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@erikyo
Last active July 23, 2024 20:10
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avif-quality-vs-speed.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"name": "avif-quality-vs-speed.ipynb",
"authorship_tag": "ABX9TyPAWkoRP9DFKbRllhmZsSFS",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/erikyo/5e1e2c18938b4b8001318312fdbc0094/avif-args-comparison.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"!apt update -y"
],
"metadata": {
"id": "1den6dlFQRPi"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "YkCu38xhr91a"
},
"outputs": [],
"source": [
"!apt install automake make clang cmake pkg-config doxygen g++ extra-cmake-modules ninja-build libbrotli-dev webp libgif-dev libjpeg-dev libopenexr-dev libpng-dev libwebp-dev libopenjp2-7-dev librsvg2-dev libde265-dev x265 libtool\n",
"!export CC=clang CXX=clang++\n",
"!export DISPLAY=:0.0\n",
"!source ~/.bashrc"
]
},
{
"cell_type": "markdown",
"source": [
"# Install libraries"
],
"metadata": {
"id": "Hp5spf33-PO_"
}
},
{
"cell_type": "code",
"source": [
"#libaom\n",
"%cd /content/\n",
"\n",
"!git clone https://aomedia.googlesource.com/aom libaom\n",
"%cd /content/libaom\n",
"!mkdir build\n",
"%cd /content/libaom/build\n",
"!cmake .. -DENABLE_TESTS=0 -DBUILD_SHARED_LIBS=1 -DAOM_TARGET_CPU=generic && make && make install\n",
"!bash ldconfig \"/usr/local/lib\"\n",
"\n",
"!rm -rf /content/libaom"
],
"metadata": {
"id": "xu1htIUa15CC"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#libheif\n",
"%cd /content/\n",
"\n",
"!git clone -b v1.0.3 https://github.com/AOMediaCodec/libavif.git libavif\n",
"%cd libavif\n",
"!pwd\n",
"!ls\n",
"!cmake -S . -B build -DAVIF_CODEC_AOM=SYSTEM -DAVIF_BUILD_APPS=ON\n",
"!cmake --build build --parallel\n",
"\n",
"!rm -rf /content/libavif"
],
"metadata": {
"id": "nKSJAfP8q94j"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#imageMagick\n",
"%cd /content/\n",
"!apt apt remove imagemagick\n",
"!apt purge --force\n",
"!apt autoclean\n",
"!apt autoremove\n",
"\n",
"!git clone https://github.com/ImageMagick/ImageMagick.git ImageMagick\n",
"%cd ImageMagick\n",
"!./configure --with-heic=yes --with-webp=yes --with-avif=yes --with-jbig=yes --with-jpeg=yes --with-png=yes --with-xml=yes --with-tiff=yes --with-lcms=yes --with-perl=yes --with-gslib=yes --with-x=true --with-gslib --enable-shared --disable-static --with-modules --with-tiff=yes --with-xml=yes --with-zlib=yes --with-zstd=yes --with-jxl=yes\n",
"!make\n",
"!make install\n",
"!bash ldconfig \"/usr/local/lib\"\n",
"\n",
"!rm -rf /content/ImageMagick"
],
"metadata": {
"id": "GHRHfxTp4OqP"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"%cd /content/\n",
"!mkdir temp\n",
"\n",
"!convert -version\n",
"!convert identify -list format"
],
"metadata": {
"id": "CSGHkDw4ipk7"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"!pip install --upgrade wand==0.6.13\n",
"!pip install image-similarity-measures"
],
"metadata": {
"id": "c2MC2qjwcG5N"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"!wget -q -O tmp.zip \"http://data.vision.ee.ethz.ch/cvl/DIV2K/DIV2K_train_HR.zip\" && unzip tmp.zip && rm tmp.zip"
],
"metadata": {
"id": "9aj22LWdNVMf"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"!cd /content\n",
"\n",
"import time\n",
"import os\n",
"import random\n",
"import subprocess\n",
"from numpy import asarray\n",
"from image_similarity_measures.quality_metrics import rmse, psnr, ssim\n",
"from wand.image import Image\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.cm as cm\n",
"\n",
"# Define the path to the images\n",
"imagesPath = \"DIV2K_train_HR/\"\n",
"imagesCollection = os.listdir(imagesPath)\n",
"\n",
"# Select one random image from the collection\n",
"selected_image = random.choice(imagesCollection)\n",
"print(f\"Selected image: {selected_image}\")\n",
"\n",
"# Define the AVIF extension\n",
"extension = \"avif\"\n",
"\n",
"# Define the different sizes to test\n",
"sizes = [None]\n",
"\n",
"# Define the heic:speed options to test\n",
"speed_options = list(range(5, 9)) # Speed options from 0 to 9\n",
"\n",
"# Helper function to get image info using ImageMagick\n",
"def get_image_info(filepath):\n",
" result = subprocess.run(['identify', '-verbose', filepath], stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)\n",
" if result.returncode != 0:\n",
" print(f\"Error getting image info for {filepath}: {result.stderr}\")\n",
" return \"\"\n",
" return result.stdout\n",
"\n",
"# Helper function to crop the center 100x100 pixels of an image\n",
"def crop_center(image, crop_width, crop_height):\n",
" img_width = image.width\n",
" img_height = image.height\n",
" left = (img_width - crop_width) // 2\n",
" top = (img_height - crop_height) // 2\n",
" right = left + crop_width\n",
" bottom = top + crop_height\n",
" return image[left:right, top:bottom]\n",
"\n",
"# Results storage\n",
"results = []\n",
"\n",
"# Process the selected image\n",
"print(\"Processing\", selected_image)\n",
"\n",
"# Load the image\n",
"image = Image(filename=os.path.join(imagesPath, selected_image))\n",
"image.convert('RGB')\n",
"\n",
"# Display the image info using ImageMagick\n",
"image_info = get_image_info(os.path.join(imagesPath, selected_image))\n",
"print(f\"Image info for {selected_image}:\\n{image_info}\")\n",
"\n",
"# Test different sizes\n",
"for size in sizes:\n",
" if size is None:\n",
" resized_image = image.clone()\n",
" size_label = \"original\"\n",
" elif size == '2x':\n",
" resized_image = image.clone()\n",
" resized_image.resize(int(image.width * 2), int(image.height * 2))\n",
" size_label = \"4k\"\n",
" else:\n",
" resized_image = image.clone()\n",
" resized_image.resize(size[0], size[1])\n",
" size_label = f\"{size[0]}x{size[1]}\"\n",
"\n",
" resized_original = asarray(resized_image)[:, :, :3]\n",
"\n",
" print(f\"Processing size {size_label}\")\n",
"\n",
" # Save resized image temporarily for processing\n",
" temp_resized_path = f'temp/{size_label}_resized.png'\n",
" resized_image.save(filename=temp_resized_path)\n",
"\n",
" # Test different heic:speed options\n",
" for speed in speed_options:\n",
" print(f\"Processing with heic:speed={speed}\")\n",
"\n",
" # Test different qualities\n",
" for q in range(45, 100, 10):\n",
" print(f\"Processing {q}% quality\")\n",
"\n",
" # Generate the output filename\n",
" output_path = f'temp/{size_label}_{q}_speed{speed}.{extension}'\n",
"\n",
" # Use subprocess to call ImageMagick for AVIF encoding\n",
" start_time = time.time()\n",
" subprocess.run([\n",
" 'magick', temp_resized_path,\n",
" '-quality', str(q),\n",
" '-define', f'heic:speed={speed}',\n",
" output_path\n",
" ], check=True)\n",
" end_time = time.time()\n",
" encoding_time = end_time - start_time\n",
" print(f\"Time taken to save {q}% quality {extension} with heic:speed={speed} at size {size_label}: {encoding_time} seconds\")\n",
"\n",
" # Measure quality metrics for each encoded image\n",
" with Image(filename=output_path) as encoded_image:\n",
" encoded_array = asarray(encoded_image)[:, :, :3]\n",
"\n",
" file_size = os.path.getsize(output_path)\n",
"\n",
" psnr_value = psnr(resized_original, encoded_array)\n",
" rmse_value = rmse(resized_original, encoded_array)\n",
" ssim_value = ssim(resized_original, encoded_array)\n",
"\n",
" # Crop the center 100x100 pixels of the encoded image\n",
" cropped_image = crop_center(encoded_image, 100, 100)\n",
" cropped_image_path = f'temp/cropped_{size_label}_{q}_speed{speed}.{extension}'\n",
" cropped_image.save(filename=cropped_image_path)\n",
" print(f\"Cropped image saved: {cropped_image_path}\")\n",
"\n",
" # Display the cropped image\n",
" display(cropped_image)\n",
"\n",
" # Store the results\n",
" results.append({\n",
" 'size_label': size_label,\n",
" 'quality': q,\n",
" 'speed': speed,\n",
" 'file_size': file_size,\n",
" 'encoding_time': encoding_time,\n",
" 'psnr': psnr_value,\n",
" 'rmse': rmse_value,\n",
" 'ssim': ssim_value\n",
" })\n",
"\n",
" print(f\"Size: {size_label}, Quality: {q}%, heic:speed: {speed}, File Size: {file_size} bytes, PSNR: {psnr_value}, RMSE: {rmse_value}, SSIM: {ssim_value}\")\n",
"\n",
"# Plotting the results\n",
"def plot_results(results, metric):\n",
" plt.figure(figsize=(16, 12))\n",
"\n",
" for size_label in set([r['size_label'] for r in results]):\n",
" subset = [r for r in results if r['size_label'] == size_label]\n",
" for i, speed in enumerate(speed_options):\n",
" x = [r['quality'] for r in subset if r['speed'] == speed]\n",
" y = [r[metric] for r in subset if r['speed'] == speed]\n",
" plt.plot(x, y, label=f'{size_label} speed={speed}')\n",
"\n",
" plt.xlabel('Quality (%)')\n",
" plt.ylabel(metric.upper())\n",
" plt.title(f'{metric.upper()} vs Quality for Different Sizes and heic:speed Options')\n",
" plt.legend()\n",
" plt.grid(True)\n",
" plt.show()\n",
"\n",
"# Plot PSNR\n",
"plot_results(results, 'psnr')\n",
"\n",
"# Plot RMSE\n",
"plot_results(results, 'rmse')\n",
"\n",
"# Plot SSIM\n",
"plot_results(results, 'ssim')\n",
"\n",
"# Plot Encoding Time\n",
"plot_results(results, 'encoding_time')"
],
"metadata": {
"id": "kZNAm49nsCLT",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "73667a52-bf7e-45b1-cd45-bcf6682d8527"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Selected image: 0587.png\n",
"Processing 0587.png\n",
"Image info for 0587.png:\n",
"Image:\n",
" Filename: DIV2K_train_HR/0587.png\n",
" Permissions: rw-rw----\n",
" Format: PNG (Portable Network Graphics)\n",
" Mime type: image/png\n",
" Class: DirectClass\n",
" Geometry: 2040x1368+0+0\n",
" Units: Undefined\n",
" Colorspace: sRGB\n",
" Type: TrueColor\n",
" Endianness: Undefined\n",
" Depth: 8-bit\n",
" Channels: 3.0\n",
" Channel depth:\n",
" Red: 8-bit\n",
" Green: 8-bit\n",
" Blue: 8-bit\n",
" Channel statistics:\n",
" Pixels: 2790720\n",
" Red:\n",
" min: 0 (0)\n",
" max: 255 (1)\n",
" mean: 41.5008 (0.162748)\n",
" median: 8 (0.0313725)\n",
" standard deviation: 59.4294 (0.233057)\n",
" kurtosis: 0.800844\n",
" skewness: 1.44353\n",
" entropy: 0.764431\n",
" Green:\n",
" min: 0 (0)\n",
" max: 255 (1)\n",
" mean: 33.9947 (0.133313)\n",
" median: 9 (0.0352941)\n",
" standard deviation: 46.0256 (0.180493)\n",
" kurtosis: 0.972904\n",
" skewness: 1.44186\n",
" entropy: 0.757852\n",
" Blue:\n",
" min: 0 (0)\n",
" max: 249 (0.976471)\n",
" mean: 21.9564 (0.0861036)\n",
" median: 4 (0.0156863)\n",
" standard deviation: 32.1735 (0.126171)\n",
" kurtosis: 2.36363\n",
" skewness: 1.66855\n",
" entropy: 0.659277\n",
" Image statistics:\n",
" Overall:\n",
" min: 0 (0)\n",
" max: 255 (1)\n",
" mean: 32.484 (0.127388)\n",
" median: 7 (0.027451)\n",
" standard deviation: 45.8762 (0.179907)\n",
" kurtosis: 1.37913\n",
" skewness: 1.51798\n",
" entropy: 0.727187\n",
" Rendering intent: Perceptual\n",
" Gamma: 0.454545\n",
" Chromaticity:\n",
" red primary: (0.64,0.33,0.03)\n",
" green primary: (0.3,0.6,0.1)\n",
" blue primary: (0.15,0.06,0.79)\n",
" white point: (0.3127,0.329,0.3583)\n",
" Matte color: grey74\n",
" Background color: white\n",
" Border color: srgb(223,223,223)\n",
" Transparent color: black\n",
" Interlace: None\n",
" Intensity: Undefined\n",
" Compose: Over\n",
" Page geometry: 2040x1368+0+0\n",
" Dispose: Undefined\n",
" Iterations: 0\n",
" Compression: Zip\n",
" Orientation: Undefined\n",
" Properties:\n",
" date:create: 2024-07-23T17:56:05+00:00\n",
" date:modify: 2017-02-12T12:00:48+00:00\n",
" date:timestamp: 2024-07-23T19:45:23+00:00\n",
" png:IHDR.bit-depth-orig: 8\n",
" png:IHDR.bit_depth: 8\n",
" png:IHDR.color-type-orig: 2\n",
" png:IHDR.color_type: 2 (Truecolor)\n",
" png:IHDR.interlace_method: 0 (Not interlaced)\n",
" png:IHDR.width,height: 2040, 1368\n",
" png:tIME: 2017-02-07T09:09:41Z\n",
" signature: 37be24f2c2a99e40a244e68d56264d8ebb8407a64743a9dcb417572ee1b8720e\n",
" Artifacts:\n",
" verbose: true\n",
" Tainted: False\n",
" Filesize: 2.934MiB\n",
" Number pixels: 2.79072M\n",
" Pixel cache type: Memory\n",
" Pixels per second: 21.7382MP\n",
" User time: 0.120u\n",
" Elapsed time: 0:01.128\n",
" Version: ImageMagick 7.1.1-36 (Beta) Q16-HDRI x86_64 32591b858:20240720 https://imagemagick.org\n",
"\n",
"Processing size original\n",
"Processing with heic:speed=5\n",
"Processing 45% quality\n",
"Time taken to save 45% quality avif with heic:speed=5 at size original: 35.935343503952026 seconds\n",
"Cropped image saved: temp/cropped_original_45_speed5.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 3bca4ac 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 45%, heic:speed: 5, File Size: 78553 bytes, PSNR: 58.86606469499293, RMSE: 0.0011387952836230397, SSIM: 0.99811009620799\n",
"Processing 55% quality\n",
"Time taken to save 55% quality avif with heic:speed=5 at size original: 39.37861108779907 seconds\n",
"Cropped image saved: temp/cropped_original_55_speed5.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: e4d0d06 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 55%, heic:speed: 5, File Size: 123749 bytes, PSNR: 60.84337936830539, RMSE: 0.0009043398895300925, SSIM: 0.9988050517077918\n",
"Processing 65% quality\n",
"Time taken to save 65% quality avif with heic:speed=5 at size original: 43.87361788749695 seconds\n",
"Cropped image saved: temp/cropped_original_65_speed5.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 7267b7a 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 65%, heic:speed: 5, File Size: 170180 bytes, PSNR: 62.16534285759543, RMSE: 0.0007708144839853048, SSIM: 0.999127960130131\n",
"Processing 75% quality\n",
"Time taken to save 75% quality avif with heic:speed=5 at size original: 48.46229267120361 seconds\n",
"Cropped image saved: temp/cropped_original_75_speed5.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 8229c68 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 75%, heic:speed: 5, File Size: 216230 bytes, PSNR: 63.01492781821836, RMSE: 0.0006945949862711132, SSIM: 0.999295403738368\n",
"Processing 85% quality\n",
"Time taken to save 85% quality avif with heic:speed=5 at size original: 55.622708559036255 seconds\n",
"Cropped image saved: temp/cropped_original_85_speed5.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: ace3912 'AVIF' (100x100)>"
],
"image/png": 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weXlptXp7e3uQKt1ut9nunJ2d5d7asiysIACBhFAgCDASCEpJGhLRrgEOdncqSDnW7mx317NpR8V/53vfvbU9XF+fjZeRF+UvTq9LQRwNKohXWXx+dvz07BwSYrktohm5ai/jQjVUrFDDtLGqKYatO27DVMIwPJn6AmCGNd3tCiBXQUxUQwgxn8/jOBYAr/zI9/0sy7BqMICXk+nx8XnGhKIo9QTlxu5Wp9OxdWnruMqCdkNv8ODZz34wXsej4cZwc8OytFFPefdbt3/n3W2KkmUplYYjMZQKbRhqXuZpAYMwYhhrmtoe9Eb7e0BVvDhxdAsDeXl0ZFFa+F62XmGMO50OeTURJbWASQghx7oQYmdno9/vf/LJL1RVTdN0OBx6s9XFxcV4Oq+qajgcRlEUBEEcx3tbw/l8fnF0RCkFqu55HlWVbrf7cjzHGNc2d5IkqqqamgkAmE6nYRgqim7btqIoWZYtFmuEEGNMSllHsBiGMRqNaj9vmqbHx8cKz2tv77vvvqsoSlEUCs8nk8nVi+NGo9FoNF68eIGi9e7ubpu2e71ebzjyPA9zT1XVel39T//0Q8ZY4i2llCDyr66uDs8uVFUFEA8GAwz4s2fPSlFCCPM8T5IEIVRV1cnJSW0wG4ZBbFullBKCMMa0ntzJkjH2p+/0m03xv/0rP47jxWzy4YcfKp3N//vnT4M4tixLeEEURYnA6+WaSWV3dz+kNtJ1s8pQlmlESYIIlZlFYLJOWMlsu4ExXnkB53y02W/Y7T4llmUxxs7OAmS1hBANg2xsbFiW5fu+itjuqKuK4tNPP12VFGMM1Yal6zCPvPG5Wiw55zHWlsslMvoXc68VVUKIGz293+9vGY0w9I4eXwIABg1jsZw9XURFUZhPLiCEO73G/v7+WZg2W72W6pycnLAQdVqEEb+UQZU3IIRq06mqyrYUzriuWRhjKaVCdXhjt6+qqqIQQkgNVlWUhmH8yVvto6Oj/+UnMyGEI2WzqW9ubuR5nleVZVn1xDgrBcZ4b2NkmmalUiklKJKNjY0yjsbjsVQVVVUZr/0ExPd9xhhC6N79W1mWAc7G43Ecx5xzP6mqqkI829nZcbujFy9eIJ6VZUlZhhDKlWaWZZZl9Xq9aH4dRZFWrjgXKdW3trZ+9w///Ozs7Bf/z79ljL1z0Ot0Oq3eyPO8jx5/+u6773YtdTKZRFGlqmqcR2maOlQwxqxm5+bNm2vV2Nra+vkPHx8dHUG6KooC8q5t21BKhJCikNVqpet6o9FgjBFC8P2bW5ahGQRpBClYqhTd3W7/zrv3k5IdXoyNruPYJGJaWMo8T1dBrCq01+unWV5WbLdr3j3YVlxVNQmFPE/8yFsH3irJM0xJt+lSBKsql7z0Qx9jcHe4yZI4WF1jXl6MZ3meQwh93xeQEEIqAaeL9Ww2k1LGWSkAplazQlrdGfuO3nWd2spvD3eBaseMAmKY8YWDilOv7AxG93Z6u7u70uKHZ8+CoNJ1Q1G0OCv8MEyL3DCcTqe/LOX1On7rwYEX+s9+9ovf/84H9x4yQibd9s12s+Va+mij1eqYVRXlBatYCaGUQCAMGSvhH/3e22VZUggopZQgVVUfffvB5uZmkYRBEFxWsqqqs4tsuVyKdAUh5EValqVpmhDCd+/s3Lp169/85MeLxSIOE8dxFIgVRVF1QwjRsK3lcrkOIyFEnJcQQkcSIYTpUCFEBqiUMo5jwzDc7mg+n9cWZu3Jqp3fdfBAlmVlWZqI1zprNBrdvHlztVpdLPyiKG7Y1fHx8TVz9vb23hlqk8nkcH6cpune3ntSSgXKqqoAgMvlMvCjb33rW+fzGca45yIpZZpUSZLs30eapqXp0DTNfnuzLEsBZVVVn356tLm5OZvNwjCEEK5WK/Lug7uHh4cIAUKISmlVVXAyTfOiZ4kmECULgzAwvFxbzWepwBinZZkkyW1dGwwGLcuZX43jqBSc3LhxI89zKKu3336b5/Dly5dHV7OiKKSq6rre5JhzrlJICOF5LoVghWScUcMthFgul4yxOwdbuq6fj5eWZd3bbCZJ8vGLk/2tLSzBdDqllN6+ffvuyNE0jRBymEzXJLMpTKnRu3mvxdjFxYt/dUnzPC+xoevtghUY4zXjfuBDpOhuy7CtOS+kroRpOjtPbt++jUk2nc3pyWi9XkfZhaIof/sRWa/Xv3g6HQ6H7Y69uzdkPHWbhpTSshW8PWgIIVRVAQBAABRFQYH34sWLX3z0gzRNX87Gn376eLnKEUJJJTVNmy0WUkpLJb1ez1RwnuclJo1Gw7IM13UbjiWlfPbkxfX1dca4YRhYVRhjgklKadN1EEJREFRVxQGWUhZFUfcyQkiv0wQAWI0WQmhxdRKGodFoSikRgL1eL0mS9Xot89D3/dpkH+7dwBhfXFwMBoOyLDudTq837HQ6peRpmq4XE1VVBYSXl5fNVqfZbAIIrq6uqqoCAGRpul6vQ39tWdbu5k4QBEkmDcN4eHd7MplEqbx169bh8dPr6+t6bhDHcbvdJlxgCWiecUopAFKl2i+z8mSdpEHr338aVRApyvYfvH1jMBj88uLy8vKysTEIw/ByFhpuSEllGEawXPf7/T1TIFSdL9Kf/uRnUG8Ot7bXOUuSRORVWZbtdrvf7fq+H8cxIBpjDCNUsbLZcgkhSZJomoalTJPE8y6FEEElhRAmz8PxfHOjl0uZloXrun7OeBLojqY6ligWebTY7JsqSqeT9d27dxUDXVxcBCtelgomLUS6VAcQ6RBrl9fzra1Gt+OcnxetVhMAORhsKiS9c+dOCcDi6S8Zx62261gGhvL9928ilGmaYpp639IURbFVTdM0Uju5JeeqqkrJwjC8uLiYTOau2TEMI+NC07Szs7Pz83NhO/VE37btovDH4/F64qmqeuveu2ma/uzsmRDCL+lwOGTEUlUVGGi5XAoh3n33XSllEAS10y5Jkm63W7tD79+/X2uu2Wy2WMw452maUkq3tnZ0XT8/P4cQTiYTRVE2et1ut6uJNI7jNE09z+NlBADY2BjV/r/Dw0MvWvi+X1ZNjDHCcDqdMpgpilLPwLMsU1WVsSQIAtPQbNsu8+zs7OxiOs2y7IN3/kav1/un//SfmqapNfO7d++GaXJyctLWemmaTsNI0zTCCt/U9aJCVEEYQimR220rpv5wuCGlvFxnEELdhgCA2TosIWvqhmVZeKM1Ho+77oZpmlVVeZ53tECUqhhjbxJJGdYr4PVkO03TegYex3E9LccYozxu2PaB6kdRRAQiOj9zWlkUlaQCVGHhmjND1/WDgwMD5lmWSS4sFc8WRRhmBSsghHdu3+Gcl2V5Op5xgfcPbj6+0tOItxsKpXQVp0mZmFg3DSNmmWKpSSQwxlSBqoaBpEeH580Gxa4VrlmZEqtcI7+0+tuqqj4/OrTcRhQli8UqL0Gn01FVJxIS/+kffZdSGsWpaZqGrhiG4XQHo9GoaxqU0iCrCCGqjk3TVDSDMVblRZZlCiWapu1vjRhjh0enYRgCqpqmqaoqIWQ0Grmue3BwgDE2TRMAsFqtfN+fz+f1GV3XieSKoohkuVqtONLu3btndoZVVSmKkud5GngY4+HOnqZpGpb9fr/IC875YrlkjHX73SiKpChc103TlHPe6w4BABMvjuPYNvT333/fabWn02m32en3+0kVa5rG8yJJEgmpqqpJlGqa1m7Zl5eXeVFtbm6SPD47O2sNN3Rdpwqpx9CyLCsmCCFYijRNycOD/tXVlUhwx1WhFISQPoFxHP70xYXv+61Wi1JKYkWVACKF2q3mNimKIk6YEOLydD4YDD78cNvzvMcnF5zzRqPhOA7Mou3t7dttNi6ykKmz2Ww2833fHzXt/a2NVqvVaDTOzs40TUOWc+vWUGGBPz0+PIsYYzc7loe03r2HjLFlHGSR0C1VBSAIC8+bjtfTmzdv7rSb64uzi5Oo29xScSOL5pPZuZSSI40KsVyOpSwAYaVIK5YzXjianmd5ViJVbxo2WSwWec41TY7Hy8FgWw+m9+/shWFSMDieZ2m6Ely225TJsJIoLnm6ikBVFkWB/8a3dtM0VVTTNE3BOQBgPl/EcYw023VdSulqtWJ5EcfxfL3mnDuO1u12FcUAAORxXpal23Zns9ncC2o/+ubmpq0pBwcHCo+vrq4yhgAAJdaFEO+8de/evXt7e3uGYaRpqqqqrVOE0OnLJ8+fPy+Qpeu6RsDW1tarVULVLMuyzJLJZDJfBWVZEo0yxrzJVRiGSVG12+26hlTTpJQVBxDCv/iLv9dqtb7/7/7d9vY2kWQymRRVBgCoSokQ0nU9iiKCVMYYq7LRaDQYtKMokhJ2Op3Aj+bzeZEXjDEu83a7XVQyy7LhoK+qKv6Dh7cIpL2GZiq4ZCSOkqcXk5yDe/sjnUJv5RuqUnCWFpliqqZlYEmrUsosZVnGTXXmL58cni+DqPYE6LK6sbP13p7jjY+u1sVkGYQlmq2Clm3uDAf7wxZguV4tJydPGJeGgjDGh4eHx/M8EVq9vCyr7MaNGx99+nLhRQYqF5PLy6wa+4HkvL8x2N/bXS2XV8scao1SgGZ3g5WRqqkPHj6czaZxira39v7ho28tTo/yqnrvrXtPT8+jLJEcVCUvy+ru3bt//HffOzz5mBWy2bJ4Wb51/97f/cP704vnx1fhcrUWTFqWXeSg0Wi3GhQDsFotTU1pWUaVZ/h7bx+sVisEuKqqSSHOz88rhIUQFydHvu9LSHRdt2z7zp07B7duEkIwRJqmuZZpWRY2DQhhkhaccwBAq9UyFVJVVe5dP3/+/OXp9cXFxXTp1yvMm5ub/XaDMZb4c4wxNVzTNMfj8dOnT4lmffDBB7XXAfIiSZKlH5+enmaRRyltjrallC27YZpmt9e1bbvT3SiKIoqCzc1NKIrxeBzGcRiGWHHSNP3lj77/8uXL7/7Rf2YYhua0Njc3/bX3u7/7u+u1t729ffPu6MmTJ8Gq/N73vkcRXq1WVyefHB8fh4WSZRmGRNd1QjQAAKVlURRcwu3t7cj3IYT4w/v7eV4WkiaFXATFfBUoiuZYDaK2BNAcRwVQtl26Neq2VJisJsdjr2ScSVZJWYRBp+EMe71Ow86YCIIAVIVpmtfr7HKZXkfVMqn6rVeaHiGUhutms3k99yXR0zSdTqcfHU2B3rA1RVEUxlie55XEqyARmmW3Oq1me7i979ga5Mw2zSxNVJl1m5ZU7OOTY1KxXqsdpen1eOZF5eb2vq1BlUhtc8sYbAp/Ha3XO1238ObAS/7se78/CRZZEl6dnq2ma0NR8zSqqoIQeLXkUaFWFQMARmnKgXQaqgBF5gVZkluGFXpBs2F32m386OGNoigkhEEQrLwIY7yzt2dZ1nyx1nV9e6vf7/d1DTPGVEIMw+DUqqpK8mq1WrGybDQaO7v7vV5vslznef7OW/eGw+Enn3xydTUVGG9ubj64c8txnOFwiDFeTC7rVdUkSXzf9zwvh+qdO3dMhTx//hwAgDEmhDx8+HD/9t1Wq4UFAwD4kV8URZpkWZbJKjMM4/HLi/l8fmNnJ47jKAl1Xc9KxhiDggMAKigODg52ep2Li4vnz59fX18DBrvd7uHkijE2GLQ1TcNIEUKoqtZoNIIw9X1fSmlZllLPSYtcSrnRaVuWhQnBGDfdBkIIH4w6aVl1Woam0bUX6Zq619OozIqSD7rNe8OOTOOz84VjNpsqVhHeaptDR+23jaaBm3arSOKDnuKNjx5frCmlb3VBsryIlHaz12uq+NvfengwarcbJsvj08NnUz9f+jFgeZIkOzs79+7d299owzy8nCxarZZlWZTSgat1m7ZM/cuXj6dL3/O8QqAwSqNEFhUEHLU7m9NlYOjmsOdOJtd3727fPNg5nydpXmIpFFWL1v712SWFrN/vP535qcQIK+PVWgW5a2oaJMvrqUFx0zLKvAKMTZarqiopVaSUEGFKKURY1YyuYxVFITgPfX8xXV5fjvHd7a6qqoZGEEIVxxsbGzf3hr7vx7mAELqGcn5+Xknc7XYdnaiqWrGKEIIV0mg0VuvI8zzI0+l0ejRPkySh2aLX6916//cNw9AJGg6HSJQnJyeHh4dCiEa7TyklgCGE6mTGZrPZarUqiQeDQRzHy+Vya6Prui7nPAiCICmqqlr6PgCAc6hpmqxyQkjGRFVVLIsVRQGw0nV9sH07iiJQFd1u1/PWYRiG65llWVwxdF0fNDu+7ytUIoROjo/rpYY4joMwCYKgFJAQgjGpqgoTUq+2DYfDPPQmk0lZlsvlMgoj0zSxpugLPz29Tk6uw/k6oHqja2WCF+dLf7qc3u663WZD1WG3ZSJUICxUAqUocw6vr8ePT5ZelMdCQWYXC3bnYG+wMeRIuzp80rPVzUEnXM+XyyUhhBGru7H1rTu7g4771n5/1HOJ3kiSJE1TXdd5kShIGAoyVbzRIHcOtibL4OrqSrebpml6ca5phmmoCMooiSrBkzTOsngVrpu9DqUwiCIkCp2IiJeAwiDMKwF+990H7VbLoLiKA4oExVIyVuaFqihhEAS+TBMexpUQxMtTJqSuqoZhYKIGQViWuaLQIImWQVBVld1o7N24Pdzaxm3bgBACicqyFLzKsszVMl3XS6Qzxka20Wq1OEaGYTQcEyEEhEySxI8zzrkkdpqmZVUwxm7durW/vx95i9PTU13XHzx4ACFkjC2Xy4cPH452DuI4ZnmsKMpifG6aptsd1St6y+UyiiLbttM0jaJofH54fX2dlFIIcTlZVFVVSbRarQjGmqYJzsIwtJ3GjRs3MIGcc4WCdrudJJlt2zkXeZ47lttutzc7zsXFxXg2HwwG08kkyzLbMh3HefDgQZIknBNKKSSUUprxCgCgKUpZlkmaK4piWYbneWWe6ro+Ggw2NjYcxzVNE5uuwzHOq4ojaFiaxGjt8/GaiarqtntBki2ibBmER6cX4TJMkurwehbmrO26nHFbV9qO5liardPl9OrJJz+7XiXrMHUMxbbtLMvquQil1AGBQxmRBcuCFJhItRQWUFASvQEAWMZMMZyNblNV1WdrebYubm72pJSt3nBzc5OoOImDMK4IVR1L393d3elY3YbRH/VYmV1dLyFSmqoCKrb2fCRE2yFFsn76bFZUpK2rO8OtgpdCiLxgZcVDLytyrpiGaZtmx6E6bXc7hqFxIRnn7+62/+Z337mz1QWpd7kKayNpvV6tZ2PXMUkdiKIrmq7rioJVVbVVyhgbDAZhGOIytW0bMFEvER4fH8ecMcamVxeU0rwCZVnmjGVZBiG0LKtIRbvd3t/fr53reZ7v7u5CCKsqdhynqirDMHZ373uel608CCFXDMYYhNDzvDu7dxFCv//7N/M8Z/OToihabTuKIt/3O51OC+gY41HPJYSsp+fn5+fAUB3H2dnZAQDkeYYx3tzcxBhTxCzLSsLFxcWFtdc/OzuLywRCyFiVJEmpMAhhnuW9Xq+C0Pd9w2m0Wi2MIinl9vb2cDhczqfNZnMPGFtbWzLPNE1Dgi8WC9xvNzRFaToNTVHKPCMYz1fzIInj0A+j2LUd3bBMRR0NRkKxzq5nTqNjGA2hWJIYVLOitCwk2d6/9Tffv3mwPfALlKbp9fkxY6wsy2azebDhiCLyPK/f79eyNuw2wtUk4lpSAocUbUfb2t4xFHRz5FJQ9nXuovQHHx9fThY8WSXBSjUsKIVjavs7w3c7mCbLs4grhpWlZZ5Xf+v2YNtRhWG2Wu57fWd98vxinRGshIAjnfQ6TS8OpQSjzS1Vs66uJyVQwrSAWAAIQs+zDSNYTmNvRZikUl69fEkheWvP/uQnP3hn/+ZOwxjP50USXS286WKJ+93W1tZWEie+7wPJXdeVggkhkOSdTsdQaBiGWRJlWXZ8dl57XeI4jtO0LEvDMDDGUZqmaXr27Gcff/zxxSLJskyn0HGcRqPR6/XKxJ9Op1VVOY7z8uXLx48fY4zDMExKYFkWBRUAoBB4Op2+fPKL4+Pj1Wq1Wq0ul4njOAc7IymlwMrNmzcNwzw7O7t8/LP5fF4Zrb29vU6nMx6Pj3/+o6urqxfX07IsURoFQZBTM01Tq93t9XrBfHp9fW2aZrPZDKMkz3NFMxFCjYYphKglvQ7/LLKSUuqoVErpLU6FEJzT6XQ6DxNKaau3cX5+Dm9t9RqNhheEEEJd1Qghqi6klK5hYIzjKFcUxV8uIIQPb24PBoOLyTIMQ1knbEiZJEmUxN1uFwCZpmmv17NtuyxL3/ebOuz3+y/OZ6vVStO0TqejykzTtKCAy+XS8zxd1y3C6vX6Vqu1jJmiKA9ubjUajToc9rtv3zg7O/vZ4fXe3t6nL87rhR/DMH7v2w8BAP/6hz/9LPWNd1ttRVFOTo7rCiyXS0xgo9GQXNi2fbryfd/vG8aNGzdMQwIAqgqGYUgIyfNcQtBut7MsSZJEcL5er+OsUlW1Qw3DMCCijLFQyvPzc9JoNK6vrwWA7XbbMIzVapVkxf7+vo7x5eVlFGZVVY36vZs3b2qg8H0/iqI6fmS1WoVRVBSFYZl5njebbq/Xk1Ku12td1weDgcy8o6OjIH2l766vr7s2dRzn+uRstVrVMROVKn0/cl17e3u7szmQUu7ublJKz87OZrPZT37iBUHAGB2Px7quf/vb364jkT3Pe/bs2YsXU1UFjx793sOHDxfT2fe///3VKvf9izrpCmHw/vudb733NgBAXI4nk4nabGKMERJRFGUZRwjV8atREs/n81bL3dramozHCCHbtmezWV6udV3HRE2SJBBie3ubFFWOCIQI+5EfJqHv+29tdb9z/14cLV0dIgQxxoP+6Pz8/NpLLcsiiGiaNk3zq1VQsLTdbjudQZxlA1XlnC+XS9u2NzsWpfQXHjlf5gCABtW9ME3T9GzOf3G+urszGg6HP39+tHmwjxDK9MW339oVQnSQt729reC8yALHccbj8bMZazY3b+01EEJlWaVpUuW5YRifnk4+fTGtCMpLMTs/4gfbs6uzcBVkCCKIuODNpt3XFW8Z8MlLxlg+K++NNvd328vl+bHP+v1+v2PM5/MoLjHGBKlWo+F5nu/HEAKqaFTCv/9nfxZlaVEUzaY5nU5N1TFNE97YamuaVjA+n8/LUjSb9ns3Nl3XdRva1tYWAFJRlNXS//jjjzXFJoQs5ssoilYVxxibjvbtb3/bspuHh4euglzXrUOPXQ0wxv7tL09PT09rNZemaR21YNv2O7cPJpPJ+cK7ceNGnfgA1hcQQhvntm0Ph0MIYQrM4+Pj61VimqZO2XQ67fX63W736urq6Oho6mVZlnHFppSSaK0oIEkA5yAmREqpqMiyLK3MsixvMoAQKBzzz//8z0cb1scff3x0trx169bNve7Z2VlWSYwxq1BRFEWVb21tdTqtKIp6bgsA8H9+/18tFotez33vvfeadmcymZAPP3xX07TTi2kcB5oh92/sui17Pp8nqRNEPAtDjHFeiTiRk2DCGGNS2C27xTEAoGFRCnk5PWrwIM/16XRKWOxNToUQhmEUXkarzNLp7qDTcxRCyLNZcnl5+bOf/Wx7e/tvf3Dv5OQkiszNzc1C01zXRQj5QVCdn29sbJSZ75BCtowoCktJtre3McbPnz97cTa7efPm3/gbgyAIpuvC87yPX8ZZWCIIJZBYSgDArUFf1/WfvDgSAqwhkBz8SU99f8ddM//ujV6raT99+skvn+kQQsmFYRg6KHRdf+/W1mDQTv2pCNcvXz6eTCY/uSgYY0U0e+uWNJTJboOTW7duEUJa3dFgMHBbTcdxpi8et9vtKEyfPHlyc3cXIZTnaVVVBzcOIIQSwWazeX4+qWfqk8mkXM045+5g1/M8wuKiKBaLhRBCb24YhpHneZZlqyo6PDwMiXvnzp2dbtN1XVSGo9EoZqQoiu3t7TpdhhCCJHIcpyzLqqp2d29pmnY9m56enh4eHqZpunfnncFgACFstVqfPPv46OikFAC8kajLGBuPxwCAqpIY17kL8Opq/eMf/3jnwZ6U8ubNm4Zh/PufnyuKQhAOwzBKops3b+7t7UVR9OTJkydPziZzICUoFQwhzPPqo48+yne0GzdukD0xByVQomCrqw6GdpLE+siZzbK9jX7bYhsbzo0bNxZ+PJ/Ps5IKIeKsvDq5Wnt+WZY32t2Gaf7omui6LdbrPM/fvr2vadqkoJPJxEQJpdQhYDqdZlnGGNlr47eGTsdgUXhKKd1sqfUKK2NhFmeZ0LMsI7jKssx13dlspsu4a+mPn3sff/zxvFR3d2/98d0NVcUvg+Ly8vLF5XUBAMZ1hgwAQJYVoxSuKyiltC2TMZbnhaKQ50mlT9m9nu9SisKokaQDE/v+an+7O3rrznx69Zc/+D/OTg8AAL84nIchKFWlThxRVHXOyvHl4sWEbl1T+N//xYPVauVH+WAwaHc3XNf1eJXn+eZwVJal562FEIVAeZ4vvZJznldiMpkESVpV1f3NTq/X++j4Ok1TTZSDwWCzY11fXy+FoarqqwDOMlUUpdfrPXz4sGtTIUQ8P9V1XVGUeiFaVdXHjx+HYdjduReG4fXhx4SQwWBQVdXu7i7n/F/+5adFUdz78I/feuutnfwqjuMfnYz/8i9/vqjQzs7OcrnMskxKSAjZ2tqyLIsziTFuNBrj8fjk5KQsSwpkp9P6i329qqqj6TJJxJiBsgQqBDs7DhDlxUUec8AYSCBACOQSE0LcTntzcxMg8Pz58yoIIYTkFzNQVY7T2rwswWSWGRHkrFBV1bby1WrlGlqn1/n4xdlkMq0A1nU9SCsvzhkTZcmfXcwSoCqKEscxcVol0U7G64vLRUk0y7KGw+HGxgYAII7jkUv6DVUTEROstb0dhuE6x5TSFuKapp1WrZ8+OYFPf4AxBoBUVWVcXVCKPjryGGMFY++///7fu93zFy//0Y9/fnl5NU5RWYIbI/dg2HUcp865uH379oZr+r6PsMYYkyxru6bY3lwsFpahU0r/1+c+55wxzJis+KtEkvOXIRQQIQwhBAgwKKWUgArFIBuOstUyVBOJxLkkME1Tsr+/n2VZURS1gZckCYJCVVXP8+bzeWXqeZ5fXV0FQVBKhBBaRmUYhjUWWJT7+/vuYENV1clk8qMf/ShdTl3X7e4ccM7rpJQoisIw7N68XVUVZMX29nZZlkEQcM673a6jVP1+/w/+YEdRlLOzs+VymWW5EKCSAGMRRTljAGDw9OnT/+mTn2YZuGKgqkBJhK7T+uYQqb1er9vtbmxsXLx4XOcGQQixqrmua1qN0WgEBJ9MJmEYvxHv/2bYcU1PIAAAAkpd1zsb7eFw2FJIWZaVZNvb25YrwjAkK98DAHDOiapoqgEhrFjBAFrl4NrPf/Lyss6LllISBAzDAJRmjME07nTb97faD/a6NzadJEmKSXyjpSzdO6PRaNsCi8Xi+Ty+urqSUiqKMpvNZrPZRoPUK9hRFAHsFEXx/OTlT3/6UyHEh7u793Z/76OPPlqmpZQySRLLstIk832fA3ixSC/Bq/x+hAEhyDRtZLqrtBKiaLVaLRQvDn8mJbVti3OWxD7OEFNVIaRKSJCni8W1EAp4nYNd84hBBACAGEopEecAABPzjmPt97rdppsXcRTFqIR6Q9vpAOa68L/4O991HKeObtc1M89ziGTd8gCApR/M5/M4SgEA/W5bUZTLhY8QIkC02+0//vZtXddFujw/P8+g9e6770a0OZ1Oy+mRZVmlNZjNZrZtI4SmTz/KsgzlK9M0hRBJkki9k6YpC0MpwfZ26/79++eR4jhOY2MLQnh9fb1YLKIwfvr0aV6xLKswgpxLhICUwLS0zc3N7e3NqqriOG61WhZbF0VBzHYtKYQQCMFisagq5jhOzvh4PD45WYMvJqy/AgtCAACRUkrZctSDgwNDJ3meazoxTVNKkee5QoSmaSQtqyoIMcau67IiKqtS0SjUkGQCY7zTGukWvRwv4jg+nCyEEB/c3rx//76rItM0Q9979uxJySTGxl7PUFjQyFcUpnG/jxDCOO9s2H0bmaZ5qL4jpZz6eRzHQoh+o3G1Dqfn54PdYaPRuLXdW4VhFS22DkY0O6OU7u0aUbt5KW8vlvPxxHdsIwwDCCFC2HXd0Whjd3dXkzknyMKCQMawhXTzs0RNIIRACNZSXJYFE8JxLK0B4zgWEEAIuzbs9/tBni6XS/EZ/ZcUUrEpJyxJkziO554ghPTbLV3XWV4wAEidEFP7pCESEEKiYF3XWRwnSZKlKcb40aNHx8fHF9fLra2td/b7hBANi/l8vl4ubt261Wz3lsslSBdXV1emaUopVV21LCvLMsZYUeRpmjabPcuy3AGqo4AxxoN9OhqNTMjzPPc8LwiCd955xzCMwlvXc0kAgGmao9FovogVRWm1mnmeI4QajUan08nzPPBnVVVhAlVVbTabUso0TRhjVcUAAKqq9Hq9drt9cXExW616vd4yisqyVHSt3W4PW0qv1+MEZVkWxFGSJHUOkKvRPM8dlR4cHAiE5/P5YrEwDEMBUAhBbKuRJElWZJxzFerD4VBXCyml5lgRlHEsAAByvHi7N/oH79+EEEIhkyT54dOLKIr2N3slq0r/2lVQQgdH42fQy3Vdt/ExN01FUQgA1HEcxyFE5ukCxbFalkmBMMY2IU2LZBKlALwIWH93/1ZHub4+7zhuEUdQ8o5l9Kmnbiu/eApVW9MMnUGOBcjz9PHjx0VRACF6vV6j0UhiQYBHKS3StCxLBoBlWbUjqIhXoiwlRFlRdpui19pwa8annK+nk5rvgshKF2y/09A0TUiQ57mmaZZhBnlOCBFQ9cKcUlxihdTR3lLKbrerQn17ezuIz4uiaDabtaszTdNpEDmOY5qm7/tpFBNC6mSaIl53Op3F+UvHcdzu4HWC5XQ61XV9c3Oz3W7rus4YK4ri4uIiz3NCSCU1RVFYTYRpOXme1+HyQRBomlbnfekqVVWVS1jnqtYyrmlaq9Uqy7IWhE6rVbt5FUXJsrQsS4SQpmmQUkKIlDJN0/agqarq5MV5URS1901yHoZhWYj6xQEAqqU1Gg0hGGMsjOJaroMgCPJ8tVphpOq6bpp6EATEJII0dMUyBoMBj1fe/GlYQNu2szgBXLQaBgYVQVyCwihWqsKXOs2yTANQoCzisBToeFVaRX4TXLgKJ07ngw8+qIIb8/lcVdWqqggh0+l0HvOikJRam/sHPA+n0+nZmuu6/q0uVaSapilbzhemwBjTolIURVWVLMsEIgChOpfS0HXLshRFxZQM6TDP83qd8aBvD4fDw1k4Ho9r4FqCUYAAALqm3tndWy6XkgFFV6u8lBhXEEmsFJiXZenqSrfbRVjkee4XBWBFnMU5lqJkZVkqBHfbrmEYvu+XVarpBD/64AHGOM7S9XqdBKsgCDggjuMQDOM4zvNS0zQiBELo3ZsDx3H8pOCcFwhXVbXy42fPnimqNp1OF5dHhmEAalxcXOgEZFlWt3/tb+hv7kopLy8vNzY2TI0uFotVWNq2bSCGMW52+41Gw6A1ZZrUdR1BIISQEIVheOjxWk9RSossZ4xJ8Yp39K233rq9tzkajVobW67rRlGUpqkqWZqmcRxDCCNvfnh4WCLVMAyEUJqmaZYRQjhAjDEFAwAARFJKmeZZVVWNRqPf73fbnUaj0e912+12ncWsqFqv18M3R06v10FQ+uvlNAKC2ne2ulBUZYEWs3WQJBLApokwlqVfjifB0Wztx4WuGwig8+Vya3fnu7c3Kc/aW7fc7kbOxNHJ6dILV2F6MguXcbn2Q6c90ERyefICKkaz2UwCDyP08NZW39UApphSkMWmgoGoTMNsuQ4lr6gaqopJIfycwSqVZUJlqWMpijgquGGa37oxfOvWnstXMPcbIuyQTLEaooivwqTCxGk1rxeLn5+MueEaGs7LvCqzsswR4hByWxWGIsIyJyp5sHtgKqpOFRViW9UViHhRQM433KaG8HK5QhK0bN1UKDk5OcEYb+5su6478askSSCEV1dXFVMcx7Gpq+v6ZlNN0zQJ4zzPBcYAgPl8rut6r9ezLKvOVW43mwAA4Yd37txZzSar1QpplqqqDd2qjUyMsUKVi4sLAwvHcVarVRiGFUe6rjsKbTQaWV66rosxqomY8jwvKl5nDtUu4F6v12624jimiWw2m7du3agVU81WyxgbDDY550eTZZ1A0mq1zGYXAKBi7jiOptA61lRKaekKpXQRpZ7n/fKXv4QQDkZDwzBqIlbOGKX0+vq6LEtBCGNMVZCu6/iP/+A7z1++LOfr/eHmqGOYsJyMr/d2tr9zb5+KrOfoOz03S+I0iohBOIXNjjHa7LaaFqvS5cLz5jM/qaxmr2NAWyN+lEnOGo0GAEDRzRs3bhz0TAVyjHGz2ey3bJ1IKA2C1EWShmnppTmg6l7PaTim49iU0qXnh3FSccGEBESbLddn87DVbPa6PQhgvcLmKEjHwi5mpAxrvNI0raoqX11Pj59IQ2+7JgFCwcBRsY6FSbAsC1GWKkYUMMRZmaZVljUNpW3p8ywHKm3ZFmOVY5huwwmLjAO5TOOwLCAlAkPDsmer9Su/2uzF0ccff6xaNE1TqirD4RAIVhQFlpJzXltPrqUxxiqR1152Xdd3d3fDMFwu177v0yrknLu9nTpVrNfrraJsuVzmrPaj16QZcLFYFDl1XZe6lq7rdrOFMa5Tc5KkCIIgShJVVRVFMQxDQPjixQvfr9kjSJ0RTSmVQk4mk+B4XCe01ONXVVW1P6v18DuO4+RJLoSQXAAAMET1R1mWMQLq+Cff9+fzaR3Xmed5URSKomCE6yGbMaaqqqZpQEpKaZqm6/Ua/qP/7h9YlnWYwX/yT/5JlsEPP/zw7aFuGEYhpWEYgbc2TdMxlclkEhYIY9zSCGOshJWmaUHBnj9/ngO7zkDVNO3OwBRCjP0CQuinZZIkdb5lHdW3s9FFCB0enwkhwjA0DMMy9F6vVxTFfD7vtluu6+pQFkWBkTQM4/uPT46PT/rNzt7eXpZldR+RUjLOPc+bxDzPc0op57wOhCMIG4bxrTvbqqoCLhBCEkEppUoRhBAIyRhDWOi6TrDCGIvzKk1TRdV0XS/yHCEEuLAsC0JQVVW9TFWjXA/rZDqdOo4ziUWj0cjzSAjRbDaDIECaJoQYDAZFUSRJ4jjO9cnk/Py8QeHGxkYJK8/zvKzsdDoU2p+RfFanp6eMsaAihBCGFMMwDg4OdnZ2ams+Ws2ur68VRel0OnXeMpSiNgK73S6vyul0SlhJKTUNdTqdQggfPHhrOZ4fHR15nmfbdq/XI4SUVdVqtRa5p+t6PdkcDAYIISgBhJDzvCgKJIEQohIcIQQ0ijGmmKiqqhu0jsBQFAXiV0QcdWhRVVWAi7IsHcdmjIVhKISoFWgdmk70Ti8pS1bEt2/srfLTgJVYpHubHaNhep4nixBJfrYsLy8vQ5nd+9YDQ6DT09PjRe55gaJyw9kAMLENOuxsc85PriBSkasotcy3Wq3EW3y6mCiKYlnWer0uy3K0MWw41nS5nkwmAOLa7KxDUouilEjauirLstHt/v2dG+v1+n9+Po7jZDTay/P8l6cz27bb2itK1pq73LKst7a7dUpUnudTHxSlAEBgrADIIMIQE0ypgEgAEHslYwxhPecgzwopJedSCNFwbZ4kmJJcSg0iQBUEpGlZpechCMuyXAcB0TQtTdO9vb2LiwvOOYSwqqr5fI5D4nmeSVUI4aefPp/NZtjVAAANrJ6fny9TbBgGodX5+TlVsKqqwdrL8zwu+IMHD+7fv08Iubq6urq66rmtOj+1ptTd3t4GQj579ixMcynlaHMIAFgul7W57/s+k0zTNBOUpmn++Mc/fvLkyEtgs9n87ne/22g0/tk//+cXFxeFCgiBFdAVRdE0TUr50Ucf1ZaXZVkxo1mWIQRc11UVDCGEAqqquvZ8CCFCSpZltm1ijEsmataSOjjasiwBZFmWi8WCMWYotJ7212QwUkr43/5Xf3x0dEQ4JoTs7e1Op1OHarZtX08nk8nEMIyiKAwNHRwczGL55MkTUcl2u21rgFJaYlTrkVarZWlKVVVBkhVF8b2390ej0fn5+eHhIbK67Xb7xeml7/vDjtvpdGZe4vu+TpFpmpZWe7sxY6xODQYYBEHAiDOdTo+vI865ZIwQcne71Ww2P71Yep6n6EodrkQpfbDbxxj//PmF53mWZfX7fVuBWZZBTIQQgR8yxpioky2VukNxzi2d1jQwCCGi0HpwUBSFiyrLsrLihmE0Da3RaCiK4vt+nGdZluFHH9zJ87zT7Ny/f//Bgwfj8fjxLz7JsiyKY9d9lYVkmVocx1dzL89zgunGxoahEUKI/IziS9d1y9B932+2OwCAk6cf//znPz85OTEMAyom51wz7c3NTUtXV6vVyo8QQgrBvV7PdeyyLCvGIITdbvf27dudbgch5McFpRRSy/M8IISUcj2PJuOln2cQwgcPH/zhH/5hp9NBCHmzK0VRsGY3m81+v48xhqIyTZNQBULous1+v99qd2rChnqQVVXV0BTbtgkhRVGkWVZ7iRFCm5sjjHGWF1VVIcHrhQIIIRNcURT8n79768HBjfsbblfH19NpsJr/+DSahKWt60Q1gSRhlP/yzDu+8uM8ZFImUswCDxRS1WyFx01Tb7VcDMTS85erlQLF3vYmdvpRBUdbO83esO4dt4cNnqzXUY4xNinc29wYdltN27AM3XUsxoUUYrVeLhbzYDJr6MbD7dbvPrx1Epen5+cQIC4FQ0BQBBEGAIhkFq1nQ7m4P3IWmYiTpGmrLUdv2bqhQMPSMYEQAUKQplPDVDVV6DpybNXQMSXQMpWyKoPAB0ByzqqKQQihBEWes7yUXDYsvdVwKinG0+n55TWmdNTp6oqKRwYvigKUme/7H33y+Ozs7MqrkiSJVuurq9n4ahZFscB0e3v7zt2DR48e3bl/fzweszjNsswxiWVZVqNxfX3th9FgMACCM8aGWzsPHjzY3Ohzzvf29jjnv/jo/0mSBCompfTmwQEhRHAWx3G9wFNULEmSbq+XJEkahq7rBqvZT3/60x8dXhdFheQrHymEteaWLBfrdRDPPEIqs7dVJ091u92dnd3T09PFchlFUcVYnufr9Xq1WtUkmkIIxliSZKqq2rZTc3Xpum5ZtuM4BGPOeRxFnHPD0FqtVrPdqqfuYRjyskQIwT/7YCdN06alcc5/eBjleQ5JTZmLXNcVQmxtbf3XH2622+06Nuapz2v7oJ7Zcs5tUE4mE6gZ+/v7Fk+Pjo5K6tRjLQCg1TCOj48/mfr7+/s2KrIs6zudTqcjeCalXKyTNE3b7Uaz2ey5raIoZJlubm6uK/CP//E//vgqhxBAgDgXEFEIoRAlAABCjBCiiEMIDQINw7ANoiiKCispZSlolmUMUIwxwMrrhQm37SiKYlBgmmYR50KInFWv+JxUVWKSZRnnXFVVQ9PX67VmqLVFMpvNkiRijMFdAygKoABICTylJaWM0tgwjPfee284HKZpihD6sBEAAJ4+fXp1dZ00RltbW8vlsqqqXq8HIWwgRildhHEQBA1QbG5uVkojSRLP887Pz+Og6naV/sMPoigKJydZlvXstuM4eRZEUVQJSim1bd11XZOqQgidgDzPj+fefD5/thBCfEY2CgmEUMoK1OufEGLAAQBUAgAABgAAUDPEEQ1ACCRWKKWqYTebzZpHj8mSMWZrmFKKOGw0GkihnHMoJYTQcBoY4+l0WpYlK6soipioWq1Wq9WqqoqxsigKuNNWAQAYifv37+9suZ7njWNrMpkM9ZxSWlUVpTQIgjqMr9/v1w7oPH/lTXddt6mqjLFJytbrtZrzra2tOz35wQcf/PNfXv/Lf/l/ZSXY29u5MwCdTseiZp7ns4pPp1OFkF6vp6mkLEvGQVmWQOa6rq+DcrlcUsOOoujjk1QIQWRRS9Nr3kEI8eeLWjV56qs/HHzGmigkIIT0m9qdO3eqIptOp5UEVVW1LEtRFABQ7U3Nssy2bUppxVmdL1rTcRRFgRAIgkDXdU3TkiSpqgrudXVd1zdH/Rs3bnRatNFoVPre9fW1d/IzznkURRhjz/Nc1/3e975XMwXU5ISnp6fT6TRJEhbGhKAVQ1nGjApACFoA9HrguNLW65xJACFwBHBdYFGg65qxud3v93VV1TRNU8l4PI7iTErp2IphGExqpmlqtvvjH//4X//kknNOQQkAkLLuTeK1ZL0J1qvzn9E51sY8QshWxaNHj3SVnp+fTxbLJElG3a5hGEVR1W5VIUSapp1OJ0riKIra7Xa73a7ZJ4VgtXFfbyIAIST3D3qDweC9nU63286DbH5+ZmnX33Hd7xPl5cunWZbFcREgu8+cWz/9t2mj0W63WRz/609OptPpgll5XqqcSlmzCJOAQADAlMunc4AlA4BIIIEES4AWnuRIAFC2pkemObm93QUArMOEMRalKSFkYCmO43xwp3VzqzPNUleuBcqEFILVfLL1mtVr5t1XIPHPFk1rlOqPkEQIMCklT8XiatY1deHFhCgIFS+u5hhjlWqqqho0EUJwWa2ieukIWVXlh2FVVa7rlpyphk41lTGmY2yaJvwf/4f/Js/z6PRxURTHT49Wq2y42Yjj+Gkg1utXVQoxJITcrirLAooC0hScloAxEBEEIdQE+AwsUCAAAMACSCnxmzy5EgEAOBIAAFNIhIAmAYSg3pZGQCAEsAAAAPQ0sL9PMsU6OfEfZ5hzTlkd+vGKs/RXCE7FK7B+dUMkDDmEUGcCAKBJ0Gpq3/mTvz0ajX76yZPHjx/naSGEoKASQmiGUrO9ua7bsJ04jmtiCUJRr9dzXTdJEn+1xhjDv3uvI4Q4jyRjbBFnnPMCknqgfc39/Sv1AF8sbzK415DVPeYVh6kgAAAJBQCACAAAIKBmvPmcB1cgCQCodyF71a3k51rpVWXqe8rPn14D/ZnO+pweG77a2qr+ACAEhZCWZT665Wxvb0/X+XQ6fTlN4jiWSCWE9LtavcacJElVlHWyVbvdztK45kq1LEslFAAAtwHAAMQYCAEyACAE5WdcnL8hBfdvC1Ytcb85WDVe9T3FG0zD4hWR4xukvG+AVT9fAgAhQAhwDtoCEAgKCTQNBBJyLgFWKKWdFt3Z2blz584Pf/hDyUW32728vEQIKRQDADjnuq7ritpsNl/tFfYZPPL1u/6H7f325hZGX+arrmH9lTv/JnuqQAhFrZ3QG3eoKAAA1uPjG3zN6I0b1hqtXvR/44mAAAAhqMl4IZC6rmsKkVJCyTDG9UBvGk1CCERVvWPYzs7OF7e/gp//kV8DFvyqAr50i6+E41Vb/MbAv8mnC+Cr35ZlUZWUZVXvHvhKpN6466/siPTl7gHhqyYVn2mbqirzLM/zIksrjOVoNCrLMopSxpiQFWNMiqosyy9I1ptt/qYt85uUb9iO7vOP5G9H1F/vlKEyACEUSAAAHAs9evQIw+zJkycXnloUBZOCMUY5B58pe/lKnr6pUT5THb/ahwiQzaZ7f6sFIRSOc319PZlnnPP6/pjiN0igvyAsX0vN/ZWS9XVc3L9yNQC/zd4W9Z4ktZAjAABQFWgYxv7e5t7eXi4MKSXESAghq+oNeH79/eEbf1/3IQghhpIxFi5WvV7rg0eP3n777WfPT8MwxFIKIaCmfp0E/XZS8CsofFmsvmG3i69/p89pwBGUAAAqJADg9lZvZ2fn7YdDIcTHS+/s7Gw5y7MsiyLJGEOighBiUFOFfzX3PJJf15+glJJAgDE+aCiWZR0u11nGSoKklJhS/Jtrn6982zc1y5ePv+7gNy+vLgESfDaSJn4CAPvOdx7cvn2btrsbGxs7WzeHw6FpNoUQgpUAAPwq9uqrm+bNTUS+QjtLKYSo4mrtJQkTUoIKSCnB/wtfM5NA2yQnWwAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAyNC0wNy0yM1QxOTo0OToxOCswMDowME7kp6MAAAAldEVYdGRhdGU6bW9kaWZ5ADIwMjQtMDctMjNUMTk6NDk6MTgrMDA6MDA/uR8fAAAAKHRFWHRkYXRlOnRpbWVzdGFtcAAyMDI0LTA3LTIzVDE5OjQ5OjE4KzAwOjAwaKw+wAAAAEp0RVh0c2lnbmF0dXJlAGFjZTM5MTIyMmM2NTI2N2I2NDhmMmM4OTA5OWE5ZGM0NmEzMGM2NmMyZDE4MzFkZWJjZWUwYmVmYzQ3ZmQ5NziruAcdAAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 85%, heic:speed: 5, File Size: 316121 bytes, PSNR: 63.97461310203717, RMSE: 0.00061416084645316, SSIM: 0.9994683269602657\n",
"Processing 95% quality\n",
"Time taken to save 95% quality avif with heic:speed=5 at size original: 80.78579831123352 seconds\n",
"Cropped image saved: temp/cropped_original_95_speed5.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 8425001 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 95%, heic:speed: 5, File Size: 564412 bytes, PSNR: 64.5818997112676, RMSE: 0.0005597898853011429, SSIM: 0.9995800506758911\n",
"Processing with heic:speed=6\n",
"Processing 45% quality\n",
"Time taken to save 45% quality avif with heic:speed=6 at size original: 14.15670919418335 seconds\n",
"Cropped image saved: temp/cropped_original_45_speed6.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 75a5e41 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 45%, heic:speed: 6, File Size: 79605 bytes, PSNR: 58.81687666009032, RMSE: 0.001145389280281961, SSIM: 0.998080247819699\n",
"Processing 55% quality\n",
"Time taken to save 55% quality avif with heic:speed=6 at size original: 16.629237174987793 seconds\n",
"Cropped image saved: temp/cropped_original_55_speed6.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 52de846 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 55%, heic:speed: 6, File Size: 125011 bytes, PSNR: 60.814998636443306, RMSE: 0.0009073935798369348, SSIM: 0.9987837015098919\n",
"Processing 65% quality\n",
"Time taken to save 65% quality avif with heic:speed=6 at size original: 18.728077173233032 seconds\n",
