diff --git a/notebooks/ductile_brittle_data_exploration.ipynb b/notebooks/ductile_brittle_data_exploration.ipynb index 035d1d7..08bfb7d 100644 --- a/notebooks/ductile_brittle_data_exploration.ipynb +++ b/notebooks/ductile_brittle_data_exploration.ipynb @@ -1,291 +1,1062 @@ { "cells": [ { - "cell_type": "code", - "execution_count": null, - "id": "6b52f498", + "cell_type": "markdown", + "id": "631cda20-9ff8-4936-b791-35edc2eae1f0", "metadata": {}, + "source": [ + "# Ductile and Brittle Materials: Mask Dataset Exploration\n", + "\n", + "This notebook performs a basic analysis of a segmentation dataset where all masks are located in a single directory. The analysis focuses on key areas:\n", + "\n", + "2. **Pixel Distribution Analysis:** It calculates and visualizes the balance of pixels between the two categories, both across the entire dataset and within individual masks.\n", + "3. **Spatial Distribution Analysis:** It generates aggregate heatmaps to show if labels for each category tend to appear in specific regions of the image frame." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b8c79dde-fb74-4928-a2fc-ebe71b21fe25", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:35:49.798931Z", + "iopub.status.busy": "2026-01-09T17:35:49.798577Z", + "iopub.status.idle": "2026-01-09T17:35:49.804944Z", + "shell.execute_reply": "2026-01-09T17:35:49.803497Z", + "shell.execute_reply.started": "2026-01-09T17:35:49.798911Z" + }, + "trusted": true + }, "outputs": [], "source": [ - "import os\n", "from pathlib import Path\n", "\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "import pandas as pd\n", - "from PIL import Image" + "from PIL import Image\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "ccf0b770", + "metadata": {}, + "source": [ + "Load data. Might need to onfigure the path to the directory containing all mask files." ] }, { "cell_type": "code", "execution_count": null, - "id": "40774ce3", - "metadata": {}, - "outputs": [], + "id": "da949b39-bc15-45c6-9510-14d840565cae", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:35:49.813869Z", + "iopub.status.busy": "2026-01-09T17:35:49.813574Z", + "iopub.status.idle": "2026-01-09T17:35:49.830773Z", + "shell.execute_reply": "2026-01-09T17:35:49.829379Z", + "shell.execute_reply.started": "2026-01-09T17:35:49.813847Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Mask directory found: /kaggle/input/segmentations-images-automl/pictures/vega_3_tescan_labeled_images\n", + "Found 94 total mask files.\n" + ] + } + ], "source": [ - "plt.style.use(\"seaborn-v0_8\")\n", + "plt.style.use(\"seaborn-v0_8-darkgrid\")\n", "plt.rcParams[\"figure.figsize\"] = (12, 8)\n", + "plt.rcParams[\"figure.facecolor\"] = \"white\"\n", + "\n", + "# --- CONFIGURATION ---\n", + "# IMPORTANT: Set this to the path of the directory containing your mask images.\n", + "MASK_DIR = Path(\n", + " \"/kaggle/input/segmentations-images-automl/pictures/vega_3_tescan_labeled_images\",\n", + " )\n", + "# ---------------------\n", + "\n", "\n", - "# Define paths\n", - "data_path = \"../data/sem_images/raw\"\n", - "brittle_path = os.path.join(data_path, \"Brittle\")\n", - "ductile_path = os.path.join(data_path, \"Ductile\")\n", + "if not MASK_DIR.exists():\n", + " print(f\"❌ Directory not found: {MASK_DIR}\")\n", + " print(\"Please update the MASK_DIR variable.\")\n", + "else:\n", + " print(f\"✅ Mask directory found: {MASK_DIR}\")\n", "\n", - "print(f\"Data directory: {data_path}\")\n", - "print(f\"Brittle images path: {brittle_path}\")\n", - "print(f\"Ductile images path: {ductile_path}\")" + "# Collect all image files from the directory\n", + "image_extensions = [\".png\", \".jpg\", \".jpeg\", \".tif\", \".tiff\", \".bmp\"]\n", + "mask_files = [p for p in MASK_DIR.iterdir() if p.suffix.lower() in image_extensions]\n", + "\n", + "df = pd.DataFrame(mask_files, columns=[\"filepath\"])\n", + "print(f\"Found {len(df)} total mask files.\")" + ] + }, + { + "cell_type": "markdown", + "id": "1764dd13", + "metadata": {}, + "source": [ + "Size analisis" ] }, { "cell_type": "code", "execution_count": null, - "id": "7869f445", - "metadata": {}, - "outputs": [], + "id": "6aa25d7a", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:35:49.832686Z", + "iopub.status.busy": "2026-01-09T17:35:49.832471Z", + "iopub.status.idle": "2026-01-09T17:35:49.984117Z", + "shell.execute_reply": "2026-01-09T17:35:49.983157Z", + "shell.execute_reply.started": "2026-01-09T17:35:49.832669Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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We'll assume these correspond to your `brittle` and `ductile` categories. The notebook will refer to them as `CATEGORY_A` or `CATEGORY_B`." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "3b9930ab-0188-4056-9a58-82a7e9adc1a3", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:35:50.039273Z", + "iopub.status.busy": "2026-01-09T17:35:50.039073Z", + "iopub.status.idle": "2026-01-09T17:35:50.075292Z", + "shell.execute_reply": "2026-01-09T17:35:50.073895Z", + "shell.execute_reply.started": "2026-01-09T17:35:50.039255Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 colors found in the sample image.\n", + "Discovered segmentation colors:\n", + " - DUCTILE_COLOR: (255, 0, 0)\n", + " - FRAGILE_COLOR: (0, 255, 0)\n" + ] + } + ], + "source": [ + "DUCTILE_COLOR = None\n", + "FRAGILE_COLOR = None\n", + "\n", + "def find_segmentation_colors(sample_path): # noqa: ANN001, ANN201\n", + " \"\"\"Analyzes a sample mask to find the two non-background colors.\"\"\"\n", + " with Image.open(sample_path) as img:\n", + " # Using getcolors() is efficient for images with few colors\n", + " colors = img.convert(\"RGB\").getcolors(maxcolors=256)\n", + "\n", + " print(len(colors), \"colors found in the sample image.\")\n", + "\n", + " if not colors:\n", + " raise ValueError(\"Could not find any colors in the sample image.\")\n", + "\n", + " # Filter out black/dark colors, assuming they are the background\n", + " non_background_colors = [c[1] for c in colors if sum(c[1]) > 30]\n", + " non_background_colors.sort(\n", + " key=lambda x: x[0], reverse=True,\n", + " )\n", + "\n", + " if len(non_background_colors) < 2:\n", + " raise ValueError(\"Expected at least 2 colors\")\n", + "\n", + " return tuple(non_background_colors[0]), tuple(non_background_colors[1])\n", + "\n", + "if not df.empty:\n", " try:\n", - " with Image.open(file_path) as img:\n", - " return {\n", - " \"width\": img.width,\n", - " \"height\": img.height,\n", - " \"mode\": img.mode,\n", - " \"format\": img.format,\n", - " \"size_bytes\": os.path.getsize(file_path),\n", - " }\n", - " except Exception as e:\n", - " print(f\"Error processing {file_path}: {e}\")\n", - " return None\n", - "\n", - "\n", - "# Collect image information\n", - "image_data = []\n", - "\n", - "print(\"Analyzing Brittle images...\")\n", - "for file in brittle_files:\n", - " file_path = os.path.join(brittle_path, file)\n", - " info = get_image_info(file_path)\n", - " if info:\n", - " info[\"filename\"] = file\n", - " info[\"category\"] = \"Brittle\"\n", - " image_data.append(info)\n", - "\n", - "print(\"Analyzing Ductile images...\")\n", - "for file in ductile_files:\n", - " file_path = os.path.join(ductile_path, file)\n", - " info = get_image_info(file_path)\n", - " if info:\n", - " info[\"filename\"] = file\n", - " info[\"category\"] = \"Ductile\"\n", - " image_data.append(info)\n", - "\n", - "# Create DataFrame\n", - "df = pd.DataFrame(image_data)\n", - "print(f\"\\nSuccessfully analyzed {len(df)} images\")" + " DUCTILE_COLOR, FRAGILE_COLOR = find_segmentation_colors(df[\"filepath\"].iloc[0])\n", + " print(\"Discovered segmentation colors:\")\n", + " print(f\" - DUCTILE_COLOR: {DUCTILE_COLOR}\")\n", + " print(f\" - FRAGILE_COLOR: {FRAGILE_COLOR}\")\n", + " except (ValueError, IndexError) as e:\n", + " print(f\"Could not automatically determine colors: {e}\")\n", + "else:\n", + " print(\"No mask files found to analyze.\")" ] }, { "cell_type": "code", - "execution_count": null, - "id": "fcb4789f", + "execution_count": 34, + "id": "ff4b822c-aa38-44fc-9eb3-32cd96f7ed10", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:35:50.077069Z", + "iopub.status.busy": "2026-01-09T17:35:50.076670Z", + "iopub.status.idle": "2026-01-09T17:35:55.796777Z", + "shell.execute_reply": "2026-01-09T17:35:55.796138Z", + "shell.execute_reply.started": "2026-01-09T17:35:50.077045Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Category assignment complete.\n" + ] + } + ], + "source": [ + "def get_category(mask_path, color_a, color_b) -> str: # noqa: ANN001\n", + " \"\"\"Assign a category to a mask based on which color is present.\"\"\"\n", + " with Image.open(mask_path) as img:\n", + " img_rgb = img.convert(\"RGB\")\n", + " np_img = np.array(img_rgb)\n", + "\n", + " count_a = np.sum(np.all(np_img == color_a, axis=-1))\n", + " count_b = np.sum(np.all(np_img == color_b, axis=-1))\n", + "\n", + " if count_a > count_b:\n", + " return \"Ductile\"\n", + " elif count_b > count_a:\n", + " return \"Fragile\"\n", + " return \"MIXED\"\n", + "\n", + "if DUCTILE_COLOR and FRAGILE_COLOR:\n", + " df[\"category\"] = df[\"filepath\"].map(\n", + " lambda p: get_category(p, DUCTILE_COLOR, FRAGILE_COLOR),\n", + " )\n", + " print(\"Category assignment complete.\")\n", + "else:\n", + " print(\"Skipping category assignment as colors were not identified.\")" + ] + }, + { + "cell_type": "markdown", + "id": "30dfaed1-bae4-4252-966b-7dfc5eee7a7f", "metadata": {}, - "outputs": [], "source": [ - "print(\"=== IMAGE DATASET OVERVIEW ===\")\n", - "print(f\"Total images: {len(df)}\")\n", - "print(f\"Categories: {df['category'].value_counts().to_dict()}\")\n", - "print(f\"\\nImage formats: {df['format'].value_counts().to_dict()}\")\n", - "print(f\"Color modes: {df['mode'].value_counts().to_dict()}\")\n", - "\n", - "print(\"\\n=== DIMENSION STATISTICS ===\")\n", - "print(df[[\"width\", \"height\", \"size_bytes\"]].describe())\n", - "\n", - "print(\"\\n=== STATISTICS BY CATEGORY ===\")\n", - "print(\n", - " df.groupby(\"category\")[[\"width\", \"height\", \"size_bytes\"]].describe(),\n", - ")" + "Now we count the number of masks assigned to each category." ] }, { "cell_type": "code", - "execution_count": null, - "id": "e1183617", + "execution_count": 35, + "id": "fe62c69a-39ba-4441-8a09-2eb3e0b83071", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:35:55.797812Z", + "iopub.status.busy": "2026-01-09T17:35:55.797534Z", + "iopub.status.idle": "2026-01-09T17:35:55.928532Z", + "shell.execute_reply": "2026-01-09T17:35:55.927556Z", + "shell.execute_reply.started": "2026-01-09T17:35:55.797785Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Mask Counts by Category ===\n", + "category\n", + "Ductile 73\n", + "Fragile 21\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if \"category\" in df.columns:\n", + " category_counts = df[\"category\"].value_counts()\n", + "\n", + " print(\"=== Mask Counts by Category ===\")\n", + " print(category_counts)\n", + "\n", + " fig, ax = plt.subplots(figsize=(8, 6))\n", + " category_counts.plot(kind=\"bar\", ax=ax, rot=0)\n", + " ax.set_title(\"Number of Masks per Category\")\n", + " ax.set_ylabel(\"Count\")\n", + " ax.set_xlabel(\"Category\")\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "320d81ad-8f6e-471a-8c41-a613b1402dcc", "metadata": {}, - "outputs": [], "source": [ - "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", - "\n", - "# Width distribution\n", - "axes[0, 0].hist(\n", - " df[df[\"category\"] == \"Brittle\"][\"width\"],\n", - " alpha=0.7,\n", - " label=\"Brittle\",\n", - " bins=20,\n", - ")\n", - "axes[0, 0].hist(\n", - " df[df[\"category\"] == \"Ductile\"][\"width\"],\n", - " alpha=0.7,\n", - " label=\"Ductile\",\n", - " bins=20,\n", - ")\n", - "axes[0, 0].set_xlabel(\"Width (pixels)\")\n", - "axes[0, 0].set_ylabel(\"Frequency\")\n", - "axes[0, 0].set_title(\"Image Width Distribution\")\n", - "axes[0, 0].legend()\n", - "\n", - "# Height distribution\n", - "axes[0, 1].hist(\n", - " df[df[\"category\"] == \"Brittle\"][\"height\"],\n", - " alpha=0.7,\n", - " label=\"Brittle\",\n", - " bins=20,\n", - ")\n", - "axes[0, 1].hist(\n", - " df[df[\"category\"] == \"Ductile\"][\"height\"],\n", - " alpha=0.7,\n", - " label=\"Ductile\",\n", - " bins=20,\n", - ")\n", - "axes[0, 1].set_xlabel(\"Height (pixels)\")\n", - "axes[0, 1].set_ylabel(\"Frequency\")\n", - "axes[0, 1].set_title(\"Image Height Distribution\")\n", - "axes[0, 1].legend()\n", - "\n", - "# File size distribution\n", - "axes[1, 0].hist(\n", - " df[df[\"category\"] == \"Brittle\"][\"size_bytes\"] / 1024,\n", - " alpha=0.7,\n", - " label=\"Brittle\",\n", - " bins=20,\n", - ")\n", - "axes[1, 0].hist(\n", - " df[df[\"category\"] == \"Ductile\"][\"size_bytes\"] / 1024,\n", - " alpha=0.7,\n", - " label=\"Ductile\",\n", - " bins=20,\n", - ")\n", - "axes[1, 0].set_xlabel(\"File Size (KB)\")\n", - "axes[1, 0].set_ylabel(\"Frequency\")\n", - "axes[1, 0].set_title(\"File Size Distribution\")\n", - "axes[1, 0].legend()\n", - "\n", - "# Aspect ratio\n", - "df[\"aspect_ratio\"] = df[\"width\"] / df[\"height\"]\n", - "axes[1, 1].hist(\n", - " df[df[\"category\"] == \"Brittle\"][\"aspect_ratio\"],\n", - " alpha=0.7,\n", - " label=\"Brittle\",\n", - " bins=20,\n", - ")\n", - "axes[1, 1].hist(\n", - " df[df[\"category\"] == \"Ductile\"][\"aspect_ratio\"],\n", - " alpha=0.7,\n", - " label=\"Ductile\",\n", - " bins=20,\n", - ")\n", - "axes[1, 1].set_xlabel(\"Aspect Ratio (Width/Height)\")\n", - "axes[1, 1].set_ylabel(\"Frequency\")\n", - "axes[1, 1].set_title(\"Aspect Ratio Distribution\")\n", - "axes[1, 1].legend()\n", + "This is the main analysis, where we count the pixels for each category in every mask." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "4aabce44-6224-41c8-8f78-92537fff4e30", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:35:55.929861Z", + "iopub.status.busy": "2026-01-09T17:35:55.929621Z", + "iopub.status.idle": "2026-01-09T17:36:01.707782Z", + "shell.execute_reply": "2026-01-09T17:36:01.706652Z", + "shell.execute_reply.started": "2026-01-09T17:35:55.929842Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pixel counting and percentage calculation complete.\n" + ] + }, + { + "data": { + "text/html": [ + "
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filepathwidthheightareacategorypixels_apixels_bpixels_bgtotal_pixelspercent_apercent_b
0/kaggle/input/segmentations-images-automl/pict...768768589824Ductile49554994275058982484.01641815.983582
1/kaggle/input/segmentations-images-automl/pict...768768589824Ductile477795112029058982481.00636818.993632
2/kaggle/input/segmentations-images-automl/pict...768768589824Fragile210397379427058982435.67114964.328851
3/kaggle/input/segmentations-images-automl/pict...768768589824Ductile447846141978058982475.92875224.071248
4/kaggle/input/segmentations-images-automl/pict...942604568968Fragile8120148758318456896814.27162985.696032
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" + ], + "text/plain": [ + " filepath width height area \\\n", + "0 /kaggle/input/segmentations-images-automl/pict... 768 768 589824 \n", + "1 /kaggle/input/segmentations-images-automl/pict... 768 768 589824 \n", + "2 /kaggle/input/segmentations-images-automl/pict... 768 768 589824 \n", + "3 /kaggle/input/segmentations-images-automl/pict... 768 768 589824 \n", + "4 /kaggle/input/segmentations-images-automl/pict... 942 604 568968 \n", + "\n", + " category pixels_a pixels_b pixels_bg total_pixels percent_a percent_b \n", + "0 Ductile 495549 94275 0 589824 84.016418 15.983582 \n", + "1 Ductile 477795 112029 0 589824 81.006368 18.993632 \n", + "2 Fragile 210397 379427 0 589824 35.671149 64.328851 \n", + "3 Ductile 447846 141978 0 589824 75.928752 24.071248 \n", + "4 Fragile 81201 487583 184 568968 14.271629 85.696032 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def count_pixels(mask_path, color_a, color_b): # noqa: ANN001, ANN201\n", + " \"\"\"Count the pixels for each category in a single mask.\"\"\"\n", + " with Image.open(mask_path) as img:\n", + " img_rgb = img.convert(\"RGB\")\n", + " np_img = np.array(img_rgb)\n", + "\n", + " total_pixels = np_img.shape[0] * np_img.shape[1]\n", + " pixels_a = np.sum(np.all(np_img == color_a, axis=-1))\n", + " pixels_b = np.sum(np.all(np_img == color_b, axis=-1))\n", + "\n", + " return {\n", + " \"pixels_a\": pixels_a,\n", + " \"pixels_b\": pixels_b,\n", + " \"pixels_bg\": total_pixels - pixels_a - pixels_b,\n", + " }\n", + "\n", + "if DUCTILE_COLOR and FRAGILE_COLOR:\n", + " pixel_counts = df[\"filepath\"].map(\n", + " lambda p: count_pixels(p, DUCTILE_COLOR, FRAGILE_COLOR),\n", + " )\n", + " df = pd.concat([df, pd.DataFrame(pixel_counts.to_list())], axis=1)\n", + "\n", + " # Calculate percentages\n", + " df[\"total_pixels\"] = df[\"pixels_a\"] + df[\"pixels_b\"] + df[\"pixels_bg\"]\n", + " df[\"percent_a\"] = df[\"pixels_a\"] / df[\"total_pixels\"] * 100\n", + " df[\"percent_b\"] = df[\"pixels_b\"] / df[\"total_pixels\"] * 100\n", + "\n", + " print(\"Pixel counting and percentage calculation complete.\")\n", + " display(df.head())\n", + "else:\n", + " print(\"Skipping pixel analysis as colors were not identified.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "158881af-bc9c-4116-95f6-50f38f38e924", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:36:01.709555Z", + "iopub.status.busy": "2026-01-09T17:36:01.709272Z", + "iopub.status.idle": "2026-01-09T17:36:02.001542Z", + "shell.execute_reply": "2026-01-09T17:36:02.000497Z", + "shell.execute_reply.started": "2026-01-09T17:36:01.709529Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(12, 4), sharey=True)\n", + "\n", + "# Histogram for pixels A\n", + "axes[0].hist(df[\"pixels_a\"], bins=50)\n", + "axes[0].set_title(\"Distribution of pixels A\")\n", + "axes[0].set_xlabel(\"Number of pixels\")\n", + "axes[0].set_ylabel(\"Frequency\")\n", + "\n", + "# Histogram for pixels B\n", + "axes[1].hist(df[\"pixels_b\"], bins=50)\n", + "axes[1].set_title(\"Distribution of pixels B\")\n", + "axes[1].set_xlabel(\"Number of pixels\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "03531e6c", + "cell_type": "markdown", + "id": "25e0a0ef-fa9c-4f5f-8870-db7f6e4d8ca7", "metadata": {}, + "source": [ + "This section creates an aggregate heatmap to show if labels for each category tend to appear in specific regions. We assume that every image is squared." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6cb15e33-a7d4-4b8b-b226-cb541f996a3e", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:36:02.004162Z", + "iopub.status.busy": "2026-01-09T17:36:02.003877Z", + "iopub.status.idle": "2026-01-09T17:36:04.617883Z", + "shell.execute_reply": "2026-01-09T17:36:04.616855Z", + "shell.execute_reply.started": "2026-01-09T17:36:02.004142Z" + }, + "trusted": true + }, "outputs": [], "source": [ - "def display_sample_images(category: str, n_samples: int = 6) -> None:\n", - " \"\"\"Display sample images from a given category.\"\"\"\n", - " category_files = df[df[\"category\"] == category][\"filename\"].tolist()\n", - " n_samples = min(n_samples, len(category_files))\n", - "\n", - " fig, axes = plt.subplots(2, 3, figsize=(15, 10))\n", - " fig.suptitle(f\"Sample {category} Images\", fontsize=16)\n", - "\n", - " for i in range(n_samples):\n", - " row = i // 3\n", - " col = i % 3\n", - "\n", - " if category == \"Brittle\":\n", - " img_path = os.path.join(brittle_path, category_files[i])\n", - " else:\n", - " img_path = os.path.join(ductile_path, category_files[i])\n", - "\n", - " img = Image.open(img_path)\n", - " axes[row, col].imshow(img, cmap=\"gray\" if img.mode == \"L\" else None)\n", - " axes[row, col].set_title(f\"{category_files[i]}\\n{img.size[0]}×{img.size[1]}\")\n", - " axes[row, col].axis(\"off\")\n", - "\n", - " # Hide any unused subplots\n", - " for i in range(n_samples, 6):\n", - " row = i // 3\n", - " col = i % 3\n", - " axes[row, col].axis(\"off\")\n", + "H, W = 512, 512\n", + "num_images = len(df)\n", "\n", - " plt.tight_layout()\n", - " plt.show()\n", + "heatmap_a = np.zeros((H, W), dtype=np.float64)\n", + "heatmap_b = np.zeros((H, W), dtype=np.float64)\n", + "\n", + "for path in df[\"filepath\"]:\n", + " with Image.open(path) as img:\n", + " img_rgb = (\n", + " img.convert(\"RGB\")\n", + " .resize((W, H), resample=Image.NEAREST)\n", + " )\n", + " np_img = np.array(img_rgb)\n", + "\n", + " mask_a = np.all(np_img == DUCTILE_COLOR, axis=-1)\n", + " mask_b = np.all(np_img == FRAGILE_COLOR, axis=-1)\n", + "\n", + " heatmap_a += mask_a\n", + " heatmap_b += mask_b\n", + "\n", + "# Normalización: frecuencia relativa por píxel\n", + "heatmap_a /= num_images\n", + "heatmap_b /= num_images\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "788066bf", + "metadata": { + "execution": { + "iopub.execute_input": "2026-01-09T17:36:04.619209Z", + "iopub.status.busy": "2026-01-09T17:36:04.619032Z", + "iopub.status.idle": "2026-01-09T17:36:04.956864Z", + "shell.execute_reply": "2026-01-09T17:36:04.955783Z", + "shell.execute_reply.started": "2026-01-09T17:36:04.619191Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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w2L7wC7+wXvGKV9T73ve+j0pR/8//8/9cT3rSk+6VyX5emeh0OvVVX/VV9VVf9VW1vb1d/+f/+X/Wj/3Yj9V3f/d3t9j6ox/96Hr0ox9dR0dH9ad/+qf1P/6P/2N9y7d8S/3e7/3efQKlj9Xm5ubqUz/1Uz8qwzJsw/Z3tX3yRr8fYO3q1av16Ec/un7mZ37mPn//t3/7t1VVdfvtt7efvfOd7+xTxI43iSUfHBzci+b71//6X1fVvb2sj+Z1yeDO52xtbdVv//Zvf8zvDbZP//RPb33Od34sj+4v//Iv6w/+4A/a/z/zMz+z/vk//+c1OzvbMr8v0ofB9td//dd1zz33tP//7d/+ba2vr9dnfuZnVlXPi11ZWWmf+fM///P7fNZH68Pf//t/v+bm5uqP//iP+37+F3/xF3VwcFCPeMQj/pP6XnUmC5/2aZ/2Mf98tONgX/u1X1uLi4v1kpe85D6z9P+X/+V/qRe/+MX1J3/yJ/f63XlkYnd3t37zN3+zsTMzMzP1pCc9qZ71rGfVX/7lX1ZV1b/9t/+2/uN//I9VVTU6OlqPecxj6gUveEFtb2//J2VO7+7u1kc+8pG+PTJsD7w2LOhx8TY0xJ+gdtttt9UznvGMevWrX10vf/nL6x3veEd96EMfqve85z312te+tn7iJ36invzkJ/fF2MbHx+tFL3pRvfe97613vvOdLfFIss+jHvWo+u3f/u368z//83rf+95Xz3/+8+shD3lIVVX92Z/9WW1sbDSP6Y/+6I/qPe95z708rE//9E+vhYWFetOb3lQf+MAH6h3veEd98zd/c0uw+cM//MPa3d39uOP7wi/8wrr99ttbFvB//I//sX74h3/4Y9LA73jHO+rbv/3b681vfnN98IMfrA9+8IP1C7/wC7Wzs9Ooy/n5+bp27Vr9yZ/8yYWV9+LiYr3whS+sd7/73fWe97ynfuAHfqCmp6frCU94QlVVfe7nfm5VVb361a+uv/mbv6k/+IM/qFe+8pU1OzvbnvHx5m9sbKy+8Ru/sd785jfXm970pvrgBz9Yf/AHf1DPf/7z69M//dPbPH6i2/Lycr3iFa+oP/uzP6tnPvOZ9Xu/93v1oQ99qP7iL/6iXvayl9WLX/zi+tZv/db77N95ZOLo6Kh+9Ed/tL7v+76v3vnOd9bdd99df/Znf1Zvectb6gu+4Auqqupf/at/Vd/xHd9Rb3/72+vDH/5wvfe9763Xve51denSpY+bSLa1tVXXrl2ra9eu1T333FN/9md/Vs997nMbbT5sw/bJ1IbU9CewPf/5z6+HP/zh9Wu/9mv1m7/5m7W6ulqTk5P1mZ/5mfX93//99fVf//V9n//8z//8esQjHlHPec5z6tq1a/Wwhz2sfuZnfqZGR8+W7Yd/+IfrB37gB+pZz3pWLSws1NOe9rR6znOeU6urq/XzP//zNTo6Ws997nPr6U9/er35zW+u3/u936tf//Vf73vH9PR0veIVr6iXv/zl9eQnP7k+7dM+rb7ru76rHvWoR9W///f/vr7zO7+zXvWqV33csU1MTNSrX/3qevGLX1zf8A3fUAsLC/V1X/d19bSnPa1+4id+4j6/87SnPa12d3fr537u5+qf//N/XmNjY/XQhz60fuqnfqoZyac97Wn19re/vZ797GfX0572tJaZfJ72mZ/5mfXVX/3V9bznPa8+/OEP19/7e3+v/uW//Jct+/lRj3pUPe95z6s3velN9eu//uv12Z/92fWDP/iDfcdrLl++/DHnr6rq27/922tiYqLe8IY31Mte9rKam5urxz72sfW93/u9NT4+fu7+3t/tsY99bP3Gb/xGveY1r6kXv/jFde3atVpcXKzP/uzPrp/92Z+tL/3SL73P751XJl7/+tfXj/7oj9a3fMu31Pb2dl25cqUe+9jH1vOe97yqqvoX/+Jf1Cte8Yp60YteVDdu3Kj5+fl65CMfWb/wC79Qk5OTH7Pvr3jFK9q5+pGRkbp8+XJ9/ud/fr3pTW+61+mCYXtgtU9mz/Vmtc7pf05q5bDdtPYVX/EV9chHPvKjGrFhG7ZhG7YHYrvjjjtu2rM/8pGP3LRn38o2pKaHbdiGbdiG7X5rtypG/KEPfai+9Vu/tR7zmMfUl3/5l9eP/diPtTPtg+1973tfPfOZz6xHPvKR9bjHPa5e//rX34SZOH8bGuJhG7ZhG7Zh+zvfnvvc59btt99eb3vb2+p1r3tdve1tb6s3vOEN9/rc3t5effM3f3M97nGPq3/37/5dvfKVr6xf+7Vfq/e97323oNdnbUhND9uwDduwDdv91j5W6dT/3KaY0WB717veVV//9V9ff/AHf9ASLH/pl36p3vCGN9S/+Tf/pu+z//pf/+v6hV/4hQfUDWpDj3jYhm3Yhm3Y/k63d7/73fXgBz+471z9wx/+8PrABz5wrzus//RP/7Q+67M+q17wghfUox/96HriE59Yb3nLWz7RXe5rQ0M8bMM2bMM2bPdbuxUx4rW1tXsViGGUB2+R+8hHPlL/+//+v9c/+kf/qP7tv/239ZznPKe+//u/v/7Df/gP9/9knLMNDfGwDduwDduw3W/tViVrnTfKenp6Wg9/+MPrv/1v/9uampqqr/7qr67P/dzPvReF/YlsQ0M8bMM2bMM2bH+n2/Ly8r0uullbW6tOp3Ov6oNXrly5V+nZBz/4wR/1lrhPRDt3QY/HP/7xNTIyUmNjYzU2NlZVVZcuXarp6ek6Pj6uycnJOjo6qpOTk1pZWamxsbFWf3hkZKTm5uZqbm6uRkdH6/j4uE5OTlphiv39/ZqYmKjZ2dlaX1+vbrdb8/PzNTo6Wqenp3V0dFR7e3t17dq1GhkZqampqVpaWqrDw8M6OTmpo6Oj2t3draOjo9rf32/fm56errm5uRofH6/T09M6ODiovb29vnrCp6endXh4WGNjYzU7O1uLi4vV6XRqfX29Dg4OWn+N7+joqDqdTu3s7NT4+HgtLS21uzJ3dnbq+Pi4RkdHWx885+TkpPVje3u7xsbGamZmpra3t2t7e7v1rdPp1MLCQnW73RofH6+JiYl2XVyn06mTk5Pa2NiolZWVmpycrKmpqXYjztTUVI2NjdX+/n6dnp7W5ORkjYyM1MjISOvj1NRUe/bh4WF1Op3a39+vo6OjOj09rampqdrf36/Nzc3a2tpq7xgdHa1ut1ujo6NtzvXv8PCw1tbW6vj4uLa2tur09LS63W5NTk7W7Oxszc3N1cTERC0vL9f8/Hwb++joaFuz09PTOjk5qRs3btTIyEhtbm7W6OhobW1ttVulZmdna3x8vMmP6/GmpqbarVM7OzvV6XTa5Q67u7s1MjJSVWdVsLa3t6vT6dTo6GiNj4/X2NhYdTqdOjw8bGu3tLRUc3NzdXh4WEdHRzUyMtLW7PDwsEZHR9vvR0ZGamNjow4ODtocj4yM1MnJSU1PT9fMzExtbm7W3t5ebW5utrnf3NxsKN8Ri5GRkTo6Oqrj4+OG7jc3N2t6erouX77cxjgxMdHmc3JyshYWFmpycrKt58zMTNsTJycnbXxV1db9ypUrdXp62uZrb2+vNjY2qtvt1sTERBsrmd/c3Gyy6rnXr1+v/f39tq/HxsZqcXGx5ubmqtvt1tHRUa2urtbExESNjo5Wp9OpkZGROjg4qOPj49rY2Ghzvra2Vjs7O7W+vl6dTqft3dPT0/bH/iLXY2NjNTc311fbnPyMjIw0D+r4+LhGRkZqb2+vxsfHW5+73W5bg4ODgzZO3zs6OqrZ2dm2Lva8daY7jo+P25xvb2/XyclJTU1N1eLiYuvn5uZm7e7uNp1F/83OztbY2FhNTEw0eTw9Pa2RkZFaWVlpckreNzc3m76amZmppaWlOjk5qbW1tdrd3W26Z3d3t/b39+vk5KQODg5qf3+/6Ym9vb26ceNG/eEf/uH5LcUF2q0o6HHXXXfV3XffXSsrK83wvutd76qHPvSh97p45jM+4zPql37pl/queP3Qhz5Uj33sYz/h/dbObYhnZ2dramqqKeXDw8MmkOPj4zU+Pt4UYrfbbYI2NjbWPkPIxsfHa2RkpEZHR9vGPD09rdnZ2ZqcnGzCROl2u90m8IeHhzUxMVGdTqfGxsbq6Oioz1BtbW21jefP8fFxU76jo6M1OTlZ3W63Zmdna3R0tBmixcXFmpqaqsnJyZqfn6/j4+Pa3Nxsxr3qrOrQ2NhYTU1NNQPDoHQ6nfZ31Vlt3ImJiWYsj4+P23vMC2W3s7PTjJ13UGY5DlfQLS0t1enpaVNwFPfp6WlTYJ1Op5aWllp1J/PGkNnQVdUMzMLCQu3u7rZ3GevExESdnp42w2tOrO3i4mLt7OzU3t5eM8KUJPkw18fHxzU2NtZkoupMWVKyjJjvACpLS0s1OTlZW1tbtbW1VScnJ02JMV7dbrcODg6afFj3kZGRZqgmJyfbulRVU877+/t1+fLlZqS2trbauptTc0jBdjqdGh8fr/X19WYstre3a2RkpCmA2dnZ9rzBPVNVDfABCsfHxzU9Pd2MujFay52dnaasp6amWmxMX2ZmZvrWqKqacbBnJiYm6ujoqEZHR/v2HzlgyOzPqrN60YDU4eFhbW1tNQA4NTVV09PTtbCw0Pb37Oxszc7O1s7OTgOBnk8/jIyMNHmzR+gSzzRHh4eHNT09XdPT0zUyMlKTk5N1enpaY2Njfd87Pj6uxcXF2tvba3NgrzO8jDvgSo9MT0+33+/v7zddQRfZD/rlIhdlUe++++62flNTUw0E0xNbW1tNNmdmZpqsM8SXL1+uw8PDJkeM9v7+fnMWgAD9YIAnJycbUJiYmKiVlZU2rvn5+drd3a3Z2dm655577nVL2t/19jmf8zn1iEc8on78x3+8XvCCF9Q999xTr3vd6+qbvumbqqrqiU98Yr3kJS+pRz/60fXf/Xf/Xb3qVa+qV7/61fWN3/iN9ba3va3e/e5314/92I/dsv6f2xCnR8RYVZ1d90Zgx8bG6uTkpCnTqh5vPzc316cModG5ubmanJysnZ2dGhsbq0uXLjUEenp62hDzyMhILS8v18rKSo2MjDSUyJgtLS01b31vb68pEoqPQctNC1wwDhQa5XVwcNCHrhnysbGxGh0dbZuNQTw6Oqqpqalm5IxRH/f29trcHB4eNsPBa0kPjRL2+/SSut1uMwxV1Qy8+bBRKRpGjRHTxsbGmrc4PT3dPF1rfHR01N6X/aFkvSfXnJGbn59vCtN8joyMNICQ4CFBCebB3I2Pj/cZPkqefJgvHmkq2cnJybbWIyMjDeyMj4/X/Px8+ywAuLOzUwsLC21NeRBHR0c1OTlZnU6ndnd3+9iGk5OTxr5sb283YIXJARbILMBhzfTF/JO/mZmZNu8LCwu1sLBQy8vLbe4ODw8bKDaH5tgzpqenmyecwAHDRKb1A+g1f7w3z7MeyRycnJzUzMxMTUxM1PT0dGNByMHIyEibG/uYzjAvJycnNTs7WxsbG20+yTXjq8Z37imyNT4+3uqh00G86tRDWDHMlH0FmFq3kZGRmpiYaAZ6Zmamfcd6mG/6wFwDQePj403nAOaArnm2hwDvqmr7iMzrO0bN+D13b2+vAZ0E8lXVvGKMnLnw2ZvVboVHXFX10z/90/WDP/iD9cVf/MU1OztbT33qU+vpT396VVV94AMfaHXvb7/99vrZn/3ZeulLX1qvetWr6kEPelD9y3/5L/vq/H+i27lXA5UIETKojBNlaCPZ8FAaFEzR8lpt4lR46O6Dg4M+tAzpoY+rqr2PECattr+/31Ag5Wrzoo4mJiZqa2ureXK8OXQiD1zrdrt9Xrp5QSG7mQblx/igsbEJe3t7jSYyLxQAr8jcUWTGScF1u93WR3+sRQIGVKa539raap9NpYhq1WcIHuOQhriqmiLgZXU6nZqfn6/T09OmrE5OTmpiYqJ2d3fbu9B4p6enNTMzU8fHx31gjlHlqfEmkgHh+TO2JycnzYNloBM4mqv5+fnWfx6/tbT+FJY15fXwpu0HMsqz2dnZ6TN4xgAgTUxMtHXf2tpqynp8fLwxHQsLC4269Y6FhYVGMZJfhhLVnAyKtbPe+pIGZ3V1tWZmZhrTAvTyUHmEqbzHxsZqcnKy9vb2miEHPO2nmZmZBmjNOx3BsJFPBsY8pQcvpJAMG3p+YmKiyZBxel5VNYbJz4+OjpqXaZ58ji4aBLD+fXBwUPPz8w348nYxQwCufvseea6qBiLSWSFvIyMjtbS01OQa0LGv6JDDw8MW2piZmWkOB71gPNaQ/gBEzZW/b6YhvlXtjjvuqNe+9rX3+bu/+qu/6vv/F3zBF9Rv/MZvfCK6da527tVAFRHijD+KJ6IvbbaZmZnmPUC/ExMTfUqLkPkuJZlo9caNG40C4/n6rI0zMzPTFAilARAQPEY6vVBKimCKuS0sLNTm5maj0Pb39+v69ettfAy2OCklLbYJXECwPAWbYnZ2tra3t2tvb6+Wl5eb0qMctre3G/OQscTFxcUaHx+vvb29PkUk1kqpppdug4vxUTzmL70M80IJUJ68O4YAgED78xoODw9rY2OjxsbGan5+vlZWVpoyYZSTIqU4zKE1ENPSd7F177x8+XKbE547ChdQqeqFEg4ODmphYaF2dnZqa2urfYehJIM88KozxXb9+vW2Dik7jJ6xJeAyVxTn5ORkzczMNA8I8Njf369ut1vb29vNo+K9o/Rvu+22PibG2hmvuCkQyxsFmnZ3d/tAkPCNvQzoomjJPPBR1WO17KnJycn6yEc+0rzRpaWlWlxcbPkE+k92eGMM+f7+fm1sbLS+M8K+ryUwNnbeJz1Cl5CfZMq63W5dunSpDg8Pa3t7u8kFL319fb3tO3MKHOzt7fWBhZz/iYmJmpuba2AkPU57Sbw9wwuLi4ttLwlbzc7ONiAHcI6Ojjb9CNR7HgqcDNN5GEcsj/ccHR3V9PR0ra6uNuofeL9Z7VZ5xH+X27kNcVJNFD3hIxC8LJ4YhSPugqr0fcjcxqg6Q48Uy97eXq2vrzeDA01WVZ/ym5ubq+np6eaNZqwWQkVrUrRoG5tFvGV2drYJ82BMCW10cHDQFDy6bX19vdbW1hrlLKElY3KUjrFjBCg6Gz5j4gxrKuikdzPunZvTu6rO4r+7u7vN88ciZGIbD55XjMUQU7I2PGssRRqJBFuobVRc1ZnRk9hD8R0fH9fU1FRjRKw/Q8TDoxh5deZVoh/vtuoswQmzwsBgV6yLuQEk9HFjY6OBCslggx6j2C+lv7+/3+Y+vSwUrndYNyyHfSVGLe4JyJFzQMCaZbKafpND64Jt4R0y4EAeo1pVbd4TcCWIFM/MfAisFNDKSwMmGFdjt148U0BEkiUGy7qkQd3d3W1UPbBBTgFNQJ6OIIfkjIdtb0rMwkx4X+oX661f5kxymTml53if2I37AvxpzBPwCUvZm8Zo39rHwltYEzogWYaDg4OanJystbW1ljyrj5izwSIXw3Zr27kNcSbvpBdSdab4KCsxo4yRVPXirpDs1tZWyyScnZ1tn2UcEmmm953xUr9jCHhDDDcj7LuSeJL2lLGbSTSUNeMHONj4ScfbpDdu3GhghEKgHG0uz4Bi9SFjUpkoBrVSmGLSEpUoShTh8fFxbW9v91Fl6eGmJ8e4JX2K7ux2u7W8vNznWWbGrliL+TfPFFFVf9wXnYc9OD4+bmBhYWGhyVL2iyJMipayTMQNAPDGeXKUmH5XVVP+1s2ae8/+/n5LugIO9KeqF3/FbKALGUQJRdYuvSQeDq9PQpdGeQNtCSYZXt7Q4eFhLSwstGQpYxYC2N7ebjT9jRs3WnJXGm3gi6HW1+Pj42a4jZl8ZsLg5cuXmwwDV4CGuWXcAWt/ZEinl0b27E8JggwwuUqvfWpqqi+xilxlLJpsmUMMhrnFqtgDdAn9AjCtr683+TUGeztDFgy5LPbMVck5JbcZYkuZnp+fb/sg8x0y5uwdVT32INd2UBYzXgy03owG/Azb+du5DXEmd1RVQ74WPz0Ayk72YioQaPTg4KCPVpubm2ubZjBBh8La2NjoM05XrlxpyREoU5RyepkSdfRBRirvGe1tk4vFQbCZCGIeJJ9UVUOglG0aXoqYx0PR8copH4rOnNqElJLNTilBtJSJMZkvXnci77m5udrd3W2eC0UlbskLS2pvY2Oj0cJiwt7HS6uq1v9MWNM3mbY5XvOmP1XVpzgpbbQ71qGq+hLiJN9MT0+3WDdgyLvLzHPvSHn1mZmZmfYn388gi++vr6/X3Nxc2w9ra2vtaAy54tWK1ZEfMpRxWAo6E3TIeGaVb25utv0BVF66dKntl+PjsyNBFO7BwUHzhsyB43w8T8Y3Y7/2KJBIds2zzHoeGkbCfgbChQSEYABw7/RMMXMetn6KNaO9ydTa2loDSBlDZvDMXfaRIWaoGCj/FntNps0+raoGLpLmtU+Oj8+O7c3OzvaNf3V1te0PoSFrKSQnD2NxcbG9h/GfmppqspjGk8NBR5Ah3q49T9aN057375vVhtT0xdu5DbGjOmgVsSgCwotEC+Zi2PS8DP9Hf8n6E09ZX1+vmZmZ5sn5LBqKMWIM8mfoF4qAVwQRTk5ONiVYVX1JOjZxxjRtLEdzUH42rE3FeAMhhJ0HzcNmKH2vqkfHpzfNU0VbMc7GUtVTorJnoWYAwBjQcrJcGZlU2BQ1KpfyZUwzNkl56j9vHNoGCqqqUe85XkAMNciz1mcxQM8URgCcMBhV1bx/wLCqRysy6rw9RoYC5BV5TlW1s6LCAfm+TAwkT8DB0tJSkz2/0x/jASoAO4acIVxeXm6GUjIQWbDu6W14/qAHnnFCwMRaZuw6P8s7BrTMGyYF+MgcAZS8NbQnGDsylUlwANvu7m5fopN+JPhMVodM597AYngG/WHPJbDMkA0ZsRclL8o1weSQK/rHGCVoYhJ40BnuQC8n8LNedE8aRICGgTZmMrO3t9d0orh2Jona52Qp5zTDYJ59Mz3iYbt4O7chRjtlMkzGYcRo8jMQf9LBvEnCozHKNkBV9VE3p6enNT8/3zxbXiK0SHlCszymPCKR1Bo6s6q3KW1SQCKVDmWVZ1QZl+np6Xb0IjOsKQs/pyizn1W9Igs5J4wXD9pnGduq3pGS0dHRpigydswYWYcs3rC2ttZX3IKSz3kwZ0IHgEBmcpIDxj0Tnoyb8jAu1CnDmgk4DKq+53EggIdxlvSVa0hegCL9Pjw8rJWVlT6lngbdWioog342ZnHE3d3dltdAIcrEJucUIVByfHxca2trdfny5WYkMDDmOfcYb3B7e/te9LTPoOuPj4/r2rVrDcjs7e2189bAgKx77I8cBwaDnOubGLJwT4KwnDvsB68zPcpkzzIxMI2ZPARgcm9vr52xN4dAxv7+fsvfSJbCn6pqjIh9al0kgAGAzlpnuIU36XPCPjx57xsfH2/hlFwXffW5zAmwr/O5KafkPUMD1gSoBU5mZmYaA0NuU1fRoZlkSRZPT09bZn6GFu/vNvSIL97ObYgJHuOVST8UsczApJ8gWJtxf3+/LwbY6XSat8ljclyDUZbklQhXwgF6ETrNCkfiSLu7uy3ObGOraJOxo729vSbsms2UNBQvwQbsdDpNSfDuGQhKVnx3ZWWlPYditNl4VxnPY8B5EWhwVCIvGx0qMzNBUMZbk3pU5o2hBxwoUn30t9jm2tpaX0Wx/f392t7ebsaKgc7kncnJybp69WpTyEnrf+QjH2nf5XXxjA4PD1ulnNXV1TYvkm3Q4/rsfbxKxzsof8q4qge4sDxJYYtvOpJD8aGmHdOR4HdyclKrq6s1OjrayuUdHBzU7Oxs2ysZz6RYAUnyubCw0ArLJI3Ni8GOyBXgFYohkzfzwSCLJ4+OjjZDjzpOY8szdgY346rdbrdWV1eblycZT3/sLeGq3IcbGxt9yZ5AdDJSxiw27GSBfiwtLTVDCvxjVTAsKGDJTj7ntAWQkUcwxevz1Af9Yh70S/IUYLKzs9NYHzS8pDZyNzc31/RhhoHQ+Woa8H6resVZLl261PZ8Ju3lmWLUtPwNRtha8tgBIezNsD1w2oWypqt6hT0ICsVIMCQQJJVEMZ+entba2lorg0jp2RCSPqqqodOsfpRUGYH1LsZ4fX29xWIyYzZjJtlXhpihhYyhOgqDwqRIoUwMAAOUNGEme9lsjAAjzJDqoxiPeUxPJGn3pLUpETFTGaq7u7vt7Ozp6WmtrKw0yjkTgjLjFpjJjU6Z2exVZwpIXJaxm5+fb99xtAX6duRDlSzKaGJiosWhq6pR8ABfVY+CB6ysIZCWhhJtDqhktS9/JGORH0d5UhlXVd+REAaOIWOYACRrBJgtLy+3PeD76MqqasZDvB342t7ebsYtQz72gyRA1HDmM6BpkyUCoBimhYWFWlpa6gNEwIj9xnMCRqyLEIa9mwVKGFweHRpVyCSBqXnz7gy1kB+MiD2bZVZ534wLGR0fH28lZYGpubm5vmpu5hsD4LwuecW6yO7mmdsP9lzqB2NndMW87Xt6wTiz1oHx0o2YiGSzxsfHa3l5uX3fnsX4bW9v950MAKjpAfKf+vpmUtNDj/ji7dyGOOOeSTei8SgDAruzs9MQWdVZDVib2QbnBRCs3d3dvtqxKeC+m/ENG5MCy+McvuPfaCubfXz8rCwjw0+YxfdScJNunJqaaslA5oUhppQogaQ+8xgJuhzqNs7MtGYYzQP0DN2mUshMb54RT0k8PBPNkh4DHGx8Rlg2OaqQwaRgzSvDnf3K+N3Ozk4tLS215DafYTjQrGlcfc8ap1K2FhLyGBOAhmxtbW01byoTusTLrRdvD7AxNsaiqhrdmElPvCohkSy20e12W6yXgsxMeGCGhySut7Cw0MCNLF1HrhhOsrK5udlXV9t+5DGljIhpbm9vt38DmxmvZDSTXk1Klqwbx8zMTJ+RpRfELhk1c58eNsAEGAmvWIOkaKuq5YLQEwr6Z1iG0baHzTHwtr6+XlNTU7WwsNCO9gA7DLQ+Ap17e3t91dYyb0CCX7JSyVRYH+NggK2lfYkxmJ6ebme8MU4MeSaZzc7O1urqasuM397ebkxcUuCenQYfwL2Z1PSwXbxdyBBX9ajSjNMxqqenZ/V0GZTl5eUW5xobG2uH0hkqiLOqF0+10TPRiKLNhJLBDZHJV2mEPQvK531UVfPUqnoePVoqKVVG02bT/+Xl5UZx89gpAqhYXyhwm/zKlSttTjNzmDKiSI+Pj5sydsSJ4km6a7AC2cjISFP+Gcfi3fOGKQnvtfkVZlBRaG1trS/pIz2ZwWQVLAXlkGDFfPi8s77W9u67767T0965Ye9RQIHiMUfWxvPJWlK55JenyQhRTBS6dRJO8WylK601Q0yGyCFZsUZAl36JIVZVo/kzL+Lk5KRlDxuf/jGI+sUA8/Jkb1tTVdzEuTPRCQAZGxurra2tFlOtqia75EtSXx4TY1x8lrG0hzJ7PPMkeGinp6dtX/u88WX+CTlKHQHkG5O1VfhC6VKhho2Njb6iOJcvX251l70nGSvMBQABiJv3ubm55s3u7OzU4uJiX2lOYR97HXgGqjO0tLCw0ABUJugxumRga2urNjY2moNycnLS6haQlYwDG699kTS5eH7m59zfbegRX7yd2xCrlsTgoESdqa2q5kUxcIoqoKPRrZQD4ZYMg3pEnxJmaLWqJ5hic95HYTAi6T2nIEpSgVh5YeJpjA4vm/eQ5/V8hxL2/KTkUyn5DCWbBswtMAwu5c2j9lyfF9PKzEnImkfCsDMcVdWM8vr6eqPOKYw0+oyM4zneQ/HyAo2fkpmammrHy4wpsz8PDg6alzc+Pt4qblHwi4uLtbq62vd548oEoPQgeZ7AEyVsnqwbA1lVTbGiiM21YyOZ/JWGQFgBpZ6JSAwE5c+bv3TpUp+BJ7+ZmCiZCJjZ399v8psGP5OS7DvfMWbUbFWPznc1XDIzvMetra1aX19v4Giw2InvDFbVOzk5adSwvWo+AGn9tP+yuIb5pyPUj/dZMsygavpIHyQrAPBhhISlEiTRFarWMdQ8Vbka2C/fyfO6GDr9tMf1L0NmeUqCPGKCsGvkKS+I8KwEuBKw6C8V4uhfACdZQPOIdQSMUpaG7YHRzm2IKW7xQIKZMSkbeGRkpK+ualWvTi96z0bgHck+Feut6sWHUVUMr9hgVY9CRI/m9Yi5URgZisKm9D0UZVW1NH/ePGUrRiYx5eTkpFHiYovpFVb1KvowmhI+0GQ+m5uVcWTooHkGyebjIRufDZseOcXh54x1xvCretSkuV1eXm7GYn19vUZHR1tsEbgwX8IJvHNeIeVYVS2RxXzzxFGlVT3vUoLR2tpaLS8vt/KPs7OzzVhkqCA9/qqzxDiemAIXGSOWMZtntxkzc8y4j472LmBQSIKhsQ8ALYmBPJs8McCrRbUzIM52kyXGXKWqjEF6H6CX3r61pbytu38rPAJYoSyBHTLB26OoAYms7GUs9pQ5Nw+Absoy4CAjenZ2tiUV5dFE3wVIqnoxWeVZASwhDCyd9aWDeNr2JN2VwMeZdCEhhUTsXe8GqiYnJ+vSpUsNcHW73QYKGGFzw3u3f7vdbrvUhvxIjLOvzbHfmztyJ9Rkv0swva+Y++Fh78KMnIebbYStwbCdv53bEPPwUinwSnijqDCZuzxnG3tkZKRdl5eUFcGiACksipmy29nZuZdHZlNnEg4BrKq+zG3P15dE+Hn8wNnIGzdu1OFh72Yn8UC1cqF4Hhell3RmHgWx6WdmZvrK+1EQmRwzGJ+jJDLhIj2409PTBhxQnFmIwTMpJ2Akk0gcIXJJhs0vQYmXkZmYmejDy5EfQOHzABcWFpo8YEAYFwoWvQdUiJkZX7d7dqWbM9ESlzyD8rI2jBqvPZP70mNB15JzoRfgijLNGJ+xU+LmfmpqqhnYzc3Nmp+fr4mJiVYtiYIHTMlWZkDziJQlzdyDTqfTjpRpwF4CG/IvpioUBBwZsz+8LSyHeTo9PW1grKqaN21+AQCf5YkBMn4HHDMEDCt5zdACkCYzWjJeerliq9YaOPEu/RFHBh6xZpwB56qreuU+sS0zMzMtMZEhltegP4uLi01WhAyEWswN9kk4hu6SH6PvZJB+y/wFIQ/erdBdhljUrbb/7S/5ARlHv1ltSE1fvJ3bEDsCRDi63W67xJvHRUGJQficje3/nuPv09PTFjNFq1L6jHnGLW0CMV+Ks6pabIdXVlXNu7EBGKDMLib4PDcoEpVkMzBO6RFkVqbqRIeHh63YviQTCF/2c3oPkLVNKOGDsc5KVgCH39uAzpJmCcqqXma1P6qAAVIuHaDMKC6MhrnxPP0dDDNkHsHY2Fhdu3atZXmTB54BudBXBt56S9zLeKU4WnpFGbdH7QMeJycn7ewwBiGT6qp6NZp53RKerDeD6T3pcRlDJr6ZAzJs3AkGKUMeoHGQB8aUYs9QBkMCEKOwxfyzwE2CGZnlmQCVXjMwkvJ85cqVBrg2Njb6quJlXNj7q3pMEO9YVi+DKxnN+IDQTqfTkgExM2TbHDBCGAUMBZnMWLw5cORHGEpCnJAGIIfFSNmS+S6mS+bJjzHneXxMy6VLlxr4y/Pg9Ji54sQA2TLwM6acMV33FOc8p56w1xUp8Xv992z6ctgeGO3chhiiZFQzCSqz+3g5lPfGxkbbbIkM5+fnG3VqAyWSlT1bVQ1J8j4ynjKIOlNAUT6yZweVBLod7Xl42F872OcZbzGdwZJ5ufkdIWLEKU1ghdcBjVNqDDljoeaxNkhRUcQaD2Rk5OzeZrE3fU8am9eGGqMYePcZi0uqVh+M3ZzKBpcIJ+4lKUbdWwpFPNWzeZ/idKno0b1V1TJ6GRDKmWwCBfm7jNnJUPc8soqqzCzmZGl4go5iAYmUP3nUD54tuja9QEYLZZihmZGRkbp8+XIDHJnFnLSysZIFTAHlak+YG89n/PTT3k1QkN6ZeQFunRZwHEqWcWZZJxuBus18j/Hx8ZbcZP4l0gGyGDGg3l5icMi+i07oJTQ6Qy8UlSUfZbP7flWvKtra2lpfdnIyIXlEESPGEANkCwsLdePGjaajsBdYGM+1T62l3+c65z7b3NxseSuOCwLKmZAJRKrhTy+Qp9R7N5OeHnrEF28X8ohtfDfGUNQZC2aMknbNWLDNSigYK8a4qnc5tu/wlGxMHifDQbGlBw2xegfBr+r36Pb39xudykAACOnFSVxCOdnIPMn09sRZ0bsUFWNJOYjRZpLbwcFBK3rCMOv/2tpabW5utu8ALLxRSR+pNCRQodvNlxurKIKqM2PvOAYDlLFrm7fb7bb+UUJV1bwLR5EYWzcTQfnWtqpXHtO5Wp6M7zJI1l/xkaSV81mAD2VlHNaaYUma3/wZBy+dkUZNAnyo8xyHcIt9QZELZwAiPCNnkdGLPOFkEDLb2Lj98e7x8fEGMCQXMlhCBPpCtuyXrP2d68UDJF/izzxcV/el0cuQkn0LqGcGuSSjPHNOxu1ZoFqz9qqx8bIzt8I6MFBkmD7gYdNdnAbeMi+YPOlbJgymcaSLkmYGGrA53p1skvmam5u7Vz6HDGxyS3cCgvJrqnrV+OxHzwGOGcPMNQGUzfWwPXDauQ0xujYTqFDGqSQy5kjQc5P5N0VCaUHLs7OzfbcxUYpV1Tyzvb29mp2drc3NzaYQeC+Mizs8BynOPOeX/fR8Ch4CpQhR6gQ+Fdf4+HjL+OU5pjJFRTMw5kkGc54x9X2xHoos73uuqj5qn7KnpMTw9E8G9uzsbEtu0ShdCk12MBCAOvNOc2sMjIIa3mTDfO3u7tbS0lJtbGzU6Ohoy1Y2t+Yts6exB1nPPL0a3pq5AeSAOfNMPng5lBDPPmnco6OjdkEChaeyEznN6m/CCBS0OUpDx7vkrZJRoICMLC0tNQAF2GTcG+CdmZlpawOQedb29nabf+sEmFZVu05UCETWM2Opn97tM0CfKmZYA0YN22LdGQpj1S9sjFwDAAh1rG/2N8AIpCg5OjguRsi6zs/Pt3O/09PTzciijxP0HB8f1/Xr12tjY6P1mT4ACicnJxuYtZ4ZC84EPCDixo0b7RY0rEd67JloSG7EouWgpBMiDk6PoNI5C5wKoEE4gUFW9Q/F7xk3qw2TtS7eLlRrOqkrwigZCaqu6sWeKE4eIfSYCDzjFTaPDZTl7XhHPJlOp9OUtH8zOEl5OtpECXuW+GbSyvqrLOHo6GhdvXq1GVSbCXKGXPVHP5SZk1yWnkJVryh8GlDj5GlShv5/cnLS5wUn9XpwcFbsw9pA8jy6rC42OzvbklAkufF4GbmqanFxa55xKPFl70hlMRgPBTDMAfkAWpxFv3TpUjPo+gNA8fQox6reHa5kAOAha9adVyRGDMCgk3lfnm1MYoYZx2VweObez/A7ooXxsOb+TdEDn5ShO5tXV1dreXm5yaP50p8McywuLjZw6TNkIuOLgJjkKp6SY0v+KO3a6XRaERd7fGJiopaXlxsYqepdlsKgpQH2dyZIAkWALnmmAxjpPJXBmFf1kkVPT08bRZ5smz4lC5J7374lh1iog4ODlqWPAUpDNTIy0tYHo8CYVlVbX5T9bbfdVltbW7W6utpX0SxZIgV39BsrkicLANX0cvf29mpzc7Mv7ksvAVZk/eTkpMXm6d7M4s8yvsN269u5DTHDNTEx0QTTphYPg85yE1OMhJyhdNY0qz1BdlCx+CUliV6hVHklfpcbhaJgMKt6SC2PNQAGro/jkYlV6ndV9SFjCVW+jwZP1J7xUwXxszay98tIzRhzZsrqPwMITDAQGbPmaaHYRkdH68qVK3X16tWmtKylvvAuPRdjwNvi0YihD4ICHk5VNaMjFo7y07/MtrXueS53YWGh0X5V/YoduANOeIe5RmQVdUkBJhXtb+yCDO8MeWhTU1M1Pz/fjJREIQY+KT7ybG3sD2Ax/zCu5t+1loNsUVKRCTwyzEL2PNs8pZEGxPxfyVHylSDT+koCtN8GLx/h1a2srDTqmFGTYwDoZtzVOxjkBB1V1WjzlZWVlqQ4Pz/fR/sChINH94whKVgGn5yurq62/BE6hufLcGOGyHvmUzB0VdU3BrpnZmamPYucJ2AHbk9OTlpVOXPE0z0+Pm7vJpubm5t17dq1tl9nZmaaPlR4x5xjR+hBeQOpf25WG8aIL94udHwpK/kwVoNB/729vb5zm7xYAkdBZFINoYTOV1ZW2mZCS/GUCL24R3q1+/v7zRCJO0pS8vn0opUGXF9fb8eg0pvPzGaJRhAtwWYIgQ81ZkdHR+tTPuVTmhfp/fqARtvd3a2/+Zu/6as6RjkCOJnAYQ6ywhljOD4+3r4D9Fg7Fyeg/fIc79HRUVN0YuAZj81Y5NHR2aXoqEnPFRLIWCBPiSeUnqmjKQkIGGbrI26fsWfViMRFL1++3McQUGKO/Yhp8h7E9N0Vy2AbK+o+s6zJRFU1I0I+KDpUt3KvPDtULA/F/gEKeX/KKZKfZG+EGAA88sU7VO4zM+szwUkuAwWMGcnzt2TUe81nVa9IR9LZ9i5ZQZPzoIWO7BtHutDDmZiHobDXAT7g0HoB9aenZ0V31tbW6uDgoD339PS0JVGpaCU2nKDbegPynlvVu1Am18jRKgbZMTjx7mQDGeLLly+30xjmqaoaUKmqPuBu3/gbK6Yf6HhH2njUSWGTTcwP5i7jyWQ4/z9st75diJqG0lGufpZGgGDwYCYnJ9tGqao+hJh03+DZOYLrb+8mtD5D2MWi/D89B4aKEjw97R1JEDvKLGwb+uTkpBYWFpqyFe/htVBGNhqjIhlncnKyGev19fVGnVNw5sD4GBJzUdV/ibhNCmjI1Ex6nWEVf6uqPi+MZ24c6WVL7skbi/RNzJhCt7kpLTQvuZAZn8dmjIs3NTJyduRoY2OjVUPixaqaRAGKiwFAKNfNzc3mWXpmshSyjtfW1lrWeibkJXhLRWbMaPYMX2SxGiDN8adMLEx5tkd4Uj7nvXlEhpfn5wyCUA2anhF1Zj49dkr6+Pi4j8WyjuaCYWeAzTFP3zgAPnM9Pz/fZNVngFH7ZHR0tObn55uMMzRJS2fCUjJjDFYWcTFfMtZR6lXV5xGTW8Y1aWl7yvyJzUriWlxcbJS3/WofexbwjonIhCqylDkz3pnJYoMhNmPI8IPrNs2dmL19aj9lUibHRC3tdHLoZmDpZrVhjPji7dyGGLq1gIwoxJWoy4bkQVMIlBEqjFKA/igwwlJVTdFk6TwIFrL02TyqIN4i7ohuzOSjpLvzOIH4LlSd2ZfpSacinZmZ6TvWYVwTExO1trbWh64zPqz/lK/n6q+xJc0PnKDJ3F7kvTY0j0BcdHV1tc/I8FgpWcY+E1N4iowMlO37mcxk7cnF6OhZVaoER4BK0r/CAmjno6OjlkVtDYAk1acwBrwzlFzSsZQQxc1DNteMthKLmaznb+Mi7+SWHOfdseSnqprMMRaZ8EXG9ZOHyCu03kmBMlBV1XeEJ4EQJiXnXHayiwGqqsmo9cQSZDlEbJb4pd8BOIytnAp7yl7Q76TKM1wj+cjYebJzc3NtnmdnZ5sM0Q1OFKCvB4/jDCbm2a9ODdBfmZSXRVQWFxebLmNcAUT7PjOok6lL6j/BKn2nL5IjAR/ryzGgKyULZmEeQJQxzUQtMrqxsdEq9wGC3mmdc//d321ITV+8XajE5cnJSas2xePzO8jb4XToPBMmGISFhYWWRZleqo1mc/HqoGrI00KjNzPLcRAFSspJL8bduTbJwcFB32XZafihSMKubjahZsQYVgaA58jIMoi8AGOGgM0Xw6H5uXFU9XtTo6NndxA7mmODbW9v1+bmZi0sLLR7h1FsULn1mZiY6LsrOGsLz8zM1Ic+9KG6evVqW9eq6jtignb0bGCDMoHGUbfOGaNuJY4wALmWqlABdwwLZWI9eWCLi4st453x5Xl7dnoHmXAmHsoDylADI0kBkiklNHPtrb+4MoCjGT+vS3zY+yXeOQNqnlJmq85i2yo6UdIMgpvFhCIWFhbq6tWrLTbME8MkkVMGkkwqDCF2Pj4+3u7vNefuYSar4pMZQsojcuSRvDNGwloYFT/PWHyyHVn9zXd45n7OONE1QkMYkapqxYQYeZ7/7u7uvY4hCnGIAwMs5h44lmnuSsiFhYUGlvJGNMDWuWOAX75Cgj3yBHQk1Y55BMbuvPPOxlKSycxdGFLTD6x2bkNcVU2QMikgk4eqqhmmRMRJlVEmScEweJnAYcOI1+Xh+jREaE5UEwOuvwSe0vAeXhcvF6jg6VDIKFCUGwMsfkWwgQZHBTY3N6uqR+lX9RKPIH59ZlApkqoexSWDexDFZnassZkXHmDVWXZs0n2JVilvyUpoTWNTxEGcm4I1txQDL4HxFn/0N6+PFzA5OdmXtckjQuXx0lGkPKpBZQK4peefiXlJl4r9MjZVvcsL0KNLS0vNOBh/MiQMHmXKw0vPPOP8SafqCwMDdGS1t+3t7VbPm+zoJ4MKEKJiZ2ZmWpzS+O2h09PTWlhYaPQ2BZx7E0BFlzIujgWad59P79/P8xwwzy1Bse86ZqV/fg5ojo+fFbLJHAhMjTlKTzBl3Rgy/JFGU/+ASfkgvuP7QJZ1AjhdegMgZVJeeqnkWF/pJzot2RTeLAO8vb3dLkNhUB23ynrUvHPXJiYg73Q6NT8/38dQWMfNzc3meNxMQzz0iC/eLpSsRZDyHlJCywhQIhQRbyM3BGVl08hk3d3dbYZHbMZxpkFqVlYhoeWdZSH5g4ODdkQnPWWefd55W9WjCXkBNh6vgVHnnVKOUDMlLWs3vSYAQZJbVX/hCB6Fzc/LoOhRwZnAQkmi6FLBWQP0I0DjPUqDKlafSi0NiCIFSb8lZSvTk4LTj/n5+Zqbm2t3vwI1Ozs7rYpSKm9rvr6+3hLvkqZNg29eJZaRJVf6VfVKTHr+4uJinyxQlmNjZxeFoPaTQiX3ZG59fb3RunILeEEUJVnOkohpwHlAwBmgkAYcfWh/UPp5PE+frUPmbABF3gkAi7tihMiE34lzZ/GOzOHIBLL9/f1WMz2NjRCDpCuAaWRkpN0RnSGkhYWFJqvWMZMrsRrmC30NqGFLzD85kUls7JnHMBj75cXmPhwdHa2VlZW+Yh/Hx2e3WSW9C0Ch1GVaJ1UMANJlwJMkMtnRAFBVryztIP1s37h9jt4EboFajBcmCDOZmeXD9sBpFypxKZ6U8Zik2RjIjMkStqpe5SZKAsplnGV9MgIzMzMtZkMJiJnY4OKv0C1vhdGxoScmJpry5K2KpfEKx8Z6V6dRCoR/fn6+T6FOT0+3rGeKm4Ji3MbHz0oubmxsNANXVS0mxcuihGTYpifGw0GLZUm/hYWFWlhYaBmbo6OjLUnD94ALRnxxcbFtWPOErpVxS3nt7e21pJQrV660PAHzw2A7FqGIRtVZ2UDnfwGWpDOtKdAi5ouKy3KODCFFS+Z4k5kxTzHz2Cmhzc3NpuRHRkaaUU6vJpOb0oj4OYB3ctKrmUy5Z8Ifo4FlkCthjRiB9LLJo7Wr6t1sxggDUNPT0y17fGdnpy5dutT2JsZBMlXGo2dmZlqxicESnFXVjsGhZlG75DMLfBgHWWS4hT0GE4TyOck22Je8e6EF66aZC7qDoeHBSjrLC0voG7IiYXJubq6PRVAVLcdjboU4GK6jo6Omk/LYlOsmM6fEHnbMCBXtudbaccVM4GL8M5eAfNgbfjZYaCXzIzqd3q1VGY65mQlVw2Sti7cLxYhHR0drc3OzLwZMkUCDEFfGxlBHeVsQJQj5iXPwYGye/CxjiHpaXl7uiyOmx7C5udmeQyFQrpA2mo6xhKp9j7eOSqcEKRLKhvLhnYrxSZCx6SgjxiSRKfqUUnM+EJCAls0lL8zG7XbPjjjMz8+3NbPpjT2LA1Dk6V2Mjo62ZBKJWBqvmEeRlLA5BCKqepeE5LlmcpI1inMdqqodDRMjMz/WA8Ax176f1cvMsf5nbWnyuLy83OdRu2JzbW2tMQSMAdDIECtekmc0O51OLS0ttWQzzFHGoQE7c5LZ8S4xmJ+fb89DX2IS0lvLOK49hY0S45dNm1SnDGp7xVzn+XvgBPPCw/YcldLsLfMAwAEu5pzMjY+fFe2QCJkZ9vbQ7u5uCxfIJ2DYNAb08uXLdXR0VHNzc7W6utrAlN8D1Z1Opxko4RPGGhhIWTPHDFaWhqyqtjezPC72CWgGmqqq6Q6gk3zl9Z6AOZalqtqcpIzlepN5R98A0iw/Sl9aC2srFDdsD4x2bkOcNBb6lHCmx5JJTkkJz87OtsQhxq7T6ZUN5ClB5DZ4GjzKC8pdXFxsHtnKykrt7++3m2YoelRPokRx6ryjNS+gcK6R10PRo+nEryD09OwpW5SW8Sfo8DdjYbPpI4DDG6/qVSrKTHRG33ow1pB0HrMSVxXrVVKRctrc3Gwead4Aw3hl7B+goTD8Pss7Zs6ARjEAT+QGXUpmlPzc3Nxs8+E95GxnZ6fF1jLpLuP9FNnExEQDKJgS+QIARcbPGamqXo5DUnorKyst4cj68uQzKcv3k6GwDkI9MsFVQLt69Woz0BQ4WeNh6aP5IjsUbB7pkYilkAqD0+12W5IYetm+YaTME28b7W/fVvVyKtIDJm+8+KzsllcEMjwpI/msqmpGRSyV58xIZ3gAKDPXi4uLjTXJvQNkWXsedpYIFV/3/MzzyPwQfc3KdowxloZRp9vM4erqal9yG8NtT5CPzGC3pvQNJkIiImBFXvQvae2c35vRhjHii7dzG+LLly+3rFfesDgY+pPSo/DFhat6183x+qp6HgpvQTKBTcP4ZIb1YNJDxmkJJ0M0MjLSKtyg1WzoLP6QHplnedfBwUGj8LKoR2Yreg7jCGGngeZx2ggSo2wWxo3XxzPx/4whUo4QMGPl/ZlUYwOjvlGyaFxghPfks9bL+uY5SiicB5DJQI6cGGuyANYcWDk8PGxshrEAJZRoVbWzwmjupMh5/WJ1qTTF7cjg+vp6K7VYVc0wkC3eMtqxqprSS2/b2h0fH7c60X6Gqkbh+nx67WhegA0F6zupwPf392t9fb3F1jNTFoNR1UsEBAr0He25sbHR6F1AkOGVD5HMRWZgA5tOCzA44viYjQyzZCKdcXtXVTWv2V70Xntub2+vXSWYuRXkgA46OTm7nUjhG5nX9IO/nbzIhK8MS8juF1rRx0ziFHIit9Za3HvQEclwlfmuqsasJE0NFKPIGVXAC6Nh7bFtCwsLtby83LxiwGhzc7OvlKbvetbQWD6w2rkN8dLSUkNUNicFRBEzdDZKVe+ojY3OG7UBGHAKNL1h5wwT5cuGpJRt3ET6qEbZjlW94hmU0mAMJo2PvlM0ymxmYYHBywsy9pXZvxsbG331opMilqlqvignxpqyRkfn/PDcM4M9E3zQy9YlmYZMkqJUecniY4BUxnQZgcXFxbbmaMukhMkET50X4N5jijINE0rbeBPUMUqMZmaaSpxT+pDMMRS33357mxfZz8Ikvi9WroAEYGLt8ygJ2ZDPcHh4WDdu3GgAUpKQ+TYfDDUPBujC7GBoeE+AHCOcsmo+M+mLB2tPUuSDGbxra2sNHGZIIYFjZuhnzNucnZ6eFbyhA+w13icjBaTas0IJ3sdTZhAxZwC7vZRHD50vB+DEd+UZKM4xPz9f6+vrVVXtKA+ZPj09bbcjTU5ONg+SfMvVQAPrL8bLGmTS2ebmZvsMb9hFOaOjZ0e85ubmWmY6YGNMKPnUmxnfN3dkjFcOqOfY9EOOhvWzj8nHzWrDGPHF27kNsQ2exzAIZp7ptPA+A9VBeShtgoCenZycrMXFxSZUvDAItOpsgefm5poXzAhCwoQ0SzxSulX9HrgYTSZKOatJ0fEuGHqeqeSfqp6xnpmZaYlNYrj6ZzxV1Udzp/fOoOTnZT8yclXV51lTYjmf+if2xEjxuhgwa+l3+i3DMytsOYoktpnJdTa3+BXjlTJQ1X+Npnmw/hQOg+jzfs9bNn50fMb6ut1uY2tcs8c7Txl7yEMe0oxoXmDAE6H4yYt1V1zBnM/Pz7dx5/GyQaBkTTOBMClDgMNFBjL2yQ8jenp62rJrGa5BI0ueqqp5aFXVkphQ3TxI8m2tEiDo4+npaSvkM7h37aNMwuIVkh2GizEzRwwIxml+fr4vUXNxcbGtMQ9eGIfRSTCdJxPsjb29vXa/MyPPcKe8y4Ym62R68IiYEIJxo9Ud/8OEYZuc8wbYMryhHgGjOhja4nVbC+9K2QGo3eK2tbXVTkOgx4FjZ8bl8txMQzz0ti/eLnTpg7hpVgrKwuQMHqXJEFK+jISkEYiQsYCis6yf+E2n02nZh1nasKparFR8saqXuHL58uU+r0dVHpcL8AovXbrUdx5SdmIKflWvTB/PDfrc3NxsGyvPlVI6FEzGH30/E1YoukzwMpeMhTlWPCUTa2zaPB8qK9X8S8zhqSWFrok3V1VfzJcyzViovmXCCko848DmVCwcbZeUGQXnvbzn+fn5tn7pfVJUlC1QRblX9UoHekYmo/m551ZVAyPWDNjhBclRyNKEVb1jVoyB+eCpZiJcZufaJ4wU2dJvHnF6buZfyVLzgI5PAJVgbGRkpGX9Gqtn7ezs1NzcXDMWZMpeJ8eoVPNBhpOxGR0dbcfJyCODZY0ZCYYHMOJpSmYCpBhk8XQGUfiEt4fyN5dkKyl3AIOB8zzJcj5DpwEyDK1Qlqpj5gRAz7i9z1jPZDyShUv2CgtnbsmkDGgOkbXLwit5IiHnxt407mF74LRzG2JKu6pXCAAFmdmJNlnGjMSWZRiqRoQiTsXHqyaYNmVVNQ+uqmcQbG5Zr5AzpQ5p2+Qa4XeTC+rQcQAUVx5hyESg1dXVhrydp2Ts0c1VvYShk5OTdqUij5aXCqW6yCCT38z3yclJO5qk4k/GsJJqMyfoMUo4UX6n06lr1671JYh5H2pfv9P7SiqbMgFAeI76ZHzmLbPUZYoauxhXJiZJ2BLft17GRVlSKpTu2NhY67+kG9/XZwUaBs9ZyjtgaHjCnqtfYuOydvO4Xh5XogzT0wJGGZLNzc1m7CTzMTCpsBkP48z9ZX+gpIGcBD36VNU7H21cmTjmPD8jlYlZ+sQIG4t1JivAl9j09evXmxHlWSfwzVrJnutnLncA9pSsFN4ZGxtrZ3f1W3/yiJZcAvORa27fYKsyA1pSZlWPJUmPXsgDgLZGCcxWVlbaPHt3hqWqquke9RGAJWOxj4BAOpgRxsD4m9yQDTc0OWp1s9qQmr54O7chlgSkPB7jld5iZjknTSwWauMR+IwtMpwMbH5/UJGgXilySSFiRZlERCFVVdtUBDSP+sgI5c3wRAYTO/IcKeTsnHDGeSk5Cli/E5lnxiZll3Npw1dVQ+B5DZvkFX+LR6OoAANzm3FqgAYoSG9HvE9cVSKUeC6KjDdj7JR2Jh+Jzad3AHglxS4uzEDxINLbrqp2DrrTOSu8LweAQeWJ81zc8GMtxJyTsbAuV65cafJCwTpyc3Jy0uKWKG/rlet0++2398m19RVftQ76md7V0dFZsX5K2HwBCsnWGGvul6pqoIhM+R15ZNB2d3drfn6+yTaD4PgWD5e8M0RVPWBlTYwVtexsvfDF4NqQFXJirEk9m7s0vsbPEwSm1Sagf3wmAVECRoDGuMSv9YcxJjfpaWe8evC402COh1waACkLxeRcmEugYm5urnnZycgZoxwZgFyortvttuTBql4Nd/ub3KOph+2B085tiC2ieJqkjOPj43tdnE24CC6lLU7HANkwjDeFxvhWVTOovpcFQlA4mRzFc+NZ8f4YI81n04uoqkZ7+j4l5rLvPJdMEfCGUZg2fVW1yj2uAuTtMZ459oz/Aiw2oDFSmDYlA0458zYoFt9l7LwDBQm8aIxrHtfiRXvG6Ohoo0STOuQtiUFm7BLdSbk6AsRooBsZu6SK0/hQWJiHvMyA4aZsfQ79Sg47nV7lJ5/NOD4PE8vCMDOo6mNbswQk1rmqd1LA+MkzD0js2/89jwHhmWFlgLOqs+RJz0wPNCtNkWGfyVABFgLoZFx4yuRKyMfcmFNjzuxq+0s/cj9mVrc9w5gycih18m/M1qKq2nPtU3uMB+j7aH5Mgz2PkWK8fDe9V3F/gAFFTl5lSgMBWWCIPJhzdeAxI+b05OTsZjdA2hxgHQ4ODmp+fr7F2n1/fn6+MTvi8Xn0LuV5cnKynYQAtPUrQ0v3dxvS3hdv5zbEGcuQtEMJJ31Z1UvPRy3mzS1KxNnQvFXCx2NFD1JqBMezKV0Vcngag8hfxi3azHEUNLDzkzZDVY+2TrpxY2OjZWoqbrCwsNBiqZQRilUsxoa2CSS9TE5OtuxaBqqqGo3uWAvj6ZmUCyRMaVIgGWd2pEucEJ1NiTmqJQGOp6HMpyxn3gVPWjgCpS0rmUfEaFlXMkPp87KyDCL5yWSojY2NVsTk8PCwLl261JQVBW+Mjpa47EB4AggDGsyxvgEBPDIKndIkZ+RBics00uYDQ0OZpodENil34IJs2AeykNH/nlFVLa/BmgIXVT16WXyUIkZfZ5zQ89IooWjJ7+7ubpNvMpsUr+Sr69ev18HBQdtHy8vLDXzIjGccVLay9/Xt8PDs6ByKX3GTbrfbvD7niUdGRmp9fb0POF2/fr3V1JYQah+TNzJtjChszsLly5cbDW7MQCFDl+dwsT0KpuQ6+R3aWLU9YQd9X15eruPj41pdXe3bL/qUzBzQkNR/gveq6gONgJd1FsoBaIDsYXtgtHMb4qTT0H7b29vNM+BdMCRoOFmPPJ9BVIbmJmiJ6Ai0DVfVO7JBUYrJSNypqr6zmX5X1bvU3c8lgSXVdHp62hJebDqKjxJ0jAaQQCWhbTPLmtJXTB/FPj09XUtLSy1mvrS01DwnSjGTkChN8Tu/z6zpvBOXR2SOeEyMIGPDI9Cn9CwYFYlhqF3ermd6B6OaSSZij1W9ZD0Zztk3BoLC5336nvXmdVM0gAmFqz+a+aO4qnpnoVGggJpCIt1ut8m3tZfglFXlkjb0fjSl+bEHMkZpDsiWvVJVDciMjIy0ozr6C1j4Hu8/vTDvkzzIiLocIOex6sx7AWLIPMOSHiaQSV5WV1f7MtuTys74qtARMJmJUDxiaw8EeBawsr293c6/W4M8qeH2JIl3mLqqaoyP9c6Mb7KWQChj9ePjvQtCkuJnZI+Ojmp1dbUZWePOEE9V76RDZkjbJ+aVwbcHtKTvecD2mvHQieYe02K+sA9kZXR0tLFIN6MNPeKLt3Mb4qR/CRpjpiAD5b20tNQSslDJR0dHrS6yDScTcnJyslZWVlqsB4Ll8RBWSi8zXylFwpcGVSw6UWNSQOkFZSwL/ZSJU5cuXWqIOymv2dnZdnm5PmQCESBCaVLUvFGGNOln3o7jS+Pj463KD6XrjGDGdnkmCWAY3UzIYqR9l+FkDPw8FdHo6GgrKZrea7fbrdXV1eb5izvmmVvrwwMkA/lexthzASTnaMlGVbUzvqenp+2s9cHBWenJnAOUXlXv5qCk6Cl8rEKeb2UYKFexu4xPGpt1dgQts3UpzqRUfT4Vcxqfo6OjdvmFdyXwyKN6vCwgz15Df6bCTQpfPDwzep0oEDP1LM9O8CxRrdPptDAMfcBYVZ15q1tbWy2Zinc56LUZ6/r6est6z9j76upq38kGtcNHR0drYWGhyas5Fd8X7kjgTY+Ir/ub/rDH6R7znuBtZ2ennf8FaszPYFiMPsj1ZsTTE0ZHk6P19fXGLqGwhazokmTAjNv7MTPmN08C2BfD9sBoFzLEKMiqnmJOlEj5UE4MHZq2qpdsROGJp2a2dKfTqTvvvLNR2BQh433jxo0W5ySMaFN9EBMWn8mYYcYeoURIksdljJK/lOY0jtPTs6MO3nP77be3OHqO08aQ0QzxLi8vN8/aRgVyMo7O6I+NjdUdd9zRqGDVjhzpMOaqXqZ20ngYDR47oKFUoDFD2DxCSVuLi4vNM6VQut1u3y0yVWdFOxT8oKwz85Znk8lG1kKlIP8+OTm7mlDskDdEmcgR0L+rV6/2GSCxPorW/ykpgANQwmqQA5cQmLvFxcU27qpqiUmMSRpH68nwZ4KSUIT3MWjkkMJM2SB/+/v7faCEAbP+y8vL9eEPf7jFEXP/mjNyYezJGGXcFyAWZ5cZjJofGRmp69ev15133tnkIIGP9/I283eMXVU1+TQHGDbnxZNFGBsba8fqGC5MzdLSUlWdGW1AnAefFayymlcabdnHCpQAmt3uWdazhDF5CQwiwIYJZBiFAhhrutOaMtSZk8KDJwOjo2fXG6qzD4Cmxwtcb21ttVoG6UEnI8Xg38xa0/bHsJ2/ndsQ81BkP6MlbRLeGcMnYUMmn/gWby6pMsJrQ1BYFFwmktioQIFD9o6ooKwkmSQKZuQhzvQcCWinc5aN67x0xiQh5Kr+4iDG7x2oIsYgMyId5ZL5SDHy8qp6sa3x8fG6fPlyM85u2VlZWWkx3oxBiudmrD4pe3Nro4jrjY+PtypEGIaMw2MPvAtgyixgc4KKzjOOEL3/k5GMF3svD3hnZ6fFeyF7SreqWswrvUKVtcgdLz0VEkPNW84+Us5AkKsceWYJFhlQx7DSK2FweLgJADAj6MWs1mZNeU3JDPCErUUyDunF+bxxpOda1cv1yMx9SUEpi8ZS1bvqElMgLg9gARviwBLp9MG47KOtra02TjI3uEcxAxLgfA4IFNrxTCBCH/UnvUNyODo62pKYAAA/t5bktKqf1cgkMmCy0zmrG53hBaBKXgm5nZg4u3TD2h8eHrZCG/YXg+tiDPv04OCgxa2xdhlrz1AIGRIXzmRO++FmtSE1ffF2YUNsczG0fk7wKYuqahl9PISqHkLOjFPGeDCWlrE3SSxilBKhCC+Fh6pEkUOvlEXVmaGTKFVVTdjFjYANHhs6ihEi/LKNJXBBnOJ7q6urLdmIUXWeOjPBxel4tzKlHZWhJNBoxohapPhQ3owUZZHJSMY4aDQYu8F1sGYUatLMwEvSzhlb1DJpSvbp4NEPx9muXbt2r+zXpDIz+SqT8MRQUYoZOkn6lBEbpIXzrHtVrxwgL9w86nNVtXdW9WLXgA7mYzCL3f5xtETym+fpL285Y6UZ3zRH5D8VOc9Q2AV7wovKRm7sNbH7rJNt/HkM6ejoqGUOM+BpBMSmgR3jZFwBWWtiTr0T9WtuyBAdQ9Z83vvX1tb6wk3dbrf9zdslR87sSihzkgFTd+PGjarqL2gDCPGwHW2jF4A2Hr34uzFiEelAnnHGq5MpEW4ACsbHz4qKLC8vtz22tLRUh4eHrdiM89fklV5SiAaQGbYHTju3Ib799tvbsZU80M+wogxlN1b1jmpI9qFQ85yljWpT2iQnJyctXpwxjUx0qDpLgsqNl9WUqnpJRJByVbWMRIJeVX0KnHJigDxDPFN/bTjel78Z4pOTXh3ZS5cuNeStoZ94szYklC8ulArIhkLjMcq8/zwSZZNT3DLFjcfB/ow9o2FnZmYa3ZZ0vndl8lfS71B5eq8MZnoQQg28K2uMFaGYKT4K17h8n8EkK5n1q050XoSRcVpriLLH3ACVg0fKMubte6hKwCcT7ewNc5YJNQDAzMxM88QAJM8HUhg9LIV4NuPOw8oQUIY1rAnDjuLO2uKS0YASAMJ8U96OpwF2o6OjfdXsxIDNw+npWXbw1atXW3/tQ3tMoYlMkgMqyAUgRk71LT1yOSe86JmZmRabtm8xZXRUzokzuvZKJjlZX5nxwBwDKe9C3yRf0kVAXRpq7wVg7Jece4WDOBnyUKqqhcywE4AoNiHlHgNSVQ0A3Kw2pKYv3s5tiBUxyKMu4+Pjtba21qjPqh4dl0kbKysrfbRmKu6qXqGN5eXlWlpa6stQTUPtHDKFfOPGjaYoKQl1hqHjPJZDaWTZvzTANgQDCo0zaOKtlI0xDmYlOt97cHBQc3Nztbi42FcQIYsh8O4YVTQ8o+3/wAxF5EgH4wW8ACrpkTiPbDPmrU+Ms/WkIChv6LzqjOFgdHg5CXIoKXNPsYml88x4UZlhCsTw/NG5bvzBgCQ7wLgMUm3poQzS5sZDmfEG9Tuzfqt6Fdwy49Qak3teSxYzyWM0xkeWfMc6U+Li2bxKnzUXeUxNAtLo6Gi7LCI9adXLJFMCwFmTGj1q/XmL1j/jsvafOcrwgrUUbknPmyebsuwEAfAuEx1z4HlofMCFB540dnrd9lEmZiY7k2eG7WEZ1YeHhy1hE2hUtCcZDeuReQLKl2LI7ENMVX4nwx8ZxkpmJkNxwC1nQ/8dcfTd9fX1xrB4Lhn0ebJunobtgdPObYizIDtqlSK8ceNG2zyUbKfTaYqAkkpvkiKE4hjI+fn5luxDKSQ1CZkfHBw0j46RFEvKTFNGFkJGrye1pS8Znzo4OCs5yavKzEuNweUZqCjEm4JOxW55ooxExlptnqreEQrK2P95k+Z7YWGhqqrPOB0fH7fNbHxoxapqfTs5OWn9khHMU2EQdnZ2Gog6OTlpnlAm31hP1CglIsmNYZmenu6j+KwtTzcZkZ2dnbZuAEGOH1uAvUhvmfEjp4PyeHBwVkxkMOu+qlpIhGHgOZF7a1XVO1/MaGUdZXKOjciMf33zPN7W0dFRCyFkicR8nj9TU1N19erVptDJPIqVMWJsyJpwy2BMMauszc3N1fr6evP2ARxGWUITYMDQWw8MhzEwgvrgnYwCel1yEbAu45mcra2t1cLCQmOIeHXAMxYDQAYcjCEZDYyX89Bi5Ds7O3XPPfe0vqbnbI4kGwIKAIhxek/uaZ8jN7mnGW0e96CnCiB3u926ceNGAzTGCxw5srm3t9fi3xkeOj4+bndS5367GW0YI754O7chFmMTP4V8XRiecR4K1uaam5trtVxRLRI4xGQlMEm0onh5K6gjG4/iUmQ9s4Rl+9rUFBwKLxU6JZdof319vSmq9PgU4aiqVj/XMS3GjtflueLpmeVtrlBKso7n5+f7vKFUWuY8qX1Jb2hp42mL+/8HB37vhqi5ublGlxlTJjCZM4icccjaxYNZovPz8+1SBUdg1PHmBaTSTA+QQVOt69q1a21NgSjHvZL2ogAxLBkrzBgzZeasuozltbW1BsQoJzF4XhXwkAY5DSk6WR6C5LOq3nEWWbBAZx6BOzk5aQlODKiwQIYUqnpZ8YBweqFyDrIKWOY2SJZCb2Ia9vf36+67727elH1oTqxzVS8p7PDwsO8qPzFpzAEAeu3atQaS9Me+ZkjEZO3p2dnZGhsb66v2xqDTN+ZNHQOGm9eXlLp5cjkNIA3gMJQMM0rXezJfgfFSLU9hEKc29NU8Cct5DoeEZ++CCQ5EzjGnQJjDHt7Z2WlX0lpHcpZJZoqXpDNDn6WuHrYHRju3Ic4zpYRYXI6A2PAMBYWDDknjJlaUcU3eZ3pLEmIIFSMpHsVL47FVVUPkVT3llVmiCQQoHEr76OioKcaqaueECbONnkofZVjVo6A8d3x8vBlvSjk3DqPtmE4WI0iP1hVu5tpRBYBoeXm5j0bm+Ru3MZvr9EJ8hmeTGeOZEWv86FSeICbE+LMqU9ZlZmz0DT2WgCTjyOm963fGk8VEjYXC80yGyJow+jwVBmxhYaFGRkba2qyvrzfDRYbFXNMLM9eoTVQtg+33mWCWNDq6MwEmJY+BIQeABiNn7zEuEhn39vbaRScybQFZAAFAxRglxc7b5XlubW31JVWZQ4V7RkZG+sJWZEs4Ao1tnXh9BwcHjaFSb8DRJAY0S0oqK0qf8GrNh/PQPHJ7LI2/RDrJZjmu3LuD4QcGLo/hAcaMZVW1ddPnrAB2ctI7vkh/ZpZ2esypp+zlTO4kl9bSWek8aWItUeMAm302WPjm/mxDI3/xdqH7iG1aXlsqSYoxk2YGKUUU5ujoaCt1WdWrAZtK1uczaUpcamJioubn5+uDH/xgoz7zqI1YF+SnDGFVf6KCfjkC5dk20Ojo2YXet912W1PEm5ubTVFTAOJxlERV9XkAPOM8N2hDOxea8STjHGQBxIiNIz2t69ev1+TkZCu6AVUzCp5pTsWp/Z2Jdow9On9//+wWnbzJhqFkAFXeynyBrDNdVW0eMu6H7mTwu91u3XbbbW2MGcsSMhDbZmB49OhSHs7m5maLQ5JH60Ch8WrE4Sl0uQDkL/+ftCkqO71kVGEm3VT1EoMmJiZaZiujCviI1VLEjIqL58WT5+fn++4n1hcgCkDDCDDkjLUz9/oG6ADULg5hsBgHYyfrwhvWU1+AKtm5IyMjrWwl8AAgAkuSshK0zMzM1Pz8fCtDm94pmhYLRu+Yi/SaGXwJW2TLXtF34+Otk3Nzl4wTYApoYC7Id1UvYRXQMIeZl4LBI0fWxlwkDU9f2iuzs7OtzCaAfPny5TYfnjs9Pd0XuriZlbWG7eLtQrWm0ZW58QhHxjQpOoqI0e50On3352Ys1LOrenFMdw5DhpJhbDZezaCnTmlJyKqqprgzixX9xJhkZST9QinlJjg6OmrHHngPe3t7tbS01OJym5ubDclTrOKf6EzGGIBhdLXt7e1aXV1txjI9jNXV1VawQNKWbG0G0dwzyopzZKbr3NxcYwd4O6Ojo402HgQYYqGZyW6uzF0mUvm3/kgsI1NoXYoF7ZqGPhN9rBWAk56uuZPUl5m229vbNT8/3+Y4C0rwWPPGqewfWeVhJMgkR97DIzafmWAHBJC5pG1vv/32vrgjlkV5xzQcuY8YToAjwVfmSthH5JfsS7Y0B3lWH7uVx4VQ+LzWZDYU7zk6OrtFSqKeSnEMDeCWHjqvVLlIhVSsTzIQ5EIex9raWhsfOUxvV1Jmyh/QRo8A3hniQN07ypXJVeb6+Pi4VlZW+pLrDg/Pzvrzbu0vf9tj5EQzD9irzI+RcOdndCH9RCaAtYmJiRZ+SN2RFdNuVsvw0bCdr13IIx40xDxISiKPnxDYTMJBJaHnbApKRaYyZSh+YgNSThIbKPiq3rlPQuu6vapqin11dbUvWSqpPcbZ7zLOKEZL+Le3t2tlZaUp4MzO5RnazIO3FKHtjcX/GS7fHYw5MQI8JYbUuFGFGxsbdeXKlT5PCV14eHhYCwsL9zIwVdWMps/l5mUcKHvZ6OhX/aYIGSNlCc0/BWJswgCAGa+HMZBcxKtKzzJj8NgBxhK9y7NLKraql00rhi22aM2AADKUlK9cggR/5ji9bjIkaY085XEs68/TTg/YfFP2Pm+PMZ6Om4kJDhp4hriq+oDY8fFxXb16tZ1zte8YcGyD+WYMM+HHGB0RWlhYaPOZoRyUPblj9DJeyajLDxkdHa2lpaUGLAbP6svKtwfsczoqS+w6ObGystL2EeYEeLQXslKdlqEQ+RL229bWVl/SV7fbbRfdOALFwcja3PqdyXT2kjwBnrRTD8Jn3W63NjY26vr16325D3Rx5pnQd5wTe+1mtiE1ffF2bkMsMUPciQFgRKt6ySmEhiGzYap6h8vFEG2IpE/Rb7wNv0vDIQZL8PLM52CmaMa+0NQMZ1WvtF9VL2OY8oFYk/akKB0PgC55KI5fVVVTBKjsql5Si3ldX19vBj1RcaJyMa48i5kxMhvMc/WRwtNHWbKZFQyIZEUzSSbmATASe/RcKF/8m3EUx3OOmmHBSAg18GoykcoaMggZ80slKc5IDpJSlFAkwYdhBYY80/N5F+aRAb9y5UofHcqbJj9AVDIPvGbPRQcCKxkeMS8MZnoTDLH1u3z5cisyAaQOZgRndjUWgAzz4mZnZ/uofXJg3at64C0L95hzzAVl77n2CXCbMmYOZmZm2nWiwJl97fQBGQD6M2EwcyAYaA3gG6TrB+OxbmwDyJKez2Iz5DT3uHCOtU1vnV4ERpzxz/h+HiHDKgpJmc8M/Vg3rJEQQQLadJCM08+Nz/uTZRi2B0670O1LjiwR0Ex4QSenZ5WbUGUdRk/sgkKmsFGfNvr169ebseFt+LekLIaXQDIGvAWKrNvtXVlIOetnGlWbhPLNspBjY2PNq+SFQJoUhdhOt9vLpEZrpZft+RsbG/e5wc2N//NIJWcAGuaiqlqCi02Ldks2IROv9FN81HxU9S6AT5RtjrEO6e3JqK2qNu+o9apeBrL5z7nlzWQSkDlJD9Z7GIPMHXBdnJiqm63MnXkUV86jOZQXRUq2q3pnvbU8P+uZPG6fRaFTmEnD8mr03zwz5IMev7XAhOS5dXOlP96H8sfI2J+np6ftTlv9zzwFYAToMzbzJP5MdpNBsDZk0ecylIUVIN/YE3uC12vvZp4BoJXAdnx8vHm+5hSQytBPVbW7ga9fv94y+7Eh9gLdktWtjCW9UvqJJzo+Pt5yHYwNIyb/QT6C+TB3ABE9CUjRuePj43X9+vVW8pJsKE8rGz5j8va4+griyOmc3Kw2pKYv3s5tiCk5xriql23IW4O0x8bGWnJAxpcYAnWiR0ZGGr0DyULkPK88fqNaUjbPtmnT8EKWjINjVGLJlAnFmPE9gjyY4ZsUMU8768kyOmnMeEhASlVP+eu7eUjPiUF3nAXNRFmbM1Sb9WHMUzkxtliBrEsNDKDwOp2zetvovcwSVliADFjPZBkYJQYBbau/ynlSYow/z9yaUspCGJ1O72IERoFSBN5k5/KAgarj4+NWyKWq59lkrDipa0exKL48M42l8O/MyOeVeC/Dpf/2SyZuATDGhwo3lxik69evt0tP3GS2tLTUwgyO3mVmrmNGMoXzsnnyeMcdd7Rz3nfeeWetr6/XxsZGO2po7fL4mlCAozdAGpZjamqq7xYlspDMFmCd5+CNuSmo///Pcz+aW3sPeyMMAKSYR+MEIOVwmG/x8mRcMvEO+0Nm8zie/ccYkguMirkmR+LU6bU61ug55s+8osVTdy4uLra9pR8MLWOcjJX1yuS0YXvgtAvFiCHaqt7BdUp0ZmamxQ3RI5SXzSMelEaPUA/Gjng6mXhEmUmsgbJ3dnZa0lHGQTqd3q01IyMj7RgSz7uqV2PZdxwDsHlccegqN8knmbwC5Wccz7Pn5ub6zl6Pjp6dV6QwO53ePbg2lrnGMEjISCPiM7u7u42eNRd5nhQViTKUyLO1tdXWyfwfH5+dld7Y2Ojzjs15Jq4ltWasSeHa9FA72lA8GZVMOfF0qnqVsXh5GJSkeiF785bendgaoJQZ0pmN7rO+m2xAAgK/05LGz32RynAwwxWNSkYYCntLHwZDOZnYAzBtbm62o0JOMgCweeaYAfQcoAsITDbLOW2emkRDx2QAFoYPqBVKynwP8V4AxXWkZDDXcGRkpN0sJFFrdna2Ll261PcscXHsQq5ZjoucotUHE5zyjmfyKLRhXat69w8bU1UvqS9j9/qTgB1DsLq62va4fVpVzZuuqtYn8m+dAAQgLb1962mMSevnuWzgeWJiotW4tq9vpiEe0t4Xb+c2xLIYk+ZKSlqCQVX1KWtnA21UirrqzMvOW3Rs0PSYeXM2rWo+Mn9t7MuXL9fu7m5du3atJU9UnQGGxcXFquqnGHlwNiuDkHRkVTUKNjNzk9KGsDPbNJOYxJLzHDZPyxlixiH77R2MrdrAgMbk5GQrSGHjigcysihqysX/UY4SoYQaKG6ZlUmn8phu3LjRd147j0jwVK0nRYKK5MVT+K7i45lsbm72eSdV1RRMVU8R6qv1ED/TH/IxOzvbjoagaMlPHk2hQPWzqnehw2BsFOhCT1PICcTSMJr/BIgy7p219dyqXkGHZDoYFn1CQ9ofVdUHWrBSYsSO82E7KHvr7aw8YFNVfcbHGKamplr9ZjFJHmLKGMBm3zCc9gyQBVhfunSpVcnj/fOmgRDPtxckRpE5dK8MZ3tXX1RNy6NX5iLpc3s/2Rr9BwqwT1U9ZouBc2wIaAA25QGYU/UPeNL0ALCG3fMcwA+7wTsXljGXGbZKo53JhSnXw/bAaBcq6MFbSCr44OCsZCCvDgXjXsys/NPp9G706Xa77fymTc/zlchFSAmhzWwzMZwo0zz/ib6Zn59vtM5gRuj09HQ7z+kz8/Pz7UgIBLqwsFALCwt9CS76IflLzCrpyzTGnU6nNjY2qqp3XGJiYqJRvXnYX+Yo45Co2jzrC3DDg/BsStu4Bz02iWU29e7ubl2/fr2tN5QPrIyMjNTS0lJNTU3VRz7ykbbJncEGSMTdKP6lpaXWB3FqhhV48SzA5OjoqN0CJEu9qleUIJN/eC3AEDqRkltcXOzLus6jUHlcK5Nt/JvMU9RZxYgnnAYGMGNYM8kQwCI7xpaJeHlMxRgANBcaOK6WHqlsZQyQC+U7nU5dvny5xsbGmvFMoIllmZ2dbUBKdjJjLXeAIbRujDgGh3xb98nJyWaI82je0tJSnzfHuJlHiZr6kgmaSW9vbGzU5ORkLS4u1srKStsrWALG215KHSIpi5xiuIyn2+02PaVIB11kThg7dLmkQxXb1tbWGsDJGtnAorFxPOwzsmn9HY1Mtsl3gDv73DOAGeAxk9c4UzczRjw08hdv5zbElFSe963qZQATkKrqS6by/0R2jFMm5YgzMjoZAyU0GQsTD8qkpoyhZozFRvb5NJqEmCKt6sXlMqlKgk/GrACMubm5mp+fb3QzA7O6ulpVvfq0qbyrqubn5/sKMFT17jI19u3t7abMKSwIN5OE0E7pXfE8fDcTxTyD8tB3c51AaXZ2thXNwFowRsAKVG6uGEmJQcZBMRofhStZRZ/T6O7u7tbq6mpNT0/3lQnl3Vtn6w8UULqZ+c6DNNcUk1rDLoUfTDgBpiSA8Yy9gzeV5+RzfaqqHZcyV+h8Hn1mxjLuEhl5YRm3tI+sR1U1Zd7pdOpBD3pQ69vgOjnK1Ol0GoVKafPasSzpuRlntgTXqROSguVRkjFzSO4VArJWWfEOw2TNeKUA3ORk785l8o6Sl9ypWR/r5hhgVbWCJsaSoHEQ4AGQ9JE1Tw84Eyn9znu9j5wC4/QZcF/Vu5/c2hqrRicANXnkMFmfTAYcGssHVju3Ia7q3UkMFSZVmEdXNjY2mlK1+VwLaHPxnDJGKEMyY8OOTDHQkL3/V1X7DAWWdCIatqqaogYMxIPbZIz2zjgznL4DbVMMYmjj4+PN0Bq/m1Dy/C6UbqyqVKWXggK0EaHnwQQpcyg8oO+UAaOW3l+ibP8eHx+v9fX1RuHJXHZ+FngS56aEGBjex+bmZi0uLjZPIgHSxsZG8ww6nU5dvXq1KRTPtx7GrZISilfMG+VKsSXtXlXNc6B8sDMUPKNNsaWXYW4pUtSeRLyM6eUxqZmZmb4kMErRsxn79Ij0gYEANoRJknIfHR1t1LaLOTAx5hA7kDkX1pdhT3kCVMkfEDY6OtpXd3x09KwCHlmVsY2RSsOTSZzAJg+TfIqTCwvlfnQOFxO0sbHRLjUBLp3Prar2LMVCzDf2xzgZzdHR0brzzjtrd3e3VSQTPmEIzaM4O300MzPTF0IbHx9vzJm1tJ4px9PT000vZiyb3sucBIaY8RcKpEeA1gTDg6c5ABxzDoxkUiA5zOOb93cbZk1fvF3oHDHFRmlQLOoeEywCmfSxJAkF/Blen72v847iy+I8GYNN6pLxFqceHx+v5eXle8XEEp1SDOIuSUcOXpqNXsujFsfHx3Xbbbe188UMOAoZnWkcPNKM121tbbU/g6X5Mp5uo/OeABmVogAQYCGp3qpq1JyQgWMtvDp0lrhYVbXEKWtVVe2zaUx4qOkdJM0JZCRYUViBUqDoM9ElM455HJ4lRn18fNzKWJpTc8CbzmS/ZHJSsTGIYmzGmCDt5OSskIniCjwZ680oqlSV/SFrua55/lW//BzQ817jqDrz6BYXF5tM8GxHRkb65sLckr9MosMa+B5AzYB3Omf3EzMeWUIxjx7RAcCQrOmUEXHW9P4STGVi2vHxcT3oQQ9q+1kowTMPDw/r+vXrDRSQ8Ux+I1dZVAdIwkDZe2Lc9q7Qkedg6ciBdwCdksjyiJ8wgPlwZMkcnZyctBwOR6jIinej/smjoiH2pd/Nz883ee90Os3ZGXRqUOGD55dvVht62xdv5zbEFFF6nJBnIkOUDsWfMcn0AJyPTW+Bl4KigebFyDL2dv369XYtGgoXJbSwsFCXLl1qqHkwQStjzegi5fkI997e2dWHly5daoqHMWCw0URQMqWxvr7e4s6uguQVQ6boUxs36SaxWQkg5pFSsIlyA1dVXyIKxcDA5bnI4+PjBpxmZ2ebQsgkKUrF2idVqB8UjT5mFjFqjZEVJ2N0rLV3AQ9Ai5+ZF3OrL/qV2fdZC52RQXEDX8blHUlFJmiyfoqSVPXuJmawyEJmNaPIrVnKtvVM6ptizCNYxig8kPE9fUxApz/OaQ96ajKWyY6wAmOiL/qfzAnwlyELht5RsapqDIx1k+AHlGQiVKfTaf231wAVhs13PMt8M/zGLEaev8+EMX0zFrLhmBBgYO4zvEQPifsvLy83mR48nWGcwhfex8ibV+yOkJQ5Bdisp6N59jXQTebMHVmiiyXMZvIoGbCHsUXD9sBp5zbELvOuOlMIhM3iUjiZjWjzUZw8HPEi1C9lZDPZ1JRwUpKMieejcmWTzs/Pt2Qv/UnPBp2T9BC07cjAYLbkYKyHQpdIwZt2TCNjfGko9VkNWEjenPCWKBDjozAZCHcvy7rN2Lj3UTKSalBv0Ht6pbfddlujzEZGRmptba3NXcY4gRGlB3mo1pbBSSNDgadhw4Sgd81dsgIMBuXGCGW+AY+FgcNa5HphOIQ1zLG/s0hNlrOkcLMkKXoey5NxfWBAdjag5mx4MkjkwP+NTX/E7lOGfVa4gXEB2jAm6MmkQ5POTFqbEc24OQ9VSOf09LTdagQcJK3vM/5NDjOrmrHLEwXmAYCS6AX0YKrsXV4qeeKlX758uQ/Eodbdm8yo+QOUqj89eKY2jZfxYIpklkuEquqVWyXvALeMaZR16kKAKZ0PY0w20L/Jy8jI2VEvoNoaZv+tNeCbOQn2UlX1MTL3dxtS0xdv5zbEH/rQh2p+fr7FEMXNKK+qagUGVHKpquZ1qN5jY/JwKXrUM/Qm1om6zOQclBwBI6AuWKCwKRWGm5EVkxsbG6u1tbU2Hh4I4c0YJsU5MnJWkN7482zo9vZ2X9KTIzqZuc1bzKSn8fHxlpFLucoOpfTFih03ofhsPMAAsDGP4qgUCqTPU8841MTERK2urlan02mVp3jY6TUx/undZFIbNA7VZ5yaZ7+ystIXqxZvTaMikUziG8YjM2MxF4ytsZpnSszxK2EVgCGNvP+vra31JQjxru+4444+YyAHIatBmRMylHKbFLl1EscdnF8hFs+o6mWNCxGhnJMhkQmO/jTf2T81kIHNpaWltn6odoDH3wAiWUDpYr5GR8+Oi6knwLsTVz48PGxAyJoAuZLUJiYm6saNG80DtMbGxqj6mTUwfvKxvr5eW1tbfR6nNdLE2wFxeS8oY3Npvzk5wduW6CX/paqaLjBneS85YGkMCbzcE25N5QZ4Bp1DRwIGGRcHcjlE4uz0Bx0jbyNDAsN269u5DfG1a9fapfKMVVU1uiWVCsTJ07GxKYWMIWRyDeNDmfi8IwAov6reUaft7e12UTbUzHPx+TRAjIiWiTposkyAyeo1KFwGhDE+Pj5uRTDSEFKSxsI4p5eYaFZyCxozj8JU9WIvKNe8CxiFZ12yuo6zuQzi7u5ui+1KBFpYWGhrYM5zTSnP09PTVpA+6cqkuhg+oYAEXFlwQ8sMafODIdnb22tH03g1DAxGRSGIPA7GW+CpSgCkvNJbSvoQ8+CcJ9ll/BnGDAvIbSBvDD1jBMjls6xRJtgJ6+hPKuW8SQdATK8aiDNWIR1zOpgDgMIGJgEvMkHOgVP7OI/xJCuS8dLMYs4ExLm5uZYBzmM0BxmnTtCACTPnxgd48aaBAsmHQKZ9k6EC82ye0MnGB7QBLGNjY82LZaAZdUCVTkCXW0Ofob+qqjFKqYMGPWMJr/YJOQV0jcH8zs7O9uVz8Nh9zjoz7MMY8QOrXShZK2N9NhkByUPnsvN4cj5f1aOpIU+KBTKt6hmoPNdHmHhPWSYR0oMMMybNEEHS6cnLgNW/zODMjSamkp6YuQAG1J2GgG2uVC42atJ4km263W4rM0nJVvViaumdMZJoa4oPFZheHqOQ9LKCGgoIULzWz9wDTUAJRJ/JXei1pJVTUamPm0oUpSy5hNeMOoX6nU/O/jME5tj4Dw8P25WB+mINeE2ZSWsd0ptKqpg8ZWydvCZ4830KkTyZM3FSnru9AiyibBlT3hgvU98AEJQ0JTwYjiDjh4dndb6BNkVtkrrXf/sUIABIjAvIshZVvRMU1mYQeNrrwIE9DCzbc8no5LjIAPYKQDcf5sR+sy6YJQlM2SffEz7ImLu1Pjw8bJX6MGhCKeZD/70bFVxV7TijPcAJwHJlEZ1kIUZHRxuw5hDkzVF0U2ZO0wtJvVt/tHjG/DMJLlmFYbv17dyGWMIMJccz4F1UVd9xoDzCwlin14oOovQybmtD5lEZQkWRUJCZ+ZkJDloiWZsI2mZYNzY2+mJmbgOyYXl8+s8oVVUrxMCrY/xsMGNIapbCs+lSiVAcYuhKbDIovPpOp9OoXHFSSjITQzJblUKkiPP4hgQzmxy9lokulLo5oQR4MFmhDPUu2UfMH0NBRjAJfs+jGjQ0SferMlbVMw4MOmNOVjNbdXd3t52NVm2LwrQ+CR6BxKpe/WPrJUciKcRkO6w1UGVNeI1JX2IMchzmJ+OklKzPJiOR3rBcgKreeVyAMBMhKfeJiYlaW1trCY+UPwWOXTHWvFqSN8g7raq23wAQf+zBo6OjVno2jaY1ALKcJpDvwEtEs2KMsngNTxQTQH7JQcZJGcKqXsZ3Uv7OFeexOHsqk9bIiTmWYGd9efDCcsaaz8SeGA+ZEUKydlXVx/okm5cgyr7Wfwmip6en7drKm9WGMeKLt3Mb4vRICBOkmZ6szUQgGFpKwmaB3jIhiKfgZ5Q2RcQrGBkZqcuXL98r5ibxw78JYCp+ikezacSpKEF9dlYYmmRkJTvMzc01r6bbPTtzeM8997Txn56eNuoMADg+Pm7Z2VoeS1BKcGxsrK84RVKpSWFSvN6BbgYM0ts7ODiozc3NFpPN5BhKwPdt3PTGecHp0TDGlAd6kzIGTk5OeuUdUXXGQVlmfM5aO6qVFdV49ICWrPdMnhHTZADQhoyh8SW4yQxo/fN9f6whkImdMN5B7x6jUtUrGQkMJQ2dWbDmFnPQ6fQugtAn+00SEqrZPsHYMNS8s2737M5cAArIts/NLw9N/HdlZaUB6I2Njbp8+XL7nn2TyYcUcsZgT0/PKucBWEI/8gHMn7EBBVXVYucLCwu1sbFRMzMzbexADmNnHNbTfJLjTIoko7Ozsw2op8dJtzmSZ52qeiEg3nc6DQm+M+wBCKiOlqyhM8qZTa6/MvjJEN1HHzkiOuh4yFVZX19v6zFsD6x2bkOs/msmmohBUQwMXQoJBUuwbQbKKCmejOMSFs9M2pnAX7lypRkOG9/m9b2kxrzb2TrJFFB3JlEk7UNR2QA8PBvA920yRiOPBTkv7Bq0ql7Vrzy7LJ5GmUL74ngUiGSepN9UK0rlq08Mus9at6pqCTMSvsQ3fd76pHeYFLt5Rh8mfac/ElkGC2ZkElXOPY84LxIxlqQxAYCUI0Yyk8TEthMcDHpHaUCS5k9qPpkOsojupDQHjziZf0aPjOf3cz3MNRAi9plxfkCEDAAYYqqD3vrW1lbL9mUUrbUqdfoN2MhX8MwHP/jBje5OZidj5FXVjAp5sH+SSUoQClTIhHYaYPCSDAlSvFLyqOZ8FkMhBynHgIxxAWb2+vT0dAsf2N/2MJ0GKGROhrnOUyGpsySpSpLS/6yoxwnxLMeQ9JkOxcQACPIigL6MhaO3ExBYg5uZNT2MEV+8ndsQZ0k8ikRLRZJZlpQRhScJSUwTEkSbZryH0Sf4lLjYEdSX8RB9YHRsJkpKiUreXl7zJ+EBoBgZGanbbrut0eDiRxCmG430Mc/tMqq8Z2ebp6am2jxWVVOIjkaIH46OjrZyiBnDFuvWj6T6KT6UPeVhroAYKNzcZba6DQTtY0EoIOtKMVNyaNnNzc1W5Uwsnccta957eETdbrdlvPMe0/gndWgMPKZUvNadh8t7kaiGZvQM35Pkk9Qo8DM3N9e+c3h42DJxM+RgrsxLVfWtl58bE4/GPAAM9hGP2Pd4RbLQUe48xjzP6nuUboZU0MMJSuwPRs73eLkJSIVA9EVop6rapS55yUKGpuQkpNEwJ/pZ1V8KN5mBpOLTCFb1hwysExlmmAAksiPMY97Rxxl2Md5cTwAegwFUuPFM3F+fyS3wIPluUCaA00H2xbqoTWCdrREZxNCQOcbXfh6kihOA3ow2NMQXb+c2xGIV4niUgEUlWJQjo0LAx8fH27VqFGF6HjMzM63mLWoIopycnGwJURBqJtCoU0v4nSXM5BKb0DMpRRtXnCbjdOk9Kl6wvb3djLP+82BzPlJ5Znzchk16Gf2IBXCzTGbcMngUDiOY8b+qXi3ePLKVHiAvf2dnp69EngQ2SpiiYsyT7kPpVZ1tOrR+VliScayqEFCSXjrqNZmONCrG6zOUcRosn52bm2uswPb2dl26dKkBP4DCWWByksqY8U0FW9Wrm8zgolePj48boBmkQcUy08iKzWeIwc8BQ+9iPKwp44/REQJhjBkK48izo/affxtHxqGrqsl9jtlzjfPk5KTtYUCUV2g+rR+mSDZ29gfYpReAZMfnGHVndsXt9/f369q1a82rW15ebmDIXk1v2L9lxEtoympZwk1kwj4d9NwBX3qCXvB8RhtjmImgDPHS0lJfhblkSjwPgAaS06iTY2yKsJR9r98J5Fz56p1bW1vthqhhe+C0CyVrZUICVAiNqalqY6J1KNsrV660OGtSOjY7Q2aTU1QQPIou48KMDaMN3aeRT4PE0GVSS1X1JVhkTLqqd60bz0MW8t7eXjvyU9U7wsLT5uHLwDROnpqL3dNj5Zmn54fmTSTuWeoA67vSeuZDxisFy/tjyDIumyxGMhlJs6XXRHmkfGTyCqPvu5QpsJZeCnDk/ycnJy0hJWPMPss4YwYy8U75TnFzYQQGOc/2ZjwUiDJHxueYTFU1I0SJpocC/FRVy7x1cxjampwADGRYbJcSZhTJ68jISC0sLLQTC0Cwd5EvF2rkESt7CDC2RwdBKrlBjUqk9A5jzGIp+gCcbW1t9ekAz86KdgnaycXY2FgDDHfccUetra1Vt9ttuRXAdgJahVIyuS4Tu3jHZDFl2XygZwEe42XgjNNekkjIi2ecsXcjIyNt79OXmBQhKjkFABODr/9Aat6utbW11cJdGAcgjJzaswlqhRhyj8qdSUbz/m5Dj/ji7UKG2EJThJQvz0eGprNv3e7ZdVxiO5QpzyALDRC68fHxunTpUjOi0Fu32231bwkxRZUInlLheWxsbDSFB9FX9ah2lKmxzc/Pt0xo3iKv3TykB0Lh5NEC1FxVNXpU33jd/jA2slMlpFA43W63zQGFklQUQyDJ6eDgoNbW1pqS4bVQ7nmEBv21sLDQ5j8rBqUizr8pVu8bGxtryVeyNfV1e3u7VWXL413p0XufucEkMEy8HS1jpcksJBORniY53NjYaHIjJJBlGnnXDB6FnM/3u6peMlgm9xwfH7cr9k5OTprBZSAzeUh4YHNzs2/NyRnASXGmUcm8CsbFHCV4A5ZTVhhynpKLE6wxQMXYJrD2fNcyGiNGhIzot31jDq5cudLAVFLoOf/CUFgRspk0OWCagEV4KE9KJFMEzGeCJ+BtHzC8jKhnAPTHx8ftHD2Z9w7gwveMD+ABcjJZdGpqqm7cuNHYgfRoybnv2wfJLnCAMAzJBs7MzNSlS5dagqR9ZW6H7YHTzm2IMz6IHnb0Z/A8Lu8TGnbYfHR0tG6//faGYmWW2jhp5CHbrIRkAxBChnVsbKwdqbApk36ioPI8qiQhP0+ECV16r0xG6Pzo6KzS0z333FOjo6ONcrIZ0HmMD4XOa0svigIc9BIZSwrA+43r+vXrbQ0yqUamLO/AfcEyUo1zc3OzIffbb7+9GQpKaHp6umW0VvXqiFvTpKutRV7oQTmYX+tCwfBmGdM828pQUMoUbxrMqnt7LmTMOvBGjUtSj/Hoo5ilsWbmfBqKjY2N5nUCbdbL34xGVfUVTmEceWsUtCziTBRLcEcWkqo0j5gMnp7wRZ5LRolT4uZTZSkt6fAEouaL8bX3rJ95ygQg785rPz03z6Bbf31PA2E/OUueNQPIEO9SHNZneI0ZViC/6gEw5OmlY6wSIFqnZI3IL9nwnt3d3bp69Wo7qmQusDHebz6N33qSYyc/qs6AvkRGzzRuOSH6ub+/X2tray0WLYGs2+22MBzDnwV17u829Igv3i50H/Hx8XGLd0BwGSuywdJToeyc1WU8Tk/PzpcmjSbmC1Xa2DYID4TXRElV9YqcE/BMhKCAlLUcG+tdxkARMIJJpdo4SZFSUOPj4+2OXJ5fVTWarapXWpPyE0fMzcuLoEx50z6fFD6AQNEad8aKbVhIHQI+PDxsmbCUJBDkna6YPDnpXSDAyFdVUyJJ/2fc1/jMn35QyAyCeeJRoc/TW+WVWWN9yLVJL9t3xdmqqnmZPDqemOcyrABGVTVviZLlDUl6yuM6kon8ybOcg0lYCc4823x4D1n3LJQ1D2dvb6+BWmPyfN8lF5mYRD6BQKyH96a36Xme71gdYJP70l7RT/Kj/5IfB6lQRh2IY/wAtpQt+x5YdqGFUprOg0sErOpV+SIrfpbJXwnSEzj6fwKwfA5dBVCZn2SHMskqi6zQL4eHh61kq+9KdJuZmWnJVn6uhKsxZTKiEE7m5GRceHFxsYHEzCfJrPVhu/XtQpW1eKsSjmweyjApS5mUSZdlPHBkZKQd2OfN5VEVx33Ss4L6ZCBnYksmnzBYUK3npjKgZICFbCgkij3pU3GXk5OTvsSL1dXV5kn6GUXDQDEK0DWlnd5femhoxDyCUVV9G5yyM8dJe/L6eEPmNtG1BA5AwDsoX3NMiTH2aSwZMlSp+R2kr9PYkQHMSM6HZwJWeU2i9fEnk6/IVsbNrKP+AiiMikQhY8oYfGa3ZyIfJTzYX2sDUOWcHB8fNyPCYAMSSUcCGTnvjHFWqKLAUfQAm8+enPRuckJ/p5xliVP9YSTIE/lzPjUpecbcuMy54ixARoZB8nib0ADPLGuf5+1FQLmEKFTs4eFhOyHgbmAeMxkBiHMvmKvMebB2mXTHU04AmXHmweTIjKEnYNN/gCjPwh8cHLSwjQtkqqqxAMaXbBGA7LlJ5QNP+pchpUFq3+9uRht6xBdvFzq+JJaa8Unxyyx36I+jGpRCovSqqsXFxSakFMzs7GxtbGzUjRs32vWAfu485MHBQcssTsSXG8pGZEwY9vX19brtttv6FEIaOv0l+I5GVdW9Kn9JPFKXGEjhBRJ+lFyn02nlGdFVNjIvDogQg5ufn+87rmW+bexEzmnAZEwqI6ngBSV7cHBQV65caeACdT06OtrKRPICGfeqXhyOkqSs/MFyoOdGR0dbHDbjkwkGKLj0gvVRhn4mH1FYPpeUOmOg36OjvSNb5pQhw+qQ3cy+ZcSrqskJr7aqx3ZkQhXAp08MrLUzjozZZi6Cn3k+2UO7k0+XqKRnqr/oTsAhjxRhghKoZk1yhkq/rGdVtUskGLLR0dHWD/I/NTXVDLxiG9Y/i4solGMN8xgacOXGJ564e4QZHFejWu/R0dFaXl5uNbmtD7n1b+vEYB0eHrbMfvJmT3gf0GCdExSOjo42cGBP6k+enfb9POstbJTrnqE6/QREZ2ZmGiU9NTVVly5dqvX19RYaSiBF7oQMsmgIQDpsD5x2oRhxJorY4GIa6T0eHZ2ds71y5UrzHtMIDMb4kk7OjGZZsEdHR301ZHkyg4lBNgdaiNBlrC8TVlBAg94nwzDohZmHpNB4Bja5WDYQQnkyDFU9zzWp3VToOzs7fUXou91uO2fLiDkv6HmUq/7qy8LCQu3v7zdPgafKEFG24t8MewKmVGYag5/xT33xO0aN4ctrBPPZmXhnLf0OSCJrFIzxkTn0KGUojJFxZoo1s3uVMuXFohApXMaNsciEMIYYqABAFYuhCHnJnid2l9R1hiCqeobRfjAnPLY8T24+rLs4KJnws0wISprS98gXjxG9LC47Pj5eV69e7ZvfZICqeket6AEykN68PArr0u12mywD5jKl7R3hjbm5uQZiGblBat98MnQMobnktepbslUMqrVKzzz1gvHbp0I79hkgkayX/iVwEe7BcBnv0dFRLS8vt8xsjJKxML70HQ/Y+6p6uS/p5TtqeDOp6aFHfPF2oRixoxIUSyqajJPIPJa8wzhU9c5hpsK0IRgrHnBVtVgHb0Z5PAgwE1UygxHyRHVJvMqkskz8knCSSUFJfdu8WdOZZ6ufzudSDJJBKKuqXmyRB58ggkKgPFNB26RACuNs42byS1WPFdDPkZGRdiwMQKEwGToU4Ph4r+qPz9jM/h7sW9JnaewpeIbN7xnRpPZ4ouQC6EigketmvOlxM9aobvOZldEoOmADkJCFmsbCWIRW/M3zH6SUrWWeMTZu/SFLud7k0l5K+jKNQ4ZRGLM0ysZtjVCejJnEt1TaeTYaYE6DenJy0gCxvSIJyBiBLSAcdT9o+LBmLmoBcDKuubq6WrfffnvbE7zinLusBGcuc76sE4+2qur69eutz4CoPW29cg8AU5mLkkVwknWRgwFAaZmcid3Z3t5usV2ynF64fZXH+xh+uk1J0Mw/yUQ9njO5Aw7zFMCwPXDauQ3x9evXWwUoGbw2r7NzFldShU0GTaKhbCj02unpabvTNqvZ+A5qS7ay+DPBZhQoa8pZ3JpiHKRrKHNGg8Lk4SgpSXgpO14wWpwCYzAywSW98oybZaJGZsnakJlAhKITX2Y4lcHj6VGaQEDGF5XY01BwLhHI9+bxivTSqnrVlrrds4pYlG/Gov0safz0YLPiVFKp1g2i9x3gx/isH3lKjzFDFBSQ9TEO6wJo8Hqqqq90KWCRoQPGiLwNJgNhgACQTCxMo47yZfDMYVLMjAklzltMo0y5kttMaNzfP6vIJCxx6dKl9jvzNsjS6KeQjssgNjY22riwVScnZ9n3u7u7jTZlaIGV8fHx2tjYaJ5iVbUsYCEVa4xhITs8czrFs61nVgBjiKt6iZs3btxo8itmb9zmQbU7P+dFAmbyYoB6JxMwdGSZEZZAZq6Xlpaa/hsEXcZrLpIZm56ebpXdyOLBwVkZXmsBeFjP3MvJWpIDOu+TNUb8oQ99qF784hfXn//5n9f09HQ96UlPqu/5nu9p+kB75StfWa961avavtF+93d/ty5fvvyJ7HJrF7r0gaDk2UhGktIVl0rqEqpDg4oNV1XfZspsaVRNJq1QhpnRnF5sUtzr6+stDkrobSQKzBhyk6V3kJmpFg3SFBvSR96w6xCBEt4f1FvVK7jhWenpJZ3IaCV6zTgoEJEGwzpl3FtmN6/ZZ9NDRXnpe2Ymp/dc1UtQGaSqeUcZg9R3hlpCjnkFptCTzqQmi6KfwgnpUYsT8lbJiYzozHbPbNmsIw04+W7S3+bCvKdhNb/WI4tdJOgzBvHYzA9INoERzWIlY2NjrUBJPt88VlUfSzLoMTNeg0k9Yr72lPVIqttaurGKou90elXe5BLknFhvTFRS7CMjvbue7SlGfGtrq3m6GxsbtbS01AdaHFMcGRlpWdLJbADrMoo5AklfC3/Z62LEjLs9iV3If3uOcBY2kK7CHPHSrVWWEj04OGg1FzAgGboz3wsLC1VVDSQIvWxsbLT7tzMkZP4xIPQovZqGmizdrHarDPFzn/vcevjDH15ve9vb6saNG/Wc5zynLl++XN/4jd94r88++clPrh/5kR+5Bb2873ZuQ4wGFdcgtGguiiGTFRz7sEFdv4WORqsxKhImeKSZCZoUY8a5UDmZNJRZnmhLipbySGOTHgajLUNWXylBG9fZ6UyggVi73W6r5ZueYJv00V6x//uKRVGYMknRhzxoBs48GCtFkZ43BUAJogwpVoaFgYKWjY3xqOop64zDVfXiiwxqGoCkyD1jkGo2typhUVAZU045q+rF7JPaJxsZy7VmmXSG6s354ZHy6NPz928eNhlKBW0NBp9548aNNhfmp6r6Ehmtvz2AJeCJkQ1xQOtsLckXWffZzE9w7MmeRcEbA8Ygs+F54rOzs20Mzu1XVV/SoDFYS7kSvOajo6MGshRWmZubq6mpqVpcXOwzRuQRwLaOi4uLfePW18zux/KsrKz0gYPMFbFO1hftbl/SW8bpO5gYYQkySHZyPU5OTvpi3Fn8hUdb1WPBEvjnSQD6DQt3enpWU+D4+LjVAkjAaE6AQfM1OJZBL/HvenvXu95V73nPe+p1r3tdzc3N1dzcXD372c+uN7zhDfdpiB9o7ULJWjxWKDeL0FPgNo4i5em9oSxlJyb6JCAnJyetcIeMTMqZYGV8hpHN/9tobtsRQ1L8AqiwgcTA0lDpy/r6eqOfMlOSlymRJdG2TZiXdeu7d/AqPDfnt6pHy+rH9vZ2bW5u1tjYWF/t5aR+9Y0SB1bQvTwXgAGllexEziNQkHQgDxDNZS0AiqrqmyfKJY2rOBwllRW0lpeX21pkPCuVJ2qTAk0QQjYZ2/w+5VRVbS7Iy9zcXEviquqBjYynZvILYJO35DCAVb3EtjQqGQP3bnMEkFgvIKSqP+aewCSNVILRTBATpkDDZnw06d/B0I5wTn4PY6DYBnqaF48NE//EEmXcmvG2H8RWq848++Xl5drY2GhMR8ZWGV1UNo/emXjevnPLGYdN7zGPD2Iy6CB1AxKMJBu0vb3dbsICeOk6egJDBuyl1wq0qZdwfHzcwnJJHWdy68jI2RGtdDKsVVXvOBzGEoDP+Htew5kFQ25GuxVG/t3vfnc9+MEPbkxCVdXDH/7w+sAHPtBuvcv2V3/1V/XUpz613vve99add95ZL3jBC+pLvuRLPtHdbu3chlicSaUr5QFTuchqREGLm0xMTDThF1OiLChkdBsjnHGl2dnZPpox47a8aIgRUhXLZjQSSefGzAxS37cJbEzeSsaPKAgKZW9vr8VdMzGMMc2EDIaJwbJZCHAi60xAY3gZ2vTWq6op/Ky5m7Wv3eGc8bT0DHgBsskzXo9usuEnJyfb+DI+zMhkaIJhN1ZzkIAn0TslTi4YqapedikjNjU11c7IAnq8CN8FxGRH84yxEvpNeVVVn3xV9Tx580qufc/8k6kMyZAXcpgeGtkyF+kJugwEoDQm/aF4vQMgyrwDRjIVO+qbcZWlT7HLRyCz9gAlPjY21pT5YLEO8eEEFKenZ9XDrl69Wp1Op4VvzKkM4/n5+aqqloPCYxbntP7mVv+TBSB74rMYGUY/Y7L0iHEy4mRwcJ/aC0IiwPD8/Hx7JiBMr/D0MXxCe2SMTHW7Z2VYzWWOkceMuVDb+vT0tFZWVpohVvjD+Ww6JfeiMX+ytbW1tSY/GqO8urraZ4jvuOOO+pRP+ZT6nu/5nrrtttvql3/5l+vbvu3b6i1veUt9+qd/+ie039qFViSFGnWZhm2wfBslC6Wh4Rg+myjpF2fysgYw9J3Zrb6ftKE4JyWeyThV1TwviSHp5VKqsjmT6jK+lZWVPmROCaMyzQ/PMbO8tYwLTk5OtniOMaKxkiZNele/0VBZ2CRjktA25c1gUkT6nAkj6GUxJArJ2qfnTQ7S6FVVqwCVWceUgnPW1p0CYQjJTlJsifZRt4CG56Qnbn55s1oeSWHEjMO85flkSVHkUqYs48yDFG/M+L9nD8aQzX9V7zamDDWYZ+AR6Bj8Q0b0zfoZ72BYx9WDIyMjjckxp5S7MQIICXarqsmmEJQYKSNjvtH2Vb2cBd4fQ3Xp0qW+PdvpdGp2drZmZmZqbW3tXkl0jJwz8YxRgg57kr7hrfod4ADgYrWsIbDhz/7+fgME1tKzrL347+zsbMsXmZycbDeAra2ttUqC1lYCVV7GAgDoT97sRr9V9U6uYBaEwBh9hY44MEl57+7u9tUayFyC+7vdqhhx5qx8rPZ1X/d19XVf93Xt/89+9rPrN3/zN+stb3lLfdd3fddN6t3Hbuc2xBnLyESUpHfvS7Genp5V2aI0Tk5OGqJTQYYXmcYHTSdeC9FKdNne3m5JHD6XFb/QzZn0hYKCQqF1CiRr5aZBTQDAo8ws6fyMGDIazzvNmWfbVDazZAq0ICNEAWRGaSZoGb/55vmYL8AiY6dVvcIcvDnzLWyQz/LHe9KLBBoAjyyYYW7MPwOXXloq46qeJ0CmjI/hYUQyUzgBYVUvoc27eDt5LMjz/Z2enzh/Ag3PYKwo85xLa2eekoqUdIROJVvJCpCLwbrSeaQu8zD8fH5+vsmH/uljzmHKkszsZGvIs3gwoMBLTFYHeCRr/maEPQMA8GwyIfsfUPMdRuvg4OzyEmEI+8/auI40wT/ZYAyxNuRTrBsI5OWTmQwF5JpnCCzZGUY6jX5Vjxmxv32GA+AzdJv+A5+ANZBHv+Ua20/e62ii+Zidna0bN240HYnBzFyKT6a2vLxca2trfT9bW1urTqdTy8vLH/f7D37wg+vq1as3qXcfv53bEPNkxBYYLYiYQJ+cnLS7dfOcHWRnA8rgQ+e6PEIskZKR8OTfrvrjmaTgeg/KnBdFWK9evdqXsbu5udliTpubm02QKXAJDpROGhceRDIE+uj7jJ+xM2A2HKqKgre5BjOpJXc4l81A62uet7VxM9nDu21EsfKMfyWdSbFiPfwsmQQGZlDhMK7mRkIYKt+cJljjASXY85mMn1Jc3ul9ZNN6A0AydTN+aj0S8Hg2I510NBBjzfWFzKendHBw0JKw0uOwPgnEyBdv1LPSw7yvYy5io55D8aKbJfAwPP49PT3d5D37laURGbwsJGNsYrZHR2eXZ2CNyLCEsMEKUpk8ZL+nJ+6zAFxVNVmZnp7u85AVAAJEjCWBIpkYBIBV1S4Aoacy3JXVsOxxn0OT81wzriumnMwe6t4+qDqjR/3OdZpkV2wZC+Pd9tf+/n7TAeTYuldVS8SzfuTHvievwBfDfrParfCI77rrrrr77rtrZWWlGd53vetd9dCHPrTlcWivetWr6lGPelR90Rd9UfvZ+973vnrSk570Ce1ztnNH1SmuqmqFD2zS9MDW1tZqfX29CcTS0lL7e3FxsQkM4XeQP5OTKFreSipUm8tGkr0Mseal1wROIkdmOqbChn6dKczM7PRwMsHk6OioxbH9Qa2vra015ZteL2Uh8cqz8z5aSsMB/E6n0+aN0afwkh5mvDMkAP0y3taPMqLMj4/PMjApcQqNEvI5Bka/UXDm12d4rNZZYozGG0nasar6QIF54SFubGw0o6R/6c1WVYsDyzVA209MTLTLSoCXwcxyawVAAF7i5RKzKEBjPDk56bt/OtkYVZcYcbJH0WZiWFL/+ik8QNkzjJkDoekvAMXQJSPgBh6/A1rJjTnnnTN+AGAaMZ6zP8mS+Jn9Qn4mJydrYWGh7rjjjpqbm2uGIfMwzE+e9UZbj4+PtzP1c3NzfXdx+35eFJPeun6Te962PeHzyazYW9mXqp6hx05kvN3Yq87o/MuXL/eN9fr163XPPff0Vf7DvtnXqorRe6urqy2uvrCw0ADW1tZWS360b+x3OtfRN0xC5gp8MrXP+ZzPqUc84hH14z/+47W1tVXve9/76nWve1097WlPq6qqJz7xifUnf/InVXXmKb/4xS+u97///bW/v1+/8Au/UH/zN39TX/3VX33L+n9uj5gigGIhdlmZFACj4pxfxvqqeolJFCwhTw8tPz862juv6/uyBnmiUCMFRfE4OuKmFt52bsxM1kCvM06np2c3ykDhklh4nIrdZwJUKsPBpA+ImfGnuLLkHy+fN5nHKIwhE0LMh5/xnihcaD29p6r+MpvZgCB9ypbxOIqX4qKIUP6yfHnhPPP0eozB/5OOFqPUf3dem2OfScWfsd1MlGHcMvud0UsPwTqhKZNGZJSwBOk1+655Tc89E2OSCjfPGae3l8g+pkZ/xATzGjx7wR7l0VHGFD6Qh43KTPcEqNZI/xjyLCSDwUlWIkM3Cc4zGTPzKpKFQfPnmjC+2ILx8fFmqDK8wrO0lx2BMy8uVUi2QUzVXGGXrKH1tO8yMSyTBqt6xWFQ/0l320fWRpzWGW5edj7H+9MJ8Zz5+fmamZlpNzetr6/3ldK1RuYj8xYuX77c3k9336x2q2LEP/3TP10/+IM/WF/8xV9cs7Oz9dSnPrWe/vSnV1XVBz7wgUbTf8/3fE9VncWG19bW6qEPfWi9/vWvrzvuuOOW9LvqAoY4jQpqxmLu7++384Xj42eVdCiCqp4HxBDlsRnPo2gysYHSqOrdvMQYpgGyAdJgups0z5byfAk9jymPN6EMT056FyUwCKurqy1JpNvt1u233942vSQWhp+CY4TQgpRSnhe1STPulnEsXr9nZwKZmHnGzjL+iYZm0FDKGRsEmGziNLiDxygyZsYgJ2hCQYpbJT1X1TvalIYLePE7xja968zGlSHqZ96fiXvdbrfPk7RmlByjlWET3n8a9arqK38IfOirdQIKyEteBJJlT4GlzNCmHClS7BCZtm6MkXPsYsn2GIBrXLxZRiSpeEZM7F0GPFAgKz+93zx6RI7NKyPNAFLGxoJ6FQ/2uYzV+j8DwtvjWedngd29vb22J4SWMn+F3rDPPV8iFllOD5WMYE/oCiAAWLYHkqnJkJT+JdjXD3R/AhWyn9Xl8sSHo5yMLyB26dKlBsSTuVQdkNNgntbX1z8pC3rccccd9drXvvY+f/dXf/VX7d8TExP1whe+sF74whd+orr2cduFs6YpfSiYMcy7fpWGZAhsTAYHpZvJBpRYUpOZJUhgFQDJ2ByDUNWjDEdGRlrKOoqPgDPWjlplJqXneh4KOGORjBgaSH94Y0n7pSJJWjeTOzKJJZU8o0Yhmkv0NiNvo6ZiM1bzZpPyYhjdrJCkb4NZwBnv9HN5AAyKd1f1KECKSRzU7xJI5OUhxpY1cskDReNzSTlmol7KQcZheTfGnbHvZFisU3qSVb1YOxnJ+CrAR6k7m+od5C8BDYXpfYOANDOY0yPOJD0G1lwnPZxeHNkU30SXG0969NabAXDmNWUUQE5jq//m2P7FFtERkimVanQJAS/YXuJ9SkTzOXMtZ0FhEiA/gdhgxr0x+BkZcrQSkAWI9YO8DO6zqmqsmO/wVIUUMBo8YXuCJz89Pd3en+EvMud34tP2MZn2WVnXOX6609gk9pGXYXvgtAt7xBAp9EsBEA4bYDBjdGVlpSYmJlrcjEFAdWUSj+8eHh62mFAeJXFmMlEyD4rQqdUK9TvkrgAH5cRDzmQPiiRpVxuLJ5ZUEKWpn0lrpeLL7FGKmBdWVQ1AjI6eXVoPPUvUyivrqnq0qCshjSk3dNK9yUIwaOKZaD+UMIPJACStTDFmiUDzPmgsGBfGlSG01qnQrePgWV6gJ38+Nzd3r5AFA6SPmRSUSji9uIx9Z8w8E7woPQrUzwEdwMf4rT/jOz4+3jxMl5cYW8ZVzQ8jkWfIedH2RyZ1JUDwXUbZO9IQDYIA4yIfClTYZ+TOM9PrIk/2X3p2CVgHmRceHaPP2EtWrKoWA1aRL/Mu8ghPJlFmEhfj7B2Hh4eNrSIbVb2CGMfHx7W+vt5HbWdhHnvOZ803IJm5AmTAzXRXr16tzc3NdpRT/kEWK0kwaJ9k8ZKMUx8cHNTCwkILM1y6dKl58OaQnOSNYqkPbla7VR7x3+V2oYIe6Dxx4LGxsYZU5+fn2+H7pCMhVpl/Nnen02leXcayMrYB3VHkDBUhT1pHJSKeUWbg2ng8dWjbhmFgGOOkhTPBgQLvdns1iY2X1zOY1VvVyzje2tpqCDevOazq0boUpeczLhQJg8BTSk+KgsqM1wRKqPDDw7NbtCgj/Ts9PW23a1E4GTszH3nOWRIQYERRpBcOqFiPzc3NRp9SqACJz5k3R1CSOqcEGbgMm/i3ak2Ue1V/cpS+AZAUfMY+88wsRby1tdWMWBpMxoOMGndVtfAAsKa5S3ZpaanJDhmUpJTy6J0SIdOYqzJmDtHozs4nmNQ3Y1MOcmdnp65evVoLCwttXgCgTBCUJOn/d999d1X1LhJJhiPzFoBpn5mbm6uHPOQh9eEPf7itW7JhAID9KkFpfHy8rl271ld33N7IDHx5GgsLC7W8vNzkqqp3DIwsWUfU+ezsbC0vL7cxmVcyleelMxFOKC3r4m9sbNTq6mpjJHxfElz2Ie8iFsLiuCQYJu8zMzPt/HCyjnJhrDXAZk4yd2HYbn0792pAwBmHkKwlW9XiopIziQhKswl5ohQJVEhIvGPQg/OZjOOksnIueWRkpBWTPzo6ulfsmSJDOWdSiDHqFwMiXpSb2ObN84+MXyb4MAJQPCWYtGWCkEFKWzzQPGdyETo5KTKb21ym58kTrapGx6XizDhxfk9/fM45UeueXgZFIos9aUVzZ2yp5CibwVAD45Seb8aGyZ3583cyHb5LHtJDzJhrxs8zOQgASoAD/DiTbg702fsHk9DEZk9OThpAq6p7KUnzghmxrtYFO0XJVlWfPKaBIq8AFjbH3AID5nnQ+Hvv9vZ2y9UwhpRFf+dZa/sw96u9dPvtt7e585wEjRgUnrV9Yh0zYUrfrJnnJLuS+9D/OQryUNIDNgfkiJwBToeHZ+f1V1ZW2poADDL+sx/GSUflmMhLhp4AR3uUbGd2vd9lSVF6bGpqqtbW1voyxG+m1zr0iC/ezm2IH/SgBzWFkkUbkoJJWsXGrurF4dKDQBNloQleWWZy8s5sBpmRGXuamJhoG5CCz2xmRsDfqE1KwsalvHj86SUlRZnKRrZ2xlb9XlIMD0t/KHQeCwM6SE9V9cpWpqJDr6I4MQE+Rzmm4s6EEgrFfOU6AhBV1fpUVW18SaNX9Uoo8g7QocaUVZ5QkNYy6bNE+umt6is5MWbvYjCrqnkc6ZFRboOZr5gUv8+8gIzdm/MEoubHfDCuR0f9lwykzGeopupMWTnfaA4GwYXvk708Hw/Mjo31jq6RldXV1bp06VLbL6piSe7JohvmJmUymZ+M12O6rKW5w/Iw3CnDPNZcW+Dq5OSk79wugCIZjccr10OugSNl6+vrzSB3u/2XXgBI9ry8llw7cyjEIcEQOAZqs++5H+0dRxcTVK6urvaFYNTlTqp5bm6u77l0XjJc6Q17ftUZ2Jqbm+urs0A3AAkqkQmJWLs8yjhsD4x2oduXqvrveFWpJj1icTObOw+SE37e2MnJSYuXqJPKIMo4rOpdoUehUcpimhQ7g2Mz83AZGkKov2kIUaAE3iZUEaeq7iXA6G4ZmBQcQJE0tr4x1owyT2Z9fb3vuIZ3U5yZlJUx8sHs64w1Mp5JUwIXqfh4N2nsGAZGzXwwmPpY1avK1e12+0qEko3Z2dl2jETfGY/0IK1vJk+lhw+MUDxkJ5WvPvobUACiGJ9MiBukcM1hxtsHs4H9XJYuTzNjcfcVC9V/ST4oWIYMpUnZJzhIo89AOpqnhKZQ0ebmZssrcDrA99KQb21tNbmYnZ2t6enpBkQB76OjszPzSZPOzc01Rsv53sE4d3rrxpc5IHSEOGlVz9iSR3sGsOW1T0xM9F2AkPQr+QVwjo6OanNzs53scBTOPFtXFQDJM5kdDM9Yf8ZTroR3Of/rPYwjGcwz0FmvHXgzXrc8TU9P1/r6el9oLj38PD0yOPc7Ozu1vr7e5H1vb6+uX79+U6npoUd88Xbu1WCMJicna2ZmpiVR5KZOapBRhgQ7nU67JFsyRN6qRJlB8M7NocAZbZtM3C2pYRV/eHZJd/l3xgeTUs0knUzooTAysUpfq3pHZpI69G8xH6gckk+vxsalfLyPccx4nQ04eH7S5kyPmafjj/XzDPMw6K1A38ZPcalf6yINsSZxVOPwDj+3PuZa7IoholyT/jYuc+jnjCQjp2UcHAhKT43yzJyADH+Y+/x5hg4yNsj46JP3W9MEFhR1UtSMelLZsu9TOeb5e2tkL6XH5DPWy9glJ+aaJlil/I2T93hyctIHBhgDgCFj+J1O72YkHrI5NH7vA4AYZfIKQJEX4yOz5FKhC9n629vbfe/XGPBMLpUvwPOVQImRYyjtV4aVMWN06SL72LynHgDWAaU8R2+eqqrvAhJH3TLHQa6GG9fm5ub6jkMy8ECDPShXR7zafAi9pCwP2wOnndsQ55lfxpghVI2HV8AIo43FXSYmJtq1go4P2SjpwSWN43eUu9uZqnrx2Exg4lVQSlX9sUEKSV8p4owDUhAUHgWSyjQ9sxTujGGmEhKXOzo6apQbBefsL9qbsjO/+QwbiIKQKemdniNhg7LmJeZzk7pOT1d1McoHtSdhDB23sLDQB2aS1hykeTOxxRzo26AxSFlIJZaerPX27vRUGDjzSybTIGhpvHIc5okRzKx8/wc8KV3UMxnKfAEGByADQBxfkXHvGRSpuuWMIPnliWvO+GJ6jDer1pFbspQgzpqlgcGW8KiwUJKMBuOmALX5ThBiDhjoLIWZ7BDdkefI9VmoR7lHYKPT6bQ7etHV6geQ10yetG76DsBlnNY82KeSoBi0DEE438vAAzzJIKRcCgHQVyrxAR6ZHc44p1OhjxhBLJ/n6Zd3ZLgKQ3UzDfHQI754O7chtoiSC9LjScqLMPu31Pmpqam+TFbf56n5vExFGZ4TExN148aNpoQGKVm0IgEUdxPfQgNW9byM0dHRvoPyELm+QbTqWhsP+o/yzmQqfavqxd4yHjiYaMYo5vONmaKamZnpq9mdxzQoJUbDRqOw/D+9vVSSvH8KtKpa/yg+MXDrRYmK7QJYnpUUeWaVm4Oq/tgc7zPjrgluyBwjkEaeIfBOa5FGldeZBjJDHMZobVGKZEk8O9+bHuUgTZ1x4IzxG8v09HST96reOWuFHRi2pMpPTs5i6ZgVc6RP8hfsofHx8bpy5UpT1Mo4ks2UR0Y9+yiWmolC6FexZqCawTPngzLmTLBn2wNpWD1ffxi7fJZ5ts94rWNjYzUzM9OSDat6me4Zox4ZGWlHhzqdTt15551NDwCV+pcGyrlnFD6PlNGV0KWcqXkxJuV7Nfs+gVV6tycnJ7W6utr0ZTIfHAbMw+HhYbvZzViqqi+fZWpqqq5fv15V1cB1xthvVhsa4ou3cxviiYmJWlhYqIWFhT4jUFVN2NIAp9eVHm96jc7v2rhzc3M1OzvbNpINq1i7z1LyNiA0CIUCABJcjo6O2rETyp1Hnt6AvzNxJ4/WMCp5V25S1L5jg7pEHO1oo6PcNzc3m4HLS8wp/K2trb5YFJDBQBJ4fUjFnrFsRsvzkwLNakGUtvGiCK2d9R6MBSb1i5HIzFVghZertGnSh1XVp0DJTjIPlGTWRzYuCiv7wrABXNnEEil+ys5zsRPkYTAGl55N/knGgkfIazk8PGzjHmRbMBjm3rolk2COKFqybg+aC7H/7e3tvqNTGW+lsBVk8Zyk/q1h5iowImLC1igZnTREKXvmJoFD6o1cGzJjnKk7rCdWbmpqqoFDRsp6ZpKdUEPS40AI9g5IBW4VDcn8j/39/QacePMLCwsNwOiL/ar/4upoZkCKY6ACm/1prZLNEhbKOaWLFFVKR4GelU0tVj80lg+sdm5DfOnSparqUX+820wAQr8yIIQaPWPjUAKdTu8GIfeFUlw8IW3w3C/vIxWjuCMjJcbF6MnazUpbqDDJXRlTyyxhf6NpB70xXmtW86HE8yhSsgFV1UdrMkyO0ZgD3lQiZJu2qto8MhZ58XgqU0Y9PWebm+esUhgjPBhntPkpGTGvpD7TkPuZZ1CwVb3ayL6TtFuOg/eaMcQ0JOJyPLCq6lsfbEfGVY1XfXR0J5k1vgRm+uXn/p/rXdU7qpMKPyn4XAdGQ56DeU9jbC+RswR9ZMRRvZWVldrc3KyFhYW+qnYJJnzf+vCcjQVzpD739vZ2n+GydpgQYYWk/OkJ+xBDZX7y+9bC3NsrDIZnmD/H+JKK7XR6x7dGRkb6Qj7mAAgWAmBQAWf9Byjsrzy1gG2SvHp8fFZDIYG8cfOS01m4dOlSy5WxDwG4jJvTAWQFSLbeLoVwJp/+Ozg4qNtvv72xiZcuXepLkiPzxnYz2tDIX7yd2xBT9Fk8nrGYnZ1tBk+GZVKHp6dnl0BAZZkhqHbz8fFxKwEnK5PQpBdgIxDWbrdbCwsLjVqUqABVSjbJ7M7FxcXqds8yfJ1tzZgZj7fb7dbc3FwfRcjbE9tiqNCsH42mTKOpKEpmBOeZS7SejNc0YEl1MWiphAZjoBlbrKo+ZSiGbE0HY8bWisL0fHPJO9DnpLyTZdAwFZSqMafHbFx5ZAObIPkqk+pk0KYSNKeeBxRQfgmS0KY+x4uT5Wztcw2NdxCk+QxvksdDPvLz1vro6KhWVlb6Cuakd2iu01jYO9iizELPDHR7NungpHnJp8RABjtBYdKvvG3JXEAEo52ApNvttvi2/bC5uVmdTqcvY1mISRhndna2jyEZZGH0CXVrTObJux1pVC/e2noeFunk5KSB1ASgCZ5HR0fbueA8Wy3/JSuPmRvrmfWmJZwlu2KNTk7Oqudlzfn0gnnbvHZj7nQ6jVnjaJDtDJ2J9Q8mOg7bA6Od2xAr7SieYeOJl7mU+fDw7E7U69evN++JB0mYxF08S6yYYqUInY3NmBgllvE+mwZylGlMaQ0W7xD7g3yh8zSWlJMNVNXLjNQHRiiVD7TNqC8tLbXn6gNKmxEAHMbGxhrFmMxDekG+5/2UH/SfZ6m1jFdXVVMovO+Mq4rpA0AyVfUVE2IOM7TgmeLuxqXfgJs+AC2Z8AVU+Lnx8qpPT0/76o2nIs5MXQqS4a7qPxKUFHC32+0DV91ut1U+I9+MCiVmXChMio8BAzZ58XkmWF/N3dLSUt24caMZKglXxsb4JdVqPfRhbGyshTymp6dbf8xrshXWxvM9E3AwZmPLbGp0qUx4Y8a8DHqFOUf+vbKy0uQF4EmWzHNR7PYMapsBNO7cw97JQXB2+vDwsBYXF/u8buBA3oufC1mkfsNWABj2pCOHVdWOPx0dHbWrYIEBzM+1a9daHD69dSwBdgRARmNvbGxU1VllN3tU7P7k5KSuXLlS8/PzfWAeI5hsTR7zulltaOgv3i50mOzk5KSvrFwql5OTk1pZWamqagos45KU/87OThPERPDQbBrck5OTRvtU9ZIdIMOlpaUmuKheG5sxZZjyzHFSnahxiis3R1V/2UstL7uvqr7N7x36lNmkVf3HHChr1GlmqwIQmQSXRhiDYFyJ+judTlPGWWhg8Dxy0pK5xjb47OxsXb16tR1d4aEKMwAovpe0dBotc5M0PY/C3DAawhPmIT19StV4rGN630AOz2VQfjNxiLxk0mGuvbg571afGa9BarGq/7ahTKQaGxvru8M7maGJiYlWFx1oYvgSJCUTldSuPlhP/+fxonOTFue5iZUnSOCZpwFlvDMZKwHj0VHv3G/uMcyLtSE/+eyMlQOec3NzDQxkYZxkNvTBeHnJKWenp6fNiRDHJV/eSd6zyljGuBlgesD+sc4rKyt9OQrb29u1sbHR9igA6pkYQ0lkebED1s+70zsHQP2frgX+EgzlvgL67OHt7e2mc4btgdHObYgl2EBqSftB1EmzZmIQ7wkNNrjpKT7CTTkmzZt03fHxcbuQnkFHs3p2UnQ2j8842qD/+cemScG2uT2HsXGGj3JPBZieIfo06WEKLZNAAAznpfXJxmMQgCGbfmRkpB0F0ydUYnqtAFTSa2mUr1271qfIq3pJQDz2tbW12tvba0eX0thSquaVEsjYblKMg8g844VJL1tTnkcmcmEt8v3GlAlamQ1LhlDP2sLCQl8/AMQ0qpkckwo5Ke+khTOmytMe/L5x+ny3273X9ZXox0GqVjiGJ5Q5CJubm81D1nJdvNMZcexPUvw84Lxi0GfFWZP6Jwv2DyaEHFovCUpJbTOa8g6soWdgGPIu3aSPs2rYxsZG3bhxo9bX1xvQRBHTCwC7+Or+/n5f/kfGrtHpZI9XTFZyr6hiBcgJaVnvpMXtJfpI6C1PSpjP7PtgEprQXNZeAA4SRGUuzM1qQ4/44u3chtgmyqM+FN/q6mptbm7WjRs3mnFhQObm5hrNY+MzEhpBTgqKx0p4E7kSyKpeolJV76LwLDKQ9CAqCZpkGFZWVvoSqCiWPL+XXsmgUmfc80iVJDVKmmG2oVCDWTSBB8OgUiybm5vtYP/CwkLrC4PlvPXs7Gw74iCuqG951Zvv2oxQNpZDvB84oByBAH0zpmQSknXwTICC0s4MZRT7oIcy6ClTStaIgkwjn6Awixc4ew5U8QKtNe9zMLSQ8WF9oVQTvKEJGXVGJz1QsioJjJwY88TERMvwHzQuk5OT7Shdeu28SjeKWQ9zBCgx6BmbXFtba8/IPALskHAEDytrnCe1b8xZTc5appHibWI5Eszz5FMGXRbjGF/KjTH4GdnwvMPDszPYCg5lYZetra2WyMRAMcpJzScLBVQki3F0dNTqN/s8AJyhECAkWb/19fU6PT3LmxkMa5F1GfN+PgjqOBuLi4stcUsCKkp8dHS0VUSzLtY8Aeiw3fp2bkOcVZOqzoyY4H8mEaHeksphkDIdn+AyzlX9Bf/T2FKI6fFKSPAz/2f0IdukalBFqSxkU1PsFLFNN0j1MDxVvVrHeUSDsvZZz8wSgDakZyT9nONjlMy/M64MLMPOu+Q1eH+2ZAUyFpdJKsfHxy0WlZnj5oSXCkikwk8KUp8ADQoESqc0zF16c+SCwUnFl7/PGGRWgkqQksaMwUylnbFpXoSjMAwCA824JmgkU4BPynXGZZNWNedJ3xqfPiYbkIUvUgEDEtYuWQxMDppTfNl8KmGZMVf9BqL1A+tEJnwXCEz5wZplDkd6w7kvxJjJu9yNDGnpY663f2eCVBqVg4ODVn3LXO/t7bUylejzpNwnJydreXm56QIggQzLD0BxY+DIsnnPJCuMHZ3JScgwHaNID8j2zsS5PI0wNjZWi4uLTT46nU4tLi62eSH3/q8P1ikLHdmTN6MNPeKLtwslayk0LhvQppbcYFMdHh7W1NRUW3ibixFI9E2Ik1JMA2hRGQJ04urqaq2urjZvgleVFYr87Xk2TtLfKfjewcOB+MVzqnol9GzU0dHRprwpfkqYx5ZnQSmOVLaMFyqJ12ljUoyodUkhPAhKmPJJI+9vyl/iR164gerWHzfRTE1NtVideDQjy1vxb4AIgFFMgwGiQDMWZ07F6Y1x0Kuuqka75blucpbMBW+XpywhDZDxXfM2SKevra31ZRoz/ta9qv+8vH/7DkCUnkcCiQSqGV/VD96PozXkxPeTHQI8Gf4Ek4Ao0KQfjJH+p9GUQ4Aarep592Rzc3OzJicnm8dV1aOpfZ4s8cTR/Gl4yUxVz4DxTgE7RhIA0g/Jl+Z7EPTrP3kRGsoEtsnJyVpYWGggDuDc2tqqnZ2dxgCsr6/3AYNMErSeVb3a6+vr67WystKKeZjPnZ2dFhIjW9aLjKaOoy+EC9JpmZmZqatXr9bMzExbZ7qN7khglgl+yTDerDY0xBdvFzq+RCkwXjxPi09Y5ufn+yhgmzGPCRHEpOL8ScQ5eFQC0oO2q6qPKqXIkpar6nlIFLR4VGYwEnxK3vckV9hIEkqMX/yW90UBJR1EOZuj3HgUI4NxdHTUgAzUfnR01GJJm5ubtbu72444MWLpORgrRZbX5nU6nVY/Gqja29urtbW1vqIemTilNq75ZWR4hkIEjKLPAAcZ0khllHFr3i3DRHFUVYtlAl5pINJDYGDF4hLI+XzG2LwDu5PGltfPYIrv5hEjxgiFmXFvgKOqWrw0KVdj0N+sGHXlypX2jkH6k3xZHxdtGJO9lpeNeAcF7Vl5HLGq2ucSHCRTkzHyjGsnY5ExUODLnPnDa01mwX4EfIFFxjdrJ2Ng9BlQAMgB4OPj47ZHMtSV4E2/p6am6kEPelDziq33+vp6395MkHdyclJLS0u1vb3dV5RFbow+o7Kt5+HhYS0tLTXZtHbkJVkz82xuEkQOPtdVjMnOdTqdFn6gf6zRsD0w2rkNcSrg09PT5uUxCuJBibYoKcYgz1byghIZJtXMe+ZhHB4e9t3sk1cx3nPPPX3JXUklQ8+ZnMDbzfPCg9SzbEeewc7OTm1vb7cqXwwzKo8yoyB5G0mlUrpV/VfsJbWYxinjk5mkQklC4N1ut8WKgAOomLJLbySpd7VzeaqZ/AP0zM/Pt2NMlJw/joRkzJWMUFYMLyWFucj4FwOZnmRm26ZSSmRfVU0WGMGMeTJ6qHjzjHodpLCz9Ol9xdHIdOYTZGjB76wPuWTQrEOGFrwnM2fNGzBhj/h31Zn3KVOY3DIYyjMClenF87Lsa+uTRjfH4zkoeDKmD+YBILKvyTqdkPthdHS0Zfw6L69ZR6A4E8T0mTFhwHm0ua5VvRrndBDAMAiM7Sn7WWPwxMzFm60rhyOZJcU+JFAZC4Bj/ni3ycrMzMw0b5zTox8cgTw3T47oMPLgWtgct3U6Pj4LK96sNvSIL97ObYgTqSVdqHSkODDvLy+szmM3Vb2YXNInqMq8go3x2traarVel5aW+pRExoU9J71i3ipEfXJy0mgjCprgoMaSwqQYCTQFQLnoN4Vc1TMMVdVn6LOijc3H0PIoIdj0XAZjpJQpivL09LQ2NjYaEs+xUAAZ49Rvmxntx0s3HxT70dHZrS76PT8/35e8IgbOA+ThMLjmgFftqJDP5BpkMs5g83PeC0/7vuY0vbykUM1Drg258DxGEFVrjilU4/OOQU9TCCHHl3LOcOqT7yQ74D3ACUAh1mh9BlmeDAOYD0yBeWLo9c18pUdpfpIOBwzTOCTLkFnqSVerj8x4JdiUjJVhgAwzJMtRVY1Vq+qxFvQE4JfraqwAtH4nlZseZGadZx2Dzc3NNk8ZMkpGLCuZYbjIUOZyTE9P19LSUh8Fn8yP9bdWeTyJnjEnrhhl3Onbo6OjvlMfwAZdcjMN8bBdvJ3bEGdMhMFU61kxeEkNhMlGSmXjeI7SeYQuE6uyLiqUXXUmlG5XYegzS5QBTY8P2oYyeQw2cVbwgiQdTUBP8d5lRGZWLwWX9LY5ouBlfWZMGHKnHHwW2s3KW9CtAgWM5uzsbKvjnTHlvb29drjfOKuqeczmKL0s57KtCWNjTa0zhZUAQWgiY8UULo+EUfB+mdk8UXKSACypaQlqaVQ8k2E3dp4GQOgZVdXendSuv5O9GB3tVZEzNorMfsjypAAEwMXj1xJUGS8Pyb4gV+Rj8PsSn7yTkTaPVdWuAkWjoqjHx8fb/c33xcboO7bA8SdUvZCLfcYrNedjY2Ntrhn0wRwF7IP5FcNNby0TAvf29lpOSgIRSVMMW4ZXBhP2sGLp7UrKYzCBMPSvO5nJvlAUw6mP1sTeZwhTH2QoD9hKPUBeq3p1BPR5ZGSkJaUpAUxPJVh0HzodK8nQfqaT6NUMmdyMNvSIL97ObYgJ4ebmZh9ChHSTWrG5Cb7YF+Wc52rTs8xEF/+neFC1UHhmBp+e9ur4UjyuSIMms1A6xYr6yphmJkp0Op3mJSa1iEZL5Z1JPZSu/mdSSdLdmWCTMSkJGFW97GXUP4NuThgkc0cJUBaUex4jQsN1u73CI5T14uJiUx7mkhJKGjXj3z7ndwBEAix/9Ccz6MX/UXqUXXrG+QwKtqqXic0wUjjmJz0w7AAjYu40bElVNXYhPew0cLmuedUdgEWJGmd6lMY3GAbQT+9Mo5/Z30md2puOqKFyGTKfBbjsv6Q+MyRgHtKIMiLGMOhlJ82dxh0zYP+R++wfBs1+Mt6UH3JsjlP+MnaciVRoXP/PRDlH+jqdTrvBiD7zeXFlawIsWDdM2WDi2OLiYrvAwT7mWSfIMX/AjXHTp8mMMO6OFmatg06n0+jtbrdbq6urfXoqQa3+5PoO2wOjndsQr6+vtw2fcUACRbihPAtNyVf14qJV1XfpN2F0cbeNymsZHx+vjY2NtnEzUYgxm52dbTFbnyGIPu/d4+PjjbZRus5GrqqWuUgZUNiSSCgMZ355qObDO7NylM0hLmuT+1kq6aSYMw6EPqRkKAtggeec3iLlWtXz3Cg0a5gxPJ7nyclJi9/xYhnuNBp5VCbj0P4GJDL+mJmmFDEgYezpVTPWQBqARLkKkWQyj0S34+PjWlpa6qNjeT+YAhm1CVDIufwEHlgqxvSkGTT/3t/fb/RjVb9XSHYyJu9IDyMEYOT+AMJS+aL/yQ1ZyNMHZFgM07NyXRnZqmqAZjB8kZfZ22PGRYay0I71T4PKiBweHrbjSuRHv6y5/Z15I7kf7bWM9TPCOT/m0MUePmdtrCuwQ89l4l7e+JWhAg6Az/o/RsapksytmZubayydedzc3GzzpD/psQMiuZ5k2hwkaKI7B5Oycv/drDb0iC/ezm2I19bWamJioiXvyALNzVbVKxkI2ftceoeUr/gi5YHyQu9l2T+eDkNy6dKl9s6sejM/P18LCwt9QuiOz6zBmxs1PfukDhnTqp5Xgh7LDVJVfcJvY6bXDfUfHh72XSaQiFUcqNPptDtSx8fH+xAv5UURZLINQ8MoZqaoPm5vb7c4vDXa29urmZmZVnBf0YnBzNtMGoOwbTpeAkXCM2Rc/S6ZAorU39vb2zU3N9c8Wh60uQIq0iOWNbqystIyn++8884+T9b4E5CZq0GmwbwxPNZ9MI6YMpIZrqmYt7a2+jxRCT0oQj+TpVvVixmLX9pTFD1Ax4hm6AfNKWTkmWlAGDRrxwCai8H4OWYCCCXvWCTjJt/GLE9CImDmQgyuC88vc0n83hyhgq0ho44STrpVP4FJQJBM5rzYAwB86oSMKQPl2CbHn4BhBk44DNhGKWceQDIlKH1HMBcXF9uaMKrOQZM180A2UPLmCDMCzJnHzc3NVvUrq5MN261v5zbEFj6ptsxqhMB5EBlnS08jvdmq6qvgg4JCKxNahnl7e7sZOmdIp6enG/WTKLGqV3mqqkd38uIyuYQCktSRCgKVmolVeUhefDSNUGZVopSyshAPTix4YmKiL5aZyUFVvbAAryxpRJQyJUDhZCwYas6kkKre3ao2LzraWWVzA4Ck4UTLAVcZA/c9XoTPu7oxDQhlzbDxWqp64MfcKkGJTk9qlfHLWPHc3Fxf0lBe0mEsGdMDBMm1z6YsmQfKLVkBnj2P0HsZeAxDnp81FoBFXw4ODlod4gRNuZ4ZI2bcsm60PceYYmFQ6YxIGtSckwwNAR/p0QIt2CCABnt0dHR2PaOwkPWWr2GOEvAkC5XhIHJTVS3UlWGTpGwHa3TnHLgG9fj4uIWCMFb0m2eSaTS0OXTjVQILgFGfJF5a/8Ewiz7kaRRXNBpvnjKgn9Kpse4ZKlHww3x4tz7pTzJl93cbesQXb+c2xJIHIDCCa1FtJDQMFL6xsdE2rgXqdrsNkefz0IpVvdq8hI8gDlJLNoRkEvRuJgZVVfMyxNKgWHEbtwplfG6QBvJejXFTfjKNu3FSzuPj47W6utqyFSn2TNzIq+54+zIv3RCTHhAvlOFN9sHYsmoSoDMxMdGy3SnUzOw09/pnzBSTdcm5hcatj/6JiafiYQgZTYpbbI1na52qqnkxAIl1znOwAJY5oMita1LifmauM3HNZ8lwAkcy4LvmIilSv0+WKPvICyfzOWdVPXYBA+SWMnOfR6KMJ8ease28JSvpcbJrPfb39/uASoKrPBrl+elxGYvvNuUS9CoGZXJyshneZLoSeDL+JycnTX7JpHlnXNDXjJlY9sHBQd/9zr6H4fIMcwBIeI//555PfWCtNzc3+84Oc0oG9RR9Z62sc4a3Rkd7158m65P16DPD37t46e7VJkuZh0PmEgDdrDY0xBdv5zbElCkUSdENJh/Y1BRHov/V1dVmUCjtTqd3bCdjiBnrPT09O683NzfXBC3Ltfk76c+qniGcm5urbrfbbkRBOafHog8STJKSTEWqz3mkArXIOPgcrzCVNNCQ9wpTCBlP9idLY2ZBeBvXGKuqoXEG1BpVVd+xFEra2s3OzjZvE+Ln6ZjTrKGbSW4JfJIR0P+kpdO75fUxOrOzs3V8fNwulcikN4qDXGXckLJktHnWvPVUojnfGefkTXq2THRyT47TK2VUPS+zhK1LxnQZHvMNkPmZfqQXam2BxIxT+64/ci7sU/NQ1YuByqhFrZo/MsyDspaAnXUHitKIos/NAcN2dHTUThvYc0JawAiAnSDJnOt7eup0gWfmHsOIMLDit9PT040KJns848xeZ7zt/cHENWsra5ts5XWp5pMsYauqqu9qVnT96enZ0UzHK615hmHM/cnJSTuXvLW11U6e6Cs2grFmoMmSMQOKN9MjHraLtwsdX3I5Nu+AwCXipnR4eARLJm2eQ04KNOlbQm7zVFUzwKkwxUwodUrUpkBf2bAUUhpOAglETE1N1cLCQlNM4+PjLT4DnWfGbyrsnCuIWjF885IbJO8apih5KhTO4uJiX/wXSMniKN5BqZqL9MjSmKPvEmSgcRmGBDkZs+M1UcTmgYLzu263W8vLy005icM5qpOemZKdwI/PQfFAk/Glh0SeKDkeI+RPFngplDnD5RnpnS8vL9/rqJDyrgwDWUhAYk4ZBzJjzYVUzGfmErQNGdmw+/v7rViOJDmhA/NuvXNN5A3Yd5mzkZ444GlOvF/ClTG7bN54yU2n02leO3lJ4yiHwZjs+fRshQRSRhhz7/FZQITcAKO53knF2ov2ORnL/vpbvyYmJlq5XnolAWGeJAB8rA09QGfJiMceWbcEaEdHR+2OYs8Vj/csR5Cs38jISKvbsLu7W9euXWs5MYeHh63wDpBMf+mzdbxZbegRX7yd2xATtlR8FhatyPtLqi5L2xF6RofA23yUo+Srqt6Vh2KHmUgk6UVM2bvVxabkM56d/RjcrPoqbs0YjI2d3Y+a5xFd4s4A8WrNjY2fHhSPAT1nY4ob2sw2YtJamXxUVe3fvBtepBBCxpczAzi9+MwM9fs895vZrpQ+RZTeb1V/ta/0AhmjBCE8TGswOjraruxL+pyyTfaBEjNG888zoaDSy7IWPDXe/WA8mCElJ2Tc2DMTGIgio0lRp+eYsfT0QnjxAELOXZ7DTYXMK0qPmyeXdHVmn1P2Ys6DWbRkP0M8ZMEphYyrAmJAsGN35MTnKH9xZH3OsJE9Y/w8vqOjswIyGKDMPdBPckfGeaV+Z10T4GW4Ql+TuchrMYHcDMEABIuLi20PYSzEw3ngQiY5Zn3RL/oiM7LHxsaal+wu9qw5sL+/32doJyYm2m1O9hxmiCPhNEWyYwn+hu3WtwudI84MXZuPIrERqqpdAkHx2hyENoULVZNeW1X/BQmrq6u1vb3darPu7++3LG5eqfOEp6endePGjVbiL7MX04BU9ZJ2EqGPjIy05/ASGaeqnteRnivkTIlm0lMi5FS409PTdenSpT5aWQKXI0Oel4oFHSr2l95+Gr6M8WEHjB14YgT1zTMy5icUQelW9c47ZiyPAh2k9XzePPI40uuw3mQg8wNmZ2eb98946uf29va9FHQaLesDgGT4g9HNGHAmvfFUk+moqrYmFGt61Gnws5Y4Q5YerL3k+Wp/81asU4Yg7Ls0OD7DsJi/3JNCC5m8yGPPs6bpMes7r9H+EOJgaIV9kpoH4gABeiABpoQrcWfP5w0DrNY2Qz7WKcMO5oFhr6rGUjBiQLU9Yi4kgfoO2cuKfYwm2Rq8mtEY1YNPal1/zCkmAmgDJHI8ZDcdhKOjo1pdXW3yao663W5zPuz3DHHYK8bCwbhZbegRX7yd2xCrQDU6OtqyBm0uRjBrm1b1sgMJH1QuJljV8wwyPrq2ttYqykCdEnkoWskfFAhkvr+/3yoCOVuc3rBNm7cl+T3DNjs72zxNMVNKQRzpvrKpbXz99R7KdG5urm1Gytwz/J+xYkwphqpeFncqFMqTRzSoPBl6aBkiR5tlPDsvfDAeZzcpdEk76ZmnkqR400j7Ga9nZ2enVlZWWgUwXlR6hSMjI+14iGdlXWVKzDowDGQNMzJI/1qrzGrPeKWxJx2v8cwobR4iD5AhBJ7Sm8qQDcqVwTM/MzMz7eiRzzPa5q+q2nMpY8/EcngPAJIeK8A1GF4xDz4nTyCPr6m/Tu7I2/z8/P+PvT+PsWy9ysP/dU5VdVfXXNV3sq8dI0AEYTsCjCIS4wShJDIIEAEkCCgSQ8IYQ4gzCLABGydkwJHiQEQgxBBFSGFIiEgIJMYSJFL+AEUBQ2IEkRXAwB26hnNOVXcNp873j/p93v3sfS/QdXHjm/vrLbW6u+qcvd9hDc961nrXbkfgsoo92SLUsfUUpXNA8tG5L3TVPehSgjbj8/IZnxWRJgOWQFEulbxUVdMLn0u2Yjy+qvYGII1/Mpk02V9ZWWlBCNDvs1JRVdWCErIEfF1cXNSdO3dqbW2ttre36+joqDlqzCDgk87dWqke9zv6Rh+A2GTfHl4vjutaOWKVf8vLy633MMGX4+D4GFcKwxGikv0fYmVIUtEgzjyb61lQvJwI1M9xZFFYVRedpfGC/hklCiGvx5lnFJa5ME6B8fOcpJUzt+XzaPyTk5PeO1jn83mjpZLGTJqxqnvRgIg287TWz5/s0sW5DnNqnG9WG/useVT13/Gbhs16JPXPCANJVR1T4o8uQI8++miNx+NG1Q+7ImW0AnjZQ+DQ2KqqsRE5rhx/rofxMnSa+qfcZj4NO4AeBLay9aAOYb6XlG7eT3SZrI4I3mcwLBwDejKBWkZmjiUBatYjj4hx9MaSDEJV96Y1OszBkxMgTvSfzAFZUQHM4Ce9zBGRUetIVulKyhL61t4Z+2QyaS1p7XGuVzJgZMJ+ZRONYb6dPAIGqWvYC5H9/v5+A18HBwfNfmiAkuCL3Obb0OxbgsW0Mxitqiswbi98BrCaTCZt7iLeTO+oj7G2D+p6GBFf/7pvRzyZTHrVhxl1if5c6+vrDT0TtqpqtBJairFTcEQJRIYQNOdOKfKgut7IaXj025WTRXdlpJfKmUZJjpVxUtgkgs68rYgp6dRhtWoW/KQz92wKBWAwtL7v+Zyf5yeNi/aEdLOoRqRhTNZJiiEBDWNsrNmlK2nDodNlUI3x5OSkgQlgSBOBk5OT1m2IgVG0t1gsWg40jyXlkZGM7Kq6HDhZ8bykoRlJ+zwsFiJHmXdMuc08pjH4uZx5dn0DMBMI5D4zyAwmmTO2qurpWLZzVZWbzID9yry5vTaXlZWVBmCBx/w8ObAGOed0hIw++czUTo6JXgODnItncSJAkzPc5p45fvNOUGYe5GFIi5sD3Rs6O3Yh87+Xl5f17LPPNpmyBz6DvROZY67u3LnTgoBbt261Pu+AviYdQBv9I49+ThYd+xSFT6fTdtzQ3icwVyWfrF/KWp5ysDdprx9eH/7rvh1x0pGa5jMA8jx5lAECZ6RQOtlMYDab1e/+7u/WaDRqFI+CB8ZY9Ax1J1JPx0go0bQ+xwDK5aUjHkaRhBM1DWQkfUyJoOU8X01BOWSGhNHJfKP5WUM5nNXV1ZpMJu1729vbreCMUWR4KC1nLKrlwCk2Z5dRvH3K6ISzZPAYlnyNZVUHKtCvefQqG99zXAyCatzRaFRbW1vNQPudoheR38XFRW1ubrbIPdMAGSHYq4zgqroK8arufcEi9DwzmgVSvseRkCmywdj5blbtDn+2snL14oRhFJ85TY7KXDi8pPvzu8ZvDXLfk0o9ODho+2XcDHaOT+RKT1QBc3yOvFR1HbqkAqyvz1oXDl0zj5TPTAcp0gNiOHFzSHbs9PS0vY4zzzzbW8cBc6+G1D2ZvHv3buswN51Oe29WWyyualYEHhy3JiQcPgC2WCzqiSeeqKOjozo6Oqq7d+82mwVcAL0ZkWdzDSCfbSSLGekfHh42G5dHoQCMy8vLlj68vLzstQv2f0wTkPugrocR8fWv+94NHaBUpEKQw3Ob6SA5xMxTVnWvLlTZl1FjttAk6Olwk2rKiBOKhPjSIELuicQz/yeny1iIaJaWlnoUmj/pVOW6oV9MQFLD7uW4gecYdyL/LHBSST6dTtt3GK0EIxn9Mowow7y3CEw+P9MFjgxZN5/LYx2oRfvIiNgbtBljP8yDMYx+rmjEcyH2LFjiYKu6c6xVXdOKLEbLc8nkRxSfa42qkydMkKO4CpgU9WZukdFO6pM8yFlal8Vi0arwM09n/sk8GAdAZJ4chu9be3PlHJLKF8WSC2uTBjhrCDh8e2O82Iw8/cCp5JjtHZ3ixH0vWSRz4DTlU1dWrt6uBmAkCDEmestpAcUAeMqbwCBTMO4jDWStyThwcnJy0mpDgD8AlDzQid3d3UY3AyuAjkLOe/fuNWeY4830HH3O45VkRLoAABMBZ6qFHuspTm+kEIAnz3lQ10NHfP3rWi0uldpXdS8U5yA4MBeDg7JJg1FVLSqmyCKQrO6cz+et04zG+MaSRUCec/fu3VZIVtUd8fF5HXyS5jWmLK5h8LKiOAtEGGU07bA6NB3W6elpO4eZb+nBEFxeXtZkMqnZbNaaDEC1qbQiS8Viq6urtbOz08aYVDWDl8YoP5dHWDxHhCL3mPOjWOn0M9+XgCjz6Ekx5nlvhhVtZjzplKRBqqp3NpwRdO/pdNozuIxe5rGN0T4waPYu2RBrZL2zQjmdQlbMkwlpl6quc1rmcDNizeYXfmZdAYDM32uOkUdZhkBX6ocMJiDLGgX76z70gJNKCpNOD8GYsWVKwO+z4tee+puMktdkbozf8+07UCiSzLy/tZa7pfPkQL6eg8RasTPz+bwmk0k7IfHII480OQJsE8hjwbAWwMjGxkbt7u7WdDpt9g2Ic1zOmtrTjN7R0Pv7+81Wnp+f1/7+fi+P79iktacj6YyBmgTFGKjLy8vWi//h9eK57tsRozQo1c2bNxvC0smFoDIk2UGmqsupZR4sS/0J1sXFVeu4pOHSQSmIySpAdCdjmHRXgoSs+vT/qq4SVVTvmEhV14mJcee0fD/zZ+vr6209xuNxe+HE6upqj3qazWZtjoxp5jHPzs5acZwqTPPPgpWqLr+FfmfsgJ1swJ+KymhUdUVmSVVziNYv85wcR0Y61iaNtIb8nisC8Sx7Z04KaIYFR+aTQALdigKUX1ZgJyobj8ftBSLuz2BbC5Fg5o9FhD2FWe76q5MXlay+n3Q55sEJA3s4Ho9bcWPmtTOqdC/AK4sC00H5rr0gP5nD55DtjTkkYEHLZiWvz2QzDdFgFlBycqLYLMSyRimvyfj4jj3NyHII2jhsskQHEyD73NLSUs1ms6Y/gJvUTwJnVPFkMmnndw8PD1v1uPFZA9FxpsHQ+MmuWEN2cj6fN8o+I1qON58DrC0vL9dsNms/l/bL9AAZyje70UG2ylg0LHpQ18OI+PrXfTti9BRnw1gsFlcl/w6NE4jj4+NWTciREjSRAURZ1TmTzH9VVa/ABLUpakiqKp2PyC6NfFYYUlqRCcqRM6Bk+W7ljD4gdr/jHPL8bha6OJKSlLXKacZMIVMW0Gill8UujCDDgeJicEVm6UyAozxacnp69RIN62++1oEBzT3Nz+bZavccRgnGBaRlm8ykCpNWrLpyMpgEc8nowdwYOoYGBZuVpVVd0dJ4PG5vmLL3nmNtyEDWEpDhBBq5tpkG8Rx/GG4ONedNdskPmU5gZZ7ui14f5pnJIWc4pGU5cU6HnCb44xiBhqouHSACz4Ip80uWaVhpPMxzk2/yaq5+r5gvzzNj1MgCoEPfrFVVv/8AcOBnZ2dnLdeaTE/2v85xkTkgNVlBQKiqWsABWI9Go6afvovKt+6O4uWeO06VNLfnJ5Vs7GzJ1tZWY9+AboVkmC2A2holA/Tw+vBf1+o1nYUHScWNx+M6OjpqZwnRUHItGnkwzqkESfdmZATVnZ2dNcfPAIqCFotFy0NBm44EJcV2dnbWaMl0wFmJKCcoAk1BRQ1yxuhiTj/RO2PpWdvb280oaEDByAMXo9GoRWwqjnd2dno0b1KDme9O6i/pfwVjWXlsjVHjnFbmjLJyNWlZhsh400AkZV3VVekyklUdNciJZxqDY2TME6BZS+Oxhpwv52rdE+xUdXkzYye/iuOMPSldwGljY6M5NuNaWVlphUHkK7tgpeH2N1YgIz8/J9fD9zxzauadVdTk114kAJOTFvkz+PncjG4zIiMHZD3rMYbMEV20dwnWyCAZMMfc55QrewY4Z945c7bqCYzb/vk3eeBMyQOdzncl08P5fF63b9+ura2tHlj3fcAJA+DnCX7M15xWVlaa7DjmZH2rruptyKx50g82bTQaNTlk856vWt6esx30C1BeXV1t90vbm/r3ob4eZP75pXpdq2raERO5nKQXRRqiocz7XV5etlwNIUCxZGFVCja06x5+l5QYR5Z52uy6s7Gx0YoufFakhIK7uLioyWTS7schizRUQFZ1ZyEzIoKQM7LPc8dJOa2vr7eokCFORL+xsVGPP/54K1hbLBZNkRS0DCnFjDCybSbnm0rOoVV1jUkYOs4VTYt+zypoz2JszNW6iV5ms1kzkvZalMoYiVDsqc+LTNHIKuh/r25AAAp5U3U/BC8iQQ7b8RD0d67nsKAnWYphNAIsotLl4egBJ53ghLElu4pvzIF8c872JZkABWAoZ4Y6C9BU+noGelt0nEApDbhUA/YHiKjq3h3MISfIAzTsX64r6hwItL7abiqsk5YgG9ZIYx3OUsQq/ZIgzrys0cnJSR0eHjYZk5vf29tr88YaYcGMI9ugonPNuaoaa0XGpCns43w+r/39/SZndJm+Jbsk9ZcpGfclD5hCepSpDTZTKmHIeHimivGH14vnum9HzAAwqpl7yAiAou3v79d8Pq+tra3mdCFaHavSGOS5PULmGNFkMqmVlZWWF878X1VXLer8Hhq2qlrOkLPI83ZV1ZSQsTMHzlcBGOeUkY5I13gYAc/ynCz4UDGeNDpqfEjlMgLGl4YXpZ73SIoQqh82jE+6LffR91HfIgsRMqea0WrueQIRUQdAYvwoePPgtAAVn/dMn0vwkHnbpJKXl7t3X3uTlnVIY2qOWAQgEGCSghmPx72z8OY7POON9kxHQybtB5kjpycnJ40dqKpeHYU1AAYTeJKT8XhcjzzySN27d68d56nqv1e7qho7JZKiE9ZLfjyj+WSnMgJLyjf3JyPQvLefGy+AKDJO1gLY46CwaSLC+XxeGxsbvbFxwhcXF626mU5yPlkX8dhjj9XS0lI7w24OZJPeJfVtD8wbIMHw0X1rtL293YoNXRn1AmzWwRqSUeP1Pc/PanD3cTIg7RHbd3l5VTH/6KOPNv0DGrMQ9kFdD3PE17+uVTXNWCQiTufA0BGGpLuyyCiNAwGp6s79Ef7M3WaUltW8npOOj5CKEtw/izwcWXC8yJUVjQybeaRSVlW7D0Sea5TGjZG+vOz3qE2aCTUG3DAqJycnrX1jOv+M2kRf1sDYrG1GxCoxPcezoGnMAafCeKdR03hEMRlltw8A0jDnbi3RrVkgk9RpFtuI2rUwTTbCfbMA0P09f5ivtX/pkMmdqJsTStm0toy2QhqRnHm6Txb0JTsAWHG+xphMRlW1VIaXCHAOCW7MW3WsPQd2jZuzMAd7ap04boAYnU+XM31jbnQ+jx+urq72aP2MTjOVYT2sv0Iq9iDBnje+DVkR3dmGtH2yMCLozI9bEwyF/1uHzL8P0zSXl5dNVtmdo6Oj2t3dbS9ucR9Aa319vRVwqssAVDE5CU5SvjLX7n6OQQHJQ1m3dxsbG7WxsdErkuSEnRt/eL14rvt2xFBqFq5klMxwK7ff2tpqFCAlyPwTA5qRA8cLfVd1OeQ85jE8f5w0jIhoa2ur9Xbm+Kq63tWENgEFFM1BimYoS0YwBDxf+M3IZnW3qAbVVtW9yB3dZmxpEDLnpn8sA5FnPTN/lkYsAQpDtbKy0iKUpNekEoYR740bN1o0lzkze7+0tNSLVKwdqo2zAVhUjbsgfWmNjAwz52mdFSGROXvk3KV5mJvqafdh6NUTcOa+Z65y/Wg8QIAj5RAwG6q2OaqkNpO+zbmJIjkUDAewoxo/o3fG3lwY6Kpq90sZShkZUsfuA0yQF454WIglBcNZDZu7pJPNiIuMAd6iNZcTBVlolvI5ZIiwbTkX4CMB/tLSUjveZ/3u3btXt27dqul02mox5vN5r8FF1nwkqOMgvTebDaq6An8KtYDU1dXVZhuqrti9w8PDOjs7q4ODg9ra2urtMUeM3h6+xEEPBzKQe5qgBgO5trbWvnt8fFx37txp9jF19EFcDyPi61/37YiHSo5+zZeoq9pbWVmp27dvN8G9uLio/f39piwZWacDVFDF0cl7QpbyfZolQMRV1Wg2lCvDyOFlNM44iigIcxZ4JJ0kKsjiE28F4pDyPDWHVFXN8TEOjH1GKFmERUkyR+aogoKwBEAiiewOxJEmNe1++To0wAiCH0bYWayT9DA2oaqa08kinWHOnGFzLpSx8xwywYjbp6wdAJqqqs3B75NxQU9X9VscJu3ns1lQlhG176h0FmVY66WlpV7EKXIkw1XVzr4nGAJsssgm2R3HajY3N9u5Vg7dOWJrgDLntNH2XixwdnZW29vbba3pGL2wbvZZWoSB9uyspxDxiybtG/Dgj/m6DwCY+schoJftN930HLUF2Wt6yL6wBZeXly095QLG7KE5SndZNzpsrlVdtb37aXXL9g3rScgHHRBRJ/VtbX7zN3+zMR3mS88ODg56rAoKHPiQ2ss8N7CdaSWySc7y6KSxPYjroSO+/nXfjhi6UwjDqaThS5TGgGjZyEGLbkQW6YhFq5xS0s/PVy2ZEbXiF4qflFUWynDAVdWEtaqjkzJnKJ9X1UXBFA0qzvOZmScW7eT3RGSiDIYonROD4XMZzVV1L1b3bwYkC7k8J49vQczywjp8UUzrmpF/phs4karqOWiRNICRNCfjkUYhC1Eyirbuim/sWVLDjJBIGr3HGYnUOJVct2RQkmK2z9be3hnP7du3m6HO8dgfXaCGgHAov8afdRBZXc8gy53b2wQ4jD9ZpW/2VeVsVTVdSwbC2NMB23cpCWCYTqBoMyWQdRTWTJoBIBTpGbvoHTCzVgnAzI9z9r08bsPerK+v1+XlZaPAk0qmr+4pmrR2Gxsb7SzvdDpt65F52DxqRU7H43GPCVgsFi1QwITkPdJh2rPT09Pa3t7usUrJRCVgtWcrKyvtaKHAB5vGXmDFpHKSHcPQJTuScvHw+vBf1zq+xOBkxbINR/e5GO8bN67656Iwvd92mAuCLjMPpCKREOcxkKRes/jLxbBmnipp7qpqxqKq2j3SeKKaROEZWTP2Q8cn/5e5rFTEjLg8O/NbFIuj5pzSGKSRo7wKenJeSWOLtNOwivKOj4/bOUqtPtN52p+s3M1cuD1JinBYH8Com3s6GPdJZ5c0PkM9PIbESKLl3T+jNTLi/xxV9gP2TPPmkJaWlhpjsLGx0fYh5573r6rWxhA4yDwjenc06oqNOP5sNJOMEbqVrDDQQGg28DB2kRxw4t5ZS2BPAFogJ1Mb5uU7uU/mUNWlhkSFPpPpJLaCU8jmNpy5z2K6rEfKtd7jwKuxcsiev7m5WYeHh01fjYXe5lEhegzU5usUE/QZk30E/DB0quYdcRtS28Zy+/btWl5erjt37tRsNqvt7e2WgtKJ8ObNm72UAXvEFrHHCvWGR8V8J4stpXfc40FdDyPi61/XKtZSwIHiUuqvmcf+/n6r4kxDKF9BAPy+6qqBOUSZKFQU7J3ChByaS8XNApnxuKvUVGRRVS3PqnKXweHsRGsi3TR8IlT5yfX19V4eOKM+Ap5zz8IpClNVzQiJEhhcY8moPhs1SAFkH9xci/l83mMuRO3Z2clRnps3b7Z9BBhEuElLJ5DJiJPBTkrS3hlb0sqZ4kiUbo3sReYe3cNeZGTomfkdc7aWyQwM78GQuxhBEaV1QDXa5/weZ2xPRS2YF/M8PDzsFekkSMt7KsYh6+aUR8k2Nzfb8zlgfzPmo9GoUdU6RGWjD9G3tUgDbtyea/38nIMBQtOxJxVuD/ws1yv7gWexkbxuHk2cz+ctklRXkXqTgIHuZGtd4+WEE6AALvYpmbXMk2cEm8fNVNqbp88BFNiCpP7v3r1bW1tbzaYAb2nLsAhnZ2et50GyXil/0nf2cFiQJ3cMDD10li+u674dMfSaFGxVtcIAUe/y8nJ98IMfrPl8XoeHh+1cXdIhDGsWZVVVc7qi6KpOaTNaYbA5XgKcdJbnuCBZkTjnwSmmkUmjwPBxqO6VSumihPJqxu+gvUP+eT/Pkt/RoERuOgEMWhq6z+czgIwPhRdZMmoU2NowtNIESV3lMzi5jKby/2lkM5fNMCZ9nqkHY7QvGRGrSB+OOWlV309qXNQJhFmbTG3knue4RZQZ7WbO35X0bkYa9s4eGDvqMEFMVRe1ZiFQzjHBRFL41nvY3jGP9mVaBfh1P8yQtc91T5DDsHuu6FDeNSnUjN44C8/jANIR+L48q3tubW01sEImVAhb49ls1gOGCeoyzcNGYAwyRSRv7z5sUlLlCbJ9P49AZrplGP3mumaBqHti+LI4UBSc9sRaApGCIlXhmWJzuuTGjRvtPe3Wn+0BZh7U9dDJX/+6b0fM0KA6FBBAlHItmQNOBV5ZWanj4+MmfGmUqq4KVGwgx5uFQz6bhTPeesKhy99kTpZTdqVypCH374yukj4XfYokRchJwWYU5/nmnhG26lPUEmBy69atRhEzgPn6ybOzs9rZ2akbN260qCtzfIyeqD+p5gQHnKK12draamdbM686pLlEPIyRyCE/mxERA5CRnag98+o+bz72Mx0n8GOfhpFsrgWjaIxkKAuVMg/KUGZbQnNmuPL3jlFlFIq1YMwZTPPLyC6dPBaF8/O9PAeNCblx40Z7BZ71SEdCfgEDn0sHy2lpcpMAOaM+8yb/wBQnxA7kfZPZIte5T0ld24McJz0gr/nz4b1UyecxQ/rncycnJ22+1o+NsMfpIM0961FEutmljlyIrofpIfPL6Pv8/LwFJQlE9Iu+vLzsgWfrmnuXkb+UCeeKJchK/dT74emPB1k1/fC6/nWthh6Zz0IJioIpo4ppjdMTzaFGM/fFCOzv77czd0nz3rp1q9GxGemqCEYT+zuNW1JSiYAZc0rCQGa+mlPKoyscchpbhkfUW9U1l0gakGNJOo1Snp11bTyrutx4GiTjUiEr/86BHh0dtYgquygx2Fparqys9PrRMkCoQA4iEX8CI3n8TB94RRsjnc3/ny/vnmsiN29/8viPgr+hIRoWmqTsZdRjPgmQOBeGHF2r2ClfFWceLp+z36hVDj7l2xjtex5RUydRVb39SqrRODMfj0FJB0S+85JvzOI1kaT9ACzdIxtikM/UEXL9fCwQ2U0AbN4ZxQJj9JE85fru7u42p05HMurLSJMtuHfvXtMZaQ7OJhk0lDK9Nj/7ZV0y30rGPQsjxe7ZU7qUzVowOmyDrmez2az29vbq6OiojdNpBPUJ0+m0Dg8P2zOsT1U1oG2dBETmxTnTi9FoVLPZrE5OTnog/UFdDyPi61/37YgpSNLEVf0G4pBZ5lQIMkcGlTIwBI3Sok1SKThWAADiTuOZlHL+G0KF6hnyYY65qqtKfb6oaxhZJ33J8HgGwycarupHWeacEaRWf2msjKFtVuRPjUtExIFxolXV1olzTKOYhiy7kC0WiwZ+zCnz/Z5vTdOxLC0ttd66jBZjmga6qntZSDp0Tn55ebm2t7dbIU0qtjly6JkzTdozZcAcAAHRS+b35dg4ROO5vOyOw3GMCnT8fkhtiqZQyv7OiDhTCo7NWF85bDog6socMblImto4VE9nfpnjBVCSzk6g5P6ip0yf0KeMbF3JICRzkuPyvHSeQGuyZ+l06VM6UXKUMml82Ro3+2wPgSAdzFTByspKA7MZZVd1VfcAguhWYRcblvpC75eXlxt7JmpWtwAMZhSfYEEFvT0DmJJByJaZHC1gYQ5sTbJND68Xz3XfjhiVgQZNWnmIJGezWUO6mVvOvB5DqbdtIu/MI3peGv7MOVF6nyFoFAEaTTp6WN2pYMK8CLR7+R4lS8ooi5KMo6qjoKuqZygzSszIiRHxeX9E3RnFi2oZaECFQpuD5zGS5sNx2RNFIVC9QpekPocOIKPO7AJkbznRlZWVFsVngQtaO6OOg4ODunfvXu3s7LRiJJGf7/h8FoB5JtnI3C4KNQvfhusif+9zIg9vc8poXKTjeWTQz/OtWqKwzLky3nTJ8zjQpIbJsQjd/P0u55/OnSHOM7+cRF55/3QenA9jbg7pJF3OdAMZ9jcZtLxXpgnkhLMoKmUtUx/WeOgkAemMohPwAqjkEzjBCtkX37d+1hjTkyyM9Upa3dqrqHZWFxtCfkTnxkVGx+OuP7d1BZhTx63ryspKr4UpmadnPicQYU8UrSaI+lBfDyPi61/XOr6USrO0tFTT6bShTqhsNOredOKYU1WXt03FQMM4mH50dNRDoSI5VGIW2ezs7DR0WdWPzPP9yPIvjDSj4fKM+bx7BzHF4JCrOvpzPO7OOzMs6UwvLy9bHpywpwFDt3I+mWcUCTHESasvFosW5TDMqEYKnhSa8ZnjkB1IA4JCM1/5/4wuM7LLSBtFm80yvJdVtJZFVuQIOBOBMkqA0WQy6Rk764oR2d7ebnvLATCc5pHrydAnQyBKBESskQpjcxappWPNhh6aeFgv56DlJo3ZmmcR0urqam1ubjanmewOVsK7fIe9osmxaIv+LS8vt1QNvazqHGwWs+VRtSzUc790rEDb5eVle3tVRuSZesnoM4+auS/d9wzOSipCxXECDkAmG2/o+ez59ipTEanvGRmPx+N2ukDDFHJLj6y1vUgd8D02YBh9Gp+xkckEpY8++mjTY2Pd2NjodXlzbW1ttdw7u5SpNqDdGLLhEFCpW9eDfOnDQ0d8/eu+HXFV1880qSYKzLBqZShaUFLv59BcFjElsvQcCo42kkthaNFmVZ2joXxJ3TCyVf3eusNIw3jdN4+/OPMo8qcg6fwh6zQ0zgJWVaO9krIzV4ql4EK+y9yHlBujQBmTptZndmhw8rmqaBlzkQuQlce3RARJRWYFdFalLhZdYxXPSmeQ89JzNxv+V1VjR+S8GVx7BkTYo4uLiwZQsuKZkwBSjNf8OAzshLkAOK5kYJJazoKmjGAzNUK+8hyveWxubjYGIulXBtzYkm0Alow3c6a5zr4LICRFnGmCPP6WIGMYLSUjlLqU54SzriCdsbXLo3FV1fYgC5CqqlH0ZNALW+wbh2fM7EQCRuB/+M7yqj4zkjYi7UgCPLKT9QaAHL3OtJMrAa1WqCmL0+m0PTcBy/r6ek2n06qqVnzl75RntSpJ+Y9GowbqsoGNdU6g8JCafnFd9+2IM7+beSVOmSOuqlbpOxpdte1zFCcdrrN3iWK1w5SDGzrWPDbA2Ym6KZTiGUaDQxVxZP5oSN9W9V9UkEZWpTM0LJIEQkQVItmlpe59s8aS0a77U8w8W+0ctAIXxRW3bt1qEUBSnXn4/8aNG+18Ys4HGkZ3p1FkTOxdUlecfn4mj5dlBag1sFbARxqQNPIMBWMCiOjJi5bOKvOkKK2p+3DsnAqZHNLVHIMCGUWC5mMfMkfnHoxYgq6sEM7n2DvrJxrXcS71CrVtrz0nUzDWeZj78/Oq7ty7vc/0SoIR1fT0mSMc5n0zHWQuCQBzDPaLzvo+0Ars5nMyH51z8rukotG+ybQAxsZjn4xtyDCxNRy0wEC6J+cPyHBsZJUdA86yKI1tyRqB3BOpC3povJnyw4bQtWQUtre3WzMRaY60d+PxuB2TpBNZm8EWDNMUH8rrYUR8/eu+HXFGWIyuwix5EJRH5kY5W3kqAiIqSgciSsrqU5/NPImK0Cw6Mr6q6iknY52VlOkcs9pXxEtB0+mLNvMFDAxoNgkBBpKqNReKiR2wFkAJap4hz3edZn4tGQV5No5VRAYsKLyyX1XdG4oovXzZ4eFhL/pxH0aFYavqKjfz+EZG4pmrq+r3HEabk4mqKwe4s7PT1ofBzCMX8rgMa66FXKX1YNzSeTK60hr2IfPdCf4ATzLHkZoPGck9w67okiSyyzGTt9yTrFvIegRGOIvFGH6ybI7JMDHUKmWTMqWX9jj/nWDJc+mR59BRdOrdu3dbkR5QkGkArIA1IpdAlRccAARa51Z1Lw7JVEmuJzbGeMkUIEyGh3aBznB05q31K9kB9A8PD3tOju6in+fzrgsfcCx4UCfBcV5cXDRGxFwy7YKVsVc7OzttPNIiXtGZoG5YYzKZTOr8/Lym02mT/XzBxcPrxXNd66UPKbgMK+NMITizzNkxyOgaxnNYNZsUbB6FqOryrOgoeWAOhWNIOraqmoIo/kljWdVFZZPJpBkHjjRROoeYEQljz1gypvk2JIZVpJ95x6QZRZ6pmOkgAJUs0KnqiueGR0usKUeXBst5WM/0XOucUTojJneX1N/Z2VlNp9Pa2NjoUWfmlvT6cMwMQ+at7W8WoXDG2Xno4uKi5fZEy2QvjbucWTpKwE9ufhhhJtuTOfxkOjJnTobJA0fjykiMQ+TcqqpF02SFA2NMHZGS6vB8e+QyJvMReZG7rN4HlNwj6UprkPOwfxmxZnooWQeOnVPMoihXghfnc4fgkcMYgovU7SGNLqLMIq+hfclUAEdr3EB5phUyVZV7av3UMkgLDNMy9pCt0nlQR0HMTBaKKsQiL1X9s/+enQFC6go9Zm98d2lpqfb29npFYQ/iehgRX/+6b0eMhmUoMuJB12bkK5rb3NzsVftx5PJdIlaH75eXlxt6ZjRcaRCyOQNjrxoxvytnmZGesVd19Fr22fXZjESHxU8UWj4r87CEX8W2z1d1ubH5fN4MJWVT5IQKT+q+qho9zWgntZbPYRAuL7t2ie4h6kjjmZFNUo8ZjVJ8xl50jzrOPtBJw1uvjIyHjicNqmiNMU9HnUYz9yLBR1X3xqdc2+G5avfkoLIi2z2NM1MXeYzOGHNNsoNVOvusRwDgjC3ZDv/PNRyNRk2OjZXcJW2N0hShciwiMOAmqc7Ly8uazWa9vUmgYU8yRSMKy/oD61XVMVjWJXtSc/gKI43fs1ZXVxuwy720ZlkcliBScJBMARnm1HNPkzlJ4JygRA48U27AXNLu5IiMTiaTpnvWzxgV5zm1cHJy0nuz3NJS97pLKSD7ah/sYepB2gh7eeNG18J0aWmp0d1pyx5eL47rWseXRAmMDJqMcSJIjEHmhDhZwph5UoKStFhSR5QInZhOh2ImLUt5OAb/JpjoNc9BPyXNnoY6I4eM9jJP6VnpwEV2fsdAoPHkC92XsWGUk8qzvnKpHK3P2SNjYmz39vbqzp07vWhx6Mg4lYw2cj1R+hracwJJwyUdXNXvTZ5nJqu6dAEjxoChbDM9gA5MitbxEHMWZTCgabDdK9+aAyhlAZzoLA1aMhYMsDEnO5Kykd2nhnspgiZn1oi8YG+wOwCDNU+Zt//2xwvjMUmcKblHd2YEhe7WpU01fwIS8zCuZAiyTsEF2AHZQGKuzfHxcaOfzUNleD5b5JZ5efNA92ZETJatiwg+1y7B9fBUAlvmu/LnHHXS91IWWfHMkQ/lJFmQpIVXVlZqc3Ozbt261TvCmSmRZNp8/+bNm+2c/bAQlez6rE5sai4wfQ/SET/I/PNL9br2+4hRgTYz0RUheeyxx+rs7KwODw/r5OSk5WoouyKkqi7K5cApWpbtcyBJLSqgUMBAAUWNSZkTYs9LBEtRRK/ZnjPBwfr6enu3b1XX5SYNLmPDuGbhCrqQQYDcRfSexUgkTerfnApAkVXgin0mk0n7DOXf2dmpi4uugv38/OpNVuj9/Ky9ZnA4EWs9n89bwRinkIwBJ1jVRTOZBuBURqNRq6L3J6Ofqi6SsFfWO/OEVd0rF5N2NDbjA8iyuElUkVW0+Znnm0tGlC4A1d5l9CZKzvSB5yc4qqr2udXV1SbD1gOLZP5V1TpaqUEQ/RgzcJPpmCFVTx9QsHLWdMx307GikIELIMS9ybM50gvPy8K/dORsBRlMNkIdhX02z+wBn+ANG5DrbE3ys0NmxjPlgfMcfYJp8yfPeTyNvdE6ls0EJLMAi0yRDeAp53337t1WNzOfz2tra6sxEgIHdiDTQfYckwKIWNuH14vnum9HnO3YCGcWHiU17c/NmzdbDqWqam9vr0VzDIT8TVb0ilhED4xRnl1lrBlNz8/8mQiO4bq4uGhFIVVdjomxeb6omrLkEQd/O5uXFKwx5cWAZQ5qPB43Y5vHJYZ0vLWElDnhRJ0U+Pj4uOVGOQMOMx0u2jKdHkevoMT35IkZP2ud0ct0Om3fl3Kw3jkvRpBhr+qqZuXlGD8GLh0wateV7ER2o7q87HdlAyDseTpX1PGQrlssrvLP5NXzGUkORKTEyTGwxpY1EcNcaUbK9sAc1SnQKQAv9xtYyPPv3vA0rLZlnDmZ7J2cR7iq+j2ncz3Ie+aX5fTTcSdjRX5yvTiJIeXrucDQEHQlBZ/ReOb5c22tXaaiAAn3d1//xxBI02xvb7e9A3w4S/orYmav8k+yTQKVW7duNSYMS5L5XTKa4ME+ccbmkPIDSJkHvd/e3m6pvzx3/aCuhzni61/X6jWt2MBZV3kQzTvm86uD+ATS8ZV0IJQCnUOIOEMKyrAyRuloq6rRaNl5qaqaQFNEgsqBUCJ0cVYvD/NuFB5FlHlg90TDZTV1zkfzj6zMzjwuI8SAJa1W1Sll0tQZjYgsHcVZWrpqtAIwZc6Sg15dXW3nGDOqZOQyL81wOobEYXJis9msPc9+Zcs9e2CPMkqtqkZTkpHMF1Z1vYCtqXXKox/DqBlwysKmYeojqWfRbEY5AATAmPlcztI9rHEa9BxD5n+T0vZzhjMr+kW4IkGgcqiPSfcDSPSIgyY3+UYwgJdjuXnzZpMj7/zN4qFkacwB5crJJzPmMr98eUnqCIft55zMEPySTZ/LtIw9Ma9MadjvdN65/znW6XTa9p8+SZuYh+i3qmv4kacHhpFmVmpjLowBSOA8j4+Pe2DIcb7pdNroamxW5s2TBSRvWDxylsFHtuV8eL04rvt2xLdv366qam8HyhzP0tJSy0/leWJONY8uyKFwghQ5u8lwVtCr8vshpSYH66LEokdG8vkoVtTw3bt3e72SFUf4PAro5OSk95q6i4uLllvLCMU4zCObEDC2eVwiz5kywmmgGFyFWxx+Ri3JFkwmk5rNZg1ROyaB1sw+thnZ6bSTBSjj8bgV+VD4pG0di9rY2Gj7kLnjjGQAtaRinaccj8eNJs81EGVlpJXOq6oDKvZYQRannJGF6DTz4yIw/0/AY13cI/ckn6vq1dp5jqMw1gP4BAbT0WT05zPZXSnvw/F4FnlM1iH3DAg1Ts/muFIWdnZ22vdTD8iYewKvCSxzH3KcGSG6d76YIEFJgiDgyXN8LoGZ8flMslN0QhWyMQGN7kGPzS/TLY5YZnEUeV4sFo02tgbHx8etcc/29naT0ZSv09PTOj4+bmk69Q4ZbADR0mG+KyWVaS5zw5hkAOIzupFVVdPpB3U9dPLXv+7bEUOXHGdVv6Ix87PLy8s9hzaZTFrbwtu3b/foXMba5h0cHDS6M6s+05FmlTAqFN0mIqfQotGkBo+Pj5uyJ7XNUaE2b9y46opzdHRU5+fn9YpXvKIZ1My3UNKqaq+DpKju7TloaEY7C9dE0T5P6Tj6pFKTpqOojISUQb65qKorkmLA8rV/foYyz3yn9c7zrxmNMUIKehhlTo7cWCP5RM+0P5y4IpksnMuIt6p647FG5kM2M3KyZqhZxly+LKk8sjbMlee6k117xnCnTtjjpFOrqnesLCP3jNrIreekI8x8pJ+JrkRzmc8GbAApEblLFJkFYrnOuY4pZ3lv0TG5GTpJV6ZE7G1WxpMDDjEdPnCRe+7vlF9jNqeq6jUisqbWDiDn+BQD6n2+vLzcAhFOzb3IHJ3gJNlBY0lgNJlMnpMaytw9XfUSFGwGPcBIDtMy5GE+n7f2oePxuAU+q6ur9ZEf+ZGtYc6Duh464utf12rowfj5N4eU9M7x8XE99thjVzcPyun8/Lyefvrp5+TAKB/jpGDr7OysNYgQORCszJUlzcNZoRO3traeg6jlzxysd19GP5sJMDoi0YODg1pfX29NElDTFCqjNAbPPaFcVKi1dOX5P0qaVDdnm4VlHAoHDVik0a2qZth83jrKxVof+5rUO4oyqc3ni04YPg7EOmfRSUbaKrvtQ54xH+bYjMueZHOHpJ7dH1NgbRgi7xG27zmufCMYA2+NhiyL+2ZldkbvWSCUFDUnn/tk7bJCGDPjc5kOIB8ZXWaBo3FnMWSyGRw0w58OeTQaNZbCOqeDSNnK4rikO82VXCQrUNVFsfTVz/xJnUwmLZ1apgvYH8Da/qfNItv5HPdJsHXv3r165plnGmPBaT711FMtikya2Tx9nyxbZ30Jcmwco++nvRjWIEhNCBxQ4HLf9pdOHh0dVVX13lqWwEMRYFZhP7yuf3n97ofyum9H/MEPfrBWViDbQnsAAQAASURBVFZqa2urhyAJ2Wg0qqOjo1pbW6vf/d3frdPT09YneDabtShNpSNUS1CcueNooO3d3d0e4mXo5/N5o4rT0TDQWVhydnb1WjhnEzlGEbdzl5R6b2+vCXjSvwcHB80IG7cCCRFRFjXl59w783SimKruHcscd1VH3TKGmX+6vLxs7zflLOVrM3cMjGAKjCsji3xJBSdrT+2DCIFhNebLy8texy7KzzFlDpazM+7M8adzn81mvUKUzMlmjk7u3s8yGpMCEMn6DuOdKRBGOvfceIyT0eXokoUwRp9XDZ/PygrgrJh1H+MDRPJ39owRrqqefDH4nDeAm1Xhw3UyL3pS1afufTYb+OTzk+7PPDQHwbGkw5DKoCfsgM9ub283cEQ3MAocngj13r17dePGjVZMl+uZspGMG5p2eXm55cPNYTab1fHxcT399NN19+7dXv721q1bNZvNmlx5NhbG/G/cuHp5DbmyDvYrx0DnAHTFlmRg2II3K9fJ0mg0anltcyYvFxcX7dWg1s7+DFN6H+rrpR4R/+k//afr0z7t0+qzP/uz6w1veEMvEH2h133fgcEkNJm3Y7hFF5wJOlqkkZHa0dHRcyZAWNPITCaT3ssSGMukNznv6XRak8mkOVLCSknzDSp5LleOMyOPzL3Ki3OiaCaFa2loMxI1hixEGhaQDSOSjJI5Yp+xzlkMx1gDPZeXly1fz2HaswQJQwqvqsvp+06u9Xz+3GNLVdUqQDlBbEdWslrLIS1q7Jy9KMC45O6GVLwIJxkDY863SKUcSQt4ZgKgdCRyrOha30/Al0Anoxj5PP9nkBOEYVsywkka35WMClmwbqhwa5NRmPFZ99Q5jooxd380prFrLAN0AAbkoKqLdO25OQApADNHmgAEtZv1EVXVsynYLfuDXUG9Glema7K+gs1KAF9VvVRQrkuCIfru3iJSQQgdEmGmw/R8bFMCoazJSPDn80dHRz3am23JfQTU6HK+SGUIiH0/6e4HSUn//8v1/d///fWf//N/rm//9m+v4+PjeuMb31if/dmfXa973ete8D3v2xETDIhfBJWCydFwkAQ8kXkWl6iWzSrapJ6Wl5cbnZiRwtraWnsxt0jByyUo1JAGlRvOimCCqzJ1sbiqDmbw3HtlZaX1e6V0KysrDdFnfjMjSg6Ag6jq6PTM96WCei7nKl87pJyzAOXs7Kzl4Rlsxuvy8qpzEiebHYUACA59mIcWgeTRLnNICg3tyiB7blKPfpcgxHfJiH+n8R8WPqXRJCfr6+u1urra/s5oLcFYykTSpTkPkaxxoPLQjhnZKvLTjEEkx0ECi5kSAYqwN0kzJ1jNauQhFZ0AytxyjH6XtGymBjI3aQ3ITB61Snn1OY7f3mqwkk54WCxkvTWyGTJiaGpA33gSNHLWZICtoN9AtDlmjcYQ4CcIHzIOKv4FEMCXPugJUHwHKOYorZu1fr4r50TX3MO+Hx4etmdub2/30i6+px5myOiQRcFEVdf7IFMAD+J6qUfEn/RJn1Sf9EmfVN/0Td9U73vf++o973lPfdM3fVOdn5/XZ33WZ9Xnf/7n1ytf+cpr3fO+HfFTTz1V4/G4HXvhDEWjaMaqLoJaLLpiKsgfFarIgfA55rO8vFyPPvpoU27Up8/Jx11cdP2GU0C9USY7GGnAT7kfeeSRdhQgqa/T09M6OjpqjunWrVv16KOPthZ0kDGBTyXM4ovZbFaTyaRu3rzZjhA888wzvfeDMnoKMkRx7mUdKX5V12+bAmcFNFrv+Pi4tra2mjKIwjh0tBpnlk5XRMVoYxE2NzdreXm5RbqipoxmjMdzEqmr+mb4hgVRnJ+xDaM8VCHDkkwBQ8PBZeMITs1crAkQkcVADDLnaW2q+kfI0InpeGazWS/yEO0CPEDT8vJyT4aspfH5v3sni+J3IsY08uQ40yDGImpEM9sjukfOgL2cO1lk+MmK/XF/cwWc6Kk9NJfs/Gb+Co/0Kvcc+5n0/mKx6L2/OmXGXnCkWeeQbAMnmk7e+gFIt27dqtu3bzfqNzvZpewdHR3VwcFBa1uZBYGYKSDNe9eNnVwAOnREsEPWshlIgk/7kF3Sbt26VdPptM0Fg1dVDYBkQePD6w9/vfa1r23A50d+5Efqx37sx+qHfuiH6g1veEO99a1vrd3d3fu6z7Veg2jDky7lVHRJYlQhZsab8ub7ebNwQt5CrpZi+Z7CLfQiZWZE0pkkTb60tNQKSYCCrJ6s6ijSNEZyv+Ynp+XiBH2/qlpkfHBw0IxGNvCQt/L2GpGttQIw0sgldSbaA34Yp8zn5nlta2c9M4/GGNivNFyeLdrzf/fkCDh0ACJp1mQwnIG0BilPGaUwzBkNZ7OTrHbPfbRmyURYc2Ot6vKW1iqpT2sJUKbxVmCTqY2k5vPtQXnlGmIuMu2RKQERecqm+2WTEHqTfcqTJSGDdMvz8nWO5jOkdjOaBRQToPl56huwy+H5t+jSZ+xNynbKZVL5yZYsLS01EGNuqbvmk04tbU0W6SWA8rf13djYqL29vdrY2GhyxnEBBWxXVTWgidYHdNwX45GNi6zD8vJyS7ctFotmnzhf8ikS9x37Iwq21mRFRA5M+7zvkCfv735Q10s9Iq6q+sAHPlA/8RM/Uf/hP/yHeuaZZ+rTPu3T6h//439cn/Ipn1InJyf19re/vf723/7b9X3f9333db/7dsToRxFeVfVeSUhhq7oqSMqWjceHVDbDzpnLAblPOpQsBEmjlig7aZiVlZVWNMaJqULMN5YYv/+fn5/X9vZ2raystM8RdGtR1T+KUdXR92lsMj9pHdwjnUTmxDK6SQCUuaak69G38/m8GVgRCKTNGGS+1tiGa8vg+F3mudKBpZM3Rj/nLJIey+p3P+eoGG0GbLiOcoroVwUtl5eXLfrSHATgyjU0LvfLvzNKEg1aY/vK8YpCrMHw/hyldb5582aLlvQmVliXlHgaZeCF3BirNfP5Yaoiu4vlGDKqTebI+ttTgMT3M5eZ+Uyfycg00wHunc5HwWSmCfIYmUIjTAsZQWsn6LInyXJUdYVu0hX2jx4kKHavPE+9s7PTbINz9XSHQ5brPz09ra2trQZkjQkrmCmwrAHw/Ky0dw1ZKjaLjrlH5vcBAM8EiG7evNm6IZ6fXzUBkVKk5w+vF3Z97ud+br3//e+v173udfUVX/EV9cY3vrG9orXq6qjvt3/7t9ef/JN/8r7ved+O+LHHHmsKnNV5ufGZE0qh8HmRAaVVha3B+WOPPdZymvpHV1Vr76dYKBVfpSinMZ1O2+sCOQNRFaeULwwAMBjtNDSoJAYxjXOeJZaXZVw8z3yh0UTtFIpxMBaRbkYGjECuLaVcLBaNOs+1SNo3KT9gBBBgvDl/kbd1SCo2c5/WS2GLqE5OtKraPiWtx7i7XxpeTkJEwgmdnZ3Vs88+2wMxioFOT09bikShmMiccwJSMvJDoQJx9tt6JKvDQQIpKHnjAFwUl+V7ulGlHAoZyRyqvbKuyV5wwABhRlnWlaGvqrZu9I5TQpUCTOaFqcAe2TcyZJ4uY0p5IEvDF6nYT3ul4hnlm0VnxsPpk9mLi+5cLlCdQC7BkDU1TvqRkbA1yVx7Rtgi8Fu3brUaEqkfuoAts7f2gywkq5IA0L6vra21RkJ0hA25fft2DxRmuiP7S3s/8ng8brKpcNJ9Nzc3e3umf/YQwHyor5d6RPxpn/Zp9U//6T+tJ598svfz+XxezzzzTD3xxBN18+bN+pf/8l/e9z3v2xGLOCFnhhdlI1ohfJwCg5EGXO502BiDUck8DzSbrzesqh5thn5RjIU2U8Ci2lHBjCNR6WDkzxiepG8yAqjqt1pEUYk20bBpREWD8j3uB60CMsPzpmnE0thlNeRisWh5Ms4419q/k/ak/NbYmJL+wjok/ZxAJAvtrInxWvukPjMKYWiBj9yvIQgBCsx7mIdMCnN5ebkZTw4iqfgsFuM0XNZFLQH5TbZAhJMRrHGm4xAVkiky5POZe3b5N31hdFPXRFTWNKNXe2htpA5Ew+bOkQEuZDCbeXBmihiND7jw3MwBZ/Tns5kqAMyTLrV39Cr12/dz7sO0CfnDpAwZkNwfsgu0+AwH6GciR2uGYcl5cazYmePj49rc3OzlxRWe0b88UqYmhMNOtixrI6xJzp9jTyC/WFwVmbJvWELfPz8/7wEfNvJBXS91R/x93/d99df+2l97zs9PTk7qsz7rs+rnf/7nq6quVUV937uRL8CuuvL+cqiE2d/r6+u1vr7eM2YUemdnp6coaOOTk5MmoLp4jcfjdn4vc3uEFo2t37U8YzqBjY2N2tjYaFElqonxTMTJWXCunocCquqMsDXIvB2jx3hUdVQgpzEajXr3T/qO8iqy4ARFBe45zIfO5/Neu8mMBKqe+3IBBSlZkZ0Vm+nwkqZkxLKSOiM/9KP14kTdNwuRACuAIKObrJ7N/J/11kYwjU7S5NadsRft5pEsUbPncWKZb/ZzDRKSrgUgk1UQjZtjUt3ZdYocZUSZUXqCtXTaKZuZEiGL6VA4HoAJWMHScCZkF7vgeXTC/gGiZAo1muyUNcg15Wzcm15mqiedOD1LMJbzSkeSANpzhutlb7KuJMGcz+U5dTqRbWET+FvXqmrBR0bqFxcX9fTTT9fNmzdbhEsGEwAB354rbZZ6CtwDSAl+zs7O2gtX8j3lWXvCUVu/8/Pz561neHj9wddP//RP10//9E/XxcVFvfnNb37O73/7t3/7Ba/rfTtiQqQIIA2nqtWkhdKJZf6RAUhKjwMTGabRXVlZqf39/XbvRLNJC6UhytxYvomIQULHZX5MtypRpBx05sDyaEWicAac4GcVJ4NhjJkTpnxQcSqccWIEnBNOZVpfX28vjB8aOFRkVfXGbj8AEmuaRki0bm+2trbaGLPBxWh01cRFh6x79+71mBCORvFYghP7IxoD7LJQKsFWggGO0RjOz7tmCBrkD0GSyIlDSlm1Rvfu3evJQdYqADcMO+AI1KysrNTu7m6TB04qm8okWLA+6YyGEV86MvIkzzqfz59zNj1pY3LFeWcnII4H0+E76HhRuMgcI0U26CD95mSSKcjI1j4AOMliJJuUXZ+yXsJaiGitbVV39CdZAqDHWiuAkiPNdecMjZe8oe3tYTo2Y8c+5TG55eXl9vrX8Xhck8mkR9MDB2yEfaXbeVxuNpv1ZFlkm7njra2t2tnZaccu01nTuUxp3Lt3r4GHB3W9VCPij/u4j6vf+q3fqp/6qZ9q9jSvP/7H//jzOuj7ue7bERP8VCBCzpFBs9kZh1MlgImqE00zFIwvQYU8FR7IhzLCkOVsNuvluJImp+hZ9U1pfUbehgJmHpOxSDouKb2lpaX26kDzZNT8XgVnFkkxeoBBRsX5zOw+lblBe7GxsdFQLiPrXgxPUnvWkKHx2cwhUeL8rNxTNr3IvLQ8IyOQ9DPFT5r33r17rZ+vuQJXaP3Dw8NexIB+zrcRZacj62WuGAqG3PpUdQU1wOF43K8mJo8MrfUi4/bF2pOlu3fvNmAASGUeMt9kZZ+BOeueVfkiOsbZ2Le2tlqEa88Y9XyF4nze9demLwy8Z2QhYIIA9CvGS4V8RnfJYNjjZKQ8Y3l5uUV8+eo/48yGOfaCntknJxqGbIB1MnbrKGjwuyzoSlZiCAAFCcm6kEHOOtkFAMDFhlg3Z/6zZiILzzIFRU6tP9kkA6PRqLXc1BM/KWvBAH26vLxs6bKUp5fa9cEPfrDe9ra31S/+4i/W2tpafcZnfEa9+c1v7rE8w+upp56qN77xjfVlX/Zl9aY3ven3vf8rX/nK+vIv//IajUb1ZV/2ZR/Ssd+3I/Yyg+3t7XakJRE85JqGIHO9GZ3KVaUwOpes8MB9fIZht6iAgAiFY93a2mr34AwpzfCYSKJYgry0tNSMhcggq0mrutaOabREhfkWo2FUs76+3oz2jRs3WmGWZ1jT5wMAQEM6YFdSmEnNZSTGEKlQTpCUAIGxcw85LQbMM+xFFpCga5M2Hu6b+WWxkyIcQIijXFtba8dJ0N8cju5PjLpnJXMiR+fnWV3OKFfVc6Kwqo7qNT9yzHEkbcsRyAPeu3evvRp0ZWWlAYOMAIEWcrK2ttZAjXytdXN/eXKgLg0th8UBq0ew5uabADmZEycWjNO6kXkgO6P6BLK+57nJwOSxO1E6QJDUK1vguFI62ywQTao1wYv5ALfWOYFB6knqp++zA2Qo55q91pOZydSKnPL29nYrHsWkAIHuz176Ox01RwpAAVlV1as3cQwKqKcTPitAEr2zUw+Smv79HN+DvN70pjfVq1/96nrPe95Td+7cqa/8yq+sRx55pL70S7/09/zOO97xjvtaix/90R+tz//8z6+qK/n8N//m3/yen/2CL/iCa4/9WueIOV4omTJ5EUJSPiIJBiOjVHm4Rx555Dk00MbGRusokznGquo506Q+nffjdFdWVpoRHxZdPB81Zkzop/H4qtJ0e3u75bYZIsY26SjKJEpI5c8cKwdn4xXTVPVfpGC+IkufTUouaejsq5tKnUBFdTMqjjFjRPJYEGfsyA0jJlrONeN8rVkWUmXFbYIdc3CtrKzU3t5ea7wyjOI4BGyGMTI+/nC8WfTGOIrakpGo6roQmRcnm442QVJGRBmBZbMFkU0eZfI7tHU2HkknYT2rumg687vAUtKbgNDdu3dbD+XLy8va2Nho4HdYRJUG27+NiWzRNcAtAYj1Mt6UC4aYLmALMiLNaDWLk0TQi8XiOUcZ0wFX9ftJpyyRsywcZGc4fhFwFsUl3Q0wGadUmrROAhlzz3VYWVlpvQ84bvuYueq0l9bMONS0mI+5kzdglI1yP+PPo4BqbbAQQOhL5Xrf+95X73//++vd7353bW5u1ubmZn3Jl3xJ/eAP/uDv6Yh/9md/tn7913+9PvVTP/UPvP+/+Bf/ojnif/7P//nv+bnRaPRgHTHhODk56b36ixHc2tpqLew4JShQcw2Rqcv7iG/evNlye85cikYYCJ22kmoy8ePj4+aAq7oGCFXVFOf8/Lzu3LlTVVfKrkUmIa7qcpcadzBEWSABpVZ1rypLo6hKmvEHBChY5ssoFAcIxQMxFxcXLbpMepPCe7ZCmOernM4IMY+VpFO1j6noCQKSyrIG8o4cjXy26C4jmiFQcY+kmodRRhYlkQX7yLlk1O33w0ruNP72jLM2zzTwSXNmhJGgL2lnxh07cHFx0Zu/fTGOZIjsS1X/vb5DoJRRM+BlLq6MsoCura2tXt0DJ+Vn5Mma06EhxeskgJ4BnFmmEsj1kKHisDge8pq5V47x9PS0ptNpVVVzeumwM/XlnpnSwTpxfj6fYEKtBbYij7YBe8Cndw2LZEWidFnHrbOzs/ZiG6DLGm1vb9fl5WWrf7DniqzIsLEmyGXD5HYXi0V7haLOgewUmfd3On3dtpaWluro6KiB3Qd1JTD6o7p+5Vd+pZ588sn2Duiqqle/+tX1gQ98oGazWe+cb9VVQPX2t7+9/u7f/bv14z/+43/g/X/qp36q/fu9733vh2zcrmv1mh4WP3CuKlIpab5uj2BkjuLs7Kxu377dUPf6+nodHBy0KkAGwHM4C5SWezCIHBKjl7ko0a9D7V7GrfI6c3cJIoZ5p5WVlRZxJFLO/NX+/n5DsOYMfHBWKC40tghbzieRO4VkNBlQb27Jau5bt261KG19fb0Zu8xd5jz9jIICP4wbp5LRNefiZ1mYJoK1xqNR91IEzjpZDFWmWUQFqaOhM/LMNU1KNKvR7b99Z4zzuengqvpUflU1SjVpSH8z9hwhmbdmWZhH3oE9n6vqutHZm2QIMg0hWscOAS10D9NkHtYio7ak2jnDTBXk8STrn9FeVRch5vutk94nA55FV5Pdsc+pX/Ynz6pzeulggUL1KCLZvGemcpLZSfreM6wHgJQpl+G88/7AI/YPYFc8OcwxZ3SMHTAOHQTtBx1I+Uw62lotFov2djpRd75rGfOTuXVnsIc246V0HR4e1tbWVu9nnPLBwcFzHPF3f/d318d//MfXJ3/yJ9+XI/5v/+2/3dc4RqNRvf71r7+/Qcd13444jV/SMYyB/FWiy3y3KWOqeX8qmA5d2QpQsYSoaW1trRnm2WzW8oqcNqMlIiGwea4SvZdvV3GlA0zDkIUTolQOTiTOKcuLJyBAmzvqla+HVBw1n89bjpACim6h88yjpZE7OTlpz8x5UEpzRsvLYTO2HJ75cr7WnoEXKSjY2tvba/Te8nLXPW1oVAhnRnJV/c5I5qZpxenpac1msxap5TGqIW3M+DPgaTxzbz2DcRtS7bn/1occiBQZMo43Wyfmu2cZRs6QswPcMhKqqucUFiZ9mzLKwfgdufNMzAAHwyhjjVKm7Yu5Z9448+q5h2Qugdww/z8ETlk4B6zYE/I4mUwaeBjS4/ZFZbyoNYsu8wwxGU661tqZn2jT2JK9GY1GLdo012x647P2imMTvWcxGxvI2Rqbo4Y6dGUR6/DcvO9tbm62N8wBtZmfTvZkyO54IYp0BeD0oK4PR0Rc1bFLf9D167/+6/UjP/Ij9RM/8RP3fe+/8lf+yn19bjQa1f/+3//7vu/rulaO2AYSzNxwygwlV/Wrp0WHSVfOZrP2DmM5XApZVb0cB8FWOZoRmvObDObm5mbrG2s8cpiMu+fIh87n89752HRaqOU7d+60uWmhSbAnk0nt7u42Z1LV76ct8uUkTk5O2jtQ0ck6M+3u7rZxmz/DxSilIuYZRs9Op7m5udkcTkZzIibOGC0o0l1ZWWnHedIoZyMFjoURMdeMlMlGOrrcPyxBRuZVHfU6NPSOUgEzWloCack+ZNU4sJAUOdDi/pw0I4kGBKIyysjjYejmpPSlOfL/WT2fOUX5PpffZ3ToGfbcHDI3no4xawhEk4x+FrBlRG+cHGoatzTyCbSGUai19Dv3JDvT6bSxQVnYZi+2t7d7ziYdnnFJv9gXMsjZnZyctCI/AJ++Yz2SNUl6GFuVNSOiYWu4trZWq6urvfeBY9qAWaDBPl1cXNTR0VGv3/poNKrf+Z3f6b1JbWmpaxREH/1NhxS0ZRGjNU8wjXUE7s2Prj+I68PhiPf29urw8LD3Mycu9vb22s8Wi0V927d9W73pTW+qRx999L7v//73v/9DNdTnve7bEUN8UBq6Y1jIQPEzN+yzLgpH8BT9cCiEnzFiUCmbiwEUNXKwoqssbKjqIpLMGTIifpc5VX+jWZPuyQiiqnr9tNMBmx8HxcFnpDAajdq7SEXz0HRV1+iAclkXaN2/3ZsCA0bZ6CTzo+avkC4jGflPR4UYAFQYWjbzztY7QZpCE20Ks7jLHjImokfzqurAGGfKwNlTcgYgZaFNRrmZa8x/czrJNmQBk/2x32h/TjVBymLRf7NUplM4y6RZ7S+ZV3xU1b1RyR4aV0alCVD8e8gaJIBzf+tt/Y3RfVReJ6XvMr4EEuQzaVw6a12SJjYGDi/p16pqDi9BP5kgcxnppiz4t/qNbIRDB6yVNU5nn7UcZDsZMrUcef6a3cn9tRfAsDmfn583ahlgpEtDucSEOaNPLrP+gF5YWykqzyQ/2K8sTHwpXa95zWvqd37nd2p/f7853ve973310R/90b0z9L/9279dP//zP1+/9mu/Vu9617uqqnuBx3vf+976d//u3z3v/f/v//2/9apXvaqqrl748Htdo9GoPuIjPuLa479Wi0toUiTg50mnLS8vt7NvBIYwMuiMY+Y15vN5i8wIT1V3DCVzMrdu3WpKnHkRY1SkkgYL/ccooF1FklB1VTXKO/+fY0JFmh8ajbE23qwuz4hJrnll5eo9x+4hMsqjHxTTPVzDPKe1TCeYtK49QFFlpMp5qUpPdkNEkQYsKVdjrqoWLWSOkaNlbBmjvB9ZoTB3797t9efGWDhi4z6Ai/W3Lu49jM4wDkl5Wq9MQdjLqo7VACjTmWQkYn/t3TA9k8/LI1CTyaQ2NzfbuBnlpBaHhXPpePP5fs4xupJWzuNsxgg8+Kw5u38CAmALwM11qeq/Kco4zIMcTqfT5+SssWFpU1KHk+Ww9savUQc9GKYQRJQZMdIpDJixcLYcJTCW83Avup0MGyeHffK3Yi4dANnKy8vLJveTyaQODg56IB4wz/PEOZ6lpaVWI0MO5vN5AzjDBibqcDKg+VBfH46I+OM+7uPqta99bb3zne+sb/zGb6ynnnqq3v3ud7fzvm984xvrHe94R33CJ3xC/ezP/mzvu9/xHd9RTzzxxO9LP3/WZ31W/dIv/VJVVX36p3/6c9gi1wOnpvf39xt9gpbjNBjJGzdu9N4rPMwJ6sI0Ho/r8PCwCVlGZ4RU04OdnZ3W8ejOnTvNweUB/IyAGAH0auaqMm/KcUOxnGRGHxQp3yuqsQgWgFHPqEHkyyi7r7XKMan03dzc7PXDzvtQTMaPQ2UcGbYEATl/BTHo3zTEVV3aYRg5MMpJbxE2zILv+ZNv1FGgklWyHIJ6AeuSMmB/0ePj8bgODg5qMpk0A767u9sKMIyR87WHjB0n93xgyxqgorPyF+XI8FdVj31hgK0NJshecKgcDFk9PDysxWLRjLK5SllkNfbQCWfxWTpQn8nokKHn3DMaAjwSgJg3ORWZDmXQ/mU0nXpsfFXdSxs4CLSo3vQAvLV78sknG93MKXKSnpN6zclh6ehzzsPe5nGnLLK0n1l1nzl198JkZDHoYrHo1QeQBY7avsiF2w/ymnqe1fDWTwe9lFvrCAgC12tra3VwcNBjEc2DLAhe7jef+v/S9a53vave+ta31utf//ra2NioL/zCL6wv+qIvqqqrKFaa7Yknnuh979atW7WxsfH7UtVZNf0zP/MzH/KxX4uaduXRHNFD5vkYXIKbCC/pLHTvkE7kSBKVc7wMypBGSpQrT6hIyfiHNHZVtcIpeaXMjxlvRtMMpftUVaPZ9vb2Wp7YM8xpeXm5USA3btxoeU09sNPpMRIuEVnOOSkq9NXm5uZzomQON2niLCji6LK1KEU1z6quUxCjCCyoIpYbH4/H7ShaInFGNOlv90ItZw1BzoFDy/lkD+Gs3E2kKprjnMmP5/h/Ro9p+M0n6VZrqWDIuERs3nBErpMyT8qRTOX9yEp2FssiPUDBs0Ro+cIGoAe7lNFt0swZAYuk8pSC+9kvzpuTyMg389f00f/tgzVN2lczCgBJOiLnlWuPKk6n6t4Z/aaTs/bA0eXlZWNG6EKOy5uzRJr37t3rMT4ZRQPSxijVYF0zNQJ8PF8ltPFy4AC3F+OYw9HRUc/mTKfTnh0GtIzn8PCwrZNxkvEMkj7U14cjIq6qeuKJJ37P9//+6q/+6u/5vb//9//+H3jvl7/85e3fTz75ZJ2dndUv/dIv1VNPPVU3b96sxx9/vF7zmte84Llf633EFJSDZXSgQAZPI408uM7JJTWIysnzfklRofYoF6cpQqYQOlYxgKlgCr3SgBgTZExpqqohaP+mNFkcw3CcnJzU5uZmnZ6e1sHBQQMDL3/5y9saMU4iDuPNM9YUyTMzMjcnyuMVj4wABRYxZL4IJbe2ttY6jqWhZtgyRZD3de+q/vlG+2wtk+plONLBDfNR7pU0bBpcRpVjIX9JQfpdUny5Z9mjW9GT37lXFmZl7i8NbjpSUXT26U4mxBpyMNaPo62qtt/Gkc4elZvd19Kp5TrRI04koyiAk0wDC+6f+efU6Sy4oiN0ydzJ5dCB0U1jyjw123F8fNyeBwwq5LT+9o6sGmdVtR4ECeqqqqfTIkPrRlcTxIrw0+ll/2Vj0k/8/Py8nQc+Pz/vHfnKKnYsh+9nHjdtGiB5cXH15ibgyv3ztIK1ywr+rLI2bnIFNNy9e7cODw97RWzkJFM8D6/rX7/wC79QX/u1X1uTyaS2t7drsbg63/3EE0/Uu971rnrta1977XteKyImFKmgSY35XdLShJPhZoQgaoKH5qbolCsjcfm2NA6UlDKLHkVPKkYtmEjy+Pi4GQL0Kedwenpa+/v7dXFxUZubm00xOFGO+uzsrJ555plmlOfzef3O7/xOj4La3NxsBhUgYKA9UyP3NPzZbCCZgqpqTlcB1Gg0ameLLy4uelRWVbXoO/PtmjRwLGlEzCULsjg7UUICDZFz0pX+ADJyie6dFe9Jm2Y+M9F/gpLV1dXeka2UERQfliQLscgv6tPnOU2ys7y83It0/Fxk4aiZZ4i4jCUrVI0tI9CMmJOyTQo0942zY/SB0awLMM90NFXVSxVwivbNvejKMNrlzJNhsH/k0ToCwoqbMkpkG9bX13vsBBaAY0tddAadc8rKV+NN0Akgsw/0Il8/mGxR5kyBS/KdYDLXw9qRXx0FjTFTbtbKmt6+fbuOjo5ahC3oWF5ermeeeabZvawLmc1mLWUluPG8BGUnJye9FqXYEkDCZR4afDyo68MVEf9RXW9729vqcz/3c+urv/qr29nlo6Oj+t7v/d56y1veUv/+3//7a9/zWm9fYsQoomhTkwxCpEgpjV0aJo5IuX/mlhRqyLuIkNwj0WVSU1nFyPhDwhwOo8NYcuxJdVZdHQDnJJ1FzkISeSHosqo78kAxgI75fN4UTqSkAtL3qrp2hlmBal0SQGSTf2NHK2a0J/LIqEzVZBbPuL/15CQoelZM+zudLYMo+mBsGBrzrKpmIPOIWObhRK7pEI1DtCoPB7iI7jIyt0/Whnxksw9OlMMyTkZb9G2dyH5GzZyR+QwdqTW1X+Y6Ho97DVgAK2tsPtiJjJw9177ZdxGR/RvuV1L/5BlQGlK8GT15VgLtXBcAjHPCQABO5G1jY6PHmOW6ZsEguVWQ6WUqQDO9zrSGs7WOAdIVwIne5zw4JEDUGHRoG4/HDYQDQOwaOc6mOcAyJyjSNc7xeFxbW1vNSadNI8fAAD0Q4Zrvzs5Okz0NgDARWJMEtVkUeXJyUsvLy7W9vd32/uH1wq7f+q3fqm/4hm9oPq3qqnnIX//rf71+6Id+6AXd874dMQVnMPO4QhY8iJyg3iwsIqioFlFZ5u9QqpPJpLa2tpojpBAaf6DTMjKT32GsRaDb29u9XFseR+AwKbHiGeg3j89wknkG2UWZNH4Y5tUyos3mECg7a5FRRzY/8YdhNZ+8b1W171B+lHa+KIDSMkIirqSYoW2NVOw3xmAYFZvndDqtyWRSZ2dX3dM2NzebQeBkRdGibuuQNQHAjDz/0tJSTSaT5vjstYiDcc38r3VMMJeRX0bKnGhV58ST1mPIM5oTeRtTRlrm4l5JpVZ1DUOMLRmMqq7IyWftY0a9Irgh6Mrcs88x5vadDKZj5jjspd+TGXsDJGWELTq2XiJLTi3BknXiINNJVl0BjOwgloxT5qSNlS1JUKKoKoFQ1iaQ/Xy+4rc8++u7VV3BZzo60S07mHKewYNxZgMdsmR96Jjv6XUv189BA3t5JE6knPlx404GMvfgQV0v9Yj4da97Xf3Kr/xKfcInfELv57/2a79WH//xH/+C7nmt40sEtKpqa2ur0TWZ69Xkoqrqscceay0hHX5fXV1tqJAgE0SOjVFIala+pKparimrHNEzOcbpdNorTslCEnQzVLyxsdF+LiIXKaiQZPyrqilIovB0jKPR1UHyxeKqKw5En7lfyD1zXpmnykioqlouU0TFmYv2krbPIjnVgsMiKZ+H6hnlYZSSHa8gcONPNgMDMR6PW5OW3/3d3+05W0UoKmbTaBgT5wJwAHdZoGQuq6urNZvNGqNhbc0d8MNoDA1QOuHsUyzaM173zKp2cpU5w6RxRYmZUgDm0nhzANbTnqBnM1cMRDG8nGC+YABIy2YmGfmaRxZIuThobVg5XM6D/ooGjS/Bnbmenp4+B9xkS1JOgR1x6iKjcrJHHxNIkQV94wFkNiPPz6cTBwTIDHYCuFTFTFfG43GP8XKE02etZQIk+kRXARHA4Ply/+jlGzdu1N7eXu3s7DRgk3pqnwBFNndra6sBEWALqPK9zEM/qOul6IjzbUuve93r6hu+4RvqUz/1U+ujP/qjazQa1Qc+8IF673vfW3/5L//lF3T/a730QU4yKT4KkxWOS0tLtbm5WRsbG61SmKKgFeVbh05Dzkh+khPJAhkRCEoc/UVJGYukURNZo4N15OJszYHz3NzcrOl02hx8VVd9fXR0VLPZrCmTaCKP+ZycnNTe3l7LjSa9mFE5B8PYZQTN6S0vL7cOWZRZFM7oJpVtzzjqzIUOc/2J4PM8omhHxEWB5TP93/gVspgLYOXcovPdyUSg6quq5yBEzsOoMY2dNU15SWdjPzjzLPzipDwrmzRktMvoPx8o8W+Ghy5wLvYpwQoZSkqacVcNrCOUe+TL4rE02Af1FZgnTjsjOXMwV4Yf0BtWD2fEmWyKiBxozvaNaFSyba8UnnlWMzwBkDlweul7nmeNkjXJKnTODGWcqTPBQYIU48n6Aak0903AQheHleI5Ps+x34KOPGLGMdMBqYeklDE0CZbpVBbwsWvmbZz2k61O8OFsMXl+eN3/NXzj0ng8rp/7uZ+rn/u5n+v9/F//63/9+7528fe6rv32JRW4hJyByLcqJWrb2dlp1Fq+gzirIynj6enVSwM0OMjzlVm4oVAC2qTkqDoOQM4nczgcF2OatCqjwUlmv1rzz2M6HCEqFeXudYCLxaJe9apX9YqwgIg8/qLCOJE0B59sgOguadgsyng+9JuRLxCQ0S8nlZFpGnJ9ca0tZ2HdADSUGyXP4jfrsrq6+py3SWUFb1JmHJzP+RkDaD9yT1SQMpaMjf2T/yVzVV1jlMyrZk58a2ur7UeuEaOXkQ8AlXlIz6jqHPEwP0gmqqpX5Jh5PPKRjtpxlr29vVpevjrekq/uJG8Kczg0+5rncTOnnCBFlGhO9j9zxuSWw0iAmPsKEBrX0lL3ej9AmUzQvwRi1o8jksbifDK6ThCbLI8xZXc7e2Vd2Ka8j/VJsJznzNNJ07OM/rM25vz8vAUY2CIpHDJ8dHTUe6MZmQAaF4tF7y1K9DZtCCaOrma++0HmiF+KEfH9vnHpf/2v//WC7n/fjnhnZ6dV7zniIOJlcDkHxUlyjBTIOVfIvqrflg6Ckx+U/8jCrzxm4v4KMvSGzlwLgcs+yhy3sV5eXrboQqFR9rM+OztruUpOU4TMmDFWKysrrYvOxsZGzzEeHh72jtEkTZaOvaozNo6JMa5ZOQtFZx50Pp/XwcFB7e3ttSYUid4ZUHk0e5MAwP+ruq5iUH6en+Z8MpKdzWYtygfAGKeNjY2WU2OoDw4OqqoatcrZigJzLH7n2Mew8ppBtCcZVWRaIh2z7yV96zlJd5MddGne13w44lwfRimfm5/JyFD1ep5Tzeg1ozfAjP4w7MCYOWTeECAlb/n8jOwStKhiJvdkDg0MaBk7lmd9fb3dB4AUMWdqxhjItHFgtKSFMhq2HxnR2z9NPW7evNkYL3bBOqZ+nZ+f12QyaeO7uLhojs53yLniMTLHqdL1TMFwwvTMeiQlrNbFmpDHLAiczWZVVe150lFk4PLysnZ2dpodtjeOMWVtg/XIWpSH1wu7FotF/fZv/3ZvP5966qn6mq/5mvof/+N/XPt+9+2Ib9++/Zw8WlU1p0xxM/eETpZbofTjcffavzw+wOERMn2N79y501B4VjWKLNGlaOGkC7PoRERu7EkVchBQf6Jw0T6A4LscNaVfWVlpHceSis08GWVMOtW8RqNR69yV+UDOeHt7u0dPyyEyeBRf/ng+nzcw4MgPRwbRpyGr6noPi9gUzqHsGQJABiWazqjqiv7f2tpqiD3pSc9QhJJr6JiGvcjIk3O0LuQknRyajlNN2jzpyqouikgqP52zfWYA05FmZXoWNSWwyYKfBDk+U9W94UqhIFpxPp/3Wo5yGNk+dnt7u+0l9mjIHMm3W4dMTQzziVl8Zy5qIYDhNODuVdXR8kCwcWdaiqwBp4AOuXA0DmgDRnwngcpwHvSVDQKKb9261eTez+mAqBijI3q11xw1EERG6FYe2VNsmQ2EfL+qq1fJQrGM3oGVnZ2dXgHWvXv32tHLg4OD3hyeT5YSkBvj2tpazWazXnc4+/YgrhzTS/H6hV/4hfq6r/u6FkRg1aqq/tyf+3Mv6J737YhFQ1V9lLW8fHUshwNF31BiKBea50TQQhwROvPpp5+u3d3dquresSqH6LgTWholmRFwGh3OgyFQCMFo5rGTpHs5hel02juOYe7ZM5tDEJXduHGjdnZ2qqp7bR0DLtrOVzwa+3g8bjnnIfJPqifbZwIcDMPx8XGPbr53715tbW3VxsZGbW5utjW2J1VdVXEax6rumFkW4XAoznwr3LIOzrZWXRXzZS1B1g8wkiJmEcba2lrdunWrFymgX7MAJ1uccj4Z1fo5hiXnCMFm9JbgA9Xo9+5tj+x/5hmBEGOxVsPoM/OwWVTnc4y2/Wa47969W8fHx41SJ/eebc1Fp+kUfSYZEU7Sz7LC2b+TIeEs7LOoz57mMR4OgK7QvWxwwSEP6wGskzlJy5iLcZuTNaJP5qcpUH7e+pPXtBXuk+A2KWlrmumgtGHASsqP8Zi/qByTwL6trKy0ZiGXl5d1cHBQR0dHDRRVVUsPJcsjB5xr7jvSDsmksJ+ZB394vbDr7/29v1df/MVfXJ/xGZ9Rn/3Zn10/+ZM/Wb/8y79cP/mTP1lvfetbX9A9r5WxpzhVXRWkf4siKNXS0lJrsUZZ0phdXl69HDsLdWazWRO6qmq0FMfDEJyenjaUCI2iJbPhgrNzHGVV9xKJqitnwZlU1XNyMqInxsqxGdRaVUftidYyTyPiB07SQGs0ksDk6Oio3VsRh3tytr4/m83q8vKyVYzKjSvmMVfrI3eXRlokwOAx5D6Xz3R5ftKFeZZxc3OzgQU0GVotu6Yl/ZuVscbAyDv7nE4jnX5GaBzmdDpt8sHxZZ6frCW1zYgCeKKmdEaMqL2xPtl1LUFdOkkyUtWdWc5zqZ4BOGA2Mvd/7969euSRR9p8OIGsP2CksQLmTHewO+QvayJ8hq6nXnNidCNfjAJMOi0BWJPftBvyzglQgA3PyZQCUKD+QETIGfpZgnHPTZm17tihqmq1HEP7lmDP2X8vTcFMoNk9f1jVzCkCZktLVwWs5mufcx5YOQ4YMCDnmdsFXNgnKQRj39jYqN3d3ZrP5+0s9rBm4kFdL8UccV4f+MAH6mu+5mvavr3yla+sV77ylfWyl72s/s7f+Tv17ne/+9r3vNbxparuBQYEg9FImnY0GrU3NHFC0KMXPRCybEFIQM7Pz2t/f7+qqlFLHABHfHR01MtRZ/7Fu0IZXMqS1O1oNOpVbRvrI4880hwJFO8z5il/ZUwo68yLUTK9qbEHvkdhvDlFbjMj8KyoNAdOTfP8p59+ujkOAIMjRpMBQEkVcmb2rao7HpWGDtOR0WPmbnd3d5sR4BzltRg20U/m2zKqQv8bP4Pq+YwNQzeMUoA5e55UuXFngVlWppqHl4xUdRQfWfOsXBuGkHyQg6Tg3SPzsKI23dcSaAGUnB5nR3+85QizwchzbFmnkcVdHDawgYkxT3oBNKceZmTPeKvwNn6yZ01Sd5Jml7/1/arOSZKTjPqqqqUiVEMDRMkscDIo33RQxj50ZNi4rI63Fnn8K4EMGbRe9tY92SA0N6eOVqf/1jaLBo0JUMBcpf7RDZF+MkXsQwYy+/v7DTzu7OzU0dFRYxbo8MPr+tf29nY988wz9dhjj9XW1lb95m/+Zr3yla+sV7/61fU//+f/fEH3vG9HPJvNmiOo6l5WzdlQNKibccloMCur07AzXBRCJMWoE2QREiE/OTnp5T0pghwsOi0pZIo7Go1aOT8Dli0Y5VEY9o2NjTo6OmoV4unE/W2OGfkbn7ma43w+7xWcWQPGkzFmkC8vr3royrcP2QkGIudE8TkCBp0SZ9RgjFUdxQcgJX3O0FF4EbTva0RgPAx0Rj2eZ0wicL+zl5mvtW7oRHPJ/sXLy8ut4t76m4eoKnPHPpdyklfS8ehZtQhJP6YzzkgvKe+kjIfRYFX16FkMUh7JygYmQHE6j9xPzo9Ts2bpxLA2xgE4pqNKyp/jynFmVT+nljLjpAQHP2SM0rmoxhZlDNcsC7uMFbhMNsMch1X3ZF7ltmdk34FMWan34Bzz9YVkwX2AUAxD0vpyxwq52CD9FdhSOeuDg4Nee09yxoaKmm/evFknJye1vr7eA1Ge42c+f3h4WJPJpOnN8Pz4h/J6qUfEn/mZn1mf93mfV//pP/2nesMb3lBvetOb6rM/+7Prfe97X73iFa94Qfe8b0c8RLAoOYo1pBghyix8yErYrIzOStyq7n2/2uI5SsAIQY0QtyiBsZ5MJs1wra+v12w2a8ZdRDAajdoxLEZLhTelylxjVYdY0/mi2iiXyFfRyHjcvZeUk6as8oqrq6vt+EJVtaML6HWv/7OG9kDE7NVnVR2dzyFyNPasqtprLAGSPKJS1RW4Zd4umYSlpaXa3t7u5Wo5t7W1tWZwGGZG0c/lKRWDZeMH62O8jBEwZU3NCeOQDtVa5ZySWk7jzZECluQ5jfPQ6BtHVUczWytRn2fmPczJGjLoeSUTYH8Z3vPz88Y2JB2uiIlzyPqIqu7su73MXLZ1lc7Jym+AkNPNCBzwUUw0ZAlSp3Nf2BH3SpYiHT+5qepy5elQM+3CodE76yHyzOI7TtKapp4bc+5P1dVpBw1Ucp6emwwXIGWdAKCzs7M6PDxsOn90dNRAh3Wih6enp62jYJ46SRCXAQSdMWd/pNIAZz/PCPtBXC91R/w3/+bfrI/+6I+u9fX1+uZv/uZ629veVj/8wz9cTz75ZP3Df/gPX9A979sR5/tvoWpRJ0qJYqA+5AQJ+vLycg9ZckLyWiLINHyiT4VHosaMnhhRjkzRyXzetdRkPKHBrOoWsUHCerrKA3Eq6GMAQR4sz2OmgAMLjEZSk6IcqBuQcCbU3OTerIn7oDI5HKkAc1LEZm84P3lJuaP9/f2m7NkaE81a1b0AIis8Mwee+VYG0/EioCmBCadrzmSIAwUQ/J7xldMTOWVkLzLJ3F1272Jgk6K3LwBGFtclpZx0uN9hCeyRdQNOjSkNrbkzrPmOa7JJboA/e673cgJSka48rOgodWFjY6MZ45yHgkSUus9ngROwZB2q6jkOi/6kE6YHfpZAiuwnS3V6etpas1Z1r9as6o48AlD5rmrrk21y8xoWv3FUZAaAdrKA/EsVVVV7ny9mzl7Y/3v37rUxZl5f9CpCtXbkLIsKpZoyxQMECQqsAdbL+uYarq+vN5sD+F1cXNTt27ebTqHGre/D64Vdn/M5n1NVV/r1j/7RP/pD3+++HfGjjz7aK3yx+egdCom6Zig1TldENZ/P29s/OAjGIQ0mJUZ7ZURC4SaTSVVdgYSqatQdQ3t+ft7e2ckpV10p+vb2dlNAjp0zQRdTEo4F7asRSR554Giquvcnm1tVdzSG8QJoODjKmg7R95eWllrfbWspMjaejIbQsIqWRKZ+nzlwldIMQ9LeifjtbYKEbNYh6mdEco4ccdJ2+X8OJpsNMCYZzZkbh5gpCHubeXD3YYAYwqxITYPOmPs+40WWh7SuNc8c8MXFVaMN6QaRrPF4TuY8qzqnwVklBWw/qzpHSfbInDV1L9+zNsOcYN5T9KaL1pAWVtch2qyqXmTrjD7GK/dgWKwmIhxS/sO+AZ6beu3PMD/KubNL5MrnPCtBmD33XM/IN7plJK4RjD1YLBbtqJ2+CXfv3m3Bx/OlYIxPoaW5n5+fN+cKBJAl46qqdpLj8PCwMQGOuJFdkW/eG0DIgrYhaPlQXtb3pXpdXFzUv/pX/6p+9md/tvc+4j//5/98fd7nfd4Lmv+1ji9ljgkyy/cMM16ZC7m8vKrshdAYIgqv/SFEmQonCk/6cj6f9+iWpaWl2tnZqclk0sYmF4giq+peB+dNLY4Yob1FOQQ3o7W1tbVef93Foqu0zcj/4uKivV6R4c0mHZA8RcuoMunWjCqqqilbGiYRfOYhswDKHrzsZS9rRiDpVsqrmtPeZX55SGllhJEFKkDIYrFoXZ+yP7PnMGhpfN2LEeIwkmbLHC5Zk1Pc2tpqDIDPmRvHRBbci7xlFJwgoarL77qf9cloA1Bk6DM6ns1mLdLmxOXTE3BWVQ+MiqiTgs0cabIzzsAOwRwHkjRkFgw5yqfOAiUtrzvMbdMRe5xFVeo4kiqVEsjPZnokHQxHx2Fnrth9gBLyaX3cLxkH6536ZD/JIfCY6TKRqGe4v9z2EGwpzrReyXRh6YAB4BeTxY4AUtYdg8SWZL1JnjfHakkBipZPT6/eiw7osYfqezCRWWD28Lr+9fa3v71+5md+pj7zMz+z/sJf+Au1WCzqN37jN+qf/JN/Ur/6q79ab3nLW659z2sfX0KpVnVFNfKjFCTPO+q1zEERSJ2sqrrmGNr3idZUljIMcj2MCUpV3kxBE3SKgoEy0xglWq7qcm7+QJyEOCMbFNAHP/jBlpMVQWeRhu8xmHI+olmVkfkO1DTUupgxGBoe5AXVWyOGBdhB0TLIKMnFoissS1pvSDumwc32hj7vbwBG9C5ySopZbr2qM3AMin9n/++qrl+2sWexGTnQHEYEmnle/+Zw8gxzdoUyF52TUnYY9ay8XlpaqvX19V43uGQLGHIvTqAPHELKPllj5BndLO7zMyBRlXlGh7PZrIFC7I37DSu3OSxvy2KoOVzrsr6+3juDDFwCBgCN5+3s7DSZM192gZMBTDJHzblloSZH6hn22D3JJmdl3By39SWDw0jQ/juFAVDQZ/K6sbHRWAO1Eyrz2YWsd6jqd83iPNMOKJpik3T1kj6in+aJQVwsrl6HSAa3trZaeuvOnTut7WU2X7L2GxsbjUVyrvlBXC/1HPFP//RP1w/90A/VR33UR/V+/oVf+IX1RV/0RQ/WETOW8qJV1c7Yaf2W0bECJAqVFGYWLHEEhCyPIihckEuGGlFClIZxyEIVqJ/SUNJsLD+bzRqokIdJgwNkiKIZFKh8Z2enKVOCBEZh6LCACcqJ0vO8dHoUUSFMVfemIdFMjndvb6/3yki0M7ABnUPFOWcRGQPheaPRqJ19rOqKj/xNDoCJLIhKpC/3P6SHs9jGnjGkAJvnWTNjTqotK8SBxcxDMp6iYREXuc7csDG7B9ownU9GiQksyJVxZ94UwMvvWGNOicOzDu6V50oT7KHnPSsdbo6JbAGbdJRM+kzmeumkwqdcsxw7QEK2kuEwxqSPk4nAnkyn0+Yw5vOuhShADywnrcpJJWsAOA+j8azKz+eQMdE2gORn7BinRc40mVGTwDYZj8ItBZGAYLJ1SfEDxFmMl2PKXHzWH+glXdW9kY6tI6dkMlkkNuLh9cKu1dXVevnLX/6cnz/55JNt7a973bcjFlmITCguRKhaNp0h4RmNRr23GDFGUHhWUHK8IgVCjoJUyHJ0dNTyaRStqotG0qFVVWsNyfkxrFn5zUBwdJmjy0iA0C8vL9ft27db7lbk6viJ75qnuTgOcXh42KLW7JRlPJRcNJs5URF+7klGp/YlK18BhLwoOyTOOGE+ct6Zp1ehmtF/VbVxcZbWOh0Q2cl8bFXn4I03GQqGk9O8cePqVXEMZ9KHQIqoljwMi8DIR+Zl09ExgpyCn1VVr2Ato/d8haPPJj1rLs+nX/Y+ozeRUDojRYWZ2pnP581JLC8v93p6Z9onwYRILoswMxXgO1X9TmTZMIROZ/tE0TsdtKYZ/dO9LBriVMmBvXFfY8G6Yc7oLqCRKQpzzcjZvemGfTo/P29AXVRqTSaTSY8RANbYg+3t7V7B2/7+ftP5s7OzBuboBSrZnEXUFxcXNZlM2r6zR/TNetozAFi0i8FL+wpQiMzp+YO6XuoR8dd//dfXd3zHd9TXf/3X1+3bt6vqqrL+u77ru+rrv/7rX9A9r5UjZvDQNRyWn6WQXF527/F9+umnmxA4G0kQGD0CQgkdX9rc3GxFXgwn458NQTTDQDUZs444hHVjY6NFo8PIgNF2Vjgda+a95/N5Q7EMi6INDpCRNib9p5M2ZSjToQEb6+vrvRxydkJKRcxX46VBFq0cHR3Vo48+2p6VgCWPfHE6VZ0jZ2x9rqo7b8yoZDN665hVvVVdTjkNRDIc5MD9M/9nvROwmaNnAQYi58wBWy/1DENammyQO6xJsjRV1ZggoCjzgkmRcsqeM6RIM+fHwfpeHuFKELC5udl72UBWEIvWOH+ykNEuJ5ZUcDrfzc3NOjo6aikSxt360wNjyrO3yfoAItIMp6enrdMa/cjo1dopHvQ8KYGsfcg9Xyyu3k5UdWUArRHdodOZM7bWZBew9JISQEvaydySKQC6yIr7LC1dvZzCz+lTHl0yfqDVc6RjAHbppXT60gOedffu3day1iVSRu2jn81rc3Ozl3tPiv7h9Qdfn/Ipn9L7/2QyqR/5kR9pAaKTD4899lh9/ud//rXvf61zxKgPhtn7eiEv3YnkZDmJdACoIxejrViCseEI0zgx/pxvGkU0UBpSERHDlM6fslF2hhrFt1hcvQKvqotoGDIGbmiM8+B+VTVHI0JISpli+t3KykorsGDoMseZRj6j4KqrhvKMc1KukDuHKNrKqCsLZkQj2djE/PJMaxa+MHL2CXoX6TK+uX8ZoQ+LbjKSZEwBm9XV1XbMI49a2WNsAUPvGUlJKgAa5pkZUfdNx2qMHHY6nmSIgJ0sFBrmt40p554AL5ka650XIHvr1q3WSIeTTjpWtCkVwAFmdOiNYtPptAcoMy+/tHR1Zryq68dMB62BSE6EDHxUVYsK7WPmcpO2xpAkmEswhfGxTuyLngFV1Xrep+Pl3ICirE5fWlpq5/etNZmwVvP5vJ2YEJHeu3ev1adgMZIFBDRHo6sOg+h2uWD1LYALQD2ZTFqFMzsyHndn05O9c0/OPI/qJZtiTfMVoVnD8CCul2JE/OY3v/mB3v++HTEjBOllRWrVlZLKCVdVi6jkrRgj510zh+T/HJBoCd24sbHRKziqqmacIT4GhlJRWnlT0XxVR1VlXvjZZ5/tVQXL8zCwS0vdK9eMM41Cfi6VKM+NurJYg+FDTyU9zSilMcpIgkMAgHyW8llHNJy3WTG0kLr1r+qffeak8ogMoICyM/40SujCqs5ZkZ2sHs6xMhIiiHSEoqR0JtbM77NbkHslgElgxbglpQ74+FlSsoxbMg1SBRmBi0rJBYOUjt/96FRW3dpzz8HQ0DVGdz6ft+jeUTYRHtnL0wuOHaVjTnrengIryWhYO7JmXdNJ0q9MfViPzFOSGYAo9dYY0NjZ+tP9Mr9N57a3txvVC4hldfeQibDeuScKpZJ9AeazUQdHeH5+dfZ7c3OzyTGdlE4yXmM1vwQHKUvZ0jLBZ6YhEpxZ16ypcXbfvdnYpOXVczzI66XoiP/iX/yLz/nZ+fl5Pf300zUajerxxx9vvu+FXPftiAlAVr7euHGjtra2WhER5yQ/RRiz/aUeyRmtMD4omp2dnfZ7kTHqhaJUdf1iZ7NZPfLII+3nhE/LOAKttF9zekjenJaXr14Yrhisqm/UdcrJPK1nMlgcG1r++Pi40XqiGeiU8ctmF9ZQkwDjwwLkvCkVp5t5PkyE6FeEMaRys6DF2qG3srJVNDA0tNk2kkHKCDGdb/4sAYAxkoWq7rzs6elpK1Bz/EuDF4wD4+P+AGCCAc7I/uczEygl2Msoyf3N335XdWdqM7oTscizP1/Bke9yPPY6KWAswdnZWQMoAGdVNd3ScIJOKTLLc9KiygQAnKLxyJMqRMrGIsCHfeDcXc5Osw103xiSySL7WDbP0JSEMU/jlnT5+vp60yeylBG3+2WOPHPt2ChyzTF77snJSQ/wccSYQbp37969Vj3vvkAnm7i+vt5rNGPdsulL6gJQYA7WESgAZgQn29vbTc6wFSJv9SyapjiVkqzkw+t612QyqW/91m+t97znPW2fbt68WZ/5mZ9Zb33rW19Q+9D73g35DQa/qnN4DB0jf3Bw0D5HsCA9zTAojGpCeVF9nSkgw7i+vt6cmOeL+Kq6d2wuFova29ur6XRa+/v7DRVqKcdJoHO3t7dbHub5Cn8Yx6pqoABaTaUDJhaLq/eGnpyc1P7+fjtqoEc0h15VzZhQUtSlavGqas9D8ydiPjw87EWiijUYPlGDbmYUX7Qgh4fSy44+aYRS2AATaL6qes4pi/ESPFVVzxhaq4wcrGVW5luDjCS8H5kBzOMuWSwlsiWDGYlnE5Sq6hnDjNatn0uKw73R5MZpzZKxAWgyejcGMsZBGqsx+b+o0/qo5Pf9tbW1ZmRzL7a3t3vn3BOcGLNiyHSA29vbrbsaZ0/Wsk7B+LxJLdMgZNB+Ok5Dxjw/9x74wWZ5ljxzMgaA+vHxcZ2enjbwaP1Q3PSN/bLO1sy6pVyjg3Oso9GovbFNxbc3HLkcJUJpc/iZJgKeAeg8CcFxXl5e1u7ubo81ItdyvcAatuzs7KwBf418FGECzIDgg6yaHjKAL7Xr277t2+qZZ56p7/qu76pXvepVVVX1f/7P/6nv+Z7vqe/8zu+sb/7mb772Pa9VNU0h5es4VcjQ8aWq7kyvqJERglCfj870eY0r0Kcigxs3brQiDXQr4WSgkraFuhWnQK9yMyJVEQVlEGHl3JP6phyM8LB4Aw0n8mVcFI4lRef8qWIuF+Ocr1/jvKxL0mtDOnuxWPQofQUFSYcNaWcpB3vlMyIy87a+CUYyzZBVwtYvHfewYMfnMgpKyvf5xsQgJ7NiPVHhzmGj/MjLMG+cjs86pnOQD8z9TLmT5jDenAs55liq+rnWITWeZ5Xd1zOtm4gfYAAwvBSk6grkZVSX6Qt7YK2ruvaLnJBoenNzs8l47kvmu8mIymJzyrmZA/p5KOvSHCL5bAxjrMabUWwCNPucKRrFUPk8LEDaoaWlpdbbgB3JHKtctxy0/Z3NZvXH/tgfa+uUfecPDw8bu0c+5Ji3trZ6BY9YMfZKKm+xuOq5YGwARJ7vJo8YPuvueJNoXe2B+Ty8Xtj1X//rf62f/umfrr29vfazj/iIj6jXvOY19YVf+IUP1hGjOpPmS6U4PT2tyWTSoqDMJ6+srLQD8yr5UoFFB7du3WrVgJk7zDwkY7K8vNyQbBaCVFWvcEsxhoIRwry5udmajYxGo/YuYEVTngedukRDacgoPWOqk5hnoinlgsydk7h3717t7Ow0tG7+s9msVcGKihnvrGR2vvb5HBslzGINClvV0al59IfTUtDDICT9ngaQcWZgARoAytncYR4yK7PT8WZ0ioKVM6zqcq6epRrfWlhz42Dgss7BfbE41itp2nQAmZtDifq8S952KNdV1QNdCYIS3HFEwAHDmfNhROlE5jzlIDNdkpG98XIICdzSmdkf+uiznAPKk+z4Por5xo0bvReEYB6yiUlS7KI9son9yXPR2Rwk89s+k7pqz4E16z/Md9t/+rS6ulpHR0ftGWzS+vp63b17t+moiuQEilgJfeirqjERuZ/2yvcEH9PptI6OjnprJ/AAoMmJ1J+CU/pdVa2wbjqd1u7ubqP7pdzOzs5qOp0+LNb6Q1xs5PDShviFXPftiBeLRR0eHjYhY+TkOjIvkRQbB5fOJw1SotuknkSAJu48HmVmwJOPz0IvhkTuhHKenp7W9vZ2j2JP+jVzT/5QdGiV42AIM8JStCZqpUDGkG/n8XkOzLpwOihI1Fvmd3d2dnqUZ76Nxxw4lWEnLU7E+jCWCbYYfLlqv8/qUGuW+4Dd8B0Oz/wZXQ4jC6AAqozyyQIqGdWXERRHkHvC4QMKxpW5WDJjnzAFCe6GkT+aNcECB4ktyq5i1o0jyiKd7NcsqnFPXeU4Ds9U6EcmMwdsjo7koJON3b2BZc8DzDiyBBm5znSRjPo3GQIaMxeb9oP+ZrOZmzdvtiYWiiOlAvLoDWBnL82bLuX+JEOSwNHeZepExC24ePbZZ+vw8LClPObzee3u7tbe3l5jtR555JHentn3pO2z8vn4+LiOjo5aYVnKOxldXV3tpUCAF6c5FOotFotm0wQMaRezRmA6ndbW1lZz+BjB6XT6MEf8h7g+8RM/sd7+9rfX3/pbf6tFxfv7+/Wd3/md9drXvvYF3fO+d4NiEjhl+dkS0efSkK6srLTiqKpqZxUp8vb2dkOoDIHjFInmCZbzv4nS5ZCqqjl+DjRpMhFKOms/15FGftg9GEsIHMU4HJ+/rUFVvyd05oMYZZQ0p8ZYyStWXRlOBsqfzE16xygjkxFZGiZGg0NDcVmjdKb2EJ3P+QMXoqfM8aIA0Y8Z6dqvzGkyjgrgMkqp6r8uMN+gJVrLyELDhIyKRqNRO9NKZkVixsJJp7N1vzTgos+MxJISRH1yUMMiL8Yy6w7yOVkVay0uLy/r8PCwOTkymblmzs8zs2pcu8us4AUEMiUk6gYyGfTMAVu3dCAAGlnN/Di5BbZGo6u88J07d5psYFyMHZ2bxw05KPfDxnHEnkfmyVzS0oDEsDBPROj+5g5YcILqVczP8c0bN260I5f0W2TtfpgkR8SSyZJDzvEIFppxjnsNjy5l2sqRUPqkOMxaLC1dtcK0xp7/oK6XekT8rd/6rfXVX/3V9frXv76dxJhMJvVRH/VR9c/+2T97Qfe8FixivDIyOzk5qcPDw2a0sugI8vWmIkq4sbHRopiqroKRgRhWwoqiGDwRUVJzaNCMOiBTDoQCcwgunWycf06jzWFnZTCFlQdOyjPp0yxkoygcZt7PXCgSZ8bxLy8v12Qy6eXqRGKZ1wQqGLB0hAyYuQNJqTRpyI3dczMlkFR8Ai5K7+d+Zz/SiSW1715V1fssCtB9V1ZWWo4rq2FR9mj0ZFaMwZoyeOaZdHhSpRlVa7pinpn/JptJr+baYBk8Iyl8AAtTIZoU4eiNjY4kh1Vd/YQ1pDfkRc1F7qexAcPmn46K7uW/06G6R7YYNZ6qruOYaNI++2zmwau6gkLrnuAYsMzxZ/429c2aZ2pjmDOt6ncwy1SAhkPpZOmttBD7oPe0OhhFUtayqpoeq4tJIMUhJwuW6a+0S+xYgg52l84O00p0YGVlpTXcWVlZqclk0svDP7xe2PX444/Xv/23/7be//7312/91m/V2dlZvfKVr3zB0XDVNY8vLRaLdrZR0cHR0VGrQEYf60x1fn7eazwuKnRBrWdnZy0yFBlUVYve3Ov09LQ13aiqXn6JEqiEZBwZtaSRGITMMVMyRws4xqp+/2ACLjKgCKIhxjXz25mLky82N0YetexoVxqZpJk3Njbad7OaNh2MyCDz9Qx8Oh9RVVWXd/Vvx83ko5JOz4Ip0RnDmMdxGGPO2XetC4PLuFvfpIRV86LmVb4yoADW0tJS7xhJ0sgcmvlmHjQdp/1JR54AJvN0rqRh/TyjDVSr+1k71Gqe1wV85EitmyN/7j+k5+/du9ecw/n5eavVSIfLkQ0dUJ6lNh/66vkcCh3TDyBl1Ng8jw7L39+8ebMeffTRHkNEroyJM+I88rhQ7hHHNixuGr4hDnOUOpgMCOBjn4wHu5JpsKTy034Bp7ne1jTBP6YDS2N/PbuqerKMjbNuHHvVVS0C/co9c64Zy0in1S4AQ05IPKjrpR4Rf9VXfVV9z/d8T33sx35sfezHfuyH5J7XcsQiVBcBd/wmEfJ8Pu+dQaTck8mkGWqGu6pai0t07bCz0Pn5ed25c6ehOehPLgZF5vgTClikmPncjMpE64Ra9GW+6exRUai8pPkYDwrAeWRUIloxJwbOHKyFSJcBqKpWfSniQDPNZrO2pjs7O61K3Tgyl2neUDZn4HeZO1OF61kcgggmaWm/y0YQnBajy7BxRGQno0tO2R6QJ4bTmue/of6qagaQAcqzt4xYgoPMCWeqg3NmaOX1Mu9vTu5HzsmNdbWXSXcPX15BtgBdl2fag4y8FUyRi+wmpwOZqmN1CRkVp7E0xzzSlX296Z/5kQFr5o1C1o9jUkCkXiPTAYoyrY35KnQE/Okg++JeSZcbl/FKp2QtBz3OOXGs5jEajdo7yjMd5LNARh4tTNlPwE1mfW5jY6OtW9YxiHaBIkeOMCbsHHtBL7yadXV1tQ4PD5sD9pIWAC37B9ARgc2DuoaA5aV2/fZv/3b98i//cr3mNa/5kN3z2u8jzoIO17DIRhRBQVwqppOaZDwS3TF4iomm02mLUinoeDxuVYxZkar5OkfIsHMsSvqzAIVjqOoKRlJxoe6Tk5OaTCYNeKQjFilUdS81SKeTtCdFNZ/szzvMAy0vLzejurW11SI9uTR9sxkMOS0KmHn98XjcqjoZ5oyIGZbT09MWxdlbVGkyEElvMqj+zTllDpSs2MMELhgIxkwOMdMg+X5WMpOU+DCtkNGfdpDJHmAmOEHjzTSLz47HV686xFgAAKIY35U6yTRJNhdJ5wI4JB1vT+yjMThn74jg5WX3er6MrOwxsJvHYjBS9iYdUDpQ+2MO9slnkm1I5mdlZaVV+icITF1PWpljXl9fb68g3NraahRqdtOTmwUGU15dCRqsZ+bVc8+NnX1QxzIej2t7e7tGo6uGHEntZmU+J6rQLFMn+k4n4+PK5iWiVE4cZc8Bi7ABKTJJ/1Hjt2/f7qWn2CFRt2LaLIxMFuThdb3rz/yZP1Nf93VfV3/iT/yJevnLX/6cwre/8Tf+xrXvea3jS6KIdD6MbkYRS0tLLZ+rmKGqO1pycXFRh4eHLVrkdH2GI3dxVopZCLheuaqIgYDl5eXWzpHzE7VqYCFiItAKSOSGIH/ULlp8Pp/Xs88+217wkEUgqEeGmJOEdLXbZIST/uQwIPvxeNyoc4Y8148Bevrpp1vBFsDh85yI9bQGxmrcgAbHfnR01Mu3+Z0IgcP0J5+XxrCqy6F6TlVHX+YRlXSweRwraf5hBH1xcdEMYVbUoharug5YnEmmVtJA+m5GztZZNetsNqvDw8Mm38ZUdQUys1rdWmRREpmVnkh9sr9ediINwRlxWtIYt2/f7hXdkOFca3Rq5i4Zcn8SeAxrMjKawsZgUjglaSUyr0rYZzi9qn7xUe5B1i2cnp72qvxns1kvigdWzBl17f5sAFDgc+4vOs46DLLL4S4Wi9rd3a3d3d1evUlG5eaSxzfJlnU8Pz+vra2tpgtZx5G9ujnLjY2NBqqxGcNU3s2bN+vo6KixaCcnJ/Xkk0/W0tJVMxAOd3V1tXWQIz/sgIKtB3W91KnpX/zFX6wnn3yy7ty5U3fu3On97oXO/b4dceZIKK0HZ/s2uavMzcjRokoWi0WrumQECLuLAGWvaDS4qICyU1rRycrKSj3yyCN1cXHROx+ciD8Nrvuo2mScGDlzUwXJ2FB2ypKRaL6YXU5Ini9RMuSfx7AY2CHNm45usVi0XDiUzyikYc9uSxwSytnZ5qrOYWXzFUprj2azWRsb8JS0vPXPqJNMDHPMPpc0J4bg7OysVwBoznJmXulmjfO8cha2eI4ri5oY3qrqUaloUmxIvgmoqisuGjoue3Tz5lVjf9GNeWJGkhkACEWqCVbI0erqai9PmiyH/DlZVbluLNY36wHMmWyJbK1DVjUn4MMmuJL9MKcEvUm7W296YQ8zZ00es0PeeDyura2tRnHnS1FEnwlA1ZHkUR9rbmxV1ZxV7kXqnsI4dQlSA/4MmQX2LVlB+2F8xkFeAUafRW9nrtp+ZdFiAmh2K4ENUJH5Zmft0d95yuThdb3rt37rt+rTP/3Ta3l5uf7sn/2z9fjjj39I7nut40sMhUjU2TeFRpShqlpkmf2hk/KsqmZ8RH0MOppqaWmpVfcxxo5rbGxstGjY79E7Ozs77bOi4rxEWIQ9nRJkiRLLZhaQuQP4s9msReLmXNU1b3BfNJe+1xBrGgD51MzvcS6cFIcjary8vGwdfTKvyxCnk6iq1nJPlCcC8B15QYCCc3KffHsVg+B9nIyvaBZA8LssTiEPnu0z5svAYUcYGg5peXm5te1M2fA5a+lZGUHbT7m4dC4Am/dLZxqG8U06NB1MUrrD3J/f+wynylGIhEWpjDj5ECFyuqJTed0sTqzq3iCVgITc2D8yyikYJ7k3h2FOXFoji+98h25kVCoSE71my9OqfnOPYTohjyNl/QnAQeaTvTk/P29snP21D+7HhiTw8dxkz9iQjKTJtfW1VtI3aUOsjy5Y1l4eOkFwOmPAzT6zF3rlD5kbTjbPydsTkTpQgWF4kNdLNSL++Z//+fqKr/iKeuyxx2o+n9c/+Af/oH7gB37gD1Ut7bpWr+ksctDBRbOJ4+PjpmSMFQSXaBJCZIQIPSPu/Nu9e/faO0YpLgqsqhqa1M3G2ORAfYcjpkAo8Oyb7PJv0TMDwpFkAVhVtbZz8tIaD1iDtbW12t3dbd9L5ZXfOTs7axQSJ2Nuqs6fr2Csqv/CBMUwVdWK3hStDaMa987IAKJHMaZjRmUBVlkExcDJ/WFAAByRBUOXFLT55PEghjKNlIgCus9q2nTmeR45WQYG1v3S6TB65pP/H9KSZOPy8rJms1krwJETzFzexcVFO6ZHZ4YROCNf1UWo9MM4ydrS0lLrxY6doT9ZwV7VByTWN50kx4Em970E0+SN88oe5JxAOnFOI2sIgJ35fN6iWXqWhZPuiQVA3QNrvqMgLan/rPUwjqxn8b1MowBZolOg0t5m8xhrrFuf/+cau8d0Oq27d+/W9vZ2bW1tNar62WefbeAVI0AmAA6ABCOQJ0Wy2t5aoqnpPMYKYJxMJu3/JycnzUZrEGTPH173f/2Tf/JP6uu+7uvqS7/0S6uq6vu///vrne98Z/3AD/zAH/re9+2I19fXmzFhNLPCj6FSjECQ9a2lCBRyc3OzvcihqnvPKseeRhvNSslXV1cbItY5BsJ0HwZdJMW4MugiDoKMNk8q0n2g0I2NjUYRUXjOinCLVEVPBwcHLYcLcMhlOYLAaMhdMRj5uzzCU1U95+X3WXDC2GTDe4bTs6F0c7IXwzyc8aIsRRSiZE4ABZgGECjwXQaJIcwoL5+H7SBboiBRnuNuwwLCBErZjGVIQ2ZFfzq7y8vLtpfWwz0Z/fm8q/qVM6zqahmAIuwC452UYgKNYQ7VuAAlR8nsQ1VX9OWZWafBYXCGIkL7akyZsiAfWbhmrYESuVEyakzmhAHiKEV56XTZC2NIYMipk2v3RkcD0pw1J537o42jsaO1M6qm81nkxvlbM/tFvrKwL6uxfd/+ocXp0/Lycm1tbTUwD2QBRDkWjUTIu3tk3QjHnW+1yrXKQEUqie4m4H6QjvilGhH/6q/