4UeRHqLcrtOaMr8SUlxthpb56oYotqL6m35rhJJUjWyBS959nsRc6kIkDyUFGnK3FOn0nVmRIZtB8p4ciLXMq75uEJR2YfJ9hOiWGpaDO+xuOaEihsjtTU1JTEntS2LyvP19X3mudIBVnNUWbX2Cec78t8YXmbWIRKbTPluvW36UW6ecn5vf6l7um89/4M8K4buv1T8YTKlBAaBEHQ39xxxx1oaWnB8OHDsf3221faHCxbtgy///3vS9/PP/98/O1vf6ugRcHyMGjQIGy99daVNiMIgiAYYFS18MSL964EI43CMPEoFdFgZax+7yQxbZvrz7KslICatwSlbFQhgSOt9IQvL1JD6wA6i1zdSYbsRaV4wp7a70Wb2Iv70NUzXsSQ+tzrK9vWVb0qhKQiZPQz16/5tLhP3pY+FVl0LHS+1NfXl65ZJBT3va2trdSWJ3xaeU98smt8ep29TFiybXT8skTbmpNLfWvte3OF2wbQSUxTH/F46nior1NCoWdDKo+X9+cGkzeGQRAE/c19992HmTNn4qabbsKGG27Yb+0+//zznbZZv/baayts9FXQM1544QW8/vrr+NSnPoWNNtqo0uYEQRAEA4CqFp749DoWKPgodBY+7Jm8CCCOoOE8OCrIcF4ZrkcX5N6iNxVxk4rI8PIycT387iUx52c9AaBQKOQKMZaHx4v2YHGMn1EbVUBjm/hZTcbOAhj3jSN67Lm8CCPus556qO96Op8nTLE/WbjhxNjcpj3LuYPMtyYsaX9qa2tRKBRQKBTKtsDZ3NOoKk8AYlRk8kQns621tbU07iwu8W/Cy4fFv0dvSx+XNaFN71tOK+83wf338lRpWZ5TqSglrlP7YuOiYpX2LwiCoFLMnz8fn//85ztFFw0aNAhZlqGlpQXAR3l6PNrb27F06dIetbnNNtuU5QAKqp/29nace+65+O///u/S2M6YMQO/+MUvAAC//OUv0dzcjJ///OfYdNNNK2lqEARBUIVUtfCki24WLIDOkT72maNI+Fl76RHq3uJShSy7xpEcLIakonC86AwWAjhyxIu20Agh+2z3WBxQAYvvq5DDYo+d1MZ1sb+8hNu8OPcEBB5Dq1e3fmkEDSei5udtHMxm7qO+c7/YRr7OoqWKbN5Y6BwpFotlogo/b/20ROHWNp8OV1tbi7a2NtTV1ZXeVYirq6srE0VUTOL+abRYTU0N2tra3Gftd2G2qLBrvrYIKG+7XEpY1Xv22fylEXqekMq28HzUecnjpNFNnsCpJ2Oyr9l++6ynMAZBEFSSt956C6uvvnrZtcsuuwwffPABvvGNb2CttdYq5exRbr311qpJUh70De3t7fjXf/1X3HHHHSgUCthkk00wf/78sjLbbLMNDj30UNx4440hPAVBEAQ9pqqFJy8ayBakHCGiC11PZGDRwp6vra0ti7zguuzZrhIsc4QV32NxgxM+axtmlyfseNFOnjii96wejhRi2/i+t3Bnf3tbxtRX3oKffWrXLGxfF/UsRPDzHKXCYo+KBSpGaYSWlfdES61DfaGROhwdxvfYF4VCoZPYZ30xocmERx4HfXEd1q5Gf6mdOtdZaNVxTImK1q79RvKijNSffJKd9UNP67M6CoVCyTaNSjLhi32n22FZTPMEQ6u3UCi4ghMLv/Zb9oS4IAiCFZGjjz669PmVV15BQ0ODWy7+LAsuvfRS3H777dhhhx1w5ZVXYsyYMZ3+42f8+PFYf/31cccdd+DUU0+tkKX9x/hZt2DBebtX2owgCIIBQ1ULT6moFI5YMjxRJyWocHSPbnfjhSefSmbXNEpHI6hUELJ3TyBQQYnLsvhi93ixz6JFKsdSXgQI+03Lc/+9MUhFmWi/7bonejB5Y8DtqSjDvtNILM/PGinD5VkY9KJwWAiy57Rvds9EMm97IgszaiuAsgg4nW9cl24v098C26zzwsTW1DhmWVYm7HrjxoIuP6c5QVi41bmtZdkfXD9HTPFvQaOZ1A8qWurvmCMjWaxmW4IgCFZU9M/Qtra2ClkSrOjMnj0bI0aMwPXXX4/hw4cny22yySb4y1/+0o+WBUEQBAOF9Bn3VYAu/njRqVEyQOetV6nPKlakooX0WX5ZeY7K0EWr1adbpnSLE7+znSqueUKaZ5N33/uukSQsRugWOhVBPDFEBSDFGwvto6F+0ogXFSm8eaJ+0Sgdz1cpEcOzSfvB81LHRsUX3urGz9o1+8wnzdlzHCWkbfM4edFu3tY57SPjldW+8Gfvt5MaD0+gBTpHxHniWyp/FM8JQ0U+/Q3wnyHe2AZBEARBNfPss89iq622yhWdAGDo0KF47bXX+smqT05zczMmTJiAyZMnV9qUIAiClZ6qFp7yoofyBIK8BaPWpwtlLzqDv2uERwq1154xUcdbDHsLdKCz4ORFLtn91D1PnEoJRZ4dnqjntZ8nOHm+7sqPXK8nEmnkjves2qHtpWzm6yzYpOYCX/OinbhuFVO4nZRNXlkWUrz5pL8hFYRYsOI687YcevNH+8fPqODoRUt5glWq//yeKu+JTF4fdC5q/4IgCIKg2mlvb0djY2OX5V599dVulVtRaGpqwvz58/HII49U2pQgCIKVnqoWnoDOW4Dsc0qwUKGEF+EpcYWfTQksuuhNLez5WV0gcySRd78nAhrb1Z0FcioiKyWCpEQ9vZ+qz4t44fo0WiYlYKTKpOpP+cITZ/JsStWRlwyb544nbmmbeRFRHipmetFb3e2b5++eCIBaVn3Tnba6En/0t+j9Jj1hjJ/XPzf0OYOTuwdBEATBQGLcuHF44okncsu0tbXhqaeewoYbbthPVgVBEAQDiaoWnvgkNMOLwtEtOboli/EiIbz6eSHtLbLzhA9PSElFq1h9QGdxyDu5jNuwvnKf1U72i7fY745o493z/NxVdIlnv4qJbLf2xRM3bBual0yc69LtlXxf6/T6w8IEX9dx7CoCp7tim4pMHvxb8CKs8sRZT8jl5/Pa1H7l2e/ZwFsM8+pI2c/P6HbCPFu97ykbvPJBEARBUI3ssssuWLBgAX72s58ly/z0pz/F66+/jt13j4TbQRAEQc+p6uTimmeIF4qcDNpbuBq6AOZ33T4FpLcvcR2WnFyjJLRdEzv0RDtPPDPxQBe7fLKZF7GhPrF+2XN8X0+cY7st6TX7KBV14gk7nHOLF/O1tbWl08s0msUTSdT32j8uz6JLKmqG/Zhq2+rghOD8XJZ9fFKd2ahiFY9RSnRT21LJx/m0P/U990HHwRMW2QZ+RhOce4IS26J2sh1eGZtTmvTf+qi/Qz3h0cbC64vVz6cccpmuTnLk73oan/ozCIIgCKqdk046CVdccQWOO+44zJ8/HwcccAAA4IMPPsCf//xnXHfddbjoooswcuRIzJw5s8LW9h/jZ90CAHG6XRAEQS9Q1RFPtqBMbU+z+4VCoSzfjxdRo3XqIpq3wfEiWBetdjqWJxzkLdKtTl7caj4fFRj0JDqN7LF62X67Zz7RRT7blxIdrD4WsVTYYT+xPV7kE/eZI5Q0uXYq2sbq6+jo6JRY2+BxMftZmGCxSP3AObfss7VldbEoZ/e9aBt+hlGRhv3oPc8ioQqOnu9V2PHEOvabXTcBlceUfaRCkpe0Ow8VWxlPzEzZoq9CoVA2P73oO567Klqyj61tPfkuhKcgCIJgILDmmmvipptuwrBhw/CTn/wEX/ziF1FTU4MbbrgBkydPxvnnn4/VVlsNv/rVrzBy5MhKm7vSMX7WLSURzLvX02eCIAgqQVVHPAEfR2boYpTFAqBc+OBIDj79ihe/tlBlEYHvWzsWqaP1F4tF1NfXo62tDYXCx27m9q1NFaR4ke2V44VzXV1dpyOTDRNELBqHy6VECcZssT5yhItno+JFR2lEiX23cfAEBRNwisWiKxB4NnObHB1j/vdOG7Tv3rZE7g/PDX7OylgdWjfXr4IN+9Qi5rjv3F8VRFSsUnEvb5uhF0Vn42EioCe26DhaOyz8qm+0DvaVRiDZSY8c7cT1Wvs2ljq3OKrPvtuYszDHIqIm9TcbtP96LQiCIAiqnW233RZPP/00/uu//gu33norXnrpJXR0dGDs2LHYddddcdJJJ2GttdaqtJlBN2DBiT/3deRWRIgFQZBHVQtPHOHAi0LdIqSLRRYWvCgkFQb4XRfIhUKh0zUWhOzdi+Zg+zwbrB91dXUoFoudyrBYo/3xopnyojV4Ia+RLypsMCoEeNFZHE2kAh6LOSoWetsPuV39bvbyM1yH2eH5Ik9w4v7oPNJoGS7j2cfPs+DE/vLmqdqg46LtpnIb8fhypKDBc9dEnZR45vWXxSzeEmh+8u7rb5jngydcsj+8fqTmpApYKo7Zb1f76ImZ7PcgCIIgqGYWLlyImpoajB07Fueddx7OO++8Sps04OlNkaa7dfWFMJRX5/hZt4QIFQRBiaoXnoDOC+6amppOC2dd2KsYxAtnFgZ4CxXX4eXZSS1MLXJCbfYWvvY8CygcucHP8nVdGKvo4kWWqMjkRbFwfzWqRO/rWKgYwdFl3BcWpbSPKhLxfbY5JZCx2MARLDwmqWgazx+eQOdtA/S2f7JtOv4sBrEvNA+X2cU5mNSfKsqlBNVUDin+jfBzPJZatzd3Ff4t8fMpYSlPEORx0bnu2ej5RQU2jTJjv3u/8yAIgiAYCIwfPx5Tp07FAw88UGlTBjze9jdPvOlKJMqrJwiCYEWkqoUnI0888aISeIGqC0hv0amLTRVDvO1fFqnkCQNapycSqE2pRMn8nPaH+8HP6WJaRS7th+dXT6DiuuzZVALsvP7qfS8KRp9NRUB5basoocKOij1an/rF6483t7womq5QUYv74G2T02c1WsnaVdFS75u9Xn95PqX6oL8VT3zL84MnSKXmZJ4QlPq9cD3ebyNlQ6qOIAiCIKhWhgwZgnXXXbfSZqzw9EcET5541F/CUl/0M7bhBUFQ1cJT3oIwJXSkBAO+n4rKMEwISkXj5NWfEnBSwkbeAl8X7170Sco+z548oSXVL40u8erkKJjUeHB0i44di0HeeHtRLil7PZEiJWTpcymRqTtj3x2BIiV+eNe8qCL1Td5Yqc+076nfVl4/vGilPJEyZSe3o8Juqq28vvbU91xfnkAcolMQBEEwEJgwYQL+/ve/V9qMFZZUdFFfiTNdXeuNdpbHdrWlJ9FYQRAEVX2qHdB5i5wXjeFFSuhL73sLTW0jRSoKw4vy0AUvX/NOWdN2vHe95okK3Ce2V6NRUn1L+SLVZ8/3+kzK39aOl0spFYmj48qnzOWJlZ7IwXhCjSeUpXySJ1jkzbtUH/V5RW3hRPF57afmRZ7/tK68ud1VpJJuu9T+qF1evqq833BXv3/97tkbwlMQBEEwEDjqqKPwwAMP4JFHHqm0KVWPd5rcQDhhLrb2BUHwSan6iKfUdhmOoAE6Cx4a7ZFKdAz4251UQNDFqi6O+Z7VCZTn1OH7dp0jhbg+zj/F7atAkOcLtskTMVLRLl50SJZlpdPjNIF4auz4c3dy+ajAxv3zTjbz/K+in9cXbzwAlEXQcMSRJiz3tsClhLbUHOaT+FJ1eGPIOYvsmuZo4rrUB9yGjonOrVRuK3vnE+e8RPE6f7SOrsaoq9+lCnbqK81LlporOpdDcAqCIAgGEocffjgee+wx7LzzzjjppJOw3377Yfz48WhsbKy0aSscnyRH04ou1Kzo9gVBUN1UtfBki0c9DU2TghsmUPCiXkWnVDspYak7USoaMVFbW1uW6NqLpEgljubP3sJYBTMvgXieL/k7X2dhie9z/exzFX28fqhYY9sXmdTpbCrSqdDH+YvYfu95q8OEG0/UYRHFEzdUIOLrmkvJy/2ldqn/VPTxynPCcZ4/XN5OYTSfqF+4ThN2vDllPkmJmZ7Y5KHbK1O/K2/O6KmAKkyZH3i8zCZu1xMZU0Id+8h7LgiCIAiqDf53wKmnnopTTz01WbampqbspOWVme4INSu6mLM8ScyXp/4gCIKqF55SC1M9it3uaSJtFil4cakJvb067FQsFYB4wcwLcz6y3RMF1GYWPbwomrq6OrS1tXWqQ4UsFui0L5yw21vs82lf9oxd98Q2FQPYD97pdVynt4jXMbF+s4jn+VLbUHGFT/njfmtC7ZRwpqfWsf/Y11aOBY+USGZ1sVjF/svzobcNkZ9XMUmFRa/PKmJlWYZCoZD7j06O5CsWi27UEftb7UwJToaOsQpEageLhSkhScfP+7NEbUid3BcEQRAE1UZP/j6Lv/t6l0oJM73dbl/3I5KTB0H10+McT/fffz/22GMPjBkzBjU1NbjpppvK7h922GGdFnq77LJLWZm33noLhxxyCIYMGYJhw4bha1/7Gt5///0eG++JMRopYtFQXuQIixG6eGWRSOtm4UoFCI1YsTY4x5DV7y3GNTKD27Zydt9EIbPTrrHIwX7yFt4s4vB1q1OjS9hXLLR4gkYq6ofHhCNTPD+zbziyTUUue9d+qnikffKEEa+f6gMdT/O92sCCkYk2Ni88cZSjjLw5ZVvo2Ea2x+szlzPBjccgNR4aSaTtqJ95DlgbJlqybznaittUv/N84M/aV76u9XhRdFbe7nm/Rf79s8jG495VPrAgCIIgqAbs77buvirB3//+d0ybNg0TJkzA5ptvjuuvv74idgxU+isvFdcZ0VBBsHLR45XTBx98gM9+9rNobm5Oltlll13w6quvll5XX3112f1DDjkETz/9NO68807cfPPNuP/++3H00Uf33HhaHHuLSyCd2FgFBxMOOG8S18FotIi1oZFMvOVPhRuNtPGEAq4jL++NPm/PeQKUFwnFUS8aiWPCFPtF+5sn3nB5b6Guz3P/zC4T01gEYQHPxD2vHhY+VEhRX5iPUv+w4gg5Fr20D54fuJwJUHV1dSgUCigUCiUhisUpztOkPlF/85hru56/bTxTAp+JLd7vR4U8FXfZp16ONZ0v/N0TgfR7ys/8PNvH42p+57nIv3sVFNln2q6KgEEQBEFQDfz2t7/F448/XmkzekShUMCPfvQjzJ8/H3fccQdOOOEEfPDBB5U2K+gDBkIy9iAIOtPjrXa77rordt1119wyjY2NGD16tHvvmWeewW233YZHHnkEW265JQDgpz/9KXbbbTdceOGFGDNmTE9N6rT4tMUzb03iBaMKEbyVKBUposKOl1hZbdDnUnZ31a4X+cTCi/e8Rt7YItkrq3Xrot4TNNQfgH/iG5dhISXVlkbBqGChYkWeQMT3LcJFxzkVeeOJZKntdby9DPg4MbiKLNa+iohWnwke+qwn5jHqS72mZb1r/JkFNk/k4np17Jg8e7zfpz7LWxa9evU3yNsa1U7unwqh3nhwec0fZ1Tqf32DIAiC4JOw995747DDDsMvfvGLTveOOOIIfOELX8ARRxxRAcvSrLnmmlhzzTUBAKNHj8bIkSPx1ltvYdVVV62wZUEQBEF36JMcT3PmzMEaa6yB4cOHY4cddsDZZ5+NT33qUwCAuXPnYtiwYSXRCQB22mkn1NbW4qGHHsI+++zTqb6Wlha0tLSUvi9ZssRt1xMQvEWxRhsZKkh54oQXAcLP60Lba4uvsU2pPqXyyWg/PWHAu5byQ8oejYjpqp68snm2et/5sydWqe1dja3Xv7z28wSyPNGEI2tMxDFBiqOwWCCz6C777p1slydS5o2nR1fzj9vOEz/ZDhZ1UvNCt69qHzxbvNxlng+4DW7Xy9OkAhTbxOJ1ijxROQiCoDf4zGc+gwMPPLBbZbMsw9lnn93ln/1BkMcVV1wBAL0uPN1///244IILMG/ePLz66qv49a9/jb333rusTHNzMy644AIsWrQIn/3sZ/HTn/4UW221Vae65s2bh/b2dowdO7ZXbQxWPLp7imAQBCs+vS487bLLLth3332x7rrr4sUXX8Qpp5yCXXfdFXPnzkVdXR0WLVqENdZYo9yIQgEjRozAokWL3DrPPfdcfP/730+2qYtsPoGM0YWw5gjScqloDs3tlIrw8RbKXgQIR2/oAp8XwJ4gkhfBZPV1FYmUEpnYhrw2vFxbWp9nN7efJ1SlfOn1yRP4DI6w6crOVJ1qk163eWFb6GwbWl1dXSniSbf/mW2cCNu2F3r9ZH+pIKN+9XyVGq+UYOsJgXnClgqDan/Kp3bdE9rY9u7QlfDI5fhdn9E/BzgaLRZ3QRD0FVtuuSXWWmstTJkyBSeffHK3nsmyDE8++SRuvfVWtLa29rGFQdAzLFXHEUccgX333bfT/WuvvRYnnngiLr30UkyZMgU/+tGPMH36dDz33HNl64a33noLX/3qV/Hzn/+8P83vFrE9rOfkiUjhzyAYWPS68PTlL3+59HnixInYfPPNsf7662POnDnYcccdl6vOk08+GSeeeGLp+5IlSzB27NhOW5IAP9G0otEYXnldaHpleEtSalHrHRfPW7M8AYGjNDg3jZZhAcwTZzSiRqN8VGAzwU7tT4lPKuqkhCF73oQVzY+kdXXlS29s88bA6lexiPvlCWEpX6nowONVU1OD+vp61NXVld5NePLyIJkNlsTaxqCtrQ2tra3JOcxRPdrPlK0cbaTXtS+pSCEeC31W/azPpPqRKpcaH+2vPq9jnhKQ9feugjTnSLNE/lw2hKcgCHqbDTbYAHV1dTjnnHPwpS99qUfP1tTU4Ne//jWmTp2Kxx9/HMuWLesjK4Og53SVquOiiy7CUUcdhcMPPxwAcOmll+KWW27BL37xC8yaNQvARzsg9t57b8yaNQtbb711sq7u7pQIKkOeoBRiUxAMXPpkqx2z3nrrYeTIkXjhhRew4447YvTo0XjttdfKyhSLRbz11lvJvFCNjY1obGzsdD0VCeNFgPD1+vp6FItFVzywLU4AyqKmVIDhNiz5d0rAsEgXs8FLTM2LWV4Ms6CiOZL45C1N8GzXU4tjbo/r14U98FHOomKxWBaRw/228rzQZxu4Hva1ta35fjwBzcbGE6g4t09eHif1HY+9RRnZd402speJQ9wPs8Gimurr69HY2FhKGm6RT1yX2cW5t8zPnJeqra2tTKgsFosl+7x54/mTxyvVP2tPT9rLixRKnSqopyjy74PtZgFYE+GzLV70IttsWxJ5fnAfvDlqn80nLGrqVkDvtMAQnYIg6G1WXXVVPPbYY1httdU+UT1z587F5z//eTz00EO9ZFkQ9C2tra2YN29eWXRfbW0tdtppJ8ydOxfAR3/vHnbYYdhhhx1w6KGH5tbX1U6JoHoJYSoIqpc+F57+8Y9/4M033ywlBJw6dSreeecdzJs3D1tssQUA4J577kFHRwemTJnS4/p1IWiLWV5Aa2SULlC5Lt2mp1uZuB5eVOuClQUnFZ10Me1FnPAiOZVsmu8D6HQKWqFQKOt/qk6N9GDBzIQOFdbMN+w3FUO0b7qdUIULPmFPI3040bT6y/po/vaioux7sVhEoVAoGyvvtDNPvGprayvzF/vBhKfGxkY0NDSgoaGh03Y7Lss+smgnFrcaGxtLZWzbHYtU7G+d2zo3uf86z/Q3ouObEp3Ud3yP2+RTH7k9q1tFJZ57Xn4rq4PFNfYdjx3Xofc6OjpKY8O/Xe/3x23bu4mobW1tnfwTBEHQUxoaGvD+++9X2owgqAhvvPEG2tvbMWrUqLLro0aNwrPPPgsAeOCBB3Dttddi8803x0033QQA+L//+z9MnDixU32pnRLBiksISkEw8Omx8PT+++/jhRdeKH1/+eWX8fjjj2PEiBEYMWIEvv/972O//fbD6NGj8eKLL+Lb3/42NthgA0yfPh0AsMkmm2CXXXbBUUcdhUsvvRRtbW2YOXMmvvzlLy/XiXZeYmDDFrm2SNTrunBXMSB1PD0vbAuFQqm8wvXxlji2g59lAYgjMlTEYYHA20LH9Zr4wMINR7LwfU/Q4msc7WN9Yn+kkjGr3Srecd/zhAYeJ8MTq0xw4DbNNhPjNILG2tM+Wj32rH3m6K3a2loUCoUy0amhoaG01Y7tsncWkdrb21EoFNDW1lYm5tXX15dEJ43w8SKOPD/xNk0rq2NgY8l1qJCq48l28Dha5JEJbDy3uW3evuadAGgin4652dnW1lYaSx5vRU/m88RMHk+2kRO819fXl/kkTrQLgqA3mDZtGm6//fZer/cPf/gDjjrqKMyePbvX6w4GBosWLcL999/f43sAsO222/aVWUm+8IUvdPvv3tROiSAIgqBy9Fh4evTRR7H99tuXvtv/KMyYMQOXXHIJnnjiCcyePRvvvPMOxowZg5133hlnnXVW2V8Av/zlLzFz5kzsuOOOqK2txX777Yef/OQny9UBXUhrZIUXsZA6Lt6LcOBoCl24ahSEYYvqQqHQaXsai1H2XaNXNEJKF/d8X8urHSx6sF+0LAsHXIZFCxXwVAzgNjnShQWF1AliaoeH1sX2cqSbF82kPuc5Y+OlET78mRODWx8tyskimwYNGtQp2onFJrOZP7NwxhFqVs5EKrZF55TZqoIZ94d9pxFX6nsT3zx/81xk3+r2NBVddS5oGb7GohXbzHZygnYWg1S8tfI6B7ROL2rKE1K9338QBMHycPjhh+Pcc89FQ0NDr9ddX1/v5ugLAuP22293Rc+amprkPbtfLBZ71ZaRI0eirq4OixcvLru+ePHiZBqO7tDc3Izm5uay/KVBEARBZeix8DRt2rTcBVd3/uduxIgRuOqqq3radCcsIkHFClvE2wLds1e31mjuGY540Oe9iBldUOvC3CuvwpEu7r3yXvQTv/PzKYGK6/Ps6epZ7Y9Xlu3kqCrPn17fve9crycwaoSW+kVFDBYqWLDIGzMWukx0MqFJRSfdaufVbTmddGuoilwq8nmCHc93nofq77yE+TymKv6wD8wWFkc9ocfbHsnt8ne1L29u82dPZAJQlhDc7nlzSJ/T6xbFlfJPEARBTznppJNw1FFHddpaFAT9xfL+50lf/KdLQ0MDtthiC9x9993Ye++9AXz0b4G7774bM2fOXO56m5qa0NTUhCVLlmDo0KG9ZG0QBEGwPPR5jqe+xouiSAkHhiekaJ1cNy+AvYgPAJ0iPjSKSdvnBbxnH9/3xAPup7e4zxOZtC3GW8SzHXkLbS+yRW3yIpB0we9tCUzRlSjG11UoYBu76hu3ZWKQJRK3lwpOHPFUKBTcaBre4sWn/plNnHcq1e/UPPciuFRE8u6rKJUiLyKK31M2sBCocz1PjPXa4LL6+9c6uSzD/vB+TyyoaX1BEATd5YQTTsBXv/pVbLjhhn3Wxo9//GM8/PDDfVZ/UN1U4j9N8lJ1rLPOOjjxxBMxY8YMbLnllthqq63wox/9CB988EHplLsgCIKguqlq4SkVIaQ5jbxn7HN3ojHyPmtECNfR1fe8Rb23+E8JS3wtlRzbEwZSNqQiXDwRTZ/z2vQEAU/E07bzSIl5TEpESPWTI6dM/OF6DIt2YtHJcjqZ4NTQ0FAqx4nFPZtraj4OW1ehk4Uo7Rd/7kpI4fLefPaigHg+aVtdCYPduefRHaHJK+OJc5y3youGy4PnaFdCdhAEQU84+OCDsdlmm/VpG1dffTWefvrpPm0jCHpCXqqOK664AgceeCBef/11nHbaaVi0aBEmTZqE2267LaICgyAIBghVLTwZeREavEDWcp4okxfxoGW9ugzbXmb5g/hZey6Vg0dFEC96qSdCikZFeduNUqINbzs0QUaf80QGTxxQ+zTKKE+k6I6IkSda9CQKxhPG+HNtbW1JaLKtdRz1ZNesLCcYZ5vtRDYWeOwkQU1Gz++ajF5FRLOVE5gzKUENSJ/46M1/b0y8OcjfdcwVFZPyxCZtT8n7c8Erk6ov1Y+IeAqCoKdsvvnmWHXVVSttRhD0O9O6SNUBADNnzvxEW+uUyPE0sLGT8Bact3uFLQmCoDtUdeZJFXzss4k1XuJwftlfgN6x7V5kkAowGhHCsNBjeX7YVj3mnrdcsbBg9rM93hH1XjSN2Wen23GSahNE2G/8WSM9tKy2r9+5nyrceH6wNvRENX1efcC2eEIS+91EHiB9GqD2T33MApMJT4MGDSqdYGd9sHcv6onHip/h7XiM9Vcjp7z5b3aqv3m8VYBjH5kNXMbztX3m8faipvg+25P6fakwqAnMeVzYDx5sK+fZ4rHhRO3mC56DKdHKi6YMgiDoinvuuQcTJkyotBlBsFLQ1NSE+fPn45FHHqm0KUEQBCs9VR3xlBdVw0fOe6KFJzSoKJVlWdli3epnYUTbtzIm+GgC67zIiZSQwIttE2hSApV+59Pa+Nh5TvKt4pLdtzosAgcoP1FN7fISX5tNnLeJF/Ma9cX95v6YSOCJfZqc2+rX3FR6sp/6maPUeGytTStXX1+PQYMGlV4mLHJeJ04Mbv00W3mu2f/CWaQTl7Ux9nJ9eYKI+lXnkPlJk2Wrn7TuVJQbP6/ip9rK7eRtY9SxS4llbC+3x0KTjbkJryzKeXNWxT39vXp9CPEpCILukhLJgyAIgiAIBjpVLzx5C3AVRoDyBSNvHwM+FlP4eY56YJHGBIWOjg7U19d3Oure8BbpuphV+zjiR4UbPQ3OBBATETg6RUUDjnwyeCFuYgNvzWJxRHNmqZjhCSBmo93nk9pY3DBRS+tVgYrHT9ti3+g4WhkVGFKRTdqu1tHY2FgSnvgEu/r6etTUlCcR1yg3u8biD881FgatHhZW2tvby757WzVVZPUEJH5PCaieiMi/CRYiuZ8sAmofU5FRqflTKBRKc4WFO29OKSxWsoipghv7TCMkeZ56AnaITkEQdJfa2lq0tLSgUKjqf3YFQRAEQRAsF1X9LyBb9ALlC0FewHMUi26fsXIarWF1dXR0lBa/XnSRCQFepJF9ZlFLF9oszOgWs9Q2QRZGNIpFSW2/44V+6rst2jlyzNDE7bydz4s8Ynv4GvfD6kgJPp6f8/qmAg1f42e4PU/wsnt1dXWlvE6rrLJKp4TiJgKaIMjPsU0ceWV90Ygjm1smaupL7dZ3Flv4N6LRQZ7gmicKeSKv+o77pKKt53uNCGQ4J0Oq3xrB5QmP2m7ed/3zISUwpWwOgiBIkdqaHwRB3xA5noIgCFYcqvpfQV5EiQoI/A89zvPiLXo1soO3+eiCHECnv8h4MW31GJ6A4IlFbEPqWW4/JRBodEZKyFLhjgUub1uWwXl/OBLHa9va5X6rAOX5l5/Tuvi+vadye3GUkxcxxe2rf+wZSxo+ePDgTifYWXSSnXTntWN1mNjJ/uN5pvNV+83bBVO5l9h2HisVbrxFEIu0Kuaxb1UAVZ9aX9W/njjr/Ra8+a6/KxUwve/8mceTy7M4Zjmg+HfM91QEDoIg6IqhQ4fiwQcfDOEpCPqZyPEUBEGw4lDV/wrihZ8uBjXyRgUJRhem9ryKURp1lIqGSC2A2e5UPSwMeNE4qXueiJPyl1dGRTwvUsmzj/3FbWi7WrdGrrBdnm+96K28aBy9z/5Rf3hiDItCJjpZIvGGhgY0NjZ2EqAaGhrK5olnsxcBpKJMlmUlUdGLSGKfq4ii5blMnrjXlYCr19Sv3J7O967mMpfReaU+4DpTp+Nx+97vSe+pUGl4v5PUbyQIgsBj/PjxuPjiizFlypRKmxIEQRAEQVAxqnqrnaILc8DfEuMtQFOL8tQzqQVxyqae3uP6bZGdEsxSgppF0Hh25vXXsyu14PZ87vXBe5b74Ikfnl0pn6m/uqrHs0+/m2jDp9eZ8GSCkyUS1zxDngDF8023R1oUFEdDedFjnF/J6xf3IZWUnH2ggqWKmFpnd3ycJwrlPauRS1o29Rvsqj7+rnak/MACmSdkBUEQdIeRI0fi4IMPrrQZQRAEQRAEFaWqI54UL/InFUGUihDKi+jga15khooFKvrwdW8RzM96AkDK5pRtel3t4M/adsoWxvOT52cdi1QdGsGTJxqoaNiVb1K26jMm7Fiid8vf1NjYWDrBzgQn/my282eOOGI8wUNze9lnFqG4L3njxn5RX+VFEnljnicEed95rLmPapsnIpmw5kVEeTaqP/Oim7z549nK5VJJy/N+f0EQBMbo0aOxxRZbVNqMIFhpaW5uxoQJEzB58uRKmxIEQbDSU/URT11FMmkZoDznjVfWW7Trwl9zMDEaqZRa9GoEjwoofOoWR8io3SlxTIWEvPucMDy1IFdf65H1qWfM/jyxzDuhzBNRNLpL+6Dl1Ucp0UDFlZqamjLRafDgwWUn2LHgxBFPqdP/vLFmvAToKmaaH1PznLG5o3OF55hG0alQ6LWh88PrS3fExtQ9r01LkK7zsju/WRa01HeWPF9Pt+O2bW5qXjiv30EQBMbQoUNx0EEH4aKLLqq0KUHQJTvssEO3yjU0NGDkyJHYcsstcdBBB2HUqFF9bNkno6mpCU1NTViyZAmGDh1aaXOCIAhWaqpaeEotXtvb20un0Rm62LaXCiIaZcPCD19TgUGFIItWsQTkXlSGHkXPYpaWTR17zyfvpaJgUoICt2G5h/iail0pQYn76IkGjBfFZM9pP+wet+HlELLPmj9J69GT7ljIYHHM7lvepsbGxrJE4vX19aWIJ41qszH0omXUplRkDyfR5nmjz7Ig4o2952sT94rFYvLEOWtb85yxn/Q3wPetjAqS1r4KU954mx9Y1GPhh8Wi1HwAUDq6PCWm1dTUoFgsdhKl+HdudfDc5N95EAQBU1dXh7PPPhszZ86sSPvFYjGE8aBHzJkzB0D6P2ztnl2/+uqr8d3vfheXXHIJvvrVr/abnUEQBEH1UtXCU2pLjS0mC4VCpwU5Lxh5kaz16neODtG2vNPx+GQ8PRbeOzVPF+P2nBctw2JMXmSTCg8poc4TtvhVX1+PYrHYye8mrrF4xSfcAZ2TvKsPOWeR9Uft5jKeMOUJBhrJY7ZwBIzBAorZa1vrBg8ejEGDBqGxsbH00u11ehKdiooWXaOCkDd/zZ/t7e1oa2tzhRaN+lJx0IQUnhfaT0+EYRHJbGZbdS6yUMftm436O+Ex4Ot8jU+sY/GOf2N5ffDGW8Uhs9GENxM8dcwAlMQzE9J4jsXxzEEQeNx5553YfvvtK9b+Wmuthddee61i7QfVx7333oubb74ZP/zhDzF58mQcfPDBGD9+PGpqarBgwQJcddVVePjhh3HiiSdi0qRJuOeeezB79mwceeSR2HjjjbHVVltVugvBSsz4WbeUPi84b/cKWhIEQR5VLTypkMELU178e2W72irH23s84cfQRT+LAZ7AZPcsmiPVjj2v24C4fraDo0uAdB4pjTzhelJbxLyoDk9UYKHCE5lSvua+sp3aZxbadFxZiNBIIK0nJTSauGDJxE18MsGpoaEBhUKhNMc0Wo1FERUVLcpIt8CZUGev2tpatLS0lAlOKvLY/FSRjSOlPNRn/PtICZKp716Sc7O1UCi4opVGC6loxQIb26nzora2tiSE5kW5sT/Y79wf9oNGb7EtLDSxcMWCbBAEwfz587HRRhtV1IaIdgp6SkNDA3784x/joosuwgknnNDp/je+8Q38+Mc/xkknnYQ5c+bgK1/5CqZOnYpjjjkGP/7xj/HLX/6y/40OgiAIqoqqTi6u26U8sUGjPlS08CJRtD6DxSVekKZEDhZMrB22lwUKz1Zd3HtRPBx5xEKEl1tKo1E0ykbt5yijVG4hFaZSOZjY754PFS+XDgsPnh9Y/Kmrqysrz9FMXp32KhQKpdPr7AQ7O8VOczpxe1pX6pr5i4Uj7QsLUuw/u6fRP1a/9pk/q9BqZb1k3iwM8VxlgSy1lbCmpjziysoDnaPftG/enNGtqjofvd+5llUfcCJ3Frc8e/JybwVBECirrbZa8s/HIFhROeuss7Dxxhu7opNx/PHHY+ONN8bZZ58NADjyyCMxfvx4/PGPf+wnK4MgCIJqpqqFJ8BPwOwJGQYLNSou5UVk8PPAxwtRFb64nLcQ9r6n+mXteHZoxJNXrydaaBv8TGoRr896Yor6h5/x7NL21RZ7TgWUvAU/t+cJjtoH7ScnE7eoJ3txjicv0onrTNnFvvBEmPb29lJUVEdHB4rFYifB0hsze2lydR1/w0tUz/NNx9J73ptL3L+83GBenV5dKpjxXLHvqd8x+8p8yCIY15kSOPXPABUpI79TEATM1VdfjZEjR1as/SzLcOCBB2LJkiUVsyGoTh5++GFMnDixy3ITJ07EQw89BOCjvxMnTJiwQm/rjFPtgiAIVhyqWnjqjkCSeq6r77rI7UpQ4GssSqkdapMXleRFBHlCiT2vAgs/Y5/zRDQVTDyxIiVyqeCW15eU8NCVWMg2eeV0rFL15/naIplMaDLxyYQmFp3sf7O7Ep3UVo2QYl/wljsTnLyoNa7HE/PUX953T+Djz139hrrqq85bRedwai57z3nioSb95vIqwnk26++tq2imiHYKgoBpaGjAd7/7Xey///4YPHhwRW254YYb0NLSUlEbgupj6dKlePXVV7ss9+qrr2LZsmWl76uuumrpAI4VkaamJsyfPx+PPPJIpU0JgiBY6alq4cnDi3bhe3nRF7yQte98X8sqeeW6El/UTv3claihfdLIGo0U8erWBbhuw0r1VdtO2e7l2eHoljx/c5Raaow9ASolaHFf7YS6urq6spxO9fX1JaGJhSd+eeJenqhjfTLf8lZPFpv4elfRRZ6v88SULMs6RS1ZORbFPKEnzw5uK09I9MY3bw5yWa9ujWRSwdPb9sjzqruisv7Z0ZVYGgTBykFDQwPOPvvs2GIXVC2bbLIJ/vCHP5SimTweeugh/OEPf8CECRNK11555ZWKRvkFQRAE1UPVC0/eApkX9row12e9qAz7bkcSewt4Lzm5Lpq5rq4W7Uwqtw8LSVZOn9H6uR4VEex5TjLNtnKdeVv+UotwbVu35angx+9ePalIGhNqWJBiH6YECPtsCcVXWWWVsu11ltvJ8jvZCygff+90O50zKjCpnzlKTsef+8R+8z6n8l+p6OLVZbaoOMN+1ATcnuDFY5onmnGbKSFTo5a4XT6FLs/3LL7yXPDEJ/2NecKb95sNgmDlpKGhARtssEGlzQiCT8Rxxx2H9vZ27Lzzzjj11FPxzDPPYOnSpVi6dCmeffZZnHbaaZg+fTo6Ojpw7LHHAgA+/PBDPPbYY9hiiy0qbH0QBEFQDay48bHdgBfavKBORXl40Uf83fBO1uL6+KQxrp+fr62tLcvP44lSQOfj5b327DkVeawN6wufpMb26CLbrrFN3illXvSJt60uZbP6RevlZz3xTsUGHV8u511jv3Iieh2P2tpa1NfXY/DgwaWIJ8v31NDQUEok7o2XRsFk2UenuqVOUaurqyudWmdJ521rHb/M39yGikKpea5CH/vQxt9OQeSx4iTzKs54c4efUTv0pEIdd7bVTqbTsWZfWrvcjvWBT61juG72A48dJ5738j/x6ZQ2Ljr2QRCsvGywwQZ47LHHKm1GEHwijjjiCDz66KO49NJLcc455+Ccc87pVCbLMhxzzDE44ogjAAALFizAAQccgC9/+cv9bW4QBEFQhVR1xJNGE/Fi207t8hbl+llPhbMFr9WtEUNWvy1WTfyxqBd71sqkokRqampKyaS9yBZ7loUuXeSb2GSLcF5QWx0c0cFbxHjBrtFI6mcWaxgV/7SP3lipOKULfo76UYHME7IMFm5sjKw+FfVYdLKT7Oydo5zMZ95JdjzH2A9epA9Hl+l1PuWORSieDyaAsECi85mxOehtVTMxxjv9j/FyUqXGwsuzxKfPeVv4ampqSnbq1kU7Oc/zqz2rQpn6gMVa9QPPAS6vvrQ6vG2neXMxCIIgCKqJiy++GDfddBOmTZuGxsbG0t95DQ0N2G677XDjjTfikksuKZWfMGECLr/8ckyfPr2CVgdBEATVQtVHPKmQwYtBFWNUoGLBQCOEisUigPLFsxetoYtibzHLdvLi1YQMFUW0DbZZPxvewpqjObicCj41NR9tW9LIE/uuPlE7+Xj6QqFQig5JCVXat7wxZN+Y6KKRP9Y/azNVv4prJjqZ0MQ5nOy6Ck72HGO2mQ+9fth9FqBMhGL7TXxqa2tzI3RSOY+sDhVaNCpPhSuuOy+ayuYSiz06d03sKxaLZaKsnqLH/rKy7EuOGGS71CYWn7ivdr2urq5MFFbByea9+tX8yIKsPWtjlEqoHwTBysNee+2F6667rtJmBEGvseeee2LPPfdEe3s73njjDQDApz71qRU6gXgezc3NaG5u7vSffkEQBEH/U9WrJ28x6m2hUTGCF5K6nYkX0Rzpkorg0WgfW2xbXbrg5peXh4hR8YTzBGmEiRdVonWpMGNCgYpvmq/I+uFFEKUEJPWLflZfqiikkWE6bhptw4KIRt6w/1i0sqThJjxZ1JMlFWfbOFqIx5B95fWB54DOB6uTo94AlM0fq9f+0aciEQtO1jcWDL2oHG+8eCy5ThajPPFL62Uhx34/bDPPX7OV7deteWqbXU8lqudyxWLRjWLisfAi6zhnl/Up9ZsKgmDlpba2Fg0NDZU2AwDwzjvvYN11103++RwEPaGurg6jRo3CqFGjqlZ0AuJUuyAIghWJ6v3bJAGLOkBnQcpQ0SbveRZs9BltRxe6GjGlgoAXCcVCiyfcpKKDuIz2k4UbLyrIa4MFKU/U0SgZFicMFoSsXi8RdF6uHhZwWIzy/KH9YoFQxRVLKm4n2pnAw5/r6+s7CWMsRNr84Jxe2i5H1ljkmG5/BMpPtctbPGh9PNaeWMljpNF9PDfYlzofdLyA8qgg71nvt8ft6DzQOlSg1eve70CFVa+Pqf7k2aFl8wS4IAiC/qa9vR1/+9vfKm1GMABobW3FvHnz8MorrwAA1lprLWyxxRYrjMgaBEEQVCcDQnjyxBXFW6h6ERNe5JGHiiBeBIbalrI9tSDW+94Cm69rG7rN0BMCVFTSaBfPhjwRjcvnjxF4wQAAbuxJREFUiRZeP1i46slYeMIG39N+Ah/nbSoUCqXT6zg/mOY+4ggojdRJ+dTK6/ZGzutkYpONFUfX6JiqsOaNqV5XscSbjylB1ivnzdfUHNYxTIlbPO+6+o0yKmoy3lzTPrJNLBBzFBSXTX0OgiAIgmqnWCzi+9//Pn7605/ivffeK7u3+uqr4xvf+AZOO+20qo6ACoIgCCpHVf/tkRJsvKgZRhe03iKSI330WX5PCR66SE+V9xbduuhNRaTkiQQafZSKBPH6lao3FWWifc7zg1fGvquYZ+j2KxVkUv3k+5qzh7fYWdQT53jSnE6cJNvL98T5A7y5YBFRnm3FYrEsqbiXbN3a0nHV+vKifPi3kRK0zFavbvUlX8sTMz1UREsJpHm/Qc/P/JltUCGLhVYvcbjXjp4CmBK9giAY+Gy22WbYdtttK21GEPQKHR0d2HPPPXH77bcjyzIMHz4c6667LgDg5Zdfxttvv40f/OAHmDdvHn73u99FnsMgCIKgx1T13xy8IM8Tofi7LRYtYkW3R9l9r04vCsUW4obm8OEIIbaDP3Od3kJc29HynujBgpa3IOd+6nNcTvP8cJteRIo3DhxJ4pXpKmJJ72ubLBKmRB8uy5FOJjhZlBOfRGif9VmbO1a/1adlNUrKrmv/+DPPR88PWjf7Rue6nsbWHdGSt4WqSMPPe8nsPfjZlBjqte8JslpvoVDoNC+4vIqoqXnqlfe+cx06r4IgWLnYf//9ccIJJ1TaDADA0qVL8eSTT1bajKCK+d///V/cdtttGDduHG644Qa8+eabePTRR/Hoo4/izTffxK9+9SuMGzcOt912Gy677LJKmxsEQRBUIQMi4iklmmhZXvxa4mFduGqEhNeekYr+8YQkxa55J++lIiy0L1yPRsmwcKTRKNofzq2kftLoDq+v3E+2XceBcyN5gpteU7HGE+zsWetDSthhsYhzObHoZIliOfqJbeDT7TjZt+V4KhQKZQmyOdKJX+wjzl+UZVnZaXY6n/VkOUPHmMeK/cdj5CUgZ+GLk4Lz9kueLyqs2XxTAU7Hk8fOE7h0/LwT6bzfsBcJpVFiKt5ZX3XLpNbr5caKHE9BEKwIPPPMM9h+++0rbUZQxVx55ZUYPHgw7rnnHowfP77T/X322QeTJk3CpptuitmzZ+Ooo47qfyODoBuMn3VL6fOC83avoCVBEChV/V/2nIhZBRjv2HNbRHcn+iEvooPFjFREjpVTUUnrKBaLrg2ac4bhxTeLJroAZxGA89Zw/0xs8CKVFI0s0ogUFRyszmKxWPKTCjP2vNdP9oe1odFdGk1k9/WUMu6j+Uy312neAmvTyum4qCDEohCfiMYnuHFET0dHR2mbXbFYLIlOqZcKVSqUdpXkm+0CUDYWPKfr6+vLtuRxH3iMvS2tZqe1p9GAXJcniqoYac+pH7QdnRPcfldbb22+8PM6t5iUSBYEwcpDd/7ODIJq4amnnsK0adNc0clYd911scMOO+Cpp57qP8OCIAiCAUNVRzx5uWj4aHu7nlqQmxjAi2EvuogX0HzfIl0YXjTX1dXlHuluduppbqloKY0K8iJs+BmOTElFE1m5YrFYElf0vie4qM/ZBo7o4Wgk87WKAyricF0mJFlfuV0WcFgUs3HhPhQKBbS3t5edUsfiEycXNz+pSGQ2qNBjfTUh0vrAYo2dZGfvdt3sthxPqcWMRgmxmMVzxeyoqakpzT0VRzmJus5L86WNlZVnoYfnrM5vFV3NZyyW8m/Km5fqd0+4BYD6+voygdmbbyY6psQ5T5TzIpy8Pzt4TIIgWHm48cYbsffee1fajCDoNVpaWjB06NAuy62++upoaWnpB4uCIAiCgUZVRzzxok+jJuyaF53A0Q2adFrrUUFFBQcuy/dUrOL7LDqwuKILbW7X7OaFsz2nCaNNOOC2daHNYoKKKuxP9Zn6gn2kfeDy9jxvtzM6OjrQ1tYG4OOIJhVJWGDidrQM953r53ucUJxzOqkYpcJmsVjsJGhxpBBHTbEY5p1Ux6famejEwpQ9r2Ouc0KjyNjnfDIfP+9FT/FJfjxfNJ8VR+FlWVYS7LRts9/s4nmtQhj3KfV71Yg+Fohs3qhI7EUt8vxM+cOLZtJrqWioIAgGPvr3QBBUO2PHjsXcuXPLosqV9vZ2/OlPf8Laa6/dj5Z9MpqbmzFhwgRMnjy50qYEQRCs9AwY4YmjIrxoBn2ZIKAiiQovGtWg4oy3ANVtXnl2eiIT18fbknhxzFFFLDJxH/Qfx7p4ZyHBntfvKTHOsyVvcc5ihb5qamrKtrxpXSzcKbrtyhsb3QLI+ZusbRZqtB+eLd78sc8aueT5x8pZHe3t7Whra+skJnKfNPInJfJ54opGHHFdGtHE4k1KiOT557XB0UPe/Ndtft7vk4Ul7zeq4iPfYzFSo5n4vvrCm7P8XccuCIKVi2uvvXaFOs3utttuw4wZMyptRlDlTJ8+HQsXLsTxxx9f+o9AprW1Fd/4xjewcOFC7LrrrhWwcPloamrC/Pnz8cgjj1TalCAIgpWeqt5qpwtHvg7422PyPusC3kiJKSpwpdrME008gYsX3l6UC9uX+l9XFQxU9NBnOTpEbbFn8v6Hl6NbvHrULu6TRsKkbFQhQNvx2lMRTaObOEKN+8l1cb+87ZVchqNuWIhikYIFJ4ty0tPsWPxhH7P45yXuVuHOE++8PvL4qGCqYq53PTUWqS1rLAjqb0TL65h7EVZ5vzMux+/e854vNNLOqyMIgpWDSZMmYfjw4ZU2o8Trr78eOXeCT8ysWbNw1VVX4ZJLLsFvfvMbfPnLX8a6664LAHjppZdw7bXX4p///CdGjBiB73znOxW2NgiCIKhGqlp4MnRhbHgLUV1cehEV3V1UagSK4eWDSi2sve+MCgVe+ylbVGDwvnt2qojDgo/2IU+Y8uzznvPaVkHOE+C4/rzIGC5jYhNvsfN8rs9z5JkH2w6UR2JZRJMJTBbZxNvtWKjyop1Y0EpFH2n/9R770+DcXZ4fvGgqjkRSH3jPeeV4vPJEH68enUd5vzP1I0dCaRmvD5ojim0IgiCoJA8++CDuuuuuSpsRDADWWmst3Hbbbdh///2xcOFCXHTRRWX3syzDOuusgxtuuAFrrbVWhawMgiAIqpkBITzlRRx5Zbta1HYVMeUl2ua67bO3OE2JK/yeihhJLc49G9WeVDm9r6KZRabo1iu1pb29vSwfkCdCpPyRWtB7QpaePsbPp8QTtsFEJ81d1JUAwbmb8uaFiUMcccRRTZzLyV4qPnnbu9QmTqau0VkcTaT+0fHjeeCJg1qOfZUSyMwOL2qKn9Ux4no821MiZp7dNuY8HuoDfvd+vz0VxoIgCPqDG264AVdeeWWlzQgGCJMnT8Zf//pXXH/99ZgzZw5eeeUVAB+JUtOmTcP++++PhoaGClsZBEEQVCtVLTypsKKfU9d464zBC3g+FS1P2ODT6FTc0MTiZi+35/WFRQW7zot8boNPRUsJClbWrvNJZVyGk1lrfdx2ShDxtqx5Ao0XhcLfveThLH6x2MF9SAk2PA/0OU0sbs/xy+o2v9nJdd7cUlHF5hILSio6qfDEYpKKM+zvVJST+SoVkaM5kTxSEUOeEJUSWM0Oy3dlz7Hg50VvcZ3e9k3uL/vdszXlP7UzJQazX23c1dchPAVBEAQDhYaGBhxyyCE45JBD3PuPP/44lixZskLlOQuCIAiqg6oWngyNkrEFoooJBidT1sU0n6BlC2cAner0rnniS8pOu6+RHLzotkU7C0L8LPCx4JJlmRtxxP3Ms1FPrfMiPurq6jolk+bor7zoGo4EUmHHbOT6WYDjegqFgitesX0c8WPoFrtCoVA63U7zPrF/7JqNs4pwWfbRaXfWtpXxttC1traipaWldIqfiU4mQNnzxWLR7Z/OO29OsY02P6xc3jYzHVMVAfW6jZeKPipm1tTUlIRc/e1wYnzFnjOBUCPNWPCtq6srOw1Ry3lRcvy7yBO/7N3GJFU+CIKBjx1EEQQrK8ceeyweeeQRFIvFSpsSBEEQVBlVLzxp1IQXscJCky2cWdDhyAhNJG1wZIVuc9LT3dgOXtDr4tzuax90K58KZB4afcV2sEhl9XoikCfaWYSORiCpkGUigUYdsXikQpKJC3aanHdCGdvFYoRuCdQoMfaFlSkUCigUCmVb7bQNFZj0hDoTQTgqjvMAeVvq2tra0NbWVrKZr7W0tKC1tbUsv5MntPBY8vzLi8DxBCETi7zfjdnPYhs/y35WAYvLsRjliVs2r1go9Pqpn72oJP1sfbM+sBiovvH6yPby1kkvGjCV7ysIgoHJ22+/jdVWW63SZgRBRYlI36DaGD/rltLnBeftXkFLgmDlpqqFJ0808U6gYtGIr5uwYJ8BlC1SeZHt1WnXNUGztqXChn0uFAplwoa3oGbBhyNWeIFsUUC6ENZFvyfoWH1d2cGiB9fPdWlUFgtcXAf70Z4x8cbLXcSLf7WDBSbNOcRj2NjYiPr6+pLwZPay6MHiFotK3B+2PbUNTKOdLKF4sVhES0sLli1b1inqycqreKSn1Ok2Tm2bx1p9oaKa9lvnlzeHeMx0HqXKqH3sV2/O8G9EI7Y8oYifU7/U1NSUxDQV0DgPlYpkTKovXYnBQRAEfcVee+2F2267rdJmBEEQBEEQdIt0opcqgBd/evIU59nxoo5Si2JetKtIYnXYu973FuNeFAjQecHN9fOiW+3hfmrSZK3H7pvQwnXqy9vKpwty3RbFYoUXbaMCiUassB81FxDboEJTavxYxNIxqKmpKUU82XYJHSPdWmmikW6v0xxhVtaimKw/nMPJopwsCsoinSyaTIUg9QH7Sn3Bz7AIlxqDvDFRsY3rVwHWa59hQVLb4n5546V1cBv8LG9l1PrMRq2ffcfPa3+9LaSeXUEQBP3NBx98gNbW1kqbEQRBUFWMn3VLWQRUEAT9R9VHPPE7X/eijLxy3W0nFdmQl9Ban2XhILVQtzpZ9OEoLLY5tV3KEyGA/MgNDy/yxRMC1AephXreffWV+ixVniOUtA57xrbWaY4nL2LIxIrUVjPeumXPmEBlIpMKTxbZVCwWS2JTa2sr2traOiUVz0O3D6bmJPvM80fquvqBx8Gzwb5zHSyMqWDLz3gCsPbJa8OzPdVf7k9q/uSV0UhG7pMn9gZBEPQ1Bx98MNrb2/Hkk09W2pQgCIIgCIJuU9XCk8GLRm/RnCc45UWaqFili2KNkOH6dIGuAoq3EE4tkPMWuN4iX+vKa1cFrlQbKd+oMMVCn+eXPLGkJ3hjyBFJWp+JTpzfyZ5NCWm6Xa2mpqaUUJNFKot24qTi9rIoKBWh7F2jdbpDnk+1npTfvd+GjmEKFXe8+eXV0dUcyLNNx8G+5518l0rK7/lLhWrvvv7+Q3gKgqC/aGtrw4UXXojrrruuLP9kEARBEARBNVD1wpMXmdGdY9R5kZ2K+NCIIW5HF9qpyI/UIj61cPUWyanFb0/ojrCTEou623ae2OUt8K2cRoGlhEQVAoHOUV9qj0Zq5UW+cPuaVFznAOdv4ncToVh4suimlpaWsneOduJ+p4RAL99USnRJ+cab9ymhJQX/JjRxdypqidvWuvIiklRo4nZ0y6O24c0/Jc8PnP/Jsz/EpyAI+oP3338fd9xxB0455ZRKmxIEVUVzczOam5tDrA2CIFgBqHrhCUhv6UmJFp6QZO+62GR0W48KXCqweLbZtdS2IC7rLaw9ISFVp7do9gQCO1nOS1pdU1NTdl8jrFKRXKlrXK+KCCoMaVRZCu2nRTR199QxE5JYKNRT7/TkQ4t80ignzeXEolNrayuWLVtWEp5SuYW4/9wvz/+psp5opiclels+dVxT7XG73qlxqbmWmq+eMMn3VDxk/+v4cL89Aa8nv1X1ieerIAiCvuSVV17BfvvtV2kzggHElVdeuVzPvf76671sSd/S1NSEpqYmLFmyBEOHDq20OUEQBCs1PRKezj33XNx444149tlnMXjwYGy99db4z//8T3zmM58plVm2bBm+9a1v4ZprrkFLSwumT5+Oiy++GKNGjSqVWbhwIY499ljce++9WG211TBjxgyce+65KBR6poN5EQkaIWF4ZWwxb4tni3TRBbouilOLZbWNbbS2DRUyWKSxdln88EQAFa68vusJfSmf8Hetz+zQE9XYZu90MntPCX3cJyuvpwSy2MJJvlNCG5/a5p1Mx+OmSa87OjrQ0tKC+vp6ZFmGYrFYmpP2nM0Ry+XE0U6tra1luZ1MfLKop5aWlpIYlYqi8yJ8NOeXimHsKx4P85meVqeioLafmi+MCZF8KiQLu96csHZVCLK6VIjk+eeJdHZdk95zHzyhWPvJc8/8beUUTyALgiDoKzo6OrBs2bJKmxEMMA477DD377iuSP3HbBCsiEQS8SBYseiR0nPfffehqakJkydPRrFYxCmnnIKdd94Z8+fPx6qrrgoA+OY3v4lbbrkF119/PYYOHYqZM2di3333xQMPPADgo+ia3XffHaNHj8aDDz6IV199FV/96ldRX1+Pc845p0fG8+I0T/xgsQH4eMFaKBRKQgIvljV3Ey+EVfxhEcMTpPj0LC1n27l4ca2LXmvX7nv91GgdFZQsUbYnLPGiXhfSHInE9bFP8yJ21H8s3Gl59YmKJF50GX+3seHoLBafVIwz0cSiZ+rr60uio0UjFQqFUmQNP2v22LzhpOIsOlmEk4lOJkBZ+9pPjbTyfGn3OdKI/VhbW1s6KY99o+JmaouclvcEVp4v5nMWuLzIMa5Lo9uKxWKnucHt6ty16zpX7LfLghjb4eUwU2GT22AfpETeIAiCvuS3v/0t9tlnn0qbEQww1llnnfg7LAgIE6kWnLd7hS0JgoFLj4Sn2267rez7FVdcgTXWWAPz5s3Dtttui3fffReXXXYZrrrqKuywww4AgMsvvxybbLIJ/vSnP+Hzn/887rjjDsyfPx933XUXRo0ahUmTJuGss87Cd77zHZxxxhloaGjotj2pSCNO2KyLeeBjMcdb8Np9rcva47atrOZyYhHFRB+2wepnQUgFJ77H9/l5a1dP3lJf8AJa7S8Wi2Xik5apr68vEzLYj6kTv9gHagsv/r0FP/uV6zEfer7i8hzxZNdZmGAhkIU/FipYvOAx5fnAp9dxxBNHOZnYxHmeWltbO0UcGSzSsKjCYk6xWHQjnPidIwFVwOEIMy9qirc1sqBnz6v4qZF5ihfZZZ+1f1xGhdSUz9hXAErjohFdKiKpWK118rzQqDyrL5WMPwiCoDc455xzcMYZZ1TajGAAsmDBgkqbEARBEKxkfKKV07vvvgsAGDFiBABg3rx5aGtrw0477VQqs/HGG2OdddbB3LlzAQBz587FxIkTy7beTZ8+HUuWLMHTTz/do/a9bS8s0FgkkX3XyA/dBudFVvBCWJM784JZy+ti3xN1AHSKxGCBo6ttfhw5omKbCmGe77gtrt+uWzSLt1jXRTdHvGh73YkWY/97Y6A+YcGHo5DMNt0uCXx0KpCJN+oLPmGOt8tx7iYWm+wZFpZsG92yZctKkU5Lly7Fhx9+WBKeeOxS85fzF7GN7Csvp5InRnEkEPuZx8R+Iyw68RxiX9u9lKDEz3b1v6l5vzUVjlQYYsHIEyutTp1PGpmowrH+TlPCVIhOQRD0JccddxwuvPBCtLW1VdqUIAiCAc3ybMmLbXxB0HOWO7l4R0cHTjjhBGyzzTbYbLPNAACLFi1CQ0MDhg0bVlZ21KhRWLRoUakMi0523+55tLS0oKWlpfR9yZIlJRssMgjwhShdMPKiUrcp8eLfW3BqOwBK4gwvlr0oFd1GZO1x1I2X90mjNLxFPrel9lk7qSghq1P9qOIBCzsqsBUKhU7RQSwYad0qEqYip1QYs7LsJ4Z9oOOuY61CnbVl4ouKaGav1cPRTSZKaTJxE6V4+51G8eg4mr0psZD7xO+eWKJ+0PnMUTs6ZzTKJ1WXdz8ltmpfUsKj2pqqw8vxZnbwOOs1tpcFOfW5J+B6n4MgCHqTY445Br/5zW/w9ttvV9qUIAiCIAiCXmG5/9u+qakJTz31FK655pretMfl3HPPxdChQ0uvsWPHAugcyaMigX02eMGfOumK60kJAIq3IOVFtVeebdNoH13Uewtrb1Gu5bl9tUtFARV7vD6lFtt6T0UPfU775tmVEgzVB/piwUGjgix6h+/ZXDHhyLtmz3hb6uzFkU/84kgp9ZmKGt44pq7niYwpwSfv9+KJrKm5r89pH/IEJ66bx8z7ndrLE7FU6NT+pYRM715qTlvZlDgXwlMQBL3N6aefjl/96ldYvHhxpU0JgiAIgiDoNZZLeJo5cyZuvvlm3HvvvVh77bVL10ePHo3W1la88847ZeUXL16M0aNHl8roP6jsu5VRTj75ZLz77rul19///vePjHdEHW+bTlcLRE/Y4e+p8vzdeyYloniRFV69XeGJA6lImVTElbf494ScVD/yRDd7TiOU8gQ0vccCoudP7XeeqGDiEQtJJi6ZkKSClIlKHR0dpeglfreXReVZInEWnlRYyxtn9QP3OyVIes/miUYp0VHHRH3rjaO++F5q3ntzi9tRIbOr30VXv9OUHSxS5tWTqjcIgqC36OjowNVXX43//M//xJtvvllpc4IgCIIgCHqVHglPWZZh5syZ+PWvf4177rkH6667btn9LbbYAvX19bj77rtL15577jksXLgQU6dOBQBMnToVTz75JF577bVSmTvvvBNDhgzBhAkT3HYbGxsxZMiQsheQvwDszvYtvscLZ+9EL689i5zKi4zyTnOzd45G4qiKVPRPSuDiurgcRypZGbY3lTRZI07Uh9qG55+U71ICkhfBwwIQkxKsdDw0nw+/THgyEclEKHtZGXu1tbWhvb29JCaxuGQvFZ6sXu2XJvjWsU5FM9l9TvCt0TjelkpPFEqJTV5UlZZLCYfmszzh1ouK6iqqKFVPXV1dp2gyr222U/ONcX+831CWfZzTS0XtEKCCIOgt2tvbcfDBB5elFQiCIAj6hlSOpvGzbul0z651J69TT8oGwcpGj3I8NTU14aqrrsJvfvMbrL766qWcTEOHDsXgwYMxdOhQfO1rX8OJJ56IESNGYMiQIfj3f/93TJ06FZ///OcBADvvvDMmTJiAQw89FOeffz4WLVqE733ve2hqakJjY2OPjPcWqbwo15PBrIyd4maLR86zZAtaW/DyZ2+BmzoK3lvA68Jd8zhphAdH/HgRIHwqnJdYmf3CYhvXzzmNuB2NYkpFNnmChY5HoVBIik2emOGdEmhlNLm2jZd3UiGjAoVFMxUKhbL27XmGk6zz9jvO4WQRT/a9tbXVjRTSnFU2xuxj7qeh4okmxOZy2qbOBz4N0XtW39k2L6m4Jz6avZrs3+7z78qbc54Ax3Xa3E2d4Me/SfY328Jja9e5Di8hOxPCUxAEvUGWZZ0ixYMgCIIgCAYSPRKeLrnkEgDAtGnTyq5ffvnlOOywwwAA//Vf/4Xa2lrst99+aGlpwfTp03HxxReXytbV1eHmm2/Gsccei6lTp2LVVVfFjBkzcOaZZ/bYeF48a9SCJh439DSslBiiYg0LWvzZnuHnuR0AnRbtLJboAp3b1v6wnbW1tWhra0OhUD6EnnjF/dKyLNpYO/acJzZ5gocXHWP9ZQHQrpst7CM7Wc2zkX3BIo3dN+GATzBkIaJYLJaiY0w44vZNSKqrqyvNGdsiZzZxUnG739LS4uZ58k6HU4FEUZ96oo6Nj405zzUrxyKqJyrxc+ZL85tGA7EvuZ729vaSmJgSosxnqe2wNm46pvbd+sQiG7dh5bkNTwDzxCQW+7wk/lyGxWu2i20JgiD4JPzjH//AOuusU2kzgiAIgiAI+oweCU/dWWgNGjQIzc3NaG5uTpYZN24cbr311p40nbQntUC3k9a8Z7zIH69eXjRzhAaA0qKZhSGry0QOjbjgdljsUYGAF9+8QNfIE7OJo1y0jfr6erS1tXValLOYYuUsqodFC+sLlwXQSXTTPpof1OfcvkZBeeKY+pZFQ68s+4rttO1y9fX1KBaLpdP2rI/alub9MbHK8kDZ6XWcVNxyQVlZtlujmjzBxa57AgqPrZ666Pk3FU1XV1dXJsRxxI+KU/rb4t+FF81k13lrmjfHuQ9Wf2o+pSLxPIFK55HZovYbepoe22rXeA6r/SE8BUHwSbn33nvxpS99qdJmBEEQBEEQ9CnLfardikBeXiTeWqWLaM394+V74i1dmvdI2+ZFsrbtJcf2Fqxskz2jggALLhrR4kVjmKhQV1fXKReVCmWGRhKxgMb+4zZYjPAin4CPhEDNMaVRT/pMKqpMx8rKanSM+r21tRXLli0rjakm/9Z5pKfdWVQTJye3Ok10sgginWfaHxtz9gnf43nD8yElZmqkjtbHgqZFTHH0Hs/rmpqaUkQT/w7Yz8VisaxuFcjsGe+3xz5SEZEFXxYNdXw4Ysnq1t+Wts++5vvsb/YjC4Y631h0DoIgWB5+/vOfY7/99nP/kywIgiCoHJGjKQh6nwGxckpFvwCdt9rYNSA/x1JqUexFWKWiTlQYyLM7JX7ofV4I5/VZbVDhzHuGRR4TpPhZz6defim1w3ytW7i8fqf6pqKWflYhwhP4OA+URS6ZiMLb5fi7bcOzBOJ2gp0JTq2trWUn5bE/1AaOdlIf6nfP19wHz4+6Vc6LymG/cg4j+251aeSYCTL6jNrJbbC4qOOpopBGhHmoYGkCmdc3q5sFJI7cSwmDKixzXSpcBUGwcvGlL32pdKruJ+Wcc87BOeecg7fffrtX6guClYF99tkHw4cPx7/9279V2pQgCIKgh/Roq92KBi8sefGogk2e6MPluF4rw+8p4UPrZTtUePA+66JdxYdUO17SZK9+jpzKE4k06sXs8MQnttUTItQO9R2PmW5j1Pq9+qweFlpSEVccDWXb7Ly+WHQYn2pndWhScc7xpFFxbJv2he3N85XOaUbzZnl+To21+YEj5NQes5PzkGmfvPHmuaD2eO+p8VJ/md2ecJrys/rFPnvjrjmiUvNQBaqufqNBEAws/vSnP2Hp0qWfuJ7zzjsPV155JRYsWPDJjQqClYjjjz8eRxxxBGbPnl1pU4IBQF9HNWn9C87bvU/bC4IVnaqOeMpbBAP5kVB2P1WnffYic7S8F9WkokHqe3ftyutHSlwD0Cl6Jq8Orx4W97xFPC/c1Vdqe8p/Xh+5bCrKxLNLr2vbGs2kLz6pzr7zaXWWz8m26VkUjfbN87VGn3E5Fv3ytnCp+KE+62qeeP5NjU+qPp0T3vzvzu8ubz7m2c8+TPnZ3rmsziMWs/IimTw/99T2IAgGBtdccw3+9re/Lffzs2fPxqWXXornnnuuF60KgpWDadOmYfXVV6+0GUEQBMFyUNXCU96COYXe8xKNeyfJeSJUVwvtrqKBvDr0e56Ao3ZqtBVv+9K+2/2UoMZJxLsjkqX6weKRF7WikTn6bF79LBh4UVmeYMB5m7ztdbZ1zoQlvm6ikwlOqaif1JzJE2O8ejxfs0DlzUl9Vvuv0T26NdDwEoN7YqOOj9al97254ZX3xEtPkOvKp978Ybrys87F5RXNgiAYGJx++um45ppr8I9//KPbzxSLRTz44IN48MEHcfzxx38i4SoIqpX7778fe+yxB8aMGYOamhrcdNNNnco0Nzdj/PjxGDRoEKZMmYKHH364/w0NgiAI+oSq3moHlC8MTdjg4+FTgpAtHHmbVyoKBeh8ipsXAaECiG6/YpvNNj4BTMuZWGNtsBBldaRO9WKb7QQ8FqT4vn32BAvuh/rbK5vnm5Qv7J5G0rAoponTtQ32FwssjPXbTp2zZ9vb21EoFEriBm+dM6HKIptaWlpc0c4TaRSdZ9pXs1G3N3r+8CJ+VHhMjWnKP+xDPu2O+6Vj6Y2Ft/VRhRqet56ga6fvqcDVlU/Z/5qkXH87tq1SbWV/2W/U8wHfC4Jg5WHWrFl48803ccopp2DYsGGl64sXL3ZF6bfeegvbbLNNP1oYBCseH3zwAT772c/iiCOOwL777tvp/rXXXosTTzwRl156KaZMmYIf/ehHmD59Op577jmsscYaFbA4CPKJrXRB0DOqWnjiBT8vTL2T2PgZvudFBKkwwEKNRmSoaMDPGakIGLZH+8Snxan4xM9ze1o/C06MlrVcPlovt5cSdTSRtp6Qp894i3sVjsxu+84CgRfpw+W1TivDIowlFOdn29raSr7i0/HMfouCyrKsJFypYMZj54l11jc7MU59qUKOjYv2xWz25g6faKfiZ01NDYrFYtl4e/mdzFbOd8W/CROlvDnDc4I/s4DmjZFGE7Goate8uaOn1LG/Wdi1vvLv2XyREq547qvQFqJTEKzcXHDBBXj++edxww03APjoz46xY8eira2twpYFwYrJrrvuil133TV5/6KLLsJRRx2Fww8/HABw6aWX4pZbbsEvfvELzJo1q7/MDIIgCPqIqhaeUlEOmkxbo0Xq6+s7LTpZ0FDhAOi8QLc6TeQywcV7xhbRKjJYMmuOVtIFuJ0upuhCXBfM1i8TSVR8sWssuniRRbZI9yKqvLHwTg0zAYO322mUi/mLo9WsLo4K43Hl6BgWXdQn9pl9bknB7bvVYfXbfbtmW+40MsnsZrHF6vT6WF9fX/KFClcqBlm/WexQsUXnjNnKfWbq6+tL7bCv2Vc2J1W0YsGFhSGd8ypU6WfrE4twqehArctIRQLyXNJn9Tdj/WQhjtu1PnqRUV5UWBAEKxc33XQT6uvrS9+9vxuDIOia1tZWzJs3DyeffHLpWm1tLXbaaSfMnTu3x/W1tLSgpaWl9H3JkiW9YmcQBEGw/AwI4cmLaNIFqGHfWShigco+a+LhlNjCET5sA1CeJ0lFBhZxWHTQvukCmu+rsKbtsw9YLLB7LDZxmyzSef7VPmhkGItywMcRaFyW67KFPdvHEUcdHR2or6/vJFJZHfycNw7sZ95KZjYWi8XSVjtvPFSwMH+qAMR+SUXzeDmQPPGJhUKOYlIBUOcFn1qnoo6On2ejCnje3OB574lJ3u+Fy+gYpAQn3W7H9XBuLxZ/1M88RipAs8898VdFVy0TolMQBCE2BcEn54033kB7eztGjRpVdn3UqFF49tlnS9932mkn/OUvf8EHH3yAtddeG9dffz2mTp3aqb5zzz0X3//+9/vc7iAIgqD7VLXwpLlwvJxFKcGDy2k0BC+QDV2kazn9x6fdKxQKZSIGC1l5AlmeUKVtaMQL15HKeaQLaa6P/eUJUGyLigepOrR+9gWPoyfMcGQaCwUGRxexfexHtsfrr4ljnoCnfU1tz/R8waQitlioY+FNI6BYcGF7Vbix75zLSm1l1PdsH5fXd43s4rrMHxZ9pT5XIcvrA/uD55C33TKVeFwFPrafo7a4HRWmvIVl3r0gCIIgCHqfu+66q1vlTj75ZJx44oml70uWLMHYsWP7yqwgCIKgG1S18ORFSdi7LZ5TEUm6eOXnrW5PkLJ7qUW8wcm8VTTia5yvx2ubbVObLCokTxTTa1xO7dFrqZxJbKP2RwUE3pLkCWRWr4pgnmCi/WLbPD97flARjOeKN67e/EiNi/pH/eFFp3F9th1To9+0Ld0ap6Ts8eYEt596huvTqJ88UvOT29O+eNFJ3u9BxU/uB5fhvGGe8Kj1purSe978CIIgCIKg54wcORJ1dXVYvHhx2fXFixdj9OjRPa6vsbERjY2NvWVeEARB0Av4R1tVCamTuYzUwtiup07M0ugV71lPkLL73oI99Wx3xBLGa8vrbyoaw7MvZW9KIOmqX95zeeIY26Gwj71E1Z5Q4aGCXZ6defe9er0+eu169/il8zFPqOOynt+8yLG879qflLiUEl1TYqDe13HQOlKiG/fVE/48/3qCo+cDrifvzwz9XXYlvAVBEARB0DUNDQ3YYostcPfdd5eudXR04O6773a30nWX5uZmTJgwAZMnT+4NM4OVjPGzbul0cp13LQiC7lHVEU+AL4Lo4lzLM5o/BihfzFpEhbfg1MUu552xbU55EUneQtrQXDneItnKeREYVrdFe7Bt3C8rq/mZuC3+7B1N70UdMfZcqq/mO098S0W7aFvaB0Zt1Gvs064ig7y2bRz05DwVxVIiofbB85P3rCdKef3JE7K4rNee2cRjCJRvBfRs9RLne0Ke93tKjXWeaMU26+9X77EvvKTieVFMKTErCIIgCII077//Pl544YXS95dffhmPP/44RowYgXXWWQcnnngiZsyYgS233BJbbbUVfvSjH+GDDz4onXK3PDQ1NaGpqQlLlizB0KFDe6MbQRAEwXJS1cKTF0XhRWGkFou2OE7RVQQOX+MFsrahi1xPMPGEmVREDj/Pp3KpIOWJNlyOP3uCEvvMTvdKRQKpyMFoLi7tm3fSHZMnuqTGPOW/lIjl+b+raB/2hZfg3IuiUVGE++HZ69Xl1cHXeYupilF8YiPnkzJSwhfbkzdfdXx4HqZ+I+pvnU/evLA+eoIqgLKE9Smxl8c+yzpH1LFd7Du2NQiCIAiCrnn00Uex/fbbl75bDqYZM2bgiiuuwIEHHojXX38dp512GhYtWoRJkybhtttu65RwPAiCIKhOqlp4Mmyx6UWceAKHJT3WxN9evbq47+joKCU9tnuc/JoXvipMaN319fVobW3ttOi1vnAfUpE6XN6+q80Mf9dk2CxGcdmamppSkmjNc9OdqA8+SdDa00gzi5LhNngMzBZOOK39MgFO+2rvJkao/+x76mRDw+yvr68vO9FM5wBQPt48P7kPKoJoeY0GUrvNBk8w0/G0lz3jiYCp+a7+LhT8PzY8UdHq0TFNiYXa79Tpd2ab+kjv6e+A+8gnAKZEU7aRReTuzPsgCIIgCD5i2rRpXf7dOXPmTMycObPX2mxubkZzc3OcQhusMNg2vQXn7V5hS4Kg/6l64UkjLlIRPEC5wFFfX9/pZDErr6fjcT0mcKgN/DxHY3jJmK18W1tbyVZulxfH2i+N1khFwPA2p1RUDpdnP3kn/fE2K/alkZdTiEUjb3HvCV1qX0dHBwqFQpmYoiKPF1nE14rFYlk0kNqoW8nYBh5bjqThV6pda4tFN8/vOle5bb3P0XoqbLFQkxfFkydqmkinUT7s99QWVBaL+Lfi2cO+Nf/zPGUbuS0vSovHj4U/T4xk+1mwVKE6lUsrhKcgCIIgWLGJrXZBEAQrDlWdXNxEBBYsdAGsC2NbpNqi0p73BAQVHawew9taZde9Z/Vz6pq1UV9fj9raWhQKBdTX17uRLVyHF73DAgkLFSx4qfilggDXpQvzVIRRyp8p0Y4jmXTcWDjTqChr39s2xm3Yy8QrjjhiP7W3t5e1p1FQ7DPtnye+6Vzk/3VTcYrr0EglK695uUwEs2fZBv59qDiq5XUu8bjynFBR0pvbno/sZb85AJ18wcIci3ueMOid7Mf9A8pPlvQEURY1VWAyO1SUUh8HQRAEQRAEQRAE+VR1xJNGFGmEkCbVBj5ejHpb3/jdFr92jdvgPDn6PFAulngLcK+8ijae8KIJuK1/Fv3iLcS5Xo1csb5YXXw9FaHjRYxotA/XYeVM1Elt2TP7NJJII1e0ffaJRq/kjYuiwhJf17Y9QZEFkpTPTPxLCZI8Hto++8DLmaX9YHs5h5H3TKovKixZ+1aGXzrfud5UgnHdbqi2sACo84X7qvPS6lZRkutUgUl/b/a9ra3NnWdcNgiCIAiCIAiCIEhT1cKTRmuwSACUCyMa8aBRSSx0aPQKL2q5LV0E6yJURRlGBSXeGmc5dFhEYCGAF/MpsUfb9HJZec96USOpyBKt2xNstG5PKOF3L1m0RbvkiYVWRseZ73clFOj9lK322bNRfcpjrO1okm5vnnr9UZu851I+8urW8lrO66/Wr33jz3nikvcMXwdQFiXnjYnnKxVQ8/qtuZtS4q/WkxqTIAiCIAgqT+R4CvoTy9+0vPeDYKBT1cIT0Flg0Oup7XCeWJO3iPbq6OpaKoqG75vQVCgUSrZYfigWmXhbVerkMU904MW3Lqa9CB5vYd8dUYPvp8p5dnhRNUDnyBrFi1yx5zzBRJ/N62fqfh7ar5S9Xl0qeqQEE0NFOG8OeyIRX+d8Snyd3zXqj21N+cv7TXliktqT8pn6JuVLFbVSonBXwqc9z78/9WOecBcEleTzn/889txzz07Xf/zjH2Px4sUVsCgIgqByRI6nIAiCFYcBIzzpwtDbBsZotJQuonWxa3QVJeLZ5kVQsOjU0NBQlmvKtvZo7h4TAlgM8CJHeOHs2exF63g+1LpUzEiJCl65FLrgVyGiu1ElKZvsu4p1qTHz6lXxyvue6lPKTq2nq6gfFXL0e2r+arsp8VHveTbn/Ra6Kz4qqTa9MfNIia9580HLe2IfgLLfYHfaDoJKsOeee2LQoEEAgOnTp+OII47oVObNN9/E3//+dwDAP//5T/zxj3/sVxuDIAiCIAiClZuqFp50Ee0tKjkHDAspfKQ9053IBk9wSUWccD2GCUsmOlkScXtxXSw+FYvFUhnDkmGz0KOimSYA70q4yEsgzc94oolXTrc1mg8UjVZif6rIkRJNvK2B3C/PPn4+JTymRL3uYPXlRSmxQKaiofpEk5yrnzhRtmeHJmZX9L6KSXbCoOaM8gQ/L1qJy6dOOlS/aD+6whuj7gqlqba1HxwRFgSVYNNNN8Xll1+OESNG5Ja78MILS59vvvnmEJ6CIAiCIAiCfmXACE+6UC8WiyURghfBnJCchQQAZZFFnujkRUOoCKDHz3vP1dfXl0SnhoaGMtFJj4m3uvi0NfvO7Wgi5fb29tL2PU7MbO8sMNXW1pZELbZb/aziltnoCTqeUKTts91elI4+r4KZRu6wEGJjzLmzeKxSAiOfjsd99sQOHnMTIFTs5PpTkVh6jb97fWW7WdhhH3jt2nWe413l/lLRVuc4/55Y/FNBRn+fKhDyHLXT+KyM53vNj5WKfFLhKzUO3vy0vvHvwsqE6BRUitraWqy22mqoqanBE0884Yr4edTX12O11VbD+++/30cWBkEQBEEQBEE5VS08edES9t22rqW2nOnC1Z5VsYrr1LYB/8Qsu26LcKOurg6FQgH19fUl0cnyORUKhU4LCFv42klwJqiZYMD99xbyXlQQ22pikyZSzxOO7J0TMqvQxn7xomJMXEihftBIKBWNrL5CoVAS5Ky8CXbqh9S4WXt8XUUrFZb4nokung9trG0MPTRCTIUf84+1qX60eaBiEAtFqagftpXnltpidatAy/32hEQWrcwHKaEulXtKP+dFKbF4pAIz/zZZNPTGg+s28uZvEPQlkyZNwrx585b7+enTp+Oxxx7Dhhtu2ItWBUEQrHhEcvEgCIIVh579V+kKhi1k7VQ4W0hqZIxe8yJnuC6OGrJFOy+EOVJI7dEoGStXV1eHhoYGrLLKKlhttdWw6qqrlsQne1mScROh7NXY2Fh23+qz7U5epBALDl7UCItsHR0dqK+vLxO0dOHvJe1OHTEPlEePaSSVt8DX0+w4cod9ypFa1o5hYgKPjUZL8dZFy5elpwZ6kUjaFttrNnOCeL1v33WLJ2+v5DLaT+4TR3AxGlXE/bV2VEzjZ1mg4pMV+Z3rZjt5+2gqUsl8zv2xeaj9ZL95EV8qGFs9Wt4Tlawsi8dan9XD7/x7Z5uDoL846KCD8PDDD1fajCAIgqqgqakJ8+fPxyOPPFJpU4IgCFZ6qjriCegcjWNbqzSKwuAFZl7SbLuv9bAIw9uCvHw4LEI0NDRg0KBBpSgnE5BYZDLhzOotFoulKJ7UdrzUIp9FGk840sU8R6B4ol0qwsTgnD8amcKkooU4wkbbZyFQI3bs2UKhUBJDuF4e47zcSCok8vhpP2y81bcWmZaKVDL7dQx4HvGYaTkVTtW31m/1qdqpApXCZTiyjcUsjrhSETclsnlRQ6l+mG0aecX9588sDtu84G1y3tz1Igzz5rjWFcJT0J+cdtpp+OY3v1kWRRsEQRAEQRAE1UBVC0+eUKI5gxiO/uF/vHsLSd2CxnVqVIwuvnkxbZFOFrFk2+wsMsSiNKxNXWxb/drv1IKer7EwwAto7QeLHVo2FS3DftFnVXTR6BGt2+rQfnNUkAkzOh7m45R44QlfXl947LzPXMbs5G18KVFP/a3254mgXt3chtqvY+oJNlxO/cB1edtYvfmiNrLtnv/ZNhXi1H8smnnzkn+DLApptJuOhdcnIL19TkW7EJ2C/uaHP/whDjjgAAwbNuwT1zV37lx84xvf+ORGBUEQBEEQBEE3qWrhychb5PN93U6jp71513Ubjhd5ovB9E5saGxtLn3VLnUb6FAqFUnJ03g7EkTapha+KGyoMqBiRiu5Qn3oROFw/iwgqQngL9tSY5Iks3J7almevZ7PnC8+WVN0qunjiTt68UbEwFfnD7Xp5j7SPKoB5eGIQX+d6VGDy/OTNDRaFU8KoF62XN0+9cqnPLEClxiHlB+2Lfk75MQj6gjPPPBP7778/1l577V6p780338Sjjz7aK3UFQRAEQRAEQXeo6hxPhrfY5XtMVwt8L0rCnvM+e8marY66urqyROKNjY1lJ9ppviaOgNJcRdYvjXTSPqvYkyc6pa7l+YbbSPmqq+f4un3nLXieP9XGPEGA++V99mxQYcVrT/2civTpjpDk+SglRnmiTUqgS/miO4KetuPhRQWpf1N+1OueXepXL9rP3lVE8gTRvL54wmKqX0FQCQ4//HA0NTVh7NixlTYlCIKg6mhubsaECRMwefLkSpsSBEGw0lP1whOfsAWUb7cD0onGvZPY7Nm8CB+uxxMbuE5vmx1HOnHkk724Ds79lFoEeyIbCzi6MOek3Sm8Z1PkbYWyurjdlJCifWG0X3y9O1Eoqb6wPewXzy6uQ8U/u+ZtJeT6dGtmV4KhzjOdY14UkCekef7w/Kn3PRHH6tZcWfysJp33bE8Jiik8sTRvbnX1rPYzT4BKRRhGxFPQ11x66aUYMWJEpc0IgiCoSiK5eBAEwYpDVW+1swWwFwmiC3ldRLe3t5flDNIFMwtZ2ibfV6HKFtUW1WRiE0c2aXST2m312LueYqYCmhfd4Yk03rWUX7k8i3tesnUWVryFvYosOkbmz5RowOPjRdzYPLDPmg+KxYk8P6Xat7Zt3mheInuOc02xOKMvbtsbb61Dr6VEm9ra2twk8Z6/+Fn2H8P50HScvKghtdE7YdATK73nLfeX2cBbTb1oKBaPua5UG57fuU88/+2e90wQBEEQBEEQBEHgU9XCkwohnugA+Dl0OIrIi8pILV41j5HWbSJFXV0dGhsbS2ITb7Ozo+pZdLJ8TiZG6QlparvZbyKXlWf7uU/e4p/xxC9G/azihdppn+3EOc5X5QkQdoIfCwpanz3PwoqOoflPk06nIoN0jFPRMSY4qaDJ5XTMNNE9izYaqZcSF7lv3B9Nks7XWCDzxtKua44lFbza29s7iYnWHz7NkQVKtpn7zv3gl57kqONoQprax6cAqr94jHUsu/KrJ1Kr37xoySDobeL0uiAIgiAIgmCgUNXCky2uWRDgxbRGmbAoUygUyhaRtvDkiBYTS3gBaqd9aUSL1WELfxObGhsb0dDQUBbtZMIUgDKxRaN0CoUCWltbO/WVqa2tRVtbW1n/7LOJBxwh4kU9qVjBi3Re/HjRTvyu9arI4kWL2PdCodBpiySLcikxzGuXRTceXxZjPMFJbVIx0YuW4nnH0UY6N/iz9TUlfHCb6md7zsRLxsZSE9Cr8MOijfqQBUHvxDkr09HRUbZ1kOtgQVj7xN/5JEPtt40DR3zp8/asikMsQrNv2AZty+ujN978OaKdgr5ilVVWwfvvvx/iZhAEQRAEQTAgqGrhiRfGtkjkY+C9xbMtiFmE4DK82G9rayvbDmf39Rh6bt9Ep8GDB5cWwZojxsQcfmchwGwzAYFR4UaFNY3k4QgZQ5/RyByuQ4+R10gWb3HPdnoni7ENHP3EdaYikOyZvC2W2p4JHCpK6YuFGxWzzIfeffvMEUDaN66jWCyWiYE8B/lZ7huPBV/n+8BHYkx9fX1ZdJn6XOeE1sNRRtw/z8cq/mRZVhaZxn3heaP+4Xp5fLVtfl632nlzX+e5tumJS/ZdRUv2P/85EwR9QcyvIAiCIAiCYKBQ1cKTRZp4C3DdJmOwOKDRFkBnQcWrlxe8euqcnWRngpWXQJwThnsLX460sjYsSibVP/WBF2mjeIKC+US3HmlUCtD5xDGN8vEiYDwRS8URFhZYYPIirlSgUTHSEz64rZRf1Ca7zlvMPF/wOHjteJFNPA4adeaNMUcEeXOcRSdtz8tPxUJPT/rBtlhZ841uIdSx9+BoJR5PT2Rimzzxin/HnqiXyuGm11hI47p562gQBEEQBEEQBEGQpqpPtfNEG6B8ke1FfADlQoEu3r1oG23De+cE4rq1jsUmjuZgsSTVH7PJO3lNn/MiibxT/jwhwDu9KyUUcf0afaS+zvMnt+Fd94Q2FSaA8pxcenKfJ8h5PvYENfUV91FFI/VjaixTcy4VaaWRWp7PLCInNefVf9pH9WtKJFRS84m34um45P1u2U7rk9bj+cork/rt581Vri81fkZqK2IQfBJGjx6Nyy67rM/qnzRpEi688MI+qz8IgmBFobm5GRMmTMDkyZMrbUoQBMFKT9WvnFKLYk+I0Xv8WRfPXYkN3nUTmyyJuOV2MuHJIpdUdPLEp9TJad25xkKPiiPeot/zjdatgoTn7658nBI8tJ6uxB4PLzJG+6CRRHmipdenvPZT4poneGi57vifr6X8rP3yBBbPZk/40d+NtpM6XVAFR3vnnFYq/nrbQPNEodQ89MYuNV558zBP4AuCvmT99dfHCSecgC9/+ct91sbaa6+Nvfbaq8/qD4IgWFFoamrC/Pnz8cgjj1TalCAIgpWeqheedEGrC+nUlho+1c7gBXdK/PAW/VbOxKb6+no0NDSUbbUzAcpEJf6upBbL3A9vIa8L8tR1rSsVKcT25AlWXgSQ970rH+p9Hdc8MSZv65ShJ/t5PvDGPdUfvp8neKVs9kQdTzjSz55oZfPKE1t0TnQlvmkb3vjn9TElfNk1i2JKCWKpyCjG29bJY5bXt5Sd3bnXVQRYECwv48ePxyGHHILvfOc7lTYlCIIgCIIgCHqVqs7xZLA44eUm0gUpn2rXVeRJnlijUUUsNOlnLmOik23n4e1EHLXjCRveol2FBI0o8VAhwouG4Tr1uif0WZsq4Gmupjxf5iU65+8Kn9SmqD88oYFzK6ngZSIHn3jI7QIoE31SEUxdzS99XvMtsb+0rCeWpU798/JgsZ/4nneynidu6nNqK7dfKBTKkvtrvWajCnP6G2b7GC/qSu+bf7xx806r9OZubLULepM99tgDTU1NlTYjCIIgCIIgCHqdqheevCicrkSZmpryxOIqMuhitKvoGBOZGhoaSi+OdKqpqSklHK+pqSmdZsdiCy+Q+Zj5jo4OtLW1lbVvJ995ybbZLquXBRlPjNPT81S8yIuEYT9p2TzY5/zdSzCt4ogXUWP91TkBfHx6oN7zRDVPaGHb1McpUUjhrYB5ogjgJwe3ecYCW54QZ20C5QIU15eK0uJ5xcnmuT0+dVET8dfV1ZVO7vPGuL29vfRbYPFVRVceH53jqd+ojokX5aZCqSZr57mXmm9ZlqFYLLp+D4Ll4eKLL8arr76K66+/vk/b6ejoQGtra5+2EQRBEARBEARMVf+XvZ6YpS89cSsv4saikKy8bmXThSlHKukWOxOe6urqSqfcWdu8xc4EES+iggUCi85qb29HsVjsJFR5Agov7j3Bw4QrFnt4ga05pzQnjvXDxsEEEYb7rJFaFvll5TwhRQUnFcc0Ukzb9cZSx9+LqmERUn3CdnO0k724HNfJQif724us4Tr0Go+TCR82z9Rf3pY1z79chuthn9vcs754fuKynijGZTs6Okr1eacjqlio84fH3Ouj118eC+4Pzz3rm9rPfw4EQV9w8skn97noBAC33norNt100z5vJwiCIAiCIAiMqo540hO8eAFri1cWJiySxBbXxWKxtMBlQUDr4QU8R0QBKEUy1dfXo76+vvScCU+GJR63xblGr9TW1qJYLHYSFVRMsHcWU2yxbFgdqa12GkXkCXLWXxOwNMpGt6Z5W5bss/UrFankRbF42wlTEV5ZlpXZ522bU9HQmzc8X7R+tsPmkT1r88KifLz8Q+wzbltP5bNx12giFp/MFo6i0j6lxoPrq6urQ1tbW5kN9fX1JTtTwhXPa/U140VcsQ3WRx0rAKXfZld2sDjGQqC254mqKizzM95n7h+LqUHwSfnlL3+J/fffv9JmBEEQBEEQBEGfUNXCEy8+Ocqhq8UtL1A5/xAv4nWRzi8Woerq6koRTpzXyZ4DUCY42YLf2q2rqytFYNhnjbLgKAy21UQKFiFSApSKArqI18W5tavb9LRuRuswupMLh4UbDxWPVDRLbSfj/nBd/FmFLUX9pHXadRauVFzzBDkvGsfs90QqG2cVRtlOFdv4nbe1ASibP9wui4kpVMBh1E6vv/w70K2eANyoMh0Ps5X7wOPBY+lFQOl48G/C2vb86fU5CD4JjY2NZf9xEQRBEARBEAQDiaoWnroSNHQxyi+OkGG8SCBv25C1b5FM9s4CVE1NTemdt9jZdy/aR23hd1tQ24vFkpTo5EU1aQQPv/MWMd0659mo0U58Xf2vognjRe14IpZ913pVRNA6+LtG0HgRUDpvPFu8KJ9UX/LKe/ZxZJXa6M1bw4vw0mgenTdsm5b15o9nA4tyljzcE+L4M0dPeb7S7Z3cFl/3xtubEyocc36nVI6zPN9EtFPQGzQ3N2PrrbeutBlBEARBEARB0GdUtfAE5J8WlopS8LYrperWiAer26KoCoUC6uvrO51gx3mcTHQysSmVqNls061zwMdRS7q9R6M09BkVaTwfcT15AoO34PfEEF2kq++0zVQ7XrvedxYQvMgmT5RSIcQThbxoJMWzMSXmaN3qG/VvKmonJcLoFjIPm28cLcT1541Dqj62yxOC8r7rb7Qrf/IzqTHLE+UYTzBl1Pc9SZ4fBN1l2rRpWHPNNSttRhAEwYCjubkZzc3NZSkSgmBFYPysW0qfF5y3ewUtCYL+o6qTiwPpRXZKJNBE3ixOaLSIPsvXLa+TnmDHApNGPdk9L2k022w22RY8u+Ylye7OQtgTL/R+3gJcfaUCiCceqL9SEUOeLSkBzBsrtsubC95zfE9zOuX51hPXePw8H2p5L5qmuz7Qvuo1fSblj1R/8vrt9UEFRs1XpRFBXlveNlC1zetn6hqPqSeA2ncVb1Pj4/lD+xAEy8tee+2FIUOG9Ft7zz77LB588MF+ay8IgqCSNDU1Yf78+XjkkUcqbUoQBMFKT4+Ep3PPPReTJ0/G6quvjjXWWAN77703nnvuubIy06ZN6yQ8fP3rXy8rs3DhQuy+++5YZZVVsMYaa+Ckk05a7qPJPfFBt9boQt7u5W3z4XcVGICPoiUaGxtLp9mZ+GRRT942PN5upyefGbYQ55PDWHDSrXZcTkUFPW2M+6dRKta2+kD7bHXbS7fjcZ1elJMKeyzg8FhwRIsnlvCpb5ywPWVLqk77bgKfRrV4ia9TQgzbx+UYTzDitjhyK0/wSI2fRTKlhFPdWqZjoX1QYUhFHe+VGkuu2146fzw/6wmBXDZPoMsTjzVayhtLL9G8thEEy8vGG2+Mq666CmuvvXa/tXnDDTfg3HPP7bf2giAIgiAIggDo4Va7++67D01NTZg8eTKKxSJOOeUU7Lzzzpg/fz5WXXXVUrmjjjoKZ555Zun7KqusUvrc3t6O3XffHaNHj8aDDz6IV199FV/96ldRX1+Pc845p0fGc2Jw4OPFph2TnhIizA5bgPI2N0vwDXROcGztcYSTvbMAxUKULa71hDsTkbh9jsYwQam9vb303T7by757wgrXlxI7zEfeYp6f5cTZXQkAKjZ5ETcsaqSirLwk3bZFjK/bZ91W6IkpdXV1pQTmbB8/x8KM3td7npCpQg3Xob5lH3j2ettA+RQ99af129rgxPBenTr/7Tk9rVDHw+uPRiGpmOkJPimxist6c86rw4satC2sns+5LP++VZxqb28vi1j0BO4g6Ak1NTUYPnw4nnnmmUqbEgRBEARBEAT9Qo+Ep9tuu63s+xVXXIE11lgD8+bNw7bbblu6vsoqq2D06NFuHXfccQfmz5+Pu+66C6NGjcKkSZNw1lln4Tvf+Q7OOOMMNDQ0dNseTxwAPk5uzAtDT+zQSCYWgwCU1cEL60KhUDqFSE+zY9HJtuOxqMELWnu3dovFYtn2OrPXrttnE9asTsPqyRMCrD95yaVZMDIxTrdNWXSO9UNPONM6rC8qmHjjohFHHOHlRSBxu1ae79k1OynO3llMMJHDE1o4vxaPnYpmNkbeaW/sZxVEtC88L1isYbHDGzfriwmFOp+tPPdVfcBiqzdvVJRRf/H4qGDk+dTKq0DF5e334J0+mRLouI/6Z4DVzbnVPKG6pqam7M+SlLAbBD1hrbXWwt///vdKmxEEQRAEQRAE/cYnyvH07rvvAgBGjBhRdv2Xv/wlRo4cic022wwnn3wyPvzww9K9uXPnYuLEiRg1alTp2vTp07FkyRI8/fTTbjstLS1YsmRJ2QsoXyyy6MLCA4si9l0Xxalj3zmKora2tpTTyRbA9fX1qKurQ2NjY0mAYrtYKLF6eLFsuaDYXo5mam1tLX3PsqwkOrW3t6Otra1kp0ZscZJzXqirYGHwVjXeJsgn/3k+5OgjPSmO8aJa+Dn1vXdamEa2cV/Mnyyg6DY8FlosgkUFDBaVVCDj7yzq6Fyzunne2DjbNRMOedy4fhZ0VJTS7Xjs99Rnns/FYrGTOMZ1mXimkU8aJWR+UoFKBTRPWGPfsG26NZTHUU+B1Mgkvc6+9v6MMIGN61BU1NY5HsJT0FO22247vPzyy5U2IwiCIAiCIAj6leU+1a6jowMnnHACttlmG2y22Wal6wcffDDGjRuHMWPG4IknnsB3vvMdPPfcc7jxxhsBAIsWLSoTnQCUvi9atMht69xzz8X3v/999x4vrnUx6kWVaCSQJ2hwVIomAS8UChg0aBAaGxtL34HyRbKKNLoo54imtra2snv6ua2trSwSykuKrCKKLoo1SoP7x6KC5yMWY7gM3+d6PQGK7WJRhcWLvKiV7ggMLGCwyGblOJ8X9yEvPxQLI9YPq8eLjtGyns/Ut3af3zWajP1rz2m0Dvuft/xpRJyJZuwvtU196Pmbx0190N7eXtqyam2qf9jH3HcApXxv+ltlP7CgqL9z+6xbZYGPt7lyFJPOeX1G5yePkyeSBkEKE6crwbHHHourrrqqIm0HQRAEQRAEKzfL/S/gpqYmPPXUU/jjH/9Ydv3oo48ufZ44cSLWXHNN7LjjjnjxxRex/vrrL1dbJ598Mk488cTS9yVLlmDs2LEAyrdv8QKRF9G8bYnFCU+Q0UW1RijpCXYcjcHiU15UhLVvC2zebsc5nVioMgHKRCi2WdvQCBRdkAMfL+p5G53e1+1PGkGjkSJeeW9hzuKBF/VkZfhaapHPIgCPs5ZVUU1FHxbJDO6bCpT8bmVNcFGx0RPh9HmDo6k8OzwhSO+l/KRClGeDinieWKsCGftDhWAWsDxfc+4znhfajo5fV7muuIznh5R4pr6wd7XJ810Q5LHPPvvgtNNOq1j7b731VilaOAiCIAiCIAj6k+Xaajdz5kzcfPPNuPfee7s8kWfKlCkAgBdeeAEAMHr0aCxevLisjH1P5YVqbGzEkCFDyl5AvvACwL3HolBXcBSRbkEz8Ym3UWk7ZoOhW5l0EcsLeI5yam9vL4lOFuHB/fSiafQ728MLas2HpBE5XqQKC3TcvtcXjjbybLRrnqCiEUSpPqoowf31opvUfiuXSvStkVVeH0yoYaHME/+0j157nmimfU/ZwX7x+qvCEN/n+eTNX51v3C/tm/4GPcHGG3f97omlRspPeXT1W/GupyIYg6AnjB07FpMmTapI2+eeey7+/Oc/V6TtIAiCIAiCIOiR8JRlGWbOnIlf//rXuOeee7Duuut2+czjjz8OAFhzzTUBAFOnTsWTTz6J1157rVTmzjvvxJAhQzBhwoSemAPAF1fMVn73xIau6lXxhMUmjXTSZ72tOfaZxSMjFaWiApTmFPJsVcHNEzn0uZQP+F3vedFPKdFGn0v1W+1jX3R1X8USr7+MNz5A55xLigopds0Thrwx8mxL1a2CJNfliYZ5ET4pvHFWcUrbSfkOKI8Oyxt/b/51NSdTbebZ6Qm9KXv4Wp6A7fUtCFZUrrrqqtJ//gRBEARBEARBf9OjrXZNTU246qqr8Jvf/Aarr756KSfT0KFDMXjwYLz44ou46qqrsNtuu+FTn/oUnnjiCXzzm9/Etttui8033xwAsPPOO2PChAk49NBDcf7552PRokX43ve+h6amJjQ2NvbIeG/ByAviriJpvC02KfHAttjxi5/XumwLj22/4oWrLYRtaxhHuujWpCzL0NbWhra2Nve0NntO4ed5ayH3U6Ne+F5NTTpheFcLfxakuO2UKML98bbrsZ3qA7WdYf9otA/7QOvwonO4zpTYkhI71R62WyOyUpFIaqc3h1XQ8wQTFbK0jPpaI/r4Hkd4ef7yxCCzmcdVxUuNotI51FXUEvczT8TSPFkpIbA78yQI8hg/fjzGjRtXkbbnzZtXdsBHEARBEARBEPQ3PRKeLrnkEgDAtGnTyq5ffvnlOOyww9DQ0IC77roLP/rRj/DBBx9g7Nix2G+//fC9732vVLaurg4333wzjj32WEydOhWrrroqZsyYgTPPPHO5OpAX3cN4kTm8cLfICItu4kUvRzhxAnETnzTSysSi+vr6sgTRhm25s8+2jY4FKNte19raitbW1lLkk/XByqjgwf03IYsTa7NwoD7TPlj/PZFABSlOGs71WP1mj9Wp9qQ+sxDFCd9VeDE/crSNl4g9ZZ+VtaTYKaGM+8O+UpGDhS4ra6fK5UUYsWCU2u5m9XrbCbVdzU3kCZdaB9ukOalYkPRyqrGfve2R3Ef1a8pOtZX7pD73xGhPYOJ+GJo3yr57+eA80S4IUpx++uk47LDD+r3dN954A9tvvz3ee++9fm87CIIgCIIgCIweCU9dLbLGjh2L++67r8t6xo0bh1tvvbUnTbt2WNSQJzQw3sJdP/OilU8E4y11wMfbiEz44ZOzPGGjpqYG9fX1ZcKCledXsVgsRTbZ68MPP0RbW1vZNjs9sY1PyOM2DYu6Yr/liTB5fvFEDxYfTHxi0cPGh33OIgALZyas2TU9Wczu8alnLGJYO+wTe4Z9oIKNPc+nwakQpu+pe9qWztUsy1AoFNwtk2abJrxmwY5PjGO/6il4ho6dNwZeWb2ngqMnWvHz1gceQ69e+/1o23V1dSUx1ouK4rnmJWznk/lYWFSfqlCXZVlpfgEfC6oq8uqcDoIVjba2Nnz605+utBlBEAQVo7m5Gc3NzaW/1ztaIvozWPGIgz+C/sTmWyXWLzVZFa6a/vGPf5ROtQuCIKgkf//737s8ZCEIgiAIgsrw0ksvLffJ2kEQBAORF198Eeutt16/ttmjiKcVhTFjxmD+/PmYMGEC/v73v5dOuRtILFmyBGPHjh2w/QOijwOFgd7HVP+yLMN7772HMWPGVNC6IAiCIAjyGDFiBABg4cKFGDp0aIWtqQwD/d9q3SF8ED5Y2fsPAO+++y7WWWed0p+L/UlVCk+1tbVYa621AABDhgwZ0BNnoPcPiD4OFAZ6H73+raz/gA2CIAiCasHSAwwdOnRA/zulOwz0f6t1h/BB+GBl7z/Q+dCrfmmz31sMgiAIgiAIgiAIgiAIVgpCeAqCIAiCIAiCIAiCIAj6hKoVnhobG3H66aejsbGx0qb0CQO9f0D0caAw0Ps40PsXBEEQBAOZ+Hs8fACED4Dwwcref6CyPqjKU+2CIAiCIAiCIAiCIAiCFZ+qjXgKgiAIgiAIgiAIgiAIVmxCeAqCIAiCIAiCIAiCIAj6hBCegiAIgiAIgiAIgiAIgj6hKoWn5uZmjB8/HoMGDcKUKVPw8MMPV9qk5eaMM85ATU1N2WvjjTcu3V+2bBmamprwqU99Cqutthr2228/LF68uIIW53P//fdjjz32wJgxY1BTU4Obbrqp7H6WZTjttNOw5pprYvDgwdhpp53w/PPPl5V56623cMghh2DIkCEYNmwYvva1r+H999/vx17k01UfDzvssE5jussuu5SVWZH7eO6552Ly5MlYffXVscYaa2DvvffGc889V1amO/Ny4cKF2H333bHKKqtgjTXWwEknnYRisdifXUnSnT5Omzat0zh+/etfLyuzIvcxCIIgCFYWero2uP7667Hxxhtj0KBBmDhxIm699dZ+srTv6IkPfv7zn+OLX/wihg8fjuHDh2OnnXaq6vWUsbxrxGuuuQY1NTXYe++9+9bAfqCnPnjnnXfQ1NSENddcE42Njdhoo42q+vfQ0/7/6Ec/wmc+8xkMHjwYY8eOxTe/+U0sW7asn6ztfbpap3rMmTMHn/vc59DY2IgNNtgAV1xxRZ/YVnXC07XXXosTTzwRp59+Ov785z/js5/9LKZPn47XXnut0qYtN5tuuileffXV0uuPf/xj6d43v/lN/O53v8P111+P++67D//85z+x7777VtDafD744AN89rOfRXNzs3v//PPPx09+8hNceumleOihh7Dqqqti+vTpZT/wQw45BE8//TTuvPNO3Hzzzbj//vtx9NFH91cXuqSrPgLALrvsUjamV199ddn9FbmP9913H5qamvCnP/0Jd955J9ra2rDzzjvjgw8+KJXpal62t7dj9913R2trKx588EHMnj0bV1xxBU477bRKdKkT3ekjABx11FFl43j++eeX7q3ofQyCIAiClYGerg0efPBBHHTQQfja176Gxx57DHvvvTf23ntvPPXUU/1see/RUx/MmTMHBx10EO69917MnTsXY8eOxc4774xXXnmlny3vPZZ3jbhgwQL8x3/8B774xS/2k6V9R0990Nraii996UtYsGABbrjhBjz33HP4+c9/jrXWWqufLe8detr/q666CrNmzcLpp5+OZ555BpdddhmuvfZanHLKKf1see/RnXUq8/LLL2P33XfH9ttvj8cffxwnnHACjjzySNx+++29b1xWZWy11VZZU1NT6Xt7e3s2ZsyY7Nxzz62gVcvP6aefnn32s591773zzjtZfX19dv3115euPfPMMxmAbO7cuf1k4fIDIPv1r39d+t7R0ZGNHj06u+CCC0rX3nnnnayxsTG7+uqrsyzLsvnz52cAskceeaRU5ve//31WU1OTvfLKK/1me3fRPmZZls2YMSPba6+9ks9UWx9fe+21DEB23333ZVnWvXl56623ZrW1tdmiRYtKZS655JJsyJAhWUtLS/92oBtoH7Msy7bbbrvs+OOPTz5TbX0MgiAIgoFIT9cGBxxwQLb77ruXXZsyZUp2zDHH9KmdfcknXR8Vi8Vs9dVXz2bPnt1XJvY5y+ODYrGYbb311tn//u//dvnv92qgpz645JJLsvXWWy9rbW3tLxP7lJ72v6mpKdthhx3Krp144onZNtts06d29hfeOlX59re/nW266aZl1w488MBs+vTpvW5PVUU8tba2Yt68edhpp51K12pra7HTTjth7ty5FbTsk/H8889jzJgxWG+99XDIIYdg4cKFAIB58+ahra2trL8bb7wx1llnnars78svv4xFixaV9Wfo0KGYMmVKqT9z587FsGHDsOWWW5bK7LTTTqitrcVDDz3U7zYvL3PmzMEaa6yBz3zmMzj22GPx5ptvlu5VWx/fffddAMCIESMAdG9ezp07FxMnTsSoUaNKZaZPn44lS5bg6aef7kfru4f20fjlL3+JkSNHYrPNNsPJJ5+MDz/8sHSv2voYBEEQBAON5VkbzJ07t6w88NHf39X4b2ugd9ZHH374Idra2jr9O6haWF4fnHnmmVhjjTXwta99rT/M7FOWxwe//e1vMXXqVDQ1NWHUqFHYbLPNcM4556C9vb2/zO41lqf/W2+9NebNm1fajvfSSy/h1ltvxW677dYvNq8I9Oefh4Ver7EPeeONN9De3l620AOAUaNG4dlnn62QVZ+MKVOm4IorrsBnPvMZvPrqq/j+97+PL37xi3jqqaewaNEiNDQ0YNiwYWXPjBo1CosWLaqMwZ8As9kbP7u3aNEirLHGGmX3C4UCRowYUTV93mWXXbDvvvti3XXXxYsvvohTTjkFu+66K+bOnYu6urqq6mNHRwdOOOEEbLPNNthss80AoFvzctGiRe44270VCa+PAHDwwQdj3LhxGDNmDJ544gl85zvfwXPPPYcbb7wRQHX1MQiCIAgGIsuzNkj9/V2tf3f3xvroO9/5DsaMGdNpAVotLI8P/vjHP+Kyyy7D448/3g8W9j3L44OXXnoJ99xzDw455BDceuuteOGFF3Dcccehra0Np59+en+Y3WssT/8PPvhgvPHGG/jCF76ALMtQLBbx9a9/vaq32vWU1J+HS5YswdKlSzF48OBea6uqhKeByK677lr6vPnmm2PKlCkYN24crrvuul4d6KD/+PKXv1z6PHHiRGy++eZYf/31MWfOHOy4444VtKznNDU14amnnirLOzbQSPWRc25NnDgRa665JnbccUe8+OKLWH/99fvbzCAIgiAIgl7nvPPOwzXXXIM5c+Zg0KBBlTanX3jvvfdw6KGH4uc//zlGjhxZaXMqRkdHB9ZYYw387Gc/Q11dHbbYYgu88soruOCCC6pOeFoe5syZg3POOQcXX3wxpkyZghdeeAHHH388zjrrLJx66qmVNm/AUVVb7UaOHIm6urpOp2ctXrwYo0ePrpBVvcuwYcOw0UYb4YUXXsDo0aPR2tqKd955p6xMtfbXbM4bv9GjR3dKAFcsFvHWW29VZZ8BYL311sPIkSPxwgsvAKiePs6cORM333wz7r33Xqy99tql692Zl6NHj3bH2e6tKKT66DFlyhQAKBvHauhjEARBEAxUlmdtkPr7u1r/7v4k66MLL7wQ5513Hu644w5svvnmfWlmn9JTH7z44otYsGAB9thjDxQKBRQKBVx55ZX47W9/i0KhgBdffLG/TO81lmcerLnmmthoo41QV1dXurbJJptg0aJFaG1t7VN7e5vl6f+pp56KQw89FEceeSQmTpyIffbZB+eccw7OPfdcdHR09IfZFSf15+GQIUN6PQimqoSnhoYGbLHFFrj77rtL1zo6OnD33Xdj6tSpFbSs93j//ffx4osvYs0118QWW2yB+vr6sv4+99xzWLhwYVX2d91118Xo0aPL+rNkyRI89NBDpf5MnToV77zzDubNm1cqc88996Cjo6O08K82/vGPf+DNN9/EmmuuCWDF72OWZZg5cyZ+/etf45577sG6665bdr8783Lq1Kl48sknywS2O++8E0OGDMGECRP6pyM5dNVHDwvF5nFckfsYBEEQBAOd5VkbTJ06taw88NHf39X4b2tg+ddH559/Ps466yzcdtttZXlHq5Ge+mDjjTfGk08+iccff7z02nPPPUsne40dO7Y/ze8VlmcebLPNNnjhhRfKRJa//vWvWHPNNdHQ0NDnNvcmy9P/Dz/8ELW15XKIiXAf5eYe+PTrn4e9nq68j7nmmmuyxsbG7Iorrsjmz5+fHX300dmwYcPKTpaqJr71rW9lc+bMyV5++eXsgQceyHbaaads5MiR2WuvvZZlWZZ9/etfz9ZZZ53snnvuyR599NFs6tSp2dSpUytsdZr33nsve+yxx7LHHnssA5BddNFF2WOPPZb97W9/y7Isy84777xs2LBh2W9+85vsiSeeyPbaa69s3XXXzZYuXVqqY5dddsn+5V/+JXvooYeyP/7xj9mGG26YHXTQQZXqUify+vjee+9l//Ef/5HNnTs3e/nll7O77ror+9znPpdtuOGG2bJly0p1rMh9PPbYY7OhQ4dmc+bMyV599dXS68MPPyyV6WpeFovFbLPNNst23nnn7PHHH89uu+227NOf/nR28sknV6JLneiqjy+88EJ25plnZo8++mj28ssvZ7/5zW+y9dZbL9t2221LdazofQyCIAiClYGu1gaHHnpoNmvWrFL5Bx54ICsUCtmFF16YPfPMM9npp5+e1dfXZ08++WSluvCJ6akPzjvvvKyhoSG74YYbyv4d9N5771WqC5+YnvpAGQin2vXUBwsXLsxWX331bObMmdlzzz2X3Xzzzdkaa6yRnX322ZXqwieip/0//fTTs9VXXz27+uqrs5deeim74447svXXXz874IADKtWFT0xXa/FZs2Zlhx56aKn8Sy+9lK2yyirZSSedlD3zzDNZc3NzVldXl9122229blvVCU9ZlmU//elPs3XWWSdraGjIttpqq+xPf/pTpU1abg488MBszTXXzBoaGrK11lorO/DAA7MXXnihdH/p0qXZcccdlw0fPjxbZZVVsn322Sd79dVXK2hxPvfee28GoNNrxowZWZZlWUdHR3bqqadmo0aNyhobG7Mdd9wxe+6558rqePPNN7ODDjooW2211bIhQ4Zkhx9++Ar1F2FeHz/88MNs5513zj796U9n9fX12bhx47KjjjqqkzC6IvfR6xuA7PLLLy+V6c68XLBgQbbrrrtmgwcPzkaOHJl961vfytra2vq5Nz5d9XHhwoXZtttum40YMSJrbGzMNthgg+ykk07K3n333bJ6VuQ+BkEQBMHKQt7aYLvttiv9O9S47rrrso022ihraGjINt100+yWW27pZ4t7n574YNy4ce6/g04//fT+N7wX6ek8YAaC8JRlPffBgw8+mE2ZMiVrbGzM1ltvvewHP/hBViwW+9nq3qMn/W9ra8vOOOOMbP31188GDRqUjR07NjvuuOOyt99+u/8N7yW6WovPmDEj22677To9M2nSpKyhoSFbb731ytZ8vUlNlq0kcWRBEARBEARBEARBEARBv1JVOZ6CIAiCIAiCIAiCIAiC6iGEpyAIgiAIgiAIgiAIgqBPCOEpCIIgCIIgCIIgCIIg6BNCeAqCIAiCIAiCIAiCIAj6hBCegiAIgiAIgiAIgiAIgj4hhKcgCIIgCIIgCIIgCIKgTwjhKQiCIAiCIAiCIAiCIOgTQngKgiAIgiAIgiAIgiAI+oQQnoIgCIIgCIIgCIIeM378eNTU1JS9Ghsbsc466+DAAw/EH/7wh07PWLlKcdhhh6GmpgZXXHFFt5+ZM2dOxe1e0TjjjDNQU1ODM844o9KmBFVACE9BEARBEARBEATBcrPNNttgxowZmDFjBnbddVd0dHTguuuuw3bbbYeLLrqo0uatkCyPAFYNmEg3bdq0SpsSrEAUKm1AEARBEARBEARBUL0ceeSROOyww0rfly1bhmOOOQZXXnklvv3tb+Nf//VfsdFGGwEAnnnmmQpZGfQmM2fOxJe//GWMHDmy0qYEVUBEPAVBEARBEARBEAS9xqBBg9Dc3IxVV10V7e3tuPHGG0v3Nt54Y2y88cYVtC7oDUaOHImNN944hKegW4TwFARBEARBEARBEPQqq622Gj7zmc8AABYsWFC67uVK+uEPf4iamhpstNFGeO+99zrV9fOf/xw1NTUYO3Ys3njjjbJ7f/3rX3HMMcdg/fXXx6BBgzB06FBsu+22+H//7//1fqccLM/VggULcO+992LnnXfG8OHDMXjwYHzuc5/DlVdeWVZ+wYIFqKmpwezZswEAhx9+eFmOLM2ZtHTpUvzwhz/E5z//eQwbNgyDBg3CZz7zGXz729/Gm2++2cmeK664AjU1NTjssMPwwQcf4OSTT8YGG2yAxsZGjB49GjNmzMArr7zi9uWuu+7CHnvsgVGjRqG+vh7Dhw/HhhtuiK985Su4//77y8p6OZ6mTZuG7bffHgBw3333lfVr/PjxAIDtttsONTU1uPrqq5M+Pf/881FTU4MDDjggWSaoLmKrXRAEQRAEQRAEQdDrLFmyBADQ2NiYW+5b3/oW7r//fvz2t7/F0UcfXSZK/OUvf8E3vvENFAoFXHvttWURNtdffz2++tWvYtmyZdh4442x22674d1338VDDz2EQw89FPfccw9+8Ytf9E3nhF/84hc4++yz8bnPfQ677LILFixYgD/96U+YMWMG3nrrLZxwwgkAPhLkZsyYgT/+8Y948cUXsc0222CDDTYo1TNp0qTS53/+85/YZZdd8OSTT2LEiBGYPHkyVl99dfz5z3/GBRdcgOuvvx5z5szBuHHjOtnz7rvvYuutt8bChQvxxS9+EZttthnmzp2LK6+8Evfddx/+8pe/YOjQoaXys2fPxuGHHw4A2GqrrbD99ttj6dKl+Mc//oFrrrkGI0eOxLbbbpvrg1122QWDBg3C7bffjlGjRmGXXXYp3bNxO/7443H//ffjv//7v3HQQQd1qqOjowOXXHIJgI+28wUDhCwIgiAIgiAIgiAIesi4ceMyANnll1/e6d5f/vKXrLa2NgOQ/eIXvyhdB5B5y9C33347Gz9+fAYgu+SSS7Isy7IlS5ZkG264YQYgu+CCC8rKP/HEE1ljY2M2aNCg7Fe/+lXZvQULFmQTJ07MAGSzZ88uuzdjxoykzSnuvffepN3mg/r6+ux3v/td2b3LL788A5ANHTo0+/DDD3tkR0dHR7bNNttkALKvfe1r2ZIlS0r32trasm9961sZgGz77bd32wSQTZ8+PXv33XdL9956661s0qRJGYDsnHPOKXtu3XXXzQBkf/jDHzrZsnjx4uzPf/5z2bXTTz89A5CdfvrpZdfNV9ttt53br2KxWPKZ1pllWfa73/0uA5Btvvnm7vNBdRJb7YIgCIIgCIIgCIJe4d1338Wtt96KfffdFx0dHRgzZky3tkwNGzYM1113HRoaGnDCCSfg8ccfx5FHHonnn38ee+yxB771rW+Vlf/BD36AlpYWnH322dh3333L7o0bNw6XXXYZAOAnP/lJ73Uuh3//93/Hv/7rv5ZdO+yww7Dxxhvj3XffxaOPPtqj+m6//XY88MADmDRpEi699FKsvvrqpXuFQgHnn38+NttsM9x777146qmnOj2/6qqr4vLLL8eQIUNK14YPH45Zs2YB+GhbHbN48WIMHToUX/jCFzrVtcYaa+Bf/uVfemR/irq6OjQ1NQEAmpubO93/7//+bwAolQkGBiE8BUEQBEEQBEEQBMsN5ykaNmwYdt99d7z44otYf/31ceutt2LVVVftVj2TJ0/GhRdeiJaWFkybNg3XXXcdxo0bh9mzZ5flhero6MDvf/97AMCBBx7o1rXllltitdVWw2OPPYZly5Z98k52wR577OFe32STTQAgmVcpxS233AIA2G+//VAodM6QU1tbW9r69uCDD3a6v+WWW2LNNdfstj1bbbUV3n33XXz1q1/FvHnz0NHR0SN7e8KRRx6JVVZZBVdddRXefvvt0vUXXngBd9xxB4YNG4avfOUrfdZ+0P+E8BQEQRAEQRAEQRAsN9tssw1mzJiBGTNm4KijjsJ3v/td/O53v8Ozzz6Lz372sz2q69///d+x8847491330VNTQ2uueYaDB8+vKzMm2++WcofNXbs2LIk1vaqra3F+++/j46ODjcJd2+zzjrruNct4qin4tdLL70EADj11FPd/tXU1ODiiy8GALz++uuf2J6LL74Y6623Hv7v//4PW265JYYNG4Ydd9wRP/jBD7Bw4cIe2d4Vw4cPx6GHHoqlS5eWItPMhizLcPjhh2OVVVbp1TaDyhLJxYMgCIIgCIIgCILl5sgjj8Rhhx3WK3U9//zzmDt3LgAgyzI8/PDD+PznP19WhqNxZsyY0WWdXSU37w1qa3s3psP6+IUvfAHrr79+btlNN930E9uzySab4LnnnsMdd9yBe+65Bw8++CD+8Ic/4J577sGZZ56Jyy67rFejkL7xjW/gf/7nf3DJJZfgxBNPxLJly3D55ZejpqYmttkNQEJ4CoIgCIIgCIIgCCrOsmXLcMABB+C9997DIYccghtuuAEnnXQStt56a2y55ZalciNHjsTgwYOxdOlSXHjhhWUn3Q0Uxo4dCwDYa6+98B//8R/90mahUMBuu+2G3XbbDcBHpxJedNFF+P73v49jjjkG++yzT7e3TXbFhAkTsNNOO+Guu+7C73//e/zzn//EO++8g1133bVLoS2oPmKrXRAEQRAEQRAEQVBxjj/+eDz++OPYfvvtceWVV+KHP/whWltbccABB+Cdd94plaurq8OXvvQlAMB1111XIWs/GQ0NDQCAYrHo3t91110BANdffz2yLOs3u5ghQ4bgjDPOwLBhw/Dhhx/ir3/9a5fPdNUv5vjjjwfwUUJxSzQ+c+bMT2BxsKISwlMQBEEQBEEQBEFQUa666ir87Gc/w6hRo3DVVVehtrYWTU1N+Ld/+ze8/PLLOOKII8rKn3766WhoaMBJJ52E2bNnu8mwn3rqKdx444391YUesfbaawMAnn76aff+XnvthcmTJ+Phhx/G4Ycf7uZxevvtt3HppZd2S+TJ48MPP8RFF13ktvGHP/wB77zzDurq6ko252Flnn/+ebS1teWW3W233bDBBhvgtttuw1/+8hesv/76JcEtGFiE8BQEQRAEQRAEQRBUjOeeew7HHHMMamtrcdVVV2H06NGle//7v/+L9dZbD7/+9a/x4x//uHT9c5/7HP7f//t/AIDDDjsM48aNw/Tp0/GVr3wFu+22G8aOHYuJEyeusBFRe++9N2pra/GTn/wEX/rSl3DEEUfgyCOPxG9/+1sAH+VouummmzBp0iTMnj0b6667LrbZZhscdNBB2G+//fAv//Iv+PSnP41jjz32EwtPra2t+Na3voXRo0dj0qRJ2H///XHwwQdj6623xnbbbQcA+O53v4tPf/rTXda1zjrrYMstt8Rrr72GiRMn4itf+QqOPPJIzJo1q1PZ2trasgin4447ruz0wmDgEDmegiAIgiAIgiAIgoqwdOlS7L///nj//fdx+umnY4cddii7P3ToUFx33XXYZptt8O1vfxtbb701Jk+eDADYf//9MXnyZPzkJz/BnXfeiQceeADt7e0YNWoUNthgA8ycORP/9m//Voludcnmm2+OX/3qV7jwwgvx0EMP4e6770aWZVh77bWx5557AgDGjBmDP/3pT7jiiitw7bXX4oknnsDDDz+MESNGYMyYMfj617+OPffcE4MGDfpEtqy22mq49NJLcd999+Gxxx7DnXfeidbWVowZMwb77rsvjjvuuE7jksevfvUrnHzyybj33ntx7bXXolgsYty4cTjvvPM6lZ0+fToAYJVVVukU1RYMHGqySm0YDYIgCIIgCIIgCIJgpeV73/sefvCDH+Doo4/G//zP/1TanKCPCOEpCIIgCIIgCIIgCIJ+5dVXX8WECROwZMkSPPXUU9hkk00qbVLQR8RWuyAIgiAIgiAIgiAI+oVZs2bhlVdewV133YV33nkHX//610N0GuBExFMQBEEQBEEQBEEQBP3C+PHjsXDhQowePRoHHnggzjvvPDQ2NlbarKAPCeEpCIIgCIIgCIIgCIIg6BNqK21AEARBEARBEARBEARBMDAJ4SkIgiAIgiAIgiAIgiDoE0J4CoIgCIIgCIIgCIIgCPqEEJ6CIAiCIAiCIAiCIAiCPiGEpyAIgiAIgiAIgiAIgqBPCOEpCIIgCIIgCIIgCIIg6BNCeAqCIAiCIAiCIAiCIAj6hBCegiAIgiAIgiAIgiAIgj4hhKcgCIIgCIIgCIIgCIKgT/j/NzJkCWu08Q4AAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sim_im, sim_mask = train_dataset[np.random.choice(len(train_dataset))]\n", - "\n", - "fig, axs = plt.subplots(1, 3, figsize=(12, 4))\n", - "\n", - "# Plot image.\n", - "axs[0].imshow(sim_im.permute(1, 2, 0), vmin=0, vmax=1, cmap=\"gray\")\n", - "axs[0].set_title(\"Simulated Image\", fontsize=20)\n", - "\n", - "# Plot mask.\n", - "axs[1].imshow(sim_mask.permute(1, 2, 0), vmin=0, vmax=1, cmap=\"gray\")\n", - "axs[1].set_title(\"Simulated Mask\", fontsize=20)\n", - "axs[1].axis(\"off\")\n", - "\n", - "# plot intensity distribution.\n", - "axs[2].hist(np.array(sim_im).flatten(), bins=200, range=(0, 1))\n", - "axs[2].set_xlabel(\"Pixel Intensity\", fontsize=16)\n", - "axs[2].set_xlim([0, 1])\n", - "axs[2].set_ylabel(\"Log Frequency\", fontsize=16)\n", - "axs[2].set_yscale(\"log\")\n", - "axs[2].set_title(\"Pixel Intensity Distribution\", fontsize=20)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3. Implementing the U-Net" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Regressor(\n", - " (loss): BCEWithLogitsLoss()\n", - " (optimizer): Adam[Adam]()\n", - " (train_metrics): MetricCollection,\n", - " prefix=train\n", - " )\n", - " (val_metrics): MetricCollection,\n", - " prefix=val\n", - " )\n", - " (test_metrics): MetricCollection,\n", - " prefix=test\n", - " )\n", - " (model): UNet2d(\n", - " (encoder): ConvolutionalEncoder2d(\n", - " (blocks): LayerList(\n", - " (0): Conv2dBlock(\n", - " (layer): Conv2d(1, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (activation): ReLU()\n", - " )\n", - " (1): Conv2dBlock(\n", - " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (layer): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (activation): ReLU()\n", - " )\n", - " (2): Conv2dBlock(\n", - " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (layer): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (activation): ReLU()\n", - " )\n", - " )\n", - " (postprocess): Identity()\n", - " )\n", - " (bottleneck): ConvolutionalNeuralNetwork(\n", - " (blocks): LayerList(\n", - " (0): Conv2dBlock(\n", - " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (layer): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (activation): ReLU()\n", - " (upsample): ConvTranspose2d(64, 64, kernel_size=(2, 2), stride=(2, 2))\n", - " )\n", - " )\n", - " )\n", - " (decoder): ConvolutionalDecoder2d(\n", - " (blocks): LayerList(\n", - " (0): Conv2dBlock(\n", - " (layer): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (activation): ReLU()\n", - " (upsample): ConvTranspose2d(32, 32, kernel_size=(2, 2), stride=(2, 2))\n", - " )\n", - " (1): Conv2dBlock(\n", - " (layer): Conv2d(64, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (activation): ReLU()\n", - " (upsample): ConvTranspose2d(16, 16, kernel_size=(2, 2), stride=(2, 2))\n", - " )\n", - " (2): Conv2dBlock(\n", - " (layer): Conv2d(32, 1, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (activation): Identity()\n", - " )\n", - " )\n", - " (preprocess): Identity()\n", - " )\n", - " (skip): Cat()\n", - " )\n", - ")\n" - ] - } - ], - "source": [ - "# Using deeplay U-Net template. \n", - "model = dl.UNet2d(\n", - " in_channels = 1,\n", - " channels=[16, 32, 64,],\n", - " out_channels=1,\n", - ")\n", - "\n", - "# Compile as a regressor.\n", - "unet_regressor = dl.Regressor(\n", - " model=model, loss=torch.nn.BCEWithLogitsLoss(), optimizer=dl.Adam(),\n", - ").create()\n", - "\n", - "print(unet_regressor)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.1 Training the U-Net" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\xlecal\\Desktop\\student-teacher-tracking\\.venv\\lib\\site-packages\\lightning\\pytorch\\trainer\\connectors\\logger_connector\\logger_connector.py:76: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", - "c:\\Users\\xlecal\\Desktop\\student-teacher-tracking\\.venv\\lib\\site-packages\\lightning\\pytorch\\trainer\\configuration_validator.py:70: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n", - "\n", - " | Name | Type | Params | Mode \n", - "------------------------------------------------------------\n", - "0 | loss | BCEWithLogitsLoss | 0 | train\n", - "1 | train_metrics | MetricCollection | 0 | train\n", - "2 | val_metrics | MetricCollection | 0 | train\n", - "3 | test_metrics | MetricCollection | 0 | train\n", - "4 | model | UNet2d | 128 K | train\n", - "5 | optimizer | Adam | 0 | train\n", - "------------------------------------------------------------\n", - "128 K Trainable params\n", - "0 Non-trainable params\n", - "128 K Total params\n", - "0.513 Total estimated model params size (MB)\n", - "42 Modules in train mode\n", - "0 Modules in eval mode\n", - "c:\\Users\\xlecal\\Desktop\\student-teacher-tracking\\.venv\\lib\\site-packages\\lightning\\pytorch\\trainer\\connectors\\data_connector.py:425: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=15` in the `DataLoader` to improve performance.