"Cropped image saved: temp/cropped_original_65_speed6.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 227215c 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 65%, heic:speed: 6, File Size: 171777 bytes, PSNR: 62.1386310993638, RMSE: 0.0007727597840130329, SSIM: 0.9991167892848184\n",
"Processing 75% quality\n",
"Time taken to save 75% quality avif with heic:speed=6 at size original: 22.314453840255737 seconds\n",
"Cropped image saved: temp/cropped_original_75_speed6.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 6036fea 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 75%, heic:speed: 6, File Size: 218180 bytes, PSNR: 62.99511578485507, RMSE: 0.0006961612380109727, SSIM: 0.9992882608527145\n",
"Processing 85% quality\n",
"Time taken to save 85% quality avif with heic:speed=6 at size original: 25.906936168670654 seconds\n",
"Cropped image saved: temp/cropped_original_85_speed6.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: c4fa481 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 85%, heic:speed: 6, File Size: 318586 bytes, PSNR: 63.95939374542771, RMSE: 0.0006153740105219185, SSIM: 0.9994667104275271\n",
"Processing 95% quality\n",
"Time taken to save 95% quality avif with heic:speed=6 at size original: 37.915674924850464 seconds\n",
"Cropped image saved: temp/cropped_original_95_speed6.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 9e46288 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 95%, heic:speed: 6, File Size: 570649 bytes, PSNR: 64.57418131097047, RMSE: 0.0005604266771115363, SSIM: 0.9995786959290166\n",
"Processing with heic:speed=7\n",
"Processing 45% quality\n",
"Time taken to save 45% quality avif with heic:speed=7 at size original: 14.296802282333374 seconds\n",
"Cropped image saved: temp/cropped_original_45_speed7.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 75a5e41 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 45%, heic:speed: 7, File Size: 79605 bytes, PSNR: 58.81687666009032, RMSE: 0.001145389280281961, SSIM: 0.998080247819699\n",
"Processing 55% quality\n",
"Time taken to save 55% quality avif with heic:speed=7 at size original: 16.32487678527832 seconds\n",
"Cropped image saved: temp/cropped_original_55_speed7.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 52de846 'AVIF' (100x100)>"
],
"image/png": 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e50GVO47T7Y5938fEMsbwKlYiD1penOyur64ODg4CDyqlXIfcuXOn13HPz89jx4IQCp5IYXt+IJWi0AMkE2k6HIwPpu2Dg/7lNc1yhQhN82I+jyilXCOEmTHS8zzoexZCiKDXAnMTcCK/czr9zne+89FHH0EIf/jeAwBAsl19//vfj+P47OxMEtcYs1ytpJSnp6e73W652VBKISLGmHG/67ru9WKllAqCYLPZCCGGw6FDsda65Hy73ebchGHoWCyOY1GXtm3btp2maVxwQkiv5Q6HQ8uysiwrcnFzcyMN45wHLn7nnXfCgGKM8zy9vr6+vlmMRqNhPyjLUgHMGFPGjEajQc/JsszoutVqYcABAEdHR8aYKE7LssxK+ejRo0cvIkopJPZgMAA6yfM8yYDWuhdajLEs44SQOK93ux3B4N1338WDtuNa1LOo++qPQOPZ7M/+8Id7w+7/87ePL+frvKydVo9Q9vzl9YePXyA7MAakWbGO802UQgRt1/MshgBgBDOCXccCRkdxLKUQgiMI2q0AI7jaRnlZ+Tb1HPtwMjyejhEmUnBALMIsi5Jer+c7lha17/vT6ZRa3nyxiqI8L6q271gUG4iYZa93RZzxNKs3u5xiE8fx5VLkNW67cDwaHez7STy/uFkXZe26NIqjT5/MrufR2eXy8+fXwGjL8ba7FYTGc63F7FwpFbY9baw851JpjDFjGCIcdnyETFWUgec4Nmm3fOJ5HqWUkSb6AUMIpZS+7xtjPvjgg8ViobV+9OjZer0+mvSrqkqK2rbtLInzPJcAM8aaCz23LYSwLMt1XSnq7Xbrum4QBA2paq2LogAAtNvtw4OJEKIsy+VyebPacc5LodM0pVCfnp76vp+m6Ww2u7y8RMQ2xiBoNW81Go02u93Tp085l0opgsDh4eHv/OD9m5ubX3x83tgVyrLsQp9zHsfZdDolhGRZxhjzPK+oyiiKDE+ePn06GvePj4+HNfhn/+yf/ew//XI+n2+jFCHUELjnosb8oLXu9XqUUqW5UoqEvt2ARQihGEIIjwb94XBYc1Hl2ft3hpTSl7NdtIlkzW3btlynqDimDFMx9K3T01OAoBBCAVAJMV9vhRCOzXq93l6HKaVWSdWYay3Lmk47VVVdzFYIoYrLPM+VgUIZXpUt35MGPr+4IRgRQhQkEhgKsNKKSwEh9jzbdS0IfJsCzzac8+WmErzc7bZSim7L8n3vzp2x53l5IYoC1oJzKWpOMbEgMrP5cjBoP3xw9/p6FefRadC5vlmslrO3Hxz/qz/78SeffHK92BhjsBEQQm1wXdeXyzzLslargxBs9DD4T3/yLiGEYoQxJghACP/ox9+dTCZJmlVVlVSKc/7sYjmfz4UQWutaCiGE79oQwrfuHDx8+PAv/+r/5ZxXUgMAbMejlGIELMvyLJqm6dn1qjFsG2MIApTSRrNTBjZGS9/3LctSSm3jtK5rgpHneb7vF0XBa+X7/noVaa17HaeuawTN3bt3j/Z7aZreLDJCCNDlxcWF1PT4+Pj+aevRo0dpVtd13ep3LctChlNKswLkeT6fX7z//vvbbWaM6XdZnueCl8vl8ic/+R1jjAQEYzzudxBCuygjhDy/2rmuu1ptmhC+3W5HOp7V2NUQQhAaCOHNcq0REdC4rsvjLElKXpdK8jTNLMvaJUVVVS6z9venYRgul0ujZSvwWhACAGzbHg6HANKLi4uny5UxBmJkUXsQtgAAVVVZllXWqs5zAyEiVDVKCa+llJNeezC4s93FEML96STLsvliMxh0hz0/jmOG4IMffmc6IZZl2dR/8SLPXEUpqirz1oOTXcZfXjw9O0fGGI0NpU6A3FrCsuBCFABo3/fv3ntYVkJBulwtF2t19+7dTo+tduKzZ1FRFLu4CsPwd74Lq6o6e349Go18xzk62LOgQQjled5x2a2T45W2BQAAy+Xy+vp6nUSTySSL5PX1dS4EpTTL8gbgxs6PMa7rGiE0mUwaC5bruoQQY8zV9fXV1ZVAuNVqtdphVVVlWVqW5fu+1lqIijGmDGhu0sgrjdyvtW61WkKIly9fGmNs21FKWZZ1eHi4XS4+++yzqvAYY7IGhJDpdNrYcJpox7fffltIQAj56NHHUsqrq6vRaIQx3mw2QeCNRqMs2T5//lxo6vu+4OXTp08dC9u2vbe39+TJk7Is9/b2giDYbrdFUQyHw1/88pfL5bKxlwghjo+PidFcG6MN1BpYjAAAtpl9ebm6ud788qOtoWWn0/nuw5MwDC+u17PZbDQY5nkeJ+lqvaFQtlqt88ur4XA4nU5d1315fnl5eSmN7vS6CtDtdstXWyHEsNfqdcdpWUfxVipBKYVKGc1bgQchrKraJpARKHn5crbSWlsYQgiVzrZb024FnU4HAhH4VlniOC79wGHMquq0rNJW27Nt+3J+NRj0LS94+vSp1qQJaSsr5boupi4E5NFnTw6PDg6P7z85u9bQEkoMBoNO4B4eHrqe9dlnn4h669rHWjHX6X7n3W7LDzzHd21vfzxBCI0GAwAAwRgrpSCAdV0jqIwxz59fbbfbIOgCACQCjuPM5/PZbCY0JYQAQIwxssrPz8/nl6rdbk8PJ3mef/TRR1VV8VpaltXt9zqdTpRWq9UKAPD222932+5qtSoq3sQ7B0FAKa3r+q17p+12e7FYrtfrLEvruuacQwg7vT5CaLXelGVZV2We5x3fGQ6HBBulVGOuaAi80+nmeV5V1YsXL7ZJFsdxWeu6rsNuK0mSKIrKsmz748as2migEELf9ymlVVXNZrPzl89Xq9VPfvKT6XT6+PHjuq6PDg5ardZ4PJ7NZr5ra60/+eQTpRQBmmMICLEwAghoA0y/Y0a9/tHBWAgxX3sYY8a0lHKXAM6579HpcJLnaZZlro3DMOSAXC5mWckZYxjCvKh3F1fw8toimBHAHAsDkeUFocynznK1IRgqpQILh93WsG0bUzmI7/W8marLPLNt2xhT1Zwx1ut4wcGYYaC1LqqSMpjkepcJADQh9HCvTQiJU/ny4iUjYDoZ5JUp8pXfbvd6vVryNC8chrphGyBsOe5yHZdlKaWs61pLnud5u+Uz25EKEGozhHlRUmJRYs3mK6VhXvCr60Ve8NFoBIhNKMT//I9+hDFOs8L3/bDT8jxvPJkOh0PbIgihihtjzGjUGw6HANqNEFDXNYSg3W6Phj3btn/56adSSmY77XbbtqwgCHrdcG9vb7o3cV03CHxjzGw+Xy6X6+0OAGBbzPM8oATGuCrSxWKBELpz505/MEIIYcvN8zxLk1ar1eu2gyCgBA2HQyGlEOLlxY2UcjDoR1GkRBGGoQE0yzLXdW3bjpKqLEtEyE9+8hPHdebz+XQy6vV6DbUKIZVSEGEAAKPE931GSZ7nUbTr9Xp5Ei2Xy36v2+l0qqqilBJml2WplNJaSymklOTOfnh9XYgK9EJGCBZCMIsul8tHz28AAC0/AMYkCS9LQ4y4e7SHQFGWpQaI8zpLJaX0T376+1EUfXJ+vVitj4adbqtNDB+H7qgX7nZ4V4jZbHa9SaqqmrTY6enpsO36vj/fxEKIlu+fnpwIA3dxuonSsuZtCwUH47Zve543Xy63q7nttSyukgKv1+v1Njs6Oup0eldXs6cvtn7nwLFAXZcX8wxdRQgCKSWGggJuEQA1T7OCUKvxnuZFZdt2q9Waz+e7Uqdl3Q/s4XAIRP7OOw+TJFksFtfrqLi4ARB5hUBaYoyFgZs4beDGf/C9Q2NMu9N1HEdKKYRIkiLPczcIW60WgkgIkWbZYrGIdjsIoe+xvb29TthN0zSK07qup/sHy+XycrFSSu0Ne+12u+U70+kUQzCfz+OspJTmXCOEvvfOg3feeWc6HrRarbIWAICwHRBCzs5fPnr0KC8rAADBqN/vM4rzPAcQUkorLjabTZQUeZ4TyiCE8W4dxzGEcDKZYGSyLCNWS2sNIXAc51/9y3/ued5//NnPjo+PpVSbzYYQXFWVlIpSGobhfD7XAGKMRZUPBoPp3qjxLTqOw6Var9dFWWqtLUoopUVVG2OahR7/zrtHjusHLmEUEeaUZXl2nVYC7O/1XceKkqyqa865MWbUd12HcM4JIbzKeF1A4kVx8uxifnmzsBi1GUNK3D09fXh6FO92L5dxwfV8HVdcj1rOyXRyb9ozvCyqerfb8aoIXEcA9uTZi4vZSgPsOw5GaBC2+93w2dVyttxSu3VxvYxz/vJyrpUYDPr3T3rR5vpylhhIIATdbl9L7vvB0eFeGq/jKO6G7T/6J3+YZSlPVt99697l1XUSbW/9SEYdHkz/5He/l6xnecV7YZsZfnK4/0/+4KfXlxfzTVpWwkjJCK2q2rGd6XisldpFMcF4GLahVvgPvn8niiIpKsuy4rQ4Pz9PC6O13m4W2+3WAGzbtu/7h4eHpyf7lmUZYzzPa+IAXL8LAKiErusaE9JqtRgyEMIs3j558uTJi4snT56sNzutNdRyPB5PhyGEsKjquq6bGbGJko8//hgR+t577zkWy7KsLos0TReb3fX19Wa7gxAOR2PGmG2xVqt153jP87xWONFax9F2MBhoVc9mszhJ67rGhCGEPvzwg7/927/9sz/9k3a77Xd6k8lkvdn8/u///tXV1Z07d7737sO//uu/Tmv1ox/9iABV1/Xl5cWjR492SR5FUVWWQRBYto0xlrwuioIwy3EcipFSCv/0Bw/iJOOa1hK9uEqvZlGvTUaDjtSIMiuwNYFi1KV3j4euDePdYrmt8qIyClSV0CIf9Tu+i8f9gGuQxDuHAErx5ba8XserJK8VmITuZNjrtj2teJQkQacTZ0VeVpWCnz9/8cnjJxqi/b0Ro7jmXEiZZllWlC3PCjw7bLnvvnXPosZhoN1pV2UOVDUaDSGynj97YowZDAabuJgtt1xA1+94LsMY9Xqdk5Pj5WI+XyzG470kjlVd/OB739nuoroqz84vDCQWo/FuKxWQCqzjNM7KxhxgAECvrAlxmlVcuIxYlLgWbgce/vG7R1prpU0URWkuXNc9mA4ZY0lW2rZ9dDAej8e+Z0EIEYIIIWkspRQCoK7rui5d1z06OQnDcL6Osyz7wXff6/f7nz05e/HiZcX5nTt33rp73G63x8MBxjhLk7qupdJCiCTNd7sdgPitt95CwDx79owQgjF2bOvdd989Ojywbdt1Xc65VGqz2XCh0jQ1qnYc5/GTl3EcHx4epmnKhWy1WlVVK6UYRZxzCM1gMDi9c7xcLj999PlsNkMQDAaD5XrDGPNcR2sNEbJt23Fcy7Kqus6yDGPseZ4xhnPeuH7b7bZt2xgC27Zti0IIyWZXE8KGfVu3PXG9JgSN+3Zd15EFe11/PPDLspzNEtd1jw9aFnEtVgFgaa2VctMMZFnW6XQfP35cFMVgMAAArFaro4G/13mQF9XJQf/hnQMAwHyXnV/erLax46S2xTDG02H48N6PoSjTND3bZoHneo5tjOl6tGXBsip2m9U6LhBC0jCh7Dyri0J6jlVxCCHc399vtVrPnj17eDrY39//m799EsexGwwNIcsonf3iw++/89DxO3oVS4AEpP/f331sM9qEYDcOfYyxBlAbk+d5EzLV+DUwxggY17Zci5alrAHaJtnLWQEAwPf2e2VZMmqMMVyYXq/XD92qqmoOXNc1ulqtVkXBu91u4BPOOcK08dM0tsT1ep0W9WKxuJyvyrIUZT4ajR4+fGDbdtBqj8djo8STJ08+f/4CIdTqhIwxhCAAgJc5AGDYCx3HQezWIaS1no76nudlRZkkSVEJCOFytWsyHDHGimeO45S1XK1WeZ57ntfyKcbYbw/LsszLYm9vb7vdzmYzI4XjOIRZjcMpjmOCUVVVSsosy/KiqKpqF8Xb7VZK2WjFQogm/AgjNBwOjdbL5TIrys1mEydJEASYES/KxCYxT15sVuvE8XrDNtUaXC7TKMnHPTYa9lsubfmMEsgo9RxL1OV6Wy+Xu+dX0S6tao00JDbk++P+6Z0TrdVidu25znTYjberXVYChJERh9PJu3cPhx1vf9g92R8xSpNopwBUBkgpGaOMUYJRNwzHk72qrlerFSAOJrTkUhvTDtzAd3eZTAtpVB3HUZSUYbfvufYuylwLWBQIBY1Wu23kOs6Pf/DdTrullTJKcqlc19VKNkwgiuNNUhS1yOo6LUrOOWWWxaht24yxPM+ruqaMZRVfbSNkVLvVOt0fnuxP8KDThhBmWVZVVVXmnPO2Iy3LijJe1/Xe0Ot0OkAbxphlkSboSQhRcaC15ppIKblUQoiH909PTk6SJHny5AnB6Pvf/37Ybi0Wi6IWh4eHDx/c55wXWdrtdhu17uDwKAiCmvPFYpFmeeNkLcvy+vLi6upKaZ1l2WITEUKqWi6XS4ygMSbLK2NMtxPcu3fPdnzOue8Qy7KAUQghBWkURd1ubzQa2RRdXl4maYYxzssqTdNGIR8MBoQQDRBCqAnhbrJTJedSSq0bszLL8zzLc9d1x8PBdDqdDPuO4+BJfwgAKsoCE9Jp+YSQbVRHmQlbxPfsmpskE9u4XG7S5a5e7qrFmqclghgBRCjBjCLPC3zX2WXVoyfPL25WacEDC4edUHCRJKmRwiLYt4iFkdGgyAsENIIgL0ophGvbQOuiqNqt1n6/bWFws9wul+tut9ft9mwKjqZj33WLNILGIGBGPacfui2fjQbhqOtBVSzmK4xw4LlVWVVp4lnEdew02j4+u0zyajDoD0djhxHJa6FBUZZS6bKqEDSdVjDotIbdzn6v02v5dc2hMe8e9P7gR9976/RIZLs4ydqeQ4CONuttlDDLIZvNppGkEEIIacuygOacc2OIEEKKqolaEUKIoqrrOs8qY0yrZTcRA3Vd55XWWhdcUkoBAIPB4O7daV3X8W5rWVa73SaE1HVNKW0MQ5PxUGv98mrWWE0ty2os9OGdfcuyfhj0MMbn5+dxHE8mk+12m6b1/v5+VQsp5eHhFEKYpvHZ2ZnkotPpTCaTxs/MGGuOFcCWZcWluLm5cSxCCCnzrKoqg1WWZY2AjTHWWhdFzTm3oJlMJq2iLoqi1+v1+/2KiyAIJhOyt7eHIZjNZnlZlWWJB23PdSzftl3bIhQrpWqh8rKOk4xLGLZcz/XbvjseDgGiSZIYRFzPN4AZQAGicZJzzu/du/fddx8cTMeQsO12s1xv0qJSouqE4f5kyOuKC9Fqtw2mSZYd7O9dXF4WZen7XlVko+Gg2+1QDPcmE2OM77uMoA+fnF/Nl6vlMstLzyFAizDwjw+mncBTnJdJamFMGUuTZDwY3r97yggb9AaT8Xi33UqlyqJQGgSexwgp8oJCuL83JYQmUSRqrqWkAEKlgZIYgFqZ1WZLCCnL8nq2aPdGrcB/eXE56odH+5OLq5uiKITBT54+J71ez/f9eLtLksRxrdfR4YSQxjeTpuluUwAAFKQQQowRhLCuOQDAC/wmZu7FixdPPv80SZJSYcZY4FpSSqfTZozd3NwsFot2u+37/vnlzccffyyrvKoqiEmWZRiCLMsMRGma/sVf/AVCCGLSMK8gCB7cOdputxiqe/fu8UpcXV2VZVZVVcv3j4+PKynTNH306NHHH3+std7b2wvDMEkSjXBjMmOMrZaL2Ww2GfTDMHzlCgCNfKCUEryyLKtJZL61uEJydXWVR2tjTFVVjx49Wq+jXq9naSSlhHf3poSQRnmyGHRd17UQhNC1CcZ4k6g8z5GuKaUP7oRhGM6WSZqmBmAAAKKOlNKYCkJIoQIAeK7dbreb0D3P8zzPW+6y9Xrtu3YYhgRq13WjnJ+fn0d5bdt2r9sxxjAggyAQRRwEwbsne4PB4NPzWVmWP/r+9y8uLp6/OO/3+xeXs/l8jqDxPO/977yLEPr3f/NRVVUtqpMkGY73jDFPr1a9Xg9iJIQgQHmeR00NIaw0WS6XoW8/fPiw4ztlWRqEG3ecUgphzBgzWhpj1nERx7EwsDEQOo4DtUIIbeLs5cuXxPO81WolpRwOh4yR1WrlWmhvb09rvdlsljtOCBn1Wq1WC0Idx7FSmlKqDcqybDNf13XteaTX6w3GA4RQkadNsHS32xVCXFxcxIWwbVtrPZ/PLQIPDg4Wi4VSSkpZluXVVZbn+cGoN51Ow72B7/sH035TUGGz2fzd3/3der2uhWwU0gcPHriO5TgO5/Wnn376+PHLIHDe+/H37ty5s42Sn//855tNlKZpA1bbs33ff/jgYa/X++jx2dXVFcYehLAoirqui/pWTG/eRGsd+C6ltNY4TVNRcSllFEW2bTOMoijiGk6nU6K1dF07L3icZNuYFIV459g9PdrzWRXHtJkOzG1tNpu8pgAAABilbBXXs2XOq8T3/fGwq7VWklPb1pIbCCeh3+l0Pr+JFttUaaMNyKu6qipjzIv57q3jSTfo1+fXg0GPIZNlzr07h6FvhZ493RtZFuGce46jhLi4nrfb7YdvH6dpSiGsqkoCyDn//z59+dlnFwqAKC3PrxfD6dGz6/Xjl3MNQckVQooxipgjAS4luF5ud6vFwWR0Mu1Hq5t1XEyn034nKMuyFLfZ1Frr1TYGABhZI1Ud9YPj4+NSwqqqHIallNioVqtFGjuO53dWq9UuTgeDQRA46/XaGlhHR0cN/FFWvXjxIqsgISRLq7qu0xrWdT0ejd5+++3RwDs7O2vY3HA47HQ6k16nKIomu6MxtwNMWq0WACDP88lkkqZpv98fDAajXkdKaWS1Xq9FzqqqGnT8brfb6XQ6nU6c5ISQm5ub9Xo97HZd172+vF4ulzfbGkLoeQ7G+OLi4vLycpcLzgFmEGNkWdTzvLoqP/vssxdPPlXKjPrdP/7jPz4ch48ePcr5klI6Ho+LolhsIoyxVKqua2XAcDg8nI4559AoCOEvP3v67Nmz/cnwrbfe6rb8JEnIn/3ePuf8ai3KXdwagHv3PN/1iiI9u5HzyCAjIIRRrjY7LSXXWiMgbcdmtqUDOwwsCsR2vQJacQFn86UxJs6q+SZRSkleuTZziT4+mox6YV3XV/NlFJmLZ4+73e57x8O6rtPtMggCo8WwE/i+P5/P0ySSABV5GTjMt2mWZWUFJ8ORwvbn55eb1XI8Hv/ou30hxDxT8/n87x6/yHMZeMj1cFkKiJXvh51O52YhJEARB3Ut7wfO4f544mN4MvUc+/Ly8j/MFsaYrCwdx7GQDsPw/dO90WiUKbJdrT+/iWaz2dnFVVlyDdlgykchdm0b/9t/88fT6dRrD/v9/nvvvTudTqWQCKEsL6+vrylBrutu49wYMxwOhsPhdG/carVqrjnnQAvO+cXFi8ZuW5YlQqgsy8+fPL2+vr7NjECAMZZEu6dPn8ZpdnBw8PaDe0dHR2GnDQAQSjPG+t2wWYWFEL7vTadTIVWSJL1e786dOwjTzWbzwS8/3u12B/vTyWQStjwI4dOXN5999iQtDaUAQSOlNgYwhrkQURRtd6VSmlAMIfCJtiyLAeH7/nCyTyldR5lSqtVuW5YFtex2u2+dHmmt/9Pffvg3f/M3Hz85n893QinHYVDxoigYEIQQgggpqkqLfDIM7u63AACQs8KSkz5OBiAMw/39/btxtl6vS0mVklVtttvtclvatj0ct4IgWG7mWVECJCilg34XALBNyyRJllGmtW77Xr3YiSJRSt3bHzw8njKKteJSqVbgjQddAEAuUVEUQgiuYVWoXg2YGwBiGWwR279YPP7os8erefTOO3d/591T13VfrIrnL27OrhalAhQDKYCUACGAARBcyUIxBg6Hbl3XUSWMBi+Wmf3sZthtAwcly20hAbQ8yfU4DCeTyfn5+fOLm8tVyjm/mK+2qTGY2D7CRhkt15HexJfzTTwej8kHH3yQJAlXOAxDUzLf95XSnufdubOfpulicWsvbZx0dV0nmYrjuKq0EGK3U5TSoiiiKKKWs7e3V5ZlkiScc8ZYVlacc6Bkmqb7o9577703DFhZlov5DgBwG6SqpBDil4/PhBCdTme3251dXH388cejXthIc4vF4uc//7lt23/6p//VvXv3bFOkaXp5efPRRx+VwDo9PRFSLRaLoqp935+Oh91uN453lmX1u53tdvvZ2WWS5JyD2Wz2+eeIEPLyel4URVSBzSZ95sGjo6OiKObzZS2BMUC8ym1jjI3H48FgYIyZzWaz+XKzSUhaQW5sSJg07HoHUFwoUVuWBV7eSCk9N6CUPnmZLhYpQIxSe5dXi52qSs45V9UGAEQQtDwXW26aptfLbZqmSItOp3M06oZhWNZ8vV73fNZxMAaKQD0cDrMsy4sKAOBYhhCS1eqDDz7XFqWUbpOCbmv7cmOMCYIZQiiJ6/dP3zk9Pa2q6v/+xWdnZ2fbtCxLczKme/12URTFDgx97/T0TtgOyrLsjNoAAK3q0LfvTvtLqg1iGKO/fnxTlmVZcQAAxURCuIhN+uzGGFNVwLIIgAAAhTGGSmKjHFD3PUIIMYVdFV6W5WQymVRVlaSllLIJwsXQWJZVluVut7MZYYxtNtVqtVIGu6673dVpmrZb4Wg06rf1dDr9/vfesm374mbxs5/9bLEt9vfH434IISRI13WdZblt271er4mlODo6SrK8KAqlRL/fD1zL9/0/cPuEkPNFtFwuKcUQwrKsLItFUVTXEklwfn6+vnyWpumuMkJog4nj3EbjMMYODw/3JyNK6W6zopRSxowxZcWbVc/zPGlwmqab63maVpjA17EdjoMaOiIEAgA4lxAByyLj8XAymXQd1Niah8MhC3p5npP1ek0IIVBggl2HQAilQnVdZxIvVuXFPDXGKEC1xg6DSsPbeg+qsKl3MiF3T/yjvf0kSYqY3J3270/1/v4+tZw4jpfbaL5ZFWVt2/bl0tvmwrbojiOE0OUy9n0/qtSnF9dZlvU98t7Du/eOq08++aQWgnO+3GW+7+ccrtcbScHT8zUAIAgohFAA4WHj+57DcBptpTae59V1vVqttOQnJyd5XRVF0egrWuvAsUqhbqK1qGqLAI0QpVRKWVUSQoXxbTS7BhIg4Fmo47t7oXs8DrXWu90OI4AxnoQO6nnwv/uzH/i+zwiyLIsSAyGsudlut1wgSukuB7PZLEorxljbtyCEeWXKssRGnJyc/O53O91uVxT85cuXhvkHBweeY61Wq/U2IoRIgJRShFpNSEGSJBDoRilL07RZQNdxIYR4+2Tv/v37EELXdcNer67r+SaJomi2Tp88eaIh3m5TYwAhtyHCHc86PDy8Mx1qrZMsN8ZAowkhFsVaa4MRpRRCXFVVmqae5xlMz8/Pr1cp5zyrFISAUqRvc52gUkpKYFnYGDPqtg4PD/seaQynGGPHZk18FiGECAnKSmZKWZZuORhj7FA0aPtJUds2s2yFFAs9lKbpYp4ghN4+dk7eP+l0Ld/360J99MtPEYBZlk2nrm8hKWRdVi7D3W5IkeGcdzttQshm0s6yLMmrOI4RQr5/ulyvlsulPwn7/f7h/mGe57xYj/unli4sCjp7gRjY836bby+uEtMKrDip6xq4jgnDzsG4d3x8ELhuFEW24wAApBC2bVsWrevaQAAQggAihCyLClErqVzXYVaR5Yoi4DioF3i+73Mli6KoaqG1RgBKKW0CsZHbpNztdlxI3/d7vYHjOBQZgDBpys40uZ4WogAA6tlN2FRd10XFp9Npv7f3+eefA5rs7+/f36dhGBImFosFL/XDhw8Jwk2Mys3NTVUrz/M8r21ZFjJSSpmmKWPMdd1ut6shaUQE13WH41Ecx00S5nq5TtP07fv7hBDOebvd5pxbltXrucPh8Hx7bdu243oAAK1kGIbdbreqqjSKmjFvXJBa6yRJhBBCSWNMO2i1Wq2jo4Pdbnez3LTb7YFCjbrS6XR6gTcYDABGZVmmWVGWZZkXAADftTnnjKK33noLYXJ5eXlzc+N5nmdRSin8t//id5MkwZhCCJmpB4NB27eUUpzLNE0NIBjjxrl02A8ghEKbKIourtdSyk7oeZ7XaYcQQl5Xy+Vym+ZNbpjneQQoSmnb92zbpsyWUi63sVIqSRLHcbzAF0JQCPI8P7uaj8fjd+/tbbdb3/OqqmpyYanbefLkyf/67z9kjHmeCwBAAAghsizL85xitL+/H7i0KIput2vb9nazs227yDPbthtlyKZaKZWWEEJYK1AUBaPYsqxGJRRCCCEwMJRSy2ZNtqMQAkPkuq4w5ubmZhvFhBCLEkIICcMwyzJKqed5VFeTyYSXieu6xkDGWFnJLMuEqBFCrx0wvu9Pp9ZqtcIY37lz5+z5i1arhTHOsqyq6l6vVxRFmqYHk2EQBAQjpdTi6mq323ENm4hmIUQtuBBiEHaahO9+vy+E4JxLy6qqyraZZVlCqdcFG5oswkGv14h1tm37rlMUhUWcdrvdGAmaNPHBYOA4Tp6nSqnR/lhKGb9YCCGw5bbbbaOlECLP8yZSDCHkMNqU9GvcC0IIaIDWuhRCa90gCIARQhBZpqFvu647ne6Jut5sNkZJz0NGaSUNxciiREuRxgnv2mEQrOOC85oSYDHEBVyu4vOr2XCoPNdGzJ4GwVtvvcWQubq6wpRRapVVtd1ud0le17wT2EcHhxDi3W738iZyHKffUQiBcdePV9dVTJRSGCEIoVGCYqiEAlJ4nmuMcRgKgoAxAqEzmU4hhBZSjuPcn/ZardbVYrNarQDBBmiIsAFQIdTpdEaT4Xa7NQgSixltpBIAGw2MhsQg4zDs+75FUWMz55wTBBuLc7rLoNGuZbVcWwhRC4kQIhDCMAy32+2jR48YIUIIaLTv+wjjho4opU3003A49H1/l10RQpQyEMI0SX/xi19Yjv3y5UsETRAEhRKff/75dNTHGEdR1JhlAADT6XS5XMbxprlJE16PEJJSuq7b2OmBUUIIQqBt20qUQghjWBOJaozptj3P87a7uCgKTJiUklr0/v37bx+NXNcdH4jVanU1Xy2Xy7Is4ziuFS/LsohuhBBaO4yxulJxHFObMMYYY40xnhBCCOKcV1UFIXQc13GcRqt1LMYYE0KkaSqUxhjjB8fD/nBkI72Y3cRZYdn26ekpwiRJ0jTLeV1LKQOX+a4dF/L8enEzX3KpLdspijIvcz/wfvC970hedXz7aH+vlOb84vJyGUV5nRR8HWdxkjp+y7Gt7XYbp6UXdNIsrbnYn3a7oYcxMwAWWey5DgZ1p+U5NiYYGIiElJwLy2Kr3ECjeF1LIYDkWnBgdNv33r93cGc6VrxWgnccFvoOJkTz6ma9BQgiTKM4ubhOasU8jxmjuSiFrKGqKQYUcgIF1KYqsqPDI4sxz6K+YzOCoTEIAM9xAtdBABRFAYwJfbvtu2S32xlj3rt33Ov1Zqtdg/fV1RU0oN1uU4xs2255ljFmuVwWRdG4cJoai4PBwHXdhnn1Op0me/3w8DDJq+bLIAh818EYp2napLTe3Nw4Nu12u0qp1WqlpCGEBC7DGBsJGGMAqCzLIGZa67oWTYpEWZYAgDAMu+1WVVVJXjQxn5TSWnKMcZO+EYZhVVWPX95QSm3Xcxyn0zGUUoupJuC+1WpZBBJCMAIAgLIQRVE8ffo0CALPsZp+aa0b8SCNUVOLBmNMoNZak5Ojg08//TQt6ocPH+7vTaIoml+c3T05GXRaSZI0jH+52kgpJ/2OEB6AOAgCY8x2u71cbG6u5xCZ0Wjk+75SikJDLeowaiN9G5EQ+HmeVzXf399XBud5vosTAVi0iqKIIwQ9zzrc82wLKWJnRVHVgHNDqVTKGNi5vJ5neew4zrAVEkJ2260xhiFEIVhGFSs0o9gwluWlUkrD9HK+6XYCCCHSlW1R30ZScgghsxijUPOcCy0gxJhQSgPfDju9aLtkRNuMNgKTUiqrRF3XVcmVUhRDx3EqhbabhEwmE2PM5Xzz6NGjTWArpWwE9vb2LASagsIQwk6nU5alY7N2u12Ut+VJgiAYQ5qmaVnlQoirqyvbtl3XayQpz/OUUpvNZrtZZ1nGhZRS5qVACO3iZDAYMMLCMETotnREk/a62WzipPY8T0qOMfYD/+rqSgjR7XYppa+rpDQy3bPPPwcAWIxACKtaGGMQJWVZPnz7AWMMGKW1Fre1VYFSqhA1xjjwbIRQmt76ClzXDcOwSYRrWBXnvCjKZhVu0pkaiquqCv4v/+O/7Pf7H98Uf/VXf5XV6oc//OH7e25T1wIhJKqSMeb4wXq93uXCtm0Em/JTEEKYleLi4iKrqiRJorRot9uH07EQYr1LmverqsrGpvGtEkK63X4QBC/OLvI8R4gYYxzHagroXF5eTiajIAgowWVZuq4NAPjg0eLRo0duJ9jf31fA1HXtWLQoiqyopJTX61hr7VmkLEslBIQAIuD7/t07J47jQNRkMmtCCEUKAKA0Ksuy03YIIUojpVSel41wYFkW0AYA0CQ9iLpECDWRe2UzDEArpUiTw5wknDEm87TxITe1HDzPa/uelLKsqsbru16vGcWj0ajxvtQSNJyLc96ltm3bDV+rhG4WuzAM7xxMwjBsWKGUerlc9nq9yWQCAMrzXEreqGCdTieKojRNjVaEkDxnWZbVNT4+Pl7s1vP5PMkzCOGw3226wRgjJJdSNok+YbvlOE5R5p7nYQiqqjKgkdEMYwyypsYacl3XsliaplWtMMaNsp3nOWMMaFNVFUIoCIKm7EbjipdSK6Ua3Zl4QSvPc0tXDw5HqSqvl+fwcDzq9ixHK6WkAYKL82U6n6+11pODY8bYbDa7XKdZllEoJ5OJSrKw00WU1HW9zlPCrIMWklJWCjoENAkHge82xK+UCoIeQmCX1LtdKqWWMoXQuK7LsFFK3sZ5adkL22999+3NZvO//e9PjTHDrkcpWW/Spj9KKY9SQwhUxve9e/uTIAgWm8gYExcFgBAgjBHCSAMIa9lUBta2bec1iTKjlMHYGC01wBoADbBtMYio1tIAiKnVkJgxhgAppSxqWXJFGlljMBg0pNRYBVarFaa8rmuhjZTy7Ozq7Oys0+k0yfIXFxfzuKKUIgZXqxWFIAiCrCy22y1j7MGDBz94+y6l9OXNsuF6tm0TDLMsa4L5pERRFC3XOQDA8wIAgDHKsqyTw9Fut+v3+wihtk8ty/rwww8/+OADIUC32/3DP/x9z/P+/D/+/MWLF1EUQQgNRAghaHQcx7/4xRIAoBHFGHNjAADUpowx28KU0iZPVymz3W6lMkKIIAgad0FTVKvhgwghCHGjY76W75uQSaUNYwz+T//9f31+fl7WIgiCw2EYx7GUgFK6y6r1et101fecIAjySl5dXe3ixHGcjsdc122YbpNz1XJtKeUuzTHGb9+/O5lMXry8uL6+7nbaGOOz85ec80F/6DhOlvL1em2M6fV6w64DACi54ZxLUTUZ2nVd54LNZrOnVxWEsNYpAODhvZN2u/3sxUUURaOW1eTYIYRO7xzbtv3x42c3N8tuNxiPx5BAYwzXmnNeV5JzXgkOAHCY1SRsa60dmwZBAIBuyAchBIFuylIppdKSa617Lbff7zOCkiTZRKnWGv67/+FfXF9fE2afnp4+ONr7y7/8yw8//GQ0GkHmNoJ/lmWMYkLILinSNCXMGgwGLefW4y+lLIpsNBoFjlWWZV6LqqqyaCuEwJTZth14bhAEEBOMsdEgTdMil0VRhGE4HA5tIoqiSHJujAl8586dO1VVXV9fLyMRx/HVBr58+VLjCgBgpNYAaAA81/r+w5MHDx4YY16+fFkWGaW01kgpZdsWxlgBpZQyGEMIEaQIIYMgAEDWvEnckVJCoGzbbuqPNPRlW9T3/cB1jDG7tKiqymPI8zzPsSCEldCcc/wnP3rr9OTkD949bBH5fJWuo/jxxXaTcYyJ5XhJKVbb+OJ8fnG5MrqEwERxlGex0gQi6jFkW6wd2BTD5Xp9M7txHXawv2djpCUf9bvT8RAajSHoD/qMkijaaSUdC/d77cHA7XZd10GEAoQYQqAqxXy2yNKN61h37x7fOz1ISvjy/LkEilIqpDIAUIKMAXGSZSX3LBSGnUaAdCjZGw26bRcD5QeuY1NmMYsR28IWwzaDNoWuiz2XGqMIARgCoyUyBgFjUUoQqsuqLAqlNITIgtplRCu122w3UYaJFQY+I4R88skno9EIJH5Zlh9exU0oQFmW8WYLAFAGIARcYh0ejk+Oh6enp9LoDz74YHazQgi17IAx1u12zs/PhZCj0YjzarFYPLxz5/3338/zvBnJ1Wr16NGjqqra7bDVagWeb9t2VadpmgaehTE25raMY1VVWnFK6YsXL25ubj4+qxpBrynaZzHSKGuc8xcvXohsfXp66jhOURRNXrfrWev1Ot6ujTHyjfLYEBpCiO1YCKE8L9rtNvOoEAIZ0KTmMMaMMXEcN2lpbc+ZTCZhGEZR9Oz8YrVa6Sbe5o/eHWGMfbvJrdhlWVlDQCmxkSQEdwJzfHz8znujk5MTUdCyLK9uorOzs7wW3W6341EpJdB6u93aXntvby9NosVi4SHsuq4xxrIsBdH19fVqs261WmEYAgACzw+CABiTZVmaSwCA7yPP8zodZowxGu/v7794ufzzP//zx1dNjcCmcvirYncAICABAMRohADAAGPoIOR5Xqvtu67LoSrLUmoDAGDoVl1vTEyu6zLH1VpDgIwxGECttRRca+1ZrK5rYSCl1ACklHIdazAYMASWy+VylyKE4LEHAAAWBpSCQrGq4gkHe3u9+8eT0WgUuJIxZjmpZVkff/B8uVw63qDX60VZoZTqeJQQYlEKIdwlRZ7njs0Gg0FoO2VZXl9fP3t2HedgOrVPTu80gTRxHHuO63kegrAsSy4xIaTVIkEQ+D6ilPJaCyHiVF5fXz+dwbKqmvL+utluoqkaCCQAoAlTMQgAAIgCjVCKMYA2oBQDhI0xgzDodDpNxnETuU1tx7IsBDFCiGECAMAIep7X9twkSaKs4JxneZllmdGy1+uN+12tdVxwYwypGDAGtNro4OBgr+cRQi5eXmmt8nz9/PkKQmyM0QYaY0K7HA8HhBBerMpCc86L0nEcx3EIhGCX8DguEKqSCr13enznwXuGuI+eXRcI1JRFXPZ6vbf3DoQQVR7leU4BH+2Fts0ghHkFi6JIc4WQaYqNEeYhSipRy9dV4yAEBjS1ow3EAAAN1G3pLwBqfFvPChqAaogEIAgghNM07nY7jOLdNtEGSyltBYB5VZWSMYQQpFRItY7Tqqpbro18N3As02sXXBZFMVttLMsCENd1Dad96Pv+vYPegwcP9geB1tpzg8Vi8fxqE8ex1gAhpDSQUv7zP/4+QqjJQVhE/Obm5upmFcdxUVRSSqW+KP3jQQAhkBIIAfJXFQRdF3gOtSyr1/FGo9Gg4zLGtJZZlsWZ4px7Dut0Oowxx3EI837xi1/8H//xzACgAYAAGIgAABogAICBupmGr2t+Gfi6CNjtAYaAENJ25A9+8L3Ad8/OznZRppTyW6Ft21AbY0xjQRFCNJnYRVEMOq1+v9+Y9iVAWZY1bNcAxDknf/z+aRiGo34vDEOpUBxtK2GY6xlU3SwudwlI0xQTc3h4+ItPbvr9fitwoqj6+OnixYvzOCkhhLwGxnxR2hoAsPvVEquNKltEZhMbAKr5BlxvtoGbG2Nqzuu6rgUwxox77mjkHgz1/v6BhlRI2dRZFLf7ATQfX7DtBrLbCKsvNgVoyoEBDYBSOq7AxSLb01hDGzORxfHy7IYx4DgWxtg0O70oIqV0HMeyrCgXGue+TSGEQlQME4aQEAJh5AU+/J//3X8jhEh22/V6fTNbX13Nw1GHc77NaJqmcYa01hBpQnBAFUIAAmAMKA3VWmtDjDFKmi9tRQLhN5ZaNsZAoAAAFAGMb/fsqbjR2ngMYAx6Pjg4GHIFz88XV1vY5GkD0DgrgGrKjENtjMFAglfbj3ypNZsBQQgwABgDjwEIwb/+N//Cdd0nnz99/vx5HMcAgEYHAJoWRSkEGI+7vsM45x3faZbd4XA46PeSJEkb7+Q//eHdqqriLK3ruihllkmuAUJQA/y6xOptHU0DAAAKNFtGfUEyX0Lq1zb9VSThbZel1IRASmmzVRUEWEqpAYAQaEAghLrhVtAAAIjhr+cevH2B5k3AmzsnKQUoAr7PfvD974RhmCXxcrl8/vz89cM7LT8MQ6hklmVZrSCErcBvLCVKqcBzbNtGwDDGYLsZNQIsCwAIqgoI06w++Es9ugUIwdfHv1nTr+r7NxtFQAAwebPGa7OXlwEAGA2VUho0okMDEwYAmAYsIJqZ98ac118dMmMAacq9GwAAcCzwuoBm82svdL/zne8Mu+Hjx4+jvG6327vtxhjTVOPSkne7XS1Fu92GHgPgFfuEr3b/AgBAg74lvRj4a095/WamAeurxPiacuGv8Dv0RgX3RsLSEMJbeaHhWW/WeofNvmnN5xuEi4AxAL9iZ+BVtXzcnIaA57ntdrsoCgyNbdu73U5r3ep0lVLYyHa7zTA4Ojr6NWB9K0r51ns83Rotv2Fngi9R62upCr4hLqCGR70Bln7zVs0i93Vgvb7/m/vI3c4VCLQGWgMDAIGg2/VarVZRFNsoUcqEge37PoE6CAJoW+iNi9/YqeBbg2Xgt2VYb8Kk/95Lmqe/5pivP4/H3ve+9z0LRB9++OHZrBkq+sY7NOuj+qJS7S3uX/58Y0gAMrcTU2tAENjbG+31As/zOhbYbDYfv1yXZVUrYAzA5I3NICH4+uNf0+C33dfJfMPx197ya8Eq07zT8e+fTu/evWtIxxjjB+0sy8AXW0C+Fl2/Hqav2SPkjVdBENR1lUab4XD4+z/+wWQyme/yKNopA5QCvx3Kuj34dfTVUFZDU99m8qImjwNAAAB+Y8E5mLSm0+lP32MAgKt5vFqtzq7r2SwTTTIcQgAAA3RDLF/M0a/bXBBCQCBq6nk1FaWb+DPXZQeTIWNsud5ut5HUACHwWyueD94Qr/7z9xV4TSRf22azJQBg8qe/NxqNBosEAHA+E/P5/GZdXl9fL3aRMcYApW/bbf+/ifS11kq92pMJAoxBk2t7fn4lJQAIUAoRQVrr/x8Yman1lbZQhgAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAyNC0wNy0yM1QxOTo1Mzo0NSswMDowMLF/hw4AAAAldEVYdGRhdGU6bW9kaWZ5ADIwMjQtMDctMjNUMTk6NTM6NDUrMDA6MDDAIj+yAAAAKHRFWHRkYXRlOnRpbWVzdGFtcAAyMDI0LTA3LTIzVDE5OjUzOjQ1KzAwOjAwlzcebQAAAEp0RVh0c2lnbmF0dXJlADUyZGU4NDYzYjE5MGFlNDM3OWEzM2I5NWE3MjU3YTJkNmQ3ZGYxYzZmYzFlOTZkNjNmOTU5NGRjZTRlY2I5ODF9V1YsAAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 55%, heic:speed: 7, File Size: 125011 bytes, PSNR: 60.814998636443306, RMSE: 0.0009073935798369348, SSIM: 0.9987837015098919\n",
"Processing 65% quality\n",
"Time taken to save 65% quality avif with heic:speed=7 at size original: 20.125704288482666 seconds\n",
"Cropped image saved: temp/cropped_original_65_speed7.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 227215c 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 65%, heic:speed: 7, File Size: 171777 bytes, PSNR: 62.1386310993638, RMSE: 0.0007727597840130329, SSIM: 0.9991167892848184\n",
"Processing 75% quality\n",
"Time taken to save 75% quality avif with heic:speed=7 at size original: 20.67588186264038 seconds\n",
"Cropped image saved: temp/cropped_original_75_speed7.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 6036fea 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 75%, heic:speed: 7, File Size: 218180 bytes, PSNR: 62.99511578485507, RMSE: 0.0006961612380109727, SSIM: 0.9992882608527145\n",
"Processing 85% quality\n",
"Time taken to save 85% quality avif with heic:speed=7 at size original: 25.784950733184814 seconds\n",
"Cropped image saved: temp/cropped_original_85_speed7.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: c4fa481 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 85%, heic:speed: 7, File Size: 318586 bytes, PSNR: 63.95939374542771, RMSE: 0.0006153740105219185, SSIM: 0.9994667104275271\n",
"Processing 95% quality\n",
"Time taken to save 95% quality avif with heic:speed=7 at size original: 38.147294998168945 seconds\n",
"Cropped image saved: temp/cropped_original_95_speed7.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 9e46288 'AVIF' (100x100)>"
],
"image/png": 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YFOls03TMH9/tty1puV6zEbz15o6JC4MGiJis5tOri8uns8W0aNig7ZlRbnlB3++ECIEaQI10OZtdPh9jjNHrejZEEELXoN1u1zfq6XTaGu5KKWuFv//97xOEGGO4XFuW5XhOURSXs3R/f/+9N+8dHh4SQs7OzubT8Ww2Myx7sVgIQAAArCg45woCzrllEErpYrGeTCbj87PVaoUdY71ea+I4jkMIRgg5loMxVhoahhFFi263a1Pw+PHjqNJCCKIA5zzdLLTWzUG/1+sFQfOnP/3poNeLoigvksVikaeF1lpLCSFsBh4hZHbxZD6fc43a7fazi6dlWcoaXF9fP5/MV6uVqKtut5vl8dXVVaM9PDw8VAR3u91Ob+f8/Jxv5p7nYQNDqDWCYPtHMCKIUIzbvrp1ss+0JbFzY6+9mk/7UP7hjz64MwzyyfnZol5n4uzRhZJGwwQuBjyPx5fnn1xcK4yDVpPYTk28VVaZtoMItT0fUsN1fc8LOoGbbDaP1wlDmEFqtLpIwiSttGlIpdaLOE0LCGAcJ4skzcrSMi0h9XK2OHt2pSpuIyyQMB3jaG+v1++7pggsjOSm6SFM0k8//tPZnO3tHXT2u4ZrDhv2+++9+cE7PYMUI2XgVhsBDQ3imkQJmTKQFIVGjm17OzvtwxuHzLRXWdkyXQOh87MzzzDr9bJczhX22719srUevjTZEYKQIoT29sJms/nJpw8ty6rrejgcpteT6+vr1XzEGNvZ2YnjOI7jLMsODvrL5fJstbAsC5h+HMeeY4RheL1IIYSu65ZlmWWZ4zhbl+N4vNhsNoSYvu83TCvLsuUyBgAoKbcafxAEtm0fHBxUGiGEWJ6cnZ0Zsto6DH7v935Pm4hzjlk1mUxGk9NGo+EH9rNnz+J8fXh4OJS9fr/f2etGUWSVOcY4z3PHcf7e3/sp57xerTnnoM7m8/nTs5lpmhj7zWaTEvbgwYNYqa2Wf319DQCoqury+XOlFNTacRzi2IZhGISCl6gBCaSU//D940bD+v/8L5uiKBbjy5/85CdGf/hvPv40iUvHccA6yvN8DkmySYRh7O8fbqgjDcOVGpOKAFIXNa8ry6RpnjHGPM9BBM1Wa6XU0aDdtty+aYRhKDm7quIsaAohOrY1vDk8bWySJLGROBy0qEo+/fTTiHkEIuIFGGNcy9no2hCxEIIDul4uEWmPp6m3UQiVN7refn/f8I0kWcw/fAYhRN1gtVl8tog45/bnVwCAo37n5OTk0XxhN73Wfff09BRF0m+2ChEJJHRJMSGEGtQwvcCu61JbvkGI1gqZBA967SAIgsDzfd+yLNu2CSLdbvdmSD755JMPny+rioGCXV4+E7JeLpebKBFCbDZxnueV0oZh9Bo+hNAJG4ZhEIiOjo6wVqvVijpuEATEMMIwtCxTSgk0sizr7q2blFLTtsbj8XIxV0rNNmmWZVm0Rgg1ejuz2Uzlm9PT0/PTzxljhTQYY5ZtttttXlSz2Syaj9br9TKKO53Oz/7w7wdBcPn8nDG202lYlmV7NmPs6cPT4+PjZqeZZZnUsNlscsGKoqjz7OnTpzWQx8fHXn/3Zz/7mant0WgEdCGEMMxGGIZAcAihYZIkSZxGp9/vO44DAMBvvrHnuSbFiCBoYGBgeG/H/fF370e1fnI9NZqtsOFuapBwGGfVOmUmpb3BTsIKrtVOK7xzfMP3bcezqSrzaLGJkmi1ZDU3TKvVMC0CVM2wEkmaAa3ePuiJbD1fRFqqyXRUs0oidxmlEAKCkFJktlivpyMkeFFwDSny2hWwCSBa6X7D6beanudkWdLc2xfESADl1KTZzKNgtEr7w+Gt48b+0QDZ8smzB+MM4EbDQSDPi1XCsoL5jtPvDqYVn8TZD968vZxMH3388R98//fuvMkta9brHIeh57j+7m6v1XWZLPKslkpjJQmQNpWaF/BnP36HMbb1lhgUO47zB9+9OxwOq1qs1+tLhpVS16P1YrHQLOecgypnjLmhp5R69969u3fv/vxP/+18Pi+zyPM8YgQvPQq+byyXyzSr6rouhOKct7FCCFG3xTlXSCmlkhJQStv97mq1KtIKQkgwNAzDtWwpZSmYbdtlUlZV5ZsaIUQNY3d398btW0mSXMzWRVEcB/js7Gxewtu3b9/eJ6PR6HxyXlXVztH3McZOnXPOJfGm02meLL/zne9crJcQwj1XK6XWRZ3n+e13bMMwqmLHcZxW5wbnnGBZVdWjz571er3FYl0UBYB8sViQ999/69GjRxQSCCGhWCklZ/OCi65ZtYAmUqzX6/mqxPPpJmcY45TLPM9brjUcDndtEZ39Zp2kgNAbN99gjGlA3n77bcWKx48fP71M65oT07OblgGFUopSDABQQsoaawGYYNSESqnlfCalvH971zCM61VmGMa7hztZln305PxgbxcBMZlMKMF37tx5f+iapilN42k5WaDSCzDHevf4sIn08+cPLp+7dV1L2PU8D7MCALDAIM4zpCqr4aHAW0uoCGKM/eaC3b1713ay8/kD69EwjuO0fE4p/cMfk81m86vT+f7+fug6d45vSlC1ocvL0nMoOT8/xxgTRBBCAGrbtqfT6aeffqo2F4eHh2OBRqNRJIKtW5IQEi/XAICyLAkh260mnU4HY+ybFGOsAWGMnT54MJlMCmi5rmtalhBCAE4I8TxPSrmazbXWUCEAgBBiK1W2flEIYa/XY4w9evRIStnpdJIk8Rzj5s2b08n49PTUjgzDMHKtGGPHx3fTND1/8uDw8LAs0uPjY1OFQojRbJ6m6bNnV/1+XzjmZDK5eXDSbrfTonz27BmxAMa4LMvPPvsMU95sNvf29oqiUHllGEYYhpPJxDCMwWDw9MGvV6uVIFIIQSEcDocE1RIJWSthmiYh2ETk8xqfLfMs8WEUQQhtu/WD+yfD4fDz68nV1VXY34nj+GoW+e3UwJZlWZv5aDgc9l2IMbycrf78oz9XRtjeObK4TJKEbWLGWKvd3OntLNeLoigwMuu6xhBJqV3foZQWRWVZlkVwliareAIAyErFOXdFUpblXrcJhK5y1mw2F0zwrHTaFg18k6030ay7ExBbrk6ju3fvBhRfXV1t0rQsS4pdYLcsE1JiI2BfnE+Pjpqq7V1d12EYAiJ3D29gUN65c0dDsf58zZC70+t6vq00f/u92wAyaZuO7990EKXU2Yo+jHFVVQjhrRIUx/FoNJpOF2HQsixLKUUIGY/Hk8lE+eFWF2s0GtWaX11dzZ5Hpmme3H0zy7JfP3/AOY8rvbu7q82mYRgmQLPZDAL03nvvKS03mw0hRGudZ/lwODQIVUrdvn8bQpim+WQyWSwmAIA8zwkhBwfHtm0/Oz+v6/rlVHc6HRuUW1s1iqJFWSqlGvuD9XrNOT87O8uX8yiKMhwghExKJpOJhPVLV31RFIZh1HWWJIlpm57nFWlxdXV1cfUsy7J33/3+YDD45//8n5umSarqzp07RcXOz88HNCiKYnR1RQghRZm5nsNrSQgmmCilnFbnyHLe3usBAC6XG0KIYVla6/kqroT0fcd1XWPHu7q66gwOHcehEC3m07M1hNBEBl1Nc4oShJBt2K7vyVrmeQ6gpBRX63WdxkphSimsi4bn3bHrJEnKmnVdMGbNNE0VtCAxi81cM9u00fu337a0LstS8TpwzcV8HsWRUEhKdf+t25zzsmbPz08B9I9uHDw0gk151nE9hFBSSVEJ17Id18p4YfhWUSsppTKJMomNyOPPn3Yato3hJqNZZfdFbK1qa+eQUvrsyePQc1fJfLK8rvN2p9OBZgNjjP/jv/VjSmmaZEEQmKbh+77fG+zt7bUdEyHEFNBa27bdaDQINaWUVVVVVWUQ4LrurZvHjLHHDx4URSGI7fs+MQzTNHcGvU6nc3J8gjF2bAchNJtPkySJVgsIoe0FhmFQqA3D4PF8NptJ07lz506zu1PXtW05jLEyiyGE/b1dwzBsStvttuSccz6fjznnnW4/TVMuct/3a8Hrug6bfYTQbJNnWebb9gcffOCH7clk0mx4g8GgrHLLsjgrsyxD1DMMI08S13XbzeDi4iKp2N7enlmml5eXjd2B67qWYXLOJQZ1XSumEEIYozzPybtHncvLy8qz24FrY4aQ7MEyy7JfPp1vNpswaFJKgU61kh7GtOmHB/uc86RIhRBnp0+Hw+GPf/+ny+Xy8/MZkCJ0nHa7Lcp0d9C728XXTFYeHY1GsyjZbDY7YXDz+FbLN8MwvBqNLZtaDWf/9m2KcLScnJ5NasYOd3ddwvf6+4yxTV3mm43tuU7Tep7Fq9VqHpXHx8d73e5yNBpdx/3eMYWiLurpYq3UUlOEpYhWUwwFIaVSsZa2EsJyCeN5Wik36PgIj8djIQ0mwfV4vrN3RJeT9+/fieJ1qeFktCnLCUA6CAKtOOIkrXW1rpRMGGNktVpxznu9nmVZqiqFEMtoU9d1q9Vqt9uilsvlkhf1ZrMppbJtO/TDTqfj1G6aptNks1qtgsBLkqQsy+2rina7DYV7dHQE61Ucx0wR27bbbYoQun/39r179zoNm3NeVAwAgDHgnD98/PlkMlFu13Gcuq5v376t60wpFVjWer1OkmQ6ncYZY4x5nhfH8a9/PcqybFNVSZJYloYQ+r5flmXOK8dx/vjv/UPTNP/1n/7bmzdvKqYvLy+JowghSiHGmOMHW59dURQm4K7rtjt3lsulAnJ3d3c6nkVRJLWo69q2aKvV4iLP83xn2K+qCuVlZdrOUYAGRu2apqrrz6fJ81S+tdu8GRqCp75HagCTimGLGq6VZ/EmWoJ0BbO12+0u8vxf//yTJ9ebrWIB87JjOX/j1kBdfv7sahZl9aaUl7Oob6H3Tw6Ou46Ox2B1sXj0l4AXrgElgB9/9vmTRblSTsY4B4jl805IP356eTpesjRfjCZnUXoWpXmt2oO9O3dvSFU8XvENaUnkFByXZdnpdH78o7cdW2BA9ncOfnq7a0Znx/t7P3j/vbjOC13nOc4yVOfi5v7JH/9n/1HnABOTtHttSHG73/1P/967u366ma0nz0esFq12F6DAdvtNL8AKJHlqe45rIKxq/NN3bywWC10z27aLmp+fn5fQgBBeP3m4XC61aRuG4fmNu3fvnty+hRCyCLUsq+Favu8j19da53ktpdRahWHoUaqUYtHo9PT0wfnl+fn5dBlt/WXHx8eDTsgYS1ZzhBC0fc/zri7OHz16JJH1ox/9qKwqCCEURZ7ny7i4uLiI10vbtls7uwgh33Jd193dHTqO0+zsMsZYngyHQ6SL8Xi82mRFUWDqFUXx2S/+f0+ePPnh3/kHpmm6YXNnZ2cTJT/5yU826+jw8PDG7d7nn38er9Tv//7vmwTN5/Prp796+vRpxsyiKIhpOo6zjbCwiFRK1Qrt7u6W6QZCiH/v/mHFeK1orcnlOh0tN7blNoMGtl1t2IZpUEr7nnNjd9gkvI7mTyaLWgoipdagSvNeo9Hf6bSbXipQnBdQMtOxn8fZs1U6SvU8E8NW79atu4QghHAWrTqd7mSRSGQWVTkejX99NiNep+G72xf3eZ6zuo6SvCaO32x3262dvYOu62IugrBRVYUjqmErBLb5/PyJrvlw0M8KdjWarzO5s3/T9bBpIWew5wwO6mQZr+aHHb9cTdUm/aPf/8l4PSryaHl6kU4ixyQsW9e8sEx8GYtYGIUkNURxXiiEPc+SiudxsonTpmflm3XDtfrdDv7JuzfrusaILhaLpKwwxjdunjiOM5tNHcfZP9jv9/uuQbXWJoWu6zJsSSlhzdbrdVGxTqdzcHzcbDbHy7gsy/ffvDccDj/57OPxeCo03tvbe+funSAIBoMuAGA5uWaMIYSzLFtvotVqJbB1+/Ztk+AnT54opTDGtkneeeedk3tvt9ttKGoAQLLZ5Hme5nmWZYgz0zQ/PXs+nU5v3ThOkiTLYsuyagmVUjUvlVJKyePj48OdwcXFxZPHj66vr4HEvV7vbHyllDoY9AzD0IhKKV3fs207StPlcgmg4bquYRhCCMFrIcROt+P7PkYQY9wKG0IIfGd3UBS822mZpjmNGTXdO13LkGVc68FgcH/gYJacXo0cz/EJIhDudOy9ttsNW75jNoKgSOO7AzMZnz24jgmC9/skmp7nRqPRbnsI/uC7793q0Z22k6Xp+emjecrnUSqkKGt+82DvzXv3bg5bsEouZ6tms+nbtm0YA58MWg2VzCenn00WZbJJK42TnBWlKpmqa9Hu747mkesGu31/Ph+/cXJ4+43j82WWlpWttEXMJMrHV1Nbxnv9zudzlSuTQjhbrakSgWXbREyuL0M7DCy7LhmoxXKZ6VojQpWQ1CC2bQHFHdvqBxavcqFgmmbT2Xo8XeD7Bz1KqWVSSmnGweHh4Rt73SiKcoURQk0LXl5eckjb7XbTtW3brmWNEMLQCIJgHafr9VqyeDabPZmXVVWRctXv9+988BPLstp+0O12TVU+ffr0ydlzCGHQ7hmGQaBWSi1nk6qqms0wDMNCwsFgwMpyNpvd2Ov5vq+UjKJonQkhxGqzkVJqDW3bxlpijJkCjLG6iCmlEGrTNHuHbyRJAuuq3W5H0SaO4zKe2LZdG03TNA/73c1mQzAghDx7+tCyLCVJmqabJM2yrBKAEKIQghAqrYQQBMOdnR2WbKbTaVHVy+Vys4lt28YaG5Mov57FT68WSZKYpt01EyXKUVSPRqN7w1a/3UYY9NsNCmoEpYkUEExIOB5df/J8HmVlqSl0WkDxG/vDw+EBRObk7FHPtXY7Zh6N5+scErPEVmuw+/5Jb9h27x7297oB8cOiKkWR2KYhFTOQoATYFh4ExhvHR6Mou7gem37gB+4qY6bjuJYFgI7TVEGUpUlV5JuEha0BJirJcshqB+lCCIBRwjhT6ofv3200mz4BMl0iBAgGsmZ1VVLqRVE+iuu0VkXBuUKbvNQQGSYxTcMy7TIv6zxzLTvLy+U6zpXyW62bN473D49wNwwwxlArKWVZ5oyxJi08zyugyznf8Y1mswlNy7Ks0HcopVLyuq6juJRSCuoVRcHrUkp5596bJycn8Xx2eXlpWsa7776LoOSczxfRO++8s3vjOM9zUCWWZU2ur8Iw9Fo93/eh5MvlcpPnvu+nWZ7n+fTi6eXlZVYrCOHFaFbXtULGdDo1CXVdl9csjuNGGL7xxhsYE865QVWr1WJMBEHAhGSMOV4QhuFe2x6NRotF1Ov1JtN5XdeB7wVB8NZbb6dpWuvtRi9sGIYAgHNuu7aUMo4ThFDou5vNpioK0zQHe3vD4bDTbNm2jYNmKCHKpSyk7AUtrdE4ra42HEveCsNcVLMkXW/ys/PLfJUkcXkxX6+Tqt8JpahNk/ZbfhAEtkmj6fjjv/hwGWfLaBO4pm1ZnOVlUZTAoLbTVOvQkArTsqoKiQw3EFVqEEgohQjN09r2Gv1OaBj04Ro9XZR3j/ZqxvvD4eHBPqK4LJI0Z5jS0KdHh3s73bDhmgc7XVXn4+kaQdq0IBRssYqR1oPQreL1w8dXtSCuiQ/295Umgsu8qLhQm2hZVaVp+w3ft0PH8qyw3fMCv66ZlPKDm90/+OH79252dLUeLTLLssIAJ9F8cT1pBR6pqgohRAwaBAEllBDietbWl5RlWZlGOzs7rJKO4zDGxuNxKmsI4Wp6TQjJJGGM5YyXZUkRDsNwFRe9Xu/k5ERKmecJ5/zw8BhCyDkPgiBdxqZpfnDv7eVyuVmljDHLsuu6hhAul8uTw7cwxj/72dt5nov5MyFE6PtRFK3XUa/Xk5IihPYHDUrpYjLO8xxB2Ol0bt68KaVkLMUY7+/vY4wNDGzbZpW4uLhwT3YvLy/jjG+DQaIoqkyMMS7rwnEcSPR8Prdc1Gg0tJZJkuzu7g6Hw/Xq2vf9oyNvd3dXgXyz2eAGXa1WeKfdsA3aDVwbw4rX1DKiaVRmdRynWV73mqFj+wEl+4NhbdDnk4nXHhDbU1aDEwfbjaTkUoKjGyc//f69o4NBzGFa5FeX13FWYIDCsHN3x4VltNgU7U6/rhmrqgMXF4txLAwhAMW63WodH/YNUN/fDRxQdS0ewuTffPTscjJneVLmeWD7RIOGg48Phnd6LmbpdFEEbpAUVV6wP7jX3QsItK1G4L5z0FxfPX462VDDiLXCjt0L+4tVorE+ODo0HPdqPObA3OSMQK2VzKKo4bpxFMWrpQOAofX12RnFxnf3g88//LO7xycHLW8639R5NZquprM5HnZbh4eHWRJvNhulQRAEUCgIoVai3W47JoyiiOVpWZZnlxeWZRmWk2VZVhSc821oXc2qsizPn3z80UcfXc3jsiwtSpvNZuDYvV6viOeTyaSoZbPZfHJ6+sknn1hApmmaCGzbNiUAIVTzerlcPvjolxcXF8t1tFgsni/KZrN582hfSomJefPmTde1z87Ozh9+MpvNiN06PDxs93rX19enH/3p1dXV0+sJ51yWWRRFFXI551bQ6Pf7yWwxmUz8hhcEQZJmjDHDtAEAzUZAKeW8NgxDagghLNLUsizXJEqpzfiJ1pppYzqdLtOSENLqDiaTCbwxaPf7/c1mo7UmCDuOYxIJIfR8CwBQlAxjvFlHCKH33tjp9/vn03iz2RhIW5bFuCzLMi3qbreLMN9sNr3BfhAElWaLxWLHc1qt1vPLcRRFhuX3ej3CUtM0c6Bms9l8WXme52FlGIZBQLvdvt6ktm2/dzIIw/BymhVF8dN39589e/ab8+To6Og3Dz5ZLpdaEcuyfv+D2xDCf/HvP+ecIyDquu52moZhPH067na7rQAvl0tAzCAImBSNRuN6FuV53rPo8fGx6RlCCKlBkiQUE6VUKVSr1arLLM9zoUAURZvNptFo2Bj7vk+3L1YEPj8/hx+8efv6+lop1e12A89fr9cU8aOjI0z0eDxeRzEAYNgfnJyc2DLWWk82rK5rm6Isy6I4ZYxZbqPVavmB0Wg0NDSSJEE2DsNQx1EURZuksG1bapJl2TCw9vf3f3P6eLFYaOgLIRoGjOM4DJwf/ehHRqurlHrnRpcQ8ue/fnJ9fX3SRev1eiUajuMwzdvtNkaWlBKVsydPnvzl4xVC4Gd/8z+6d+/ecjH9kz/5k8kkBQBgDRACgID33nvr/jtvI4SeXkx+8Ytf3B72jo+PkQmTJBFKK6Vc29Fax0UlhOi1Q9/3n19eLxYLhNBkMrEQsm0bA1EURabo3t4eqQQnlllJvsjiOMmKonhj1//uO3c3yaTpQ6aPKKUn/fbZ2dko077vI1CFgb8u8ovFMhe02ew1h404SYZWB2t6NR03m83dlmUY4FcTcTmLXG1LRMdpVJblxXT9q/PFnZuDt97e//WTJ929ATLsdLH47v3jWrIdNTs6OvJgziseNCgcV5/PrDA8Oupatm2zPCnLNCsSx3E+u4h/83BVQaKFXj79xLo5GF083yzTChIAgAKiGTbbDlytI2dxzhhLl+mdG/0bu7vraDpZxoPBoN10V6tVkihCiE0QsZzFfLVcrA1DuxbSiv7jf/iP8jwuiqLfCsbjMXW9IAjgjb2ebdu1lovFQpfC87z3bg/DMPQb5ODggEPTtu18ev3RRx9RpwsAWK+XaZrGrDIMA9mt733ve76HTk9PO4YTBAG2zU6n03QVQuhf/erxxcWFD13f9xdVVtc1Fdq27fffOh6NRqeTyRtvvOEETQghnF8SQjwde553stMHAMxQeHFxMZrljuOYBpvP54NOczAYnF/PT09Pp/NCCCFoYBiGu5lCCKIaKAUKTLXWlm1YlmWDsijKLgMIgThA//gf/+O9Xu/jjz9+/Ozqzp07xzd2z87OlKZaa6VEURQV40dHR+22l6Zpp72jtf6X//J/iqJop9v8zne+4zZb8/kc/hf/2d82DOPx9ezTTz+1JL579+5OaMznc9f2Pc/j6RJCWCkQx3FaE845R9DzvO2mdt8Et2/flkW02WwI8oQQWgnLsgzIDcO4LNhyuWxZjZs3b7baGEL4ZLwej8eoqA8PD2/e7D169EhKenh4WJep4zgGFnEc24rs7u7WPF2v12tp5XkONGk0GlSy0Wj02fnkzTffPDwK4jheLPL1ev3Jk1lVVRAQAIBGQCn13q190zQ/fPBMaw2QllL9/TeH/+Sf/BOeL/I8P8/KTz/9NCsMAADX2rZtGwLLsr5zPBgMBlm+XCwWs2V+fX39ywte1/WOB//oj/7oqF1LKcmtW7cQQl5/r9/vD/x2u92+ePirZrNZ5uzJkycne10IYZGlQogbN24BAIBp+L5/dXW12WwQQtPpNFuNIYTdtl8URc3Kuq6j+bWUkgx2t0Z8XdfLZf7o0aMMWHfv3r3Z2+l0OkUx39vb4xzXdb27u6u1hqosy9JQpNFoLFcZY2z/xi3XdUfXs8vLy+ePPivL8ubd73Q6Ha1Zp9N58OD506fXrIYQQq2+DB28urrSWm+D5bbh0M+fT375y1++e+9IKXV0dGQYxl/++hnGGJvmZrNJy+Lk5OTWrRtJknz++eeffXY+mQOlQIUxAKCq5C9/+cvi0Lh58yY55GsIIY03R22jP0Ccz9VOezYTNw66vqdPer3j4+NFnM1ms40mnHNRVpOnoyQptZSdThgGzmhk2ra9WK/run7zjQPLsv6Xol4sFuEyNU1TaT4ajeK80Np/Y9B89+Cob9b55oIQ4oY+QEhrLUVeVVWlhKyrWpGyzPc7jXh6tQOirkOelOtfffRhVtLj4zf+8O2BYYBna3n59MnnF1EpEKQUAACUAlpzoDDGcw4wxkZocs5hVQMAzzLZGFX3BksbY2MTVVna8az1en2jZRzcfWuyXH748381Pt3RWn/4dJ5lQBJbKYWItixrxevp+eTJpTy8lPD//o/ei6JovkmHw2F/0AyCIIbeZrO5ceOwqqpqPtda1wCXZTnO66qqAAfz+TzO66Io7t7ottvtT04nZVlSXQ8Gg92uf319vca+YRgsTfM8h4zZtt0ZDO/du9fzDa11PT+zLAtZFgAAYmzb9scff1wUxc7h/mq1mpyPIITHu2FRFMc3jjjn/9NvzhhjH3z/D2/fvr0jr9I0/cun13/2Z5/OkbW3txfF6WazQQC4rtvb23EcBykIAPDb4Xg8vnzylDFmAd1oNP7RXYdzfnG9qCpwxUFZAh+DgwNfQHh+nnAGIARrCBACTBKMcWfQPjg4KHn99OlTnSQIAfLJnHFO3c6NqUTLaW1tMsk3tm1Xy/VyuWz4TqfT+cWj54vFQkvkum5U1VFaFZxXnJ9ezDi0tWWUZW77zQrSJ5P4ehJrUDqOMxh2d3f3SwrzPO85YL/vGHJVVVV4tJ/neZRwjHHgEEKtU9X49YMz/5MFQohrpbV+OF1QSj+8fMQ5Lzl/7733/vgERctf/ve/fH51dbXMkRBgOHRPdnurMLiEUtb8/v07/QZK01QLDADg+WZgE36yM5/PG8QxDON/eBgzxkoBtAZKYw30WqCLZ6XWGgAMCNRaAwyVUthClm21A6MdGH7DQ7xxeo3KsiT7+/tCiILV28RSeZ4jAE3TjKJouVyy0irLcjweF0XBmVqtVpucZ1kGKB0OhzZSBwcHd/tD27aX48m/+3f/Lks2QRAcHN4SQhgmhhDmeb5er394815VVTXL9vb2hEDr9VpKPRgMXJN0Op2/9bf2bduePXq+Wq0Eq5VSNdwmLqkZAxqDhw8f/j8//XWeg1MFlAICKMMglmWlaQoQ7Xa7g25vd3f3+aO/cBzHcRzOOTHtZrOJVavf7zuaXl1drdJUKS3hFiwJIQRfyVSjlTYMY7i7s7Oz07DgNnJkf3/fDFEcxyQvC6UU1xBSGgRdrXVR8xLhKy6ucj55MoEQCokAABAJ3/e5AdeMBUCbBn1jx3nr1uDtLs3z+F/N8htDt+y1dnd3BwGZz+dPxpuyLEspDMOYjifT8eS4ZZV2xjSsC4YU5mVxenb56zRVGv3+0VF09ONf/vKX06LUWlcb7vt+kW1quRGKJks2AQgAoBDSQFOCXb+BDTvJK63yRqPRhGxx+ikE1LEDrUSSRrhKFbMMBRxCojxJ1pNcUQih0nwbAQ63AW8A6Jd72hGkSHfbzVtDt9sxiqLIioyXNAzDmy0lGw34f/nD77muCw3LMAzLcoqi0JikaapUBQCIo2I8HucFV0oNhm1CyPVshRAytGq323/3h/cMwwjy8dnZ2cwafvDBB6U0p9Nptb62bRt4O/P5HNsWpXT82Z8LIWg2t227UqAsS2r5ZVmyLNca9Afd995772kqgiDwd/e01tPni+VyWWSbhw8fFpUWQgApAQASQgCA5zq7u7u3buwxxoo8C4LA4rkQwvB9pZSS3DRNgOBqtSoZb7fbKatHo9HFdco510AA8CI+9EUwm9bbcD0IYcOzb9261XLk9jWoZVlCYsaYY0PTNElS80JlJqo7nU6WpEII24UUKkUphHCwFxCLXC3WcRw/v54qpT442XvzzTdNF3meJ9fR82ePU6kB7h52G6CMPc6HKGe9LkIIo6Q9oE0PBIH9wHibUjpZJlmWYUiGQXC5iUdnZ3tHe0EQvH+wu1qtVBbfPN63kueGYdy/SZOOeUbfvl5d6lmlDbyMKwihgUEYhoc7nZs3byKQ2yam1MZYCWBpormGAGLDwEIqABAxbBvaZSG4Bn7Qgk7Nc4EEhhCGTXNnZ2dT1YvFAkNiGIbkRV3XnmURANZxlaZZrSNK6bAZOI4juao1h//oD7+PMZaVME1zGwPaaAYQwijdcM5roQkheye3nzx5MrkYHR4evndjSAhBhtxsNsVkenR05HR6q9UK8CzP84Zpaq2J37Jtm9cFY8w1pBACeP0gCNJKFUWhsQEhTCGaz+eO4FJKtJonSfLO975r2zbYjIIg4JJVVTUNb/7Zn/3ZJx8+sizL9Np5nmMou93uoO2bplnmc8YYMWxKab/V45wXVamUElWhlKKW1ev12q3+5eXldBN5nvfgYjYej33Tbjab7abT7/drROq6TtMiz/OqiAEALWIihBwbt9ttaKDpdJoupr7vA6U9zyOWGRRFoZRkWQoB3dvbsyhACKGOnySJSASCEFydvddt3P3+iZQSCsZ59W8/ucqy7OZBq9KMJKPQwqXtnl1fzLRtmmYQp41GAxkAAGCShmdT3xZFcq1jgeuaawgg7Bh46NJSYsbEI6l237h9o0mn02vHceqaaSF9y+vBzNvxP7EM4jktH1EAuLCzJP94OhVCQKUGg0HYoElSOjiCEKZpzTmvofQ8LzBRmSdTlklRIohrxgcNpx8cNxseAIDnabYYA1FTSinTvpK3dnqWZSmki6JwTdNzzSTPLYRSq7nKa6qBQpoYhpFl2TZgWEl0dHSUbMZlWXZ3u9vw0Lqup+v41q1bpmmuVitepAihmzdvVlWVx6Nutzt6fhqGod9uVlVlUpNSOp9MsizbORg0m03LtAAAcby+urpKS0QplRCbpslKqZSyglZZltso5W3Eommam83GwMR1XSHkdoNYWZazInMcp9PpCCHyIq3rut/pcM4ZY5Zlrddry7IwthBCtk0JIUqxJEn29nbCMJw/vuac27ZDKa2qnDEmyxwAoDlDCBEnDMNQSlHXdVpmW59wXddlXa/XawkM0zR900rTlDhE4Ybt2t7OTr9INun8dFOwMAzT9QZw2Q3DxWJhBK1cwma5dEl9ZZuMMaQSIIqC61KAZ+vKq7M7yhy6TWCSH//ou1W6N5lMXGpBXmlTTCaTSYwYI5bl7R0eclbMZrPRpjJN8wc9RCrZck2WrOcZcxwnjhNCqGWaVVVBiDDG0CAIwobt+L6PsEYS9Pd3GWMtG1NKh3vNnZ2di+lsNpvBShBCqOQEAQSJ7zTePRpMp1Mla4yxZLmqIQGQKMURruva91phGCIqGGN5IWHNozwvpQYAMMYogmGna1gkSZJa1WZg4p988BYAgFX5YrF44S+F2PM8Qkme52laOo6DlEYI/fCNfhAEi7IGAAhIlVLL9ebRo0eGbY/H48XFc9/3iWlcXFwQJBhjVV4yxkqWa627O8dSyqur0c7Ojufak8lklZa+7/uwRggFvZ1Go+FRwDkXgjuOgwDYxlTHcfwkUZ7nDdptSmleFJxzDTHn3CLw/v37J28cDQaD3nCn0Wgk67QsS6RlnudFmgIA8mhyenpaYdf3/e3OmbpiGGMNQV3XBjW01hArCCGvRFVVjVZzZ2cnDEPf9we9XrPZdFwbQmhadrPZxG/seb1uszbMRRzP1wxZwclhT3DGOFzMV3GeAQSGPiWAozhaLqLHo3We17ZlQKWultHewcF33z4EIt/bOWl1eoVAp2eXUSzWsThfVbNURouk0dwlophdXQBqN5tNtl5ZmNy/fTBsuVCbhDqwikOL8roIG0G7GRAMAdSmZZRFBQBIGLM0S9MCKGGZSNRlkccN3/rOUffduzdb1ZpmUSjSIZUo8Fi5mWxKQA0/dObR6sNHE+l2HRPWrBScS8E1Agpq0zapQfOyIAb5zo1dB0NgEEJAy3ENoEW1QZLtdhoWUsv5CkrZCjzXpOT09BQh1L1x3Gw2l9NkG803Ho+5NsIw9BGybXsndLIsS+NxURTKCLb7PF3X7XQ6jUZjtVoppRqNBqVUxdmdO3fmk2kURdB2KaUNz1BKMcaUUsQgV1dXAQLbbVaLxQILYlmWZ2+TmSnTNAFQ23RdWZaVRW2aZpqmm80GED8Mw7DVEELMlqtut/vGG4eMMVBVtm1vNyDv7Oxxzs8nn2718mazaXs9jLGJ6iAILMuBEEKMIISWbWOMkyTbbDYff/wxQqi1f+R5XpmVUkpWF6ZpjkajqqoENLap2wzDgP/lP/mDBw8e7HjeD37wA9NCURSNp4u9vb07w/b19TWyDM/z0k0WRZHrOkop17Fc1yVAL5fLT2ZxXdcOgoPB4KjpWJb10dUFQohSazabaeAcHx8PrawsSy6JUkpRWpZlXWjLskbrRVVVtdKu637vqOe6rm1iAEAU53meG5hIKQ3Hm0wmf/Jw4rqu63tSSskqCCE2oGmat3zX930Hc6WUgBoAkJfw8vJyBkzTNJlSWmsCqFKKbHVQrV3XxUQSQsq8oJSGYai1fnB2gRDqhL4QwiDUdd3xIsIYR0kqhGi7DgCg0XDjOCb7+/uEkNHDh3/xF3/hB1ae58Sw9/b2tCiEEKpSnudtA7ocx5ZS1qzcbDaOQS3LOjhopGkaz6ZxHM/qlHPe3dvZbDZJknS73TgRy+WylrMkSUoGIIQ1hOv1uspkGIZ2q+F5HqQGpbQoCtM0E5ZHUZSXnFKqqWHbtpTys88+ixLkOI5hGJxzzbfZrPhoNFrHkVKKyDwIgrQqlFIKOHVdd+6/FwRBUpYAAFVrAADcJh9SijGGv8gesdlsZrPZljnKstzqmKZpbqUz53wbJ6KlMAxjuz8a/r/+mz9uNBoPa/RP/+k/1Tn9wQ9+8Oau5Xme1MI0zSRLHccJXHs0GuUlME3TMwjnXCNICCmVevjwYSn9xWLBtHYc594wlFJO8koptUmKqqoMAzmOIwEkhBzvdCGEj84ndV1nRW6aZsexe72eYuVsNmu0Gu122yCwKAobU8/z/vVvHj979iwM+sfHx1WV5HmuMVJK1QAmSTJbMs45wVhKWesaQogVCoLg7ZO2ZVllDQkhGKIXWxIhJAjUdY2RdhyHmkZVVXnJiqJwHNcwjLooDMPAGBqGAQDgnDueqZQCijLGlBIYY7JcLoUQ1zELw3CdZduY4TzPAdIQwm73hbYVBMF8Ofnss88attnv94VWURRtyrLVahHkV1Uli0Ip9fz5cynliiuMMUCG4zg3buwfHBxsdyEUq+l0OqXUGg6HAME0TW2t6rq2COn3+xWvRqMR1AJjHDrebDbDGN+/f3822Zydna3XM9/32v0exliwutlsruMVQsj3PCFEf6+PMUZymwwmTdMUG35RFFoq+kWBGpimaZlEaz2bzQghmJqGYaRpijGGUmZZBoCybdvzPK11mqYAgKqQCCGtpe/7xGr1krrGJb1/+Na/jz9f1RzXycluj1peHMdICCHEk1k8Ho9jpu69+10fymfPnj1Z5FEUuZbphQ7SWcPDw85AKfV4VBmW0aaGECJNykbQLJPFp78eWcRqNBrLZcxrcDBsNAJnMpum0/FcA4SQjQilVGEohESQ+rafQm53W//w6GixWPw/Pj+v67o32GGMPT1fe57nOaIWAhANoBZ17nneB3sBpXRdqrIsp4mhAQV1bRgGRFohhIkiVEOtNRBJyqqqQpRwqfOqUkpVShGEHM+WnGtFMqksJQkhWBmWZZUsQZRWVRWlOXEcJ8/zo6Pjy8vLbWIlhNB4PEbU3mw2vmkCAB4+fDgajcxGByHkan5xcbEq4TYFzdnZGSU6CIL1MiqKIuHi/fffv3/3HqX08mJ8fX3dbXlaa811nucIof39fSD5w4cPN0lMCBnu7GKMN7NFr9dr9jpRFAGNTNPEmDmO84tf/OLTTy/yEvi+99Of/tRxnH/+P/6r8XjsOQIhVGlzu8pIKT/88MO65oK6nuelEtR1DaEOgsA1bQjhNmvRZr3GGGsFy7L0wwZCiAsohIDGiyRqhmEATeu6juNYCEEhNk2zBnBrRSCE4P/tv/y7p6enQhNK6fHx/mw28yBuNpuX49l4PHZMSymFbOPWrVuzZfTkyRMmQbvddk2DELINjMUYB0EQuEZd11FeMsb+wf0b3W738WJxenpq2K0wDB9Nluv1etAO2+32YrlOkoSatuu6rq0RQhAQznmapo7jQAiiKLLs4Pr6+uGkUEopLjDG7+43Wq3WL0fL9XrdtFzHcZgSruu+ddjCGP+7J+M4jvum1e/3IQV1XQNC67oucsY53+bn2wbDYAIBAJ5lhGFYVowQYhqYMWZQDACQUFRVJRhyHKdh0jAMbQvP5/Naoqqq8O9/93ZVVc1296233rp//854PP7so98URZFkebPZxAhlWeYGfhRFk9k8z3OIabfbdSyTUrrNCrfdhk4wKMvSD5sAgKd/8fNPPvnk0cWFbdsQmwAAaLkHBweuba7X6zTLAQCGaQ0Gg8C3hBBlUVFKO53OnTt3tjFmm01KKWXQjuMYaqC1zhf51Wi1rksAwNv37v/sZz/rDvoIoWh6aZqmckLXdQ96fQghxMB1XcOyIISNRnMwGHQ73UajYRiG67qmaTiO41im53mUGmVZlkXOORe8RgjtH+5prVkpOOdISdM0tRIIIQ0xQgj//fdO7t86ubsXhFQupqvNfPaLi3SSCt/S1DIxtjdJ9snz9fk4iksuoJlhNI1TkmUWNSASjmO2Gy7SYhFl09nSAur44IAP9mcKHxwd+Z0+k0phdG+nrfLNKs0oxZigw6P9vW7bd8y+ZwemwSGWUqzX0XK5TOcj3zLePGp+751bZ7k8v7zSECkIS0IqgqECUCORR9FyPiTJG8PGpFBpWfdtMAjMRiNwHSO0HQsjSBACumWQ0DEtgzuGajQcywS2iVybMC7iZAMBEkJwpRQAQoGsrGCeg1o0ArcV+gzqyWJ+cTUF2NjrNWwT4yMf5HmueBHH8a8/efj8+fOLdZVlWb7Or65Wo6tZkhTAsvb39+/du/vDH/7w/nfevrq6olVRVZXlGK7rNnx/Mplsknx3dxdKwRjrHR6+8847e/2OEOLo8AZC6Dcf/iJNU+J4GOPbd+5QSgVjeZ5DWRuGkQtVlmW73cmyjOVJGIbrxeijjz7686czxmqg4Je+cq201rwQm80mni0o1V5/L45jpEUYhjdu3nr27NlysczzPK/rqqryzWaxWDBeaa2FAkqpbcYu12sopQgxHMexHTsMw23wWBlHAADTsjqdTrPT8TwPAZRlmeYlQgj+0Xu7QojAMbXWf3oalWWpENRaU0zCMJRE9/v9/+qHJ71eT1RlkiQPInZ2diYE6HQ6Doacc4LBZDIxDe/GjRsmLp8+faqATyk1KUcIdTzz/Pz8w0m5v7/foYIx1m00W62W0Exrna7zNE0bg9DzvIN+p6oqWerd3d2NrP7ZP/tnv7r6ljxogACFMbaJdhyn6xkAgKZrlGVZYLuua6EwQogitH3zjBBqtxoYY89GrutuU45JgTjngELDMBC0y7JUQJmmGVp4sVi4lj0cDjUl0+l0FScIIXjLBQgBCoGUoPBbnPO0LHzff/877/V6vVIxrfX3G0wp9fTRw/F4nHq9w8PDyWQhpdxpNxFClkkAAGlSbTYbE5eHh4cQh1VVrZeXZ2fP6wR0uyB8+ydJkrD5RVmWLS9oNptpscnzXNeQUmo0zFarFZikqirPCMqyfL6aTqerzxf4WzJ9UqgBAERrAICpAMaAakApYAYEAChAKaWB6/q+j01Tay0FE0JYVJmmCSEMw5BgWynFVE0Isa2QUjqdT7Mso7LKskxx0e123WYohKiErOsaHrR9pZSB1f3792/sh3EcX2Tk8vLyyNfbl+8QwjxjjLFWwx0Oh4DAKIqEhOv1GiPg+37HtLTW11mx2WwwV/v7+/eb4IMPPvgfnlz8z//zv+cM3LhxdL+HW62W51pFUcQ1vLy8tIJGu922KRZCAA6KooC4sm17HFfr9dpx/c1m89l5qpQC35rW2ngldej2PAMJIUIIaYQx3m3AN998M2b5YrGoSogQ8mxje8iH4zgUKc65axu2bfNaUkprDDHGWV1xzg2A4jh2DY9SWtSMcw6Pug3TNA/3+rdv3+6EuNVqJbR7fX29Pv3V1p1ECFnMo2az+bO/8RPf9+M8KcsyzarHjx9H62WSJDopCIFrBapKYw6kBAcE9Pvgc03mcwEUgBC0FfA8YJnA82g4POp2u8iyHcexKZ5Op2VSKqUaTcO27RLZrut6fuPP//zP//UvTiGE+htScr5IJvwFkoSgLVgKIa01gQRC2KTsxz/+IfGsy8vL6SROkmR30HUcp2QMY+w7Buecs6LT6WRpkWWZ3+s0Gg1kGYwxJFRd1yyrKaW1klpr8ubtTq/X+8Fhq9fzN5vl7Pw8MBo/ajb/jeM+ePBglYGyLJXUTJrTX/1b1mzagWcw9vPfPJtOp0llcM6hpgAADqGUUmkEMYyUViMFgAQAIggQRDOtJrHWCKC19Mennjd+57CllJpuYqVUWiiE0H7LtG37B7f2TrrdmSxDGWmChBDkW88neJniuJZfpD99AaKEEMYCPR+nR40IrpeQEGKiZ6MVQpFJMSEkcwhCiNVyvhkDgDDGZqkLxNV6s7V4XGpaviGEMDG1LAv+d//tf13XdfH0IynlgwefRhEY9vyqqj5b8jQFhQTbt5EYgwMBGg2ALZDn4CkDUoIaAKXAlg0EAgAADfCrAwEvEqO/mP/twEylMQYNDRACDAIpgQQAQmArQAgYUnB4aGeWeXq6+axEWimswF+tQKi1NgDaCgGtQROAIADf/4//wXA4/PVHjx8/flzmqZQSqgpCaFouY0xrGARBM/STJLENYBiGaZrtdrvd6mZZtorWCCH4x3c7UspxocqyXFV6aytprbUienvokdbbrMpkmzQdCq2BBobWGkABAHhxYo/+Mv3zV/Nmb4uxnXz0eqbXrTcKK4gQAhhqrYFUSqla/Rbt/BURA1oDADGEEGvguu7fPLEODw8v03o6nT4a52VZAqUNwxh0PUqpNGiSJIpLCGHDtD3P46xECGEtbNveuiLgEQAAgAIACEEBgdYvaGQ7+C1JbMF6sTpACQBQmm6BAy+J5wuwvtw+8JWDB7Zg/fahGgAAIBGAEGAFIYQSKAghkFopoDHSWr/M+Pw7Fq1fIAUhkAoghLAGEMK+khSAjALDAJHESikEoGEY7dA8PDw8fvP+z3/+c8Vlr9cbP3uOEHJtU2stWbFNhRqGITToVyfuS2henVWkAYTwq/Osv7HT+ms/v/qsL4DbZt59ec7DF8fIaQAhlNsZgQgAgKUALxfybcuvtCj1C8N4G7iE4ItDOiDSr7W8TWJOlXYcJzBxVVXbw+pWWQUhDAIDY6wV8n1fyero6Ahj/FWwvkyYr+GXI0HbnRS/Xf3LTMl/zfL1xxl92bjWBGGEEMQIIWRatmmaJsFaK4C21AEgBAB+eRyCBr+VsvlLln/lqJKXjSulkdJ1XVcZ01pmGScEDPYOqqqK47SuKwBgWZYQKsbY14MFIQTbk0FeySGuIQAIvla+hbK+ltAAAN+eUF4DuP0DX3xiqBGCGGkE9a5D/+YPPjg5bEGRJcDiSgGNNSQKaP1FnxHQEGgIIIIQQY0ggEAjCPQXvPnaUCWgXEGFAAcYQG37jRstvNNyh28cKSgXWZ7VjFU6TktMyFcAgF+TiPu1RKb/251D8R846xAAsJ3N7Uk1iLMgCG7fOR4MBjmwDMOAL95FvNhvBQB4JSn4dtK/SA8Nwdc/QSMIIQRKa40AkFLEs6jXa3zvb/zN+/fvP3xylmUFlFpKCS3zy7OsvvgCv7bf3yTjvn3NAq+kR//i868G1vaESwQlhJAgjRB6d8fd399/8+1jCOGH6/T09DRaqjzPRSKklEDz1/q5Pcfwm6TqV8flGwYA4Mg3Go3Gw8WyLBlXEEKIt2maXk4EhBB8qxL4u8vxl8QIX8n7/sWVl3/oZa7Bb24HQQgR3M6hhhColNV1+r3vv39ycgLa3Z2dnf29W/v7+57paa0FZ/DF6Wlf5FLf9hr+ruPSXAoh66JerNNcSAiBAhBC+L8CeP6uUILSqxUAAAAldEVYdGRhdGU6Y3JlYXRlADIwMjQtMDctMjNUMTk6NTU6MzgrMDA6MDDXc5+QAAAAJXRFWHRkYXRlOm1vZGlmeQAyMDI0LTA3LTIzVDE5OjU1OjM4KzAwOjAwpi4nLAAAACh0RVh0ZGF0ZTp0aW1lc3RhbXAAMjAyNC0wNy0yM1QxOTo1NTozOCswMDowMPE7BvMAAABKdEVYdHNpZ25hdHVyZQA5ZTQ2Mjg4MGM4ZThjMmRhYTE2YjBiMGM0ZWE0MGVjZGUxODlkZWU1OGEzYmY1N2NlMDg1NGU1MWMwMDdhMDE0Qi7nFQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 95%, heic:speed: 7, File Size: 570649 bytes, PSNR: 64.57418131097047, RMSE: 0.0005604266771115363, SSIM: 0.9995786959290166\n",
"Processing with heic:speed=8\n",
"Processing 45% quality\n",
"Time taken to save 45% quality avif with heic:speed=8 at size original: 14.25327754020691 seconds\n",
"Cropped image saved: temp/cropped_original_45_speed8.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 75a5e41 'AVIF' (100x100)>"
],
"image/png": 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l4jiWgewGaK19+fIlQigJZa/Xq6rKGFNVZrPZbLbVbrdje3Lr1i3OyYsXL5iIDg4OqjzjnB+wZD6fn52dxXFMb5zF3nvSOQEI8d6nEh+PEoxx3Et7Sbzf7wch/fi9e0opla+vtuXZYme96/V6t+/e8d7/7JMXZVlq5Rljp8cjhFCpoKoqa3wXy8PYUYSFYAgIeJu3RiMahKFyaL3Lu+BI27adcigIlGVZVDVCiI8myuDHr9uLiyun216vB74G8Ifj4cHBgQx7SinsG46boi6362Wt3Wg4uH3oASBJyO3bp+Me3+1283VWFIXV1W4zxzx0gAjmbVNQ4k9PDgKBp5O0UlC1y1sjibzeZmWapuBxnlWCucmd27RzjF1HtL0DgNZYABiNRpzz58+fF0VxOBmlaerb4smTJ03TOOcGg1Ge5y/PXq1Wq1t3Tp1zednsdjtrUJIkNhQA0LbWOYcxQQhhAgCAPDjnyiwriiJJktPTU29127bOOcYYc6hjZCnlcDg6PT31CBNCZovV+fm58QghNBgM3nnnnTBASilB3Gq1Ovv0iyiKRv1gvV7LoPf+++9XylJKD0cxABhTMMacc71eb3J023uvleWcr/fl06dPi6Lt/BPHx8dGlWdnZ/tSY4y11tvttnM87Pe5Umo8HIRhSENOCSGMIEJI5x01uh0MBj/54QdRFP1fl7uLi4vKkrt37x70B0/Ol1eLjTGGLau2bXe7MgiCVrumaZA3/V4kOE6SGAFpmmaz3lFKJSeUUuSwc05Z570XjKVHB4EUQRAUtdput8oh43waycmgt91neZ5jjKfTaV7rq6urzb4sap3EotfrgfOr1UrIQCnlnTYGyYCXVf561jDGPnpIJpPREOvtdnt+kUdRFAX46nL+y50GAIRmAHB40JtMJvv93jknWaPqrFJoOXfak8Um6/RbZzFCpNfjzhkAFcccYzyfz9G900NKKae4g5xgjAmG8Xj8we3pcrn8P//sl3VdM3C9Xvz+vZOmaYwnYRjWdd00jXcmDMN337sPAJwi7z3BTgihWpPnuXaMUkqQ68waa23nFw/DsN/vZ/tdVVVVa8qyLFtjrY0l6/f7ytiiKDrvUl7rtm2Nx1EUDfoRY8xqs16v86IEAEbRw4cPf/I7726327/42XOt9d0jdnx8PB0nq9Xq7Hx5eHg4GcWr1WqTWUqp1rZpGqMzKeXx0TQMw+FweP/+/f/nT/5yNptZxG78WcRbIUTVNm3bUhZSSjH4pmnoOBaMsU7961wcD6bxnTt3iqreLK5Oe2Ty4N7FOtvv9xerTCmV9uKIUgsgo+j2JBkOh9q0CKFWsf0+01qHYUixdw6kAMZQo4lWWpsOEeUxxq5qWr1WShljs6qtatXZQ/NNvclrjLFzDiOw1hLKBsOhc44QYrVhhAYCpYlIY0IpLWpXVdXsaqWU6vcY59HRkTw4GGgrLhevWo0QCfLSZIW2jrWVjkJ2dHTn9flVXddRmBRFsVw+unXr5D/9j3/n8ePHed4aYwKmAaBWqCiKfVZiAAqGAgRBYHVDPrh/OwgCKYWUUgjBOX///q0f//jHk+l0OBzevv/O3bt3qQyllHGcdMFWpVRRFGmafvTu/Q8++ODFy+f7/X6fV1VVYYz7/X4cBdZao1VVVfu8LIqiKOu6rrVWxhhrTCfItdbaOgAQQjDGMCEd0s4510uS4XBIGbPWOueUUhghIQSjaDwe3793t9frGYsopWWxPz8/r1sdx3Eg3H6/f/b89Wq1opSFYahVrbV2QFer1W67TpKEcZHnOcXWOXc1u3j06BFCtiiKtjVt294+PTg8POQi8t4DkScnJ9b4siwZY2VZ0jSWbzBf1+6xXOPHr2bWYRaOhxJmsxmybcBQVjVNXbYaUUqng8Hd01PKxWqz7QIkkUT9JEl78Xg8MB4r3awy4z1gTJggkhuEkMcIY9xFhnb7RilFcRcUIBhDL+JpmjKKvfedgVJWldbaeNc0DSP46Gh66zDo9XoY4+12S4mpqsp6NhonSqO6rhertiiKfeWEiGUcI8YckHWxQaBObp/otsnLioq4bM0njy7u378/OXq42Wx+8flVWZZlbQAgCgO42i2WuyiKAkbG/R7HSDIfBDKSiHawNgxfBXIWi8Xjx493+/L09BRh+uWXX7amTpLEIyalLOtys9mMklud5ZXnuZQyCAIZBACAwFVVtdzsnz17pkEwxgIhhBCUUEKIQ6C1ts41TaOU6gTEjTUahjKOY+9Mnuer1QoAnPecc8ZZv9/fbzdXV1eJHCqlNpuNEOL4+GQ+ny9WmzRNEcZt2w6Hw8lkcna1zbKs8zQMhn1jjLOeEGIQms/nHu86JTzP8/2u3G63v//7//Tzzz9v23YwGAyHw8vLy8VicefOne1ut16vAZBSSkoRhiH54PYIgyPEEwIIgDFSKvT6Yna12FwtVpeXl5Txjz965+GDewjhqsidQ2mSEATOeUYhDMOmqYSUg2EqJN/u97P53BgTRSELQmN1WZd1U8ch76WJtr4sS+es9w5hLwRNQxZKKhmOQ84Yadsqy7K2bThF3pmyrJq6bpq6bWqtW84ZBqe05Vx6wLv9XmsVRrFzrigrhADxIK/qq8WKMEoZ4UIqbZW2BKHZbJb00iAMN/uMUBrGEZeCc/7g4TsEk+VybbU9PDjoxTGl8tbJaSCDoij7aX86mYyGw9u3bmGEKedca+28YYx5h/b7/WxddiZ7HMfO6M4fVBRFViqM8WAwcM61Zfb06dMXzxrG2E9+8nFRFJdX51VVIYyDIJBSYoytgrZtoygaDoeTNLLW2qLuvmoURTElQog7RwdSyv1+X5ZlXpZlWTaN6sxP731WVABgtaOUtm0zHo+TRJRlqZSilAIibdu61jRNs1zt0jTNa/3s2TMeJEopcJ3HGSGE+oP+brfrQCLGGEJIXdfj8RisiuP4+dMn+/3+ww8+Go1GX375RVmW7737zt27d8uqns1mWuterzefz9frNRXcg7fWI85pwJFg3HkzHR5NRr0wDPeF3u/3ANhai7ylGBBxmGFO4iCUkvvBYFA07W63W+6Ltm1DKSJHE9cQQpxuQZWYMAqm1TrP821RGmslxYzTkIEQKBE+kIANQdrlucHguBRa67wsgyCYjpI0TQEh731e1cdHB9bBxfOrsmnDMLw1HQoeZkXTNrbX6/X7/fkm08YcDyLn3Cbz692egB+NRlVTx73EOVeWJYCjFBNC8nyPkX/85MvddkMFjwOKver30igI66rZrLeNRq/OF5Tv338/AeOsI+Rf/vE/YYwhTCilg34yHA7j3iCOYymoMaZuDUIoCMIoimQQOueMvba6gyCYjAfj8fjl2cuqqoCwJEkCKQkhgeDD4XA0HCRJImTgvV+tVpeXl3nVIIQIAkJIHAhCiFWN1lpK2ev1eBADgHFeKQXec87TJIrjWAZBHMfGuaIoZrM5AAzHY6018fb4+JhQXpZlFMdCiKJuEUKUknfeeWc0mV5cXAz7/dFoZK0hhGilvPeEss5oMcYEgdRaU0IYY1W2X61WaRJPp1NjTF3XrXb7/d46TwhRTW2MoYMIBELY+6YpVeMZicC5Mt9uM5XnuQcSRRElQDClEgQfcqIAYLNXXXxlY/T77767WCxmuxwAOAbGyEEqbp2M0jgqimK2KzebTald3prjQfjeew+IU4wxCwQA0kgkSeIJV0ph5APJI47pNO1CDNo63TbOB2EYO8TPLs6apjk8PBz0h1eXs+WsGB2cAsByudQrijHe7XMAiLEOkWmdZwiiMPTOBUHUNE2WZVJK8H633Ra1HgwGox5iUhKHOmdJVVWvFvvzdSEYJYSAs3EcZ1UzWywJAikl9d4HQSCjtLPRlFJlWWOMx+Nxmqatst3q07YtJiiKotOjfhiGrWm11sYYpdTJnVvz+Xy/3yOEwlF/NBodHvaTJLFG53leVY1zjnM+GAxOTsZ37twJGXLOPXv52nvPOXfOXc0vz8/PHaa9Xm8ySJMkadu2qqouEpNXu9lsti1b55yUcrVaLZfL5XKJwbdt2w0jCuK2bYPACCH+xR/+EwD4s//7T8bjMUJoNpthjG+wIUmSOOdqle92O1Nuf/zjHwtsuxC0lDKfbc7OzgSjk8kkCqQQwpe19z7t951ztGotQiiNoRf1strPly9fXxVRFJ0eEoTocl3n+6qqKoQQpQ58q5SmVFPURhJaw5qm+fO//nnnI02SJA7lIE3CKNlnxdOL1Wq1sh6ccwEyt+6e3DvocVtp4Pv93pt2MBi0iL++XFwtNq2CJMTOOevBAVrk6upq2Zn3lNLz8ysAODo6SqLw/Pw8r5ogCChGbdsygpMkGQ6HWZZZaznnx4cHq9XqB3emDx8+/NO//iXHgCnRWtVl8fHHH//xH/zun/zJnzijKaWuKQKGkyQtiuKXj18yxkZpMh2PsqJ0gKSUTdN476MoGg8Hi8WCNk1TFEWV036/nzewXC7z3GCMV6vWWls1mFJ6enp6dHQUxzTP86YqrLVBEIRhqB2tqmpTXXLOmeCdj6UoijWyi8XiixeXWmvAxFo77oXD4fDwcGyt3ZdN27bj8TiKouevr87OzniQ3L17VzK02+3m83me55fr/Pz8vOPH27dvd1q+lDIK5Gg0Khq1WCyy3dY5p50ty7JjjW6x+zf/5t9Ya3/8o4+Pjo4++MDM5/Oiqu/cufPqxfPBYCCEuLq6Yiz88Y9/vFtcrtfrqqo6b0dd14IgKSXlAmNcFIUxpgsg5nlujCH//Ccf7rKybFyj0XqvytqO+nyQBq1Cda2TyI+H8eGYHx8kkYQqX13M86KsvXUYEUZ0IMjxZBAyyGrVNk0cCCnlxbb68uVFVjaYiYRDHIheEnHOLGCHaNu22ti8sU+ev3ry8hwRnvaSTgLUdVOWJSY0CVgk6GQ0eOfBXeRNLw7SXqKaihE4PpzW2r1+/Vobm/YHytiLq1nZaioCihGjpK7K49NbgRSPvvji5OTEW1PsVv/in/9+lhfr1YpSPF8sQsGxtw4wZXyXl5ezBUKIYFQ3LSAcSkEJRuAJIaEUyDtjjBCCdqKhc/qUZYUQmk4nUsqr2VZKeXrcp5RalTdNEwQiDMPhkGutyRsUECHk7r0HYRiuGxBCHB0dMsYevXjy8uVlFMvpdPrwdHJycoKRPz8///LLL5Mk4ZR477NaF0XRxfvaulosFoFgURSlh4fHx8cHk/F2u50vVwCglNJaG5vv9/swEJTSF2ezPM9Ho1FVXQecjHNVVXXB4NFoNB6Pg4BjjD///PPNZqPa+uzsLMuyzmA4PDy0DpxzhHLvvdbaWksY79BYnYbRedJv8FkIIcYYzQstZW8yEgBQ1tpLOu5zazUmLk6iYSqrqqqUZRwC7qOD/nRkvPfeobIst4V1znEulNJdDEqrJpD89qQn/UEvju7dO71zNEEIXWzK3T7f7PLlruz34iAIBEUfvf/OMI0vLi5eb/LDyaCLDsSCMDBtlVf5brFcK6Vk1C/LpmzatlXG4bi2ktLTw8PD6TjLskEveO/20eVyt9vttAFO6L6BP/nLn98/Gp6enl589kXVmCDo/fyXjwUjg8Hg9eWqVhDHcVVVZVFDh27EHQDXGme994mgMok559baUrsOIeC9p4vFot/vI4+8921r0zSN43i/39d17b3fbJxSqmlNFEVvPPSUEMKoAIDlbrPdbuN0uVwuOw7NsixJkvfff//Bgwe6baIocs6dn58/u1wLIU5OTrTWjCAA6GRnJ/um0+lkMinLcr/f93rDwWBQlmXXIaV0v98bYwAQIaRt204Fz7Ksc2YOelHngw+CgDsPAJvNZrPZEJUPBoODg4MkSaIoms1mFENVVcv11nu/2+2UUk2rwjA03jnnbpSvDr0VhqHWerFYrLJSaw0ASZLQ85VeZHvnwTkXcvdOOPFACBXgqVYeANI0nRKXpkkvIgBQ1kYrXdV+udq/vMzX6/2qeuKcf3gyHg6HDpD3Hts2DaVCpq2yZUUwD96/cxjHMRVSKdVZPFmW1cX+agYecBKFum06OR3Hca/Xsw6M9Y0yGGPtfN2qUHAZyKys5ustcna722ut4zheZ3VWL8C0ScBr7eq6pmDvnh69d+8kjgLnXFuasiw55w7AI9Lv92ezWV63aZrygO6L0nqHKeOcIoQICYwxu6KqlHGAau1CTsN+LxI0TVMyHfSdc2VVtW3rbWutJb5QSrUac84HKU+ShGJvjOEUGGPWgVJKGa+11l5KKfd5EcfxyeEkjuOyqq6urpoyn0wm0/G4CzpMJpO7t29576u66bR/IcRkMpFSdo4ubSwAcCGMMZevX11dXe332X6/r5QVQhAmttutMyaKIm2stXY0GBwcHPTTlHNe1zXGOIlCQogy1nsfhKEQIg54lmW7fXZwcLDLcmOMMSYMw8PDw6IoCOOdMKKUIoydc86aTo9LkgRj3DRN0ypCyGjQn06nw34vDEPqHWCCBWcA4AFmy8zq+uTkJAkAIb/NTdHsjW6VUh1z1sobYyJJCAn7qRcci4B777dFW8zWy/WmKAo07lWtiYxV1nXiWavGGoW9I4Q455qyYBilcdR5pspGU0qn/Xhpm8dXVdnoyYTHvbQ/pGEYXi22RcCq1njvj4eJ937Uk1EU7Yu6rmtGEEEeOuCZ0YIgB1BVxWfPc+dcKnAcx4xt67oGhIuyonSLEIoE64BNiDPvqda0bhUh5L2j3t27dx3Cz549e/J66b0n3hS7teJ8MBhQay1jjFB+g/x2rtVaO4G01nVdRVEkrxEc+urqarUtvPdpLBhjeaXbtm2NtdYq47z3lIu7d+/emvaNMa9evbLWDgYDSmlZlp05aa0dj8cY407BIYR22hnGmLHB3bt3+9NjAKiqqigKzrlSijE2nU63WSmEuHfvtjFmv9vMZrNtVg6Hw+FwCAAYfBAE0+lUa90ofXp6+vjF6zzPOefL5bJjK8r4brczWnX42sPDw7outdZCiDRNL2dza+3x8fHp6al2frfbaRL1ej1GUCcclVLkII3TXsIptUZj5Dgj1uO8bOpKNwoh7MOo18F0EGZ10xqDOZOBDACIMuAcYIJPTk5+9MMP7965pYxfLBbz9W61yynYk9Nbt48PGMHO+V4vRUwu11vGufOw2GZF3cYCT8fDyXCQhDJO+0EUpaE0bf3p09cvX19URbVcrp1RjOA7Rwd3T47CKALvt9tdluVhGBFMbp0c37t7BwDSXm+Y9rLd7mq+Xq3WnOBeFFba77KyF4qjgwNGWVUUm11ujKOEFEWBEHEOrPdXs5kQommay/kyGU4Eo8vVOhT0+GC8y8vLy8t92SxWG/Tx3VuDwcAYk+c54ySKos7i64W83++HgccYE2gJIZhw51xVO0ppIIhzrmyNc844ba01ui3LMm8sQihJktFodGea9vt9VeWr1SqO44ODg9lq+8knn9y5fRpFUdlozvnRMI7j2Fh/dXV1MZsjhI6mE+fc568WQRA8vHtHKWV0e+fOnaasnj59ut7tO7vn4OAgy8urqyvV1p01dnR0lMZRXdel8nVdCyEopcvtvq7rw1E6GAzqRm02m7LVUspAcq211ppSChg6tEvTNILAcDgU2HVWjjFmk9dSSofZL37xC/T+rXvWWmU0IaQXCykl8i1CSHKBEKo1tG1LkUrT9HQSYIzz2hhjEGbGmFp5rbWBNgxDgbT3PgxDIYSzGiE0Ho+FEC8vFufn553eEAustc4bO5/P95XqJri1dhiyIAjqYo8Q+sGDW1EUPbtcBUFweni42WyW2/1oNHr09OzZs2e9UA4Gg47cf/PF2eXlZV8gQgjhHAD2te1Qhs45TlAURSFWCKFdZTabTRoF9+7dk4I1TdNZnWVdNU2DMQghKEHGmG1lNptNXrVBEIz6iXOuUToIAg/44uKCOueKokAEh2Hova+qKpT4JpyZVVoIEaUyjmMhuhQy2zkDdrvdelc65zwx9+7dGw16N6DzLo1zPp9XVbWvNAC0bfvixYthIsfjsTGmKIrFaheGISXIWsuPxnfv3h28cx8A7h4MOOfLQm02m0vnmqax1s3nc+/9/fv3bx8fhmFY5Ptf/vKXnz5+7b3/4U9//Du/8zuz5fJP//RPX5wvOscvISSNw3v37r3z3jtJknz65cvOP0Mp7fwZHd9RSsMw9N5ijKUUzrl9U3ThpaIodFNKKY3zZ2dn2rjj42PqQQtJKJFG6V1mAOAHd8W7dw/SyOS56BwXHgdN0xQNquumUQ6AVJXbZUarOgzDo2lfeKUVIYRgpznlk0HPWvvpq+Xl1YqxLszRZFk2X5P+rh7GweF00o8DQojglFKaRKE3LXUsCAJOMUGeYlQVed0q7/3BcGqMGaV9Qoh2eL/d/bvPXzx69EQZCAKy2hWLTfbiYn2+yKwnDqj1DgHVDhe1nm2q2aYqtutbh9OTUdLU++UmT9N0nMbb7TbLciklZtQ5V5Q1QijA5mTc+9HD0zRNawPeeylYVVX77abX66EfvfOQEGI0XF1d7apmPBz/3gf9e/fujVLoDG5r7XyVz+fz5bYtisIBxRhrTdq2nUyS+/fvT0fh+fm5sarX6/VCGUVRPw6qqvrbJxdXV1eU0iiKrO+0M+u9jxju0DKUUoKBMdbWVdu2w1j2+/1hEoRhuCrNer3OqmaxWNw5vq2UQuDqul7virZtXyyL3W4ngsh775vMe583xjlHmEAIddBe3dYAwMB47++eHPzRH/3Rg5PJs2fPzmbr6XQ6HiTb7TavG8aYsqYsS+dcv98PJLfWplHAGHv09OWTJ0+mk9EPfvADyVme5/SnH8aMsU3uQkKNDo+P+zKMnjx7/qkhYRhGAmut1/uqrusOgk+xxQAeHGUgOUJerTY1YbQx9nK+vkJICIEI7aZqkiQBw8fHx70kyrJsNl+2bcsJhAwiQQC8MYZxmvRCgBCoKBpd13WvZ7Tz4G1MER2mSjWEkG2FluuyLoter/df/bM7Qogn8+L8/PzL12q92XMKUopKGa3tH/7eu/v9frUjbds2BiGERoP+wWTcD+m0H+ZVPb88++TzxnvPBQWAKOBSynuHg5OTk10LL168eD7b53n+6ZNX2215vCund979we2EE6Dvv/8+Qmid2TRNBQ+SJFms1p37Js9zr4kQIo7jIAg4p1JKRpDWel+0neEyn88328VkMtHWb7fbDgOw3u6UUkmSSCktJ5vNZrtZXV1dASIPHz6MJBuNRuBsnudVVUkpe6HAGBeNzrIslmw4HBZ1s91u0zh57733zi4WL1++/OLFFUJoPOyPx+PxeNw0zeXl5YsXL/LaEQJhGBhjlLJSssePH3vva+06H4NzbrVavXjxIrl/MJlM5ODw5cuX2/qsaZpuOTKq7iwKAHj8+PFf//VfX+0MABT6Ohvv2bNnodlPp9Nr69Hqpt8Lbx1KSoF4OkpOMMZ1XXfhcm38ZrNRlgJA2eKyzPPSMMaDmEdRtCvz9b5wgESUjNIEABSQLMsa44pdBgDrUoUUOQd3DuI7RyPkrKSAEGUoSiOJMTZAlDEeYURo5UiuwSMaJv2g10ciWmzyv/nk8+26/MlPPvrnH78TRdGrdf3pp5+/eHVeNcYZ8A7qukUIJRQYMsgSSgihqG1VacEY+PT5iqXnaRQOBrTWGrNoOBxvt9skjB4+fPjLL7/87MmLR2dza+35bLHbGUqREGIUOOfcrjQ/+/mTJy/P7927R1+8eLHf73e56vf7aTiilHbuwa7KEaMoDMO8qOu6rhXy3m9zs1gsZmtFCMGQdNNtu90CJsfHx93vuladEd9hFzrkzPHx8fEw1FqbtsmyjDF24xc/ny23223cS621V/PF559/HgWy3+9vt/tHjx79zd9+Gsfxv/jDP3rw4IG0xXa7ffXq8urqKk3To6Oj5a5cr9fW2n6/f3owDILAGzMcDjuQ0Ovlbrvdeq2Wy+UXXzjn3OVirZSqtF+t9gTB48ePNcbr9TpvtNZgACi9TjNM03Q8HhvnZrNZlmXPnz+ni43Jc2ctKkpzdtlirJ1VvR71yACmMpDOo4uVe3ZeKYsppcZhT1Mhq7Ztt6utVZZSO0hCBbSu621WbrdbrRop5WSQ9vt9DF4pFTLoBXQQSUppRXBd1x38uRcFCKGs9X/72ZPSMYxx0ahORQzDZSQDpdRmlv/RH/3g/Xcf7na7f/3vPr24uNgVddM0t6cikpKkVvpIEJhMRtPJWAixXC6xqYQQB4PIm6bPEu0wAvfoYue93+aqg3xaLrO6yc9WQRwEQRpy1zSNrWttPHaaS0i5vzVOOOeBq5+2tXMG/U//zX/SWYVaa6Mq51yXB+NBN03Toa6evq7m8zmiASGkrLVSynkaBMHtw3A6nT54eGqt/fLl+SeffLIv6uFwOB4NOOfYGa01OJskyfGkn6bpYRoMBoNtVmy3W4TQdDpN41Ap9dnrzRdffPH0YnV+flFriGNprW1bHXDmnCPGHh0djAOcZdnZpmlbawAoJSej3mQyAW8RQsfTkZSyqavOkVDXNSFESplXjVLKITafz19dXDWNNgBd1i+lYD14f13MDGOgFHkAzvmtw/Hx8XHKPca4M4p3tWmahhrbMMYk95z6FmMAzDn3YBcbPZ+vsspZa1uFEYpSyRBCm71aLnecmFH/3oOT+N69g9u3JqvVah2SW+PkZBhNp9Ner6e1Xm72VV0AgOb0ck0u1/m8Fx0eurquV6u1lLJBcvt8NpvNEkk+fO/Be/dvPXokl5u9lLJodNu2lSWLxdoTejZfvTSeEMII4RKHyEVRFAcMbIvBx3EcBtJaW1Y155xo3TRNp8cbpTGA89YaldfaWpAMM47sdVq0f1PlAqwDAhAylMTyeBCejuIuXaCqqjiOD3oCegL99//5TxhjkSRRFHUP6ER+VqGyLHeFyfO8rFzTNBg1YRg6FBljkpAcHR09PCKj0SjbbxaLBYje6elpB1zY7/dt22qHKKVCiKIozmfLsiwFgTAMO19C27Zt226yEgDu3zq8fft2ILhzjsmIEHK13JRluS7UZ5991rTOGOMtYIwpBoRQGgfT6fRgkBBCkHeUUoygaRrngXNO8DVevyiKsqoRQsqhxWLxarFvmkZQxjl3CNq2VUYjhDz23oPSAADHk+jg4OCgJ4IggDfpw845grwQgjIZIYRai6nlxKqmaRiyCCFOSDgM4sjthM7z9vJyv1rt0TB+7wE+PT3tDwLvPWjc1OVut29blQauJ6nHHnvTk1ykCadECCEFM2b0wa1JVVXzTT6bzRIhkJR5rjOl7x0OTk9PmQjruhaumk6ngzTBGA+Fbhp2uWv0Nnl8ljtlnQfkLcO0309PD6eTySSJAgAAZ51zTVsTRolH3nsH4BEg5KXkCNu2bZ1Bw35cGXN1VdeN8qCTUA7HPUqx915bo7XOijIM5e3jSZJEuq2LougmMuYhIQQRpByiTdMghLx13nuwNaU0DBghxCpb13XV2CAI+v3pZDKZza/CMHzwYHp6eoqJns1mZV7GcXzv3r2maepGzWYzhzAhJAwCzrnVKs/zqoQkSSaTCWPsSPk8z7VpGWNt2+Z5bh1gjFebvff++Pj4+Ph4v93VdR3H8XA41CwfDofodTEej4Mg8N6btunSmymly+WyLMtA8DiOCcVhGKpWG2O01kqpUIrT01NMYDabZUUbx3EDtK5r53GapsM0OTw8lJJnWVa3Tdu2WZF3Xty2bQPGTk5OgiC4vLw8u7xkjKVJSAhB/91/8QdKKedcVVWH4zhN05gTSmmjWu+9tqgoik4Y3z+9LYTItpdZluW13mw2AO7w8FDKsNfrgTVPnz5tjSWEEPCDwUAKzhhLAs45Z0I2TbNY725gAB6hLr7bth2WHB7cGkRRZLXRWgeSSik3rT87O/vX//ZLhBDhlDHmvdVad8GOOJS9Xi+RXU45AQD/ptiFMabzJQQcA0BtUFVVxnXV2LBzzmvrve8mtbXaGBMEQRRFBKOqqhgjBwcHGNOLi4ur9QYhJDAGANrr9RaLBWPs+Pg4lpAkSUDAew8YKaXqVnUo/g7b2eUJJklChPPeS8kfPHjw4sWrtm0jKTabTRAnSZI0ZdE0DaOk3++HkjVN06h8Pp/PV9soiigjdV1jShljnUTwHgkhCCFKKd2qLopECOEc93q9DulNBUuSRAjW+VHrura6pZRyJCilzmkAcBhxzrvsWADHGEvTGAD0vnLOGeMppR36UNet915yyhjrlrwuC4NgGgSBMWqxWBjjOpRsB/Ky1tKDVBAdMCHjOK6auqqqyjkpJUO+m5tSSoI8I0iAophWzpVlmTembhrt0NViu9zsl5v9wWgUxv1bx9P79++XWbbf7733dVEWe1tVlUVkuyvBu6PDA4TQ8+fPN3mbpunRUIokVKohxDZV3dntAKCcIoYYIwHwOCZCCBqlYRgSRgGg34uVUhTcYDC4M4mDICgatd1uc+WEEETwDu/PBPcEdwkeiFACXWUrhDzGnGOMKfWUUUkpIaSs6jzPAyk459Z6rRVBPhCsU86vidVlH9St2mw2rVaUUsFYtxC0bescMMacUWVZGmP6/T5imDEGZauUuri4ePTo0WAwIIQUux0h5OLioqqqOAg45x3AzjkXRZH2aLPZdBnuXRFUUpkuLZFSGkUB5xy/KY0HAAibrg6K9/7g4IAQ4ljgve/w912K5rjfOz09/eDOdDweF4169erVs/NZnucGrqsSaK3zbOO9bzR2zjmHrbVKGWstpqQbv/deEBIEQZdv1kWeO0YLBMMYV43qUmUQQvRilU2nU+by5XJZNK0Q4uHd2977+WaXZRmnOAiCSLI44Ksin+93eVFhjAXngvPjg+HxwfD44LBpmiLPTk9PL+ebq/ncIeK97zxtIUO3bt26hmcT6gHleR7Hcb/fC8MQg2uaBrxhVHACjFHBidbaOgYesLXEuf6oXxSFNi0hhDNiDfbex1FwPAxHEbFtVWVbRsjRIFZ6suX0rz57QilFmDrnjPMY40TiIAgAnFLWe0up58QRYr11zhitsXNBJFmXEE4I6TDUneWHvMXgAkY557TDBR9P+g8ePCiatqqqLijCGOv3+1EgkiQJBb1JZlbapmnqr6vJQq/X6+rkpWkqhOiipMr62WwmpRwOh8Sptm3f5J6h+XwuOPPea+3atvVWe+/jiEspEUU3AgKhr0oZlWXZtq3DPEmSLqygtR4MBkdHB8PhkNi2aRpKKed8MpkIIYLn50EQUCastcpYhNAg5mEYYgzWWo8JpVQy2ukA3XKhtWaE3GAdlLHd6Ky1Xf7Q9SQQMvzyybM8n37wwQdHSXJ1daXK7XDUGxyP6rp2gDodMsv2CKHpeNSVLTHGYLDbrF6t90qpwWBw+3iilMJeD3ohwhSZJgiC27dvdTIIUx4labcwa23bpsmysm1bhG2apv0+DkLhnVXG5Y1rW0UJUEqrFvaFLso6DMM4jiml1lqKEBMCe7/IVGlzBA4hxKjx3u/yYrPZnB4NGWOEeK113VynuSlVdR8sFDgUhFIP4IEhKRgGs2sKTAJOCUJIa609ds4p47yHQBCMcaWsLhv68OHDfr9f5Psvv/wy4ogxNkiSwWAQctrBHTpwQ/ckKaUxpqoqzvl4PJaR2Ww2i8Vis9m8xr5DUTnnnIfpdFqW5cuXLzu+y4rKWhuGYVEUxrguXhvHMWXQQZvbtsXgtdZZ2RpjOMNRFDWNKYqiSyHr0vbrRnUTZLVaPX36tG1bgoFSyhnpAv1Kqfvv3L/J9+/QQdc84j3G2Dmo69paq7UGQBhjZ69D011NBIQQvOGsDj/jva/rpmkaOsDlD3/yzqPL/M/+7M+MVR9//PFkmnrAzqh+L+aMCCGsg0bQVd6ud3mHZENU7PJqvt4VRZFVarPZfP7kVb/fv3fruKqqrGqTJNlut8vl8njU6/V6CPtQyjAIEUJF2RRllRctISSOpZR2tbLeb6XgYRh2gwpCti2bx682n3/+uehPckVM7bT22IH3qKjUfL6+Wu+cc13CtlUGIeAMCCEHt+54b67r2xDU6X0IEYw9IcQBtcY3LWpbD9AtjRiA6FqXKuuSoLvK5Jzim3o7GOMgCOh2u+Wcty221lZVpbXuADMUQ5cABQBN22ZZtlxleZ5TSpumWSwW2+3WAOlChFLKqm4ppdvtVim12Re73Y4Qcnh4+P6D23EcO28wxpv1zhjT78sgCNrW1nWN8fUK2MmmPM87Xs5y55xDiD98+PDpxeL169d1Wzvn0kgOh0PKpZQyTVOlFCEkjuNBL5FSOqucc51Nch1qwkAIoagD/yDvvdHaGGPs18oBeu9Np6YSLIS4jg8Q0i2pWmuECKWUHk2G4PQwDD64d/TiAhf7HUJ3kySJiPbee8DW2mVRnM93jTK94YRSul6vX1wu67oepjEPfcB8GMpRP1VKXS2WnPPTUZxlmXKWI1uXeVMVnXF+djnXWg8HoyAIlLb7rGiN5ZxT1NWr0d57Y4Ex14/xaNS/PTgNguCz/+1/xxjHkgGABjpb72VkGWMIobqusXf9JD6ZpGmaamPKsqwao5RyiAACghFC2CHkMUMEPECrnVJdpSHi3RsGxBjAYowBYet8o4zEFGPvnCsb3TSN4CwMQzoYDBaLRWV8EATD4ZAQUpal1rpwVZe01TTN86vN1dUVYKq1RgjN5/M8bzoWu7y8pOARQqGQWuuibg4ODn7vx7/T6/XOZ8v1ek2xZ4x1AL7hcBiGodF2t9tVtb0pCcYYi6IoSYRzrigbSunhOMQYf/Lpp3/7t7+sHJyenj54cC8Iguevrx4/fnw530pJum6jKPLeP3v2rGkahHEURQ6oUsoiRCntUIadK4VRQAhZh/2bkvgIroskOecIQLcWW2ut0VrrKBA35ac6GUe/uNx//vkz42E0Gg2SEAC+fPlaKZWXtVJKWQCAgJOwP7bWXy23+6IkhAx6EWPMWq+UAowHw2HIiLW2Z6z37ny2HCo7X293u4xjEEI0rdpsNlEUxUmv3Ner9Z4S1Ov1OHfee2OIVs1+syGEYE+qsvmr13S9Xr9aFbsciKCX60rhc8bYbp9bRCcp6vV6oSCEkCjuU0qX290m32GMiYi1Ud0SbI2zBGut80obYzCmlFLBEGMsDDilHHcFI503xiCMGGOCM2ut0l5pAwiHIUtCISjKyibLC4oQmkwmTAYnJycBw7PZ7G/+7m+99zKMOefG6KqqjKCMMaX0brfryDoe9Jxzu12mte74QmDooJh1XT969KgoilrbwWAw7veEEB3ExXu/3++VMhjjKApHo1EY4rZtt9u6aZp7D26fnJxYA5999tkqL3u93hSH1lqNfV3XL15sjAHnIUnCW7du3b59WzJUFEVeNB3w6vT0FAA454Syjh0opQQj51zVOqWUc12pVosxJrjLgrMIIeedMQYQdNmUnVDvAB9a614kb/BFlAp57+E7w5ARQs4zu2nQJ883cRwfT1yfS+2qzX5zmRmMZ4RoAKCcLJAty30Yhonkg3TEGfG+XW5LrfUgDob9KJQkkJQAklJSQQh2CGMqWdNUVVMQgk9OBkzwICb9WAIEhPL12vzNzz87u1gQ7LTWP/zwaDqd/tUX+7PXr2pnCSEIU0DWO19VzcuLpUHi/skoTlLj2X6/j7hPJ2POeVVVZdsghDDFGDuMKOc8jjyAcN5qrZ3D3nurWmOMM65Ttwgh2voqrzrtpx+QOODKOKXahTaMsZDTMJCkx3RVVSEn6/X67z5/OpvN5qttVVWb5W6xmO33+6axBPDp6env/d4P/+APfnrn7l2l1Hqzads2CmQYhlKK/X6/Xm3SNE3jSAgRRdG9e/c++vDDwWAQxlHbts+fv1gul4TgNE1Ho1G/31da5XnudIsQKsq2LMvbt29vt9umLofDIUL45z//+Z/9zeOiaihnzjmtrffQeR3yrJ7Pl04XURQhTNu2Jch1aFjO+cXVlXNOG5Pn+W63z/PcGGWM0aabjBghRAnuwkuMMcpkr9fzgMqybJqGc344Hpyenia91Fq7zwsAIAgopej3f3CbMdaTuG3b81VRVVVeNVoDOJAS7hxH77777g8+7E+n0yLDRVGsN8Vut6uVBYBuSU7jZLFYtNbdu3cvsP7i4qIsy8FgoJoqjmNt/evXrxfZfjgcSsmdc2HAwjDslD0C3QLPrLVJFPX7/fEoCYLg/Gr1F3/xF3/9RdEohxnz3juwN6VyruswvVU778P3bsObKvXWQVVV1oOUEnxrjBHER1HU2XAYdWp2Z7Fj7z322BgDmDrnmtYAABUSIdRVEJMMb7fb2iJKKZoEQAgEBITADUhjTGvccDg8OugfHR2NUx5FEacLxtinvzgzxnjgAICZvKkDIRkPgmCbF6vVKgZ8enoahmHbtrPL80ePzooK3n13NL19qyzL+fyqqqrJuH9Tt40iRynFhDPGOKWUUow0xriozYsXL55cEWOMBuq99+ibFQHfJha5Bj0C58AFRQgpYzHGw0E0GAyI1zfAX4KBc845FUJwLjG+dnYEUYIxrhtd13VRN+v1Gnt3cnJyMB7s9/ur9V5rTWkgEUKcutNbt44nIULoan6OkNM2v3i5faa7NA8khBglBWPMWWWtbcvKWmutcM798MMfLRaL5xezLMt6RHiWP3gwvfXg3RYhdjlTlcoanOIgngySyaH33hTbtm05bgkhjBFCiPMMADDS3pumrY0xVSsaDa02xgIiHr6rjKnt6rSCBwB1fd5bjVoPlJKqccaYUa89HPfB27OzM4tDrXUkCCbCe6gqVdWacy5EwDmrW2WtZQh6kexFMuY4r9q2bZebvfe+802i2wdJHMd3DwY/+tGP7hyn1tqi2ud5Pltn6/V6X2hjTOe0/a//y9/13juL67pebZvZbDaf51mWbZY7773GHmMk7Vu1JrEBAG8JANS424bGA8A/+8lHcRynEaaUem/LsswL5ZyTAg0GAxlwznle0c8+++xnny92+waRrtyIg+9qXy9r7BFCiGDOed0aY8w7J+LDDz9E4M7OzlrHy7KMBOn3+4JTa62+rhuMAaAsa0LI4XjU7/c7QFlRq6ZprLWUUkSZUor+8Y/upWk6HY9OToYG+eVyOTiYbPNqXfizebHLHACE0mOM//zvruI4jgNZFPWL1+uLi3leG2ttY9jb5Vbhq0pA36xFjAEhhP7fn72QUvY6t4wHrXVVK611HPHxGD+8HR4fpxjbzhyhBL5/ayT3Fs91NcaJR9Y4jIExkrX8xWUuqFVeSFobUs9W5vXVjkmZpqnkzHtvnFFKWeuCgEat9WUL1gCA4KwLR1prPSBOMPpf/5f/wVqb73fb7fblxeuXL8/Gx9M8z+d7t9+3VQMAwAhgfL09UbfFlHlrIrzd0PdXdO3qAnmH0LWUwV3d6K4INABCcPsQTk9PjcFPnpy9XAEAfD9nvd38m6rdCEFXyJUAMAaRRJzzn/7ue0dHR5eL6vHjx/PVHgAoRt57dO2uIpxzSTznXDLKOQ8DGQQBpVRrXTetMYb+H//2Z0qp7XWpilYpeLRcvKk1ShC7/mIWwPrvertvHPj+wvDgAMAD6bYu+eY554yDz1/C1b7AGGcZBTCMdJky/u8n1Vv1zQGQtR4ArEPKQK28EL6oYbVtOhi5Uriua8oQY6wX4SSOu+nsEW6Nb42m2u9rjVDRJX8y5Ky1KEDAOVgEnX6MMbjrQqRf1VzG/0AbCnS2WNcb/hYbdnAqpQxCQAh2znkPhOBufwD3a5RldtfVgBEAOAT+zW2UAQDcmor5vMEEpIRacWMMZUgIcTQd9Pt9Z7RSygHqEg+7NBCEkFEtY+xg1O/1eogT6HZXc67jC0DXZPotC1R/z2dH1xXLrffXs8p/a5lD6Ku/8BZBfzti3XSCvl5GGF1XJveUUoxRkiSAXLdrDMYYO+2co0xIKTvReTDsHR8fI06gkwn+ZhuQ60rA/yjE8t57cN4D9vA9/PqmFvFXf/2vsaPb9eZEgAHAvl09/VtV599otl/tAiJkF8H0/X5/2IuUUttdBgCdbyMWZDAYEEq+th8VupG3/747T/xKElzvivDrXYwQeNxhFxAAcO//1X/7L//ph0Nq1ouVxgDuW7uVoK7gMPqqwdeZ623y3hy0xnsHCIGUYpQE0/HoaBgHFLJa7/fFOm+Xu4xwCgjdfMO3yfT/F2LBW+9GAKytTw56BwcHjWXjcX+53n/zRoQRQoDRN9p3PeTG8+edA4RACGqM0XU5Ho9/+OH74/F4V7bb7RYw4pyjSN6U6X/zhv9BpuGbJ/5qYt3MwW/tnPnxuycA8B99HACAgfgXv/iFgt7jx9sWAQA4TL4h6fxbsgzeqiLt0bVnudvmknMSBDLPS+dACPLu/TvOuWevzpvGAEAUCRTJrzYV+Q9DLEDfR6yvtnL8LmJdT0bn3nvv9H/+H/+4I9Zf/dVfKegBwM9++QoAHj+7uOntbWJ1I/pa0X7UVaoF5wAAMAaErhc6ACAdLvANGTCG/w9L064aRlYTKgAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAyNC0wNy0yM1QxOTo1NTo1NSswMDowMHDL99cAAAAldEVYdGRhdGU6bW9kaWZ5ADIwMjQtMDctMjNUMTk6NTU6NTUrMDA6MDABlk9rAAAAKHRFWHRkYXRlOnRpbWVzdGFtcAAyMDI0LTA3LTIzVDE5OjU1OjU1KzAwOjAwVoNutAAAAEp0RVh0c2lnbmF0dXJlADc1YTVlNDE3ZDU5MTJlNzI2ZTUzNjY3ZGExNTlkN2ZlMzljNjVkN2IzYTc4MzA0YjY4MDQzNzRmODBhNDhiOGTC43SXAAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 45%, heic:speed: 8, File Size: 79605 bytes, PSNR: 58.81687666009032, RMSE: 0.001145389280281961, SSIM: 0.998080247819699\n",
"Processing 55% quality\n",
"Time taken to save 55% quality avif with heic:speed=8 at size original: 16.259663820266724 seconds\n",
"Cropped image saved: temp/cropped_original_55_speed8.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 52de846 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 55%, heic:speed: 8, File Size: 125011 bytes, PSNR: 60.814998636443306, RMSE: 0.0009073935798369348, SSIM: 0.9987837015098919\n",
"Processing 65% quality\n",
"Time taken to save 65% quality avif with heic:speed=8 at size original: 18.800252437591553 seconds\n",
"Cropped image saved: temp/cropped_original_65_speed8.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 227215c 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 65%, heic:speed: 8, File Size: 171777 bytes, PSNR: 62.1386310993638, RMSE: 0.0007727597840130329, SSIM: 0.9991167892848184\n",
"Processing 75% quality\n",
"Time taken to save 75% quality avif with heic:speed=8 at size original: 21.964651584625244 seconds\n",
"Cropped image saved: temp/cropped_original_75_speed8.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 6036fea 'AVIF' (100x100)>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 75%, heic:speed: 8, File Size: 218180 bytes, PSNR: 62.99511578485507, RMSE: 0.0006961612380109727, SSIM: 0.9992882608527145\n",
"Processing 85% quality\n",
"Time taken to save 85% quality avif with heic:speed=8 at size original: 25.365475177764893 seconds\n",
"Cropped image saved: temp/cropped_original_85_speed8.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: c4fa481 'AVIF' (100x100)>"
],
"image/png": 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Tq+VyuQSs6PV6YRKcnZ057cHe3h6HYDgcDvqjp0+fxpHvui75THUU4DOLtEYGhNAgtavr6xrBVr/TMc/OzkYq+u3bu+z66Gc/+9nJ5Tzj8+XmSa/X2+4ZRCaXp0dxHD9dbVRVpW7H1m2u6mFc61SDEFKFIIQwcFVNcyxls9mswhxCCNSWajjztPQLrqh6Xder1aqu63a7HUVZnudRFFmWfbVJ5vP06moKdKfRgTVN298aGYZhKYmqqptqo5XnHq7iq/cXCd7f38fUZIwZJLt169buwLy4uPj4VGqqyqUMCuYaTlEUq0gCqVEbapY26HiD4RAF/uXlpYJknoTTo+Pd3d2MSSgYVTTPcImiKJ+bMggRQgQ2EEKjkdVutz/85IGqqlVVdTqdfBWdnZ2t1+soikajUZIkaZpmWXawN5jP52dPnmqaJlQ9DEPNtDqdzulsSQjxPC8MwzRNKaUqVaWU8/l8tVopiu04jqIoWZatVqtGUDLGOOe2bRuGsbOz0zBRmqZPnz7VRIkQUjTtjTfeUBSlqiqF5/P5/OnFx67rep736NGjLMv29va2UKvb7XaHk/V6jesNISTLMsuy/uAP3uKcx+u1lBKn0SeffHJ8EiiKAglstVoIgUePHiVl3pwhRlHUvPrkct5su5ZlEY0SRVEowYQ8c3uQgnHO//m3brfbyr/5iyBJEn86/8EPfkA8/WcfPloHG9u2YZSEYZgKGIYhIvpkchDjJTIMm5Ukz3WFlGkCBVMxiPyIVcyyHITQchMIIcajrY7ZGhHsum5VVVdXeY49zrll4K2t8XTurddrIstx39MBe/DgwTIWAABJbdMwZBaGs3PMV3Vd58JZr9dc33k033TiWEq5N9T7/b5BW2EYPvzgrzHG47a7Pr/4aLYUQugfHEEIJ33nxo0bh8Gathxbo4eHhzjQO96AgWXOfSDaUkJNdQAAlgmLolARVA2dAKFAibf6XcMwPMexbVvXKaUUY9jtdvdb5MMPP/ybp+u6rkGenZycCMEXi8XKX0MI1+t1lmUVqzVNa7sexlh3bIQQlmJ3dxeAer1eE0oty6LUcF1X07SiKBDGqqoeHNzAGJuGfnV1tVqtOOfLdZBlWRz5GONWu+f7fp6Ejx8/Pjl8VJZlLgjnXNO0drvN83Q2m/mLM9/310HR6XR+75/8ged558eHZVkO+46iKKbhFkXx+Pjp/v5+13XiOJYAtVqtipVZlhVp+OTJkxqAa9euWYPh7/7u72rQmM1mrA7ruqZa23VdIGohhK7TKIp0yxqNRo5lIoTw/Vs7lqEpqsBYKBhgJK+Nzd/6zmtRUR1N53rbcx0tKI2wAlniB3GiqLTb32KM1ULudPTb1yZqWyM6UJHM0020WYfhOisKTEi35akYMVaKuoqSCBN4azTmaRKtrohgJxfTsiwhhJvNBhGNEMJrOJ2tlsslYyzNK4AUYrZKoDSSdMs1ei3Hdd0kSXpbe0h1IgYEVrT8zFaq42XR2Rrd3uvv7u5iqz48/XS1KW3HVRQlSrMwjuM0pbo92BotczYPs/uv3lr668Nfvvfjb3/r9j2u68t+91bb81qWMRm2u32LsTiJc8ZKghECEmNc1zX88Xdf5ZxDVBNCNEXVdf23vnVrOByKIguC4DyHAICnx5nv+6hY1HWdpmld165tIoReO5jcuXPnp+/+fLFYZGFuWZZOVE3TVKo3ome9XgdRwjnPqgpCaANc17XtaIyxClMhRJIkqqq2B9ur1SrP8+dIlq7rjLGqqjRNS5KEMWaiGmPcaFvXr18PguBk7ud5vuex4+Pjq8y8du3aqzv6dDo9nh6VZbm9900IIWQl5xxCuFwugyB6/fXXp5sVAKDtICllFqZ5nh+8SimlWTayLKvfHpdlKZHgnH/0weF4PJ4tlkmSSCl93ydvfOP+4eFhA6ooCCOE8HzGWdVWeQtCCTLf970IpPPLRVUpipLmZZqmXZMOet2O7U5Pz4NNJoVy68YkyzIE5b1796oKPnny5OnlMs9zoqq65VIpOecaxRBCWcs8jgVQueCYOgLC1WrFGHvlYFdV1ctFoKrqq3u9LMs+PjrbGfcI6De61e3bt6+NTV3XVVV9Ui2WqLZtCiHf39/vMfP09OSn56Kqqgrput7mdSqEqASIkxgARD2n7bmBYJJoeZ4HV/nu7q7ZdS8fPz47ssMwjLJzQsjv/zYIw/DDT+b7+/st1z64vl+zsuvZVVU5hkYuLy8biw8hhAEkhMzn848++qhcX+zv702lPDs7y7OOpmmNObZerxujp9nIOOftdhtjbFPqeR6CMs/zx49PLy8vC4Adx8EKYYw1BySua3PO1/PlS/hX4wbQwEn9fl9K+fDhQwhhp9PJssyi+v7+/nw+f/LkSRVTSmlZlmVZ7u3dieP47Mnh9evXixjfuHGjgWJO55dxHB8eHk4mE4HIbDbb3d1vt9tZWZ2cnGCkqKqaJMnjx491BZimOR6P4zhmjNm27bruYrFQFMV13cOnHy0WC4RQA+EPBgPCSw4F5HmJEFKpomHlQawdL3kYdv5yE6sKJmT4/Xt74/H4g9Or8/Pz1ngURdHJIjK6OUU1pTRabIbD4Y5ZA1CfLrMH7/5CqM729rZf8DiO67zgnHe73V6vHwRBkiQAaUJwCIGshWWbiqIkSaIbVEUoi6IgCKSUIZOcM5PHSZJcGwzLos6yzHGcLGahnzk9x3BcRazrbDkcbikKmc9Pbt26pRvOyclJFFRlCRDUpTRrApFuY6KenJ5vb497nfbFaaR6OsD5YDRBhN25cwdxZfPeRwVGRs/1LBOJ+rVv3QcAQEU1bHtiYU3TTNNUVZU0eDOUglJa13UURZeXV4vFwrYHuq5zVlJKp9PpcrksqC2lBBC4rhvNV6enp/7TQFXVm699M8uyXxx/Utd1UCnj8Zhhk1IKDLxcLoUQb775phCioQIAIE3Tra0tRVE453fu3Gn0mtlstlzOpJQNz47H24ZhnJycSCmn0ynGuD9oDwYDrU6bUhTFVVUIIQaDwXq9rqrq8PBwEySbzYYBAyFkGmQ2m1WKbLD5BnptbNIoiqhDbdvOis3p6en0dJHn+Wvf/N5gMPh3/+7fGYah9fjBwUGep8fHx1vUzbLs5ORE0zSCZKarggtEdYViAQBudTxNVw92h0KI2SLBGOsGBgBcraIKwbZJXdflfW82m7W9rQbGW6/XT1cYY5UQEkxjCJMGbtZ1va7rOI6bE6pmnI3ERUXSse1bZhKGIa4RMcRTpx3HcQ4VSSiPfM4LwzAODg4slGdZVnNpGspixYIkq0XJOb9/76Cu6zwvjy6P6prs7e1l5/M8StrtnpQyyTNecopU1+vmeW2anSQtMMZI1bGmSQEOn5x7tkqRtU5YVIIOnyt+RIc3FE178PBT3TLjOJ1O50VRdbtdoHcZQvif/f5vKYqS5aWu65ah6bpud/qTycQ2NEJIXtQIIaphx3EwNTnnVVEkSUIINk3z2vaIc350dBJFEVSpZVkNJjEajVzXvX79OsbYtm0AgO/7YRjO53OMsWVZlFIsuKqqPF74vl8j7c6dO1Zv3KDMWZYVcYgQGu3uq6pKcT0YDFjFOefT2Ywx1ut3oiiqqsxxnKIoy7Jst/sQwvkmyrKMUutb3/pWq92+urpqtb1Op8OLnFJaVnmapgBQVVWzLKGUtlv2+fl5XtXb29u48M/OzjrjfV3XNU0ryxJI2TiGYIwBAGVZkjtj7/w8riPYc3VVRUKIngajaPPXj07DMOw4LU3TGNM4lwZR+167t79VVVVeFJzzs+PpZDL57nd3N5vNR0endV07juM4DszjnZ2dW916ysqIa7PZbD4PgiAYt+xr28NOp+O67unpKaUU286Nm0Mq4s386ZOTmDF20He6yOj1dquqWidBIaVuaRoimyD1fX8W+jdv3tzt7KxPV1cX4Xh4U1VknrHFcimEEISgGgb+BUH3EBBQ1pzzuq4V3UjLKmdSMxzDIfP5nOVSaGJxudwe7ujB/P7N3ShqsfJsPp9nWQYAaLVaktcAgLiC2SbjnJdliX/0xrU8zzVqm6bJWMkYWywWWZYRu9XtdjVFDYKgqqooiharDWPMsbTBYKBqmhAij7OyLL12az6fT1c+hNBxnPF4bFP1xo0bah1fXl5mDAIAGDHqun797p27d+/u7u4ahpFlGaXUMVSM8cmTTx4+fFhAQ9M0SsD29jZCSEpJqMUYi0N/NpttorSqKqJrjLHV+UUcx1GWtNttRUG+7xtmq65rJgRC6I/++A9t2/7zv/iryWQCEJzNZryqIIRVVSKEdF2PokjFlHNes3I8Hg+G/TAMMcbtdjuKouVy+QyMFcLzvILLPM/H47GiKPiH928QpPY9alHMKlzl1YPTaVHDV3eHFpKL9VolKKlYVuSernmWDiXmlcBVxdK8NrSZv/rk8GwdJVJK0zQNwK/vTN7Ys/3LJ+frYraOogrN12HLMnZHW9dGbViXZu3Pjj9hvDY1DAB48uTJ42maA71RLwAvrl+//s5HT1ZBosNyfnl6WbJ5FCEBhuPR9f3Jejk/WYbItJgUbqdX1zVR6b1XX50vZ2FRjLcn/9kP3pqfPq0q8cb9e4/OjsoqZ0zUUlYFu3Pn7j/+g98+PPqkKLDXbhc8uX3/zh/+4JvL86PDi4Xv+4VQVN2uGDDtlmtSjPFstTEMo2epZRLiH3/jxmq1qnmhqmpWiLOzsxJAKeXpk4dBENSIGIZBLfv27du3rt8ghBCiaJrmmLphGEjXAQBZzhhjAIB2u21pCmOs2Fw+fPjwycnV6enpdLmRUiqKMh6Ph71WXdfJZg4hVE3PNM35fP7gwQNCrbfeeqtppC7TPM8XfnR6eppFvqZprckOQsgzbEppf9C1LKvTG5VlGUfBZDIBks9mszBK4jhWdLMoig9//leffvrpj3//n+q6brTc8XgcbMLvfe97m7W/s7Nz8/buxx9/HPjlD3/4Q4zFer2+fPzx48ePU4HzPIdEMwxDIQqEUMOAMcYlHo1GRRIihPBbd6+leVFDreDwapnM1yHWTcvxsNGtoO4aEAGxZanXx31PQclqejoNpQBQCCFAnm4G7daw1+84VilAEASAlbquX/rF+Sq9jNkqZcNuu5H0GOMs8l3XvVwEkhhZls1ms7cPZ8hs2VRVFKWu66IoOCCrIJG6bbe73U5va7LXcnTAypbTSeNEA2DQ6XKknJycqAL0O72iYufnV6sw2d67ZisqxcTstzrjcRVN14uznd6g8FckjP/gB9+fLS/y2J8dPQ2mC9VU02TNBdOoehWCgBEmEBMwjRMIgGVZnPMs3sRx7BpamYSGYXS7Xfzbr17nnCOEfd+P05JSunP9umEY0+ncNM3dSW84HGoECyEUhC3LEorFOZe8Wq1WWZG02+3J9l6/35+u/KIoXnvl9mQy+eCDDy4v5wLjyWRy//ZN27a3trYwxqvZRVEUjQ7h+34QBDlQb968aark0aNHDaitquqrr756487dVquFBQcA+MGqqqoiq6IoEqw0DOPDR4eLxeL67m6WZWEcUkpLXnPOQV3XdQ2J3Nvb2xn2Ly4uHj46vLy8hFy2Wq2nV+d1XW+Ph5RSSVQhhG4Ytm1vNonv+40YoRptjqyllKNBh1JKNdo4QyCEiL9J8jzf3TWJYkVnPsbqEBcFK9ou6fedW8NuFEUfX6x2d3dVKAFBr+85ZalxKcKQZgXO4qyLNldXV1EU6breJ2FycekOt83esI43r79+b9K1CCFBEJwcP1rG7MrPBq7GOb9+/Xq32y3Lcr1eH67XW1tbzRl1z1Yswmv/bHV0tIwZYwyZZpIwXvOKS5jkY4AhhKPRqGW7h4eHd1/b9zzvz3/xcVqkSq2bprm+jN6evffKtd721s7V6mEpoCDk//7gY4SkbdsiLvNV1KUG0WiYVKJMQR5qopDArhlXFEXXdSmlpmm6RgWvhRBxHK9Wq7Is8b3dvqqqpqkCAKoKjEajm/uTzWaTCgAAsBV4cXFRCdTtdl1D1TStqEpFUbBCXNddrePNZgPqdD6fP5mnaZoq+bLX691884eGYRgKHg6HSFTHx8dPnjwRQjjtvqIoBHAI4Xw+r6qq1Wq12+2Cg+FwmGXZcrncHvY8z3t2FJwUnPN1FDHGagEMw0C8UhQlY5wxxrOcUiphpev61u71OI5FUfV6vSAI4zhOw4XjOECliqKMhpPNZoOxVBTl+OEjjLEQMssyP4rDMMxZqWkaVGjjVyCEAABsb29noX95eVkUxXK5DMOwOR9Qr9bx8WV6fBktNhHWnb6Wyro8WW5ms+nB2Ov3WqoG+12bQg4BMxUF1Sxh4uLy8v2LxSrLCkGB3kE1u7m/OxyNa0QvDz/p29rOqB/5i/V6jTHmxOpuTb5xZ3+r693d74/7nmK4DSptGEZdpioSlABbV4YuuX1952oZXl1d6XbLMIwoL3XDNFQdARgnBathXuRZmi5j3+62VCijKFaF0ICIWIlVsinTXFS//c27jmNRrPE8U6GiQliKKs9zRVX8OJzHRVSyKMsEQkFRZ1WtaRqlFCGUZVmZ5VTVijTabDYpQ5bb3r92c2u0g3uuhRACAHHOWVVUVeXhzDTNSjE450NP9zxPQKTrumcaCCEIUJqmQV4KIUqsZ1kmGeec37p169q1a0mwOjo60nX9/v37Daa+Xq9fe+21yd6NJEl4kSiKsp6dm6bZHkwsywIALBaLOI4dx0nTNEmSy5Mns9ksLkRd12dXC855JcF8PieI6LpeMx4EgWmbBwcHmCDOuanhTqdT5GW73c55XRSFblmtVmvkGZeXl+t12Ol0ZrMVY0yzqOd5r969myRJyQEAgBCCMWYSCiEMw5BSJkmCELIMM4qiMotVVR2Mdra3t3vdLqUUO21HEpKxqgLCtA2J0UVUXaZSKbKu24pzsQqKKCqOnl74YRTn7Gi2Dgq+5VqsyF0NjVzDsgyLktXs4sEH716uUz/KXFOzbTvLsgbDIYQ4IHTVGouyLuKIa5g6CgsUUBHdwRivEq4azlbXU1X1Ux88XRUHk74Qors12dnZoVip0jRMMkp1z1L2dse7njdw7K1xR1T5xWwqIfQMm5Xl0l8BUY9cL99sPn1yUtVIVdXtnV0ocV3XWZHXvI78TVmUWCPdbstxLY0qttezbbuqKiHEW3vO733vG6/ub4FkebrhWDX6nr5eTP35VcsxSHPGS4iq67quU0KIoeHGmg/DkPOq2+1KIRsUaT6fJyWXUm4uMIQw4zXnPGGyLEsAgG3by5i12+1r16418GZVVfv7+wAAxlLHccqypJR+48493/dzfyOlFNRo3LLW6/XtvbsY4x//+FZRFHzxtKqqdteKoigIgl6vZ7WhoijDrq0oyur88vz8XFrYcZy9vT3GWJ7nhJDd3V2EEBHAMIyiKi8uLg6u7Z+dnWVRCQAQQqzXa0aplDIXwnVdiNF6vdYco9VqNeDHaDTa2toK1r5lWdvb3s7ODmQJxhjUYjab4a2ORxBue5aukbIsVFVZrddJmoZREhVsyzYt3TAw2J+MGaAXlwu73TFtl2sGV3VsmmFZVULdvX7rH715sDfux1zJsuzy9KgsS86553nXh05dxFEU9Xq9PM+zLBt2nXB1lQg9Y9DGRcfRd3b3dQXeGLkKYFuGdED6l+8dXcxWIvPjzVKxTCG551q728M3+qqSb04yTiwjzcqi5L93c7znWZWqOY75rZG3OX506seE4AQSRPUtzw3DEGA53hmpqjm9muWcJEWtIFizOgxjnRqp70erJa2JUoPTwycK0e/stT9492/u723venS2WpRpNPOj2WJBKKXD4XC5nAZBQAhxXZdSWlVVWZaND+vl5aWl4SRJLtZR470YRVFZcwhhq+Npmpam+dXV1erxaRiGAeohhNoGIoRYltVut33fn81mQog8z09OTo6Pj+u6rqoqh5brugDkdV2zPPd9/yc/+ajxEcYYJ0nSarV2drZWqxVXlJs3b1YVf/r06XTxBEII+wc7OztCiI8++ujf/tt/SyldIn04HCq+nue5qraSJGm3u/1+Pzh9enV1NRqPGzzLMAysmlVVWZYGAIA1VxSlcb+J49iyLNu25/P5z39+3piQ8/k84gIhtL29vVwu4cHOlud5YRBDCBUCNE3TFQwAcEwNY5yWBQAgDXyE0CvXJsPh8GTmB0GgKArGmAMQhmFRFIPBAAMQRdHW1pZt241c75i43+8/OV8ul0td17vdriZzSmlUodVq5fu+rusmZs0e1Ol0ljFTVfX+wbbjOLPZrCzL77524+Tk5L2j6f7+/vufHs9msybY/fvffg1C+O//8u3G5aiqqkG3p6rq06dHvV7PcZz1eo0wcBxH1sKyrBM/TNO0R+ne3p5tQSklYzBJEoiREIJz0W63s6JI01SwfLVaZUnaarUIIY7jYKkxxsKyOj8/h9+8d/Pq6ooz0e/3HVv3fV9FYGdnR1fR6enpOgwIIaNeZ29vj4IKAHDlJ43HXpqmy82mrmvDMFzX7XieZVkIoTAMdV03DANV0WKx8LNnGGxZll2LTCaT9z49Xq/XhBDGmKvJIIg9z37rrbeotwUhvHdjQgh555135vP5yFPCMPS5appmViudTqfBWkUeHB4efvjoEmPw/e//9v379xfT2U9/+tPZLEQICAEgBIoKvvnN+6/euw8AeHB+9fbbb1/v92/cuKHTOkmSohAAAMMyOedpmtd17bZalmUtpufz+RxKMJvNFYVomqYiI4qiEqLxeEwYYxhjjJQoiqIoDsPw3n73zVdvR/HCsWAlSlVV+92ts7MzPyw9z1MINQ1nHien01Upmeu63mCcpulI06SUi8XCsqxxx9Q07b3T9GRdSilbmrkJoyRJjuf1B+ebW9vD8Xj8y4eHk+vXMMa5vnjz7q6UsoeD7e1tDeVVUTmOc3l5+WiJXXdyY+BgjKuK5XlWFIVhGB+czt9/cFlhVKZidvLk7vWdxeVptA5zhCCENaw9zxoY2mrui+4TIUQxz++Mxtf3u75/frguh8PhoKtNp9M4YgghBFXTdvxgswkDQjCmOpbgn//hH6ZJxBhzHHOxWJiqaRgGPNjZ0jSt5nI+n+d52e12Xj/Ysm3ba9GdnZ0aclVV/VXwwQcf6KojpVz7cZIkm7KilCqm9s1vfrNle0+ePGlp2PM8RVEGg4FHQV3Xf/nxydHRkaZplmWladrg667rvn7z2mw2O56vb9y48cyF2z9DCNm4sCxrOBxCCHNoHR4eXq5T27Y1XM1ms62tYa/XOzs7Ozo6mm3yPM+F5iiKgsI1xiDLAAAgbuIGiDRN0xIsz/MWBwCA3KJ//Md/PBwY77///uHJ6saNGwf7vdPT04IDjDFjmDEWZuH29nav10nTtN/uSCn/7N//xPf9fr/z2muvdZzOYrEgv/WDu4SQs5N5nM50C+9f77Qdd7lcFpmWhEVdZlLKQsA0qgKxYoxxIE3XVKAFITR0lSJRTp+4dZjnepZlSp36V08hhJTSMigUltuGujfoDNwRQujhIjs7O3v33Xe3t7f/02+/8vTp0zg2J5NJpeuu62KMgyAoT05GoxErIwvlw5aeZVEO5GQyQQg9fPjp49PFjRs3f/zj8Xq9nvllEATvJ0mel+iZm4YEABwM+oZh/PLwuK7BGgIAwD8eGm9sO2u+fuVmr9OxHz588PDQEEIAIXVd95AkhLx1Z2swaGfJHGabx4cfXVxcvHNRcc6TsLx14zXLSlVHwX/0h7/veV6/N+p0Ot/85ht37txJVxtd14uyuLq6sgxdUZSlH9R1PRxPut3uYDgcj8esrouiwBgyxoLZVZZlut2KoogXSV3X5+fn0+m0hkoDZpumWZfpBx98MI+Kg4OD1+/euX79uq5AhJCi20KI8aDTOGAXRaFCPplMiqKIomj72q3d3V1E8NXV1YcffjibzfZu3N7a2tKwdBznwcOjw8PDtOIAAAhgXQsIgRBCFOlms0mYhPBZEJ6a5KoKnJ4jhBgMdyzLulqkuq47tpNlWRVHt27duntnP8/zBx+/97OfPXjwyXo+ZwkSUgJV1HmeyXzjeR7ZKwMI4ToPxluk3dXrOpN73cViMZmMLy/BsNM9ODjwg3A2m5VA4ZzHlTw/O91sciHklmd5hv3O1ZpSq95syrJ89eY1SulFhubzuRGmmqbZWM7n85M85xzvtdGrE69NeRw+VRRlu0M/8zSKi6jIhJ7nOcGsUSBms5kuk75lfPI4/OUvP1jX2v7+zf/kzpBS7VFQPHz48JOTM1ZLQhDnAkKJIZBSEoLWlVRV1bG1siwbV93Dsqbn+Z3uuqVpsg46WT6gOEnia53O9t37s8Xi7Z//X4eHA4TQ+4eXcQwKiSWWCiYQwk0NVk+mj8/h5KKA/8N/8Y3NZuPH4WAw6G9t2ba9BkYYhjf3xlmWJf4GQsiFzLJsHqSc80Kqs9lss8mrqrq7P2q32+8+PcuyTJdsOByOO+bFxYUPrMarK45jheWKovT7/fv37/dsRUqZrU4ppY1fWONN+/HHH0dR1N+7G0XR+aNfEkJGo1FZlru7uwCAn/7ik6Io7nz39+/cubOTnydJ8rOjy3feeX9ewv39/fV6HccxhFjTtMlkQghRiIYQ8jzv/Pz8+Pg4z0uKgeva/+VNoyzL01UYBHIBQJoCSwHb2y5A6PBwwySAEMQSAABKiSCE3WFvMpnUAj569KjOIwgB/Oc/fKMsS8Noei8dx0FFTint970wDNuO3mq13vn0eD6fY6RRSqOknM1mQZ4zxnQN7u7uBlm12Wwcx7FtWyTB5eVlRahpmltbW42pnCTJvovv3btHRVxVlWVZURStc6QoSpvWtm3/b3/99N133238LZrEJ7qUigI1TavruuT8jTfe+KNv3Q7D8P/85UdnZ2enoeQc3Bi3Dg4O/JwfHx8LIe7cuTP0zCAIJCAAAIFwWZb+JlosFppCdF331yshhGB1XddcfB5XIiSEEDIgIYQCKkIIqiLDMPY7xvb2tt4xHjx4cL4s0jQl29vbVVUVRdZEKwRBYELQeMutVqsqU5Ikubq6yvOcs0QIkWQsCAKgacPhUMH1zs7O61sTXdcvLy9//vOfp8tpp9PpbO83ESOqqoZhGEVR9/oB57zi1Wg0YowFQcC56Ha7Lq0Hg8GPfrSjqurJyclqtcrzAgDAa0CIjOOCc4AU8Omnn/7PH7xbFOCCAyEAIMAwFEVRwjBkUO33+91udzKZnD78SNM0VVOEEERRW62W7bSGwyGU4vLyMkkK8FnyAgleDJaGUkqInsWSaZo2HvXH4/FAB1VVpWm6t7fnDojv+yRMAiGEEBJg1GlvSSmzIi1UdZbzszC7fLxECPEaSimxlJZl5UQENTcExpqy37Fev7lzY8tOkqS4Sm+01XXrldFotG3K1Wr1cJFdXV013seLxWK5XI48hVLKGIuiCBKXMfbJ04fvvPOOEOK7u7t3dn/rF7/4xTItpZSNY2OaZEEQVABG6+xCPosvRwgiAHTdhIYbVpLztN1u95R8+eRdCFXTNACQvr9BCEGeSSFVCKMkDf15jvBnvtgAAPQCsQR4lrsC6KgatN2b2267reZJWlQZKDXP8zouY0YL/st/8l3DMFRVwxgbulWWpYQiSRIhayHEKogWi0UYZRDCYa+HEJqufSklhqDf7//et+5QSnG+Ojk5yYD55ptvhtidzWZsfmTbdmH05/O54zgY4+mDv8nzHBVry7Iatyxg9NI05VEkJdjd7dy9e/ckUhzHcYfbjUG6XC6TOH3w4AGXIM8LKZ6lWwAAmJY+Go329nY452maOo6jl8u6rhWrCwCo67qxxlarVVWxdrtdlOzi4uKT89ULwTYvhncJCCFGQErZs+n+/r5nkSRJTKqrqgoBzfPc1gWllGRFzmqOFbXb7QZBAADQTQNjBUkEMBhNhtTQLmbTOI4Pp5dSyu/d2j84OGgbGqU0K/LDx4/LskRI3+vrWh252VJFeTIYKIriyKI3cvoWdF37ofoNKeV0kydJAgAYuO75Opyenm7tjVzXPdjpr+OYxcvt62OtPMMY7+3SpNO6hHcWy/limZiGFscRAABj4nneZDLa29vTRA40xUS1FKVQHEDks1RhhDRfGl+CLEulBJ5rW75IkkQgDAAYWHIwGIRFsVqtAFRUVS3KTEqgW7pEMg6SLMuWq42maYOuSw3KhahqDv/FP/2ulLKWgBCiAAIh9NotAEAch4yxQnJFUXavX3v8+PHZxWJ/f//uVltVVR2KMAxni/mNGzc6nc5yuYT5qizLBm8UtGPbdqO1WyjnnAOj57puVKEkSZoYzQKp0+nUALwsS1AEm83m9ddftyyLhVetVquBPdb63n/4D//hnV88oJQ6jp2mKYSw1WoNhwNFUXi84pxjAjVN63Q6VVVlWSqEKIqicfhqt9u9Xu/8/Hy1Wtu2/fFpfHV1pehGp9OZtEi/368JyfM8jJI0TdMshhC6mooQcggeDAYCwfl8HvpzTdMIBLZtEwVbWZaVvERIIFbu7e0RPQcAdDSaJLyKoKxFfn7xSn/wL751XUrJS1RV1d988iSKot3xWFRVsZ63VJLrvScff4z8UtM0lUyzJDZVjBBClunYlGJeJjMRF7gsKy6gougY33bVSqAUiYfLcrJ381ZPm07POo5XpgkGom3QvrpRdtT3PlFUQzNcU2ApK55lyccfzquqahzMbNuOCobEkhBSprkQIoVcVVWskDhNJE+gqEqMJGddRwxaY9u0AABVUa4XsybqUClzS/L9UY9SCkmzAKmuq3FeqqrKsVkUHEPAsCCKojS2Qq/XwxxMJpNNfpbnebfdYYypKkqSZB6FpmlqmrZaraocIIT29vbyPE+CoNvtzk6PPM+zvZYQAhOoqupiNs2ybHc0aLVaGKNGYJ+dnWWlQAjVEtJnKROk4XjNsJuYxMYBsSgKXVMopRUXTaxqnucLxizLanW7jLEiy4QQpmk2EE2DfxFCMCKEEEunqqoCIZMk6bpdz/Muo4uqqhr3mKooq6piZQUAaAKqXdu0bVsIzjmPo8gwjKqqVqtVwcVyuURI0XXd1GmSJMSitQKxpnW2trpF6kebwzDLHcepkowI0DItUZSGqkAIrapQqTpHnDGm1jWTaQV5IasnfmBV/ADUjqpRm3znO6+n4c5yudQQ5IWvUGuxWEyTvCy5Sb3xzg4qg8ViceRXuq7f66mSax09FclyUdWKohRVQAhpCASIChBqIlkd2zZNkyBMVGU4HldVZRiGoijXB/ZwODxcxM3ZGqXUrBmsJCLItd37Bzdns1mdMU3TYF1XLEMIwVpAKYuisG3T8zwMEWMsq3hSVHEcMy4gEEVRqBj3214TBclYbmgY//Ct+00iMt/3w2CVJAmTwDRNjZA4juO01HUdSyGl/Mb+oNVq+XlR13UNkBDiarF6/Pixounz+Xx5fqrrOlHJycmJglGWZXmS1HWdZwUAoL+9I4Q4OT4fj8cWxdPpdBbmrutSJCCE7W7XdV1LRUKImnPLshAEVVUBhJMkebKpPc9rnOnLJpRYgoYfX3nllTvXd8bjcXu43Wq1kiTJsowAnqZplqV1XSf+4vDwEGi2rusQgDzPm3i7hq00TZVSEoyllHlRVFXleV6/3++0W67r9rrdbreraRqEUKPU8zx8MHb7/R6DIIjC6aaWin1ndyQqVnK0XAVRECEAe7aqEUiSfDH3j6bLJCkUSoWQy3Az2R6/fv9A8Hw0vNbpbbESHh2e+XG5icrTVbxKWBBEdrtHWH3x9ASppNVy4yBUVPrmK3t9WwWIaKoqiswxdMgyy9B7bQ/KGkBIKa0qJurazyrEc56FuC4oEnURx2VNdf2Nm5P7t6+36jUsAotv+kpJTJvn0XQVYZWaprXyg18eTrnmWipiVckEL1kpoJQIUFMnmhJlEVTQKzcOdKopGKoEG1RTCa7Ksua80/YIRsvlCgDQcU3LoOTo6AhjvLWz0263vXXRhB/PZrOiRq7r6tR0HGfSNZMk8f15VVXIMKqqWi6XhmF4nmfbdhMO32AsoYxu3749Xc5938e6TggxVU1KWVVV40V5fn5uYuS67nq93mw2OYeUUlNT67oWjLmu2xzDAIiiKCpZTSnN87wRSaZptlyvqiotrjudzrVrO2VZojRtHBHquh4Oh5zzw7N5o0B5nqc5HQAA1YBpmpqhE0JqKSCEjUPtJvSDIPjggw8URRkM+g3u1jSFELq4uGCMYaIyxsoSq6oK/+s/+vHjx48HuvnWW29pFERRdHk139nZuTFqn5+f66ZhmqYfhZvNxiAEIeRQyzAMhBXf9z9eLsuytAHq9Xr9nqPr+uPTQwAAQfZqtRJCHBwctHWUpikQGAAgEcyyLK0Bxni9CfI851Xped793a6u67qmaJo2W/lFURCsCiGQqk2n059+fO66ruu6zZGXoigqJrquX3dlI7aaJJqqqhZFcXR0tECWqqplxZ/lnnsedCqBrusaJhhjXjFCiOW4EMJPHz6EEHY7LSmlQpBhGNP5GkIYZxljrDFv+52O7/tkd3dX07Tpoyfvv/++aZE0TRFWh8MhhFWzi1FKGzzToVQIwdIyjmNFpaqqjkajOI6z+TKKopqnQohWvxWGYRzH3W43iqLVahXVWRzHRcYAAACj5XKZ1sC2bbfVtiyLILs5MTcMI47j8/PzpKhUVVUVYZpmDcDjx4/jmLuuixBqclpBCDnn5+fnq4eXZVk2WQ8a3apxTO7e+7ZlWSgvm0zKz3OvyVo0+n1d11CCzWZzOZ31er1Wq9W4+lFKEZRZljX01XW9cRIhhKRpul6v4f/63/3nruseF/hf/+t/zWr67W9/+/UtZBiGIAhjXJalpmlt3ZxOp2nJEEKa6eR5rioQY1xL8cknn2xqzfd9LjCl9GDSEULMNjGEsIrSNE2ho6mqCoGKENob9xBCR4enjLEkLTRNa7tWt9utqmo+n3db3Xa7rQFelqVCpGEYP/ng6Pj4eKvd3dvbS9P0eXLBoizjOJ4mdcNon2WMhlgCXddff/W6lBIDCCFEGEIIEQIQQtgYOrWwLAtjXBRFyXkYhjo1dV2vWKGq6jOSSckYcx2rLEuISBPYRwgh6/WaMTaNRavVms4TAEC3221yKCOEXNdtTDnbthf++eHhIbXcwWAAJNtsNlESdzodlzhVVYVxUdf1yckJYyzImaqqFGBd10fX9vb398tCFEUR+7OLiwtFUYbDoQS4LEtQV2VZqqra7XYllxcXF4qoNE3TKW7c3+/evbuezp8+fbpcrj3P6ff7jU3X7Xbn2dK2bdu2y7Lc2toihIiKqapalnmDLkgpm9SuioIVRVGwqqqqbmqMMd/3VVXlUlJKG/8UiGTDm5RSz7YBAHEcCyGKkjWkUBSFWJ1uXpYVy69d370MHm2KVLJystXXDRJFUVmxWtZHQX52dlYLcfsb38ZYefr06fl8udlsNNPUejZlRd+k4+5WXdeHlxdQpV1b4ZynlbT7/XSz+XC9pgjatj3fpAUD+8Nuu90+uZzPZrMm7rHRUTWqsJrVgFuEQsG9fvePdq77vv+/HM2jKBkO9/KyfHC6tCyrQ2XD8k2eAs/zXtvfalSzPM+nYS2EgBJACDGqMcaqiiilQgABpB8GjS5asKqsaimlABIC4JhmURSNOK/qmhAiEaKGVvAAQViWBY8j0uTivn79+tnZmWEYTYbT6XSKcB3HMdWNuq4fPHhyeXlpO44QAiFyfHwcFVUTzHx8fGzBWtO0YhkVRRGz6vXXX7979w4h5ORycX5+3nNNIQRkVVmWGOP9/X2ZZx9//PEmKQAAk8mk8ZIfDoe9fsf3fQFrSqkpmWmab7/99kcfHfkFbrfbP/jBD3Rd/z/+9E8vLy8LpYYQFMRqJrwsy7fffrvxWe92u6uMc84JwoZhGAbBGAMBhRCbTdiI+TzPHcdBCAmJOOeNm7uUklIqZPPkRgjR6Mbgs5xcCCH43/+rf/rkyROVEUVRdve2Gv60bftqejqdTjWN1nVNFfPatWtXQfLpp5/WUu10OqqKdV0HPKmqCgKt1WrpFAohwjhijP3OwcF4PP5w+vTo6Mg03Xa7/dHFbLPZ7LjdTqczDTZBEFhUM03ToipCSELEGEuSiFIqUR2GISfebDY7vIiFEFBICOGr1we2bX9wutxsNrqlu66b57llWbfHbUrpOw+OwzD0XLPb7eLPgBfGWJ5Vjex/ltkcAKwQAIBp6JZl1XUNIcTwWYIpCCGUdZ7nBZeGYdgUd7tdjZD1ep1XVZ7n+Pvful1VVd/r3bt37/79O2dnZ7/85S/zPE+SsIGi0jTVqRlF0eVilee5ohrtdtuyDEIIAlzTNAQVSqmm4SiKWu025/zso4/ee++9xxcnuq4jRKSUyLS3t7ddamw2Gz+OAAC6pvb7/ZbrFEVRlJWiKJ1O++bNm71BF0K4iUtCCFTsMAwb0M+fBVdXq5iVAIBXX3v1Bz/4Qb/fxxhvZhe6rmNqG4bR63UwxgQhSqmqKoQQy7S3trb6/b7neZqmqaqqUY1SquvUNE1FUYqiKIuiyVejKMr2ZIwQykvGGEOyVlVVCgEAkE1Ciz94/fqrN27cG9ueyi+X6/Vy/ovjYJVwqqma4QqobOL8w+PV0dU6qUQpMBK17/usyhWFKATquu5ZCkG1vwkXiwWFZG+yzfu2D+rdyfXuYJyXEmLtxrjPk3iVbJCKbIKv70wmg65jaLahOZZRSyBqvlgE63WQzOcuNe9vd7977+ZxWp+cnQAJJQQlkBwDiLAQQqTzxJ/vIP/2wFyXIE6Sjk27rtHzbEPFlqlrSrP/AV1XLUvXqMREuI5lWZQS5Fp6zsow2kAoKlZw9ixbaVVVRVVUnLVso+3aAID5fH58tYQKHfTaiqLAf/XjW51OZ7ejc87fOTxfrVbvnMQAAE1KIYCUQEqg2Pr29vZwPNrf37cV/JOf/KQqE03Ttnpup9PptewnT57EadnpdBAXhmEMbk46nQ4p5WKxaLd68/n84w/fIYRY3Q7G+M7+jaqq0ihkjBk6tSxrGSS+77teb7Va1clmd3e3TPzz8/M/v2JxnEAO6/rZIWAtAUKAAoAQ2NbAN76xw9v7p6enCiaj0ejatWu/+MUvwigGAEj0LOBGCGGYiuM4CqGc8yxOXNdFlG42G4UQVVUFk82ZQ5ZleZGqqtpxneFw2IQlTleh7/s9z7RtG/6Tb29XVdXSDSnlXzw+L8taAhVC2GQZEEKMx+P/5jujTqfTZGH6OODHx8esrLrdrkYUIYSGxOXlpWLq169fpyx9+vQphwalFAGuKIqj66enpx9cBKPRyLNYmqbD9lan05GsklIGYZymaafT0jStP+mXZWkwPhwOV1X9J3/yJ+9OawAAqlFdC4kaIFh8lgcRIclVFRkq0nXdVIGqqgauIYRpTgAANVAAADX6PG9Tu0c1TbM0zTAMlrGiKOq6FkIIhCmlTIKqqhqEyzG19XpNdXM0GiGEZrNZEoecc3jNAYQACgBjILbNqqqSVDqO8/rrr29tbTU2+luWjzF+9OjRxcVFaA/H4/F6uWKMjQZbAABLw1LKIEs2m42H6/F4DBSnqqrl/PLo6DSPwHCobd19KwiCcH2Y53nbbHU6nSKJkySRAAEAHMdqtVrEIJxzD6I0TU/8cDZbf7QGEAJUQyHkS8SCEBJYQwiwBAAAIgEAQJUAQqBS+JxYrX7XcZyGWAImjDGKMaUUcuh5XqOFcgAxxopuNAcraZoiycIwxET1PK/VajHGOCvzPIf7nXZd14pS3rlzZ2/XjqLodKNfXl6O9MIwjOZEqzGVW61Wr9cDCCZJkqdZkiRNpUsNIcQiqxaLhVmh7e3tm/36tdde+7Mn8z/90z9nAO7u7t7pi06nYyl2WZY+F2dnZ5pp9vt9BSMpZZHlRVFQDFRVXST1ZrMxHXW1Wr1/UkopoeDPk76AZ/dQoBeOHpp/cgCA+iydBwQANNMw6imvvvpqmWfT6bTiCgDApkTTNACQYRgQyqqqDEvXdZ03uQwlwRhXRdIoOkmSaJpGCCnLnHMOd1ueaZrjsXvz5s1Bn7iuG8PxdDpdH77TeGqoqrpYLNrt9g9/+EPP8zZhUJZlGidHR0er1SqKoiJMFIVEAuV5ZTFQ16CngF4PnEhzNks5BFKClgCeB0wCVJW427vD4RCpqm3bCkZXV1dxGCGE2rah63qJLcMwbI/+9V//9U/+5uwridWkGPoysZTmTBB+Tqy2Xf/4xz9GQJ6enl7NwizLxv22rutVxQkhmqZwzrlgtm3nFYvj2HO7vV5PwbI5+m+iLQghdc0QQuTeK91ut/vd/d5oNFjPp+unDz3tfM/z/owan376aZZlaVqGyBkAcPuX/3fhuu12WybJn33wdDabLblVFJUm1EYPBkAJgQQIzGoAZgDIAgDcjG4FwSoEEkEAgLU6cp8ub449COEmijnnUQE457sdquv6WzcHNwY3Nqx0eQxkk0NbvHBs9UKCIfhi2k4EAGDwGSUBAEQAAEAWgIunq+2WzVc5NWDF65N5hFACIVJV1dYIISQro+UmghBDCDWt9DdBzZnneQDUDUjbLC/TNOH/9D/+t2VZVmef5Hn+5NMHvs+HW06apg9jEAS1lKCuQYggIeSgZLYNNA0UBTiuQFmCmEAIoVrL5/NZv3ipBnhxXM3hOJBSUikAAJ9dSAUAABUAUgIbAgDArgMmE5oAcnqafJhQKSUCFfjV5cvZUBuiNsTShAAA6AD02uY3fu97e3t777z75OHDh2maCSEQLzHGqo4YY4zVnufZllMUBUZQ13VNgd1u13XdLMs2mw3GGP6z2z0p5WlaFEXhZ1JKmUv0wt0hX/emhWd3PTSHl0gCAIhAAAAsXuACiQAACHIAgHgxSTIEUgIgAYQACg0hxGUhxLMz9hp8jkl9IYnzy5z2vA4AANCL9yVAadvmd685e3t7m6Q6Pz9/dJVlWSaxQggZDh1FUTCEYRjKCmCMNUoMw6hrhjEWkhuGoWIipYS7ACAAEgKEABUCUoIK/cb5bl8iloDiK4klRXNBkHjOg8/G8myDBxACUKtCCAE5hABIICUQX0wO+3lO97+NWC8k5gMAgI4AAABIACEgqJGUUiCCMe529b29vds3b7799ts8r/v9/tn5MYTQMKgQoqxy0zRNqruuCxXyLCHbS/em/aryVamDv3wjnXhOOCjkc/JBARuy/rpU3hJJKQH8/NYM2TzzmYRqqj9vQCIpJQRf7vZXJPB/XkhzPw9WEEIScNu2seQANIgOiOMEANBp9wEAAFa2bWPAxuMxJvjzxNcvEeUry68g4Ev1n886fLZDNSkhoPxbZ+NZRr3Pbwp59rcxYCCwLEtVSRP2+pxqX9WtrxjU5/+TQEpQC1HXtZAyz4syrzivqrLSNPXg4FpRZItlIEVdVpmUsiqzoigwIV+41qLJgNxct/XV9yVB9KUPfKmFzx5+Rjb5GSuJz0jxa8vnxMIAQgCwhEgCDACSoGvg3/n+925vd2ARZsKWAtVSCAngs2sWMITPrn96viS/OiX2F2YHyoaymEAoVY1u2UrHMffuXheQ+YnImWSljJLqC5z1WaPw15SvHt9XZWf/4sNf/zaCz4mFmjE84xEAANBV6Lru3s5of38/kwZCCGGIEHqW8xygF7r0cg+/cHjxxf81NUIIgmFVVZt50O97v/27v3v37t1PHj4Nw1AyxjmHVMNf6u7ffsfTl8uLSd9funjg8yODr3OBQ6NqNjKuUUcwBAAoUgIAGjXlzqQ/Ho9f+84YAPDRRXJ0dDTd8CRJeAI551hmL43ly+996aanl4pGMADghqfZtv1k5adpVWIIAMDNFWtfMbd/1/JlNnzObl/vtosXJRRstDMAnl2B1ViCWZAiJL7x7Vs3b97U3MFoNJrs3dra2nIMD0LIypQQQgip6/q55Po1nPUVkkEIIQSLme8nCa8BABwCAMD/Ay3fpQTZI03XAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDI0LTA3LTIzVDE5OjU3OjI2KzAwOjAwTxM0bgAAACV0RVh0ZGF0ZTptb2RpZnkAMjAyNC0wNy0yM1QxOTo1NzoyNiswMDowMD5OjNIAAAAodEVYdGRhdGU6dGltZXN0YW1wADIwMjQtMDctMjNUMTk6NTc6MjcrMDA6MDDPLKa5AAAASnRFWHRzaWduYXR1cmUAYzRmYTQ4MTBhMzg3NTI1OGU0ZmMyOTg2Mjg5YWJjMTI2OTYyNmE2NjU5M2E3NTMyYjAyYTgyYjViYjgxZDJkMg7UnN4AAAAASUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 85%, heic:speed: 8, File Size: 318586 bytes, PSNR: 63.95939374542771, RMSE: 0.0006153740105219185, SSIM: 0.9994667104275271\n",
"Processing 95% quality\n",
"Time taken to save 95% quality avif with heic:speed=8 at size original: 36.58062124252319 seconds\n",
"Cropped image saved: temp/cropped_original_95_speed8.avif\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<wand.image.Image: 9e46288 'AVIF' (100x100)>"
],
"image/png": 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YFOls03TMH9/tty1puV6zEbz15o6JC4MGiJis5tOri8uns8W0aNig7ZlRbnlB3++ECIEaQI10OZtdPh9jjNHrejZEEELXoN1u1zfq6XTaGu5KKWuFv//97xOEGGO4XFuW5XhOURSXs3R/f/+9N+8dHh4SQs7OzubT8Ww2Myx7sVgIQAAArCg45woCzrllEErpYrGeTCbj87PVaoUdY71ea+I4jkMIRgg5loMxVhoahhFFi263a1Pw+PHjqNJCCKIA5zzdLLTWzUG/1+sFQfOnP/3poNeLoigvksVikaeF1lpLCSFsBh4hZHbxZD6fc43a7fazi6dlWcoaXF9fP5/MV6uVqKtut5vl8dXVVaM9PDw8VAR3u91Ob+f8/Jxv5p7nYQNDqDWCYPtHMCKIUIzbvrp1ss+0JbFzY6+9mk/7UP7hjz64MwzyyfnZol5n4uzRhZJGwwQuBjyPx5fnn1xcK4yDVpPYTk28VVaZtoMItT0fUsN1fc8LOoGbbDaP1wlDmEFqtLpIwiSttGlIpdaLOE0LCGAcJ4skzcrSMi0h9XK2OHt2pSpuIyyQMB3jaG+v1++7pggsjOSm6SFM0k8//tPZnO3tHXT2u4ZrDhv2+++9+cE7PYMUI2XgVhsBDQ3imkQJmTKQFIVGjm17OzvtwxuHzLRXWdkyXQOh87MzzzDr9bJczhX22719srUevjTZEYKQIoT29sJms/nJpw8ty6rrejgcpteT6+vr1XzEGNvZ2YnjOI7jLMsODvrL5fJstbAsC5h+HMeeY4RheL1IIYSu65ZlmWWZ4zhbl+N4vNhsNoSYvu83TCvLsuUyBgAoKbcafxAEtm0fHBxUGiGEWJ6cnZ0Zsto6DH7v935Pm4hzjlk1mUxGk9NGo+EH9rNnz+J8fXh4OJS9fr/f2etGUWSVOcY4z3PHcf7e3/sp57xerTnnoM7m8/nTs5lpmhj7zWaTEvbgwYNYqa2Wf319DQCoqury+XOlFNTacRzi2IZhGISCl6gBCaSU//D940bD+v/8L5uiKBbjy5/85CdGf/hvPv40iUvHccA6yvN8DkmySYRh7O8fbqgjDcOVGpOKAFIXNa8ry6RpnjHGPM9BBM1Wa6XU0aDdtty+aYRhKDm7quIsaAohOrY1vDk8bWySJLGROBy0qEo+/fTTiHkEIuIFGGNcy9no2hCxEIIDul4uEWmPp6m3UQiVN7refn/f8I0kWcw/fAYhRN1gtVl8tog45/bnVwCAo37n5OTk0XxhN73Wfff09BRF0m+2ChEJJHRJMSGEGtQwvcCu61JbvkGI1gqZBA967SAIgsDzfd+yLNu2CSLdbvdmSD755JMPny+rioGCXV4+E7JeLpebKBFCbDZxnueV0oZh9Bo+hNAJG4ZhEIiOjo6wVqvVijpuEATEMMIwtCxTSgk0sizr7q2blFLTtsbj8XIxV0rNNmmWZVm0Rgg1ejuz2Uzlm9PT0/PTzxljhTQYY5ZtttttXlSz2Syaj9br9TKKO53Oz/7w7wdBcPn8nDG202lYlmV7NmPs6cPT4+PjZqeZZZnUsNlscsGKoqjz7OnTpzWQx8fHXn/3Zz/7mant0WgEdCGEMMxGGIZAcAihYZIkSZxGp9/vO44DAMBvvrHnuSbFiCBoYGBgeG/H/fF370e1fnI9NZqtsOFuapBwGGfVOmUmpb3BTsIKrtVOK7xzfMP3bcezqSrzaLGJkmi1ZDU3TKvVMC0CVM2wEkmaAa3ePuiJbD1fRFqqyXRUs0oidxmlEAKCkFJktlivpyMkeFFwDSny2hWwCSBa6X7D6beanudkWdLc2xfESADl1KTZzKNgtEr7w+Gt48b+0QDZ8smzB+MM4EbDQSDPi1XCsoL5jtPvDqYVn8TZD968vZxMH3388R98//fuvMkta9brHIeh57j+7m6v1XWZLPKslkpjJQmQNpWaF/BnP36HMbb1lhgUO47zB9+9OxwOq1qs1+tLhpVS16P1YrHQLOecgypnjLmhp5R69969u3fv/vxP/+18Pi+zyPM8YgQvPQq+byyXyzSr6rouhOKct7FCCFG3xTlXSCmlkhJQStv97mq1KtIKQkgwNAzDtWwpZSmYbdtlUlZV5ZsaIUQNY3d398btW0mSXMzWRVEcB/js7Gxewtu3b9/eJ6PR6HxyXlXVztH3McZOnXPOJfGm02meLL/zne9crJcQwj1XK6XWRZ3n+e13bMMwqmLHcZxW5wbnnGBZVdWjz571er3FYl0UBYB8sViQ999/69GjRxQSCCGhWCklZ/OCi65ZtYAmUqzX6/mqxPPpJmcY45TLPM9brjUcDndtEZ39Zp2kgNAbN99gjGlA3n77bcWKx48fP71M65oT07OblgGFUopSDABQQsoaawGYYNSESqnlfCalvH971zCM61VmGMa7hztZln305PxgbxcBMZlMKMF37tx5f+iapilN42k5WaDSCzDHevf4sIn08+cPLp+7dV1L2PU8D7MCALDAIM4zpCqr4aHAW0uoCGKM/eaC3b1713ay8/kD69EwjuO0fE4p/cMfk81m86vT+f7+fug6d45vSlC1ocvL0nMoOT8/xxgTRBBCAGrbtqfT6aeffqo2F4eHh2OBRqNRJIKtW5IQEi/XAICyLAkh260mnU4HY+ybFGOsAWGMnT54MJlMCmi5rmtalhBCAE4I8TxPSrmazbXWUCEAgBBiK1W2flEIYa/XY4w9evRIStnpdJIk8Rzj5s2b08n49PTUjgzDMHKtGGPHx3fTND1/8uDw8LAs0uPjY1OFQojRbJ6m6bNnV/1+XzjmZDK5eXDSbrfTonz27BmxAMa4LMvPPvsMU95sNvf29oqiUHllGEYYhpPJxDCMwWDw9MGvV6uVIFIIQSEcDocE1RIJWSthmiYh2ETk8xqfLfMs8WEUQQhtu/WD+yfD4fDz68nV1VXY34nj+GoW+e3UwJZlWZv5aDgc9l2IMbycrf78oz9XRtjeObK4TJKEbWLGWKvd3OntLNeLoigwMuu6xhBJqV3foZQWRWVZlkVwliareAIAyErFOXdFUpblXrcJhK5y1mw2F0zwrHTaFg18k6030ay7ExBbrk6ju3fvBhRfXV1t0rQsS4pdYLcsE1JiI2BfnE+Pjpqq7V1d12EYAiJ3D29gUN65c0dDsf58zZC70+t6vq00f/u92wAyaZuO7990EKXU2Yo+jHFVVQjhrRIUx/FoNJpOF2HQsixLKUUIGY/Hk8lE+eFWF2s0GtWaX11dzZ5Hpmme3H0zy7JfP3/AOY8rvbu7q82mYRgmQLPZDAL03nvvKS03mw0hRGudZ/lwODQIVUrdvn8bQpim+WQyWSwmAIA8zwkhBwfHtm0/Oz+v6/rlVHc6HRuUW1s1iqJFWSqlGvuD9XrNOT87O8uX8yiKMhwghExKJpOJhPVLV31RFIZh1HWWJIlpm57nFWlxdXV1cfUsy7J33/3+YDD45//8n5umSarqzp07RcXOz88HNCiKYnR1RQghRZm5nsNrSQgmmCilnFbnyHLe3usBAC6XG0KIYVla6/kqroT0fcd1XWPHu7q66gwOHcehEC3m07M1hNBEBl1Nc4oShJBt2K7vyVrmeQ6gpBRX63WdxkphSimsi4bn3bHrJEnKmnVdMGbNNE0VtCAxi81cM9u00fu337a0LstS8TpwzcV8HsWRUEhKdf+t25zzsmbPz08B9I9uHDw0gk151nE9hFBSSVEJ17Id18p4YfhWUSsppTKJMomNyOPPn3Yato3hJqNZZfdFbK1qa+eQUvrsyePQc1fJfLK8rvN2p9OBZgNjjP/jv/VjSmmaZEEQmKbh+77fG+zt7bUdEyHEFNBa27bdaDQINaWUVVVVVWUQ4LrurZvHjLHHDx4URSGI7fs+MQzTNHcGvU6nc3J8gjF2bAchNJtPkySJVgsIoe0FhmFQqA3D4PF8NptJ07lz506zu1PXtW05jLEyiyGE/b1dwzBsStvttuSccz6fjznnnW4/TVMuct/3a8Hrug6bfYTQbJNnWebb9gcffOCH7clk0mx4g8GgrHLLsjgrsyxD1DMMI08S13XbzeDi4iKp2N7enlmml5eXjd2B67qWYXLOJQZ1XSumEEIYozzPybtHncvLy8qz24FrY4aQ7MEyy7JfPp1vNpswaFJKgU61kh7GtOmHB/uc86RIhRBnp0+Hw+GPf/+ny+Xy8/MZkCJ0nHa7Lcp0d9C728XXTFYeHY1GsyjZbDY7YXDz+FbLN8MwvBqNLZtaDWf/9m2KcLScnJ5NasYOd3ddwvf6+4yxTV3mm43tuU7Tep7Fq9VqHpXHx8d73e5yNBpdx/3eMYWiLurpYq3UUlOEpYhWUwwFIaVSsZa2EsJyCeN5Wik36PgIj8djIQ0mwfV4vrN3RJeT9+/fieJ1qeFktCnLCUA6CAKtOOIkrXW1rpRMGGNktVpxznu9nmVZqiqFEMtoU9d1q9Vqt9uilsvlkhf1ZrMppbJtO/TDTqfj1G6aptNks1qtgsBLkqQsy+2rina7DYV7dHQE61Ucx0wR27bbbYoQun/39r179zoNm3NeVAwAgDHgnD98/PlkMlFu13Gcuq5v376t60wpFVjWer1OkmQ6ncYZY4x5nhfH8a9/PcqybFNVSZJYloYQ+r5flmXOK8dx/vjv/UPTNP/1n/7bmzdvKqYvLy+JowghSiHGmOMHW59dURQm4K7rtjt3lsulAnJ3d3c6nkVRJLWo69q2aKvV4iLP83xn2K+qCuVlZdrOUYAGRu2apqrrz6fJ81S+tdu8GRqCp75HagCTimGLGq6VZ/EmWoJ0BbO12+0u8vxf//yTJ9ebrWIB87JjOX/j1kBdfv7sahZl9aaUl7Oob6H3Tw6Ou46Ox2B1sXj0l4AXrgElgB9/9vmTRblSTsY4B4jl805IP356eTpesjRfjCZnUXoWpXmt2oO9O3dvSFU8XvENaUnkFByXZdnpdH78o7cdW2BA9ncOfnq7a0Znx/t7P3j/vbjOC13nOc4yVOfi5v7JH/9n/1HnABOTtHttSHG73/1P/967u366ma0nz0esFq12F6DAdvtNL8AKJHlqe45rIKxq/NN3bywWC10z27aLmp+fn5fQgBBeP3m4XC61aRuG4fmNu3fvnty+hRCyCLUsq+Favu8j19da53ktpdRahWHoUaqUYtHo9PT0wfnl+fn5dBlt/WXHx8eDTsgYS1ZzhBC0fc/zri7OHz16JJH1ox/9qKwqCCEURZ7ny7i4uLiI10vbtls7uwgh33Jd193dHTqO0+zsMsZYngyHQ6SL8Xi82mRFUWDqFUXx2S/+f0+ePPnh3/kHpmm6YXNnZ2cTJT/5yU826+jw8PDG7d7nn38er9Tv//7vmwTN5/Prp796+vRpxsyiKIhpOo6zjbCwiFRK1Qrt7u6W6QZCiH/v/mHFeK1orcnlOh0tN7blNoMGtl1t2IZpUEr7nnNjd9gkvI7mTyaLWgoipdagSvNeo9Hf6bSbXipQnBdQMtOxn8fZs1U6SvU8E8NW79atu4QghHAWrTqd7mSRSGQWVTkejX99NiNep+G72xf3eZ6zuo6SvCaO32x3262dvYOu62IugrBRVYUjqmErBLb5/PyJrvlw0M8KdjWarzO5s3/T9bBpIWew5wwO6mQZr+aHHb9cTdUm/aPf/8l4PSryaHl6kU4ixyQsW9e8sEx8GYtYGIUkNURxXiiEPc+SiudxsonTpmflm3XDtfrdDv7JuzfrusaILhaLpKwwxjdunjiOM5tNHcfZP9jv9/uuQbXWJoWu6zJsSSlhzdbrdVGxTqdzcHzcbDbHy7gsy/ffvDccDj/57OPxeCo03tvbe+funSAIBoMuAGA5uWaMIYSzLFtvotVqJbB1+/Ztk+AnT54opTDGtkneeeedk3tvt9ttKGoAQLLZ5Hme5nmWZYgz0zQ/PXs+nU5v3ThOkiTLYsuyagmVUjUvlVJKyePj48OdwcXFxZPHj66vr4HEvV7vbHyllDoY9AzD0IhKKV3fs207StPlcgmg4bquYRhCCMFrIcROt+P7PkYQY9wKG0IIfGd3UBS822mZpjmNGTXdO13LkGVc68FgcH/gYJacXo0cz/EJIhDudOy9ttsNW75jNoKgSOO7AzMZnz24jgmC9/skmp7nRqPRbnsI/uC7793q0Z22k6Xp+emjecrnUSqkKGt+82DvzXv3bg5bsEouZ6tms+nbtm0YA58MWg2VzCenn00WZbJJK42TnBWlKpmqa9Hu747mkesGu31/Ph+/cXJ4+43j82WWlpWttEXMJMrHV1Nbxnv9zudzlSuTQjhbrakSgWXbREyuL0M7DCy7LhmoxXKZ6VojQpWQ1CC2bQHFHdvqBxavcqFgmmbT2Xo8XeD7Bz1KqWVSSmnGweHh4Rt73SiKcoURQk0LXl5eckjb7XbTtW3brmWNEMLQCIJgHafr9VqyeDabPZmXVVWRctXv9+988BPLstp+0O12TVU+ffr0ydlzCGHQ7hmGQaBWSi1nk6qqms0wDMNCwsFgwMpyNpvd2Ov5vq+UjKJonQkhxGqzkVJqDW3bxlpijJkCjLG6iCmlEGrTNHuHbyRJAuuq3W5H0SaO4zKe2LZdG03TNA/73c1mQzAghDx7+tCyLCVJmqabJM2yrBKAEKIQghAqrYQQBMOdnR2WbKbTaVHVy+Vys4lt28YaG5Mov57FT68WSZKYpt01EyXKUVSPRqN7w1a/3UYY9NsNCmoEpYkUEExIOB5df/J8HmVlqSl0WkDxG/vDw+EBRObk7FHPtXY7Zh6N5+scErPEVmuw+/5Jb9h27x7297oB8cOiKkWR2KYhFTOQoATYFh4ExhvHR6Mou7gem37gB+4qY6bjuJYFgI7TVEGUpUlV5JuEha0BJirJcshqB+lCCIBRwjhT6ofv3200mz4BMl0iBAgGsmZ1VVLqRVE+iuu0VkXBuUKbvNQQGSYxTcMy7TIv6zxzLTvLy+U6zpXyW62bN473D49wNwwwxlArKWVZ5oyxJi08zyugyznf8Y1mswlNy7Ks0HcopVLyuq6juJRSCuoVRcHrUkp5596bJycn8Xx2eXlpWsa7776LoOSczxfRO++8s3vjOM9zUCWWZU2ur8Iw9Fo93/eh5MvlcpPnvu+nWZ7n+fTi6eXlZVYrCOHFaFbXtULGdDo1CXVdl9csjuNGGL7xxhsYE865QVWr1WJMBEHAhGSMOV4QhuFe2x6NRotF1Ov1JtN5XdeB7wVB8NZbb6dpWuvtRi9sGIYAgHNuu7aUMo4ThFDou5vNpioK0zQHe3vD4bDTbNm2jYNmKCHKpSyk7AUtrdE4ra42HEveCsNcVLMkXW/ys/PLfJUkcXkxX6+Tqt8JpahNk/ZbfhAEtkmj6fjjv/hwGWfLaBO4pm1ZnOVlUZTAoLbTVOvQkArTsqoKiQw3EFVqEEgohQjN09r2Gv1OaBj04Ro9XZR3j/ZqxvvD4eHBPqK4LJI0Z5jS0KdHh3s73bDhmgc7XVXn4+kaQdq0IBRssYqR1oPQreL1w8dXtSCuiQ/295Umgsu8qLhQm2hZVaVp+w3ft0PH8qyw3fMCv66ZlPKDm90/+OH79252dLUeLTLLssIAJ9F8cT1pBR6pqgohRAwaBAEllBDietbWl5RlWZlGOzs7rJKO4zDGxuNxKmsI4Wp6TQjJJGGM5YyXZUkRDsNwFRe9Xu/k5ERKmecJ5/zw8BhCyDkPgiBdxqZpfnDv7eVyuVmljDHLsuu6hhAul8uTw7cwxj/72dt5nov5MyFE6PtRFK3XUa/Xk5IihPYHDUrpYjLO8xxB2Ol0bt68KaVkLMUY7+/vY4wNDGzbZpW4uLhwT3YvLy/jjG+DQaIoqkyMMS7rwnEcSPR8Prdc1Gg0tJZJkuzu7g6Hw/Xq2vf9oyNvd3dXgXyz2eAGXa1WeKfdsA3aDVwbw4rX1DKiaVRmdRynWV73mqFj+wEl+4NhbdDnk4nXHhDbU1aDEwfbjaTkUoKjGyc//f69o4NBzGFa5FeX13FWYIDCsHN3x4VltNgU7U6/rhmrqgMXF4txLAwhAMW63WodH/YNUN/fDRxQdS0ewuTffPTscjJneVLmeWD7RIOGg48Phnd6LmbpdFEEbpAUVV6wP7jX3QsItK1G4L5z0FxfPX462VDDiLXCjt0L+4tVorE+ODo0HPdqPObA3OSMQK2VzKKo4bpxFMWrpQOAofX12RnFxnf3g88//LO7xycHLW8639R5NZquprM5HnZbh4eHWRJvNhulQRAEUCgIoVai3W47JoyiiOVpWZZnlxeWZRmWk2VZVhSc821oXc2qsizPn3z80UcfXc3jsiwtSpvNZuDYvV6viOeTyaSoZbPZfHJ6+sknn1hApmmaCGzbNiUAIVTzerlcPvjolxcXF8t1tFgsni/KZrN582hfSomJefPmTde1z87Ozh9+MpvNiN06PDxs93rX19enH/3p1dXV0+sJ51yWWRRFFXI551bQ6Pf7yWwxmUz8hhcEQZJmjDHDtAEAzUZAKeW8NgxDagghLNLUsizXJEqpzfiJ1pppYzqdLtOSENLqDiaTCbwxaPf7/c1mo7UmCDuOYxIJIfR8CwBQlAxjvFlHCKH33tjp9/vn03iz2RhIW5bFuCzLMi3qbreLMN9sNr3BfhAElWaLxWLHc1qt1vPLcRRFhuX3ej3CUtM0c6Bms9l8WXme52FlGIZBQLvdvt6ktm2/dzIIw/BymhVF8dN39589e/ab8+To6Og3Dz5ZLpdaEcuyfv+D2xDCf/HvP+ecIyDquu52moZhPH067na7rQAvl0tAzCAImBSNRuN6FuV53rPo8fGx6RlCCKlBkiQUE6VUKVSr1arLLM9zoUAURZvNptFo2Bj7vk+3L1YEPj8/hx+8efv6+lop1e12A89fr9cU8aOjI0z0eDxeRzEAYNgfnJyc2DLWWk82rK5rm6Isy6I4ZYxZbqPVavmB0Wg0NDSSJEE2DsNQx1EURZuksG1bapJl2TCw9vf3f3P6eLFYaOgLIRoGjOM4DJwf/ehHRqurlHrnRpcQ8ue/fnJ9fX3SRev1eiUajuMwzdvtNkaWlBKVsydPnvzl4xVC4Gd/8z+6d+/ecjH9kz/5k8kkBQBgDRACgID33nvr/jtvI4SeXkx+8Ytf3B72jo+PkQmTJBFKK6Vc29Fax0UlhOi1Q9/3n19eLxYLhNBkMrEQsm0bA1EURabo3t4eqQQnlllJvsjiOMmKonhj1//uO3c3yaTpQ6aPKKUn/fbZ2dko077vI1CFgb8u8ovFMhe02ew1h404SYZWB2t6NR03m83dlmUY4FcTcTmLXG1LRMdpVJblxXT9q/PFnZuDt97e//WTJ929ATLsdLH47v3jWrIdNTs6OvJgziseNCgcV5/PrDA8Oupatm2zPCnLNCsSx3E+u4h/83BVQaKFXj79xLo5GF083yzTChIAgAKiGTbbDlytI2dxzhhLl+mdG/0bu7vraDpZxoPBoN10V6tVkihCiE0QsZzFfLVcrA1DuxbSiv7jf/iP8jwuiqLfCsbjMXW9IAjgjb2ebdu1lovFQpfC87z3bg/DMPQb5ODggEPTtu18ev3RRx9RpwsAWK+XaZrGrDIMA9mt733ve76HTk9PO4YTBAG2zU6n03QVQuhf/erxxcWFD13f9xdVVtc1Fdq27fffOh6NRqeTyRtvvOEETQghnF8SQjwde553stMHAMxQeHFxMZrljuOYBpvP54NOczAYnF/PT09Pp/NCCCFoYBiGu5lCCKIaKAUKTLXWlm1YlmWDsijKLgMIgThA//gf/+O9Xu/jjz9+/Ozqzp07xzd2z87OlKZaa6VEURQV40dHR+22l6Zpp72jtf6X//J/iqJop9v8zne+4zZb8/kc/hf/2d82DOPx9ezTTz+1JL579+5OaMznc9f2Pc/j6RJCWCkQx3FaE845R9DzvO2mdt8Et2/flkW02WwI8oQQWgnLsgzIDcO4LNhyuWxZjZs3b7baGEL4ZLwej8eoqA8PD2/e7D169EhKenh4WJep4zgGFnEc24rs7u7WPF2v12tp5XkONGk0GlSy0Wj02fnkzTffPDwK4jheLPL1ev3Jk1lVVRAQAIBGQCn13q190zQ/fPBMaw2QllL9/TeH/+Sf/BOeL/I8P8/KTz/9NCsMAADX2rZtGwLLsr5zPBgMBlm+XCwWs2V+fX39ywte1/WOB//oj/7oqF1LKcmtW7cQQl5/r9/vD/x2u92+ePirZrNZ5uzJkycne10IYZGlQogbN24BAIBp+L5/dXW12WwQQtPpNFuNIYTdtl8URc3Kuq6j+bWUkgx2t0Z8XdfLZf7o0aMMWHfv3r3Z2+l0OkUx39vb4xzXdb27u6u1hqosy9JQpNFoLFcZY2z/xi3XdUfXs8vLy+ePPivL8ubd73Q6Ha1Zp9N58OD506fXrIYQQq2+DB28urrSWm+D5bbh0M+fT375y1++e+9IKXV0dGQYxl/++hnGGJvmZrNJy+Lk5OTWrRtJknz++eeffXY+mQOlQIUxAKCq5C9/+cvi0Lh58yY55GsIIY03R22jP0Ccz9VOezYTNw66vqdPer3j4+NFnM1ms40mnHNRVpOnoyQptZSdThgGzmhk2ra9WK/run7zjQPLsv6Xol4sFuEyNU1TaT4ajeK80Np/Y9B89+Cob9b55oIQ4oY+QEhrLUVeVVWlhKyrWpGyzPc7jXh6tQOirkOelOtfffRhVtLj4zf+8O2BYYBna3n59MnnF1EpEKQUAACUAlpzoDDGcw4wxkZocs5hVQMAzzLZGFX3BksbY2MTVVna8az1en2jZRzcfWuyXH748381Pt3RWn/4dJ5lQBJbKYWItixrxevp+eTJpTy8lPD//o/ei6JovkmHw2F/0AyCIIbeZrO5ceOwqqpqPtda1wCXZTnO66qqAAfz+TzO66Io7t7ottvtT04nZVlSXQ8Gg92uf319vca+YRgsTfM8h4zZtt0ZDO/du9fzDa11PT+zLAtZFgAAYmzb9scff1wUxc7h/mq1mpyPIITHu2FRFMc3jjjn/9NvzhhjH3z/D2/fvr0jr9I0/cun13/2Z5/OkbW3txfF6WazQQC4rtvb23EcBykIAPDb4Xg8vnzylDFmAd1oNP7RXYdzfnG9qCpwxUFZAh+DgwNfQHh+nnAGIARrCBACTBKMcWfQPjg4KHn99OlTnSQIAfLJnHFO3c6NqUTLaW1tMsk3tm1Xy/VyuWz4TqfT+cWj54vFQkvkum5U1VFaFZxXnJ9ezDi0tWWUZW77zQrSJ5P4ehJrUDqOMxh2d3f3SwrzPO85YL/vGHJVVVV4tJ/neZRwjHHgEEKtU9X49YMz/5MFQohrpbV+OF1QSj+8fMQ5Lzl/7733/vgERctf/ve/fH51dbXMkRBgOHRPdnurMLiEUtb8/v07/QZK01QLDADg+WZgE36yM5/PG8QxDON/eBgzxkoBtAZKYw30WqCLZ6XWGgAMCNRaAwyVUthClm21A6MdGH7DQ7xxeo3KsiT7+/tCiILV28RSeZ4jAE3TjKJouVyy0irLcjweF0XBmVqtVpucZ1kGKB0OhzZSBwcHd/tD27aX48m/+3f/Lks2QRAcHN4SQhgmhhDmeb5er394815VVTXL9vb2hEDr9VpKPRgMXJN0Op2/9bf2bduePXq+Wq0Eq5VSNdwmLqkZAxqDhw8f/j8//XWeg1MFlAICKMMglmWlaQoQ7Xa7g25vd3f3+aO/cBzHcRzOOTHtZrOJVavf7zuaXl1drdJUKS3hFiwJIQRfyVSjlTYMY7i7s7Oz07DgNnJkf3/fDFEcxyQvC6UU1xBSGgRdrXVR8xLhKy6ucj55MoEQCokAABAJ3/e5AdeMBUCbBn1jx3nr1uDtLs3z+F/N8htDt+y1dnd3BwGZz+dPxpuyLEspDMOYjifT8eS4ZZV2xjSsC4YU5mVxenb56zRVGv3+0VF09ONf/vKX06LUWlcb7vt+kW1quRGKJks2AQgAoBDSQFOCXb+BDTvJK63yRqPRhGxx+ikE1LEDrUSSRrhKFbMMBRxCojxJ1pNcUQih0nwbAQ63AW8A6Jd72hGkSHfbzVtDt9sxiqLIioyXNAzDmy0lGw34f/nD77muCw3LMAzLcoqi0JikaapUBQCIo2I8HucFV0oNhm1CyPVshRAytGq323/3h/cMwwjy8dnZ2cwafvDBB6U0p9Nptb62bRt4O/P5HNsWpXT82Z8LIWg2t227UqAsS2r5ZVmyLNca9Afd995772kqgiDwd/e01tPni+VyWWSbhw8fFpUWQgApAQASQgCA5zq7u7u3buwxxoo8C4LA4rkQwvB9pZSS3DRNgOBqtSoZb7fbKatHo9HFdco510AA8CI+9EUwm9bbcD0IYcOzb9261XLk9jWoZVlCYsaYY0PTNElS80JlJqo7nU6WpEII24UUKkUphHCwFxCLXC3WcRw/v54qpT442XvzzTdNF3meJ9fR82ePU6kB7h52G6CMPc6HKGe9LkIIo6Q9oE0PBIH9wHibUjpZJlmWYUiGQXC5iUdnZ3tHe0EQvH+wu1qtVBbfPN63kueGYdy/SZOOeUbfvl5d6lmlDbyMKwihgUEYhoc7nZs3byKQ2yam1MZYCWBpormGAGLDwEIqABAxbBvaZSG4Bn7Qgk7Nc4EEhhCGTXNnZ2dT1YvFAkNiGIbkRV3XnmURANZxlaZZrSNK6bAZOI4juao1h//oD7+PMZaVME1zGwPaaAYQwijdcM5roQkheye3nzx5MrkYHR4evndjSAhBhtxsNsVkenR05HR6q9UK8CzP84Zpaq2J37Jtm9cFY8w1pBACeP0gCNJKFUWhsQEhTCGaz+eO4FJKtJonSfLO975r2zbYjIIg4JJVVTUNb/7Zn/3ZJx8+sizL9Np5nmMou93uoO2bplnmc8YYMWxKab/V45wXVamUElWhlKKW1ev12q3+5eXldBN5nvfgYjYej33Tbjab7abT7/drROq6TtMiz/OqiAEALWIihBwbt9ttaKDpdJoupr7vA6U9zyOWGRRFoZRkWQoB3dvbsyhACKGOnySJSASCEFydvddt3P3+iZQSCsZ59W8/ucqy7OZBq9KMJKPQwqXtnl1fzLRtmmYQp41GAxkAAGCShmdT3xZFcq1jgeuaawgg7Bh46NJSYsbEI6l237h9o0mn02vHceqaaSF9y+vBzNvxP7EM4jktH1EAuLCzJP94OhVCQKUGg0HYoElSOjiCEKZpzTmvofQ8LzBRmSdTlklRIohrxgcNpx8cNxseAIDnabYYA1FTSinTvpK3dnqWZSmki6JwTdNzzSTPLYRSq7nKa6qBQpoYhpFl2TZgWEl0dHSUbMZlWXZ3u9vw0Lqup+v41q1bpmmuVitepAihmzdvVlWVx6Nutzt6fhqGod9uVlVlUpNSOp9MsizbORg0m03LtAAAcby+urpKS0QplRCbpslKqZSyglZZltso5W3Eommam83GwMR1XSHkdoNYWZazInMcp9PpCCHyIq3rut/pcM4ZY5Zlrddry7IwthBCtk0JIUqxJEn29nbCMJw/vuac27ZDKa2qnDEmyxwAoDlDCBEnDMNQSlHXdVpmW59wXddlXa/XawkM0zR900rTlDhE4Ybt2t7OTr9INun8dFOwMAzT9QZw2Q3DxWJhBK1cwma5dEl9ZZuMMaQSIIqC61KAZ+vKq7M7yhy6TWCSH//ou1W6N5lMXGpBXmlTTCaTSYwYI5bl7R0eclbMZrPRpjJN8wc9RCrZck2WrOcZcxwnjhNCqGWaVVVBiDDG0CAIwobt+L6PsEYS9Pd3GWMtG1NKh3vNnZ2di+lsNpvBShBCqOQEAQSJ7zTePRpMp1Mla4yxZLmqIQGQKMURruva91phGCIqGGN5IWHNozwvpQYAMMYogmGna1gkSZJa1WZg4p988BYAgFX5YrF44S+F2PM8Qkme52laOo6DlEYI/fCNfhAEi7IGAAhIlVLL9ebRo0eGbY/H48XFc9/3iWlcXFwQJBhjVV4yxkqWa627O8dSyqur0c7Ojufak8lklZa+7/uwRggFvZ1Go+FRwDkXgjuOgwDYxlTHcfwkUZ7nDdptSmleFJxzDTHn3CLw/v37J28cDQaD3nCn0Wgk67QsS6RlnudFmgIA8mhyenpaYdf3/e3OmbpiGGMNQV3XBjW01hArCCGvRFVVjVZzZ2cnDEPf9we9XrPZdFwbQmhadrPZxG/seb1uszbMRRzP1wxZwclhT3DGOFzMV3GeAQSGPiWAozhaLqLHo3We17ZlQKWultHewcF33z4EIt/bOWl1eoVAp2eXUSzWsThfVbNURouk0dwlophdXQBqN5tNtl5ZmNy/fTBsuVCbhDqwikOL8roIG0G7GRAMAdSmZZRFBQBIGLM0S9MCKGGZSNRlkccN3/rOUffduzdb1ZpmUSjSIZUo8Fi5mWxKQA0/dObR6sNHE+l2HRPWrBScS8E1Agpq0zapQfOyIAb5zo1dB0NgEEJAy3ENoEW1QZLtdhoWUsv5CkrZCjzXpOT09BQh1L1x3Gw2l9NkG803Ho+5NsIw9BGybXsndLIsS+NxURTKCLb7PF3X7XQ6jUZjtVoppRqNBqVUxdmdO3fmk2kURdB2KaUNz1BKMcaUUsQgV1dXAQLbbVaLxQILYlmWZ2+TmSnTNAFQ23RdWZaVRW2aZpqmm80GED8Mw7DVEELMlqtut/vGG4eMMVBVtm1vNyDv7Oxxzs8nn2718mazaXs9jLGJ6iAILMuBEEKMIISWbWOMkyTbbDYff/wxQqi1f+R5XpmVUkpWF6ZpjkajqqoENLap2wzDgP/lP/mDBw8e7HjeD37wA9NCURSNp4u9vb07w/b19TWyDM/z0k0WRZHrOkop17Fc1yVAL5fLT2ZxXdcOgoPB4KjpWJb10dUFQohSazabaeAcHx8PrawsSy6JUkpRWpZlXWjLskbrRVVVtdKu637vqOe6rm1iAEAU53meG5hIKQ3Hm0wmf/Jw4rqu63tSSskqCCE2oGmat3zX930Hc6WUgBoAkJfw8vJyBkzTNJlSWmsCqFKKbHVQrV3XxUQSQsq8oJSGYai1fnB2gRDqhL4QwiDUdd3xIsIYR0kqhGi7DgCg0XDjOCb7+/uEkNHDh3/xF3/hB1ae58Sw9/b2tCiEEKpSnudtA7ocx5ZS1qzcbDaOQS3LOjhopGkaz6ZxHM/qlHPe3dvZbDZJknS73TgRy+WylrMkSUoGIIQ1hOv1uspkGIZ2q+F5HqQGpbQoCtM0E5ZHUZSXnFKqqWHbtpTys88+ixLkOI5hGJxzzbfZrPhoNFrHkVKKyDwIgrQqlFIKOHVdd+6/FwRBUpYAAFVrAADcJh9SijGGv8gesdlsZrPZljnKstzqmKZpbqUz53wbJ6KlMAxjuz8a/r/+mz9uNBoPa/RP/+k/1Tn9wQ9+8Oau5Xme1MI0zSRLHccJXHs0GuUlME3TMwjnXCNICCmVevjwYSn9xWLBtHYc594wlFJO8koptUmKqqoMAzmOIwEkhBzvdCGEj84ndV1nRW6aZsexe72eYuVsNmu0Gu122yCwKAobU8/z/vVvHj979iwM+sfHx1WV5HmuMVJK1QAmSTJbMs45wVhKWesaQogVCoLg7ZO2ZVllDQkhGKIXWxIhJAjUdY2RdhyHmkZVVXnJiqJwHNcwjLooDMPAGBqGAQDgnDueqZQCijLGlBIYY7JcLoUQ1zELw3CdZduY4TzPAdIQwm73hbYVBMF8Ofnss88attnv94VWURRtyrLVahHkV1Uli0Ip9fz5cynliiuMMUCG4zg3buwfHBxsdyEUq+l0OqXUGg6HAME0TW2t6rq2COn3+xWvRqMR1AJjHDrebDbDGN+/f3822Zydna3XM9/32v0exliwutlsruMVQsj3PCFEf6+PMUZymwwmTdMUG35RFFoq+kWBGpimaZlEaz2bzQghmJqGYaRpijGGUmZZBoCybdvzPK11mqYAgKqQCCGtpe/7xGr1krrGJb1/+Na/jz9f1RzXycluj1peHMdICCHEk1k8Ho9jpu69+10fymfPnj1Z5FEUuZbphQ7SWcPDw85AKfV4VBmW0aaGECJNykbQLJPFp78eWcRqNBrLZcxrcDBsNAJnMpum0/FcA4SQjQilVGEohESQ+rafQm53W//w6GixWPw/Pj+v67o32GGMPT1fe57nOaIWAhANoBZ17nneB3sBpXRdqrIsp4mhAQV1bRgGRFohhIkiVEOtNRBJyqqqQpRwqfOqUkpVShGEHM+WnGtFMqksJQkhWBmWZZUsQZRWVRWlOXEcJ8/zo6Pjy8vLbWIlhNB4PEbU3mw2vmkCAB4+fDgajcxGByHkan5xcbEq4TYFzdnZGSU6CIL1MiqKIuHi/fffv3/3HqX08mJ8fX3dbXlaa811nucIof39fSD5w4cPN0lMCBnu7GKMN7NFr9dr9jpRFAGNTNPEmDmO84tf/OLTTy/yEvi+99Of/tRxnH/+P/6r8XjsOQIhVGlzu8pIKT/88MO65oK6nuelEtR1DaEOgsA1bQjhNmvRZr3GGGsFy7L0wwZCiAsohIDGiyRqhmEATeu6juNYCEEhNk2zBnBrRSCE4P/tv/y7p6enQhNK6fHx/mw28yBuNpuX49l4PHZMSymFbOPWrVuzZfTkyRMmQbvddk2DELINjMUYB0EQuEZd11FeMsb+wf0b3W738WJxenpq2K0wDB9Nluv1etAO2+32YrlOkoSatuu6rq0RQhAQznmapo7jQAiiKLLs4Pr6+uGkUEopLjDG7+43Wq3WL0fL9XrdtFzHcZgSruu+ddjCGP+7J+M4jvum1e/3IQV1XQNC67oucsY53+bn2wbDYAIBAJ5lhGFYVowQYhqYMWZQDACQUFRVJRhyHKdh0jAMbQvP5/Naoqqq8O9/93ZVVc1296233rp//854PP7so98URZFkebPZxAhlWeYGfhRFk9k8z3OIabfbdSyTUrrNCrfdhk4wKMvSD5sAgKd/8fNPPvnk0cWFbdsQmwAAaLkHBweuba7X6zTLAQCGaQ0Gg8C3hBBlUVFKO53OnTt3tjFmm01KKWXQjuMYaqC1zhf51Wi1rksAwNv37v/sZz/rDvoIoWh6aZqmckLXdQ96fQghxMB1XcOyIISNRnMwGHQ73UajYRiG67qmaTiO41im53mUGmVZlkXOORe8RgjtH+5prVkpOOdISdM0tRIIIQ0xQgj//fdO7t86ubsXhFQupqvNfPaLi3SSCt/S1DIxtjdJ9snz9fk4iksuoJlhNI1TkmUWNSASjmO2Gy7SYhFl09nSAur44IAP9mcKHxwd+Z0+k0phdG+nrfLNKs0oxZigw6P9vW7bd8y+ZwemwSGWUqzX0XK5TOcj3zLePGp+751bZ7k8v7zSECkIS0IqgqECUCORR9FyPiTJG8PGpFBpWfdtMAjMRiNwHSO0HQsjSBACumWQ0DEtgzuGajQcywS2iVybMC7iZAMBEkJwpRQAQoGsrGCeg1o0ArcV+gzqyWJ+cTUF2NjrNWwT4yMf5HmueBHH8a8/efj8+fOLdZVlWb7Or65Wo6tZkhTAsvb39+/du/vDH/7w/nfevrq6olVRVZXlGK7rNnx/Mplsknx3dxdKwRjrHR6+8847e/2OEOLo8AZC6Dcf/iJNU+J4GOPbd+5QSgVjeZ5DWRuGkQtVlmW73cmyjOVJGIbrxeijjz7686czxmqg4Je+cq201rwQm80mni0o1V5/L45jpEUYhjdu3nr27NlysczzPK/rqqryzWaxWDBeaa2FAkqpbcYu12sopQgxHMexHTsMw23wWBlHAADTsjqdTrPT8TwPAZRlmeYlQgj+0Xu7QojAMbXWf3oalWWpENRaU0zCMJRE9/v9/+qHJ71eT1RlkiQPInZ2diYE6HQ6Doacc4LBZDIxDe/GjRsmLp8+faqATyk1KUcIdTzz/Pz8w0m5v7/foYIx1m00W62W0Exrna7zNE0bg9DzvIN+p6oqWerd3d2NrP7ZP/tnv7r6ljxogACFMbaJdhyn6xkAgKZrlGVZYLuua6EwQogitH3zjBBqtxoYY89GrutuU45JgTjngELDMBC0y7JUQJmmGVp4sVi4lj0cDjUl0+l0FScIIXjLBQgBCoGUoPBbnPO0LHzff/877/V6vVIxrfX3G0wp9fTRw/F4nHq9w8PDyWQhpdxpNxFClkkAAGlSbTYbE5eHh4cQh1VVrZeXZ2fP6wR0uyB8+ydJkrD5RVmWLS9oNptpscnzXNeQUmo0zFarFZikqirPCMqyfL6aTqerzxf4WzJ9UqgBAERrAICpAMaAakApYAYEAChAKaWB6/q+j01Tay0FE0JYVJmmCSEMw5BgWynFVE0Isa2QUjqdT7Mso7LKskxx0e123WYohKiErOsaHrR9pZSB1f3792/sh3EcX2Tk8vLyyNfbl+8QwjxjjLFWwx0Oh4DAKIqEhOv1GiPg+37HtLTW11mx2WwwV/v7+/eb4IMPPvgfnlz8z//zv+cM3LhxdL+HW62W51pFUcQ1vLy8tIJGu922KRZCAA6KooC4sm17HFfr9dpx/c1m89l5qpQC35rW2ngldej2PAMJIUIIaYQx3m3AN998M2b5YrGoSogQ8mxje8iH4zgUKc65axu2bfNaUkprDDHGWV1xzg2A4jh2DY9SWtSMcw6Pug3TNA/3+rdv3+6EuNVqJbR7fX29Pv3V1p1ECFnMo2az+bO/8RPf9+M8KcsyzarHjx9H62WSJDopCIFrBapKYw6kBAcE9Pvgc03mcwEUgBC0FfA8YJnA82g4POp2u8iyHcexKZ5Op2VSKqUaTcO27RLZrut6fuPP//zP//UvTiGE+htScr5IJvwFkoSgLVgKIa01gQRC2KTsxz/+IfGsy8vL6SROkmR30HUcp2QMY+w7Buecs6LT6WRpkWWZ3+s0Gg1kGYwxJFRd1yyrKaW1klpr8ubtTq/X+8Fhq9fzN5vl7Pw8MBo/ajb/jeM+ePBglYGyLJXUTJrTX/1b1mzagWcw9vPfPJtOp0llcM6hpgAADqGUUmkEMYyUViMFgAQAIggQRDOtJrHWCKC19Mennjd+57CllJpuYqVUWiiE0H7LtG37B7f2TrrdmSxDGWmChBDkW88neJniuJZfpD99AaKEEMYCPR+nR40IrpeQEGKiZ6MVQpFJMSEkcwhCiNVyvhkDgDDGZqkLxNV6s7V4XGpaviGEMDG1LAv+d//tf13XdfH0IynlgwefRhEY9vyqqj5b8jQFhQTbt5EYgwMBGg2ALZDn4CkDUoIaAKXAlg0EAgAADfCrAwEvEqO/mP/twEylMQYNDRACDAIpgQQAQmArQAgYUnB4aGeWeXq6+axEWimswF+tQKi1NgDaCgGtQROAIADf/4//wXA4/PVHjx8/flzmqZQSqgpCaFouY0xrGARBM/STJLENYBiGaZrtdrvd6mZZtorWCCH4x3c7UspxocqyXFV6aytprbUienvokdbbrMpkmzQdCq2BBobWGkABAHhxYo/+Mv3zV/Nmb4uxnXz0eqbXrTcKK4gQAhhqrYFUSqla/Rbt/BURA1oDADGEEGvguu7fPLEODw8v03o6nT4a52VZAqUNwxh0PUqpNGiSJIpLCGHDtD3P46xECGEtbNveuiLgEQAAgAIACEEBgdYvaGQ7+C1JbMF6sTpACQBQmm6BAy+J5wuwvtw+8JWDB7Zg/fahGgAAIBGAEGAFIYQSKAghkFopoDHSWr/M+Pw7Fq1fIAUhkAoghLAGEMK+khSAjALDAJHESikEoGEY7dA8PDw8fvP+z3/+c8Vlr9cbP3uOEHJtU2stWbFNhRqGITToVyfuS2henVWkAYTwq/Osv7HT+ms/v/qsL4DbZt59ec7DF8fIaQAhlNsZgQgAgKUALxfybcuvtCj1C8N4G7iE4ItDOiDSr7W8TWJOlXYcJzBxVVXbw+pWWQUhDAIDY6wV8n1fyero6Ahj/FWwvkyYr+GXI0HbnRS/Xf3LTMl/zfL1xxl92bjWBGGEEMQIIWRatmmaJsFaK4C21AEgBAB+eRyCBr+VsvlLln/lqJKXjSulkdJ1XVcZ01pmGScEDPYOqqqK47SuKwBgWZYQKsbY14MFIQTbk0FeySGuIQAIvla+hbK+ltAAAN+eUF4DuP0DX3xiqBGCGGkE9a5D/+YPPjg5bEGRJcDiSgGNNSQKaP1FnxHQEGgIIIIQQY0ggEAjCPQXvPnaUCWgXEGFAAcYQG37jRstvNNyh28cKSgXWZ7VjFU6TktMyFcAgF+TiPu1RKb/251D8R846xAAsJ3N7Uk1iLMgCG7fOR4MBjmwDMOAL95FvNhvBQB4JSn4dtK/SA8Nwdc/QSMIIQRKa40AkFLEs6jXa3zvb/zN+/fvP3xylmUFlFpKCS3zy7OsvvgCv7bf3yTjvn3NAq+kR//i868G1vaESwQlhJAgjRB6d8fd399/8+1jCOGH6/T09DRaqjzPRSKklEDz1/q5Pcfwm6TqV8flGwYA4Mg3Go3Gw8WyLBlXEEKIt2maXk4EhBB8qxL4u8vxl8QIX8n7/sWVl3/oZa7Bb24HQQgR3M6hhhColNV1+r3vv39ycgLa3Z2dnf29W/v7+57paa0FZ/DF6Wlf5FLf9hr+ruPSXAoh66JerNNcSAiBAhBC+L8CeP6uUILSqxUAAAAldEVYdGRhdGU6Y3JlYXRlADIwMjQtMDctMjNUMTk6NTg6MDYrMDA6MDD8PWieAAAAJXRFWHRkYXRlOm1vZGlmeQAyMDI0LTA3LTIzVDE5OjU4OjA2KzAwOjAwjWDQIgAAACh0RVh0ZGF0ZTp0aW1lc3RhbXAAMjAyNC0wNy0yM1QxOTo1ODowNiswMDowMNp18f0AAABKdEVYdHNpZ25hdHVyZQA5ZTQ2Mjg4MGM4ZThjMmRhYTE2YjBiMGM0ZWE0MGVjZGUxODlkZWU1OGEzYmY1N2NlMDg1NGU1MWMwMDdhMDE0Qi7nFQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Size: original, Quality: 95%, heic:speed: 8, File Size: 570649 bytes, PSNR: 64.57418131097047, RMSE: 0.0005604266771115363, SSIM: 0.9995786959290166\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1600x1200 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1600x1200 with 1 Axes>"
],
"image/png": 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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1600x1200 with 1 Axes>"
],
"image/png": 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