+an3/939/+/9f+kt/qb73e7/3Q3Lv+3bEKfTn592bf+T/KI/f5/EkjhKSz8YKd+/ebSX3HBuHyiAQsswrqpBmnLNrEOo2owL099nZWaPN5AkZIM4zjae8IcUxHxSznrOJstPwZ9QjSk2DozNLRiaMD8WG6OWlFXxkVyBRIoMqzzUESoyDaI+SuydDDLjYM9Ha5eVliwRFzXm8hxFLA6L63f+te77isqo7OiYKq+peE5gUIGOfRWiMM0efspqV6fZfBJQ5UvKblcx55CrpXc9mMOWU7WFG2eaXxtfvq6oHADlIMmVffD9rKuwnQCOaTcOcLE8WPFk/LJbf25/M/yZoAETogPslu0RX6XKO2bqnExKB5/3SyfkZ4OpeSbvTfb9LkI1FSLAnX43OBTg4O5S68ZE7sgkkp91JSj7lSHc053nJSRb2mUO+9coaTqfTWltbq9ls1vZ4aWmp7ty504r72GL2CmC2HsfHx41RyAKwh9f9XwIQl2O2H4rrvh3x/v5+r6k75WJE/D/7JFNsBm9IJVHyfPWXw+acImNV1RWMZQTMaRLSw8PDHjWFmhW5Edo805cGIwuMoGRIeTKZtMbwec4yjwsYN+eDAeAERM0Z8XNI8j17e3sNKKThz8KvnZ2dXoET54IyFY2NRldnM9P5UHARYzqZdDYcdkZ38thkIM9L20OGzr0vLy9b1M1RundSgVVd9JoRus8BZuaR+ciq7g1G9jeLzBgvBj/nm/k2z09mhQNK2tb3MtpVTZ17ksVHxp5FPpkO8FYejg/AcWSKcc+jNJylcWAU/B7YTRBA/qw52RgWDNGJzLOOx935YJS1BhLWzdqj/o0jaWa/A/A8g4y40uYkFWvN/Qxo9H33UzjHdnCYJycnjQVLqtuc5VITuCRFfHZ21vSbo/ayFA5QUaHxm1eyQdgp+oO1k+uWX7bHy8vLrQsYW6G6Ph3FzZs3m22u6t4FnUVbD+p6qUbED/K61msQ/UGLVnXnbvM4hPfb5jEjBUKEaT6f1zPPPNOUV/EXIc4cXdK0N2/ebE734OCgGSUo+uLiovV1zQpShliByu7u7nPyYRwu5JjU4GKxaBHpeDxuvamPjo6aUVHElUaT4RqNRg2Ze+Z0Om0FSVWdAKNhl5auXi03XMeNjY0exYXKZVQoMqPPSOmde+PGjQZI8hIFiPKMhRF2lrOqO3aRfaD9nDxUdcc7OMDcL+MDMJIyBdaS7pQ7d5+MvAEvRphBBjgYPd/LnLRoZ1hoJXoRBWIqGE8/B8iGTEhGaAwiIJUOxzlPuWdOQzqI03d8DUh0D7qRkSDw60QDijijIfKj8C0ZGQCVE0rK2H5a08lkUhsbG+3dxxnBV3U1Fwl+PD9BlroFuWZzG8pGOlv3IXvyrH6WVc/Abb5/ONMpVdXOKut5kG9Ec3m+kwP2gkzQfWt5ft414Mj2nn6XUX0yGuQe+Njc3GxriHY+Pz+vZ599tse0+DfwgrUS1KR+PYhraFdeKtd8Pq8f/uEf7gHF5/vZF3zBF1z73teipil65lmyaKSqOxOcUdQwCiDYIqGk9pK6Yjh8l+BB5NAh5OeoktxQFiAxrN4Q5SiR/FtVV1VMkIwPpY3mTEpM7tP981xjRkTWRDEa56yoSPTD4WjkXtXl8BQrARAZ/XES6HhtDjM/Zx+BJk7X2qLpsAcZ8SbNmUpvbI4Tieqt7TDaBRzIQBZz5WfsP4MLsDi/nVSo3+WRlKSlOaLT09PeC98ZdlXSjtsANMATGbL3xm6N3IdBRitbp3QeWYyW7IR1zRx3rjmwKLWQNL9oHVNU1QGoHENG6lXVHB/gloDi7t27dXx83DtiReesMd0FvIbjTZZgSMGaXzoh+dlMVSSdnMVV7p8V2/QX8PE7IFKhH13Vjztz4mxNyizwLM2yWFydMyabZIbc5HeyclwUO0wr0OfMBQMeCTjJG1vhfsfHx7W9vV3j8bgxT+6f1eF+bo4Pr+tdjz32WH3P93zP7/uz0Wj0YB0xx+oizPnydcZKgQ4HvL+/3yLlqi5no0c1h505ReeHHYjPgg5CzSlvbW21oqzDw8NmGLIQiAJnBMcAcbKcSL6mLQU4wQhqi/HjNFdXV9v51uHZP8cq3FvkwaFXdVEEB4a6UyjCiKLGKaXvnZ+ft7Gdnp7WE0880WuTyVAkZSjCM0/IPVv5pTL7bu5b5sg3Nzebw0PJ5TPTaQEP7qsgjUPKJgkaZgA8eY40nSfQUVXtfliGzC1m0QoqMOXd2iQtbR4q2u2FOebxI6+hAyRu3brV5O/o6KgBohyH8/XGmAVNok2ypRoWSON4OFOyj3UC3sg1x2ddrPnx8XEdHBy0RiYiqyH124zIcv98PiBsrzgWgCSBe6YHsvAs2+bai2zQA8yZH9aDPGG2OHj3AFSSbub8jI3jTJ3a2NhoAIAec/jk11qQAek4wUQevyObfo5Zsxf2k8xjHthU68nZpu0kO/YvUxVDuX8Q10uVmn7ve9/7wO593444Cy6Spslzbnofe8cno4DuI2QcaVXXUF0RTSLw2WxWt2/fbkJ3fHzcjKXjUijezLlSgvX19fZaMApAeLNoQrcuyBryzpyWPJTIMRXcz0To0+m0qqo5D3O0hijDquoZmqqO1rm8vGx5IxWSSdm7OBBGlvFKg+u51r+qO0vteISIipPMe6QzZeQ4N84PjZ8GjMFFaRofB86JVvW7q1V1kRcaXrEXJ8jRZZTqe5lGWVlZ6aUYrHXS2NZcykVkfHFx0YwZJ5yAIgu1RD7pkEXGN2/ebE4784lJ2WNq5Pezwp/jQYfK8+3v79d0Oq1XvOIVdXJy0muSkwV4QLO1MQaOICO34+Pj5uQ5uKpqbAI5SaaLM0PNpu5zRMkk6A1gjewTWfJ9dDrHMzyLnlR07qNxrK+vN0eHHraG1jhz+hwyNoNekHN7kSxCprakNMwj7cPQ2dNJLXzZHtEq0Mb+0C2AM1+fmrbI2MlpUu5JWSeQenh9+K9rtbhUXk8As40kgadcjBmFHCpvGmjGjzP1Ym7Og6JAmwSYMuhuRRjzZd+7u7u9aCAvOTDHofLYBwdI4fMNOgy7vCxDioI2x62trXa8yrpQAOsh7+zni8WivUUFNYVeQr2jypNK84LqdAQMXFX1CqYybZAdnZLGlHKwV5iOzJ0ycAybhv3u4bnpmMgPg1VVzzG0jNewIAuSt8+AA8Od+fg0hpk3AwByn302jT7GJaOdzBcmcLN+og7GUIRjjZNhSUrVGOxLvkWIXI/H4wY8bty40dqQnp9fdXlz8kD0mbUNo9GoMUxZgMdRkqUbN64aeJycnLRjhHpe5xlhTEWyZByZOoJkJrJKmJPMI0bWxHj8HjAhA5wZJwYUAlQcYRZyJlAgr/QmmRm54aT56TfGhQwKArKCG/DJ+chVz+fz53ROM6fpdNrWgX1kZ5LeziYkrtu3b/eOm6VcZdqNzHP0mSp8ENdLNSJ+kNd9O+LJZNLLgYlGFXpkvsiRJlWEhD6jjTQGHF4iQsYuhRfdKQpiVBgJNBuqWg4I1U35GbaM0I3fvKo61J25M0ZJ7vjg4KA5guzvijLc3d3tFdAkvZf0bBrqjIqzCC4RP6osUTDFYxzRaBxUNhOwD7mnnFBV9cZpP6o6KlvUX9XlohifbLDivihYkYgclwI5nwdkEu1bm8zZpxPmuObzeR0cHNR4PG7Ff5ycegHz45QSSHGCqG9gIosI0xFnWsH4srgmi3zys0k3j8fjtpdD+STjKe+M6ubmZutilvMjK8M9TAaE7mU0xxGQCR27dPBK4ypt4bPA2dnZWa9YK9MV1iOLs+iWv3P8wLZ9zjPwbETmvjOaTgCVue8Er55BljKXmikwjn3IhAAu5Eu9RbJqGAWsApCSxVJSWRwuXbKmaSu1BrWPydCQQSkB6zSbzeru3bs1mUya7Tg9PX34PuIX2XXfjphDze4+hDCNtUiBwYRORWgcFmQvj+N+3myS3W0Y26quqCjHxHlykO7FuFPEtbW1Rk2Px+N21IciiVLlivPF7RQWxS4qTYezvb3dPre8vNwcUhZiUXDODBUpz5M0MAeZKJcz2NraameyOV+fg9bd6+7du+1VaRsbGy3KUfil0MMfY3HshWNhYByVwFJsbW21eaKTMSTqAjJ3CaU7+pE0qp/bE2uQjmBlZaUZL/Q/Y76xsVEHBwctkmR4yJT/k827d+82mUvQkxFz0rqAk7SHvTM/+cFbt261e1d1Ub97mlfShJw5RzFshmHd6IP0i3VDO4v8Mx8rtWMcd+7cac4Ku0RPH3nkkTo+Pm70J+o0Uxt0SEFeRqCAEered6wz3ZVmAeZF2fZThOx5yX4kSM8qfICmqtp53GGu32estX0nW/YIeDeP2WxW0+m00d6cYZ77xSj43dbWVqvAFohYo5wjRk7xado4DlyRoVxwBjj2Unc/R0ITnKirAEge1PUwIr7+dd+OeFh4kQ6pqnoHnZ8vumU0oeSqK8PjjUZVXYFMVbXoFi3sjS4U0TOzr6wio6TE5B3zrKTfiTIYTwY/KWuOuaqr3MxCGp18FLmYl3xa0o/GnREeJ0RxGJVhDpbRy7HIzWc/bgaDU6XYDC2FTKfOUBu7n2V+D4LnBNIoTqfT1vJ0GBXas8xNZ+Ecx2ddrQEgxwFWdflVzxVdJO29vLzcq6rO3LFagKpqxsiZaGuR65ERrPurLGf0PUv0m9GeavJMxZDtYT40HYqfDSMf8iK6nc/nrQ0suUqa1/fstT3QrtH6cLiYgJw/efF5uuPf+ffS0lI7voeNsIcZ/WKM7CWAkHUGyRLRTbYl6WT3TttDTzPNkEVYuXfG7x7yxvYpaex8vy9QgRXQCS7fpQ7scfIpv2TKXuZ8rCf9EACwCSljwxSMOXC47PP29narKs8ak4fXi+O61vElURbBRHMxEJQso2CUiRwlB5bOhcBymmgz34GeNckgtPnSCcrhSoctamZskuZNg2O8HBfDmcaPcnIo/j8UcGtxcXH1Bqjt7e3eUYTMV4ou0GwcprXk2NLxJMUpt1dVDSAxVqjPdAjmTMntCeX2LCifQ/d3UvnyiaJNr/Czj0l5Mpqcl7lY4wQGvoeyTOoPXYiOT+ouHXvSitabgc9coJ9ldKqxDHbBfmaOjvPMd72m7CWIy9ywe1l78pDOp6rflY3zTnaH01QIRq4ByGzVyKFwBOSGEzDHLIAiU/QzawaquqOLKT++654Az/B4jj7IIn86bO84yaygTxpdZEtGzMMcVLJb+2TIqvptT+mYRj17e3uNrQEgtKkl13kOHyOgRwEq/uTkpNWOeHbWJ5CZBATDfuXmDtTYn5xb2rS0A5PJpL2203zNiW17EFfqyMPr/q5rNfRgzKBMjTVQPKImhqaqe6+rnI+oGGJMWo4SEsCjo6NmnKq6BgBVV0dssvo6Hdbh4WEz0gqMVE+jVoEAFKpoSXFNRrJAiDN7ScNVdcd7UuE4OUVuuS7ZYEPrOcU2jFDSwZxJHvUZIvmqLjpRwa45AmdiDSi7z5+cnLSfMeIiHAaUM+RMFotFe1Wh3DTjnlFSRjTpYERfQAIDlUcuhg7EPTkbwM49OUD3lBJwn4yURBBAQdLPxjkEQyIle5+O2RqR0YxA7SO5v3HjRmMx0tFXVXtRBGPJSWfk7R5SANY5I+H5vOuiZM04SDI+n89bFXYCI7nezAHbb/nU5eXlmkwmNZlMant7u3eWHeNxenraGwPwTufQ+1nfQM+wBAkWgc8EE3QU6yYSFLWzPQrAMFHWcZiOcMICE2C8bBlAO51OW4FpMjgAk3vu7+/X6upqo/sVJCYbBMhn0ILZskePPvpoA7JkNPWMPhnv4eFhjzLPepT87sPrxXFdq2oa0rOxhJmwQ4ZJq0Jio9GoR/VQoqRLz87O2ivC3AP6TKXLiBzFpRozIzSOlwLngX5OXzGXe2e0VlUNEctnOQLhNWcARuaoqrpcE6WrqgYs5KJ11rKGojtOh0Nk/BIFcxIMju8yPp6Z5xLRsFtbW80wi3TToSc9ap09N6N4wAfbAOQwTOk80qHmkQvOBuCw3lmHMKTwfBb6z2gbgOFI/D7Xp6pzgAmi0ggO0wn+BrYySqMHmcevqp68ciAcJRBo7Jw6p+OZ+dysGcj9sL6eZyzk1s/IFRYgO3Tls4GXZE5SBtgD4MzeZjRmbIq+zGF9fb0B0aRt046Ye0a5mUqx3smgmF+yAmTJuDO3bt/8nXPH/EjB5P1znorJhnUB6hbyPL8/wI49Jw+ZhrFnWRGd3823j2HAVIUfHh72urgN373s9a1k4UFcD5389a9rvY/4xo0btbm52ZQ8i1M4YUIE1aOORZkiH0UzjHoaWecYMyKgRBwAB4TuNY587d98Pm9HrOSHKXFV9/YVTg1FlIYsi2zkCN3bczc3N1uxRVW1FpsUNh3oZDJpzt+9s/CEAop6dnZ2mtGyTqenp63hAUPEuFACxr6qehG8nwE79nUYMXKumSNLkMDIO//KoWWO2fj8TJFXti8d5gLl4ao6g56NO5K659gY/czJ2yP/9rl8rn3OIr+cu88m+2FtyTvA4TNZje1omu9y9AwoZ5JOOJ2z6Mm+GBMn6EpAslgserJIb4DdPHlgzunsyBi5YfATGLk3BgnIIeMJnhSUkW+pn6eeeqonv+Soqtp3gCUO1ueHZ9WtiVztxcVFzWazJkP2RIvU+bzrsifPrlpeVH10dNToeHnvW7duNRbIOgzpcoBRsWZVNfYwUytZmHZ6etpqRLIqmgxLwWGJBBxkM0FX3pt+uA+7d3Z21sDRg7geOuLrX/ftiLe2tmp5ebnRfaoOq7p+05mXW1paajQRZUgEzmnIxTH6csKEyNlUSnNwcNAiXUqJipHb5FwYoTwjXNWh4wQOmePiRAkUY82hcWAqhhkROWPPNVfrs7S01Jpz5FEE4808EuOdqFwkyNilw5HzoajWRtvJpPyq+m+USYOflHCmHBIInJ+ftxahXigh+k3WJKMb6D9bD5IRn0ln62w455nfTyecDvX8/LzJiWdzPoz9vXv3ntPQ3z5nsZYxZS7Z+lZ1zSiML/cXWKjqnym2tpnrBVLsY+Z4ARZAMSl16ZXLy8u2ho6kSUtIc2CzOM3sB8BBYYcAgMlkUvfu3WsOYGdnp6r6hVrodtQ2eWITAArMCQduDl5eoNJXysJaY6oUUGX0n4VxbIs9II/37t2rZ555pubzee3s7LTx0Tf7eHR01ANpQB3AQw/UQOg6Rv729/dbZOz+CiaBFLS4OQKxnHZVF60msPaOYycTHMtLAJMyCETmO4eBRjqZBX4PrxfHdd+O+NatW01wOFDRpQpJwiA65RQIG4VkBDk+SkNRUV6Mah4J8m5j0TiBhfgpIcqGIyTsoiSVhSIISDoprszVyUlyQGhqRpSTkpvM41bp6JJmXV1dbT2lsxgrW9bJgQMcckmKpihYouGqriLduLJgI9++gxKzxtbIPmSkZ204zDSwSfUCI0PjxJBk2iEjWOvqaJKiGXtNjoaFgWSSAc1KWtEF449etMbkUGSekZ3fWdMsthOdoW0Z8aQv7VFGvc8XdaZOpJwmyLBOWbVvfKhJ96uqXiOQjY2N9lYnx8yyHoMec6ocqxfJk4EseDw6OuqxXKPRqOV8gUV1F5nbJMOA/cnJSc+p0imyYZ+A5XSWmR/OdzYvLS21znX6tot46f/R0VFtbm62tJdctvz3sAkLELuystJeXWpf0uaxNUk737p1qw4ODpo80Ic8fSAdk+AuK6+rriqfjdHcyZOagayWZueMzwkVwOJBXQ8j4utf9+2ICU86JvRNFpZktSMDR5HyTSXpnN2DEU4B56irqn2H8UfjVlVzLv6dBSMMF4XLimyKzsGKkOVxjYeBEUlk4Uvm75I2Y9AyGmJAqrqIKw2xn2e+yjpmEVVVvym+9UlK0h5ke03UNKoqC1OquvfsAguM8PHxcR0dHdXx8XHNZrN2JlIk5fNyVUmNMQQcWEa+VdWAAGeFokbB+yznl/21GWj3N3frmQUw0+m0x8rkOtm/qu7lIkM6OlME5DCLkcidtZabpR+emakRc8CGJKBNcJE5e8V1vuue9t7PsiDJWMmX9FBV915VOU2XZ3Ns5qMIyL6Sk3xrEuCXxVaADwZM5be1NscsMOQYzd3c7G1V9650IMZ9pI3kpauuGBLpIWwBwO07Cfo5M/PUdwBIsA/2gr0Ajsjr0dFRA+pVXafCBNpOjkihCSjyVYr01lpkWiG7d3H4+bpHLEmC34fXi+O6b0ecRzQovTzY5eVle8Uhx5RdZ+TRKIyoicG6uOhe8ZZdtlIBKCyjzXByjowmhdvf32/Ct7S01Kgd0YqzlCJYjj2FPfNtmSPlcO7evduqXH13Y2OjVYtmlEM5GHP3ycP6eRzDXJI6tn6Jhq2f72VEQhmrupw25zt0PGi2jAIY3el0WkdHR81AoDiHna6svahXnp/SQ+rn5+eNrTBnAAGYy2rqXJdso2p+Ijvf52hEJpgBFN3FxUV7pVwWCXEegECCoVw/eTvyjWp0P88AQrFG5CcBnPW37iK3BGUJMlyACF2wRpk+sd6AC/k5Ojpqee0sUiMPIrvJZNL2YnV1temgvLG57O3ttXkaN2eaIDXHYI0BNeM+O7t61zYnlymjYW4+GRXRo3urh7h9+3ZjjLw0gU3guAGNYerNWDc3N1tnOntLD7NAkRxgQ+bzeT366KM1Ho/r9u3bvY5zmrUAwJnjns/nPeYNU6X1ragb20AG6HXazqor8HF0dNTWEsP1oK6HEfH1r/t2xKLRpFZtNCcGTSbaFQ0wJpAeZyR/AmUTsDwywrkwKn5vXF55OBqNmpGoqtabWZ5Z9I02lceaTqetm0/e6/Ly6ghV5pwy98tJVlWvwIdBq+pQOkcLgXNSeSQILQcgaGWoI9jW1lavEjbRL8fHWTLM8rBJtVZ1bRv9jhOiRPbu4uKiNVwQneQxL4gc2GDUOWzykXmydM720BjMDxsBoPmc+4tM82xoMi3G5fWH1mtpaanXljXpZQDQM6o6J4l6TNlICtH/OfV0vlImnE/mkpMhICv2gJwlIMiz7Zn+ca7V2tAZ4CzPqqZs5PwyVeRvDpXuZx9szvHo6KhOT0/r9u3bLa1kHlgMa+kZADzmiR4BZBwGp2INMxLMVAAgwD5lyoFOckD2KesZ/N59yW5WdasBQWdjitDs5qFYzAtfAPqbN2/W2tpaK5Rir8go+ac/dGVlZaW9OY19JfvW2LqqsxFscPRptx+kE354vbDr2o7Y+d1EtEPHQHgZ3FT6s7OzlhcVcaXxz9xGUrgUh8Km49UcIJ0JJ84RQZk+R0nRNYyDaI1xFk0xxJyXI0AUe1ilSKE4rlR+gIRSMMyMKOWDoDm6jDDSWTA86GLomoGV07KHWckrSklDzJBkCiDTCqpgRYUZgafhqqqeo1lZWWkv5MgiOQbOZxJMSSVkuoDhyYjJOBL0eRMWOZpMJi2FksWGKVNp1Kq6Fz2IdLJS2D7Y66RKd3Z22jqLtvb39xsYG3aAM8csclN4lU4Ec2EvfYbM59lqjj5TO5z6MP/teVXVUk63bt2qnZ2dBriwWtlnHLj1O+uT0VkyX+lg7Tcd5Vzsx7CivqqjyxOspm6RKXLlfpmXN1bgMN/KZR1Go1HvVYxpN8zbc70pibMGihVFKTYDJNDZeq3bs9xjoDxz1nQLUMJEobPVKgD7bLBx5c8fZLHWw0Kw61/37Yg5T8Yu++smuqeUIkA0T+ZnGTyRYeY9RcKMh6iIYYcm/d7v0hC7UFmMgPtDpwwoFKnJvUpbDvz8/Ly97aaqWuUpR8exihrSAM1ms6aoKnblmjKa0gknC9qquuKyzPGhSjNS4gih4SF7Id9mfdIRZn6aoRE5img8P2nUNHwcbkZlo9Go9yJ00d2tW7d6VDSajuMCPLLhSka59t+beTJPmkVHzz77bKMjfTfTI9bF7+2H9RSVM/7kCZNhf+yJfUxnKm86rI3IVwEmU5FHztw/I+4EPKJW650pFPIuasx9G1LGZ2dnrYey44aO2GGgyB6Hz6lsb2+3ymeALwv3soLcPPJ4Hgp6NBq1FxOkXCj48if3kX7m8S3OF7hMWbWHIl77D2gk8OfApEM4vqHDNgeycnR0VCcnJ7W6utqzEXnSYjwet7a9a2trLaKmG/Yu34Hs9/miFCBMfh/QEgknS2kOmLeHUfGL67rW25cIoiMrjOXy8nI7J5cVsfJsVVdC65A7oySPI8rkSOV+VCoToqECV3W5KBRmFqCkwmQkAWkam5w15MtJirZ9lwEGFPzxPYaBM8jqZMZR1bd7UHQABDqn3JSQUctIs6p7naLcq1RAVpX7vOibMwKYGKHMH9kvhtq6Z4Tvd/bBWKxTvjQiAdJo9NwGJPZKBCpSmEwmPeckWhBlWiMyIoc5m81qMpnU3bt3m4wq0snq//F43Hsxg6IkUfZkMqnz8/Pa3Nysvb29ZthEeeQL2GSoRWBZkJc5OnuZx9b8LIurOC9zJ9/WI+sNRInknfHmFJM1IiccdOYr5TwZcOsDdEuVAEwve9nLmhzlXlnHLJCz52hvz/c8a5uFcvQWKK2qHsUMLEovZRpCIODZdE+EidlJhin1ihzYZywRgCG15CwwvVpbW2s5XUCGjrF99raqand3t3dygUwM8/8cs8JANpYdunv3bh0dHbXaCGNGk89ms3Y08EFdD3PE17/u2xHv7+83wWJ4FDkRJka/qlqukrHLgh2RGmGUT/RZ0aPorqo7HpQGBTKmtBBjIuGk1DY3NxvlnAYMUsxmF3fv3m0H+dPQ6qbDeBBoypW0mjOBWYXp/CGaVNEQ1Cx3i3LKNndJN5vzsAjJnIdGilGeTqe94jEvk5c3tXYZgaIjrU+e77WfwJl9ZSBy7xmR4XGuqo42TaeU7IDITjTDYFsD82HoOTjACpXNSGThnFzc9vZ2L6/r51mlmoAou5aR3dwbc82IlqxZpyzGsWenp6e93HdVv5qaY7Dn6O4cp5wqp5P5ZbJsfPKJnCV2yXMXi0XNZrPa2tpq4DLzyxyovQQWrC/wCJBhSnyf4+X8cg0z3aFCPdeAvcgcOpBgjoAEW+N3mUpyzwSFfgdI5b2zxzyKvKoakyDSTWodbU1H6VjaPc/Xm0Bwk1Q4IJyFjPL3o9Godnd3G/sm3wwcYPDSVn+or4eO+PrXfe8G58SIbm9vN6GR68mKysvLy9rd3W3CUlV1eHjY6+ii2UTVVUXg5uZmuz/ahSPwc0rKKHGoQ5qUcaYIzv8RWIZmeXm59zJz96iqdhaRIzQXRVryfOafKDfzeQwlOtKzOWrvba7q2g9SeOvEgKdBqLoyqltbW82BVHWOkgEUGQMUFxcX7dV3HEnmNzOCSSNmPhQ5ozcRzunpad25c6fRisaaNQJZRMMIM07OQWYUVFXNOWXEqoAv6ULG9/Lysh1R8T5qR6EAguwaRQayLad9suYYjY2NjV43LU6BQczIjUzYw4xarV/m1OgQsMeBA1JplD17Z2enZrNZHR8f99I+ZAvzkdHiMIcv8uWQMCyZs+dEyIm1s+ZJAXO2osesIanq3judxYyiT8456yISOKcNIL/2Ih149grAliXFbx3MOeUKqBSFCh6sGTtBpuivs9R5T3uf4E6UnCyXuQ5rQUT19I++0k3/l8phi8iKewM1mLuH14vnum9HvL293aNObWYWrfibIKAVGfVh8UXm3RLxawknQkIjJWJnQFKhM9KmyGgb36FcaD95MY3ZHXPS9SePETC03iP87LPPNprcs6q6vHUeZ5DzMu8bN64alnjHqYhMYxEGALKl1JScY6jqXqLgykpJFDAnDsxYDzQ6sMG42l/GE6KW66/q8skq5Blzeag0vmjDjEbIgrxlVUc5AksMb/YIZ8xFrlXVM/537txpz+SwspsQWUyjnIVy5gbMVXVnixlv++RnVV3LVOvGkQOJKoWTCUpnS06wJ/myEFeCTfe2FuPxuKVSGF2OypnVoTPOmgAOYm1trTWgyLw+p1N1ZdixQ/Y16wwAisyPJsDKdE5W31t3xU50056RV3uFJrcHw6ON9Nd6cFAKqNgg41HE53P0kC57FjskkvVOb86PjUnwASzLPa+vr7do2710R2PTHJ9ktxIIkTcysrS0VLu7u42pAirn83ljKIHThy0uX1zXfTtitHQK+ZAqzoIbBhQKJMwO1zPcPq9y8PT0tKbTaauGZEA3NzdbNMFwpRGs6ihKYIEyoI9VRTsTyFBypmmEk650LMh8MvoVjWehhaMi7kOhgYak4i8uLurOnTtNEc1NDkjbu6ru/cv2IKudGZyqK+YhK7/dO+lJym8ds5FKGj3RBMVPJ8jgJEUt7+n+WRyVRoxD4mDlVT0/86jGMaSq8/6Zd7OuimEwG14EkKkMslxVjZlQeMOom485cBbpOJPByBxz9kcXnZCfdALDXLLxZ41FRtq5V34OtC4WizbXlGlsBBl0z9xbDlX9gzd5AWgclIg0HbB9JveoejqadoE+Wg97mzrsc1iPTLWQIw4+14XzNj5jYj+AAWA5K8cT2EhXJcind9Y1C1KxP4Ds6elp71gkHWa3FHQpaDR3ThiIzvXMFAl7XNUxKeyrdFymQfJYW8754fXhv65FTWdES2ig3szt5Zm4NMCEivMaFklMJpMehZfGRu41nYtnodKy2CaN92QyaYLMEI/H44am19bWan19vUd7VnXvpGXwF4tFK4DIHDT6r6o7+uC7HD+aTSSbxhpldnl52SIheT5VrKJ/4xflK3bjmLLT2PLyVR9dZxCzcIyzvXnzZjsiY43tB8eYBTJyV74jqsloxj7Z88wHG6sIXGSQuTwMQ7IbN25cNUuR589cpuhWtahKfPtjHGRCbYPv6v/tvsZqLgym6A/wzIKszMv7/8XFRQOOQ+df1UXdDL518Uz7yOmhaLNVoXkCmX5Gvj2D0+NAMr/se3Qa0yWCFXnaU47V3LKoUIMc+s1pkCGf87dxcHDpdMxNXprDNWZroI7COulHT6/8nN5xYCJKKbdk3QCbjJbJLL3J4jvBBVlaW1vrgXeAxhEj38/jcWTIWmE32Fd0OyecwDB1AfuWDXhEw4rGsujvQ31lcPTwur/r2seX0GVyWEk3ppJmThPqzpzO0DGnAcyCiMPDw9Zp5/j4uBnXzKM5rlLV7zi0WCzae34pLqNHSReLrrtVHtOgYGiqtbW12tjYaK8ZY3TQftlwXzR97969Ojg4aBF6VoVDuwzOsOqXYmVf4HR8mZcTbYmEHn300arqXjKuUbznJTuBqjbnBA4Mln31uzyilvuan0NrVlWrH0hjwZmJtnIvGe+q6kUlHLZ9VnRX1b2Wz1pMJpMWIcqd7u3tNQeXfZMTpNhD90JDM3ooXOtYVT2QkWPnDJ1FZ9jz92TSvPycQwVCHSlKajbP9DtRkLQ/sIHFoWNVHWAmWwCMzzmJQFazKIg+LS0t9Tqd2Qs6zpnR5+wmxukDf8nCiGKzatva+bOxsdGONkozAdhkPcE3R7+ystKOvbEVKOzpdNqCA3pBF9D29JEMAVx0zDjR6+Q7I2GAmb5iYNiM+Xxe+/v7DfQ6FpYBD9mgWwAEwJG6B2CQEc14Hl4vnuu+HfF8Pm9t0mwkJJeR7/n5ea+jDIPldV+J+kXGok75R4b85s2bjaqGJuX7OPhEkhyEz8lrp6DqVMVhZo5RhOCzIifgY2lpqXZ2dnpn9ICALPaBjhUIDfNxo9GoOQdRWB4VSoDiDLJxAREYgwQDHEnSkxnFcBhox0wnWA9G1PydU6zq3rLFSDFQitCS9s3q9QQuwA0KXw7dGg2LY4w9c9tV1aN7PVN+k0MQRTD4WV+Aak2qr+rKCTKgHBBQljlQcgMIZZ40ozC/zyjBXDjBBH0ZiXNmHAa2KKnGLMJKecw1y6I2+4d6F9E7Jri0dNUOlhPN+XEECXiSSrdfLs4xK5MxMOjXTPGkDSH/HLWI1Z4AIOolEpgaC7lKHaaPUjwAYwJBkS1myh54TqZoRKacMhDB6VpvnyHjHKF0XDJ8Vd37h52ecCoh0wHYjSw8VezIdpBRF0buQeZxH+aIr39dyxFXVe+sWyoroauqnvNjDPb393vGljLIf6JSHIrPtzvp5MOoyxl7XlX1KEmGj5ODZjks7wmlEJmPqeqiZ5G6CJeRkQNKirCqyy8xNsfHx7Wzs9PrFubzWRnJSXB4ouTMCS4tXZ3f3t7erlu3btV0Om0AJvOL5p4giLJnfhdSznxsVccooNMY6sxlDgtI7B8D+Oyzzz7HSRpnHulioPLYkSjU2EUKafwYYM4mC5/sleiXM7TenC9wCEhal3TWwEI6nIyiMi+Zcpd1A0nXc0hJgWe+Oylef9LB2Q/rCbimo2Okh1Eu+ZDD53DcJ4/diepu3LjR64JH3shnFgyRPfKQDJfxAxMJVJIVcn8yyUla0zyBwRZYH3okYsVCpHPPug3ygvFKJmwIntLpJghK0CHvn6xgvmCFXcg1sgac7unpaW1vbzca2doBx5kX9jNHouS6yeXW1lbr/7++vt6CqEyRPLxePNd9O2IKLArzBhh0DUXhXC8vrwqlDg4OenRgVdfrVvR3fn5eBwcHLfqtulK0w8PDZuAWi0Xt7Oz08seouTzCNJ1OWwUjChdtXNWdRcyCru3t7fbMjJiABO9mFbH4OcNpTShIVTVn44XfnC8Dn44KBYfiYnCg94xi5ZmzLR8lhsRFDOlIgSLKiE2wt/7kG1r8Xr55Y2OjrQ26VJSclODS0lJ7j206Fx2cGMiqPq37+OOPN6CXBUjWjcPJKDHTGAx2VbUiGYbaH4DEmc18flVX8ZzO0Lp5rrUzJvRrplXk9rMQjFwAXKurq7WxsdEcNRAB6KIvl5aW2ivwsljJ/Bh0V/5O7vzy8rJ2dnaag2PkHatbLBa9d9tmk5xsI2uvnc02X+trXY07nSmmio4Ye+aPPR9Adi/5ToxB6jwWwL0SiNijPN2Qka71AiSxeaPRqDW+yNQTXaNvmWLzs3SYmUNWOPrII480G3rv3r3a2Nio6XTadJttM//MnVs3AI98AnL57u0nnniiB/iyyO6hI35xXdfqNY1a5AiqqhWCQKFV3ev5CIyWb5kngsjlZhxZQqkwiGgZKJ1wZuvE8Xhcu7u7TaCzQ08abcbfd1BtjARHRvjNIw1y5jSh6KzMpnTb29u1u7vbIuBsZMAYoYMpEYNedQVa9vb2GlDxKjWKLkVAIaHiYdRmP0SBLmh5WCCSVaDWbjwet0YkaK/FYlGHh4ftvbS+g9plJFJ+GHhFZMZEFvJe9hYIy25OSfsxuklForuTsswIDRixdkkpi+w2NjZaFJm5VeOSKgFC7Z175vEvTtE6WO9kI5I29v+kqpMC9jny5r4cYc45qUi5X7ndBCDpVMgcgMOIZ44StZ2V+9ldLJ2cuQ0BYTJC5pUUda6XyvekvwHnbIQxBFnWjCxlbpj9IpeZcjHuzPsai+Ag193asnunp6cNVAPa7icXnBX3AGc2DmL/kuHL5z0fazZkm3wWK+IkAbl5ENdDavr617UiYm8pSoojOxTN51cvVtja2mpn2Kqq5wQYZBGVJh9ZuFFVzQFD3hSB4HkeqvOJJ57oGZw0/FAgwwjVnp+f187OTlX1uwBB8Zm7TJpyeXm510Dj4uKiRQwiCX16gRTf2dzc7EXUAIW1kqsW0XI2niMSSyeJynXPpOLSaJknJiKNUh5nyCiHk7fmmA95do5CVCFK9iyVu5n/YrAAhTwnzfAwyIy9MYhysAYqc5NeTspbxXn2ExYV5loBXoyjCCjp96RBkwJO5wXMeY4IjEEHZBnJ4R+UI4o2o0UpjLOzs8YGVXWdsshKdh0j87o8ZYREJz3n4uKiJpNJL93imB9HkHJBzuVfkwo2Tms5pHd9DrCia/P5vDEvQJ8TDfY4AThbkuPyGTK5WCx6R6XOz8+bXbF2jvvYm0y5pd3xjGRAzAMYlyJTwGXP1TBYSyAJyMm99ycZGTqc4CtBTAYMAFQesbPu2bb04fXiuO7bEXsnqYIkCI6hJZCMNKF1HjYdsYjl8PCwUb5+Bzlubm429KjauKqaoeOAs8pxNOqOEvmMdwavrKw0mlykQSkcTaFIjHZV94pHNBsFefbZZ1vhmHFdXl62l0NYh6WlpWbcUM9VHR2cVDtU7o03ovvRaNQimPPz81YRnAVTGxsbTcmqqhnNPJJkD2azWYsWGWEKy0ECL5mjPDs7a/l7a0HBx+Nxi5gZK47a8ZLMnxmTMWsnmkVD+k1zzDdv3myRdFa9p/y5J2cPEKbTyXPOHEAyAZPJpDnPZAA4XnMQ6WRFOkozIxH/5oxRzr5T1Z2xzXVKVoKzIuscWAI4f5aXr3q/Y6I4S/tZVT0qN8+czufz9vIRMksmrCuqWntW0bk1U3BZdQUSvHUKOHQtFove+mT+VJ2FKNXeJS3Pke3v77fvAThkUUTqM6JB98pTCp7PzmXdQe5Z6gt9c0/OHGA0Lnq8ubnZzvteXl7WZDKp4+Pj9vuMwBO85PztCf3Ook9O1niAlXv37tVkMqnT09Nmjx7U9TAivv51LWo6EXUqD6HTcDyRZkZtco1Jm3Lw0+m0HalhPChD5lu8kxdKpFiZ70RfQ6pVnQPPyMzYOeGk0805jR5n4P8qg0XhHHg6IMqHykeZrq+v1+bmZh0eHtb+/n5TcrQ4A1XVHWfZ2dlpUX9GFEm1Mqi5V9Ygc0tV/cb2nsPoMZruweipDuVEOI6UC1F+ovrMScll+X4CAg55d3e3AaCqq1fziWbcW8SZLxDgTAAUMgfkcLxVXZHV8Exmzi2daVX/XG9SgEmNbmxsNOCUoIFhV+yWLAR9qKrevomiOUV7mE4850BOASOyYvzWzrirroDZ/v5+O+qVIMtY7t27V0dHR629J0CbVdv5EgfryzaoGFbg+Pjjj7ezymQvbU1V1y0NWE9GAwBjQ+gF1iDncXl52drbAvXSSQAjmRyyfRm9A0PWPutNErCyi6kTVdULGqwX4Ea3rCtAleDNmNiJXLtMvSSgo3fWV1X1Q2f54rqudY54WL3KaGeFIaM0nU4busz8SdJK8iCiIH2BIcCzs7NWKMEpKNhKdK9SUr4RCMjIJ/NFi8Wi93YmzkP0rTMN5VN9enp62hpKZC9bc9zd3W0NPxaLRetL7BxgnueE9NfW1ppyKNhqm7PcNcXIop+kqjLPyHBU9atWGQYKylllW0nRVQIRRT2Zr0u0z2BlauLy8rJ3lCqdG9BQVa3hQr4/F+tg31xSGIyUefgMtiSdPuCT1Lh1B4aAPGsDQGAXsvmI7/u3feR8MpebBpEDScAmJ2i9MCKYAOtjzTkLecXRqGvfWdU1//B8BtxaZe9jz15aWqrZbNa7Jxq3qqshSEra+NDNHEbuL8bB2Vy0sSI9DkcRIydjP73H2dwyX5wOxM9Fkn52fHzcKsUzarT2SSujhTktNiSfn44UDZ5vxUoQZgxZcAcYA9f2PxtzOCbI/glAtra2GqgbUvnZREcumrxkWsGees0l2t+cHsT10Mlf/7pvR6xYpqpaowQOk0DluV3IMYsGVCSqZnYMSCTNseVLEOTvoE5GSOQt98IBi4gpAgPGYRJSdCkjSWGTTvK36Bc6T2Mu+rc+eX6PgopQKR9FyGpujsvRJI7VhcLN3CQwwbhdXFy0N1d5fhoXOfDMB+7s7LR5JYtwcnLS3haVAEy0ibI1Zsb18PCwpSKsB/SvIh7lW1WNoktgZH+Wl5fb3skjAycK4KxnHgfz+8vLyxaBZUpFfUBW0tpP8ptMAwoyz2ty6sMq1AQ0ydhkhG2/7Wm+MzlTBZgd0Q/HZW/ts/7CSWvTSSCL3Jrf6enVyzn8W+/orAanT+bCeIsCs34iO8YlTS+VUdV/BzZZ3tjYaDpwcnLS6ksSaKHFs789G2Fs1tdara2t1e3bt9tbxY6OjhqIzI5j9BzbxYGbp/lZc7JU1T8y6YU1gDrbQ16SPcrxzufz9tIWcqaoi60CblDofibdlEcT89RByl+eeEmW7OH14riudY6Y4UIhc0T5IgJIk9DJNyXlOaQz/T9zgWjFO3fuNKPDyXBinCyaitPPqIVzkbcaj7suTpeXV+3wtKTLohtRfaJO0ZPIloMBOBTmeLbnidBR8trgGQsWQORT1b3jNh3O6elpo9GgXEeaEsFXVTPSifBzneXypAQAEa/Dy5xrVfUKzE5PT1uBncgtC1Q8dzwet+pjgCor1d1PdHd8fNyjkEUyAIbxYCPIo8/YN4ZfrUEWQyVDIgqqqraOZBlgAXQUeCkSc95TtC1Kyn2QWwVUREscLQdJLqxNFt2IwDgjemGczr+TP6AEIHCe/ezsrBn3LNihV5q6kFX3mk6nLeXBUfv+8vJy+44/Ii55ZPuUzo7MA3Fk0t5l4VzS8FtbWw0QDfOi6PnV1dXmaM1lY2OjNXqxtuxXHr9LmWSb7CXAItVBJjOyzMLGtGdp78wpmSs2y3wAvvF43HvpjN+Zq3sDnca6WCyafrOJw6Y9DyPiF9d134542K1HBSClg1YheXlXBUf5ykMGlWFbWbl6V7Ce0Em9is4Ij6rtzHnI9zD+qXDb29vtO9nEIo/DQL6iQgZ1Npv1WiGKtrIS1BlkqHV9fb0ODg56uUBOUGs9f1PO27dv19HRUcsrMswKzdxjNps1o+MlGKJh6zadTpvBTvRd1R1Bk7f0jPG4O+PJ4Vg/+5u0tvtUVVtbz19dXW3nLHO/ONA0Egwx8MLZV1VrN2gcHJM9NqccI6ecdD5gUNVFOBmZMGqoYVFHRkF+fnR0VFXVM+opyyJDsurnUjP0ZpinJl/Al4If/3d0jD5UdWkbzwPWAM+8MsLyGYwA2bI32QCELLonytW4ONiqap8Hbsxjd3e3yYf18FKG1MfcXw7LPmUTi2GKyx6kk5vP57W+vt6KHi8uLlqRFCeZVHTKApuQNQbmI93GPjgnnim6zCnTuXR86WSlozKFhzVxfxEyUAqEkh2XZ+SJg2w0lD0MHqQT/nBeH/zgB+ttb3tb/eIv/mKtra3VZ3zGZ9Sb3/zmXv1B1dWefPd3f3f92I/9WB0eHtbLX/7y+qt/9a/W53zO53x4Bl7XcMQUZDwe91pMMlyMU+Y4VVZD/hSR8SAcesk6k0lpfT/7tFLOdBxZuMMBVl0Jp5zL9vZ2U+KM0vL7lNC4sserSuXsZCSnI0/omRsbG70GBGiiRP55YN//V1ZW6uTkpEdn+32u3draWm1vb9dsNmvRpIjTMQ/7ovqUw3CcCtWeDfMTqVt/a5TGMiNWkVE20Kjq3pgjqs9IeX19vR599NE6PDxs+UoV7Aw98AU0bWxsNEMlJZH5roz4q7pjckmXmkOyNvbGz1DgyQSIwszJnpg7IykysQ7mlsaRsc4cI2fBmeX6DtkDc3NvwCbBEIYDc8TBZi7Y3LPQKJkTDkJPZ4zNYnF1FCjfHW5trWFWHyc439zcbEBia2urtxbWh6N0T7JIHrMoypqQY044axfk8VdXV1sKYFhwyAlKmwEg9hZTZYzpJKu6Vr3b29tNbpLSTqq4qmOrjAFrQp4ADSCOHtJjJwlyz4GFlD1js5fGMhr1j4p+qK8PV0T8pje9qV796lfXe97znrpz50595Vd+ZT3yyCP1pV/6pb3P/eAP/mD9+I//eH3/939/vepVr6r/8l/+S33DN3xDfczHfEx93Md93Idl7NeqmmYgJpNJr1CD85FXzKIh3xURoMkg5fF43KtwzMhzdXW1VTtSoKrqOV2RgIrDLJaBjJPScdyIU6LcWXiT510979atW7W1tVUHBwe9whXjJNgcAIPmuEdSUv5Q+Pl83s7lZvGKvKmoPxmJGzdu1KOPPtoz/PLyIg3UomiPMbFO6EYFIJmPzGIbip254jQE5+fnjQXI1nx3796tzc3NpphJyRsHOjFBC5lioHQ3yrPFxmEMDA+6OouT7L39Muaqru+3i6M15nToxs45cuaABEOLtq/q8qIaYGTVN9kBjowrm8NYt6pqewi4GY/GIpxTghERlIiJrpAJeXFFg+R1yEKIgAGjjLyHtRCYjgQG8v0csFSX9eO0PBvwdAHL9CHp7WGxFPugu5s6ElG9fVFAZZ39XnDg3eTWxN4neDC20WjU3r+edHLeH0jBYEkX0KvLy6vq7qWl7kUbCeIFAmQtna/fi9CBB3rAPpGDB5kj/nA44ve97331/ve/v9797nfX5uZmbW5u1pd8yZfUD/7gDz7HEX/sx35svfOd76yP/MiPrKqqN77xjfUt3/It9eu//usvfkcM2eZmJw2MNtnd3W00NSXQhQg6oyQKPCgrBFtVzRA4mkD5KQlDzHnmGcZE9qqMGbCjo6PmHAisqE/OJzuEZSs/jkD0DoxkkYyohtKlk+DAOWWFSmhuc05nzoEkXYl6Nn7Gx7oxFAz+6elpyzVaPwxBVbWmKowbIJMOLxu3XF5e9hzjsFlGFrRo5TcajdqRpJx/AjrGNKlwL6RHo7o/J4D1SBYlKbh0pArasCsZ+SQl6PP2OY8GcYrWUu7aHjO02kYCFmS3qppjqKoeaFOL4Oecj7oBhj9bl3Jg1i6BgjmixPNzS0tLjfHhlDPnbx/oMDC9s7NT6+vrLY20s7PTdCMBOBoccDJW+mjNzbOq61KFDqbn5gJQJKvmuxl9J3VNZu055+X8dxa9JbgZMhwbGxsNSOXbnthDL3j5jd/4jdrd3W0Ml723TxlokCv55mGtijkB9PbK5dhT7qu9SNlbLBYtWp9Op42Veildv/Irv1JPPvlkSxVWVb361a+uD3zgAzWbzdr7BaqqPvmTP7n9+969e/WjP/qjNR6P60/9qT/1RzrmvK5VNb26utoqo5May+rcnZ2devbZZ+vmzZutZSWKhbPMvA7qJY95VFWrJOQ0ORsNHdIZoXwzNw2dU5R8IxSDzFgQ3iwoQ/V6SxKF2NzcbJWdxi3naoxQe54BzUIjreyyw1TS28NG/tYpqeGMPjgU65CFG+bHuGQUC+Vn9yR5wMPDw+boc20Z1GQEslhEpCPKnc/njQURlVR1b0byasOsVB52OUp5EaGbX87LOjGQwIQIe5jOYBAZePO0nlIUVVdnVYfRBSPtsr+ifA7avvoeechjY/5kRJ5Ok3MyBjqY4JQ8ZDQPxPks0GzN0xEq4rtx40Y7vlTVRXLkXWpH5It653DUUOQzM7d98+bNRlPbL2AAKD06OmoykX3hM2cPlGY+dlhVbl3JEkDnOKI12N3draruCFzKh3tmCgEoYi+AzY2NjcYscPzkJCvSVUEn8E02L+9P140/T0XYJ/qfdRAJ7AFhwcBLjZo+PDxswNLFKR8cHPQcsestb3lL/eiP/mi9/OUvr+/+7u9ur4/9cFz37YjPzs5qZ2ennbFcLBYtR8d4zOfz9r5eRjBzPygq97NhWXkMkW5vbzeEzXgkApb/4oxFcxTKiyfcd3d3twkr4zc8d6vjDGUV6TFIaPKsNl5bW2sAg5KigKHqbJ6vavTi4qojUNKdDA/az7+feeaZdjSC0ot05OwpdEY+qDkRDDS8vb3dDGJ2WDo9Pa2nn366VcOKNvOcNsXON125ByfGUEkLkJGkg71gwFwZlCyewUYMc88MPrCTUTuwILLlfFGODBCQgAK1P4x6RnLm7D7oXoBJlEO2fY5DBy4yos+8se+Sb3KZeWZGXdtUwE10nEfjjo6Oek7K2sznV12zLi8va29vr+mto4DmyhkqvDOGBJ/2NesHspo9c82ctvFK5dBFur1YLBqt6/v2y/ykAeRzE4BWVcu1ivDpObm018mSVdXztrjMjn9SE+xVpi/W19drfX299vb2nnPkkA2SegJg6Y/iSo7fHgCd7A875r7Zfc46S+MkLY5BsFaZXnqpXdctQnvHO95Rb3nLW+o//sf/WF/1VV9VP/iDP/jip6azWpnQ+iOnCl0zqCiXw8PDnvBQrslk0oqWHDEYj8etu1JGybptqX5EOW1ubraoMKlGHbg4JgrL0DGilE41Z0YozjRnG8vFYtHexiRHJb/WFvX/Z8wYHApgHH6W48pmH1XVioMgaDn28/PzOjw8bOcVRV8cOeNjPRxxAoI4vXRM6GXHktDlvjOMqs3HenJS6ST93HokAGE0M1pKgwqYkC0gj/HDbHBs6XgVuxnnMPVgbTMPmcdv5AYZMsVMyTRwKMCF5+VaZCSGjeEMnm+NGH0RNOdlrlVdT+ncl6T0k5J3YX6MXTGaPHZGZ3kelSzt7Oz0OmC559raWi/vSNesLZlRU7Gzs9McjDVImtV95TU5EPMlW4o3OWzPynQZ5y/FdHp6WhsbGw1o7+zstDwsAJoUftqS1MVMK62trbX7AcP2yz4NmZc8RYGVI6OACZlgfwQp1mxoH4BFtQ6PPPJI0xdrYkyerRL/pXTt7e3V4eFh72fe3re3t/d7fm91dbU+7/M+r37yJ3+yfvRHf7S+5Vu+5QGP9Pmv+3bEFCCpQJEC2tHP5MiS2kxjVdVVO2aRDceGykapjMfjRlXnKxezCIPSiGbPz7sD+lX9t6QwYMfHx+2ZzkgeHx+3CmlGymfck1NKmisVOSN8FGfSiFndm4VVIkaf0cjC59qmLXfnE+fzq2M/+e7TzI/KVcq7Zu4281xZXSuaTTra/MiC6IQRXiwW7UypXGDS0KK1zHunHJEJ65G1AnKknJXvJKOR+fmk9f2OLGbONlkHDjlBTBbxJCXO4DO2gCiZISPJdgA7WWlMBnwXmAAuMBBZv8Cg22tXylamLVLn3E+DC3lCzv7s7Kw5L+tIn+WLPScr1hl6wIZsKkrKmo3cE3uXMksHEpClYzLne/fu1fr6egP77kWuU6ez0CsZDPMbpreMiSxMp9M6PDxsAJy9AaiWlpbq8ccf7+3783UdE1BkRCqIEMBYF04UGM/ak6SvgSHjToaLvJDTpaWl1io2I/eXwvWa17ymfud3fqf29/eb433f+95XH/3RH/2cfPhXfdVX1Rve8Ib64i/+4vazZLQ+HNd9P/n09KoxP66dsaX8jkeg5RjoRF+MN9TGYSpMoKSiM+i16krAtKFkENFcDCUHPp/PmyNZXl5uLeCcdzYu1Fw6HhQUY4niFpG6RxYTiS7QhaKUzAVOp9M6OTmpxx57rFFTSeVSMpGq6FykjGZGx2fUs7+/33p2qx5nANPB7+3ttcbvieSzgGRnZ6f29/drbW2tOXd7J6pdWVlpR0GAG3LAMIgesiDl7Ozqxe2aYVijjJAyRws4MPRZF+D7jFa+Tcl3yEOCRvMUeWmGjwUgS9ZYxCta8zssCZkZjUbt92TOWI0nC3vSUYrIGGM1BGSCI5VXTWrT86u6KMlzAeQENtggDiIj7Bs3bjRnk9ElpmR7e7sdXUyd5cQcc8pe8dYRyLCvjvcBMvbHvbIID0u1trZWx8fHdefOnSbbWXVsTc1nbW2tneQAAul5Ot5Mew0jawBWIAKsKnazXzs7O88pEsu0mvtsbW01fbQHKuqla7IOgdwAEdZQDwdUu8KuzHtba7ouHTWsbfhQXx8O2vvjPu7j6rWvfW29853vrG/8xm+sp556qt797nfXl33Zl1XVVWX0O97xjvqkT/qk+sRP/MT63u/93vqET/iE+piP+Zj6uZ/7ufrv//2/15d/+Zf/kY/bdd+O2BGSjIgZUK3eptPpc9rH+W4aUOiWoaGQDFrSe+gZyDZzXpw9J0CJCLh8LQciMlSoQZkZ5IyEMr+cb216+umn6/LystGNmePLIgu5ZFRg5qVzzbLJAEd1dHTUQ95ZxIJST0eA5spqXDRUImRRvPsaF4ADQLz85S9vdCXUPxqN6pFHHmkOMAvbOAeRWlUXZXEko9GoVZYyIOkcszAnC+BEZpm/repa+Y3H3WsgkxLkUDlGxh9Y0DEK60A2UyaGkSzq1njloDkjn0/HIIq3BnLFCTz93ljpVjqlrPa2L1Vda1RjSSYogSA5krYZ5kHToQJm5Nr+ZtFZ6qkxcrzGzyEnA8SxYrToW+bGPc+/FU5ad/cGKtH/mcNP20A3pHAAK3I6lCkA3HobN0fs5+4LdPk/GzWMSD2DXJyfn7dUUIJGeV46kePMPLGucfnGMnaH0wWS0yZiP15q17ve9a5661vfWq9//etrY2OjvvALv7C+6Iu+qKqqPvCBDzS258u//Mvr/Py8vuIrvqKm02m94hWvqHe84x3/b1RN3759ux15caRkf3+/ZyAIOAGACAkMh1xVLU9Z1VGXhIwDpNg+k8U+ELj8rChDNSUnf3Fx0XLOFxcXTWhRsjaH0kLuctk5j/F43KOhXfJNHGxSiVl8JKJBw3EClNLzMhdIORU+nZyctKg3jRM6LCnArJwEdtBS6F4OSaGNQhiUGGPis2i+fA56kFygejkH0apID31p3oy9N/ukPHDmm5ubveprUYbPof7JFiCSuWBjmk6nzZl5Veby8tWRuq2trWbQFYOhns1X5JXHYtJg+zvZEXKUjpqRFdVm+8a8J3kGSumc52SzlIw+3RdoYIRFjMZHLwAk7Iv8MF0EbMhjVl1zFCkfmb8GzHJPOF+5U/dI+TUuIMW/MQL0iYPzTM8gx1XVKvQzIGBPMnjI+5oTfc9agLt377a0lb2yJqmzWDhrwR5wxJzwyclJAy7STwBFHsthy6xZ2tQMCHyObiWAe6lVTVdVPfHEE/V93/d9z/u7X/3VX23/Xlpaqq/92q+tr/3ar/2jGtofeF2roUee4xPRZRFA5oRQjdo5EvqsEIQuoXKKnq373JOxhD5FE/pBQ6NoGsek7t69247iMKqQZhZ7HB0d9XI3Se/42fb2dqPLGE4Gm9G+efNmUy4sgs5Q1uDu3bt1cnLSUPewZzY6anl5uSnx2tpaPfbYYz1WYlhwcXp62oBJ5tYzBZDrYM18lkHVr9de536lgaXk5INzUFFcVY3GXllZqb29vVosFo0KBpw0gWHEs6EEo5a5M9FJOhIAKCM4hkrEBli4ALjT09PmWKqqV9yU4C1BHlkFflJuqqrNLfOSVV1eF0gUHR4dHbWqdqDK8T3Pyz2UJhFNcqJeonB2dtaKiRTekVFn8zOfnNEnucjjW5z7nTt3mlMC4Mx7PB43QGq89iQL7BRZihyrqu2/Iiy1IqrpE/wtFouazWa9mpGktd1bCuHWrVvt+BmHjd73TvTFYlF7e3u93HgWgWU9ATZDisXaAsnkDaA2NnlpemXP2JnJZFInJyf1spe9rMkBveTIrRewYa/Jp7XPXDwnzyaT4Qd1fbgc8f/L1307YlSoCGc2m/Uoroy0FGiNRledrNbX1xstyJhUdRvmKFBV10qTsacADuAvFovWGCJ/57NpEE9OTnrVzKLSpPj0c2ak/I7SAx+OHu3t7dV0Om2K5HOo7qru1XtbW1vNOKB60VKMCGrrzp077cgQo8cIaGkpgrAP5jss7EjDmuDDfVHIHAnjlsVz1svzOENGzx5C7vkZR60YzMx9Zd4a1ZtsCEOSFL4xGB/jlIUq9kkeTc6e8SKLjCKDrwjLczieLPgT9XMsp6enTfZF/fqdi/w5qzym5/NLS0uNkszCHB2Tkh72TJFM1lbks+zxdDptjogc+Duj2yGjgaXQwS1z9eYwGl2dk82CpmSQzJPeHB0d9Rwah4p+zUiXTG1ubjYgKfoHhjhRz5CTpgvAWf47qfHMIxtXVXc86eTkpNeXvqp6eWGOr6or4MMQAszmYN1F3nTfmmUPcrbBujqeZm0cP6Q/bEgCU+kjc01nOBp13dDI5O3bt/8Ai//w+qO8rlUmlsUuDHG29hNdZY/UPPpzfn7VmQi9636UGFoXyVZ1SJwTYDQy+mSooNzV1dXmXFVvMnaZ0xSJHhwctOpiipq0TvZBzgpjY2E0AANVxdYsIxrOVqSCegI8OII8D8gZQOuZQ6+qNsbMRS0tLfWqeTmnjDApqyjK3JL6svZVXaUrhbaGFxcXLfJPhyRiM7+nnnqqnV91vhr9mU4USGK8M7+7vr7e6xVeVS0a8FnOcXjEijPx86pqoCjfrlVVvWgyo8Wq/osGGFmphcwXMsRV/eYjHH9Wmyf7IxpUV0GOGFnPBkY4V8AOSyNyJivGQkY4YvRv1RXgzqp46yxdsLm52bo/TSaTBvA4evqFhdre3u6xVZkrtY5ZcAbQc4rz+bz1keZsrJN0F4eUQMa+A1fJoAA4mZMlL+5nv8ky8GLtAUqpLxE4vWCvksEAxMgJBsPnbt++3eRXAJFnspeXu/dMux+7h4Wkd5g10bE9S9D7oK6HEfH1r2u1uMx8kHzdsIiDoGhyQcgpi9eyZR6SAjlTzCBnXo8Sep6oAq3EmFd1OcKLi4u6fft2M4yqeL3pyYvRjQn6VyFJMQGF8/Ornsqo9Hweo0nZb9++3YskIOqsVqTMy8vL9cQTT9TJyUnduXOnlpaWGqXPIFlP98IiMLyZbxS1iSzNxxqIJFW2Qv87OzvNQWbv76qumCjbAdqHtbW1ZrwdFaDwm5ub7cUSUgr20L7mG5rk5mezWZOTxWLRKPk8N+mz2XXq8PCwGao0gGSQk0bnAR+3b99u4BKbcnZ2Vk8//XSLfunBfD5vVdfpFDjUfOOTtcgoUm46Da5IadjudJhPFRVqWZgNSzhj6R3gD6D5/9q7lxdJty8t/Csir5WZEZGXqnMObevIke1loDhx6kCc9EgQR+pEEBq8TBR0IPTQnjgTB90tiCNBdCCCf4TSCAoNLeiXc05dMiMi75mRmb9B8tnv88b5/jATTnWVzbuhqKrMiPey99prPetZz96bzSawQp9y6uwp1fm0AexZUFLz947pK4DiZAYAsOl02qOIk7IWCJNq9jzsm+2xb4xLLn/0fskupIgOiJXRYsL4nouLi7bZhizUXEjRHnCBfUpQKVufz+dtj+hk/GhO0hfk5irGjfZC3+TRnhgu45YrQtJf5vWyVDK0r6O9OBALYs4BTqfISaTA6uDgoBklRGpnmUSVJkoKcKqqrV