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e457e41770c64062ab68a9c54aa644f8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: | | 0/? [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Define training data loader.\n", - "train_loader = dl.DataLoader(train_dataset, batch_size=8, shuffle=True)\n", - "\n", - "# Define model trainer.\n", - "unet_trainer = dl.Trainer(max_epochs=50, accelerator=\"auto\")\n", - "\n", - "# Start training.\n", - "unet_trainer.fit(unet_regressor, train_loader) \n", - "unet_trainer.history.plot()\n", - "unet_regressor.eval();" + "text/plain": [ + "Training: | | 0/? [00:00" ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "images, masks, preds = [], [], []\n", - "with torch.no_grad():\n", - " for idx in range(len(image_files)):\n", - " image, mask = load_pair(idx)\n", - "\n", - " image = image.unsqueeze(0).unsqueeze(0)\n", - " mask = mask.unsqueeze(0).unsqueeze(0)\n", - "\n", - " pred = unet_regressor(image)\n", - " pred = torch.sigmoid(pred).cpu()\n", - "\n", - " images.append(image.cpu())\n", - " masks.append(mask.cpu())\n", - " preds.append(pred)\n", - "\n", - "images = torch.cat(images, dim=0)\n", - "masks = torch.cat(masks, dim=0)\n", - "preds = torch.cat(preds, dim=0)\n", - "\n", - "true_count = np.array([skmorph.label(l.squeeze()).max() for l in masks])\n", - "pred_count = np.array([skmorph.label(p.squeeze() > .995).max() for p in preds])\n", - "\n", - "mae = abs(pred_count - true_count).mean()\n", - "mpe = (abs(pred_count[true_count > 0] - true_count[true_count > 0])\n", - " / (true_count[true_count > 0])).mean()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sample a random image and compare. " - ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define training data loader.\n", + "train_loader = dl.DataLoader(train_dataset, batch_size=8, shuffle=True)\n", + "\n", + "# Define model trainer.\n", + "unet_trainer = dl.Trainer(max_epochs=50, accelerator=\"auto\")\n", + "\n", + "# Start training.\n", + "unet_trainer.fit(unet_regressor, train_loader) \n", + "unet_trainer.history.plot()\n", + "unet_regressor.eval();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Evaluating the Training\n", + "\n", + "Predict the number of cells in each image of the real BBBC039 dataset, to see how well the model generalizes from simulated to real data." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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8NejQoQPkcnmR49WrVwcAdO/evUj6BbFYTP2GkpKSilyr0+mwa9cuvPvuu5gwYQJGjx6N0aNHU//F27dv25X/448/AADDhw/n7KOz44cOHQJQ1MSdQKVSoWnTpigoKKD+QDx48PAtrFYrjh07hoULF2LSpEkYM2YMRo8ejUWLFgEo+ryzMWrUKM7jI0eOBADqrwgAP//8MxiGQffu3aFWqzmvIzlLiT9keWH+/PkAgM8++wzvv/8+4uPjkZ2djd27d2Pw4MHUfFAoLP3twpEjRwAA48aNswvM5gxlNc/NmjUDUOha9N133yErK6vYdfF4djFmzBjqvxwQEIAePXrg/v37qFq1Kn7++WdOF4sBAwZw1uVuzxAdHY3q1asjPT0dd+/eBQD89ddfyMvLQ0hICLp161bkmoiICHTp0sWrMZFncsKECV5dVxyQd+iQIUM4TfFffvllBAYGIi8vr4i7C1Do0sIVCK527doAUGZ+3VWrVsWIESMAAGPHjsXWrVuRmZmJxMRELFmyBB9//HGZvVdTUlJw5coVCIVCjBs3zqNrirP2ioPmzZsDKNw3nz592md+4k8yeJ9uHk8NKlWqxHmc+Aw5O082Y46Bkg4cOIAxY8YgMzPTaZvEF4sgMTERAJwGAHF2/MGDBwCAV155Ba+88orT9oDCgE88ePDwLe7evYt+/frh+vXrTss4Pu9sVK5c2eVx8m4A/ve8b9y40S7QIxdK+rx/8sknuHXrVpHjy5cvp/7YrjB27FgkJiZiwYIFWLhwIRYuXEjP1a1bF6+++io+/vhjBAUF2V2nVquRlZUFvV7PWS/bX1yj0Xg0FhLMp1atWh6VL6t5bt++PWbNmoVly5Zh1KhREAgEqF69OvXv79WrV5kIJXg82WDn6ZZKpQgLC0PLli3RrVs3iMXc2213e4bnn3/ebbvp6emoUaOG2/0J4Pw95gzePpMlASHFzvooEAhQuXJlZGdncxJoZ3tA8v7xJFgmAVdAuZCQECxfvtyj69evX4+8vDzs27evyJ5v0KBBMJvN2LdvX5H3qq9BgudFRkZ67M9enLVXHCxevBj//PMPDh8+jMOHD0OhUKBx48Zo3749hg8fToUlzxJ40s3jqYG7TY03m57Hjx9j8ODBMBqNmDlzJoYPH47Y2FioVCoIhUL8+uuv6Nq1a5F0DgSOGnV3x202GwCgW7duCA8Pd9m3mJgYj8fBgwcPzzBgwABcv36dBjysU6cONBoNJBIJzGZziVOzsN8V5Hlv2LAhGjRo4PK6kgbROXLkCLXAYeODDz7wiHQDwPvvv48RI0Zgz549uH//PqRSKVq2bIn+/fvjgw8+AADUq1fP7prY2FhkZWU5jYhMooYLBIJSe6eV5Tx/8sknmDhxIg4cOIDTp0/jzJkz2LRpEzZt2oRmzZrh+PHjHgeL4/FswjFPtydQKBScx8naHjBggNt15Sxg138NvhR8ffvtt0WOxcTEeEy6/fz8sHfvXpw7dw5HjhxBcnIygoKC0LVrV3To0AGtW7cGUPS9+iSgrNZeREQELl26hD/++AO//fYbzpw5gwsXLuDMmTP4+OOPsXjxYhq0+FkBT7p5/Cdx4MABGI1G9OvXD0uWLCly3pnJTHR0NB48eICHDx+iTp06Rc6zU32wUbFiRdy6dQvjxo1zak7GgweP0sGtW7fwzz//ICwsDHv37i2idfLERC4uLg4NGzYscpw88xUqVKDHKlasCKBQ87V27drid9wDsM3aS4IqVargnXfeKXL81KlTAIAXX3zR7njjxo3x119/4dKlS5z1kePVq1fnTCnGhUqVKuHmzZu4desWZwozR5TlPAOFgoapU6di6tSpAAojLY8YMQJ//vknli5dig8//LDU+8Djv4GKFSvi7t27mDVrltMMAY6Ijo4G4Hwf4u4cFypVqoTbt2/j1q1bVItfWiD9J5pWLsTFxdmVLS04U7h4i1atWqFVq1Z2x/Ly8nDlyhWIxWJ06NDBJ+04A9H+JycnIycnxyNtd3HWXnEhEAjQvn176gZkMpmwefNmTJ48Ge+++y4GDBjwTOVz5+2hePwnQXzyuDQwDMPQNBiOaNeuHQA4Pe/sOElx4y7/Nw8ePHwP8rxHRUVxmnlu3brVbR1btmxxeZxsGoD/Pe/79+/3yqTxScP58+dx+vRpVKxYsUjqFpIibf/+/Zwm5uRd+PLLL3vcHvFD/eabbzjz8TqivOe5WbNmmDRpEgDgypUrZd4+j2cXxdkzNGnSBCqVChkZGfj111+LnE9NTeU87grkmfzqq688voak8/LWR5e8Q3fs2MH5PO/duxfZ2dlQq9Vo0qSJV3U/SVi3bh2MRiMGDhzo1vKxpIiIiECDBg1gs9nwzTffeHRNee5X5XI5Jk6ciPr168Nms+Gff/4p8z6UJnjSzeM/CeIrsnv3biQnJ9PjVqsV77//vtOgO1OmTIFQKMT27dvx008/2Z3bs2cPDcDmiAkTJiAmJga7du3CrFmzkJeXV6RMSkqKVx82Hjx4eIYaNWpAJBLh33//LaIZPnDgAD799FO3daxfv77ItZ9++ikuXrwItVptF6SmUaNG6N+/PxISEvDyyy9zapf0ej22bduG1NTU4gzJZ8jOzuYMIHf+/Hn0798fAoEAX375ZRFhRffu3dGoUSNotVpMmjTJjiR/+eWXOHbsGFQqFd58802P+/Lqq6+iQoUK+PvvvzF+/PgiZD43Nxe//fYb/b+s5nnv3r04efIkNbsksFgsNNAU7xbEw5eYMWMGAgICsHLlSqxYsQJms7lImbi4ODuBoUKhoAHP3nrrLbu9jdFoxOuvvw6j0ehVP6ZPnw61Wo39+/dj7ty5sFgsdufT0tJw+vRpu2PE6sdV/AwuDBw4EJUqVUJSUhKmT59uR9rj4uLw9ttvAyjMbc4VVPdJwv3794vEkWAYBt988w3mzZuHoKAgrFixokz6QoJlvvfee5x71Bs3buDmzZv0/+KsveJg+fLlnO5Jt27dotZnz9x7tRwjp/PgUQSuUoY5piEgGDVqlMvUQS+88AIDgDl+/Dg9ZrFYmCZNmjAAGJVKxfTo0YMZNGgQExMTw0gkEpoywTHFAcMwzMcff0zTPbRs2ZIZNmwY07x5cwYA8/bbb9O8sI64du0azTMZEBDAtGvXjhk2bBjTt29fpk6dOoxAIGDCw8O9mC0ePP67IO+KKlWqMC1atHD6c/nyZYZhGObNN99kADBCoZB54YUXmKFDhzKNGzdmADBz586lz7QjyPFp06YxAoGAadeuHTN06FCmXr16DABGJBIxu3btKnJdbm4u06lTJwYAI5VKmWbNmjGDBg1iBg4cyDRr1oyRSqUMAObmzZv0mvJIGfb3338zAJjatWszvXr1YoYMGcI0atSIAcBIJBK73MKOuHXrFhMaGkrvw+DBg+m7UCwWM3v27PG6P3/99RcTERFB35M9evRgBg8ezLRu3ZpRKBRF3sm+nmeudEdk7YSEhDAvvvgiM3z4cKZ3795MWFgYA4CJjo5mEhISvB4rj2cDxUlf6Ox9w8Yff/zBhISEMACYsLAwpmPHjszw4cOZnj170lRkLVq0sLtGp9PRZ1ClUjG9evViBg4cyERERDDBwcHMyJEjvUoZxjAM88svv9BUZOHh4Uzfvn2ZgQMHMs2bN2ckEkmRa9auXUvbf/nll5lx48Yx48aNY27dusUwjOvn7+LFizTNa0xMDDN48GDmpZdeoqnOunbtWiRXuKu+u2uvtPDpp58yYrGYad68OTNgwACmf//+dJ2EhYXR7xIX2N+vKlWqMPj/fO7s4wcPHvSqP4sWLaJpzGrVqsUMHjyY6d27N03b5bh2i7P2vE0ZRvK/16pVi+nXrx8zbNgwpn379oxYLGYAMCNHjvRqjE8DeNLN44lCWZFuhinMjf3uu+8yNWvWZORyORMWFsb07duXuXTpktOXBMGePXuYNm3aMH5+foxarWbatm3L7Nu3jzl58iQDgGnVqhXndbm5uczSpUuZVq1aMQEBAYxEImEiIyOZZs2aMTNmzPA4ny0PHv91kHeFux/y3NtsNmbjxo1MkyZNGJVKxfj7+zNt27Zltm/fzjCM800w+/j69euZhg0bMgqFgtFoNEy3bt2YM2fOOO2j1Wplvv/+e+all15iwsPDGYlEwgQHBzN169ZlxowZw+zdu5cxm820fHlsDtPS0pjXXnuNee655xiNRsPIZDKmcuXKzPjx4+km2RWSk5OZyZMnMzExMYxUKmVCQ0OZl19+2eWm0h3S09OZuXPnMvXq1WP8/PwYhUJBSf2RI0eKlPflPHOR7r///puZPXs207ZtWyY6OpqOs0mTJszHH3/MZGRkFHusPJ5+lBbpZhiGSU1NZebNm8c0btyYUavVjFQqZSpUqMC0bt2amT9/PvPPP/8UuUav1zPz5s1jqlatykilUiY8PJwZPnw4ExcX53Q/5Y64xsfHM2+++SbdL6lUKqZGjRrM2LFjmXPnztmVtVqtzOLFi5nnnnuOkmX2u9jde+7Ro0fM5MmTmSpVqjBSqZRRq9VMq1atmPXr1zMWi6VI+SeRdF+8eJEZPHgwU7lyZUapVDJ+fn5MvXr1mHnz5jHZ2dkur/Xku+bNWiM4d+4cM3ToUCY6OpqRSCRMUFAQ06BBA2bmzJlMfHx8kfLerj1vSffWrVuZMWPGMHXr1mWCgoIYmUzGxMTEMN27d2f27t1rlwP8WYGAYXwULYAHDx5YsGAB5s+fj6lTp2LNmjXl3R0ePHjw4MGDBw8ePHiUM3ifbh48vMTdu3eRnZ1d5Pj+/fuxePFiCAQCjBo1qhx6xoMHDx48ePDgwYMHjycNfMowHjy8xLZt2/Dxxx+jUaNGqFixIiwWC27fvk2DEX3wwQdPdWRNHjx48ODBgwcPHjx4+A486ebBw0t069YNd+/exfnz53Hz5k2YTCYEBwejV69emDRpEk2xwYMHDx48ePDgwYMHDx7l5tP9+eefY9myZUhJSUGDBg3w2WefoXnz5uXRFR48ePDgwYMHDx48ePDgwaNUUC4+3Tt27MD06dMxf/58/PXXX2jQoAG6du2KtLS08ugODx48ePDgwYMHDx48ePDgUSooF013ixYt0KxZM6xduxYAYLPZULFiRUydOhWzZ88u6+7w4MGDBw8ePHjw4MGDBw8epYIy9+k2m824fPky5syZQ48JhUJ07twZ586d47wmPz8f+fn59H+bzYasrCwEBwdDIBCUep958ODBoyRgGAZ5eXmIioqCUMgnjeDBgwcPHjx48PhPoawTgz9+/JgBwJw9e9bu+IwZM5jmzZtzXkMSrvM//A//w/88zT8JCQk+eY9u3ry53MdS3j9qtZr5/vvvGZvN5tGc7d69m5FKpeXeb64fsVjMLFy4kLFYLC7HYDKZmD/++IP59ttvme7duzN+fn6l1qfw8HDm7t27TvuSlpbGvPLKK4xSqSz3+SvuT2BgIPPGG28wOTk5jNlsZuLj45mWLVuWe7+elR9fIz4+nunVqxcjl8vLfWzl8VO3bl3m/PnzTEFBgUfz9c8//zCVKlUq935z/TRv3pxJTU31aBxWq5V5/PgxM3PmTMbf379U+iMQCJg333yTMZvNLvtiNBqZDz/88In9ljj7UalUzLRp05iUlJQi30yLxcLMnTuXEQqFpTa3pVW3p+0LBIIyacsdnoro5XPmzMH06dPp/zk5OahUqRJ69uwJsViM/Px8mEwmPHr0CHq9HjabDQzDgGEYCAQCMBwW9AKBwE5LTsqQ69jHHP9+0iAQCCAWi6HRaKBWq6FQKKBUKgEAIpGIjtViscBiscBkMsFkMiEvLw96vR4FBQWcYy5PCIVCiEQiyOVyyGQyiMViMAwDq9UKALBarSgoKEBBQQFsNhv9cXb/SgqBQAChUAiFQgGJRIKgoCD4+fnBZrNBp9NBp9MhPz8fZrOZzqfNZitWO1z/O65V9jhLCoFAAKlUCqVSCZlMBplMRueZjMVgMNBni+t6rv55AqFQCKFQCIFAYHcPnYGcK0sLF673iKv3CtdxhmGQk5MDtVrtkz5VrVrVq/JyuRxyuZxq3IuzNp8kyOVyrFu3DkOHDvX4mri4OJjN5lLsVfFRUFCABQsWICsrC5MnT0ZwcDA9l5+fjyNHjuD+/fvYs2cPbt++jYKCglLvU2pqKoYMGYIffvgBVatWpRYaf//9N44ePYqvvvoK9+7dK/V+lBYiIyPx5ZdfomfPnvRYpUqVsHnzZrRo0QI5OTk+b1MgEECj0UAgECA/Px9Go9HnbTzLuH37Nk6fPg2TyeTVdc7ey08T1Go13n77bTRt2hQikcijaxISEqDVaku3Y8XEjRs3sH//fowaNQoSiaTIeZvNhvz8fKSmpuL06dP4/vvvcerUKeh0ulLpD8Mw+PHHH9GjRw906tSpiEUawzDIyMjAhg0bsHr16if2W8IFuVyOiRMnYvbs2XbfFgKRSIRq1apBJBJx7g1EIhGioqIQHR2N3NxcxMfHQ6/Xu21XJpOhUaNGaNGiBWQyGW7duoXz588jIyOjTPcgT9KzX+akOyQkBCKRCKmpqXbHU1NTERERwXkNIQKOIA+qRCJBXl4e3RwTsAkL2diLRCKIxWJIJBKIxWI7MkdIHJs4cRHvkrzAybXOSIMrQQFX22Rscrkcfn5+8PPzg0qlgkKhgMVigdVqhc1mg0gkgkQigUQioQScLHpCmlz1qzgoSX2kPyaTCRaLxe4FyCbXjveI6/570kfH385gNpths9lgNBohFothNpuRnZ0Ns9lM55q0LRQKi9xPrvvnOG42iSX1iEQi+mM2m+m9ZY/fsR32+Mjfju2yBTZyuRxCoRBisZj+Js+CRCKhAhzHNsjaEosLXyf5+fmwWCx2wg9n61ahUEAqlUIoFMJqtcJsNiM/P5+OzRHFXU++WNvkfjr2w1Hg4CgocXW/iwtPNlISiQTR0dGoXbs23nzzTdSvXx8FBQX46aefoNPpUFBQgL179+LevXvIzc31Sb/KCi+88AIGDBjgcXmLxYLt27eXYo9KDovFgk8//RTfffcdpFIpPW6z2ZCenl4ugpLLly+jbdu2WLhwITp37oz4+HiMHj0ajx49KvW21Wo1QkNDkZaW5vONduvWrbFt2zbExMQUORcYGOgxqfEGAoEAL7/8MpYvXw6ZTIbbt29j9erVOHr0qEcb2P86bDYbzp8/7/JdJZPJEBQUhODgYFSsWBGxsbHw9/dHQUEB9Ho9tFotHj16hNu3byMzM/OJ2oy7Q4sWLdCrVy+P16bVasVff/0Fg8FQyj0rHnQ6HebNm4eEhAT06NEDgYGBMBqNyMjIwOPHjxEXF4ebN2/iypUrSEhIgMFgKPX7lZiYiKlTp2L16tXo2LEj5RharRZHjx7F119/jZMnT3ot9HEHqVSK4OBgREVFQaVSISEhAfHx8VT5URIIBAJ07twZ77zzDifhJmWIMNARxP33/fffR9WqVaHX6/Hzzz9jxYoViI+Pd3pPhEIhevXqhaVLl6JChQoQCAQwGAy4ePEili9fjuPHjz9VggtfocxJt1QqRZMmTXDs2DH07dsXQOHL9NixY5gyZYpXdTEMg/z8fBgMBmRkZFBC5LjZJ5o8ogmWy+VQKBSUyLEfoIKCAuTk5CA7Oxsmk6mI1pwNLk25O8LMJlTeaNAc23GsVyqVUi0sGQdQON82mw1CoZCOhwgW2MSoNFASgsFleUDqdKbJ9nQeuYgRl0aZ6zpCBrOzs5GbmwuGYey07Y5wReQdz7HXByHYMpkMfn5+UCqVkMvlAAo/VhkZGTAYDC7bZI/HlWBCJpNBKpVS0k1ASLertU2Is1KppKRUJpNRzb+zNU7aVSqVEIvFdCNBNkdGo5GuYV+s0eKsRfb7w7EeZ4IOrvXpa6381atX8dZbb7ksExsbi+XLl6Nr166QyWR2mgT2e3bGjBn4559/sGDBAhw8eNCn/SxN1KlThz4PnuDKlSu4c+dOKfbId8jMzCzvLtghLS0NkydPhkQioYKx0oBAIEBkZCRGjRqFRo0aoWLFimjQoAEOHTqEcePG+UwwFBgYiLlz5yI2NtZlX5xBrVZjwYIFiI6OBgBs3LgRv/zyi9t2W7Roga+//hoBAQEACjXtbdq0we7duzFhwoRS0+A9K/j777+xdetWp0SkTp06mDlzJlq3bo2wsDDI5XKIxWL6TibWZ/n5+bh27RqWLVuGgwcPwmKxlPFIvIdEIsHLL7+MwMBAj6/JycnB77//XiZWMcVFSkoKFi1ahDVr1kAul9P4TWyFUVnj9u3bGDNmDEaMGIG2bdsiLS0Ne/bswalTp6DX6322ZxaJRKhatSratGmDzp07o3HjxjTmS1JSEt5//33s3r27xMRbpVJhwoQJCAsLc1lOo9HQPR8bVapUwdKlS1GvXj36XnzttdcQFhaGadOmITk5mbO+gIAATJ48GbGxsfQ6jUaDTp06oWbNmpg3bx5++OGH/xzxLhfz8unTp2PUqFFo2rQpmjdvjlWrVkGv12PMmDFe1aPVaqHT6ZCbm0s36VyEWywWIzAwEMHBwfD394dCoQBQuOiJFg8AJTsqlQpyuRwpKSkwGo2wWq1OCZI74kdANO1sDaijgIDdb08fbLZQgRA1oFBrIpfLIZVK6UdFIBDAbDbDZDJBp9PZaRNLW4Lojng4M8l1nAtPTf5dnSupMMBms1FTffYHnatdZ6TTWV/IGvTz80N4eDhUKhUlxWTDKxaLYbPZighOnM2hYzvsZ4NYSchkMqrdZoP8zzAMfRbYfZVIJHYacnJcoVDQeXKlYReLxXbkSSAQUAJPXB/KyjSQy1LG3f1zvN6b496ACFq+/PJLfPvtt0hKSnJaNjY2Frt370aTJk3c1iuTydCsWTN89913GDVqFA4ePPjEa3/IBtRTpKen47333kNeXl4p9urZBrECKy2EhoZi7dq1aN68eREyPGDAACQnJ+PNN9/0ydr85JNP0L17d6fng4KCMGnSJHz00UdF2hMIBPjwww8xbdo0eqxjx4545ZVXcPjwYZftTp48mRJuAolEQl0kJk6c+NRZnJQF8vPzceLECcycOdOp4EylUuGTTz5Bz5493X7fpVIpWrVqha+++grTpk3D999/71Ny57jH8wVUKhVatGjhcRBOm82GX375BZcvX/ZJ+97AUVDtbg6sVusTZwKfnJyMFStWYM2aNXQf40vI5XKMGzcOM2bMQHR0dJF9V40aNbBo0SJcv34d165dK1Fb0dHRaNKkidvnonLlyggLC8PDhw/pMYFAgF69eqF27dp210skEvTu3RvXrl3DJ598wjk/QUFBqFKlCucet2LFivjoo4+QkZGBw4cPP/Xubt6gXEj34MGDkZ6ejvfffx8pKSlo2LAhjhw5gvDwcK/qSUxMREFBgZ1UjItkSKVSBAQEQKVSUbM9QmIEAgHkcjklrAzD0L8LCgqQkpLiVJsoEokocXW2MScvYEIuiKa9oKAAWq3WTlhgs9k8IoSOZIC0QV52EomEjoPMDTHTNplM0Gq1RawCSguO2lu2STIA2j8CT7XXvtYeegO25YOjJt4R7HXgzsSZ3EelUomIiAhERUXZmZkC/zPltlqtyM3NRW5urtO62VpZLu0+qY99XwDQ9QMAfn5+NHOARCKxI9Fswk7cNADQtW6z2eyk1VzzRNona4AIj4hgwWAweCTpdVwbxVnX7u6N4xjcWUd4K0BzhXr16sFoNBZxy+HCsmXLPCLcbAQGBmLdunU4f/480tPTi9tNO6hUKsTExKB3794QiUTIzc3FN998U2KNnlAodCu1J0hLS8OoUaNw9OjRErXpLUQiEcLDwyEQCODn54d+/fpBKBRiz549uHPnzhMv2ChLhIWF4dtvv0W3bt2clhk6dCiWLl2KxMTEErcXGRnp8rxYLMaUKVOwY8eOIiSvatWqGDFihN2x4OBgfPvttxgwYABOnjzptN6jR48WuZZgyJAhuHHjBhYtWsSvjf/H1atXkZycjJ07d2L//v0uLUA8JRZsBAcHY9asWfj9999dCjE9hVwux3PPPYeOHTuiYsWKyMvLw8mTJ3H69OkSuw9IpVL4+fl5VNZms+HSpUtYsmRJmQlxBAIBQkND0ahRI1SpUgX+/v5QKpXIycnBhQsX8Pfffz91LhTEKsLXEIlEGDlyJD766KMiQjg2YmNj0adPH9y4caNEpDQyMhIajcajcrVq1bIj3SqVCj169OD0uZfL5Rg5ciR+/PFH3Lhxo8h5ouBzhujoaLz77ru4fv26XZvPOsotkNqUKVO8Nid3BHmI2RJFLnNhQlSUSiWkUindCBMy7PiiJto1Pz+/Iia2bDg+CGzyQ+oUi8WQyWTUXyMwMJBKQbVaLeLj45GZmenWB9axDTYYhqF9JBpEAPQYCdii0+mQl5cHk8lkZxXgLTwlOGxtKvujQUgeEZiYTCanc+wMzghsWW5YPG2Ly0zZEWSeZDIZQkNDERwcTMm1SqWCSCSC0WiEUqmkftZyuRw6na7IOmTPjbO/2W2yfZWB/wU3MxqNVAttNpvtfLrZzxXx5yam9uS5UiqV9N6S9thg+6ST64k/uUAggEqlogIjTwOsscfGHrO368KZeb63VijeXuMM3nyUPPnAcoGsM1+ga9eumDt3Lho2bAiVSgWgcA4bNWqEyZMnl8jP0GKxYM+ePZgxY4bL/mZkZGDkyJEemf76EiKRCG+88Qbef/99+syQOXj77bcxbdo0bNu2jSdXKIzx4o5wA4VCoY4dO+K7774rk36FhYWhatWqRUj3kCFDEBoaWqR8aGgopk+fjrNnzzq1CHBFgAQCAaZPn47r169j7969Jev8M4Ju3bpRK0Z3z0pxtcqxsbGoUaNGiUi3QCBA1apVMWvWLPTr189uj/fGG2/gwIEDmDt3Lh48eFDsNvLy8nDt2jXUqFHD5T7CYDDg2LFj+OCDD/Dvv/8Wuz1vIBaL0bFjR8ycORPNmjWjrpsCQWFw1MzMTGzduhWLFy9+4lxnygMtW7bEvHnzXBJuoPA70rRpU8hkshIFXCRKRXeQyWSoXbs2jhw5Qo9VrlwZdevWdXpNTEwMunTpglu3bhV5/tLT0/H333+jevXqnGtWIBCgadOmeO211zB//vz/jJn5UxG93BnIBh+wDzjFNoklvy0WC6RSKQ3Ixn5JSyQSCIVCSCQSGgmdfT170+xKw8kmV0TjrFKpEBERgUqVKsHf3x8ikYiSEn9/f2g0Gty9exdJSUnIz893++FwNK8WCASwWq2UfAUEBNhpzI1GI408TbTdjkHiHLXm7si+pybeACiRJAIPdqAuYrIoFouRm5trZ67N1T77t2O/XBGcJ2lz60wjTUhscHAwAgMDoVKpIBaLqTUG0faKRCJIpVKqTSYfN0/M110JKdjkktwHALRdYgrOXt/ED5y80B395xiGsXNvcLQQIAIXsVhMNdzscYjFYvj5+RUxUXdnWeBMq18S8utJPVzPUVlYZBBBIkF55gH38/PDoEGDsHz5cgQFBdmdEwgEGDVqFABg6tSpxdZ422w2zJ8/HwaDARMmTEB0dDQdv81mQ25uLubNm4cTJ06U2DTPWwiFQrzxxhtYvHgxZ/DP4OBgrF+/Hg8ePMDZs2fLtG9PIsaMGeOWcAOF773q1auXQY+co2rVqhg8eLDT802aNEFERIRTbfy5c+dw+vRptG3blvN8YGAgPvnkE5w8eZInJyj09+UC2ecRYkv2csUlJlxaPG+ufemll7Bw4ULUrVu3yHdCpVJhyJAhiIqKwrBhw4pN7g0GAxYuXIiQkBC0bt3ars8MU5iR4uLFi/j2229x+PBhZGVllcm+RyAQ4MUXX8SGDRtosCw2hEIhwsPDMWXKFGi1WixZsuSp8KEvLajVasyePRsVKlTwqHx0dDSkUmmJSLen1oJCoRC1a9eGUCikPKRFixZOg68Bheu/R48e2LRpU5FsD0ajEVu3bkWXLl2cxiKQSqUYNWoUfvnlF/zxxx9P1F69tPBUk25ygwgR8ff3h1qtpj6hVquVkk6DwQCdTkcJOSEKbNJisVjsIi/r9Xq6WLk2/VxaMPKbmLRHR0cjNDQUSqUSCoWCEiniNw4USpMI6SSE2RsNHdEw6vV6WCwW5OXlURNhMp6CggI7E3xnxNRde1xmts7KEEGGRqOBUqmkDzIxKWaniyIRq7msBxz/Zv9mt0Ukq85ST3k7r74Al3aZC8RUOzg4GHK5HFarFXK5HBqNhmrLyMvTYrFQ4VJJtakksB4AKgxh3yf2cTaZI2ucBOkidRBhCikjl8upZQV7/AzD0OdTKpVSwRepg5iXE0sTEoPA2VjdzbG35NsdWXY878rsvLTWWmhoKEaMGIGxY8fabcIqVqxYrPqIRUFx4efnh1WrVmHs2LFOiT8h3levXsWqVauK3ZbZbMbChQuxefNmjBo1ihL8O3fu4Ndff0VcXFy5fMA7dOjglHATqFQqTJkypdikWyQS0U1MVlbWU+sPFx4ejtdee63M2/3rr7/Qq1cvt+UaNmxo56fdpk0bl1qfChUqYNy4cfjwww85z6empuLjjz/Gnj17nAYBrFGjBkaOHInVq1c/tfe1NCAQCBAVFYWOHTuicePGiImJgUqlgslkooGcVCqV14LOjIwMxMXFFatPCoUCEydOxJw5czitH9h9b926NXr27Ikvv/yyWG0Bheb2w4YNw+DBg9G1a1dERkYiJycHly9fxpEjR3Dx4kVotdoyfe8FBgbi7bffdvvNkclkGDx4MDZt2oTHjx8Xqy1iNUoCAT+NBK1ly5Zo3769x+XZ+6LiIiUlBVqtllpbuUKFChWo8lEoFKJhw4ZF/M0d0ahRI9SqVQsXLlwocu7EiRPYt28fRo4c6VTbHhERgVmzZuHmzZseuc897XiqSTcxW9ZoNIiOjkZwcDDdrCsUCmqSm5OTQ/NSA4WbQ7bGmR0Yi2zwMzIykJ2dXSR1kTMNliPRDAgIQMWKFREaGkqjTxMtNFD4EhKJRDCZTJSAE99Wbz62pC/kGmLOSwgpkQKzf3sLT0mEo9m5QFAYoZodFZsQKWKZQAQA7AeSS1tJyhONq6N/uFwup+RPq9XapZ1yJFnFMRUuLjwhb+SH+PtLJBK6ZoiwQiAoTOlgMBgoOeIKxOcMXGuWEF9H/36yDsmzQeaeCDZIv9lm6eT+kntrtVop8SDxE7gEPWazmZrNkzZIrkgSdV+j0dBUYt48G1zj9aXJt7v22Md92VZYWBiGDx+OSZMmoUqVKiX+KJvNZpw4cQIrV64stj+3QqFwS7gJBAIBYmJi7AQ8xUVCQgI++uijEtXhS7z22msuCTeBJ+tBLpejWrVqGDx4sJ0polqtRvfu3cEwDHbu3ImFCxf6zA+/LDFixAiv8837AkeOHMGsWbPcRr8vzjM7btw4fP31106JxYkTJ7B//34MGjTIaR0ffvghjh8/jitXrnjd/rMImUyGgQMHYubMmahZs2aROCdE6cC2pPIE2dnZWLt2LeLj473uk1QqxZtvvon33nvPIzIjkUhQs2bNEr/zkpKSsHr1anz11VeUgJKAo+WBoKAgjy1QgoKCoFarXZYRiUQICAhAYGAgNBoNVCoV/P39UalSJdSqVQuxsbHIysrCgQMHcPTo0SLa1ScZxCrAU998oFCoWlKz66SkJPz7778eadeDg4OhUCiQn58PkUjk0TUBAQHo2LEj/vzzzyJrW6fTYfXq1WjTpg1q1KjBeb1AIED79u0xbNgwfPbZZ090tH1f4Kkm3TKZDOHh4ahevToiIiLoR5TtW0oIrVarpYGdtFotNeclvqT5+fnQ6/XIy8ujfs/sXMikXsC5CSshIiqVChUrVkRAQACUSqVdBGqxWEw1lQzDQKFQIDc31y4QmiN5ZbflSsPH1pKz4Skx44IzraEz4souT6wHzGYz/dgQqRkZL9HCO75YHOdULBZDoVDQuWT7ErO1rAJBoS8+SenFFd2by0KhpKSopHWQqPnEpJqdP95qtcJgMEAqlSI/P59uMEhKLk/7xwWGKcyFbjAYqEBDKpWCYQr9q/Pz8+3un2NdAsH/opCTPhEBitVqhVQqpf12tLBgmwWaTCZqJk0CDZJxkmeI3EtXpt3sfjk+T+xrHZ+pkmqly8KMHACqVauGXbt2oUGDBl636Sh0S09Px7///otDhw5h3bp1xTb7UygUWL16NcaNG+dxn5o2bQqpVOrzfKfljR9++AFdu3Z161e/detWl+erVKmCd955B+PGjStCMtiYOnUq2rZti3nz5j11UWAbNGjgcVmbzeaTYFcAaJ7YuXPnuix39epVr+uOjo5G48aNnZJuo9GIOXPm4IUXXnAaOFatVuOLL75A586dvXbBYFvuPU1rgQtEEP32229j+vTpTsmtQCBwaiLOFiwXFBTAZDIhKSkJly5dwq5du3Dy5Mlivfc6deqEGTNmeES4CXzl9mOz2aDT6Z6IFHNZWVm4d+8eKlWq5LZsQkICsrOzOc+p1Wq0atUKPXv2RMuWLVGhQgX4+flBIpHYWUaStT1gwAD8/vvv+OSTT3D+/Hmf5LMubUilUrc++WwwDIN//vmnxMHcdDodtmzZgueff97temWnHQbcR54HCveurVu3hkKh4AyWd/36daxfvx6LFy92KuiUy+V47bXXcPjwYdy6dcttm+zrwsLCIBQKkZWVZWed/KTiqSbdISEhlHBrNBqa549o2ogmTiKRwN/fH/n5+cjJyaEEOzExkeY6Jma2xAzbmSm2I9FmgxCQwMBAGi1dJpNRDSbR+BKSSQKJkb+dEQrAeeonZ+U8MaMmZTwh9K7gitCZzWZotVo6B+Q4IY8kyBuXdIvMJ9H6qtVqSKVSqhVlmzYT0k5SWBGCnpKSYkdOnZkhuxIkOJZ3Ne/FAbkHJC83WSvE+kGv10MikcBsNlOtdF5eHnQ6XYkEB6Q8IfUkCjl7TQCwezbY5JUIpUjgQSIIAf5nhWKxWDiDFbL7QCKxS6VSqFQq2Gw2alZF6tVoNDCZTDRPpqvxEkENiSVALEFIijXixuFsTTyJZmsKhQIxMTHYvn27V2SFjQ8//BD79u2j/+fk5BRLy+OI9u3bY9SoUV4JAX777bdnjnADwN69eyEWi/HZZ59xkiqGYfDjjz/izJkznNeLRCIMGDAACxYscKoZcESjRo3w/fffY/v27Xj77befiM24r5GXl4dDhw75pC6bzYbPP/8crVu3RseOHZ2WcSRjDx48gE6nc7lxFQqF6NOnDw4cOOC0zIMHD/Dtt99i5syZTss0adIEffv2dSucYaNp06Z46623ULduXVy7do1Gzr5169YTvxHlQu/evTF69Gi89NJLLgVPrpCTk4OlS5fi2LFj0Ov1yM/PR1ZWFnJycoo9JzKZDOPGjSsSs8IVbDYbEhMTn8hvS0mQnZ2NBQsWICIiArVq1XIqWMjKysI333yDjIyMIudq1aqFJUuWoEOHDlCpVB5ZByqVSvTs2RP169fH5MmTcejQoSd+bkkcJ09hMplw8uTJEmt+GYbBwYMHsWfPHgwfPtxlUDW9Xk/30larFbdu3fLIeiQmJgZKpZKTdBcUFGDLli1o164d+vTp43SNVKtWDZMmTcLMmTM92hvExsZi7ty5aN++PUQiEZKSkvDnn3/it99+w5kzZ8rc1cJTPNWku169eggPD6caZGKaKhKJ6GZbKBQiLy8PGo2GaphNJhP8/PxgNBqp+QbbBBv4n4THmRbXEYSoiMViqNVqO/NgQgLZGj+LxQKj0QitVouMjAyYTCanptBssufMRJaLjLtbcO7G48m17D5zCSRI2gWr1QqFQkGJt6PAwVELR+ZToVAgIiKCRsQkpJRoRAlZlcvlMJvNlIgrFApqfpWSkuK1QMMTAuFrgmaz2YoEEyMRwtlp5Ww2G305uhqXp/0l9ygnJ4c+RwBoEDcARfyoiECF5IMnz55AIKDuDYTgkradCS1I+1qtlhJ0mUxGCTcJgkjMzNmR+p0JR6RSKYKCgmg9bKsBnU4Hg8HAue58BW/MHD3BoUOH0KBBA682eo544YUXsHDhQp+Pt23btl5tihmGeabzEe/evRt//fUX1q5di8aNGyM4OBiPHj3CgwcPsH//fmzZssXp+OvVq4dvv/3WIxN1NjQaDV599VUAwOuvv/7Uazkd8fvvvxfbF5QLKSkpGDFiBLZt24YOHToUOX/58mWcO3fO7tjFixdx9OhR9OvXr8Ttb9iwAX379nUqWBGLxVi4cCHOnz+Pe/fuua2vfv362Lt3LzUHrV+/PoYNG4asrCwsXrwYGzdudKplfFKxadMmpwGYPIXFYsGBAwd8GlBRrVajYcOGXl2Tm5v7TAaKYhgGp06dwvDhw/HGG2+gc+fONPAW+abfuXMH27Ztw549e4oIOkQiEV555RX06NGjWJkzKlWqhHnz5uHcuXNPfPBBR2WGOyQmJvosz3peXh7mz5+PkJAQdOnShdNPm2jWCXG22Ww4c+YM9Hq91xpyR2RmZuL9999H5cqVnT47IpEIw4YNw+HDh3HkyBGXzwpJ6zhq1Cg6ltjYWLRq1QpjxozBmTNnsHLlSpw8efKJi4pefmFufYDo6GhoNBr4+flRDbJEIqEBnghBY+etJn4iUqmUEjmyGSfabWfBxtzBkbyRjZPVakV+fj5yc3PtzGiJljA9PZ2SbmeadUeNpqfCAG/ARZp9oe0mmlKdToesrCwqaSbE0THHOhsWiwVarZa6C7DNzQlJ9fPzg0wmo378RNhBgusRQuDYR7YQgz12TwQOjuW9uQdc80zGLhaLqZbXZDIhOzubxhkgVhr5+fk0qJo3rgOuhA7EzDs9PR0ZGRmUmBJLBJLbnb1GibkeiXbO9vkG/hcwz1UgDlIX0bbrdDpqBUE+woSEE+sRtj+/s/knfv/sOAAymQwqlQrBwcGUkLPdOtj3p6TPlK/NzTt06FAiwg0ASqXSR70pGR49eoQdO3aUdzdKDQzD4P79++jTpw/atGmDfv36oUGDBnjppZewZs0al+Tn0aNHxQ6wJhQKMWTIENSvX7+4XX9isXfvXp9ra5OTkzF06FDMmzcPf/75JxVs3r17F+PHjy+itTGbzTh69KhPBBoPHjzA0KFDodVqnZaJjY3FpEmTPKqvatWqnP6XQUFB+OSTT7Bv3z5ERUUVt7vlgpISbqCQILtLzeQtiAuWN7hw4QJu377t0348KbDZbLhy5QomT56MLl26YMCAARgwYABeeukldOzYEQMHDsS2bds4taDkeStJCsk6deqgXr16JRlCmYC4OXiKK1eu+DSw2MOHDzFx4kR88cUXSEtLs3uPMQyDhIQEbNmyxU6z/tdff3mUrpS4AbjC9evX8e6779LAh1wIDg7GnDlzEBYW5rIumUzGGeRNICiMfdStWzds2bIFs2bNKvG+ydd4qkk30a4R31FCsknE47y8POTm5sJgMCA9PZ1GQDYajcjLy0NWVlYRDSKb0BZn42yz2WAwGGjbhHCTtF3EfJ1oCZOTk5GdnV3Ef9yxbWfk29ebe1f1uTK55irrqLEnQgZ3JvzstiwWC3JycpCdnW1njUAsBQghJaZjRCNrtVqLBGfzdh7Ij6O/PTlfHMEMe2zs3wzDQKfT0TERMms0Gqn5PVlLZLyeamk9uadkXk0mE3JycpCZmUmtMAgJd9xsEg01IeCEfBM/brbW3BWRJW0TM3MS7ZyQfELcZTIZNBpNkRRZzsAOukeCtBFhXEBAAMLCwqBUKu1IPPt++PrZKk+YzWZcv369VDQt9+7d85gQWa1WfPHFFz7zz32SYTabce/ePRw4cAB5eXkebbiysrIwdOhQHDt2rFhtajQap77CTxpu3rzpUbmkpKQiWmdfITU1FR999BHatm2Lli1bomXLlujcubNTf+6DBw/SgKwlxdWrV7F06VKX62LEiBGoVq2a27q4AlUSiEQitGvXDjt27ED79u2fqfeaOyQlJSEtLc2ndRLhtKfIycnBZ5995rN186TCaDTi1q1bOHz4MA4fPozz58/j4cOHyMvLcyqostls2LlzJz788ENkZWUVq12pVOpVcLLygtlsRkJCgkdlLRYLfvnllxL7czsiISEB77zzDnr06IElS5bg1KlT+Pfff7Fnzx68+uqrOH/+vF35jIwMnD592u2+geyxXIFhGPz2229Ys2aNy3G1aNECQ4cOdUniCY9zBoFAgIiICLz33ntYt24dqlat+sS8955q0k3SgYlEIhQUFMBoNNLcvzqdDunp6YiPj0diYiLu3buHa9eu4datW7hz5w5u3bqFlJQUu0BbXJpQ9m9XYPu5ZmVlITc3lwZky8vLQ3Z2NgwGA3Jzc5GSkoKMjAzcvXsXcXFxMBqNRT6arvxVuczL3fXLW3AtUE8XreM42H0gf7PJtjsNbEFBAbKzs6kZPrnvZG7J3+RcTk4OcnNzodfrXQZW4CKChGyxI2kT0kcIHCFp7DRangpqnGlmiZ92ZmYmMjMzqTUAIeIkVoHZbKaWEc7SonHNI9d5x36w5zs/P58GFWSvT8d7S9Lssf3qSUA/IoX0ZA2Sts1mMyXepC5yT4gbAbFscbVGiUCH7XZCXA/8/PzoT0hICNRqdZHI7E+qb7cnyMjIQGJiIv05fvw4Bg0ahDfffLNU2tu3b59H2tmCggKsXLkSK1euLJV+PCtITU3FK6+8gt9//93ra+Pi4oqdAqms8d1337k1+7VarZg9e7ZHJtYlgdlsxuXLl3Hx4kU8evTIabmkpCS7uAglgdVqxbJly/DTTz85LRMaGorJkye73dCeOnXKbXyGtm3b4qeffsKQIUOemA2oL2C1WpGTk4Pk5GQkJycjPT0dSUlJ+OOPPzB9+nTcv3/fp+3l5eXh+++/98jvVKvVYvHixTh69KhP+/AswWAw4LPPPsPrr7+Omzdvem1JkpmZ6ZE2trxhtVrx888/e0SkL126ZJeu0JfIz8/HpUuXMG/ePPTp0wddunTBqFGj8NtvvxXxHzebzfj11185rRTY8HSvZLFYsGnTJqcxTYBCIcq4ceNcpqEzm82c0dIdIZPJMGDAAHzxxReoXbu2R30sbQiYp3BnmZubC39/f0ydOhUqlYr6a+fn59NIzFlZWcjMzERubi7NVU2Ig6PG1ZvUS67ANn329/dHZGQkwsLCqF8pSROWlZWFhIQEZGRkwGAw2PXNWzPhkn48nWn0uHy2vbm+pHAkQOxUbBqNhs4pIVPEX59o0ImWOCMjgxJvd/PLbouQa2JBQfKrk3VDLBWckVGuOXM8xp43Mr7AwEBUrFiRmgKTSOLEWiI1NRWZmZl2cQg81XY7s1RwFBg4EnFX1xJz/pCQEOqywa4vPz8faWlp0Gq1bs3h2fc5MDAQoaGhNDgbeU5JEMS0tDQYjUbOly7xBQ8KCkJAQAD1NSLm5GSdEGsCs9lsp813JvxydU+d+auz68nOzkZOTo7byNbFwZ07d/DHH3/gzJkzOHPmjJ1ZGhFEliaio6MxadIkjB49uogZ671795CWloYNGzZgx44dPpfeP6sIDw/H66+/7lF6K6CQcA8aNAiXLl0qVnsikQjPPfccpFIp+vTpg2PHjiEvLw9WqxU3b94slfvWvXt37N27l9OHPSkpCe+99x62b9/+RAXda9iwIU6ePMmZ/shms2H48OHYvn27x/VVqlQJu3btQvPmzTnPZ2RkoFWrVi4FD0KhEF988QXGjx/vtr3c3FxMnDgRP/zwg8d9LC5Ka3vJMAzS0tJw5swZHDlyBP/88w+1npHJZDCbzcjOzrYLNupLaDQazJo1C6+99hqCgoKK7IEsFguuXLmCJUuW4MCBA0+cX+mTCIFAgCpVqmD06NHo3bs3YmJiaHpfZ3tMq9WKTZs2YcqUKV6/n0g60ujoaISFhUGtVtNvpV6vR2pqKh4/fuzTFFb+/v744Ycf0K1bN6djevDgASZOnIjffvvtiRD8h4eHY8eOHXjhhReclomLi0O7du2QmJjoUZ2dO3fG999/7zS/vcViwfz587FkyRKnxLpp06Y4ePCgR5ZdVqsVv/zyC1599VWX5u2+gLt79lST7kmTJkGj0VDT8IyMDKSmpiIrKws6nY6moyKmq47k2hNtq7dgE28SdZn4F5O84cRflphBe+ubW5rgIlzkb3fwBQF3pm1kk2FivsyeV/a1hKSSCN9sFwJ2O1xkUywWQy6X01yRCoUCCoUCAOyi3Ofl5SEjI6OIr7Mnc8GlFXcULISGhlLNrkAgoJp+Mh5vhDTu5tsTbTnXNeQeicViKJVKBAcHQ61WQ6FQUH9vs9mMx48fU4LsieCD3OPg4GAEBARAKpVCKBTS59lqtSIjIwPZ2dmcZpVkLpVKJQ3CxzCF6fmI9p2YwxNtvU6nQ2Zmpl0/2eASPnijDfc16WYYBnq9HkeOHMGXX36JS5cuPRHROmNjYxETE4MqVaqgQoUKOHnyJK5fv46srKxnLrhXWUAoFKJp06bo3r07GjVqhDZt2nCSvcePH2Pw4MHFItxBQUEYNmwYBg8eTFO5sVME2mw2nDp1CitWrMCRI0d86lstFArx2muv4a233rJLO/Tnn39izpw5OH36tM/a8iWGDBmCDRs2FHmWLRYLmjZtin/++cer+ipVqoSdO3eiRYsWnOdXrVqF6dOnu3y+69evj9OnT7vNhQwUams7d+6MixcvetVPb+Hr95HZbMbNmzexY8cO7N+/H3fv3i03QiuRSNCgQQN07NgRtWrVgkqlglAoRGZmJk6cOIHffvsNGRkZ5f5OftogFAoRFBSEqlWrombNmqhXrx6ioqKgVqupj35gYCDy8/Nx6tQpfPTRR15pusl9GzFiBNq2bYvY2Fhq7QaA8oXU1FQcOHAAixcv9ilRe+6557Bq1Sq0bNmSxpUi7oUnT5584tKgCQQCvPTSS/jqq68QGRnJWeb06dPo06ePxy4CEokE77zzDubOnes01sylS5fw4osvOo17IZfL8cUXX2DkyJEe8Q6LxYJPPvkECxcuLHZ6VE/wTJPuIUOGQCKRQKfTQavVIjs7m5qYsyMTO272HU2dfQk2gWObKLPNkAl5Y/uRs/tVXnBmak3+dgdHoukJCecydyZz59gu+zzb15rL9I5oux3nmKtO4H8prtgWCuSFSMylifbbYrEgLy8Per0eDx8+REZGBmc+cHYbbNLmzB/fUbBANOzsgGVcQeec3Zvimkg7Wjm4Kkd+SJ5x4icNgFqckEB4joE7XNVJ7kdgYCANlggUbrpIUMKMjAwqUOGqQyqVIjQ0FIGBgVSYQlxRANgJ5IhbSGZmZpG+OvaZS2DjiUWIL0g3mc+vvvoKu3fvxsOHD30qiefxZCMmJoZTK6zT6YrlJ9+pUyesXbsWtWrVclvWbDZjxowZWLNmjdftuEN4eLhdOp3Hjx+7NWksTwgEAgwZMgRffPEFfZ51Oh2++uorzJkzp1hWATExMdixYwcn8f7777/RokULl5tFlUqFX3/9Fa1atfKovR07dmD48OGlurkvyZ6GvFNtNhtycnLw119/YevWrThy5AhSU1PLfb/EBts9qbQyYvxXwd5Hk++4QqGAzWZDVlaWV1YwQUFBeOeddzBmzBiEh4e73Z/abDaqSfeltU1QUBDq16+PBg0aICQkBFqtFufOncO///77RPr+SyQSDBs2DB999FGRgI06nQ7vv/8+PvvsM6/2IhqNBu+99x4mTZrEGR09MTERHTp0cGnh88ILL2DXrl1ONeaOePDgAbp37447d+543E9v8UyT7gYNGoBhGDtTX64I5K5IrTsTYGdw3HhzETk2oXNsj0szWhpwNx5nBNARxemfq3odNdqEuJE82yQgHtFIEtNutgaGRJ5nmP+5DLDvuSfklG2ZEBoaiooVK9II14ToWa1W6PV62j/ie2wymZCYmIg7d+44NXV2NifOSDd7ThzXDZem2Feabsc+uVo3joIS8puYmhNTWKPRSIOiOabgc7cm2cTb39+fRqEn5uBarZbmWnVGuoVCIVQqFSIiIqBSqWhUePY4iWDGbDZDr9cjOTmZ+ss7wp1QydWYSkq6p0yZApvNhl9++YUSbx5PN0QiEZo2bYphw4ZBKBRCp9Nh+/btbjcu+fn5uH//fomf/Q4dOuD7779HRESEx9c8ePAAbdu2LXUTvacBAoEAL774IqpXrw6gMM3Y5cuXS6RFiYmJwTfffIPnn3/eLgXPrFmzsHTpUrfXDxkyBNu2bXPrAw4UbpYbNWpUqv7yJVmj3333HYxGI/79919cuHABt27deiZz0P+X4Ofnh5iYGNSsWRM1a9aEQCBAcnIy4uPjaQwbtjso2duT735J1pNCocDy5csxfvx4l+mtHJGamoq2bduW2nNSXOVIWUMikaBt27aYNm0a6tWrB7FYjKSkJPzwww/YvHkzcnJyvK5TrVZj8uTJmDlzZpFsBffv30fnzp1dWjEoFAp8+umnGD9+vEfvPLPZjHHjxmHr1q1e99VTPNOkOzo6mm6inZmLs3870+S601JxabM80QA7khNXpL+0HjxnAgEuE2dncDc/xe0X2zxZoVDA398foaGhNJ83wxRGxRYIBNSXmki+SX+IbzMJQsZOpeWO4JGxk9zqMTExCA8Ph0qlQkhICBQKhV0gM6vVisDAQCoIMBgMSE5Oxs2bNz2OJu7JvHORWndjcbeO3K1hV9ptRyGSYz+4hAXOnkeua531ly0QUSgU1JWE+FyRyOlcFitsc/3w8HAEBQXRtBZWq9Uu7RzJ/W2xWJCUlMTp2+0MngqsSkq6PXlOeTwdUKvVGDx4MAYNGoQ2bdrYmdd5QtiMRiPOnj2LTz/9FL/++mux+lCtWjWcPn3a60jnZrMZjRo1wo0bN4rVLg/3kEqlePPNNzFlyhRERkbijz/+wNSpU3Hr1i2316pUKhw7dsypfzgbZrMZDRo08Kje4qIkewa5XE7diXg83VAqlejZsyfGjRuHJk2aQKPRUF9t4rJH/KnJfstsNtPsLXq9Hrdv38YPP/yAP//8s1hronfv3ti2bZvbnNOO0Ol0aNOmjdcuI88qFAoFgoODIRaLkZ2d7TI6vSeQSqXo27cv3n33XdSpUwcikQgmkwlff/01Zs+e7TJKOVAYY+PAgQOcKRMdYbPZ8Mknn2DevHml5u7m7p3nPIHuUwCLxWJHugH32iZnxzzVbpMfZ/U4IzSutJPutMGurnFl8uqqfi5ix+6vs7p9AUftaEBAAKKjo+Hv728XQEwgKIzWTcysTSaTnSWD2WxGQEAAGIaBWq2GSqXCw4cPYTAY7LRFrqwSCDELCgqCRqOBRCKByWSCVquFTqej91sul9No2HK5HAaDATk5OZTkF2f8gHthkKck3tn/ju1xlXG2dtiWGsTcHQDVXnNZE5B7w27Hce17sp7IeZIejmQnINYN7nzaSd9IGjJ/f3/afxKcjpitmc1mKiV1FhXdGVyVLW2BGo+nDwqFAhs2bMDQoUM5z3uigZFIJOjWrRsaNGiAVq1auY1a7QilUomPP/64WKnF/vjjD59Hg34SERERgV69euHBgwc4ffp0mQb/M5vNWLZsGb7//nsEBgbi7t27Hrev0+mwcuVKfP/99241PyKRCLVr1y5V0l0S8AEXnw1IJBLMmjULM2bMoPFx2CBuezKZzCUh7tq1KwYMGIDXX38dBw4c8OqbqlAoMGbMGK8JNwCkp6cXO53Z0wKJRIJGjRqhWbNmyM3NxZ9//olHjx5x5k83Go0eB0zzBGazGbt27cKFCxfw4osvonLlyrhz5w4OHz7slnADwLVr17B3715MmTLF7d5NIBAgMDDQzmK2rPFUk25n2ijHjb0rUuuMgDiSD7JBZ5N8LtLBBS6toLP+cI2Dq39cdTp+ZD0VJHDVwSZMpUW4iZY7NDSUkl6i1SbH8/LyaKRyYnJEolkDhSlV2L42gYGBMJlMdJ7YPtnssbCFJyTavEajQUBAAK3PZDJBrVZTjSjRsgoEAqptzczMpH3xVINLyjoT4DjW5cl8utJcc5V3Vo/j/0KhEAqFAlFRUVCpVNSf3WAw0FRtXDETPHn5eSNUIFYNruaV6zi5Z3l5eXam7wzDQCKRUOEMub+uckM6tsfVT1dlePDw8/NDmzZtfFJXREQEVqxYgeHDh3tFUAICAtClSxev2zObzVixYsUzT4YiIiKwdetWdOrUCQaDAb///jt+//13bNu2zec5n13h8ePHePz4sdfXHThwAJcuXXKr7RaJRHjhhRewd+/e4naRBw+3CAsLw8iRIzkJt7eIiorCjBkzcPLkSa9crIKCgtCkSROv22MYBocPH7bLBvKsQSgUYvjw4fj4448RFhZGA9WePXsWX3zxBf74449SjxvDMAzi4+OxceNGj/eGBAUFBdi6dSuGDBni1rebKNDKc2/2VOfp9lRS4Y7gcJUF7CMpkyBRsbGxqFChAsLCwqifqaN2jIv8eGKO7ghXBMmV1t1VHezriISRpGWSyWSQSqU0H7VjO94uVFdmyuz5IESWmFZKJBIwTGFUaalUSgOJsa+TSCQ0xQPxJWb/JuUcI5Zz9VEoFEIul9Oo6OHh4QgJCbELCkZMoIh/d2pqKh4+fIjc3FyqdWWvA3f3uTgPvScCG2+05O7Ajqbu7+9P5zw8PJym2VAqlZw5rtl/O7OqcAe2cMtRyOXMpJyrjoKCAuTm5tJsAWR9s8dJzM3dzTH5cQySWJzn40mGWCxGhw4dsG3bNvzwww/o0aOH08ilTyvK455lZGTgm2++8YkgUyAQoHnz5l75JxYXZrMZ8+fPx2+//VbqbZUnhEIh3nzzTXTq1AnA/8xily9fjuPHj+O5554r5x66h8FgwKpVq0o1Qu+zBoFAAI1GgxYtWmDo0KEYOnQounfvjvr163uUru9pgWNg37IAsVbzFapUqYLg4GCvrpFIJE6jZDsDwzC4ePEiPv3002f6WapYsSLmzJmDyMhIyneioqLQv39/fPfdd+jVq1eZfSc9VWQ64urVqzhy5IhH10kkEo/GIxAIqIWnL5+Xp1rTDbj3qWaTEE+0U+xrRSIRFAoFQkJCEBwcDH9/f/j5+VHtaX5+PhISEhAfH4/8/Hw701rHurj+d9U3T+Bopsw1NmfacrbJMIkGqVarKanUarXQ6/VFokM7a5NL08h1nWMZq9WK9PR0iMViREREwN/fn26G8/Ly6IaSEGoiLSWkKz8/H0KhkObO5vKt5hJ+sPtCSD3pD1soQfx/BQIBTUuXkZGBlJQU5OTk0EBcXGPzNYpjUcF1T5wJH7iOyWQyBAYGws/PD1arFUqlEhaLBXK5nD4HJMgJAfmwkzljm4IXZ47cWaw49tnx3ttsNhgMBmRnZ0MsFlPCTNaJYw52T94LcrkcKpWK+h/p9XpqicHu89MGgUCA4cOH02ApUqkUQGGApocPH+Kjjz7Cpk2bnsr0XxKJBE2aNEG1atXw3HPPoVOnTmAYBrt27cKJEyeKnd/aWyxduhTR0dEYOnQo/Pz8SrSh2bt3L6cJoCsQQZQnsNlsuHfvHj777DOsX7/+mfevbdeuHaZNm1bkuFAoRJ06dfDdd9+hffv2T2SEYTb279+Py5cvo2XLlk7LFBQUYM+ePR7VFxgYiC5dukAikSAuLg4XL158ZoiISqXCwIEDMWbMGDRo0ICaIJNYMb/99hvmzJnzVLpVKJVKVKtWDTVq1EDNmjXRsGFDqNVqPHz4ED/++CNOnDhR6vcxPT0dGzZswPz58z1KZ+cO8fHxXgcSNZlMyM3N9ZisZ2dnY8+ePfjkk09KNdDgk4DWrVujSpUqRY4LBAJERUVh7ty5uHjxop3VDVFUicVimlGmPPc8+fn52LBhA7p16+ZS280wjEc+6MHBwRgxYgS6desGmUyGf//9F7t27cLFixdLnKLwqSfdzuC48Wb/Zm/MuUgvIaUymQxRUVGIjo5GSEgINBoNzflLAj8EBQUBKHwRkJvhbPG5I8meaDK9MQ/mqpMQIoVCgYoVKyI6OhpKpRICgQBKpZJGjExNTcXt27fpy80VaXIUbjgeZ4/XkQzabDbqI6LVaqmZt0qlglQqpS9pR4LEJtoGgwFarZbmzfZkY8jub0FBAbKzsxEWFga5XA6LxWKXP5GQytTUVDx48ABardYuwqajabUn4FqDXOe4/ndVp+MY2WPlKuOqLmKKQ0zsJRIJFAoFTZtG1k1eXh71tRcKhTSXpkKhgMlkQnZ2NhXgsEmpt6biXGvI2Zgdn7WCggJotVqqtSAfDKBQq5ufn0+Dt7gCOyI6sRAxm83Q6XTIzs6GTqd7aokJIdzr1q3j3BzFxsZi1apVMBgM+OGHH8qhh8VH48aNMXPmTLz00ktFxta8eXMkJydj+PDhOH78eKn3xWg04o033sDSpUsxYMAA9OjRAy1atPBYY11QUIB//vkH+/btwzfffOO1ACQtLQ0//vgjJkyY4LKc1WrF+vXrsWDBAqSnp3vVxtMKf39/l5rNBg0aoEuXLvjxxx/tjkdERKBNmzZITk7Gn3/+We6EVK/XY+XKlfjmm2+c+rEaDAaPzNfr1q2LHTt2oFatWnZR9ufNm4eUlBRfd71MoVKp8P777+P1118vMk9CoRCBgYEYMGAAFAoFRowYUawIzeUBgUCABg0aYMGCBWjVqhX8/f2LWHINGDAA7733Hr766qtSFaIWFBTg888/x8OHDzF69GjUrVsXQUFB8PPz89idi7iXXb9+HfPnz/faxzo7Oxt//vknKleu7Ladv//+G++99x7++OMPj3yKn3bUrVuX7oW48Nxzz+H555/H9u3bARQK4EaPHo0+ffogKCgI8fHx+PXXX/HTTz8hISGh3Mj35cuXsWfPHpeRzG02G+7evetyjyaTyTBv3jxMnDiRxgFq3749Bg0ahA0bNmDFihUlEro+s6TbG3ARU6lUirCwMFSsWBFhYWE0XzDR/pHcvnq9HlWqVEF6ejolYK7yEbNN3T3V4DkzXWcf88SnlJjQqlQqVK1aFTVq1EBQUBAYhoHRaIRcLqekQyAQ0JRPBoOBjsmRzHNplB3JnjOtM9uUJD8/HwUFBdDpdEhNTYVMJoNCoYBSqaRRp9lE3Wq10v4RAuyYn51rvrn6T/I9pqSkQC6XQyaT0SB9REKam5uLuLg4ZGdn00jmXCm8ioOSWjw4g6eaYXYfHM+JxWJ6Ti6XU213QUEBNVNTKBTQ6/UQCoXQaDSIiYmBSqWivvgkyntKSorTwHNc98fdOnMHdjmi7SbEm3xkiFCFrCdnmm6yhsRiMQICAqjVBdF8E6uRx48f0+fladN2Dxs2DJ9//rlLbYRKpcL06dNx8ODBJ17bR9C4cWPs3r3b5YYrMjISq1atwvPPP4/c3NxS75PJZMK9e/fwySefYM2aNXjxxRdRqVIlDBs2zCn5PnjwIOLi4qDX6/HLL78Ue/6tVivef/99VK9eHR06dHBabteuXZg5c+Z/YuPpKUQiESpVqmR3rGvXrvjmm28QGhoKi8WCgwcPYuXKlfjzzz/L1SLkxx9/RNeuXTFu3DjO83v37kVcXJzbeqZMmYI6derQ/1UqFcaOHYsOHTqgU6dOXgfye1IgFosxdepUTJ482aXpsUAgQPv27dGsWbOnwr1CKBSiQ4cOWLduHWrUqOG0XHBwMN59912cOHECt2/fLtU+mUwm7NmzBz///DMCAgJQpUoV1KhRA/Xq1UOtWrWgVqvtUnoS5U9ubi4SExMRHx+P+/fv49y5c0hOTvb625qfn48vvvgC7du3R1hYmNNyd+/exWuvvYbLly8/dd/v4kAgELj1tZdKpahTpw7d6y1YsAATJkygVnD16tVDt27dMH78eCxcuBD79u0rF6GjyWTC+vXr0a1bN8TExHCWIfnQXd3b6tWrY8iQIZRwA4XzFBERgRkzZiAzMxPr1q0rtnLlmSHdnmoDPalHJBIhMDAQlStXRlRUFEJCQiCXy+Hn50fJBFAoKZZIJDTqtl6v5yR4XP30VKvN9iFlEwhH31Zn5IRdj0gkgkqlQrVq1Wg+akJo/fz8aORuYjIcExOD5ORkajrCJt5cfSVtuhsjV3+JwILk4ibBr9jjJ2Cbc7Pngsu837EdrvkihCsuLg65ubkICgqCVCql5mXsPhG/YEfC7eqeO/bHUdjC/s2lzfWkXndwdj8c54K95tjrjV2eaLSJEIfENRCLxQgPD6cWIWKxGGKxGDKZjFpXxMfHU22wp2vEcT64LEYc55DL8oBEMicaehIgj7hUsPN+c801sX5Rq9WQSqXUn50EZBOJRNDr9TT9mKt5f9JQoUIFfPTRRx6lM6tcuTLkcnmpkm72Bqy45lxCoRCzZs3ClClTEBUV5bZ8/fr1sWjRIkydOrVY7RUXBoMBP/30EwDg888/d1rOlwQuNTUVQ4cOxaJFi1CpUiW0bdsWiYmJuHbtGgIDA9GuXTvcvHmTJ9wcGDBgAFatWgWGYVCjRg1s3boVISEhAArX7aBBg9CzZ0+8/fbb+PLLL8uNeNtsNsyYMQPh4eHo2bOn3bn09HR8+umnbvsWEBCA559/vshxoVCIqlWr4rXXXsO7777r036XFV588UXMmjXLI19fhUKB2NjYUu8T1z7OGwiFQnTp0gUbNmwoIhziQsWKFdGhQ4dSJ90AqHLHaDQiOTkZZ86csdvbsvd45BvsK8UGUJh5YezYsZgyZQpq1KgBiUQCvV6P7OxsKnxfvXo1/vrrr/8E4QYK5zk7O9tlGWIFS6wnhg4dSgk3gVgsRr169bBhwwYEBQXhm2++KRfife3aNaxevRqLFi0qIkywWq04dOgQ/v33X5d1NGnShL7PHaFUKjFhwgTs3bu32BHcnwnSzUVaXMGV1oxsoiMjIxEaGorw8HAEBwdTbZZEIqFEgyuKqyMhcEa8HcuS/9k/IpEIYrEYSqUSSqUSUqkUVqsVOp0OOp2O+hNzEQxHksIm3FWrVqX1kXMymYz6FxYUFEAikUAqlVIza2/ml2tOXBFHNvEmZbgIvuO42NezfxzrdlYHu4zVaoXBYIDZbEZ6enqRVHTEnJ1o0h03K86EK87GwF4DjgHYHK0lXI2dqw9cJM8V8XOm2WULQdiaYUKCiPVBfn4+lZgSLSlJraZQKCgJjYiIgM1mQ1xcHE3/xrVmPRFIsfvoqhz72SBp5tLS0pCfnw+VSgWBQACdTgetVksFTs7qI2OUy+WQy+X0Q0SukcvlCAgIgFarpRpzXwkDSxuLFy8uk02lK5Aghr1790afPn0QGxuL3NxcfP7559i6davXH/HGjRvj7bff9iroTpUqVWgsh/JAWRK01NRUvPrqq5BKpahUqRJyc3ORlpYGhUKBiRMneuzv6ylEIhH69etHtRBnzpzBgwcP7DJAPA3Yvn07faZfffVVzg2aUqnEypUrAaBciXd2djZGjx6NOXPmYOjQoRCLxbhw4QKmT5/uka9q3bp1UatWLafnR40ahdWrVz910Z1lMhlef/11+Pv7e1SeZMHwNQQCAVQqFWrUqIGWLVsiLCwMAoEAcXFxOHjwoNduHc2bN8fnn3/uEeEm7deoUaPcvlNk71UWsNlsOHToEI4fP46AgACaLpTcV6FQWOKc008j0tLS3CpAtFotBAIBWrVqhYCAAKd1BQYGYsGCBUhKSsLBgwfLfE1ZrVZ89dVX8PPzw6uvvorw8HAIhUJotVocOnQICxYsgF6vd3q9QCBA/fr1Xbo9VKtWDW3atMGOHTuK1cdngnS7Ig3OXiZc5JiA+BITokGIrVqthlAohF6vh8lksiOLbJLoCfF27Au5hhBtqVSKoKAgBAcHIzQ0lC50YtJ+48YNpKWlwWKxFCEujhpYgaAwCl+FChUQGRlJSTzR2JM+kpzYJC0XwzB2Ucw9eRm5EihwHXeEoybacVzuiLuz/rDLOWri2RJVouVnWyyw++VuDtj1su+FI1kkRJZoTuVyuZ2POjsXtjPNrbuxegtH4s8eEwAaSR74X0RSkmZLICh0uyCB+chzUlBQAD8/PxovICwsDPn5+UhMTKTBBz15MXPdR2djdnbPSb+NRiPMZjOysrKokIltvUDq4BLIKRQKKnwTCASwWq00DoBIJKL54l0R+CcNERERaN26dbm1HxISgjp16mDatGno0KEDDaZI8OWXX6Jy5cpYuHChx8Q7JiYGO3fu9DrKbbt27RAbG/tUBk0qLsxmsx0BMxqN+PTTT33ahlAoxKRJk7B06VLqM63T6WA0GrFnzx6sWbMGN27c8GmbpQUihNZoNOjYsaPTcgqFAkuWLMHZs2fxzz//lFX3iiAzMxMzZ87EokWLIBAIqLbRE7zyyisuI/eGhobi+eefx+7du33V3TJBQECAS9NrR5Bvlq8gFApRqVIl9OnTB3369EHDhg3h7+9P59piseDw4cMYM2aMx/7LAQEB+PjjjzmDYrmCu+ChzxpIutOygEQiQY0aNdCuXTtUqFABOTk5uHv3Lm7cuIGHDx8+EekX9Xq9W4s8sr+rW7euWz/8sLAwLFy4EHfu3CkTCwpH6HQ6LFmyBLt27ULdunUhkUhw69Yt3Llzx+19l8lkbp8fmUyGNm3a4McffyxWKrVngnQ7Mz0lx5yVdwWS21mv10Mmk0GlUtFI2SSSMyEVxMeX3Z47kxguEkbSGgQEBCA6OhqRkZE0WBPRsLHTVhGNGrseR5LH1nJHR0dT83hiLk+uJ1GdCZkix9lSSEK8nc2fJ9LS4lgjkP8dx+fLDwW7XldE3RMts+P8s8G2LAgKCkJUVBRCQ0MhFoup9UJ+fj7S09ORnp4Oo9FopxF2p+32hTUCu36GYajwifRdKpUiNzeXzgex/lAqlRCLxSgoKIBAIIBWq4VKpYJKpUJISAgNPhgeHg6DwUAlrK7GQ9pl/7iybHAcv6MAjPwmWnzH+lz1gUTQJ8IFkmaPTdalUikVOrDntKQCkdJEXl4e0tPTvd6slRQBAQEYPnw4Jk+ejOrVqzsN5iIWi/HOO+/gl19+wZkzZzyq+9VXX3UbNMdZW0/yvXoawUW4AdB3w2uvvYbBgwdj5syZ2L59+xMfK2Do0KFYs2YNlEql22dGo9Fg8+bNGDBgAB48eFBGPSwKm83m1oyUC+78PSUSiUtN+JMK8p31prwvgsYJBAJER0dj+PDhGDt2LKpWrcpJYiQSCV588UU0adIER48e9ajuNm3aoE2bNl73KTMz0+treLhHZGQkpk+fjhEjRiA0NJRaTxYUFCAzMxPHjx/HunXrcP78+XK19PEk8jhxsXVmdu2IevXqYe7cuZg4caJLzbIj2JllSqK0sFgsuH37ttek39/fH7Vr13ZZhmjD2Uoob/DUk25X5qbONuCO2k7HjXl+fj60Wi3CwsIowTabzRAIBFQLyo6eTfx8HTfvzogamzwIBAJqihsYGIiYmBgEBgbSwG0EcrmcasGzsrKoL7YrrR5pSyQS2eUUJ4uZ5Oi22Ww00jTxWyabT0d/XncbUleksKREmUv76q4NZ2vAlSmN4zjdETLH+lwJJdhR8StXrgyNRgONRgObzQaVSkUtGVQqFQIDA6mfOVA057g3Gn93cFYXMQ0nbZOgY+R/IoRhmMJUDCaTifpwkzVE3AasVitkMhmUSiUiIyOpm4SzDw6ZR2IVQLTMRNDl+Ny5Gr+joMbVPHFp0QUCASQSCfz8/KjZPNsaBCiUGJN0YiKRyE6D8CRrEvR6PY4fP44WLVqUWZutW7fGe++9h5deesmj8gqFAh06dPCIdKtUKrRv375Y/Tpz5gwePXpUrGt5cGP8+PFYtmyZy6jgAQEB+PLLL9GhQwdMnDixTILZcSEhIQE5OTkuzY6JNjIjIwNHjx7FoEGDXNbZqFEj7N692yviHRAQgH79+lFrtJycHOzZs6dMNWPh4eEuA+0R1KxZkwpbnxbk5OTg77//Rv369T0qT77LJQFJTTZt2jTUqVPHZcRoAHTf5gkEAgHat29fxNfWE6SlpXl9DQ/XCAwMxNq1a9GnTx87oQqxOo2MjMSwYcPQqVMnzJ49G1u3bi235ycjIwNms9mpgE0gECAoKAgFBQX4999/0b17d7fabqFQiL59++LAgQPYtWuX2/2PUChE48aNMWjQIFSsWBFxcXE4fvw4zp8/X6ZCWOJS7A7BwcEeZxtxxFNPurlIJtcxNrjKsI8XFBQgNTUVQUFBkMlkdKNPfD/JdUQjzDaT9URrRkDSd/n5+SE6OhqxsbE0bRXxpyZ5kSUSCfLy8pCTkwO9Xg+9Xk/JCpscc41JKBRCqVRCJBLBZrPRiNTENBgoNDEkWnQSYIqYnDsKEbjgzJyc6xyBr4mIO9N2b9ouCXl11j4RsISEhKBatWr0XstkMhp0LCMjAwqFAgUFBVCr1TRPrsFg8HhdFQdc95ZhCoOLaLVaSjLJWiNuDUQyyba+INFBiaCH+EwRMk4ioBNTc1fR/gnZDQkJQWBgICQSCQ18R6LKm81mtwFXXFnDOI6Z61rysWT7+hMBA4FUKrWzDHCmcX8SsWHDBvTt29cjrdWVK1eg0+mK3VbXrl3x3XffuYwi6wij0eixCWtQUBAaNmxYrL7l5eWVOA8nD3v07NnTJeFmY8iQITCbzRg3bly5aH+uXr2Kn376CSNHjnRbtqCgwOMUUo0aNcLOnTvRrVs3ZGRkuCwbEBCAr776Cv3796fvDavVil69emHlypX4+++/y2RupFKpR6Svbdu2xdb6lBesVis2bdqEPn36uPRRJSBWWsVFhQoV8OGHH2LIkCEeBW4DgNzcXNy5c8ejskKhEBEREV73y2azuV2PPLxH//790atXL7fkNDw8HB9//DEePnyIEydOlE3nHHDnzh0kJSWhatWqTsvExsZCJBJh//79GDVqlEeBSVUqFaZNm4Y//vjDbcyHli1bYvPmzahWrRrdi06aNAmnTp3C559/jtOnT5doz+EpYmNjPfpWlcQizrmzzlMCLs0ql5m1KzNUx98kynFcXBzS09ORlpaG9PR06PV6KJVKGAwGqmmzWCzUBNixHWdabvJbLBZDrVYjJiYGtWrVQqVKlVChQgVUqlQJlSpVQmBgIAICAqBSqajfKImynJaWZufz62pu2O0RgkdMZAmxNhgMlMiTceXm5tr5rjvWyQabmJMfIlQgWk/yNzG9Zf8UB45tsdtjt0V+2G2VBgni0sSz2yNm5ZGRkQgPD0dQUBCCgoKg0Who9PjIyEgEBwdTQh4UFETNz7lMpdn1u/vbcdzOTK/Zx4gpFNGwsE3NyfUk2J7FYkF2djYV1JAo50ChuRwJQEai5gcGBrrM1ck26SaEm7hg+Pv7IyIiAlFRUQgKCqL5w135H3pjqeE4F4R0k3VMzhFBFukb+7on3aycjYcPH2LgwIEemWMVN6q1QqHAxx9/jC1btnhFuIFCabxWq/W6TW/hC6EWeR89Lff+SYJAIED//v3Ru3fvcmnfarVi5cqVHqXSAoDDhw97TIAbNWqEwYMHuy33yiuv2BFuoPA9M3ToUBw/fhybN29GkyZNPGqzJOjQoYNb83KgMCDf0xK/go2zZ89iw4YNHgkLiFWVtxAIBKhVqxY2btyIUaNGeUy4GYbBkSNHcPfuXY/bcvXtcwaSzpOH7+Dn54fBgwd7rAmNjIzE22+/DT8/v1LuGTfS0tJw4sQJl9++qlWrIiIiAv/88w/279/v8XeySZMmePnll11+C+VyOaZNm0YJN1D43Pj7+6Nnz5744YcfsHHjRnTo0MFj4W1xUb16dY/uGwmoXBw89aTbmVmsK7LBLuN4jpAFi8WCjIwM3L9/H+np6cjLy6NRmol2m/gFkfy+rm4Cuz/EXFaj0aBq1aqoXLkyIiMjERERgaCgIAQEBCA0NBRSqZS2QfJRm0wmJCcnQ6vV2pn5upoLm81G/dGJto5thkT+JlpMosVLTU11GSHdcXzsv4mPukajQVhYGPVR9/f3h1wup+bxjgTcWxBiRkidWq22+1GpVNQkmLRL/NcdiXhJ4YzUk/4pFArq3xwYGEhNkaOjo2kAO3KtUqmkpufh4eFUy8xeQ64sD1wJABz7zHWOCHOIVjk9PZ1qt0n6LzahJtruvLw8ZGVlwWg0wmKxUPNxg8GArKwsarVB5iIoKMjOTcJxLQiFQip0IlYnSqUSKpUKarUagYGBiIyMRGRkJDQaDb23rsbqDo59IOuZ5OIm94Jotkk/2XP2NJiVO+LatWsYMGAAbty44fJdVhyNj1KpxKefforZs2cjNDTUq2utVis2bNjgsU+lXq9HQkKC130EUOyIpEChydmIESNw6NAhnD9/Hnv37sXQoUMRFhbm1pTUWwiFQvj7+6N///4YMWIE/enduzd976lUKrealtKERCKhAjZvoFKpyjxtGxtXr17FypUrPVrnR44cwbfffuuxZdukSZNcpuULCQnBlClTnL6rVCoVRowYgePHj+Ott97ySEtbXMTGxnq0bg8ePFgqkb1LGxaLBcuWLcPOnTvdEu+UlBSvTfuFQiGef/55/PDDD3jxxRe9ehbj4uKwYsUKj4WbNputWL7ZDx8+LFGsAaFQiNjYWPTq1Qv9+/dH586dERMTY2cB5isQhUXdunXRoEED1KlTB1WqVEF0dDSCgoKgVCrpt7m8oFAo0Lt3b69dtVq1aoXq1auXUq9cw2KxYNu2bS6F2mSfZTQasWHDBo+/r1KpFEOHDqVZbbhQtWpVtGvXzul9CwgIwMCBA7Fr1y6sWLECVapUKZV7LBQKERMT49Fz6mih6Q2eavNyZyTHkxvizsSUENWUlBQUFBQgKioKJpMJubm51GfTarUiJSUF6enplHQ7024Tks8m3JUrV0aVKlUQEBBAiZlEIoHFYoHZbIZGo6H+Fvn5+VTDTT4A7HzVXGMibdpsNuTk5ECn09FgVyQ9FiHHFouFRnUsKCiAVqul43KnTXe0KiAmwUFBQYiNjYVGo6Fkl6TkSktLo2ma2HPH7ru7+8fWhPr7+1ONMSFxhACxhSRmsxl6vd4u5RrbL9mXIMReJpMhICAAFSpUoJprEqlUKBTSe6lQKCjJZRiGBugjZtzs+XV2z52tAfY9cnYN17VEAJWenk7jDhDySeaPkHHS59TUVLso+OyNG2lDJpPBbDZTYuBqHWk0GirhZJNqNuknRD49PR1arZaaCHt6T91ZcwgEAkr8iVad9Je4ARiNRggEAjsf+KcN165dQ/v27fHuu+9i7NixRQjC5cuXsWbNGq/qVCgUWLlyJcaPH1+sj+Xp06exfPlyj8tnZmbixIkTbgOiOCI5ORkXLlzwtnsACsnSpk2biuRD7t27N5KTk/H777/j2LFj2LdvX4k19hUrVsSMGTPQt29fREVF2W0SSMAnsp6PHTuGo0eP4tChQ2XqJ920aVPMnDkTLVq08Nqq4UnAhg0bEB0djdmzZ7ssZzQaMW3aNDRu3Ngjl4awsDBoNBqn96JKlSoebb7VajVWrFiBVq1aYcKECWViBfIsIjMzE2+99RbS09MxatQoTiGGxWLBvn37vDJvFQqF6Nq1K9auXet1gMrs7GzMnTvXq4j3DMPg5MmTmDRpksfknmEYHD58uNhrRyQSYcSIEZg7dy4qVqxIrd2ysrJw4cIF/PTTT/jtt99KbAkhl8vRqVMnDB8+HM2aNaN7J5vNRtO46nQ6pKSk4OHDh7hz5w7Onj2Lq1ev0oCvpQ2NRoOuXbti8ODB6NChg0uSyQWyRywvXLhwAdu3b8eECRM41w9bIffvv//i888/x8KFCz2KIVCtWjUEBQU5fec1bNjQbZYRgUCA4OBgvPbaa6hXrx7eeustn+dTl0gkHj+rycnJxXY3eapJNxvuzJ7Z/3uy8WMT77S0NBiNRuTk5CAgIAByuRw2mw06nQ6pqanIysoqQk4dCaQjSaxevTpq1aplF+CMEHISoI0QEb1ej9zcXKSmpiI+Pp4SRsc8x1zjJOPIy8tDRkYG1QYajUYqGZTJZDAajdR03Wq1IjExEbm5uW6DQXHNJ0mtVLVqVURFRdFI3cRfPCIiAnl5eUhOTkZKSgoyMzNpJHi2ttdZm+y5VKvVVINOco2T+0PmlQgYbDYbTceVl5eHzMxM6sPpinizhSbO+sTVP0K4K1SogNjYWKjVaoSEhECpVFKyLxaLqV+yTCaDXq+nWuG8vDxq6eCJX70z6w2u/931nz1Oq9UKk8mExMREiMViBAQEwGw2QyQSwWQyIScnh84hUGiylpGRQeMIEKEC0YhLJBI7Hzl2Wjp2H8jzQGIQkL8B0PkjqciIBp5oUdnPpDdj5ppL4H/WKSTXNxEakHPkNxHqOAqqniaNd3p6OmbMmIH9+/dj0aJFVFN5/PhxfP7554iPj/eqvg8++ADjx48vlvnjzZs3MWnSJK+1TF9++SVGjBjh8ebHYrFgzZo1ePjwodd9FAgEmDRpEnr06MF5LioqCiNGjMCQIUMwdepUrF27Fj/++GOxSHB0dDS+//57tG3blvO8RCJBxYoV6f9jxozBK6+8gsuXL2P16tXYv39/iQNCuYJEIsGbb76JqVOnepwrmAvlnffZYrHg888/R9euXdGoUSN63Gw2FwkMlJeXh8mTJ+PIkSNu11twcDBGjRqFjz/+uMTvBIFAgAEDBgAAxo0b59OAQzKZDO3atXNbzmQy4dSpUz5rtzyQlpaG2bNn45dffsHEiRPRuHFjSgLS09Oxfft2bNiwwSvi2LRpU6xfv57mpPcUBoMBy5Ytw549e7wmqufPn8fDhw9d+uaykZqaiu3btxebEMfGxmLBggV2zzlx/6pQoQJ69eqFe/fu4ciRI9i7dy8uXbrktUWEVCrFtGnTMHPmTAQGBrosS4SsxOLu4sWL+PLLL/Hzzz8Xyx3KU0RFRWHFihXo3bu3x+4DjtDr9eUa0M5gMGDx4sWoVq0aOnfuXGQ/FBcXRy0irFYrvv32W/Tp08ejVKMk+xMXBAIBqlev7rGgSCQSoW3btli1ahVeeeWVYn2vXdXtiRWezWbDX3/99d8k3Z746hLS6ahFcwdSnnwYtVot9Ho9UlNT7TbfFovFTmNKrnXWX4lEgujoaERFRVGNOVAozRMIBJSgWCwW5OTkUNKVkJCAu3fvUp9ZR9NydruOBIb09dGjR1CpVDSKNFC40MxmM4xGI93Y5ubmIjk52aM8ylzkTiAQQKFQICAgAP7+/ggNDaUvI2KmS8yDQ0JCoNPpEBcXh6SkpCIRqR1JJvs+S6VSREREIDg4mJqPs/OPs0keADutd15eHjQaDbVUYAfj4loLru6rs3mRSCSIiIhA1apVodFoEBgYCJVKBYVCAZlMRqW0xPzaarVSE2xyj4iwx/EBd0a+2XPmbq1znXdGFokG/tGjR9DpdFCpVGAYBlqtFhkZGdRagbhfkOBrRMtF8t6TMbM148T3m+vjzzY9J24P5D6T9shckWciODgYZrPZLq2Zt3Bmbk8EcUDhx4SYldtsNphMJmRlZUGn03FauzxNKCgowPHjx+3IXXE2Zx06dMDYsWOLRbhv375Nzd29xZUrV7Br1y6MGTPGo7n/888/vdbgE0gkEgwePNhtO2KxGI0bN8bGjRvRr18/jB071qsgRuHh4di5c6fXOdXFYjFatGiBbdu2Yfv27aUaHXzMmDFYvHhxiczpGYbB999/78NeFQ+JiYno2bMnRo0ahaZNmwIATpw4gXXr1hUpe/HiRaxatQpz5sxxOXaBQIBmzZpRd5ySQiAQYODAgTh8+DA2bdpU4vrY8MQt4N69e/j333992m55wGQy4fDhwzh+/Diio6Pp5jslJQWJiYleBYlTq9WYN2+e14TbaDRi+fLlWL16dbGi1D9+/BgbN27EggUL3D5/NpsNe/fuxbVr17xuh6BGjRourVikUinq1KmD2rVr49VXX8XOnTvx7rvvIj093eM2GjVqhLffftst4WZDJBIhICAAXbp0QevWrbFt2zZ8+OGHpeK7LpVKMWfOHAwcOLBErjy3bt0qtkuUr5CQkIDXX38dixYtQvfu3amPeWJiIt5//327rB5paWlYvnw5Nm7c6PbekH23M3jrfiQQCNCqVStMnjwZc+bM8VkAR8Ip3EGr1eLw4cP/TfNysVhMzVfZQY6A/91ok8lkR4qLQ6DIZp6QYQI2MXdWr6NfaEBAgF3U6oCAABqF2WAw0HzgRqORBjiLi4tDXFwcsrOz7UyOucBFFsgYtFot7ty5Q809CLkjacNIoLZHjx4hNzfXzmyYXb8rH2HHvpB0aCRwG7lXBoOBat3VajWkUik11yf95ZpPttUASd1E/IOJhpu0ReoRiUTUlxgAvY7kUwZA/ddLambuaNFQsWJFqNVqaDQaBAQEQKFQICQkBDabDdeuXUNSUhIVGIjFYmRnZ1MiabVaqSUFl+uCo0aay8WCi3w7luMasyPxJu3n5eXBaDQWec4c+0diDxQUFNAsAGSjSUzqiZbcMe0XaZNhGCrUIuZNFouFCqiEQiFdWySwIbkuICAAer3erdCIPUeuBBVsAQH7mSfEn0R5J4Kj0jYvJ7ER2CBuE75EScahUCjw3nvveZzbk43s7GysXLmyWISbYPr06dBoNEWCUjlCp9Nh5cqVMBgMxW7LW0uSXr164cyZM5g6dSp+/fVXj66rV6+e14Tbsd0hQ4agoKAAr776qs+jtPv7+2Pq1KlON/xarRabN29GpUqV0KVLF07tB8Mw2LFjB/744w+f9q24SEpKwuLFi92WKygowMKFC5GWloZ33nnHKeFKTEzEqlWrfB59/I033sDevXt9Zmaen5+PY8eOudR2m0wmvP7668jKyvJJm85A3PE0Gg1CQkIQGhoKlUoFs9mMhIQEPHr0iH4jSwqTyYT79+/j/v37xa6jU6dO6Nixo1fXZGZmYsmSJVi7dm2xtbIMw2DDhg1o2LAhXn75ZZfE+/r161i7dm2J3gGeWpIJBAJoNBqMHj0aNpsNM2bM8Fjo16xZMwQFBRW7jyqVCuPGjYNCocDUqVN9LmysUaMG+vfv75Jw5+TkIDs7GxqNBmq12s6yj2EYPHz4EEuWLCmT6NzucP/+fUyYMAFNmjRBw4YNYbFYcPLkSVy/fr3I/uznn3/GggULMHv2bISFhTn9BpKA1FxgGAY3btxAQUGBV+RbJBKhT58++Oyzz3yW4pNYwrors2vXLly5cqXY7XhNuk+ePIlly5bh8uXLSE5Oxt69e9G3b196nmEYzJ8/H1999RW0Wi3atGmD9evX2/kpZWVlYerUqThw4ACEQiH69++P1atXOzVBcIagoCAEBwcjMDAQMpmMkiiSP5cEgEpKSqKm0t4Sb3YZV9pld/URzWdwcDCCgoKgUqkoCVUqldDpdFQLSwJRGQwGPHr0CI8ePaKB3Egf3JEkdrsMw9CPfGZmJvVR12g0lBiTlE+pqanIzMykxMHVh4yLpJC22S/k/Px8GsGcmEpLJBKYTCbqDxscHIxatWrBarUiPT2dEhpnc0vaJYIXLo04aYtEa7darZBKpdTkWSAojNweEhICrVZbIomZI5EViUQ0KJ5KpUJAQAA15Sf+8zqdDjdv3oTBYKABuhxNunU6nR2Jc+bX7U7ow9Vfck+I4IEQaFfCJLL+2KSeXYaQYwA0GB9JcadWq6FQKCAQCGA0GqlfvzMhEsMU5gnXarU0vze5l+z0XI4kmPjHe5o71tFKxnFdk3qJNQKbpBMBWW5uLh49euRUiOAL+Pn5oUePHmjfvj3atGljZ0YMFErLjx07hmXLlpVbnmM2VCpVsVJ33bx5E0OGDMH169dL1H5OTg7Gjx8Pk8mEvn37cn5fHj16hPnz52Pv3r3FbqegoACnTp3y2oe8Ro0a2LJlC0aMGIGjR48Wu31vIBAURgfftGkTjh8/7tO6O3bsiDp16jg9n5mZiTlz5sBms6F58+aYNm0aatasSc8/fPgQe/bswZ49e0pt/ZLsEEChoNUbrZs7WCwWrF27FqdPn8a0adPQt29fu5RbR48exbhx45CYmOi0jocPH+LixYteB2KqXbs2/Y75CufOnUN+fj5nUKyUlBQsX74c586d81l7jqhWrRoaNmyILl26oHnz5oiMjLQLwkrev3Fxcdi2bRu+/fbbcs85LZFI0LdvX4/NjG02G65fv4558+bh559/LlFaMuB/e+vExEQMGjQIERERdjFTTCYTLl68iHfffRc3b94sUVuPHj2CwWDwKMI9ULhXGzlyJJKSkrBkyRK3puZEsVJSKzGxWIx+/fph+/btOHz4cInqckTr1q1davt1Oh1ef/11HDt2DGFhYahbty7UajXNyKLX63H06FH8888/peKCJpVKERUVhYCAABQUFCA9PR3p6eku9/W5ubk4fvw4TWHmrF/5+fn4/PPP8ffff+ONN95Au3btEBwcbHe/MjIysGrVKmRnZztt78SJE7h27ZqdG48nqFChAmrVquUz0m02m3HlyhW0adPGqRXo2bNn8cknn5QocKTXpFuv16NBgwYYO3YsXn755SLnly5dijVr1uDbb79F5cqVMW/ePHTt2hU3btygmpnhw4cjOTkZR48ehcViwZgxYzBhwgSvTcpq1qxJTXaJ5EgsFkOhUFAtmUajQVBQEB48eIDU1FRqzuvtAndV3lNpH9F+Es0mCXBmMplgNBrtTFSJsCAjIwMGg8HOh9tTok/OkwVktVopqdfpdJSYEHJiMploYDMuKaanZstkHKmpqQgNDQXDMHaWCIS4CYVCqNVqSoDDw8MpSSLRsh1JDntcRAvKMIWprcRiMfz8/GC1Wu201jabjZry+/n5UV9rEqyOmCwbDAZO7bGnwhmyBsk69Pf3p7+JdlsikcBgMCAzMxMmk4mSb61Wy2lizRY+EO0uSYdG5ppoxT0RJrFjBxDTf7Kp0ul0yMjIoAIgTwU7jn8T4k0+8iTQCVn3QqGQChQcn0fHeScWGiQas1QqpaRdKpVSwQoRHJDriAUM29XCGbH3xP+d9OPhw4eIiIig/SFxHdLT05GTk8MZFNAX+OSTT9ChQwc0bdrUqal2q1at0KpVK7z44ot45513cPr0aZ/2wVt07NjRZaRmRxCT9mnTppVIw82GVqul5sFBQUEIDAzEsGHDIBaLcfbsWXzzzTdISkoq0f2y2WzFNrENCwvDtm3bMHjwYLck+OrVq7h//77HPpvOoFQqUaVKFZ+T7kGDBrl0I0hISKCuTqdPn8a5c+eKCLe4NMAikQjNmjVDQEAA9dX0lpyIxWJMnDgRb731FvVBvX//PtatW4ctW7a43BR6iytXrmDs2LFYtWoV3nzzTURERODXX3/Fli1b3LoTpKWlYciQIThz5oxHuXDZ8HWk+lOnTmHNmjUYPXo0goODacyKkydP4q233iqi/fI1fvrpJ1SrVs2lyadMJkODBg3w3HPPoWPHjpgwYUK5mukqlUrUr1/fo7J5eXn4/vvvsWzZMjx48MBnc5mWloZZs2Zhw4YNqFOnDiIjIxESEgKTyYQbN27g3LlzPrFOSEpKwvXr1z3y/SeQy+V45513YDabsWrVKpdafYZhcOfOHeTn55c4VZRKpUK9evVw5MgRn82zUChE27ZtXT53ycnJOHLkCLKzs5GWlmZnzu9qX0KC1ioUChqczmAweNX3qlWrYtasWejWrRsCAwNRUFCAhIQE7N27Fxs2bEBSUpLL6z1py2Kx4I8//sDFixdRp04dtGvXDs2aNYNarUZqaip27NiBEydOuCT5SUlJWLVqFdavX++VT7xUKkXt2rU9thRzB5IlpWXLlmjUqBG9rwxT6Ea5b98+fPTRRyX2I/eadHfv3h3du3fnPMcwDFatWoW5c+eiT58+AIDvvvsO4eHh2LdvH4YMGYKbN2/iyJEj+PPPP6mf1GeffYaXXnoJy5cv9+pDQ7TGbHNjk8lEtd4Wi4USXYFAQAOSsTV17L57Ak/JGNfGnfTTarXakQGr1QqdTkdJb1JSElJTU6mWk2zkuRYu14PrTAsKgJroEgLONnNhawo90eizSTibvBANZXJyMqKiomhwmaCgIMjlciqNJr64hIgRiwWRSIQbN27Yaby5tI/5+flITk6GRCJBQEAAvR4o1AoajUbqXkAC05nNZroeiPmVM58Tb0zN2X0jfuv+/v7UnUCpVFISSgLNkb4RIQfXfSQ/hGwTrTmRAJOgIdnZ2U7zxbP7RfxWQkNDERERAX9/fyoACQ4ORmhoKBISEqifO5eAyhNBD/lNTK/ZvvTknKOptuM8Av9br1qtFoGBgRCLxVTKyF4TZLNPArQRCwh3ffZEik76ZzabkZqaSoUAJAsAO1CfMyuUkn7oZ82a5XHZFi1aYN68eejbt2+pBpBxh6CgII98exmGQXx8PCZNmoTff/+9WP6MrmCz2XDx4kX6/w8//ODT+gHg559/xty5cxEeHu71taGhofjwww9x9epVl5vh9PR0zJ49G99++22xA/YAhcK1kpjPciE8PBzNmzd3Webw4cN25qzuTKwFAgGef/55vPXWW+jatSt9Z965cwebN2/Gxo0bPdKIR0VF4euvv0bHjh3ttLY1a9bE6tWr8eKLL2LMmDFe+de7g81mw5UrVzBmzBivr42Pj8fWrVsxc+ZMj6+RSqV4+eWXPTKF9xQmkwkzZ87EunXr0LZtW9SsWRM7duzA3bt3ff6McqFWrVoex4IQi8V48cUXMXbsWHz00Uc+N9/3FFKp1K05dEFBAa5evYolS5bgwIEDpZJuraCgAHfu3MGdO3d8XjdBXl4etmzZgpYtW3rkC0ugUqkwb948yOVyLF261GVgx7Nnz+L06dPo1KlTiTTeJAOLL4VEGo0GDRo0cFmGBO7lgmNfSBrITp06YeTIkahTpw610Hz8+DG2bt2Kbdu2efTOq1u3Lr7++ms0b97cbt4CAgJQp04dvPDCC5g2bRquXr3qkzkxGo24fPkyLl++TBU77ixlCRiGwaFDh3Dt2jW33xA2yJ61pC6hbFy7dg0vv/wy+vTpg7p160IikSA+Ph5HjhzBP//845Nn1ac+3XFxcUhJSUHnzp3pMX9/f7Ro0QLnzp3DkCFDcO7cOQQEBFDCDQCdO3eGUCjEhQsX0K9fP4/bCwwMREhICJ1wouEmZttarZaSb5K71NHP0xk5dSWFcnWcfd7xJUG0h0qlkpqqklzcJHphcnIy1X6ztYBcJNiZ5tmZ2TGbXBOtAteLzBOzbndzQzSDd+/epaSYHdSM+N8S02rim0uC1AmFQvz777+U/HERGZvNhtzcXGRkZMDPzw+5ubk097XBYKAabUK+HaOAW61WZGRkICkpifNh4tKwO3vAHTXdSqUSCoUCSqUS0dHRVFpJyolEInp/Hf2hieaWuCQQoYRcLkdwcDC1liDRzy0WC7KzsxEXF0fXt+P9If0iLg4VKlSAn58flEqlHeFXq9WoXLkyxGIxDabnSIxdgUs4wv7tjd8dW2tuNpthNptpjAChUIiCggK6KSN56MlYyZpxp+n2pi+kHwUFBdQqgi2octYGuw9lhaZNm0KtVpcr6T506BAWLVrkMtBKTk4OlixZgs2bN5dKoJuyQlxcHGbPno2vv/66WBrHtm3bYuPGjRg7dqxLreuBAwewZ88eDB8+vFhrSqfTYefOnTh79qzX17pC5cqVUbly5RLXQ/L+CoVC1KtXD19++aVdTAC5XI769etjxYoVqFu3LsaPH+/ynSISifDhhx86VRQAQI8ePbBp0yaMHj26WLmOfQ2GKfTzJN9BT1FaOdkfPnzo0yjBnsLb4IsikQhNmzal7nLlAYvF4jKKfGZmJjZu3Ih169bh0aNHpWopUBbYtWsXunfvjn79+nn1PlIoFHjnnXeg0+nw6aefOnUDy8jIwPz58xETE+NVHmv2O8FgMGD//v04dOiQx9d7gpiYGLfB8gwGg8v3k1QqRa1atdCyZUvUqFEDzZo1Q+PGjYu4QsXExKBRo0YIDw/HokWLXFr6qNVqzJ8/vwjhJhCJRGjXrh02bNiAUaNG4datW25G6h08JdtsaLVanDx5Es2aNfN4HdlsNp9aKBEkJCRg7dq1dA/ua8tFn5JuEgTLUdofHh5Oz6WkpBTxgRCLxQgKCqJlHJGfn28nWSWSHkJASP5phUIBPz8/WCwWmuuYOOg7+tyyTXmJ5tsTQukJuHxDSU7BhIQEGnGbjCM7OxuJiYlIT0+3MyV3dbOd+fayz7saA5fQgeu8Y12OpMqZPzGJ8vz48WMAQPXq1al22c/Pj6ZdYktITSYTNcGOjo6mJsjkA+ooDCBa0PT0dEpiGYahfl8SiYSSJJ1Oh8zMTKSnp1NTftImEXBwjdlbLS/wv5RpRBtKclyr1Wro9XoaKZ5EuebS9rLToanVahpojfSBCC9IfneGYRASEkIDinHdU4FAAJlMhuDgYBqAjggI2Km9iAk3yalOTPjdCRzY8+bqWfKkLkchkdlsRl5eHhU2kAB5bIEFOQ4Ukjlyn33xwmSvcUerDq7fXNf+10BS0kycOLHIWjSZTPj555+xYsUKnDt37qmfI4Zh8OOPP6J3795eCY4JBAIB+vTpg9GjR+PTTz91Wi4/Px+TJ0+GWCzGkCFDXNap0+lw8OBB7N69m77vkpOTcenSJZ9FfPUUOp2O+gg6Q2hoKJYtW4Z+/frR2BvOgusIBAJ07NgRISEhLv1469ati4EDB7psVyAQoGfPnti8eTNeeeWVJyLn9Y8//ojp06ejWrVqHpU/d+4cPvvss1Lu1ZMPk8lUru+SvLw87NmzB7Vr17YTglgsFly4cAEff/wxjh075vMghuWFnJwcvPXWW1Cr1ejUqZNXghKlUom33noLv/76K65eveq03IULF/DWW29h9erVbl1rUlJSsHfvXpw/f54qDNLS0nD58mWfptQDCgWN7lIEJiUlORUA+fv747333sMrr7yCkJAQu0wtXFAoFBg5ciS+++47mr6LC82bN0eXLl1c1iUQFGZRWLZsGcaOHevT2BbFgdVqxYkTJzBx4kSPY3vl5eXhzz//LLXnvbSC4T4V0csXL16MDz/8sMhxf39/+Pn5QSQSUalEbm4u1faRSNls820CNtHxpXkCu37HRU9SQl24cIGaxefn5yM3Nxcmk8nOlNzZJp6rXq5zjuPiItWuNJJcZJpNghxJh2NdZMEajUY8fvyYChECAgKombRCoaDHlUol/Pz8YDAYIJVKqWbzwYMH1CrA8T4RjXp+fj5SUlKQn5+PgoIC+Pv7U0JJ/OZTU1ORkZFBCTYAOs+OAg4uc3l3YJNO4upAXqJ6vZ5G3QYKLR5yc3Np8DYuwq1UKlGpUiVoNBrIZDL4+/tTYkxM1Nkp8xiGgUKhoDmwHckmqVej0SA4OJjmM2cYBhqNhmpViH+/1WpFpUqVkJ+fj+zsbJeabi5y7wzuSDv7f/b6I5YCUqkUBQUFVGvP3pSTFH4mk6lIjnlfwtlcuJqfst4IxsXFlYrZojfIz8/H9OnTkZ6ejrFjx9KgUvHx8Vi9ejW++eabUo/yXpbIy8vDmDFjwDAMevbs6ZXJJVC4ToYNG4bPPvvMJSnOzc3FhAkTkJSUhFdeeaVIblGdTocDBw5g5cqVuHz5cpmsPXcp0woKClwGvCG+7WwrOXeIjY1FkyZNXAZH6tWrl10wM1fo2bMnXnnlFaxdu7bchUDEt3v37t2IjY11WdZms2H58uXIyckpm849obBarfjrr7/KXKDk2Ifly5dDr9ejffv21DT4yJEjOHnyZKlHei8PPHr0COPHj8e6devQrVs3r4h3REQEXn75ZZeBxKxWKw4fPozU1FQsWrQI7dq1K+LjbTabcerUKcyfPx8XLlwokzXQsGFDt2O9efMmJ+kWi8V46623MG3aNK+idoeHh6N69epOSbdIJEKPHj3cCgOAwu9Nt27dMGnSJCxatKhcnxsAOH36NH7++WcMGDDA7bwyDIMTJ07gn3/+KaPe+Q4+Jd0REREACjUckZGR9HhqaiqNYhsREVFEMl1QUICsrCx6vSPmzJmD6dOn0/9zc3NRsWJF6hNLpOIAaN5co9EIuVwOs9mMzMxMJCUlUZ9XZ77RvvrQOtuQE81sVlaWnV8GOyWZKzNV0k9ynkvb7UhK2ec9Jd7ejNHVRoto941GI5X41apVi+bPJvmqiXab5IIm0UlJqpC0tDSXgb3IuYyMDBiNRgQEBNC80CaTiQYH4wpG56hl5po/9ji9mSNyjV6vB8P8L9iX0WhEamoqjXRNypK6RSIRQkJCEBAQYJdqjQiS/Pz8kJ+fTzXfxPeaHYnc8R4R0k0EEkqlEkqlkrZPzPslEglyc3OpT3pYWBj0er1TDYIrIZCrMlxWBaSfjqSWYRhqrZCYmIiAgAAqpCFlSTC5vLw8GnzQlYmho0DK22e/tIR1voDBYMCKFSueiAjmJpMJ8+fPx/r16+nmQq/XP5ObT6BQ8zNy5Ej0798fa9eu9Wjzw0a9evXQoEEDXL582WW5vLw8vPPOO1i/fj0GDhxII2Xv2bMH+/fvx+XLl0scCdkbuPMxd/U8hoeH47vvvvOKcHsCmUyGAQMGeHXNwoULcejQIZeapLLC5cuXMXDgQGzcuJFTq8YwDO7du4f169f7PCrz04j79+9jz5495S7Iy8vLw7Jly7BmzRoqMC7vPpU2SEyONWvWoEePHh67OggEhekT16xZ49K1w2az4dKlSxg2bBi6d++OHj16oHbt2pBKpUhISMC+ffuwa9cun8ZlcAd3wjyz2ew02GBsbCzGjh3rdY5qsVjsUhMsl8vRunVrj020xWIxRo8eje3bt+P27dte9cXXyMnJwaxZs2A2m9G7d2+nQVitVisuXryIDz/88InY43gLn5LuypUrIyIiAseOHaMkOzc3FxcuXMDrr78OoDDCrlarxeXLl9GkSRMAwO+//w6bzeY0TQY77zIbNpsNIpEIer0eEomEarVJ0CaDwYCsrCzcuXMHqampdqmXnJErX4FLy0yINyEJjgTDlTbRk/Yc4Yo0cpXnIuDs64pDyh210eQjFB4eDqFQCKVSCZlMRvPjKZVKCIVC6HQ6Gt2c+B0TNwCue0fOFxQUQK/XUy2zY3RvZ/ffGaF39j/XnJFyNpsNer0eBoMB+fn5VPtsMplgtVphMBioK4Fj8C1igq9Wq6kPPNt/mZB3doAqEhuAuE2whTHsfpLo7SRPuUajQV5eHp03uVxOtfIkEFlwcDCSk5Pt/Oq51pXjHLgi2ezrPJlncoxsXiwWCxQKBRWukDWVk5MDnU5HhWuO1iykXS5S7wre9NXxXFn7chsMBrz55pvYsWNHmbbrDs5ch55F6PV6bNmyBVarFV988YVXqTBlMhkqVarklnQD/yNdixcvxqpVqyAUCl0GJSpNbNmyBePHj3e63g8fPux0Qzxs2DB06dLF530SCoVepyFVq9Xo0qULvvjiC5/3pzi4dOkSWrVqhfr16+Ott96ifvMMw+CHH37A1q1by5RoPKlISEjA7Nmzcffu3fLuCoDC+1PelkZljfj4eLz++utYtGgRBg0a5HGwx3r16mHkyJFYs2aNW1/8zMxMbN26FTt37oRMJqNucOx4PWUFdzFIsrOzcenSJc5zDRo0cJlqzBnIXscZFAoFTYnoKSpUqIAuXbrgzp075a5EePjwIV5//XXs2rULo0aNQtu2bREUFAShUAiLxYLExET89NNP+PzzzxEXF1eufS0uvCbdOp0O9+7do//HxcXhypUrCAoKQqVKlTBt2jR89NFHqF69Ok0ZFhUVRXN5165dG926dcP48ePxxRdfwGKxYMqUKRgyZIjXKTJMJhMEAgGNbqzX6xEQEEADS2VlZSEhIYGaFbOJl6NJb3EWmystn6u6vTVdZoOLULlqm+t6NhFx7IsnZMmTPrPbYc93SkoK9Ho9wsPDERERgdDQUJp/mbykicY7Pz8f/v7+iIyMpPePS2JM+uMo0OAq42thi+M8kvFqtVrk5uYiKiqK+m+RMaWkpODRo0fUh92RGLKjP5L/yZyy1zCJaK5QKKj/suPaZoOQcnYaNn9/fyqkIB8vkm6NCAA0Gg30ej2nVt7ZfLDn13F+uMzRHZ9HrnoB0GBmJNc5SQtGhG2Oz7hjfcV9zt2N27F8WZNtm82Gy5cvY9q0ac+Ej/TTDoZhsG3bNhQUFGDOnDmoW7eux9qf1atX4/z5814FlivPgHlAYTqzPXv24OWXXy6y9hMTE/H11187XZPeantKE0KhEJ06dcI333zzxPjdGgwGnD9/HkOGDLGb22dde+oJ8vPzceLECSxYsADnz5/n56SckZSUhMmTJ2Pv3r0YN24cnn/+efj7+7s0FxaLxZg+fTqOHz+OK1eueNQOcT8sT5w9exYGg4FTuMAwDH766SenLjUqlcrrQIGA+0B9ZI/nDcRiMVq1aoUvv/yyTLISuINOp8P+/ftx9OhRVK1aFTVr1oRSqUR6ejpu3bqFxMTEcjeFLwm8Jt2XLl1Chw4d6P/E7HvUqFHYvHkzZs6cCb1ejwkTJkCr1aJt27Y4cuSInQ/Gtm3bMGXKFBp4oX///lizZo3XnSckgGy0JRIJDZSVmJiI5ORkO7NiVyl9igNPNtbOtIJsEujpBt1Ri8mlvXPUnDv2wbG8K79vZ/1yNGd3RZIc22EYhmqjU1JSEBAQgODgYKhUKvj5+QH4H+nOycmBUqm0y7nM1Y6jNt5RMOFOI+lK6+/ptY6bIaPRiNu3b4NhGERERNBgZ5mZmbh//z6ysrLshAiO80OCmhHrDOLLTOaBkG6ixRcIBFTb73iP2GMi1gJCoRBGo5FexzAM9Ho9DTzIMAyNiUCsDzyZEy5i7c3z5e4es9P9Ea03KeO43n1p/u1NXWVNuHNy/o+96w6Polrf7/ae3fRCAiEgAUUEEZAqooAFBSkiiooFGwjK79rbtaIoilJU9FoAkSZNBAUR9AIqTWqkQ0ivu9ne5/cHzzl3MpnZnd1sGuZ9njxJdmfOOXOmnff73u/7ajBnzhzMnTu3WWRfbsX/sHz5cmzevBkPPfQQnnjiCSQnJ4cl30lJSdBoNI00wtjAZrPhwQcfBIBaxLugoAB33HEH/vjjD8F9SdLTxr5vhDBo0CDo9fpmFwIhZEz9J4JhLmR4f//99/Htt9+2PveaEUi28C1btiA3NxcjRozANddcg9zcXBgMBloWlqjvpFIpUlJS0KNHj5iVsGoM7Nu3D4sWLcKkSZNq8ZtAIIDffvsNM2fOFDQMHD9+nDoJI4HH4wmZu4GdTDYSXH755dDr9c2CdBO4XC4cOXKkVm3ziwESpqVc4SxYrVYYjUY8//zzlIQQwlBdXY0zZ87QusXsskxcaXFDHLrQ4pxNkoG6VupQCw520iy5XE5/iLwGAK31zP4J5/lkIxR55vOE83kx2Z/zHRuZA0L6SNw2IXdyuZwuSElSNL1eD7/fD7PZTAloKGNCrBEN0SIvE4VCAb1ej6SkJBo/XVlZiZqaGt4a2GQe5XI5jEYjsrKyYDKZoFAoqCwcQK0aiE6nEy6XCw6HA8XFxSgpKaEybPY5IjH0l112Gdq2bQulUgm9Xk/nm3jKiSSO3Dc+nw+lpaU4ceIEnE5nHS+y2PnjknAhr3coBQZ3jvn6Eft/YyMYDKK6uho1NTWCsUrR4MyZM5gwYUKTJxBqCMTHx6NNmzYAgLFjx9apilFdXY0VK1bA5/PhxIkTzfr4ZTIZTCYTbrjhBrRt2xbjx4+v5ZHwer349ttv0bdvXwSDQTzwwAMxz7bbGIiPj8eoUaNoONiePXvCSuUzMjLw+++/o23bthH1VVJSgn79+gmWs9JoNDh8+HDYjMdcuFwu3Hbbbfjpp58i2q8VddEQz91AIID//ve/eOqpp/DXX381WXmwhgBRrhmNRqSlpSEzMxNxcXE0+WpFRQXNCUTWEU39bgsHiURCw9nS0tKQkpICrVYLpVKJ1NRU9O3bF1arFW+//XaTlKarD/R6PW666Sbccsst6NChA+x2OzZt2oSlS5eirKxMcD+DwYCvv/4ao0aNimjdevjwYVx33XWC2caNRiP++OMPdO7cOaLjKCsrQ//+/XH69OmI9mtFXYS7H1tE9nIh2O126r0jcbKlpaWwWCzweDy1Ynn5PGENAa73mP05F6Fkt2ypMZFeGwwGmiBMo9HQ7NMEfr8fPp8PHo8HNpuNSu652ayFvKChSCzXsy3mGPmIEVeGTTJRk7ra3G3JOeYroRZqfEIGAj5wvw/lLRcyqnD7I9cdiTMm5a2IJZKrTGC3S7LtV1RUIC4uDoFAgJJhtVpNa7uTjPcul4u+hLlEnj12Mt8kFwJwQa5EsqOTMlw1NTXw+/3UcKBWqwXPuRCEvN1iz0E4AxB7H752Qm3TWIilp50Ln8+HRYsW4e23364V7nMxwGg0Yty4cZg2bRq6dOkCALVyGLDx9NNPw+fz4Y8//sDq1avxzTffNEjtzvoiEAigqqoK33zzDQDg3XffrbMNu+58S5XJms1mfPnllxHtw5akCp1nPnz99dfIz8+PdIhhodFo0LFjx1bS3cxA3qfffvst3nrrLRQWFjb1kGKGpKQk3HTTTRgyZAhycnKQlpaGtLQ0+u4F/hfPS8qfFhUVYfv27fj666+b9VwwDAOn0wmn08mb2+Pjjz8GgGZtNBWC3W7HihUr8N1339Fkt2KqpthsNrz99tvo2bOnaGOj1+vFmjVrQipwwsnPhaBQKFqcuqqlokWT7oKCAuqdq6mpgc1mg8vloh5Rrle0MRbgoTzdQoSR+z/bG6xUKpGUlIQ2bdrUIj8qlYqSbrY3m1h9CSk7e/YsrbUMhJ4HIZk137j5yK0Y+TF7DHzHzLdtuDa523AJOHu7UB5Sob+5CHcuyf58MeZcAxB7ezY5JnkJCgoKkJ6eDoVCQR/oFouFSs+tVivMZjPKy8tpYjZu+2w5ts1mo0oIdmJBAFR1oFar4fP5aFgGN3FHqPPM9UoLzbeQgYZPQRGKaIfymjc1Yvm8WbBgAf3barVi2bJlOHHiRJPH8sYaAwYMwIIFC9C1a1dR55Ncs9deey2uvfZa5ObmYvr06c2etAotMJv7uBsKW7ZswYIFC/Dggw+GTcDkdruxePFizJ07N+x7IRq5pMvlajYJuf7JICUiSbjgzp07sWrVKvz5558XVZKyTp06Yc6cObj++uvD5jdQKBTQarVISUlBly5dMGTIEAwZMgT33ntvsybeodASyTYXxMEXCfbu3YsXXngBs2fPDptUzWKxYPny5Zg/f37IfrxeL44dO4ZevXpFNBZ2qF4rGhYtmnQfOXKExrUSOSzbIyrkzW3IBXq0nkAuiMw4ISEBWVlZSE1NpWMnicfIcZN6sCQDOCmV5vP5KDFjxw8LjVHIGxkq5jnUd+EQiuSGkw+H2idUu1ySJtZQEKpfMd53Me2wPyfe7eLiYrjdbmRkZMBkMlFrt9PpRGVlJSoqKuBwOKhcXSjRHDFC2e12eL1e6HQ6eL1eyGQyBAIBqFQqWnYsISEBDocDNTU1kMvlVOpP2gpnkAgF7nwLXXNi+hDj+WbvI0bdEUvwGaSixZQpU2IxpGYNo9GIBQsW4PLLL4+6jXvvvRdbt27F2rVrYzewVjQ4PB4PnnrqKWzYsAFff/11rZKjbBw5cgSvv/46vvvuu7CLXLfbjZUrV+KVV16JaCw2m00w63ArGg8jR44EwzAoKiqiTpWLgaCxER8fj3feeQfDhw+PKrGWVCrFwIEDccstt+CTTz5pUmVXKyJDMBjE8uXLYbFY8OKLL+LKK6+sZXRhmAtlcLdu3YqvvvoKO3bsCFudwu/3Y9++fbjzzjtFJ+4ELlTcaInlt1oiWjTpttls9EHFleuywZXvilkA13dBHm5/ocU4IYIymQwGgwEZGRmIi4uDUqmkJaM0Gg18Ph+kUinUajWtz0zqUpM61yQBl1jJntC8hIqlZRsyCLjzHQ3EeLa5hCuUB19oH75txIyLGxrAbrs+x8/eh0jFq6qq4HQ6ERcXB41GA4ZhYLVaKYHmSu+F+iWku7y8nJbTITFk5Noi1w2RSJHQDb5zLDT+UHPD3kZoriIhqGINGnznqKEXKM3N897c8dZbb6Fr1671asNgMKBbt26tpLsFwuv1YsuWLbjrrrvw0ksv4aqrrqLJNSsqKrB48WJ8/PHHEdXQ3rhxI/7v//4votJh5eXlFx25a4nYsWNHUw+hwTF69GjceOONURFuAplMhsTExAY3Irci9vD5fPjhhx+wd+9ejBo1CjfffDNSU1Ph8XiwZ88eLF++HAcPHoxI2bF9+3aYzWYkJSWJ3ufUqVOtpLuR0KJJNzt+tTFJn9j9Qy3wQ3m6CYGOj49HQkICjEYjtFot3G439XQTKTHJBEms/iQDoc/ng9/vp9ZhLnEWc3zEAECk7mRs7N8kmzQ7a6KQt5XPmxmJV1xMnC8ZdzhSyPd5JBA6nmgQqi1yjZP63ux5Z8eHh+ufXINEtp6UlETPE4kDIvPm8Xho1k2bzSYYK84HrjEpFLlmjztUrDdXPh6Nx5rPO96Yi5TWxVBodOzYERMmTIiJoSKWMjmS04Cvj4tJ4tqcsG3bNmzfvh25ubmUdFdVVUWVZOmvv/7C2rVrMXHiRFHbB4NBzJs3r3UB2ooGh0qlwu23306TDkYLp9OJAwcO/GNDU1o6GOZCKd1PPvkEn3/+OdRqNQ2bjeacnjx5Ejt27KBlmsMhGAzi119/pUrZVjQsWjTpDuV9CyUBFoNIiKkYmbOY79jfAxdk4lqtFlqtFhqNBnK5HA6Hg8apqVSqWh48Iin3+/2w2+001tfn89WaKzEEhRBtkkxLqVRSr7parYZCoaAF671eL9xuN/W8sktXRaIuIAhlNBH6Tii+nO94Y2GUYbcbKqaYuw3f2MIRTuLFFjo2seeVeLArKytpmTYSt00yyJPkbCTuu6ysjHq62f1FogzgxniH806T7cUS6XDfscccKeGOFTFv9XqHhlarjUlW97179+Krr76qVxsGgwE333wzunTpgs6dO6Nv3751tjl37hw+/PBD7Nq1K6J62q0QB4ZhcOzYsXq34/P58OGHH2LUqFGivN15eXlYtWpVvfttRSvCQaPRhI3lDYdgMIj169fjt99+q1c7CoWCJuo1mUzIzMxEVlYWNBoNXTOcOXMG586dQ2Vl5UWVMb45gazd6wOn04lFixZh2LBhYfNjAEBRURHWrVvX6hhoJLR40s33d6zbjnQ7PqLF/o7P68b9m0iBSUZyieRC2QWJREI92URWTOJxvV4vPB4PHA4HKisrUVJSAovFUquElJiYW0K2SVZrQtBUKhXNpK5WqyGTyWplTLdYLCgpKUFlZSXcbjdvxnFuX3xzI4Y4C5EnPhkxdz82UeWSYbFe1HCGFXa9bC64pDWUYUKsNzjUZ+z9AoEAPB4PCgsLodFoYDAYAICWJZPL5fD7/XA6nSgvL0dxcTFvCTIhcD3TfNuGMlJw51UoDEPouMWOQSyifa4IXZet4Mf58+fxyy+/YOjQoVG3YbVa8eabb0ZFgjMyMpCRkYGOHTti+vTp6NmzZ8ikRllZWbj66qtRVlaGadOmYdOmTa2e72aK/fv34/XXX8c777wTcju73Y533nmnteZzKxoFDocD+fn56N69e1T7e71erF27Fk8//XTUyoz4+HgMHDgQo0aNQrdu3ZCamgqdTgeNRgOFQkHfY2TdkJ+fj82bN+OLL75AXl5e63utmWLz5s1Yu3ZtWPWYx+PB/PnzcfTo0UYc3T8bLbpOd2JiYr1iYdior1Q4FEEUuw9bzk08ypmZmUhPT0diYiJUKlUt8iyTyagM2O12w+fz0VqOlZWVcDqdlJxzVQHcfsl4iGfbYDAgLS0NCQkJSExMhFarreXxlkgkUKvVlOQTD6nb7cb58+dx9uxZ2O32sMQ7FIRk16FIG3db9jyHIv9824bzcgqdcyFDilCfYtoPNWYu+MbOJp8kK358fDzatm0LtVpNwxQUCgVcLhdKSkpQUlICm81Wq859JN5t7t9iIGQsCPddtBBzDmLxiKxvne5/gqf8qquuwubNmxEfHx/RfoFAAL/++iv+7//+DwcOHIi4306dOmHVqlU0njzSuQ4Gg/j000/xxBNP0OdxK5oXkpKSsHTpUkGjjsViwfTp07F48eJWIhFD1Gcu/wnPvEGDBuHzzz9Hhw4dRK9l/X4/zp49i08//RRffPFFVCUSNRoNRo4cicceewxXXXVVROWiGIbBuXPnMGXKFPz444+t90szRWZmJubNm4cbbriBN4ShpqYGn3zyCd58882oyoy1gh9h15StpDv2COcdJeAjZVxpt1KphF6vR2JiIq3bSBKnSaVSOJ1OuFwumM1mmoHQ5XJRmTlfJnchIkTIWHJyMrKzsxEXF0flRiaTCYFAAFqtFiaTCT6fDy6Xi9aMttlsNM6xuroaJ0+exMmTJ2lcilgJtND8hBp3Q7QVjiSH8pDz/c/XJh+iJavcsfMZBPiMKxqNBiaTidZ/9/l8sFgstWrds6+hhn5cCBk/uN8TiFFusA0O3OMIpXJgtxGNEY69TyvpFocbb7wRTz31FPr16xc21tFqteLUqVP46KOPsG7dOlgsloj7a9OmDTZu3Ihu3bpFOeILcDqduPHGG+st82xFwyE1NRXPPvssbr/9dshkMiQnJ8NqtWLFihWYO3cujh492kogYoxW0h0aEokEnTp1wj333IPbbrsN2dnZtWpzE3g8HpSVleHQoUPYvHkzvv/+exQUFEQl81YoFHjhhRciTjDIxaFDhzB8+HDe2tutaB5ISEjA6NGjMXLkSFxyySVQq9VwuVw4dOgQvvrqK2zbtq1VoRVjtJJukYjWo8VHvri/ud8B4eOBCfFmx1Wr1Wro9XpaMgy4kOjKbrfD7XZTks1HlEKROPK5TCaDVqvFZZddhoyMDEqw9Xo9lbYHAgFK0Ij80uVywW63IxgMwuFwoLq6GsXFxdi9ezeVyJNjjtXlVl9SCoTPai4mDICNcJJzbvuhEOmxRepdZht22NcZwzC0/B7xbrPHzB17fc6DmHaiVTuw7x+lUknL6pEQjFDqD27b3HCBaFUbVVVVraRbBDQaDYYOHYrp06eja9eudeIeT548if/85z/YunUrjh07Vq8YuBdffBGvv/56fYcMAFi9ejVuv/321njHZgypVIq4uDgoFArccMMNOHjwII4ePXrRnbNOnTpBrVbj3LlzTZoUrpV0i4NMJkNSUhL69OmDXr16oUuXLkhISIDb7UZeXh7++OMP7NmzB+Xl5TShbrTo1q0bfv75ZyQnJ9drzHa7HTfffHOrobGZg6hSCW8gceMkN1RLh0qlQseOHdG1a1eYTCb8/fff+PPPP5vs+MLdmy06pjtW4CPJ7O8AYbmxEHnmIwWhiALf54Q4EyLt9Xpht9shk8notlzpb6ga5UJgGIaSLr1eD4PBALVaTUl+fHw8GIah9ZwJOSMx3hKJBG63m5ITUt6MGERiJdEVOh6+YwsVU8tn4BBjlGD/zUfMxXhNxRxPOCOJ0P6R7MO+VrjXLJtghzOURLMwIuXJojE+cMl/KIOVUqlEXFwckpKSqPfA7/ejoKAAFosFgUAgYpk+tx+h64p7fbRmlhUPl8uF9evX44cffkCHDh2QnZ1d6/v9+/ejsrKy3v1oNBpcd9119W6H4MyZM63nuZkjGAxSRcTixYubdjANgMGDB+PZZ5/F1VdfDZ1Oh40bN+Luu+9uzcbezBEIBFBWVob169fj+++/p+snsu6K5frp6quvRmJiYkzaan3eNX8wDAOXywWXy9XUQ4k5srOz8eyzz+K2225DQkICJBIJ7HY73njjDcyZM6dZln78x5DucBJfNvFggyy8+b4XInVixiFE5PjGSQiSVCqFRCKhJXHYJIlLlCIBW4Kr1+tredVVKhWUSiUkkgsJ3PR6PRISEmjsotPphEwmg9FopLJ2lUpFPdx8HlKxpFSIUPEZM8gPW/lA5oLrreXrh9uH0FjY1wObHIvxZPP1w+e15bYV7trja4+7jdAxCXmS+drl/s3dJ5Txg71fOCVAqLZDbUe+I4Q7JSUFycnJ0Ov1UKvVYBgGbreb5iEg1waf4kFINSD2OPmu21ZEhkAggBMnTuDEiRMN0n56ejr69OkTk7YYhsHp06djblxsRSvE4tprr8U333yD9PR0+tmIESPQsWNH7N+/vwlH1opIQIh2Q6kvcnNzY6IQNZvNUZXxa0UrYoHs7Gx8/vnnGDx4MGQyGf3caDRiypQpWLVqVbO8Pv8xpDsc2RaCEFnh24br7RRqW8zCna8vrlWRS2Tqs7BntyOVSml5KVISTKlU0qyWdrudknCfzwepVAqXy4XKykpaZqqwsLBOUqFQpIsPocgvm2CR2HdSyoxI7/1+P9xuN00oFy6TOpc08XmzueMI5ZUOZ+gJR4rJ56EIZyiDgVD/QsRcCELHHapfLlHm+577Px+xF0N4ueOQyWQwmUxITk5GXFwc9Ho9zUlgs9lgs9lqPaS5/bCPORzZ537PNsi04p8Ds9mMDRs2NFp/arUaJpOpNZ6yFQAueLi5hJvAaDQ2wYha0VzhcDjq3UYwGMTq1atRVlYWgxGJg0QiQVxcHNLT05Geng6j0Qi3242CggKcPHmyNYnlPwgqlQpPPfVUHcJNkJSUhDZt2rSS7uaEUB5noK58lY/ccj8TK/EV460TaieUd72+C/1gMIiamhp4PB7qBfT7/XA4HHA4HFAqlbDb7ZTUMgxDySzJnE4egGazuY7UPVIvKR/IPMtkslqJ5pKTk2EymWhd80AgAJ/PB6fTifz8fJSWlsLj8dQh3uHIIrdvMl6+z7mf1ccQwiVxROVAPmfHJIdSNwgpDchnfASYu69Qm3zjZY+Z/b9QX9zrg6+9UJ9xz5dUKoVGo0FcXBx0Oh1MJhM0Gg2USiX8fj+9ZkJZ+sPdR3zXhdAxh1NZtKLpUFpait27d+Oaa66pVzvBYBBLly5FeXl5jEYmDIlEgpycHDzzzDO47rrrcOjQIfrdvn378OOPP2L//v2tss9/EOLi4vDee+/xEm6pVIoJEyZg27ZtDdY/eZZGo7JrRePjt99+g8vliihjORsejwcrV67Em2++SVWXDQmFQoFLLrkEt912G2644Qbk5ubCYDDQMEebzYZFixbh5ZdfrneN66YEWdcSp1eswwouJvTp0wdjxozhJdwEsVaKcLmHVCqF3++nubTE4h9Fuvk8b2Shzt6GTWSI/DRUewShpMJcMhPJzSSGBPB5XIVIrtDnpDb4sWPH4PF4kJSUBKPRCJ1OR2OMgsEgdDodnTcSa15ZWYm///4bBQUFsNvtteqIizkO4mEPtQ3pUy6XQ6PRICkpCYmJiUhKSqIJ5hiGgcFggEqlohnWNRoNnE4nqqurw3rbxZ5rPhky+Z9v21DS41DHK5PJqNRfo9FApVJRQwhJhkGkaOGOiW8MkRBroXbZxy1EZtnXPB/xFkIoIxP3PpZIJFAqlUhISKBhEsFgEHK5HMFgEB6PB263m2bUF3NcQt+R+0GhUFB1BftHKpXC6/XC5/PB4XBclPFULR1OpxPPP/88li9fjszMzKjaKCsrw4IFCzBr1qwG97S0a9cOjz/+OCZOnIjU1FQAQE5ODv1+1KhReP7557Fp0yY88MADUWVzbw5QqVQYPHhwLRJZWFiIP/74o0UvqhsCEokEr776Knr27Mn7fTAYxHfffReTvqRSKQwGA4YMGUK950qlEnfddRf0ej1OnjxJjT4XY3K6iwU7duzARx99hIceeggmk0n0esTv9+Pw4cP44IMPsHr16ph4zEMhPj4e1113HUaOHInBgwcjIyODd32RmJiIKVOmYP/+/ViyZEmDjqkhoFQq0a1bNwwdOhS9e/dGQkICrFYrDhw4gF9++QV79+5ttiW9IlFMxgqJiYl46qmn6iRYZcNms9VbBSaVSpGYmIiuXbvikksuQVZWFrKyspCSkgKTyQSFQgG73Y7jx4/j119/xc6dO0Xlmrmos5fzyVTZxE0mk0Eul9dK/EU8pF6vl5KZcBmcuWB7vtnWK/Idt00xctT6ysfDgYyPnSndZDIhLS2NxsUSkkEyQRPPeEFBAUpLS2G1Wmm9cHZyt1hYwMl5UygUMJlMaN++PbKysqDVainh1mq1dL6VSiUCgQAsFgsKCwuxZ88eFBQUwOv1Nor3kevdj9RLLpFcqNVuNBqRkpICg8FQy2NLyFxFRQXMZjPcbrdgRu5wSgPuOCOR/xMPPPteUqvVte5Lt9tN4/2510O4a0PMfJHP5XI54uPjkZWVhfj4eMTFxUGlUkGhUNB7ubq6Gvn5+Th//jxVPogF+7yoVCro9Xro9XoolUpKvAnJl8lktGyf0+mExWLB0aNHmyx7uVwuxxVXXIGRI0fW+c5sNmPNmjUoKipqFM9Fc8PVV1+Np556CsOGDRNdQodhGJw6dQqPPvootm7d2qDjMxgMuOmmm/DMM8+gR48eYbf3+Xzo0aMHjh492qDjaggkJSXh888/x/Dhw6FWq+nnLpcLBQUF+OyzzzB//vwmN2JJJBJkZGQgOTkZt912W63n+7p163Dq1KlGSV7WsWNH7Nq1SzATdTAYRK9eveoV0y2RSNChQwc88sgjuP3225Genk7Vbnwwm81YuXIlZs6cibNnz9ar3/pAIpFAq9UiPj6eJoZVKpUIBoMwm82orKyMGXGUSqXQ6XRgGAZOp7PZK01UKhV69uyJ0aNHY9iwYcjMzIROp6NJesncE0fM33//jW+//RarVq1CSUlJg66dJBIJ+vTpg9deew39+/eHVqsVtd+CBQvw+OOPN/u5Z0OlUmHGjBmYNm0aUlJS6uQkqqmpwfbt2zFv3jzs3Lmzycp7yWQyxMXFISUlBTk5OcjOzobRaKT5nsrLy7Fnzx7k5eXB6XQ22DgkEgkmTZqEBQsW1Ho/cPHnn3/ihhtuiNrwnJSUhHHjxmHSpEnIzc2tdW/wwePx4MyZM/jpp5/wxBNPhD6GfwLp5nqn1Go14uLiEB8fD5PJVMtzK5VKYbFYYLVaUVZWRr22fOWTuOASfEJEjEYjJa1WqxU2m41KEupLAGNFxrlGCSKhUKlU9IWlUChqGRCIJ9nhcFCCwc2mzh5nfcelVCphMplw2WWXITMzE3FxcTAajTAajZBKpXTB7Ha7qRXK4XDg3Llz2LNnD86dO0eNKUIyd3af4cYk5phCkW+hftiZ5HNycmAymSCVSqlRgWEYWvrK4XDA6XSisrISZrNZMHad6+UW4xUPNwfEeKXT6WAwGGAwGKDVaqHRaOgxABfOh8ViofdTqPrxoeYx1Hkh12pWVhbat29PF1qk1rPT6aTk9+TJkygtLYXX661jSAslayeE22AwwGg0QqvV1nrwk2RtZDui9iC5BbZt29YkpHvcuHGYMGEChg4dyksqGYaBw+HA3LlzMXfuXJSUlETdF3AhwckjjzyChIQELFy4EPv27Wv2MjmFQoE+ffpgxowZ6NmzJ9q2bcu7ncfjweHDh7F06VIsWbIEFRUVDTquxMRELFq0CEOHDqUlGsOhpZLuhIQEfP3117j55psFr/dgMIgff/wRzz//PA4ePNjII7yAq6++GtOmTcN1111HjaFsuFwuHDlyBB9++CHWrVvXYN55qVSK9957D08++aTgNrEg3SNHjsTChQtDepb4cPjwYVx++eVR9xvtM08ikaB9+/a46667MHjwYFxyySXQ6/V07ULIzJEjR/Dtt99izZo19fIkJiUl4eGHH8Z1112HQCCA3377DV9++SUKCwujbrOxQJLgtm/fHpmZmdBoNHSdB1x4d589exZ///03bDZbozzHBwwYgC+++AKXXHJJRPv95z//wcMPP9yiFBa33norFi1aFDLvAsMwqKysxFdffYXZs2c3ehx9bm4u7rrrLgwZMgQdO3akJRe5xpmamhps3boVs2fPxp49exrE+KHVarFmzRoMGzYs5HZff/01Hnzwwaiyl2dnZ+P999/HDTfcEHEIhpiwjYuOdPNJedkeZ41Gg6ysLGRmZsJoNEKlUtGLg2Q9djqdkEqlqKiowLFjx1BZWUkX0GJJgkQigUKhQFJSEjIzM6FWqyGTyWjJosrKyloEMNoLNBLZcqht+eaLbYgg88ydbzbBjkYVEA7sc2cwGNC1a1d07NgRqampUKvVaNOmDfR6PTweDxQKBZ3TYDCIqqoq2O12FBUVYefOnSgsLKzl3YzEo8sHMUSWS+bCnSe2TDojIwPt27eHVquFUqmkL0KXy1Wr1nQwGITT6URJSQm9rviOMVa3Olt1kJCQgISEBACgoQg6nQ4KhYJmtg8EAtTbXVpaSuPr2dd9fZQe5PrQ6XRo164dsrKyYDQa6T3IMAzsdjtcLhesVitOnDiB6urqsDFT3P7kcjktQUaMUUqlEgzDUAUI8XbLZDLqRSH163/88cdGJd0SiQR33HEHFi5cKNqDe+DAAYwdOxanT5+OuD/gAiFZvnw5Ja12ux3Tpk3DV1991eyJN/A/Dya3TBmBx+PBgQMHGqUUiUQiwaJFizBx4sSI9vN4POjevTuOHTvWQCNrGEyfPh1z5swRte2pU6cwbtw4HDp0qNE8WyqVCi+//DIefPBBUQSUYRgsX74cDz/8cIN4vXU6HY4cOSJ4rQIXwh+uvvrqqBIKSSQS3Hrrrfjqq69gMpmiHme0iJZ0X3fddZg3bx5yc3PDtuHxePDNN9/gmWeeiaoMoVKpxOzZs/HII49Q738wGMTu3bsxdepU7N+/v0U895oLkpKSsH79evTt2zfifWfNmoVnn322xcy3SqXCihUrcOutt4ra3ufz4fvvv8cTTzyBgoKCBh7dBQwaNAjz58/HpZdeKjrjfUFBAaZMmYINGzbE/Fzk5uZi27ZtvPkrCHw+Hx5++GF8+eWXEbdvNBqxYMECjB8/PmS8uBDE8LCLLqZbiOyRBXhaWhratGkDk8mEhIQE6jX0+XyQy+U0GVcgEKCy86NHj6KyspKSBDFeQEKckpOTodPpoNVq6Ukk7ZaWllKyyj5RkRCQSF5MoUgLt2/SB4lpZ1u1+MbJlg3X1/vOZxAg5yY9PR0ajQYajQapqanQ6/VgGAZarRYJCQnw+XyoqqqCw+FAMBik8eZWqzXixRk3Zpgdcx5KFh3q/IgxkBAPcmJiIgwGA5Vsk3huIgEm27lcLkilUmRlZQFAHeLN7TsWkEqliIuLQ3JyMjUmSSQSalySy+VQq9XUq008xHK5HG63m2a65xtTpNcPOTdEwaJWq6HVaqmk3e120xj48vJyWi4sXJvc41UqldRQRyTkKpUKgUCA3tvkuiD3tEwmazK526WXXooFCxaIJtwA0L17d6xatSoq4q3RaPDpp5/W8hLr9Xp89NFHAC5Yn5u79I9hGBQVFaGoqKiph4Lc3FyMGjUq4v22bt0atdGkKXHTTTeJ3rZjx47YsmUL3n77bcyePbsBR/U/jB8/Hk8//XRIaTUbEokE48ePx7Fjx/Daa6/FfAF6ySWXhCXDS5YsiTqDb/v27fHpp582CeGOFqmpqZg5cyY6d+4sanuVSoV77rkHNpsNzzzzDDweT0T9ZWZmYtSoUbWuCalUiquvvhrz5s3DhAkTmmUG5eaKfv364aqrrop4P7vdjs2bN7cYwg1cMDB07dpV9PYKhYKGh02bNq3B31EGgwEvvvhiRGMEgKysLLz00kvYs2dPzKtrdO/ePWyN+ePHj2Pz5s0Rt02MjLfeemtUhFss6l+sr4nBXhzzERz232q1GklJSTT+kiS+IbWoCZlLSUmBRqOBVqtFeno62rdvD41GU+tEhLu5ySJdo9HQRFgGgwF6vR6JiYlo3749jEYjTboUDXlmj0GMl1toWyGZL/mcZFIkUll2rDv7JxK5cKhxsr3DbE+3yWRCYmIiTCYTDAYDGIZBRUUFfD4fJJILJczMZjPKy8tRXl4Ol8uF8+fP49ixY3A4HIIxz3xg961QKKBSqWhWbJLUTKFQUBUAl6CHOjYx5Jd4khmGoQSWyMuJ1Jxck0T+r9PpkJWVhcTERDo2oeOKFlzlgUKhgEajQXx8PHQ6HY2Zczgc8Hq9cLvd1ODh9/shlUphMpkgl8tFGYFCfcb9nsSSk2z6RCZHjDZEVkhk5WK93OR4Se4AYkTT6XTU403OC8kHwf3dGJ5RLiZOnBjVgrl79+6YOXOmaDkzgdFoRFJSUp3PCfEeMWJExGP5J+OGG26ATqeLaJ/Dhw9j+vTp9Y7Nl0ql6Ny5M7p27RrxGBoLSUlJmDZtGrp169bgfUmlUkyePFk04SaQSCS45557IjJ8iUWXLl1C3t9erxebNm2Kqm2pVIqHH36YJuxrKbjqqqsivh7kcjnuvfdeDBw4MOL+2rdvT5VeXPTq1QuPPvpoxNfMPxkDBw6M+L3j9XrxySefYOfOnfXqm6yrUlJSkJiY2KDEC7jAO8TGqxPIZDLceuutePvttwWvu1ihbdu26N69e1T7dunSJep9hSCRSHDVVVeFvD6CwSDWrl0bVYic0WjEgw8+2CDPajYuuqcBn7ycfE6yXiuVSipD1ul0VBZLiIDX66Wkzul0Ijk5GUlJSTRZVThJLNvTTRbler2eStTlcjmSk5ORkZFRiwySNsPF1bJl4NzPSf9888H+jLsP3xwKfcbO6C5EIqO1OHLHxpa5x8fHw2AwwGQyIT4+HgkJCbBYLDSe2GazoaamBi6XCzU1NcjPz8eBAwdQUVFBPb9iY5oJ0SIJ5eLj42kOAIlEguLiYhQWFsJisVBDBHueQsVUiw0FCAQC1CBEktuRRH/kGlSpVPB4PLQcFom18fv9NFs715AhdM5Jv0Lzwm6DnYyQ7eEmddvJ+H0+H9RqNeRyOTXWqFSqWoaK+lin2deHSqWi/xOlClE7WK1WWCwW2O32sGoV7piI4YUkZlOpVDRZHwG7TXLcREXTVN5u9vgixYgRI9CrVy/s2rVL9D7XXHMNMjIyeL/T6/WYMWMGfvrpp4i9Sf9UdO3aVbSBjGEYHDp0CGPHjsWpU6ei7lOv12PcuHGYOHEievfuDbVajb/++osmpPnss8+wcuXKqNuPNdq2bYtVq1Zh9OjROHLkSIP2FSpxTyjU5z4MBXbmej78+uuv+O9//xtV2xqNBrfffntU+zYl2rZtGxXJNZlMmDp1Kn7//feIkquR+FY+yGQyTJgwAV988QWOHz8e8Zj+aZBIJGG9mFyYzWbMnj0bc+bMiTrJGMnIf8sttyA3NxcpKSnwer04d+4cli5dirVr1zZI4ka73Q6LxYK0tLSI9pPL5Rg/fjwKCwvxyiuvNFjVDOIwjAZKpRLx8fExHY9CoUC3bt1CvhMLCwuxfPnyqNZbOTk5uOyyy+ozRBpaGAotnnSH8qxyCZzX64XD4aCeNmLZIp5vsrgmXkxCFDQaDcxmM6qrq+H3+yPylhKiTxbhxFsZCASQlpaGkpKSWoRQ6FiEjivc50KEm2uc4GuLbzx85EyMoUAswhFTokAgL1ZSFkoikVADhtfrxZEjR/D333+jurq6TvK0UGNkGIZ6r0n8f1JSEpKSkmjN5+TkZHTv3h0FBQX473//i8LCwrChB9x55/bJPdZAIAC73U6ly0SiTV7y5Dp0uVzw+/30GiPeZ7fbTZOHsROLCF27Yq9nAuK5Jvt6vV7qXWdn7yZSbKKGkMlkta53Mf2GMlKwrxWyDTfPgNvths1mQ3l5eS2DRbg+ucdM7luXy0VrhJK5JnJyj8dD49iJ8cHtdjd4OSk+1IfcajQaTJ8+HXv27BHtNQ1HEPv27YtrrrkmKulXK4Th9/vx3nvvYc6cOfVKsmMwGDBv3jzcfffdtc5lr169av2dl5fXIEnaol00X3LJJXjmmWfw0EMPNWhW82jHR/JXxBISiQRDhw4V/L6iogKPPfZYvZ47YmM4+WCxWLB+/Xrcc889UbcRDU6cOAGv1xtVDerBgwfjiiuuiMjQGO68tmnTBjfccANOnDjRoqTPTYVIkqAdOnQIzz77LLZs2RK1kqxdu3aYNWsWbrrppjoezq5du2Lo0KG48sor8eKLL8bcWGw2m3Hq1CnRoRBsKBQKPPzww9i8eTO2bdsW03ERmM1m1NTUwGAwRLyvy+VCcXFxTMdDysEKwePx4JNPPok6lwkJHYwWDMOgvLw8ZLw50MLl5UJkkm/xR+r0kphO4p0jstNgMEi9iXK5HB6Ph5JytVqN+Ph4mgEzkjERciSRSGhCLCJP1ev1VO7OJ1EO5c0O9xm3DRJny64rzP7NLvjO3o/7E8r7HulLJVLy53K54HQ6YbfbaY1qANSL6XK5UFhYiK1bt+LgwYOorq6mXmB2pvhQYKsUUlNTkZaWBpPJRMuUpaWl0cz3V1xxBfr06UOvCzESc77v+M5xMBiEzWajJdiIAYeoJ4j33Wg01iqHQrZJTk6GyWQKWeYgEnCNLKSUCCFk7DADYuAg80jG5ff74fV6UVNTEzaJWaj54UMwGKSLYpJV32KxwGKxoKamBqWlpbDZbPSlLiamm91vIBCAx+OhXnVyn7AX+cSwRjzdpDZ8SUlJzF9AYrBo0SKYzeao9x84cCCvXDxaKJXKiOJ2Y4GEhATk5uaiU6dODeZxbCiIOXd+vx/vvvsuXnnllXoRbp1Oh3nz5mHixIkh7zeTyYRJkyZF3U8oLFq0KOp9J0yYgLFjx8ZwNLURDAbxySefRLy4ZxgGX331VcxrGjMMI1iT2G6348knn6xXXL/X68Wff/4Z8ZjOnDmDhQsXYuDAgbj//vuj7j9aHDhwIOqs9nFxcbj++usjel8Sg6sQpFIpJkyYEHOvnxDIWo8dWtVSwDCM6PfV3r17MWHCBGzatClqwq1QKPDCCy9gzJgxgpJilUqFRx55pJbhMVbw+Xz4+eefo1bBxcfHY9KkSRHL8cWiuLgYeXl5Ue174sQJ/P333zEdD6kCwweGYfDTTz/h888/j/p6qKqqithoSxxOxMMerlwYcBF4uoVk02yQBbbf70dlZSUt90OIAPFok9IeDoeDehdJmyRJU1VVVUTxcuSkEOJBSin5fD4YjUa0adOGxiWzbz7ydziCFg6kPxKTTIwKZD6Ix5IQIiKB55b9IvMRS2st37EIecyJV9fhcCAzMxPJyclQq9U0driiogJ2ux1nz57F2bNnKSnnKhPCKQgIqVKr1ZS4krIwgUAAycnJVF4MXIhd2bdvH/Uoc0Mboo1rDwQCsFqtMJvNMBgMtCSbVqulHmQA9IHrcrlon8SAYjAYaOb9WIOQ7pqamlql5Mg5Itm8yXkDLhDXsrIyWCyWWvH1sQhFIOPxeDzQaDTUWGG321FQUBCynJpQ22wPO3k+ECUB+14l9xEh28Q45HQ66T3VFPWvjx8/jqeffhqfffZZVPunp6djyJAh+Oabb2I2prvuugvz5s2rlwQ6HDQaDUaMGIE777wTOTk5yM3NBcMw2LFjRy3ys3PnTmzduhUHDhxolgneli1bhieffDKkoXf//v1466236q2k6N27dx0PtxCys7OhUChifk3v2rULf/75J/r06RPxvjKZDPfddx8WL14c0zGxsW7dOuzfvx+9e/cWvc8333yDOXPmNIiXc/v27SgvL6+VSd1ms+HRRx/F0qVL69Wnz+fDrFmz0KdPH8HyeQzDwOfzYd++fVi7di3+/vtv/Pe//40qaWmsUF1djXfeeQdffPFFxERXIpGgV69eUKlUolUNTqcz7CK/R48eGDFiRL2MSuGg1WrRrVs3XHPNNejUqRPi4uLgdrtRXl6OkpISlJeXo6ysDEVFRSgoKIDVam2WnveKioqw4Xdmsxn/+te/oiaEBBkZGRg+fHhYR5per8ett96KnTt3xnzONmzYgOnTp6N9+/ZR7d+rVy8kJCQ0SBkxl8uFr776Cv369Ysoztlut2PevHlRVQMIBa/Xi3379qF///51VMw7d+7E008/Xa8SnmfPnsW+ffswfPjwkNef3+9HeXk5jhw5gj/++AOHDh3C0aNHkZ+fL+o93KJJN9cbFSpulS01PXv2LLxeL108ECJK9iPEkxR+DwaDUKlUtJ63UL/kb64hgMSbAhcWhMTLrlKpkJKSgtTUVJptm2s1jeYmJ/0TiyfJ1K7X66lnWyqVwu120/GSvu12O6qqqmCz2WqRlHBkhSsxr4+FVUhuzc6kTgiW2WymL778/HwcPnwYVquVJq+Ktg66XC6vFY9Pkl7o9XqqEAAuZC9NT09HSUkJ9XQKEW+xsdzkt8fjwblz52jCNLPZTL375JoKBAJQq9XweDxQqVS1StsRwxJbpRCJd1lIBk+uB5/Ph8rKSprkjp0sjY1gMAiXy4WqqiqUlZXVkVvWxzjB7aO4uBjBYBBKpRJ2ux3FxcWwWq0RhYVw72fyv91uR0lJCQ0zkEql8Pv9cLlcNGkc13BF9m2KRSjDXChZ1KVLFzzwwAMha4EKoT4SUz4kJSVh5syZmDRpUsy9fwBwxRVX4JNPPkHv3r3rjP3666+v9f/IkSNht9uxdu1a/Otf/2rU+qdiEE5qabVa8fDDD8ekDnQkXrEhQ4YgPj4e5eXl9e6XjZKSErz66qtYvnx5VJLGhk58ZLfbcffdd2PlypWiknUVFBTg3//+d4PV6T5z5gz+/e9/44033oBcLseBAwcwffp0HDx4MCbkYO/evRgzZgzeeOMNWsKptLSUJqz64YcfcOrUKeTl5TWJUZEPDMNgw4YNmDJlCl588UXk5uZGdF106tQJWq1WNOnmqxLChVKpxOTJk7FhwwZUV1eLHotYdOzYES+//DJGjBgBo9FY67nHNmz7/X7YbDacPXsWq1atwuLFi6NKONWQKCsrC7lOCgQCWLx4cUQhAEIgiVHFYMCAAdDr9fWq586Hs2fPYvbs2Xj33XejCokgiYUb6t31/fffY+nSpZg0aZIopVhNTQ3ef/99rFy5MuZrnmAwiM8//xyDBg1Ct27dqJPnxx9/xDPPPFNvQ77NZsOLL74ItVqNnj17UqeRz+eDxWLBqVOncPToUfzxxx/Ys2cP8vPzowo5aNGkmyvJ5iM33AV0IBCA0+nE+fPnqSw5OzsbCQkJNAkVIaTEgknIG/HohQKbQBCSyPb6EU+cVCqlpYuSk5NRWloqOtkX9xj5HlAke3pSUhKSk5OptJ1kxSYeUTI+EpMaFxcHo9GI4uJiWnqKTTyEPNF8EuloiDeXjJHPgsEgysvLcebMGcTHxyMYDEIqldKY7aKiIhw8eJCSX0Ky2G1FshAh3n8yXyQUQKfT0bhxQr5ycnKQl5dHa4BziXYkYMcl+/1+WK1WnD17lsZFu91uSqbJy5WEDEgkEipFJwt2ocz4fOeRO0dC/5PfxIhVVlZGlRskgzg74Zvdbkd1dTVsNhudIzYhjcUCkRgBKioqUFNTQ0uTkfMY6QuAe/2SRYvVaqVKGPI5m2ALqSqayqtgs9nwr3/9C7t378ann34aFfEWC5JfIFwioxtuuAHt2rWrt6eCi27dumHlypW45JJLRO+j1+tx1113oV+/fnj44Yfx888/x3RM9UFJSQl+//139OnTp46E8MiRI3jzzTdx+PDhJhpdw+Cnn37C1KlTMX/+/AbPIhsNTpw4gXHjxuHpp5/G6NGjeb2p586dw7fffou1a9c2aOm2YDCIhQsXYt26ddQQXVNTE9M+9u7di9tuu43GUrrdblRVVcW0DyFEa4z1+/1YtmwZfv/9d9x///247777kJmZKWpfEqYlFmazGW63G3FxcSG369mzJ4YMGYJVq1aJblsMsrOz8cUXX6B///5hq5UQxWNSUhK6d++O6667Do899lizKi+4a9cu5Ofn83p+vV4v1qxZg7feeismRh6bzSZaTty5c2e0adMm6nhhIQSDQXz99dfo1q0b7r///oiTABJVY0PBbrfjxRdfhMViwaRJk5CUlFTnOmMYBg6HAwcOHMCHH36IDRs2RJ3/IhyOHj2K22+/HTfccAMMBgOOHj2K3377jSb6rC/27duHsWPHonPnzkhLS4PP50NpaSlKS0upgy+SvAN8aNGkW6VSUbLBjiflKw1F/md7bv1+PxwOB6qqqtChQwekpqbS74kFQ6FQwOv1wuPxwOVyifZEkzYIkWaXfwoEAjRhm9frRVxcHBITE2kisGjBJuGkxFFqaio0Gg0t50Q8uGS+/H4/HRuJQSeJsPx+P6qqqurIp8TEw8YCbPISCARQU1OD/fv3o6SkBJmZmYiLi4PT6URlZSVKSkpQVVVFZcWRJKbjGz95sBACTzzGhMyRpGASiQS5ubn49ddfaeIzIY9qOCUA9zOSeZtIZjp37kwzchNvsVqtpnJqklCNncyLa3zgjoP8z3e/hMsnQIgokVFXV1dTBQdJmOZ2u2tl/Y8kljsSkGuEjIl8Ru51vvFH2j5pi+8ebWiCnZ2djbS0NNx5551ISkrCxo0bcerUKbjdbhw+fDjkc4NhGKxYsQIlJSV4/fXXMWjQoJiPDwB++eUXFBUVoV27diG30+v1eOihhzBjxoyYWcPVajVmzZoVEeEmkEgkyMnJwQcffIABAwbEnLhEi7KyMgwfPhzXXXcd9Ho9RowYgT/++AOVlZX4888/cebMmSYZl1wuR1JSUsw93cCFZx6RiDdn4v3www9j7ty5uPTSS5GdnY1hw4Zh0aJFcLlc+PXXX1FaWtoohrZAINDg+SJcLleT1K3Pzc1Feno6EhIS6Hu3pqYGxcXFKCgoCEmYGIbBuXPn8Oqrr2L16tV45plnMHLkyLDexEiTXlZUVMBsNteS+PNBo9HgkUcewZYtW2L2fJHL5Zg6daog4Q4FhUKB66+/Hi+++CIeeeSRZlNR4vTp07jnnnvw5JNPonPnztBoNLDZbDh37hxWr16NNWvWwGq1xqQvt9st+riNRiNGjhyJ48ePx/y+ttvtePnll5GamopbbrklonNps9li7n3noqKiAi+99BJWrlyJAQMG4Morr0RGRgYUCgXMZjMOHjyInTt3Yt++fbRiTkOBYRicOnUK8+bNi9ooFw5VVVX1Lj8XCi2adKekpECr1dJMwoTo2mw2OBwOSr7YsdnA/zynRAZKSgq1a9cO7dq1g0ajoRJV4lENBAK0PFSozMtsT6DH44HdbqclrJKSkqiFjmEYmhRLpVIhOTlZdGkrIdJGPifk0GQy0aRtJCM7KT9F+vD5fFRGT8g6QWpqKqxWK2+sMukvUkSzL/t8Wa1WOJ1OFBQUUO+v1+ulGcq5sl4+wsklm3zjI1m4yXl0u91UmRAfH0+JJcMwyMzMRMeOHWGxWKi3mf3iFqsK4CO1wAULb2VlJU6cOIFgMIjExEQqdSfj8/v9NHkX+dtsNtcioOxjFgqPEBoj37jI32wjlsvlqiNnJ8SKTX7FXgdiFBPsNviUBmIVI0Ltcs+NmGuXT7FRH+zatQtpaWm0rTvuuAPAhYydmzdvxuzZs/H7778LegAYhsFvv/2GMWPG4IEHHsDzzz8PvV4f8gXvdDpRWFgoeowejwenT58OS7qBC7HdH3/8ccxK6VxzzTUYMmRIvdro2rUrbr/99qhj4BsCTqcT33//PYALMd5NpZhgIy4uDkuWLMHYsWORn59PjbWxAsMwERNvhmGwbNmymI0hHAKBAA4ePEiTdr399tvN4txcTFi2bBk6dOhAS0ESg2pVVRUOHDiA1atX46effkJpaamg8S4QCODAgQN44IEH8NNPP+GFF15Ahw4dBJ/JR44ciSjsxeFw4OTJk8jNzQ27bZ8+fdCvX7+oa6dzkZmZiVGjRkUdAiSVSnHDDTegffv2MffgRguGuZB74/fff6e5dOx2e0w8jFyQdZIYSKVSTJ48GT/88APy8vJiLp0uKyvD448/DgC4+eabRXu88/Ly6hXHLBZerxd79+7F3r17aZ4owosaypESDi31eduis5eT+GSDwQCj0UizSrdp0waZmZkwGo1QKpW88WrEM0ayEldXV+PYsWPYu3cvTp06BYvFAqvViqqqKhQXF+PkyZOoqqqK6MZnGIZ6Xgm5J+SRvEDIBUsStXHjccR4RLkgicAMBgOtM03if9k/EomExiuT2slEUk0SrxElARlPqLGFIzfkt1jSwv0hc0dKQJFz5HQ6qUeaK/PlxtfzEWBuiAIxRhCFA/HWEk+63W5HZWUl7HY7TUjSo0cP5OTkICMjA8nJyRHJhIQMKGwy63a7UVpaiiNHjuDMmTOorq6GxWKBzWZDVVUVqqqq6MuJqDdqampqGXC47Ycj1uHIOPucEg8wkXOT88FNyse9DmJBSLk5Fvik3txj4zseoWMVul7FPvRj8XJIT0+vcy2T3BC33norfvjhB6xYsQL9+/cP2U5lZSXee+89XHHFFZg9e7ag14BhGPzwww8RWXy9Xi9++eUXUdsmJSXh0UcfFd12KKjVajzxxBMxyeLa2NnVI0FDLjLOnz8f0eKtR48eWLVqFT7//HPMnz8/5hl0GeZCdu5JkyZh165dIRfHDHMhd0EsE/5Fipa6AGzO6Nq1a60cKkQdmJmZiREjRuDjjz/G+vXr8eCDD8JkMoVsy+l04uuvv8aNN96IDz74gOb1IWAYBufPn8cnn3wSkdfX5/MhLy9P1PnX6/UYNGhQzJSA/fv3Fy2bF0J8fHxYL31TgDi5SkpKalUdiSWcTmdECo4OHTpg1apVePLJJ5Gamhrz8RQUFGDy5Ml4++23RSll7HY7vv766waTcguBrMPZiYpbIR4t2tNNHshSqZR6uIinlmQor66uRnV1NZUEcy8QttycyHYrKyuh0WioFInUPCYSXjHEkZB6Ut6KJFCTyWTQarWUTBHZMiG6kRBZvmRdwAXSrdPpaiXRIonh1Go1zTzr9Xppv4QgEZLEjgXmI6VC4wk11mgRjqiF8kKG81Cy22Mfp8fjQUVFBS27xfYkq9VqSm5JebmEhARcccUV2L9/P6RSKSorK2P2QCJWVWIccjqdqKqqQlpaGuLj46FUKun5JMnNioqK4HK5QlpkhUh1pCoEIXIaSq0Ragzc8dTne75xRrKPUBtiybyYOYgF9Ho9Ro0ahauvvhoTJkzA9u3bBbcNBAI4d+4cnn/+eaxYsQLTpk3DFVdcgU6dOkGtViM/Px87d+7E448/HnFW7F27dsHtdkOtVofdtl+/fjGZG41Ggx49etSrjX86Tp48iQULFuCFF14QbTDs0aMHevTogXPnzjVINvNgMIjvvvsOmzZtwuOPP4577rkHnTt3rmWYttls+O677/DEE0/ETHbaiuaBcB5clUqFnj174oMPPkC/fv3w8ssv4/z584LbM8wFaeozzzyDOXPmoG/fvsjNzYXJZEJ5eTl+/vln/PXXXxGNMRgM4u+//6ZheuHQrl27mDzz5HI5Bg4cWO8yiGwl2j8NHo8H3333Hfr37y86iVlubi5ee+01WK1WfP755zF/r1dUVOC1117DunXrMG3aNAwdOhQpKSl1nHEWiwWffPIJfvjhh5j234qGR4sm3aQ+MSHd5MVPJK5SqRQGg4GSID7izSZ0AGqV/SEXOpuUs4lfOA9YMBikdaVJlkSdTgen00mJLluCTso+iQV37GyvLcm2DYCSP7Z0nEiniReeHRcPgGbsY8vhuYQ7lg+cSLyKkZCfcGoBbhw8WxpdWVkJnU5HFQM2m43OISkh5na7abK1lJQUpKenY//+/dFMQcjjZl+3pF8yPp1OR8vQEW831wopRAj5+gsltw61D999EWkf9QU7lESsRzuSMXG3Y997fNtyx9HQSEtLw7JlyzBhwgRs27Yt5LZ+vx979+7FpEmTIJVKcdVVV0Gv1+PIkSMoLy+PajF26NAh5Ofni5Jbrl69ullZyRmGwXfffdfUw2gSMAyDN998EzKZDM8++6xo4u33+7Fw4cIG9bY4nU7MmjULc+fORe/evZGbm4sRI0Zg+/bt2LZtW7Mt+daK+kHsO0Kr1eKuu+6CRCLB9OnTwyZV8vv9KCgoQEFBQdgwKzEgeRbS09PDbltVVRWTZ55SqUROTk6936OlpaURhRC1dJD1HVlPrVq1Ctdddx1uu+020QnJ1Gp1gyYk9fl82Lt3Lx588EFccskl6Nu3L3r27Im4uDgawrVt2zbs27ev2cTit0I8WjTpJjEFEomEZnAOBALQaDS1iCaRbhNZN8Afr8mOOeV7iUdqFSTZpktLS6kXm52ojMhxiWTZbrfHZPHAMEyt0k1sKyzXaMCWvRMJutfrRWlpKcrLy+tkfm4or10kUl1uzG4oEhmKQHLjt0nsOzGW+Hw+FBUVQS6XIycnB0lJSbRUGYmNJzHxwAVDhsFgoAaNcP2KAfdY2XJtksSsqqqKGp7YBqJwRiLuvIUijtyxhNqOe5yRHnMk24dTPoiF2Dj7aLzkjeHpZiM1NRVffvkl+vbtK6okDLlW/vjjj3r3XVVVhblz5+L9998P6YUpKSnB119/Xe/+gAtzHYvFx19//YW1a9fWf0AtCPHx8XC5XDQM6rXXXgMA0cTb7/djz549DU56GYaB0+nE9u3bsX37dnz66acN2l8rWhbkcjlGjBiBxYsXR1SBIBbP5TNnzuC7777DY489FtI77/V6sXv37pj0GQgE6q3s8Hq9WLx48T+GdLdr1w7jxo1D27ZtcfToUWzatAnFxcV488030aFDB3Tv3l3U+50oRxv6ne71enH06FEcPXoU//nPf2rlyWlFy0WLjumWSqWUYAK10+eTzOakzFeo2G723+SHTW7YP3z7hroJ/H4/jU2prq6G3W6Hw+FATU0NHA4HjU2uqqqiySKiubHYBCcYDKKmpoYm0iKee7fbDZfLBY/HU6fMEXmIV1dX4/z58ygoKKDZ1GPl3a6PzJhv23CEOxS4Hu64uDhkZ2ejU6dO6NSpE7KysqBWqyGTyWCz2VBcXIzCwkJUVVWhuroalZWVqKioqFXf3GKxUMk+X1/cv0N9xj5WrjWenC9itCHxNT6fr05se6h2hZQL3M+5MdOhwHfthiPz3G2itd5He20KGWtCtSf0HIlUwt5QaNu2LUaNGtUkfX/66af497//LShNZ5gL8eKVlZUx6a+mpgaLFi2q1/k/dOgQpkyZ0mA1lZsjrrnmGuzZswerV6/GgAEDAFzwsvznP//BmjVrRLWhVqsxffr0estcW9GK+sJgMKBLly5RJxaLFl6vF7Nnz8bOnTtDGp8OHz4cVn0USZ+bN2+OOPyHwG63Y+HChfjggw9imgSxuSIhIQFz587F22+/jccffxxz587Fd999h7vuugtZWVm8VXqaE8i6vpVwt3xE5OmeOXMmVq9ejWPHjkGj0aBfv3545513akkJ3W43/u///g/Lli2Dx+PB8OHDsWDBglqJB86fP49HH30U27Ztg16vx7333ouZM2dGXKNOIrmQKZp4cUmJIlKSCwCtZ8xXNojP283+PNwFHmqBzfae+3w+lJeXw+v1Ij4+nsZbEw8NiTvn1sSOBGxyFgwG4XK5UFxcDInkQu1tkoiEJAcjc0cyvDudTlitVpjNZlpPmS9Te6ReO/b29Yn5jvQcCY2T632VSC5keo+Pj0d8fDw0Gg2USiU0Gg3UajXkcjkty+V0OmGz2aBQKGAymWAymWqVqSIGFW4YQ7j54iOgQt5ePs81N+ae79hDkVzuvPIRYLHzHEqFINRufQlqfdsId12GO3buMYtpt6FBEtE0Bfx+P959910cOXIE//d//4f+/fvTubBYLHjqqaewYsWKmMUAMwyDd999Fx07dqRZ3cXCYrFgyZIlePHFF5tNqbDGgF6vx7vvvosOHTpQL88zzzyDG2+8Ef3790dGRgbdloRsCF3PXbt2hVwuj5oAtKIVsQBZxzQFMTl37hzuu+8+/Otf/8Jtt92GpKQk6gAKBAI4evQonnvuuZiVd2OYC9LoIUOGYMyYMWHXzqTKS2lpKf766y8sXboUmzZtiihTe0tGTk4OBg4cSM+JQqHAVVddhQULFsDlctEQPfb6Suh5R2o3t6IV0SAilvvrr79iypQp6NWrF/x+P55//nkMGzYMeXl50Ol0AIAnn3wSP/zwA1auXAmj0YipU6di9OjRNAtuIBDAzTffjLS0NOzatQslJSW45557oFAo8NZbb0U0+GAwCLVaTW8Or9cLuVwOuVxOrVYkORqpocyHaKTAYogk6Z9sTzJMk1h0hmHgcrlomSduuatIQcZLpMfE80qSyrFLgwGgceTEU0qINtfLL2Y+Qo0pFoi2nXDkm0ClUtU6pyqVCm3btq21mCR12h0OB4qLi6HVahEXFweNRkMf5sXFxRGFCQjNqRgDRTi5eCiJM5ewizUwcffnQoj0c/eJlXoilm1wEcr4wbdNKONFY2P37t3YsGFDk/Xv9/vx/fffY8uWLcjNzaVzYbfbcerUqZj3Z7VaMXnyZDAMgxEjRsBgMNTZhmEY2O12MAyDs2fPYt++fVi1alXMSvi0JHTs2BFXXnkl/T89PR2LFi3i3Xb+/Pk4dOgQhg8fjuuvv56+vwiOHDnSrL1ErfhnoKioCHv37m0yb+Dp06cxffp0fPzxxxg8eDAuvfRSSCQSHD16FOvXr0d+fn5Mx1ZdXY3HHnsMO3bswE033YSsrCxaDpaEnhUWFuLs2bM4efIk8vLykJ+fj9LS0pgnPWzusNlsvMes1Wpp7iMCoiS02+2oqKiARqNBYmIiXbMfPHgQv/32W2MNvRUXGSRMPZ4CFRUVSElJwa+//opBgwahpqYGycnJWLp0KcaOHQsAOHbsGLp06YLff/8dV199NTZt2oQRI0aguLiYer8/+eQTPPPMM6ioqBAlU7NarTAajbj++uuh1WopYfL7/ZDJZJQser1eGvNqt9upVzeUrFbIuxgq4YYQaWJvR7KBEzkz2YYbexutp5vbr0QiqVVPj3j8ucfFlrOzY4LJ97EmR40N7rnh/k+SoKWlpaF9+/a0PAmRlqtUqlrXEnmhFRcXo6Kigm5DMoibzWa4XK5asfCRzhtbQRHqmiS/uZ5u7nZ83/EZjYQk0nwqh2iVD9zjjEU70fYrpMIIZThgf8/+n9sud7tgMEjLuMXFxTXIcRHs3r0b48ePx7lz5xq0n+YIrVZL69dyswm73W6sXbsWbrcbDoejyZQAzQGpqanYsWMHOnbsGHZbi8WCHj16oLCwECkpKejSpQuuvvpqABcM3YsWLUJZWVlDD7kVLRCN9UyvqanBW2+9hY8++qjRSyjxgay/ADS4LFgikUCj0UCr1dKQS3apUaKg/CdDr9dj9erVGDp0qKjtGYbBb7/9hqlTp8Jut6NLly7o1q0bGIbB+vXrcfz48X/8nLaCH+Gui3olUiNyvISEBADAvn374PP5cP3119NtOnfujLZt21LS/fvvv+Pyyy+vJTcfPnw4Hn30URw9epS39AvxwhKQBBIkYzMAKiEnBIlds1io1JeQZyocERAjjeXux5boETLGJTGxktqy2/P7/ZBIJNTLz+exZM9LQ3ojo0F9SR35zfc3m1yR+HW2JIzkCCDJ5ZRKJQKBQK0ya8RzRtphqwRIH5GCfR2Q8ZL/+TLqk//5rlsh4i50nfF9TvokbZFrmc/4JMZjzjeehr6++I6fKyELd28IbSemv8bCnj17cPvttyM/P79J+m9qOJ1OnDhxArNmzWrqoTRrlJWV4Y8//hBFuuPi4jBs2DAsXLgQxcXFKC4uxtatWxthlK34JyPceohhGHi9Xpw7dw6fffYZvvjii2ZBuIH/OTQaqy+n0wmn09ko/bVEOBwOfPPNNxg4cKCocpYSiQQulwtnzpyB0+nEuXPnsGnTpkZ1DrSiYcBe9zVF1YuoSXcwGMQTTzyB/v37o2vXrgAulB9QKpUwmUy1tk1NTaUxEKWlpXUKy5P/heIkZs6ciVdffbXO51VVVTQ5mt/vr/VDSmGRHy6xDLWQJjdWKA83W5YrdoEtRIzYbYfzuodrn+sl5fYrtF+o9sR6/JoafB5dtrpALpdDqVRCLpfTWHtybbhcLhQUFCA7O5tup9PpIJFIoFQq6RzabDZqyOCGBIQy6oh9WLPPH1sdQbKra7VayGQyuFwu1NTU1FJvsK9b7hj4+uaeP75zKZPJaDJCMmdA7dJcfP0KHVcsPeVC/fDd23zGCzK/5PjYnxFDCzu3Qbh+2b+5Y4nFfUJCZVQqFTweD227pqYG27Ztw5IlS/DXX3+1xpu1gkIqlUKtVtNKGmzMmDEDGRkZGDJkSNg2srOzG3CU/H3q9Xpce+21UKvVKCoqws6dOxtlwUvKkDIMA7fb3eIX2USNRf4ePHhwHUktAOTn52Pv3r3NJlTg/PnzNG+K1+utlXS2rKwMp0+fxpEjR3D48GGcP3++NafAPxzE45+YmIjExERYLBZUVlZSheK6detwyy23YNSoUaLKg1VUVNSRpDfUs0AqlcJoNKJ79+7o3r079Ho9Dhw4gO3bt8NmszVIn+y+s7KykJOTg+rqapw4cQIul6tB+2xIEIWvQqGARqOByWRCVlYW0tPTkZycjNTUVKSkpIBhGOTl5eHHH3/EiRMnGo2AR026p0yZgiNHjmDHjh2xHA8vnnvuOcyYMYP+b7VakZWVhfLy8lrkN9QPUJfQhiKTAL/klItQnu5wVtpQCLdvuLGEIveh5MqRIFoiEamhIhLweTQVCgXi4uKQkJBAE6ABoFnIrVYrvF4vLBYLSktLwTAM4uPjaxF2pVJJs8vbbDZUVFRQ0i2kFBB7HFwDCSHchPyrVCokJydDr9fDZDJBp9OhuroaRUVFKC8vr0UMxZJYrrKDb97Igj0pKQkGgwGBQACVlZW1yD732Lj9CxmwxMxLJBAiuOQ4yDlk/6jVaigUClr+DbigqiEGBo/HA4vFEjbJYUMeF8HMmTNRVFSErVu3YtiwYdi4cSOdf4/Hg6Kiopj214qWDa1Wi7Zt2+KRRx7BLbfcArvdjo8//hjr1q1DeXk5AoEAKioq8MYbb6B79+5UrcaHPXv2YOHChY0ybp1Oh6ysLDzyyCMYOXIksrKyIJPJUFNTg/feew9z585t0IR3nTt3xtKlS2E0GsEwF2qXf/311y2uDnhycjL69u2Lyy67DJ06dcKgQYMAXFiQZmZm8ibestlsWL58OZ588slmkcV/5MiRkEgkcLvdcLvd8Hg89G+2wbwVrTAYDLjzzjsxfvx4dOzYETqdDm63G/n5+di0aRPWrVuHkydP4o033kB8fDwGDRoUMvlcIBDA8ePHG9wAZTKZ0LNnTwwcOBDDhg3DZZddBoPBAIlEAqfTiY0bN+LVV19FXl5egz2DrrvuOrz//vvIzs6Gy+XCzz//jJdeegmnT59ukP4aAlqtFjk5ObjiiitwySWXIDs7G+3bt0dKSgpdN2s0GupUIQgEAnj00Ufx/PPPY82aNY3ynI+KdE+dOhUbNmzAb7/9hszMTPp5WloaJS9sb3dZWRnS0tLoNrt3767VHokHI9twoVKpqKWWDXZ5Ji7JZC/0hbx8fBBLCMl2QiRDiBSH8jiK7TsSsiuGDPIdB3f/WKIhveNcD6xMJoPJZEKHDh1gMplgNBqh0WgAXLjebDYbioqKUFpaCqvVioqKilqebgC1SnH5fD7U1NTUknKF8/KGA/f6kUqlUCqVSEhIQHx8PLRaLfR6PVQqFfR6PTQaDf2t0+lQXl4Oi8VCFyJiZd7cMXDJKimllp6eDoPBQP8/c+YMLBYLrwc4lAe7Ma4l9vVMDC46nY7+kGSCKpWqlnGDeANJVYFgMEhVNIFAANXV1SFfwNxzyB5LLPD888/Tv48dOxaTNltxcUImk+Gzzz7DLbfcUiuh3Lx58/Dmm29i9erVePnll1FSUoLt27fjgQcewJdffllHoUbwwQcfNEp+gGuvvRYvv/wyrrrqKuj1+lrfGY1GvPbaa7j22mvxyiuvNJixf8qUKbVC3D766CMAwFdffdUiCJ5arcbTTz+NBx98EKmpqRGVcjMYDLj//vvhdrvx+OOPN+AoxeHgwYNNPYRWtADI5XI8/fTTeOqpp+rwhIyMDPTp0wf33XcfFi5ciK+//hpPPfUUXn/9dQwfPlzQ480wDLRaLeRyeYMlnevQoQPmzJmDa665Bjqdrk7OJa1WizFjxqBbt254++23sWLFiphnm9fpdHjqqaeoWlmv12P8+PFITEzEvffe2+xVc1KpFH379sX06dMxYMAAJCQkQKFQiC4bKJPJ0KlTJ8ycORNHjhzB8ePHG3jEEdbpZhgGU6dOxZo1a/DLL7+gffv2tb7v2bMnFApFrXiv48eP4/z58+jbty8AoG/fvjh8+DDKy8vpNlu2bEFcXBwuvfTSiAbPjp8lC2WhutJiX5h83mIhTyAfopFxh2tTTFuRLAj4jBLRLiiEjAtCP6H2qw+E5L0qlQqJiYnU2mUymaDVapGUlASTyYT09HRkZWWhffv2MBqNCAQCKC8vR0VFBZxOJ3Q6HRISEujiJRgMIi4uDikpKVSGSMCnrojmOIjUKD09HSkpKdS7HRcXR5O26fV6GAwGpKeno3379khKSoJSqawlSQ8H9jj5SLJMJqPHSDzCJpMJ7dq1oy8JofMr5r6L9hrg9iM033K5HAkJCUhLS6PnnWReVigU9H9yDmUyGS0Zp1KpoFarodPpYDQaoVAowo6Xq7ppRSuaAunp6RgwYECdDO4ymQwJCQl48MEH8e233yItLQ0Mw2Dt2rWYNGkSzZXCxXvvvYf+/fs36Jizs7Px7bffYvDgwXUIN4FEIsGQIUOwYsUK6rmNNcjik0Cv1+Ojjz7C4MGDG6S/WEKj0eDdd9/FK6+8gqysrKhqp0ulUkycOBGdO3dugBG2ohWxR3Z2Nh544AFexxxw4Zpu3749XnjhBdx77704ffo0nnrqKVpRiQ9yuRyTJk3Cdddd1yBOIqlUikmTJuGmm26CwWAQJIkSiQSdOnXCvHnzMGvWLCQnJ8d0HAkJCXXyekilUlx33XWYMmWKKBl+U6JHjx748ssvMXbsWKSnp0OlUokm3Gzk5OSEDbOKFSIa3ZQpU7BkyRIsXboUBoMBpaWlKC0tpfp/o9GIBx54ADNmzMC2bduwb98+3Hfffejbty/Ndjps2DBceumluPvuu3Hw4EH89NNPePHFFzFlyhTBmyYU+OI32X/zkTGh7YXaFyNFrw+i8W6LNQLEqn+hbdmkjTvfJEaWHSsr5pxEM0Y+8kU8nSaTCVKplHqniZw4KSkJbdq0QUZGBtLT05GRkQG1Wg2Px4PCwkIUFRXRMmFGoxF6vR7x8fEwmUxISkpCWloa5HJ5zI0JZI6kUim0Wi3i4+NhMBig0+koAZfL5TCZTGjTpg3S09ORk5ODpKQkUeSQ2w/ftUR+iOcXuGBwUCgUSExMRHp6OrUohjp+ofsRiD6kIZzEmz13BoOBEmmdTkeJNnChViepxU5iuhmGod7vQCAAn89H50HImME2MLSS7VY0NV599VW0bds25DbXXHMNZs+eTRdV33//PVauXMl7/WZkZGDZsmXo2bNng4wXuJCsLTExUdS26enp+OabbxqMeHOh1+sxY8aMsLWQmxoPPvggHnvssagWnWwYjcYGr7DQilbECklJSYiPjw+7HbmPR4wYgdOnT+O5554LKaHOyMjAa6+9FnOiC1xYo6SkpIi+V7VaLR566CG8+uqrVKkZCygUijpVPoALBtp7770Xl1xyScz6ijVkMhkmTJiADh061HvdLZVKkZKS0qAqXNpXJBt//PHHqKmpweDBg5Genk5/li9fTrf54IMPMGLECIwZMwaDBg1CWloaVq9eTb+XyWTYsGEDZDIZ+vbti4kTJ+Kee+7Ba6+9FvngOaSOXR6LZJ4mn7P/F+MNZMtUAXHJohoaQiSpvtLmSL3kfGNi/0/mmh2TTDy0pHQZe17FemWjgc/ng9VqpbJzIg03m81wOp3weDxITU1FRkYGcnJyaNkwt9uNc+fO4fjx47BYLDQxA0loRogcm3SLkXWLAcMwVM5OZM4A6BwSL6zRaERiYiI1AiQnJ0Or1Ub84Ah1DRB5Nkk2plarodFoEB8fD71ez/vSECLWYq+1cPcl37bceG6JREKNK0qlkiahi4uLo9cnOV8KhYImXCSE3e/306oJ5Fzw9d1KslvBRmZmJjp37ozOnTvz1gpvDKxYsUJUUqnRo0fjscceozkMnnzySXz55Ze8iXvS09PRqVOnhhgugAvl3CLJvpyZmYn58+fDaDQ22JjYGDZsGAYOHNgofUUDpVKJcePG1ZtwA4DL5WrNhN2KiEDW1U2B8vJyVFZWito2OTkZ//73v9G5c2f8+eefmD59OgoKCgS379KlS4OoPoLBII4cORJRhnu5XI4JEyagV69eMRuH1+sVlM+3adMGt912W5Od13CQy+W49NJLYzK+QCCA/Pz8RlnPRWS6FTMgtVqN+fPnY/78+YLbtGvXDhs3boyka14Qjx+JK2UTcHaSJyI5J3J0dsZp4MLimRubyheXGWsrSLiYT/ainp1gS2is7O3FeATZ44gGpA+2Z5bEI2s0GirlJZlSrVYrampq4HK54PP56i3FFgIZEykfV1ZWRpNTkGQsJF5bp9OBYRhq2VcoFDRJmcPhwOnTp2Gz2dC5c2dKaBmGoZmtIyVi4c45mQ+XywWz2Qy9Xk/nkf1iI6SRZKZVq9UwGAxQq9Ww2+0RlywTui5InLjL5aKeHhJLHh8fD4fDQe8poXZDzRHf99EagbjHQGKwvV4vFAoFrWwQCASgUChoSArwv1qqPp+PEhbSHlE7cPsLp4Kpr1efjWuvvRYAcPnll9cqyciHQCCApUuX0oXIvn37BKXDragfpFIprrzySkydOhUJCQno0aMHUlJSAAAHDhzAL7/8gldffbVRSxn98ssv2L59O4YOHRryWaNWqzFr1iwUFhZizZo1sNlseOihh7BhwwZ8+eWXtQhtRUUFNm/e3GBjPnnyJF544QXMnTtX9D6XXXYZ+vbtix9//LHBxkWgVCoxY8YM7Nq1q1b50uYCr9eLDRs2xMQwsGHDBhw9ejQGo6ofsrOzodVq4XQ6Ybfb6XOZ5Djx+/1wOBzwer00zJDkXWlpie9aGlQqFdq1a4dLLrkEXbt2xWWXXQa5XI7Dhw9j06ZNyMvLa7Rs8vn5+fjyyy/xzDPPiAqp6NChA+655x48/fTT+PHHH/HYY4/h448/rpWfioDwhliDYRh8//33eOSRRyIKqzUajejVqxd+++23mIzDZrOhurq6TqgwcOHddvvtt+PLL79slrHdwWAQVVVVMWmrvLwc+/fvj0lb4dC89VJh0LlzZ6hUqlpEhpC8QCBAvVQAaNmJmpoamM1mOBwO6kkMtXjmenG5pClSgiDUHtdjx+2fkDF2jW++dsXI6EONQ+wxcT3VJO7XYDAgLS0NiYmJVMorl8tht9tht9tRU1OD6upqmM1muN3uWg80IYImdkx8bZBs46dOnUJycjKVaZMa7hkZGZRwG41GBINBJCQkoKSkBB6PBw6HA8XFxQgEAmjXrh1t3+VywWazUeMBe27FzFsoEGOB2WyGRqOBXC5HVlYWAoEA3G43NBoNAoEAzGYzVCpVLYIdjQSS7/yTH3KPkGRjRI5EznNlZSWdA/ZCJ9R5C2cY4o5L7Pi554FkvFWpVNTwRo6FEHCivCAllcg8kOR5Ho8HdrtdMFNuqPAWMZ+LxS+//BLR9qNGjaJ/r127FitWrMDGjRsbNPPzPw3Jycl49913MWbMGN445N69e6N79+7YtWsXfvzxxwZLyMOFz+fDXXfdhfHjx2PYsGEYPHgwNTpyoVaray02A4EA1qxZAwCYP38+DAYDFAoFZs2aBYvF0mBjZhgGS5YswZAhQzBq1CjR6qdYL4iPHDmCwQLx29dffz0GDBjQbGuUHzt2DHa7XTAmXgyqqqrw/vvvNwsFz48//ojExESqgvB4PJBIJFS1FAwG4XA4qPE7EAjAbrfj0KFD2L59O/773/+ivLy8lYDHEBqNBtdccw0mT56Mvn37Ijk5udaaY/z48Xj88cfx3XffYd68eThx4kSDX0uBQADvvfce7HY77rvvPuTk5IQk3xKJBP3796eKxo0bN2Ly5Mn45JNP0K5du1rbHj58uMGSa+Xn5+OFF17Axx9/LJhEmg+xjLN2Op0hieull16KW2+9FZ999lmzeCaw4ff78csvv2Ds2LGiaq8LwefzYdmyZY2SRA0AJExzm0kRsFqtMBqNmDRpUi3JL4nh1ev18Pl8cLlc8Hq99IQQIm61WnH+/HmUlpbCbrfXKv0E1C1zxCXlYuTdkXix2W2GIv5ccs31gvONS4wxQQyZEDoG4H+1nNPS0pCenk5jwvR6PZRKJbU+u91umqDMbDajuLgYLperVjI87rFFKuHliykmUnd26TCGYZCVlYUOHTrQzNxSqRTl5eU4ePAg8vLy4HK5aIwvSSJGkl4Q4w0xHNTXY889ZhImodVqkZycjLS0NBgMBmi12lovFK1WSxUEpaWlOH/+PGw2W0Rj4jPCkDjm1NRUdOjQAXFxcfRztVoNmUwGm82GEydOqRmwWwABAABJREFU4Pz58/B4PLXOIWk3kuOuz+fs74H/1WokyeZIfXN2Zku/308NCV6vl+am8Hq9cLvdtC4s8XRzj497nEL3NNmGlFtrinjJQCCAo0eP4q677sKRI0cavf+LDd27d8eKFSvQsWPHsATRZrNh8eLF+Ne//tXo9U+VSiXS09Mxb948jBgxgnebadOm1fEwSyQXYg5TU1Nx2WWXYcWKFQ3i8eEiISEBn3zyCW6++WbeWtIEwWAQCxcuxIwZM2I6pyNHjsTatWsFv1+/fj3GjRvXLGtCS6VS3Hvvvfjoo4+iIt5nz57F9OnT8f3338dsTE21vPR4PDh9+jSWLVuG//znPyguLm6ScVxM0Ov1+Pe//40HHnhAsNIBQSAQwIEDBzBlyhT8+eefjTI+mUyG9u3b46GHHsIDDzxAy77yYffu3bjmmmuoAkkqlWLAgAF49dVX0aNHDygUCpw6dQpPPfUUtmzZ0mDXsVwuxy233IK33noLubm5Yd8lJSUlGD16NP7444+Y9C+VSvH1119j4sSJgtscPnwYt9xyC/Lz82PSZyyRkpKCRYsWYdiwYVE5NpxOJ1atWoXnnnsuZs+IsI63lky6n3zySSqzJR5u8rIhnm1CPpRKJY3vlclksNvtqKysxIkTJ1BWVlZHksQltNGSQLIPnzcuEg9zKNLPJtx8BJ2PCHAJAVfqLZYwEXKWkJCALl260Hp4Op2OerldLhcdPynL5XQ6UVZWhuLi4lrniTvO+hI3oHbYgVKppDHcHTt2REJCAiVoTqcT58+fx8GDB1FaWko9U4R4y+VyatVlS5UjlXKzIWScIcYCIh9PSEigWdi1Wi1UKhU8Hg8liBaLBeXl5dT7LkQQxYLMSXx8PDp27AiVSgWNRgOfzweZTEYzHxcWFuLo0aO0pBafx5kPQgYi9t/RjJ+rwJDL5dDr9UhKSoJer6ex6cTIwu6fxDJ6vV7YbDZav51rFOIi1HXL/r8pSTfB8ePHMXbs2H8k8Y5UNSMEvV6PL774AuPGjRO9TzAYxB133IGVK1fWq+9ooNFo8NNPP/FKj8+cOYPbbrsNhw4davRxCUGhUOCOO+7AggULeMljXl4eNm/ejBdeeCHmscfhSLfT6cSIESOwbdu2mPYbK0gkEkyaNAnz5s0LabTgYvPmzbj33ntRVlYWU4LR1MvLQCCArVu34r777msl3vXEfffdh/nz54tO5MUwDLZu3Yo777wTFRUVDTy6/yE9PR2rV6+myZv5xvXRRx9hxowZdVQQCQkJ6Nq1K3Q6HfLy8lBQUNDgSgmpVIpLL70Ur7zyCkaMGMHrtfV6vTh+/DjeeustrFq1Kqb1w5966im88847gqQ1GAzivffewwsvvNDgdcujQbdu3TB//nz069dPdHy3z+fD8ePHsXDhQnzzzTeorq6O2XjCPfNatLycyEMlEgmVwbpcLiiVShoD6/F4KHEhxdFdLhcUCgWMRiPatGkDq9UqSJ7EeLX5wCdD5+4bCcHl2494RIknlxBCQhLI31wvJvH4Edmt2+2mclquTJgPXAOAXC5Heno64uLiYDQaER8fT8svESUCyQSt0WgQFxcHqVSKQCAAq9UKi8VC++UaO6IFd+7JMQUCAfj9fmg0Gposixhj3G438vPzYTab63iKg8FgrTki7fIZUYTAd0yhjpE9hsrKSvj9frjdbhrjTZQDdrudxiLz1c7m9s93bfLNGZFo19TU0Bh4Yrzw+Xy0dFmbNm3gdDrhdDrreMOE5oTbJ5+xiG9/MQoN9j5+vx82mw1+vx8mk6lWyTCS0I9cHzabDTabjcYPcksSigXXQFdfaXkskZubi+effx733ntvo8mdGwI6nQ433HAD5HI5fv31V96YdZlMhmuvvRZarRbt27fHrbfeiurqanz00Uf47bffaDhBpOjWrRvGjh0b0T5SqRQfffQR9uzZ0yg1r9mQy+W82cxdLhfee++9ZkW4gQsLosWLF8Pn82HChAm49tprIZPJ4Ha78fzzz2PZsmUNFibxxx9/oKCgAFlZWbzfa7VavPbaaxg9enSjEgmxYBgGX331Ffx+P5566il06tSJtyoMwzBwOBzYvn07fvjhByxfvhxms7kJRtywkMlkGDJkCEaPHo358+c3uREgWkgkEurIYCf4FHI2KJXKWhUBysvLUVNTE7VaRafTYdKkSRFlzpZIJBgwYACGDx+Ob775ptHmvrKyEnl5eejTpw/vu/f06dP4/PPPeddJ1dXVMYuXFguSVO3BBx/EnXfeiUmTJqFTp06Qy+WoqKjA9u3bsXbtWuzZswelpaUxn8ddu3ahpqZGUL0glUrxwAMP4Pvvv8eOHTti2ncscOjQIUycOBHTpk3D6NGjkZ6eDqVSWefcB4NB2O127N+/n4bbNYZRhYsWTbptNhsYhqGSW/YimsT5kJjvYDBIk2gBoBlbSRIqh8MRtXeND+HIQaTgtkE8eTKZDHFxccjIyKDZct1uN5XWk4zMhJCrVCpotVqakdrv98NqtaKqqgqVlZVUUh1q3Gw5O1EZ6PV6Oh6j0Ugzbft8Plp2isQFq9VqSmRMJhNN/MX1REVi4BD6jH1OSaKV6upqerNZLBYoFArYbDYUFBSgrKyMVzLO530VMqLEAqQ/Mk+EeFutVqhUKshkMurlZpNDoQcIl8iK6Z9hLiSMs1qt9JxJpVLodDoaAy2RSGj9c67EnI9ACyEU+WaTV75Eguw2+M5PIBCgMYEkmzl5XshkMmp4InPJ57EPBS65ZqtaYuVdjSWuueYaqlpoidDpdJgzZw7uv/9+SKVSFBYW8h6LRCJBZmZmnTwHQ4YMQX5+Pp5++ml8//33EZ+bu+66KypDSmpqatSVOuoDu92Ol156CW+88Qadi+rqajzyyCPYvXt3o44lEixbtgyrVq2iMeeBQACFhYUNei+ZzWZUVlYKkm4AGDBgACZOnIgPPvigwcZRHzAMg8WLF+OHH35A586dcfPNN0Ov12PkyJFQKBQ4dOgQNm/ejDVr1qCoqKjFPgfEQi6XIzc3FzKZrFl66sJBIpHglltuwfPPP4/U1FQ4nU6cOHECR44cQVFRESoqKuD3+6HVamE0GpGRkYEePXqgU6dOMJlMYBgG5eXlWLduHT7//POoZMJpaWlRlY9Sq9UYNmyY6IoKsYDP58Nnn32Gfv36oVOnTrXCyQ4fPoxnn30WeXl5jTKWSFBTU4NPP/0Uq1atQrt27aBWq1FYWEjVoA2Fw4cPY//+/SHrVCcmJuJf//oXDhw4ALvd3mBjiRb5+fl47rnnMH/+fFx11VXo3r07srKyYDQaIZfLUVNTg5MnT+KXX37BgQMHUFNT02RrshZNuu12Oy0LRIi2TCajsiqv1wu9Xg+5XA6HwwGbzUbJncPhqOO5ZIOPtLG/i2TRxedJrA/Yi3ulUom2bdsiMzMT8fHx1ONN4qiJB5TMkUqlohJbYoxwuVxISUnB+fPnkZ+fXydbczhpu1KprCWFZpcLMxqNUCgU8Hg8NPkXOT+EwMUyMQQZk5A3lxhfCgsLYTaboVarIZFI4HK56DXB9hZzrwMxEmO+79ghANx2Q+1HwM68T8guWx3A/gnXlhAZ5pszkpwmLi4OcrkcOp2OJhgj25B4frPZDL/fX2v+he4VruGGEGr2OPmUJ6Gk/KGMNcQgQfI6sM8Hd/64xhYhsM8hd96E5rQV9ccbb7xBCTcA3qyzoaBWq5Gbm4svvvgC9913X8QxrNGGB0gkkiYpI8YwF5KUrVu3jl6L5L5u7vD7/Y2qDPB6vZgxYwa+//77kHHRjzzyCJYsWdIsvd0E1dXV2LVrF3bt2gWJRIKXXnoJEomklvOhOcPpdEYkkRcCMa631IRqWVlZeO+992qR3ksvvRSjRo2ipS7Je4aETXHfOampqbj00ktxzTXX4P7778epU6ciGgMJa4sG7dq1g0qlatQ8CLt378aYMWNw0003oVOnTggEAvjrr7+wceNGFBUVNSsjOBvBYBAVFRWN+lyx2WxYtWoVBgwYEDIB3ZAhQ9C9e/d6ebu56sJYwuv14syZMzhz5gxWrVpFS0cD/1O4NodnQIsm3cTq7fP5KJlkGKaWzJXc6ETeTH6TrJfV1dV1vLvhbshwi+hQkthowW6TTVhIzKrBYIBGo4Fer6cWXYZhqMSeZBcnCcWCwSCV2Pp8Phrv5Ha7UVRUJJjVnU8WTH7IDUtkm2RhR2TlxENKVAZer1dQHhXNQ5FLjPlIJJuker1eunBne4r55MT18Wrznf9ojDZC12Y0cyWknOBuQzzaDoeDGlCIt5lcZ8FgkJYr40tqxHcdsYk2qf9NcgAwDEOl9MRYw/WgR3usRPkhZnu+ezjUZ3zEO1aE+9SpU+jQoUNM2jt37lyL9PgQdO/ePSa1ORMTE/H1119j0KBBF32MO8MwrWXjRGLnzp34+OOPMWPGDEGDcNu2bWE0GqNaHEskErRp0wazZ89GUlISGIbBsmXLkJ+fj//+978NQohb4vmfM2cO7rjjDmRnZ9frfq+qqsKWLVuaxYI7GqSkpAgqL4izQwxkMhkGDBiA119/Hffff39ECQjrQ1JJ9Y/GRDAYRF5eHvLy8mqt8VpRFwzDYNOmTZg6dWrI8mV6vR7Dhw/Hrl27IppLoji76aab0KtXLxiNRjgcDpw5cwZ79uzB3r17UVlZGVNDCOEXzREtmnSXlpbC5XIhISEBCQkJ0Ol0kEgktIwSIZRssuL3++H1emG322E2m1FeXg63212LjHEJLht8klE+shIK0Xi/+DyHhJyQ5FmBQAByuRwGg4H+DwAGgwEMw9DySDKZjMrvpVIpTCYTnE4nfD4fsrKyUFVVVUtiG44EE2urWq2m54DE4JG4br/fD5fLRRf7JM6b74EcisSI8TyGaov8T8bM7SOct5hP8izUb30IkpCnnu/6Y48nGvAdC9uAQST5JGu53++nRhySWI3Uvg7nzecaaxQKBUwmExISEqjhjFjufT4fLTFH7lGiVBF7rGLPjdC8ikGoa4B9zPXBgAED8H//93949NFHoy4J5Pf7sXTpUrz66qsxT0DVmPjrr78wWKCsU6SIj4/Hww8/jMcffzwm7YWCy+XCwYMHG7yfVtQPPp8PL774Irp164bhw4fzbqNUKjFixAjMmTMnorYlEgnuuOMOzJw5s1Z5ouuuuw5+vx+///47HnroIZw4ceIfTxJee+01LF68GHfffTduv/12tGvXDgqFQvT+DHMhJOuNN96IWbbnpkBFRQXKysrqlLOKBhKJBDfddBOuuOKKiObEbrdTw3skCAaD+PPPP5tUWfFPv4/EoKCgAAsWLMB7770nWH5LIpGgbdu21GkmFldeeSU++ugj9O7du1aoF8NcSF57+PBhzJs3D+vXr29xhsFoUH93QRPC7XbDbDajoKAAp06dwunTp1FaWoqKigqaoMtsNqOmpgYWi4VmyyYy6sLCQloyTKwnTUiWK4RYenL5xufz+VBUVISioiIqG6upqYHX66WWHiK512g0kMlkUCqV0Ol0tcpPxcXFIT4+HvHx8dRbHkoiS8ZALEoulwtWq5UmofL7/bRkU2JiIp1jQnT9fj/Kysp4bzIhKXY0ZCiUB5ctOebzcPN5mIV+8/XNh0hky0Lb8akNuJ7VUF7WcGPjUwe43W6Ul5ejurqa3jMSiYQmmCPSfL5++OYPAM1HkJKSQuVr5EelUiEuLg5paWm0ljoxGoU6BrFgG1jCzbcYcO8V9nmIBcrKyvDCCy9g6NCh+PbbbyOOy6uoqMAbb7yBBx98EGfOnInJmJoKCxYswIkTJ2LW3uDBg5GQkCB6+2gTTm3duhVLly6Nat9WNC68Xi+eeOIJwdhPr9eLLVu2RNzuDTfcwFsPGLhgiB44cCB27tyJhx56KCZqjpYMj8eDY8eO4eWXX8bQoUPx+OOPY926dThz5kyddRtR1rlcLpSXl+PIkSP48ssvMX78eHzyySfN1uslBgUFBZg3b17MSuMZDAb07ds3on3Kysqiem+UlZVh9erVrcS3mSMQCGDJkiVhS0Pa7faI1kgJCQmYOXMm+vbtWye3ikQigVarRZ8+ffDxxx/j448/RnZ2drSH0GLQoj3dbMm4x+NBTU0NjSUmccbA/4gDiXHmlnsK5+EMBTGL6vp6PYXaIITRZrPh5MmT8Hq9tKaySqWCSqWCy+WicT42mw0qlQo+nw86nY7+7fV6KVEgieX4iAOfp53ItM1mM+Lj4xEXF4e4uDiaId1isdCkajKZDA6Hg84z24PJjbHlHne0ZIhPDsydw3DtC0nshb5nb8ftU2hO+doL55Hla4/9dyiPPV/ffPND7h0AcDgcKCkpoZJIYr0OBAK0njX35SokrSeecpPJBIVCQX8Y5kJiRKKIIJ8bDAacP38eZrNZtAJD6Jj5xiN0/0drHIultJzA5/Phjz/+wJ49e5CYmIjevXujT58+GDZsGK688so6/Z0+fRrnz5/H0qVL8fvvv1803rNTp05h4cKFeO+992LSXk5ODuLi4kSXDfnkk09w9913h61Vy8V33313Ucz/PwXHjh3DmDFjMHfuXJpBHbjwzli1ahXOnj0bUXsKhQIzZswImxMgISEBs2fPBsMwWLhwYdTvvosFgUAA586dw8KFC/HVV18hNTUV7du3p8ZapVJJ10GVlZUoLS1FaWkprFbrRZEkLhgMYv78+ZDL5Xj66acRHx9fr/YkEglycnIien86nU789NNPEZVlAoBff/0Vx48fj3aorWhE1NTU4LnnnoNcLseYMWPqVD2w2+345ZdfIgpN69WrF/r27Rt2LaTX63HHHXdAq9Xi/vvvvygrKRC0aNJNCAH5TUg4STQl5OEEUMezHcniXexiOhQxiHRBzkeqgP+VsrLb7Th79iw8Hg9ycnJo1kq5XI6qqipaWo3I7gOBAC35RKSmfAk4uMfC9z/JgG61WqnHkiQxIKSceNTJvDudTjgcDt6M26GIqNDcRLow4RoPQsXj8p1HrgFCaFxixhHJvnwknuvdJtc5Od9iyDXfWNjHTzK/Ew+D3W6noQQulwsWi4WGLIgxQEilUqjVamocIgkP/X4/fdgTTwYxoqWlpdFcDOHKeAkZPPjmgdtOfRa5sSbafAgEAigvL8eGDRuwYcMGvPXWW+jUqVOdvklm24sRK1euxOjRo+tI1hoDeXl5WLFiBR566CHR+1RWVuL3339vwFG1oiFw7NgxjBgxAk888QRNZLVlyxZs2LAh4hCNdu3a4fLLLxe1rVarxQcffIC///670UsYNVcwzIVkuefPn8f58+ebejiNCpfLhdmzZ+Po0aN46623cNlll9XrXRPpM5NhGKxduxYPP/yw6MSVwWAQmzZtuigMH/8UFBcXY+rUqdi1axfGjx+P3NxcyOVyVFZW4quvvsKPP/4YUXu9evWi5WbDQSqV4sYbb8Qtt9yCRYsWRTP8FoEWTbqB/xFmPg8i37bs39y/2Z8J7c9dqHPjYNmItcRUaByE2AaDQZw/fx5utxvt27dHWloapFIpvF4vfciq1WpaLkkul8NmswG44MUkJaj4Mrqzj5PbfzAYhNPpRFVVFXQ6Ha2HbrfbYTKZoNfr4XK54PP5EAwG4XA4YDabaYkm7nyy/+f+LTQf7H3Z88I3fq4BQ0hSznfMQp/HCmLaY19XxGOsUqnoOfX5fHS+2dtya7bz3Q9kW745ZxtMPB4PzGYzJBIJjY8XIsJ83nmJREITp0kkEhonRGTrAGiWfeAC0SQ13isrK8OONdT9L/S/0H7hEOtrIFL8E2OFz58/j5tuugmPPfYYZsyYgaSkpEbtf+7cuRg7dqxoWXp+fj5OnjzZwKP650AqlSIrKwsymQxWq7XWMyHW8Hg8eOedd+rdTv/+/ZGamip6e41Gg0cffbSVdLcCwAWl04YNG3Dy5EnMnDkTN998c0Qx7gQMw6CkpCRi4/Lx48excuVKTJs2TVTyNpvNhkOHDkU8vlbUhV6vR2ZmJtq3bw+TyYSioiIcOHCgQWKgzWYzPv74YyxZsgTJycmQy+WwWq0oLy+PyMstk8nQvXv3iNZGKpUK48aNw8qVK2MWTtHc0OJJNwEfGQq3vZjP2Agl4RXrIY4V2O0S7zVJVlZaWgq3201JLztNv1KphFqthsFggNPppInVnE4nbDYbSktLadxGKFLGHYvX60VVVRX1aAcCAcTHx6OmpobGcRMyWFNTA7PZTA0FpC+u8USshDgUieabL267oeTYoYwAoTzy4STefGMTY+whIOdNq9XCYDBAr9dDo9FApVLB7XajqqoKFRUVtbzPYsYUyrhCviMEm2v4icRrTzzd7GSHJLs+V/mgUCho2TuDwQCz2VyH4EerduCWKRN7zYU7Pm57rYg9ampq8M4772DTpk1YsWJFVHVkgQvZjSNN9PP333/ju+++w+TJk0VtH80itxX86NatG6ZPn44xY8ZAoVAgPz8f77//Pr744otmLd+fOHFixPv069cPbdq0QVFRUQOMqBUtDQzD4NixY3jggQfw2GOP4aGHHkKbNm0iknxXV1dj8+bNEfft8/nw0UcfoX///ujdu3fY7c+ePdvi84c0NVQqFa699lo8/PDD6NOnD0wmE01SvGHDBsyYMQNlZWUx7zcYDKKmpgY1NTVRt6FUKiMyMhJcccUVSElJiaqefEtAiyfd4Ra0kSyi+STG9ZUQN+SCmz1GNglyu92orKyEzWaDRqOB0WhESkoKle+S7NDABXIsk8lQU1ODyspKFBQUwOFw1NqGr19ybGyy5XQ6UV5eTmPISTkLs9lMk2CRWt1sqxmbFIbzLLPB7Z87PqH54h4Dt71Q8y30f7gxhgKfoYE9Xj4FhVQqhV6vR1paGpRKJeLj4ylp9Xg8NF6fZKIXO17uNmKPP1RbQvcA8cyzy4RJJBKaY4Ak8yOKCFJaTCaTUS++WCMbH6Ih6tzj41MO8BnnWtEwCAaDOHDgAIYOHYoHH3wQ999/P5KTk0V7gEpKSnDnnXeitLQ0on4DgQBmzZqFPn36oFu3biG3tVqteP/991tJdz1hMBjw3nvv4Y477qgVF92lSxfMnTsXBQUF+Omnn5pwhLFHWlpak9R2b0XzRnV1Nd566y2sWLECw4YNw5AhQ9CrVy9aBYQvVDAQCKCsrAxvvfUW9u7dG1W/+fn5ePbZZ7Fo0aKQMnOGYbBt2zbY7fao+mnFBU/xPffcgzfffBNJSUm1zqdSqcS4ceNw5MgRvPPOO83S2EiSNkcKk8kUcZb8loQWTbqFJOXRkh/2vg0lDef2VZ/2+UgaN8bd7XbDZrOhoqICSqWSZoYm25PfDocDdrudysv5SHeoOSSkyeFwoLy8nHreiUcTACX9hYWF1APOVw88FmoFIa+2mGMJ1Sbf31xyXB8yJ8aII5H8r9RWXFwcdDodTCYTlWq7XC4EAgEYDAbYbLY651KoDyEJPh/EzD0faWefF+KFV6vV0Gq1ND+BVCqlHmiFQkG3CwQCouVNkSgNQh2bUPgB3/zUl8S3Inrk5+fjpZdewscff4y+ffti2rRp6NixI1JTU3mlkOXl5fjzzz/xzjvvYOfOnVH1eerUKYwbNw6rVq0SjNVlGAYfffQRtm/fHlUfrbgAiUSCqVOnYvLkybz3nlqtxtSpU5s16V6yZAmuv/76ph5GKy4SBINBnDhxAidOnMB//vMfpKenIycnB7m5udQYz34fFRcX45dffsGxY8cikgmzwTAMfvvtN7z00kt46623kJaWxvueP3LkCBYuXNgsyWBLQXJyMh577DEkJyfzfq9QKHDHHXfgyy+/jNho3Bjwer1Ryd8Jf7lY0aJJN/GmEqseV+7KJqBAeNLI51WMFmIIdX374pJTtudXIpHUkp17vV5IpVJYLJY6VlC2ZJivdBa7baFjJP16vV5KqEliNY1GQz2YpIwb8V6KIdr1ITJ8RJlPwcBHtNjXBNejLlYJUR/weUyJB1ilUlE5udFohF6vh1qthlqtht/vpwnyzGYzTTzGRjgSLkQuQx033zyxt2XPJSlDRq5Nh8NBybZGo6EhCeQe93q9CAQCVIVBxhJOjRFqbiMxwrH3E9ouls+PVkSH4uJifPfdd9i4cSPUajWGDRsGrVZbZ7utW7eirKwMHo+nXv2dOHECY8eOxWeffYZ+/frVSVBUUlKCzz//vNUYU0+o1WpMmjQp5P3Vs2dPZGdn49y5c403sAhw/vx5qkISi6NHj6KkpKQBR9UyQN4FJM8HqUJzMS/OI4HL5cKZM2dw5swZ/PzzzyHf6fVFIBDAN998g6KiIjzyyCPo2bMnEhISEAwGUVlZiR07dmDOnDmtWcvriY4dO4atzZ6bm4urr74aa9eubZxBRQCfz4djx45FbGgsLy+HxWJpmEE1A7Ro0k28tiQhk1KphEQigcfjgdfrpQmfCKEEQpcHYkOITLE/D7Vwj3TxHU5KHao/Lkkk4wRAjzsQCNSK++EjU3zEUgzYfUkkF2K3rVYrzWpNFqKkdjgh2+zM5ULSZTHzGEoqzSZ67Pb4CCPfcfMRdqH9Qm3Hbbe+UKlUkMlkkMvlNMFYMBik5dm8Xi/S09NpmAE3YR177ELXNHdOuKRSjNeXz7hBvnM4HPT6IIsqtVoNhmGofJxcs36/HzabDVarNWQdSbHgG1uk+4f6LtbkWyaTITU1FVdddRUAoE2bNhg3bhwAYPPmzThy5Ah27NhxUb+sIoHL5YLL5cLy5csbvK8TJ05g2LBh6NWrF8aMGYOcnBwAwMaNG7Fjx46LNjatMZGenh62RFt6ejoeeughPP/8840zqAjx66+/4rnnnsM777wjKvzBbDbj5ZdfrldcZUtGu3bt0L59e2RnZyM7Oxs5OTlo06YN1Go1nE4nCgsLsXXrVmzYsKH1ucdBQxv5fD4ftmzZgh07diAjIwOpqanw+/0oKSlBaWlpa8byGCAnJ4fXYMyGSqXC4MGDsW7dumZn2GUYBuvWrcNdd90lusxdMBjEzz//jPLy8gYeXdOhRZPujIwMaLVaGjtM4gekUinNkl1UVASr1VqLVAoR11D/830e6iKvr8RYyMPG/Y5P/io0RuI95ANfG2KPldsOIdOBQIDG57KJOfschPNsizFACBkrwkmMIyHGfKoCbjvh5jYW8mPi6VYqlbQsGwDqOVar1QgGg9Dr9TS+PhIpNB9h5JvfcHMrZLggIFLyyspKyGQyxMfH0wzm5BoiOQACgQBqampQXl4Op9NZS4kRzhAVCtEQYyGDRH3bDYdly5ahT58+yMrKqvPdtddeC4ZhcPToUTz66KPYsWNHzPtvRWh4PB7s2LGjde4bCL1790ZKSkrY7cSWM2oKBINBfPbZZ7jxxhtxzTXXhIx3LCwsxNSpU7Fhw4ZGHGHzwpIlS3D55ZdDp9MJvscmTJiAZcuWYfr06f9Y40RTwuVy4fTp0zh9+nRTD+WigkwmwxVXXCHKOKfVapttaNuOHTvw6aefYtq0aWENCC6XC1u2bMG7774Lr9fbSCNsfLRo0m00Gml5KiI9IoTb7/dDoVDQetChEoOJQTiyyyUhYr3VbHIbjgTyeW7FyLGjIc9itw3VPzfLNfkuEq92uIdJKPk4+YzPoEK8qERqT4gc24vKJ6XmeoW5P+zj4aoN6nv9kd9sVQd5KLvdbrjdblgsFmi1Wlqvnl3+TQw55B4Dn1KAa+wI1TZ3G+K5JnPtdrtRUlICh8NBlSvkHmYYhmbht9vttORcuBrdfOMJtQ3fWPnmhX09cLfl8+bHEmPHjg35vUQiQdeuXfH++++jb9++MVEDtKIVzQViPCUMw+DXX39thNFED7vdjttuuw2TJ0/GQw89hJSUFCQmJuLs2bNwu90oKyvDihUrsGHDBhQWFjb1cJsUffr0CUs6VCoVxowZg8WLF2Pr1q2NNLJWtDTEipSGczbECkajEf379w+blZ5hGOTn5zfbMAu3242ZM2eiuLgY9957L7KysqDRaABcUEs4nU5YLBbk5eVh/fr12LRpE6qrq5t41A2LFk26tVotjfFhk26Sodvn89HvhDzcXBJFPmNDjCSZbz+h7difE+JHfoiHONR4yb6hjABC4wpFBsJ5mMM9uMJ5QsUYCCLxqJPfobzcfJ+RuSbx0FqtFn6/H2azGU6ns1Y4QqhrgWTfVigUNHM4AYlVJp5a4r1ljzuSBzfbeKFQKKDT6RAXFweGuRBHr9PpkJCQAJ/PB7vdDo/HA7fbDa/XK9qjHeo7IYJJtmd/J3Ru+P4mcXk+n4/mGyDHC6BWrgH2nMVKNRDt9cZtJ9T/jWmBbsh6xbECO2wAQKuBoBGRnp6Oyy67DADw119/oaqqKqL9JRIJsrKy0KlTpzrf7d+/n+bziCUkEgnuvPPOsNsxDNMi6tU7HA58+OGHmD9/PnJzc9GuXTv88ccfVJEXbZKriw1iakEDoCFWzRmkvKdSqaQG8tbnXsMjNTUVI0aMQK9evVBaWoq1a9fi0KFDokmqRCJBSkoKevTogS5duiAhIQEymQw2mw3nzp3D8ePHcebMmVohfLFAZmYmOnbsGHa7QCCA/fv3x6zfhoDVasX8+fPxzTffICMjA0ajkTpUrFYrzGYzbDZbLQfRxYwWTbpVKhXkcnmtEkNsiSrx/IXycgtJaUNtQ7bj208MYWd/plQqodPpqEw+EAjQeER2/HO4fsRKf4XINPkdKyLD9XCK8VaLHS/fNmItkIQoa7VaZGVloV27dtBoNPD7/SgqKsK5c+dQU1NDyaoQeZdKpVAqlTAajTAYDFCpVNTzTIwnLpeLempdLhc1BnFrk0dyrGQ7hvlfXWuFQgGXywWVSgWtVktl/V6vF263O2IraCivLZ+RKpTyQkjFwDU+EOItpMrgM1bE6nrlIpTyItr2G8MSXVNTg/fff79ZL+batWuHadOm0eQqfr8f3377LX755RccOnSolXA0ILKysrBy5Ur06dMHALBlyxZMnDhRdPycVCrFlClT8PTTT/PKuE+dOoWKigrMnz8fGzduhNvthsvlisnYxVzTpaWlLcLoBFx4xvh8Phw5cgRHjhxp6uE0S4itPZ2Xl4dDhw418GiiR2pqKh599FEMHz4cer0eFosF+/fvx/r16/H777/D6XQ29RAvSnTv3h0LFixA7969qQFn8uTJePHFF7FkyZKwcedSqRRDhw7F66+/jq5du9IqPATBYBAWiwVnzpzBjh07sHXrVuzbtw+VlZX1fo+RJLnh4Ha7W0T8czAYRHV19UXvxRaDFk264+LiqHVErVbTi9Tn89HSVTU1Nbx1igm48mGuVJjtlWF7K/kIJZ9nj+vNBv4X1yyTyWAymWAwGGgyOIlEQmUX1dXVcDqdtSxA4bzy4Y6TD3yGglBy4lDtR0siIxkvn5ef+50QYSJkuUOHDujatSv0ej0YhoHT6aSZsk+ePEmvGyGyJJPJEBcXB5PJBLVaDb1eT7dXq9VwuVzQ6XRQqVT0OhUqyxbJnJHFmsvlgs/no6W2NBoNvU6CwSDNCO73+3kNGuHk0KHOMx8iJahC9xCfvF1o7LG0ivJ56yMxwIVSDQjtF0tYrVY88sgjzUZiefXVV2PkyJEwm81YvXo1zp8/D4PBgBUrVqB37961tr3yyitRU1ODjz76CK+//nprEp4GQNu2bWleAIKhQ4di0aJFuOeee8Iu3GQyGR577DHMmjWrzuKToGPHjujYsSN69eqFiooK5OXl4cMPP8TevXvrlYGbYRgsXrwY11xzTcjtTp061Wwzl7eiYXD27Fm8+OKLTS7Fl0gkMBqNMBqNCAQCtEJLcnIyZs2ahfHjx9eK4e/fvz/uuusuLF++HG+88UZrhvoYIyEhAbNnz0bfvn1rfZ6RkYF3330XNpsN3333Xcg1RNu2bfHOO+/giiuu4P1eJpMhMTERiYmJ6NmzJyZPnowzZ85g48aNWLduHf7++2/YbLaoDO41NTVwOp3Q6/UhtzObzRGrlVrRtGjRpFsikUCj0dD6zyTus7y8HMXFxbDb7bWIkxBZ4/4m5ItkhyY/fr+fljlie6BDeQIJydPr9TThgcvlotZNjUZDPd1kX5VKBYVCAZVKhbKyMthsNkHDgRgvvNBnQhAi4WKl6UKIRs4b6jsx8bfsz8h5NZlM6NChA1JSUqBUKqFSqWC32+lLkXioyXXDvn7Ib4VCAb1eT6XlJLkZ8XITAwrZ12AwIC4uDk6nk+YZINn12deoGNLt9/tpyRQSRlFZWUmvU1IfMVLJDp/HmhiOoiG4oa4X7jkSo+BoSOlRJFL7UONuaHLNhx07duC5557Dzp076z1HGo0GV1xxBfUMnDx5MmJLer9+/bB8+XJkZmaCYRi88sor2LJlC9atW4fu3bvz7mM0GvHcc88BAF577bVWj3cModFosGjRojoLUAAYPnw4pk6dildeeSXktZOUlISXX35ZkHCzIZfLkZ6ejvT0dAwaNIiWTdu4cSMOHDgQlRKjoKCAJooUwsaNGyNutxUtEz6fD7t27cIrr7yCHTt2RK0kksvlyMjIQKdOnRAfHw+73Y4TJ07g3Llzoq9TjUaDMWPG4P7770dOTg78fj+OHj2K/fv3IycnB2PGjKmTNE8ikSAxMRGTJ0+GVCrF//3f/7V6vGOI4cOHY8CAAbzfJSYm4sUXX8Tu3btx/vx5wTZ69+7NG0bDB6lUCr1ej27duqFr1654+OGHceDAAWzevBnbt29HXl5eRDWri4qKcOzYsZDJIxmGwe+//95qsGlhkDAtUERvtVphNBrx0EMPAfif96+iogKVlZWwWCyUHAtJeYG6HlJCypRKJTQaDUwmE0wmE3Q6He2jurqaJn4Skn4TyGQyqNVqJCUl0XgeiURCybvdboder6d9kIWuVCqlpK+qqgpFRUW1YoCi8VgLgUsehCDkiYwWfB50oe/5/ueOn2+s7O9J+IFGo0Hnzp1x+eWXIz09HQaDgZLXmpoaWCwWlJSU4MiRI6isrITX662TLZuUtkpLS0NcXBytj61SqaBSqagnm9QTJUSc5BsgMV0OhwMej4cScJIoLNTcEsWEVqtFSkoKjEYj3G43PB4P9Ho94uLi4HK5UFlZicrKSnof8JFZIel8OAgZdcTuG0qpwCW0fOMLNT/hrpNQ9w6fsSacYS0cSJvkXq6pqUFcXJyofcPh5MmTmDdvHpYuXVovWa1SqcTAgQNx/fXX48Ybb8Tll19OVTmnT5/GCy+8ILr0Vv/+/bFs2bKos0jbbDYMGTIEe/fujWr/VtTFZZddht9++w0JCQm83xcWFmLw4MEhMxCnpqbi77//Fl36hQ9utxs//fQT3nvvvYgNRFKpFA888AAGDx5MP+vWrRuys7Ph9/vx3Xff4bnnnkNFRUXU42tF7BHr5aXP58Pff/+Nr776CkuWLInqfEskEsTFxWHAgAEYP348BgwYgDZt2kAulyMQCKCwsBBvv/02vvzyy7CqG5lMhilTpuD111+v81wn711igBdCdXU1xo4di23btkV8LK2oC5lMhmXLloVMPhoIBPDKK69g5syZvAYbiUSCSZMm4ZNPPglZZSAcyLryjz/+wMyZM7Fr1y7RBqLrr78eb731FtLT01FaWory8nIkJyejffv2lHA//fTTrfXQmxnCcq6WTLrvv/9++P1+WCwWVFVV0URYhGxzCQwfKSU/xKttNBqRlJSE5ORkaDQamrSKECWv14vCwkLk5+fD4/EI3kAksVtycjKSkpJqJXojBgBCuogXlDycScZOl8sFm82G/Px8WK1WSspCQYio8nnmuEYH9m9ue6E8kGIhJFuvD8SSbhLLbTAY0Lt3b3To0AEJCQmIi4tDIBCATCZDWVkZzGYzLBYLTZLhcrnqqBqIGiE1NRUJCQk0npuURPB6vTTDuN/vh1KphMPhoEnyyHXpcDgAXCg3ZLFYYLFYeOXgfCELpFwYu2QY8XQTeTmRsPNdM6FIt5AChGu8Cmf8EbqWxBhuhGTlQh5xvv0j7VMsIiHdBLEk3YWFhVi8eDEWLVqEY8eORd2OWq3GoEGDMH36dFx77bWCyYgOHjyIa6+9FmazOWR7V1xxBb7//nvesmaRYPHixbjvvvuadWx6S8LUqVMxd+7ckNts2LABo0ePFiQZycnJOHDgADIyMuo9HovFgsmTJ4eVd4YDeX4Hg0EUFRW1Xi/NELFaXjIMgxMnTuDTTz/FqlWrUFRUFJV3Oy4uDjfeeCMmT56MPn36CMp3i4uLMXz48LDx9jk5Ofjxxx9xySWXRDwWAoZh8Nlnn+Hxxx+/qEslNRYSExOxc+dO5Obmhtzu4MGDuOGGG1BaWsr7/YgRI7B8+fKwpa7EgGEYHD58GBMmTEBeXp6ofYgaQqPR0LxAarUaiYmJkEgkVAXbiuaFcM+8Fi0vdzgcsFgsKCoqop5CbuZpLllhg022NRoN0tLSkJ6eDpPJRD2KJKEBITdyuRzx8fEoKSmh0l0hMq9QKGi8NvszsrAh8bgkwzVbquz3+6FSqcAwDIxGIyV/wP8yWfMRMzGeQAC0VBb7b+LFZRMUYrzgZo+OBuEMIJG2LVZazyaPSqUSBoMBJpMJCQkJUCqVsFgs1MBCFnEmkwl6vZ4aVrhe+UAgAI/HQz2CUqmUGkXcbnetUnYMw0CpVNK2JBIJ9Ho9lEolAoEALBYL1Go1/V+MxJpc52wZLjsEgZw7oTkN5W0mx0OStJFrnxB57nwIzXc4yXWocy7kTRf6Tsz+FwMOHDiAxx9/vN71oNu1a4eXXnoJEydODJuwpWvXrhg9ejT+85//hNyuS5cu9SbcADBw4EDEx8c3SlKs7OzsWh7gEydOwG63N3i/jQWpVIq77ror7HZDhw5Fbm6uIMmorKzEokWL8Oyzz9Z7TCaTCW+//TZ+/PHHes11rBPzaLVadOrUiT7TT506FZEktBUNg0AggB9++AHPPPMMTpw4ERXZVigUGDBgAGbMmIEhQ4aEJVJJSUm45JJLQpJuiUSCIUOGoG3bthGPh9vOTTfdhAULFjRK9n22o0kqlSIQCFxU4Txt2rRBWlpa2O06d+6Mq6++GmvXruX9/sSJE6ioqEC7du3qPSaJRIJLL70Ut956K44dOybqGmYYps47kCSHjhUyMjLQp08faLVaVFZW4tixYygsLGw1YDYgWjTpzs/Ph8VioYQ0VKkntneK/dBRKpWIj49HdnY2lYGr1WpKOkgZKEIQ7HZ7SE8XIa4kVpj8TyTGhHCTLOs6nY7G5ZL+yAVPSGJCQkKt+FwxMnD232xCzvXusyX1Op0OGo2mVpk1l8tFkzqQsfOR/lAQ8nBzJeaRIJynkc/AQuaTyMDlcjnUajU0Gg2CwSCNqydx9kajkWa/5441GAzCbrfDYrEgLi6OEpdgMAiFQgGlUknl5QzD1Lo2JRIJNRCxr4dwMjQ2yDkIZXgIZSQRUjyQ8cnlciQkJCAxMZFeIyS5H8mdwA53kEgkgsYgbtv1vW7EbCtmOz7wycvJPEfjmY8Vqqqq8O233+L555+vl3VboVBgxIgRmD17Ntq3by9qH3LfhEJqaiquuuqqqMfFRnZ2Nu6++27MmTMnpsYTkltj4MCBuOuuu5CcnIwuXbogOTmZbnPw4EFs27YNH3/8MU6dOhWzvpsSYuSRCoUCHTt2FCQZDMPg008/xcSJE6MOHWCjTZs26N+/P3766ad6txULqNVqfPTRR5g0aRK9bw8ePIg5c+Zg9erVF5UhpqWAlN1cunQpXnrpJUGPZDgkJibiiSeewGOPPSYYYsFFIBAIaXCRy+Xo3bs3Hn30UVFZpsMhIyMDDzzwAP71r3/F3NtNnt/t27dH37590bt3byQnJ0Ov10Mul6O6uhqbNm3C2rVrw6qZWgLi4uJElZBTqVS44YYbsGHDBl6jQ35+PlavXo1p06aJLl8XCnK5HJdddhnNu9PUaNOmDRYvXowBAwZQ40tBQQHWrVuHL774An///Xezrf/dktGiSXdpaWkdKXkozx75TUiESqVCWloa2rdvj8zMTCgUCkgkEqjVauqBBv7nCSZE1Gq18t6kZButVkuzWqvVakrCgAsvEkJ4FQoF9R4S6zpZvBOiR7JSJyYmwul01pH4EoiR25LxEemzXq+HXq+nGbbj4uKoJJphLiTsIvL90tJSVFdX1ynrJAZCHu5oiDabBAn1Qf7nI3zsc0/ON/lNiCOJxyZkmiu5JOfH4/GgsrISEomEKhPYsnKyaGCDnGcSK06IdzjPNB/CeYnFtMUl3uRvpVKJlJQUSrqVSiV8Ph+Sk5NRWVmJoqKiWuoLrlGLO5ZwxJVvHJHIuLnbsq8RITVKKC89t00hz7uQUUHIoBEtrrrqqnpnZlYoFHjxxRfx3HPP0RAWMbDZbNi0aRPvdxKJBCNHjsTs2bORk5NTr/Gx8dprr+HXX3+NSQ1Sg8GAW2+9FY8//jhSUlKQnZ0teF569OiBHj16oF+/frjuuuv+McmNpFIppk+fji1bttCwFy7OnTuHCRMm4Ntvv6038S4pKWlWNbUHDRqEiRMn1lpc9+jRA19++SWmT5+OBx54AAcOHGi6Af4DMXv2bPz555/YvHmz4DUZChKJBO3bt8c777yDkSNHRvTMKywsxIkTJ3i/k8vluPPOO/HKK6+INlyGg1QqxR133IH169dj69at9TY2yuVytGvXDv369cMll1yCHj16oHv37khPT+clkLfccgv69euHGTNmtHjJMrtSUDj06dMHRqORNwO4x+PBhx9+iEsvvRTXX399vYl3IBBoVmEwN954IwYMGEDvC5lMhg4dOuDJJ5/EqFGj8Prrr2Pp0qXNwkBwMaFFk263202JElCbbPAtqtgeXq1Wi4yMDLRr1w6JiYm1pLTE20uyS5MkWMFgEA6Hg5JuvqzWcrkccXFxMBqNtI4yiecmsnESc+v3+6FQKKhMmHi5iaeZnRWbSKLNZnMt2bcQiRWS0isUCphMJrRp0wbx8fFU0q5SqWjZMq/XSwk+28tLak1HIwUPBbGSeOB/D1R2GTcuYRVqj2wXCATgcDioBJyQZZvNRj3S5HNCyPlA2gkEAlSOTiysxHDBHhdRNwCgUnKSK8But8Pj8dQ5n0KebC5JJn+zf4dCKKUGGR/Jqk+uT4VCAY1GQ7O0k7AObmb9UNJwPkIudEyRHg/bsMQm+eRe4WtbqC0hjzf7GMJ58WN5n9SXcHfo0AGvvPIKJkyYQNU7YrFmzRrBLK96vR7vv/9+zBaf7Hbnz5+PO+64A/n5+VG1IZFI0K1bN8ydOxdXX311RIvuXr16YcSIEVixYkVUfbdEdO/eHXFxcSEJzo4dOzBhwgTMmTMHnTp1gsFgiKgPp9OJkydP4rnnnovac9kQ6N27N6/HUiqV4sorr8SqVaswduzYVuLdiHjllVfg8Xii2lcqlWLQoEGYNWsWevbsKZqEARee9WvWrEFxcTHv9507d8bLL78cUyMjcEHS/uabb8JsNmP//v1RvzsyMjLw6KOPYuLEicjIyAi5hiFQq9W44447sG7dOmzYsCGqfpsLyNpazHsuPT0d8fHxgmW38vPz8dhjj+Gll17C6NGjo87HEggEsHv3bixZsqRZkG6JRIKMjAzeOZJIJMjJycH7778PtVqNL774olkSb5lMBolEwhuS2ZzRokl3IBCoRb7CgZBinU5HvdtGo5F6ewm5CAQC0Gg01FvpdDpp3ePKykpKzvjaVygUNFM5edgRIs0m/WyPNjkGUivaYDBAq9XSmGFiCEhMTARwIb6OL+ENH1Fh96nRaJCUlIS2bdvCZDJBq9VCpVJRQqXVaqmxQaFQ1Ir1IXHKbG97KG9hLDy2pC0C4qXXarW1zg+77jXffux+PB4PLaelUCjgcDjo3Hg8Hni93lrJzoQk32xC7Xa7UVlZCafTSWP4iZGG65Unbft8Png8Hkq6ybGEMpzwjYE71+Hk5HzgI5GEpPr9fmi1Wni9Xmq0MRgMNJt+cXExnE5n2LkPNQ4hSTr7t5Chgb0P8dDr9XoYDAZIJBI4nU5YrVbeLPSh5kqsrJ29D9+xx9pAFQ1ycnKwYsUKXHnllRHva7VaMWfOHEGZ2YABA2KSXIsPV199NZYvX45x48ahoKAgon0lEgkmTpyIefPmRbVQkslkmDRpUrMg3e3atUOnTp1QXV2NgwcPRrTICAaDWL9+fVTnXgg7duxA3759MWLECDz++OPo06dPSIntwYMHUVVVhR07duDnn3/Gnj17ml0tduKBEvJmdejQoVkSb4lEgssuuwwDBw5Eeno6fvzxR+zevfuiiNGNlnDLZDLceuuteP/995GdnR3x/kVFRVi0aJEgOerVq1dMcldwIZFI0KtXL3z++ed4+OGHsXv37ojb6N69Oz744AMMGDAgYuOqTqfDVVdd1eSkWyKRoEOHDrj00kupd5gktRUDosoU817SaDRISUkJGUp05swZTJs2DevXr8fdd9+NXr16UUcdd63CVkG6XC6ac+q///0vlixZErJCRGOCYRhUVFQgGAwKPvPi4+Px2muvobS0FOvXr282UvOEhASMHDmS5mbIy8vD8uXLkZeX12zGGAotmnQLycmFvNwymQw6nQ6ZmZlITU2F0WiknkkSg0u2JeSSeKXdbjdqampQVVVVZwHPBTtWmoyTEGh23Ct5KJKXi9/vh9VqrSU1DwQCUCqVCAaDMBqNdJ/y8vI6CeP4ZNfE80dKXGVmZlIPt0ajoUnayBx4PB4olUp6bKQeNCGSfO2TMbDPS6xBJM4mkwldu3ZFZmYmjec/f/48CgoK4HK5Qp4XhrlQ9s1iscBsNsPr9cJkMlEJOTk+YiUlSgUhaTT5n53UzOFw0H3YHleyPTFkcNUK7GtZjJSZb1tuX3zbhpI9s78naoeEhAS43W4olUpqTKqsrIROp4NCoaAGA3Ymf7HnP5zcnO84hLzPRJmQkpKC9PR0Olan04nKykoUFBSEDM/gmwfuWMJ9J9ROrCTm0SAnJwerVq1Cjx49otr/0KFDOHTokOD37FKGDYE+ffrg008/xa233hoRkRg/fjwWLFggmJ1YDCLxjjUUOnfujJUrV6Jr166w2+04c+YMfvrpJzz33HOi533x4sWYMmVKrdj1+sLn82HNmjVYt24dOnXqFDJu/OzZs81esvrTTz/BYrFQwzYfOnTogK+//hqDBg1CTU1NI46OH3K5HLNmzcKkSZNoKbenn34aW7ZsweTJk5uVkqCxIJPJMHr0aHz44YdIT0+PeH+GYbB69eqwZZga6pkukUjQvXt3zJo1C2PHjo0omWROTg4WLlyIq666KqrxkTVLU0IqlWL8+PF46623aII6q9WKDRs2YMaMGaJKxJFyqWJIt0qlEmVAsdlsWLNmDX788UdkZGQgPT2d8geiCARAS86azWbY7XaqjCUlgJsTdu/eDbvdDqPRKLhNcnIy/v3vf+PIkSPNIsdJeno6Zs2ahXHjxlFD72233YaJEydi+vTp+P7775vcyREOLZp0A+IyJAOgxDM1NZWm4Sfx18SbrVarIZPJqOyXLGq8/8/eV8dJVbbvX2e6dna2g24URaQRUAQkvmAi0mG8IiJpABbKiwIGpaBiItJ2USLdLSEdC2zXdM/8/tjf87xnzp4zc2Z2tmCvz2c/u3vqec5z6rnu+7rv2+WCyWRCcXExzGYzb91j0he3203rbxPiTR42It1mZ1lnl5FyuVxQqVRUyk2k6SSWnJBDnU5HE3yxJ15CZEomk8FgMCAhIQEKhQIKhYK2Q5K5kZriGo2GemEB0BhuYngQ8gCy/4+Wd4997YiH9a677sKdd95J4/EdDgfkcjlNNMcng2ETLaJkIF5R4qkmBg62TJmMPx/4yCCbVAuBS5ZDkW2+MQlFGIX2EwsyTgUFBTAYDJDJZDRmnZRDI+NDcg3wlToT0zc+L7uQYUDof+KBj4+PR0pKCvR6PXQ6Hb2fSTz6tWvXAj584Y6VWANAqONUFBITE7FmzZqICbfH48HSpUuDXtPdu3fjxx9/xLBhw8rtfHv06IGWLVuKju+WyWR44oknykS4gZJzq0ywCTdQIrlv2bIl6tati9WrV4sej/bt2wclk2WBz+crU9m6qoLs7Gx8//33GDNmTNDtWrRogYEDB+KLL76ooJ4Jo1u3bnj66acDlBxKpRL9+/fHjBkz8MILL1QJKWtFolOnTvjggw8iItwAkJeXhxUrVgT9hh8+fBjZ2dnl4u0m6NChA9q2bYsNGzaI2l4mk2Hs2LFo06ZNxO9hu92OgwcPRrRvtNC+fXvMmzcvIPu4wWDA4MGDsX//fnz88cchj0Hm62IglUrD+k7Y7XZcvHixynisy4Jz587hwIEDeOCBB4Jud8cdd2DcuHGYOnVqpcrMNRoNXn31VQwaNCggVIxhGNSvXx8zZszAgQMHqryxMSyz1ieffIKWLVvSpFudOnUKSLDjcDgwbtw4JCQkQKfTYcCAAcjJyQk4RkZGBvr16weNRoPk5GS8/PLLEUuhhDyPXBAvt8FgQFJSEmJjYynBJtY9hUIBl8sFo9FIJ+Z2ux12u53KgAsKCgJKSPGRJa/XC6PRiOLiYjgcDjidTioHJOSFfb6EeJOkWyRbuMlkgs1mo+0TIkQ85ULSIa5Xk5wfkZPL5XKoVCr6P5G3a7Va+Hw+2O12Sh7dbjeV5964cSNoXfJoW5fYZIzE4Ddv3pzefy6XC/Hx8bRuYXx8PK2DLuTFJedFCDoxeJA27HY7XC4XFAoFvXZk7IPJ6MkPuS+IMSTYT6hSbNz/+Ty/fOfItyxcMkjuteLiYuTm5tL69Ha7nd6TRBav0WiQlJQEpVJZykDBZ1hgX1ehH74+CknLSciBXq9Heno6EhMTkZycjKSkpIA4+7i4OKrWiBTc/okh59z+VyQGDRpUJlnx8ePH8dNPPwXdxuVyYdy4cRg/fny5lVdiJ6IUg7S0NHTv3r1MbV67dg1fffVVmY5RFsTHx2P16tWUcLNhMBgwfvx40cc6duyY6KzEVd1LUF7w+XxYtGhRyHGSSqV455130Lx58wrqGT/uv/9+rFixQjB0YsCAAeVmaKmqUKvVmDhxYsQlvPx+P7Zs2RKyNve///6LxYsXR5TRXuzzRbKNi0VCQgL69OkT8feNnPvOnTsj2j8a0Ol0eO2113jLfclkMvTt21dUXg6Px4PLly+LatPj8Yjynt+MMJvNWLx4cUgVklQqxfDhw9G+ffsK6hl/H4YOHYpRo0YJ3gPNmzeP2MFQkQjrCa1duzbmzJmDw4cP49ChQ+jevTsefvhhnDp1CgAwefJk/Pbbb1i3bh22b9+OzMxMPPbYY3R/r9eLfv36weVyYc+ePVi2bBm++eYbvPnmmxF1Xkz8JJmkE4sW8dIRb7bRaITFYgnwlJpMJphMJjidThQVFcFoNCIrKwuFhYWlPHpc75fP54PT6UR2djays7NpiTEA1ErErq9M+kykyYWFhTSGnEh8rVYrJTkk5lgo/pftJSS/SRw0qQ1NZO6EQJOYZgCUiBMPsNVqxeXLl1FUVFTKOBKMSAQjUGLB9jinpaXh9ttvpwqF9PR0qFQqWCwWaLVapKWl8RI/Aranm5S9Il5vmUxG15HxlUqllHgHk6tzj09INFc2zichD/YBrmwvKak3npubG5DBmSgeANA8AAkJCTAYDAF5CwB+gs3+nyhByH7sfYIZ0NgKCJlMhpiYGNSvXx9paWkwGAxQKBTUsEbK8KlUKlrCL1pjy/f88Z1vZSAmJgbPPvtsRJMwr9eLn3/+GcOHDxc1sTSZTFi8eDFGjRqFgwcPhmVEPXnyZLkY7MqSadbhcGDGjBmCiZTKG0qlEtOmTeMl3AQDBgxAq1atRB3v3Llz+P7770Nut2HDBsGEQrcCTp8+jRUrVoS8H5OTkzFx4sRKe77vu+8+rF69GsnJyYLbRKPEUXWDwWBAmzZtIt7/8uXLmDdvXsiKBW63Gx999BEmT56M8+fPi5YN+/0lJWcLCwtD7kPUjmKhVqvLFD5y/PhxTJs2Lao1oMPFww8/HNTr2rx586D3PIHP58PBgwdFfVfy8/Nx+vTpsPp5M2Hjxo345ptvQn6zExMTMWbMGFGl2Nhgh1lGCoZh0LNnT8ycOTNo4k6lUhlRDoeKRlgzsgcffBD/93//hyZNmqBp06Z45513oNPpsG/fPhiNRnz55ZeYN28eunfvjjZt2uDrr7/Gnj17sG/fPgDApk2bcPr0aXz33Xdo1aoV+vbti//+979YvHhx1GQLQl5OoORlabfbaaZol8sFi8UCu91OCa/JZEJ+fj4l24WFhbhx4wZycnKo15rvhcn1djudThQUFCA7Oxtmsxl2u52WhgJKLGwkXppkwbZYLLBYLDAajdSzSPpJvIskoRs5Fh+Z4/aHEEq2pNrpdNLJqdvtphlrSTZ1kuzr2rVryM/P5/XwC41/WSXObOJFYnXr1KmDBg0aID4+HvHx8bjjjjuQmJiIOnXqQKfTUUmx0ANOlhFvvtlshtPphNvtRmFhIQoKCmCz2WCz2eBwOGA2m5GTk1OmWBwuwRa6NkL7iiUjkZL3UPHIRBWQmZlJ1R4kTCMmJoYSW6CE5CkUipBkk60s0Wq10Ov1NPkce6IYzGBD7gvSF5KjIS4uDrGxsTTjukwmC1CzcAm92PtRiFyzl/F569nrKhpWq5W+d8OBx+PB/PnzMWjQoLBlwz///DMeeOCBkN5xoOQdefz4cQwZMiQk0Tlz5gxu3Lghuh9erzesCSsbeXl5+OOPP7B69epK8/q+/vrrmDx5clDiFBMTgw8//DBoPB6Bz+fDlStXgp7PpUuX8MYbb1S5BGcVjenTp2P58uUh3/mDBg3CbbfdFtaxk5KSULt2bdSuXZu+N8NFXFwcpk+fLop83Gog865IcPXqVbzyyis4evSoqO1tNhu+/vprjBw5EidOnBC1T15eHubOnYsJEyZgz549QYlOQUGB6OMCgMViiVhWm5OTg2nTplUq+VQqlRg5cmTQhIzp6emiJf3//PNPSIOx3+/H+vXrw07SeTPB4XDg/fffx969e0N+7/r06SPakyyTydCqVStMnDgRs2bNwosvvoiOHTtG9N6rV68e3nnnHVEhI5Wdk0AMIu6h1+vF6tWrYbVa0alTJxw+fBhutxs9e/ak2zRv3hx169bF3r17AQB79+7FnXfeiZSUFLpN7969YTKZqLecDyTjNPsHEDd5Jus8Hg+MRiMlVYRwsWWzZrMZJpOJEuCCggJcv349IENzMMLE9nYSeTYh6uz4a5IYjRBpk8mEwsJC6t0uKipCTk4OzZROEjLYbDYUFxejuLg4aKZrbqwp8e6S+Gciwybx3cSrTbyYRMaelZWFrKwsSjzZScr4CD97TIRIZjgghIVkbmcYBlqtFg0bNqQEi5Q+k8lkQSdK7Gtjt9tx5coV5ObmIjc3l8bPE5jNZly/fh2FhYX0mov1UHPPN9S2QqQyHLIWijyL8dST9rjnSp6b7OxsahiTy+X0/iMEXK/XQ6vVBiQB5PaRkF+lUomkpCTUqVOHTkJr1aoFvV4vqrwJOZZcLkdiYiLS0tKQnJwMg8EAlUoFlUoFl8uFwsJCOJ1OSKVSei7cayNmjMVuwz7HyvZ0+3w+fP/992F5LvPz8/H+++/j9ddfj9gISpRDwVBQUIAFCxbg3nvvxcmTJzFu3DhMmjQJhw8fpioKoOQbs2vXrrCzl2dmZmLChAlhyz8PHjyITp06YdiwYRGT9mige/fuojIPt2/fXhTpBoDPPvsMP//8M+86h8OB9957r0okyqlsWCwWvPzyyyHlqXFxcRgyZIjo47Zt2xZ79+7F6dOncfr0afzwww+ilQps/Oc//0GvXr3C3u9WQFFRETZs2BBWHLvT6cT27dsxcuRI/Pzzz2Ht6/V6cfDgQaxcuTKkp7CwsBAzZ87EvHnzsGrVKowePRoLFy7ExYsX4XK5Ar5LZrMZn332WUiZO/f4f/75Z9hzLY/Hg8WLF+Pvv/+u1NCSmJgYNGvWLOg2CoUCjRs3FnW8I0eOUN4hhPPnz2PBggURG2puFly/fh0zZszA9evXg26XkJCAYcOGhZT4y+VyjBgxAr/88gvef/99TJs2DXPmzMGvv/6KuXPnhlXtRC6XY8qUKaLelW63OyzjfGUh7ERqJ06cQKdOneBwOKDT6fDTTz/h9ttvx7Fjx2h2aTZSUlKoBS47OzuAcJP1ZJ0QZs+ejbfffpt3HZ8clUs6AVCvHTvNPyG/hLARLzjxJhMyTrzRYrIzs6XdZKJvs9loSTKGYegyknSNeF3Z0mSTyQSLxULJsUQiod5xdkkr7nmyZeVkudfrRUFBAbKysqBWq2lsOdlOrVbT4xHvem5uLi5evBggww6WGTyaYPefLRUlXkuHw4HLly/TxHNEgk7+FjoWuX5utxs5OTmQSqVo2LAhlVI7nU6YzWZcuXIFmZmZVGoejvFALJELBu41LEs7QtvweX259y4AqnjIzc2FRCJBSkoKLdlGCLJUKoVSqYROp6M5EdjHYrdJEp7p9Xpaoo5hGJr0LCsriyYJDGZEkUgkUKvVSEtLQ3x8PM3eyzAMfc6A/8nhSbgItz/hXlM+QwUh2uzEe+S5I8aqyiDgmzdvxogRI7Bs2TLEx8cHeE6JoW3Xrl3IyMjAihUrkJmZiXPnzpX5GReagPr9JZmBX3/9dZw9e5a2YzKZsGjRIixevBh33303tFotgJJ39qFDhwKIuBj4/X6sWbMG48aNQ5cuXUTtY7FY8MYbb1SJBDnlkfyqqKgI06dPR8eOHZGcnEwTfJ4/fx4ffvghvvzyy6i3WV2Rm5uL4cOHY926dahdu7bgdv3798fcuXNDGnfat2+PtWvXol69enTZ//3f/6F58+YYMGCA6BJkKSkpeO6550S9S/7++2/RcfyRgijngP99JyoTbrcb8+bNQ4MGDdCnT59SXlO/v6QqR25uLi5cuIAzZ87g77//xvbt2yOO6/V6vdi0aRMmTZrE64nzer24cOECZs2ahXXr1lGCd/HiRUybNg1LlixB+/bt0aFDB6Snp8NkMmHjxo3YsGFDWGTQ5/Nh7dq1GDNmDOLj40Xt4/f7sWHDBixZsqTSr51cLg8ZEiGRSHDnnXeKOp7ZbMarr76KpKQk3HXXXQEeUJ/PhwsXLmDixIn4999/y9TvmwF+vx87duzA1KlTMX/+/FIcjYBhGHTv3h3x8fGlcnWx0aFDB8yaNSuAXEulUiQlJWHcuHGoU6cOnnvuOeTm5obsGzGCiwmXycvLK9dyjjKZDImJiWjYsCEYhsGNGzeQnZ0d9vwkbNLdrFkzHDt2DEajEd9//z1GjRqF7du3h3uYsDB9+nRMmTKF/m8ymajMROykmWQHLywshN1uh1arhVqtphNqIrEm5JdMmAnp4iOcfPHTpD0y+Sclqgg5IfHUDoeDet0JqWWTO3aNZ/YLkd0XPuLF7Q/Znh2LTpKn+f3+gIzfhNQXFBTgzJkz1PvOR7hDERY+khLJZN7n81EiXLt2bajVaiqFv3jxInJzc6kkX6h2OXtcyDV1uVxUwWAwGCCXy6nKgNR1Jh7/cPoeKbniu7e464TUDGUB95hcskzuF6fTiZycHDAMgzp16kAmk9ESbSTUQaPR8Hq4ybEIUWYnMiQ/SqWSSo+IMYrPS08IrlwuR3JyMhISEmgmfiJvJ6EcpP9Wq5WGSERyP/KdE7cvOp0OaWlpiIuLg0QioaXK8vPz6ThVBtavX4927dqha9euAdKw/Px8/PDDD7h8+XLUJ1wLFy7EvffeSz0XZKL73XffYc6cOYLllgjJjgbCeddYLBZMmDABmzdvjkrbZcVXX32Fzp07h5TKkdKVYnH27Fl06NAB99xzD9q3b4+rV69i1apVt2wioWDYt28fBg0ahF9//VUwIVlKSkpIRYLBYMCXX34ZQLgJGjZsiHXr1qF///4hS1RJpVI888wzopJrORwO/Pnnn+VGpBiGQYMGDTBmzBg88sgjAEokygsXLsSGDRvo97kycO3aNTz11FPo168funfvjrS0NLjdbpjNZty4cQN79uzB0aNH6Xs5Ggau06dPY/78+Zg0aRIMBgN8Ph9sNhsuX76MP//8E6tXr8aFCxdKPasejweXLl3CpUuXsG7dOur8EaqOEwqXL19GRkaGaNJ95MgRTJ06tUrkcSguLsa5c+eCGrncbjfy8vJEG8sPHz6Mxx57DMOHD0fnzp0RFxcHk8mEffv2YeXKlQGG31sdXq8X69atAwB88MEHgt7otLQ0NGjQQJB0S6VSDBo0SFAKLpVK8eCDD+LkyZN4++23gz5/er0eL7/8sqj7mRiQyiMPC8MwaNiwISZMmIB+/fohOTkZDMOguLgYp06dwhdffIH169eLfu+FTbrZEo82bdrg4MGDWLhwIQYNGgSXy4Xi4uIAb3dOTg7NRpiamooDBw4EHI9cPL6MhQRKpTJorAdQmgRyiQqbeHu9XthstlJxnqGSX3ERzAPK9rBbrVZaaomsY0vOSdt8xwgWo849z2D9JOdst9vBMAxiY2Mp+SdSeKIGOH/+fKkYdjbJD3beXE+pUH+ESCPXeEES012+fBlarRYmkwlpaWnU252dnU3jsQsKCnhDALhtkQ+bz+dDXl4eCgsLab/ZxpZQhJuPDJcF7PPmjnUwGXowBNufG4dM2mXXkicgiQezs7Ph8XiQkpICtVoNjUZDJy9+v7+UN5W0QwxOarUaCoWChjiQbPpqtRperxdyuZzep0Iec6lUitjYWKSlpdE+sM+BJCAkSRGzs7NRVFQUECrAd9xQ48gdQ6JCSUhIQMOGDZGYmBignqlXrx6uXbuGixcvlrvXKRiuXr2Kq1ev4rvvvquQ9k6dOoVHHnkEPXr0AFAi9962bRuKi4srdJIjZjJps9kwYcIELFu2rMrUUf3hhx8wceLEoJI6m82Gl156KexJxrVr17BmzRqsWbOmjL28+bF371588sknGDx4MBo1ahTRe75nz564/fbbBdc3btwY48aNw4QJE4Iep23btnj11VdFtTlr1ix8++23YfUzHAwcOBCLFi0K8Ig1bdoUHTp0wNatWzFp0qRKLSNXWFiI5cuXY/Xq1ZDL5fS7zjaiRxMulwsLFy7En3/+ibp168LlclEvmNlsFkXsueVfI4HFYsG5c+dCSnH9fj+OHj2K559/vsp4eu12O2bMmIHU1FQ0b96cGhxJKODZs2exe/duLFu2LKxvyJUrV/DOO+/QpKpkHlNV3vUVAaIwlEgkdJ7PB4/Hg3Xr1sFut+ODDz5Ao0aNSm2jVqtRv359wXwxOp0O7du3D/qulMlkGDp0KD7//HPBsDGGYTBo0KCAcOVgOHXqFObNm1cuJc3atGmDzz77DK1atQowhOt0OtSuXRudO3emCj4x8vYy1+kmpKhNmzaQy+XYsmULBgwYAKDEsp6RkYFOnToBKJEKvPPOO8jNzaWJQDZv3gy9Xh/0wyQGfNJY9nLyN3vCzeclDvV3qD4Apb287DrcXNIaipyKXR6sv4RI5efnQ6fToVatWpQoOZ1OeDwemvgtMzOTSnHJR4rdT/ZvPg+/GDIT7IHkuyZutxtFRUU4evQozp8/D71eD5/PB6PRSLO6c0MAuMfg8/6T36QWOfscQl2bUOcRLrge+WDgu3+F9uO7FsRDS0ivRqOBRCKhcf3s606ODfwvQRUxyNSpUwdyuTwgRwL7XLj3OqkFT0i4XC6nBjXSnlQqhVarhVwuD/BWs/utUCiQlJSE+Ph4KBQKeh8TJYPD4aBVADIzM3Hjxg36oS2LoYQ9xkROHhcXh4YNG0Kj0VCZETEQSqVSpKenQ6FQ4NSpU5WWDbsycObMmUqv3zxhwgSkpaWhXbt2pa631+vFkSNH8NJLL2Hnzp1VyuNhNpsxcOBAvPLKKxg9ejSNofN6vdi/fz9u3LiBjz/+uMr1uzqgefPm6Ny5M5o1a4a//voLJ06cQFZWFu+2fr8fM2bMwAcffICPP/4Yw4cPD7u9xo0bh1QstGrVKug3Uy6XY9KkSdBoNCHb27lzJz7//PNyq889YMAAfP7557ylyhQKBXr37o3du3fjySefxK+//loufRALt9tdYbJpl8uFU6dOBc1NVN7wer348ssvcf/99/NmMvf7/SgqKsIvv/yCuXPnRiWUKJrYtWsXevfujc6dO6Nhw4awWCw4ceIE/vnnH5hMplIOFbHw+8PLBH8zITExEY888gh69+4NjUaDS5cu4YcffsCePXt4CarH48Gvv/6K/Px8fPLJJ6UqaLBDSoTaExOzXatWLdStW1eQdNeuXRuTJk0SlXjtzJkzGD9+fEi1UCRIS0vD/Pnzg5Ze1el0GD58OOLj4/Hyyy+HPGZYpHv69Ono27cv6tatC7PZjJUrV2Lbtm3YuHEjYmNj8fTTT2PKlCk0ZnP8+PHo1KkTOnbsCADo1asXbr/9dowYMQLvvfcesrOz8frrr2PcuHEhPdnhIpTnNxxva7htco/Nt4xNTNi/+doU480WOg8CErN+9epVOBwOxMXFQalU0lrcxcXFlMSyPfB85JN9LuUVq8rtu9vthtFopFJhsk2wmtehDBHc5XxefDbBjdYHKti9JyRl5juG0PpQxyekV6fTISEhgXqKXS4XzGYzCgoKSiV3IX8T4xEpLUIUIz6fDxaLJSBDP3e8ZDIZ1Go11Go1Ld9FYrrZyg+5XB6Qe4ENiUQCjUZDQwKkUim9V41GI83LYDabaSJAkgSRbZAJ91ryebnVajVq165NjQYkYZvFYgHDMPSdlpSUhHr16lUZr8KtgoyMDPTv3x9DhgxBz5490bVrV5hMJmzYsAGrV6/GyZMnq6y0+sKFC5gwYQKWLFmCwYMHw2Aw4I8//sDmzZvDjiGrQQkhHDZsGN5++20amvbyyy/jwIEDGDhwIDIyMnj3I8bdsWPHAgAef/xxOhE8efJk0LhbhmHw8MMPh+xbq1atcNtttwlmj27Tpg369+8f8jjbt2/H0KFDRcVKRoK4uDi89dZbgrXBCeLj4/H2229HVD2hBmXDli1b8Oyzz+LFF19E8+bNIZfL4XQ6kZGRge3bt+P777/H0aNHq2zysOvXr9eocKKEunXrYuHChejbty+di/j9fjzxxBN47733sHjxYt5vic/nw+7du/Gf//wHS5YsQcuWLamCsbCwEOfOnRNskyTVDQWZTFYq/xcBwzB4/PHH0bRp06DH8Pv9OHnyJMaOHYs9e/ZE3YAkkUgwevRoyl9DbdunTx9Rz1VYpDs3NxcjR45EVlYWYmNj0bJlS2zcuJHW1ps/fz4kEgkGDBgAp9OJ3r17Y8mSJXR/qVSK33//HWPHjkWnTp2g1WoxatQozJw5M5xuCCJcchps+0gtauy/heKtieWbneWYT+IbKlt6OCCSaqvVioyMDGRnZ9N+eDyeUsnSwkkax/5bjIc4HHDVAqRfXO8BX5vBPPF8+wRTOogl3mKMNWX1srKPw/V6C/Wb3a5EIoFWq0VycjIluDKZLIDs5ufnw+FwlDJikB+ijLBYLLS2u9VqFZTwsftB6sKT4xLJk1wup0kD+Qw+bGOBWq2G2+2mmdQBUFl6cXEx8vLykJ2dTRMhCt0f7LESC+Lljo+Ph1arhdvthkKhoFnT3W43ldETOZvYLNO3CkjyO6vVGnGpGzHIy8vDokWL8NlnnyEuLg4ej4ca7ao6HA4Hjh07Vq7JYW4VPPTQQ1i6dGmpGOz27dtjzZo1GDx4MK5evSq4v8ViwbPPPovvvvsOd911F9xuN9asWRMVDxoJvRFCz549odPpgh5jx44dGDZsWLmqaR5//HHRisRWrVqJqg1/q4DM+4iRmcy3og2v14tffvkFW7duRVJSElQqFc15Q7zFNbj5oVQqMXXqVDz44IOlSrEmJyfj1VdfxdWrV/HDDz8IKmf379+PJ554AqNGjcIDDzwAiUSCVatW4fjx44LtspPJhoJQwlW9Xo/BgweHzJdx5swZvPDCC6LKnUWCxMREPPHEE6IqiQAl5969e/eQ2zH+qqQvEQmTyYTY2FgkJCSEvMBiJbdiEMl+bMJDJL1saS3JJi6VSmnMCUkkxc4czvUehtsXbj+4JJKPXIlFMELD9chGerux+8/+gBGCxvZ2cz2afH0JJTOuCo+F0LUWIyvngj1+CoUCycnJiI+Ph1KppPclUPIidLlcuH79Os0iznc/sA1F7Izd5Fpw+0uIfv369ZGYmIiYmBhap97//2XlpGZ8Tk4Ozp8/X4r0k7rcDRo0QHp6OnQ6HWJiYiCVSmGz2aiHOy8vD1lZWbDb7aVCJPiMROGAYUoy5Ws0GjRq1AgajYYaC2JiYqjlWKvVQqVSwev1wmKxwGQyYc2aNTAajaIswULXrzoiLi4OLVq0QJcuXdCmTRsAJTGgTZo0QVZWFo4cOYItW7ZgzZo1lRr7XtVBxhEoCd3Kz8+vEu+pqg6NRoO//vqLhrnx4ZNPPsH48eOjSkqaNWuG3bt3CyZiI9i5cye6devGa6xUKBQ4fPhwKZknG7t27cITTzwhKJOPBmJjY7Fjxw60bNmy3Nrgorq+84jKKSkpCQ0bNkSzZs3QuHFjpKSkIDY2FgzDoKioCDt37sTvv/8eNBN0DWoQCZo3b47NmzcHTUy3Y8cODBgwIKQRmjg6pFIpzGZz0JCN1q1bY9u2bYiJiQl6TKPRiPvuu4+XwLdt2xabNm2iFWm48Pv9OHXqFMaPH48dO3aUW3x+79698f3334c0eLLh8XhCkvQyx3RXNXAJFR+54kqH2cuCxdZGSrgJQVQqldBqtdDr9VCr1dDpdFQiy7WAkthZIhUj5Kes3mQiyQ71QeN6ibnH4Ns22DbRnBwyTEliCIPBgLS0NBiNRhQXF8PpdNKYZD6ZeTQ98dGUm4dqR+j/YGoKLtgqC+KVZZe5YhuvPB4PYmJiYLVaBcvEsceWvPTEjAl7Ussl7CSjf2FhIbWCsq8d+7yIzL2oqAgMw8BqtcJkMiEnJwdFRUU0CSDfJFpI/h5s/Nh9YJiSevGEcJPfAKj0VK1Ww+PxwOFwUKJ+q+GOO+5Ajx49MGbMGNx222282zRs2BANGzbE448/joceeggjR46sNp7oikSvXr0wf/586mm8ePEidu7ciZdffrlmvEKgefPmaN++fdBtBg0ahCVLloRVGzkUMjMzkZWVFZJ0r1q1KujEUahcjtPpxIwZM/Dll1+W+z1w2223oWHDhuXaRnWHUqlEq1at0L9/f3Tq1AkNGzZEamoqNWxzMWzYMOzZswcTJkwI6j28VcEwDFq3bo3u3bvj+vXr2L59O3Jycmq89SLQpEkT3rh+Nlq3bo2uXbvip59+Crqd1+sVrDjCBZl/h8KRI0dw6dIl3nUGg0Ew3NjpdGLjxo144403cOLEiXKbgzMMg86dO9PypWIhprTZTTMT5MZTcz1twTyFfMvLamVlT9BlMhn0ej2Sk5OpNJaQcK6kliSEUqvV1FNGPBpledmwx0WIHJHarVwvJsMwpWTnYo9JxkLMwyHWa0ssbx06dED79u3h9Xpx9OhRZGRk4PLlywEKAa60PFTbYh9isQaJcMAdTzaEFBtilnFBjDwkczhQQhaJscLn81FSSWK0+c6LW3861LmTe8fpdEKhUNB+sLOlW61WGI1G3qQp5BkoKiqCSqWCVqsFw5TUbTcajSgsLKSWWD7Fg5g+BiPc5De5/2JjY6FUKqlCxePxUCWBxWKBzWajz1Gw5CM3G+RyOZ5++mlMnToV9evXF71f37598dVXX2Hw4MGw2Wzl18FqhsTERLz66qsB0t5GjRqhYcOGuOeeezBmzBhs27at8jpYxTF06NCQk6H4+Hg8//zzGDduXNQmckStFgyFhYXYuXOn4Hqv14tt27ahTp061OPi9Xpx/PhxLFiwACtXrqwQEtKlS5ewPD63GtLS0jBt2jQMHjwYiYmJoiS2MpkMXbt2xbvvvouhQ4eKJjbRBpnnced3lY2mTZti1apVaNKkCbxeL65fv44VK1Zg0aJFNeqAEEhISAj5ztNqtejbty9+++03UURZDIScNGw4nU6sWLFC8N14/vx5nD17liaYBEocQVeuXMGSJUvw7bfflnuZO4VCgY4dO4bNA8Vsf9OQbm4sK99vrheb6+UWS/q47QYjSCTDcXp6OvVwsyXmRDJLPGFarRYej4euS0pKgtFopBP6spI6PrD7SyTbxBhA+ubxeGCxWALKiHEJuRABF9tnMWNP+larVi3cdtttqF+/PmrXro27774bu3fvxs6dO3H27FmYTCbeuOBgYyKmn2zyRfrDbSOSEAA+40807kU+EBIok8mg0+moJIbE/RMlgUajgclkCqvf3D5w/yfGJnaJMSIBd7vdtEa60HXxeDwoLCyEw+GgCeDsdjuN3RaSw/ONQTjPEjc8Q6PRBCgGPB4PVCoVTahGvNykP7cK6ZbL5XjzzTcxbdq0iLz7vXr1Qs+ePSsl83H9+vUDvJLnz58Pef9XBAYOHIh777231HKGYdC0aVOsXLkSTzzxBHbt2lUJvav6OHDgAP1eBUOHDh0qTMFE8MMPPwgmUANKCPbEiROxcuVKWsLHarVi48aNMJvNFdJHuVyO++67r0Laqo6Ij4/HwoUL8eijj4b9zmMYBp06dUKzZs1KldMtTzAMg5SUFNx9991o37496tSpA7vdji1btmDjxo2Vnu1bIpFgzJgxtDyxVCpFvXr1MG3aNHTo0AHjxo0rl2zVNwvEGOIYhsEdd9wBtVodtXcJVzXJh3///Rfr168XfM9eu3YNY8eOxejRo9GkSRMYjUZs374df/zxB65cuVIhRkaNRoN69eqF3I7MNcXGsQM3EekOhmAeybJ6t0NJedVqNerUqYP4+HiasEoikUCpVFJLlFarpWSXxNR6vV5av5j7Io8G+WaTCPIjlUppbGpiYiISExNpfJLfX1Ju4tKlSzCZTILlxMorDottKFEoFLjzzjtRt25d6HQ6GAwGaDQaNGjQAG63GxKJBP/++y+MRmNUSobwjRV5uZBrQcaC/UKIhNSRv0PtK9Ybzrct+Z8QbeLNJtdUpVLR2GQxL5Ng11zo+SDhFOR6OhwOWK1WFBcXlwoPYBvH2OScWErZ489naImmIoGMG1ECkGMTY5nVaqWGKXY74byUqzPatGmDKVOmRCynVyqVFSpjlcvl6NKlC3r16oVRo0YF1B7+448/MGrUqEqPM1coFEGfsbS0NMyePRt9+vSB1Wotlz6QnCME5ZUIqjxw5syZCiXSYvHvv//igw8+COlddLvd2LVrV6UZVaRSKZo1a1YpbVcHPPzww3jooYfK9M6Lj4+Pcq/4IZVK0aBBAzz++OMYNmwYmjRpEvB+efrpp7Fo0SK89dZblVolQa/Xo0+fPqXeexKJBD169MC3334btOpAtEASzJJwtqr4HuFDfn6+KNVCQkICdDpd1Eg3yU8lBLfbjRUrVgRNnurz+bB//34cPHiQKiEr+luTnp4u+plkK6zF4KYk3XxxrmR5ecT3CvWBeMS0Wi0l3ADopJ1cKBK/4PP5qBeQ9I+v9nQknlRu38hvQrZJCn+SYEuhUFCvPPHSkWzMZ8+eLUUquP3hqgiEwEcI2fsLQSKRQKfT0bHxer2Ij4+nUiQi7WNnZI9EAs/1cBLDBInNl8lkcLlctC40nwQ/XJRV4i50DgRkTMg9yfbOAiXXmXjCgxmV2M+QkCyeDeJJZ9/TJO7abDYjNzcXdru9lDGHe3+w9yX9CCZrirbknz1uDMMEJIOTy+W0jxKJhIaLiIn1uRnQo0cPUfWEheBwOCqktBrDMKhXrx4++ugj9OzZk7ce6IMPPogvv/wSw4cPr/Jy944dO6JPnz744YcfonpcmUyGwYMHo1evXgGlUzZu3IhXXnml0j1i1Rnr168PWn6nBlUfMpkMnTp1KlPJW6fTWa4VHAiSk5MxYsQIjBkzBg0bNuT9JqnVaowZMwa///57pSpnyBxOCO3atcMLL7yAqVOnRn0OzzAM0tLS8MADD6Bbt25o3LgxLBYL/vzzT6xYsQKFhYVRba88kJubS8P4gkGtVpfpex0uTp06hbVr14oyCHBDBCsSSUlJosYlkrndTUe6+Yg1H9iT6Eg9tEJkg9sumYCTiTqRaysUCvh8PjidTvj9fsjlcjgcDjgcDng8Hlo/m2thE0to+cD11pLayYmJiUhKSoLBYKCEWyaTUa+ny+WiWa9JrW++8RXTN66nnbt/qH0dDgcOHjwIg8GAFi1aQCKRID4+HnK5HCkpKWAYBqdOnYJMJgvwdJfFu0kIVWxsLNLT05GQkEClxX6/H7m5ubh8+TKKiorKZMyJlEiHA2K1JT/Ee+x2u+kybsKzUAYVoVAOsowsZ79ESRukzBfby80F93nlLhca87KqQoTUBMRQQDz2xBpL4uGVSiViYmIClAQ1CI0bN26Uu8xSp9Phtddew+jRo5Gamhp0227duiEmJqZSSTepIhDs4y6TydCxY8eokW6JRIJWrVph0qRJGDx4ME0USNCoUSNIpVJMmTKlpm54BDh58iQ+/PDDyu5GDaKAsibJvHDhQrl6bLVaLbp164aJEyeia9euvAZGNvR6PVq3bl2ppNtsNmPp0qVo1apVqXcPUPIdbtOmDZRKZVTfPzqdDgMGDMCUKVPQvHnzANLavXt33HHHHZg8eXKVN8IWFRXBaDSGzCJO5nbRQjCvtN1ux8cff4zr169Hrb3ygpDDKRq4qTWPbI8cG8FIA3d/MeDzrJPJPiHR7ERLhCCQG9Tr9cLpdMJisdBtnU4nioqKqEwkmIdWTN+4RgFCtlNSUtC0aVPUrl2bxqkqlUoYDAbo9XqacV2pVFKiHk77ZDzCgZBSgYyZx+PBjRs3sHv3bmRlZcFkMuHixYvIyMjAtWvXkJeXB7vdTuXfYvopRNiIYUKlUiE1NRVNmjSh4QJEYiyTyZCamop69eoFZCoN96EtT3k+OT73viN/ezweavwRygLPPg4Q/Pz4xtPr9cJms8HpdMLpdMLhcMBut8NqtSIvLw8OhyPgXue7D/jk41xrKJ9yQizEbk/k8EajEXa7HSaTiUrLyd9EQUDukVsBmzdvDpk8Sgg+nw9Lly4tNzm3UqnEgAEDsHHjRkybNi0k4SZ9qmz88ssvOHXqVMjt0tPTo3KfMQyDp556Ctu3b8eIESN4J70k5vKVV14pc3s3M65cuVJqmclkwsyZM8u1pnYNKgZerxenT5+OWP7qcrmwfPlyFBcXR7djKJGSt23bFl9//TVWrVolqOjhQ1V4761atQqbN28WXN+4cWMkJydHrb20tDTMnz8fS5YsQcuWLUt5iRUKBYYOHYoOHTpErc3yAslzI2a7aKqV8vPzeSsp+P1+bNiwAevWrasS91YouN1uwco3ZXWg3HSkW4i48MW0cmXWQvuwvcPc/YL1w+fzwW63Izs7G2azGXa7ndbhJqTD6/XC5XLB6XTSSbvD4UBRUREyMzNhs9lKJYcKR17OHg92AjetVosGDRqgefPmqFWrFuLi4pCQkICYmBjo9XrqwSXki8iCCwoKBOOk2YSIS/KFroUYcK+d1+uFw+HAjRs3kJ2djaKiIuTm5sJkMuHatWvIzc1FUlISreEc6n7gLmf/SKVSqFQq1K5dG82aNUNaWhpiY2OpvFyhUNCkY3FxcTSjNumrUFt8Bp9oe7iDeZ/J36RkHfmbYZiA+tncY7B/hzIEcff3er0oLi5GUVERVU8YjUbcuHGDtzwZe19u37ljHMqAJhZC48s9b/JssPcjsnPyTLtcroAM8bcCjhw5EnEStL/++gsLFy6Mco9K0LRpUyxatAhr1qzBPffcI3q/TZs2lXum1FAoLi7G0KFDcfny5aDbPfjgg2jVqlWZ2pJIJDSuM1S2aolEgu7du4ddVuVWgd/vx/jx47F+/Xq6LDc3F88++yzWrVtXiT2rQbTg9/vx22+/4fz58xHtu2HDBqxcuTLqREStVuOpp57Cjz/+iIEDByImJkb03MFqteKff/6Jan8igdVqxUcffSToya5VqxaGDRsWldCtOnXqYMmSJXjyySeDyoq1Wi3atWtX5vbKG2SuHwqkykq0kJubi19++SWAI/h8Phw7dgxvvfVWlUhMKgah+EFZyPdN435hE1C2p5n7P9+AiSHcbPAdn29f4pUllp+0tDT4/X5aIowkrSLeRaDE8mk2m3Hjxg0UFRUFZGQO1t9gIP0lXluDwYBatWohNTUVOp0uIHs6Ob7L5aLWHhJnazKZkJ2dTT2iwcaRTwLM/Zuvn6HOj+2pNZvN2Lt3LwoLC9G8eXNaykmj0UCtVsNisWD//v28RoJQYQfkpaXRaJCWloY6deogKSkJcrkcer0eKpWKxutyQwTYCdaE2mLfj+GQ7VAGF7H3N0naZ7FYKGEkRFIul1O1hRgvcrCQDna/iREqMzMTJpMJDFNSX5uEUwQjzmVRopQFQgY6lUpFS4b5fD5oNBqoVCq4XC5YrVbY7XYwDIOEhAS43e4qL0eLFjweD1577TUUFxfjP//5D6+XlAuv14vvvvsO7733Hn0PRhPNmzfHunXrcMcdd4S1n8/nw/r166NWTqUsOHXqFBYsWID3339fME4vJiYG7dq1w6FDhyJqIykpCdOmTcOzzz4LtVotap+7774bBoOh3BK4VSR2794d9XdKfn4+Ro0ahWHDhoFhGPz666+C9WlrUD1x/vx5TJs2DfPmzUODBg1Efc+9Xi927