2UZSayFCw4XCKH3d3d+vjxY3Owm5ub9eHDhxY4UecAgfqkmqVsJWluGxegjjgOjgsSTnGIrJ9oSwa0rjTOmk06HcFTH+b3OMLpdNomo0wpl64IimpjSYOqUXOEOzs7bUcyn01nJUBxzO7JQWeZQGazrmgmrlHWQJPm3rpAECYCMALuvD/nD3wIUARsMk2O3TskTW18PaesRD8JarK1rNGpgScoxGYAdVXVdoczJllPZy/7+/ut7MEGcuOHVIJz/O6b9KoxEiTW1deWZgEkWJykqGkacs91Y5BlCt8xnuviLyyDuYWCVqqREbJ//evfbCrPEAf0/I1p29rqjmNNtsCYeKYspdBe8FepHMecEVb6vv702fv7+8beCcLsKXUzWS7ST/ks+XPLytLfAHjoa7V/OxzmUje+KoGXOWjOYLD42c/Rhoz49e1VxyDmEiZ1qZyEVdWM6ejoqDlVxgdZrgc830X9qSumenJjY6M58P39/Xr79m2jmnPJgswVnSZLsWf14+Njy5jdkwDDu6QoiVGPRs/7325vb7esOFXIVdXoRAEJtSmQojDVBwX1qk5VurOz02jmqm4jFU4qx8MRfWi7X7YlH+edtLSgx1EIAv4WrGUaJhaHJhhYU47id5+kGn0WdZ/KVCfVcFQcpLGTNeVJNByLzMJzuSbnmpl3OlD2lTU7TMf9/X1b4y5zyEDlGTc3N+vjx49NDER3oN788ePHGo1GTSgna1+3rVQX53u4d26i4TkIpDJTrvopgMoADpwYy7wPSn65XLa5woZTByFIWSuvvAQkoeQvLy+buM14+6zgDzRlpgbAJm1v7pnneQb3OhvExthArrnNzDiFnimISkCDYVCyYcfsIDPhTD4SRGQAT0qZfzJW9jgwHxxvOho9Lz2cTqc9QRwAbMmWPry9va3lctlAk2WQAnlqSHJrz6F9He1VgRjlaXJD7oy1qjtGTlCRdaJgU2jj9wK376JGocqqji40KR8fHxulxAFa28uhMzxOiwNHm6WACNVmt550OkkvQ/hAxfpevyaBCZpgAuqFeHN9M/EKB4COs+RitXreE9jnODCOCyOgj2UT3jnrxDlG3i1FUlXVsiHLhvQV4OPkKEFLtkPM53OCh8DiOEl1vwRwxECphPVesibfQeVVdaIzgAmtCvylGAjIOD8/b0vHkl6UrU2n0xqNRvXp06eWcWTgE6Sur6/r8PCwZWY0CpmJ+A7n516eSbCrqpbhGH/2yu4FjaQfBdasXacAS/8ZbwEqAWwePiDAyKhvb29bBpYUtueXzXq3VEwr/whUOR8xS3yCe11cXDQgpjSEcRPkaUOy9l3VLYXMLSSz79lRCp7MD0BZ36T4jCAvx839BNdkaoABc1uwRq2fnZ01H5UgCbtoLGTs68yH+3hHPisBn13yJDD8YbIbn6MNGfHr26sOfYCqUNOcMWcATRNoWKO5WCya6m99VyHByJq7pKiTOsuJs1wua7VateUwKSxKR8IgBOgECJm5O7Uj1yqaSByOulMqFZMqVOvOrQg3Nzfr/Py8qrq1ihyQiZL1PDSq3a78P6kkjkTgkvVwiEnpc2yu9fT01JZM7e/vN3pOli77evv2bS9w6TcOBSUp2N7e3tbp6WnLhtVsjVdVNSrXn8PDw/YZ/cN+iHS2trbaiTGOaswtRr3z9vZ2q+OuOzQBMdcQp8hI0FN24fiSMnQCF/tPtfdyuayqatmO+rA6prJLZn9Jgesz66dzm8QsCdjbPAOp8U+WITNYjhxgMYfM2aoucJqLmZ0DEFmquby87OkDAMMMUnd3dzWfz9tcT/Cj/uo4RfMeGELVE0+lMNAYWA0hOAKfaQtVXd1VIE17yGCR/YNFMx+Ml3LOepni9va2Zah+DnAAFOtL6BKYZT17a2urzs/Pm/6A9oL/0Rf6WEsKP7N2dWCgUvLBhof29bQXB+Kst0FXAtfu7m5v2QODY9AmzOHhYauhMGRrhgm21ALT4AU6EytVigxVFpDUnUmUG11Ar4eHhw0Z5yQ9OzvrgQrZZTpRlDKKl+pWJmvScjoyZ/3n+ynq8TmZSdYEq6pRTGhVATXroRcXF+2ZvT+HgoLleKm9jS2a0WR2X+MrYJjoVV3NGE2OhgM0tre3W8ATjKqeHd/BwUGvVpslC30vqKa9ZP/LxASKpBVT8Oe9R6NR22rUzzTBJUElmxYUOXW0c24+YtzYlzXdgkDW2wEQ5RFZn0Dsvdm+0opxds2knLFM+kpmnvdMClamrg+NWZY5UMXemx0KiICcZ2Fv3s/vUfTW9AtA0+m0CfK03ICD3Vj3bJ01UWGOKyqdiNPcrqpe1giAr2sbgBbjBPhkIH56eqr5fN6eaWNjo2lVvEP6FOvj+QX3SfsFPvRXbpRicxlgGxg2DnxJ1tf50HV9B3Hfhw8f2s59n6sNGfHr24sDsYyGKpYTrqrmrLJWwggF4RS1+A7nrr7ECB3TlxvQowJle5TbVdWoJfQQxIjSyeyVsWb9KbOIra2tms1mPWOCRlNJnBkJxOv9KcVvbm5qsVg0h6Iel0tXxuNxm8z2wU1KPgUbFxcXrQ8FAIHVVp7+NkGNFWevJgsoCGIyU+Kpqq6Oq36em+7LrIwHp21MLy8vGxuQFGFVt7xDHc3fbCjZi1wDzaEZPyChqqMDs/6tL9O5pyP2vqhsAMe7rGdjnBxgBXSmkjdV0XQUlkClEE0WvF7/9Vzr2W9mqv6ozaOYASw2ql/YkeAAZKQC3ZxkU8bE/Ht8fF6ulIyPlRN8AtCUYEX/CTJKW/a0Nq7GwZza3OwOr5fJX15eNl8D5CklpN3I7rMEIKsEOD0X+0ywp98BGxuLmKuCq88vl8umQZEBs19iNs+dFPPm5mbbI954skljZjz8O+3M+EpQMBRWW6jX55ze3d2ts7OzXjlxaF++verQh6QPc4IbVJkD+i/VgwxWFp1iDBMjM2hZhUDE+eYiehM8ayoCJIdAiJXCCw4bSHCGqUCdy1+q+lvepQo5HZhnuLu7q9lsVvf39+0Yrqpqgc89UHJZoxKgvIe+y/qT7EgmImAYB/0hK+aUZYnEZlXP2Qd2AbgAXJQItBwn477+nAIlCjNrwoIaYQ9nwukJhEkDV3UiNsI3WQHhTtaKBUvUpu/p19WqO6gks91UH4/H41Y7Zl+ulbVKY+GZkoJMoY4sH5hEZxojmzUIIBw4O1vPWimGs87rPRPcAWueJ8Vt+d3cxvPu7q6pkfWb7IqYjY0BvvqasE+/yNDsKOf3qN9UH9N+bG5utjN9MXD6xDpxY+ZeQJTyy3w+7wFy7+GefBH7zYwzGZGHh4f69OlTr8RingBQWIhccsUe2bTnyHmc2XsCJKUeqvNcYodByuVVymHmrB3iPP9oNKp37971BKWYDEnO0L6O9qoNPRiRv2UFgmRmTFXdaTCyH3WJp6enlvVyylV9kQMH46jCzBDtqAN5OgghHR80LDB5Ds4QmPD5qmrOENL13JiApKxN4svLy1Yf47hln5ZwuI9szCQ2sdDWuQ7VZOLsquontTm1as6JM7C+ejqd9rZlrKp2PwHc94zh1dVVU0MLGknfJzWd9TD17ul02paD6RfrO2XXmdGk4EZmw8Y2NzcbPSjDTBoOeKnqju3T2JG6nown+9U70i5kYGdT6smyCiBNRp5qbkHz6empvXMudeLM2TIglUp7QVLd7+HhoQUttDsqfD17k7Xd3d31mB3Pty4gzJqjYK0vk74VkAkV+QJBiz1lMKyqViNWukk6XXZsTska850J19jYcrls7y/jTbCS9PmnT58anZ8ljmRyMGdAZ4qmgHWAke2ZJ0Ad0CXwAgvew/sSPPIfWVLzOdfhi3LFhiDvflnqqerWTHsfOov1s7DdK0H1z90Gavr17VWq6apuY4/cDaiqmtFwaklvcg4Mb3d3t2azWQuyVfWTmoXJUNUpahlgOje0qMyPsllQ4rzUYU5PT1sAW61Wve0ATRRLbQR7WSPn7vmou5fLZdsUgmNEPRJJqD9bWkWMIbPnTNap8jwo3Wequp2WBJiLi4ufbPphYgqCxm99WVMuG6nqlKCc6C9bBuXaKXry70+fPjWnuFgsGvWIcsuMLDMSDo+DzDGRyXIomcXmM3ECgntSe2wkQVJVR5W7fm6qkbRxUtR5BKjsliMVoAEz72yOCJzGem9vrzn3jY3+JiUZPPQpejXFPnQJxI8AVtZKzakEBMopdB/rdfLckerDhw8NhHPynoGDv7i4qPl83gMHeVygwO0Zq56zWsedpr4gld7KXY4gTFZKgPdcOcdynAT1XGpkTqRtAB954hmbzf7Kubi11e0iSLms3wi3zM0E27JYduNdsozGv7FF1Lh+AcTZh3kriDuqNRmSBK1D+/LtxYGYk9/f36/z8/M6Oztr9BSalRExWhPFBKiqZsRV/b2Jr66uWgaXamzXEhwySIzH47aVpSxF9pMio6x9MeA8EWh/f7/RtVXdcWgyRI6bmMl7oxs5VNmwd9za2qr5fN4ycnvSom7Vzaqqt/+zOhpBSm59CGEne5BLxB4eHuq7775r6w9PT09rsVg0gZrP5GQcj5/XM/oc9J5rNI0ZJ51BO0FWHujguujbqg7IKXXkIRWZ8Rr33D4SoMkShOulo+TsOHROTibm/wJoBhvU48NDt8vRw8OzavtXfuVXmjBHwJcte1a2l2Iw/UyQIyhYwga46nvfQ7sCArkO1fuZR/QHaFJzR3nHOlZ9tVo9HyQCoGJSMDCeRxuNRvXtt9+2naIE0qTwLy4ueruoCeSCITtKgddsNquTk5PG9iS9DoheX1/XDz/80HaTG4+fz9F2j9RVbG5u1qdPnxo78Ku/+quNxbB+NjPE0WjUdnZbL+3YmIcNZCA2b/0eOGATfEjaZe4lX9WBaWUZZSc+URlHIMVoqJ+zqzybOgV5aWv8jz7wrJ+jDRnx69uLAzGx0cbGRnPoqQC0uJwRzOfzNkENPIRJ0ZmUswlQ1W1RmRlNKiRTeJF0o0krkxU4n56e2u5bREcpBKuqdh+InMPKmqVaVFX9ZIkLejYFGsQYubmBCYvicq9cM+m5OFS0bAo0ki6r6jbb8PwEVsaFk5dBy2CBKBmWye67GfA8V2ZY6uvGoKoaaMGW5NpYWVkifPahD2R8GdA4Kg5akBHw1XI53VxWk7VLAYHASoZnJ7PxeNyj1vUJitshJgACG12vZQJI6SD1ZYpt0u7v758Pbcig4jrGODN8rE0yDGqxMmj9Z5mP/7Oz3NNcX8oukzJ/enpe6mdusmGgkJiwqnrr6AV4/9/Y2Kjj4+MWJLwj3+G5ZPOybBqJZLNcE0jMLPzm5qYmk0mvrLO+HDJpd32Qav30ffoYgLIOXqDTH57dNZNJ8TtaiCwZ+Z35qt/ZDeCjr/Sl7Nd7mhuSH8+cy+aG9vW1FwdiB7Yz0slkUovFoqqea12CMzRrwvuZuq8JwCkQJljc7jOpYEyhRDqB9boadaMsV+bi9yYgB2Cf6aurqzo8POxRjzIlawFTwVjVnRKV9U8bO3hH2ZNJ4kAEiF4wsRSGEwAotNyzdzweN+rv5OSk7U6VGUrW5vWZbCO3EPUzCJ8jTSeqbms8qrotGgEjgOD6+romk0lvY3oZWuoJAKUM8Jl96d/1wCHbTFoN8EDreWfZImbF+7Kd9TIDWpI9AVGTyaTRoicnJzWZTFrZAbBbLBb15s2btk/4/v5+2z3NdTc3N9uWoO6ZTjz3SRbAARr9CwiwPaBusVj8hH42B6u6degESyksM8cEbUHE/QAm9icby3pmUtWCBrun7Ha4BwCEHWLTWfd0XWBjd3e33r5920o7QK3AChCh4wGq3BnOvBYI/W69rMAmksVLcJL13qSD2R47TaocoM+s19xnA7mE0/dyV75McvJ9jI+yD1reihLvm9+118DnakNG/Pr24kAMtWf2oyaa+wDLFKo62g4tcnBw0NSgshz1DTSQpTyp+qS6lXFyzru7u239rWcTbNE6aGDX29h43ppxuVy2AJYitMxYMoPhjFBa9n/NbEZgypqv2hFnJAg7nD5Pb+JwT09PmyiNQvL+/r6Oj4+bKO7g4KBNdtnrmzdv6u3bt70sxz1QXSg9E3axWLS10wluqqoxARyjoIf+zwB/cnLSlmpRIusLIExQFqAFb85MGWNrq9s8PzPPquqxBlVdfQ+446QF7MPDwxbsUHiCkffkgDlL1wc8d3Z26uTkpNl7MhX+TeWLiXD9VN4Df8mM+P3GxkZb7sM2kp0xTzwvmzMGgFLWpQVgy1ienp7q8PCwHTKfWWBVNWFcBl79Cdwp01gmBfwBGg6zyDHI6yWd/Pbt2wYAEvz5DvW6JVLmCsCU/Qhg2SbSTm9sL9kDAVmQktU/Pj62JZRZouFPrq6uGhDKtcHYNe+RIDB1DfwM4RpQoR/TzxBj+r0xAIwBFuU4mgJzGEugNm2umJfGfGhfR3txIM4JDtldXl62PaUZRDoFgdRElTlay0pcxYg4RhM412ze3d21PVirqgUZjgbSns1mvZoPAYUJxVhRqoIgRy6ToKD1ncxUBHnXhWAzg1hfl2gdJPGXdxFwUaiEOre3tzWbzdrOZDc3N+0M3dls1tZe6w/ZkiCgbpuZDUckI7B8hTM2ifPdjKu6aS6Zcn9B/ptvvuldgwoV68FBCeRJc6OVs5acNf+dnZ3GHHgXfVzVrTXlYIE5FGuWG2QDGbw4aoFVUKjqdA1siI2iBAVfmWDWXT1jBgDq3zynOYMQB5v/z3dLFqiqo6w5bH0GWCYwq6omkgSAjAUQok85borxXGKVNK7vCFbGSDBgW1lX19d8AEAlK0zmy3ewXIIbhsTYpZ0BMuayoJksmWfKYAmAp5gtAyWbUvrw7tgONf7UzXhGWftq9bw5CX8wm8167CH7wqDpQzqJ1DfwhSlqE4iTBTMGwJj7fI42ZMSvby8OxEQYnAo6hGNIEYmAyoGmg80N4U3iquedXw4PD5tzRoFBcLIbm9ND75SUx8fHLXs2yWVfKDPBkLjFJISY0cMMOLN9johi0eQySdORC64EMQKArIDDc01iJgE/622CMlZhNpv1NrfnXAl7kuJWh0uRmYmaThpTwJmjXBNcyT4ADp9VM0Q3Ju15cXHRlgXJ9gETTk2Nj+NMB8J5cZ4cWVW3kYF/s0NsjQCZ45O2mwxGBvHHx+d18Bl0MgP3LkmlCtSZjXi/9WVm+hPQSOamqtvqM7Me4FDg4cwxTwkeUteAPSD+SXYhAygbW18ulYAgg2iKlqq6ZX8oV4wI22PHqUPwnoJk2icAw0Zl/eaPwGncveN6Lfb8/LzNqTxq1XgCaARqsnzjyHd5d89P36JuPZvNGpj2+Txp7s2bN43VIkjV32kfMubM3P3t/fPdk7lK1kjfAoGZHGRp7XO1IRC/vr14NHL9rfpj7mjDuAQXDpkh2aaO4yXMQclSG6NgOS4G8+HDh7ZbF3SntuLngpT7QsFqxpPJpD5+/Ngo6b29vTo/P2//txwpa3qZzXO+lLeWUFVV28Fmc3Oz5vN5W0JlW77cjD2DZ1XV0dFRC1TADiUlwDGbzRrY8DzGI8U1VdWcmCBvTFD3VR2lm9R7VZ9pUKO13lvmZL9h4CWDOceo7uzgcxtorAvWMB7oUihfNibrtBkMZycI+RynzRlbcobaFKj8nUIsgco12Y0tQ5UhqI4FBzVvz0lHAbgZHxmq4DubzRqzMBqN6vj4uFczzvo5x2vuGL+qfj042YXDw8NevRyThRZXxxVIbAOaqx48v35RE7e3dpZpBERrn5N90kf6ab0mjj0BoDY2NmqxWNRqtWobnXgHz8MH8EHmqPcRpMwngcrz2hBna2urre2XYVtuJ1NNwKDf+C2AeLFYtHLH+vxWSmL78/m8vvnmm2YXgilWz1zDKgB2rol14KeybJTBlf0AmWr1bHoQbX1d7VWqac52Nps1tP/w8NAQdVVXv8o6mUkuG2AcdkhisCaIoMQwx+NxmxyUhTJhzjap7KzvQrdZ80lByXQ6bQgzVZSyycy88tg/KlTOVnbOSXAaqVhE03Ou+iFpOGKf3NDg8vKyJpNJy8RlIyleEmQ5au94eXnZsmsAhhPlzJbLZeur0ahTQrt3LvnAEnDyebykZ8oanLExBvkc6Fzv4XuCa4rxBLoUAnrPdeTvWauqOWPPaKxlgr6X+4MLJLK5zJJSo1BVzWmui73YoXuvZ1Xq1dgDAZKNrN/H3xidrE0LfliTzGC9f1W3MsDzCZbj8bgpgdl4Bqas91v+p68ppgUgmVnus+xdqjqxEHDhuTyrUgn7NVbsLI9mnEwmbdlTivX0K3txPWNyfn7eNtDJOUpA9vDw0HyRewEL5kjOn+xHQVOwFIiNUVW1ZYL0Efzo3t5eAx8HBwcNYACD2DLzMUEm8IZdWS6XjZXje9WyF4vFZw3EQ0b8+vbiQEz8kJkTg7y9va0PHz40WtQuS1Wd002HwuFw5hC3z3Bqgufj42MzQvVk4i8IWdDOAGwJQ9ZuUsiCekUrq1PKor1L1pNkW9a0vn37tsbjcW9pR1V3ALd3SwEHJwOMpOBE34xGo0bN390971hlYwQTXtYmaFhLqh/QprIQgYUaPMUquT2l78psp9Npy+YttwG0jCGHgRLOWq+ArU8EXeOWtXf9kM5TvZnTM2ZVXe1fjf3x8bF3ClbW3gQ7oClrgzIeYyMgAFBJybvP+nVz/bug7PmAOQcdoM0FPsGV/YzH4wZ4U1TmGXMOsQnrngWGFBsKKGq+WV9XCiHs8d7L5bIts0lnnwpqdpgBTG2U/V1cXPQEUanK9l5J2yfbxVYy2K1WqzY3ptNpG2f3EHz1reczzvYsAOowAW/evGliLDYkgOaGOHkSErHWaDRqyYLr5bIz731wcNB248vfobOB0pxvVd1WoO6bJRIsivIOEG1zFT6AODKX9A3t62ivOgYxAxRnBfGZZMQoMjrZ8sPDQ8voZLkmuU05qqoFqMykqXsZdmYrHG1mVBwah4D2VifLAEXQBSHLAJycMx6PewfJM3bPnOpQAWU0GtV3333XqLoEFJ4NmrZRCnTM2ZmEHIOMUB85PUpQMrE4K/8GMi4vL2u5XPb2MB6Pu32D7RSEpufkIHMBSIkgRXjqo0CXTGa9xurz647VVoQcqOCzsdFt/JDvI+Ny3XVhVa77HI1GTTGcy01cD0ti9yQ1QM4wN3iQEWEUsq4MOAInORY2Lcm6qeVyQExVf1mK5891o2yJ4/U8CR7Niay15rVy6RdAISgfHBzU6elpVVWv7+0XLjOjcUgmCjDxDN4tmSXzTXnBvDWHAGz/zsAs02fPCYyTyUkmgX2kSBFQnc/nPU0IMZj3evPmTVvTK/hnVi/gCar8lneiaeHjco4IqMaSGn80GtU333zTdqFzdCxGK0Va68xjisD4jkxI1mvLaQc/dxuC/OvbiwMxBz2bzRoSPz8/7wlIBDpOzWlBidgYJIQtK93Y2Gj0IJQtw4Syq6rRPlXVgj1EWtWpZ3Prv1xitC7W4BhkPhTauXaXI5Ppy+JQtGhBaBVan81mrQ8EX+CFc7q/v6+Dg4N2TJm+4qBMmqTJc59Y/+a0MqAZi6TFZJ4HBwcNzRsPTi+zA/3CCcum3C+XcAnw6FM0ZWZkgpSglVlZ0tUZfDOws5enp6e2VCafP4NwVZfBoEr1nz6i4M9AzskSUmUtXcsNE2RDQIW+J8bhmD1HCs/Wn1sfyNRloIRwwMNisajpdNrKOglM1dLNPcBYtlvVLfWTxcsqZWUcPJYF2+EeWU5BiSaABaYFJvP26OioqfLVW9kdWwWc6ErYT/Yd7YAgLpChy4Fi9dAsV2UJB3CQIZuLqbtIcVtSvXyYWrIxo1L2XHt7e81Wc8MXwRhIQ+Pn+Jg/6sx5AhXQ4nOZLaP5MYiShru7u9569qF9He3FgZjUPmkgSI9hmAC5fIIDQKVkBpCIX43KFpqj0ajm83mjXCHd5XLZEysl9UixSN3MIGW2ufaPQzPRfBatY62uieL9k6JDn6kXe5cUjHGkh4eHDaVmhglMZB3WBM4+kwUCMnluqfet6mp7VdWrj8nw1I/Ul1Ll6lAGDsxz5bUykNo8RZ8ZT88gY5PdcF5V3TaiGAwgQqDggAR612A3VdWrH7ufcZL5GFMHFtgTfD6fN+d+dHTUo029g7G8urpqy83QnYCnQJNCPI5RfyQtnOIq12HPqeQXIDhR186+YnfmZC6/Wq+Hu6/Aa/WCbJPt5L7E+tvac5u+KBVw/inCdIauOeQoTFklv2Gest2sv7u299ZfwLE5IsMFtoE3z6IfgPOdnZ06Pz/vbZazWq3a+6Wdy7BTibzOLCTg0H8y6hQi6g82RuMiMNuPm1+9vLxsG3LoC/6UyFXWnvNpvWTi2sYptRJ8xOdoQ0b8+vbiQHxwcFBv3rxpYgSBbWNjo2V9nN90Oq35fN6ONbTJhL1tHx8fe+d3yh5c31mlHFxVtcwtaSmGTMSRwCDR8Pn5eR0eHjYnykmgfFDDUGQCBIE266Z5TqogUVVNncgRqG0npf701O0yVdUdI2niPD4+tsPVUesmfPbxOi2eNeiko/SLzIsTq6qe+rSq2/s2A4XAkNnZem1UIOYc0fcmpKDvZ36eNXuf008CiWtxgsRjeZ4uyjPtIpe/pDCIOM62iVkTN/ayn8fHbptLYzga9Zd8pTDLc+USLv3tc1l/1q+ClECdgEcA+vDhQxtrz6XPsSmuRdmPOUowtx5IjJ97YYUEJ1k7MHx4eNgycOPB5lL3ARg4jcs8Y+tAWbJOwGau0HAtc9Mcz3p/lnP4jPVyRlW1M7JdT0YqaApuvgO4ZuLBPsyVnAfGlO9IDQKAK3ALkAcHBy1bNhf5Ac/FtvkN2XAyEnQ4AjghYi4NNKcyex7a19FeVSOWpdkQQqARfFPlitIy2dBbWc+V4cqcNzc32+lI6jbHx8ftO1XPFNJoNGriK47fpHKfqi47zIBQVY32TWEQqkutFq2TymR7ZKO4J5NJW5tcVe2dc3N32YMMRB/Kzu/v7+vHH3/sCXjyWMWnp6feLkH6Ab0tCMsKOAUgJClpTkRgyOw+M6gMTlXVJi2a9rvvvmv3RrmjrNXTZXopbNEnQIJrAwrsQr8rdbgG6hJNyhapfdX4zs7OmhaBo7KxS67xtdzIGMnegB3BxjpQfbpardquT0ADFqiqU1lzeqlbyLqnACGA6P/M9gCGXILFdlOQKOsCaAV8Tt3n1adns1nN5/Pe0hp97LD6DB6bm5utHpp1XuMq6zbvjDXwIdAkqzYejxuoVAfXlwCTOZ1A5/T0tDY2Nnobz5jfCdpSzCSgYTLYYAY+LNd0Om2bh2TWj51Ilb4mc83kwXfYke+o/aopHx0d1e7ubp2cnLS+5UMABYFWiYKPM7dyaWEKUE9OTlqGjT20l/rQvp724kCcSJbDrOrUeyYDxJZCGg4fihPEBaaskaVKcHNzs2XbVdXoMcIpwUvQgl6hWdeVtXKughhHmssAZABZm+Igkn5VP8pNLDiaPLRC/Tl377L7V2Z8CVbu7u4a9awubyLbOKOqC2ycD0dlkj49PdXJyUlTCFMG6xdZSV4n+w1tSK2e1B8nVtVfssYRcToCtHfinIAoYyf4cTgp1EsqmoiI4IXDkkk9Pj62TRPOz89bsFW3Z8uyPfbKvrKuqY8zcxawd3Z26ujoqGXIxjZrilmL1GeYBTSwZ1CakJln7ZxKmN0JNDJH/YiN0cccuEw/N9fJTN28FHSNDxrV/Dg7O+uxA7l0SLA3x8wloJWdm1P6rKrb25yP0Sea98jla9bbmhPKNJm9eif26X5ZS+Zz9ENmqwko9DM7N0aYqhRHVXWb9gC6/FwG9apuHfy6vmMdnPKVfpdMivstFotmY8SUQJ/Pypo/ZyAeqOnXt1ftNS0Ip9KQcRDBMD5ZQNJpMijGaw9m4iFb/0F3jBJllHSMejDkjs7NLBAllAKYqm5Npokjc2O41k+q68iQTdrxeNzOTwUcvGvWpv2c01ADfPPmTe3t7bUt7Cxp8Syc6GQyaZm0vlC3znpgZrSr1aoJhxIcWEKibzIDzjGt6lTISXX6rAzVz4wHZ6gvAS9BLzc8UNuiWuWAMjAnW6JvZWNV3TaZxty2jeyS8/a+KdJiZ7leF+gQ5ImP2BEHq+6JltU/AAGQxOnl3umy1gySntEYAq2uYVlcZtZZEpBpsjvsiT71c4EYIGAbBJKC4/pmO+bZ+fl5b9yr+sGGw7cRjEBjLAV3dK6leElrA1H6mx9AlwvosvGkbTFimZECWH4v4KGfb25umi0mCJIssFVzL6loY+Xf5g8glBm/6wP/b9++bTbDLpLq9l3P5Lr+je5OZuj6+rrtB1BVvU1ArF23YxwR3tC+nvaqDT3SoKu6c2wFioeHh5rNZj2BBmd7cXHRVLda1uM4VvQj2sa/GTNhDhou65E50Rm+a3PmkKWMFELlJAkcMnMj9BFw1GpMkBQk7ezstDWzgosAQI3KqXO4qFP1HNnN1dVVL+De39/XfD7v1dr9nGOWUXByaGKKWbV3DsA4qMHLuPUj4VyOVR6tKJAl9ca5yWAFm8y0Mjij46qqOZVca+la8/m8Odp0wOvCKc5KkE5KWSC0pI3dGkNBs6pavZfSHZgEBO2rrATh4A397D5Z0snaHBvLYwP1AaEPkGCNL/BrzHZ2dmo+n7eM/8cff2zfHY/HPYVsBku2qf8A39yCUQAUgGezWSvV5C5iAE0G6gSktBhV1YKRz6T9sktBOQEQu9Zygxfggm35jnfOE7MwahcXFy0zzBrr/v5+rzbumTP4bmxs9Oq5+f0UpLk/e2A7luul6FSGnX4rVwvwA5gq46Z2biwFd314cHDQfCowsd5HP3cbMuLXtxcHYg4AYsx9bKfTaduLuqpbt8fpqW1w2oIEdJY0N2NOEQcqqqqak5bhMbAUIplsDEJtLLMK6JJ4QiDn9E3KnOice9VzZvT+/fv6lV/5lbammBLX5JIJZw1aJiIjTGo6HZB+TKFMCoCyNqRP1eyS+tLXucxJv0DdSUlm7YuThPKrqjltVLJreo5kG/S1P7IYLRW9rq2el4Ip9wcQHh4eev3KSQvodlxSO1cPlGVhUoCB0WjUgq4ygEAHXGEVOHZbcupPz+pexsu7KFckVWoM2DD7ShsyPzLr5PSBBg69qtpKgM3NzXaKk2xSGSfZLPMAzQzEYbK8i5o7odr+/n5P74FC9/nc4Ss36wEOBRb3YZP6no1hCyzVSRtwr1wDbtkZ+8qy1ebmZrMLwTZ1Ilnj1/+CF3Yjyw6ele9K4ZdrZQlHYpFL34wv/4DNEFgxLOkz2e/j47No78OHD729CgRwfyc41sfz+fz/4vGH9ofZXnXoQ4oydnZ22nq7zMAYXVI1WaOwPMKaYghPndW/0WdVzwYs0DPSRJfEDZy2Wo+AZ9ILJhBlCsms8ZSR+rxaV1WXqUDH1Lfoc45YQNre3q7j4+Pm2Di7qi4b5mBz6YosJJ9D0AAIPLtn0t+cq/dMtaSMisPPPqEo10x0dGbubpUAB+CROSc7oqUwKR1WZhxqbIIN8CYI57jIhKqqPQ8AJwjZRENwZlcAT4pe2Kcsrqp6y/B8nuBLbVKAzLWw7FKWB4zKiNhUUodsBtOSgM/yPwDFzwVf624BCvZ5dnbWlsV4Z89kxcJqtWrnBAPZsjVreXOJk/ppVQfSgM1kIbx3irnYuTEDbomj2K95RbDIzvWx4AjAVlVPQS7IZq3UfdkDUZ9nsbd10srsLwO5Gjz75Dv0ea5rtne0QM535sY+CTTYGkDg73XxqVIHH+aPXdC8G20On2iuuZe++xxtyIhf314ciN+/f9/oKAEVlWl9a9VzYDk+Pu5lapycpvYnGDF0n0vkKLv2f7Sxs42rqhnf6elpr76bmWUKWyynyKzA6SmZJXI2HKbPyu44rNFoVGdnZz2hlQBIZbm9vd2OH7Ppw/pWefoiaUWIn2AHWk+RU9Zxc+9nAVuQqOrO881am0zJ5PTsnHFmIiY+0CXLvLi4qPPz8+YEHh4earFY1GQyadSga2cd0Z+k4lNwd3Z21jJR2dXW1larg3PAaGzHO3KU9kY2Zvv7+3V3d9eOjEwnRWhnTAAkQinvnmWNXO/r9yn0kkmiPDMj8j36BoCRKEjWnRmogHt4eFjX19f1/fff18PDQysHff/993VyctL6IIGAa5gHNtcwdzO461tgFhDe2dmpxWLRxsnSNX1MI+C92B1Bk/uug0YtN8Iwtln3TS2GXb5SWPnw8NCAifdJQZO18lWd0ti8yLpv1qeNl6Dqmt4t2Ywsf/kZwG58+R7Bns0RtmXZgy/idwACczQTn2QX2DsARbyoRJJAeWhfvr04EFNcMmJBNKlh2aPanXXGglxOdBOLMxSUONvMPtGgaPGkvCFgxiYbQZdx+rIuFA5Ddj+bBTB2Aoes4yRg8M4mZqJ9gfPw8LBNLJNbzVDWpi6cdLGMy+RPqo2jSDFRVbeMwfioDUP4Mh5B1+e8f2Zb+nF3d7edYkTAIhsBVHJjgMx88tmSbsvMDhhBE9IRqL1xZDIujsuadnYpYLA96mv2Zd03B68/qJaBASwGih4N690EJc8NmOpPv9cPxjRVxew0ac4EJZy9a6nJoy6rqrdt5NHRUbMTm22g180dfUTgY4mT37HpLAEBeeyN/ekLugnlnayFGic/A85SIZ7Lw9hdzidZuEw5GTfZvfookJR12lTEm/9Zkkq6GNsjYAI5+iqpcBv9uE8CCXarzIGlsyHQ+kqJu7u7JpTLIA54AM36y3777BM78fbt28YK8KH6HgDIur1n/VxtyIhf314ciDnf3d3dRrea4FXVC477+/styEDTslCORy3XoN3f37cMUEbJqD5+/Fj3991xYlXdoQ0coow7BVECBWWzie5MY7UTwiBZUgZdoEEQIk7xdwoqqjqAYp2xSc/hcNLqU+sCo6Q2cztQfZfConTemAcOAwVcVa2/OQBgICllji5FJBwZ8Y4gZ6OI/I4gk+UATjqb66ZzFIgSMF1cXPTGldPe399vmd1kMmknyWSdHXDy/xSLobYFbv2eAE8/smeUru1dBaSkZV1fM1brZQJZoYwnGQ7Ka8DCdbLGSmyXdfE2maOuOxqNemvVZdGCdtVzEHKkZQInvzfeucGGrBgTxGZlx2zu4eGhrfnXL5YiJihZp0kTkBoL4MiYZHlD+YLYENvjGvpWnwHz7msFQjIjgmcuBfR5wAWwBW4EVnPs/v6+7dsNNLiP8o1se2trqwFPexUAmuZWrnXO87IBypubm7a9qOcCSNcPuEj2a2hfR3txIM5aDbTrbxTUfD5vNJxJyOlUVa/+C1Wb4HnMVzr16+vrms/nLatGE1Y9T3bon/FlPXh7e7t9D42dwcFSlJubmzo5OWlLjLLOi4LmEE260WjUNvCAODc2Nur4+Ljn3DNL0qBpkyGDMsTr95nNYQg4N0GXM0aVYxDU2TgjdJ13F7wyc9vb22uIP0ECG6iqHgDjjN3P5D85OWmUdNLVlrAlhec67ml8kl5H6ecyqHTMbCozcnVYwUFGJXtNSpMjzQ0rBLsEdp7RM1sJ4Gg9jENmPurzAM/W1larN/sZxWuObY4Nu9Un+/v7Lav27Jubm3V8fNyceFW3FamfAZRodfdOEMeeidWSRfAsgkoGH38Ez2RpBMLxeNyA8WKxaJ9dLBat/5Jd8p0ED0An5knL/hYgq7qTrbwT281MMZfosbksGXh3zF2KvCxjQ7+z8WQS0n4wOvpFjddqkGRj2PZ0Om1sA79qGRJgYlxyExc/V/5hA5+Tmh4y4te3FwditbJUqWqCjQEXeDmUqvqJak89tarLbk1K2RBnlvSRwM1x5RIEm6Y7oAJ1JXsSVLe3t1sggkhNwKrn2hxQoP5lc31ZTFKKVd1yigwUBDiZlViWwDEkFc7x2gUHJeVdOIyk2fRfUqvoT4wBx+X91b+yLi0ArCuVgYKk5zgWClW0oBprVdXR0VGvruc5k2Y3vgCcrJu9sC3OK3c7Su0A58q+OMSkmjlB30eRs4U8i1gmhBGQWRlz//ZuHLHxzKMNZdMZjDnSpPCVeNiKIGNu5Y5OWTbIMo/rVHXOEBDLjW+MM22F/vHOKQIUTDJTzzqwd83sFuBmn+tKfEA6a6DGyfvoa9mpsamqlvHKwtlrgrxUlycbAsxkNp8AI+dUVbV5AqysMyfex7PzcwI4cRjb8x0sBIbm8fGx3r9/37LW+Xxeb9++7fkI9yK6zOeRAScjxnbZqJ97n6F9Pe1VGXHW1ra2thpiXq1WrdaRNdqqzskLSrKSVJXmeuAUmWSdVFbFiaJYBUAOR/3NZOM4bMspe7bnbDrDRLDr6/VkESZrnuAjEKDJNI6Mc0sAkyAlJ1tu/oASXBf/CGyZLVg/mEGCQ0efpiPwfAK0mrHgaIxzazzZQCqFZdVAgp8nJchJOq3L+H/48KEXwNTD7+/vW/kDw7K7u9ucPkDj3S4vL5sTAtD0Z9aKZRzrGz1YdmbsPTtwmTad9W6AIAGae+Se7Gww67FJfbMhz+97CTD8LqlP75g2x27NEWr7VCGr4dIaqEvqW7Yu4Jszxj4BpT4xVsAyAJ0CJe8PINsjO4OegCOQmgvshC3qowz4gppAn1k6O2GPwFdmwxg0/sq4p0Ax3yvP6fZztrxardrqhyxhmJf6TBJiTN3D/veSg/F43JTRea2c52wyKXvfZ2sA1OdsQ0b8+vaqQx9yswPIyl64Mor8/OPjY1NYMlg0CnTKuajxQOlk+ozGJGVoAqQAncISTiQVlZ55tXreYcY5tLnkxL3QfOj1RPaCDWRtIiXNxNEDFai4FMAQLuWWm5w1tiAnv75B3XK2QBD6EWqWxaKj9VECjDxFJ5+XI9E4KFmrkoGWzs6uYdPptNlLbrXHwe3u7tb+/n4tl8ueo17fLIUugPJd5pQ1M8EA8PFdGcBoNOodoZf1Y0HbexoLrMF6YHIvACGDQNqPPvTOuXSJmlumslgs6vT0tCdMkqkLQN4P0GRTqEi6g83NzUb5UomnQ9cnKUQUNNbLFK7vmZM5sh81m8e8mI+5gUXWM80bdoaBEciSmUlgmUJKQDvpaeNsS07vmHZhs55kglC4Nr3ITFf/AEN8wdXVVd3fP+9ilmxRVbV9z3OnQD4jPyeDzcw/d5zjv9jsfD5v18NOsDf+bN0HAqrOgffd1I8M7etoLw7EVT+tU6mlogEvLy+beEpgs3xEzc6uNtA1odRisajRaFRv375tznKdLs1tFBkq0U3SjrIrk3kymfSW7dj/GMpn+JyGyZI0sKxnNps11E3ElOsSXUumBOVyPlkTtSQk65rejyMx+TMTEaCz7iqIZEaam/ajATkx3/EeAkpu+5jiKc5HjS+XPm1tPW8ub3ILxgCJwCab1OdHR0ftmQSGg4OD3rIZOoSHh4fGqKTDTirOO6nz5jpWAUJfACG2dPS+diKyrruq2yoxSylJt1Ifez8OPWldAWv9BCJ25/s0DT4H3BjzXLKDgarqRFxApLERVAi+BDRZExsHQMxX9pjLk2T5gIlAjAYFbvxOH7ELGeLZ2VnrJ3YqKxdIjHH2Vyrp/b+qW4bovVOMVVXtHfw/wVZVtQM92IX7mpcCfm74kf4OoEZDb29vNyGq7+SBLsBdHmNpDiYbA7DTZOgbezroj2RAfF8gTp0FGptNDu3raS8OxInOoVeT3qTL7AL65PD8rKpbzrG+jeF4PK6PHz82QQkHauJUdfUmlJ+DvBk9+kbGDZ1yFAcHB/Xp06fevsQQNbFSCmBMANmI+mEqVlMksVwu2xpXmaTnFkzTmbx//75ms1nbmCR3ABNsZLnj8bjRsDIsDsJ9ZFoOVReok/IWlGQX6zQ5+hLlxflD00mnqQkLgpy8cc4Mws/0qQAkS87tQas6qjEdo+yPsM3zynrQjAKX/gOIvJffsT2Ocl1Q5jn8kf1lLdR7JqPg+TAFgm4e6JCiKQdizOfzWiwWdXV11eh5WShgxB5cnwMGQIkO7TAHNBubDNB+Zk7JyAEk45x9hYnKjNccEDRy7MwTy9NyX+6s67sPEGYMM6Dpi/Ua5/b2dqPRAQ/3yfXbbHBjY6PtdoaqZ9u5rM1cAUDzcIe0qWSq9CtWEFDQR6m18C5YL6UeNojyTyBhqWWWBtOnCOzAXZY02EKWM37uNgT517dXHYO4ublZ8/m8R4GkI0LVJH1NTJUZcdK3Jj7Ub31iUiwZkCaTSR0cHLSt/ARiz3h7e9tqj2qKSXdmPSprUBApUU0qgTMze3x8rNPT03r79m2rNXPCVdUcjfOPZWUmdFWXoQmaAAGBUmZ5vuP/FuZD1+q53iuP65OdGCP0tt9xEJyEiaq/s34v6+GgZcR5v6pq66b1eVW3fAo6z9qY2vZkMmnOPZ2uTCXX86IL9RNQtFp1J+fIuPIkoMz0BCbOjXPKvhKgZT2enzN1X+/n+p5F4JX56eP1TA8boE7JWQKWQNT+/n4dHh62dam7u7u1XC7r8PCwAamsQRtn5Y+qanYuaNnDGlBN8VJVp0Pwb398xrMmIzUej+v09LSurq56zAQQI3C7L72HAA/o5rIi8ydBoWdLtTXKmp3l//kVzJp3XV/54HeenY/wvuab0pD75FGk1huzXfe39MuOfEDpwcFBY+uyvJZ19cyUPWs+AztUhkktg3cS3PnooX0d7cWBeD6fN1R5dHTUC7aJ2DLj4cB3dnZ6wgaO3O+fnp6Xppyfn7fAh17hSNCVBwcHNZlMWlaetRYbVnzzzTcteBJ6eF7roO3CxbA5QM+grlLV7ee8v7/fakypnoWcIW/BGp3KyaHP0HAovKrqOXETWzBxUAZ6V6BJR8ZxPD091enpaTtEIml3fVHVCdNSMJT3zqwD3ZcBamNjoy3f4ji02WzWmAVrHrPmx5GnE7J23Duu17U9cwI4lCbVclW1s1Y3Np7XT3qvi4uLtutY1unyudQJcw0nZ2z82GdSuwKQfqzqGBDXWd/CU2YM7BlTAE2mZmWAJS9JkXK+5oZNaLLeK9BgoNigMg32QQDJzVCAl3WRTwouXZsPSEYiD82g+Tg4OKjDw8O23Csz8VRR69csM1HIK0llCcyYeP6keo2Bcby/v69Pnz61z6rhEgvSviSgRT9ngDw/P++NcVV3rKH5mmUMoGU8HreSiL4iZMSm0WRgnHLJoGweu4Hl8r65fwE/miWQz52xDhnx69urAvH19XXbvpLxymxQhlA9pyMQq9txSpD1uiM3WTi6DCCbm5ttbeq7d++a004K6vHxsQ4PD3vLYTgvRylWVQucVd2SD1kRBJp1GBNOTdiJMnd3z3vqAgZZo+boIXzviBmQ1aEvs1aUmycI5Bx9BkPP5/ucqaxNRii4AgCcdApIZIqoLD+H8InFgIR1ulr2iir3Dtn0tT4y1kmpcVqAnUzAeLMHz58AJ5+F89RfanLGU0ARRNxXk6FlWaSq2vexDVm+8I7uiXLOgycwApnVJ/VtjGzukOPKzs0dtqe2KSilHWeZ5/z8vGVNAPHW1vO2tMYkAXUKxdg/26rqWAsgdDwet+V/WcsHFAVY66jXgzBwoT8EX7YkMwSEBSBjoXyjHHJ0dNTKaJ4FtauOnMvi3rx5U8vlso0Df2Xck5JWQiMi1N9ZrzeXBXjjYb4BiU6D8s7e03yQsCwWi/Zc5mbW45VvqqodRoNWzzm3Pi+H9mXbiwOxrFQGKqAxSkFLcCCcqOqWxKj/cKIQXlUnhBE0tra2GrXMeaK3OaMMFrIAQiyZLSSeFJNMxwTKTE3gTgfh3xbCAx8cboqRMmDIGChIq/oHIMhGBSD0np/JDtapwXUakYOHwN0rAwsH6/kz8zHhoXFnmyZNzUF4X31Q1TlngIwdcHT627PKAvwsl5JlLTL/naCBQ8m1w/ojKTesCLuRTQGRWcvVZylsM1a5hpcDn0wmLUjoX/anTzJYpO2xdXSmrSmN62q1anacWZAlSJgIAXM6nTYbQocKCvoe2GGP9gV3UlXOM99LZsQ8V6JAHeun7KsEOsbQEh52kTaaau2qbl28v82NDLhZfljPpI0pzQXQVNVtD4pezndIIVuK1HL+aHkN829nZ6e9v3fS57nbF3vWb3nyEiAMAAAdynwYFHum0xjwC5KLN2/e1MnJSd3e3tZisej5HjT50L6e9uJAfHZ21iZ/VTVaJh1LCoE4SnQgY0mKKeuTuRyFCIUkX61oNps1J2O5lAk2nU7brlZOUxGE3JtzlFn7jEnNOP1bUBWMTRYZJUWryS+4TKfTdh1IWd1Y0JetZl+ti3AEf1kb5yRLqaqes394eGgTNNeuZu3MvYGUrKHqCwyGrCB3YMpsEGiiFOV40K6bm89LadCCmUVnzZhDTb2BwGtZW6pcfd517IYmK8xSiT/G/cOHD61+t04f5z7qsisOVJOFAoSeQ8udzVxXP/psPr9xTkcqmyb+811zjS0Rt3HggnieEsRmt7a22rKy1WpVp6en7T3YmDFIin1dKGRcABngnF0YA2yWPjRX/Fx5CbBP0JDZds4L4KCqK61gB/yMTbJ1ezwnW8EnyIQxSOyBcMs8Wa1WbYc7cwDDhUI2hwXmBCPGRWLChtLnuFYqus1bYw9sek9zNseKfwTygE5ZMCo7k6Chffn2qr2m0WCyBvWLqn6mhxp0BiqDU8+D0ihtZcwCT6ox1VsEPA7M/VJYxFhzb15OKGtgq9WqiSVkvynicl0oe10sxPHK7rNuKXvI+ldVNWFMOoUUG+VGH4my10GBdzXZsv98X2YCLAA7nAjqy1hVVW9NN+WoZ9CX5+fn7ZzZzHj0AaCFJvYsSfMT8Ag8Mhp9m9kOJ2dNrX2xBWz3yfFCzXp3ZQ8ZDvCRy6mMZdb49XUGzLSBXMOepRF9DJR5d98zR7y35VKeu6p6Y1ZVzYlmZqcmzO7YrgzKs5gn/u1Z9cfx8XGjU9P2ZIcJCtkO2tUz60MZnjljX+2k6hMc5f2MlTo2xk0gYzcABls3jzxfBil9xz5znqwHt+xvFPV8Pu+t5TWHZfd8Wy7hdM2qaiAXtZ7zMNko38+tdc1BzNvJyUl7NmAFgMhkpaqaWn65XNb+/n6rRytHsPHP1YYa8evbiwMxw5alcmYmhmUoELAgJZAIgBC0U0Emk0nPiWeQRSOiwtPJ+ryJzJl4Ns+AQuKkt7a2elsSmghZB/azquoFPhOJk1utVnV0dNQcYn6Hs/OcSVuvqxYzQ6yqJubQt97PpBecIGCBRt95vvv7+7YJgOtC+cYUhVnVLSHhyDALSd0lAs9anvfQp/qQDXBiZ2dnTWglmOrzzGSAH7UzDsQzep+kTzOzRpGzBWuDLW8TUASDFA0BGPolnXWupRYYtKSABcMEpwmqcvmbvkgnqw/0v+/rM3XBFPB5JmPBFr2PQ1WwDMZTIJARJrDNgKVPjaka9/rRk8aeIDOzfLqHFK/l/QEr2Zv+zNJPApsUJPmbLVvLm3aSosYE7eYpW6yq1hcYhK2trVY/dk3zHH1O0yFhcd2Hh4eWuMiwMUQ3NzdNcwIgYacACXaYS5JSM2Aub29vt32pv//++wai2FIG+8/VhkD8+vbiQCwA5dZ91ity7iaFibm7u9sW7zN8k9SEsYFB1mQSge/s7DQa7uDgoLa2thqt7dSRXL85GnVLTmTujPfi4qIFy7x+1jJRrWnASb8DHeglW2ymCIKjubq6apt9pKDL5NInHChRh8DJiQMq6VQJTpbLZZ2enrbt+2wbOJ/PWx9hJ/I82szWBRTAymROUcho1K05fnx8bPfjFE5PT9v+uTJyS6sykzw8PGzvtlqt2gETnsezGUv9BezoQ8Fra2urFotFE4lRlI7H494pYfoga9e5Xtk4GCfPm1RpBjfB5enpqWUu7vX4+Ng74o/jTsea5QSboazT6Eo43hXYqnpeppY7rAG7apPmmRKFOWv8Uymca8IB49yNS7aXge7Dhw+tVu7aVOpnZ2e1WCxacKEC95yCBoDn/hgzmaTAsS4aEyCBfuOT4EH/V3Wq/9ReZP9raH0g1nnc+oBoa3v7eT98gdHnU3thbtG5eC7PwZ9giQC69bXKxolfzCWOGxsb9fbt2zbPsSbKNewdMJBdf+6MeGivby8OxKtVJ7EXhFIZiKrMbQ05BKhPbWhjY6MFa448aUxB0nINhoP242Qyo0pEaqImGpVhexYTzjOjZNWCMjNEAee2jgQuHIL7cHxEG4CCn3k2/ZQTmOPn0IAITiFpZe9mIsvYPLe6VE44QS37pKpbBoPWE2CArHTWxp2jlh3qX4ece8ak3QUvbEoCAiheloESzu9ycg8Pz8tL2JTxYQvz+bxtaGJMp9Npr0zCRtPJpzp9fRmMfkhgUtVRp/l+eeiJfvBZwScdLarTe2SdU9AwlsYvM8XMXI1/boozHj+vqbehhmPxzB90MAAH2Lq2devsUkBKatZ8oD0QXIBoQS4DCdCgNPH09NQTLuWuakAdlszWncYvj0NMelcQc0+1Wu+YWgOsneCfS7Jk7sY6tQ0CsXFyprHxMV7W3Wd54scff2ylkMvLyzo7O2vB0/0I466vr1t5Jul4n+Wn+Rl9Rylv3wKsw+dqQ0b8+vYq1TRnZIJkDZPDTHqTocowMhDIOjkLu9BQuLpX1jSg8arukHdZm40qEnmaCDIJ4p/7+/t2QlNVJ8AwYVI4BJnLJFKgBGXm3rdZP09xE0o+1Z+pYNaPwEIuuyDkYOCuxfFeXl62vZ1dB/LPtZ6Ct3fUd97V5wUjtSz0WyqzUyCUClYODSgiNJOZZzlBUOaAgRMBSH9n3Y/D8Tl6BPcnVHLMnLF5fHysyWRSk8mkBXCsjeCebEFS4AImG5FVVHV0v38b8ywz5HpR7ADH7TPGQPYGwKXaPgV45o4xUQYxb8wH15elAydEWewXMAA+gCFBl6BLv/sse85a6e7ublNy2689hWCCzu7ubgtYudyJIG06nTaQyOa9j3lryU+Wi4CfrJGzbcxFBlcgT4lH87mc+zkGxiRLdfYZMB4EYTYdYcNPT89LkXIlyt3dXQNC0+m0fTb9DxunCE8q3PNfX1/XyclJTafTto7fcjHjpS+H9nW0FwdijjXFVP5NBINWYzCpxE1jcA5xngCTC+TVbZxD7FCDFHzc39/XZDKpw8PDJqCw/Ea2xUGlcCjragJbbjsILboWIGHSCd6eTcaadLpsVg0cKkc3bm5u1sXFRTuD9Onp+dB5AUzgtVMPJ8BZn52dtT29sRT6iBPKIytz61GUWDIZqFVOxuS3kcTm5mY7/5bTyHohB3N1ddXel3NnD/pPdu07AhzxkqBqrJLCnE6nveAhm07Q5rhLVDYGBnggbEngVNUJnbw70Od918VGGfju7u4asEznX9WJ+1IHkMJA4MTfHD/BVgp5slQBOOSZvEDR9vZ2b2MaNWZUdO5xLJj6ruefTCY9AJfsBcGX7FCgmM/n7TAPqmjjZM6ORqM6Ozuri4uLms1mra8EJIBZKYR9pUDv/v6+BazJZFIXFxft3oBpvi/Qc35+3vNn/BVRqP+b90BHivEAMddIcZxSUZbYzK3M/C8vL5tOAbAHdl2bFqeq6tOnTw38VFUDz/oqhXPei9jLNphXV1dtq98EWEP7Otqrtrg8OjpqasHd3d12ssf5+XlNp9NefWU8HjeVniBu0glYVdUQ43g8brRwHsiNRqvq1u5RXqMBocPj4+MW5CgVbaiAfjPJUJHuzfELAiYYg0/HjH7a2NhoFCl6bnd3t703itKyDZP+5uamiT4ERk5Otg6guDfnjyLEGlR1Z8Gi/zK4ZU05VZb6WO1c1poAxuTWX7IK2TBHAgRx5uuTXJkia68ACUEZ8HN8fNzGOnUFwA1KkkahqlO657IjgT1LBlWd0jbrqAJB1sRlN5xwLgMTLNOO8zkSmOVyO+AnBUpAE8cNCLJDy6xGo1HbgSvbaDRqIA7j4lmrOtWwlQMp/KuqxkqoK6qTp3jJc3ruLElcXFy0uaoeqowik02mSr95Z0FX3yfbYyxThWysUNXmqLmkZp1LioCfZFHYVd4n5+ju7m4riyW9LPsGmv3Rl1TwCbYyA+Y/1p9NaSdLDnwp/6AsJHDnOOsf8xoYySWBwBzbGtrX0151DOJsNmviJEHOJGZ4KShJhAel5eb9jCIzFfQRpwOFcsbQt0kt4G1sbNSHDx+q6jlYqi9DsBAhB5P1R8aM3uE01tcf+4xAXfUcMDjLzKCBBQFIBi5YytyrqgcA0L3EFgKeSarWpE4rY9Q4eLUwe9jqWxSj6wkMNzc3tVgsGhgyZrkVYS6RkKUCI1XVgM329nZ9/PixJ1AydoKrzFK2xD4c58im3KOq29kINWg3MU4l15xiEwCurD1nUGFP/rARY5xiQEHYM3Ogrm+sBDnvKTPMTVtk8myxqlrWngBLoKqqpqvY3t6u+XxeFxcXbV1uZuEJchJIZkafdGueHpYlBiBT8Gb7Wbdlz5PJpObzees7gVkfJJjVb+aAbJIdC145L/S3erP9s/WZfhd0cte/ZAQ87/q7pk7FOGGaPH9moWwga+zmRTIoqOoELBcXF80mjHXqI7AWVO5JiScLAZyadxgNz2htvT5VU9e3n6sNNeLXtxcHYrSgiYxm4cAg5aRSOU4TTsDjsHLpAHrHxFkulw2RWgqQiI4ikHOSMaRQiVABQrV84PHxsaF2QVR2Z+OBqmoCrQwo5+fnjVrlUAWojY1uVy5gQ5ZJVLVcLluGjCL03ql+TXUsByoAO0Yy6VSf19fX19dtc3k1Ks4ja3Vq/3a3ykyJY4feUb63t7d1fHzcxiOVojJJgMLkJyBZFzwlgJNpcGaeB2BKYcx0Om1Bk4LVeCVYE7gyQGTm4Zo2t+D4vH86shQgsplc58xJasku3N3dtaVkzsyt6jZhQC8CLZTigp1xTAEX1gkLY8clLcVmsvVU2LIf9U02JtP1rOzNOwnMggj621w9PDxsz8k/qMWnUCiZKJmqbJk9qP1WdSd3CZ7sizAN4OYPADbZ48bGRttgxh7eApxny0z248ePvdo6fydQ+5PaCYCA8E1GnyUxJYjRaNQ+Yz56D3Sy/eL39/ebjbMnu6PJ5gkU3QdoMYYSHPNvaF9Pe3Eglk0Y+KxrGFxCE7UYwWE0GjUqm0MziWXCAhaDV1fNmkk6vBTVpJhmtVq1Yw7zrFkZH2fL6Xm+rMmlGEOQqapG4co41Whvbm7q8PCwt5zr4eGh0e4cz+npaXv/quopmwU0zteSJBQeRLu3t9ecZKJsQRBDYHmLwPL4+NhOwnJvk7nq2SlOJpOWLW5vb/eEJxw/B8wRpuPkPFJZr9ZnNyjOVrZqLPP/AnCKvzgrY6c/gIuqLmNmi4BLirE4QFmSe9toBdNCBCZY5bN6Nn0viCUo9KyCUFVXlzd39B/78jdWoarLijODcW0BRnabTI8M8unpqS1JquoYkwTLTjy7u7urt2/ftnuY7wLYyclJT+eQQjlCyOl0WpPJpL03oJSlDsHB3LcnMtBlPqNozcWc6+ZNLn9Eye7s7DSVPD8hA6e4ns/nVdWt2817CGb8WeoI0L2uJVBvbGw07UvqCVLHsLe314CpfjMmsvT0H4J7AhHakwS/fLCaepYF2B6bUzbCxn2ONmTEr28vDsTowqqOOmJYDEC2wRggvKz/5FIPTpfIJlGcScwB3t3d1cePH2s2m/WCBofBMAUP1yLdz0yTk0oKfX1ZiWym6nlHKQ6Zk76/v28bsHOc9/f39e7du96Zq+qTMiPoGtrXT+hBTn0+n7ddcQSHFD6ZWFkT5VAtk1gul/Xu3bsW6B8fH1t2I8P3rJPJpK0zfnp6aqwFoRbgJBtY38M5VZ0CLmo+62RVz8FFNitY+PdisWjlD/cD5Kq6IxWrut2pXLOqO2Iyl6h4Lo4/a8kAngBd1W1TqU5fVS0Dlk2lgzcOeY0EYGw496VOMZq6fgbQtPuqakLH+/v7ZuOcsvuwi6T0gbP1LSmTzpYtPT4+1ocPH9qzAQ5Yk9wC9JdR8YCX+SuQpd3e3t721tYTd+3s9LdVXS6Xze7ZJ39iPJNq9Vnr6DO4JvBjFymOSuaGXWDb+CzjlCCPQA27kKK89eVP7qu/Zbaew9gAD/QU5mvOw7SXLJFhnYzlbDZrczPZM0ByaF9Pe3EgZoy5C5CgwXiIBygNs+6UVB5naoJXddSkIDoej1t907UZNnqWwxD8U9yRCljBEIoWSGWDgr/7pkNeLBZtgwKTk2Ast7VbLpd1cnLSKG80vGwRLZ5rMJPmVIcW6GSfuQmJd+Gw9H8qpo1VgiGUOhCAyiX64qw+fvzYC3wctc07ZEN+dnBw0FA2gOIZUbGC5sPDQ52dnVVVl1k4cICtEApVVXOsHCqRWD43VkMmvl5PY3fJOggAxkC27ECFzEByrXfVs3rVNaqqLZEy1pmBuGfWknM7S/NCdup7xs+7ywyrqm36Dziy1xT3CID6JpW/HDDbYmtAqb7R5zbMSSFlqqvVv5N5Mb7GQBBJyt2KhPVTg7JfjAs7RnsrV7nuzc1NvX//vgFL2b/574hN1xO4gQkASWYMeFV1pZPcmEZ/J/V9enraGIes8+ZSJYdxAERKXNl3fAHfiG1TTkBNZ+0X0BTYgT0CQQEdYOYzBtX019VetY4Y3XtxcdHLMNVL0xhN+NzbluqRQVEZc+5VndBEJshJM8YUtggCSbNk1gtBaykS806yihRieH6nELkOGsg9UL0yh6zRqctyQLn9oJqy2py6qqBa1a0t9XnAA813cXHRtqAEYryHd0PzzWaz5hjReeh44CIzYdmXNbcyEp9B8bse5a3sABgx3mrJBFRV1TaJ4PgFAgyDwJkCmqpqy4SAp6pue0wBvqpbNqTPjXNVtycyRw/YuBeAiPpPilEtXd94fk40KU7PLNMVwC1NEeQTBJhLxhm4tUxtXT1r6R1AK8i6LvCUlHk64xyPLDHoN3Q+h++ZsACCqfcWVJLtEGRHo1