NiBl19+OepGvbi4OLz++ut49tlnIyrztm/fvipTN3z79u345ptv8NRTT5V670mlUowZMwbffvstbty4EXEbdevWxccff4z/+7//E0VUQ0m2qwLkcrmoPAM5OTlRled7PB7Mnj0bJpMJ/fv3h0wmw+7du/Hpp58GrdJQ1aDT6YLGw5clbLFak24+7zX5O9SA8G3L59kmRJVkF2fHbrITQgm1R2I68/Pz4XA4kJiYCJ1OR4mNWq2mxM3tdlNJObvWNBtcwi92nMh5xMXFoWHDhkhMTKQ1hhmGoZNjYihQKBQ0zpfEABcUFND4QjHjyyVioQhmOMYE4u0+e/Ys8vLykJWVhdTUVBgMBir3zczMDDvjJPu6q1QqpKeno0mTJjS5nFarhVarpTWYiSeTkKxw2wpmhAilEOAjwNwxFzJkkCRgRIZP6nRLpVIq+3Y4HCE92tz1fGSZbYQCQI9N9heqqS00ntGYGAcbdzaCXRtSgYAoHVQqFdxuN1QqFTQaDZxOJ2w2m6hyRVUJ3Oc0XKvulStXMHHiRPz1118YO3YsWrduHVCKi8Dn8+HEiRNYv3493n777XKJDY6UcAPAn3/+iV9++SXqfYoUixcvxuXLl/Hee++hefPmpdafO3cO27dvj/j4Y8aMwZQpU8LapyIMX2WFmNqxLpcLmzdvLpfzycvLw4IFC6J+3BpEB3K5HAkJCUhJSaE5bAoLC1FQUEBDnoLB5/Pht99+w7Vr1/D888+jX79+SEpK4iVwPp8PN27cwIoVK7B48eKox7eq1Wq8+uqreOGFFyIqU1lYWIgPP/yw0mqGc2G32/HSSy9h3759eOqpp9C6dWtaNcTlcuHQoUMRhzMBQEpKCj766CP069dP9De6OnhrxXi6vV4v9u7dG3VDd0FBAd555x3Mnz8fEokENpstKlWEKhLRVp2yUa1JN3viLFbCzPV68+1HZMVKpRI6nQ5qtTrAY0Pk4TabjUrG2USU/eFmZ2Im8Z/sUmDEw0i8YUR2Swh9ME+jGLDPR6PRoHbt2khISKAyaPKisdlsNB6ZeDxJPxwOB/Lz83H9+vWA2sNCEmkxXsqygByP9CM/Px9Go5HGWJM4eofDEVYSKzbhlsvlSExMRP369ZGSkkKl6gBoMjyr1UrjoUmmaiEVQLA2xfaN+3cwJQffPqRPxLDi9/tpTXgS9gCU3N9Wq1XU2AUzNLDbZBPvUHL7SNoKF0J9EHM9iBHK4XBQ0m00GgM8ohqNBhqNhpaWE+PxrWzExsaiV69eePTRR2l9VKDEer1y5Ups27YN//77r6j4RY/Hg59++gk//fQTmjdvjjFjxiAxMZGuN5vN+O6773DixIlyqzes0WjwzTffRES4169fj5EjR1apCZbX68Vvv/2Go0eP4qmnnkL37t3Rpk0bHDlyBJcuXcKHH34YsTehfv36+M9//hP2flu3bkVubm5EbVYULl68iMOHDweNxdy3bx/++uuvCuxVDSobKpUKHTt2xLBhw9CxY0ekpqZCLpfD7XajuLgYV65cwd9//40ffvgBFy5cCEq+fT4fjhw5grFjx6JZs2a455570KpVK6SmpiImJgYOhwN5eXn4559/sHnzZpw9ezbqChqJRILHH38czz77bESE2+VyYcmSJdi6dWtU+1VWWK1WLFu2DGvXrsVtt92GunXrQiqVIjs7G//880/E3w+lUonp06eHRbg9Hg/OnDkTUXsVCTFltnJzc7Fhw4ZyibEmStTqiqKiIlHZ3yNBtSbdQnJmPikzX1wo3/HIBDkmJobWf+Z7ID0eD/R6PUwmE80wzucBZpMvv99P4z2JHI94z9keP27JJKHzEztGxICQmJhIbyJC+kmfuKSIxPWSh4fElwsl1+ISQb51QhAjKxfajygESCKw4uLiAHIpxsvB7SuRqZNYd41GA51OF1CbnBgnZDIZHRej0SjKMh6qffZv9nLu/cwHMcsJ2SbnoVAoaOINYmRhX2vucYSIPfccgoUYcLcXQ6gryqsW7BzJ2JHcC0qlksbFO51OmnSP1PdkGAZOp7NKW3plMhnatm2Lzz77DHfccQfv+65Tp04oLCzEggULMHv27LAmjGfOnMHkyZOj2eWQUCgUmDFjBtq0aRP2vrm5uXj33XcrvT63EK5fv46ZM2figw8+QGJiIgoKCsok705MTMSaNWtQt27dsPfNyMio0vc2AKp8EoLJZMKHH35YU/7sFgHDlJQLnDRpEoYMGYKkpKRS37HExEQ0btwY3bp1w+DBg/HKK69g8+bNomqqnzx5EidPnqQGWZLng4Trldd3rH379njzzTeh1+vD3tfn8+Gnn37C/PnzA3KVVCXY7XYcOXIER44cicrx+vbti9GjR4cVE37t2rUqEe8eCsQpIASfz4dNmzbh5MmTFdir6oMrV66goKCgXEIJqo/mkQfBJMtCJJXtheRuQwhIfHw8kpKSoNVqqVRUpVJBqVTSSbZGo4Fer0diYiJiY2Mhk8kCsmVzQQggO5EaeTDY2aLZdaW5/RMb/8vdRy6XIykpCenp6TQTOSFcJJ5XpVLB5/NR4kU8uIWFhbh+/XpQwwJ7XLnjzQexxDzYx4ltyCBj6/F4KAFnx8KLIaJsL7dSqURqaioSExOpIsDn81FCTcpsaTQaenybzYb8/PwA73Ak14r9N6mfTsIbSIgD99jBCDmf8YacC1ECkBACMoYk6Z/QfRip/JuvL8FUAcE86NEKU2C3xWfw4DsWyXMglUqpuoJMrrRaLdRqdUBoCFGyVEXIZDJMmzYNmzdvRsuWLYNa/OPj4/HGG29E5BGtaEyePBkvvvhi2Nm8CwoKMHr06EotlyMWNpsNGRkZZY6nbtGiBVq3bh32fj6fDytXrixT2xWFTZs2Ca779ttv8dtvv1Vgb6oX3G43tm3bVtndiBpatGiBb775BuPGjUNycnLQ74VMJkPLli3xzjvvhG2UIgZsi8UCu90uWA4zGkhOTsY777yDRo0ahb2v3+/H/v378frrr1eLGtTRQFpaGqZNm4bY2FjR+/j9fvz+++/VouSV2WxGXl6e4Prr16/j008/vWVyzYSLgoICXL16tVyOfdN4uoWWsYm5EFlgk1OSxZtIyknSM+B/cmYiJyZe4bi4OCozD2YJZXvQQhEX7rpwpLVs8iCRSKDRaJCYmAi1Wh0Qe0rIJCGabGsskVjduHED+fn5lGjySeiFSJnQMjGxyXzb8YFPYs13rFBEn+wvlUqh1+thMBioUYIkAJNKpdTbTRQD5MNKsqeziX6414u0R+JxlEolvQ99Ph/9eHPPW0h1wP2bfa4keZlUKoXJZKJtms1mWCwWQYNFqDEVapOvD6GOI3Z/drvhjDt3X6Fl7HXEcGaxWGg7Xq+XKh+IZ9tqtUKlUkEqlVaYhz5cSCQSTJs2DW+++aZo+btcLseECROwdu3aSs/qLYT09HSMHTs27Ky2+fn5GD58ODZu3FhOPat6SEhIwCeffBJRqbHDhw+LKmUWCkqlEnfeeSe6du2KRx55BEDJ8718+XKsXr06Kknatm3bBrPZHOC58Pv9+Omnn/D6669X2We0KsDr9WLRokUYPHhwtUgiFQzx8fGYO3cuunbtGlaejTvvvBO9evXC559/XuXuFYZhMGDAAHTp0iUig/O5c+cwefJkXLx4sRx6V/UgkUgwaNCgsA2N2dnZ+PrrryMuD8eFQqFAw4YNcdddd6F+/foAgOPHj2PHjh1lJsNWqxXHjx9Hp06dSq1zOBz49NNPo6YYuBnhdDqxd+9e3HvvvWE9U1xFNR+qNelmQwyZDUb2GOZ/GYkVCgXNgE1It8fjoUm52BMUl8sFpVJJJbqhyHEogsrehk92G+z4bOJJzo1kKyc1uImnU6lUBshPiAfX7y+J5y4qKsL169eRk5MTEGMuRMKCyZ5D9Zf9d7g3eKh2xBorCNmVyWSIj4+nWalJbXXicSYJ1JxOJ+x2OywWC4xGI3Jzc2m2b7GSdjapY3uytVotTeyi1+shlUrhdruRl5eHK1euwGQyhfSc8nm+2f8TKb7BYKD3ATG0EM+3mPEUazQSOveyTmDYY0jUG+EQ+mCqBL4XKHl+LBYLiouLoVar4fV6qbyc/JB7higvyiNJWFnRpEkTTJgwIex486ZNm+KRRx7Bl19+WU49KxuGDBkStlcqLy8Po0aNuqUINwA89NBDaNasWdj7FRUV4eWXX444iZFEIkFiYiL69euHcePGoUmTJqVksV27dkX79u0xbty4Mse/Hj16FGvXrsWQIUOg0Whgt9vx+++/49lnn60ySaOqMq5cuYIDBw6gR48eovfZtWsXunTpUo69Ch8dOnTAvffeG3ZiS7lcjttvvx0SiSRqpCta0Ov1GDlyZETxp2fPnsXYsWNx8ODBKmdMKC/ExMRg4MCBYX33PB4Pvv322zIbGRmGQWxsLDp16oQRI0bg/vvvD0i6Z7FYsGTJErz55ptlSnDm8/mwbNky9OnTB/Xq1aPOI6PRiGXLluHTTz+tsmEEVQE+nw8bNmzA2LFjw1JDOByOkJU/bhrSzUcE+DyfwWJmFQoF1Go1lEoltFotTRtP4oaBEhJLvNns+F6FQlGKAITTZ779wiGwQucklUoRFxdHDQOEwBGSTeJRSVI4l8sFm82G69evUw83O5aZr81wvIt8BgUu2RZjLRKLcD4kRO1AEsoRKJVKSqjJeJHa6oWFhcjIyKCJtPiUDsEMQMTDrFAooNfrERsbi/j4eBgMBpphnhA5hUJBrw87JpstY+aeM99zQIwJhYWFsFqtlBwSgsgnKxc6p2CGLbHGp2DH5zsu+3922AUh3Oz+BzNshbrv+NYD/zNQXb9+HTqdDrGxsXSdxWKBxWKh9w85ZlZWVtDzrQw0a9YMSUlJYe8nkUgiihusCCiVSvTu3Tus9wcp68Sup3yrIDY2NmwC4vV68dVXX2Hnzp0RtSmRSPDMM89g1qxZiIuLE/SySyQSDBkyBF9//TX27dsXUVsEXq8X48aNw4oVK9C8eXNcvHgRO3bsqJLGsKoIi8WCSZMmYdeuXaImoVu2bMGwYcOQnZ1dAb0Tj0aNGgWtwywEQpaqIumuVatW2LJyn8+Ho0ePYsqUKdi1a1e5JNOqqkhLS0OTJk3C2ufAgQNYvHhxxGFiDMMgJSUFjz76KPWy86lGdDodRo0ahZUrV5a5bNuBAwcwYsQIDBkyBImJiTh37hy2bduGvXv3VktZOeFoZP5d3qU8Dx48iPXr12PQoEGi5hN2ux3r1q3DyJEjg25305Bu9uSaO3kWIt5ckHVqtTrAY0YSYqjVarjdbkilUjrx9ng81CvK7YfQ8YUQbcksAYlxJm2Qj4ZMJqOxRqQOt8lkQn5+Psxms2Dij2BkRgy4ZFuIYEWTfIfqD/lhx1CTcgfFxcW0tJpMJoPH44HNZoPNZkN2djatXS5EVvmIKduzrtFoaAx5bGwszW7PMAw1AEgkElqOij1JDnZt+JQPbOJIri97OdmPj8BznzE+hGMU4q7j6yd7HfuZ5BtDlUoFoER9YrFYaEiEGNULd1mo55TEvmdkZKBu3br0nUHeCRKJhMbFFxcX4/Lly4LHq0H0IJFIREtgzWYzfvzxRyxYsADHjh0r347dRDh9+jTeeeediCbqiYmJmD9/Ph577DFR5CcmJgb169cvM+kGSiSDW7durXLZmcOFRCJBy5YtkZqaSpcdPHiw3MM9Tp48iWeffRZLly4VJN4+nw/btm3D0KFDq2RW+7IQZovFUiXJKSEiYuD3+5Gbm4tVq1bho48+wuXLl28ZDzdBrVq1Qnoj2cjMzMTUqVNx7dq1iNpTKBTo168fpk2bhrvvvjukh12r1SI+Pj6ittjw+XzYtWsX9u7dS41FVfH+DQWpVIrbbrsNjz32GDp27Ai1Wo1Lly5h6dKlOHDgQLndvzabDbNmzcIdd9wRsgJKfn4+5syZg2+++ebmJt1C3q9IJ/7khaxQKKBQKGgsrUqlol5GQoBInWGSlIx4j8PprxhSGckNxR4Hj8cDi8WCmJgYWK1WSiYJ+TaZTPD5fDCbzcjPz4fJZArwbnPrkIciXcH6L0RqhIwl5UW4+YwybGJGrivJQE3GESh5kTmdThQVFeHatWu4du0aLaMWSlbO9s6SLPmxsbGoV68e4uLiYDAYEBMTQ8MZbDYb4uLiaFIuklWcTe5DkUku8WYTciFjTrhEW+hcQxkf+NYJqVH4PNuEbCclJSE+Pp4+r6Q8CwmNiORDw74XuBJ04k13uVzIzs6GzWZDWloavVbEKFdYWEh/qmJmZPLOCtfT6XQ6ce7cuXLqVdlgt9vx66+/omPHjoLbeDweHDhwAOPGjcPx48dvuUlnWXDlyhUMGTIk7MzuDMOgVq1a+OKLL9C7d2/R+7FVZjUAWrVqhSlTpuDhhx8OUJssW7YMTz31VLlPqteuXYvTp09j/PjxeOyxxwLeHX/99Rc2bdqEH3/8scpm/s/Ly4vonef1enHx4sUqSVpycnJQVFQUkqiZzWZs2rQJ8+fPx8GDB29ZeXE4Rgqz2YyZM2di7969EbWl1+sxYcIEvPjiizAYDKL2ycvLi6qRniRGro5ISkrC888/j2eeeQa1atWic7Bu3bqhc+fOGDBgQFTyigjh1KlTGDFiBN5++210796dJlYmnMBoNGLnzp1YtGgRdu3aJcr7flORbj7JKFdqzvWmsf9mZ3KWy+XQarX0ZiXEh2SsJkTLarWioKAAdrs9bI90RXhxvV4vCgoKoNPpAhJ0WSwWOBwOmEwmGpfMJo/cGuGhzouPuBIILeeiPMcjmFSZrCcPEpFZk6zuDMNQ0sQwDFwuF65du4ZLly7BYrGElZWUEG6SJT8lJQWJiYnQaDTUIMIwDP3fZDLB7y+JwSYqBG79bD5SyD1XIYNUKFWGEAEXOrdICDp3/1BtEINFXFwcUlNTodfraa1xoMQy6vV6aXw6X9iGGK87dxkXhBAUFxfDZrNR4xxRlpBkdVX1o7dr1y5cvnw5bGni77//jr///rucelV2fPXVV7jvvvtKkburV69i+/bt2Lx5M3799dcqVYO7OsDlcmHBggURTXL69++PxYsXo06dOmHt98MPP2DDhg1ht3ezQS6X47nnnsOLL76IevXqlVr/6KOP4q233sKVK1fKvS8nT57E888/jzfeeCPgvVhYWFjlDSQkJ0q4nsSsrCxs27atShro8vPz8dNPP2HixImlvKherxd5eXnYvXs3li9fjq1bt97y772cnBw4nc6Q3m6bzYbZs2fjm2++iej7Xbt2bbz66qsYNWqU6JAGr9eLn3/+GTdu3Ai7vZsJDMOgadOmeO+999C3b19edUCTJk3w4IMP4vTp0+X6XB47dgwjRoxAx44d0aZNG+h0OlgsFmRmZuL48eM4f/58WMk+qzXpBsQROr5JN3t7MtF3u90oKiqi1gySvZxNQD0eD6xWKy25lJubi/z8/LDLQVSEdJp45KxWK65cuUKTxBESR86BTQyCeVDFenGDkb5onZdQLC7Xs8tniOH2m91fp9MJo9EIvV4PnU4Hl8tFSbjf74fVakV+fj4uX74Mi8USIMEPNT5swp2cnIzU1FRotVqaPE0qlVIvO+mXw+GA1WqF2Wympdu47XHJargkk2982b/FhjgIrRcbiiBkEGB7t8n4JSQkIDU1FQkJCVAoFPSjSGLtpVIpVCoV78swHHUJ3/3E3oaMi9frpYlPyDq2SqQqekisViu++eabsLKX5+TkYOrUqVXSc0+Qk5OD4cOHo2vXrgHLd+7ciaKioippAKks7NixAyaTKWSM/tmzZ/Hyyy/jzz//DLuNfv364Ztvvgmb6Fy9ehVz586NSvby6gy5XI4333wT06ZNE4x/J8qsioLX662S8vFQOHPmDPbs2YN+/fqJ/iba7XYsWbKkXD1qZYHb7abPSe/evaHRaGCz2ZCZmYkdO3Zg27ZtOHfuXJV+Z1ckrl69iitXrqBVq1aC2xiNRrz//vtYuHBhRAnNGjVqhAULFqB3796iv61+vx87d+7EggULqrzxqrxx22234fPPP0fHjh0FVSkSiQQpKSllCnUVC5PJhE2bNmHz5s2i58NCqNakm09+GmziHwzEy1lQUEA/XiS2ljupJnV6c3JykJWVFVENxvKMW2aTFeKNs1gssNlsASWMiEyZT0bO/ZstTQ7WbjCCG07/xXrEhQh3sHXBwhI8Hg/y8/Oh0+mgUqlofLfdbqdGFvY1F5OpnByfTbhTUlJozXStVkslT2q1mkrYScI0EjtMvNyhSIPQNWT3R4iU8xk0yvpCC3d/7nVij59cLkdiYiJq165NjWMymQxKpZLK5YhhrCyJNoTCH/jATqzIBpeYVzX4fD7MmTMHAEISb5fLhT/++APTpk2rFqVliPenBsHxzz//4P333xe8/j6fD2fOnMETTzwRNulgGAb9+vXDt99+i7i4uLD2dbvdeOaZZ3D48OGw9rvZIIZw36woj8m0xWLBjBkzkJ6ejlatWgWVmfv9fhQUFGDRokVYtGhRlSZC+fn5mDlzJj744API5XKafLXGwFgaRUVF+Oyzz/D+++9Dp9MFrPN4PLhw4QJmzpyJH374ISIJftOmTbFkyRLcf//9osMY/H4/jh49ivHjxyMjIyPsNm8mpKenY/78+ejUqVNQHuDz+ZCTk1Ohc6tozOWq/Vuc76LwTZj5wCUYJE4zJycHDoeDejxVKhWt1ex2uwNk2ST+meshFvvBiMQDKSSr5x6X3T6RjXOJCN9NxNfvspDtYJ5pPoQzJnzebD7iHeyYfv//knSxlQEmkwkajQYMw8BqtcJiscBqtVLiy82SHQyEMCYkJCAtLQ06nY7KouVyOZ1Qud1uWgPe6/XCaDTi2rVrVBLFZxwJNX6hri+X5HKNF9FAKKOY0PZswi2VShETE4OkpCRaSo0kSiMqAaICICqOcA1hfAabUGCPF3ccqzo8Hg/mzJmDGzdu4IEHHkDnzp1LbfPHH39g8+bN2LRp0y3vdbzZQK4/AEyePJl6o/1+Py5cuIAlS5bgu+++Q35+ftjHrlOnDj755JOwCbfH48H777+P7du3h93mzYb+/fuLItznzp1DYWFhBfWqYlBe78+jR49iyJAhGD16NHr37o20tDQq/yWqspycHBw6dAg//fQTDhw4UC3in0kpyxoEBymn5fP5MGzYMKSnp8PtduPy5cv4+++/8fPPP+Py5csRqdNSUlLwwQcfRES4x4wZU2XVFBUFtVqNl156Cffff3/I+ZfRaMSOHTuqxTyLDcZf3XqMEld/bGwskpOTBeXM5O9QXiquR41IWElWZPJDklsR4kq830J1mcW0JwbccxMi3qEQjqQ2EpSHx74iwb4HyPUntbMJmSNEOFgiM6Fjy+Vy6PV61K5dGwkJCdDpdFCr1dSzDZQk+FAqlbDb7bDZbMjNzUVGRgY1ArGzTwrd11zCJ+a6c++rcA1H5QHu9ZBKpdDr9ahVqxbi4uKg1WqpZ47EwpPEFg6HA1euXKHKAKEybgB//LtYKbxYIxNQ8qEvKCighrxwURHPFslhwAVJ3leDmxckQyyRXHq9XmzevDkisg2U3Etr167Fo48+GtZ+Ho8H7733Ht56660q7VmsCLRt2xbff/89bww3F8899xw+++yzCuhVeCjL96O833kkrCshIQEpKSnw+0syexuNxhpP8S0AhmFoiWCiLnQ6nZHLhmUyqkoRKyknGcYnT56Mo0ePVjsCGU3I5XI8/fTTeO+990RVIPn9998xdOhQmM3mCuideIS6htXe0w2UJtokGRWBEDHm7suWXROCRT783Ak5m3RxvWNivJDhTNqF/g4HQt7NSI/JJWZVmXCL6R/72rFl9+yJH9+1DwU2aYyPj4der4dCoQhYr1KpKNG2WCwwmUwoKChAZmYmCgsL4XK5BLOj80nFwxmTYF7x8vB4c8FnNGPfW8SLrdVqkZycDIPBQNUnJGEa8UKQfS0WC8xmM2+5O77zDLYsWL8jWVeVQSod1ODWg9frxcmTJ3Hy5MmoHK9jx47o06dPWPtkZGTg+eefx6ZNm2oIdxiE+/Tp01izZk0F9KpqgXxbxYR48YFUbTGbzRWSgK4GVQt+v5+Wfo0GateujWHDhokm3DabDStWrMDMmTNx/fr1qPShukImk2Ho0KGYOXOmKMJts9nw1VdfVTnCLQbVmnRzyRQhN8RjI5PJqBycW3M6mIeQS8D4JtHBCEkwosImO3ykNxjhFtomEkRC1NgI5h3lthMtEsIn4Q0GvrHm6yN3ezah5rs2Ygk3GyRrPHuSQLyzJKmd2+2m2fCzs7NhMpmCJmqL5LqF2kespztaZDyYIczv99OEaOnp6UhMTIRer6fjCPyvzB9RnrhcLhQXFwfUTY8WIrnHK0ItIJPJkJCQAAA0L0UNalCZiI+PD6sW7tWrVzFo0CDs37+/HHtVPRAbG4uvvvpKFOH2+XxYtGgRiouLy79jVQQKhQItW7bE/fffj+TkZNy4cQO///47Ll68eEt7CmtQuahfvz6Sk5NDbuf3+3H9+nXMnj0b3377bU3IFoDOnTtj1qxZSEpKErX9/v37sXXr1nLuVfmgWpNurixcLpdDp9MhPT2dJkBzOp3Iy8tDUVFRgBeTL36Vz+vNMEyAtJK9LVdyKcbrG4pQi/GEC62PZJ9wtxMaJ3bfy4pQHlix7YgdS247QkRJyGAjBiQsgRBDhimJE/f7/TQ7uslkQm5uLoqLiykJD0Yc2fdbuKoFISm1WMNCeU1u2OfBlpUbDAZotVpa+g4oGVOFQkGNE263G2azOSDDu1AbkdyrQgYw7nG575fyRMOGDfH222+jX79+AErinEaNGoUdO3aUa7s1qEE0YDKZ8PPPP2P+/Pk4duxYZXenSmDgwIFo0aKFqG1vNS+3TqfD5MmTMW7cOCQlJdHQr2HDhuG555675RPv1aDy4HK5QoZh2e12bN26Fe+++y72799fpmSvNwuUSiXGjh2LWrVqidreYrHgs88+q7aGxmpNugFQ+alMJkNsbCzq1q2LpKQkmhRNLpdTYlNcXFxKIswm7mQ53/8EoYgX93h8ECJ2YomTEJnk8+ry7ScWkZJvPrmwmLbJNuyYagCUQIWqGy40fqEMLELH4dsnUu8yqRutVCohl8vhcrlgs9ngdrths9lgNpthMploxnKh8m1CxhZynty/uefOVQsInVtZz7msHl62IU2v19OQETbhJrJyiUQCt9tN65g7HI6gH79gyhL2cu62Yo4Xyf6RomHDhli7di3atGlDl8XFxWHu3Ll44IEHaqTi1QgMw9BkWX6/v9pPxg4cOIBdu3ahS5cuvOstFksA2a7JGVAChmEwatQoUUmYPB4PPv7442o7+QwXBoMBb775JsaOHRuQe0Imk6FNmzZ47bXXMGrUqGopOb1VwZ7jVXf8+++/2Lt3Lx544IGA59fj8SAvLw/79+/HypUrsWnTJhiNxkrsadVCvXr10LlzZ1FzJZ/Ph99//z2i0pVVBdWedEulUpoVumHDhjAYDPB4PGAYhr6Y3W43YmJiYLVaAzyHZfXY8hHeYCSV2w57nRjJuVjpOd+xxZyLkKyYzzgRzEhRFqJBEthpNBrodDrIZDKaOZxNRrnnKoYg8vU9nL6GQyK5/SGk2+l00tAHAAG10sn5AaXLT4U6p2DknM8gwneN+c41UuIc6jqIOS4hImq1mn7ESPwVkekzDENDSAoLC1FcXBxQTUCob6GMY0IqEr77jPsMhGNoigQSiQT9+vXDW2+9hdatW5da365dO/Tr1++W8oBVZzRs2BCTJk3C/fffD6DkXfH111/jyy+/rLaGk+zsbAwZMgRvvfUWHn74Yfr87t69G5cuXcLy5ctx9OjRGrLNQYsWLYLWD2Zj/fr1+Oqrr8q3Q1UEqampmDNnDoYOHcobM8swDLp06YKmTZvWeLurAdRqNR555BE88MADkMlkOHjwIH799VdkZGRU2xCBoqIiPPfcc3j22Wdx1113wefz4fr169i9ezf27duH69evw+FwVHY3qxwaNWqElJQUUdueOXMGs2fPrtaGtWpNukmcbFpaGho1akQ9Yuwszw6HAxKJhBKdUKUfQhEy7jLileVmuybLiJeTJGZjZzwP1g63Tb5JPx+pEvLysrcT8moKnavQMbjbBRszsecpkUgQExODBg0aQK/XQ6vVwmKxICsrC9nZ2QH1sdl9EqMwiATssQnm3ee2zd2OGAtIDWm2x5kvG7pQm+xjhjpXtjFH7D5851VR4LtP2EYYrVYLoETGRZ5rUuKtoKAABQUFcLlc5dJ/vvuL+/wFuw+j1SeJRIKnn34aCxYsoGVuuJBKpejSpUu5k261Wi0oCbPZbMjMzCzX9m8GJCYmYt26daWMJ/PmzcNdd92F8ePHV9uYv+vXr2PMmDF49dVX6TKSGboG/GC/54LBbrfjxx9/vCUSzjVu3BgLFy5E7969qWeUD7GxsbjjjjvKjXTLZDLodDqaEFWn00Gr1cLlclHHgMViQWFhIQ0dq0FpSCQSjBs3DjNmzKB1socMGYKnnnoKr7/+OjZu3FhtlT5XrlzBG2+8AaVSCb/fT5Pg1kAYqampQZ9rgqKiIrz11ltRS/ZZWajWpFutVqNevXpo1KgRDcAniafIpBwAlabKZLKQ3mEuUeHblpBDImvXaDRQqVS05BNpVy6XB5Btr9dL60A6nU7qkWMjGEHiI2TsfYT6yndOoTx5Yj2AwQghu39iyTA7y7dKpaIlHRQKBeRyObKysmA2mynxDvfDJoaghzJo8CkTuPvxgRhbhMYsmOGDry98ygexio3KnBAE80CT3+Rc2JUHrFYrFAoFTUBHvNxEVm6320slnRN6RsQaM8Q8h6EMM9EyBMXFxWHkyJF49913BQk3QUpKCuRyedQn5QkJCWjbti2GDx+OunXrokOHDrzbZWdn48iRI9i6dStWrlxZk9xNAAaDgTd+VyKRYPTo0WjQoAGmTp2KAwcOVELvyg6v14vc3NzK7ka1ATfnDB/sdjumTJmCZcuWVWDPKh4ymQxt27bFokWL0LZt25DvUZlMhnr16lFjbDSgUqnQokULdO7cGXfddReaNm2KevXqQa/XUycLMaq7XC6YzWacP38ey5Ytww8//FDj2eRBQkICRo4cSQk3UHLtWrVqhS+++AJvvPEGli9fXm2Nc16vN2oZ0W8FiHlG3G43li5dit9++63aq6OqNekmhDshIYGWDyLxsgDoQ0s84kKkm0BosswlOBKJBAqFAjExMYiPj4dGo6HrCTkk7bInvT6fj1pIideWj2yJlUqHIg5Ccmo+oh+O9zwYhEhtOJ5utVod4N0k5Cs9PR1yuRw3btyA0WgMqMEcagzFeu35/ucbl1AGDy6CSbnF7Ms3lkJ94muX77pGE9zjh7p/xRyHWIqtVitiYmKgUChoQjqg5GVtNpuRlZVFww+CqQ+44LsnxRiR+NaH838kiI2NxcqVK0WXYerRowfi4uKiRngUCgX69euHOXPmoGnTpiG3r1evHurVq4dHH30UDz/8MIYOHVpDvsIEwzDo1q0b1q5dW5PZ+xbBv//+i8OHD6Ndu3a86202G6ZMmYLPP//8pvekjhgxAm+88QYaNGgganuGYZCYmBgVI6dEIsGdd96JyZMno1+/foiPjxcVZ5+QkID69eujY8eO0Ov1WLp0aY2nkwNS/pMPqampeP/99xEXF4ePP/4Ydru9gntXg4rGuXPnYDabERsby7ve7/djy5YtmD9//k1hxAr9FqnCSE1NhVqtpvGw5KUolUohkUiotIOdlEuInJG/hSS+BIRwJyUlITU1NSCrcmxsLGJiYqDT6aDX6yGXy6FSqSjRVqlUUKlUMBgMMBgMpeqJE4QyDHCNAUL7ByOIQh5Ucv6kHTHkKZhHm328YOAjPzKZDEqlEhqNBvHx8TAYDEhNTUX9+vVpvLeQ15q9XKyhRWidGI9xWSdAwbzu5Hc4CgT28kgJMHv/UOAaj6IxIfT7SxIgkuoDbrcbdrsdDocDNpsNxcXF1ADDJtzB2hYyWLD/Zp9LqHHlPo/cv6Pl5R4xYgR69eoVlWOFi5iYGCxduhTffvutKMLNRY8ePfDyyy+XQ89uDdSrVw+ffvqpqPqlNajesFqtmDRpEq5du1ZqXW5uLl588UV8/vnn1d7bIwZvv/22aMJNEK1x6dq1K1atWoURI0YgMTFRFOFmIyYmBs888wzi4+Oj0p+bCXa7PWjyP4PBgNdeew0jR44UJTuuQfXG6dOn8eOPP/IapzweD3bs2IGpU6ciJyenEnoXfZSJdM+ZMwcMw2DSpEl0mcPhwLhx45CQkACdTocBAwaUGqyMjAz069cPGo0GycnJePnllyOK4SDJqBQKBRQKRSlSSX5IpmgS7xlMkssG38RcKpUiLi4OSUlJiImJodJnrVZL+yGTySCTySCXy2mMuVQqhVqthkqlglwupzL0UGQrEk+q0Hlwz1mINIjx/AZbz10nRMT5lvn9fthsNirLt9vtYBgGer0esbGx0Ov1SE5ORnp6OlQqFY2hF+pnMCImpt+hjCJiiLkYCPVTqH0hkhuu0UMsoS5P8Bl9yI/X64XRaMTVq1eRlZWF/Px8ZGdn49q1a7h69SqKiooCQg2CeZn5nv1g7wKh+0fo+QjVflkwb968sCZ+e/bsgclkikrbQ4cOLSUHDBdl2bcGwF133YWZM2dWdjdqUAHYs2cPhgwZgl27duHgwYM4ePAgPvzwQ3Tu3BlLly69JQg3AKSlpYW1vdfrxZUrV8o8PsnJyZg9ezZuu+22sMk2G7Vq1UJcXFyZ+nIzori4GGfOnAm6TWxsLF5//XV07ty5gnpVg8qC3W7Ha6+9hi+//BK5ublwOBwoLi7G0aNHMWvWLAwfPhwnTpyo7G5GDRHLyw8ePIjPPvsMLVu2DFg+efJk/PHHH1i3bh1iY2Pxwgsv4LHHHsPu3bsBlLwY+/Xrh9TUVOzZswdZWVkYOXIk5HI53n333bD6IJfLIZPJ4PP54Ha7qXfb5/PB6XRSWbLT6YTVaqWkW8h7KDRhZsvKVSpVAOEmy2UyGSXXBEQuzV7GjTcK5nlnk2Mh4sS3Lfc4fOcjRvrNJ00Wuy8f2PsLkRGfzweLxQK73Q61Wg2v10vJNRlnnU6HWrVqwWq1IjMzMyDul298QsmCgxk++EhwOOfMd0y+YwiNrVD/2MSbfY5CRFzMGASTp5cngt3Xfn9J8jmz2QybzUYnQeykhFxCLESQ+cY7lHScD9zj803y+Ah+WcCXsVcILpcL8+bNi4oUq3nz5tS4WoPygRj5KcOUlJLatGkT1q9fXwG9qkFlYvfu3bj33nvp/ze7lJwP4Xo5c3NzsXPnzjKP1f3334+2bduW6RhAiQMqVOLeWxFOpxMbN25E//79g17j2rVr46233sKgQYOQl5dXgT2sQUUjKysLEyZMwPz585GQkACLxYJr166huLj4pjMyRmTGs1gsGDZsGD7//PMAS57RaMSXX36JefPmoXv37mjTpg2+/vpr7NmzB/v27QMAbNq0CadPn8Z3332HVq1aoW/fvvjvf/+LxYsXh/2Ckslk8Hg8cLlc8Hg8cDqdNIkBKcVEpKgmkwlut5uXSAH8niw+rxjJgk681BqNJiB7OTuREyGJxBtLjAMulwtGo5FOtviIstBvsQglieZKaLnL2OccivxFAiGST7JRm0wmWCwWGrfr8/kglUqh0+mgVquh0+mQnp4OvV4vGKsfqm9ixohvebDthPYJ5cEW6r+Yc4jG9akIb3a4bZB9SBw3yVpOJjPsSgBiPcxCnu9I7mOha8jnQa9IfPTRR9TIWVaQUJmywOFwVNtEYOWNq1evYuHChaK2jYuLwxdffIG6deuWc69qUBXA902+lRDOe9PlcmH16tU4ffp0mdts2bIlVVGWBcePH0d+fn6Zj3MzYvPmzbwhFFx06dIFTz31VFSuRw2qNpxOJ86cOYPdu3fj+PHjKCwsvOkINxAh6R43bhz69euHnj17Biw/fPgw3G53wPLmzZujbt262Lt3LwBg7969uPPOOwPqsvXu3RsmkwmnTp0Kqx/kQfR4PLBYLDCbzTCbzXRS7nA4aAkHIlkO5hXjA9+LXy6XU88rKQtGPO0ajSbAK0UIg8fjgdvthtvtRlFRESwWSylJLJ+XMxyE8tjzbc9tn29MxHoCQ5HEYN50AmKYKCoqop46IjMmygbyt06nQ2pqaoDMPBR5FSPfZm8XCWHmkyWX1UPOByGZu5DHvDIhxoDABnf8Cflmk+xgcu5g10SoP3z/C20X7F7m61tFXYN//vkHixYtqjIeFqfTialTp970mZYjhdvtxsaNG0Vvn5aWhv/85z81yoMa1OD/w+FwYOXKlXjvvfeikngrWNifWBiNRnzzzTfVttxfeePKlSv44YcfQqp85HI5XnjhBXTs2LGCelaDGpQvwibdq1evxpEjRzB79uxS67Kzs6FQKGAwGAKWp6SkIDs7m27DLYRO/ifbcOF0OmEymQJ+ANCSXSSmky0jt1qtKC4uRl5eXtASU0KTZyGi6XA44HQ6qVTd6/XS+G1C/Ij0lbTpcrlgt9tppuX8/PxStaa5/RFDUEMt5zsnPi8cl5DyEVShjxD7mHxjG8qbzEeOPB4PTCYTiouL4XA44Pf74XQ64XQ6qeGCxMgnJCQgPj6eGkH42hALPu8/n7efS6qEZO3cMRAi/nzbR+q15vYplIS+uoA95qE8QEJGj7K0KUTigxm0yO9oG1v4kJmZie+//x4DBgxARkZG1I5bFk+bw+HA1KlT8fHHH9+UFuto4cSJE9i8ebOobRmGwVNPPYV69eqVc69qUIOqDY/Hg6NHj2LKlCmYPHlyVBIt+f1+nDp1qkx1oouLizF//nxs2LChShi8qyI8Hg+++eYbXL16NeS2tWrVwvTp00vxihrUoDoiLNJ97do1TJw4EStWrIBKpSqvPpXC7NmzERsbS3/q1KkDoKR8BqmPaLPZKCmzWCzIyspCZmZmqdJSBHyTdy7h4Ztou91u5OfnU9JNJOvEm01IudVqhd1uh91uh9VqRX5+PjIyMpCdnQ2Hw0GzLYeSK7MRjPhyEcwLyOfFLYu8lowZIb3B5LXBZLdsj6bD4aCKABKfT6yiGo2Gjh+JsVer1dRCzSfXF/I6Cnkl+cZIDNFjk3Sh7YWMHqT/7N/sH76xJctCkaOb9eMfbJyFjEChvORC7XD/DmVQYrdbnuN/7do1PPbYYxg4cCAuXLgQ1WOfPn0aX3zxRVik2ev1Ij8/H9OnT68h3CJQWFiI0aNHizaWpKeni5ak16AGNyMsFgs++ugjPPzww/j000+DZsMOF9u2bYtIpm6327Ft2zY8+eSTmDt3bk25qxA4c+YMPv7445C5RxiGwf3334++fftWUM9qUIPyQ1ik+/Dhw8jNzUXr1q1phu7t27dj0aJFkMlkSElJgcvlKvUCzMnJQWpqKoCSMl9ciyT5n2zDxfTp02E0GukPiQUxm83Iy8ujtbBJ/G9OTg6Ki4vhdDqpd5vPk8j9EeNBc7vdKCgowI0bN1BUVISioiIUFxfDZrPBarVSkuhyuWA2m5Gbm4uMjAxcv34dRUVFNP48HGlsuBAyGgiNAXt9uN5tNtHlEkWuASOYF58NYsQoLi5GTk4O8vPzYTQaqaEDKJEdqdVqaDQamtU8FNkXItZC5xdqDPi255MxB2uDYRhIpVKq2iASepIJn62gCKUcCGeMgx2D73hVFdw+8j3rQp5vsUYsvv9DZbUVUo9EG8XFxRgyZEi51XC22+20LnAo8mw2m3H06FE8//zzaNGiBT766KOaGrUikZWVFVbt5datW9fEdtfgloTNZsPixYsxY8YMXLt2LeoGzRs3bmD27NkwGo0ht/X7/SguLsbWrVvx3HPPYeDAgfjll19uinrC5Q2Px4Nly5Zh/fr1Ia+hWq3GgAEDwkooWh1QHeZYNYguwspO0KNHj1Kp25988kk0b94cU6dORZ06dSCXy7FlyxYMGDAAAHD27FlkZGSgU6dOAIBOnTrhnXfeQW5uLpKTkwGUJFXQ6/W4/fbbedtVKpU0UzgbVqsVCoWCJlGzWq1UVk480AxTUu/Z7/fTzOF8smCxk2NCvM1mM2JiYqh0nRAkuVwOhmFgs9loIjC32x2Q9InvmOE8fGI9Z2LIH7v9YDJY7no+ws13XLb3mr2M7zy4xJUQb7VaTeP3DQZDgLKAJK5Tq9U0kV2wMeLzfAudezDFg5DnXAy4xgmpVEpJNik5R9Z5PB56L3EVG2K9u+H0T2jMojGxiVRmzb4/SX+4y0Mdl+8a8t3TZF2o4/CNCXuZkMoimsjOzsann35aboSbwGaz4Y033kC3bt1w5swZfPPNN7j33nvRunVruk1WVhYWLFiAo0ePVpl48vJAqPd0pF59v9+PBQsWoGnTphgxYkTI7WvVqoXU1NSohhJUFCQSCZRKJdq0acObvdhut+PQoUM1ColbHHzvdafTiTVr1uD999+H2Wymy/kMrGVp9+eff8Ztt92Gp556CiaTCRcuXIDP50NcXBwSEhIgl8uRlZWFHTt2YPPmzThx4gRMJtNNqSjjc9Kw53ZlOefCwkLMnDkTLVu2RKNGjYJu27JlSyQlJSEzMzPi9ioDJNdTamoq6tSpg7p166JOnTpITk6GWq2GzWbD6dOnsX37dpw7d67mvXeTg/GX8S3RrVs3tGrVCgsWLAAAjB07Fn/++Se++eYb6PV6jB8/HkBJ7UmgRHrYqlUrpKen47333kN2djZGjBiBZ555RnTJMJPJhNjYWPTs2ZMSP6fTSROpkUmfTCaDSqWCUqkEwzA0sRopK8YnOeeb3LP/Ji8euVwOlUoV4H0lZIoQe3ZJo0heUHxEIRhCSZn5tucSmFB9YXtnyfgSgwN7f27yOEKQucnjgvWZZH/XarWoVasWkpOTaak2cnyGYWA2m1FYWIiLFy/CbrfTdvjGJhjRZ5MwLoHiG0/uMYP9JtsRMk3uH71ej5iYGGi1WlrH3e/3Qy6X0yR8NpsN+fn5uHHjBhwOR8D5CRmOIn2shcaH21Y0IJaEC92nwfopxngmZCgSOpbQfSMGPp8PhYWFMBqNEWUDP3r0KBo3bkz/37t3L958880Awq3VahEXF4cePXqAYRgcO3YMx44dC7stIdStWxfFxcVRq/9dnSCVSnHbbbdh3LhxaN++veB2v//+Oy5fvoyTJ0/i2LFjYceGarVabN26Fe3atQu6nd/vx5NPPlltEtTJ5XIkJibigQcewODBg1GnTh3cfvvtvIoRh8OB999/H0uWLBHM81KD6oGyfDNMJhN0Oh2AkvlEYWEhvv/+e7z//vu4fv065HI50tLS0LZtW7Rs2RJxcXHIyMjAb7/9hrNnz5b5e6VSqVC7dm1YLBbk5+fT77JOp4NUKoXZbIbdbr8piTYA6PV6tG7dGu3atUODBg1o7hxSpjcnJwfXrl3DlStXcOLECVy+fBk2my3s8ZBIJBg1ahQWLlyImJgYwe1sNht69eoVtcoc5QmpVIqUlBR06dIFDzzwAO68807UqVMHCQkJUCgUpeYePp8PmZmZePfdd/H111/XKCWqMULd/1HPwz9//nxIJBIMGDAATqcTvXv3xpIlS+h6qVSK33//HWPHjkWnTp2g1WoxatQozJw5M+y28vLywDBMQNkwhikp46XX6xEXF0czW/v9Jcm48vPzkZ2dDafTyUswxBJbQiRDWVcjJdt8xC/URJ9L8rjt8pGJcLyPbINDTEwMYmJioFarqYff5/NBLpdDqVTC4XBQwwbx1JLM8myvP9+Yk/+5pFMul8Pv90Mmk0GpVEKhUATsxy4rIXRthUgxdxn3vLl9C0ZGudeM/BCyrdVqER8fj/j4eMTExFDjglKphEqlgs/nCzBQqFQqaLVaSCQSXLt2jSaXC+ZpDeWJ5bu2XBUC+xyi4T1gH5evDe72fPel0LJQ10WItHP/FlI7hFomtk+Ronv37nQCCgAFBQU0ZjAxMRFDhgzBc889h4SEBJqY8sSJE+jatasomaQYVEevajRQr149TJs2DU888QTi4+ODbku8/0ajEb/++isWLlyIY8eOiZbZW61WTJo0CatXr6a5S/jAMAx69uxZLUh3q1atMH36dNx7772CIWRsqFQqvPHGG0hLS8Nzzz1XE6Jwi2LatGlIS0uD0+lETk4OTp48iQsXLkCj0eDRRx9F//79ce+99yI9PZ06VrxeL4YPH45Ro0aV2eDocDhK5cjwer03PSFiGAZ33XUXZsyYgfvuuw96vV4wozuZoxUUFODw4cP49ddf8ccffyA7O1u0x9bn82Ht2rVo3bo1xowZIyghV6lUaNCgQZUm3RKJBA0bNsSwYcPw+OOPo3HjxqLyX0kkEtSuXRvvvvsuCgsLsXbt2pvWmHOro8ye7soA8XTXqlWLytMYpqSGdkJCApKSkqDRaKBUKmmJKXais8uXL6OgoCBArhvM4yp24i1EUMSQZPbf7ERaZH+2Z57Pu8nXXjBiGMzgIHS+hBzGxsYiJSWFxh6r1WoAJdIvsoxMlIi0HiiRDRYWFtJ4e3ZNc6FzIV51uVyO2NhYpKamQqPR0HYZhoHb7UZhYSEuX74Ms9lc6rjsMRDybAe7/kLrhAwaXBDvNkn6lpaWRkk0qeOu1WqpUUGhUMDn81ErOjEYFRUV4cKFCwFZ3UPdC+FAjLc4kjbKSj7F9oXP6CTGeBBuv4IdV8jY4fP5UFBQELGnm6+PiYmJGDx4MJ5//nk0a9aslNfQ7/dj+fLlGDt2LGw2W9ht1qDE87x+/Xp07do1ov0tFgt+/PFHTJ8+PSxZZOfOnbF69WrUrl1bcJvvvvtOlBS9siCTyTB+/HhMmDAB9evXD3t/o9GILl264OTJk9HvXA0qBGX5JpGwQHIMuVyObt26YerUqWjXrh10Op3gd+Hzzz/HCy+8QPP9VGVEw6gdTTRs2BArV65E+/btw/42Op1OWrbyp59+CqtkWmpqKubNm4eBAwfy1uX2+/2YOHEiPvroo7D6VFGQyWR48MEHMXPmTNx22228oTNi8OOPP2Lo0KFwOp1R7mENKgIV7umuSBDpHikfVbduXSQnJ0Mul8Pj8VDPIZGTy+VyFBcXQ6/Xo7i4OMBTzUYozyZ7Ofk7mMc7mDeZvZyUvZLJZNBoNNBoNAAQkJ2dT6LN1xafV5fbFz7SKUS4yY9SqQzIFk4szBKJBGq1msYlEyWAQqGAw+GgsctKpRJarRa5ubmw2WxUdi4EYnAgCfo8Hg/i4uKg1+vhcDioh52UiuMrCydEiITIPnf8hPoltJzrzSWEOz09HSkpKYiJiQHDMFAoFFAqldSoQCz1KpUKFoul1HVh1ymPFGLVDdEi3Ow2xdxrYgh6KA8/33L2MrHtkO3EeraF+sTX57IiLS0Na9asCUoGGYbBsGHDMH/+/KjKzKMNmUyGNm3a0MRgFosFW7durRIepQcffLBMNWJ1Oh1GjhyJhg0bYtCgQaKJ9+7duzFw4ECsXr0a6enppbw/Xq8Xa9eujbhf5Q2ZTIbXXnsNr732WsTJj2JjY/Hggw/WkO5bFOzvnEwmw5AhQzBr1izUqlUr6DuZYRh06tQJBoMBeXl5FdHVsCCRSJCWloZ77rkHLVu2hMFgQHZ2Ng4fPow9e/ZUaviORCLB8OHD0bZt24iM5EqlEu3atcMnn3yCe++9F2+99Zbod152djYmTpyIzMxMjBo1CgkJCQF9sFqtOH/+fNh9qij06dMHn3zySamSyOHCYDCETNRag+qLak26gZKXRExMDCXcJOmWy+Wif3s8HkgkEuh0Otjtdkp0AP64XAIx0mP2tkIQQ3AI8dLpdEhKSkJCQgJ0Oh3cbjfNhJ6dnU0zoIfy4vItD3WeoSCRSKDVaqFSqSgBJBZJYiwg5DEmJgYmk4kSddKORCJBUlISlEolMjMzafIRPqk56RdZ53a7YTKZ4HA4YDQaodPpIJPJ4Ha76biw9+WOvxgDCnechMZVaDs+8iWRSGAwGALieZRKJXQ6HdRqNVwuFyQSCfz+kjwAJEEgOWe3200NLiTzfaj+CCGYd559ntyxKktyD7EGCtIe+/zYYyqkzAjVJt+15BrJxBjF+JYJ3Ut8z120kJ6ejpUrV4ryvkaz3WhDLpejTZs2mDBhAvr160cVAG63G/v378e8efPwyy+/VFpiGalUinHjxkUlY26XLl2wevVqDBkyBDdu3BC1z759+3DPPfegS5cumDt3Lg2ZysvLw6pVq7Bp06Yy96u80K9fvzIRbqDE2FxDuGsgkUjw6KOP4r333qPJd0NBr9fzJt+tTDAMg/T0dAwdOhQjR45E06ZNaYic3++H1WrF+vXr8eKLL9IKPRUNlUqFnj17RuylJdDpdHjyyScRFxeHCRMmICsrS9R+eXl5eO211/Drr79iyJAh6NatGxISEmA2m/Hdd99h586dZepXeUGn02HixIllJtxASRhXWerE16Bqo1qTboZhqIebeAMI8dPpdFSuCyBAhs6eaAt5ycRKU4UQisiyvcdSqRQqlQrJycmUbKtUKsTExNBYdb1eD61Wi7Nnz9KSbGyvLtcwIERgwyUD7PXEs832WrMzhpPxJpnjiUyelLwi/SXZuYnk32KxUOIt1DZZz/Z8m81metxg2eH5IES2hIwSfOuDEViyjGFKsueTuCi/30/jutnJ50gCPuLJJmXnvF4vleibzeaARCV86opQ9yi3n+Rasq+R1+ulEn1yTLH3fyjFhNA+4RiGQo27kNIhVP+EEMroxvcOibZnm0AikWD69Om47777yuX4FYWUlBS88MILmDRpUkCsOlDyHunSpQtatWqFkSNH4qeffqqUPsbExIiKQRaLrl27YsWKFRg6dKho709mZibWrVuHjRs3IjU1Fffccw82bNiA/Pz8Ki2dfe6558psrNi9eze2bNkSpR4FQiKRoEGDBrh06VK5Pas1iA7atm0bFuEGSkLZqtLzIZfL0atXL7z55pu4++67Sz0bDMNAp9Phsccew40bN/DKK69USv/VajWSkpKiciyZTIaHH34Yly9fxptvvilaueR0OrFjxw7s3bsXCQkJlHRnZWVVqWvKRnp6Olq2bFnm47hcLuzatSuqpJs4utLS0qDX62EymXDp0qVbMiFqVUC11jAoFAokJycjJSUFer0earWaSpwJsVMqlTTRF5vAsEkFAZ9km/wvlEiCD2yyIvRBZxNunU6H+vXro0GDBkhISKAZrYlnOSYmhpLw+Pj4UgnDSFt8xJvdH6F+svsaagJCSJrf76cJ7IgXlrTndDpht9spMVepVHQ/8rHx+/2IiYlBXFwcJfJ8nmJufwkpJAoAp9MZUJIt2L5il4crvQ7m7QT+N2YkkRrDMAEx70Ql4HA4qCGClL6z2WxwOBywWq3Iy8ujCerY1yvUuPGBnRk+NTUVtWvXRr169VCnTh3ExcVBLpcHSJzCIavB1CLs//nINRfse5L7N3uZkDc7WN/I/0LLiEqB77eQB57bjtjnSiweeughPPPMM6K3l0gkeOSRR6LSdrTQqFEjrF+/Hq+99lopws2GTqdDr169Kk1q17Zt25BlbMLFfffdh/Hjx4f1vPr9fhiNRpw9exZff/11lZ58EpTVy5iTk4O333476rkIYmNjsWTJEvz111/Yv38/Nm/ejL59+0a1jRpED1qtFtOnTw87J0B2dnaVyWOhVCrx3HPP4euvv0b79u2DGqOkUin69OkTMmFjeSGSuUQwyOVyjBo1Ch06dAh7X7fbjezsbJw6dQoZGRlV+p0XExNDw0HLguPHj2PDhg1Rmy8YDAZMmTIFmzdvxrZt27Bx40Zs3boVq1evRqtWraq0Eu5mRbX2dBOrnEqlopJnIsElXlhy83q9Xio/Fnp4g03chepr8x2D6/ni8+SxCXe9evWQmJhI5ZXEYED2IV5Iv99fKmM3tx32MiE5Lp9XLpjHkD0GxFpJJN/A/yT+RCpNYq1lMhk9T+K1JWSOeHS1Wi00Go1gPDYf2NdUyBvKByGSxKcKCNZ2qDa5/xNDASFtPp+PZs8nY0Ti3gkZJwoHki31xo0bKCgoCJCXs/se6ry597RUKkVMTAxSUlIQGxtLFQgej4cSIT5FRTAjktBYCI1ZqH5zjyH0P3t5KAQj5ezlbNLNTmjIVlyEGhOxfRILpVKJKVOmiMqGyka0PBfRQKNGjfD999+jVatWorbv3bs3VCpVpUygDx48iAsXLqBJkyZRPe4jjzyCmTNn0uzzNQhEdnY2hg4diu3bt0f1uPfeey8WL16MFi1a0OeyR48eaNWqFUaPHo0//vjjlvd6k1AohmFgs9kq9R5lGAZdu3ZFz549w943MzOzSuSEkMvlGDNmDGbNmhW0HBYbOp0OOp0OOTk55dy70rDZbCgoKIjqMRMTEzF06FDs2bOnShPnsoCdMDgS+Hw+nDp1ClOmTIlaHXKDwYC5c+di1KhRAUZQlUqFPn36QKVSYfDgwcjNzY1Ke9UVpOISUel6PJ5yDWmr1qSb1DcmWcpVKhXcbjcUCgW1OplMJirVIESGyJ+B0JnAueuCeZKFiCvf5J4k16pTpw7NyE1qNCsUCpq5kHiTfT5fSG97MBItJJkOZ5Lh9/ths9lgtVqh1Wrh9XqpB5f9W6/XUxm1VCoNyBJPvN1+v59mO9doNAFZx4NJmcUYDILJi4Mdk3u8YH3gem9Jn/j65/P5YDabYTAY6DoiNfd4PFS5QAwWHo8HTqeT1pXPy8uDxWKh4yjkORUaNy5hJYkHExMTERMTE5DAj1wzg8EAi8VCPyTBrkmoseL2T+yxwiHWQgSe7z4JtS07mSEpjQf87/o4nU5YLBZqSBLqq5h+h4MOHTqgU6dOYe3j8/mwYsWKMrcdDSQmJmLt2rWiCXdlw2Qy4e+//4466W7SpAk6duyIrVu3RvW4VQnr169H586dSxmJg8FisWDTpk348MMPsWfPnqj2p0WLFlixYgVvNviEhATMnz8f27Ztg8ViiWq71QUajQa9evVCv3790K9fP8hkMpw4cQLHjx/H5cuX8eeff+Ly5csVml8hNjYWTz31VFA1jBByc3OrRFxsz5498cYbb4gm3ABo+FxlwOFwYMuWLejQoUOZ47oJJBIJ7rnnniqb2C4ayM3NxbVr1xAbGxv2viaTCRs2bMB///tfnDp1KiqGP4VCgXHjxmHkyJG8qiOGYdCxY0f06NEDq1atKnN71RGpqano27cvunXrhoYNG8Lv9+PGjRvIycnBxYsXsXPnTpw7dy7qBv9qT7qJnJwtXyaeVbfbDYYpSVplNBop4bbb7aXk5UKetGBeTD6vWSgZLtvLHR8fj4SEBFqHmW0pI5JrNjklRoNgECLXfOu458rXV/YxiKe7oKCAZiknhM1ms9EM8cSgQPpMrgF5iROPt0qloqSTPY5C9bu5/SJge91DnRPXaMJHAkORvVCeTe6xvF4vTfzGMAwlulxjhMPhgN1up3XNCdlmZ60XmvTwEX9uv8h9p1AoYDAYqMGKPD/Eo+v1emleAfLxFzuewcZN7Do+o0co7zafisPv99NniN1X9t/c45LxSUxMRJ06daDT6Wj+AbfbTa9bQUEBioqKaPk2sSqNsqBhw4a8pVRCoarILAcNGhQ24c7Kyqq0Os1+vx8LFixAt27d0KxZs6gdl4Td3MyYP38+FAoFZsyYETK22+fzYc+ePZg+fTr27dsXdbKk0+nwxhtvBC2/Vrt2bXTu3BkbN26MatvVATqdDosXL8bQoUMD3i/du3dH9+7d4fP58M477+Cnn36q0EoIffv2Rffu3cPez+fz4erVq5WuWtDr9Zg0aRISExPD2q+goABms7mcehUcPp8PK1euxKBBg9C0adOoHZfEZt+spDsvLw/ffvst3n77bVpCNxQsFgt27tyJzz77DH///XfUrrlUKsWjjz6KSZMmBVXFqdVq9OjRA2vXrq20b2xlQCKR4L777sOcOXN48ysAJXPgoqIibN++HYsXL8bOnTuj9l2q1qSbkAUizyUEQafTUe8iO/6X1D4m2b/5JuN8//NByLsqhmQwTElNcYPBAKlUSuXHwP/INgEhPiS212w2C9brFiI9wbzcfMQjmDfR4/HAZDLRuHkAAQRSr9fTzNtEnub3+wNqajudTkrW+doI5QnlnnsoQsz2SLOPLUTUQrXHh2DXnS0Rt1qtMBgMtI48IbvEoGEymWA0GinZJlKXcKX3Qn2Uy+WIj49HbGwsNZpoNBo4HA5aH5wYsEjpMvYLmXsviVVUsO/9UERdSALOJ5Nnb8/3PLANMqGMaeSc09LS6ITD4XAEVBaQy+UoKCiAXq+HRqOBTqdDZmYmNTpFev+IwYABA8LeJzs7G4WFhWVuu6yIj4/HCy+8EHZ89s8//1yp9UrPnDmDuXPn4pNPPrnpiXI04fF4MHfuXBiNRvTu3Rv33nsv73ZXr17FhAkTcPLkSeTn50e9H3q9Hp9++ikGDRoUdDvy3N9q6NixIxYvXoy7775b8BtGwsdGjhyJhx56CMOHD8cff/xR7n177LHHEBcXF/Z+Ho8HZ8+eLYcehYf27duHXW7Q7/fj8OHDYdW3jjbOnz+P2bNnY/78+VSdV1YIzfduFni9XnzyyScwGo0YMmQIbr/9dmg0GspRAFD5cmFhIfbs2YPVq1fj77//htFojFo/GKakXN7MmTNFGXtIBv1bJdSJYRj07t0bS5cuDWqElUqlSExMxIABA9ClSxdMmzYN3333XVSId7Um3eykRkqlEi6Xi2bCJgSPeLZ9Ph/cbjeMRiMcDoegBJkcj4Ab58kmanwTeKFl7OMQoqNWqymB9nq91KPGMAz0ej0YhqESVpKt22Kx8E7uQxEd7nI+whkMbG+30+mkE6T4+HhauoucByGZ5AaVSCSUQBJvLjkmWUbGIRTh5iNQofrNJwUPdo5iwHf/8BFFsp3X66UZVYuKiiCXywNeyERSxo7l5iZMi7Sv5PzlcjliYmKowYR8BGw2GzX++Hw+SjK5CfuCGaOEzl2IDHO3DYVQsnn28fjk6UJtkm1IkrvU1FTcdttt0Gq1KC4upsvJ9SLJ50icMUmARwx7YtUZFYVDhw4hIyOjUtpmo3///mF7Tsxmc6VlLmdj+fLlSExMxCuvvBK214oPubm5uHDhQhR6VrXh8Xjw8ccf4/PPPxccN7vdXm5GIYZhMG7cOAwePFjU9h07dsSyZcsq3UNaUdDr9fjss8/CyrpsMBgwbdo0HDp0qNxjjonBPlxkZ2fj3Llz5dAj8ZBKpXjooYfCkpUDJUbeP//8s1Jjn71eL1avXo3Y2Fi8+uqrYWWNF0J+fn7UY8WrGiwWCz7//HOsWrUKSUlJSE9PR61ataBWq6ljKisrC+fPn0dOTk65EN1GjRph7ty5aNy4sajtY2NjoVQqbxnSXadOHcydOzco4eYiJSUFb731Fo4dOxYVlU+1Jt2EhBIPBJkQA/97YRPC7ff7aUZoNqEB+AkFu9wVSWRGQIglX3wtH8HlknhSM5yQGplMBqlUCplMRr3edrsdEomEGg78fj/MZrOglJVLLoN5vfn6KQbsc3U6ncjNzYXNZqNlzjQaTYA3m/SHXZaK3Q+n00mvIZH7h0sm2X3jLovkPMWS+WB9EWqfEGsSs81dzyXYZB8uxMiuuSBx3CScgRBJuVwOn89HS5GpVCp6D5L7XqzyQGjshZaF8orzbSOmL0JEn2sE4BrCdDodGjRoQJ/NmJgYWK1W+l6RSCSwWCx0XDQaDfR6PS3nRsJZuG2zf5cF2dnZYW3vcDjw0UcfRdRWKPVIOJBIJHj44YfD9nTs3btXdE3r8oTH48GHH36IjRs3Ys2aNWjevHmZjnfixAlcvnw5Sr2r+nA6nZVyHTt16oRXXnlFtMGrXbt2Eb//qyMGDBiAO++8M+z9unTpgkGDBmHRokXl0Kv/4ccff0SfPn3CTgS5Y8cO0XWuZTIZatWqhQYNGkCv10MqlcJqteLSpUvIyMiIOLY6Li4O9913X9jG1rNnz2Lv3r0RtRlNOBwOLFmyhCb36ty5M2JiYiIyHns8HmzYsKFKKK7KG2SebjabcenSpQptW6lU4uWXX0aHDh1Ef2tJEupbAQzDYOTIkWjRokXY+9apUwcPPvgg/vnnnzLntajWpLuoqAipqamw2WxwOp3US0eyMJM4TOJpzc3NhclkChrPDfyPGCsUChrbCvyPiJNESg6HoxSBF/LIsSf4crmcJnoj3kVCyIhnjchVyY/RaKTZq7ntsYl9ON7fYOvZY8ElKWx5u9FohN1up6XN9Ho9TQhHvKVSqRR2ux1yuZyqDAjhzs/PDzCMiJ3w8Bk6+NaJAZ/nX+z2oYgmn4dViEhzvfFivLtiCChJDEYk0STenrRFpF9s0ihGISBEmrnnyycD5xqj+I4v9gPPNTQFGzc+4k2eubi4OCgUCqhUKhQWFsLtdtPMliQTrsfjgVarhdVqpSRcLpdDrVYHhH5wxycanu6PP/4YAwcOFJ2sZf78+fj7779FH18qlaJVq1aYMGFCgKV8zZo1+Pbbb2k2+3CRmpqKdu3ahbWPx+PBvHnzqowF3ufz4Z9//kHv3r3x9NNP46mnnkKtWrXCuq7EOLNgwYJbKoauMiCRSDBlypSoyWNvNiQmJmLSpEkRv5eaNWtGw6LKC9u3b8dff/2FwYMHi+5nfn4+li1bFpIsMwyDunXrYuzYsXj00UeRnp5Ow+K8Xi+ys7Px66+/YsmSJTh37lzYc4rGjRuHXebM4/Fg9erVVSabtNvtpqX17r77bjz++OPo0aMH6tevT8vAhoLL5cKWLVvw0Ucf3bSZy6sKbrvtNjzyyCNhJcCTyWQR5YmpjmjYsCGefPLJiMIcJBIJbr/9dpqnqiyo1qNtNptx/fp1eL1eKuNhk25Ciknio5ycnIDkVXxgy78NBkOAFYgk/FIqlTQ5m9VqDZlinvvBIJmRCfF2uVw00ZhKpaKlzux2O5xOJ5xOJ7Kysqi0PNix+ZYJefjI33xGByHvIPuYhCgT+bvJZEJeXh71pBIrGjtunXh6rVYrPT+2l5uPyImVvgc7p3D2FwKXgHIJFfnNTkomFLdOftjGhlB1xsOV1rO3J2SSqClI38gLmhhHGIah14pdnkyoTT4CzbcN33nwnZfY8xFaFwlIxv2GDRsCKPHMEcUMAJrsz+Px0MSNDMPAZDLRc+NTBURbUv7PP/9g+fLlGD16dNCMvk6nE1u3bsWiRYtET4pVKhVmz56N0aNHlyIqnTp1QpcuXfDss89GRLzvuOMO1KlTR/T2Xq8X8+fPr5LZvTMyMjBjxgx8+eWXGDZsGPr06YMmTZpAIpEgKSmJ93n3+XzIzc3FJ598gmXLlon2wtUgcrRv3x7/93//F9Y+lRlHW5GQSCR4++23w5KVc9GzZ0/I5fJyzbdgNBrx4YcfolWrVmjevHnIb0xBQQHmzJmDnTt3Bj0uwzC4++67MX/+fNxzzz2lSIdcLkf9+vUxbtw4dOzYERMnTsT+/fvDmlOkpKQEfEPE4MiRI1i+fHmFZogXA7PZjB07dmDPnj1ISkrCHXfcgbZt26Jx48Zo2rQp0tLSqNqUhB+aTCZcvXoVO3bswLp165CVlVXJZ3FzQyKRoF+/fmGHPxHn5M0OhmHwxBNPhG0IYyNa2fyrNel2uVzIzs6mEme9Xk/JAynvY7PZUFhYGLTkEldmqtFoEB8fT4/FLokF/K+ONrkIJI5cyAsp9LEgk3dCStnZo8nD4HQ6kZmZST1vYhJq8ZHsYH0JJUnn249LkH0+X0B2eOJBZBNQdkIwthef/ZHh8xTzeTFDEc9gBoNIJYRCbbPPVSaTQaFQQK1WQ61WB5w7qcNNYt5JLDCJ4RbqU7BrE+w8/H4/7ZdKpaIfRoZh4PF46DLSPnn5kusTjjFJiEzzLY/EsBIOgeXzrAsdh1w7vV4PtVpNz50YJ4qKiuD3+2kdR5INXafT0fudazgSuj/KCr/fjxdffBFr1qzB5MmT0adPH2q48/v9OHv2LDZu3Ii//voLW7ZsEe0lViqVmDt3rmCiM4Zh8PjjjwMAnnnmGZhMprD6TVRBYmVsBw8exIwZMyqtbI4YZGRkYPbs2ViwYAEUCgWUSiX69OkDhUKBFi1aQKVS4fDhwwBKQp02btyIoqKim9LDnZqaipSUFAwYMKBUMrLCwkKsWrUKfr8fmZmZFZa9+JlnnhGdRZhgxYoVVY7wlAeSk5PxxBNPlOkY27dvL3fPpc/nw5EjRzB8+HBMmzYNPXr0gMFgCEhM5XK5kJWVhV27dmHZsmXYsWNHyPdGnTp1MG/ePHTp0iXoe1kqlaJdu3b46KOPMHr0aJw6dSqsvoeD/Px8zJo1K2o1mssDHo8HWVlZyMrKwl9//UWdRKQCClB67hosz0l1BMMw0Gq1SE1NRa1atdCkSRPodDqaNJgoAFwuF4qKinD9+nVcuHAhYpWYWCiVSrRv3z7seYbZbK4y1U3KEyqVCl27do14Hub3+5GRkRHy+y1GNVCtSbfX64XT6URRURGsViuUSiVN/068qiQRGV8MNp/HUi6XIzY2ln6wCbkmXm4iMSfLDQYDPB5PqTJkwQiU2+2mclWJRAKlUkk9wm63G1arlWazzs/Px40bNwIk2MHAlQcHI6mhjALcffm2I8vZZb68Xm9QryTb0xtsrEL1J9Q2QseOBgknXk1yHygUCuj1emr8ITHuEomEJpXTaDQB6oDi4mLk5eUhLy+PKia4xhs+8hrJR4wYiPx+P/2bqEFIvD15dkjSO77+BBsPbp9Dbcf9PxxiLcbwxLcd3zNPJg8k2SIp32exWKhBgh1iQqoiEEUAUW3wtck2xkQDLpcLu3btwp49e9C2bVvo9XoAJe+7gwcPwmq1hn1/TJ48OWRmcYZhMHDgQDAMgyeffDKsesYHDx7EhQsXcMcdd4Tc9uTJk3jyySerjKw8FOx2O+3rt99+CyCyfBnVDVKpFG3btsWECRPQsWNH1KtXT9AT8OKLLwIALl68iCVLlmD58uXlHt8ZSaZ58k2+2UHCacqC06dPCxJLhmHQuXNnTJgwoUxtACXP0JEjRzBq1Ci0aNECd999N+rWrQugJMfFpUuXcPbsWVy/fl2UkU4ikWDw4MHo1KmTqAk4wzBo3bo1pk2bhrFjx4p+75F8N2ISqdntdnz44YfYsGGDqGNXBfj9JUlwLRbLLVHbXi6X4+6778ajjz6Ke++9Fw0bNkRcXFzAc8TnTLDb7Thx4gQWLlyIn376qdwMyXK5PKJQmuvXr98S7z2tVosmTZpEvL/b7cbx48cFSbdOp8N9990nKl68WpNutkeOEHC+9VySR8AlW2yPIJmMkwmzXC4PmEyRBFQqlQp6vZ56oYMRVLKv2+2GyWRCXFwcTdCkVqthMplo6TOXy4X8/Hxcu3YNNpstJKHnk+kKeRv5wDdRFEuI2P0KR1obCdEVi3COHW4/2B5kkhG8Vq1aSEtLg1qthkwmo791Oh01/BCFBPEQxMbGIiEhAXFxcTh37pxgQjnuNRFrrGBfU3J/kokGW1Lk9/upZ9ftdtNEfkJEMhTCIdJ824YyAgkpGMIB+5lg15VXq9VwuVz0eVcqlVCr1dBoNPS6OJ1OOBwOKtsn7x7u/c8wDE3Cptfroyor9vl8OHDgQJmPk5aWhjFjxoi2AD/66KP4/vvvsWbNGtFteL1eHDt2LCTpPnnyJAYOHIgzZ86IPnZVxM1MtoES6faUKVPQr1+/oGEOBISMN23aFAsWLECvXr0watSocikRRnD8+HEMHz5c9PZXr17F5s2by60/NxOMRiN+//133nVqtRoDBw7E4sWLRd0bYmG323Ho0CEcOnSoTMfR6XTo378/9cyKgUQiQZ8+fdCyZUvs2bNH1D7nz5/HpUuXcNdddwXdzul04uuvv8ann35aE/NcRZGcnIyXXnoJo0ePRmJiYljzUJ1Oh06dOqFFixZQq9XlVh3B5XKFnR3e4/Fgz549t8R9R0o0R4rCwkKqXGODYRg0bdoUb775Jh566CFRxsxqTboBBHhW2Qm+uJNyMeSBYRgqDyGkm3jBiDSYyEmJpMbv99MY5lA3L2nb6/WisLAQsbGxNC6qqKgIdrudSo4LCwtx48YN6m3jyrD5+i60TIjMcL3ioY4XLUIdLmGKVpxsWYka+zjk/jAYDGjYsCGSkpJo9lOlUkknHKR2ucvloiXCLBYLTUJDjlVYWEiNK+zzZN/LkfSdGJ4cDge9b4nnlh1n73a76f0skUhocsLyJBBstQD5nygHyPgSEGOE0LMgZFDjC4vgA3lZkoSGwP+kQmxlABkrcj3Jx46dK4Kcl1wuh16vR3x8fJXNEPrII4+gXr16oreXSqWYMGEC/vjjD9EeDp/Ph4ULF6Jbt268pTq8Xi8OHTqE0aNHV3vCfbOjS5cuWLVqVVglV7jo27cvnnnmGcyZMyeKPQvE8uXLMXbsWJqnIRj8fj+++OKLSos7VavV1HvLhtPpxJUrVyq+QyGwefNm3mz0cXFx+OKLL/B///d/VfZ9FxcXF9G9azAY0KZNG+zdu1fUN7G4uBhr1qxBixYtBFVOJpMJS5cuxZw5c8pdflyDyBATE4P3338fQ4cOLZNaTa/X46mnnsL3339fLsoAp9OJv//+Gw8++KDofubm5mLTpk0VbiSWy+XQ6XS0fC2ZX5HytcXFxVGfe5I5WSTw+/3466+/SlUcYRgGHTp0wIIFC9CuXTvRjotqTbqDeQT5ZKVk4PkIHFlHyDshH8Q7CZTEPzidTlpOiJB9dhIqMdJCn88Hu92OzMxM+P1+xMTEQK1WU/JdWFhIbzxudnQhBPMOCknLuf0V8pTztSFEaMR4xEOtDxaTK+Y4bITjGRZzLPKbeEdr1aqFuLg4mgWSkG22p1MmkwWEOAAIMLB4PJ6Amt2RnCdfX9nj53A4UFBQAIlEQmvEc9sg96XJZOLN8h8NsO8Pbhy8QqFATEwMdDod5HI5VZowDEOJrtlshtFohM1mK5XJn4Dv+Ra6N4nRrqCgADExMZBIJDAYDDTLPom/NxgM0Ov1sFqttBxeYWEh8vLyaBlC0iY7Gzq7RFtVhEqlCvtj1KxZM6jV6rAmD4cOHcKQIUOwZs0aGvfr8/lw+PBhzJs3D7/99tstEVtWnaHVavH++++XiXAD/zNulydycnLw7rvvYsGCBUE9rn6/H8uXL8eCBQsqbPLJMAxatmyJ9PR0jBgxArVr10b79u1LPYcmkwm7du3C119/jQ0bNkRNmkoquYitgsBGTk4Opk2bVir8w2Aw4Ouvv8bDDz8clT6WF9i5TcKBVCpFenq6aMO9z+fDl19+iTZt2uDBBx+knnVSiWbv3r344osvsGHDhmoTSnMronv37njiiSeiEh6WkJBQbvMAv9+PdevW4eGHH0b37t1DEkCXy4WVK1fi33//LZf+sCGRSJCWloY2bdrgrrvuQsuWLdGgQQMkJydDo9FQ0k3i4C9duoTt27fjp59+woULF6KSZ8NqtSIrKwsJCQlh73vlyhUsWLAg4DllGAZdu3bF4sWL0aJFi7DmUNWadLPBR9j4tuFOxNn7EJBSV2yPJqlbzE4aAZR4w0ipJXLMYC9l4nl0u90oKiqCw+GgUmS+5FrcYwqRY2Ik4J5PMMIazMMdikCL9XbzkXb2uIu5TmUhztGcSHHHXqvVlspy7XA4aMgAIV92uz0gA7bD4aAx3OyEf0Ivl0g93OzfJEbZ6/UiNjaWlsMiiU6IksNoNMJoNNLloa5VJP1iP1dqtRqJiYlITk6mzxdRmBCjBQCa9T4pKQkWiwW5ubnIzc2lpQLZ5ypEtoVCJzweDwoLC1GrVi3o9Xo4HA4aPkLGoLCwMCCUxe/3w2QyIScnJ6APpM/x8fH0o0LUBbc6du3ahc6dO6Njx47Q6/U4cOAAzp8/f8tkja7uaNCgAdq2bVvm43g8Hpw9ezYKPQqOr776CsePH8fkyZOp95WQfYvFArPZjGXLlmHWrFkVdg+2bt0akyZNwsMPP0zzMQghMTERjzzyCPr374+lS5di/vz5uHDhQpn7UFBQgE8++QQffvhhWJNFn8+HSZMm4eLFiwHL4+Pj8dVXX1V5wg38L19JuGAYBmq1Oqzxys3NxX/+8x/06dMH9913H6RSKU6fPo2tW7fi3LlzZTIyku9jeRjGa1AChmHQsWPHiIw0fDhz5ky5GlhycnLw3HPP4Y033kC/fv0QFxdXinx7vV7k5eXhu+++w3vvvVeu1QeAEnn9qFGj8Pzzz6NJkyYhjQ7Jyclo1qwZLc05a9YsrF69uswGR6PRiB07dojKK8OGxWLBzJkzcfTo0YDld911FxYvXhz28YCbiHQThONN5duWS3zITSKVShETE0OlrexySmI80dw+kJel1+uFzWaj/WFn+OYjmkIycjaRId554l1lk3f2PkLeb3Y7QtJ0PlUBl7CLlaiH8mbzja0YRYHQsaMBcu3Y19HpdFLPLcOUxAM7nU5YrVa6rcVioWoKq9UKm82G3NxcFBQUiErEF2lfAdB7zel0ori4mPYT+J+smi3fFmthDGWgYYMtIdfpdKhduzbi4+MRHx9P492dTmdAKTOSO4FMloh6QCaTITMzk3qlgxlxhJaRZ85sNiMrK4sa2IhHhFhizWYzzcoPgJbHczgc9Hklz59Op0NSUhItC6jRaGq8Gf8fV65ciapkVqPRYOzYsZBKpfjhhx9w7dq1Kp31/FaH0+nEli1b8Mcff5R7W36/H4cOHcKoUaOQnJyM22+/HR06dIDP58Nvv/2GvLw85ObmVhhpueeee7B69eqwyucBJe+7559/Hl27dsXjjz+Oc+fOlbkvK1euxPPPP4/GjRuL2t7n8+HTTz/FL7/8ErCcYRi8+OKLeOihh8rcp4oAKcEaLvx+P8xmc9j3SlFREVatWoW1a9cCQJmNrxqNBt27d8e9994LpVKJM2fOYOvWrbh48eItEZtbkfD7/VH7luTk5OCzzz4r96RlFy9exPPPP4877rgDHTt2DIhB9/l8yM7Oxt69e/Hvv/+WO+FWKpV49dVXMXHiRFplRSwkEgmaNGmCefPmwe12Y82aNWXyeHu9XqxZswZDhw4VHdvt8/nw888/4/vvvw9oOyYmBtOnT8ftt98eUV9uOtIdCsHiY8kE3O/3U8kr24Pl8/kCskCzSbJQeaVgslZ2Jms+b64QseUj4ewYUiKn83g8sNlssNlscLlcpTyC3HHh/s8mztzYW7760kKeRu4x2eMSiqwJfeTEemAjkaIH6z97OZFik9JvAGjMr91up55uUkLCbDbTrOA2mw1WqxVFRUWUvJW31Zpdro0QWL5zZV9TvnFgLwsWsiEEcq+mp6cjISGBluEiSgD2uMlkMvqMEJm+y+WCSqVCYmIiLRvodrvDvtbsc3W73bh+/ToUCgXi4+Op8kClUsFqtVIy7nA4YDKZcO3aNRiNxoBrJpFIoFAoqKRcoVBQj3lVrYWZn59PVRhiUVBQUCXOp02bNpg9ezZ69uwJAHjjjTewc+dO/PLLL/j888/LLEsLZmi8FXHt2jVs2bIFvXv3jmj/jIwMvPfee/jiiy/KfcLHhsfjQWZmJjIzM/HXX39VWLts1K9fH2vWrCmTNP/OO+/Ef//7XwwfPrzMBCsnJwdz587FokWLRJVWO336NF5//fVSxsPu3btj/PjxYYeoVBZcLldE957X60VOTk7E74BoKJ1iY2PxyiuvYOzYsYiNjaVhVxkZGfj444/xxRdf1KiGooydO3fCYrGIykLPB5/Ph4sXL2LGjBn4+++/o9w7fthsNhw4cAAHDhwoNccOpcSNJtq2bYuxY8eGTbjZSEhIwKuvvoq9e/eW2Vi/b98+fP7555g8eXLI+Q4x2M6aNSsgjI5hGPTu3Rt9+/aNuPzYLUe6uWSNe0OSCbLFYoFSqaQeNbKeTLKJfJiU/wp30k+Ox/XQhfLUCUnCZTIZ9Ho99Ho9lbMqFAo6+S8qKqJWu2BjwD0u8d6RYxEyRIgj8Y6yvelCkvVgy4SMCWKVC9FAsGvANwF3Op24ceMGPB4P4uPjaVyyz+ejCgmSMM1ut9NyTlarFSaTCUajkSbKC6c8V7jgxndz2xBzvdjgkm2+sQl2zUlMp8FgoPcTW1ECIEC2T5LAkWUk+QbDMEhKSoLZbKYx6Ow+8I0B33ryXNvtdlqLUa/XQyKRwGg0Qi6X099msxlXr15FYWEhzfROji+RSKDT6aDT6QLKAALh122tKGzcuBFGo1F0rJPf78cnn3yCoqKicu5ZcCQmJmLlypVo2rQpXabT6dC3b1+0a9cOu3fvxsmTJyM6dmxsLJ544gmMHDkyIJnf6dOn8dFHH+H48eNl7n91hNFoxLBhw7B8+XL07dtX1D52ux379u3Dli1b8M033/Am4LoVEB8fj/T09DIfp3///mjTpg327dtX5mN9+eWXkEqlmDdvXtCJ8YULFzBixIhSz7xMJsNLL70UMSGpDJDyruHCYrHgxIkTlWZ4k0qlGDFiBCZMmBCQo0ChUKBx48aYOXMmfTdHYpCRy+WoU6cO7rrrLqSnp0Ov18Nut+PMmTPYv39/pb/vKwu7du3C4sWLMW7cOFH3ud9fkuzVZDLh5MmT+PPPP/Hjjz/i0qVLlTIHqEiSzcW9994bUd4ILpo3b44BAwZg/vz5ZRpDl8uFOXPmIDU1FYMHDxaUuvv9fhw9ehRjx44tpSrS6XR49tlnBe8FMarPW450E7AJFpuMEBIpl8up95GQTbIdSYhFyBQ7kVKo9oJJroX24xJQ7rFIvJHBYKDWF5KEisDtdsNsNpeKP+frD0leRTySpLQVISLk+CS2trCwkJbF4iIYoQ9FjEKhvKTjfOC7DsQ4Q36r1WrodDoq7ycvYJ/PR8tMsX/YUm4+A0w4CGak4B6Xj4SzSXQwcsqnTuDeR8GMOWQZqQpAniufz0fLq7ndbnqf+v0l5fmIPJ9IvMm9Rkq2WSyWoGEeQsvZ4+LxeGA2m3H9+nUqAXW5XNBqtXC5XCguLkZ2djYl3NwPgFQqhV6vD0iaQwwwVcEzzAer1YqDBw+iT58+orY/duwYVq5cWc69Co3hw4cLSmMTExOxatWqiMqPtW3bFl999RVatGhRypLdqVMn9OrVC0OGDMHu3bsj7nt1RkFBAUaNGoXnnnsOGo0G/fv3R3x8fMA2e/bswfnz5+FwOLB27VpcvXq1JrwiStBoNJg0aRKGDx9e5neK3+/H559/DoZhMHPmTCQlJQWs9/l8+PHHHzFr1ixeQ1Pbtm1x//33l6kPFQ2SEb5t27aivfN+vx/79+/HiRMnyrl3woiLi8PIkSMFkwLq9Xq8/PLLOHv2LDZv3hwWOYmPj8crr7yCJ554Aunp6QFzXZvNhh07duDll1/G6dOno3U61QYOhwP//e9/cejQITz22GNo0aIFYmNjqerO6XTCZrOhqKgI165dw9WrV3Hx4kWcOHECFy9ehMlkumUVUuGU5QsGmUyGhx56CEuXLoXZbC7TsQoLC/HSSy+hqKgII0eOpIoRANQhtnXrVrz++uu8RrZGjRqhdevWZerDLUm6+bxeZJnL5YLVakVMTAytVex2uyGTyaBSqQIk1Xa7Hfn5+TTLuBirkhhLCF9fhbyRxBOt0WhorCzxrgIlBFqpVNJs6ySBF99LmduGVCpFXFwcGjVqBK1WC5VKRQ0OXq8XGo2GZj/Oy8sLKl/na4vPmMBdFsybWpkvM9I2O06aHU9P+s0OIWDfO3yx++zjBiPffAacSMaCuw8pYSYEIRItRNKF2iQqASKFIyX5ZDJZgLFLKpXC4/HQNjweD1VdsMePxF0LTULFGDK4xPvChQsBBNrhcNCM89ys6ex7mShgiCGBlBaLVjKWaMNqtWLUqFFYsWIFlWkL4dixYxg4cCByc3MrqHf8UCgUePrpp4PKu+644w689957ePzxx0XH5dWtWxdr165FgwYNBLepU6cOVq9ejfvvvz8qSa2qI/Ly8vDf//4XAPDOO+8EqAGAEnljTXxpIGw2GywWS8jkaWLQrl27qBnyfD4fli5diq1bt2Lx4sVU8XLu3Dn8/PPP+PnnnwUNJkLziKoMl8uFX3/9FQ888IDo2M6rV69izpw5lertrV+/Pho1ahR0m9q1a2PWrFm4ceOGaJWPVCrFK6+8gilTppTy/DEMQ9VDPp8Pw4cPh9FojPgcqitsNht++OEH/P7771Cr1aVKCBOlIvn7ViXZXJw8eZKGBZYVjRs3RkpKSplJN1CS4HDq1Kn48ccf0aVLFzRr1gxSqRTnzp3D/v37sXfvXsH7PC4urkxyeeAWJd1CxMbv91OPMCGVDMPQOFMy4SaxnRaLhZYuCkUChYh+sL6x/w9G1gmxJlmfAdAyZuxyVXq9nibwEtNfhUKBtLQ0JCUlQSaTQalUUsJN4qJcLhcSEhJovDLX280X70sMBWTSzCZQ7I84e3vu2PARqWBjFK6xQwzY/SVhCS6XK6SBgP2/0HUIdW3CQTBiHGy8wjm+UJtcwwCbjBYWFtJs4UDJBIB8+GUyGS2jR2KOCRknY07GWqlUBqgz2EY0sVJ59jmT+5gkxiPr+Iwk7OMQAwyRHpHQlIqMX40Eubm5GDx4MFq1agWDwYDx48ejU6dOAIATJ04gKysLhw4dwpdffonr169Xcm+B9u3bi6q//H//93+YNWsWXn/9dVHEu127dqhfv37I7WrXro3nnnsOL730kpjuUpB79GbKZF8eNWdvRpw9exaHDx+ukp5hn8+Hs2fPolevXgHvwlCE+ujRozhz5gzuvvvuiuhmVODz+fDrr7+iTp06eOaZZ5CamhpQmpJtLLfZbDh+/Djeffdd7Ny5s1LJVGJiYkDIlRBat26N2bNn4z//+Q+ys7NDbl+rVi0MGjQoaFZphmHQrVs3tG/fHps3bw6r32RsbwYyGmkSvlsVBw8eREZGhqhvdShoNBrRRjIxcDgc2L59O3bs2BHAQ0Ldo7m5uSgqKhKVB0MItxTpDuWVIy9bt9sNi8VCpawkfpR4kNmlg8RkeeYj+cFISSi5OdmffV4M87/ySiT5FJngkb9JHC2Ja+IjxAQkzjY2NhZyuRxqtZomhXI4HFAqlWAYBna7HWq1Gmq1miafEjomW1pMSkVJJBKYTKaA+HAh4wTf8UIRSO44l4V8B/Mwc/sp1rNanh8irnw8FLnnuz/5wD0e915kH5fvHgdKiG1ubi5iYmKQkJBA8yKQjOoazf9r78zjmyrz/f/JvrRNk+4thWJZZBEKgtSK3pHNwgAvUVRkuSKDg3RgoCqijndcxgUdBEQuFlEH8IoiVh3FARRZisi+CYhUVqF0pU2apkmbNDm/P/g9jyfpOclJm9IEn/frlVfTnCXfc3K2z/Pd9FRkk4Ej4LebOD+fWqhfd0v3q+9gCD9n21dw++4jj8eDmpoa6HQ6GAwGeu0gdR/CmerqamzduhUAsHHjRmRkZAAAysrKws67ER8fL2m0WaFQ4LHHHsPJkyexevXqgPOPGTNG8rXhD3/4AwwGA6xWq6T5O3XqhPz8fKSmpmLTpk346quvYLFYJC3LiHw4jsMrr7yC/v37h/ThMZQE67X2eDzYv38/srKyBKNOGhoa2rwfe0uwWq1YvHgxvvjiC3Tp0gXR0dFQqVS0vojdbofVasXly5fx66+/wmKxtLtgJM+ggZDL5RgxYgSmTZuGhQsXBoyGSE9PR2pqasD1RkVFYeDAgZJFt0wmQ1ZWFvLy8pCYmIitW7fi888/R3l5ebvvS8a1oaSkBGvXrsXf/va3ZtFQwUJa7YYa/jOeFM6cOYP169fjL3/5i2D4PL/YthjXpej2J27FvMt8IeFbVVwIskwwnspAXmu+3WI2i70ndpCBAbI8CcUl7avUajXNnRUTfkTEa7VaREdH0/6mMpkMdrvdK1yEiHMScuNvO4Dfcnk7duyIDh06IDY2FqWlpSgrK4PVaqUec/42iG0v/7t8xZ7Y7xAKb3egKAWpN5W2uvkIiW2h/eC7DwOJVqmeY7HPfL0odrsdZWVl0Gg0UKvVNCIjJiaGPvyQiubkeCTRBMDVMGOHw4G6ujrBCvqBojkCbZdYdILYfGRA6vLly6ivr4fBYIBCoaApK5ECKaBzPaBUKjF37lx89tlnfkPTYmNjkZWVJXm9vXv3RkJCgiTRbTQa8fHHH+O2224DANx///04ceIEHn30URw8ePC68nwzxNmxYwc++OADzJ49u8WVb4GrOfPhEL7PcRzmzZsHuVyOCRMmwGAwoLq6GlVVVbhw4QLefPNNbN68ub3NFKSxsRGnTp2KmOscv/tMIDQaDR5++GF89tlnAdvLxcfHSwr/lclk6Ny5s1fqoj+6deuGVatWISsrCzKZDGPHjsWkSZPw3HPPYefOnWFx/DLaFo/Hg3fffRcjR47ELbfc0qp1lZeXo6KiIkSWtZzGxka8/PLLsFgseOCBB9ChQwdotVoauXn8+HGMGTPG7zquS9Ht+5DPv8GJiTM+JLdVTKiLiRMpD/i+YiAYwegbNssP1yUeYhL+zXEcvZjyC2MAgE6noyLHn0gi+alRUVHQ6XTU2088kg6Hg47AklFifx5S4vkzmUxITEyETqeDyWSCVqv1ugjzi0/wbSHfzx/sEMpDluJpbi3+IhaCWT6UBBLYvoMhgWzxN+ghNJ8/Yc//Hv4xazaboVQqkZKSQo8hIlBJzhQ5F9VqNb3pk+OdVIJv63ZrUiMXSK0HchEm9rKHjNBx+PBhlJaWSq4GnZWVhXvvvRdr1qwRnSc6Olpyz2Lg6uBhWloazp0753c+uVyOvLw8DBo0yGvZrKwsbNu2Df/zP/+DpUuXRlxuLCN43G43nn76aSiVSsycObNFwttms2HZsmVhU5jRZrMhLy8PK1euRGpqKs6dO4fTp0+HdZvESITUSZAaOZCZmYm7774bixYt8nttCea5JSEhAUqlMmCqjlKpxKOPPoq+ffvS9SuVSuTk5GDFihWYP38+vvrqK9HBRoVCISnUlxH+lJSU4KmnnsJ7773X4jBzj8eD7777Lmwq6FdXV+Pll19GQUEBMjMzYTAYYLfbUVJSAovFEtDO60J0iwkf8rDOL25EXvwcYl+vtViIrL+LgJAgFpvP3+eBwoADLU9C3kkOtq9IIXmzarUajY2NoiINQDNvs1arpUXDSBsn4DdvtxD8fUL6GHfo0AFxcXGIiYmhLZZKSkpoDi0pZkWWI6HzWq2WtkMj4cjETt99cy2Et9A28gn0m7aVLb42BBpoErPPN7LAdxBKymCHWAoAOfecTieqqqrQ1NSE5ORkAFcHiex2OziOo/UUSK9zEn7ucDjQ2NiI0tJSmtYgZGsoCCZygX/+84vAMVEVOiorK4PKJZbJZLjvvvv8iu5gUavVGD16NHbt2uV3PoPBgLy8PEFvkl6vx4IFC3Ds2DEa2s+3+c4770RmZiacTic2btyI6urqkNnPaB8cDgeeeOIJeDweTJ8+PajcQJfLhYULF+Lw4cNtaGHwuN1uHDx4sL3NAPBb60ZAWo5mpFBfXy+5ICRwVeTm5ubinXfe8RuNE0zIbnx8PDQaTUA7kpOTMW7cuGaDSjKZDJmZmZg3bx4OHz6MX3/91Wu6VqvFqFGjcOedd6KyshL/+c9/cPz4cRYJFMFwHIeioiLMmDEDS5YsEewKEohjx47hnXfeCatBPLfbjcrKyhYVlb0uRLfQQzZ5UCehz1FRUVCpVLS4WENDA+rr66l4883PDuR15n+vryAWE7EtvQEECpEm3m2XywW5XE5DvbVaLRU2Ho+HVjcnbdDq6+tpCD1f4Pp+B6nATHJs7XY7FAoFYmJiaDErkp8oFhJPboZRUVHQ6/WIj4+nLaM4jkN0dDSsVivtde1bgT0qKgrJycm0d3pdXR3Ky8tpcTuh36ClYjeY5aR6jIMlGOHI/92EpvnaIRRa7s8GKX99v4v/fWLbxXFXUzicTieqq6vR0NCA1NRUr5xHctySQoakcKHNZkNVVRVqa2sFi7QE+m6xfSS0TLAIHRPX8uEvLS0NkyZNgslk8vp8+/bt+P7773+XxWC6deuGxMREVFVVXdPvHTdunF+PvEajQXp6erPPR44ciY8++ghGoxEejwe//PILpk2bFpL+zIz2paGhAfPmzcN//vMfrFq1CikpKQGXqampwdKlS7FgwYKwevhsb2QyGUwmE7p3747+/fsjLS0NMTExUKvVuHTpEnbv3o2ffvoJZrM5osUbqXtDqstLoXv37khKSvIrupOTkyU/Z8TExPgtuEYYNGgQOnToIDhNLpejR48e6Nmzp5folsvlmDx5MhYuXAij0QiO4/DnP/8Z8+fPx2effRbRv93vHY/Hg23btmHSpEl4+eWXMXLkSEndXJqamnDgwAHMmzcPxcXF18DSa0NEi26xB2jiGSVCzWAw0Aux2+2GSqWihdLq6+tRV1eHuro6OBwOrzYYYuHd/GlSveB8+6R6zIW2Tcgbz3Ec7RtMvPj8sNbGxkYa2g2Aim9/Qk0ul8NgMMBoNCImJgZ6vR5utxtRUVFwuVyw2+20ajrZb0L7jL9OhUJBe37LZDI4nU4qouPi4lBTU4OGhgavtlvAb4XXiGecX8mwvLycVrj2rXwuVeiIhUG3J4FuhL4DJfwRft9jQ0xgSxGbvh5uoeOzpaH1ZD38Aa+mpiaaD00q8rvdbtqSg3QXIMeKUBE1oW2VYk9Lt0fKOq/FMdW1a1c8++yzGDJkCDp16tRsO5544gns2LED33zzDdauXdvurb9aQ7D7MzMzE/Hx8aKi+7/+679aVZFUCJlMhunTpwcsrDJlyhQvL7xarcbjjz9Or3HkQXXRokW46667Iqo+AEOYxsZGbN68GWPHjsXcuXMxbtw4wR7MZrMZR48exfz583HkyBEmPnhoNBpMmjQJjz76KHr27ImoqCiv5wa32w2bzYbi4mJs374dhYWFOHbsWFAe43DBbDajuroaHTt2lLyMyWRCWlqaaGtDuVyO22+/XbLnkQx4+0OlUuHBBx/0K6rUajUSEhK87tEGgwHTp0+nA8UymQwZGRl488034XK5sGHDBjbY9P8RcqSEOxzH4cSJE5g+fTqmTZuGGTNm4IYbbhCMAHM6nTh37hw+/PBDrFmzBpcvX46Y7ZRCRItuPnxxoFAoaI5ecnIyzSNWKpWor6+nYcwGg4FWFiYXtdraWtp3W+hh3l8YsVQ7hfAVSsFsL8dxtPI3qZZMBDfJdeVX2uNXYxdDoVAgPj4eOp2Oih2yXtKazOFw0NZKJFRdbNuI5z05ORkmkwlJSUloaGigIcPk5OM4jg4KkIusSqVCdHQ07ZFIPOQZGRlQqVSoqKhAfX09tc83zFfKvmxrQh3yDHi3XlOpVNBoNF659WQwghwbZFBGqkCVKvylzCuE729EBHdjYyNqamqg1WqhVqvpPE6nk+ZLiw2O+fMsh3r/hxNdu3ZFYWGh32JgGo0Gubm5yM3NxaxZs1BQUIB//etfYZMrJRWn04kvv/wS8+fPD9k6b7zxxqD6ibrdbpw9e9bvPDfffDP69esXcF38NCDgaqXzvn37NpsvJycH27dvx5w5c3DgwIHftQCLjY3F0KFDmz3cl5SUYN++fRFTQ+HgwYN46KGH0Lt3bwwfPhzZ2dl02tatW7Fr1y4UFxdfVw+doUAul2PGjBl49dVXBQcrANBB/kGDBmHgwIGYOnUqPvnkE6xcuRLFxcURdf7U19fjxx9/pIXJpKDRaEQ9zsBVoRtMgSsy0O2PPn36YMSIEX7nUalUSEtL87r3d+3aFd27d282b2pqKt5++20kJiZi7dq1v8sBR7lcjqSkJPTp0wddunRBfHw8YmJi0NDQgLNnz+L48eM4e/YsbDZb2F8nqqursXjxYhQWFmLIkCG49dZbkZCQAJVKRdMFf/jhB+zduxeXL1+OqHNUKhEtuoVyRogAIa0QiPeCCJTo6GjIZFdbEpHqx6TtlV6vR3R0NK5cuQKbzeYl4sg6ghV0UpDqCRcLmSWebr6AJd5uAl8wk5xv8n188UK8piqVivaFdDqdkMvliI6Oprm0vj25Aw1OyOVyxMbGIjY2Fi6XC1arlVZVd7lcNA2AXwmdLK9Wq2mxNdI+inhBybSKigpYLBYqyPg2hMOFKJSCj+/Z1mg0NJKDpE+Q37exsZFW1LbZbM08w76/u9RoDaHP+MeOlNB1oXXxX01NTbDb7c1GdYndrQ3b9jcI4rs/pMwrNl9bDLb4olKpsHz58qCqb3fp0gVvvPEGbr/9dsyZMweXLl1qQwtDC8dx2Lp1K+bMmROSlkQ6nQ733ntvUMs4nU5s27bN7zwzZ84UFQR8BgwYgJ49e+Knn34CcFWsJyUlNZtPJpPhlltuwcaNG1FQUIA33ngj4gZMWotKpcLUqVMxZ84cwfxAm82Gb775Bt9++y0KCwtRU1PTTpZKh3iBTpw40d6mhBUqlUp08KRbt26YN2+epPMLuPr8kZKSgtmzZ2PkyJFYvHgxPvzwQ9jt9lCa3Ga4XC5s3boVEyZMkHzNk8vlSExMFL0PJyQkoHPnzpJtIOmI/rj77rubpTX5olKp0L9/f5qyCAAdO3YU/S1TUlKwaNEi3HrrrXj11Vdx9uzZsHimuxZotVrcd999yM/PR/fu3aHX673SCV0uF8xmMw4dOoTCwkIUFRWhtLTUrxOsvfF4PLhw4QJWrVqFDz74gDoBSZrs9V7/puV9K8IA4uUDvCuVR0VFITY2lnpFY2JioFQqoVAoYDQakZycDKPRCJPJhJSUFBiNRlpJOy0tDenp6VTE+MuXlYK/EHjf/4MNiSYQkUJElkKhgEajodtP9hOZh4gvMRtlMhn1mhIBp9VqwXEcXZbsdyIqyHeLeeplsqstn4jnnXgsyf98O4HfiqMRcUlCjPk56KT9WYcOHdCrVy+kpqZCr9d7eXvDEanRDP4gv1FCQgKSkpIQFxcHg8FAe7EbDAbExsbCaDQiPj4eqampSE9PR0JCAgwGA3Q6HR248D2HfN+T/31TK8S2K5j97rsviKgmF+CmpiavF79KeWu82f7m8xc+H8yAWDD2tIY777wTQ4YMadGyd999N3bv3o3hw4eH2Kq2ZefOndixY0dI1iWTyRATExPUMlarNWCYamxsrKR1+Q5gBsJkMuGpp57Cd999F1TF9UhHpVLh2WefRUFBAfr06SMYqRUdHY3x48fj7bffRlFREZYuXYrs7OwWV85ltB8PPPAAMjIyBO9F48aNE6yFEAiFQoEbb7wRr7/+Ov76179Kyi0NBziOw86dOwN2SwiGzMzMoFJqLBaLX0GkVCrRu3fvgOuRy+UwGo1e52+gKKPo6GhMnToVhYWFuPfee8Oy/3uokcvlmDJlCpYtW4YBAwYgJiaGPq+R5zG1Wo3k5GSMGjUKb7/9NrZs2YJVq1Zh5syZuPXWW5GSktLqHtltCanp09jYSB2D1ztBie4XXnjBSyDKZDL06NGDTm9oaMCsWbMQHx9Pb36+vdUuXryI0aNHQ6/XIykpCU8++WSLczV0Ol0z0aBUKhEbGwu5XI66ujoaKk6KMXk8HqhUKuoJBEALrel0Ouh0OsTHx6NDhw7Q6/WiF4Ng80V9hbW/h3QpQt93eY/HQytckmX5IpW8iKeT7/EUChEm/bSJ55wUaiNF2Ehhq9raWlitVjQ0NPitFkoEOwlJJ99lsVjgcDhQXV1Np9ntdiquSFgx8WDzPe1KpRJqtRp6vR6JiYno2rUrunTpApPJRIux+W6XFNo6v1tIxEn5Hn5uNUmPSExMRFxcHPR6PfR6PQwGA/R6vdfxrNVqERsbi5SUFHTu3BkdO3ZERkYGUlNTYTAYvAYppISUk7/89/zPWrLP+PuB/yICnH+c8qcLLd9aghHWYgMVoRhY4TN27FjRglxTpkyRVOBGCJlMhvT0dKxduzaiBFxDQwMWL14sOYw41Dfz77//HiUlJX7nkSqkP//8c69+wRUVFQE9cAqFAjfffDO++eabFrefijSmTJmCZ599VlIagEKhwE033YQ5c+bQcMUNGzZgzJgxYf0QyviNZcuWYd26dcjOzva6tur1egwbNqxVx7zRaMRTTz0VMBQ6nLh8+TIKCwslX1fcbjeqqqpE70NdunSRfN/weDw4duxYwGg4f0Xb+Ov65ZdfvAYtSWSpP+RyObKysrBq1SosWrSIdju5XjEajZg5c6ZXYVkxiFMrMzMTDz74IJYtW4YtW7Zg27ZtWLJkCXr16hW2TqjfG0FftXr37o2ysjL64rdMeeyxx7BhwwZ8+umnNMyBH7bndrsxevRoOJ1O7N69G2vWrMHq1avx3HPPtch4k8lEhTd54CdeXuLVtdvtcDgctN1VbW0tbDYbFZ0NDQ1UdEdFRcFoNCIuLo5WUfYt6iUkNqQg9sDubx3+bipCD/ikyBS/sBkR2C6Xi9pAKpr79jbmCwXiaeS35nI6nXSEkayXCG+HwyEYYk5ebrcbZrMZZWVluHTpEkpLS1FVVYWGhgZcuXIFly9fhsVigd1uh81m8xLd/MEDktdLBFlDQwP9XiIqO3fuDJPJ1CKPt6+n1l9YsdBff/MI0VLbSPu1qKgomhNKQvPdbjccDgfNo4+JiaFF6IiXOyEhAenp6cjIyEB8fDzNnZZik78Qan6YebCIHYv8aUKDRG0ZRuXr8RbbLt/zsbURMr589dVXKCwsbObdSUlJCYmXOikpCY888kir13MtKSoqQkFBgaR5t23bFlIvkZS2TW+88QbOnz/vd57y8nIsXbrU67P9+/ejvLxckh2ZmZlYsmQJHn300eteTKalpQWVd09QKBRITEzEmDFj8Nlnn+HJJ5+87vfV9YDRaER2djZWrFjhlTpjNBpDMkBoMpkwY8YM6PX6Vq/rWtDU1IQPPvgAJ0+elDR/XV0dTp8+LTo9mPtmVVVVwPaIbrcba9aswcWLF/0OXJ8+fRpr1671crZJGWgkxMTE4NFHH8WKFSv85qxHOhqNJmCovhgklbZnz56YPXs2CgsLMXjwYCa8w4CgRbdSqURKSgp9JSQkAABqa2vx/vvvY/HixRg6dCgGDBiAVatWYffu3bTNybfffouTJ0/iww8/RL9+/TBq1Ci89NJLWL58eYsqSup0OsTFxXkJb1JAjFQ9ttlssNlsqKyspC2vyMlOcpZJ+HRsbCwV8jExMYiNjRWt8i3m0fP3sO3r9RabLva/P1FEhC0ZWCDbys/dJX9J9XGx3sbEK11VVUXDPsxmM8xmMywWC638TjyQZrOZtiUTu9h6PB7Y7XZcvnwZZ86cQXFxMc6fP4/S0lKUlpbSInakdZRvfq/D4aCF19xuNx084e8Pt9sNpVIJg8FAUwT4uetiiHn7/SEU8iZ13mCXF5rum1Lgcrnocc0P1VEqlTAajVCr1fQ4NxqN1BOu1+upxzsYz4HQsSw0ECFl24XWLWWgIlix3VLvc6DBE18vfFuRk5ODjz76CAaDgX5ms9lCJiaHDh0adJh1e+J0OrFkyZKAD6GNjY1YuHCh6D3G6XQG1Yrr119/ldTz+9ChQ7jnnnvwwQcf4Oeff/Z6qLTZbCgsLMQ999yDo0ePei3ncrmwefNmyd55rVaLRYsWYeLEiZK3IRIJFN4qBbVajRdffBEzZswIkVWMtoLcW/r27YvXX3+dRvqoVKoWR/b40r9//xYLm/bg/PnzeOWVVwLWKuA4Dvv27ROtXA4AxcXFkttHfv/9937XRdi1axcmTJiA5cuX48CBAygvL6dRimazGZs3b0ZeXh4OHTrktdy5c+dw+PBhyee3QqHA2LFj8eyzz163oeZmsxmHDx8OSSpiz5498be//S2i7u/XK0GL7tOnTyMtLQ2ZmZmYPHkyLl68CODqA4bL5fLyuvTo0QOdOnXCnj17AAB79uxBnz59vMJCcnNzYbVaaREZIRobG2G1Wr1eAGghrdjYWK8KsHa7nQoPUr2ZtDsgOQQNDQ1obGyERqOhBZtUKhXt+SuTyQTDy4N5APclkDAL5EkTC8Hlf3dTUxOsVivMZjMNrwdAq4zb7XZacIzv6eavn3iQq6qq4HA4YLPZUF1dDZfLBZvNRvubO51O1NTUwGq1NvOaC+0TUhyrsrISJSUluHDhAoqLi3H69GlcvHiRFrDzDX1vamqCxWJBVVUVqqurYTabvSIWyD4jF3eNRkNzmZVKpSRBG6oRQLFcYH/zSU014K/P4/HAYrGgoqICVVVVcDqddLBEo9EgNjYWUVFR9DOSVkHmI8e7VquFXq+HVqulYetSt9Gf95m89xcBIPV7+N8hJbLA37pa8jsHigAQCqv3FwrfGnJycjBz5kzqqbPZbFi6dGlIwqe7detGByIjhQsXLmD8+PH47rvvmoVdctzV2hFPP/00ioqKRNfR1NSEpUuXSvK0OBwOLFiwAKWlpZLs+/HHH/GnP/0J/fr1w1133YWxY8di7NixGDFiBB588EFBsd/U1IQnn3wSDz/8sOQ2UTqdDvn5+ZILS0Uiq1atwvvvv9/qirZqtRoDBgwIkVWMtkYmk2HIkCHIy8uDWq2GzWYLmNohlejo6IgSIh6PB//+976GcX4AABrjSURBVL/x8ssv48qVK6L3wbNnz2LhwoWora0VXdfPP/9Mn9/9YTabsXr16oCVy4Grz5l79+5Ffn4+hg0bhiFDhmDcuHEYP348Ro4ciQcffBA7duxodg7X1tbimWeewddff43a2lpJ57hCocD9998v2OnheqChoQEvvfQSDh48GJL7e69evSJqgOl6JahYrezsbKxevRo33ngjysrK8OKLL+KOO+7AiRMnUF5eDrVa3Sz/IDk5mYbKlZeXN8vDIP/7C6dbsGABXnzxxWafkxMzKiqKhi+73W5YLBbaC1Aul1PPN3D1gYYUJCAtiUgOsUajAcdxqKurozngvid/S3NW/cEPGSZI8XqLPeS7XC4a8k08nCSknN/6S8wWInSvXLmCS5cuITU1lbYjIyHnDQ0NqKmpoZUS/Xm5iV3kRULTnU4nbQHBD0P33R7gqqC2WCyor6+HRqNBVFQUzREnuc3E2+5yuVBfXw+1Wu23H3lLERJwYqLOd1BD6HcTCmf3/SvkNXa5XKisrITdbofRaITL5aLF8/hePRIBAPyW50+q25OUBLvdLioOAx3vQp5n38GHlp4zgewJdMwFig4JNDDCt11oO/x53dvC661UKvHSSy/B5XJhyZIlAICNGzdi9erVePjhh1uV58hPQYkkTp06hTFjxiA/Px/dunWjn585cwYbNmzAqVOnAj60HDp0CBs2bMCECRNE57Hb7Zg3bx7efffdoOxzu91wu9344YcfJC9jt9vxf//3f/jyyy/Rq1cv5OXl4Z577vErENLT00PmAQxH7HY75s6di2+++QZvvvkmkpKSvFphSsXlcuH48eNtYCGjrVCpVHjooYewbt06FBcX4/3338eNN97YahFBaoZEEo2NjXj77bdx6tQpTJs2Df3796eDbVarFYcPH0ZBQQF++OEHv9fzyspKrFy5Eq+++qqot9hsNmPhwoXYunVrUDa63W7U1dXh1KlTXvUqxOA4DkePHsVDDz2EPn36YPDgwRg+fDgGDRrkFdnli8lkwuDBg3HgwIGIvHcF4tixY3jggQeQn5+P8ePHIzU1tcWpMZcuXaLRoYz2IyjRPWrUKPq+b9++yM7ORkZGBtavXx9UFcRgeeaZZ/D444/T/61WKzp27AiNRkMvmFFRUdTz6XQ6UVlZiaamJlpkihQRI7mvwG8PxeQgbmhooDncNpsNFRUV1PPNJ1gR4e9hHRDP3RYTbL5CwHcZMo14o/mfC3kMhdbvdrtRX1+Ps2fPwmw2IyoqCnq9Hh6PBzabDTU1NV6F6sQGCcREC/kr5J3ivyfLEKFIRDVpg1VXV0dTHIgnl7RLINXnhX4HX8HlT4Dxp4n9jv6OCTEhLfSeDPaQXuj87xT6/ZqamugAi8VioVX7SQE8sh5yTJP8fiLEbTYbzGYzbDabYMEyf/g7Dn33X3sQSGgH+r19zwuh89H3+67FtqrVajz22GP49NNPUVJSArvdjjlz5qCpqQkTJ05ssefmk08+QVVVVYitvTY0Njbi9ddfb/HyLpcLzz77LDp06CBYsK68vBxLlizB559/fk0f0q1WK/bu3YuDBw/irbfeQn5+PiZOnPi7zUl2OBz47LPP8P3332Pw4MGYO3cuevfuTe8BgXC5XHjllVewfPnyNraUEWpSU1PRvXt3nDx5Eh999BGUSiXmz5+PjIyMFg82nj17FleuXAmxpW1PY2MjNm/ejKKiIsTFxVHR7HA4YDabBWvs+OLxeLBy5UrI5XI89NBDSElJoc94ZrMZBw8exJo1a7BlyxZJXu5QUFtbi127duGHH37AihUrcNttt2H27NkYOnSo4MAAaQV3re69oYJ0WSL7m+8Q49czAq5Gcz311FP417/+hfvuuw8jRoxAeno6jEYj9Hq9pGO/oqICy5cv/921mAxHWtWn22g0onv37jhz5gxGjBhBvZF8b3dFRQVSUlIAXC36s3//fq91kOrmZB4hNBqNYGsHjuOoSCbFvvg9iEl4NMnP5nt9dTodFSUkR4iE3tbX1+P8+fMoLy9v5nltCf7EGBFEpOAXKWAmFF4jRQyRaR6Ph64v0PJCAhS4KuhI/rZCoaD7jnhLiRD29ZCKCW4CsU0KvoMMfPFNcpodDgesViuioqKgVCqpx5tUORfa7pbmZIsJLrF1SNlOfqQDaYMWHR1Nw8P5o/GkdRYZUOF790n4PxHc/JZxfBHPL65ntVpht9sltWsQ2nax9/6Wv5b4s1dsnmDWHQh/x0trMBgMXqHE9fX1mDVrFlatWoU777wTf//736HT6SR/7+bNm/Hiiy9eM0HZ0rz8tuTs2bMYPny4oKAl6TntRVNTEw4dOoQ///nP+O6775Cfn0+LS5Hr/KeffkojhyIFuVyO2267DY888oiot43jOKxfvx4XL17Ejz/+iKamJlRWVuKLL77Axo0bccMNNyArKwtpaWm47777IJPJ0LVrVy8hbrFYcOTIERQUFODLL79scccURvtBnAEcx8Fut+O9997D3r17MWnSJIwePRpdunTxKggaiJKSErz00kttLkRksqutnQwGAwwGA2w2G65cudLqNAmyH1rTa7y+vh5vvvkmVq1ahZSUFCQmJsLtduPSpUuoqKi4ZmLbF47jUFtbi02bNmHPnj2YMGECHnnkEfTu3ZumwgFXi8UFkwseDmRkZCAvLw85OTlISUmB0+mktafq6upoDarjx4/j1KlTKCkpQU1NDX766SecPHkSixYtQmJiIjp37ox+/frh1ltvRXp6Om0dS1r9ut1uVFdX4/Dhw3j33Xexffv2iNpP1ysyrhVPPTabDZ06dcILL7yAqVOnIjExER9//DHGjx8P4Gqhhh49emDPnj249dZbsWnTJowZMwZlZWVISkoCAKxcuRJPPvkkKisrJfdMtFqtiI2NxfDhw2k7K7PZjMrKSiqcAVCPIV+AEDFDHkhJzi/xnpKBg9raWurF9efJlQrfu0Y8miqVirZ00mq10Gg0tBp4fX29lxDy932+YoafBywW0uy7nJgI9c0rJsv784j6E7eBkBrKzBeqZF8SsUkGB0huf6CBEzFR5OvhFtqngbZPyjxk/6pUKiQlJSEpKQkajQY6nY72XSeDMiqVCi6XCw6Hg1bmt9ls9ObLH2Tge87Ji0CEuu/Aib+BHaHjLNC28+drC4El5bcTsokgFu0g5bcXwt9AU01NDWpra/2Gy0llzpw5WLZsmagNffr0QVpaGiZPnoyhQ4cKth0pKyvD/v37sWPHDqxfvx4Wi6XVdvlDpVJh8ODBGDp0KG3Vc+bMGSxduhQHDx5s0+++3oiJiUGvXr0QExODKVOm4MKFC3jttdfa7SG5peTl5WHx4sWSiiE5nU4cO3YMv/zyC5YuXYrDhw83E8/knOvSpYuX6DabzSguLg6t8YyAhPKaX1tbi6FDhzbrHEC8nQMGDMCgQYMwYMAA9OzZk15nSaSc3W6H2WzGlStXcPLkSaxevRo//vhjmw38qdVq3HzzzcjNzUVOTg46duwIo9EIi8WCzz//HEuWLAlYEI1xFZlMBpPJhKysLGRnZ9MWWFu3bsX69etbNfBwLYmPj8e6deswbNiwgM9P5Bm2vLwc58+fx86dO1FYWIhffvnFSzyTLjVxcXFISEig11Kn04mqqipUVla264Dx742AGiYY0T1v3jyMHTsWGRkZKC0txfPPP4+jR4/i5MmTSExMRF5eHs0vNBgM+Otf/woA2L17N4Cr3oJ+/fohLS0N//znP1FeXo7//u//xiOPPIJXX31V8kYR0Z2bmwuZTIbGxkZUVFTQAgy+B6Rv2C7p4UwKrwG/5fbwPc1iXtJAD95C8MWrQqGglddjYmKgVqtpUStSNK6srMyrQJkU0e0rBMU82EKf+a7P3/9iywntFyHBJWSnFMQEDfl9yXsyn5CYFCOQOJYyUBEM/H1AXlqtFl26dKG9s/V6Pc1LJ1EdRIjX1NTQ/HrSu9xqtdLoDrLN/n47/l8pv4HU7RYKw5YymNKWXk9fO/ydF1LOE3/HtS/EQ0MKALZWdLvdbowbNw5ff/21pPnT0tIEc19JUcNrQXp6Ot544w2MHTu2WYuesrIy3HvvvUFVEGdcH+zcuRN33HFH0MtZrVZ8+OGHmDdvHhwORxtYxggFobym//zzzxg6dKjf+j9yuRw6nQ4mk8mrvalvAV1SXLStMBqNmD9/PqZPn47ExMRm90yn04n//d//xTPPPNOizj2/Z4izTC6XeznZIoEhQ4Zg06ZNkh2MfNxuN4qLizFv3jxs3rw5orb790Sg3yWo8PKSkhJMnDgR1dXVSExMxO233469e/ciMTERALBkyRLI5XKMHz8ejY2NyM3Nxdtvv02XVygU+Prrr2loRVRUFKZOnYp//OMfLdi0qwehXC6n7aSExAM/zFomk9GwWoLQg7JQyLQvLRGNwG83hbS0NMTExEClUiE6OppWTideTYfD4dWWyx9CIsrXTiHRKJVA+8H3f7Ew60DTWmoHGcn2Xbc/r22wiA1kiCFVxJP3fC80ESX8CAOVSgWFQgGbzUbTIRQKBa3ATwoDAkBpaSktiiU2OOLPFqHjRcwjLIRYZIU/2soLTuzhR0j4G2iSYrfUiIdQh5QTjhw5gu3bt0ueX2ql7bbipptuwqZNm9ChQwfBfZKamor8/HxMmjSJhb8xJGEwGDBz5kzI5XI89thjEefhZwTP0aNHA4aCezwe1NfXt2uahUajwXPPPYdZs2aJFvpTq9V4+OGH8fHHH7MonyDhOM7rGT6SiIqKanE9DoVCgV69emHp0qX44x//KKmFGyP8CEp0r1u3zu90rVaL5cuX+y1SkpGRgY0bNwbztaKQMNuamhpaQZsgJjKJB5RM4+MrOKSKXX/4Chi1Wo2UlBQYDAYolUrasoJ42UmbstjYWFy5cqXVo6CtFUDBePTE1uUbEu77viUEGkQIVsRJtSfU8/GPOVIUzWQyQa/X0zxtfj69y+WitQhISzz+vCaTCVeuXKE3JX8CWypSIh8CLXOtEBLavqJY6vZISSEQG3xri5B6l8uFgoICLF68OGJyd2NiYvCPf/wD6enpfufr3bs3FAoFE92/MwoLC1vk6QauDmBPnz4dy5cvx4kTJ0JsGSOcKC8vx+rVqyPCK9yvXz9MmzYtYGV9k8mEfv36MdH9O+LMmTOorKwULNYplczMTIwYMYKJ7gilVYXU2gvyIEvaVfEr/gHwEtVCXjxCS0NaA4XuCn1OPJk6nY72FFcqlV4V2PmVt0keMr8wXGtp6xBe8h0kqkCKhz0UgjlYxDyUYiHk/sSUFMEVSICSfcZxHCorKyGXy5GYmEirr5NjheB0OqHRaKgAJ0UASRQHP1WCf6zyB5PEbPLnBRbaT0LT+B72axU27vu/v4GmQINtvr9fsJEmvt/B3x8t3RdvvvkmNm3ahKKioojKz+rYsSPGjBkTcL5u3bph0KBBQbXVYkQ+H3zwAXJzc/HHP/6xRcu31+Aeo+2x2WzQarWwWCx45513sGfPnvY2KSAymQzdu3eXFD5MBtT5aY6M65tff/0VX331FR2Uacn1y+12Q6vVsuMmDJHkkOIiMDHg3Llz6NKlS3ubwWAwGEFx6dKlgF5fBoPBYDAYDMb1RUR6uuPi4gAAFy9eRGxsbDtbExjSV/zSpUshqVzcljBb24ZIshWILHsjwVaO41BXV9eqsDIGg8FgMBgMRmQSkaKbhGrHxsaG7UO2EKRPYyTAbG0bIslWILLsDXdbI2GAkMFgMBgMBoMReuSBZ2EwGAwGg8FgMBgMBoPREpjoZjAYDAaDwWAwGAwGo42ISNGt0Wjw/PPPt6jBfHsQSfYyW9uGSLIViCx7I8lWBoPBYDAYDMbvj4isXs5gMBgMBoPBYDAYDEYkEJGebgaDwWAwGAwGg8FgMCIBJroZDAaDwWAwGAwGg8FoI5joZjAYDAaDwWAwGAwGo41gopvBYDAYDAaDwWAwGIw2IiJF9/Lly9G5c2dotVpkZ2dj//7919yGnTt3YuzYsUhLS4NMJsO///1vr+kcx+G5555DamoqdDodhg8fjtOnT3vNU1NTg8mTJ8NgMMBoNGL69Omw2Wwht3XBggW45ZZbEBMTg6SkJIwbNw7FxcVe8zQ0NGDWrFmIj49HdHQ0xo8fj4qKCq95Ll68iNGjR0Ov1yMpKQlPPvkkmpqaQmprQUEB+vbtC4PBAIPBgJycHGzatCns7BTitddeg0wmQ35+flja+8ILL0Amk3m9evToEZa2AsDly5cxZcoUxMfHQ6fToU+fPjh48CCdHk7nGIPBYDAYDAaDIUbEie5PPvkEjz/+OJ5//nkcPnwYWVlZyM3NRWVl5TW1o76+HllZWVi+fLng9H/+85946623sGLFCuzbtw9RUVHIzc1FQ0MDnWfy5Mn46aefsGXLFnz99dfYuXMnZsyYEXJbi4qKMGvWLOzduxdbtmyBy+XCXXfdhfr6ejrPY489hg0bNuDTTz9FUVERSktLce+999Lpbrcbo0ePhtPpxO7du7FmzRqsXr0azz33XEhtTU9Px2uvvYZDhw7h4MGDGDp0KO6++2789NNPYWWnLwcOHMA777yDvn37en0ebvb27t0bZWVl9LVr166wtNVsNmPw4MFQqVTYtGkTTp48iUWLFsFkMtF5wukcYzAYDAaDwWAwROEijEGDBnGzZs2i/7vdbi4tLY1bsGBBu9kEgPviiy/o/x6Ph0tJSeEWLlxIP7NYLJxGo+E+/vhjjuM47uTJkxwA7sCBA3SeTZs2cTKZjLt8+XKb2ltZWckB4IqKiqhtKpWK+/TTT+k8P//8MweA27NnD8dxHLdx40ZOLpdz5eXldJ6CggLOYDBwjY2NbWqvyWTi3nvvvbC1s66ujuvWrRu3ZcsW7g9/+AM3d+5cjuPCb78+//zzXFZWluC0cLP1qaee4m6//XbR6eF+jjEYDAaDwWAwGISI8nQ7nU4cOnQIw4cPp5/J5XIMHz4ce/bsaUfLvDl//jzKy8u97IyNjUV2dja1c8+ePTAajRg4cCCdZ/jw4ZDL5di3b1+b2ldbWwsAiIuLAwAcOnQILpfLy94ePXqgU6dOXvb26dMHycnJdJ7c3FxYrVbqhQ41brcb69atQ319PXJycsLWzlmzZmH06NFedgHhuV9Pnz6NtLQ0ZGZmYvLkybh48WJY2vrVV19h4MCBuP/++5GUlIT+/fvj3XffpdPD/RxjMBgMBoPBYDAIESW6r1y5Arfb7fXQDwDJyckoLy9vJ6uaQ2zxZ2d5eTmSkpK8piuVSsTFxbXptng8HuTn52Pw4MG46aabqC1qtRpGo9GvvULbQ6aFkuPHjyM6OhoajQYzZ87EF198gV69eoWdnQCwbt06HD58GAsWLGg2Ldzszc7OxurVq7F582YUFBTg/PnzuOOOO1BXVxd2tp47dw4FBQXo1q0bvvnmG+Tl5WHOnDlYs2aN1/eF4znGYDAYDAaDwWDwUba3AYxry6xZs3DixAmvXN5w48Ybb8TRo0dRW1uLwsJCTJ06FUVFRe1tVjMuXbqEuXPnYsuWLdBqte1tTkBGjRpF3/ft2xfZ2dnIyMjA+vXrodPp2tGy5ng8HgwcOBCvvvoqAKB///44ceIEVqxYgalTp7azdQwGg8FgMBgMhnQiytOdkJAAhULRrKJyRUUFUlJS2smq5hBb/NmZkpLSrPhbU1MTampq2mxbZs+eja+//hrbt29Henq6l71OpxMWi8WvvULbQ6aFErVaja5du2LAgAFYsGABsrKysHTp0rCz89ChQ6isrMTNN98MpVIJpVKJoqIivPXWW1AqlUhOTg4re30xGo3o3r07zpw5E3b7NjU1Fb169fL6rGfPnjQcPlzPMQaDwWAwGAwGw5eIEt1qtRoDBgzA1q1b6Wcejwdbt25FTk5OO1rmzQ033ICUlBQvO61WK/bt20ftzMnJgcViwaFDh+g827Ztg8fjQXZ2dkjt4TgOs2fPxhdffIFt27bhhhtu8Jo+YMAAqFQqL3uLi4tx8eJFL3uPHz/uJWK2bNkCg8HQTByFGo/Hg8bGxrCzc9iwYTh+/DiOHj1KXwMHDsTkyZPp+3Cy1xebzYazZ88iNTU17Pbt4MGDm7W1++WXX5CRkQEg/M4xBoPBYDAYDAZDlPau5BYs69at4zQaDbd69Wru5MmT3IwZMzij0ehVUflaUFdXxx05coQ7cuQIB4BbvHgxd+TIEe7XX3/lOI7jXnvtNc5oNHJffvkld+zYMe7uu+/mbrjhBs7hcNB1jBw5kuvfvz+3b98+bteuXVy3bt24iRMnhtzWvLw8LjY2ltuxYwdXVlZGX3a7nc4zc+ZMrlOnTty2bdu4gwcPcjk5OVxOTg6d3tTUxN10003cXXfdxR09epTbvHkzl5iYyD3zzDMhtfXpp5/mioqKuPPnz3PHjh3jnn76aU4mk3HffvttWNkpBr96ebjZ+8QTT3A7duzgzp8/z/3www/c8OHDuYSEBK6ysjLsbN2/fz+nVCq5V155hTt9+jS3du1aTq/Xcx9++CGdJ5zOMQaDwWAwGAwGQ4yIE90cx3HLli3jOnXqxKnVam7QoEHc3r17r7kN27dv5wA0e02dOpXjuKstjf7+979zycnJnEaj4YYNG8YVFxd7raO6upqbOHEiFx0dzRkMBm7atGlcXV1dyG0VshMAt2rVKjqPw+Hg/vKXv3Amk4nT6/XcPffcw5WVlXmt58KFC9yoUaM4nU7HJSQkcE888QTncrlCauuf/vQnLiMjg1Or1VxiYiI3bNgwKrjDyU4xfEV3ONk7YcIELjU1lVOr1VyHDh24CRMmcGfOnAlLWzmO4zZs2MDddNNNnEaj4Xr06MGtXLnSa3o4nWMMBoPBYDAYDIYYMo7juPbxsTMYDAaDwWAwGAwGg3F9E1E53QwGg8FgMBgMBoPBYEQSTHQzGAwGg8FgMBgMBoPRRjDRzWAwGAwGg8FgMBgMRhvBRDeDwWAwGAwGg8FgMBhtBBPdDAaDwWAwGAwGg8FgtBFMdDMYDAaDwWAwGAwGg9FGMNHNYDAYDAaDwWAwGAxGG8FEN4PBYDAYDAaDwWAwGG0EE90MBoPBYDAYDAaDwWC0EUx0MxgMBoPBYDAYDAaD0UYw0c1gMBgMBoPBYDAYDEYbwUQ3g8FgMBgMBoPBYDAYbcT/A5nvyLvPsf7qAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "random_sample = np.random.choice(len(images))\n", - "\n", - "fig, axs = plt.subplots(1, 3, figsize=(10, 4))\n", - "\n", - "axs[0].imshow(images[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n", - "axs[0].set_title(\"Image\", fontsize=16)\n", - "\n", - "axs[1].imshow(masks[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n", - "axs[1].set_title(f\"Label - {true_count[random_sample]} cells\", fontsize=16)\n", - "axs[1].axis(\"off\")\n", - "\n", - "axs[2].imshow(preds[random_sample].squeeze(), cmap=\"gray\")\n", - "axs[2].set_title(f\"Prediction - {pred_count[random_sample]} cells\", fontsize=16)\n", - "axs[2].axis(\"off\")\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "On average, predictions differ from the true cell count by 2.72 cells (2.78%).\n" + ] + } + ], + "source": [ + "images, masks, preds = [], [], []\n", + "with torch.no_grad():\n", + " for idx in range(len(image_files)):\n", + " image, mask = load_pair(idx)\n", + "\n", + " image = image.unsqueeze(0).unsqueeze(0)\n", + " mask = mask.unsqueeze(0).unsqueeze(0)\n", + "\n", + " pred = unet_regressor(image)\n", + " pred = torch.sigmoid(pred).cpu()\n", + "\n", + " images.append(image.cpu())\n", + " masks.append(mask.cpu())\n", + " preds.append(pred)\n", + "\n", + "images = torch.cat(images, dim=0)\n", + "masks = torch.cat(masks, dim=0)\n", + "preds = torch.cat(preds, dim=0)\n", + "\n", + "true_count = np.array([skmorph.label(l.squeeze()).max() for l in masks])\n", + "pred_count = np.array([skmorph.label(p.squeeze() > .995).max() for p in preds])\n", + "\n", + "mae = abs(pred_count - true_count).mean()\n", + "mpe = (abs(pred_count[true_count > 0] - true_count[true_count > 0])\n", + " / (true_count[true_count > 0])).mean()\n", + "\n", + "print(f\"On average, predictions differ from the true cell count by {mae:.2f} cells ({mpe:.2%}).\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sample a random image and compare. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the predicted cell counts vs. true counts for the whole dataset." + "data": { + "image/png": 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", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random_sample = np.random.choice(len(images))\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(10, 4))\n", + "\n", + "axs[0].imshow(images[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n", + "axs[0].set_title(\"Image\", fontsize=16)\n", + "\n", + "axs[1].imshow(masks[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n", + "axs[1].set_title(f\"Label - {true_count[random_sample]} cells\", fontsize=16)\n", + "axs[1].axis(\"off\")\n", + "\n", + "axs[2].imshow(preds[random_sample].squeeze(), cmap=\"gray\")\n", + "axs[2].set_title(f\"Prediction - {pred_count[random_sample]} cells\", fontsize=16)\n", + "axs[2].axis(\"off\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the predicted cell counts vs. true counts for the whole dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8, 8))\n", - "plt.scatter(true_count, pred_count, alpha=0.75)\n", - "plt.axline([0, 0], [1, 1], color=\"black\")\n", - "plt.xlabel(\"True Count\", fontsize=24)\n", - "plt.xlim(0, 250)\n", - "plt.ylabel(\"Predicted Count\", fontsize=24)\n", - "plt.ylim(0, 250)\n", - "plt.show()" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "kernelspec": { - "display_name": "py_env_book (3.10.15)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.15" - } + ], + "source": [ + "plt.figure(figsize=(8, 8))\n", + "plt.scatter(true_count, pred_count, alpha=0.75)\n", + "plt.axline([0, 0], [1, 1], color=\"black\")\n", + "plt.xlabel(\"True Count\", fontsize=24)\n", + "plt.xlim(0, 250)\n", + "plt.ylabel(\"Predicted Count\", fontsize=24)\n", + "plt.ylim(0, 250)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deeptrack2", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 2 + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 }