HbFCQzM75CH41Gozo6OuotszG+yeKY+5ld5zgbxyxnYAsETO/lnZ+ento+CewmFe8+az4ul8u2giJ1COkD9/f3e0ctbmxstNKTefrmzZtWBwY8gaHFYtFKTnlwBpCSywoTJFxcXDQdQZZp7KXwudpATb++vTgQQ5FoyeVy2RO2HB0d9YwRHcsRqJMIGGirqi4zUWMzAU0cdS7BHAKs6ihuNZ+qaga9XC6rqkPoSY/7k5RvZtEyOo7d+1R1VKPMUt0JUPAzNJFjyCDl0WjUHKtJnEg4qVFiLZNW4D09PW2ZNuFXZrOyggQq29vbdXR01BwNBTWa09aQVPGj0ahRyJkJpPgps6WqZ8e9WCzajkrGWGafit3xuDspq6oa3aeGpl84dnZT1c8a3QOrYKOOHNOsb1OJq/MLIgITAJDiq3T4Kaoynrk7lD51nWRZEgCh4s0R92Gbsr6sKcuuc1nQ7e1ty7A8cwY51zHHAKSq6mXrVd1SpaxLAxzAGPCVm6Z4r7Ozs95qCTRyakhSPe05AeFfVj83R9Wbd3d36+joqIkfMxlY1wisb/ZC2OizgLnxScCcVK5dwTwL5kQA5LM2NzfbVq+C+sHBQSu1sF3aD31sDiX17l5V1XQ0mATPx1cBwea58lSKLmXM6SuH9nW0FwfiXCOcyzU4sVQ5mmyykqoug01FsM9tb2+3IwL39vba0h9K562trTo6OuqJn3IZiiBh2VIqUN3XZ5J+BirW6WoZembqmiC5ublZR0dHLUOBUk3Aqu4Yt6pq6xurqtWbUrlJ8Zt11RSO6P8Upbm25xQoPE8GHm1ra6tOTk5aVgOc6A/fFUxQmqkons1m9fT0vGuSdd6WcBAt6SOHtKM79YlskLgmx1Fg8EwClw0gZOnoSk5fLVA9UMDikFwnMwdBIGlE/SXYp2BrOp02Z75uX4JGBjlN0FEi4bgvLi5qOp22wJAMSwrYJpNJy5yvrq7q7OysZWepJmcHKaYz7zhwymjZpWBsDBJkJGWcQShBuM8D2rK1DBT+nyyF4Ojdjb95aRmaTJh95i5/Cc62trZ6eoXMhAF7bBB6PIVvSdliXjxPzmsAiK3oQ7YgiOpDx7eaa+PxuI6OjtoRsT7Ll7Kbg4OD+vTpUw9csFUlCu/HNtTg2QKWwRhdXl42cP+52pARv769SqwFdVZ1dCn6TR3FJv5Z38nJAB1CwFkDsg5xe3u7LZcilMrdcqqqKSRlBHaaklXKgtCGriX7NpkBCDt3CSAPDw/t+iYLYz4+Pq6Dg4M6Ojpqz5Lgo6o7UUn2xTmoEf2v//W/mvPn2NBPslFOTbYhw84NT2SAd3d3bYxyGY+zggUKAMf4cDSySUHB+3Cwt7e3TVnOHjJgPz4+1tHRUVtqUdVtEXh4eFjz+bwFGQyCcdjY2GjP+fj42HZ1kmnl0hrlBX1tTLIma0kPmwM0MkAnIDDeglbW+I2/PvM9gpxcpyso6BPvkEHOsjLP4Zm3tp7P8hVIqqqNrc8BDVlH5/i9P9aI/esHjID75fp8uy+ZQwcHB70MU3BPNss91U0F5Vxew44xabl3gIDifsaXL8k5ZBy2trbaXga5AiKzcr4pl/skuLKV7s7O8/7yRGBZ915fWWFOAb5o7PPz88YiCeiZKasL8zFZD8/27bfftvl5enrabGs8Htc333xT8/m8+T70u/dQHnv37l0Dd6msrqqeFmZ3d7fevn3bA4lD+/LtxYHYhKMkNJAcTIppZCsmoslSVc1RopRRYr7PIJM28j3GXvVcZ/v06VOju3Kye650aLl21PUEnLu754X7aDvOGH3sWauq1a8Eoa2trVY35LQ8k3flYKqqBVvrGW2KkgFZ7U09logkg3M6fQHVe1d1ClZ0v3fnzGWVnKAMASWeoEQAM5aZvVxfX7eTnmTJuRe5sRIkUGyEQMaN45PRo8j1LRCS2WyqVTPrkjVzjOxJIMkShTHLawpwVV3pQ9YhU2VTMp1fFjw19gQ8JPU9m816y2GwBmr1trfMDMh8QXEm3WsZlrknyyfusWVs1rKJ+Qjo1N+Nl/fN6+7t7bXv5Pp+AANwy7auANZ35mMqlAGfBMH6N0tTxkqWz36tzwUsszxgjGTrufKADemnBB75rGwWAwOk0YUI6FXVgNC6yBV44YcAD6Daux8eHvbYhNzeFdjK8kNVtze550gw6j0+VxvTmATiAABF3klEQVQy4te3V4m1OF+TgdNIitca1qrOAE3MpFzRTMvlshmjtcZVz5P248ePbXIRfQkEqXD1f5Tvmzdv2kHj7rtOZaWYR7ada4hXq1UT4vgOAVkunZJppCDCuwtIHBR1MzUkJwKBu3/WyvTvzc1N20gf2hW8qp6NP+vU/mSQgcRXq1VbrmGtsqCrj/UNkV7Scq6hEYDILKu6rMT/vY+6bDo/782xuAchm6CeClyAw/Oi4jgB/ZaZGoozwURm3LnbmICeIqLpdFpV1QR1GRTc23VoBFC5ya5k/VNw9rwpeEr9gmfxrMfHxw0Qmz8Cj0wI/a9/0K3X19d1enraAGJmdN7PvwU8fenfKaoDIHNMABpBTaBcrVZtAxDPpw/YFL+R/QM8plrb3FaiIDi7u7vrHb9qpQP2IneKM/f1s6wSE6e8ou7LVs1drI6snPAR+0DfIfvHcPGp+oveBFujPPPw8NBOzqrq2Dc7tQm+AjjQCsiy2+Vy2UAKPzi0r6e9OBDbIMIkUWdR19zb22v0tGxYJry1tdU2LhcsBY4MEOfn53V2dtYCoRrqxsZG+1vGtLe3V9PptKkXTSjXQ+HKUBMVozfTuRA4AA3U2pPJpN68eVOz2aynmBbAc7lRbu9JTKMfFotF+zyqWnbG8cl8CVJsEMLJcRg5MTOYAx8ybQABqKh6nsh5hCBnYjxkXsoDqDD3smREMNra2qrT09PeUjYta2VJZeqjrF/p11wSRTzF2aDdOBgMyDodm8EfMPGO+ke2XNU5wqpq69TZRgbNrBeqeQu+CcISzGT5xaYN/q8U4FkFVc2yvFR0o0UPDg7q6uqqZaUo6Pl8XpeXl73drTAwq9Wq1ck55dVq1dZ9Pz09NS2D2v729nZb4y+DZL8Cgv7BvLB74AGtKwPnT9hKirWSicmlWI+Pj21DHddItfXj42Mribheiu3Ma2rkLFlhN7a2ttopZlmKcl0+whgI6gLbaNSt/7UPv/mbteOsu68nF1oCkzzwQ6DGSphTyW7QFPCDgEImG+val6F92fbiQPzp06eazWbNuEwGtUgCAOIlNVZGypFWddRFni7E6DKjygwC5a1ec3/fHWfme4RfkLOJnY6HQ+Yc1OSS3pFFJP1swnvWXFphIvlcTmLPhJryHfSYz3GuHLo6kECbE19NNTO+3NgiywQHBwe92pbnNYFlqLKYPHOaMhZ4qOqobzW5s7Oz3prxBEWWQWFPUKscEscIADw8PLTa3zpYQKXKMLPMkDRdBiu0ocxaIAUO0/Ht7e018RAnlaWVzHIE4azzGge2yAbYTWYjKRByuEBqE5JtAqSS+hZMAEd9DmSiXdmw7DyXHaXAyDzEagmC5knOG9+RKY/H40ZnZ5+mmAmLdnx83NbTo7TZw2q1akcmyrbNZTZEza/fiRgxBQIvEOAZgVwMEfCAAUlAKgtPVozv8X6EUZYfGnO26VmwD6htpYzt7e3esa36h9iNf5TQ8J2eU78C+clgGb+NjY22BSZbMe/0w+dqAzX9+vaqGrEsL+sNibI4CLRJVfWobMYvkKdTZnAEK36e9VXOJSX5JqsJJFPlgJLyhdQ5h6TbBSkTMAM2B5T1He+btR+TVnaJLhNwqY191/PJGGUIAoXfz2azXh9wSpyi73gOVJgmM/N+An86ylzOoY9RXxxeZiL2TU7wwrHYbxhiN9YZPNPZcF4CEPU65kLwBz5yy82q7mxiY5xOWYD3HEn/o4JlKz7LeVb1Haws0L3XlcoABacuyxKozSHP6vq+mzQ0UZig7XMyKp/jwFPzYC65B5DIDpUDOHDK+AxEGdSScjcXsDiAN9swJlm7z+BufnpuTAFh4TrgzbZun3lQSWoj2KGT4YAmwMi7y66xO5kEqKuyGeCUzepv759lkewLZSWq9Sy9VHXKfJ8/ODhou4plaYQvzbnCpwKR7HIymTQAngyD5tpD+3raq1TTJhWnsFgsmvEQJlBTo+FSlKGOmFRxqjgdwICSkqGoZ0L0Aq5JCe1nTVrGxpGkc3bPqmrn56oJCX6Z4aJrEwhw7t43qTnPiRYXFFerVc1ms7ZsReB0tqp+EFSz7swxW3bCgW1ubvY25hAMdnaetwx0WAA0L5BXPTsMyyiADPTbZDJpAdEuYlkP5wBlKd4va11U8CcnJ406ruqcNUeeghuZ88bGRrMj9VCZex6wwCl556ouI8rlHe4H9LCBZGIEDE47bTDpQNmtYM4mOEOB0vUz8/QzgE/QSQEkMJF7B+d9BMVcAsWZozGPjo5aZukdjo6OWi3TTktV3cYXnkewPzo66r0LYJBrmGXXggH7x4gJRK6DLUiBpTHLZXT6Ae2N1QCUlK18zruu19ixWuwst2g1T50N7NlT1JdA1/gmePHvBI/m13w+b8v7bm5u2vab9CFbW8/nlW9udlt6yqRz722Ud9av3Scp8CzZKENU9Xfay+t/rjZkxK9vLw7EjuRSfyQcchZqBi1Gdn5+3urGMkEOLp0Yh2ySb29vt5pz1XPASLGWjSzs4OT39/f3vaUhHN7+/n7LRjOzyM0NTH6OI4UpSREKGH5vopoE3lMwtbvNeDxutKdJIEM5Pj6u1WpVJycnvYmLcpQFmkSLxaKJobKODXGr81mfLYhk1p8Zv20mZb1AU9WzM0FNAz+cqACadUPft8e3Ptja2urdRzZNNY5GY0sYERmAvpL1CZbqe7JaDiqDR1KqSaEDdHZQS5o1a3JAGHCTmdrOzk7N5/O2neDe3l4DT5by6M/UMLB5fel5sEqAogw2a9v5TqlzABhkQABq1rcFDyp5Y7i1tVXz+bx9L0+0yvX7bND3EnBUVS/YuidQmrR72hQ2wNxI6lyWLngJRLI9parsP3Tx5eVlzWazBt70TQqi9FWKzfgcfUHUmMpmSwTNk8Vi0a4JoCihmRfYEAH56ak7pMI92duHDx+aPT48PLQzu9ms/s9sO8sCmDuMIcCRLM3Qvp724kDsfFmGnZRsBj3Gfnd311t+4fM2eefUZTIQ8f39fe+gA0ZsosoUiWvUg2WtJvvt7W0tl8v69ttvW0aptqU2h3JMJw7tEwFx+lSvnEZVV5sUBFMRWVXN4XBSMjH9lcKK+/v7ViPjhNFmsoFc++l6NgvwDJY9UXrK3vSL91cPvL+/b9lM1haz/npzc9MCVQYFVGpVt9FJOglLox4eHtp4ARWCCUYCXSrrce3RqFOU5k5g+k5ASmDgZ94vlwTlddlqKnBlQwnQ7CKXQTyZE2yQrJ0dZo3SeKZ4TRDQ/wk8BSFZI5s292TQMiUMRS7X8ZkEJ0nNVz0HECdjERahYBeLRcvYfD/ri+PxuCfmSwDBxr1v1s39HEjxTrl+1/tb5ma7UbVRcxBNDNxmjdaz0mbwNcZBDTf9jN8pDwGGqZj2vJYAJkB0P77RXLu4uGjrgfkRJZZcpnlzc1NnZ2dtLTyRp/lT1d8cKAHr09PzYTGU25ZVCb6yfgH8c7UhI359e3EgTuUjWovzYKBJPct+oFTU3XQ6bRPJBhwQdlI/KfXPgxRkwxDldDptNeKsLxGbJLWoZpkqYhkVNA5xQpUm8Xg8bgrXqu4EIShaIOTMKDOhdUGYk+ZwqEFtbYlS5fSyVpn0sHeU7aT4hQDLswAy2AJ1LfczllA0h0IRr2+S4uUYDw8PG3hYr30LoJwXapqIbHNzs7eDkeBd9TyZj4+PazKZNOpfvVpGsl5DNHZV1WwmMzGfT7oR1ckm2GBVNapyPB63PuKsBXf3FGSqOupdP2cAEDT0dVU1AJq1+7w3Qdfj42MDWsY5yzbKBIICcHpzc9PAr9ry+uYmsq+rq6sGntUZBWvA4urqqgkLBalc0y7AmFvm9+3tbRvf29vbNq7YE59zH32dmV3u4AbMWgKJUUthmRPJErBnmU1fCMrulSyLcgxQBIglKOBb6DOMveze3N/e3q6PHz/Wp0+fajQa1du3bxurJOM3j4FYz0KYVtU/1tAzsndzKRkJ2Ts/4ACWoX0d7cWBmAEsFouGfGWpkCeHnceHCeAoqFQ+Zg1rNBq1PZnv7+8beqzqzpmtql6dTXZnxxgGDx2avJwgqk7mUdUJNPJe6CYGrc7EyY3H43Zcn35IAQ0nI6hB91B0VbfhhmCYWUduF1rVnUOa1OabN2/qm2++aY5AHUhA8BzWAVdVy46rnoOQ/Z8zq0RP5+TP/XhNbgEDU4BST2GJ4AIUyWg8v88Rsqn5caRqxmi9DBpqhw8P3TGYGWj1d9Y99dNyuWyZnsxBwOAE0dO+x3ZkSuwoNQtsLOfLujBrPVh4Xpld1pCNjQyNMwXIHHyQ8+no6KjHHPm+9fVV1ZgBtp9n4Vr2dnh4WNPptNGZ5+fnbcctAASQBhYFAYBNkNO3ykoCnEzt9PS0BTl1XrZhLgKa+puKmV3mmHsGrEBuh5rjpNz1ww8/tHEDJjFZ/IzMN0WChKnG2fxFpfNt2vb2du8ACTZBA5G1folIsj3mkmulPfG3ucGMvszTpbI/hvb1tBcH4lyyRPUoKNkBKeuqDJ7BWI4jGN3f39fR0VFPsJL7RKc4Crqsqh6yJEyC1jk3SkJBUGbg82jRzc3+XrtVHQqX1UG7Jj0DFig596ruiEPZiBqW7zoAHepHf3oHIhKOPmtWBDjYB5mHYGvLO+8liCSK5+wJxD59+tR7L47VxEVfQ9Vouqenp0Z/meBPT0/tffQl57mxsdEyKLVrNW+OQ4Dm6ATAfOaq6mUZlpxl0H98fGx77VZ1SlNjCyiko8TWpP16dgAr1bhsWEaSQdcfNUJ9pyxjAxVj5Z6pYk3KOdmbdUpahkRPQWjnuTl+2Xtutaiub+cy6/T1NxCofm/cLfdL4R1a1/0BIyAh6/VKD/pbHRVYw7gl8wU0ymwBafMbe2OczMcs/9jVi7bEuPIN5qpNd/Q932O+Ac6yYowcH0lHkEubACVsCyEjX4N5ACCMUYKv3PXPdVKsxsfmagrgoqp6y9qqqqeiHtqXb6/a0IMYJbPAqk7YUFWNEvX34+NjLRaLNqG2tp4393h46B/inbSnoJ4OWm3J/e7u7trpSrlQH5UnIFvycnd3Vx8/fmwTOgVVsiKoEuX78PDQ2/qR03awt+fl3DmYrNnoK8ga0hV0KJpNWqAkxUJoe0rIXI4AmMgcqp4ZBbXsy8vLtpzrxx9/rL29vVa7//jxY3tvatrb29uaz+e9Or1+NfHRiBkgchlI1iUFSZRiMiQphFI3ZF8+s147xRyk+paDkXmlEMnzpvDr6empUZayx6wPZha9Wq1aFpjvIwgDFJnhpG3YmlQQSjuSvRl//SPbJRLMsganTzypDISVANQSJLIhoMF701EITBcXFz2gkOI3zj+pe8+FqZHt5neznmxcjRXAmXoF80R9OnUSaPgUKKUQTZ/yO97HPc0Fn3dfICjrxvZnrurKJPzI8fFxT9xl3LwfzcPm5mYTtWadP+394eGhrS5ItglbBigBGWzS+CsZmac3NzdNtLmu2+Cf17fd/bnbUCN+fXvV6UsmD3Tm3xsbG+30JAbIAWxvP+/QhA65v79vTlB9kYMy0SBjKM5k83u/cyC3em1ucpBoWCYjG83aNgec1JNJ4XQU9U4TQuAhMjOB0ajoTQ7VROfUPYssQnZUVc3ZqjdzPLJoz67GXvUcoNLBzGaz9kwpBlEvd3RcVTUFKnpyNBq13Zo+fPjQnCt6E+WnnpvMgMxVHwI8nMLt7fMm+5bW5OYrsrvMCPSZsWFDGICkyI01UOf5UsmaAiJq1e3t7WaPVf2lVfrDWLtH/k4Q5Ygz09dPgGHab84PoCdpbO+SQTNrutgOwSqZjdxmcTKZ1Gq1qtPT0xYw1X0vLy9rsVi0PsUouaeMnSNPgQ9QIwCYM6kdEaCAr4ODg57Qz0lndpNDn4/H4zo+Pm5L/aqeg+T79+9boMZ00FzQE3gOwXexWDTAIRjpB5k0pgzIuri4aJmvZweuRqNRYwTZxnK5bAwJG6vqxJTJJAD69Bop7DLvMCgAtvHx3nxH1bNwy65pEglJUrKNAJFxSQbm525DIH59e3EgZlxJP5mAq1W3K05O4qyJWgN6e3tbx8fH9eHDh/rw4UNzPJnV5Bo/RppHBHJIlsKMRs8HMTC4pJar+vRkUjKuk3RcUpCEHRwL54euRkXpH5lfZoQyu8zmTHANwMk6aCJy4MTz6leMhH5SE0rEbdMDmVDWHolfjJnA75nOzs4aKPA+ibBReIItVTNnYjyMO0fPOWWWpcmyTGZbNk4mk+YAs8aadXQBT4CmfnZGbgqzqrq1w2r/+o5whn2rz/sOkKPWjfbElMjI9YUxA1plVpm5Glu25Llkp1XdudpsnF3ph+VyWdPptJVhjIfAl0yDd0zgkap5oiPP6l1cz7I8rImx9t3Mnt0bW/D09NQoVOUENrxarerjx49NjQ3UVnUHz/i/0gS2DpjwboKrpWPuhQUx/jb9kF2aO+ZRVbUd39TGnU28zhTIWvmcDx8+tDmXpS0shmwfMMvatoNhMIyAYwJWZTnsjDKFUoR7mjf65o9isPzFL35R/+yf/bP6b//tv9Xe3l791b/6V+sf/sN/2Cvxaf/23/7b+p3f+Z16//59/Yk/8SfqN37jN+ov/+W//AWe+rm9OBA7Okt9jxo0M0P0mN+bNAKNQPT09CyzV5cU6HLpCnqFSEp2h4IajUbNOTsphSIza1xVnXNPkUUuR5AVcL5V3SRXK4TWZR75fiatd3Afji2FXpzIwcFBHR4etkAou4WKZZH6zCTNOmpSmijrqmrZ53K5bOtzq6q3lMqzAg3EIhyr57V0R2lBHV+/OC+aY8iMn2MipMkaGgcjOAjcyUykI+dYOP3lctn2Ks/MLfsYVQ1EyHo902q1aqcfGa+sXaIuq7p6pMw8z7He29vrLdNLGhZ41IdJPabCWV+xGQBoZ2en9bGNOB4eHprNZgaORWFvwKHxks1Vdet9M7i71ubmZh0eHjZhGACTO9HpVzYDVBgjdVTAxpxSM07A6P9qwRsbG21drmBCpATM2P/Z7y2v40+wN/xGlhUE2vQpsl77awP/uf3ozs5OHR8f13Q6bT4ggys79+7rLAb2hz17J1oP4+BzhLEofHv7o7/Z1ObmZp2cnLR7+b6xY2vn5+etdGeO/FFqv/Ebv1G/9mu/Vv/lv/yX+vTpU/2dv/N36u3bt/W3/tbf6n3uP//n/1y/9Vu/Vf/yX/7L+rN/9s/Wv//3/77+3t/7e/Wf/tN/qj/+x//4F3n2V2fEDJCTUL9LB1/Vbcieil3O1Rq5FFcxmDzLFoWp7kd4ZOLP5/MmzJFxJZ0MlQpE4/G4bWC/nl0IxCjLdaotn7WqWtAQ9NVw0tHJvlxrb2+v1ZqyrgoU7Ow8n0Zlsrqu+0L4v6yufHl5WdPptKH/8XjclnVk7ZGDfvPmTX369KkHKjivVFI7hEEA4LzVLzkUgQIdCpxgGWR3du369OlTc9zGSGZDuVvVCV2wHLlNIIBEjQ8kpPLWQQFZr2U/+/v7vW0p3Qd7wS4J0e7u7hpwEghzGRxgkerXLGd4bgEgaX3XSNU120pwYA4eHx/X+fl5o2M3NzfbznQACvsD9IAu909nnqBKhuZ9BTLvlCxCVTXQYL7kfHp8fN6UBkgAJvmPFFsZF+uq9fFkMqnT09NmX+/evWsloAzWWafPteDmXwIfpRj9K6B99913DcBUPbNRe3t7bb0+WxuPu/OIzbcsg2VNeJ350eeeGRNgfgHf1rjLcl2XPwJi8lCOjx8/tvfJ66Gzgao/au33fu/36n/8j/9Rv/3bv12TyaQmk0n9zb/5N+t3f/d3fxKIb25u6h/8g39Qf/7P//mqqvprf+2v1T//5/+8/ut//a//bwRiDtnyFo5KsII4BU9OPRfRV1XLFGTPaqA+516pupQlpyKQganjcLR5iAFgwOCTMkXp+L2J4//Qs0nNofteokrX9pwmfK6ztpSK809Bh6zFzk6yXBNaxp3vn4K2qmoTPbN7qtukjHPjBo5QoOM0BP4MfugsQQSi54CprvWtGnIu5xiPx23dtL6XQWjqxTKO6XTanHuCGH8wHEmrC1roVXsj6xv2mdmyPvGuKbzL3aXQgHd3d416nE6ndXh42MSHQCCQwT69k8wu7RJ40M+exzzxfuPxuL777rvWRzkO61ku+9BXMnW2srOz02jmXAmBktdH+hUokamlhmE2m/0kGC0Wi1aKEbDYLZ9gnuoP6nKgh/8x1nQDVdWCKuCB4WBP2Te+kyxRlor4DTY5m83aFqs5x+hZXI8f2N/fr+3t7frxxx/bMyYljhkEFGXJwLAA+8tYRDabtsVuzV32gZ2RUABWbD7p/c/RvgTt/d//+3+vP/bH/lhvX/5f+7Vfqz/4gz+oi4uLxpZWVf36r/9677vL5bIuLy/r22+//UN73vX2Kg07J8jI0UhJz1R1k4MDsySBwWcAR4km1ZoODwUpm0LjOP4wkbC6Si7v8R1KxnTgmeVXdQYkEEKlqKSkUTklQcYkXhf56B9/C0gCrEwl11p611S8cjbQf9b7jA1ULZChtExCGQLVKQeQzyiY5lKlDJIcgs/mki1oPWl8zozDRo9ykMRMWgqexuNx24gin308HregZ3zu7u5aNpZZH5qc86JExTj4XDIB+k2/oi2TEfA+grtaHdvVF1XVQArnKxPGViQ49C7YFmKb1Dig9wkk0/7ZLoD7+PjYWCng1nMJilYvuI97yvwEQyDNWuXMvFDQ5p1nYodsGa2aDEFVtfHFzNzf3zfFMECDccI6AZJ+l+MuAAp8RFjmHQrefJJV2sEKe0aQSgiaQENpbjKZtEzZMjDzAtPg3c1tTIhgarwJW42HPsqthGkR2LQxylpozi/zFRhJ3cEflWZf72yC8tnZWS8QZ3t6eqp/8k/+Sf25P/fn6i/+xb/42Z/z/6+9aq9pu8dUdUd0PTw8Lzk5Pz/v0VMMVpDyPZOfsAYdzTDOz8/r8PCwt2RDBuFzkKSJQWyhJqVO5ZkZPRBgYkKVEHiKGNCqmcmbAOgeE8OmB9C4ICfges6sJVM2Q85nZ2ctCORaXU5zNBrVfD5vwYUQDCXM+a6rUzlfyNn7oOFTfc2Jyj6Oj49bnbCqelSfcUQHp034m2NLp1RVbVIAUpmlQvyem835rODAqQg23p2tYW0EHvQvZzWbzXrinsxIOa20m6pqgSaPoBScAAy2aC1s1lVvbm7q+Pi40eIAhtKK9wAysUFV/e1SU5sxn897NmtOcb7mlJ/5jEAoWwbegCSiI7a7Wq3q//yf/9PsvapakPJ8bAAABuKAU+PKPozX2dlZA6DGdTQa1XQ6rcVi0VvupnbseqkZqaqWWQt85g77Eezt7Iay9UdwZyc2IPLcbJGN8V+pVE8dB/CHzcv12gSZx8fHjcHIpXRAHgaKTZmnk8mk3r1715Zm0pf4nuTh9va27TNgM5dc7vhzty8lBHttln9/f1//6B/9o/r93//9+tf/+l9/pqd6WXtxIDaJZKQcm9M/qrqsKJd4ZP1jXcjEWNWhMnNGn5nMSc1mhoQeSqUp0RdkCYGaOFC0dzIJsobtMILMBkzkVBJnDSprcJxAKq3R1rkZBoRvba8JriaeNU+OI5e06OOqbkcqS5LUD7OuLYBvbz8fCKFMIKMQdDxnVScmUVtOOlU2klQZR6TW7boySltfAkxV3U5C7AgISUeeda+kswECwZgz44SwH3aaOjo6agHR+xtPoKCq2hpUlKPnJQhinwIWxic3HQGM0v7WSwLKEkDIOvuSwEOAsdxHtmWOpgpbv/kZu2c7tAlO4PLz1DWk+t9nktKv6k4wE2DMF8+gzKF2/fDwvHwMvWuJX4IEYDZLJOr92YdsEOi1dhbrwA5TDGoeAPP2uE7GLun5ZC2sMWaLNCrz+bz5SkGTrbDB4+PjBrSBxLu75/0QaCfu7+/b2mNJgu+oXT8+dnsy5BLGZIH4NDb16dOnVobIZWh/VNrx8XFvDKqqgdTj4+OffP7m5qb+7t/9u3V9fV3/5t/8mzo6OvpDetJf3l4ciFOdiwJLBJJ7yJpY6SA4ANlbUqr+LygmkmbwWePxHNbZZVD1rP7Pcec9UrnKWNXbvEPWllx3Npu1ewmCmX1YHiAAZS2XECYpTwiZQ4D6AQ+KZSBGf6LZ3D/FJVXVBDJUwYKhbMVk39jYqPfv3/eWfgAtNjvhlGQrGYj1Abo4g64MMLMrdXaqWKBKQPLs6p6z2axlLkmDctpYEHbBRvMkLMHPmKPos8aeoEuGL+gaS9fg/Ku6nZvQiFXVts6sqppOp+1dOEZg0bPkEhP2zpaur69bgH966k60wgJ4doxMiv+Ojo56S1X0YQrszAt9lJkrQJOlAwrsnKNWPqQKOnUR2CbZXlU1QMRus+wC5LAF8zcpdYI0Wgt9aP5hpjIztPzx/v6+KcsJ/AR7JTL3ODg4aPYHMOcyI88MTCobpI1ip4BtPtC7VXWHa6C/U+MCHGCasgTAT6TPSR2A2r55pzSXz/w52pfIiP/0n/7T9f3339fp6WkLvL/3e79Xf/JP/skmANaenp7q7//9v1+bm5v1O7/zO591c5OXthcHYrVXVO9oNGq0EaPkuDl0jotRJj3IecrukqLk1CE8k4MTZJDjcbdOObPV6+vrtpzHaTQcPONEqdudK+vFMtjxeNz22wUsoGfK3qenp3YMIYeB7kKvPT4+9o5nFECIUba2thp9KIDnhh8YhaenbkczTq+qAzrQvyBLlAXgAC1bW1u9jReqqjlAmVBV9cQzHHX2n5qo+6Zy1Lii1TAnsqGq7uSYqmpASXZZ1V+zrm4oAE8mk6qqdhIXJ+zZLC9Kh69P17M6NuXf7FN/sys14VyWhNpXF0xWhgP1TJkNyqQShCR9rCRgXlR1J435zHw+b4CYfVRV6xv9D2ioKd/e3tbh4WEP8LouAJCn/dilDUPj/fSLbF8/X11d1Xw+r7u7u5pOpzWZTNrmHQnglUc8k/3Z2UDSw/qGD0oG5v7+eSc5GeVq9byBiUAm+2TL5t/GxkY74chcWy6XDTAL7kCMMXItc3YymTRqf39/v+2Klj4LNe13o9Go9YV5kGKr9ZUMbL2q6uTkpM0xY6JPkzpnX1kK3Nvba9qcP0rtT/2pP1V/5s/8mfqt3/qt+sf/+B/Xjz/+WL/9279df/tv/+2qqvorf+Wv1G/+5m/WX/gLf6H+43/8j/X7v//79R/+w3/4KoJw1StV08vlsmazWdu8Q0ZJkSoDQI0IlBCSegoUzQg5Rc5AtsCpZYaVwhXZj0CFFoe+ZSI6G/ImIEMP+xuah2ItpVEng+Rl0wk68vmzFlXVbQEpUAnYSfNzht4ra7FQr74CTgAMoAHy9Wye6eHh+Sg/9aXcxjDXN2dNHA2nH5Pd4ADVmwSkDAZAWGYxgoqsW2BM6tnn1PgJ/mTo+uLTp0/tWdLJC5h52hBQwOEBN8mApCqbI9O33pOT5YBlkwmS/FuZIwOxcRqNRk3o6LOpoEVZ5p/crCTV/Oqd3v329rZ++OGHOj4+bg6Y7RljIC7FeIKfNdFV1d553aHL0i21S1YKC8FucxcqY6mf1+c+cCvTxHYo67i+YK2vc6ta9DPQv75vdI5vltqyXo5aXtcGVHVr9GWv5mn2UaqUgSflAUFdwpEMizkGdGbdmXDNXAQizSGn3aWP4R+UtvQd//JHrf2Lf/Ev6p/+039af+kv/aU6ODiov/7X/3r9jb/xN6qq6g/+4A8akPl3/+7f1S9+8YufiLN+/dd/vX7zN3/zD/25q14RiE16jnJra6vevXvXaOhUQT88PNR0Om0OXZARAKuqIT7IO2mXVPuiWxhYVX+jeVSoDEX9ROauzinbu7i4aMEYGEi6T93FZGXwMqSkifMgjFw/7RlRjBwdZ3Vz83zmqMllUqIWHx8fW/YomKX4Qj9Vdesg3fPp6amxFxxSBrUEObJbdTVjhvJPJuHpqVtT7Zm8X1X/oA99x+l57szcjasN773L5uZmo9M5SKKgrHGyE9kywJRUbtZXc82x58IUAF0CkO8mzVdVLYjIvKo6J600kyr4BGJJJ65nwkmbsm394Zn0p3nj2c0VcxA7QGS2vr0mB13VsRDmDlBqaRlmxZhZo4+q1Tx3rkqo6g6y8H0MTIqiciyABnVj9qAskjVnoES5BMuTNK2+Ze/JfKArBcqkzvUJUJECLoG9qmMczGHbaAJ17GZzc7OVLJ6envc5B6zTRwJuVpxkAsD/snuaC/7OfehsJDDey/d3dnbayXGfq30psdZ3331X/+pf/atf+rv/+T//Z/v37/7u7/5hPdKL24sD8bffftucN+oWemTgVV1WA8na19jn9vb2msFntnR1ddUmoJqJDT2qqlev1AQqjt+kgZAfH5+3r3MGskkKYZrMKaTixCDl//2//3dNp9MWyDyv+2bdkpOT5XKMWYc28TlbTpggSDMZl8tlb9esRN6CX4pLKNfVxahyUWOezXP7XYriEq3LVjliz8Wp2P0nhTX6p6oDcJwm0dnJyUn7nGChbzN7m0wm7cxWQWk6nTaBy+bm8yYMggwHy5GhHdlQ9ptsxji59t3dXaszoWoFhnXhlJ2XUgQkwGWGTjENyGTJYL32LIORGduow/xKwVouQzNWMu5vvvmmZT7AamaWgkbWPZ3wZU2+z2WJgA0QQNECAJBOMNLfar+CNzBk69HxuNv+03OyKXNBsDWvfGY0GtWHDx8aqJZJJ4NgnFPoyCaVFmzOwSYtvTPngJWnp6dWZslMdr1+DlixYbVfoDpLHyhy/8a8YLckFMaCLab/rXquBeeGNxsbG833meNAyNdCyQ7tub0qIzZZNcEFPZtLXzIAy1SyFiU4MQwOfHNzs1HIAo7JnMsUxuNxnZ2dNYcvwJusSXulSAZi5IwFP5OEw+PsdnZ2GvXOYSX9lbQYh5KgxLN4N9RoVbVt66qqUVo2o0DDuk4uxVgXOOUxjUBQ1uEEDDVu/eh9BBcgxGROoCM4u+bd3V07Hi+V3d5LtmpdMkaiqn9eMDUtW0KXuob6pCwDaELHJr0oqMma9AcHi2XQV7KeqmqAxb/X2Z/7+/t2gIC1obK8w8PD9l6AljnDltzPM5kLu7u7zWkLNr6TQKiqyzCz3n9+ft5TB3s/z8uOMTvGOqlhANbcNqYp8jEmxmG5XPbKS8AkwJwgRRCXUSoxCZD2tQbyzW9Uu74VjPzbc6Lhs7+ydASUCoz+r2+qusNPKNz1VwZtz4eeN058g01sgC1zLGvOmXzwjwmGvGv2ada07U7mHS8vL3u0NJvmBwXhXGWSVPvnaF8qI/5/ub16Z62sP/o/Z41WNakF4aQHKQuTXuSoGBqaKus+gnIKW/KIuFyyIZAJgIn+BSJONOssJrmsw/1M2uPj497eu7IvmU8KJzjl6XTaHBOxDwU15abaRQZwjjADGETOEZi8MqZ0up6z6hkwqW9z2pyg/hK8bNIhsKbCdWtrqxaLRXNQnKaALJtMtC0rGo/HtVgs2tgARwAHIOOZqHrR0v6dtLFAxqbQsgJhbnqg/x4fH9shGCnk87u0uY2N5xNx8jQe2U6eaQtQGMfd3d1eFisTzeVP3kXAXa2eDy9ABwvowK2ygWasZewAigBmrLAlWAxgMYGt/jT+lueg7TNIVFWzlaru/G7Xzjp8qpA3NzcbOyHrM1Z8A6FUVTWxmqDkmVIDwrfwJwBNAiF2lptoJONTVe3e7MAc1DcJnL0zIJ5Zd9Z8AVr2me+VPtIY8A2fPn1q1LJ3Go26TWYITM0ZgJhtKRtk6cLGJKenp+3zCfCG9uXbiwMxRzSZTBqdRNSE0lRHYWgZgCmLM8ByHpSQnK1MJIUqVV3tDtJF81BGynChVksnTDhKbo6HkZsIqMCcWNSX6maZCVPvWjOKZk71aU5QmaQgCmlnPVL/qfFgGgTOdD76Ss1MtqZeZjOVZB/8PrNhS2w8o8Drz8HBQe3u7rYN8QUg9KhrAg1JQ3NsgAkBXa7XTOftPVPNngI0Afv+/r69vzpaburiTwq82N39/X2dnZ31NqFAUfqen83n87bn8Ww2a1mdgDwajeoXv/hFG0OgEf2a4+vfMpN1YdzGxkbbg1vWaC6wCX9Pp9O2/7L75PZ+uWynqqu/s72cR0pLbEstWDacG7IAF4KmDFOw8G/Zss9kSQWIliEKKDJ4ICh37mMLAp0s3vNfX1+3QxEwasoTaRcJ6gFbfeGdU3gpgCYVzY/oWwDGvALSlNVyyWYKwvzc5xwvazxzTwXAU41asgAoAxh0DFXVW6KXLBS/PLSvp704EHOQuf2g/6dg5ePHj1X1nH3IBgVI+/XmMhQL0h1QsLm52ZxmBuhUl6Zow3NBj6gbk3UymbRJDxlXdVvPMfTcHCPXPboOpwlNb21ttc+5f1W3H+/NzU3N5/M6Pz9vuzgJVJyUdaLv3r1rfXJ7e9ucl40SnB2b4jHvJoACHRp1r++4p3FI5y9Y2alKsKiqNq76Levpo9Gozs7OepmTxrHv7u62DTxkgbnkjFPTd4JN1gvR8hxjUoF+pn/R1d9//32Nx+Perm2cOCekzghM6AvjvVqt2oYM7sFBA3ds0xaJsifjNRp1B7pjRYA5oAaYFAyssQaWBBBBwxxwfXasbp6Ufq5NNXYJVDy3scsyhOyJDRkXpZ20f58BiAVIYDWXyflOlkQABaxZLhHzO2yJ0kvWZJNqpgdhGyksZKv8RS7JwiSh1PV1VZddpz9AK+sz7IX5llv3so0USxpDnzHPnI/t8xISoEU/Ar27u7ttPwB9xHcB8t4lWbGhfT3txYH4m2++aTRhUjyMTw3CnxTXZPaDwnt4eKjvvvuuOQb0LqSqrpSBN1WZkKoskOFVdephkzcpJGhRdqrWhIa1Ntp31BU5ZsZc1dWVTFqO0XIaz5wHfqszcQbeFQDIQM9p24FLy5qbbFEQJZYRmGyEQCW+vb3dsny1zbOzs9bXkLwD56u6bDZFWJwcpO1dE5hwzN47g0jW3tS3OPSDg4O2panAm7W1qm4TkXT+aXPs0f1Xq+e1pbI1Tlvmy0EZE7Vb33cerEzFHLCOeWdnp2XBanWCj4xQEJhOp7155P2xMd4z6/SLxaIHiDLg6TfPia3h/JNtSSAig10ulz2Vvr/VE81p4+Ze4/G4l9nnmGJELD0DbM3PnZ2dOj097ZWjvLtxpZT3eYHH/EsFctacAa91oRmQBngBKPv7+z0ArZ/SZ+Q7EVASSrmnftCm02ljYVIoxv+Y70Sp2ADvnDVs78av6Munp6e2AgMYsTe269E88NefOxseasSvby8OxHt7e+2PCfnw8FDz+bx3/JvaU9XzFmMmI6dDvUc8oZaVm9wLoOhjAihUFfosHVVupp5rJS1LMrkYclI7ieA5LRNQMKjqRBRVXY3Ohv4mbdKgKDFrD7/99tveBvy+b5JZpuF3fn9zc9NOLDo4OGib9AuyuZ9xbnsoEHPOaGHoOoUrnmm9Fm9JCTDBAaDeOf/1Oq8aqQzBe8nCqrq1xbI347S3t1dHR0c1Ho/bebcyEEBBPTDrtlmucFa1c69Xq269a2YhMgPvjmbk3JUD0PsCmqV4MjN1OzbsWcwdATfpcWOcFH1SyTImNH0e+ZlZ5PHxccvuHAHnOQA5CtrMjBKoAlXmGPApGJ6enrbAwy7z2Eog6ODgoM2vw8PDFuRcr6o7D1zd2zzN2q17yfazbJEHaAjwKepy/awXA4mTyaSNf7J1lg0BMdYSp03SC7DjtAHN+2RZTskrl2+yLfYnaKYKng2yIaAXSKiqBthdMwO4wG3OK519zn2mPcfQXtdeHIhlKZBp7syiTqG+KOPgdFJQk5NxPp+3jSbOz8+bOIMRQ+xJzzw9PfV21iG62djYaFlAUji+L8sTGFE2UD+nhcpK9ac9mTkLwZyDk6ELRulEk466vb3t1dagVmg5+xBFaoLmJJY1pjIZ0lavFQD39/fr6OioZrNZy0wFBbV3QV127j5VXeZlLDl7/cEesu4k289s7eDgoCmNfU6wcl+q08lkUtvbz7scvX//vtXhk/UACGVFnHlV9XaFStoVnZeUuIzOO8gE0dScadLknL5n1pL6zOUnAgmwKGMGkNxXdm8fZnSqfv/hhx8a1Y7xkKmvU87mhjmFVtcEufG42wgGS5TZuMDgYBL2rJ6aLFSCdNtHYoAysOdcxBwAq8ZOSQpAF3zM2aOjo56yObNkQSgBUYJEtue5jVEqnGkG+LY80Uz/JEuQeyiwecAmxYPePftXvwCmGVAF0sxksU0plgSyZdlXV1dtuSFQblkZfze0r6e9OBDLsgSa3d3d+vDhQ9uJirFmEGDkVd2pN1XPk0DtUBA4PT1t2UAeIgHtqt0k/aPmqW6VTrPq2THmEguT0YROZMzoMwhb+4iuorhNWi6z9xR9cB5VXV1V1nB6etqyKtfJuiyxjP/bD1d/yODRat7HfRP15lKiquoFDoBknTZOmi8pzdzYQ3BR/0v1a1V3JjJK8OzsrN3Pc6VAS7BAGwrErpvrbY1timqSFuUYOdf1+jmbqerqxsCJrFSw4+yUP7AfaG7j6jqyv6pu+RKF/cHBQc/xc9iZvQI4l5eXbSkN4MeeMAMZqPSBLPDp6alHz7NvwFHGRYQnyGQWCcRgbcy5q6urOjg4aKBAHwjYav3o/mTF2J/AnAIvf+/t7bXlhObO/v5+U/sC7q5tbhsHwUxWrN8eHx/b+mbgB3jWN9g3QMk8SBbBPHftpHyB6mRgsCp8n2vyo/pDdo5KJ8zDOKXuwlzP37NfY4dh8LwSGoBgaF9Pe/FoOMmCs6uqnnKRk8pslpGmGMgWeo+Pj+18UE5Gnfjh4aHVcwQvyuGqboF/1lhNpt3d3eZIGXwureCAoEOZe05Igi/PQ2yUasd0frncR2BO4Y5MFGKWPQgu3hf1yzkKVN7B76i0BeOqas/umYwVB8hBEYQJTI5j5NSyLmV5D4DEQdzf3zfa0TPppwyKHKFnEzw9b9b7BDGZ0HK5bGBIkNPu7u7acX0oY7VbWbq+TBBBsS4rSxAl6xB00Oqj0ajevXtXV1dXrfbOthywIIBybmzJZ4FBcyZFWqNRpyAW1JQonLGKth+NnjfqILzKDNdn0MYJNLBJWYYB4ASnqm5VAke9sbFRR0dHzb4zy1ytVm2sZPgCknnHdgAKQQSrwD7MF++edL25KKgQubHlVBVrxs/zCILpvzIgJ5AyJzUqZr4OMPIdCvoEMRgToFTfPj09NTCB5ZLFJtOX/ixXWLAdvsW7yLrzflkqUp6oqnbKm/8P7etor1q+lOdu5gHrVc8IzPKJm5ubWiwWbYJxjB8+fGgOQEaQgRLdgnrhZFG6nAOECm1yhlXVM8zr6+um3IZWbdCxXC5bMMsa8c7OTk2n0x5dTL2dWQ8mIIUyKcLiKLMmVFWN/sp+c+yZd4Z03UvWirp9fHyss7Ozhm5dB+sAsPwyxe3FxUVzqsQdAul6kJAdQtkcxsnJSaupCc5Ygzwqr6paYPYc+lFQOzk5aSCFI/N+yhmyIOM9Ho/bWa6yA/eUYRG/CRzG+PHxsZ0ZTHXuGff395szYw8Z4GSq3lUAGo1G7Vp0D2zes2B2Uijl2YDH2WxWk8mkFotFEwKenp7WmzdvGuuEwkVBsicAh9iHfkMGnFnRZDJptqsJdoAdSpTdsL9U1efSKdkluptNsoPUYLBzLJtgASwns2Ls9JmA7nv5HfdL/5JKePSvee3zmfVmKcbcBngBmPF43MZBBq8EwGYAQ+91eHjYgncuL/JMll0dHx/XeDyu5XL5ky1X+QPXNV8mk0ktl8smyDRG5vH79+8bQwlUfM467lAjfn171fIlexhzMrnbkyBWVS2r5Fw5rKpug32oNJWHgjGHxwmidnLnqeVy2ZAxmopDdy8L3XMtbdKS6nWyJ58xqWRaHE9miwKgZ1gXTSUta59ZDsi2c7mnrPqayTyZTBrNqrao/n5+ft4TJgmEnFYK1HLNMCdR1SlTq6plFRgM1CAHmNSc6wELnDlRG9Xm3d1dnZ2d9TJLy1IEEEEq13djG2RhmfXqP4F9Pp+3rCJ3xiJWMjbqoE9PT21zDk5te3u7V9vEggAvxD3J3AguxqOqGiOEmq3qjp9TZ836LRCYa2FRyBlkULa52YUMHIhCYxoDz+sZBSXjdn9/3xz3zc1Nb+0pYJPsjfW5ro3dEAgAK/2BBcnVAFmHdf2kqc2hPMBDqQI48zzszLJJQCoZMD5FHb6qmtrdZ1wz2aKc7/xa0rzGzHyXRKT/oj9JEA5Am2v6MZmSi4uLdqKW7LyqW79t/niGVObb0WtjY6MJPDMxyO07aQ6G9vW0V21xWdUtTqcGlP2lApCRJf3HeZk8qMBU9DEy2cdsNmv0dVUXMHKzjET6qer0HSILEwkokEWoPcsAMpvLDDOprNx8BD3LOUGDnAnnvbGxUbPZrGVlmcFubm7W27dvG71ngnpXwSbX5RqDFLxwFIl61Vsp242HgwuSapQJyCBMbNn91tZWOyM4hTLX19eN8rq7ez76znv9+OOPP7GhpE0/fPjQHK4AmnW99WUraFSMR+oQZPTGR705D/1Op5kCRO83nU6bsCXVuPoa2EJFc755OhSmQUnAWLL5/HyOAXYBoMxgkMFfnTZ/ZrycYCQDlD2ymRT/ZdabNd2qageSmHPocKzDp0+fmuAvWS1jCfAZN2CTrWE5XFMQzc1Sqjr1eNLuOzs7DfDwJ5kVpxoe2M4gSZchMKKbE2RUVVOZAym0K8nMKKdkYE9Rl6yabwMaAZgUgQKgfAW/lFqWFF4ZS0AjS2Hmv/GiQ0kmYGhfT3txID48PGxZp6DJoFIRS9Wo9gERcwooxsPDw+a0kmq+uXneHJ9zdKgAYyWWgdDR2xwApSZ0fXFx0Yw/jz9U42KUFxcXdXBw0DIcIIHDAw4oetF0JjNH9/j42DJKwcrkF5RTXGJNaQpe5vN5j+JGEaOw9EHWttClVR065uBRbrltZDr3qudM6PDwsAVh34PY05EKlKg5Wav7T6fT9rwEShsbG20sBTjXl9F5J9fUN8YHtXt5edkEfCly2tvbq7dv3/bEeSlMeXh4aGfyjsfjRgNWVRPWWEeuAUZZcz44OGjPj9GQNXLS+lewI0w0H8wFFLH69OXl5U820dDfHDWbtQaeboADBxz1K5Yon0vWdXZ21tgKhw2kdgHwTnCYwqEUDqZGoqra0rlUvJvzp6enbT96W27m1pxPT09trNS2zUnXMhcwK1k/TVAxGo3aYRapDvcZbJutZ/M5zXd2L1CORqPWX1XdOl/3EWiNVzJK0+m0FotFAwyum3M6lyHqZ/PXcjl+yVI/QCvtJfvHcyabObSvo704EKNDx+NxHR0dtaxGFrCzs9OcmEkpICVVikJjOOrMBCrQqQCd6lAqQmIhgUSWkirXFMlMJpN2YgpKiXPJCZvUpPtmPTfVx37GSQiYHB8HCyxwlDIjyHl3d7cFf6g3Dx2oqgZubm5uam9vr9UjOUqAgrPlkDhNGUduYpBLc2R6KV4hlMqg6bqWshCD6Rt9zInLAAQx10VHc4jsp6o7jco1UwCofz0jMY6Ans8vY/Es+pnwLsU+gnBShewB0Es1KseW2UpStWlbsjC2wgbXT+XifOkX9FOKcATRpF8z+zGm+/v7jZ4UfJN94bCrun2jHWgxHncHMxgn88yYjUbPAjZsjC0djbe+k6ErQ7hOHqd5eXnZ2+EOze076tApVALazCHPae575lxe53qW79zf3/eWAFZ1e0i7fi7X9Mc1MGOu630wGRgO3zMG5j4fyd7YkKVZyQh5bwxA6h6UdajbAQAMYDJ8GYQ/ZyAeasSvby8OxNSQnF4GUyha/WG5XLa1veoUmbHlkoOqagF2c3OzLi4u6vr6uh38/qu/+qu1XC6byIgjlQVyqknFCK5JNUOasvOkbThqdVyUmWtwdhmgZeGZLfu3z6bic32nJ/0gCKGwiMkyUHofDv78/LznkDLoZ71bRp91R+pM/SL75YTUOtd/BxhdX1+3wxVsLkJEkzQ3tuT29raOjo6awjdp6VSlo+xR3TaCSKVy1XO27wAABwfIOo+Pj1sg4AAFOfR9ZgzYEmtA2SsRmsYmOE0ZrLFO1b3MR21Z0BWQjSkbkx1zjAJ51kD1GUcqQ2OvmZ0KOpgH4y7DlgkneKnqjkkUjAUWzJU5JyiMx+O2m5PnNGdSrYvCp+WwTj2BrEySnQla7su2PWdVteVdgO46uFL/RvVjVdghkJfiLTVYc2dnZ6f1o+BpfDLQq6fza6kHSa2GOTubzRq9bF4LoEpmm5ubbW2wrNYc9DlzM8fZs/MVAneKz/ihoX097cWBmPMSdKioOQobRjCI3NpQbcffHDXB0sbG87ZxaCBolTM1eQi0UgxB+IG6VPeDcqueHZj7Qt1V1eh1hkrRa3Jzju5DvSrzR5FCqplt2GtYsMgM3QR1Tw6jqpqzN7E5fH377t27BooobmXBgv96ZsdhcH7ff/9925RjtVr1aEVjI/Oq6jYiWCwWLdPCFsiE14/Mq6pefU0wyYw7szSN82crsir2BBRZ/oV1SUDkfjZkQAMaB0IiY41xyJqrMdCv4/G4LfXy/Jy3d04VMOdsuZHr0lZQwwtMhJAYBuPLuQpE+koJgeP1b9mpUkOyGbne3z3YhoxU+UdfVXXn3GIGNjc3G0DMpUhV1XQOnkFA9bd5pZ/YnL89s2zx6empLX8yJlXVdmfL+jqA6LnM8dHoed2306gA8WxslihQX5n319fX9fHjx1aP9Q6SB/dhV1UduwNIZGYruEsOfPbk5KQHvqqqFotFu1d+30E6xoUvyjIXW0lRJ3ZtaF9Pe3EgPjs7q+l0WqtVt1vMxcVFE+8k5WNSC2DqKbJDv1e3tTm6GhD6lDOzpCMN+fT0tB27d35+3uokV1dXDcU7SIIjRC2h7IALaxdzedN6dltVLfC4j7qWetzh4WFvM5KkoSHSVPNyark5BIcnw0aDyRQ4XJ/3blnDNA5VXQYBKAhwmS17DmN1dnbWO3FJXR+dKvNLuhm40KcQv37IDDuzGwp4jtPn/fvi4qLttpQK5qR7KWM5ZRltqvNpGWRNVZ1CGAA7Oztr9sZO2U3WzKnqq6oFDNl7inJSYAM85Xai+p5Aqaoa4wNccNAYBPoA2b4/6q0ALvvQzylu1AeewTMBqoKm7HJdjyCrAuSyhkyMZmct9mJMt7a2WhZsXlHY608U+Pn5ebuOOfPw8NDGUT3XO2BllLY8I0CDyUvbMq5ZVgByUnkMbLPvvL+lZskquRaGKAGl/5szKUzz/DbkwTR6ZqCYL0vf4nf6g+8zZ9joxcXFZw3EAzX9+vYqatoSBcYKfXPAVdVUgKjpdWev5nh5eVlHR0e93aUSIaeB5VImCD/Ph+Ug7UiFuq2qXkAVCDk+RpvqQ5R5CnQ4p/39/VbTgjAvLi5axiVbqqqGnHMSVFVzMJDzavV8uHvuEaxeSH3LaaV6GP2Yam4HFXBCHCLUre/Qoe5v3DhYy74oN40Fx4Z65ICzTnp3d9fLCoj2OEoBk3gsVdGceJYcZFjqbIKi/mYzHB6nyx4vLy8b1Q80ceZV3aYLbEq/5bNUVc8OBGLUsmz75ub5XNvd3d22DIfN3N3d1Ww2q9vb7rB39mCjmwQ0+lB2lwDO+8sqZe3rQh22J/OtqhZk1WXdGwt0enra/r2e/ZsznkemnRtK5HpVfiFr7eYf5XPW/s1B/W/FhDKIOV3VsVRsIEsH2JMsdYxGz8JIIATQMnaeV923qlPsJxit6soegJdzflOgKWibv+wSeyG4C5oAVIrx9CdmMW3BPGYXyQbJjLPklbVhPnFoX0979RaXJycnvWPNBBITKdWs9/f3bXempE441xRooF+qqolWUuSRDiADOoeeikpB3VIUQcC+1mhA9KzajqwxHT867dOnT+3+8/m8Li4u6uzsrNXUiNIEWQIojoxzQO1aJ1zVUZaoRX0oCMqmEuHrO0EZ5eg+0LVJx/lyrimQ0o8oUkh+a2urHTiQ1K6AZ/12rnMcj8f1/v375hhkvxxGbnRhXKu6pWmylARZKS6hljfedANqn54vg5SAfnZ21mxMQKp6DsY//PBDy9TYpMw2d4S6u+tOD0sFuMyWc5ZJVVVvWZ06O0GVMUnxFNCQoIdTTzGRsfTMlqrpD0vdPnz40ESR1vmm+tkc4qyxCZgf33l6emp1dXNhtVq14C2AANbmUNLK9BLGGLDId09NQwrHjIfPGWf26p3W9SzsLHeskjGaU3ZO41vMJSAFwDUG+nB3d7dtrpM2IxDrt7Qj9fX5fN58Y9bU1fyzXi15MVfMTeWpFOQBx2xQiYdf9S5D+3raq2rEKK7cJ1ggZjSPj49t+YEsGH3Kmcv4/DyDEHRnksvCNzY2GsX49PTU6nVJfSaF5l5pcJx01qxSQKaZbJ7l+vq6FotFm7g//PBDz5HJLGTwWR/nnNLpQNTuVfXshN6/f9+yIZOFQ5NdbG9vt3W6mgwtxTwpnMJmZF02RSdJt/nj1CJBRf9WdXt462sTnVPhTHJJ28XFRQMfAkuCFQEls0MlC44S1Y9tEYwAQQHMuKI4cy1w3kem5pSm3LRCHdH4CcLGW2C03AZTApwQxMncc/64t1qgPmfbmCQZuncAFNkZupVgyvdTYChIe9YsW5iH/m1cXFeZxlgLzEAdh++dKdwxBQCwLHO99pnZYuoKABi2C1Bkhpfz17Oa46k9AfrUrAEcP+fb0n9JJOg6PI9n0m/uJfACQ+aIcaOWd3iMzBbTxAawLf5tbulTAF2JAgCczWatb83vZP74yQRen/sEpqG9rr04EKcxDm1oQxva0Ib2y9pQI359G//fPzK0oQ1taEMb2tA+VxsC8dCGNrShDW1oX7ANh1IObWhDG9rQfrY2UNOvb0NGPLShDW1oQxvaF2xDIB7a0IY2tKEN7Qu2IRAPbWhDG9rQhvYF21AjHtrQhja0of1sbagRv74NGfHQhja0oQ1taF+wDYF4aEMb2tCGNrQv2IZAPLShDW1oQxvaF2xDjXhoQxva0Ib2s7WhRvz6NmTEQxva0IY2tKF9wTYE4qENbWhDG9rQvmAbAvHQhja0oQ1taF+wDYF4aEMb2tCGNrQv2Aax1tCGNrShDe1na4NY6/VtyIiHNrShDW1oQ/uCbQjEQxva0IY2tKF9wTYE4qENbWhDG9rQvmAbasRDG9rQhja0n60NNeLXtyEjHtrQhja0oQ3tC7YhEA9taEMb2tCG9gXbQE0PbWhDG9rQfrY2UNOvb0NGPLShDW1oQxvaF2xDIB7a0IY2tKEN7Qu2IRAPbWhDG9rQhvYF21AjHtrQhja0of1sbagRv74NGfHQhja0oQ1taF+wDYF4aEMb2tCGNrQv2IZAPLShDW1oQxvaF2xDjXhoQxva0Ib2s7WhRvz6NmTEQxva0IY2tKF9wTYE4qENbWhDG9rQvmAbqOmhDW1oQxvaz9YGavr1bciIhza0oQ1taEP7gm0IxEMb2tCGNrShfcE2BOKhDW1oQxva0L5gG2rEQxva0IY2tJ+tDTXi17chIx7a0IY2tKEN7Qu2IRAPbWhDG9rQhvYF20BND21oQxva0H62NlDTr29DRjy0oQ1taEMb2hdsQyAe2tCGNrShDe0LtiEQD21oQxva0Ib2BdsQiIc2tKENbWhD+4JtCMRDG9rQhja0oX3BNgTioQ1taEMb2tC+YBsC8dCGNrShDW1oX7ANgXhoQxva0IY2tC/YhkA8tKENbWhDG9oXbEMgHtrQhja0oQ3tC7YhEA9taEMb2tCG9gXbEIiHNrShDW1oQ/uCbQjEQxva0IY2tKF9wfb/ATYI0d+SOp7KAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(heatmap_a)\n", + "plt.title(\"Spatial distribution – Ductile\")\n", + "plt.colorbar(label=\"Probability\")\n", + "plt.axis(\"off\")\n", + "plt.show()\n", "\n", "\n", - "# Display samples from both categories\n", - "display_sample_images(\"Brittle\")\n", - "display_sample_images(\"Ductile\")" + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(heatmap_b)\n", + "plt.title(\"Spatial distribution – Class B\")\n", + "plt.colorbar(label=\"Probability\")\n", + "plt.axis(\"off\")\n", + "plt.show()\n" ] } ], "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 9173898, + "sourceId": 14366370, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 31234, + "isGpuEnabled": false, + "isInternetEnabled": false, + "language": "python", + "sourceType": "notebook" + }, "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3", "language": "python", "name": "python3" },